## How to predict diabetes (diabetes data) using a keras deep learning model

def Snippet_338(): 

    print()
    print(format('How to predict diabetes (diabetes data) using a keras deep learning model','*^88'))

    import warnings
    warnings.filterwarnings("ignore")

    # load libraries
    from sklearn import datasets
    from sklearn.model_selection import train_test_split
    from keras.models import Sequential
    from keras.layers.core import Dense, Activation
    from keras.optimizers import RMSprop, Adam
    from keras.regularizers import l2
    import matplotlib.pyplot as plt  
    import numpy as np 

    import time
    start_time = time.time()

    # set parameters
    VALIDATION_SPLIT = 0.25
    VERBOSE = 1
    BATCH_SIZE = 128

    # load Dataset    
    dataset = datasets.load_diabetes()

    X = dataset.data
    y = dataset.target

    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3)  

    # ---------------------------------------------------------------------
    # setup a deep learning model
    # ---------------------------------------------------------------------
    score = []
    for OPTIMIZER in [RMSprop(), Adam()]: 
        for NB_EPOCH in [500,1000,2000]:
            for N_Units_in_Multiple_Layers in [64, 128, 256]:
                model = Sequential()
                model.add(Dense(units = N_Units_in_Multiple_Layers, input_shape=(X_train.shape[1],), 
                                kernel_regularizer=l2())) 
                model.add(Activation('relu'))
                model.add(Dense(units = N_Units_in_Multiple_Layers, kernel_regularizer=l2()))
                model.add(Activation('relu'))
                model.add(Dense(units = 1))
                
                model.summary()
                
                model.compile(loss='mean_squared_error', optimizer=OPTIMIZER, metrics=['mae'])
                
                model.fit(X_train, y_train, batch_size=BATCH_SIZE, epochs=NB_EPOCH,
                          verbose=VERBOSE, validation_split=VALIDATION_SPLIT)
                
                scores = model.evaluate(X_test, y_test, verbose=VERBOSE)
                
                print()
                print('Optimizers: ', OPTIMIZER)
                print('Epoch Sizes: ', NB_EPOCH)            
                print('Neurons or Units: ', N_Units_in_Multiple_Layers)            
                print(model.metrics_names); print(scores)
                score.append(scores[1])
                print()

    print(); print("MAE scores: ", score) 
    print("Mean score: ", np.mean(score)) 
    print("Std: ", np.std(score))

    y = score; N = len(y); x = range(N); width = 1./1.5;
    plt.barh(x,y,width); plt.show()                
    print()
    print("Execution Time %s seconds: " % (time.time() - start_time))    

Snippet_338()

*******How to predict diabetes (diabetes data) using a keras deep learning model********

Using TensorFlow backend.

Model: "sequential_1"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_1 (Dense)              (None, 64)                704       
_________________________________________________________________
activation_1 (Activation)    (None, 64)                0         
_________________________________________________________________
dense_2 (Dense)              (None, 64)                4160      
_________________________________________________________________
activation_2 (Activation)    (None, 64)                0         
_________________________________________________________________
dense_3 (Dense)              (None, 1)                 65        
=================================================================
Total params: 4,929
Trainable params: 4,929
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/500
231/231 [==============================] - 0s 625us/step - loss: 29783.5972 - mae: 154.4237 - val_loss: 29155.6250 - val_mae: 152.7151
Epoch 2/500
231/231 [==============================] - 0s 24us/step - loss: 29763.8921 - mae: 154.3586 - val_loss: 29137.1895 - val_mae: 152.6546
Epoch 3/500
231/231 [==============================] - 0s 24us/step - loss: 29745.2228 - mae: 154.2964 - val_loss: 29118.4219 - val_mae: 152.5933
Epoch 4/500
231/231 [==============================] - 0s 24us/step - loss: 29725.7164 - mae: 154.2345 - val_loss: 29098.5742 - val_mae: 152.5284
Epoch 5/500
231/231 [==============================] - 0s 28us/step - loss: 29705.3963 - mae: 154.1681 - val_loss: 29077.9492 - val_mae: 152.4610
Epoch 6/500
231/231 [==============================] - 0s 25us/step - loss: 29684.3131 - mae: 154.0995 - val_loss: 29056.3770 - val_mae: 152.3904
Epoch 7/500
231/231 [==============================] - 0s 23us/step - loss: 29662.0770 - mae: 154.0277 - val_loss: 29033.3984 - val_mae: 152.3154
Epoch 8/500
231/231 [==============================] - 0s 20us/step - loss: 29638.2101 - mae: 153.9521 - val_loss: 29008.5840 - val_mae: 152.2347
Epoch 9/500
231/231 [==============================] - 0s 24us/step - loss: 29612.8820 - mae: 153.8688 - val_loss: 28982.5664 - val_mae: 152.1501
Epoch 10/500
231/231 [==============================] - 0s 22us/step - loss: 29585.9917 - mae: 153.7838 - val_loss: 28954.5449 - val_mae: 152.0592
Epoch 11/500
231/231 [==============================] - 0s 31us/step - loss: 29557.3327 - mae: 153.6911 - val_loss: 28925.0098 - val_mae: 151.9635
Epoch 12/500
231/231 [==============================] - 0s 27us/step - loss: 29526.8276 - mae: 153.5956 - val_loss: 28893.3691 - val_mae: 151.8611
Epoch 13/500
231/231 [==============================] - 0s 22us/step - loss: 29494.5224 - mae: 153.4913 - val_loss: 28860.1816 - val_mae: 151.7538
Epoch 14/500
231/231 [==============================] - 0s 32us/step - loss: 29460.3065 - mae: 153.3836 - val_loss: 28824.7422 - val_mae: 151.6395
Epoch 15/500
231/231 [==============================] - 0s 23us/step - loss: 29423.7973 - mae: 153.2686 - val_loss: 28787.0117 - val_mae: 151.5179
Epoch 16/500
231/231 [==============================] - 0s 28us/step - loss: 29385.0280 - mae: 153.1470 - val_loss: 28747.0117 - val_mae: 151.3890
Epoch 17/500
231/231 [==============================] - 0s 21us/step - loss: 29344.0128 - mae: 153.0177 - val_loss: 28704.9766 - val_mae: 151.2536
Epoch 18/500
231/231 [==============================] - 0s 28us/step - loss: 29301.2520 - mae: 152.8798 - val_loss: 28661.3906 - val_mae: 151.1130
Epoch 19/500
231/231 [==============================] - 0s 28us/step - loss: 29256.5721 - mae: 152.7384 - val_loss: 28615.4629 - val_mae: 150.9648
Epoch 20/500
231/231 [==============================] - 0s 23us/step - loss: 29209.1572 - mae: 152.5923 - val_loss: 28566.5273 - val_mae: 150.8070
Epoch 21/500
231/231 [==============================] - 0s 23us/step - loss: 29159.2913 - mae: 152.4326 - val_loss: 28515.6328 - val_mae: 150.6429
Epoch 22/500
231/231 [==============================] - 0s 22us/step - loss: 29107.0938 - mae: 152.2692 - val_loss: 28462.0566 - val_mae: 150.4702
Epoch 23/500
231/231 [==============================] - 0s 30us/step - loss: 29052.1959 - mae: 152.0975 - val_loss: 28405.9199 - val_mae: 150.2890
Epoch 24/500
231/231 [==============================] - 0s 34us/step - loss: 28994.6114 - mae: 151.9158 - val_loss: 28347.1895 - val_mae: 150.0995
Epoch 25/500
231/231 [==============================] - 0s 21us/step - loss: 28934.6080 - mae: 151.7263 - val_loss: 28286.2559 - val_mae: 149.9029
Epoch 26/500
231/231 [==============================] - 0s 29us/step - loss: 28872.1236 - mae: 151.5294 - val_loss: 28222.5918 - val_mae: 149.6972
Epoch 27/500
231/231 [==============================] - 0s 36us/step - loss: 28806.9778 - mae: 151.3236 - val_loss: 28156.6094 - val_mae: 149.4841
Epoch 28/500
231/231 [==============================] - 0s 24us/step - loss: 28739.3045 - mae: 151.1123 - val_loss: 28087.8145 - val_mae: 149.2616
Epoch 29/500
231/231 [==============================] - 0s 21us/step - loss: 28668.7527 - mae: 150.8897 - val_loss: 28016.4375 - val_mae: 149.0306
Epoch 30/500
231/231 [==============================] - 0s 24us/step - loss: 28595.6118 - mae: 150.6595 - val_loss: 27942.5742 - val_mae: 148.7911
Epoch 31/500
231/231 [==============================] - 0s 33us/step - loss: 28519.7592 - mae: 150.4203 - val_loss: 27866.0312 - val_mae: 148.5425
Epoch 32/500
231/231 [==============================] - 0s 56us/step - loss: 28440.9822 - mae: 150.1747 - val_loss: 27786.1875 - val_mae: 148.2832
Epoch 33/500
231/231 [==============================] - 0s 41us/step - loss: 28359.1236 - mae: 149.9176 - val_loss: 27703.4297 - val_mae: 148.0141
Epoch 34/500
231/231 [==============================] - 0s 50us/step - loss: 28274.5228 - mae: 149.6483 - val_loss: 27618.8027 - val_mae: 147.7384
Epoch 35/500
231/231 [==============================] - 0s 44us/step - loss: 28187.8559 - mae: 149.3720 - val_loss: 27531.5352 - val_mae: 147.4540
Epoch 36/500
231/231 [==============================] - 0s 45us/step - loss: 28098.2622 - mae: 149.0910 - val_loss: 27441.2480 - val_mae: 147.1591
Epoch 37/500
231/231 [==============================] - 0s 38us/step - loss: 28006.5231 - mae: 148.7931 - val_loss: 27349.7070 - val_mae: 146.8594
Epoch 38/500
231/231 [==============================] - 0s 26us/step - loss: 27912.8105 - mae: 148.4951 - val_loss: 27255.4883 - val_mae: 146.5501
Epoch 39/500
231/231 [==============================] - 0s 29us/step - loss: 27815.4151 - mae: 148.1892 - val_loss: 27157.0449 - val_mae: 146.2269
Epoch 40/500
231/231 [==============================] - 0s 28us/step - loss: 27714.4679 - mae: 147.8694 - val_loss: 27055.3887 - val_mae: 145.8928
Epoch 41/500
231/231 [==============================] - 0s 30us/step - loss: 27610.8279 - mae: 147.5348 - val_loss: 26952.4160 - val_mae: 145.5531
Epoch 42/500
231/231 [==============================] - 0s 25us/step - loss: 27505.5841 - mae: 147.1958 - val_loss: 26846.9531 - val_mae: 145.2047
Epoch 43/500
231/231 [==============================] - 0s 28us/step - loss: 27397.0230 - mae: 146.8525 - val_loss: 26737.4941 - val_mae: 144.8423
Epoch 44/500
231/231 [==============================] - 0s 43us/step - loss: 27285.1959 - mae: 146.4913 - val_loss: 26625.7969 - val_mae: 144.4714
Epoch 45/500
231/231 [==============================] - 0s 30us/step - loss: 27170.7838 - mae: 146.1231 - val_loss: 26511.2090 - val_mae: 144.0902
Epoch 46/500
231/231 [==============================] - 0s 27us/step - loss: 27052.9939 - mae: 145.7470 - val_loss: 26392.3379 - val_mae: 143.6941
Epoch 47/500
231/231 [==============================] - 0s 35us/step - loss: 26932.0966 - mae: 145.3472 - val_loss: 26273.1699 - val_mae: 143.2957
Epoch 48/500
231/231 [==============================] - 0s 27us/step - loss: 26809.3425 - mae: 144.9545 - val_loss: 26149.6172 - val_mae: 142.8818
Epoch 49/500
231/231 [==============================] - 0s 30us/step - loss: 26682.7466 - mae: 144.5452 - val_loss: 26023.4492 - val_mae: 142.4576
Epoch 50/500
231/231 [==============================] - 0s 25us/step - loss: 26554.0531 - mae: 144.1223 - val_loss: 25895.5098 - val_mae: 142.0259
Epoch 51/500
231/231 [==============================] - 0s 32us/step - loss: 26422.7314 - mae: 143.6920 - val_loss: 25764.2754 - val_mae: 141.5824
Epoch 52/500
231/231 [==============================] - 0s 20us/step - loss: 26288.8926 - mae: 143.2540 - val_loss: 25630.9512 - val_mae: 141.1300
Epoch 53/500
231/231 [==============================] - 0s 20us/step - loss: 26152.1309 - mae: 142.8024 - val_loss: 25494.7578 - val_mae: 140.6665
Epoch 54/500
231/231 [==============================] - 0s 20us/step - loss: 26012.3574 - mae: 142.3411 - val_loss: 25355.2559 - val_mae: 140.1908
Epoch 55/500
231/231 [==============================] - 0s 21us/step - loss: 25869.0522 - mae: 141.8720 - val_loss: 25212.1465 - val_mae: 139.7013
Epoch 56/500
231/231 [==============================] - 0s 32us/step - loss: 25722.2369 - mae: 141.3887 - val_loss: 25065.7207 - val_mae: 139.1989
Epoch 57/500
231/231 [==============================] - 0s 20us/step - loss: 25573.5155 - mae: 140.8823 - val_loss: 24919.4727 - val_mae: 138.6949
Epoch 58/500
231/231 [==============================] - 0s 20us/step - loss: 25422.9205 - mae: 140.3848 - val_loss: 24769.1328 - val_mae: 138.1754
Epoch 59/500
231/231 [==============================] - 0s 17us/step - loss: 25268.3954 - mae: 139.8732 - val_loss: 24614.7617 - val_mae: 137.6400
Epoch 60/500
231/231 [==============================] - 0s 23us/step - loss: 25110.7582 - mae: 139.3352 - val_loss: 24459.4863 - val_mae: 137.0994
Epoch 61/500
231/231 [==============================] - 0s 29us/step - loss: 24951.9914 - mae: 138.7994 - val_loss: 24301.8105 - val_mae: 136.5479
Epoch 62/500
231/231 [==============================] - 0s 25us/step - loss: 24790.0652 - mae: 138.2547 - val_loss: 24140.8262 - val_mae: 135.9827
Epoch 63/500
231/231 [==============================] - 0s 29us/step - loss: 24624.9434 - mae: 137.6906 - val_loss: 23976.8945 - val_mae: 135.4057
Epoch 64/500
231/231 [==============================] - 0s 20us/step - loss: 24455.7723 - mae: 137.1262 - val_loss: 23808.1035 - val_mae: 134.8090
Epoch 65/500
231/231 [==============================] - 0s 31us/step - loss: 24283.1846 - mae: 136.5327 - val_loss: 23637.2227 - val_mae: 134.2022
Epoch 66/500
231/231 [==============================] - 0s 35us/step - loss: 24108.2539 - mae: 135.9298 - val_loss: 23465.0723 - val_mae: 133.5874
Epoch 67/500
231/231 [==============================] - 0s 36us/step - loss: 23932.5968 - mae: 135.3196 - val_loss: 23291.6133 - val_mae: 132.9648
Epoch 68/500
231/231 [==============================] - 0s 24us/step - loss: 23754.4598 - mae: 134.6967 - val_loss: 23115.5078 - val_mae: 132.3305
Epoch 69/500
231/231 [==============================] - 0s 25us/step - loss: 23573.4789 - mae: 134.0681 - val_loss: 22936.0957 - val_mae: 131.6814
Epoch 70/500
231/231 [==============================] - 0s 20us/step - loss: 23389.5789 - mae: 133.4260 - val_loss: 22754.0801 - val_mae: 131.0193
Epoch 71/500
231/231 [==============================] - 0s 30us/step - loss: 23202.7773 - mae: 132.7711 - val_loss: 22569.3945 - val_mae: 130.3442
Epoch 72/500
231/231 [==============================] - 0s 21us/step - loss: 23013.8151 - mae: 132.0989 - val_loss: 22383.0957 - val_mae: 129.6605
Epoch 73/500
231/231 [==============================] - 0s 35us/step - loss: 22821.4085 - mae: 131.4251 - val_loss: 22191.5195 - val_mae: 128.9541
Epoch 74/500
231/231 [==============================] - 0s 34us/step - loss: 22625.1485 - mae: 130.7259 - val_loss: 21998.4609 - val_mae: 128.2381
Epoch 75/500
231/231 [==============================] - 0s 30us/step - loss: 22426.9729 - mae: 130.0178 - val_loss: 21803.3008 - val_mae: 127.5102
Epoch 76/500
231/231 [==============================] - 0s 21us/step - loss: 22227.0867 - mae: 129.2938 - val_loss: 21606.8027 - val_mae: 126.7730
Epoch 77/500
231/231 [==============================] - 0s 34us/step - loss: 22025.8112 - mae: 128.5595 - val_loss: 21408.1387 - val_mae: 126.0235
Epoch 78/500
231/231 [==============================] - 0s 27us/step - loss: 21820.6396 - mae: 127.8255 - val_loss: 21205.5859 - val_mae: 125.2552
Epoch 79/500
231/231 [==============================] - 0s 27us/step - loss: 21612.4309 - mae: 127.0644 - val_loss: 21000.1660 - val_mae: 124.4718
Epoch 80/500
231/231 [==============================] - 0s 36us/step - loss: 21402.0178 - mae: 126.2834 - val_loss: 20793.4902 - val_mae: 123.6785
Epoch 81/500
231/231 [==============================] - 0s 30us/step - loss: 21188.8242 - mae: 125.5080 - val_loss: 20583.7695 - val_mae: 122.8678
Epoch 82/500
231/231 [==============================] - 0s 20us/step - loss: 20974.9884 - mae: 124.6995 - val_loss: 20375.3633 - val_mae: 122.0565
Epoch 83/500
231/231 [==============================] - 0s 25us/step - loss: 20759.7343 - mae: 123.8915 - val_loss: 20162.9414 - val_mae: 121.2244
Epoch 84/500
231/231 [==============================] - 0s 24us/step - loss: 20541.0892 - mae: 123.0706 - val_loss: 19948.0430 - val_mae: 120.3780
Epoch 85/500
231/231 [==============================] - 0s 27us/step - loss: 20321.8684 - mae: 122.2273 - val_loss: 19734.4434 - val_mae: 119.5294
Epoch 86/500
231/231 [==============================] - 0s 21us/step - loss: 20099.5877 - mae: 121.3980 - val_loss: 19513.5820 - val_mae: 118.6471
Epoch 87/500
231/231 [==============================] - 0s 27us/step - loss: 19873.7029 - mae: 120.5125 - val_loss: 19294.7207 - val_mae: 117.7659
Epoch 88/500
231/231 [==============================] - 0s 26us/step - loss: 19649.6491 - mae: 119.6378 - val_loss: 19075.7480 - val_mae: 116.8772
Epoch 89/500
231/231 [==============================] - 0s 31us/step - loss: 19421.8898 - mae: 118.7705 - val_loss: 18850.4160 - val_mae: 115.9572
Epoch 90/500
231/231 [==============================] - 0s 27us/step - loss: 19193.0362 - mae: 117.8562 - val_loss: 18628.2266 - val_mae: 115.0416
Epoch 91/500
231/231 [==============================] - 0s 25us/step - loss: 18961.2108 - mae: 116.9530 - val_loss: 18399.7695 - val_mae: 114.0937
Epoch 92/500
231/231 [==============================] - 0s 20us/step - loss: 18726.3244 - mae: 116.0086 - val_loss: 18171.6523 - val_mae: 113.1396
Epoch 93/500
231/231 [==============================] - 0s 23us/step - loss: 18491.3189 - mae: 115.0635 - val_loss: 17941.6973 - val_mae: 112.1697
Epoch 94/500
231/231 [==============================] - 0s 24us/step - loss: 18254.5545 - mae: 114.1007 - val_loss: 17711.4219 - val_mae: 111.1892
Epoch 95/500
231/231 [==============================] - 0s 24us/step - loss: 18018.0541 - mae: 113.1259 - val_loss: 17481.3262 - val_mae: 110.2012
Epoch 96/500
231/231 [==============================] - 0s 26us/step - loss: 17781.6418 - mae: 112.1480 - val_loss: 17250.9375 - val_mae: 109.2021
Epoch 97/500
231/231 [==============================] - 0s 31us/step - loss: 17542.3785 - mae: 111.1602 - val_loss: 17017.3516 - val_mae: 108.1816
Epoch 98/500
231/231 [==============================] - 0s 34us/step - loss: 17302.3221 - mae: 110.1494 - val_loss: 16784.2090 - val_mae: 107.1532
Epoch 99/500
231/231 [==============================] - 0s 23us/step - loss: 17059.2927 - mae: 109.1551 - val_loss: 16545.2168 - val_mae: 106.0897
Epoch 100/500
231/231 [==============================] - 0s 32us/step - loss: 16812.2207 - mae: 108.1238 - val_loss: 16305.1104 - val_mae: 105.0102
Epoch 101/500
231/231 [==============================] - 0s 32us/step - loss: 16564.7115 - mae: 107.0471 - val_loss: 16066.5557 - val_mae: 103.9278
Epoch 102/500
231/231 [==============================] - 0s 22us/step - loss: 16320.2201 - mae: 105.9890 - val_loss: 15830.2090 - val_mae: 102.8543
Epoch 103/500
231/231 [==============================] - 0s 22us/step - loss: 16073.8478 - mae: 104.9294 - val_loss: 15590.4736 - val_mae: 101.7807
Epoch 104/500
231/231 [==============================] - 0s 23us/step - loss: 15826.4542 - mae: 103.8520 - val_loss: 15351.0322 - val_mae: 100.7102
Epoch 105/500
231/231 [==============================] - 0s 18us/step - loss: 15577.9982 - mae: 102.7651 - val_loss: 15110.2676 - val_mae: 99.6216
Epoch 106/500
231/231 [==============================] - 0s 33us/step - loss: 15328.0634 - mae: 101.6837 - val_loss: 14867.4482 - val_mae: 98.5113
Epoch 107/500
231/231 [==============================] - 0s 20us/step - loss: 15077.9378 - mae: 100.5553 - val_loss: 14627.7363 - val_mae: 97.4113
Epoch 108/500
231/231 [==============================] - 0s 26us/step - loss: 14828.2814 - mae: 99.4467 - val_loss: 14385.4473 - val_mae: 96.3134
Epoch 109/500
231/231 [==============================] - 0s 25us/step - loss: 14578.1103 - mae: 98.3281 - val_loss: 14145.7900 - val_mae: 95.2133
Epoch 110/500
231/231 [==============================] - 0s 21us/step - loss: 14328.7380 - mae: 97.2325 - val_loss: 13904.5781 - val_mae: 94.0931
Epoch 111/500
231/231 [==============================] - 0s 37us/step - loss: 14078.5864 - mae: 96.1167 - val_loss: 13664.0938 - val_mae: 92.9618
Epoch 112/500
231/231 [==============================] - 0s 28us/step - loss: 13828.0829 - mae: 94.9846 - val_loss: 13422.3828 - val_mae: 91.8107
Epoch 113/500
231/231 [==============================] - 0s 34us/step - loss: 13578.0594 - mae: 93.8311 - val_loss: 13183.8896 - val_mae: 90.6788
Epoch 114/500
231/231 [==============================] - 0s 36us/step - loss: 13328.7714 - mae: 92.7203 - val_loss: 12943.2656 - val_mae: 89.5300
Epoch 115/500
231/231 [==============================] - 0s 39us/step - loss: 13080.2127 - mae: 91.5556 - val_loss: 12707.1748 - val_mae: 88.3874
Epoch 116/500
231/231 [==============================] - 0s 21us/step - loss: 12832.0927 - mae: 90.4492 - val_loss: 12467.1523 - val_mae: 87.2085
Epoch 117/500
231/231 [==============================] - 0s 23us/step - loss: 12587.3488 - mae: 89.2999 - val_loss: 12236.5771 - val_mae: 86.0575
Epoch 118/500
231/231 [==============================] - 0s 25us/step - loss: 12342.3674 - mae: 88.1889 - val_loss: 11999.9619 - val_mae: 84.8758
Epoch 119/500
231/231 [==============================] - 0s 20us/step - loss: 12095.1049 - mae: 87.0656 - val_loss: 11763.5527 - val_mae: 83.6867
Epoch 120/500
231/231 [==============================] - 0s 22us/step - loss: 11848.0282 - mae: 85.9179 - val_loss: 11528.9932 - val_mae: 82.4972
Epoch 121/500
231/231 [==============================] - 0s 22us/step - loss: 11603.4905 - mae: 84.7951 - val_loss: 11297.1641 - val_mae: 81.3482
Epoch 122/500
231/231 [==============================] - 0s 21us/step - loss: 11361.0241 - mae: 83.6964 - val_loss: 11066.9248 - val_mae: 80.1892
Epoch 123/500
231/231 [==============================] - 0s 31us/step - loss: 11120.9218 - mae: 82.5620 - val_loss: 10839.6328 - val_mae: 79.0247
Epoch 124/500
231/231 [==============================] - 0s 18us/step - loss: 10880.7869 - mae: 81.4531 - val_loss: 10610.3809 - val_mae: 77.8309
Epoch 125/500
231/231 [==============================] - 0s 23us/step - loss: 10640.8021 - mae: 80.2934 - val_loss: 10383.9941 - val_mae: 76.6302
Epoch 126/500
231/231 [==============================] - 0s 23us/step - loss: 10404.2055 - mae: 79.1677 - val_loss: 10160.3574 - val_mae: 75.4830
Epoch 127/500
231/231 [==============================] - 0s 22us/step - loss: 10168.2546 - mae: 78.0806 - val_loss: 9938.3926 - val_mae: 74.3843
Epoch 128/500
231/231 [==============================] - 0s 34us/step - loss: 9934.2979 - mae: 76.9509 - val_loss: 9717.4365 - val_mae: 73.3611
Epoch 129/500
231/231 [==============================] - 0s 20us/step - loss: 9704.2968 - mae: 75.8476 - val_loss: 9503.5352 - val_mae: 72.3931
Epoch 130/500
231/231 [==============================] - 0s 23us/step - loss: 9478.5099 - mae: 74.8546 - val_loss: 9292.3896 - val_mae: 71.4639
Epoch 131/500
231/231 [==============================] - 0s 22us/step - loss: 9254.7684 - mae: 73.8328 - val_loss: 9082.6406 - val_mae: 70.5455
Epoch 132/500
231/231 [==============================] - 0s 22us/step - loss: 9034.3552 - mae: 72.7841 - val_loss: 8876.3418 - val_mae: 69.6266
Epoch 133/500
231/231 [==============================] - 0s 27us/step - loss: 8814.2364 - mae: 71.7517 - val_loss: 8670.6621 - val_mae: 68.7208
Epoch 134/500
231/231 [==============================] - 0s 29us/step - loss: 8597.1672 - mae: 70.7351 - val_loss: 8469.4150 - val_mae: 67.8130
Epoch 135/500
231/231 [==============================] - 0s 41us/step - loss: 8382.0513 - mae: 69.7442 - val_loss: 8268.8438 - val_mae: 66.8857
Epoch 136/500
231/231 [==============================] - 0s 42us/step - loss: 8168.5998 - mae: 68.7438 - val_loss: 8070.3975 - val_mae: 65.9546
Epoch 137/500
231/231 [==============================] - 0s 22us/step - loss: 7957.8424 - mae: 67.7269 - val_loss: 7878.4697 - val_mae: 65.0573
Epoch 138/500
231/231 [==============================] - 0s 22us/step - loss: 7753.5203 - mae: 66.7802 - val_loss: 7691.2388 - val_mae: 64.1580
Epoch 139/500
231/231 [==============================] - 0s 27us/step - loss: 7553.3757 - mae: 65.7986 - val_loss: 7508.2485 - val_mae: 63.3008
Epoch 140/500
231/231 [==============================] - 0s 25us/step - loss: 7357.4642 - mae: 64.9290 - val_loss: 7329.7495 - val_mae: 62.5184
Epoch 141/500
231/231 [==============================] - 0s 25us/step - loss: 7165.2066 - mae: 64.0281 - val_loss: 7153.4175 - val_mae: 61.7792
Epoch 142/500
231/231 [==============================] - 0s 33us/step - loss: 6975.9535 - mae: 63.1853 - val_loss: 6982.2246 - val_mae: 61.0490
Epoch 143/500
231/231 [==============================] - 0s 18us/step - loss: 6791.1676 - mae: 62.3553 - val_loss: 6816.1099 - val_mae: 60.3492
Epoch 144/500
231/231 [==============================] - 0s 38us/step - loss: 6615.2004 - mae: 61.5975 - val_loss: 6660.4062 - val_mae: 59.7532
Epoch 145/500
231/231 [==============================] - 0s 19us/step - loss: 6443.0467 - mae: 60.8607 - val_loss: 6503.7881 - val_mae: 59.2463
Epoch 146/500
231/231 [==============================] - 0s 23us/step - loss: 6275.8721 - mae: 60.1854 - val_loss: 6356.4810 - val_mae: 58.8615
Epoch 147/500
231/231 [==============================] - 0s 31us/step - loss: 6112.6099 - mae: 59.5378 - val_loss: 6209.9570 - val_mae: 58.5490
Epoch 148/500
231/231 [==============================] - 0s 41us/step - loss: 5955.7865 - mae: 58.9100 - val_loss: 6073.1396 - val_mae: 58.2586
Epoch 149/500
231/231 [==============================] - 0s 21us/step - loss: 5803.6920 - mae: 58.3586 - val_loss: 5939.0205 - val_mae: 57.9635
Epoch 150/500
231/231 [==============================] - 0s 31us/step - loss: 5654.6304 - mae: 57.7773 - val_loss: 5808.2969 - val_mae: 57.6624
Epoch 151/500
231/231 [==============================] - 0s 23us/step - loss: 5510.7736 - mae: 57.2696 - val_loss: 5684.0444 - val_mae: 57.3856
Epoch 152/500
231/231 [==============================] - 0s 26us/step - loss: 5371.7092 - mae: 56.7456 - val_loss: 5563.5508 - val_mae: 57.1069
Epoch 153/500
231/231 [==============================] - 0s 31us/step - loss: 5240.8470 - mae: 56.3468 - val_loss: 5452.9541 - val_mae: 56.8855
Epoch 154/500
231/231 [==============================] - 0s 30us/step - loss: 5113.2365 - mae: 55.8300 - val_loss: 5343.1528 - val_mae: 56.7104
Epoch 155/500
231/231 [==============================] - 0s 27us/step - loss: 4988.9819 - mae: 55.3776 - val_loss: 5239.2202 - val_mae: 56.5574
Epoch 156/500
231/231 [==============================] - 0s 29us/step - loss: 4873.6706 - mae: 55.0190 - val_loss: 5144.6240 - val_mae: 56.4057
Epoch 157/500
231/231 [==============================] - 0s 24us/step - loss: 4763.4331 - mae: 54.6448 - val_loss: 5052.6587 - val_mae: 56.2495
Epoch 158/500
231/231 [==============================] - 0s 26us/step - loss: 4657.5854 - mae: 54.2923 - val_loss: 4967.6992 - val_mae: 56.0953
Epoch 159/500
231/231 [==============================] - 0s 24us/step - loss: 4559.4601 - mae: 54.0224 - val_loss: 4889.5386 - val_mae: 55.9734
Epoch 160/500
231/231 [==============================] - 0s 36us/step - loss: 4466.9412 - mae: 53.7600 - val_loss: 4816.2847 - val_mae: 55.8748
Epoch 161/500
231/231 [==============================] - 0s 22us/step - loss: 4380.2213 - mae: 53.4904 - val_loss: 4748.8350 - val_mae: 55.8353
Epoch 162/500
231/231 [==============================] - 0s 22us/step - loss: 4299.4593 - mae: 53.2688 - val_loss: 4687.7959 - val_mae: 55.7981
Epoch 163/500
231/231 [==============================] - 0s 24us/step - loss: 4223.9984 - mae: 53.0776 - val_loss: 4629.9668 - val_mae: 55.7982
Epoch 164/500
231/231 [==============================] - 0s 26us/step - loss: 4154.7064 - mae: 52.9378 - val_loss: 4581.5962 - val_mae: 55.7933
Epoch 165/500
231/231 [==============================] - 0s 32us/step - loss: 4091.7098 - mae: 52.7491 - val_loss: 4535.3042 - val_mae: 55.8006
Epoch 166/500
231/231 [==============================] - 0s 21us/step - loss: 4032.7535 - mae: 52.6272 - val_loss: 4495.3750 - val_mae: 55.8381
Epoch 167/500
231/231 [==============================] - 0s 23us/step - loss: 3983.6465 - mae: 52.5792 - val_loss: 4463.2881 - val_mae: 55.8590
Epoch 168/500
231/231 [==============================] - 0s 20us/step - loss: 3937.8756 - mae: 52.3904 - val_loss: 4431.8389 - val_mae: 55.8865
Epoch 169/500
231/231 [==============================] - 0s 29us/step - loss: 3894.1588 - mae: 52.3058 - val_loss: 4406.0459 - val_mae: 55.9090
Epoch 170/500
231/231 [==============================] - 0s 29us/step - loss: 3856.7650 - mae: 52.2178 - val_loss: 4385.7729 - val_mae: 55.9224
Epoch 171/500
231/231 [==============================] - 0s 29us/step - loss: 3827.1096 - mae: 52.1523 - val_loss: 4369.2896 - val_mae: 55.9281
Epoch 172/500
231/231 [==============================] - 0s 23us/step - loss: 3800.4705 - mae: 52.1061 - val_loss: 4355.2920 - val_mae: 55.9299
Epoch 173/500
231/231 [==============================] - 0s 46us/step - loss: 3776.6320 - mae: 52.0230 - val_loss: 4343.4707 - val_mae: 55.9322
Epoch 174/500
231/231 [==============================] - 0s 25us/step - loss: 3766.3616 - mae: 52.0126 - val_loss: 4333.8521 - val_mae: 55.9345
Epoch 175/500
231/231 [==============================] - 0s 37us/step - loss: 3736.8913 - mae: 51.9243 - val_loss: 4326.6958 - val_mae: 55.9135
Epoch 176/500
231/231 [==============================] - 0s 32us/step - loss: 3723.2891 - mae: 51.8985 - val_loss: 4319.8506 - val_mae: 55.8837
Epoch 177/500
231/231 [==============================] - 0s 27us/step - loss: 3712.7305 - mae: 51.8297 - val_loss: 4314.5029 - val_mae: 55.8773
Epoch 178/500
231/231 [==============================] - 0s 36us/step - loss: 3699.2042 - mae: 51.7924 - val_loss: 4309.7686 - val_mae: 55.8693
Epoch 179/500
231/231 [==============================] - 0s 37us/step - loss: 3686.7028 - mae: 51.7613 - val_loss: 4304.5342 - val_mae: 55.8443
Epoch 180/500
231/231 [==============================] - 0s 42us/step - loss: 3680.3162 - mae: 51.7345 - val_loss: 4297.5210 - val_mae: 55.7939
Epoch 181/500
231/231 [==============================] - 0s 34us/step - loss: 3669.2674 - mae: 51.6577 - val_loss: 4291.7471 - val_mae: 55.7713
Epoch 182/500
231/231 [==============================] - 0s 29us/step - loss: 3661.2168 - mae: 51.6340 - val_loss: 4285.5732 - val_mae: 55.7327
Epoch 183/500
231/231 [==============================] - 0s 42us/step - loss: 3656.1399 - mae: 51.5389 - val_loss: 4282.6123 - val_mae: 55.7476
Epoch 184/500
231/231 [==============================] - 0s 41us/step - loss: 3642.8184 - mae: 51.5075 - val_loss: 4274.6880 - val_mae: 55.6804
Epoch 185/500
231/231 [==============================] - 0s 51us/step - loss: 3634.8685 - mae: 51.4542 - val_loss: 4266.2617 - val_mae: 55.6045
Epoch 186/500
231/231 [==============================] - 0s 31us/step - loss: 3651.4199 - mae: 51.4884 - val_loss: 4262.7363 - val_mae: 55.6011
Epoch 187/500
231/231 [==============================] - 0s 51us/step - loss: 3618.7829 - mae: 51.3120 - val_loss: 4257.0859 - val_mae: 55.5637
Epoch 188/500
231/231 [==============================] - 0s 35us/step - loss: 3613.1767 - mae: 51.3376 - val_loss: 4246.9292 - val_mae: 55.4576
Epoch 189/500
231/231 [==============================] - 0s 42us/step - loss: 3602.3529 - mae: 51.1942 - val_loss: 4240.2607 - val_mae: 55.4029
Epoch 190/500
231/231 [==============================] - 0s 37us/step - loss: 3598.8193 - mae: 51.1961 - val_loss: 4230.7983 - val_mae: 55.3009
Epoch 191/500
231/231 [==============================] - 0s 30us/step - loss: 3586.9681 - mae: 51.0397 - val_loss: 4226.1973 - val_mae: 55.2802
Epoch 192/500
231/231 [==============================] - 0s 38us/step - loss: 3584.2339 - mae: 51.0956 - val_loss: 4216.0220 - val_mae: 55.1691
Epoch 193/500
231/231 [==============================] - 0s 34us/step - loss: 3572.5860 - mae: 50.9476 - val_loss: 4212.9272 - val_mae: 55.1647
Epoch 194/500
231/231 [==============================] - 0s 31us/step - loss: 3569.0752 - mae: 50.9487 - val_loss: 4202.3179 - val_mae: 55.0473
Epoch 195/500
231/231 [==============================] - 0s 28us/step - loss: 3559.1233 - mae: 50.8136 - val_loss: 4199.3936 - val_mae: 55.0447
Epoch 196/500
231/231 [==============================] - 0s 43us/step - loss: 3546.7860 - mae: 50.7753 - val_loss: 4193.0864 - val_mae: 54.9908
Epoch 197/500
231/231 [==============================] - 0s 30us/step - loss: 3539.9891 - mae: 50.7422 - val_loss: 4182.6519 - val_mae: 54.8763
Epoch 198/500
231/231 [==============================] - 0s 37us/step - loss: 3530.3850 - mae: 50.6423 - val_loss: 4175.7256 - val_mae: 54.8130
Epoch 199/500
231/231 [==============================] - 0s 30us/step - loss: 3524.2361 - mae: 50.6060 - val_loss: 4165.9438 - val_mae: 54.7057
Epoch 200/500
231/231 [==============================] - 0s 47us/step - loss: 3518.5214 - mae: 50.5493 - val_loss: 4156.4043 - val_mae: 54.6020
Epoch 201/500
231/231 [==============================] - 0s 37us/step - loss: 3513.1503 - mae: 50.4922 - val_loss: 4147.8950 - val_mae: 54.5128
Epoch 202/500
231/231 [==============================] - 0s 27us/step - loss: 3502.3487 - mae: 50.4170 - val_loss: 4140.5186 - val_mae: 54.4419
Epoch 203/500
231/231 [==============================] - 0s 31us/step - loss: 3497.7545 - mae: 50.3572 - val_loss: 4132.1704 - val_mae: 54.3592
Epoch 204/500
231/231 [==============================] - 0s 34us/step - loss: 3494.3115 - mae: 50.4039 - val_loss: 4124.2974 - val_mae: 54.2816
Epoch 205/500
231/231 [==============================] - 0s 41us/step - loss: 3478.5851 - mae: 50.1926 - val_loss: 4118.2754 - val_mae: 54.2343
Epoch 206/500
231/231 [==============================] - 0s 39us/step - loss: 3471.6458 - mae: 50.1266 - val_loss: 4111.8618 - val_mae: 54.1743
Epoch 207/500
231/231 [==============================] - 0s 24us/step - loss: 3466.0838 - mae: 50.0810 - val_loss: 4104.1890 - val_mae: 54.0980
Epoch 208/500
231/231 [==============================] - 0s 29us/step - loss: 3456.2802 - mae: 50.0020 - val_loss: 4099.3906 - val_mae: 54.0598
Epoch 209/500
231/231 [==============================] - 0s 27us/step - loss: 3453.8170 - mae: 50.0367 - val_loss: 4090.0598 - val_mae: 53.9573
Epoch 210/500
231/231 [==============================] - 0s 33us/step - loss: 3442.5920 - mae: 49.8693 - val_loss: 4087.1873 - val_mae: 53.9478
Epoch 211/500
231/231 [==============================] - 0s 38us/step - loss: 3449.4566 - mae: 49.9330 - val_loss: 4076.8984 - val_mae: 53.8321
Epoch 212/500
231/231 [==============================] - 0s 31us/step - loss: 3428.4293 - mae: 49.7797 - val_loss: 4071.0828 - val_mae: 53.7741
Epoch 213/500
231/231 [==============================] - 0s 21us/step - loss: 3420.7957 - mae: 49.7183 - val_loss: 4065.9148 - val_mae: 53.7310
Epoch 214/500
231/231 [==============================] - 0s 21us/step - loss: 3417.8401 - mae: 49.6605 - val_loss: 4063.3525 - val_mae: 53.7427
Epoch 215/500
231/231 [==============================] - 0s 25us/step - loss: 3407.4836 - mae: 49.6267 - val_loss: 4054.2710 - val_mae: 53.6312
Epoch 216/500
231/231 [==============================] - 0s 29us/step - loss: 3404.5674 - mae: 49.5824 - val_loss: 4050.5654 - val_mae: 53.6199
Epoch 217/500
231/231 [==============================] - 0s 39us/step - loss: 3398.7954 - mae: 49.5518 - val_loss: 4037.7271 - val_mae: 53.4419
Epoch 218/500
231/231 [==============================] - 0s 39us/step - loss: 3399.7689 - mae: 49.5664 - val_loss: 4027.6746 - val_mae: 53.3135
Epoch 219/500
231/231 [==============================] - 0s 33us/step - loss: 3382.7155 - mae: 49.3644 - val_loss: 4022.1611 - val_mae: 53.2761
Epoch 220/500
231/231 [==============================] - 0s 31us/step - loss: 3376.7865 - mae: 49.3130 - val_loss: 4014.8904 - val_mae: 53.1975
Epoch 221/500
231/231 [==============================] - 0s 32us/step - loss: 3370.8724 - mae: 49.2861 - val_loss: 4007.6216 - val_mae: 53.1161
Epoch 222/500
231/231 [==============================] - 0s 28us/step - loss: 3368.5661 - mae: 49.2738 - val_loss: 3998.7854 - val_mae: 53.0047
Epoch 223/500
231/231 [==============================] - 0s 38us/step - loss: 3358.5725 - mae: 49.1447 - val_loss: 3993.4233 - val_mae: 52.9654
Epoch 224/500
231/231 [==============================] - 0s 26us/step - loss: 3359.3596 - mae: 49.0802 - val_loss: 3992.2502 - val_mae: 53.0040
Epoch 225/500
231/231 [==============================] - 0s 29us/step - loss: 3345.6055 - mae: 49.0536 - val_loss: 3983.8425 - val_mae: 52.9044
Epoch 226/500
231/231 [==============================] - 0s 35us/step - loss: 3347.1475 - mae: 49.0391 - val_loss: 3980.9607 - val_mae: 52.9048
Epoch 227/500
231/231 [==============================] - 0s 27us/step - loss: 3334.8354 - mae: 48.9552 - val_loss: 3969.7988 - val_mae: 52.7592
Epoch 228/500
231/231 [==============================] - 0s 34us/step - loss: 3330.8977 - mae: 48.8924 - val_loss: 3959.5471 - val_mae: 52.6217
Epoch 229/500
231/231 [==============================] - 0s 28us/step - loss: 3331.5340 - mae: 48.8572 - val_loss: 3958.0569 - val_mae: 52.6424
Epoch 230/500
231/231 [==============================] - 0s 24us/step - loss: 3317.1080 - mae: 48.7620 - val_loss: 3949.2993 - val_mae: 52.5333
Epoch 231/500
231/231 [==============================] - 0s 26us/step - loss: 3316.0011 - mae: 48.7425 - val_loss: 3939.2288 - val_mae: 52.3936
Epoch 232/500
231/231 [==============================] - 0s 27us/step - loss: 3313.3944 - mae: 48.6596 - val_loss: 3938.0447 - val_mae: 52.4188
Epoch 233/500
231/231 [==============================] - 0s 32us/step - loss: 3307.0268 - mae: 48.6361 - val_loss: 3927.3477 - val_mae: 52.2707
Epoch 234/500
231/231 [==============================] - 0s 39us/step - loss: 3296.6306 - mae: 48.5390 - val_loss: 3921.2886 - val_mae: 52.2184
Epoch 235/500
231/231 [==============================] - 0s 39us/step - loss: 3291.1273 - mae: 48.4839 - val_loss: 3915.6409 - val_mae: 52.1651
Epoch 236/500
231/231 [==============================] - 0s 33us/step - loss: 3292.0754 - mae: 48.4572 - val_loss: 3913.4014 - val_mae: 52.1668
Epoch 237/500
231/231 [==============================] - 0s 43us/step - loss: 3281.6650 - mae: 48.4096 - val_loss: 3902.9180 - val_mae: 52.0240
Epoch 238/500
231/231 [==============================] - 0s 40us/step - loss: 3281.0630 - mae: 48.3861 - val_loss: 3892.6975 - val_mae: 51.8802
Epoch 239/500
231/231 [==============================] - 0s 29us/step - loss: 3271.3825 - mae: 48.2644 - val_loss: 3888.5002 - val_mae: 51.8590
Epoch 240/500
231/231 [==============================] - 0s 25us/step - loss: 3267.9713 - mae: 48.2469 - val_loss: 3885.4834 - val_mae: 51.8528
Epoch 241/500
231/231 [==============================] - 0s 34us/step - loss: 3261.0187 - mae: 48.1809 - val_loss: 3876.8855 - val_mae: 51.7346
Epoch 242/500
231/231 [==============================] - 0s 31us/step - loss: 3265.5268 - mae: 48.1372 - val_loss: 3875.0496 - val_mae: 51.7422
Epoch 243/500
231/231 [==============================] - 0s 33us/step - loss: 3251.5892 - mae: 48.0769 - val_loss: 3866.2947 - val_mae: 51.6284
Epoch 244/500
231/231 [==============================] - 0s 32us/step - loss: 3248.0659 - mae: 48.0309 - val_loss: 3856.5779 - val_mae: 51.4916
Epoch 245/500
231/231 [==============================] - 0s 38us/step - loss: 3264.6081 - mae: 48.0790 - val_loss: 3853.3921 - val_mae: 51.4799
Epoch 246/500
231/231 [==============================] - 0s 32us/step - loss: 3244.0690 - mae: 47.9525 - val_loss: 3843.5569 - val_mae: 51.3589
Epoch 247/500
231/231 [==============================] - 0s 36us/step - loss: 3235.3935 - mae: 47.8995 - val_loss: 3839.4351 - val_mae: 51.3408
Epoch 248/500
231/231 [==============================] - 0s 35us/step - loss: 3236.3656 - mae: 47.8674 - val_loss: 3836.5168 - val_mae: 51.3317
Epoch 249/500
231/231 [==============================] - 0s 29us/step - loss: 3230.4634 - mae: 47.8327 - val_loss: 3825.9309 - val_mae: 51.2044
Epoch 250/500
231/231 [==============================] - 0s 35us/step - loss: 3222.7053 - mae: 47.7744 - val_loss: 3819.7402 - val_mae: 51.1368
Epoch 251/500
231/231 [==============================] - 0s 30us/step - loss: 3223.0381 - mae: 47.7544 - val_loss: 3817.4207 - val_mae: 51.1379
Epoch 252/500
231/231 [==============================] - 0s 34us/step - loss: 3222.9407 - mae: 47.6929 - val_loss: 3813.6208 - val_mae: 51.1167
Epoch 253/500
231/231 [==============================] - 0s 33us/step - loss: 3211.8629 - mae: 47.6358 - val_loss: 3807.5024 - val_mae: 51.0553
Epoch 254/500
231/231 [==============================] - 0s 42us/step - loss: 3210.7011 - mae: 47.6399 - val_loss: 3795.7366 - val_mae: 50.9105
Epoch 255/500
231/231 [==============================] - 0s 28us/step - loss: 3203.1363 - mae: 47.5714 - val_loss: 3788.4851 - val_mae: 50.8290
Epoch 256/500
231/231 [==============================] - 0s 23us/step - loss: 3205.9132 - mae: 47.5729 - val_loss: 3786.0034 - val_mae: 50.8341
Epoch 257/500
231/231 [==============================] - 0s 28us/step - loss: 3197.1392 - mae: 47.4901 - val_loss: 3780.5962 - val_mae: 50.7881
Epoch 258/500
231/231 [==============================] - 0s 33us/step - loss: 3193.5008 - mae: 47.4806 - val_loss: 3769.8127 - val_mae: 50.6504
Epoch 259/500
231/231 [==============================] - 0s 34us/step - loss: 3196.9343 - mae: 47.4864 - val_loss: 3761.0654 - val_mae: 50.5357
Epoch 260/500
231/231 [==============================] - 0s 29us/step - loss: 3201.0220 - mae: 47.4603 - val_loss: 3758.4089 - val_mae: 50.5444
Epoch 261/500
231/231 [==============================] - 0s 51us/step - loss: 3187.2755 - mae: 47.3655 - val_loss: 3754.9011 - val_mae: 50.5299
Epoch 262/500
231/231 [==============================] - 0s 32us/step - loss: 3176.3685 - mae: 47.2949 - val_loss: 3748.4224 - val_mae: 50.4643
Epoch 263/500
231/231 [==============================] - 0s 33us/step - loss: 3173.4832 - mae: 47.2617 - val_loss: 3742.3992 - val_mae: 50.4083
Epoch 264/500
231/231 [==============================] - 0s 35us/step - loss: 3169.1849 - mae: 47.2255 - val_loss: 3735.1533 - val_mae: 50.3286
Epoch 265/500
231/231 [==============================] - 0s 37us/step - loss: 3172.7052 - mae: 47.2693 - val_loss: 3725.8579 - val_mae: 50.2058
Epoch 266/500
231/231 [==============================] - 0s 23us/step - loss: 3163.1110 - mae: 47.1272 - val_loss: 3721.5415 - val_mae: 50.1835
Epoch 267/500
231/231 [==============================] - 0s 51us/step - loss: 3162.8674 - mae: 47.1653 - val_loss: 3712.7732 - val_mae: 50.0712
Epoch 268/500
231/231 [==============================] - 0s 30us/step - loss: 3162.9391 - mae: 47.1632 - val_loss: 3705.1731 - val_mae: 49.9761
Epoch 269/500
231/231 [==============================] - 0s 29us/step - loss: 3153.4527 - mae: 47.0362 - val_loss: 3699.1672 - val_mae: 49.9212
Epoch 270/500
231/231 [==============================] - 0s 28us/step - loss: 3149.8205 - mae: 46.9842 - val_loss: 3696.0527 - val_mae: 49.9156
Epoch 271/500
231/231 [==============================] - 0s 31us/step - loss: 3154.2663 - mae: 47.0253 - val_loss: 3688.2087 - val_mae: 49.8076
Epoch 272/500
231/231 [==============================] - 0s 28us/step - loss: 3145.2502 - mae: 46.9227 - val_loss: 3685.3645 - val_mae: 49.8149
Epoch 273/500
231/231 [==============================] - 0s 32us/step - loss: 3138.8572 - mae: 46.8948 - val_loss: 3678.4053 - val_mae: 49.7407
Epoch 274/500
231/231 [==============================] - 0s 27us/step - loss: 3136.2698 - mae: 46.8851 - val_loss: 3670.7690 - val_mae: 49.6485
Epoch 275/500
231/231 [==============================] - 0s 30us/step - loss: 3133.3991 - mae: 46.8456 - val_loss: 3664.5662 - val_mae: 49.5736
Epoch 276/500
231/231 [==============================] - 0s 36us/step - loss: 3133.8432 - mae: 46.8094 - val_loss: 3657.2942 - val_mae: 49.4763
Epoch 277/500
231/231 [==============================] - 0s 32us/step - loss: 3130.2524 - mae: 46.7846 - val_loss: 3650.7185 - val_mae: 49.3990
Epoch 278/500
231/231 [==============================] - 0s 32us/step - loss: 3122.8630 - mae: 46.6969 - val_loss: 3646.4924 - val_mae: 49.3830
Epoch 279/500
231/231 [==============================] - 0s 45us/step - loss: 3133.4871 - mae: 46.7859 - val_loss: 3640.1404 - val_mae: 49.2943
Epoch 280/500
231/231 [==============================] - 0s 36us/step - loss: 3120.5298 - mae: 46.6924 - val_loss: 3635.0239 - val_mae: 49.2343
Epoch 281/500
231/231 [==============================] - 0s 55us/step - loss: 3124.3632 - mae: 46.6514 - val_loss: 3633.1064 - val_mae: 49.2660
Epoch 282/500
231/231 [==============================] - 0s 27us/step - loss: 3119.9751 - mae: 46.6335 - val_loss: 3629.9321 - val_mae: 49.2622
Epoch 283/500
231/231 [==============================] - 0s 30us/step - loss: 3110.6837 - mae: 46.5886 - val_loss: 3625.2483 - val_mae: 49.2233
Epoch 284/500
231/231 [==============================] - 0s 26us/step - loss: 3111.2954 - mae: 46.6097 - val_loss: 3621.0039 - val_mae: 49.1918
Epoch 285/500
231/231 [==============================] - 0s 34us/step - loss: 3104.1676 - mae: 46.5643 - val_loss: 3611.8320 - val_mae: 49.0717
Epoch 286/500
231/231 [==============================] - 0s 27us/step - loss: 3101.6163 - mae: 46.5135 - val_loss: 3606.9092 - val_mae: 49.0349
Epoch 287/500
231/231 [==============================] - 0s 22us/step - loss: 3117.5507 - mae: 46.5670 - val_loss: 3602.5515 - val_mae: 49.0067
Epoch 288/500
231/231 [==============================] - 0s 39us/step - loss: 3102.4905 - mae: 46.5081 - val_loss: 3598.7393 - val_mae: 48.9807
Epoch 289/500
231/231 [==============================] - 0s 24us/step - loss: 3095.0029 - mae: 46.4588 - val_loss: 3589.3240 - val_mae: 48.8523
Epoch 290/500
231/231 [==============================] - 0s 26us/step - loss: 3090.2166 - mae: 46.4046 - val_loss: 3581.9988 - val_mae: 48.7581
Epoch 291/500
231/231 [==============================] - 0s 36us/step - loss: 3086.0927 - mae: 46.3391 - val_loss: 3576.9028 - val_mae: 48.7112
Epoch 292/500
231/231 [==============================] - 0s 22us/step - loss: 3087.2934 - mae: 46.3599 - val_loss: 3569.4993 - val_mae: 48.6118
Epoch 293/500
231/231 [==============================] - 0s 22us/step - loss: 3080.8920 - mae: 46.2821 - val_loss: 3563.9373 - val_mae: 48.5605
Epoch 294/500
231/231 [==============================] - 0s 26us/step - loss: 3093.4269 - mae: 46.3259 - val_loss: 3561.3044 - val_mae: 48.5762
Epoch 295/500
231/231 [==============================] - 0s 24us/step - loss: 3077.1084 - mae: 46.2592 - val_loss: 3555.1980 - val_mae: 48.4954
Epoch 296/500
231/231 [==============================] - 0s 25us/step - loss: 3073.4197 - mae: 46.1993 - val_loss: 3550.4055 - val_mae: 48.4643
Epoch 297/500
231/231 [==============================] - 0s 26us/step - loss: 3071.3250 - mae: 46.1910 - val_loss: 3543.2922 - val_mae: 48.3705
Epoch 298/500
231/231 [==============================] - 0s 24us/step - loss: 3070.0515 - mae: 46.1713 - val_loss: 3540.1599 - val_mae: 48.3755
Epoch 299/500
231/231 [==============================] - 0s 21us/step - loss: 3065.4320 - mae: 46.1329 - val_loss: 3534.1235 - val_mae: 48.3090
Epoch 300/500
231/231 [==============================] - 0s 27us/step - loss: 3063.7482 - mae: 46.1252 - val_loss: 3526.2600 - val_mae: 48.1907
Epoch 301/500
231/231 [==============================] - 0s 22us/step - loss: 3067.0992 - mae: 46.0575 - val_loss: 3523.9961 - val_mae: 48.2229
Epoch 302/500
231/231 [==============================] - 0s 24us/step - loss: 3066.4174 - mae: 46.0831 - val_loss: 3520.8457 - val_mae: 48.2186
Epoch 303/500
231/231 [==============================] - 0s 24us/step - loss: 3059.4960 - mae: 46.0482 - val_loss: 3515.7922 - val_mae: 48.1650
Epoch 304/500
231/231 [==============================] - 0s 26us/step - loss: 3060.0358 - mae: 46.0713 - val_loss: 3506.2583 - val_mae: 48.0018
Epoch 305/500
231/231 [==============================] - 0s 36us/step - loss: 3051.3725 - mae: 45.9708 - val_loss: 3500.7449 - val_mae: 47.9445
Epoch 306/500
231/231 [==============================] - 0s 22us/step - loss: 3050.7462 - mae: 45.9653 - val_loss: 3494.3447 - val_mae: 47.8442
Epoch 307/500
231/231 [==============================] - 0s 24us/step - loss: 3047.5097 - mae: 45.9252 - val_loss: 3489.3347 - val_mae: 47.7913
Epoch 308/500
231/231 [==============================] - 0s 27us/step - loss: 3045.6325 - mae: 45.8808 - val_loss: 3483.5896 - val_mae: 47.7212
Epoch 309/500
231/231 [==============================] - 0s 24us/step - loss: 3047.5746 - mae: 45.9075 - val_loss: 3477.6055 - val_mae: 47.6428
Epoch 310/500
231/231 [==============================] - 0s 21us/step - loss: 3043.9454 - mae: 45.8076 - val_loss: 3476.1831 - val_mae: 47.7028
Epoch 311/500
231/231 [==============================] - 0s 23us/step - loss: 3037.5775 - mae: 45.8371 - val_loss: 3470.3237 - val_mae: 47.6280
Epoch 312/500
231/231 [==============================] - 0s 27us/step - loss: 3036.8612 - mae: 45.7732 - val_loss: 3467.1570 - val_mae: 47.6328
Epoch 313/500
231/231 [==============================] - 0s 34us/step - loss: 3037.7235 - mae: 45.8752 - val_loss: 3458.6753 - val_mae: 47.4961
Epoch 314/500
231/231 [==============================] - 0s 30us/step - loss: 3032.6765 - mae: 45.7382 - val_loss: 3455.8398 - val_mae: 47.5120
Epoch 315/500
231/231 [==============================] - 0s 21us/step - loss: 3057.1472 - mae: 45.8788 - val_loss: 3451.6045 - val_mae: 47.4859
Epoch 316/500
231/231 [==============================] - 0s 19us/step - loss: 3029.9226 - mae: 45.7738 - val_loss: 3444.8455 - val_mae: 47.3872
Epoch 317/500
231/231 [==============================] - 0s 29us/step - loss: 3024.7538 - mae: 45.6905 - val_loss: 3439.6577 - val_mae: 47.3312
Epoch 318/500
231/231 [==============================] - 0s 23us/step - loss: 3026.1526 - mae: 45.6627 - val_loss: 3436.5391 - val_mae: 47.3295
Epoch 319/500
231/231 [==============================] - 0s 22us/step - loss: 3033.1510 - mae: 45.7617 - val_loss: 3429.5581 - val_mae: 47.2232
Epoch 320/500
231/231 [==============================] - 0s 21us/step - loss: 3020.2951 - mae: 45.6272 - val_loss: 3425.5459 - val_mae: 47.1940
Epoch 321/500
231/231 [==============================] - 0s 18us/step - loss: 3021.5889 - mae: 45.6129 - val_loss: 3422.8179 - val_mae: 47.2062
Epoch 322/500
231/231 [==============================] - 0s 34us/step - loss: 3024.5337 - mae: 45.6400 - val_loss: 3420.4885 - val_mae: 47.2186
Epoch 323/500
231/231 [==============================] - 0s 22us/step - loss: 3016.8276 - mae: 45.6429 - val_loss: 3413.3525 - val_mae: 47.0975
Epoch 324/500
231/231 [==============================] - 0s 31us/step - loss: 3015.5543 - mae: 45.5820 - val_loss: 3410.4817 - val_mae: 47.1056
Epoch 325/500
231/231 [==============================] - 0s 21us/step - loss: 3018.8330 - mae: 45.6116 - val_loss: 3403.9756 - val_mae: 46.9838
Epoch 326/500
231/231 [==============================] - 0s 27us/step - loss: 3015.7634 - mae: 45.5154 - val_loss: 3401.8140 - val_mae: 47.0184
Epoch 327/500
231/231 [==============================] - 0s 25us/step - loss: 3007.9528 - mae: 45.5145 - val_loss: 3395.9541 - val_mae: 46.9315
Epoch 328/500
231/231 [==============================] - 0s 23us/step - loss: 3007.6917 - mae: 45.5128 - val_loss: 3391.0007 - val_mae: 46.8562
Epoch 329/500
231/231 [==============================] - 0s 23us/step - loss: 3005.0678 - mae: 45.4542 - val_loss: 3387.7004 - val_mae: 46.8639
Epoch 330/500
231/231 [==============================] - 0s 39us/step - loss: 3004.8084 - mae: 45.4690 - val_loss: 3382.5381 - val_mae: 46.7740
Epoch 331/500
231/231 [==============================] - 0s 24us/step - loss: 3001.9370 - mae: 45.4287 - val_loss: 3378.1531 - val_mae: 46.7353
Epoch 332/500
231/231 [==============================] - 0s 20us/step - loss: 2999.8842 - mae: 45.4120 - val_loss: 3373.1025 - val_mae: 46.6822
Epoch 333/500
231/231 [==============================] - 0s 24us/step - loss: 3003.5290 - mae: 45.4317 - val_loss: 3367.6262 - val_mae: 46.5999
Epoch 334/500
231/231 [==============================] - 0s 22us/step - loss: 2996.0440 - mae: 45.3399 - val_loss: 3364.6091 - val_mae: 46.6172
Epoch 335/500
231/231 [==============================] - 0s 31us/step - loss: 3000.5398 - mae: 45.3597 - val_loss: 3362.9077 - val_mae: 46.6758
Epoch 336/500
231/231 [==============================] - 0s 26us/step - loss: 2993.1262 - mae: 45.3571 - val_loss: 3358.2021 - val_mae: 46.6192
Epoch 337/500
231/231 [==============================] - 0s 27us/step - loss: 2991.5203 - mae: 45.3172 - val_loss: 3353.4294 - val_mae: 46.5774
Epoch 338/500
231/231 [==============================] - 0s 19us/step - loss: 2989.6666 - mae: 45.3151 - val_loss: 3348.8948 - val_mae: 46.5241
Epoch 339/500
231/231 [==============================] - 0s 29us/step - loss: 2991.6359 - mae: 45.3042 - val_loss: 3346.0415 - val_mae: 46.5402
Epoch 340/500
231/231 [==============================] - 0s 24us/step - loss: 2990.4579 - mae: 45.3356 - val_loss: 3338.4866 - val_mae: 46.3701
Epoch 341/500
231/231 [==============================] - 0s 23us/step - loss: 2988.0859 - mae: 45.2575 - val_loss: 3336.7070 - val_mae: 46.4157
Epoch 342/500
231/231 [==============================] - 0s 24us/step - loss: 2983.7995 - mae: 45.2510 - val_loss: 3330.9775 - val_mae: 46.3164
Epoch 343/500
231/231 [==============================] - 0s 23us/step - loss: 2983.4525 - mae: 45.2372 - val_loss: 3325.8074 - val_mae: 46.2238
Epoch 344/500
231/231 [==============================] - 0s 28us/step - loss: 2980.3132 - mae: 45.1683 - val_loss: 3322.8352 - val_mae: 46.2384
Epoch 345/500
231/231 [==============================] - 0s 24us/step - loss: 2979.2366 - mae: 45.1854 - val_loss: 3318.4805 - val_mae: 46.1674
Epoch 346/500
231/231 [==============================] - 0s 19us/step - loss: 2978.3302 - mae: 45.1512 - val_loss: 3316.4155 - val_mae: 46.1965
Epoch 347/500
231/231 [==============================] - 0s 31us/step - loss: 2976.7463 - mae: 45.1504 - val_loss: 3310.1479 - val_mae: 46.0661
Epoch 348/500
231/231 [==============================] - 0s 24us/step - loss: 2986.3810 - mae: 45.2498 - val_loss: 3306.1763 - val_mae: 45.9981
Epoch 349/500
231/231 [==============================] - 0s 26us/step - loss: 2973.7560 - mae: 45.0850 - val_loss: 3302.6836 - val_mae: 45.9846
Epoch 350/500
231/231 [==============================] - 0s 24us/step - loss: 2975.0225 - mae: 45.0893 - val_loss: 3298.0933 - val_mae: 45.9257
Epoch 351/500
231/231 [==============================] - 0s 30us/step - loss: 2973.9141 - mae: 45.0918 - val_loss: 3294.1694 - val_mae: 45.8786
Epoch 352/500
231/231 [==============================] - 0s 24us/step - loss: 2969.6230 - mae: 45.0281 - val_loss: 3290.6418 - val_mae: 45.8968
Epoch 353/500
231/231 [==============================] - 0s 40us/step - loss: 2969.2047 - mae: 45.0408 - val_loss: 3288.5259 - val_mae: 45.9275
Epoch 354/500
231/231 [==============================] - 0s 21us/step - loss: 2966.2050 - mae: 45.0182 - val_loss: 3283.6392 - val_mae: 45.8694
Epoch 355/500
231/231 [==============================] - 0s 33us/step - loss: 2967.0789 - mae: 45.0214 - val_loss: 3278.1504 - val_mae: 45.7490
Epoch 356/500
231/231 [==============================] - 0s 43us/step - loss: 2964.6728 - mae: 44.9589 - val_loss: 3274.9585 - val_mae: 45.7708
Epoch 357/500
231/231 [==============================] - 0s 26us/step - loss: 2964.1386 - mae: 44.9681 - val_loss: 3270.3826 - val_mae: 45.6667
Epoch 358/500
231/231 [==============================] - 0s 28us/step - loss: 2965.9286 - mae: 44.9640 - val_loss: 3266.2627 - val_mae: 45.5920
Epoch 359/500
231/231 [==============================] - 0s 46us/step - loss: 2965.0875 - mae: 44.9114 - val_loss: 3264.5806 - val_mae: 45.6855
Epoch 360/500
231/231 [==============================] - 0s 25us/step - loss: 2967.3440 - mae: 44.9344 - val_loss: 3262.0754 - val_mae: 45.6992
Epoch 361/500
231/231 [==============================] - 0s 29us/step - loss: 2966.9894 - mae: 44.9573 - val_loss: 3259.0591 - val_mae: 45.6898
Epoch 362/500
231/231 [==============================] - 0s 45us/step - loss: 2961.9301 - mae: 44.9532 - val_loss: 3255.3540 - val_mae: 45.6632
Epoch 363/500
231/231 [==============================] - 0s 32us/step - loss: 2964.9092 - mae: 45.0218 - val_loss: 3248.8113 - val_mae: 45.5268
Epoch 364/500
231/231 [==============================] - 0s 29us/step - loss: 2959.8100 - mae: 44.8935 - val_loss: 3246.0691 - val_mae: 45.5395
Epoch 365/500
231/231 [==============================] - 0s 33us/step - loss: 2953.7493 - mae: 44.8690 - val_loss: 3242.9033 - val_mae: 45.5113
Epoch 366/500
231/231 [==============================] - 0s 34us/step - loss: 2953.4484 - mae: 44.8632 - val_loss: 3238.5569 - val_mae: 45.4296
Epoch 367/500
231/231 [==============================] - 0s 29us/step - loss: 2954.7000 - mae: 44.8819 - val_loss: 3234.2949 - val_mae: 45.3534
Epoch 368/500
231/231 [==============================] - 0s 40us/step - loss: 2951.7928 - mae: 44.8090 - val_loss: 3231.5564 - val_mae: 45.3770
Epoch 369/500
231/231 [==============================] - 0s 25us/step - loss: 2949.1066 - mae: 44.8055 - val_loss: 3228.3174 - val_mae: 45.3421
Epoch 370/500
231/231 [==============================] - 0s 36us/step - loss: 2948.9174 - mae: 44.8000 - val_loss: 3225.7317 - val_mae: 45.3208
Epoch 371/500
231/231 [==============================] - 0s 25us/step - loss: 2955.6786 - mae: 44.8087 - val_loss: 3223.9780 - val_mae: 45.3455
Epoch 372/500
231/231 [==============================] - 0s 29us/step - loss: 2953.6077 - mae: 44.8369 - val_loss: 3219.1748 - val_mae: 45.2224
Epoch 373/500
231/231 [==============================] - 0s 40us/step - loss: 2952.3935 - mae: 44.8103 - val_loss: 3215.6111 - val_mae: 45.1551
Epoch 374/500
231/231 [==============================] - 0s 23us/step - loss: 2945.3597 - mae: 44.7226 - val_loss: 3212.5176 - val_mae: 45.1504
Epoch 375/500
231/231 [==============================] - 0s 26us/step - loss: 2944.8600 - mae: 44.7248 - val_loss: 3210.2908 - val_mae: 45.1620
Epoch 376/500
231/231 [==============================] - 0s 30us/step - loss: 2967.8926 - mae: 44.9337 - val_loss: 3206.4783 - val_mae: 45.1068
Epoch 377/500
231/231 [==============================] - 0s 33us/step - loss: 2946.0091 - mae: 44.7693 - val_loss: 3203.2717 - val_mae: 45.0618
Epoch 378/500
231/231 [==============================] - 0s 28us/step - loss: 2942.1928 - mae: 44.6984 - val_loss: 3200.4343 - val_mae: 45.0514
Epoch 379/500
231/231 [==============================] - 0s 37us/step - loss: 2942.1050 - mae: 44.6992 - val_loss: 3198.1162 - val_mae: 45.0671
Epoch 380/500
231/231 [==============================] - 0s 30us/step - loss: 2941.2839 - mae: 44.7202 - val_loss: 3194.4841 - val_mae: 45.0092
Epoch 381/500
231/231 [==============================] - 0s 22us/step - loss: 2942.9168 - mae: 44.6420 - val_loss: 3190.7375 - val_mae: 44.9511
Epoch 382/500
231/231 [==============================] - 0s 21us/step - loss: 2938.4234 - mae: 44.6557 - val_loss: 3188.0442 - val_mae: 44.9586
Epoch 383/500
231/231 [==============================] - 0s 24us/step - loss: 2947.8803 - mae: 44.7519 - val_loss: 3184.4954 - val_mae: 44.8893
Epoch 384/500
231/231 [==============================] - 0s 26us/step - loss: 2939.4695 - mae: 44.6562 - val_loss: 3181.6282 - val_mae: 44.9159
Epoch 385/500
231/231 [==============================] - 0s 22us/step - loss: 2940.0408 - mae: 44.6612 - val_loss: 3178.2593 - val_mae: 44.8506
Epoch 386/500
231/231 [==============================] - 0s 29us/step - loss: 2943.9939 - mae: 44.7215 - val_loss: 3175.1443 - val_mae: 44.7961
Epoch 387/500
231/231 [==============================] - 0s 31us/step - loss: 2936.8028 - mae: 44.6391 - val_loss: 3172.2207 - val_mae: 44.8244
Epoch 388/500
231/231 [==============================] - 0s 23us/step - loss: 2934.4686 - mae: 44.6214 - val_loss: 3168.9126 - val_mae: 44.7807
Epoch 389/500
231/231 [==============================] - 0s 29us/step - loss: 2933.0498 - mae: 44.6061 - val_loss: 3165.7976 - val_mae: 44.7691
Epoch 390/500
231/231 [==============================] - 0s 40us/step - loss: 2933.0937 - mae: 44.6245 - val_loss: 3162.2104 - val_mae: 44.7197
Epoch 391/500
231/231 [==============================] - 0s 31us/step - loss: 2931.4604 - mae: 44.5750 - val_loss: 3159.4358 - val_mae: 44.7243
Epoch 392/500
231/231 [==============================] - 0s 47us/step - loss: 2938.4111 - mae: 44.6489 - val_loss: 3156.8484 - val_mae: 44.6447
Epoch 393/500
231/231 [==============================] - 0s 24us/step - loss: 2931.8819 - mae: 44.5403 - val_loss: 3154.4661 - val_mae: 44.6210
Epoch 394/500
231/231 [==============================] - 0s 31us/step - loss: 2949.7823 - mae: 44.7370 - val_loss: 3152.2146 - val_mae: 44.5799
Epoch 395/500
231/231 [==============================] - 0s 28us/step - loss: 2933.7066 - mae: 44.5766 - val_loss: 3149.3801 - val_mae: 44.5461
Epoch 396/500
231/231 [==============================] - 0s 39us/step - loss: 2933.1454 - mae: 44.5765 - val_loss: 3147.4912 - val_mae: 44.5216
Epoch 397/500
231/231 [==============================] - 0s 34us/step - loss: 2933.6391 - mae: 44.5497 - val_loss: 3145.2339 - val_mae: 44.4900
Epoch 398/500
231/231 [==============================] - 0s 32us/step - loss: 2927.7037 - mae: 44.5145 - val_loss: 3142.7119 - val_mae: 44.5129
Epoch 399/500
231/231 [==============================] - 0s 28us/step - loss: 2936.5859 - mae: 44.6362 - val_loss: 3140.2134 - val_mae: 44.4632
Epoch 400/500
231/231 [==============================] - 0s 40us/step - loss: 2933.3006 - mae: 44.5881 - val_loss: 3137.6670 - val_mae: 44.4262
Epoch 401/500
231/231 [==============================] - 0s 29us/step - loss: 2929.6809 - mae: 44.5264 - val_loss: 3134.8472 - val_mae: 44.4657
Epoch 402/500
231/231 [==============================] - 0s 36us/step - loss: 2928.2191 - mae: 44.5078 - val_loss: 3132.7937 - val_mae: 44.4843
Epoch 403/500
231/231 [==============================] - 0s 33us/step - loss: 2931.9175 - mae: 44.5546 - val_loss: 3130.2451 - val_mae: 44.4194
Epoch 404/500
231/231 [==============================] - 0s 28us/step - loss: 2923.2170 - mae: 44.4836 - val_loss: 3128.3894 - val_mae: 44.4169
Epoch 405/500
231/231 [==============================] - 0s 47us/step - loss: 2923.6240 - mae: 44.4961 - val_loss: 3126.1968 - val_mae: 44.4047
Epoch 406/500
231/231 [==============================] - 0s 34us/step - loss: 2923.1145 - mae: 44.4848 - val_loss: 3123.6765 - val_mae: 44.3627
Epoch 407/500
231/231 [==============================] - 0s 32us/step - loss: 2924.6240 - mae: 44.4743 - val_loss: 3122.2024 - val_mae: 44.3937
Epoch 408/500
231/231 [==============================] - 0s 25us/step - loss: 2926.9636 - mae: 44.5175 - val_loss: 3119.6909 - val_mae: 44.3165
Epoch 409/500
231/231 [==============================] - 0s 30us/step - loss: 2921.3870 - mae: 44.4594 - val_loss: 3117.6106 - val_mae: 44.3123
Epoch 410/500
231/231 [==============================] - 0s 29us/step - loss: 2920.7146 - mae: 44.4605 - val_loss: 3115.3545 - val_mae: 44.2826
Epoch 411/500
231/231 [==============================] - 0s 25us/step - loss: 2919.9132 - mae: 44.4533 - val_loss: 3113.4858 - val_mae: 44.2635
Epoch 412/500
231/231 [==============================] - 0s 25us/step - loss: 2920.3190 - mae: 44.4515 - val_loss: 3111.7244 - val_mae: 44.2595
Epoch 413/500
231/231 [==============================] - 0s 39us/step - loss: 2919.5253 - mae: 44.4456 - val_loss: 3109.4180 - val_mae: 44.2279
Epoch 414/500
231/231 [==============================] - 0s 38us/step - loss: 2925.3634 - mae: 44.5048 - val_loss: 3107.8633 - val_mae: 44.1561
Epoch 415/500
231/231 [==============================] - 0s 45us/step - loss: 2938.2153 - mae: 44.5735 - val_loss: 3105.8286 - val_mae: 44.1951
Epoch 416/500
231/231 [==============================] - 0s 36us/step - loss: 2917.8492 - mae: 44.4330 - val_loss: 3103.5295 - val_mae: 44.1728
Epoch 417/500
231/231 [==============================] - 0s 24us/step - loss: 2930.4659 - mae: 44.4986 - val_loss: 3102.7229 - val_mae: 44.2054
Epoch 418/500
231/231 [==============================] - 0s 31us/step - loss: 2917.6227 - mae: 44.4156 - val_loss: 3101.2305 - val_mae: 44.1848
Epoch 419/500
231/231 [==============================] - 0s 27us/step - loss: 2917.1633 - mae: 44.4187 - val_loss: 3098.6677 - val_mae: 44.1268
Epoch 420/500
231/231 [==============================] - 0s 31us/step - loss: 2915.8510 - mae: 44.3977 - val_loss: 3097.2058 - val_mae: 44.1203
Epoch 421/500
231/231 [==============================] - 0s 31us/step - loss: 2920.3758 - mae: 44.3985 - val_loss: 3095.7761 - val_mae: 44.1424
Epoch 422/500
231/231 [==============================] - 0s 46us/step - loss: 2928.2478 - mae: 44.4643 - val_loss: 3094.7803 - val_mae: 44.1586
Epoch 423/500
231/231 [==============================] - 0s 26us/step - loss: 2915.6311 - mae: 44.4130 - val_loss: 3092.2632 - val_mae: 44.0990
Epoch 424/500
231/231 [==============================] - 0s 22us/step - loss: 2920.0137 - mae: 44.4438 - val_loss: 3090.2659 - val_mae: 44.0359
Epoch 425/500
231/231 [==============================] - 0s 32us/step - loss: 2918.8634 - mae: 44.4218 - val_loss: 3088.9441 - val_mae: 43.9911
Epoch 426/500
231/231 [==============================] - 0s 41us/step - loss: 2915.9627 - mae: 44.4052 - val_loss: 3086.9338 - val_mae: 43.9711
Epoch 427/500
231/231 [==============================] - 0s 38us/step - loss: 2928.0778 - mae: 44.5046 - val_loss: 3085.0881 - val_mae: 43.9288
Epoch 428/500
231/231 [==============================] - 0s 41us/step - loss: 2918.0384 - mae: 44.3586 - val_loss: 3082.9150 - val_mae: 43.9783
Epoch 429/500
231/231 [==============================] - 0s 33us/step - loss: 2913.7142 - mae: 44.3640 - val_loss: 3081.5842 - val_mae: 43.9862
Epoch 430/500
231/231 [==============================] - 0s 23us/step - loss: 2915.2035 - mae: 44.3754 - val_loss: 3080.4534 - val_mae: 43.9867
Epoch 431/500
231/231 [==============================] - 0s 39us/step - loss: 2912.4477 - mae: 44.3588 - val_loss: 3078.1941 - val_mae: 43.9378
Epoch 432/500
231/231 [==============================] - 0s 29us/step - loss: 2912.2091 - mae: 44.3604 - val_loss: 3076.7747 - val_mae: 43.9138
Epoch 433/500
231/231 [==============================] - 0s 29us/step - loss: 2928.6602 - mae: 44.3902 - val_loss: 3075.7207 - val_mae: 43.8626
Epoch 434/500
231/231 [==============================] - 0s 27us/step - loss: 2913.8098 - mae: 44.3268 - val_loss: 3074.4956 - val_mae: 43.8960
Epoch 435/500
231/231 [==============================] - 0s 35us/step - loss: 2912.7195 - mae: 44.3483 - val_loss: 3072.7188 - val_mae: 43.8504
Epoch 436/500
231/231 [==============================] - 0s 30us/step - loss: 2910.6022 - mae: 44.3219 - val_loss: 3071.2122 - val_mae: 43.8377
Epoch 437/500
231/231 [==============================] - 0s 31us/step - loss: 2910.1151 - mae: 44.3168 - val_loss: 3069.2046 - val_mae: 43.8392
Epoch 438/500
231/231 [==============================] - 0s 35us/step - loss: 2910.1200 - mae: 44.3095 - val_loss: 3067.4846 - val_mae: 43.8436
Epoch 439/500
231/231 [==============================] - 0s 38us/step - loss: 2911.9911 - mae: 44.3411 - val_loss: 3065.9592 - val_mae: 43.7770
Epoch 440/500
231/231 [==============================] - 0s 29us/step - loss: 2909.4315 - mae: 44.3086 - val_loss: 3064.0562 - val_mae: 43.7766
Epoch 441/500
231/231 [==============================] - 0s 44us/step - loss: 2910.3792 - mae: 44.3484 - val_loss: 3062.7944 - val_mae: 43.7405
Epoch 442/500
231/231 [==============================] - 0s 30us/step - loss: 2913.5071 - mae: 44.3721 - val_loss: 3061.5015 - val_mae: 43.6906
Epoch 443/500
231/231 [==============================] - ETA: 0s - loss: 2959.2866 - mae: 44.759 - 0s 30us/step - loss: 2910.9511 - mae: 44.2867 - val_loss: 3059.6055 - val_mae: 43.6703
Epoch 444/500
231/231 [==============================] - 0s 30us/step - loss: 2912.7256 - mae: 44.3116 - val_loss: 3057.7673 - val_mae: 43.7435
Epoch 445/500
231/231 [==============================] - 0s 34us/step - loss: 2907.3088 - mae: 44.2852 - val_loss: 3056.1660 - val_mae: 43.7127
Epoch 446/500
231/231 [==============================] - 0s 25us/step - loss: 2907.5044 - mae: 44.2855 - val_loss: 3054.3801 - val_mae: 43.6768
Epoch 447/500
231/231 [==============================] - 0s 27us/step - loss: 2909.1016 - mae: 44.2762 - val_loss: 3053.2043 - val_mae: 43.6356
Epoch 448/500
231/231 [==============================] - 0s 23us/step - loss: 2911.3496 - mae: 44.2955 - val_loss: 3051.8984 - val_mae: 43.7105
Epoch 449/500
231/231 [==============================] - 0s 21us/step - loss: 2907.5314 - mae: 44.2750 - val_loss: 3050.5217 - val_mae: 43.6754
Epoch 450/500
231/231 [==============================] - 0s 41us/step - loss: 2911.7221 - mae: 44.2798 - val_loss: 3049.4634 - val_mae: 43.5920
Epoch 451/500
231/231 [==============================] - 0s 33us/step - loss: 2913.8852 - mae: 44.2758 - val_loss: 3047.8938 - val_mae: 43.6661
Epoch 452/500
231/231 [==============================] - 0s 31us/step - loss: 2906.6711 - mae: 44.2898 - val_loss: 3045.9739 - val_mae: 43.6051
Epoch 453/500
231/231 [==============================] - 0s 26us/step - loss: 2910.5777 - mae: 44.2823 - val_loss: 3044.9497 - val_mae: 43.6520
Epoch 454/500
231/231 [==============================] - 0s 23us/step - loss: 2905.3401 - mae: 44.2576 - val_loss: 3043.3818 - val_mae: 43.6154
Epoch 455/500
231/231 [==============================] - 0s 26us/step - loss: 2905.7062 - mae: 44.2607 - val_loss: 3042.1536 - val_mae: 43.5620
Epoch 456/500
231/231 [==============================] - 0s 34us/step - loss: 2906.6758 - mae: 44.2560 - val_loss: 3040.9192 - val_mae: 43.5310
Epoch 457/500
231/231 [==============================] - 0s 32us/step - loss: 2905.6773 - mae: 44.2369 - val_loss: 3039.2100 - val_mae: 43.5650
Epoch 458/500
231/231 [==============================] - 0s 19us/step - loss: 2906.3188 - mae: 44.2543 - val_loss: 3038.0227 - val_mae: 43.5954
Epoch 459/500
231/231 [==============================] - 0s 21us/step - loss: 2913.2162 - mae: 44.3116 - val_loss: 3036.9844 - val_mae: 43.6072
Epoch 460/500
231/231 [==============================] - 0s 22us/step - loss: 2904.5598 - mae: 44.2598 - val_loss: 3035.1626 - val_mae: 43.5443
Epoch 461/500
231/231 [==============================] - 0s 29us/step - loss: 2906.1268 - mae: 44.2755 - val_loss: 3034.0054 - val_mae: 43.4654
Epoch 462/500
231/231 [==============================] - 0s 38us/step - loss: 2903.8996 - mae: 44.2120 - val_loss: 3032.3938 - val_mae: 43.5056
Epoch 463/500
231/231 [==============================] - 0s 20us/step - loss: 2906.3233 - mae: 44.2632 - val_loss: 3031.5393 - val_mae: 43.4352
Epoch 464/500
231/231 [==============================] - 0s 24us/step - loss: 2907.8681 - mae: 44.2233 - val_loss: 3030.3379 - val_mae: 43.5059
Epoch 465/500
231/231 [==============================] - 0s 28us/step - loss: 2910.5262 - mae: 44.2822 - val_loss: 3028.6135 - val_mae: 43.4152
Epoch 466/500
231/231 [==============================] - 0s 26us/step - loss: 2909.0783 - mae: 44.2659 - val_loss: 3027.9331 - val_mae: 43.3728
Epoch 467/500
231/231 [==============================] - 0s 24us/step - loss: 2904.3352 - mae: 44.2146 - val_loss: 3026.2131 - val_mae: 43.3942
Epoch 468/500
231/231 [==============================] - 0s 28us/step - loss: 2903.9013 - mae: 44.2164 - val_loss: 3024.7563 - val_mae: 43.4310
Epoch 469/500
231/231 [==============================] - 0s 24us/step - loss: 2903.9087 - mae: 44.2074 - val_loss: 3024.0745 - val_mae: 43.4433
Epoch 470/500
231/231 [==============================] - 0s 29us/step - loss: 2902.5308 - mae: 44.2122 - val_loss: 3023.2759 - val_mae: 43.3861
Epoch 471/500
231/231 [==============================] - 0s 22us/step - loss: 2901.8640 - mae: 44.2100 - val_loss: 3022.3521 - val_mae: 43.3882
Epoch 472/500
231/231 [==============================] - 0s 20us/step - loss: 2906.0941 - mae: 44.1912 - val_loss: 3021.9517 - val_mae: 43.3215
Epoch 473/500
231/231 [==============================] - 0s 21us/step - loss: 2901.9439 - mae: 44.2094 - val_loss: 3020.8179 - val_mae: 43.3175
Epoch 474/500
231/231 [==============================] - 0s 31us/step - loss: 2908.5315 - mae: 44.2647 - val_loss: 3020.0015 - val_mae: 43.2817
Epoch 475/500
231/231 [==============================] - 0s 30us/step - loss: 2902.0605 - mae: 44.1809 - val_loss: 3018.2664 - val_mae: 43.3435
Epoch 476/500
231/231 [==============================] - 0s 23us/step - loss: 2900.7204 - mae: 44.1869 - val_loss: 3016.6724 - val_mae: 43.3490
Epoch 477/500
231/231 [==============================] - 0s 31us/step - loss: 2905.8237 - mae: 44.2195 - val_loss: 3015.4763 - val_mae: 43.3850
Epoch 478/500
231/231 [==============================] - 0s 25us/step - loss: 2900.6430 - mae: 44.2104 - val_loss: 3013.5610 - val_mae: 43.3085
Epoch 479/500
231/231 [==============================] - 0s 22us/step - loss: 2900.1499 - mae: 44.1810 - val_loss: 3012.3088 - val_mae: 43.2852
Epoch 480/500
231/231 [==============================] - 0s 21us/step - loss: 2909.1217 - mae: 44.2378 - val_loss: 3011.0408 - val_mae: 43.3336
Epoch 481/500
231/231 [==============================] - 0s 26us/step - loss: 2901.0807 - mae: 44.2156 - val_loss: 3009.9214 - val_mae: 43.2874
Epoch 482/500
231/231 [==============================] - 0s 36us/step - loss: 2905.4250 - mae: 44.2155 - val_loss: 3008.7905 - val_mae: 43.3173
Epoch 483/500
231/231 [==============================] - 0s 22us/step - loss: 2900.5026 - mae: 44.2000 - val_loss: 3007.6189 - val_mae: 43.2473
Epoch 484/500
231/231 [==============================] - 0s 21us/step - loss: 2899.7948 - mae: 44.1580 - val_loss: 3006.4858 - val_mae: 43.2665
Epoch 485/500
231/231 [==============================] - 0s 25us/step - loss: 2906.2879 - mae: 44.2602 - val_loss: 3005.8943 - val_mae: 43.1940
Epoch 486/500
231/231 [==============================] - 0s 22us/step - loss: 2909.3416 - mae: 44.2610 - val_loss: 3005.1882 - val_mae: 43.1564
Epoch 487/500
231/231 [==============================] - 0s 37us/step - loss: 2907.9265 - mae: 44.2446 - val_loss: 3004.6433 - val_mae: 43.1386
Epoch 488/500
231/231 [==============================] - 0s 27us/step - loss: 2899.1331 - mae: 44.1459 - val_loss: 3002.9421 - val_mae: 43.1684
Epoch 489/500
231/231 [==============================] - 0s 34us/step - loss: 2900.6892 - mae: 44.1453 - val_loss: 3001.1213 - val_mae: 43.2161
Epoch 490/500
231/231 [==============================] - 0s 22us/step - loss: 2901.9552 - mae: 44.2278 - val_loss: 3000.3606 - val_mae: 43.1673
Epoch 491/500
231/231 [==============================] - 0s 37us/step - loss: 2905.2223 - mae: 44.1974 - val_loss: 3000.0901 - val_mae: 43.1315
Epoch 492/500
231/231 [==============================] - 0s 21us/step - loss: 2915.3169 - mae: 44.2302 - val_loss: 2998.8530 - val_mae: 43.1885
Epoch 493/500
231/231 [==============================] - 0s 23us/step - loss: 2901.5973 - mae: 44.1708 - val_loss: 2998.0303 - val_mae: 43.2146
Epoch 494/500
231/231 [==============================] - 0s 25us/step - loss: 2902.8317 - mae: 44.2284 - val_loss: 2997.4209 - val_mae: 43.1581
Epoch 495/500
231/231 [==============================] - 0s 23us/step - loss: 2897.3079 - mae: 44.1508 - val_loss: 2996.2676 - val_mae: 43.1547
Epoch 496/500
231/231 [==============================] - 0s 24us/step - loss: 2899.0957 - mae: 44.1738 - val_loss: 2995.7998 - val_mae: 43.1210
Epoch 497/500
231/231 [==============================] - 0s 23us/step - loss: 2896.8015 - mae: 44.1444 - val_loss: 2994.9868 - val_mae: 43.1252
Epoch 498/500
231/231 [==============================] - 0s 24us/step - loss: 2896.7149 - mae: 44.1398 - val_loss: 2993.8428 - val_mae: 43.1373
Epoch 499/500
231/231 [==============================] - 0s 34us/step - loss: 2905.2037 - mae: 44.2290 - val_loss: 2993.5952 - val_mae: 43.0839
Epoch 500/500
231/231 [==============================] - 0s 25us/step - loss: 2909.1204 - mae: 44.2769 - val_loss: 2993.0076 - val_mae: 43.0539
133/133 [==============================] - 0s 25us/step

Optimizers:  <keras.optimizers.RMSprop object at 0x10a8eb250>
Epoch Sizes:  500
Neurons or Units:  64
['loss', 'mae']
[3173.8887012453006, 46.07334518432617]

Model: "sequential_2"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_4 (Dense)              (None, 128)               1408      
_________________________________________________________________
activation_3 (Activation)    (None, 128)               0         
_________________________________________________________________
dense_5 (Dense)              (None, 128)               16512     
_________________________________________________________________
activation_4 (Activation)    (None, 128)               0         
_________________________________________________________________
dense_6 (Dense)              (None, 1)                 129       
=================================================================
Total params: 18,049
Trainable params: 18,049
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/500
231/231 [==============================] - 0s 656us/step - loss: 29787.3980 - mae: 154.4368 - val_loss: 29149.5137 - val_mae: 152.6961
Epoch 2/500
231/231 [==============================] - 0s 35us/step - loss: 29755.7739 - mae: 154.3353 - val_loss: 29117.3965 - val_mae: 152.5921
Epoch 3/500
231/231 [==============================] - 0s 40us/step - loss: 29722.4365 - mae: 154.2285 - val_loss: 29081.7539 - val_mae: 152.4766
Epoch 4/500
231/231 [==============================] - 0s 36us/step - loss: 29684.9252 - mae: 154.1088 - val_loss: 29040.3926 - val_mae: 152.3430
Epoch 5/500
231/231 [==============================] - 0s 29us/step - loss: 29641.5064 - mae: 153.9706 - val_loss: 28992.7500 - val_mae: 152.1896
Epoch 6/500
231/231 [==============================] - 0s 28us/step - loss: 29591.4137 - mae: 153.8134 - val_loss: 28938.2324 - val_mae: 152.0142
Epoch 7/500
231/231 [==============================] - 0s 42us/step - loss: 29534.0560 - mae: 153.6349 - val_loss: 28876.4160 - val_mae: 151.8159
Epoch 8/500
231/231 [==============================] - 0s 26us/step - loss: 29469.9014 - mae: 153.4324 - val_loss: 28808.0977 - val_mae: 151.5969
Epoch 9/500
231/231 [==============================] - 0s 46us/step - loss: 29398.9555 - mae: 153.2103 - val_loss: 28732.7109 - val_mae: 151.3555
Epoch 10/500
231/231 [==============================] - 0s 29us/step - loss: 29320.8878 - mae: 152.9660 - val_loss: 28649.8223 - val_mae: 151.0901
Epoch 11/500
231/231 [==============================] - 0s 30us/step - loss: 29234.3511 - mae: 152.7004 - val_loss: 28558.1172 - val_mae: 150.7970
Epoch 12/500
231/231 [==============================] - 0s 33us/step - loss: 29140.1728 - mae: 152.4046 - val_loss: 28459.8906 - val_mae: 150.4823
Epoch 13/500
231/231 [==============================] - 0s 38us/step - loss: 29039.0512 - mae: 152.0876 - val_loss: 28354.6523 - val_mae: 150.1448
Epoch 14/500
231/231 [==============================] - 0s 40us/step - loss: 28930.6194 - mae: 151.7519 - val_loss: 28241.7422 - val_mae: 149.7822
Epoch 15/500
231/231 [==============================] - 0s 37us/step - loss: 28813.3631 - mae: 151.3889 - val_loss: 28119.3809 - val_mae: 149.3891
Epoch 16/500
231/231 [==============================] - 0s 30us/step - loss: 28687.6757 - mae: 150.9954 - val_loss: 27990.6836 - val_mae: 148.9744
Epoch 17/500
231/231 [==============================] - 0s 25us/step - loss: 28555.2490 - mae: 150.5786 - val_loss: 27854.2578 - val_mae: 148.5348
Epoch 18/500
231/231 [==============================] - 0s 25us/step - loss: 28414.8951 - mae: 150.1417 - val_loss: 27710.0859 - val_mae: 148.0688
Epoch 19/500
231/231 [==============================] - 0s 32us/step - loss: 28266.2829 - mae: 149.6759 - val_loss: 27557.3477 - val_mae: 147.5744
Epoch 20/500
231/231 [==============================] - 0s 40us/step - loss: 28109.8061 - mae: 149.1851 - val_loss: 27397.8418 - val_mae: 147.0556
Epoch 21/500
231/231 [==============================] - 0s 32us/step - loss: 27945.7964 - mae: 148.6646 - val_loss: 27230.3613 - val_mae: 146.5095
Epoch 22/500
231/231 [==============================] - 0s 24us/step - loss: 27773.5826 - mae: 148.1217 - val_loss: 27055.4727 - val_mae: 145.9375
Epoch 23/500
231/231 [==============================] - 0s 33us/step - loss: 27594.4674 - mae: 147.5499 - val_loss: 26873.4785 - val_mae: 145.3401
Epoch 24/500
231/231 [==============================] - 0s 41us/step - loss: 27406.7676 - mae: 146.9580 - val_loss: 26682.8203 - val_mae: 144.7115
Epoch 25/500
231/231 [==============================] - 0s 38us/step - loss: 27210.9142 - mae: 146.3303 - val_loss: 26484.1348 - val_mae: 144.0541
Epoch 26/500
231/231 [==============================] - 0s 35us/step - loss: 27007.5959 - mae: 145.6753 - val_loss: 26279.2031 - val_mae: 143.3730
Epoch 27/500
231/231 [==============================] - 0s 49us/step - loss: 26795.6433 - mae: 145.0074 - val_loss: 26063.4551 - val_mae: 142.6532
Epoch 28/500
231/231 [==============================] - 0s 39us/step - loss: 26576.7731 - mae: 144.2818 - val_loss: 25844.8477 - val_mae: 141.9202
Epoch 29/500
231/231 [==============================] - 0s 42us/step - loss: 26351.4570 - mae: 143.5503 - val_loss: 25617.6387 - val_mae: 141.1544
Epoch 30/500
231/231 [==============================] - 0s 42us/step - loss: 26116.5078 - mae: 142.7982 - val_loss: 25379.0664 - val_mae: 140.3467
Epoch 31/500
231/231 [==============================] - 0s 40us/step - loss: 25871.9250 - mae: 141.9930 - val_loss: 25134.5664 - val_mae: 139.5139
Epoch 32/500
231/231 [==============================] - 0s 36us/step - loss: 25622.4204 - mae: 141.1648 - val_loss: 24885.0898 - val_mae: 138.6572
Epoch 33/500
231/231 [==============================] - 0s 29us/step - loss: 25367.6437 - mae: 140.3031 - val_loss: 24630.6992 - val_mae: 137.7787
Epoch 34/500
231/231 [==============================] - 0s 32us/step - loss: 25103.0694 - mae: 139.4437 - val_loss: 24362.8320 - val_mae: 136.8493
Epoch 35/500
231/231 [==============================] - 0s 35us/step - loss: 24829.4998 - mae: 138.5195 - val_loss: 24090.9473 - val_mae: 135.8978
Epoch 36/500
231/231 [==============================] - 0s 36us/step - loss: 24549.3302 - mae: 137.5756 - val_loss: 23810.2656 - val_mae: 134.9102
Epoch 37/500
231/231 [==============================] - 0s 33us/step - loss: 24261.0034 - mae: 136.6038 - val_loss: 23519.8965 - val_mae: 133.8810
Epoch 38/500
231/231 [==============================] - 0s 37us/step - loss: 23963.6747 - mae: 135.5682 - val_loss: 23227.9043 - val_mae: 132.8371
Epoch 39/500
231/231 [==============================] - 0s 29us/step - loss: 23664.4642 - mae: 134.5300 - val_loss: 22930.2129 - val_mae: 131.7645
Epoch 40/500
231/231 [==============================] - 0s 43us/step - loss: 23358.2808 - mae: 133.4719 - val_loss: 22624.8887 - val_mae: 130.6560
Epoch 41/500
231/231 [==============================] - 0s 32us/step - loss: 23043.8449 - mae: 132.3708 - val_loss: 22311.8828 - val_mae: 129.5107
Epoch 42/500
231/231 [==============================] - 0s 50us/step - loss: 22722.2495 - mae: 131.2379 - val_loss: 21991.6680 - val_mae: 128.3286
Epoch 43/500
231/231 [==============================] - 0s 27us/step - loss: 22394.1027 - mae: 130.0540 - val_loss: 21668.5195 - val_mae: 127.1257
Epoch 44/500
231/231 [==============================] - 0s 44us/step - loss: 22061.7938 - mae: 128.8599 - val_loss: 21339.2246 - val_mae: 125.8884
Epoch 45/500
231/231 [==============================] - 0s 40us/step - loss: 21721.7359 - mae: 127.6402 - val_loss: 21001.0508 - val_mae: 124.6049
Epoch 46/500
231/231 [==============================] - 0s 35us/step - loss: 21374.6599 - mae: 126.3596 - val_loss: 20658.8828 - val_mae: 123.2934
Epoch 47/500
231/231 [==============================] - 0s 39us/step - loss: 21025.1969 - mae: 125.0549 - val_loss: 20315.4043 - val_mae: 121.9609
Epoch 48/500
231/231 [==============================] - 0s 39us/step - loss: 20668.7691 - mae: 123.7426 - val_loss: 19961.4062 - val_mae: 120.5749
Epoch 49/500
231/231 [==============================] - 0s 30us/step - loss: 20305.8655 - mae: 122.3691 - val_loss: 19605.6562 - val_mae: 119.1654
Epoch 50/500
231/231 [==============================] - 0s 30us/step - loss: 19943.1507 - mae: 120.9762 - val_loss: 19249.0137 - val_mae: 117.7351
Epoch 51/500
231/231 [==============================] - 0s 34us/step - loss: 19570.9933 - mae: 119.5577 - val_loss: 18880.8086 - val_mae: 116.2429
Epoch 52/500
231/231 [==============================] - 0s 42us/step - loss: 19192.0066 - mae: 118.0747 - val_loss: 18510.1016 - val_mae: 114.7201
Epoch 53/500
231/231 [==============================] - 0s 24us/step - loss: 18809.6187 - mae: 116.5653 - val_loss: 18135.8027 - val_mae: 113.1628
Epoch 54/500
231/231 [==============================] - 0s 36us/step - loss: 18424.3981 - mae: 115.0268 - val_loss: 17759.1992 - val_mae: 111.5734
Epoch 55/500
231/231 [==============================] - 0s 27us/step - loss: 18035.5489 - mae: 113.4512 - val_loss: 17377.1094 - val_mae: 109.9395
Epoch 56/500
231/231 [==============================] - 0s 44us/step - loss: 17643.0641 - mae: 111.8271 - val_loss: 16997.7539 - val_mae: 108.2904
Epoch 57/500
231/231 [==============================] - 0s 50us/step - loss: 17249.7540 - mae: 110.2131 - val_loss: 16612.0215 - val_mae: 106.5892
Epoch 58/500
231/231 [==============================] - 0s 29us/step - loss: 16852.3764 - mae: 108.5243 - val_loss: 16225.6006 - val_mae: 104.8586
Epoch 59/500
231/231 [==============================] - 0s 32us/step - loss: 16454.3766 - mae: 106.8245 - val_loss: 15841.0615 - val_mae: 103.1093
Epoch 60/500
231/231 [==============================] - 0s 36us/step - loss: 16056.3638 - mae: 105.1221 - val_loss: 15453.7100 - val_mae: 101.3615
Epoch 61/500
231/231 [==============================] - 0s 36us/step - loss: 15654.2236 - mae: 103.3993 - val_loss: 15061.2891 - val_mae: 99.5854
Epoch 62/500
231/231 [==============================] - 0s 31us/step - loss: 15250.1903 - mae: 101.5738 - val_loss: 14674.0479 - val_mae: 97.8362
Epoch 63/500
231/231 [==============================] - 0s 42us/step - loss: 14850.2288 - mae: 99.8156 - val_loss: 14288.0166 - val_mae: 96.0897
Epoch 64/500
231/231 [==============================] - 0s 30us/step - loss: 14448.8975 - mae: 98.0457 - val_loss: 13899.9590 - val_mae: 94.3018
Epoch 65/500
231/231 [==============================] - 0s 23us/step - loss: 14047.8513 - mae: 96.2253 - val_loss: 13515.4248 - val_mae: 92.4940
Epoch 66/500
231/231 [==============================] - 0s 32us/step - loss: 13649.9192 - mae: 94.4305 - val_loss: 13133.7383 - val_mae: 90.6875
Epoch 67/500
231/231 [==============================] - 0s 41us/step - loss: 13251.7817 - mae: 92.6219 - val_loss: 12751.1475 - val_mae: 88.8572
Epoch 68/500
231/231 [==============================] - 0s 52us/step - loss: 12856.1105 - mae: 90.7921 - val_loss: 12373.9580 - val_mae: 87.0098
Epoch 69/500
231/231 [==============================] - 0s 46us/step - loss: 12457.4285 - mae: 89.0453 - val_loss: 11985.7354 - val_mae: 85.0649
Epoch 70/500
231/231 [==============================] - 0s 26us/step - loss: 12057.2831 - mae: 87.1546 - val_loss: 11613.9482 - val_mae: 83.1587
Epoch 71/500
231/231 [==============================] - 0s 36us/step - loss: 11668.0364 - mae: 85.3669 - val_loss: 11242.5547 - val_mae: 81.2799
Epoch 72/500
231/231 [==============================] - 0s 34us/step - loss: 11281.8670 - mae: 83.5608 - val_loss: 10879.5303 - val_mae: 79.4459
Epoch 73/500
231/231 [==============================] - 0s 32us/step - loss: 10898.4194 - mae: 81.8097 - val_loss: 10511.9297 - val_mae: 77.5361
Epoch 74/500
231/231 [==============================] - 0s 24us/step - loss: 10517.7190 - mae: 79.9947 - val_loss: 10160.1758 - val_mae: 75.6759
Epoch 75/500
231/231 [==============================] - 0s 24us/step - loss: 10145.9914 - mae: 78.1649 - val_loss: 9807.9404 - val_mae: 73.8943
Epoch 76/500
231/231 [==============================] - 0s 33us/step - loss: 9781.7811 - mae: 76.4464 - val_loss: 9472.8867 - val_mae: 72.3710
Epoch 77/500
231/231 [==============================] - 0s 26us/step - loss: 9426.6363 - mae: 74.8012 - val_loss: 9139.8438 - val_mae: 70.8972
Epoch 78/500
231/231 [==============================] - 0s 22us/step - loss: 9078.9363 - mae: 73.1713 - val_loss: 8816.1006 - val_mae: 69.4139
Epoch 79/500
231/231 [==============================] - 0s 27us/step - loss: 8734.8450 - mae: 71.5237 - val_loss: 8499.2285 - val_mae: 67.9818
Epoch 80/500
231/231 [==============================] - 0s 26us/step - loss: 8395.7836 - mae: 69.9799 - val_loss: 8182.0562 - val_mae: 66.5186
Epoch 81/500
231/231 [==============================] - 0s 34us/step - loss: 8063.4343 - mae: 68.3466 - val_loss: 7882.8394 - val_mae: 65.1134
Epoch 82/500
231/231 [==============================] - 0s 32us/step - loss: 7745.0381 - mae: 66.8309 - val_loss: 7591.8789 - val_mae: 63.7159
Epoch 83/500
231/231 [==============================] - 0s 29us/step - loss: 7433.9982 - mae: 65.3622 - val_loss: 7308.7280 - val_mae: 62.3918
Epoch 84/500
231/231 [==============================] - 0s 24us/step - loss: 7134.1848 - mae: 63.9826 - val_loss: 7040.6890 - val_mae: 61.2276
Epoch 85/500
231/231 [==============================] - 0s 32us/step - loss: 6843.6430 - mae: 62.7015 - val_loss: 6777.2456 - val_mae: 60.1547
Epoch 86/500
231/231 [==============================] - 0s 21us/step - loss: 6563.8170 - mae: 61.3967 - val_loss: 6531.7007 - val_mae: 59.2903
Epoch 87/500
231/231 [==============================] - 0s 25us/step - loss: 6299.3940 - mae: 60.3081 - val_loss: 6298.7910 - val_mae: 58.6107
Epoch 88/500
231/231 [==============================] - 0s 31us/step - loss: 6045.0425 - mae: 59.1859 - val_loss: 6074.3569 - val_mae: 58.0819
Epoch 89/500
231/231 [==============================] - 0s 24us/step - loss: 5801.9888 - mae: 58.2598 - val_loss: 5865.5513 - val_mae: 57.6146
Epoch 90/500
231/231 [==============================] - 0s 23us/step - loss: 5576.9165 - mae: 57.3760 - val_loss: 5673.2036 - val_mae: 57.1647
Epoch 91/500
231/231 [==============================] - 0s 23us/step - loss: 5365.4792 - mae: 56.5886 - val_loss: 5493.3027 - val_mae: 56.7414
Epoch 92/500
231/231 [==============================] - 0s 25us/step - loss: 5162.0462 - mae: 55.8778 - val_loss: 5319.0820 - val_mae: 56.3702
Epoch 93/500
231/231 [==============================] - 0s 36us/step - loss: 4969.1156 - mae: 55.1889 - val_loss: 5160.6396 - val_mae: 56.1024
Epoch 94/500
231/231 [==============================] - 0s 28us/step - loss: 4794.4194 - mae: 54.6735 - val_loss: 5021.7383 - val_mae: 55.8649
Epoch 95/500
231/231 [==============================] - 0s 26us/step - loss: 4634.7841 - mae: 54.0373 - val_loss: 4892.8926 - val_mae: 55.6247
Epoch 96/500
231/231 [==============================] - 0s 29us/step - loss: 4490.1025 - mae: 53.6020 - val_loss: 4781.0015 - val_mae: 55.4137
Epoch 97/500
231/231 [==============================] - 0s 40us/step - loss: 4357.0659 - mae: 53.1594 - val_loss: 4674.8291 - val_mae: 55.2685
Epoch 98/500
231/231 [==============================] - 0s 22us/step - loss: 4233.8258 - mae: 52.8591 - val_loss: 4587.7524 - val_mae: 55.1949
Epoch 99/500
231/231 [==============================] - 0s 23us/step - loss: 4128.4939 - mae: 52.5599 - val_loss: 4511.3711 - val_mae: 55.1831
Epoch 100/500
231/231 [==============================] - 0s 21us/step - loss: 4034.7742 - mae: 52.3276 - val_loss: 4447.0259 - val_mae: 55.2194
Epoch 101/500
231/231 [==============================] - 0s 22us/step - loss: 3953.8259 - mae: 52.1097 - val_loss: 4391.4712 - val_mae: 55.2462
Epoch 102/500
231/231 [==============================] - 0s 30us/step - loss: 3882.9502 - mae: 51.9101 - val_loss: 4346.5513 - val_mae: 55.2665
Epoch 103/500
231/231 [==============================] - 0s 29us/step - loss: 3824.7020 - mae: 51.7387 - val_loss: 4309.8633 - val_mae: 55.2782
Epoch 104/500
231/231 [==============================] - 0s 22us/step - loss: 3773.7301 - mae: 51.6595 - val_loss: 4284.6504 - val_mae: 55.2690
Epoch 105/500
231/231 [==============================] - 0s 34us/step - loss: 3735.1926 - mae: 51.4975 - val_loss: 4264.7056 - val_mae: 55.2641
Epoch 106/500
231/231 [==============================] - 0s 27us/step - loss: 3711.1128 - mae: 51.4397 - val_loss: 4248.1890 - val_mae: 55.2553
Epoch 107/500
231/231 [==============================] - 0s 20us/step - loss: 3673.2714 - mae: 51.3642 - val_loss: 4236.4414 - val_mae: 55.2155
Epoch 108/500
231/231 [==============================] - 0s 22us/step - loss: 3653.3883 - mae: 51.2583 - val_loss: 4227.8618 - val_mae: 55.1898
Epoch 109/500
231/231 [==============================] - 0s 25us/step - loss: 3637.7148 - mae: 51.2165 - val_loss: 4220.1177 - val_mae: 55.1854
Epoch 110/500
231/231 [==============================] - 0s 28us/step - loss: 3621.4642 - mae: 51.1768 - val_loss: 4211.0142 - val_mae: 55.1406
Epoch 111/500
231/231 [==============================] - 0s 27us/step - loss: 3613.7692 - mae: 51.1363 - val_loss: 4201.1147 - val_mae: 55.0612
Epoch 112/500
231/231 [==============================] - 0s 34us/step - loss: 3600.4058 - mae: 51.0232 - val_loss: 4191.4160 - val_mae: 54.9879
Epoch 113/500
231/231 [==============================] - 0s 21us/step - loss: 3588.7074 - mae: 50.9160 - val_loss: 4186.4956 - val_mae: 55.0025
Epoch 114/500
231/231 [==============================] - 0s 29us/step - loss: 3573.1376 - mae: 50.8957 - val_loss: 4175.3364 - val_mae: 54.8973
Epoch 115/500
231/231 [==============================] - 0s 23us/step - loss: 3561.5942 - mae: 50.7784 - val_loss: 4168.0591 - val_mae: 54.8587
Epoch 116/500
231/231 [==============================] - 0s 22us/step - loss: 3553.4442 - mae: 50.7223 - val_loss: 4161.5356 - val_mae: 54.8383
Epoch 117/500
231/231 [==============================] - 0s 22us/step - loss: 3541.7345 - mae: 50.6176 - val_loss: 4152.6030 - val_mae: 54.7800
Epoch 118/500
231/231 [==============================] - 0s 26us/step - loss: 3527.5269 - mae: 50.6164 - val_loss: 4135.5322 - val_mae: 54.5756
Epoch 119/500
231/231 [==============================] - 0s 32us/step - loss: 3533.9151 - mae: 50.5701 - val_loss: 4132.2773 - val_mae: 54.5978
Epoch 120/500
231/231 [==============================] - 0s 24us/step - loss: 3507.7676 - mae: 50.3941 - val_loss: 4123.4985 - val_mae: 54.5287
Epoch 121/500
231/231 [==============================] - 0s 25us/step - loss: 3506.7603 - mae: 50.4576 - val_loss: 4102.0620 - val_mae: 54.2484
Epoch 122/500
231/231 [==============================] - 0s 24us/step - loss: 3490.3951 - mae: 50.2339 - val_loss: 4097.9316 - val_mae: 54.2613
Epoch 123/500
231/231 [==============================] - 0s 26us/step - loss: 3475.7768 - mae: 50.1479 - val_loss: 4081.5984 - val_mae: 54.0510
Epoch 124/500
231/231 [==============================] - 0s 27us/step - loss: 3463.4707 - mae: 49.9943 - val_loss: 4075.9263 - val_mae: 54.0292
Epoch 125/500
231/231 [==============================] - 0s 35us/step - loss: 3450.6439 - mae: 49.9310 - val_loss: 4064.0315 - val_mae: 53.9048
Epoch 126/500
231/231 [==============================] - 0s 44us/step - loss: 3440.5912 - mae: 49.8354 - val_loss: 4050.2026 - val_mae: 53.7375
Epoch 127/500
231/231 [==============================] - 0s 39us/step - loss: 3435.1443 - mae: 49.8021 - val_loss: 4035.4160 - val_mae: 53.5443
Epoch 128/500
231/231 [==============================] - 0s 34us/step - loss: 3422.3476 - mae: 49.6459 - val_loss: 4031.9934 - val_mae: 53.5739
Epoch 129/500
231/231 [==============================] - 0s 29us/step - loss: 3415.8053 - mae: 49.5836 - val_loss: 4027.9836 - val_mae: 53.5952
Epoch 130/500
231/231 [==============================] - 0s 49us/step - loss: 3399.8562 - mae: 49.4975 - val_loss: 4014.7893 - val_mae: 53.4379
Epoch 131/500
231/231 [==============================] - 0s 31us/step - loss: 3389.5991 - mae: 49.4233 - val_loss: 3996.2373 - val_mae: 53.1662
Epoch 132/500
231/231 [==============================] - 0s 45us/step - loss: 3391.3406 - mae: 49.3575 - val_loss: 3979.8389 - val_mae: 52.9313
Epoch 133/500
231/231 [==============================] - 0s 37us/step - loss: 3369.5020 - mae: 49.1730 - val_loss: 3972.5876 - val_mae: 52.9044
Epoch 134/500
231/231 [==============================] - 0s 38us/step - loss: 3373.4584 - mae: 49.2058 - val_loss: 3958.0945 - val_mae: 52.7020
Epoch 135/500
231/231 [==============================] - 0s 32us/step - loss: 3352.7400 - mae: 49.0178 - val_loss: 3950.4780 - val_mae: 52.6573
Epoch 136/500
231/231 [==============================] - 0s 46us/step - loss: 3348.7881 - mae: 48.9503 - val_loss: 3950.9392 - val_mae: 52.7665
Epoch 137/500
231/231 [==============================] - 0s 38us/step - loss: 3339.0210 - mae: 48.9288 - val_loss: 3932.5725 - val_mae: 52.4752
Epoch 138/500
231/231 [==============================] - 0s 37us/step - loss: 3324.5504 - mae: 48.7613 - val_loss: 3925.9512 - val_mae: 52.4497
Epoch 139/500
231/231 [==============================] - 0s 30us/step - loss: 3318.8471 - mae: 48.7310 - val_loss: 3910.8591 - val_mae: 52.2339
Epoch 140/500
231/231 [==============================] - 0s 28us/step - loss: 3308.8695 - mae: 48.5988 - val_loss: 3902.5144 - val_mae: 52.1481
Epoch 141/500
231/231 [==============================] - 0s 31us/step - loss: 3309.2316 - mae: 48.5716 - val_loss: 3888.2222 - val_mae: 51.9289
Epoch 142/500
231/231 [==============================] - 0s 42us/step - loss: 3293.9928 - mae: 48.4229 - val_loss: 3887.4783 - val_mae: 52.0219
Epoch 143/500
231/231 [==============================] - 0s 37us/step - loss: 3285.0156 - mae: 48.3617 - val_loss: 3879.6150 - val_mae: 51.9536
Epoch 144/500
231/231 [==============================] - 0s 54us/step - loss: 3286.1968 - mae: 48.3121 - val_loss: 3876.1335 - val_mae: 51.9663
Epoch 145/500
231/231 [==============================] - 0s 38us/step - loss: 3273.3869 - mae: 48.2702 - val_loss: 3852.8203 - val_mae: 51.5909
Epoch 146/500
231/231 [==============================] - 0s 27us/step - loss: 3267.3263 - mae: 48.1714 - val_loss: 3839.5146 - val_mae: 51.3975
Epoch 147/500
231/231 [==============================] - 0s 29us/step - loss: 3256.5627 - mae: 48.0527 - val_loss: 3830.4983 - val_mae: 51.3217
Epoch 148/500
231/231 [==============================] - 0s 40us/step - loss: 3264.7977 - mae: 48.1750 - val_loss: 3817.7627 - val_mae: 51.1401
Epoch 149/500
231/231 [==============================] - 0s 35us/step - loss: 3245.9408 - mae: 47.9234 - val_loss: 3817.8088 - val_mae: 51.2477
Epoch 150/500
231/231 [==============================] - 0s 33us/step - loss: 3234.9871 - mae: 47.8440 - val_loss: 3811.3286 - val_mae: 51.2014
Epoch 151/500
231/231 [==============================] - 0s 38us/step - loss: 3226.9608 - mae: 47.7682 - val_loss: 3796.7561 - val_mae: 51.0091
Epoch 152/500
231/231 [==============================] - 0s 39us/step - loss: 3223.7286 - mae: 47.7087 - val_loss: 3792.8845 - val_mae: 51.0136
Epoch 153/500
231/231 [==============================] - 0s 48us/step - loss: 3235.7759 - mae: 47.7578 - val_loss: 3788.3118 - val_mae: 51.0029
Epoch 154/500
231/231 [==============================] - 0s 34us/step - loss: 3217.1949 - mae: 47.6999 - val_loss: 3779.6411 - val_mae: 50.9147
Epoch 155/500
231/231 [==============================] - 0s 26us/step - loss: 3208.6815 - mae: 47.5633 - val_loss: 3768.9285 - val_mae: 50.7954
Epoch 156/500
231/231 [==============================] - 0s 30us/step - loss: 3197.6348 - mae: 47.4755 - val_loss: 3750.1948 - val_mae: 50.5426
Epoch 157/500
231/231 [==============================] - 0s 33us/step - loss: 3191.1651 - mae: 47.3950 - val_loss: 3737.1772 - val_mae: 50.3845
Epoch 158/500
231/231 [==============================] - 0s 29us/step - loss: 3184.6588 - mae: 47.3120 - val_loss: 3732.5508 - val_mae: 50.3716
Epoch 159/500
231/231 [==============================] - 0s 28us/step - loss: 3183.5095 - mae: 47.2727 - val_loss: 3728.0015 - val_mae: 50.3495
Epoch 160/500
231/231 [==============================] - 0s 32us/step - loss: 3174.9704 - mae: 47.2666 - val_loss: 3707.8865 - val_mae: 50.0822
Epoch 161/500
231/231 [==============================] - 0s 29us/step - loss: 3180.0573 - mae: 47.1832 - val_loss: 3707.3289 - val_mae: 50.1424
Epoch 162/500
231/231 [==============================] - 0s 31us/step - loss: 3181.5693 - mae: 47.2672 - val_loss: 3703.3433 - val_mae: 50.1181
Epoch 163/500
231/231 [==============================] - 0s 65us/step - loss: 3158.4632 - mae: 47.0726 - val_loss: 3689.6609 - val_mae: 49.9700
Epoch 164/500
231/231 [==============================] - 0s 36us/step - loss: 3151.7567 - mae: 47.0195 - val_loss: 3677.9861 - val_mae: 49.8406
Epoch 165/500
231/231 [==============================] - 0s 31us/step - loss: 3149.2871 - mae: 46.9242 - val_loss: 3670.5300 - val_mae: 49.7689
Epoch 166/500
231/231 [==============================] - 0s 43us/step - loss: 3143.1666 - mae: 46.9471 - val_loss: 3652.9993 - val_mae: 49.5278
Epoch 167/500
231/231 [==============================] - 0s 32us/step - loss: 3152.8883 - mae: 47.0509 - val_loss: 3640.4673 - val_mae: 49.3445
Epoch 168/500
231/231 [==============================] - 0s 46us/step - loss: 3145.8678 - mae: 46.8411 - val_loss: 3639.3315 - val_mae: 49.4296
Epoch 169/500
231/231 [==============================] - 0s 44us/step - loss: 3126.4440 - mae: 46.7125 - val_loss: 3631.0093 - val_mae: 49.3559
Epoch 170/500
231/231 [==============================] - 0s 42us/step - loss: 3121.7773 - mae: 46.6671 - val_loss: 3620.9634 - val_mae: 49.2497
Epoch 171/500
231/231 [==============================] - 0s 32us/step - loss: 3143.3650 - mae: 46.9641 - val_loss: 3607.0217 - val_mae: 49.0419
Epoch 172/500
231/231 [==============================] - 0s 37us/step - loss: 3114.9437 - mae: 46.5300 - val_loss: 3603.1843 - val_mae: 49.0530
Epoch 173/500
231/231 [==============================] - 0s 28us/step - loss: 3107.0602 - mae: 46.5147 - val_loss: 3593.6921 - val_mae: 48.9512
Epoch 174/500
231/231 [==============================] - 0s 45us/step - loss: 3102.6959 - mae: 46.4718 - val_loss: 3584.7876 - val_mae: 48.8550
Epoch 175/500
231/231 [==============================] - 0s 38us/step - loss: 3098.3265 - mae: 46.4071 - val_loss: 3577.6665 - val_mae: 48.7990
Epoch 176/500
231/231 [==============================] - 0s 46us/step - loss: 3100.7699 - mae: 46.4326 - val_loss: 3563.1506 - val_mae: 48.5620
Epoch 177/500
231/231 [==============================] - 0s 32us/step - loss: 3099.7281 - mae: 46.3619 - val_loss: 3561.4536 - val_mae: 48.6621
Epoch 178/500
231/231 [==============================] - 0s 36us/step - loss: 3089.4119 - mae: 46.3277 - val_loss: 3547.2627 - val_mae: 48.4328
Epoch 179/500
231/231 [==============================] - 0s 28us/step - loss: 3083.1474 - mae: 46.2270 - val_loss: 3539.5735 - val_mae: 48.3778
Epoch 180/500
231/231 [==============================] - 0s 26us/step - loss: 3083.8578 - mae: 46.2445 - val_loss: 3537.6538 - val_mae: 48.4483
Epoch 181/500
231/231 [==============================] - 0s 41us/step - loss: 3084.0533 - mae: 46.2150 - val_loss: 3534.3884 - val_mae: 48.4476
Epoch 182/500
231/231 [==============================] - 0s 29us/step - loss: 3074.8167 - mae: 46.2035 - val_loss: 3516.6470 - val_mae: 48.1423
Epoch 183/500
231/231 [==============================] - 0s 41us/step - loss: 3068.3316 - mae: 46.0979 - val_loss: 3507.3882 - val_mae: 48.0237
Epoch 184/500
231/231 [==============================] - 0s 46us/step - loss: 3067.3877 - mae: 46.0330 - val_loss: 3506.1353 - val_mae: 48.1178
Epoch 185/500
231/231 [==============================] - 0s 43us/step - loss: 3060.4275 - mae: 46.0386 - val_loss: 3493.4202 - val_mae: 47.9221
Epoch 186/500
231/231 [==============================] - 0s 29us/step - loss: 3082.6383 - mae: 46.1449 - val_loss: 3490.5581 - val_mae: 47.9972
Epoch 187/500
231/231 [==============================] - 0s 34us/step - loss: 3056.3180 - mae: 45.9530 - val_loss: 3484.1064 - val_mae: 47.9537
Epoch 188/500
231/231 [==============================] - 0s 28us/step - loss: 3049.3542 - mae: 45.9456 - val_loss: 3470.8413 - val_mae: 47.7189
Epoch 189/500
231/231 [==============================] - 0s 29us/step - loss: 3044.7343 - mae: 45.8528 - val_loss: 3463.6116 - val_mae: 47.6447
Epoch 190/500
231/231 [==============================] - 0s 30us/step - loss: 3042.1325 - mae: 45.8328 - val_loss: 3453.7451 - val_mae: 47.5147
Epoch 191/500
231/231 [==============================] - 0s 39us/step - loss: 3049.2910 - mae: 45.8223 - val_loss: 3451.6284 - val_mae: 47.6422
Epoch 192/500
231/231 [==============================] - 0s 25us/step - loss: 3063.7491 - mae: 46.0417 - val_loss: 3438.2415 - val_mae: 47.3967
Epoch 193/500
231/231 [==============================] - 0s 25us/step - loss: 3032.0534 - mae: 45.6935 - val_loss: 3433.3394 - val_mae: 47.4170
Epoch 194/500
231/231 [==============================] - 0s 32us/step - loss: 3030.4980 - mae: 45.6688 - val_loss: 3427.7966 - val_mae: 47.4158
Epoch 195/500
231/231 [==============================] - 0s 38us/step - loss: 3040.0830 - mae: 45.7110 - val_loss: 3422.9377 - val_mae: 47.4304
Epoch 196/500
231/231 [==============================] - 0s 36us/step - loss: 3022.3501 - mae: 45.6754 - val_loss: 3412.6362 - val_mae: 47.2789
Epoch 197/500
231/231 [==============================] - 0s 31us/step - loss: 3020.5485 - mae: 45.6013 - val_loss: 3405.7202 - val_mae: 47.2206
Epoch 198/500
231/231 [==============================] - 0s 26us/step - loss: 3025.4931 - mae: 45.5811 - val_loss: 3400.8198 - val_mae: 47.2305
Epoch 199/500
231/231 [==============================] - 0s 31us/step - loss: 3019.2713 - mae: 45.5900 - val_loss: 3393.7510 - val_mae: 47.1694
Epoch 200/500
231/231 [==============================] - 0s 27us/step - loss: 3014.6184 - mae: 45.5889 - val_loss: 3386.0220 - val_mae: 47.0986
Epoch 201/500
231/231 [==============================] - 0s 23us/step - loss: 3009.6329 - mae: 45.5527 - val_loss: 3379.0579 - val_mae: 47.0101
Epoch 202/500
231/231 [==============================] - 0s 28us/step - loss: 3005.4470 - mae: 45.4854 - val_loss: 3371.0146 - val_mae: 46.9197
Epoch 203/500
231/231 [==============================] - 0s 30us/step - loss: 3002.7434 - mae: 45.4508 - val_loss: 3363.4912 - val_mae: 46.8480
Epoch 204/500
231/231 [==============================] - 0s 26us/step - loss: 3007.2300 - mae: 45.4814 - val_loss: 3351.9055 - val_mae: 46.5712
Epoch 205/500
231/231 [==============================] - 0s 22us/step - loss: 3002.7811 - mae: 45.3326 - val_loss: 3349.9265 - val_mae: 46.7242
Epoch 206/500
231/231 [==============================] - 0s 26us/step - loss: 2996.6991 - mae: 45.3931 - val_loss: 3338.9722 - val_mae: 46.4898
Epoch 207/500
231/231 [==============================] - 0s 26us/step - loss: 2991.0950 - mae: 45.2772 - val_loss: 3333.7778 - val_mae: 46.4996
Epoch 208/500
231/231 [==============================] - 0s 34us/step - loss: 2997.9353 - mae: 45.3931 - val_loss: 3325.8872 - val_mae: 46.3007
Epoch 209/500
231/231 [==============================] - 0s 24us/step - loss: 2990.3372 - mae: 45.2177 - val_loss: 3323.2371 - val_mae: 46.4236
Epoch 210/500
231/231 [==============================] - 0s 23us/step - loss: 2987.4160 - mae: 45.2493 - val_loss: 3318.4709 - val_mae: 46.3913
Epoch 211/500
231/231 [==============================] - 0s 24us/step - loss: 3006.2096 - mae: 45.3696 - val_loss: 3316.2629 - val_mae: 46.4380
Epoch 212/500
231/231 [==============================] - 0s 22us/step - loss: 2984.2659 - mae: 45.2520 - val_loss: 3304.2100 - val_mae: 46.1760
Epoch 213/500
231/231 [==============================] - 0s 36us/step - loss: 2977.7884 - mae: 45.1282 - val_loss: 3300.3416 - val_mae: 46.1998
Epoch 214/500
231/231 [==============================] - 0s 24us/step - loss: 2979.2841 - mae: 45.1642 - val_loss: 3292.6201 - val_mae: 46.0251
Epoch 215/500
231/231 [==============================] - 0s 31us/step - loss: 2979.8927 - mae: 45.1318 - val_loss: 3286.2280 - val_mae: 45.9174
Epoch 216/500
231/231 [==============================] - 0s 29us/step - loss: 2972.7052 - mae: 45.0340 - val_loss: 3282.9890 - val_mae: 46.0087
Epoch 217/500
231/231 [==============================] - 0s 39us/step - loss: 2974.3025 - mae: 45.0789 - val_loss: 3280.6602 - val_mae: 46.0741
Epoch 218/500
231/231 [==============================] - 0s 22us/step - loss: 2968.8437 - mae: 45.0580 - val_loss: 3273.3293 - val_mae: 45.9768
Epoch 219/500
231/231 [==============================] - 0s 23us/step - loss: 2972.7790 - mae: 45.0787 - val_loss: 3264.4731 - val_mae: 45.7228
Epoch 220/500
231/231 [==============================] - 0s 46us/step - loss: 2964.5381 - mae: 44.9492 - val_loss: 3259.9988 - val_mae: 45.7518
Epoch 221/500
231/231 [==============================] - 0s 22us/step - loss: 2961.5331 - mae: 44.9311 - val_loss: 3255.2244 - val_mae: 45.7604
Epoch 222/500
231/231 [==============================] - 0s 27us/step - loss: 2964.6657 - mae: 44.8869 - val_loss: 3252.3442 - val_mae: 45.8228
Epoch 223/500
231/231 [==============================] - 0s 28us/step - loss: 2966.9414 - mae: 44.9788 - val_loss: 3248.7314 - val_mae: 45.8169
Epoch 224/500
231/231 [==============================] - 0s 32us/step - loss: 2957.9558 - mae: 44.9282 - val_loss: 3237.7166 - val_mae: 45.5473
Epoch 225/500
231/231 [==============================] - 0s 28us/step - loss: 2954.2614 - mae: 44.8414 - val_loss: 3233.8984 - val_mae: 45.5681
Epoch 226/500
231/231 [==============================] - 0s 25us/step - loss: 2959.7635 - mae: 44.8907 - val_loss: 3227.1958 - val_mae: 45.3345
Epoch 227/500
231/231 [==============================] - 0s 27us/step - loss: 2954.3013 - mae: 44.7681 - val_loss: 3222.6355 - val_mae: 45.2980
Epoch 228/500
231/231 [==============================] - 0s 28us/step - loss: 2958.2700 - mae: 44.7455 - val_loss: 3221.2986 - val_mae: 45.4750
Epoch 229/500
231/231 [==============================] - 0s 41us/step - loss: 2952.6304 - mae: 44.8300 - val_loss: 3216.4824 - val_mae: 45.4351
Epoch 230/500
231/231 [==============================] - 0s 28us/step - loss: 2955.8167 - mae: 44.7964 - val_loss: 3213.5493 - val_mae: 45.4378
Epoch 231/500
231/231 [==============================] - 0s 25us/step - loss: 2947.1542 - mae: 44.7593 - val_loss: 3205.0620 - val_mae: 45.2549
Epoch 232/500
231/231 [==============================] - 0s 26us/step - loss: 2988.0459 - mae: 45.0967 - val_loss: 3202.4751 - val_mae: 45.2685
Epoch 233/500
231/231 [==============================] - 0s 29us/step - loss: 2944.9740 - mae: 44.7393 - val_loss: 3196.0530 - val_mae: 45.1152
Epoch 234/500
231/231 [==============================] - 0s 33us/step - loss: 2953.6349 - mae: 44.7504 - val_loss: 3193.4233 - val_mae: 45.1770
Epoch 235/500
231/231 [==============================] - 0s 24us/step - loss: 2942.2928 - mae: 44.6679 - val_loss: 3188.0403 - val_mae: 45.1196
Epoch 236/500
231/231 [==============================] - 0s 29us/step - loss: 2943.4879 - mae: 44.6887 - val_loss: 3183.7959 - val_mae: 45.0874
Epoch 237/500
231/231 [==============================] - 0s 36us/step - loss: 2945.2124 - mae: 44.7197 - val_loss: 3175.8096 - val_mae: 44.8831
Epoch 238/500
231/231 [==============================] - 0s 25us/step - loss: 2938.5330 - mae: 44.6108 - val_loss: 3171.0840 - val_mae: 44.8113
Epoch 239/500
231/231 [==============================] - 0s 29us/step - loss: 2937.1829 - mae: 44.6193 - val_loss: 3166.2825 - val_mae: 44.7563
Epoch 240/500
231/231 [==============================] - 0s 36us/step - loss: 2935.9530 - mae: 44.5470 - val_loss: 3163.1868 - val_mae: 44.7390
Epoch 241/500
231/231 [==============================] - 0s 36us/step - loss: 2934.1036 - mae: 44.5649 - val_loss: 3160.1045 - val_mae: 44.7616
Epoch 242/500
231/231 [==============================] - 0s 25us/step - loss: 2935.0236 - mae: 44.5616 - val_loss: 3157.1355 - val_mae: 44.7967
Epoch 243/500
231/231 [==============================] - 0s 30us/step - loss: 2952.9880 - mae: 44.7367 - val_loss: 3150.3591 - val_mae: 44.6096
Epoch 244/500
231/231 [==============================] - 0s 27us/step - loss: 2932.3816 - mae: 44.5731 - val_loss: 3146.6589 - val_mae: 44.5649
Epoch 245/500
231/231 [==============================] - 0s 48us/step - loss: 2929.8653 - mae: 44.5081 - val_loss: 3142.6025 - val_mae: 44.5866
Epoch 246/500
231/231 [==============================] - 0s 25us/step - loss: 2927.1009 - mae: 44.4942 - val_loss: 3138.6755 - val_mae: 44.5821
Epoch 247/500
231/231 [==============================] - 0s 35us/step - loss: 2927.2124 - mae: 44.5063 - val_loss: 3135.2927 - val_mae: 44.5554
Epoch 248/500
231/231 [==============================] - 0s 47us/step - loss: 2929.4361 - mae: 44.5684 - val_loss: 3130.9163 - val_mae: 44.4049
Epoch 249/500
231/231 [==============================] - 0s 39us/step - loss: 2935.5888 - mae: 44.6152 - val_loss: 3128.1538 - val_mae: 44.3289
Epoch 250/500
231/231 [==============================] - 0s 43us/step - loss: 2926.1434 - mae: 44.4748 - val_loss: 3123.9072 - val_mae: 44.3706
Epoch 251/500
231/231 [==============================] - 0s 46us/step - loss: 2924.0103 - mae: 44.4567 - val_loss: 3120.2615 - val_mae: 44.3281
Epoch 252/500
231/231 [==============================] - 0s 31us/step - loss: 2925.0725 - mae: 44.4264 - val_loss: 3117.7502 - val_mae: 44.4166
Epoch 253/500
231/231 [==============================] - 0s 42us/step - loss: 2921.6292 - mae: 44.4418 - val_loss: 3112.7039 - val_mae: 44.3143
Epoch 254/500
231/231 [==============================] - 0s 53us/step - loss: 2921.5065 - mae: 44.4141 - val_loss: 3109.5188 - val_mae: 44.3023
Epoch 255/500
231/231 [==============================] - 0s 33us/step - loss: 2927.0306 - mae: 44.5243 - val_loss: 3106.6470 - val_mae: 44.1305
Epoch 256/500
231/231 [==============================] - 0s 42us/step - loss: 2925.7887 - mae: 44.3641 - val_loss: 3103.7290 - val_mae: 44.0875
Epoch 257/500
231/231 [==============================] - 0s 44us/step - loss: 2923.6643 - mae: 44.3964 - val_loss: 3100.1235 - val_mae: 44.2432
Epoch 258/500
231/231 [==============================] - 0s 41us/step - loss: 2947.8967 - mae: 44.6519 - val_loss: 3096.8284 - val_mae: 44.1039
Epoch 259/500
231/231 [==============================] - 0s 44us/step - loss: 2924.6694 - mae: 44.4059 - val_loss: 3094.1758 - val_mae: 44.1730
Epoch 260/500
231/231 [==============================] - 0s 34us/step - loss: 2920.3380 - mae: 44.4009 - val_loss: 3092.1167 - val_mae: 44.1671
Epoch 261/500
231/231 [==============================] - 0s 36us/step - loss: 2916.0403 - mae: 44.3877 - val_loss: 3087.3289 - val_mae: 44.0554
Epoch 262/500
231/231 [==============================] - 0s 49us/step - loss: 2917.2102 - mae: 44.3872 - val_loss: 3085.1089 - val_mae: 43.9757
Epoch 263/500
231/231 [==============================] - 0s 43us/step - loss: 2928.7356 - mae: 44.4083 - val_loss: 3082.8176 - val_mae: 44.0634
Epoch 264/500
231/231 [==============================] - 0s 62us/step - loss: 2914.3247 - mae: 44.3566 - val_loss: 3077.9133 - val_mae: 43.9543
Epoch 265/500
231/231 [==============================] - 0s 79us/step - loss: 2914.5347 - mae: 44.3410 - val_loss: 3074.6450 - val_mae: 43.9717
Epoch 266/500
231/231 [==============================] - 0s 39us/step - loss: 2918.2342 - mae: 44.3670 - val_loss: 3073.0112 - val_mae: 43.9908
Epoch 267/500
231/231 [==============================] - 0s 39us/step - loss: 2922.5802 - mae: 44.4141 - val_loss: 3068.9319 - val_mae: 43.8267
Epoch 268/500
231/231 [==============================] - 0s 29us/step - loss: 2910.8672 - mae: 44.2848 - val_loss: 3065.9141 - val_mae: 43.8355
Epoch 269/500
231/231 [==============================] - 0s 37us/step - loss: 2928.7253 - mae: 44.5079 - val_loss: 3065.0469 - val_mae: 43.9078
Epoch 270/500
231/231 [==============================] - 0s 47us/step - loss: 2915.5074 - mae: 44.3342 - val_loss: 3062.1902 - val_mae: 43.8880
Epoch 271/500
231/231 [==============================] - 0s 46us/step - loss: 2912.3740 - mae: 44.2807 - val_loss: 3059.1221 - val_mae: 43.8523
Epoch 272/500
231/231 [==============================] - 0s 35us/step - loss: 2924.6272 - mae: 44.3574 - val_loss: 3058.3196 - val_mae: 43.8731
Epoch 273/500
231/231 [==============================] - 0s 45us/step - loss: 2916.8216 - mae: 44.3209 - val_loss: 3056.1074 - val_mae: 43.8396
Epoch 274/500
231/231 [==============================] - 0s 38us/step - loss: 2923.3272 - mae: 44.4724 - val_loss: 3051.6067 - val_mae: 43.6655
Epoch 275/500
231/231 [==============================] - 0s 42us/step - loss: 2918.4085 - mae: 44.3479 - val_loss: 3050.5566 - val_mae: 43.5937
Epoch 276/500
231/231 [==============================] - 0s 34us/step - loss: 2908.5736 - mae: 44.2360 - val_loss: 3048.3904 - val_mae: 43.6088
Epoch 277/500
231/231 [==============================] - 0s 36us/step - loss: 2906.4592 - mae: 44.2235 - val_loss: 3046.0356 - val_mae: 43.6409
Epoch 278/500
231/231 [==============================] - 0s 39us/step - loss: 2907.8690 - mae: 44.2345 - val_loss: 3044.1611 - val_mae: 43.6505
Epoch 279/500
231/231 [==============================] - 0s 37us/step - loss: 2912.9104 - mae: 44.3237 - val_loss: 3042.5786 - val_mae: 43.5314
Epoch 280/500
231/231 [==============================] - 0s 44us/step - loss: 2906.0111 - mae: 44.2023 - val_loss: 3040.8198 - val_mae: 43.5617
Epoch 281/500
231/231 [==============================] - 0s 39us/step - loss: 2909.0872 - mae: 44.2146 - val_loss: 3039.9172 - val_mae: 43.4933
Epoch 282/500
231/231 [==============================] - 0s 30us/step - loss: 2941.6727 - mae: 44.5099 - val_loss: 3038.9658 - val_mae: 43.4538
Epoch 283/500
231/231 [==============================] - 0s 23us/step - loss: 2905.8746 - mae: 44.1881 - val_loss: 3036.3701 - val_mae: 43.4805
Epoch 284/500
231/231 [==============================] - 0s 31us/step - loss: 2915.2415 - mae: 44.2739 - val_loss: 3034.4568 - val_mae: 43.5717
Epoch 285/500
231/231 [==============================] - 0s 70us/step - loss: 2915.2484 - mae: 44.3342 - val_loss: 3033.4038 - val_mae: 43.4647
Epoch 286/500
231/231 [==============================] - 0s 60us/step - loss: 2922.0301 - mae: 44.3853 - val_loss: 3033.3369 - val_mae: 43.4159
Epoch 287/500
231/231 [==============================] - 0s 43us/step - loss: 2905.0681 - mae: 44.1954 - val_loss: 3030.7542 - val_mae: 43.4305
Epoch 288/500
231/231 [==============================] - 0s 25us/step - loss: 2910.6268 - mae: 44.2203 - val_loss: 3029.2920 - val_mae: 43.3865
Epoch 289/500
231/231 [==============================] - 0s 32us/step - loss: 2902.5289 - mae: 44.1787 - val_loss: 3026.3054 - val_mae: 43.4182
Epoch 290/500
231/231 [==============================] - 0s 38us/step - loss: 2915.7209 - mae: 44.2932 - val_loss: 3024.6235 - val_mae: 43.4958
Epoch 291/500
231/231 [==============================] - 0s 46us/step - loss: 2902.7424 - mae: 44.2163 - val_loss: 3023.2444 - val_mae: 43.4660
Epoch 292/500
231/231 [==============================] - 0s 33us/step - loss: 2901.5848 - mae: 44.1915 - val_loss: 3021.5249 - val_mae: 43.4108
Epoch 293/500
231/231 [==============================] - 0s 34us/step - loss: 2913.5337 - mae: 44.3046 - val_loss: 3020.4177 - val_mae: 43.3199
Epoch 294/500
231/231 [==============================] - 0s 46us/step - loss: 2903.4459 - mae: 44.1702 - val_loss: 3018.6316 - val_mae: 43.3170
Epoch 295/500
231/231 [==============================] - 0s 33us/step - loss: 2901.5703 - mae: 44.1810 - val_loss: 3015.9448 - val_mae: 43.3324
Epoch 296/500
231/231 [==============================] - 0s 47us/step - loss: 2943.0407 - mae: 44.4569 - val_loss: 3013.9590 - val_mae: 43.3802
Epoch 297/500
231/231 [==============================] - 0s 46us/step - loss: 2908.9645 - mae: 44.2635 - val_loss: 3012.5935 - val_mae: 43.2883
Epoch 298/500
231/231 [==============================] - 0s 39us/step - loss: 2900.7287 - mae: 44.1645 - val_loss: 3010.1050 - val_mae: 43.3079
Epoch 299/500
231/231 [==============================] - 0s 35us/step - loss: 2906.9411 - mae: 44.2632 - val_loss: 3008.6377 - val_mae: 43.3552
Epoch 300/500
231/231 [==============================] - 0s 36us/step - loss: 2899.6144 - mae: 44.1883 - val_loss: 3007.4934 - val_mae: 43.3004
Epoch 301/500
231/231 [==============================] - 0s 32us/step - loss: 2905.0710 - mae: 44.2003 - val_loss: 3006.9333 - val_mae: 43.2227
Epoch 302/500
231/231 [==============================] - 0s 48us/step - loss: 2899.2828 - mae: 44.1717 - val_loss: 3004.6738 - val_mae: 43.2071
Epoch 303/500
231/231 [==============================] - 0s 39us/step - loss: 2898.2629 - mae: 44.1440 - val_loss: 3003.0864 - val_mae: 43.2437
Epoch 304/500
231/231 [==============================] - 0s 32us/step - loss: 2897.6051 - mae: 44.1505 - val_loss: 3001.3921 - val_mae: 43.2321
Epoch 305/500
231/231 [==============================] - 0s 32us/step - loss: 2896.8456 - mae: 44.1441 - val_loss: 2999.9412 - val_mae: 43.2207
Epoch 306/500
231/231 [==============================] - 0s 49us/step - loss: 2907.0820 - mae: 44.1820 - val_loss: 2999.2205 - val_mae: 43.2930
Epoch 307/500
231/231 [==============================] - 0s 35us/step - loss: 2912.0054 - mae: 44.1919 - val_loss: 2997.9265 - val_mae: 43.3227
Epoch 308/500
231/231 [==============================] - 0s 45us/step - loss: 2908.8262 - mae: 44.2734 - val_loss: 2995.9993 - val_mae: 43.1468
Epoch 309/500
231/231 [==============================] - 0s 32us/step - loss: 2897.0377 - mae: 44.1368 - val_loss: 2994.8215 - val_mae: 43.1763
Epoch 310/500
231/231 [==============================] - 0s 32us/step - loss: 2907.4075 - mae: 44.2745 - val_loss: 2995.2810 - val_mae: 43.0966
Epoch 311/500
231/231 [==============================] - 0s 32us/step - loss: 2896.9458 - mae: 44.1339 - val_loss: 2992.8857 - val_mae: 43.1627
Epoch 312/500
231/231 [==============================] - 0s 31us/step - loss: 2906.8291 - mae: 44.2365 - val_loss: 2992.1953 - val_mae: 43.0721
Epoch 313/500
231/231 [==============================] - 0s 35us/step - loss: 2897.0896 - mae: 44.1386 - val_loss: 2989.8115 - val_mae: 43.1301
Epoch 314/500
231/231 [==============================] - 0s 56us/step - loss: 2897.9901 - mae: 44.1660 - val_loss: 2988.5232 - val_mae: 43.0546
Epoch 315/500
231/231 [==============================] - 0s 24us/step - loss: 2902.9412 - mae: 44.1360 - val_loss: 2987.4673 - val_mae: 43.1536
Epoch 316/500
231/231 [==============================] - 0s 37us/step - loss: 2898.6774 - mae: 44.1800 - val_loss: 2986.7705 - val_mae: 43.1618
Epoch 317/500
231/231 [==============================] - 0s 37us/step - loss: 2904.9432 - mae: 44.2218 - val_loss: 2985.6011 - val_mae: 43.1913
Epoch 318/500
231/231 [==============================] - 0s 27us/step - loss: 2920.5967 - mae: 44.2474 - val_loss: 2985.3591 - val_mae: 43.2081
Epoch 319/500
231/231 [==============================] - 0s 28us/step - loss: 2897.3983 - mae: 44.1998 - val_loss: 2982.8044 - val_mae: 43.0726
Epoch 320/500
231/231 [==============================] - 0s 37us/step - loss: 2893.4718 - mae: 44.1301 - val_loss: 2981.2207 - val_mae: 43.0377
Epoch 321/500
231/231 [==============================] - 0s 29us/step - loss: 2892.9431 - mae: 44.1241 - val_loss: 2980.1577 - val_mae: 43.0275
Epoch 322/500
231/231 [==============================] - 0s 22us/step - loss: 2901.7431 - mae: 44.1420 - val_loss: 2979.9492 - val_mae: 43.1113
Epoch 323/500
231/231 [==============================] - 0s 21us/step - loss: 2894.3396 - mae: 44.1459 - val_loss: 2978.1902 - val_mae: 43.0464
Epoch 324/500
231/231 [==============================] - 0s 28us/step - loss: 2894.9922 - mae: 44.1495 - val_loss: 2977.0303 - val_mae: 43.0392
Epoch 325/500
231/231 [==============================] - 0s 34us/step - loss: 2895.8337 - mae: 44.1582 - val_loss: 2975.5396 - val_mae: 43.0569
Epoch 326/500
231/231 [==============================] - 0s 27us/step - loss: 2908.5446 - mae: 44.1671 - val_loss: 2975.1306 - val_mae: 43.1051
Epoch 327/500
231/231 [==============================] - 0s 32us/step - loss: 2894.1486 - mae: 44.1553 - val_loss: 2972.5042 - val_mae: 42.9815
Epoch 328/500
231/231 [==============================] - 0s 23us/step - loss: 2895.2752 - mae: 44.0999 - val_loss: 2972.0627 - val_mae: 43.0366
Epoch 329/500
231/231 [==============================] - 0s 31us/step - loss: 2917.7619 - mae: 44.4139 - val_loss: 2972.2766 - val_mae: 42.9121
Epoch 330/500
231/231 [==============================] - 0s 24us/step - loss: 2891.7273 - mae: 44.0955 - val_loss: 2970.6602 - val_mae: 42.9122
Epoch 331/500
231/231 [==============================] - 0s 30us/step - loss: 2891.5853 - mae: 44.1084 - val_loss: 2969.6108 - val_mae: 42.9043
Epoch 332/500
231/231 [==============================] - 0s 34us/step - loss: 2916.3569 - mae: 44.4227 - val_loss: 2969.9436 - val_mae: 42.8431
Epoch 333/500
231/231 [==============================] - 0s 36us/step - loss: 2893.0745 - mae: 44.1052 - val_loss: 2968.8003 - val_mae: 42.8458
Epoch 334/500
231/231 [==============================] - 0s 29us/step - loss: 2918.8417 - mae: 44.2947 - val_loss: 2966.8879 - val_mae: 42.9262
Epoch 335/500
231/231 [==============================] - 0s 26us/step - loss: 2891.9546 - mae: 44.1347 - val_loss: 2966.7456 - val_mae: 42.8774
Epoch 336/500
231/231 [==============================] - 0s 25us/step - loss: 2889.8526 - mae: 44.0944 - val_loss: 2965.8540 - val_mae: 42.8726
Epoch 337/500
231/231 [==============================] - 0s 35us/step - loss: 2891.1558 - mae: 44.1216 - val_loss: 2964.5493 - val_mae: 42.8449
Epoch 338/500
231/231 [==============================] - 0s 30us/step - loss: 2893.4500 - mae: 44.1179 - val_loss: 2963.8062 - val_mae: 42.8035
Epoch 339/500
231/231 [==============================] - 0s 42us/step - loss: 2892.7283 - mae: 44.0938 - val_loss: 2962.4385 - val_mae: 42.8513
Epoch 340/500
231/231 [==============================] - 0s 29us/step - loss: 2889.7986 - mae: 44.0964 - val_loss: 2961.4978 - val_mae: 42.8757
Epoch 341/500
231/231 [==============================] - 0s 35us/step - loss: 2895.5950 - mae: 44.1727 - val_loss: 2961.4346 - val_mae: 42.9151
Epoch 342/500
231/231 [==============================] - 0s 45us/step - loss: 2889.2664 - mae: 44.1217 - val_loss: 2959.7759 - val_mae: 42.8451
Epoch 343/500
231/231 [==============================] - 0s 32us/step - loss: 2890.7211 - mae: 44.0883 - val_loss: 2958.8931 - val_mae: 42.8849
Epoch 344/500
231/231 [==============================] - 0s 30us/step - loss: 2889.7226 - mae: 44.1112 - val_loss: 2958.4902 - val_mae: 42.8666
Epoch 345/500
231/231 [==============================] - 0s 34us/step - loss: 2917.1878 - mae: 44.2420 - val_loss: 2958.4949 - val_mae: 42.9171
Epoch 346/500
231/231 [==============================] - 0s 24us/step - loss: 2897.6598 - mae: 44.1974 - val_loss: 2957.1030 - val_mae: 42.7594
Epoch 347/500
231/231 [==============================] - 0s 35us/step - loss: 2888.0667 - mae: 44.0646 - val_loss: 2956.6760 - val_mae: 42.7838
Epoch 348/500
231/231 [==============================] - 0s 27us/step - loss: 2888.0170 - mae: 44.0813 - val_loss: 2955.9333 - val_mae: 42.7833
Epoch 349/500
231/231 [==============================] - 0s 35us/step - loss: 2889.4644 - mae: 44.1251 - val_loss: 2955.9326 - val_mae: 42.7152
Epoch 350/500
231/231 [==============================] - 0s 30us/step - loss: 2888.4285 - mae: 44.0701 - val_loss: 2953.7292 - val_mae: 42.7388
Epoch 351/500
231/231 [==============================] - 0s 26us/step - loss: 2887.5729 - mae: 44.0698 - val_loss: 2953.3489 - val_mae: 42.6907
Epoch 352/500
231/231 [==============================] - 0s 24us/step - loss: 2887.3267 - mae: 44.0794 - val_loss: 2952.3269 - val_mae: 42.6933
Epoch 353/500
231/231 [==============================] - 0s 32us/step - loss: 2889.9367 - mae: 44.0731 - val_loss: 2951.2158 - val_mae: 42.8124
Epoch 354/500
231/231 [==============================] - 0s 25us/step - loss: 2888.3852 - mae: 44.1438 - val_loss: 2951.7710 - val_mae: 42.6527
Epoch 355/500
231/231 [==============================] - 0s 33us/step - loss: 2929.6878 - mae: 44.4060 - val_loss: 2952.1775 - val_mae: 42.6305
Epoch 356/500
231/231 [==============================] - 0s 28us/step - loss: 2888.5794 - mae: 44.0424 - val_loss: 2950.2249 - val_mae: 42.6814
Epoch 357/500
231/231 [==============================] - 0s 31us/step - loss: 2888.1631 - mae: 44.0840 - val_loss: 2949.9097 - val_mae: 42.7020
Epoch 358/500
231/231 [==============================] - 0s 37us/step - loss: 2887.9844 - mae: 44.0672 - val_loss: 2949.5466 - val_mae: 42.7551
Epoch 359/500
231/231 [==============================] - 0s 24us/step - loss: 2890.9706 - mae: 44.0402 - val_loss: 2949.0479 - val_mae: 42.7917
Epoch 360/500
231/231 [==============================] - 0s 29us/step - loss: 2909.0349 - mae: 44.2995 - val_loss: 2950.1055 - val_mae: 42.8387
Epoch 361/500
231/231 [==============================] - 0s 34us/step - loss: 2895.3233 - mae: 44.2334 - val_loss: 2949.7161 - val_mae: 42.8323
Epoch 362/500
231/231 [==============================] - 0s 32us/step - loss: 2887.9121 - mae: 44.1387 - val_loss: 2947.9348 - val_mae: 42.7653
Epoch 363/500
231/231 [==============================] - 0s 30us/step - loss: 2885.1098 - mae: 44.0978 - val_loss: 2947.5029 - val_mae: 42.7355
Epoch 364/500
231/231 [==============================] - 0s 29us/step - loss: 2896.0158 - mae: 44.1177 - val_loss: 2947.5742 - val_mae: 42.7926
Epoch 365/500
231/231 [==============================] - 0s 32us/step - loss: 2887.3028 - mae: 44.1336 - val_loss: 2945.7053 - val_mae: 42.6508
Epoch 366/500
231/231 [==============================] - 0s 25us/step - loss: 2887.4173 - mae: 44.0855 - val_loss: 2946.3428 - val_mae: 42.5952
Epoch 367/500
231/231 [==============================] - 0s 33us/step - loss: 2892.7532 - mae: 44.1196 - val_loss: 2947.2593 - val_mae: 42.5591
Epoch 368/500
231/231 [==============================] - 0s 26us/step - loss: 2888.0738 - mae: 44.0246 - val_loss: 2944.9197 - val_mae: 42.6625
Epoch 369/500
231/231 [==============================] - 0s 34us/step - loss: 2893.6953 - mae: 44.0496 - val_loss: 2944.6079 - val_mae: 42.7451
Epoch 370/500
231/231 [==============================] - 0s 48us/step - loss: 2892.7523 - mae: 44.1508 - val_loss: 2944.2397 - val_mae: 42.7661
Epoch 371/500
231/231 [==============================] - 0s 31us/step - loss: 2887.2101 - mae: 44.1380 - val_loss: 2942.8848 - val_mae: 42.6076
Epoch 372/500
231/231 [==============================] - 0s 43us/step - loss: 2884.3340 - mae: 44.0301 - val_loss: 2942.5486 - val_mae: 42.6579
Epoch 373/500
231/231 [==============================] - 0s 46us/step - loss: 2895.6185 - mae: 44.1304 - val_loss: 2942.6465 - val_mae: 42.7454
Epoch 374/500
231/231 [==============================] - 0s 32us/step - loss: 2883.3322 - mae: 44.1090 - val_loss: 2941.3484 - val_mae: 42.6025
Epoch 375/500
231/231 [==============================] - 0s 41us/step - loss: 2884.2155 - mae: 44.0573 - val_loss: 2941.0820 - val_mae: 42.5635
Epoch 376/500
231/231 [==============================] - 0s 50us/step - loss: 2882.2041 - mae: 44.0308 - val_loss: 2940.4590 - val_mae: 42.5934
Epoch 377/500
231/231 [==============================] - 0s 33us/step - loss: 2881.8311 - mae: 44.0343 - val_loss: 2939.5068 - val_mae: 42.6271
Epoch 378/500
231/231 [==============================] - 0s 40us/step - loss: 2901.2329 - mae: 44.2210 - val_loss: 2940.7236 - val_mae: 42.5258
Epoch 379/500
231/231 [==============================] - 0s 43us/step - loss: 2907.4770 - mae: 44.2520 - val_loss: 2942.0195 - val_mae: 42.5078
Epoch 380/500
231/231 [==============================] - 0s 27us/step - loss: 2884.7046 - mae: 44.0040 - val_loss: 2938.6836 - val_mae: 42.5888
Epoch 381/500
231/231 [==============================] - 0s 43us/step - loss: 2880.8997 - mae: 44.0523 - val_loss: 2938.6719 - val_mae: 42.5833
Epoch 382/500
231/231 [==============================] - 0s 62us/step - loss: 2883.8009 - mae: 44.0419 - val_loss: 2938.3269 - val_mae: 42.6539
Epoch 383/500
231/231 [==============================] - 0s 36us/step - loss: 2880.9340 - mae: 44.0720 - val_loss: 2937.2593 - val_mae: 42.5996
Epoch 384/500
231/231 [==============================] - 0s 37us/step - loss: 2880.8483 - mae: 44.0708 - val_loss: 2937.2488 - val_mae: 42.5622
Epoch 385/500
231/231 [==============================] - 0s 43us/step - loss: 2881.0721 - mae: 44.0409 - val_loss: 2936.3860 - val_mae: 42.5801
Epoch 386/500
231/231 [==============================] - 0s 46us/step - loss: 2881.7401 - mae: 44.0945 - val_loss: 2936.3774 - val_mae: 42.5099
Epoch 387/500
231/231 [==============================] - 0s 63us/step - loss: 2896.7663 - mae: 44.0805 - val_loss: 2934.5645 - val_mae: 42.6566
Epoch 388/500
231/231 [==============================] - 0s 29us/step - loss: 2879.7598 - mae: 44.0724 - val_loss: 2933.9124 - val_mae: 42.5652
Epoch 389/500
231/231 [==============================] - 0s 39us/step - loss: 2879.7661 - mae: 44.0505 - val_loss: 2933.3550 - val_mae: 42.5487
Epoch 390/500
231/231 [==============================] - 0s 32us/step - loss: 2878.8058 - mae: 44.0403 - val_loss: 2932.8425 - val_mae: 42.5515
Epoch 391/500
231/231 [==============================] - 0s 29us/step - loss: 2881.1026 - mae: 44.0771 - val_loss: 2933.1409 - val_mae: 42.6530
Epoch 392/500
231/231 [==============================] - 0s 29us/step - loss: 2878.8141 - mae: 44.0658 - val_loss: 2932.1326 - val_mae: 42.5128
Epoch 393/500
231/231 [==============================] - 0s 37us/step - loss: 2905.7033 - mae: 44.1510 - val_loss: 2933.1362 - val_mae: 42.4478
Epoch 394/500
231/231 [==============================] - 0s 25us/step - loss: 2880.5187 - mae: 44.0031 - val_loss: 2931.3354 - val_mae: 42.5342
Epoch 395/500
231/231 [==============================] - 0s 49us/step - loss: 2878.1016 - mae: 44.0238 - val_loss: 2930.9155 - val_mae: 42.5559
Epoch 396/500
231/231 [==============================] - 0s 50us/step - loss: 2885.0065 - mae: 44.1164 - val_loss: 2931.7046 - val_mae: 42.6535
Epoch 397/500
231/231 [==============================] - 0s 39us/step - loss: 2878.1630 - mae: 44.0696 - val_loss: 2930.1753 - val_mae: 42.5081
Epoch 398/500
231/231 [==============================] - 0s 32us/step - loss: 2883.9021 - mae: 44.0638 - val_loss: 2931.8074 - val_mae: 42.4311
Epoch 399/500
231/231 [==============================] - 0s 38us/step - loss: 2877.6807 - mae: 43.9928 - val_loss: 2930.4634 - val_mae: 42.5011
Epoch 400/500
231/231 [==============================] - 0s 41us/step - loss: 2879.3601 - mae: 44.0654 - val_loss: 2929.7437 - val_mae: 42.6021
Epoch 401/500
231/231 [==============================] - 0s 27us/step - loss: 2877.9921 - mae: 44.0686 - val_loss: 2928.7798 - val_mae: 42.4866
Epoch 402/500
231/231 [==============================] - 0s 41us/step - loss: 2883.6554 - mae: 44.1223 - val_loss: 2929.6523 - val_mae: 42.4085
Epoch 403/500
231/231 [==============================] - 0s 30us/step - loss: 2881.4576 - mae: 43.9923 - val_loss: 2929.4287 - val_mae: 42.4076
Epoch 404/500
231/231 [==============================] - 0s 41us/step - loss: 2876.3381 - mae: 43.9784 - val_loss: 2926.6606 - val_mae: 42.4874
Epoch 405/500
231/231 [==============================] - 0s 42us/step - loss: 2905.1365 - mae: 44.1824 - val_loss: 2927.8774 - val_mae: 42.6192
Epoch 406/500
231/231 [==============================] - 0s 33us/step - loss: 2876.7334 - mae: 44.0559 - val_loss: 2927.2402 - val_mae: 42.5363
Epoch 407/500
231/231 [==============================] - 0s 34us/step - loss: 2877.1429 - mae: 43.9985 - val_loss: 2926.8818 - val_mae: 42.5451
Epoch 408/500
231/231 [==============================] - 0s 57us/step - loss: 2879.7744 - mae: 44.0667 - val_loss: 2927.4136 - val_mae: 42.6012
Epoch 409/500
231/231 [==============================] - 0s 28us/step - loss: 2879.2659 - mae: 44.0343 - val_loss: 2926.8262 - val_mae: 42.5300
Epoch 410/500
231/231 [==============================] - 0s 37us/step - loss: 2886.1978 - mae: 44.1443 - val_loss: 2927.4868 - val_mae: 42.3825
Epoch 411/500
231/231 [==============================] - 0s 57us/step - loss: 2875.6492 - mae: 43.9657 - val_loss: 2925.0635 - val_mae: 42.4636
Epoch 412/500
231/231 [==============================] - 0s 49us/step - loss: 2878.7510 - mae: 44.0640 - val_loss: 2924.9609 - val_mae: 42.5404
Epoch 413/500
231/231 [==============================] - 0s 31us/step - loss: 2882.2892 - mae: 44.0973 - val_loss: 2924.8220 - val_mae: 42.6086
Epoch 414/500
231/231 [==============================] - 0s 28us/step - loss: 2874.9406 - mae: 44.0376 - val_loss: 2923.7612 - val_mae: 42.5036
Epoch 415/500
231/231 [==============================] - 0s 30us/step - loss: 2884.4918 - mae: 44.0699 - val_loss: 2924.3818 - val_mae: 42.6020
Epoch 416/500
231/231 [==============================] - 0s 40us/step - loss: 2887.7140 - mae: 44.1989 - val_loss: 2924.4692 - val_mae: 42.3863
Epoch 417/500
231/231 [==============================] - 0s 36us/step - loss: 2890.8691 - mae: 44.1776 - val_loss: 2925.1687 - val_mae: 42.3572
Epoch 418/500
231/231 [==============================] - 0s 40us/step - loss: 2880.1328 - mae: 43.9798 - val_loss: 2922.0981 - val_mae: 42.4430
Epoch 419/500
231/231 [==============================] - 0s 32us/step - loss: 2873.9031 - mae: 44.0014 - val_loss: 2921.2969 - val_mae: 42.4602
Epoch 420/500
231/231 [==============================] - 0s 30us/step - loss: 2891.4160 - mae: 44.1498 - val_loss: 2922.0063 - val_mae: 42.5591
Epoch 421/500
231/231 [==============================] - 0s 32us/step - loss: 2874.4119 - mae: 44.0565 - val_loss: 2920.6042 - val_mae: 42.4491
Epoch 422/500
231/231 [==============================] - 0s 32us/step - loss: 2888.4760 - mae: 44.0520 - val_loss: 2920.6184 - val_mae: 42.5388
Epoch 423/500
231/231 [==============================] - 0s 23us/step - loss: 2875.1581 - mae: 44.0325 - val_loss: 2919.9500 - val_mae: 42.5012
Epoch 424/500
231/231 [==============================] - 0s 21us/step - loss: 2872.8097 - mae: 44.0416 - val_loss: 2919.2073 - val_mae: 42.4269
Epoch 425/500
231/231 [==============================] - 0s 31us/step - loss: 2872.4075 - mae: 44.0078 - val_loss: 2918.4614 - val_mae: 42.4108
Epoch 426/500
231/231 [==============================] - 0s 31us/step - loss: 2878.5468 - mae: 44.0405 - val_loss: 2918.8562 - val_mae: 42.5046
Epoch 427/500
231/231 [==============================] - 0s 29us/step - loss: 2878.5119 - mae: 44.1141 - val_loss: 2918.5081 - val_mae: 42.3491
Epoch 428/500
231/231 [==============================] - 0s 29us/step - loss: 2871.7589 - mae: 43.9804 - val_loss: 2918.4482 - val_mae: 42.3630
Epoch 429/500
231/231 [==============================] - 0s 31us/step - loss: 2874.5402 - mae: 43.9753 - val_loss: 2918.4287 - val_mae: 42.4717
Epoch 430/500
231/231 [==============================] - 0s 30us/step - loss: 2872.5570 - mae: 44.0094 - val_loss: 2918.1792 - val_mae: 42.4515
Epoch 431/500
231/231 [==============================] - 0s 26us/step - loss: 2882.4704 - mae: 44.1740 - val_loss: 2918.8721 - val_mae: 42.3094
Epoch 432/500
231/231 [==============================] - 0s 30us/step - loss: 2874.6359 - mae: 44.0233 - val_loss: 2917.9521 - val_mae: 42.3265
Epoch 433/500
231/231 [==============================] - 0s 31us/step - loss: 2876.1119 - mae: 43.9746 - val_loss: 2917.3103 - val_mae: 42.4553
Epoch 434/500
231/231 [==============================] - 0s 25us/step - loss: 2870.1304 - mae: 44.0130 - val_loss: 2916.3318 - val_mae: 42.3888
Epoch 435/500
231/231 [==============================] - 0s 22us/step - loss: 2903.2949 - mae: 44.0854 - val_loss: 2917.6426 - val_mae: 42.3195
Epoch 436/500
231/231 [==============================] - 0s 30us/step - loss: 2869.9962 - mae: 43.9684 - val_loss: 2916.9941 - val_mae: 42.3333
Epoch 437/500
231/231 [==============================] - 0s 28us/step - loss: 2870.9087 - mae: 43.9605 - val_loss: 2916.6675 - val_mae: 42.3332
Epoch 438/500
231/231 [==============================] - 0s 34us/step - loss: 2870.2963 - mae: 43.9498 - val_loss: 2915.4919 - val_mae: 42.3913
Epoch 439/500
231/231 [==============================] - 0s 28us/step - loss: 2871.4637 - mae: 43.9722 - val_loss: 2916.0488 - val_mae: 42.4504
Epoch 440/500
231/231 [==============================] - 0s 35us/step - loss: 2869.4093 - mae: 44.0080 - val_loss: 2915.8787 - val_mae: 42.3829
Epoch 441/500
231/231 [==============================] - 0s 27us/step - loss: 2869.6231 - mae: 43.9870 - val_loss: 2916.0352 - val_mae: 42.4253
Epoch 442/500
231/231 [==============================] - 0s 29us/step - loss: 2876.4920 - mae: 43.9995 - val_loss: 2917.0122 - val_mae: 42.5176
Epoch 443/500
231/231 [==============================] - 0s 23us/step - loss: 2872.1259 - mae: 43.9755 - val_loss: 2915.8604 - val_mae: 42.4804
Epoch 444/500
231/231 [==============================] - 0s 35us/step - loss: 2915.0768 - mae: 44.3404 - val_loss: 2915.4980 - val_mae: 42.4959
Epoch 445/500
231/231 [==============================] - 0s 30us/step - loss: 2873.5479 - mae: 44.0640 - val_loss: 2916.1309 - val_mae: 42.5012
Epoch 446/500
231/231 [==============================] - 0s 37us/step - loss: 2871.8633 - mae: 44.0602 - val_loss: 2915.1360 - val_mae: 42.3921
Epoch 447/500
231/231 [==============================] - 0s 43us/step - loss: 2874.4671 - mae: 44.0144 - val_loss: 2914.5759 - val_mae: 42.4444
Epoch 448/500
231/231 [==============================] - 0s 37us/step - loss: 2875.8409 - mae: 44.1100 - val_loss: 2915.0090 - val_mae: 42.3411
Epoch 449/500
231/231 [==============================] - 0s 34us/step - loss: 2874.4509 - mae: 44.0350 - val_loss: 2915.6753 - val_mae: 42.3074
Epoch 450/500
231/231 [==============================] - 0s 28us/step - loss: 2868.0255 - mae: 43.9384 - val_loss: 2914.0085 - val_mae: 42.3687
Epoch 451/500
231/231 [==============================] - 0s 35us/step - loss: 2866.3939 - mae: 43.9612 - val_loss: 2913.9673 - val_mae: 42.3871
Epoch 452/500
231/231 [==============================] - 0s 29us/step - loss: 2866.8500 - mae: 43.9745 - val_loss: 2913.6431 - val_mae: 42.3933
Epoch 453/500
231/231 [==============================] - 0s 42us/step - loss: 2868.6598 - mae: 44.0074 - val_loss: 2914.0469 - val_mae: 42.3333
Epoch 454/500
231/231 [==============================] - 0s 34us/step - loss: 2878.8468 - mae: 43.9918 - val_loss: 2913.4924 - val_mae: 42.4451
Epoch 455/500
231/231 [==============================] - 0s 43us/step - loss: 2865.4891 - mae: 43.9910 - val_loss: 2912.8210 - val_mae: 42.3634
Epoch 456/500
231/231 [==============================] - 0s 37us/step - loss: 2866.3573 - mae: 43.9956 - val_loss: 2912.5645 - val_mae: 42.3247
Epoch 457/500
231/231 [==============================] - 0s 30us/step - loss: 2887.3696 - mae: 44.2066 - val_loss: 2914.4773 - val_mae: 42.2603
Epoch 458/500
231/231 [==============================] - 0s 29us/step - loss: 2872.1936 - mae: 43.9225 - val_loss: 2911.7126 - val_mae: 42.3729
Epoch 459/500
231/231 [==============================] - 0s 31us/step - loss: 2865.3215 - mae: 43.9794 - val_loss: 2911.4507 - val_mae: 42.3319
Epoch 460/500
231/231 [==============================] - 0s 22us/step - loss: 2865.6563 - mae: 43.9843 - val_loss: 2911.9260 - val_mae: 42.3056
Epoch 461/500
231/231 [==============================] - 0s 24us/step - loss: 2874.2178 - mae: 44.0503 - val_loss: 2913.6931 - val_mae: 42.2517
Epoch 462/500
231/231 [==============================] - 0s 35us/step - loss: 2864.8662 - mae: 43.8883 - val_loss: 2912.2046 - val_mae: 42.3052
Epoch 463/500
231/231 [==============================] - 0s 33us/step - loss: 2871.3309 - mae: 44.0389 - val_loss: 2913.1846 - val_mae: 42.2636
Epoch 464/500
231/231 [==============================] - 0s 34us/step - loss: 2886.5735 - mae: 44.1162 - val_loss: 2914.1997 - val_mae: 42.2322
Epoch 465/500
231/231 [==============================] - 0s 36us/step - loss: 2864.7507 - mae: 43.8836 - val_loss: 2911.0820 - val_mae: 42.2983
Epoch 466/500
231/231 [==============================] - 0s 37us/step - loss: 2877.8662 - mae: 43.9742 - val_loss: 2910.8616 - val_mae: 42.3955
Epoch 467/500
231/231 [==============================] - 0s 22us/step - loss: 2863.7942 - mae: 43.9767 - val_loss: 2909.9041 - val_mae: 42.3302
Epoch 468/500
231/231 [==============================] - 0s 26us/step - loss: 2864.7048 - mae: 43.9407 - val_loss: 2909.8911 - val_mae: 42.3552
Epoch 469/500
231/231 [==============================] - 0s 33us/step - loss: 2872.4919 - mae: 44.0167 - val_loss: 2911.2622 - val_mae: 42.2612
Epoch 470/500
231/231 [==============================] - 0s 31us/step - loss: 2862.5877 - mae: 43.9009 - val_loss: 2910.0735 - val_mae: 42.2977
Epoch 471/500
231/231 [==============================] - 0s 34us/step - loss: 2873.9880 - mae: 43.9896 - val_loss: 2909.4089 - val_mae: 42.3825
Epoch 472/500
231/231 [==============================] - 0s 33us/step - loss: 2863.5166 - mae: 43.9853 - val_loss: 2909.0486 - val_mae: 42.2933
Epoch 473/500
231/231 [==============================] - 0s 50us/step - loss: 2872.9173 - mae: 44.0402 - val_loss: 2908.5911 - val_mae: 42.3877
Epoch 474/500
231/231 [==============================] - 0s 24us/step - loss: 2873.3315 - mae: 44.0406 - val_loss: 2909.4958 - val_mae: 42.4206
Epoch 475/500
231/231 [==============================] - 0s 27us/step - loss: 2868.7736 - mae: 43.9579 - val_loss: 2908.6016 - val_mae: 42.4183
Epoch 476/500
231/231 [==============================] - 0s 34us/step - loss: 2878.5319 - mae: 44.1684 - val_loss: 2908.5293 - val_mae: 42.2860
Epoch 477/500
231/231 [==============================] - 0s 36us/step - loss: 2871.5605 - mae: 44.0311 - val_loss: 2909.3167 - val_mae: 42.2391
Epoch 478/500
231/231 [==============================] - 0s 26us/step - loss: 2868.9808 - mae: 44.0025 - val_loss: 2909.0750 - val_mae: 42.2186
Epoch 479/500
231/231 [==============================] - 0s 37us/step - loss: 2862.1827 - mae: 43.8954 - val_loss: 2907.6167 - val_mae: 42.2467
Epoch 480/500
231/231 [==============================] - 0s 33us/step - loss: 2879.6500 - mae: 44.0766 - val_loss: 2908.4810 - val_mae: 42.2041
Epoch 481/500
231/231 [==============================] - 0s 42us/step - loss: 2884.8565 - mae: 44.0262 - val_loss: 2909.6255 - val_mae: 42.1832
Epoch 482/500
231/231 [==============================] - 0s 30us/step - loss: 2870.9566 - mae: 43.9286 - val_loss: 2909.2061 - val_mae: 42.1875
Epoch 483/500
231/231 [==============================] - 0s 40us/step - loss: 2863.1411 - mae: 43.8831 - val_loss: 2906.3401 - val_mae: 42.2423
Epoch 484/500
231/231 [==============================] - 0s 35us/step - loss: 2864.3281 - mae: 43.9377 - val_loss: 2906.7874 - val_mae: 42.2441
Epoch 485/500
231/231 [==============================] - 0s 31us/step - loss: 2862.4263 - mae: 43.9229 - val_loss: 2906.8757 - val_mae: 42.2306
Epoch 486/500
231/231 [==============================] - 0s 33us/step - loss: 2877.7637 - mae: 43.9902 - val_loss: 2905.9321 - val_mae: 42.3266
Epoch 487/500
231/231 [==============================] - 0s 45us/step - loss: 2862.5125 - mae: 43.9558 - val_loss: 2906.4556 - val_mae: 42.2753
Epoch 488/500
231/231 [==============================] - 0s 40us/step - loss: 2867.4755 - mae: 44.0110 - val_loss: 2907.0173 - val_mae: 42.2232
Epoch 489/500
231/231 [==============================] - 0s 44us/step - loss: 2861.2406 - mae: 43.9115 - val_loss: 2906.2378 - val_mae: 42.2272
Epoch 490/500
231/231 [==============================] - 0s 30us/step - loss: 2862.2358 - mae: 43.9753 - val_loss: 2905.4370 - val_mae: 42.2203
Epoch 491/500
231/231 [==============================] - 0s 22us/step - loss: 2878.6470 - mae: 43.9457 - val_loss: 2904.4829 - val_mae: 42.3222
Epoch 492/500
231/231 [==============================] - 0s 45us/step - loss: 2860.9865 - mae: 43.9482 - val_loss: 2905.4709 - val_mae: 42.2690
Epoch 493/500
231/231 [==============================] - 0s 33us/step - loss: 2858.0535 - mae: 43.9020 - val_loss: 2905.4016 - val_mae: 42.2656
Epoch 494/500
231/231 [==============================] - 0s 31us/step - loss: 2863.8297 - mae: 43.9281 - val_loss: 2905.1768 - val_mae: 42.3393
Epoch 495/500
231/231 [==============================] - 0s 38us/step - loss: 2859.2368 - mae: 43.9262 - val_loss: 2905.0090 - val_mae: 42.3346
Epoch 496/500
231/231 [==============================] - 0s 32us/step - loss: 2858.8828 - mae: 43.9373 - val_loss: 2904.9551 - val_mae: 42.3308
Epoch 497/500
231/231 [==============================] - 0s 28us/step - loss: 2858.4617 - mae: 43.9464 - val_loss: 2904.5273 - val_mae: 42.2576
Epoch 498/500
231/231 [==============================] - 0s 34us/step - loss: 2856.9997 - mae: 43.8781 - val_loss: 2903.4448 - val_mae: 42.2826
Epoch 499/500
231/231 [==============================] - 0s 32us/step - loss: 2863.3747 - mae: 43.9667 - val_loss: 2904.7222 - val_mae: 42.2056
Epoch 500/500
231/231 [==============================] - 0s 36us/step - loss: 2875.6031 - mae: 44.0253 - val_loss: 2906.2461 - val_mae: 42.1597
133/133 [==============================] - 0s 44us/step

Optimizers:  <keras.optimizers.RMSprop object at 0x10a8eb250>
Epoch Sizes:  500
Neurons or Units:  128
['loss', 'mae']
[3168.5444868274203, 45.93716049194336]

Model: "sequential_3"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_7 (Dense)              (None, 256)               2816      
_________________________________________________________________
activation_5 (Activation)    (None, 256)               0         
_________________________________________________________________
dense_8 (Dense)              (None, 256)               65792     
_________________________________________________________________
activation_6 (Activation)    (None, 256)               0         
_________________________________________________________________
dense_9 (Dense)              (None, 1)                 257       
=================================================================
Total params: 68,865
Trainable params: 68,865
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/500
231/231 [==============================] - 0s 648us/step - loss: 29778.3274 - mae: 154.4060 - val_loss: 29114.0742 - val_mae: 152.5776
Epoch 2/500
231/231 [==============================] - 0s 36us/step - loss: 29707.9938 - mae: 154.1790 - val_loss: 29024.5566 - val_mae: 152.2878
Epoch 3/500
231/231 [==============================] - 0s 38us/step - loss: 29609.5441 - mae: 153.8669 - val_loss: 28903.8438 - val_mae: 151.8988
Epoch 4/500
231/231 [==============================] - 0s 42us/step - loss: 29479.0200 - mae: 153.4570 - val_loss: 28749.6836 - val_mae: 151.4035
Epoch 5/500
231/231 [==============================] - 0s 41us/step - loss: 29314.1182 - mae: 152.9388 - val_loss: 28561.3730 - val_mae: 150.7991
Epoch 6/500
231/231 [==============================] - 0s 38us/step - loss: 29115.8517 - mae: 152.3136 - val_loss: 28340.7500 - val_mae: 150.0891
Epoch 7/500
231/231 [==============================] - 0s 43us/step - loss: 28883.9033 - mae: 151.5832 - val_loss: 28086.6543 - val_mae: 149.2701
Epoch 8/500
231/231 [==============================] - 0s 37us/step - loss: 28618.4572 - mae: 150.7480 - val_loss: 27801.1484 - val_mae: 148.3478
Epoch 9/500
231/231 [==============================] - 0s 38us/step - loss: 28318.7020 - mae: 149.8175 - val_loss: 27480.8809 - val_mae: 147.3081
Epoch 10/500
231/231 [==============================] - 0s 42us/step - loss: 27989.3069 - mae: 148.7625 - val_loss: 27137.3906 - val_mae: 146.1846
Epoch 11/500
231/231 [==============================] - 0s 37us/step - loss: 27633.6739 - mae: 147.6296 - val_loss: 26767.3750 - val_mae: 144.9650
Epoch 12/500
231/231 [==============================] - 0s 41us/step - loss: 27247.5520 - mae: 146.4045 - val_loss: 26364.5352 - val_mae: 143.6294
Epoch 13/500
231/231 [==============================] - 0s 43us/step - loss: 26832.0005 - mae: 145.0603 - val_loss: 25937.4180 - val_mae: 142.1996
Epoch 14/500
231/231 [==============================] - 0s 32us/step - loss: 26390.4628 - mae: 143.6303 - val_loss: 25483.9844 - val_mae: 140.6684
Epoch 15/500
231/231 [==============================] - 0s 40us/step - loss: 25930.0991 - mae: 142.0861 - val_loss: 25018.1289 - val_mae: 139.0728
Epoch 16/500
231/231 [==============================] - 0s 46us/step - loss: 25440.9984 - mae: 140.5130 - val_loss: 24514.3613 - val_mae: 137.3326
Epoch 17/500
231/231 [==============================] - 0s 33us/step - loss: 24927.7215 - mae: 138.7508 - val_loss: 23999.9336 - val_mae: 135.5303
Epoch 18/500
231/231 [==============================] - 0s 36us/step - loss: 24394.5403 - mae: 136.9655 - val_loss: 23458.5645 - val_mae: 133.6102
Epoch 19/500
231/231 [==============================] - 0s 35us/step - loss: 23835.8543 - mae: 135.0249 - val_loss: 22895.3828 - val_mae: 131.5874
Epoch 20/500
231/231 [==============================] - 0s 45us/step - loss: 23252.8785 - mae: 133.0362 - val_loss: 22306.9062 - val_mae: 129.4401
Epoch 21/500
231/231 [==============================] - 0s 36us/step - loss: 22650.5462 - mae: 130.8678 - val_loss: 21711.0547 - val_mae: 127.2270
Epoch 22/500
231/231 [==============================] - 0s 43us/step - loss: 22036.6557 - mae: 128.6642 - val_loss: 21096.8945 - val_mae: 124.9073
Epoch 23/500
231/231 [==============================] - 0s 38us/step - loss: 21403.1881 - mae: 126.3732 - val_loss: 20466.4473 - val_mae: 122.4811
Epoch 24/500
231/231 [==============================] - 0s 33us/step - loss: 20752.2386 - mae: 123.9432 - val_loss: 19819.2871 - val_mae: 119.9439
Epoch 25/500
231/231 [==============================] - 0s 43us/step - loss: 20090.1338 - mae: 121.3851 - val_loss: 19170.1387 - val_mae: 117.3427
Epoch 26/500
231/231 [==============================] - 0s 44us/step - loss: 19417.9932 - mae: 118.8221 - val_loss: 18504.1973 - val_mae: 114.6185
Epoch 27/500
231/231 [==============================] - 0s 33us/step - loss: 18736.3733 - mae: 116.0628 - val_loss: 17837.4160 - val_mae: 111.8263
Epoch 28/500
231/231 [==============================] - 0s 59us/step - loss: 18040.5644 - mae: 113.3509 - val_loss: 17149.0176 - val_mae: 108.8705
Epoch 29/500
231/231 [==============================] - 0s 41us/step - loss: 17336.6840 - mae: 110.3507 - val_loss: 16470.0957 - val_mae: 105.8760
Epoch 30/500
231/231 [==============================] - 0s 42us/step - loss: 16635.9519 - mae: 107.4026 - val_loss: 15787.8506 - val_mae: 102.7839
Epoch 31/500
231/231 [==============================] - 0s 46us/step - loss: 15931.7445 - mae: 104.3379 - val_loss: 15105.9580 - val_mae: 99.6944
Epoch 32/500
231/231 [==============================] - 0s 33us/step - loss: 15220.7313 - mae: 101.2941 - val_loss: 14414.0713 - val_mae: 96.5341
Epoch 33/500
231/231 [==============================] - 0s 36us/step - loss: 14508.0485 - mae: 98.0630 - val_loss: 13734.8525 - val_mae: 93.3974
Epoch 34/500
231/231 [==============================] - 0s 40us/step - loss: 13798.4821 - mae: 95.0018 - val_loss: 13046.9443 - val_mae: 90.1472
Epoch 35/500
231/231 [==============================] - 0s 46us/step - loss: 13094.7737 - mae: 91.6827 - val_loss: 12390.2627 - val_mae: 86.9580
Epoch 36/500
231/231 [==============================] - 0s 45us/step - loss: 12410.1863 - mae: 88.5907 - val_loss: 11739.9434 - val_mae: 83.7020
Epoch 37/500
231/231 [==============================] - 0s 39us/step - loss: 11732.0360 - mae: 85.4597 - val_loss: 11100.8135 - val_mae: 80.4520
Epoch 38/500
231/231 [==============================] - 0s 32us/step - loss: 11068.9624 - mae: 82.3674 - val_loss: 10481.7012 - val_mae: 77.2509
Epoch 39/500
231/231 [==============================] - 0s 37us/step - loss: 10420.2833 - mae: 79.3641 - val_loss: 9876.7373 - val_mae: 74.1548
Epoch 40/500
231/231 [==============================] - 0s 35us/step - loss: 9790.8057 - mae: 76.3208 - val_loss: 9296.2676 - val_mae: 71.4791
Epoch 41/500
231/231 [==============================] - 0s 37us/step - loss: 9181.3613 - mae: 73.5646 - val_loss: 8738.8281 - val_mae: 68.9689
Epoch 42/500
231/231 [==============================] - 0s 40us/step - loss: 8594.7344 - mae: 70.7319 - val_loss: 8204.6826 - val_mae: 66.5446
Epoch 43/500
231/231 [==============================] - 0s 45us/step - loss: 8037.5106 - mae: 68.0747 - val_loss: 7709.9146 - val_mae: 64.2414
Epoch 44/500
231/231 [==============================] - 0s 28us/step - loss: 7513.8534 - mae: 65.5837 - val_loss: 7242.0723 - val_mae: 62.1541
Epoch 45/500
231/231 [==============================] - 0s 31us/step - loss: 7025.3465 - mae: 63.3605 - val_loss: 6815.4644 - val_mae: 60.3648
Epoch 46/500
231/231 [==============================] - 0s 29us/step - loss: 6566.7602 - mae: 61.3049 - val_loss: 6416.8579 - val_mae: 58.9859
Epoch 47/500
231/231 [==============================] - 0s 44us/step - loss: 6143.2141 - mae: 59.6667 - val_loss: 6057.2925 - val_mae: 58.0307
Epoch 48/500
231/231 [==============================] - 0s 38us/step - loss: 5754.8674 - mae: 58.0672 - val_loss: 5731.1011 - val_mae: 57.2826
Epoch 49/500
231/231 [==============================] - 0s 48us/step - loss: 5397.7203 - mae: 56.6824 - val_loss: 5432.6050 - val_mae: 56.6135
Epoch 50/500
231/231 [==============================] - 0s 32us/step - loss: 5074.1002 - mae: 55.5814 - val_loss: 5178.7871 - val_mae: 56.1466
Epoch 51/500
231/231 [==============================] - 0s 33us/step - loss: 4792.9758 - mae: 54.5425 - val_loss: 4957.0845 - val_mae: 55.7555
Epoch 52/500
231/231 [==============================] - 0s 38us/step - loss: 4546.0277 - mae: 53.7182 - val_loss: 4772.0513 - val_mae: 55.4432
Epoch 53/500
231/231 [==============================] - 0s 54us/step - loss: 4337.0097 - mae: 53.0961 - val_loss: 4622.5864 - val_mae: 55.2524
Epoch 54/500
231/231 [==============================] - 0s 30us/step - loss: 4164.4793 - mae: 52.6118 - val_loss: 4505.4209 - val_mae: 55.2031
Epoch 55/500
231/231 [==============================] - 0s 40us/step - loss: 4025.9881 - mae: 52.3349 - val_loss: 4414.3535 - val_mae: 55.2310
Epoch 56/500
231/231 [==============================] - 0s 44us/step - loss: 3915.7308 - mae: 52.0235 - val_loss: 4344.5811 - val_mae: 55.2557
Epoch 57/500
231/231 [==============================] - 0s 41us/step - loss: 3822.5033 - mae: 51.7223 - val_loss: 4293.6460 - val_mae: 55.2586
Epoch 58/500
231/231 [==============================] - 0s 35us/step - loss: 3754.5290 - mae: 51.5548 - val_loss: 4259.8545 - val_mae: 55.2256
Epoch 59/500
231/231 [==============================] - 0s 35us/step - loss: 3705.5152 - mae: 51.3646 - val_loss: 4235.2407 - val_mae: 55.1760
Epoch 60/500
231/231 [==============================] - 0s 27us/step - loss: 3666.4153 - mae: 51.2426 - val_loss: 4216.9648 - val_mae: 55.1146
Epoch 61/500
231/231 [==============================] - 0s 34us/step - loss: 3637.9561 - mae: 51.1444 - val_loss: 4203.5459 - val_mae: 55.0678
Epoch 62/500
231/231 [==============================] - 0s 34us/step - loss: 3612.8917 - mae: 51.1256 - val_loss: 4186.6597 - val_mae: 54.9554
Epoch 63/500
231/231 [==============================] - 0s 38us/step - loss: 3592.1155 - mae: 50.9688 - val_loss: 4171.2583 - val_mae: 54.8585
Epoch 64/500
231/231 [==============================] - 0s 46us/step - loss: 3570.2910 - mae: 50.8018 - val_loss: 4156.6875 - val_mae: 54.7722
Epoch 65/500
231/231 [==============================] - 0s 45us/step - loss: 3552.2710 - mae: 50.7268 - val_loss: 4140.5649 - val_mae: 54.6357
Epoch 66/500
231/231 [==============================] - 0s 30us/step - loss: 3538.4475 - mae: 50.5751 - val_loss: 4130.4897 - val_mae: 54.5861
Epoch 67/500
231/231 [==============================] - 0s 38us/step - loss: 3518.4146 - mae: 50.4507 - val_loss: 4116.1133 - val_mae: 54.4696
Epoch 68/500
231/231 [==============================] - 0s 50us/step - loss: 3498.1145 - mae: 50.3442 - val_loss: 4095.5247 - val_mae: 54.2642
Epoch 69/500
231/231 [==============================] - 0s 37us/step - loss: 3481.2316 - mae: 50.1926 - val_loss: 4076.4856 - val_mae: 54.0732
Epoch 70/500
231/231 [==============================] - 0s 38us/step - loss: 3465.0233 - mae: 50.0395 - val_loss: 4061.4517 - val_mae: 53.9317
Epoch 71/500
231/231 [==============================] - 0s 40us/step - loss: 3454.0532 - mae: 49.9633 - val_loss: 4052.6914 - val_mae: 53.9001
Epoch 72/500
231/231 [==============================] - 0s 38us/step - loss: 3447.2767 - mae: 49.7682 - val_loss: 4041.2905 - val_mae: 53.8321
Epoch 73/500
231/231 [==============================] - 0s 42us/step - loss: 3432.8410 - mae: 49.6727 - val_loss: 4026.6260 - val_mae: 53.6995
Epoch 74/500
231/231 [==============================] - 0s 59us/step - loss: 3400.2332 - mae: 49.5417 - val_loss: 3992.2703 - val_mae: 53.2165
Epoch 75/500
231/231 [==============================] - 0s 53us/step - loss: 3393.6099 - mae: 49.3665 - val_loss: 3987.8054 - val_mae: 53.2665
Epoch 76/500
231/231 [==============================] - 0s 43us/step - loss: 3379.5170 - mae: 49.3076 - val_loss: 3949.3440 - val_mae: 52.6788
Epoch 77/500
231/231 [==============================] - 0s 36us/step - loss: 3354.0697 - mae: 49.0124 - val_loss: 3937.0740 - val_mae: 52.6003
Epoch 78/500
231/231 [==============================] - 0s 44us/step - loss: 3346.3717 - mae: 48.9358 - val_loss: 3915.2715 - val_mae: 52.3010
Epoch 79/500
231/231 [==============================] - 0s 55us/step - loss: 3326.4923 - mae: 48.7177 - val_loss: 3912.6946 - val_mae: 52.4113
Epoch 80/500
231/231 [==============================] - 0s 39us/step - loss: 3312.0293 - mae: 48.6709 - val_loss: 3888.5020 - val_mae: 52.0550
Epoch 81/500
231/231 [==============================] - 0s 37us/step - loss: 3307.7746 - mae: 48.5642 - val_loss: 3865.9399 - val_mae: 51.7222
Epoch 82/500
231/231 [==============================] - 0s 46us/step - loss: 3286.5929 - mae: 48.3611 - val_loss: 3860.9907 - val_mae: 51.8148
Epoch 83/500
231/231 [==============================] - 0s 35us/step - loss: 3271.7640 - mae: 48.2421 - val_loss: 3839.0205 - val_mae: 51.4900
Epoch 84/500
231/231 [==============================] - 0s 57us/step - loss: 3265.7582 - mae: 48.1948 - val_loss: 3817.0110 - val_mae: 51.1428
Epoch 85/500
231/231 [==============================] - 0s 38us/step - loss: 3266.3027 - mae: 48.0994 - val_loss: 3799.9980 - val_mae: 50.9128
Epoch 86/500
231/231 [==============================] - 0s 47us/step - loss: 3245.4930 - mae: 47.9187 - val_loss: 3787.4399 - val_mae: 50.8099
Epoch 87/500
231/231 [==============================] - 0s 52us/step - loss: 3231.9563 - mae: 47.8365 - val_loss: 3770.9814 - val_mae: 50.6571
Epoch 88/500
231/231 [==============================] - 0s 40us/step - loss: 3214.7281 - mae: 47.6090 - val_loss: 3772.1890 - val_mae: 50.8617
Epoch 89/500
231/231 [==============================] - 0s 41us/step - loss: 3205.4368 - mae: 47.4676 - val_loss: 3755.0186 - val_mae: 50.6711
Epoch 90/500
231/231 [==============================] - 0s 48us/step - loss: 3199.1782 - mae: 47.5284 - val_loss: 3720.1689 - val_mae: 50.0941
Epoch 91/500
231/231 [==============================] - 0s 52us/step - loss: 3190.3392 - mae: 47.3234 - val_loss: 3706.2214 - val_mae: 49.9839
Epoch 92/500
231/231 [==============================] - 0s 41us/step - loss: 3171.1583 - mae: 47.1515 - val_loss: 3700.4158 - val_mae: 50.0436
Epoch 93/500
231/231 [==============================] - 0s 34us/step - loss: 3175.4811 - mae: 47.2071 - val_loss: 3673.3857 - val_mae: 49.5779
Epoch 94/500
231/231 [==============================] - 0s 47us/step - loss: 3159.1622 - mae: 46.9498 - val_loss: 3680.7444 - val_mae: 49.9410
Epoch 95/500
231/231 [==============================] - 0s 43us/step - loss: 3147.9158 - mae: 47.0352 - val_loss: 3643.7644 - val_mae: 49.3402
Epoch 96/500
231/231 [==============================] - 0s 49us/step - loss: 3163.7495 - mae: 46.9366 - val_loss: 3628.0986 - val_mae: 49.1015
Epoch 97/500
231/231 [==============================] - 0s 69us/step - loss: 3145.3527 - mae: 46.7064 - val_loss: 3631.8738 - val_mae: 49.4188
Epoch 98/500
231/231 [==============================] - 0s 39us/step - loss: 3121.9751 - mae: 46.7637 - val_loss: 3615.5085 - val_mae: 49.2660
Epoch 99/500
231/231 [==============================] - 0s 42us/step - loss: 3111.2862 - mae: 46.6298 - val_loss: 3596.1958 - val_mae: 49.0576
Epoch 100/500
231/231 [==============================] - 0s 48us/step - loss: 3103.9824 - mae: 46.5366 - val_loss: 3570.3862 - val_mae: 48.6603
Epoch 101/500
231/231 [==============================] - 0s 40us/step - loss: 3111.4243 - mae: 46.4408 - val_loss: 3573.6846 - val_mae: 48.9075
Epoch 102/500
231/231 [==============================] - 0s 45us/step - loss: 3100.5204 - mae: 46.4363 - val_loss: 3561.0027 - val_mae: 48.8013
Epoch 103/500
231/231 [==============================] - 0s 52us/step - loss: 3092.7738 - mae: 46.3280 - val_loss: 3545.7754 - val_mae: 48.6472
Epoch 104/500
231/231 [==============================] - ETA: 0s - loss: 2945.1316 - mae: 44.366 - 0s 35us/step - loss: 3079.9526 - mae: 46.2511 - val_loss: 3529.9712 - val_mae: 48.4658
Epoch 105/500
231/231 [==============================] - 0s 62us/step - loss: 3100.7172 - mae: 46.3717 - val_loss: 3525.1074 - val_mae: 48.4805
Epoch 106/500
231/231 [==============================] - 0s 57us/step - loss: 3062.7091 - mae: 46.1414 - val_loss: 3494.0940 - val_mae: 47.9986
Epoch 107/500
231/231 [==============================] - 0s 35us/step - loss: 3054.4452 - mae: 45.9762 - val_loss: 3484.2434 - val_mae: 47.9602
Epoch 108/500
231/231 [==============================] - 0s 53us/step - loss: 3089.9579 - mae: 46.1463 - val_loss: 3483.7600 - val_mae: 48.0623
Epoch 109/500
231/231 [==============================] - 0s 52us/step - loss: 3044.4868 - mae: 45.9637 - val_loss: 3458.0410 - val_mae: 47.6474
Epoch 110/500
231/231 [==============================] - 0s 48us/step - loss: 3045.8374 - mae: 45.9032 - val_loss: 3439.9202 - val_mae: 47.3176
Epoch 111/500
231/231 [==============================] - 0s 37us/step - loss: 3032.2714 - mae: 45.6624 - val_loss: 3430.6128 - val_mae: 47.3457
Epoch 112/500
231/231 [==============================] - 0s 46us/step - loss: 3054.0687 - mae: 45.8582 - val_loss: 3416.3970 - val_mae: 47.0408
Epoch 113/500
231/231 [==============================] - 0s 45us/step - loss: 3024.8180 - mae: 45.6109 - val_loss: 3407.3914 - val_mae: 47.0918
Epoch 114/500
231/231 [==============================] - 0s 47us/step - loss: 3017.2908 - mae: 45.5718 - val_loss: 3395.9294 - val_mae: 47.0039
Epoch 115/500
231/231 [==============================] - 0s 53us/step - loss: 3013.9386 - mae: 45.5747 - val_loss: 3383.1575 - val_mae: 46.7876
Epoch 116/500
231/231 [==============================] - 0s 39us/step - loss: 3013.4467 - mae: 45.4791 - val_loss: 3384.1584 - val_mae: 47.0776
Epoch 117/500
231/231 [==============================] - 0s 35us/step - loss: 3005.0617 - mae: 45.5351 - val_loss: 3362.6838 - val_mae: 46.6173
Epoch 118/500
231/231 [==============================] - 0s 36us/step - loss: 2998.9833 - mae: 45.3353 - val_loss: 3358.4111 - val_mae: 46.7670
Epoch 119/500
231/231 [==============================] - 0s 32us/step - loss: 3015.2859 - mae: 45.4852 - val_loss: 3357.7800 - val_mae: 46.8730
Epoch 120/500
231/231 [==============================] - 0s 39us/step - loss: 2991.6606 - mae: 45.3863 - val_loss: 3332.9880 - val_mae: 46.4183
Epoch 121/500
231/231 [==============================] - 0s 34us/step - loss: 2986.0423 - mae: 45.2721 - val_loss: 3320.8057 - val_mae: 46.2086
Epoch 122/500
231/231 [==============================] - 0s 46us/step - loss: 2982.1236 - mae: 45.1455 - val_loss: 3310.9451 - val_mae: 46.1729
Epoch 123/500
231/231 [==============================] - 0s 40us/step - loss: 3004.1438 - mae: 45.3188 - val_loss: 3301.7673 - val_mae: 45.8393
Epoch 124/500
231/231 [==============================] - 0s 43us/step - loss: 2988.0292 - mae: 45.1876 - val_loss: 3292.0803 - val_mae: 45.8099
Epoch 125/500
231/231 [==============================] - 0s 36us/step - loss: 2972.1783 - mae: 45.0056 - val_loss: 3283.5718 - val_mae: 45.9256
Epoch 126/500
231/231 [==============================] - 0s 33us/step - loss: 2972.6320 - mae: 45.0125 - val_loss: 3273.1377 - val_mae: 45.7059
Epoch 127/500
231/231 [==============================] - 0s 27us/step - loss: 2987.1605 - mae: 45.0423 - val_loss: 3275.9141 - val_mae: 46.0657
Epoch 128/500
231/231 [==============================] - 0s 37us/step - loss: 2963.0566 - mae: 44.9739 - val_loss: 3257.8181 - val_mae: 45.6824
Epoch 129/500
231/231 [==============================] - 0s 35us/step - loss: 2974.9597 - mae: 44.9058 - val_loss: 3258.5420 - val_mae: 45.8693
Epoch 130/500
231/231 [==============================] - 0s 34us/step - loss: 2957.3064 - mae: 44.9089 - val_loss: 3240.7852 - val_mae: 45.5413
Epoch 131/500
231/231 [==============================] - 0s 43us/step - loss: 2956.3411 - mae: 44.8826 - val_loss: 3229.9006 - val_mae: 45.2776
Epoch 132/500
231/231 [==============================] - 0s 32us/step - loss: 2955.2827 - mae: 44.7597 - val_loss: 3227.3369 - val_mae: 45.5259
Epoch 133/500
231/231 [==============================] - 0s 35us/step - loss: 2969.5098 - mae: 44.9969 - val_loss: 3214.0496 - val_mae: 45.0362
Epoch 134/500
231/231 [==============================] - 0s 29us/step - loss: 2947.2353 - mae: 44.6629 - val_loss: 3206.0513 - val_mae: 45.2023
Epoch 135/500
231/231 [==============================] - 0s 45us/step - loss: 2944.0513 - mae: 44.6993 - val_loss: 3196.8569 - val_mae: 45.0181
Epoch 136/500
231/231 [==============================] - 0s 33us/step - loss: 2943.4013 - mae: 44.6669 - val_loss: 3189.4229 - val_mae: 44.9236
Epoch 137/500
231/231 [==============================] - 0s 50us/step - loss: 2950.2458 - mae: 44.6579 - val_loss: 3190.6567 - val_mae: 45.1927
Epoch 138/500
231/231 [==============================] - 0s 36us/step - loss: 2953.3303 - mae: 44.8167 - val_loss: 3175.3079 - val_mae: 44.6626
Epoch 139/500
231/231 [==============================] - 0s 32us/step - loss: 2937.1714 - mae: 44.5772 - val_loss: 3166.5471 - val_mae: 44.7837
Epoch 140/500
231/231 [==============================] - 0s 38us/step - loss: 2933.9659 - mae: 44.5199 - val_loss: 3161.3691 - val_mae: 44.8104
Epoch 141/500
231/231 [==============================] - 0s 50us/step - loss: 2938.6364 - mae: 44.5539 - val_loss: 3157.6448 - val_mae: 44.8105
Epoch 142/500
231/231 [==============================] - 0s 28us/step - loss: 2930.4518 - mae: 44.5027 - val_loss: 3147.2192 - val_mae: 44.5781
Epoch 143/500
231/231 [==============================] - 0s 39us/step - loss: 2949.6659 - mae: 44.7409 - val_loss: 3144.8916 - val_mae: 44.3059
Epoch 144/500
231/231 [==============================] - 0s 37us/step - loss: 2933.8056 - mae: 44.4694 - val_loss: 3135.8894 - val_mae: 44.4034
Epoch 145/500
231/231 [==============================] - 0s 30us/step - loss: 2941.7335 - mae: 44.5181 - val_loss: 3136.6003 - val_mae: 44.6250
Epoch 146/500
231/231 [==============================] - 0s 31us/step - loss: 2927.1898 - mae: 44.4667 - val_loss: 3126.3765 - val_mae: 44.4352
Epoch 147/500
231/231 [==============================] - 0s 36us/step - loss: 2943.0377 - mae: 44.6247 - val_loss: 3123.3933 - val_mae: 44.1198
Epoch 148/500
231/231 [==============================] - 0s 37us/step - loss: 2926.9738 - mae: 44.4034 - val_loss: 3115.6138 - val_mae: 44.1961
Epoch 149/500
231/231 [==============================] - 0s 32us/step - loss: 2921.2449 - mae: 44.3797 - val_loss: 3110.3662 - val_mae: 44.2837
Epoch 150/500
231/231 [==============================] - 0s 35us/step - loss: 2921.1114 - mae: 44.4072 - val_loss: 3104.9385 - val_mae: 44.0496
Epoch 151/500
231/231 [==============================] - 0s 41us/step - loss: 2938.4489 - mae: 44.5220 - val_loss: 3102.7612 - val_mae: 43.9202
Epoch 152/500
231/231 [==============================] - 0s 33us/step - loss: 2934.5120 - mae: 44.4942 - val_loss: 3097.1299 - val_mae: 43.8814
Epoch 153/500
231/231 [==============================] - 0s 40us/step - loss: 2918.2005 - mae: 44.2840 - val_loss: 3090.6262 - val_mae: 44.1177
Epoch 154/500
231/231 [==============================] - 0s 40us/step - loss: 2944.9734 - mae: 44.5328 - val_loss: 3092.1072 - val_mae: 44.1888
Epoch 155/500
231/231 [==============================] - 0s 35us/step - loss: 2916.4935 - mae: 44.3305 - val_loss: 3080.4192 - val_mae: 43.9505
Epoch 156/500
231/231 [==============================] - 0s 34us/step - loss: 2916.7898 - mae: 44.2819 - val_loss: 3077.8228 - val_mae: 43.9638
Epoch 157/500
231/231 [==============================] - 0s 37us/step - loss: 2916.1513 - mae: 44.3403 - val_loss: 3073.6641 - val_mae: 43.6811
Epoch 158/500
231/231 [==============================] - 0s 46us/step - loss: 2911.3611 - mae: 44.2453 - val_loss: 3066.4250 - val_mae: 43.8273
Epoch 159/500
231/231 [==============================] - 0s 53us/step - loss: 2955.6287 - mae: 44.6826 - val_loss: 3067.0752 - val_mae: 43.9173
Epoch 160/500
231/231 [==============================] - 0s 36us/step - loss: 2929.8765 - mae: 44.4226 - val_loss: 3058.7463 - val_mae: 43.5744
Epoch 161/500
231/231 [==============================] - 0s 47us/step - loss: 2908.6877 - mae: 44.1910 - val_loss: 3052.5176 - val_mae: 43.6216
Epoch 162/500
231/231 [==============================] - 0s 47us/step - loss: 2917.8766 - mae: 44.3427 - val_loss: 3051.4036 - val_mae: 43.5066
Epoch 163/500
231/231 [==============================] - 0s 35us/step - loss: 2917.0233 - mae: 44.2311 - val_loss: 3048.5674 - val_mae: 43.7161
Epoch 164/500
231/231 [==============================] - 0s 50us/step - loss: 2906.8705 - mae: 44.2263 - val_loss: 3043.6990 - val_mae: 43.5905
Epoch 165/500
231/231 [==============================] - 0s 34us/step - loss: 2905.9095 - mae: 44.2057 - val_loss: 3041.9272 - val_mae: 43.5832
Epoch 166/500
231/231 [==============================] - 0s 44us/step - loss: 2918.8157 - mae: 44.2911 - val_loss: 3041.7239 - val_mae: 43.3522
Epoch 167/500
231/231 [==============================] - 0s 45us/step - loss: 2910.9185 - mae: 44.2030 - val_loss: 3037.4854 - val_mae: 43.3723
Epoch 168/500
231/231 [==============================] - 0s 36us/step - loss: 2904.8808 - mae: 44.1673 - val_loss: 3032.4866 - val_mae: 43.4661
Epoch 169/500
231/231 [==============================] - 0s 48us/step - loss: 2914.6205 - mae: 44.2799 - val_loss: 3035.2312 - val_mae: 43.2621
Epoch 170/500
231/231 [==============================] - 0s 46us/step - loss: 2929.1371 - mae: 44.3761 - val_loss: 3035.3574 - val_mae: 43.2235
Epoch 171/500
231/231 [==============================] - 0s 42us/step - loss: 2906.0065 - mae: 44.1438 - val_loss: 3025.8198 - val_mae: 43.3248
Epoch 172/500
231/231 [==============================] - 0s 41us/step - loss: 2901.8867 - mae: 44.1409 - val_loss: 3023.6362 - val_mae: 43.3942
Epoch 173/500
231/231 [==============================] - 0s 60us/step - loss: 2900.4248 - mae: 44.1381 - val_loss: 3020.3401 - val_mae: 43.3191
Epoch 174/500
231/231 [==============================] - 0s 52us/step - loss: 2901.6864 - mae: 44.1557 - val_loss: 3016.4976 - val_mae: 43.2322
Epoch 175/500
231/231 [==============================] - 0s 34us/step - loss: 2901.4051 - mae: 44.1069 - val_loss: 3015.5757 - val_mae: 43.3637
Epoch 176/500
231/231 [==============================] - 0s 39us/step - loss: 2956.0620 - mae: 44.5196 - val_loss: 3015.3530 - val_mae: 43.4118
Epoch 177/500
231/231 [==============================] - 0s 45us/step - loss: 2914.1944 - mae: 44.2933 - val_loss: 3010.4629 - val_mae: 43.3437
Epoch 178/500
231/231 [==============================] - 0s 46us/step - loss: 2900.5428 - mae: 44.1781 - val_loss: 3003.8120 - val_mae: 43.1349
Epoch 179/500
231/231 [==============================] - 0s 36us/step - loss: 2904.7109 - mae: 44.2005 - val_loss: 3004.5376 - val_mae: 43.0025
Epoch 180/500
231/231 [==============================] - 0s 42us/step - loss: 2913.6409 - mae: 44.2698 - val_loss: 3004.4458 - val_mae: 42.9483
Epoch 181/500
231/231 [==============================] - 0s 58us/step - loss: 2909.3188 - mae: 44.2089 - val_loss: 3001.0569 - val_mae: 42.9451
Epoch 182/500
231/231 [==============================] - 0s 53us/step - loss: 2898.8427 - mae: 44.0800 - val_loss: 2994.2708 - val_mae: 43.0251
Epoch 183/500
231/231 [==============================] - 0s 42us/step - loss: 2903.5963 - mae: 44.0861 - val_loss: 2994.2791 - val_mae: 43.1901
Epoch 184/500
231/231 [==============================] - 0s 35us/step - loss: 2898.1656 - mae: 44.1706 - val_loss: 2992.6846 - val_mae: 42.9362
Epoch 185/500
231/231 [==============================] - 0s 43us/step - loss: 2895.0990 - mae: 44.0567 - val_loss: 2989.4426 - val_mae: 43.0597
Epoch 186/500
231/231 [==============================] - 0s 54us/step - loss: 2893.8025 - mae: 44.1066 - val_loss: 2986.9534 - val_mae: 43.0264
Epoch 187/500
231/231 [==============================] - 0s 39us/step - loss: 2895.6239 - mae: 44.1221 - val_loss: 2987.1587 - val_mae: 42.8600
Epoch 188/500
231/231 [==============================] - 0s 46us/step - loss: 2897.7684 - mae: 44.0588 - val_loss: 2986.0469 - val_mae: 42.8777
Epoch 189/500
231/231 [==============================] - 0s 50us/step - loss: 2926.0678 - mae: 44.3133 - val_loss: 2986.0979 - val_mae: 43.1596
Epoch 190/500
231/231 [==============================] - 0s 46us/step - loss: 2896.1113 - mae: 44.0983 - val_loss: 2980.5132 - val_mae: 43.0055
Epoch 191/500
231/231 [==============================] - 0s 41us/step - loss: 2891.0303 - mae: 44.1102 - val_loss: 2977.1287 - val_mae: 42.8971
Epoch 192/500
231/231 [==============================] - 0s 42us/step - loss: 2894.7642 - mae: 44.0924 - val_loss: 2980.1724 - val_mae: 42.7870
Epoch 193/500
231/231 [==============================] - 0s 28us/step - loss: 2889.3443 - mae: 44.0525 - val_loss: 2975.2524 - val_mae: 42.8880
Epoch 194/500
231/231 [==============================] - 0s 56us/step - loss: 2892.2326 - mae: 44.0379 - val_loss: 2973.1858 - val_mae: 42.9549
Epoch 195/500
231/231 [==============================] - 0s 45us/step - loss: 2888.0653 - mae: 44.0732 - val_loss: 2972.2180 - val_mae: 42.7684
Epoch 196/500
231/231 [==============================] - 0s 55us/step - loss: 2897.3564 - mae: 44.0356 - val_loss: 2974.2583 - val_mae: 43.0768
Epoch 197/500
231/231 [==============================] - 0s 34us/step - loss: 2926.2636 - mae: 44.4851 - val_loss: 2974.1853 - val_mae: 42.6501
Epoch 198/500
231/231 [==============================] - 0s 43us/step - loss: 2890.7105 - mae: 44.0504 - val_loss: 2969.1428 - val_mae: 42.7444
Epoch 199/500
231/231 [==============================] - 0s 50us/step - loss: 2905.0981 - mae: 44.1503 - val_loss: 2974.1040 - val_mae: 42.6563
Epoch 200/500
231/231 [==============================] - 0s 48us/step - loss: 2887.7761 - mae: 43.9947 - val_loss: 2966.5591 - val_mae: 42.7850
Epoch 201/500
231/231 [==============================] - 0s 51us/step - loss: 2885.9262 - mae: 43.9909 - val_loss: 2965.8394 - val_mae: 42.8186
Epoch 202/500
231/231 [==============================] - 0s 38us/step - loss: 2915.6646 - mae: 44.3362 - val_loss: 2968.7053 - val_mae: 42.6180
Epoch 203/500
231/231 [==============================] - 0s 45us/step - loss: 2892.7537 - mae: 44.0054 - val_loss: 2961.8425 - val_mae: 42.7790
Epoch 204/500
231/231 [==============================] - 0s 43us/step - loss: 2894.2216 - mae: 44.1242 - val_loss: 2961.4641 - val_mae: 42.8849
Epoch 205/500
231/231 [==============================] - 0s 32us/step - loss: 2885.8958 - mae: 44.0641 - val_loss: 2959.6140 - val_mae: 42.7100
Epoch 206/500
231/231 [==============================] - 0s 45us/step - loss: 2905.1408 - mae: 44.2340 - val_loss: 2964.6753 - val_mae: 42.5807
Epoch 207/500
231/231 [==============================] - 0s 29us/step - loss: 2889.0310 - mae: 43.9798 - val_loss: 2957.8281 - val_mae: 42.7572
Epoch 208/500
231/231 [==============================] - 0s 36us/step - loss: 2893.7214 - mae: 44.1500 - val_loss: 2960.8340 - val_mae: 42.5810
Epoch 209/500
231/231 [==============================] - 0s 43us/step - loss: 2937.5701 - mae: 44.4347 - val_loss: 2963.9954 - val_mae: 42.5558
Epoch 210/500
231/231 [==============================] - 0s 38us/step - loss: 2888.4538 - mae: 43.9765 - val_loss: 2956.7673 - val_mae: 42.6769
Epoch 211/500
231/231 [==============================] - 0s 28us/step - loss: 2889.7904 - mae: 44.0470 - val_loss: 2958.8435 - val_mae: 42.5832
Epoch 212/500
231/231 [==============================] - 0s 30us/step - loss: 2894.1648 - mae: 44.1361 - val_loss: 2960.7952 - val_mae: 42.5679
Epoch 213/500
231/231 [==============================] - 0s 32us/step - loss: 2883.8546 - mae: 43.9488 - val_loss: 2956.0859 - val_mae: 42.6773
Epoch 214/500
231/231 [==============================] - 0s 43us/step - loss: 2882.7088 - mae: 44.0067 - val_loss: 2955.0647 - val_mae: 42.6943
Epoch 215/500
231/231 [==============================] - 0s 36us/step - loss: 2882.5601 - mae: 44.0248 - val_loss: 2955.4236 - val_mae: 42.5641
Epoch 216/500
231/231 [==============================] - 0s 33us/step - loss: 2884.1456 - mae: 43.9695 - val_loss: 2954.2190 - val_mae: 42.7119
Epoch 217/500
231/231 [==============================] - 0s 34us/step - loss: 2880.1971 - mae: 44.0248 - val_loss: 2951.9138 - val_mae: 42.5527
Epoch 218/500
231/231 [==============================] - 0s 31us/step - loss: 2878.9463 - mae: 43.9852 - val_loss: 2949.3623 - val_mae: 42.5635
Epoch 219/500
231/231 [==============================] - 0s 40us/step - loss: 2884.2568 - mae: 44.0369 - val_loss: 2950.4309 - val_mae: 42.4766
Epoch 220/500
231/231 [==============================] - 0s 43us/step - loss: 2878.9549 - mae: 43.9709 - val_loss: 2946.3052 - val_mae: 42.5253
Epoch 221/500
231/231 [==============================] - 0s 37us/step - loss: 2880.9843 - mae: 44.0633 - val_loss: 2949.6643 - val_mae: 42.4543
Epoch 222/500
231/231 [==============================] - 0s 50us/step - loss: 2885.5253 - mae: 43.9458 - val_loss: 2950.1526 - val_mae: 42.8717
Epoch 223/500
231/231 [==============================] - 0s 40us/step - loss: 2898.8991 - mae: 44.1502 - val_loss: 2947.4778 - val_mae: 42.8073
Epoch 224/500
231/231 [==============================] - 0s 33us/step - loss: 2922.9845 - mae: 44.4376 - val_loss: 2944.7720 - val_mae: 42.4332
Epoch 225/500
231/231 [==============================] - 0s 45us/step - loss: 2886.0924 - mae: 44.0480 - val_loss: 2942.3591 - val_mae: 42.4187
Epoch 226/500
231/231 [==============================] - 0s 39us/step - loss: 2887.8825 - mae: 43.9562 - val_loss: 2942.2959 - val_mae: 42.4089
Epoch 227/500
231/231 [==============================] - 0s 37us/step - loss: 2877.0692 - mae: 43.9435 - val_loss: 2937.3176 - val_mae: 42.4158
Epoch 228/500
231/231 [==============================] - 0s 52us/step - loss: 2891.2270 - mae: 44.1757 - val_loss: 2940.3347 - val_mae: 42.3721
Epoch 229/500
231/231 [==============================] - 0s 37us/step - loss: 2887.2297 - mae: 44.0953 - val_loss: 2938.7542 - val_mae: 42.3618
Epoch 230/500
231/231 [==============================] - 0s 32us/step - loss: 2881.2099 - mae: 43.9774 - val_loss: 2934.9937 - val_mae: 42.3850
Epoch 231/500
231/231 [==============================] - 0s 39us/step - loss: 2898.5896 - mae: 44.0839 - val_loss: 2938.1045 - val_mae: 42.6707
Epoch 232/500
231/231 [==============================] - 0s 42us/step - loss: 2888.4001 - mae: 44.1655 - val_loss: 2935.7639 - val_mae: 42.3495
Epoch 233/500
231/231 [==============================] - 0s 32us/step - loss: 2877.5138 - mae: 43.9408 - val_loss: 2934.7500 - val_mae: 42.3467
Epoch 234/500
231/231 [==============================] - 0s 41us/step - loss: 2874.9242 - mae: 43.8866 - val_loss: 2933.4922 - val_mae: 42.4696
Epoch 235/500
231/231 [==============================] - 0s 37us/step - loss: 2875.9346 - mae: 43.9730 - val_loss: 2932.4785 - val_mae: 42.4343
Epoch 236/500
231/231 [==============================] - 0s 37us/step - loss: 2874.0016 - mae: 43.9785 - val_loss: 2934.0107 - val_mae: 42.3511
Epoch 237/500
231/231 [==============================] - 0s 30us/step - loss: 2873.7520 - mae: 43.9719 - val_loss: 2934.8838 - val_mae: 42.3473
Epoch 238/500
231/231 [==============================] - 0s 42us/step - loss: 2879.1279 - mae: 44.0009 - val_loss: 2937.4851 - val_mae: 42.3245
Epoch 239/500
231/231 [==============================] - 0s 30us/step - loss: 2873.8454 - mae: 43.8533 - val_loss: 2933.2476 - val_mae: 42.3596
Epoch 240/500
231/231 [==============================] - 0s 42us/step - loss: 2921.6282 - mae: 44.4321 - val_loss: 2938.5410 - val_mae: 42.2936
Epoch 241/500
231/231 [==============================] - 0s 40us/step - loss: 2872.3956 - mae: 43.8543 - val_loss: 2931.9502 - val_mae: 42.3711
Epoch 242/500
231/231 [==============================] - 0s 48us/step - loss: 2872.7977 - mae: 43.9320 - val_loss: 2929.4312 - val_mae: 42.4269
Epoch 243/500
231/231 [==============================] - 0s 34us/step - loss: 2890.0872 - mae: 44.0687 - val_loss: 2933.5400 - val_mae: 42.6178
Epoch 244/500
231/231 [==============================] - 0s 56us/step - loss: 2871.4112 - mae: 43.9918 - val_loss: 2930.9988 - val_mae: 42.3626
Epoch 245/500
231/231 [==============================] - 0s 31us/step - loss: 2872.0375 - mae: 43.9428 - val_loss: 2930.6604 - val_mae: 42.4134
Epoch 246/500
231/231 [==============================] - 0s 31us/step - loss: 2874.3417 - mae: 43.9911 - val_loss: 2934.6313 - val_mae: 42.2837
Epoch 247/500
231/231 [==============================] - 0s 42us/step - loss: 2910.6609 - mae: 44.1270 - val_loss: 2938.9202 - val_mae: 42.2681
Epoch 248/500
231/231 [==============================] - 0s 53us/step - loss: 2875.4165 - mae: 43.8293 - val_loss: 2929.4912 - val_mae: 42.4307
Epoch 249/500
231/231 [==============================] - 0s 36us/step - loss: 2871.1584 - mae: 43.9194 - val_loss: 2928.5640 - val_mae: 42.4613
Epoch 250/500
231/231 [==============================] - 0s 51us/step - loss: 2872.5190 - mae: 44.0140 - val_loss: 2930.3806 - val_mae: 42.2881
Epoch 251/500
231/231 [==============================] - 0s 30us/step - loss: 2869.3596 - mae: 43.8912 - val_loss: 2929.5444 - val_mae: 42.3100
Epoch 252/500
231/231 [==============================] - 0s 29us/step - loss: 2867.1389 - mae: 43.8804 - val_loss: 2928.2100 - val_mae: 42.3712
Epoch 253/500
231/231 [==============================] - 0s 41us/step - loss: 2885.2248 - mae: 44.1049 - val_loss: 2935.3257 - val_mae: 42.2495
Epoch 254/500
231/231 [==============================] - 0s 44us/step - loss: 2870.1190 - mae: 43.8090 - val_loss: 2927.0637 - val_mae: 42.3746
Epoch 255/500
231/231 [==============================] - 0s 28us/step - loss: 2901.5321 - mae: 43.9903 - val_loss: 2930.1611 - val_mae: 42.5771
Epoch 256/500
231/231 [==============================] - 0s 42us/step - loss: 2894.3286 - mae: 44.0486 - val_loss: 2929.3862 - val_mae: 42.6038
Epoch 257/500
231/231 [==============================] - 0s 27us/step - loss: 2899.1250 - mae: 44.1270 - val_loss: 2928.3933 - val_mae: 42.6047
Epoch 258/500
231/231 [==============================] - 0s 42us/step - loss: 2884.4891 - mae: 44.1200 - val_loss: 2922.9973 - val_mae: 42.2754
Epoch 259/500
231/231 [==============================] - 0s 32us/step - loss: 2863.9743 - mae: 43.8618 - val_loss: 2922.5552 - val_mae: 42.3137
Epoch 260/500
231/231 [==============================] - 0s 49us/step - loss: 2895.2671 - mae: 44.0263 - val_loss: 2925.6079 - val_mae: 42.5002
Epoch 261/500
231/231 [==============================] - 0s 37us/step - loss: 2868.2784 - mae: 43.9368 - val_loss: 2923.9929 - val_mae: 42.4511
Epoch 262/500
231/231 [==============================] - 0s 33us/step - loss: 2862.9555 - mae: 43.9358 - val_loss: 2923.7402 - val_mae: 42.3542
Epoch 263/500
231/231 [==============================] - 0s 41us/step - loss: 2866.6152 - mae: 43.8750 - val_loss: 2924.6851 - val_mae: 42.4157
Epoch 264/500
231/231 [==============================] - 0s 48us/step - loss: 2867.3011 - mae: 43.8903 - val_loss: 2923.4624 - val_mae: 42.4325
Epoch 265/500
231/231 [==============================] - 0s 34us/step - loss: 2860.9504 - mae: 43.8977 - val_loss: 2922.7659 - val_mae: 42.3071
Epoch 266/500
231/231 [==============================] - 0s 51us/step - loss: 2860.4887 - mae: 43.8332 - val_loss: 2922.7793 - val_mae: 42.3800
Epoch 267/500
231/231 [==============================] - 0s 33us/step - loss: 2864.1300 - mae: 43.8710 - val_loss: 2923.7280 - val_mae: 42.4570
Epoch 268/500
231/231 [==============================] - 0s 31us/step - loss: 2860.0027 - mae: 43.8990 - val_loss: 2923.0225 - val_mae: 42.2816
Epoch 269/500
231/231 [==============================] - 0s 43us/step - loss: 2887.3473 - mae: 43.9794 - val_loss: 2928.2307 - val_mae: 42.5618
Epoch 270/500
231/231 [==============================] - 0s 39us/step - loss: 2886.9517 - mae: 43.9952 - val_loss: 2927.5037 - val_mae: 42.5359
Epoch 271/500
231/231 [==============================] - 0s 37us/step - loss: 2864.7257 - mae: 43.9310 - val_loss: 2923.2971 - val_mae: 42.3819
Epoch 272/500
231/231 [==============================] - 0s 37us/step - loss: 2859.8590 - mae: 43.9257 - val_loss: 2923.0208 - val_mae: 42.2377
Epoch 273/500
231/231 [==============================] - 0s 46us/step - loss: 2906.5649 - mae: 44.3470 - val_loss: 2926.8157 - val_mae: 42.1631
Epoch 274/500
231/231 [==============================] - 0s 31us/step - loss: 2868.8711 - mae: 43.8176 - val_loss: 2922.4658 - val_mae: 42.1841
Epoch 275/500
231/231 [==============================] - 0s 40us/step - loss: 2857.7019 - mae: 43.7697 - val_loss: 2918.7678 - val_mae: 42.2843
Epoch 276/500
231/231 [==============================] - 0s 41us/step - loss: 2857.6340 - mae: 43.8536 - val_loss: 2918.8579 - val_mae: 42.2638
Epoch 277/500
231/231 [==============================] - 0s 40us/step - loss: 2865.9103 - mae: 43.8454 - val_loss: 2921.7346 - val_mae: 42.4217
Epoch 278/500
231/231 [==============================] - 0s 40us/step - loss: 2881.6892 - mae: 44.0196 - val_loss: 2922.6846 - val_mae: 42.4772
Epoch 279/500
231/231 [==============================] - 0s 53us/step - loss: 2878.5667 - mae: 44.0700 - val_loss: 2923.1226 - val_mae: 42.4796
Epoch 280/500
231/231 [==============================] - 0s 42us/step - loss: 2858.2150 - mae: 43.9352 - val_loss: 2918.3862 - val_mae: 42.3258
Epoch 281/500
231/231 [==============================] - 0s 58us/step - loss: 2860.4046 - mae: 43.7973 - val_loss: 2919.0605 - val_mae: 42.3750
Epoch 282/500
231/231 [==============================] - 0s 35us/step - loss: 2858.6586 - mae: 43.8725 - val_loss: 2917.2161 - val_mae: 42.3381
Epoch 283/500
231/231 [==============================] - 0s 41us/step - loss: 2857.1813 - mae: 43.8793 - val_loss: 2918.0684 - val_mae: 42.1642
Epoch 284/500
231/231 [==============================] - 0s 40us/step - loss: 2877.7867 - mae: 43.8801 - val_loss: 2917.3254 - val_mae: 42.3910
Epoch 285/500
231/231 [==============================] - 0s 31us/step - loss: 2857.3050 - mae: 43.9379 - val_loss: 2913.9214 - val_mae: 42.2929
Epoch 286/500
231/231 [==============================] - 0s 29us/step - loss: 2853.0714 - mae: 43.8557 - val_loss: 2913.2639 - val_mae: 42.2832
Epoch 287/500
231/231 [==============================] - 0s 51us/step - loss: 2854.4263 - mae: 43.8355 - val_loss: 2913.2751 - val_mae: 42.2524
Epoch 288/500
231/231 [==============================] - 0s 46us/step - loss: 2870.3211 - mae: 44.1182 - val_loss: 2918.5344 - val_mae: 42.0740
Epoch 289/500
231/231 [==============================] - 0s 47us/step - loss: 2854.8453 - mae: 43.7028 - val_loss: 2911.9785 - val_mae: 42.2684
Epoch 290/500
231/231 [==============================] - 0s 44us/step - loss: 2856.0383 - mae: 43.8842 - val_loss: 2913.9023 - val_mae: 42.0997
Epoch 291/500
231/231 [==============================] - 0s 35us/step - loss: 2852.7722 - mae: 43.7134 - val_loss: 2909.6094 - val_mae: 42.1986
Epoch 292/500
231/231 [==============================] - 0s 38us/step - loss: 2854.5902 - mae: 43.7535 - val_loss: 2910.7297 - val_mae: 42.3324
Epoch 293/500
231/231 [==============================] - 0s 48us/step - loss: 2851.1982 - mae: 43.8595 - val_loss: 2909.0852 - val_mae: 42.1367
Epoch 294/500
231/231 [==============================] - 0s 54us/step - loss: 2860.8935 - mae: 43.8913 - val_loss: 2910.5503 - val_mae: 42.0852
Epoch 295/500
231/231 [==============================] - 0s 38us/step - loss: 2847.8487 - mae: 43.7006 - val_loss: 2906.9287 - val_mae: 42.2636
Epoch 296/500
231/231 [==============================] - 0s 34us/step - loss: 2850.7899 - mae: 43.8633 - val_loss: 2911.5098 - val_mae: 42.0734
Epoch 297/500
231/231 [==============================] - 0s 30us/step - loss: 2870.9899 - mae: 43.7976 - val_loss: 2912.6350 - val_mae: 42.3853
Epoch 298/500
231/231 [==============================] - 0s 38us/step - loss: 2880.0681 - mae: 44.1761 - val_loss: 2911.1851 - val_mae: 42.0578
Epoch 299/500
231/231 [==============================] - 0s 41us/step - loss: 2849.6241 - mae: 43.6780 - val_loss: 2907.3796 - val_mae: 42.2084
Epoch 300/500
231/231 [==============================] - 0s 37us/step - loss: 2848.1884 - mae: 43.7575 - val_loss: 2907.4092 - val_mae: 42.1975
Epoch 301/500
231/231 [==============================] - 0s 43us/step - loss: 2846.6969 - mae: 43.7831 - val_loss: 2907.5117 - val_mae: 42.2052
Epoch 302/500
231/231 [==============================] - 0s 26us/step - loss: 2843.9893 - mae: 43.7494 - val_loss: 2906.2888 - val_mae: 42.1404
Epoch 303/500
231/231 [==============================] - 0s 28us/step - loss: 2848.2860 - mae: 43.7534 - val_loss: 2908.0830 - val_mae: 42.0539
Epoch 304/500
231/231 [==============================] - 0s 38us/step - loss: 2850.7024 - mae: 43.6684 - val_loss: 2908.7371 - val_mae: 42.3058
Epoch 305/500
231/231 [==============================] - 0s 45us/step - loss: 2850.8414 - mae: 43.8919 - val_loss: 2910.0740 - val_mae: 42.0132
Epoch 306/500
231/231 [==============================] - 0s 31us/step - loss: 2845.5350 - mae: 43.6493 - val_loss: 2905.4246 - val_mae: 42.0830
Epoch 307/500
231/231 [==============================] - 0s 43us/step - loss: 2851.3544 - mae: 43.7712 - val_loss: 2909.5320 - val_mae: 41.9862
Epoch 308/500
231/231 [==============================] - 0s 28us/step - loss: 2861.9034 - mae: 43.8737 - val_loss: 2911.0762 - val_mae: 41.9836
Epoch 309/500
231/231 [==============================] - 0s 42us/step - loss: 2847.6186 - mae: 43.7093 - val_loss: 2905.8406 - val_mae: 42.0527
Epoch 310/500
231/231 [==============================] - 0s 31us/step - loss: 2855.3112 - mae: 43.7594 - val_loss: 2908.3647 - val_mae: 42.2841
Epoch 311/500
231/231 [==============================] - 0s 42us/step - loss: 2844.1913 - mae: 43.8345 - val_loss: 2903.7048 - val_mae: 42.0759
Epoch 312/500
231/231 [==============================] - 0s 32us/step - loss: 2910.7780 - mae: 44.3316 - val_loss: 2908.6694 - val_mae: 41.9978
Epoch 313/500
231/231 [==============================] - 0s 32us/step - loss: 2846.2397 - mae: 43.7361 - val_loss: 2906.5530 - val_mae: 42.0330
Epoch 314/500
231/231 [==============================] - 0s 34us/step - loss: 2841.8729 - mae: 43.6917 - val_loss: 2904.4192 - val_mae: 42.0602
Epoch 315/500
231/231 [==============================] - 0s 39us/step - loss: 2840.8502 - mae: 43.7217 - val_loss: 2905.6816 - val_mae: 42.0458
Epoch 316/500
231/231 [==============================] - 0s 32us/step - loss: 2840.3166 - mae: 43.6513 - val_loss: 2903.5923 - val_mae: 42.1516
Epoch 317/500
231/231 [==============================] - 0s 41us/step - loss: 2840.5969 - mae: 43.7336 - val_loss: 2903.0103 - val_mae: 42.1205
Epoch 318/500
231/231 [==============================] - 0s 39us/step - loss: 2860.2395 - mae: 43.8229 - val_loss: 2905.0161 - val_mae: 42.2405
Epoch 319/500
231/231 [==============================] - 0s 36us/step - loss: 2854.3465 - mae: 43.9481 - val_loss: 2903.8374 - val_mae: 42.2174
Epoch 320/500
231/231 [==============================] - 0s 43us/step - loss: 2841.5309 - mae: 43.8048 - val_loss: 2902.5051 - val_mae: 41.9993
Epoch 321/500
231/231 [==============================] - 0s 46us/step - loss: 2866.7944 - mae: 43.9921 - val_loss: 2908.0298 - val_mae: 41.9191
Epoch 322/500
231/231 [==============================] - 0s 26us/step - loss: 2838.6875 - mae: 43.5909 - val_loss: 2900.7971 - val_mae: 42.0555
Epoch 323/500
231/231 [==============================] - 0s 32us/step - loss: 2844.3876 - mae: 43.8114 - val_loss: 2903.5742 - val_mae: 41.9504
Epoch 324/500
231/231 [==============================] - 0s 30us/step - loss: 2838.6295 - mae: 43.5925 - val_loss: 2901.0049 - val_mae: 42.1170
Epoch 325/500
231/231 [==============================] - 0s 35us/step - loss: 2836.2085 - mae: 43.6326 - val_loss: 2898.8000 - val_mae: 42.0833
Epoch 326/500
231/231 [==============================] - 0s 27us/step - loss: 2838.7750 - mae: 43.7468 - val_loss: 2902.7153 - val_mae: 41.9413
Epoch 327/500
231/231 [==============================] - 0s 38us/step - loss: 2840.3914 - mae: 43.6400 - val_loss: 2901.8499 - val_mae: 41.9353
Epoch 328/500
231/231 [==============================] - 0s 29us/step - loss: 2836.1635 - mae: 43.6110 - val_loss: 2899.4968 - val_mae: 41.9878
Epoch 329/500
231/231 [==============================] - 0s 29us/step - loss: 2842.5311 - mae: 43.6945 - val_loss: 2905.1660 - val_mae: 41.8926
Epoch 330/500
231/231 [==============================] - 0s 33us/step - loss: 2833.7156 - mae: 43.4898 - val_loss: 2899.3323 - val_mae: 42.0758
Epoch 331/500
231/231 [==============================] - 0s 30us/step - loss: 2845.5842 - mae: 43.8028 - val_loss: 2906.3896 - val_mae: 41.8787
Epoch 332/500
231/231 [==============================] - 0s 34us/step - loss: 2833.9792 - mae: 43.5769 - val_loss: 2899.4014 - val_mae: 42.0216
Epoch 333/500
231/231 [==============================] - 0s 29us/step - loss: 2839.7231 - mae: 43.7373 - val_loss: 2904.3218 - val_mae: 41.8718
Epoch 334/500
231/231 [==============================] - 0s 43us/step - loss: 2841.9566 - mae: 43.6642 - val_loss: 2902.5979 - val_mae: 41.8922
Epoch 335/500
231/231 [==============================] - 0s 35us/step - loss: 2861.9756 - mae: 43.6830 - val_loss: 2902.0852 - val_mae: 42.1680
Epoch 336/500
231/231 [==============================] - 0s 36us/step - loss: 2829.9736 - mae: 43.6677 - val_loss: 2898.0813 - val_mae: 42.0100
Epoch 337/500
231/231 [==============================] - 0s 39us/step - loss: 2828.6084 - mae: 43.6014 - val_loss: 2897.7002 - val_mae: 42.0530
Epoch 338/500
231/231 [==============================] - 0s 47us/step - loss: 2831.8098 - mae: 43.6502 - val_loss: 2896.4656 - val_mae: 42.0954
Epoch 339/500
231/231 [==============================] - 0s 37us/step - loss: 2848.3594 - mae: 43.7010 - val_loss: 2899.7754 - val_mae: 42.1768
Epoch 340/500
231/231 [==============================] - 0s 43us/step - loss: 2830.9457 - mae: 43.7478 - val_loss: 2896.5762 - val_mae: 41.9427
Epoch 341/500
231/231 [==============================] - 0s 37us/step - loss: 2835.7817 - mae: 43.6507 - val_loss: 2901.7214 - val_mae: 41.8716
Epoch 342/500
231/231 [==============================] - 0s 39us/step - loss: 2831.9844 - mae: 43.5377 - val_loss: 2899.3853 - val_mae: 42.0915
Epoch 343/500
231/231 [==============================] - 0s 40us/step - loss: 2829.7538 - mae: 43.6193 - val_loss: 2895.8542 - val_mae: 42.0166
Epoch 344/500
231/231 [==============================] - 0s 51us/step - loss: 2849.2755 - mae: 43.7285 - val_loss: 2900.5637 - val_mae: 42.1486
Epoch 345/500
231/231 [==============================] - 0s 38us/step - loss: 2835.0871 - mae: 43.8079 - val_loss: 2901.2656 - val_mae: 41.8635
Epoch 346/500
231/231 [==============================] - 0s 37us/step - loss: 2837.0350 - mae: 43.5619 - val_loss: 2901.8699 - val_mae: 41.8531
Epoch 347/500
231/231 [==============================] - 0s 36us/step - loss: 2825.3519 - mae: 43.4860 - val_loss: 2894.6707 - val_mae: 41.9800
Epoch 348/500
231/231 [==============================] - 0s 37us/step - loss: 2822.4971 - mae: 43.5522 - val_loss: 2895.1345 - val_mae: 41.9255
Epoch 349/500
231/231 [==============================] - 0s 44us/step - loss: 2834.1649 - mae: 43.5055 - val_loss: 2896.8228 - val_mae: 42.0922
Epoch 350/500
231/231 [==============================] - 0s 47us/step - loss: 2859.6538 - mae: 43.9266 - val_loss: 2898.2422 - val_mae: 41.8246
Epoch 351/500
231/231 [==============================] - 0s 30us/step - loss: 2826.4089 - mae: 43.4776 - val_loss: 2893.7766 - val_mae: 41.9829
Epoch 352/500
231/231 [==============================] - 0s 39us/step - loss: 2824.1500 - mae: 43.5556 - val_loss: 2891.9004 - val_mae: 41.9849
Epoch 353/500
231/231 [==============================] - 0s 49us/step - loss: 2825.5842 - mae: 43.6133 - val_loss: 2892.3108 - val_mae: 41.9947
Epoch 354/500
231/231 [==============================] - 0s 32us/step - loss: 2839.1816 - mae: 43.7140 - val_loss: 2895.6736 - val_mae: 42.0647
Epoch 355/500
231/231 [==============================] - 0s 37us/step - loss: 2822.5494 - mae: 43.6530 - val_loss: 2892.0332 - val_mae: 41.8884
Epoch 356/500
231/231 [==============================] - 0s 32us/step - loss: 2832.7888 - mae: 43.5723 - val_loss: 2894.8320 - val_mae: 42.0430
Epoch 357/500
231/231 [==============================] - 0s 41us/step - loss: 2833.9986 - mae: 43.7857 - val_loss: 2895.1963 - val_mae: 41.7934
Epoch 358/500
231/231 [==============================] - 0s 45us/step - loss: 2819.8415 - mae: 43.4486 - val_loss: 2891.2952 - val_mae: 41.8749
Epoch 359/500
231/231 [==============================] - 0s 46us/step - loss: 2854.4100 - mae: 43.9957 - val_loss: 2898.0081 - val_mae: 41.7727
Epoch 360/500
231/231 [==============================] - 0s 35us/step - loss: 2840.3268 - mae: 43.5216 - val_loss: 2891.8567 - val_mae: 41.9755
Epoch 361/500
231/231 [==============================] - 0s 38us/step - loss: 2819.4368 - mae: 43.5496 - val_loss: 2891.0271 - val_mae: 41.8522
Epoch 362/500
231/231 [==============================] - 0s 41us/step - loss: 2815.2292 - mae: 43.4608 - val_loss: 2890.3550 - val_mae: 41.8693
Epoch 363/500
231/231 [==============================] - 0s 36us/step - loss: 2852.5834 - mae: 43.8616 - val_loss: 2895.6743 - val_mae: 41.7722
Epoch 364/500
231/231 [==============================] - 0s 62us/step - loss: 2820.2459 - mae: 43.4490 - val_loss: 2890.3455 - val_mae: 41.8825
Epoch 365/500
231/231 [==============================] - 0s 37us/step - loss: 2823.2352 - mae: 43.5729 - val_loss: 2893.6382 - val_mae: 41.8010
Epoch 366/500
231/231 [==============================] - 0s 40us/step - loss: 2853.5867 - mae: 43.6125 - val_loss: 2890.7854 - val_mae: 41.9847
Epoch 367/500
231/231 [==============================] - 0s 42us/step - loss: 2820.1610 - mae: 43.5204 - val_loss: 2888.8848 - val_mae: 41.9588
Epoch 368/500
231/231 [==============================] - 0s 37us/step - loss: 2815.4899 - mae: 43.5400 - val_loss: 2887.2419 - val_mae: 41.8677
Epoch 369/500
231/231 [==============================] - 0s 29us/step - loss: 2819.7621 - mae: 43.5270 - val_loss: 2887.0571 - val_mae: 41.9180
Epoch 370/500
231/231 [==============================] - 0s 43us/step - loss: 2818.4072 - mae: 43.5354 - val_loss: 2887.8101 - val_mae: 41.9376
Epoch 371/500
231/231 [==============================] - 0s 34us/step - loss: 2815.3329 - mae: 43.4853 - val_loss: 2886.4202 - val_mae: 41.9182
Epoch 372/500
231/231 [==============================] - 0s 29us/step - loss: 2829.4774 - mae: 43.5865 - val_loss: 2888.2617 - val_mae: 41.9850
Epoch 373/500
231/231 [==============================] - 0s 42us/step - loss: 2816.9862 - mae: 43.6256 - val_loss: 2886.7573 - val_mae: 41.7548
Epoch 374/500
231/231 [==============================] - 0s 45us/step - loss: 2816.2773 - mae: 43.5148 - val_loss: 2887.1604 - val_mae: 41.7373
Epoch 375/500
231/231 [==============================] - 0s 34us/step - loss: 2833.8421 - mae: 43.6361 - val_loss: 2891.3340 - val_mae: 41.6937
Epoch 376/500
231/231 [==============================] - 0s 49us/step - loss: 2820.5663 - mae: 43.4134 - val_loss: 2888.7378 - val_mae: 41.7042
Epoch 377/500
231/231 [==============================] - 0s 36us/step - loss: 2811.9789 - mae: 43.4337 - val_loss: 2885.7068 - val_mae: 41.7539
Epoch 378/500
231/231 [==============================] - 0s 32us/step - loss: 2819.9416 - mae: 43.5148 - val_loss: 2889.0830 - val_mae: 41.6979
Epoch 379/500
231/231 [==============================] - 0s 40us/step - loss: 2844.5527 - mae: 43.7001 - val_loss: 2892.3564 - val_mae: 41.6717
Epoch 380/500
231/231 [==============================] - 0s 52us/step - loss: 2832.1967 - mae: 43.5999 - val_loss: 2891.2410 - val_mae: 41.6681
Epoch 381/500
231/231 [==============================] - 0s 36us/step - loss: 2820.5559 - mae: 43.3760 - val_loss: 2882.9258 - val_mae: 41.8538
Epoch 382/500
231/231 [==============================] - 0s 41us/step - loss: 2811.8289 - mae: 43.5285 - val_loss: 2885.3916 - val_mae: 41.7366
Epoch 383/500
231/231 [==============================] - 0s 35us/step - loss: 2809.0311 - mae: 43.3555 - val_loss: 2883.0813 - val_mae: 41.8264
Epoch 384/500
231/231 [==============================] - 0s 41us/step - loss: 2811.3191 - mae: 43.4712 - val_loss: 2883.4912 - val_mae: 41.8630
Epoch 385/500
231/231 [==============================] - 0s 40us/step - loss: 2860.8893 - mae: 43.9594 - val_loss: 2885.8774 - val_mae: 41.6787
Epoch 386/500
231/231 [==============================] - 0s 52us/step - loss: 2821.3964 - mae: 43.4549 - val_loss: 2882.9766 - val_mae: 41.8350
Epoch 387/500
231/231 [==============================] - 0s 35us/step - loss: 2830.6231 - mae: 43.5666 - val_loss: 2883.1753 - val_mae: 41.8955
Epoch 388/500
231/231 [==============================] - 0s 39us/step - loss: 2855.4981 - mae: 43.9910 - val_loss: 2881.9036 - val_mae: 41.7014
Epoch 389/500
231/231 [==============================] - 0s 33us/step - loss: 2809.7207 - mae: 43.3751 - val_loss: 2880.4575 - val_mae: 41.7912
Epoch 390/500
231/231 [==============================] - 0s 39us/step - loss: 2810.3968 - mae: 43.4884 - val_loss: 2881.4619 - val_mae: 41.7095
Epoch 391/500
231/231 [==============================] - 0s 34us/step - loss: 2810.6501 - mae: 43.4022 - val_loss: 2879.8025 - val_mae: 41.8103
Epoch 392/500
231/231 [==============================] - 0s 52us/step - loss: 2813.0814 - mae: 43.5412 - val_loss: 2881.8291 - val_mae: 41.6941
Epoch 393/500
231/231 [==============================] - 0s 31us/step - loss: 2828.7754 - mae: 43.4607 - val_loss: 2881.4539 - val_mae: 41.8410
Epoch 394/500
231/231 [==============================] - 0s 30us/step - loss: 2807.4663 - mae: 43.4809 - val_loss: 2880.6191 - val_mae: 41.7986
Epoch 395/500
231/231 [==============================] - 0s 43us/step - loss: 2803.5698 - mae: 43.4745 - val_loss: 2881.3655 - val_mae: 41.7041
Epoch 396/500
231/231 [==============================] - 0s 42us/step - loss: 2803.5661 - mae: 43.3254 - val_loss: 2878.5293 - val_mae: 41.7724
Epoch 397/500
231/231 [==============================] - 0s 29us/step - loss: 2801.1749 - mae: 43.3727 - val_loss: 2876.7175 - val_mae: 41.7082
Epoch 398/500
231/231 [==============================] - 0s 44us/step - loss: 2820.5608 - mae: 43.4648 - val_loss: 2882.5332 - val_mae: 41.6098
Epoch 399/500
231/231 [==============================] - 0s 43us/step - loss: 2803.0804 - mae: 43.2560 - val_loss: 2878.1741 - val_mae: 41.6589
Epoch 400/500
231/231 [==============================] - 0s 38us/step - loss: 2799.8429 - mae: 43.3245 - val_loss: 2876.0259 - val_mae: 41.6799
Epoch 401/500
231/231 [==============================] - 0s 49us/step - loss: 2799.8264 - mae: 43.3126 - val_loss: 2875.3035 - val_mae: 41.7110
Epoch 402/500
231/231 [==============================] - 0s 36us/step - loss: 2798.6745 - mae: 43.3323 - val_loss: 2875.9658 - val_mae: 41.7196
Epoch 403/500
231/231 [==============================] - 0s 33us/step - loss: 2810.0288 - mae: 43.4233 - val_loss: 2877.0654 - val_mae: 41.8085
Epoch 404/500
231/231 [==============================] - 0s 40us/step - loss: 2840.7682 - mae: 43.8911 - val_loss: 2879.0234 - val_mae: 41.5842
Epoch 405/500
231/231 [==============================] - 0s 39us/step - loss: 2813.9666 - mae: 43.4679 - val_loss: 2881.3828 - val_mae: 41.5882
Epoch 406/500
231/231 [==============================] - 0s 39us/step - loss: 2804.2197 - mae: 43.2575 - val_loss: 2875.2141 - val_mae: 41.7139
Epoch 407/500
231/231 [==============================] - 0s 41us/step - loss: 2795.3159 - mae: 43.3675 - val_loss: 2875.8120 - val_mae: 41.6686
Epoch 408/500
231/231 [==============================] - 0s 46us/step - loss: 2797.4297 - mae: 43.3801 - val_loss: 2878.0271 - val_mae: 41.6113
Epoch 409/500
231/231 [==============================] - 0s 31us/step - loss: 2803.5567 - mae: 43.3456 - val_loss: 2875.7578 - val_mae: 41.6233
Epoch 410/500
231/231 [==============================] - 0s 34us/step - loss: 2802.4434 - mae: 43.3865 - val_loss: 2878.3984 - val_mae: 41.5895
Epoch 411/500
231/231 [==============================] - 0s 41us/step - loss: 2806.0191 - mae: 43.3944 - val_loss: 2879.9819 - val_mae: 41.5804
Epoch 412/500
231/231 [==============================] - 0s 39us/step - loss: 2795.7230 - mae: 43.2479 - val_loss: 2874.4539 - val_mae: 41.6659
Epoch 413/500
231/231 [==============================] - 0s 35us/step - loss: 2793.4782 - mae: 43.3124 - val_loss: 2873.3291 - val_mae: 41.6335
Epoch 414/500
231/231 [==============================] - 0s 37us/step - loss: 2797.9406 - mae: 43.3076 - val_loss: 2874.3928 - val_mae: 41.7280
Epoch 415/500
231/231 [==============================] - 0s 41us/step - loss: 2797.8107 - mae: 43.4000 - val_loss: 2874.3643 - val_mae: 41.6263
Epoch 416/500
231/231 [==============================] - 0s 34us/step - loss: 2858.4620 - mae: 43.6623 - val_loss: 2875.4304 - val_mae: 41.7188
Epoch 417/500
231/231 [==============================] - 0s 44us/step - loss: 2811.0426 - mae: 43.5191 - val_loss: 2876.1069 - val_mae: 41.7231
Epoch 418/500
231/231 [==============================] - 0s 35us/step - loss: 2792.1900 - mae: 43.3812 - val_loss: 2873.4614 - val_mae: 41.5997
Epoch 419/500
231/231 [==============================] - 0s 29us/step - loss: 2792.0247 - mae: 43.2693 - val_loss: 2874.1494 - val_mae: 41.6351
Epoch 420/500
231/231 [==============================] - 0s 37us/step - loss: 2792.5157 - mae: 43.3624 - val_loss: 2873.4495 - val_mae: 41.5403
Epoch 421/500
231/231 [==============================] - 0s 34us/step - loss: 2797.3743 - mae: 43.2856 - val_loss: 2874.5471 - val_mae: 41.5178
Epoch 422/500
231/231 [==============================] - 0s 34us/step - loss: 2824.5523 - mae: 43.5826 - val_loss: 2878.9810 - val_mae: 41.4915
Epoch 423/500
231/231 [==============================] - 0s 32us/step - loss: 2795.2125 - mae: 43.1266 - val_loss: 2870.8127 - val_mae: 41.5523
Epoch 424/500
231/231 [==============================] - 0s 39us/step - loss: 2790.7038 - mae: 43.2985 - val_loss: 2873.0896 - val_mae: 41.5461
Epoch 425/500
231/231 [==============================] - 0s 28us/step - loss: 2791.3986 - mae: 43.3204 - val_loss: 2872.8237 - val_mae: 41.5431
Epoch 426/500
231/231 [==============================] - 0s 34us/step - loss: 2809.2742 - mae: 43.2592 - val_loss: 2873.3718 - val_mae: 41.7242
Epoch 427/500
231/231 [==============================] - 0s 42us/step - loss: 2812.3552 - mae: 43.3729 - val_loss: 2872.4126 - val_mae: 41.7221
Epoch 428/500
231/231 [==============================] - 0s 49us/step - loss: 2837.5765 - mae: 43.8826 - val_loss: 2869.9448 - val_mae: 41.5171
Epoch 429/500
231/231 [==============================] - 0s 29us/step - loss: 2800.6325 - mae: 43.3661 - val_loss: 2871.4038 - val_mae: 41.5000
Epoch 430/500
231/231 [==============================] - 0s 39us/step - loss: 2790.9882 - mae: 43.2255 - val_loss: 2868.2766 - val_mae: 41.5107
Epoch 431/500
231/231 [==============================] - 0s 38us/step - loss: 2803.2723 - mae: 43.4111 - val_loss: 2870.3093 - val_mae: 41.4878
Epoch 432/500
231/231 [==============================] - 0s 33us/step - loss: 2793.9295 - mae: 43.3211 - val_loss: 2869.2517 - val_mae: 41.4955
Epoch 433/500
231/231 [==============================] - 0s 49us/step - loss: 2810.3966 - mae: 43.2230 - val_loss: 2866.1863 - val_mae: 41.6142
Epoch 434/500
231/231 [==============================] - 0s 40us/step - loss: 2786.9422 - mae: 43.3267 - val_loss: 2864.3613 - val_mae: 41.5510
Epoch 435/500
231/231 [==============================] - 0s 38us/step - loss: 2785.7390 - mae: 43.2933 - val_loss: 2865.9048 - val_mae: 41.4932
Epoch 436/500
231/231 [==============================] - 0s 41us/step - loss: 2788.5296 - mae: 43.2004 - val_loss: 2865.1880 - val_mae: 41.5954
Epoch 437/500
231/231 [==============================] - 0s 55us/step - loss: 2792.8422 - mae: 43.3590 - val_loss: 2867.8528 - val_mae: 41.4783
Epoch 438/500
231/231 [==============================] - 0s 39us/step - loss: 2791.4164 - mae: 43.2140 - val_loss: 2865.0732 - val_mae: 41.6010
Epoch 439/500
231/231 [==============================] - 0s 48us/step - loss: 2782.7616 - mae: 43.2834 - val_loss: 2864.5312 - val_mae: 41.5117
Epoch 440/500
231/231 [==============================] - 0s 33us/step - loss: 2793.7584 - mae: 43.2454 - val_loss: 2864.8733 - val_mae: 41.6138
Epoch 441/500
231/231 [==============================] - 0s 43us/step - loss: 2803.3947 - mae: 43.3335 - val_loss: 2865.3210 - val_mae: 41.6464
Epoch 442/500
231/231 [==============================] - 0s 39us/step - loss: 2805.4563 - mae: 43.5108 - val_loss: 2866.0281 - val_mae: 41.4551
Epoch 443/500
231/231 [==============================] - 0s 34us/step - loss: 2790.9214 - mae: 43.1313 - val_loss: 2863.3359 - val_mae: 41.5594
Epoch 444/500
231/231 [==============================] - 0s 42us/step - loss: 2779.1457 - mae: 43.2607 - val_loss: 2863.2715 - val_mae: 41.4926
Epoch 445/500
231/231 [==============================] - 0s 34us/step - loss: 2782.1339 - mae: 43.1709 - val_loss: 2863.7754 - val_mae: 41.5468
Epoch 446/500
231/231 [==============================] - 0s 35us/step - loss: 2779.4060 - mae: 43.2461 - val_loss: 2863.5977 - val_mae: 41.4875
Epoch 447/500
231/231 [==============================] - 0s 37us/step - loss: 2781.6838 - mae: 43.2292 - val_loss: 2863.3484 - val_mae: 41.4752
Epoch 448/500
231/231 [==============================] - 0s 40us/step - loss: 2784.6970 - mae: 43.2912 - val_loss: 2868.0422 - val_mae: 41.4350
Epoch 449/500
231/231 [==============================] - 0s 39us/step - loss: 2790.4671 - mae: 43.3803 - val_loss: 2867.6421 - val_mae: 41.4117
Epoch 450/500
231/231 [==============================] - 0s 51us/step - loss: 2778.9912 - mae: 43.0835 - val_loss: 2860.9009 - val_mae: 41.4644
Epoch 451/500
231/231 [==============================] - 0s 55us/step - loss: 2778.2642 - mae: 43.1598 - val_loss: 2859.6975 - val_mae: 41.4811
Epoch 452/500
231/231 [==============================] - 0s 58us/step - loss: 2807.9568 - mae: 43.3931 - val_loss: 2864.8184 - val_mae: 41.6446
Epoch 453/500
231/231 [==============================] - 0s 45us/step - loss: 2778.7755 - mae: 43.3358 - val_loss: 2859.3728 - val_mae: 41.4272
Epoch 454/500
231/231 [==============================] - 0s 44us/step - loss: 2775.9329 - mae: 43.1057 - val_loss: 2858.9382 - val_mae: 41.4939
Epoch 455/500
231/231 [==============================] - 0s 46us/step - loss: 2789.4674 - mae: 43.2223 - val_loss: 2861.2756 - val_mae: 41.5751
Epoch 456/500
231/231 [==============================] - 0s 55us/step - loss: 2811.8207 - mae: 43.4755 - val_loss: 2860.1499 - val_mae: 41.5949
Epoch 457/500
231/231 [==============================] - 0s 55us/step - loss: 2781.8012 - mae: 43.3487 - val_loss: 2858.9302 - val_mae: 41.3863
Epoch 458/500
231/231 [==============================] - 0s 43us/step - loss: 2772.8320 - mae: 43.0833 - val_loss: 2857.0935 - val_mae: 41.4235
Epoch 459/500
231/231 [==============================] - 0s 43us/step - loss: 2772.8225 - mae: 43.1691 - val_loss: 2856.1577 - val_mae: 41.4298
Epoch 460/500
231/231 [==============================] - 0s 40us/step - loss: 2788.6711 - mae: 43.2810 - val_loss: 2858.1555 - val_mae: 41.5539
Epoch 461/500
231/231 [==============================] - 0s 49us/step - loss: 2773.5546 - mae: 43.2720 - val_loss: 2855.0425 - val_mae: 41.3983
Epoch 462/500
231/231 [==============================] - 0s 32us/step - loss: 2796.8302 - mae: 43.4785 - val_loss: 2863.6577 - val_mae: 41.3245
Epoch 463/500
231/231 [==============================] - 0s 52us/step - loss: 2776.3937 - mae: 43.0482 - val_loss: 2854.8750 - val_mae: 41.4134
Epoch 464/500
231/231 [==============================] - 0s 42us/step - loss: 2774.1900 - mae: 43.1977 - val_loss: 2855.1111 - val_mae: 41.4228
Epoch 465/500
231/231 [==============================] - 0s 29us/step - loss: 2808.9116 - mae: 43.6687 - val_loss: 2863.0376 - val_mae: 41.3426
Epoch 466/500
231/231 [==============================] - 0s 39us/step - loss: 2776.5427 - mae: 43.1664 - val_loss: 2859.4795 - val_mae: 41.3577
Epoch 467/500
231/231 [==============================] - 0s 54us/step - loss: 2775.7497 - mae: 43.1857 - val_loss: 2860.8989 - val_mae: 41.3361
Epoch 468/500
231/231 [==============================] - 0s 47us/step - loss: 2779.0213 - mae: 43.1420 - val_loss: 2862.6599 - val_mae: 41.3379
Epoch 469/500
231/231 [==============================] - 0s 39us/step - loss: 2769.4446 - mae: 43.0252 - val_loss: 2857.3408 - val_mae: 41.3789
Epoch 470/500
231/231 [==============================] - 0s 39us/step - loss: 2774.5881 - mae: 43.1148 - val_loss: 2859.0068 - val_mae: 41.4613
Epoch 471/500
231/231 [==============================] - 0s 38us/step - loss: 2778.1053 - mae: 43.1420 - val_loss: 2860.4556 - val_mae: 41.5042
Epoch 472/500
231/231 [==============================] - 0s 51us/step - loss: 2778.6187 - mae: 43.2394 - val_loss: 2859.7449 - val_mae: 41.4772
Epoch 473/500
231/231 [==============================] - 0s 36us/step - loss: 2785.5862 - mae: 43.1587 - val_loss: 2861.9121 - val_mae: 41.5397
Epoch 474/500
231/231 [==============================] - 0s 51us/step - loss: 2779.1441 - mae: 43.3267 - val_loss: 2861.9966 - val_mae: 41.2893
Epoch 475/500
231/231 [==============================] - 0s 44us/step - loss: 2768.8141 - mae: 42.9994 - val_loss: 2855.7278 - val_mae: 41.3707
Epoch 476/500
231/231 [==============================] - 0s 44us/step - loss: 2769.9871 - mae: 43.1029 - val_loss: 2856.7007 - val_mae: 41.4126
Epoch 477/500
231/231 [==============================] - 0s 35us/step - loss: 2785.4800 - mae: 43.2078 - val_loss: 2858.1282 - val_mae: 41.5025
Epoch 478/500
231/231 [==============================] - 0s 35us/step - loss: 2775.2585 - mae: 43.2135 - val_loss: 2855.4131 - val_mae: 41.4441
Epoch 479/500
231/231 [==============================] - 0s 37us/step - loss: 2765.9334 - mae: 43.1509 - val_loss: 2854.2788 - val_mae: 41.3302
Epoch 480/500
231/231 [==============================] - 0s 29us/step - loss: 2764.9431 - mae: 43.1526 - val_loss: 2857.0522 - val_mae: 41.2683
Epoch 481/500
231/231 [==============================] - 0s 46us/step - loss: 2771.8708 - mae: 43.0560 - val_loss: 2857.9602 - val_mae: 41.2569
Epoch 482/500
231/231 [==============================] - 0s 54us/step - loss: 2763.1214 - mae: 43.0227 - val_loss: 2853.4307 - val_mae: 41.2694
Epoch 483/500
231/231 [==============================] - 0s 40us/step - loss: 2776.3068 - mae: 43.0659 - val_loss: 2855.2097 - val_mae: 41.4831
Epoch 484/500
231/231 [==============================] - 0s 32us/step - loss: 2762.6036 - mae: 43.1666 - val_loss: 2852.0393 - val_mae: 41.2705
Epoch 485/500
231/231 [==============================] - 0s 44us/step - loss: 2787.1425 - mae: 43.0693 - val_loss: 2856.4678 - val_mae: 41.5006
Epoch 486/500
231/231 [==============================] - 0s 61us/step - loss: 2789.4713 - mae: 43.1744 - val_loss: 2856.4609 - val_mae: 41.5047
Epoch 487/500
231/231 [==============================] - 0s 46us/step - loss: 2764.3947 - mae: 43.2013 - val_loss: 2853.6477 - val_mae: 41.2558
Epoch 488/500
231/231 [==============================] - 0s 48us/step - loss: 2781.6325 - mae: 43.2012 - val_loss: 2860.8286 - val_mae: 41.2321
Epoch 489/500
231/231 [==============================] - 0s 33us/step - loss: 2771.1952 - mae: 42.9792 - val_loss: 2853.4233 - val_mae: 41.3742
Epoch 490/500
231/231 [==============================] - 0s 40us/step - loss: 2781.2961 - mae: 43.2127 - val_loss: 2854.3293 - val_mae: 41.4491
Epoch 491/500
231/231 [==============================] - 0s 45us/step - loss: 2760.9699 - mae: 43.1568 - val_loss: 2852.4326 - val_mae: 41.2632
Epoch 492/500
231/231 [==============================] - 0s 43us/step - loss: 2761.2743 - mae: 43.0264 - val_loss: 2853.5081 - val_mae: 41.2476
Epoch 493/500
231/231 [==============================] - 0s 51us/step - loss: 2786.7155 - mae: 43.1652 - val_loss: 2852.0847 - val_mae: 41.3962
Epoch 494/500
231/231 [==============================] - 0s 38us/step - loss: 2757.2328 - mae: 43.1020 - val_loss: 2851.2917 - val_mae: 41.2694
Epoch 495/500
231/231 [==============================] - 0s 32us/step - loss: 2756.9186 - mae: 43.0009 - val_loss: 2851.1931 - val_mae: 41.3143
Epoch 496/500
231/231 [==============================] - 0s 49us/step - loss: 2765.0101 - mae: 43.1232 - val_loss: 2857.3203 - val_mae: 41.2268
Epoch 497/500
231/231 [==============================] - 0s 48us/step - loss: 2764.8066 - mae: 42.9534 - val_loss: 2852.9119 - val_mae: 41.3702
Epoch 498/500
231/231 [==============================] - 0s 64us/step - loss: 2755.2274 - mae: 43.0997 - val_loss: 2853.9436 - val_mae: 41.2546
Epoch 499/500
231/231 [==============================] - 0s 50us/step - loss: 2755.1533 - mae: 42.9961 - val_loss: 2854.9409 - val_mae: 41.2304
Epoch 500/500
231/231 [==============================] - 0s 40us/step - loss: 2776.9237 - mae: 43.0583 - val_loss: 2855.0811 - val_mae: 41.4340
133/133 [==============================] - 0s 37us/step

Optimizers:  <keras.optimizers.RMSprop object at 0x10a8eb250>
Epoch Sizes:  500
Neurons or Units:  256
['loss', 'mae']
[3154.563601386278, 45.59134292602539]

Model: "sequential_4"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_10 (Dense)             (None, 64)                704       
_________________________________________________________________
activation_7 (Activation)    (None, 64)                0         
_________________________________________________________________
dense_11 (Dense)             (None, 64)                4160      
_________________________________________________________________
activation_8 (Activation)    (None, 64)                0         
_________________________________________________________________
dense_12 (Dense)             (None, 1)                 65        
=================================================================
Total params: 4,929
Trainable params: 4,929
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/1000
231/231 [==============================] - 0s 556us/step - loss: 29779.7415 - mae: 154.4158 - val_loss: 29146.6973 - val_mae: 152.6863
Epoch 2/1000
231/231 [==============================] - 0s 28us/step - loss: 29754.0838 - mae: 154.3318 - val_loss: 29124.3672 - val_mae: 152.6121
Epoch 3/1000
231/231 [==============================] - 0s 26us/step - loss: 29731.3846 - mae: 154.2576 - val_loss: 29101.8398 - val_mae: 152.5379
Epoch 4/1000
231/231 [==============================] - 0s 30us/step - loss: 29708.0267 - mae: 154.1824 - val_loss: 29077.7949 - val_mae: 152.4593
Epoch 5/1000
231/231 [==============================] - 0s 28us/step - loss: 29683.2267 - mae: 154.1030 - val_loss: 29052.0488 - val_mae: 152.3755
Epoch 6/1000
231/231 [==============================] - 0s 24us/step - loss: 29656.6728 - mae: 154.0191 - val_loss: 29024.2637 - val_mae: 152.2853
Epoch 7/1000
231/231 [==============================] - 0s 37us/step - loss: 29627.9972 - mae: 153.9276 - val_loss: 28994.3770 - val_mae: 152.1887
Epoch 8/1000
231/231 [==============================] - 0s 25us/step - loss: 29597.0337 - mae: 153.8308 - val_loss: 28962.1758 - val_mae: 152.0848
Epoch 9/1000
231/231 [==============================] - 0s 24us/step - loss: 29563.7313 - mae: 153.7262 - val_loss: 28927.6387 - val_mae: 151.9735
Epoch 10/1000
231/231 [==============================] - 0s 21us/step - loss: 29528.1753 - mae: 153.6136 - val_loss: 28890.9316 - val_mae: 151.8553
Epoch 11/1000
231/231 [==============================] - 0s 29us/step - loss: 29490.1760 - mae: 153.4962 - val_loss: 28851.5254 - val_mae: 151.7284
Epoch 12/1000
231/231 [==============================] - 0s 30us/step - loss: 29449.5559 - mae: 153.3684 - val_loss: 28809.6191 - val_mae: 151.5937
Epoch 13/1000
231/231 [==============================] - 0s 23us/step - loss: 29406.6500 - mae: 153.2328 - val_loss: 28765.7129 - val_mae: 151.4525
Epoch 14/1000
231/231 [==============================] - 0s 22us/step - loss: 29361.1863 - mae: 153.0919 - val_loss: 28718.6543 - val_mae: 151.3015
Epoch 15/1000
231/231 [==============================] - 0s 28us/step - loss: 29312.6392 - mae: 152.9422 - val_loss: 28668.7832 - val_mae: 151.1415
Epoch 16/1000
231/231 [==============================] - 0s 26us/step - loss: 29261.8082 - mae: 152.7804 - val_loss: 28617.2031 - val_mae: 150.9757
Epoch 17/1000
231/231 [==============================] - 0s 33us/step - loss: 29208.3030 - mae: 152.6147 - val_loss: 28562.1406 - val_mae: 150.7991
Epoch 18/1000
231/231 [==============================] - 0s 25us/step - loss: 29151.8986 - mae: 152.4376 - val_loss: 28504.6250 - val_mae: 150.6143
Epoch 19/1000
231/231 [==============================] - 0s 32us/step - loss: 29092.9833 - mae: 152.2549 - val_loss: 28444.5352 - val_mae: 150.4209
Epoch 20/1000
231/231 [==============================] - 0s 33us/step - loss: 29031.0207 - mae: 152.0608 - val_loss: 28381.1719 - val_mae: 150.2171
Epoch 21/1000
231/231 [==============================] - 0s 25us/step - loss: 28965.7655 - mae: 151.8583 - val_loss: 28314.4473 - val_mae: 150.0025
Epoch 22/1000
231/231 [==============================] - 0s 25us/step - loss: 28897.3279 - mae: 151.6451 - val_loss: 28244.9375 - val_mae: 149.7786
Epoch 23/1000
231/231 [==============================] - 0s 32us/step - loss: 28826.4981 - mae: 151.4203 - val_loss: 28173.5469 - val_mae: 149.5482
Epoch 24/1000
231/231 [==============================] - 0s 22us/step - loss: 28752.7694 - mae: 151.1918 - val_loss: 28098.3867 - val_mae: 149.3058
Epoch 25/1000
231/231 [==============================] - 0s 32us/step - loss: 28676.5650 - mae: 150.9504 - val_loss: 28021.4902 - val_mae: 149.0568
Epoch 26/1000
231/231 [==============================] - 0s 24us/step - loss: 28597.1816 - mae: 150.7017 - val_loss: 27940.8125 - val_mae: 148.7957
Epoch 27/1000
231/231 [==============================] - 0s 22us/step - loss: 28514.2328 - mae: 150.4441 - val_loss: 27856.6250 - val_mae: 148.5229
Epoch 28/1000
231/231 [==============================] - 0s 42us/step - loss: 28427.5320 - mae: 150.1742 - val_loss: 27768.8242 - val_mae: 148.2382
Epoch 29/1000
231/231 [==============================] - 0s 31us/step - loss: 28338.0719 - mae: 149.8905 - val_loss: 27679.1738 - val_mae: 147.9469
Epoch 30/1000
231/231 [==============================] - 0s 28us/step - loss: 28245.4989 - mae: 149.6035 - val_loss: 27585.0801 - val_mae: 147.6410
Epoch 31/1000
231/231 [==============================] - 0s 28us/step - loss: 28149.2990 - mae: 149.2981 - val_loss: 27488.8418 - val_mae: 147.3274
Epoch 32/1000
231/231 [==============================] - 0s 27us/step - loss: 28050.6151 - mae: 148.9874 - val_loss: 27389.6680 - val_mae: 147.0033
Epoch 33/1000
231/231 [==============================] - 0s 30us/step - loss: 27949.0347 - mae: 148.6673 - val_loss: 27287.7148 - val_mae: 146.6694
Epoch 34/1000
231/231 [==============================] - 0s 25us/step - loss: 27844.4436 - mae: 148.3338 - val_loss: 27182.5820 - val_mae: 146.3247
Epoch 35/1000
231/231 [==============================] - 0s 35us/step - loss: 27736.4634 - mae: 147.9936 - val_loss: 27073.9824 - val_mae: 145.9682
Epoch 36/1000
231/231 [==============================] - 0s 21us/step - loss: 27625.2112 - mae: 147.6391 - val_loss: 26962.6582 - val_mae: 145.6017
Epoch 37/1000
231/231 [==============================] - 0s 33us/step - loss: 27511.2205 - mae: 147.2750 - val_loss: 26848.4922 - val_mae: 145.2250
Epoch 38/1000
231/231 [==============================] - 0s 25us/step - loss: 27394.1193 - mae: 146.8999 - val_loss: 26731.1250 - val_mae: 144.8370
Epoch 39/1000
231/231 [==============================] - 0s 36us/step - loss: 27274.1330 - mae: 146.5153 - val_loss: 26611.0781 - val_mae: 144.4390
Epoch 40/1000
231/231 [==============================] - 0s 40us/step - loss: 27150.4373 - mae: 146.1251 - val_loss: 26486.4941 - val_mae: 144.0252
Epoch 41/1000
231/231 [==============================] - 0s 30us/step - loss: 27022.9739 - mae: 145.7133 - val_loss: 26359.3906 - val_mae: 143.6019
Epoch 42/1000
231/231 [==============================] - 0s 34us/step - loss: 26892.3650 - mae: 145.2942 - val_loss: 26228.8145 - val_mae: 143.1658
Epoch 43/1000
231/231 [==============================] - 0s 26us/step - loss: 26758.9650 - mae: 144.8608 - val_loss: 26095.9844 - val_mae: 142.7204
Epoch 44/1000
231/231 [==============================] - 0s 37us/step - loss: 26622.3058 - mae: 144.4201 - val_loss: 25959.1562 - val_mae: 142.2608
Epoch 45/1000
231/231 [==============================] - 0s 27us/step - loss: 26482.1676 - mae: 143.9644 - val_loss: 25819.4609 - val_mae: 141.7900
Epoch 46/1000
231/231 [==============================] - 0s 34us/step - loss: 26339.0663 - mae: 143.4979 - val_loss: 25676.5117 - val_mae: 141.3071
Epoch 47/1000
231/231 [==============================] - 0s 34us/step - loss: 26192.9618 - mae: 143.0225 - val_loss: 25531.2227 - val_mae: 140.8137
Epoch 48/1000
231/231 [==============================] - 0s 34us/step - loss: 26043.9507 - mae: 142.5328 - val_loss: 25382.5234 - val_mae: 140.3074
Epoch 49/1000
231/231 [==============================] - 0s 34us/step - loss: 25891.2516 - mae: 142.0278 - val_loss: 25230.6211 - val_mae: 139.7884
Epoch 50/1000
231/231 [==============================] - 0s 38us/step - loss: 25735.5307 - mae: 141.5137 - val_loss: 25075.4961 - val_mae: 139.2568
Epoch 51/1000
231/231 [==============================] - 0s 26us/step - loss: 25576.2568 - mae: 140.9897 - val_loss: 24916.9902 - val_mae: 138.7118
Epoch 52/1000
231/231 [==============================] - 0s 23us/step - loss: 25414.8766 - mae: 140.4409 - val_loss: 24757.3516 - val_mae: 138.1604
Epoch 53/1000
231/231 [==============================] - 0s 31us/step - loss: 25249.5527 - mae: 139.9088 - val_loss: 24590.8320 - val_mae: 137.5833
Epoch 54/1000
231/231 [==============================] - 0s 30us/step - loss: 25079.6424 - mae: 139.3294 - val_loss: 24424.0352 - val_mae: 137.0027
Epoch 55/1000
231/231 [==============================] - 0s 35us/step - loss: 24908.7754 - mae: 138.7573 - val_loss: 24254.6680 - val_mae: 136.4103
Epoch 56/1000
231/231 [==============================] - 0s 40us/step - loss: 24734.5095 - mae: 138.1689 - val_loss: 24081.3223 - val_mae: 135.8021
Epoch 57/1000
231/231 [==============================] - 0s 42us/step - loss: 24556.6698 - mae: 137.5674 - val_loss: 23904.7168 - val_mae: 135.1797
Epoch 58/1000
231/231 [==============================] - 0s 36us/step - loss: 24376.0648 - mae: 136.9544 - val_loss: 23726.2383 - val_mae: 134.5472
Epoch 59/1000
231/231 [==============================] - 0s 27us/step - loss: 24192.7143 - mae: 136.3227 - val_loss: 23544.3301 - val_mae: 133.9004
Epoch 60/1000
231/231 [==============================] - 0s 31us/step - loss: 24005.7699 - mae: 135.6880 - val_loss: 23358.8965 - val_mae: 133.2377
Epoch 61/1000
231/231 [==============================] - 0s 40us/step - loss: 23815.2254 - mae: 135.0321 - val_loss: 23170.2969 - val_mae: 132.5607
Epoch 62/1000
231/231 [==============================] - 0s 32us/step - loss: 23623.0891 - mae: 134.3538 - val_loss: 22981.5586 - val_mae: 131.8791
Epoch 63/1000
231/231 [==============================] - 0s 33us/step - loss: 23428.1072 - mae: 133.6817 - val_loss: 22787.9883 - val_mae: 131.1778
Epoch 64/1000
231/231 [==============================] - 0s 35us/step - loss: 23230.1885 - mae: 132.9881 - val_loss: 22592.5469 - val_mae: 130.4645
Epoch 65/1000
231/231 [==============================] - 0s 24us/step - loss: 23027.8806 - mae: 132.2875 - val_loss: 22390.6055 - val_mae: 129.7248
Epoch 66/1000
231/231 [==============================] - 0s 20us/step - loss: 22821.1548 - mae: 131.5518 - val_loss: 22188.7578 - val_mae: 128.9808
Epoch 67/1000
231/231 [==============================] - 0s 28us/step - loss: 22614.8785 - mae: 130.8180 - val_loss: 21985.6895 - val_mae: 128.2272
Epoch 68/1000
231/231 [==============================] - 0s 38us/step - loss: 22405.9502 - mae: 130.0719 - val_loss: 21779.3438 - val_mae: 127.4573
Epoch 69/1000
231/231 [==============================] - 0s 28us/step - loss: 22193.8838 - mae: 129.3051 - val_loss: 21570.4824 - val_mae: 126.6737
Epoch 70/1000
231/231 [==============================] - 0s 25us/step - loss: 21980.9349 - mae: 128.5285 - val_loss: 21360.9961 - val_mae: 125.8825
Epoch 71/1000
231/231 [==============================] - 0s 31us/step - loss: 21763.8027 - mae: 127.7515 - val_loss: 21146.2637 - val_mae: 125.0666
Epoch 72/1000
231/231 [==============================] - 0s 29us/step - loss: 21542.8624 - mae: 126.9409 - val_loss: 20927.3672 - val_mae: 124.2308
Epoch 73/1000
231/231 [==============================] - 0s 29us/step - loss: 21318.0896 - mae: 126.1147 - val_loss: 20708.3672 - val_mae: 123.3879
Epoch 74/1000
231/231 [==============================] - 0s 27us/step - loss: 21093.3553 - mae: 125.2735 - val_loss: 20487.6172 - val_mae: 122.5329
Epoch 75/1000
231/231 [==============================] - 0s 32us/step - loss: 20865.1692 - mae: 124.4360 - val_loss: 20262.2227 - val_mae: 121.6541
Epoch 76/1000
231/231 [==============================] - 0s 39us/step - loss: 20633.4376 - mae: 123.5659 - val_loss: 20034.9141 - val_mae: 120.7619
Epoch 77/1000
231/231 [==============================] - 0s 22us/step - loss: 20400.7781 - mae: 122.6801 - val_loss: 19808.0879 - val_mae: 119.8637
Epoch 78/1000
231/231 [==============================] - 0s 24us/step - loss: 20166.7892 - mae: 121.8001 - val_loss: 19577.6172 - val_mae: 118.9452
Epoch 79/1000
231/231 [==============================] - 0s 31us/step - loss: 19929.9098 - mae: 120.8826 - val_loss: 19346.0742 - val_mae: 118.0151
Epoch 80/1000
231/231 [==============================] - 0s 43us/step - loss: 19692.0884 - mae: 119.9568 - val_loss: 19113.4023 - val_mae: 117.0738
Epoch 81/1000
231/231 [==============================] - 0s 27us/step - loss: 19451.1463 - mae: 119.0419 - val_loss: 18876.5605 - val_mae: 116.1082
Epoch 82/1000
231/231 [==============================] - 0s 38us/step - loss: 19208.3234 - mae: 118.0697 - val_loss: 18640.2324 - val_mae: 115.1363
Epoch 83/1000
231/231 [==============================] - 0s 34us/step - loss: 18963.3068 - mae: 117.1224 - val_loss: 18399.2852 - val_mae: 114.1372
Epoch 84/1000
231/231 [==============================] - 0s 27us/step - loss: 18717.9583 - mae: 116.1152 - val_loss: 18161.3066 - val_mae: 113.1421
Epoch 85/1000
231/231 [==============================] - 0s 29us/step - loss: 18469.6237 - mae: 115.1421 - val_loss: 17917.3105 - val_mae: 112.1135
Epoch 86/1000
231/231 [==============================] - 0s 40us/step - loss: 18218.4240 - mae: 114.1275 - val_loss: 17672.8887 - val_mae: 111.0739
Epoch 87/1000
231/231 [==============================] - 0s 39us/step - loss: 17967.4703 - mae: 113.0970 - val_loss: 17428.7617 - val_mae: 110.0256
Epoch 88/1000
231/231 [==============================] - 0s 36us/step - loss: 17714.0261 - mae: 112.0600 - val_loss: 17181.1582 - val_mae: 108.9524
Epoch 89/1000
231/231 [==============================] - 0s 29us/step - loss: 17459.2423 - mae: 110.9997 - val_loss: 16933.9551 - val_mae: 107.8697
Epoch 90/1000
231/231 [==============================] - 0s 33us/step - loss: 17202.6025 - mae: 109.9392 - val_loss: 16682.9102 - val_mae: 106.7608
Epoch 91/1000
231/231 [==============================] - 0s 40us/step - loss: 16943.0016 - mae: 108.8527 - val_loss: 16428.5645 - val_mae: 105.6259
Epoch 92/1000
231/231 [==============================] - 0s 48us/step - loss: 16679.3680 - mae: 107.7297 - val_loss: 16172.4473 - val_mae: 104.4706
Epoch 93/1000
231/231 [==============================] - 0s 38us/step - loss: 16415.8082 - mae: 106.5882 - val_loss: 15918.5957 - val_mae: 103.3168
Epoch 94/1000
231/231 [==============================] - 0s 31us/step - loss: 16153.0782 - mae: 105.4717 - val_loss: 15663.7686 - val_mae: 102.1722
Epoch 95/1000
231/231 [==============================] - 0s 29us/step - loss: 15888.2708 - mae: 104.3299 - val_loss: 15405.8730 - val_mae: 101.0014
Epoch 96/1000
231/231 [==============================] - 0s 27us/step - loss: 15622.5666 - mae: 103.1666 - val_loss: 15151.5615 - val_mae: 99.8324
Epoch 97/1000
231/231 [==============================] - 0s 24us/step - loss: 15358.6396 - mae: 102.0094 - val_loss: 14895.6992 - val_mae: 98.6862
Epoch 98/1000
231/231 [==============================] - 0s 33us/step - loss: 15092.5806 - mae: 100.8190 - val_loss: 14638.3340 - val_mae: 97.5353
Epoch 99/1000
231/231 [==============================] - 0s 22us/step - loss: 14826.6264 - mae: 99.6362 - val_loss: 14382.7490 - val_mae: 96.3775
Epoch 100/1000
231/231 [==============================] - 0s 24us/step - loss: 14561.6823 - mae: 98.4640 - val_loss: 14127.2812 - val_mae: 95.2060
Epoch 101/1000
231/231 [==============================] - 0s 22us/step - loss: 14295.8032 - mae: 97.2825 - val_loss: 13871.4668 - val_mae: 94.0167
Epoch 102/1000
231/231 [==============================] - 0s 27us/step - loss: 14031.5383 - mae: 96.0713 - val_loss: 13618.0781 - val_mae: 92.8223
Epoch 103/1000
231/231 [==============================] - 0s 42us/step - loss: 13767.2756 - mae: 94.9015 - val_loss: 13363.4844 - val_mae: 91.6336
Epoch 104/1000
231/231 [==============================] - 0s 39us/step - loss: 13500.2305 - mae: 93.7071 - val_loss: 13104.8545 - val_mae: 90.4121
Epoch 105/1000
231/231 [==============================] - 0s 33us/step - loss: 13235.0971 - mae: 92.4741 - val_loss: 12855.1738 - val_mae: 89.2154
Epoch 106/1000
231/231 [==============================] - 0s 29us/step - loss: 12973.5054 - mae: 91.3098 - val_loss: 12602.3955 - val_mae: 87.9836
Epoch 107/1000
231/231 [==============================] - 0s 42us/step - loss: 12709.3519 - mae: 90.1018 - val_loss: 12350.2686 - val_mae: 86.7357
Epoch 108/1000
231/231 [==============================] - 0s 27us/step - loss: 12446.7399 - mae: 88.9052 - val_loss: 12100.3945 - val_mae: 85.4808
Epoch 109/1000
231/231 [==============================] - 0s 31us/step - loss: 12185.9597 - mae: 87.7069 - val_loss: 11851.1338 - val_mae: 84.2076
Epoch 110/1000
231/231 [==============================] - 0s 22us/step - loss: 11924.4908 - mae: 86.5106 - val_loss: 11601.7598 - val_mae: 82.9342
Epoch 111/1000
231/231 [==============================] - 0s 23us/step - loss: 11665.9329 - mae: 85.2841 - val_loss: 11357.0039 - val_mae: 81.6852
Epoch 112/1000
231/231 [==============================] - 0s 28us/step - loss: 11408.3641 - mae: 84.1433 - val_loss: 11110.9248 - val_mae: 80.4526
Epoch 113/1000
231/231 [==============================] - 0s 24us/step - loss: 11150.3324 - mae: 82.9257 - val_loss: 10866.6846 - val_mae: 79.2058
Epoch 114/1000
231/231 [==============================] - 0s 37us/step - loss: 10894.2117 - mae: 81.7194 - val_loss: 10624.3398 - val_mae: 77.9443
Epoch 115/1000
231/231 [==============================] - 0s 31us/step - loss: 10639.1191 - mae: 80.5005 - val_loss: 10382.4170 - val_mae: 76.6968
Epoch 116/1000
231/231 [==============================] - 0s 30us/step - loss: 10386.0865 - mae: 79.3027 - val_loss: 10146.0840 - val_mae: 75.4940
Epoch 117/1000
231/231 [==============================] - 0s 38us/step - loss: 10138.1117 - mae: 78.0752 - val_loss: 9911.8135 - val_mae: 74.3618
Epoch 118/1000
231/231 [==============================] - 0s 26us/step - loss: 9891.8658 - mae: 76.9285 - val_loss: 9681.8291 - val_mae: 73.2840
Epoch 119/1000
231/231 [==============================] - 0s 29us/step - loss: 9649.8305 - mae: 75.7823 - val_loss: 9454.8857 - val_mae: 72.2922
Epoch 120/1000
231/231 [==============================] - 0s 35us/step - loss: 9408.3497 - mae: 74.6785 - val_loss: 9227.1074 - val_mae: 71.2832
Epoch 121/1000
231/231 [==============================] - 0s 26us/step - loss: 9171.4596 - mae: 73.5479 - val_loss: 9008.4219 - val_mae: 70.2904
Epoch 122/1000
231/231 [==============================] - 0s 36us/step - loss: 8937.2888 - mae: 72.4590 - val_loss: 8788.7139 - val_mae: 69.2833
Epoch 123/1000
231/231 [==============================] - 0s 28us/step - loss: 8704.8596 - mae: 71.3456 - val_loss: 8573.2217 - val_mae: 68.3240
Epoch 124/1000
231/231 [==============================] - 0s 36us/step - loss: 8480.6111 - mae: 70.2496 - val_loss: 8367.6602 - val_mae: 67.3856
Epoch 125/1000
231/231 [==============================] - 0s 26us/step - loss: 8255.8920 - mae: 69.2117 - val_loss: 8154.9229 - val_mae: 66.3881
Epoch 126/1000
231/231 [==============================] - 0s 34us/step - loss: 8032.0820 - mae: 68.0786 - val_loss: 7953.5220 - val_mae: 65.4433
Epoch 127/1000
231/231 [==============================] - 0s 32us/step - loss: 7816.5905 - mae: 67.1054 - val_loss: 7754.7847 - val_mae: 64.4982
Epoch 128/1000
231/231 [==============================] - 0s 26us/step - loss: 7604.0030 - mae: 66.0835 - val_loss: 7559.5991 - val_mae: 63.5751
Epoch 129/1000
231/231 [==============================] - 0s 23us/step - loss: 7396.8214 - mae: 65.1048 - val_loss: 7371.5293 - val_mae: 62.7216
Epoch 130/1000
231/231 [==============================] - 0s 29us/step - loss: 7193.5825 - mae: 64.1513 - val_loss: 7186.0752 - val_mae: 61.9136
Epoch 131/1000
231/231 [==============================] - 0s 44us/step - loss: 6993.9785 - mae: 63.2869 - val_loss: 7005.0518 - val_mae: 61.1441
Epoch 132/1000
231/231 [==============================] - 0s 42us/step - loss: 6797.5928 - mae: 62.4049 - val_loss: 6824.3281 - val_mae: 60.4107
Epoch 133/1000
231/231 [==============================] - 0s 40us/step - loss: 6603.9415 - mae: 61.5606 - val_loss: 6654.6548 - val_mae: 59.8406
Epoch 134/1000
231/231 [==============================] - 0s 39us/step - loss: 6419.0789 - mae: 60.7676 - val_loss: 6487.8145 - val_mae: 59.3403
Epoch 135/1000
231/231 [==============================] - 0s 22us/step - loss: 6239.2295 - mae: 59.9952 - val_loss: 6329.6367 - val_mae: 58.9202
Epoch 136/1000
231/231 [==============================] - 0s 31us/step - loss: 6065.8349 - mae: 59.3084 - val_loss: 6175.9658 - val_mae: 58.5658
Epoch 137/1000
231/231 [==============================] - 0s 27us/step - loss: 5898.4003 - mae: 58.6554 - val_loss: 6029.3057 - val_mae: 58.2131
Epoch 138/1000
231/231 [==============================] - 0s 35us/step - loss: 5736.4413 - mae: 58.0122 - val_loss: 5883.1499 - val_mae: 57.8527
Epoch 139/1000
231/231 [==============================] - 0s 24us/step - loss: 5576.2374 - mae: 57.4279 - val_loss: 5748.4419 - val_mae: 57.5594
Epoch 140/1000
231/231 [==============================] - 0s 50us/step - loss: 5427.0472 - mae: 56.8810 - val_loss: 5619.2114 - val_mae: 57.2664
Epoch 141/1000
231/231 [==============================] - 0s 21us/step - loss: 5284.4518 - mae: 56.3730 - val_loss: 5498.4150 - val_mae: 56.9859
Epoch 142/1000
231/231 [==============================] - 0s 29us/step - loss: 5147.3483 - mae: 55.8612 - val_loss: 5379.9253 - val_mae: 56.7381
Epoch 143/1000
231/231 [==============================] - 0s 22us/step - loss: 5015.5958 - mae: 55.4096 - val_loss: 5270.7012 - val_mae: 56.5730
Epoch 144/1000
231/231 [==============================] - 0s 26us/step - loss: 4891.2923 - mae: 54.9936 - val_loss: 5166.3755 - val_mae: 56.4082
Epoch 145/1000
231/231 [==============================] - 0s 28us/step - loss: 4771.7711 - mae: 54.5911 - val_loss: 5066.5337 - val_mae: 56.2379
Epoch 146/1000
231/231 [==============================] - 0s 22us/step - loss: 4657.8809 - mae: 54.2217 - val_loss: 4975.2700 - val_mae: 56.0721
Epoch 147/1000
231/231 [==============================] - 0s 23us/step - loss: 4552.7790 - mae: 53.8599 - val_loss: 4891.7847 - val_mae: 55.9076
Epoch 148/1000
231/231 [==============================] - 0s 30us/step - loss: 4454.6915 - mae: 53.5659 - val_loss: 4814.0298 - val_mae: 55.7646
Epoch 149/1000
231/231 [==============================] - 0s 36us/step - loss: 4363.8496 - mae: 53.3063 - val_loss: 4743.6274 - val_mae: 55.6770
Epoch 150/1000
231/231 [==============================] - 0s 37us/step - loss: 4280.3851 - mae: 53.0800 - val_loss: 4679.3325 - val_mae: 55.6382
Epoch 151/1000
231/231 [==============================] - 0s 39us/step - loss: 4202.5964 - mae: 52.8370 - val_loss: 4620.7715 - val_mae: 55.6302
Epoch 152/1000
231/231 [==============================] - 0s 24us/step - loss: 4131.8093 - mae: 52.6305 - val_loss: 4564.6743 - val_mae: 55.6398
Epoch 153/1000
231/231 [==============================] - 0s 26us/step - loss: 4060.9039 - mae: 52.4529 - val_loss: 4516.8320 - val_mae: 55.6756
Epoch 154/1000
231/231 [==============================] - 0s 32us/step - loss: 3999.3337 - mae: 52.3238 - val_loss: 4476.9258 - val_mae: 55.7024
Epoch 155/1000
231/231 [==============================] - 0s 24us/step - loss: 3949.0728 - mae: 52.2370 - val_loss: 4443.8853 - val_mae: 55.7256
Epoch 156/1000
231/231 [==============================] - 0s 32us/step - loss: 3903.1050 - mae: 52.0973 - val_loss: 4414.2871 - val_mae: 55.7475
Epoch 157/1000
231/231 [==============================] - 0s 26us/step - loss: 3861.7947 - mae: 51.9873 - val_loss: 4388.7949 - val_mae: 55.7689
Epoch 158/1000
231/231 [==============================] - 0s 21us/step - loss: 3825.3547 - mae: 51.9200 - val_loss: 4368.7529 - val_mae: 55.7832
Epoch 159/1000
231/231 [==============================] - 0s 44us/step - loss: 3794.1238 - mae: 51.7974 - val_loss: 4352.5264 - val_mae: 55.7989
Epoch 160/1000
231/231 [==============================] - 0s 27us/step - loss: 3767.7006 - mae: 51.7599 - val_loss: 4339.2510 - val_mae: 55.7990
Epoch 161/1000
231/231 [==============================] - 0s 27us/step - loss: 3745.8227 - mae: 51.6976 - val_loss: 4327.9482 - val_mae: 55.8058
Epoch 162/1000
231/231 [==============================] - 0s 22us/step - loss: 3724.0661 - mae: 51.6993 - val_loss: 4319.6040 - val_mae: 55.7902
Epoch 163/1000
231/231 [==============================] - 0s 31us/step - loss: 3709.9176 - mae: 51.6603 - val_loss: 4312.9165 - val_mae: 55.7689
Epoch 164/1000
231/231 [==============================] - 0s 31us/step - loss: 3695.7240 - mae: 51.6136 - val_loss: 4306.2651 - val_mae: 55.7395
Epoch 165/1000
231/231 [==============================] - 0s 25us/step - loss: 3701.2586 - mae: 51.6436 - val_loss: 4299.1699 - val_mae: 55.6860
Epoch 166/1000
231/231 [==============================] - 0s 23us/step - loss: 3674.0379 - mae: 51.4565 - val_loss: 4294.0566 - val_mae: 55.6760
Epoch 167/1000
231/231 [==============================] - 0s 43us/step - loss: 3660.9353 - mae: 51.4122 - val_loss: 4289.4995 - val_mae: 55.6660
Epoch 168/1000
231/231 [==============================] - 0s 26us/step - loss: 3650.5502 - mae: 51.3713 - val_loss: 4284.4927 - val_mae: 55.6641
Epoch 169/1000
231/231 [==============================] - 0s 34us/step - loss: 3640.1892 - mae: 51.3269 - val_loss: 4278.3042 - val_mae: 55.6325
Epoch 170/1000
231/231 [==============================] - 0s 32us/step - loss: 3631.2520 - mae: 51.2765 - val_loss: 4271.7808 - val_mae: 55.5917
Epoch 171/1000
231/231 [==============================] - 0s 34us/step - loss: 3622.3933 - mae: 51.2288 - val_loss: 4263.5425 - val_mae: 55.5238
Epoch 172/1000
231/231 [==============================] - 0s 29us/step - loss: 3616.9619 - mae: 51.1885 - val_loss: 4254.3330 - val_mae: 55.4329
Epoch 173/1000
231/231 [==============================] - 0s 27us/step - loss: 3608.2401 - mae: 51.1059 - val_loss: 4245.1055 - val_mae: 55.3497
Epoch 174/1000
231/231 [==============================] - 0s 30us/step - loss: 3607.1503 - mae: 51.0244 - val_loss: 4242.3579 - val_mae: 55.3782
Epoch 175/1000
231/231 [==============================] - 0s 25us/step - loss: 3588.2496 - mae: 50.9732 - val_loss: 4236.2344 - val_mae: 55.3414
Epoch 176/1000
231/231 [==============================] - 0s 29us/step - loss: 3579.4324 - mae: 50.9294 - val_loss: 4227.3672 - val_mae: 55.2541
Epoch 177/1000
231/231 [==============================] - 0s 23us/step - loss: 3571.2358 - mae: 50.8328 - val_loss: 4220.6123 - val_mae: 55.2105
Epoch 178/1000
231/231 [==============================] - 0s 33us/step - loss: 3565.4927 - mae: 50.7863 - val_loss: 4215.9180 - val_mae: 55.1896
Epoch 179/1000
231/231 [==============================] - 0s 32us/step - loss: 3562.7916 - mae: 50.7586 - val_loss: 4211.1206 - val_mae: 55.1695
Epoch 180/1000
231/231 [==============================] - 0s 26us/step - loss: 3546.8313 - mae: 50.6843 - val_loss: 4202.8389 - val_mae: 55.0869
Epoch 181/1000
231/231 [==============================] - 0s 30us/step - loss: 3537.3204 - mae: 50.6258 - val_loss: 4191.2290 - val_mae: 54.9553
Epoch 182/1000
231/231 [==============================] - 0s 37us/step - loss: 3529.6150 - mae: 50.5308 - val_loss: 4180.2256 - val_mae: 54.8337
Epoch 183/1000
231/231 [==============================] - 0s 29us/step - loss: 3524.0771 - mae: 50.4597 - val_loss: 4168.5679 - val_mae: 54.6884
Epoch 184/1000
231/231 [==============================] - 0s 26us/step - loss: 3514.7402 - mae: 50.3496 - val_loss: 4166.3130 - val_mae: 54.7141
Epoch 185/1000
231/231 [==============================] - 0s 19us/step - loss: 3505.2248 - mae: 50.3392 - val_loss: 4154.7378 - val_mae: 54.5762
Epoch 186/1000
231/231 [==============================] - 0s 30us/step - loss: 3497.6968 - mae: 50.2188 - val_loss: 4151.2812 - val_mae: 54.5801
Epoch 187/1000
231/231 [==============================] - 0s 32us/step - loss: 3496.5851 - mae: 50.1816 - val_loss: 4147.2119 - val_mae: 54.5642
Epoch 188/1000
231/231 [==============================] - 0s 22us/step - loss: 3479.9073 - mae: 50.1361 - val_loss: 4134.7852 - val_mae: 54.4117
Epoch 189/1000
231/231 [==============================] - 0s 21us/step - loss: 3472.9274 - mae: 50.0327 - val_loss: 4128.7129 - val_mae: 54.3634
Epoch 190/1000
231/231 [==============================] - 0s 27us/step - loss: 3464.4786 - mae: 49.9893 - val_loss: 4117.5186 - val_mae: 54.2231
Epoch 191/1000
231/231 [==============================] - 0s 26us/step - loss: 3456.5959 - mae: 49.8783 - val_loss: 4112.6743 - val_mae: 54.1972
Epoch 192/1000
231/231 [==============================] - 0s 48us/step - loss: 3460.9123 - mae: 49.8790 - val_loss: 4109.0171 - val_mae: 54.1814
Epoch 193/1000
231/231 [==============================] - 0s 31us/step - loss: 3448.4928 - mae: 49.8380 - val_loss: 4104.2471 - val_mae: 54.1425
Epoch 194/1000
231/231 [==============================] - 0s 50us/step - loss: 3439.3079 - mae: 49.7733 - val_loss: 4096.9087 - val_mae: 54.0774
Epoch 195/1000
231/231 [==============================] - 0s 25us/step - loss: 3430.8750 - mae: 49.6757 - val_loss: 4089.1670 - val_mae: 53.9992
Epoch 196/1000
231/231 [==============================] - 0s 21us/step - loss: 3420.5650 - mae: 49.6170 - val_loss: 4076.5864 - val_mae: 53.8413
Epoch 197/1000
231/231 [==============================] - 0s 26us/step - loss: 3417.1139 - mae: 49.5540 - val_loss: 4062.9722 - val_mae: 53.6628
Epoch 198/1000
231/231 [==============================] - 0s 35us/step - loss: 3407.1386 - mae: 49.4242 - val_loss: 4058.1343 - val_mae: 53.6379
Epoch 199/1000
231/231 [==============================] - 0s 35us/step - loss: 3401.2694 - mae: 49.4209 - val_loss: 4047.0398 - val_mae: 53.4948
Epoch 200/1000
231/231 [==============================] - 0s 25us/step - loss: 3393.6811 - mae: 49.2923 - val_loss: 4041.8899 - val_mae: 53.4648
Epoch 201/1000
231/231 [==============================] - 0s 34us/step - loss: 3386.4010 - mae: 49.2517 - val_loss: 4036.0139 - val_mae: 53.4084
Epoch 202/1000
231/231 [==============================] - 0s 30us/step - loss: 3379.2102 - mae: 49.1985 - val_loss: 4027.7556 - val_mae: 53.3145
Epoch 203/1000
231/231 [==============================] - 0s 30us/step - loss: 3379.9029 - mae: 49.2359 - val_loss: 4014.2754 - val_mae: 53.1226
Epoch 204/1000
231/231 [==============================] - 0s 38us/step - loss: 3366.0254 - mae: 49.0446 - val_loss: 4007.2466 - val_mae: 53.0549
Epoch 205/1000
231/231 [==============================] - 0s 46us/step - loss: 3359.3750 - mae: 48.9696 - val_loss: 4003.3931 - val_mae: 53.0478
Epoch 206/1000
231/231 [==============================] - 0s 26us/step - loss: 3352.2078 - mae: 48.9232 - val_loss: 3995.3179 - val_mae: 52.9609
Epoch 207/1000
231/231 [==============================] - 0s 35us/step - loss: 3345.9631 - mae: 48.8485 - val_loss: 3984.0144 - val_mae: 52.8030
Epoch 208/1000
231/231 [==============================] - 0s 30us/step - loss: 3356.7611 - mae: 49.0334 - val_loss: 3974.8875 - val_mae: 52.6888
Epoch 209/1000
231/231 [==============================] - 0s 30us/step - loss: 3336.7467 - mae: 48.7741 - val_loss: 3967.4739 - val_mae: 52.6027
Epoch 210/1000
231/231 [==============================] - 0s 33us/step - loss: 3334.6599 - mae: 48.6957 - val_loss: 3966.7961 - val_mae: 52.6569
Epoch 211/1000
231/231 [==============================] - 0s 34us/step - loss: 3328.9822 - mae: 48.6502 - val_loss: 3964.4495 - val_mae: 52.6677
Epoch 212/1000
231/231 [==============================] - 0s 22us/step - loss: 3323.0009 - mae: 48.5952 - val_loss: 3959.8721 - val_mae: 52.6364
Epoch 213/1000
231/231 [==============================] - 0s 22us/step - loss: 3311.7180 - mae: 48.5443 - val_loss: 3950.3311 - val_mae: 52.5069
Epoch 214/1000
231/231 [==============================] - 0s 28us/step - loss: 3308.2571 - mae: 48.5029 - val_loss: 3945.2673 - val_mae: 52.4590
Epoch 215/1000
231/231 [==============================] - 0s 32us/step - loss: 3301.2953 - mae: 48.4341 - val_loss: 3934.4734 - val_mae: 52.3084
Epoch 216/1000
231/231 [==============================] - 0s 40us/step - loss: 3295.6172 - mae: 48.3640 - val_loss: 3927.7947 - val_mae: 52.2304
Epoch 217/1000
231/231 [==============================] - 0s 44us/step - loss: 3292.6479 - mae: 48.3342 - val_loss: 3924.4866 - val_mae: 52.2225
Epoch 218/1000
231/231 [==============================] - 0s 23us/step - loss: 3290.8510 - mae: 48.3178 - val_loss: 3910.6440 - val_mae: 52.0086
Epoch 219/1000
231/231 [==============================] - 0s 33us/step - loss: 3292.3634 - mae: 48.3159 - val_loss: 3900.9238 - val_mae: 51.8785
Epoch 220/1000
231/231 [==============================] - 0s 33us/step - loss: 3275.7399 - mae: 48.1533 - val_loss: 3894.9399 - val_mae: 51.8311
Epoch 221/1000
231/231 [==============================] - 0s 32us/step - loss: 3270.9254 - mae: 48.0853 - val_loss: 3888.7913 - val_mae: 51.7695
Epoch 222/1000
231/231 [==============================] - 0s 33us/step - loss: 3267.5466 - mae: 48.0434 - val_loss: 3880.4404 - val_mae: 51.6689
Epoch 223/1000
231/231 [==============================] - 0s 23us/step - loss: 3260.3429 - mae: 47.9949 - val_loss: 3875.7080 - val_mae: 51.6426
Epoch 224/1000
231/231 [==============================] - 0s 27us/step - loss: 3262.5491 - mae: 48.0199 - val_loss: 3874.5713 - val_mae: 51.6804
Epoch 225/1000
231/231 [==============================] - 0s 22us/step - loss: 3251.8873 - mae: 47.9003 - val_loss: 3868.4268 - val_mae: 51.6228
Epoch 226/1000
231/231 [==============================] - 0s 42us/step - loss: 3246.1066 - mae: 47.8690 - val_loss: 3860.3735 - val_mae: 51.5202
Epoch 227/1000
231/231 [==============================] - 0s 64us/step - loss: 3257.0527 - mae: 47.8516 - val_loss: 3855.9353 - val_mae: 51.4978
Epoch 228/1000
231/231 [==============================] - 0s 45us/step - loss: 3259.7823 - mae: 47.8655 - val_loss: 3850.3762 - val_mae: 51.4558
Epoch 229/1000
231/231 [==============================] - 0s 30us/step - loss: 3239.3300 - mae: 47.7996 - val_loss: 3837.5474 - val_mae: 51.2736
Epoch 230/1000
231/231 [==============================] - 0s 39us/step - loss: 3233.2964 - mae: 47.7221 - val_loss: 3833.3481 - val_mae: 51.2545
Epoch 231/1000
231/231 [==============================] - 0s 45us/step - loss: 3224.2583 - mae: 47.6494 - val_loss: 3824.9138 - val_mae: 51.1454
Epoch 232/1000
231/231 [==============================] - 0s 29us/step - loss: 3230.6925 - mae: 47.6723 - val_loss: 3821.7732 - val_mae: 51.1367
Epoch 233/1000
231/231 [==============================] - 0s 31us/step - loss: 3216.2594 - mae: 47.5682 - val_loss: 3812.3428 - val_mae: 51.0207
Epoch 234/1000
231/231 [==============================] - 0s 23us/step - loss: 3213.5572 - mae: 47.5132 - val_loss: 3807.0857 - val_mae: 50.9766
Epoch 235/1000
231/231 [==============================] - 0s 49us/step - loss: 3207.8286 - mae: 47.4846 - val_loss: 3799.3665 - val_mae: 50.8815
Epoch 236/1000
231/231 [==============================] - 0s 42us/step - loss: 3204.3886 - mae: 47.4372 - val_loss: 3793.4856 - val_mae: 50.8150
Epoch 237/1000
231/231 [==============================] - 0s 43us/step - loss: 3205.1336 - mae: 47.4032 - val_loss: 3789.7251 - val_mae: 50.7952
Epoch 238/1000
231/231 [==============================] - 0s 26us/step - loss: 3197.3086 - mae: 47.3835 - val_loss: 3777.7200 - val_mae: 50.6409
Epoch 239/1000
231/231 [==============================] - 0s 36us/step - loss: 3194.6525 - mae: 47.3104 - val_loss: 3774.3347 - val_mae: 50.6277
Epoch 240/1000
231/231 [==============================] - 0s 28us/step - loss: 3188.3946 - mae: 47.2669 - val_loss: 3768.1292 - val_mae: 50.5663
Epoch 241/1000
231/231 [==============================] - 0s 44us/step - loss: 3183.5642 - mae: 47.2365 - val_loss: 3760.2234 - val_mae: 50.4826
Epoch 242/1000
231/231 [==============================] - 0s 33us/step - loss: 3180.0470 - mae: 47.1835 - val_loss: 3754.0029 - val_mae: 50.4258
Epoch 243/1000
231/231 [==============================] - 0s 46us/step - loss: 3182.9673 - mae: 47.1820 - val_loss: 3750.6062 - val_mae: 50.4063
Epoch 244/1000
231/231 [==============================] - 0s 37us/step - loss: 3182.2457 - mae: 47.2219 - val_loss: 3736.5122 - val_mae: 50.2267
Epoch 245/1000
231/231 [==============================] - 0s 23us/step - loss: 3167.9536 - mae: 47.0605 - val_loss: 3729.1528 - val_mae: 50.1475
Epoch 246/1000
231/231 [==============================] - 0s 39us/step - loss: 3164.0484 - mae: 47.0179 - val_loss: 3724.6113 - val_mae: 50.1205
Epoch 247/1000
231/231 [==============================] - 0s 32us/step - loss: 3164.0691 - mae: 47.0028 - val_loss: 3721.3982 - val_mae: 50.1085
Epoch 248/1000
231/231 [==============================] - 0s 29us/step - loss: 3164.4829 - mae: 47.0232 - val_loss: 3708.7532 - val_mae: 49.9415
Epoch 249/1000
231/231 [==============================] - 0s 33us/step - loss: 3156.0633 - mae: 46.9289 - val_loss: 3706.1797 - val_mae: 49.9508
Epoch 250/1000
231/231 [==============================] - 0s 35us/step - loss: 3150.4074 - mae: 46.9124 - val_loss: 3696.7344 - val_mae: 49.8341
Epoch 251/1000
231/231 [==============================] - 0s 41us/step - loss: 3148.2026 - mae: 46.8500 - val_loss: 3693.6628 - val_mae: 49.8300
Epoch 252/1000
231/231 [==============================] - 0s 22us/step - loss: 3148.0868 - mae: 46.8997 - val_loss: 3682.8567 - val_mae: 49.6811
Epoch 253/1000
231/231 [==============================] - 0s 39us/step - loss: 3140.9894 - mae: 46.7666 - val_loss: 3679.7544 - val_mae: 49.6817
Epoch 254/1000
231/231 [==============================] - 0s 40us/step - loss: 3135.3892 - mae: 46.7344 - val_loss: 3673.6606 - val_mae: 49.6255
Epoch 255/1000
231/231 [==============================] - 0s 25us/step - loss: 3133.2775 - mae: 46.7148 - val_loss: 3664.1477 - val_mae: 49.4923
Epoch 256/1000
231/231 [==============================] - 0s 36us/step - loss: 3128.6084 - mae: 46.6725 - val_loss: 3658.0215 - val_mae: 49.4267
Epoch 257/1000
231/231 [==============================] - 0s 34us/step - loss: 3124.9831 - mae: 46.6199 - val_loss: 3652.8921 - val_mae: 49.3880
Epoch 258/1000
231/231 [==============================] - 0s 34us/step - loss: 3121.8064 - mae: 46.6031 - val_loss: 3644.0264 - val_mae: 49.2746
Epoch 259/1000
231/231 [==============================] - 0s 27us/step - loss: 3121.9840 - mae: 46.6027 - val_loss: 3635.8103 - val_mae: 49.1605
Epoch 260/1000
231/231 [==============================] - 0s 50us/step - loss: 3126.6284 - mae: 46.5604 - val_loss: 3628.8337 - val_mae: 49.0756
Epoch 261/1000
231/231 [==============================] - 0s 28us/step - loss: 3112.7707 - mae: 46.4684 - val_loss: 3625.7141 - val_mae: 49.0902
Epoch 262/1000
231/231 [==============================] - 0s 34us/step - loss: 3111.8205 - mae: 46.4757 - val_loss: 3623.9641 - val_mae: 49.1186
Epoch 263/1000
231/231 [==============================] - 0s 38us/step - loss: 3113.3096 - mae: 46.4751 - val_loss: 3620.3198 - val_mae: 49.1065
Epoch 264/1000
231/231 [==============================] - 0s 30us/step - loss: 3112.4460 - mae: 46.5338 - val_loss: 3608.1045 - val_mae: 48.9388
Epoch 265/1000
231/231 [==============================] - 0s 43us/step - loss: 3106.4454 - mae: 46.3885 - val_loss: 3599.6758 - val_mae: 48.8249
Epoch 266/1000
231/231 [==============================] - 0s 35us/step - loss: 3097.1486 - mae: 46.3286 - val_loss: 3596.4412 - val_mae: 48.8248
Epoch 267/1000
231/231 [==============================] - 0s 45us/step - loss: 3096.9516 - mae: 46.3403 - val_loss: 3592.8740 - val_mae: 48.7982
Epoch 268/1000
231/231 [==============================] - 0s 36us/step - loss: 3091.5112 - mae: 46.2940 - val_loss: 3584.7227 - val_mae: 48.6902
Epoch 269/1000
231/231 [==============================] - 0s 36us/step - loss: 3087.4493 - mae: 46.2473 - val_loss: 3580.4392 - val_mae: 48.6579
Epoch 270/1000
231/231 [==============================] - 0s 40us/step - loss: 3085.5380 - mae: 46.2133 - val_loss: 3576.4897 - val_mae: 48.6343
Epoch 271/1000
231/231 [==============================] - 0s 35us/step - loss: 3095.6063 - mae: 46.2973 - val_loss: 3567.2988 - val_mae: 48.4987
Epoch 272/1000
231/231 [==============================] - 0s 21us/step - loss: 3079.3330 - mae: 46.1594 - val_loss: 3562.0652 - val_mae: 48.4599
Epoch 273/1000
231/231 [==============================] - 0s 35us/step - loss: 3078.6377 - mae: 46.1507 - val_loss: 3555.3208 - val_mae: 48.3752
Epoch 274/1000
231/231 [==============================] - 0s 30us/step - loss: 3079.2819 - mae: 46.1655 - val_loss: 3548.2126 - val_mae: 48.2818
Epoch 275/1000
231/231 [==============================] - 0s 36us/step - loss: 3074.5096 - mae: 46.1088 - val_loss: 3542.8386 - val_mae: 48.2293
Epoch 276/1000
231/231 [==============================] - 0s 32us/step - loss: 3068.6103 - mae: 46.0373 - val_loss: 3538.9963 - val_mae: 48.2361
Epoch 277/1000
231/231 [==============================] - 0s 38us/step - loss: 3065.6279 - mae: 46.0257 - val_loss: 3532.7864 - val_mae: 48.1710
Epoch 278/1000
231/231 [==============================] - 0s 38us/step - loss: 3073.8759 - mae: 46.1060 - val_loss: 3525.0137 - val_mae: 48.0493
Epoch 279/1000
231/231 [==============================] - 0s 37us/step - loss: 3060.6855 - mae: 45.9434 - val_loss: 3520.0027 - val_mae: 48.0209
Epoch 280/1000
231/231 [==============================] - 0s 32us/step - loss: 3059.3627 - mae: 45.9651 - val_loss: 3513.5886 - val_mae: 47.9610
Epoch 281/1000
231/231 [==============================] - 0s 32us/step - loss: 3054.7344 - mae: 45.9008 - val_loss: 3509.4783 - val_mae: 47.9674
Epoch 282/1000
231/231 [==============================] - 0s 30us/step - loss: 3052.7186 - mae: 45.8831 - val_loss: 3505.6233 - val_mae: 47.9761
Epoch 283/1000
231/231 [==============================] - 0s 22us/step - loss: 3050.8568 - mae: 45.8766 - val_loss: 3501.5002 - val_mae: 47.9781
Epoch 284/1000
231/231 [==============================] - 0s 28us/step - loss: 3048.2325 - mae: 45.8783 - val_loss: 3490.9419 - val_mae: 47.7835
Epoch 285/1000
231/231 [==============================] - 0s 19us/step - loss: 3046.7193 - mae: 45.8264 - val_loss: 3488.3093 - val_mae: 47.8430
Epoch 286/1000
231/231 [==============================] - 0s 23us/step - loss: 3047.5849 - mae: 45.8769 - val_loss: 3477.5405 - val_mae: 47.6460
Epoch 287/1000
231/231 [==============================] - 0s 32us/step - loss: 3038.8172 - mae: 45.7579 - val_loss: 3473.1685 - val_mae: 47.6480
Epoch 288/1000
231/231 [==============================] - 0s 33us/step - loss: 3039.4252 - mae: 45.7874 - val_loss: 3465.4001 - val_mae: 47.5175
Epoch 289/1000
231/231 [==============================] - 0s 29us/step - loss: 3033.4523 - mae: 45.7080 - val_loss: 3460.2554 - val_mae: 47.4969
Epoch 290/1000
231/231 [==============================] - 0s 35us/step - loss: 3032.8725 - mae: 45.7212 - val_loss: 3453.1948 - val_mae: 47.4140
Epoch 291/1000
231/231 [==============================] - 0s 35us/step - loss: 3029.1266 - mae: 45.6560 - val_loss: 3448.6702 - val_mae: 47.4047
Epoch 292/1000
231/231 [==============================] - 0s 26us/step - loss: 3026.0749 - mae: 45.6327 - val_loss: 3444.2253 - val_mae: 47.3839
Epoch 293/1000
231/231 [==============================] - 0s 21us/step - loss: 3024.6514 - mae: 45.6410 - val_loss: 3436.6855 - val_mae: 47.2630
Epoch 294/1000
231/231 [==============================] - 0s 27us/step - loss: 3025.9914 - mae: 45.6610 - val_loss: 3430.4683 - val_mae: 47.1772
Epoch 295/1000
231/231 [==============================] - 0s 24us/step - loss: 3020.2927 - mae: 45.5692 - val_loss: 3426.2344 - val_mae: 47.1632
Epoch 296/1000
231/231 [==============================] - 0s 33us/step - loss: 3043.0108 - mae: 45.7285 - val_loss: 3422.6208 - val_mae: 47.1921
Epoch 297/1000
231/231 [==============================] - 0s 38us/step - loss: 3020.6380 - mae: 45.5631 - val_loss: 3419.6790 - val_mae: 47.2262
Epoch 298/1000
231/231 [==============================] - 0s 42us/step - loss: 3020.8950 - mae: 45.5702 - val_loss: 3417.0383 - val_mae: 47.2382
Epoch 299/1000
231/231 [==============================] - 0s 30us/step - loss: 3029.2719 - mae: 45.6564 - val_loss: 3414.4497 - val_mae: 47.2372
Epoch 300/1000
231/231 [==============================] - 0s 22us/step - loss: 3009.9350 - mae: 45.5077 - val_loss: 3408.3965 - val_mae: 47.1608
Epoch 301/1000
231/231 [==============================] - 0s 21us/step - loss: 3007.8962 - mae: 45.4951 - val_loss: 3402.3384 - val_mae: 47.0942
Epoch 302/1000
231/231 [==============================] - 0s 24us/step - loss: 3006.7960 - mae: 45.4709 - val_loss: 3395.1533 - val_mae: 46.9796
Epoch 303/1000
231/231 [==============================] - 0s 32us/step - loss: 3013.3352 - mae: 45.5501 - val_loss: 3389.7629 - val_mae: 46.8758
Epoch 304/1000
231/231 [==============================] - 0s 25us/step - loss: 3005.4157 - mae: 45.4336 - val_loss: 3384.8875 - val_mae: 46.8164
Epoch 305/1000
231/231 [==============================] - 0s 21us/step - loss: 3012.1604 - mae: 45.5008 - val_loss: 3379.7078 - val_mae: 46.7435
Epoch 306/1000
231/231 [==============================] - 0s 35us/step - loss: 2999.5787 - mae: 45.3554 - val_loss: 3376.3284 - val_mae: 46.7496
Epoch 307/1000
231/231 [==============================] - 0s 27us/step - loss: 3002.1555 - mae: 45.3535 - val_loss: 3373.8511 - val_mae: 46.8114
Epoch 308/1000
231/231 [==============================] - 0s 32us/step - loss: 2997.8330 - mae: 45.3654 - val_loss: 3370.3950 - val_mae: 46.8167
Epoch 309/1000
231/231 [==============================] - 0s 25us/step - loss: 2993.6259 - mae: 45.3410 - val_loss: 3364.8860 - val_mae: 46.7488
Epoch 310/1000
231/231 [==============================] - 0s 54us/step - loss: 2992.5844 - mae: 45.3083 - val_loss: 3360.9995 - val_mae: 46.7368
Epoch 311/1000
231/231 [==============================] - 0s 27us/step - loss: 2991.4857 - mae: 45.3156 - val_loss: 3356.5530 - val_mae: 46.7019
Epoch 312/1000
231/231 [==============================] - 0s 22us/step - loss: 2997.1208 - mae: 45.3770 - val_loss: 3349.5244 - val_mae: 46.5540
Epoch 313/1000
231/231 [==============================] - 0s 33us/step - loss: 2988.5725 - mae: 45.2724 - val_loss: 3345.5129 - val_mae: 46.4950
Epoch 314/1000
231/231 [==============================] - 0s 30us/step - loss: 2987.5466 - mae: 45.2344 - val_loss: 3341.3982 - val_mae: 46.4363
Epoch 315/1000
231/231 [==============================] - 0s 35us/step - loss: 2992.6762 - mae: 45.2933 - val_loss: 3336.1809 - val_mae: 46.3557
Epoch 316/1000
231/231 [==============================] - 0s 22us/step - loss: 2988.5731 - mae: 45.2172 - val_loss: 3331.6597 - val_mae: 46.3114
Epoch 317/1000
231/231 [==============================] - 0s 36us/step - loss: 2983.1730 - mae: 45.1855 - val_loss: 3327.5002 - val_mae: 46.2937
Epoch 318/1000
231/231 [==============================] - 0s 26us/step - loss: 2980.5649 - mae: 45.1519 - val_loss: 3323.3762 - val_mae: 46.2735
Epoch 319/1000
231/231 [==============================] - 0s 25us/step - loss: 2979.0140 - mae: 45.1392 - val_loss: 3320.3748 - val_mae: 46.3198
Epoch 320/1000
231/231 [==============================] - 0s 24us/step - loss: 2997.3604 - mae: 45.2627 - val_loss: 3317.6328 - val_mae: 46.3469
Epoch 321/1000
231/231 [==============================] - 0s 31us/step - loss: 2974.6092 - mae: 45.1233 - val_loss: 3313.1936 - val_mae: 46.2988
Epoch 322/1000
231/231 [==============================] - 0s 31us/step - loss: 2986.3370 - mae: 45.2557 - val_loss: 3308.0222 - val_mae: 46.1787
Epoch 323/1000
231/231 [==============================] - 0s 30us/step - loss: 2978.6541 - mae: 45.1505 - val_loss: 3303.4011 - val_mae: 46.0960
Epoch 324/1000
231/231 [==============================] - 0s 28us/step - loss: 2972.1095 - mae: 45.0444 - val_loss: 3300.5122 - val_mae: 46.1225
Epoch 325/1000
231/231 [==============================] - 0s 37us/step - loss: 2982.9551 - mae: 45.1372 - val_loss: 3296.1780 - val_mae: 46.0268
Epoch 326/1000
231/231 [==============================] - 0s 23us/step - loss: 2971.3996 - mae: 45.0438 - val_loss: 3292.1289 - val_mae: 45.9806
Epoch 327/1000
231/231 [==============================] - 0s 23us/step - loss: 2975.3924 - mae: 45.0680 - val_loss: 3288.1707 - val_mae: 45.9188
Epoch 328/1000
231/231 [==============================] - 0s 31us/step - loss: 2966.3011 - mae: 44.9756 - val_loss: 3284.3394 - val_mae: 45.9227
Epoch 329/1000
231/231 [==============================] - 0s 33us/step - loss: 2981.1795 - mae: 45.1740 - val_loss: 3280.1331 - val_mae: 45.8484
Epoch 330/1000
231/231 [==============================] - 0s 31us/step - loss: 2964.1963 - mae: 44.9499 - val_loss: 3276.5989 - val_mae: 45.8819
Epoch 331/1000
231/231 [==============================] - 0s 30us/step - loss: 2974.6988 - mae: 45.0342 - val_loss: 3272.9177 - val_mae: 45.8040
Epoch 332/1000
231/231 [==============================] - 0s 28us/step - loss: 2961.5163 - mae: 44.9251 - val_loss: 3269.7949 - val_mae: 45.8114
Epoch 333/1000
231/231 [==============================] - 0s 22us/step - loss: 2959.7960 - mae: 44.9191 - val_loss: 3266.1978 - val_mae: 45.8096
Epoch 334/1000
231/231 [==============================] - 0s 38us/step - loss: 2966.1911 - mae: 44.9669 - val_loss: 3262.1689 - val_mae: 45.7184
Epoch 335/1000
231/231 [==============================] - 0s 33us/step - loss: 2958.7400 - mae: 44.9042 - val_loss: 3258.8579 - val_mae: 45.7022
Epoch 336/1000
231/231 [==============================] - 0s 39us/step - loss: 2961.0671 - mae: 44.9416 - val_loss: 3254.4924 - val_mae: 45.6321
Epoch 337/1000
231/231 [==============================] - 0s 26us/step - loss: 2965.7997 - mae: 44.9044 - val_loss: 3252.2129 - val_mae: 45.7061
Epoch 338/1000
231/231 [==============================] - 0s 24us/step - loss: 2954.0743 - mae: 44.8771 - val_loss: 3248.1614 - val_mae: 45.6496
Epoch 339/1000
231/231 [==============================] - 0s 30us/step - loss: 2953.2124 - mae: 44.8554 - val_loss: 3244.2805 - val_mae: 45.5899
Epoch 340/1000
231/231 [==============================] - 0s 26us/step - loss: 2951.3613 - mae: 44.8189 - val_loss: 3241.3198 - val_mae: 45.5739
Epoch 341/1000
231/231 [==============================] - 0s 32us/step - loss: 2960.7795 - mae: 44.8451 - val_loss: 3239.5127 - val_mae: 45.6253
Epoch 342/1000
231/231 [==============================] - 0s 37us/step - loss: 2952.5164 - mae: 44.8448 - val_loss: 3234.3010 - val_mae: 45.5007
Epoch 343/1000
231/231 [==============================] - 0s 47us/step - loss: 2948.5824 - mae: 44.7822 - val_loss: 3230.4790 - val_mae: 45.4814
Epoch 344/1000
231/231 [==============================] - 0s 34us/step - loss: 2948.0821 - mae: 44.7781 - val_loss: 3225.9543 - val_mae: 45.4033
Epoch 345/1000
231/231 [==============================] - 0s 23us/step - loss: 2946.5224 - mae: 44.7459 - val_loss: 3223.4521 - val_mae: 45.4285
Epoch 346/1000
231/231 [==============================] - 0s 30us/step - loss: 2945.9051 - mae: 44.7534 - val_loss: 3220.7268 - val_mae: 45.4192
Epoch 347/1000
231/231 [==============================] - 0s 38us/step - loss: 2953.4365 - mae: 44.7810 - val_loss: 3218.2461 - val_mae: 45.4477
Epoch 348/1000
231/231 [==============================] - 0s 37us/step - loss: 2944.4588 - mae: 44.7425 - val_loss: 3214.9883 - val_mae: 45.4019
Epoch 349/1000
231/231 [==============================] - 0s 25us/step - loss: 2950.5712 - mae: 44.8459 - val_loss: 3209.8997 - val_mae: 45.2470
Epoch 350/1000
231/231 [==============================] - 0s 33us/step - loss: 2941.8169 - mae: 44.6848 - val_loss: 3206.9954 - val_mae: 45.2455
Epoch 351/1000
231/231 [==============================] - 0s 29us/step - loss: 2940.6024 - mae: 44.6734 - val_loss: 3204.3765 - val_mae: 45.2386
Epoch 352/1000
231/231 [==============================] - 0s 36us/step - loss: 2949.8059 - mae: 44.7614 - val_loss: 3202.4180 - val_mae: 45.2715
Epoch 353/1000
231/231 [==============================] - 0s 38us/step - loss: 2939.4973 - mae: 44.6872 - val_loss: 3197.4119 - val_mae: 45.1491
Epoch 354/1000
231/231 [==============================] - 0s 50us/step - loss: 2940.1724 - mae: 44.6575 - val_loss: 3193.6589 - val_mae: 45.0643
Epoch 355/1000
231/231 [==============================] - 0s 31us/step - loss: 2943.2808 - mae: 44.6762 - val_loss: 3191.8650 - val_mae: 45.1202
Epoch 356/1000
231/231 [==============================] - 0s 27us/step - loss: 2936.4044 - mae: 44.6542 - val_loss: 3187.8076 - val_mae: 45.0273
Epoch 357/1000
231/231 [==============================] - 0s 46us/step - loss: 2935.1192 - mae: 44.6373 - val_loss: 3184.1506 - val_mae: 44.9634
Epoch 358/1000
231/231 [==============================] - 0s 32us/step - loss: 2941.9322 - mae: 44.6693 - val_loss: 3180.6208 - val_mae: 44.8832
Epoch 359/1000
231/231 [==============================] - 0s 46us/step - loss: 2935.5630 - mae: 44.6195 - val_loss: 3177.7710 - val_mae: 44.8594
Epoch 360/1000
231/231 [==============================] - 0s 44us/step - loss: 2932.4555 - mae: 44.5798 - val_loss: 3175.4993 - val_mae: 44.8810
Epoch 361/1000
231/231 [==============================] - 0s 33us/step - loss: 2932.0047 - mae: 44.5842 - val_loss: 3172.0039 - val_mae: 44.8368
Epoch 362/1000
231/231 [==============================] - 0s 39us/step - loss: 2930.6027 - mae: 44.5647 - val_loss: 3169.4597 - val_mae: 44.8110
Epoch 363/1000
231/231 [==============================] - 0s 37us/step - loss: 2932.4714 - mae: 44.5653 - val_loss: 3167.6465 - val_mae: 44.8615
Epoch 364/1000
231/231 [==============================] - 0s 23us/step - loss: 2930.6409 - mae: 44.5707 - val_loss: 3165.1677 - val_mae: 44.8597
Epoch 365/1000
231/231 [==============================] - 0s 38us/step - loss: 2935.5602 - mae: 44.6167 - val_loss: 3162.5952 - val_mae: 44.8640
Epoch 366/1000
231/231 [==============================] - 0s 32us/step - loss: 2941.8188 - mae: 44.7211 - val_loss: 3157.1301 - val_mae: 44.7238
Epoch 367/1000
231/231 [==============================] - 0s 44us/step - loss: 2927.7497 - mae: 44.5304 - val_loss: 3154.5867 - val_mae: 44.7171
Epoch 368/1000
231/231 [==============================] - 0s 40us/step - loss: 2926.3652 - mae: 44.5276 - val_loss: 3151.6292 - val_mae: 44.6736
Epoch 369/1000
231/231 [==============================] - 0s 33us/step - loss: 2933.0562 - mae: 44.5655 - val_loss: 3149.1934 - val_mae: 44.6042
Epoch 370/1000
231/231 [==============================] - 0s 24us/step - loss: 2934.9596 - mae: 44.5694 - val_loss: 3147.0723 - val_mae: 44.6500
Epoch 371/1000
231/231 [==============================] - 0s 35us/step - loss: 2924.9698 - mae: 44.5080 - val_loss: 3144.5525 - val_mae: 44.6435
Epoch 372/1000
231/231 [==============================] - 0s 33us/step - loss: 2925.3776 - mae: 44.4945 - val_loss: 3142.0645 - val_mae: 44.6320
Epoch 373/1000
231/231 [==============================] - 0s 45us/step - loss: 2938.7064 - mae: 44.5999 - val_loss: 3140.0640 - val_mae: 44.6369
Epoch 374/1000
231/231 [==============================] - 0s 42us/step - loss: 2930.4362 - mae: 44.5324 - val_loss: 3138.0156 - val_mae: 44.6285
Epoch 375/1000
231/231 [==============================] - 0s 45us/step - loss: 2923.0521 - mae: 44.5024 - val_loss: 3134.2136 - val_mae: 44.5491
Epoch 376/1000
231/231 [==============================] - 0s 22us/step - loss: 2926.0670 - mae: 44.4911 - val_loss: 3131.1711 - val_mae: 44.4714
Epoch 377/1000
231/231 [==============================] - 0s 33us/step - loss: 2923.8286 - mae: 44.4681 - val_loss: 3128.5962 - val_mae: 44.4297
Epoch 378/1000
231/231 [==============================] - 0s 43us/step - loss: 2927.6905 - mae: 44.4777 - val_loss: 3126.4219 - val_mae: 44.4688
Epoch 379/1000
231/231 [==============================] - 0s 33us/step - loss: 2923.2988 - mae: 44.4833 - val_loss: 3124.6216 - val_mae: 44.4749
Epoch 380/1000
231/231 [==============================] - 0s 26us/step - loss: 2922.1362 - mae: 44.4957 - val_loss: 3121.0784 - val_mae: 44.3939
Epoch 381/1000
231/231 [==============================] - 0s 30us/step - loss: 2920.6286 - mae: 44.4551 - val_loss: 3119.0337 - val_mae: 44.3485
Epoch 382/1000
231/231 [==============================] - 0s 31us/step - loss: 2921.2956 - mae: 44.4159 - val_loss: 3116.3347 - val_mae: 44.3087
Epoch 383/1000
231/231 [==============================] - 0s 35us/step - loss: 2918.6886 - mae: 44.4151 - val_loss: 3114.0918 - val_mae: 44.3128
Epoch 384/1000
231/231 [==============================] - 0s 39us/step - loss: 2918.3114 - mae: 44.4180 - val_loss: 3111.8416 - val_mae: 44.2803
Epoch 385/1000
231/231 [==============================] - 0s 28us/step - loss: 2925.9864 - mae: 44.4624 - val_loss: 3109.8611 - val_mae: 44.2353
Epoch 386/1000
231/231 [==============================] - 0s 22us/step - loss: 2923.0352 - mae: 44.3895 - val_loss: 3107.9521 - val_mae: 44.2075
Epoch 387/1000
231/231 [==============================] - 0s 27us/step - loss: 2924.7866 - mae: 44.4079 - val_loss: 3105.2268 - val_mae: 44.2561
Epoch 388/1000
231/231 [==============================] - 0s 27us/step - loss: 2915.4057 - mae: 44.3951 - val_loss: 3103.4968 - val_mae: 44.2613
Epoch 389/1000
231/231 [==============================] - 0s 27us/step - loss: 2931.8407 - mae: 44.5433 - val_loss: 3101.5962 - val_mae: 44.2754
Epoch 390/1000
231/231 [==============================] - 0s 28us/step - loss: 2914.6048 - mae: 44.3827 - val_loss: 3099.2317 - val_mae: 44.2453
Epoch 391/1000
231/231 [==============================] - 0s 26us/step - loss: 2920.2863 - mae: 44.4235 - val_loss: 3097.8188 - val_mae: 44.2564
Epoch 392/1000
231/231 [==============================] - 0s 21us/step - loss: 2918.0924 - mae: 44.4110 - val_loss: 3094.9133 - val_mae: 44.1730
Epoch 393/1000
231/231 [==============================] - 0s 43us/step - loss: 2913.0085 - mae: 44.3699 - val_loss: 3092.5601 - val_mae: 44.1483
Epoch 394/1000
231/231 [==============================] - 0s 23us/step - loss: 2914.2538 - mae: 44.3732 - val_loss: 3090.7742 - val_mae: 44.1564
Epoch 395/1000
231/231 [==============================] - 0s 34us/step - loss: 2918.5156 - mae: 44.3693 - val_loss: 3088.9243 - val_mae: 44.1681
Epoch 396/1000
231/231 [==============================] - 0s 34us/step - loss: 2912.7951 - mae: 44.3805 - val_loss: 3086.5298 - val_mae: 44.1365
Epoch 397/1000
231/231 [==============================] - 0s 26us/step - loss: 2921.5790 - mae: 44.4638 - val_loss: 3085.4707 - val_mae: 44.1461
Epoch 398/1000
231/231 [==============================] - 0s 31us/step - loss: 2911.2249 - mae: 44.3577 - val_loss: 3081.7515 - val_mae: 44.0740
Epoch 399/1000
231/231 [==============================] - 0s 33us/step - loss: 2916.9647 - mae: 44.3595 - val_loss: 3080.6763 - val_mae: 44.0875
Epoch 400/1000
231/231 [==============================] - 0s 28us/step - loss: 2911.5651 - mae: 44.3604 - val_loss: 3077.9944 - val_mae: 44.0066
Epoch 401/1000
231/231 [==============================] - 0s 29us/step - loss: 2910.5171 - mae: 44.3397 - val_loss: 3075.7434 - val_mae: 43.9651
Epoch 402/1000
231/231 [==============================] - 0s 34us/step - loss: 2921.3763 - mae: 44.3897 - val_loss: 3073.6304 - val_mae: 43.9963
Epoch 403/1000
231/231 [==============================] - 0s 37us/step - loss: 2908.9093 - mae: 44.3167 - val_loss: 3071.6116 - val_mae: 43.9670
Epoch 404/1000
231/231 [==============================] - 0s 26us/step - loss: 2909.6425 - mae: 44.3054 - val_loss: 3069.3994 - val_mae: 43.9420
Epoch 405/1000
231/231 [==============================] - 0s 25us/step - loss: 2911.1954 - mae: 44.3305 - val_loss: 3067.7173 - val_mae: 43.9508
Epoch 406/1000
231/231 [==============================] - 0s 35us/step - loss: 2910.2783 - mae: 44.3041 - val_loss: 3065.6340 - val_mae: 43.8717
Epoch 407/1000
231/231 [==============================] - 0s 32us/step - loss: 2907.6957 - mae: 44.2953 - val_loss: 3063.3823 - val_mae: 43.8412
Epoch 408/1000
231/231 [==============================] - 0s 34us/step - loss: 2911.1456 - mae: 44.2968 - val_loss: 3061.9780 - val_mae: 43.7980
Epoch 409/1000
231/231 [==============================] - 0s 30us/step - loss: 2911.5657 - mae: 44.2917 - val_loss: 3059.8147 - val_mae: 43.8448
Epoch 410/1000
231/231 [==============================] - 0s 33us/step - loss: 2906.3961 - mae: 44.2816 - val_loss: 3058.1199 - val_mae: 43.8040
Epoch 411/1000
231/231 [==============================] - 0s 28us/step - loss: 2907.3551 - mae: 44.2370 - val_loss: 3055.9597 - val_mae: 43.8128
Epoch 412/1000
231/231 [==============================] - 0s 24us/step - loss: 2905.6434 - mae: 44.2616 - val_loss: 3053.8308 - val_mae: 43.7831
Epoch 413/1000
231/231 [==============================] - 0s 26us/step - loss: 2908.2587 - mae: 44.2794 - val_loss: 3051.8418 - val_mae: 43.7144
Epoch 414/1000
231/231 [==============================] - 0s 34us/step - loss: 2908.3401 - mae: 44.2686 - val_loss: 3050.4368 - val_mae: 43.6923
Epoch 415/1000
231/231 [==============================] - 0s 24us/step - loss: 2906.0796 - mae: 44.2392 - val_loss: 3048.5991 - val_mae: 43.6901
Epoch 416/1000
231/231 [==============================] - 0s 25us/step - loss: 2916.1351 - mae: 44.3766 - val_loss: 3047.8137 - val_mae: 43.6492
Epoch 417/1000
231/231 [==============================] - 0s 25us/step - loss: 2905.9127 - mae: 44.2579 - val_loss: 3045.9832 - val_mae: 43.6434
Epoch 418/1000
231/231 [==============================] - 0s 25us/step - loss: 2906.0011 - mae: 44.2358 - val_loss: 3044.3752 - val_mae: 43.6218
Epoch 419/1000
231/231 [==============================] - 0s 30us/step - loss: 2912.7345 - mae: 44.3579 - val_loss: 3043.2874 - val_mae: 43.5909
Epoch 420/1000
231/231 [==============================] - 0s 34us/step - loss: 2906.8215 - mae: 44.2517 - val_loss: 3042.1194 - val_mae: 43.5886
Epoch 421/1000
231/231 [==============================] - 0s 26us/step - loss: 2907.5472 - mae: 44.2627 - val_loss: 3039.6628 - val_mae: 43.6432
Epoch 422/1000
231/231 [==============================] - 0s 25us/step - loss: 2902.8612 - mae: 44.2295 - val_loss: 3038.6013 - val_mae: 43.6188
Epoch 423/1000
231/231 [==============================] - 0s 23us/step - loss: 2907.7590 - mae: 44.2648 - val_loss: 3036.8618 - val_mae: 43.5599
Epoch 424/1000
231/231 [==============================] - 0s 23us/step - loss: 2905.1280 - mae: 44.2203 - val_loss: 3034.8936 - val_mae: 43.6034
Epoch 425/1000
231/231 [==============================] - 0s 25us/step - loss: 2906.0039 - mae: 44.2227 - val_loss: 3034.1006 - val_mae: 43.6221
Epoch 426/1000
231/231 [==============================] - 0s 28us/step - loss: 2907.6154 - mae: 44.2072 - val_loss: 3033.2690 - val_mae: 43.6347
Epoch 427/1000
231/231 [==============================] - 0s 27us/step - loss: 2930.6341 - mae: 44.4252 - val_loss: 3031.7729 - val_mae: 43.6248
Epoch 428/1000
231/231 [==============================] - 0s 28us/step - loss: 2904.8379 - mae: 44.2487 - val_loss: 3029.9839 - val_mae: 43.5638
Epoch 429/1000
231/231 [==============================] - 0s 31us/step - loss: 2901.5804 - mae: 44.2088 - val_loss: 3028.4517 - val_mae: 43.5481
Epoch 430/1000
231/231 [==============================] - 0s 35us/step - loss: 2916.8396 - mae: 44.3278 - val_loss: 3027.5867 - val_mae: 43.5647
Epoch 431/1000
231/231 [==============================] - 0s 26us/step - loss: 2904.8086 - mae: 44.2080 - val_loss: 3026.1143 - val_mae: 43.5646
Epoch 432/1000
231/231 [==============================] - 0s 24us/step - loss: 2905.5675 - mae: 44.2462 - val_loss: 3024.5969 - val_mae: 43.5632
Epoch 433/1000
231/231 [==============================] - 0s 30us/step - loss: 2906.1888 - mae: 44.2798 - val_loss: 3023.4072 - val_mae: 43.5614
Epoch 434/1000
231/231 [==============================] - 0s 19us/step - loss: 2907.7865 - mae: 44.2577 - val_loss: 3022.4124 - val_mae: 43.5603
Epoch 435/1000
231/231 [==============================] - 0s 26us/step - loss: 2904.4227 - mae: 44.2780 - val_loss: 3020.2705 - val_mae: 43.4851
Epoch 436/1000
231/231 [==============================] - 0s 30us/step - loss: 2913.1487 - mae: 44.2819 - val_loss: 3019.4172 - val_mae: 43.4370
Epoch 437/1000
231/231 [==============================] - 0s 23us/step - loss: 2901.2968 - mae: 44.2003 - val_loss: 3018.2112 - val_mae: 43.4473
Epoch 438/1000
231/231 [==============================] - 0s 21us/step - loss: 2901.0287 - mae: 44.2159 - val_loss: 3017.6543 - val_mae: 43.4313
Epoch 439/1000
231/231 [==============================] - 0s 22us/step - loss: 2900.8713 - mae: 44.1730 - val_loss: 3016.4553 - val_mae: 43.4046
Epoch 440/1000
231/231 [==============================] - 0s 23us/step - loss: 2901.2022 - mae: 44.2057 - val_loss: 3015.5923 - val_mae: 43.4236
Epoch 441/1000
231/231 [==============================] - 0s 26us/step - loss: 2898.7818 - mae: 44.1789 - val_loss: 3014.8311 - val_mae: 43.4125
Epoch 442/1000
231/231 [==============================] - 0s 27us/step - loss: 2898.7937 - mae: 44.1823 - val_loss: 3014.1052 - val_mae: 43.3922
Epoch 443/1000
231/231 [==============================] - 0s 32us/step - loss: 2903.9489 - mae: 44.1727 - val_loss: 3013.2131 - val_mae: 43.4251
Epoch 444/1000
231/231 [==============================] - 0s 27us/step - loss: 2903.2142 - mae: 44.2175 - val_loss: 3012.0200 - val_mae: 43.3602
Epoch 445/1000
231/231 [==============================] - 0s 24us/step - loss: 2901.5829 - mae: 44.1870 - val_loss: 3011.2876 - val_mae: 43.3327
Epoch 446/1000
231/231 [==============================] - 0s 26us/step - loss: 2900.9918 - mae: 44.1680 - val_loss: 3009.4775 - val_mae: 43.3734
Epoch 447/1000
231/231 [==============================] - 0s 21us/step - loss: 2899.1707 - mae: 44.1890 - val_loss: 3008.3374 - val_mae: 43.3723
Epoch 448/1000
231/231 [==============================] - 0s 33us/step - loss: 2902.3412 - mae: 44.2177 - val_loss: 3007.1467 - val_mae: 43.3844
Epoch 449/1000
231/231 [==============================] - 0s 21us/step - loss: 2898.6589 - mae: 44.1914 - val_loss: 3006.2537 - val_mae: 43.3356
Epoch 450/1000
231/231 [==============================] - 0s 20us/step - loss: 2898.3873 - mae: 44.1799 - val_loss: 3005.7283 - val_mae: 43.3208
Epoch 451/1000
231/231 [==============================] - 0s 29us/step - loss: 2899.6480 - mae: 44.1873 - val_loss: 3005.4517 - val_mae: 43.3420
Epoch 452/1000
231/231 [==============================] - 0s 26us/step - loss: 2899.8622 - mae: 44.1924 - val_loss: 3004.4502 - val_mae: 43.2677
Epoch 453/1000
231/231 [==============================] - 0s 21us/step - loss: 2898.7723 - mae: 44.1700 - val_loss: 3003.8911 - val_mae: 43.2506
Epoch 454/1000
231/231 [==============================] - 0s 24us/step - loss: 2909.2656 - mae: 44.1810 - val_loss: 3002.1455 - val_mae: 43.2980
Epoch 455/1000
231/231 [==============================] - 0s 28us/step - loss: 2912.5605 - mae: 44.2863 - val_loss: 3000.9653 - val_mae: 43.2436
Epoch 456/1000
231/231 [==============================] - 0s 25us/step - loss: 2900.1712 - mae: 44.1731 - val_loss: 3000.0828 - val_mae: 43.2727
Epoch 457/1000
231/231 [==============================] - 0s 26us/step - loss: 2897.3488 - mae: 44.1458 - val_loss: 2999.1265 - val_mae: 43.2699
Epoch 458/1000
231/231 [==============================] - 0s 27us/step - loss: 2898.1323 - mae: 44.1731 - val_loss: 2998.8518 - val_mae: 43.2790
Epoch 459/1000
231/231 [==============================] - 0s 25us/step - loss: 2899.6530 - mae: 44.1662 - val_loss: 2998.1277 - val_mae: 43.2831
Epoch 460/1000
231/231 [==============================] - 0s 22us/step - loss: 2896.8911 - mae: 44.1648 - val_loss: 2996.5945 - val_mae: 43.2266
Epoch 461/1000
231/231 [==============================] - 0s 30us/step - loss: 2899.4485 - mae: 44.1589 - val_loss: 2995.8569 - val_mae: 43.2489
Epoch 462/1000
231/231 [==============================] - 0s 26us/step - loss: 2899.0817 - mae: 44.1725 - val_loss: 2994.8374 - val_mae: 43.1910
Epoch 463/1000
231/231 [==============================] - 0s 22us/step - loss: 2902.1075 - mae: 44.1515 - val_loss: 2993.6628 - val_mae: 43.2293
Epoch 464/1000
231/231 [==============================] - 0s 28us/step - loss: 2895.7059 - mae: 44.1558 - val_loss: 2992.7437 - val_mae: 43.2143
Epoch 465/1000
231/231 [==============================] - 0s 34us/step - loss: 2908.2410 - mae: 44.1826 - val_loss: 2992.3630 - val_mae: 43.2373
Epoch 466/1000
231/231 [==============================] - 0s 26us/step - loss: 2895.8119 - mae: 44.1563 - val_loss: 2991.7305 - val_mae: 43.1998
Epoch 467/1000
231/231 [==============================] - 0s 22us/step - loss: 2895.7608 - mae: 44.1420 - val_loss: 2990.7625 - val_mae: 43.1898
Epoch 468/1000
231/231 [==============================] - 0s 27us/step - loss: 2894.9179 - mae: 44.1435 - val_loss: 2989.9116 - val_mae: 43.1733
Epoch 469/1000
231/231 [==============================] - 0s 22us/step - loss: 2897.3519 - mae: 44.1250 - val_loss: 2989.4707 - val_mae: 43.1974
Epoch 470/1000
231/231 [==============================] - 0s 31us/step - loss: 2895.9394 - mae: 44.1558 - val_loss: 2988.3330 - val_mae: 43.1502
Epoch 471/1000
231/231 [==============================] - 0s 27us/step - loss: 2894.6502 - mae: 44.1250 - val_loss: 2987.6323 - val_mae: 43.1581
Epoch 472/1000
231/231 [==============================] - 0s 27us/step - loss: 2898.6782 - mae: 44.1500 - val_loss: 2987.6465 - val_mae: 43.0959
Epoch 473/1000
231/231 [==============================] - 0s 26us/step - loss: 2895.3445 - mae: 44.1162 - val_loss: 2986.1716 - val_mae: 43.1285
Epoch 474/1000
231/231 [==============================] - 0s 25us/step - loss: 2899.9413 - mae: 44.1576 - val_loss: 2985.1523 - val_mae: 43.1722
Epoch 475/1000
231/231 [==============================] - 0s 26us/step - loss: 2899.1929 - mae: 44.1673 - val_loss: 2984.8059 - val_mae: 43.1787
Epoch 476/1000
231/231 [==============================] - 0s 25us/step - loss: 2902.4760 - mae: 44.2378 - val_loss: 2984.4878 - val_mae: 43.0915
Epoch 477/1000
231/231 [==============================] - 0s 27us/step - loss: 2894.0795 - mae: 44.1204 - val_loss: 2983.6711 - val_mae: 43.1044
Epoch 478/1000
231/231 [==============================] - 0s 29us/step - loss: 2896.4204 - mae: 44.1474 - val_loss: 2983.1028 - val_mae: 43.1298
Epoch 479/1000
231/231 [==============================] - 0s 21us/step - loss: 2910.1548 - mae: 44.2777 - val_loss: 2982.7781 - val_mae: 43.0784
Epoch 480/1000
231/231 [==============================] - 0s 23us/step - loss: 2894.4151 - mae: 44.1395 - val_loss: 2981.7473 - val_mae: 43.0613
Epoch 481/1000
231/231 [==============================] - 0s 27us/step - loss: 2897.4357 - mae: 44.1558 - val_loss: 2981.8862 - val_mae: 43.0396
Epoch 482/1000
231/231 [==============================] - 0s 28us/step - loss: 2898.0882 - mae: 44.1385 - val_loss: 2980.9595 - val_mae: 43.0925
Epoch 483/1000
231/231 [==============================] - 0s 23us/step - loss: 2923.4327 - mae: 44.4208 - val_loss: 2980.4551 - val_mae: 43.1048
Epoch 484/1000
231/231 [==============================] - 0s 23us/step - loss: 2894.7845 - mae: 44.1482 - val_loss: 2979.9988 - val_mae: 43.0766
Epoch 485/1000
231/231 [==============================] - 0s 35us/step - loss: 2893.3073 - mae: 44.1290 - val_loss: 2979.2192 - val_mae: 43.0680
Epoch 486/1000
231/231 [==============================] - 0s 26us/step - loss: 2898.5442 - mae: 44.1980 - val_loss: 2977.9873 - val_mae: 43.0855
Epoch 487/1000
231/231 [==============================] - 0s 26us/step - loss: 2898.1094 - mae: 44.1911 - val_loss: 2977.2161 - val_mae: 43.1005
Epoch 488/1000
231/231 [==============================] - 0s 21us/step - loss: 2910.2230 - mae: 44.2946 - val_loss: 2976.4519 - val_mae: 43.1216
Epoch 489/1000
231/231 [==============================] - 0s 20us/step - loss: 2897.0127 - mae: 44.1949 - val_loss: 2975.5505 - val_mae: 43.0512
Epoch 490/1000
231/231 [==============================] - 0s 21us/step - loss: 2894.3520 - mae: 44.1297 - val_loss: 2975.0203 - val_mae: 43.0468
Epoch 491/1000
231/231 [==============================] - 0s 36us/step - loss: 2893.3450 - mae: 44.1466 - val_loss: 2974.2065 - val_mae: 43.0189
Epoch 492/1000
231/231 [==============================] - 0s 28us/step - loss: 2892.5348 - mae: 44.1188 - val_loss: 2973.8086 - val_mae: 43.0264
Epoch 493/1000
231/231 [==============================] - 0s 29us/step - loss: 2898.7112 - mae: 44.1360 - val_loss: 2973.2512 - val_mae: 43.0526
Epoch 494/1000
231/231 [==============================] - 0s 32us/step - loss: 2897.5893 - mae: 44.1471 - val_loss: 2972.2822 - val_mae: 43.0680
Epoch 495/1000
231/231 [==============================] - 0s 22us/step - loss: 2893.4820 - mae: 44.1456 - val_loss: 2971.8137 - val_mae: 43.0252
Epoch 496/1000
231/231 [==============================] - 0s 23us/step - loss: 2893.6823 - mae: 44.1430 - val_loss: 2971.8687 - val_mae: 42.9982
Epoch 497/1000
231/231 [==============================] - 0s 23us/step - loss: 2903.9244 - mae: 44.2178 - val_loss: 2972.4275 - val_mae: 42.9558
Epoch 498/1000
231/231 [==============================] - 0s 30us/step - loss: 2893.1656 - mae: 44.1031 - val_loss: 2971.2781 - val_mae: 42.9789
Epoch 499/1000
231/231 [==============================] - 0s 34us/step - loss: 2893.3106 - mae: 44.1185 - val_loss: 2971.0640 - val_mae: 42.9891
Epoch 500/1000
231/231 [==============================] - 0s 23us/step - loss: 2892.5584 - mae: 44.1244 - val_loss: 2971.2546 - val_mae: 42.9789
Epoch 501/1000
231/231 [==============================] - 0s 28us/step - loss: 2893.9395 - mae: 44.1190 - val_loss: 2970.2932 - val_mae: 43.0060
Epoch 502/1000
231/231 [==============================] - 0s 29us/step - loss: 2900.3089 - mae: 44.1666 - val_loss: 2969.7632 - val_mae: 43.0443
Epoch 503/1000
231/231 [==============================] - 0s 19us/step - loss: 2894.1160 - mae: 44.1572 - val_loss: 2968.8918 - val_mae: 42.9812
Epoch 504/1000
231/231 [==============================] - 0s 28us/step - loss: 2929.9135 - mae: 44.4944 - val_loss: 2968.5654 - val_mae: 42.9662
Epoch 505/1000
231/231 [==============================] - 0s 24us/step - loss: 2894.4112 - mae: 44.1172 - val_loss: 2967.9990 - val_mae: 42.9868
Epoch 506/1000
231/231 [==============================] - 0s 27us/step - loss: 2893.3646 - mae: 44.1473 - val_loss: 2967.4973 - val_mae: 42.9585
Epoch 507/1000
231/231 [==============================] - 0s 30us/step - loss: 2893.0532 - mae: 44.1019 - val_loss: 2966.4380 - val_mae: 42.9700
Epoch 508/1000
231/231 [==============================] - 0s 26us/step - loss: 2896.5395 - mae: 44.1825 - val_loss: 2966.0015 - val_mae: 42.9292
Epoch 509/1000
231/231 [==============================] - 0s 26us/step - loss: 2891.7201 - mae: 44.1078 - val_loss: 2965.1548 - val_mae: 42.9272
Epoch 510/1000
231/231 [==============================] - 0s 25us/step - loss: 2892.9314 - mae: 44.1246 - val_loss: 2964.9856 - val_mae: 42.9122
Epoch 511/1000
231/231 [==============================] - 0s 25us/step - loss: 2892.0918 - mae: 44.1101 - val_loss: 2964.3428 - val_mae: 42.9114
Epoch 512/1000
231/231 [==============================] - 0s 30us/step - loss: 2891.5094 - mae: 44.1024 - val_loss: 2964.0317 - val_mae: 42.9311
Epoch 513/1000
231/231 [==============================] - 0s 23us/step - loss: 2894.1053 - mae: 44.0916 - val_loss: 2963.2480 - val_mae: 42.9617
Epoch 514/1000
231/231 [==============================] - 0s 26us/step - loss: 2892.6767 - mae: 44.1330 - val_loss: 2963.2185 - val_mae: 42.9147
Epoch 515/1000
231/231 [==============================] - 0s 32us/step - loss: 2891.1461 - mae: 44.1033 - val_loss: 2962.2361 - val_mae: 42.9218
Epoch 516/1000
231/231 [==============================] - 0s 27us/step - loss: 2892.1729 - mae: 44.1389 - val_loss: 2962.6611 - val_mae: 42.8905
Epoch 517/1000
231/231 [==============================] - 0s 23us/step - loss: 2903.6923 - mae: 44.1480 - val_loss: 2961.6431 - val_mae: 42.9505
Epoch 518/1000
231/231 [==============================] - 0s 25us/step - loss: 2892.4706 - mae: 44.1319 - val_loss: 2961.4104 - val_mae: 42.9318
Epoch 519/1000
231/231 [==============================] - 0s 30us/step - loss: 2891.4119 - mae: 44.1306 - val_loss: 2961.3767 - val_mae: 42.8934
Epoch 520/1000
231/231 [==============================] - 0s 28us/step - loss: 2895.8096 - mae: 44.1468 - val_loss: 2962.1116 - val_mae: 42.8541
Epoch 521/1000
231/231 [==============================] - 0s 23us/step - loss: 2892.5811 - mae: 44.1135 - val_loss: 2961.6526 - val_mae: 42.8649
Epoch 522/1000
231/231 [==============================] - 0s 24us/step - loss: 2892.7060 - mae: 44.1156 - val_loss: 2961.3997 - val_mae: 42.8579
Epoch 523/1000
231/231 [==============================] - 0s 31us/step - loss: 2893.7861 - mae: 44.0937 - val_loss: 2960.4595 - val_mae: 42.9222
Epoch 524/1000
231/231 [==============================] - 0s 26us/step - loss: 2897.1149 - mae: 44.1126 - val_loss: 2959.9045 - val_mae: 42.9621
Epoch 525/1000
231/231 [==============================] - 0s 30us/step - loss: 2894.2768 - mae: 44.1628 - val_loss: 2959.3257 - val_mae: 42.8746
Epoch 526/1000
231/231 [==============================] - 0s 27us/step - loss: 2890.3128 - mae: 44.1015 - val_loss: 2959.0459 - val_mae: 42.8872
Epoch 527/1000
231/231 [==============================] - 0s 29us/step - loss: 2891.1504 - mae: 44.1213 - val_loss: 2958.3389 - val_mae: 42.8988
Epoch 528/1000
231/231 [==============================] - 0s 30us/step - loss: 2891.5137 - mae: 44.1302 - val_loss: 2958.7849 - val_mae: 42.8723
Epoch 529/1000
231/231 [==============================] - 0s 25us/step - loss: 2908.4184 - mae: 44.2083 - val_loss: 2958.1731 - val_mae: 42.9135
Epoch 530/1000
231/231 [==============================] - 0s 26us/step - loss: 2893.6890 - mae: 44.1593 - val_loss: 2958.3047 - val_mae: 42.8530
Epoch 531/1000
231/231 [==============================] - 0s 31us/step - loss: 2906.3780 - mae: 44.1359 - val_loss: 2957.1191 - val_mae: 42.8905
Epoch 532/1000
231/231 [==============================] - 0s 35us/step - loss: 2893.9750 - mae: 44.1327 - val_loss: 2957.0591 - val_mae: 42.9157
Epoch 533/1000
231/231 [==============================] - 0s 46us/step - loss: 2890.7150 - mae: 44.1376 - val_loss: 2956.6167 - val_mae: 42.8756
Epoch 534/1000
231/231 [==============================] - 0s 36us/step - loss: 2894.3261 - mae: 44.1603 - val_loss: 2956.3167 - val_mae: 42.8302
Epoch 535/1000
231/231 [==============================] - 0s 35us/step - loss: 2890.7221 - mae: 44.0979 - val_loss: 2955.2556 - val_mae: 42.8510
Epoch 536/1000
231/231 [==============================] - 0s 25us/step - loss: 2894.4721 - mae: 44.1510 - val_loss: 2955.4189 - val_mae: 42.8086
Epoch 537/1000
231/231 [==============================] - 0s 28us/step - loss: 2897.5033 - mae: 44.1938 - val_loss: 2955.3926 - val_mae: 42.7866
Epoch 538/1000
231/231 [==============================] - 0s 33us/step - loss: 2897.1372 - mae: 44.1124 - val_loss: 2954.3364 - val_mae: 42.8459
Epoch 539/1000
231/231 [==============================] - 0s 33us/step - loss: 2892.5314 - mae: 44.1264 - val_loss: 2954.8723 - val_mae: 42.8164
Epoch 540/1000
231/231 [==============================] - 0s 28us/step - loss: 2891.0500 - mae: 44.1206 - val_loss: 2954.4583 - val_mae: 42.8130
Epoch 541/1000
231/231 [==============================] - 0s 30us/step - loss: 2890.4623 - mae: 44.1035 - val_loss: 2954.4497 - val_mae: 42.8268
Epoch 542/1000
231/231 [==============================] - 0s 38us/step - loss: 2894.3391 - mae: 44.1091 - val_loss: 2954.2559 - val_mae: 42.8762
Epoch 543/1000
231/231 [==============================] - 0s 29us/step - loss: 2892.7745 - mae: 44.1483 - val_loss: 2953.7690 - val_mae: 42.8068
Epoch 544/1000
231/231 [==============================] - 0s 27us/step - loss: 2889.8671 - mae: 44.1016 - val_loss: 2953.8638 - val_mae: 42.8238
Epoch 545/1000
231/231 [==============================] - 0s 29us/step - loss: 2895.8174 - mae: 44.1968 - val_loss: 2954.3408 - val_mae: 42.7807
Epoch 546/1000
231/231 [==============================] - 0s 33us/step - loss: 2899.2519 - mae: 44.1614 - val_loss: 2953.3638 - val_mae: 42.8464
Epoch 547/1000
231/231 [==============================] - 0s 32us/step - loss: 2891.6453 - mae: 44.1521 - val_loss: 2953.1487 - val_mae: 42.8007
Epoch 548/1000
231/231 [==============================] - 0s 24us/step - loss: 2890.5944 - mae: 44.1326 - val_loss: 2953.0703 - val_mae: 42.7849
Epoch 549/1000
231/231 [==============================] - 0s 28us/step - loss: 2891.4562 - mae: 44.0976 - val_loss: 2952.1523 - val_mae: 42.8198
Epoch 550/1000
231/231 [==============================] - 0s 31us/step - loss: 2889.5687 - mae: 44.1137 - val_loss: 2951.7004 - val_mae: 42.8213
Epoch 551/1000
231/231 [==============================] - 0s 29us/step - loss: 2890.8827 - mae: 44.1254 - val_loss: 2951.4678 - val_mae: 42.7913
Epoch 552/1000
231/231 [==============================] - 0s 38us/step - loss: 2890.3823 - mae: 44.0929 - val_loss: 2950.9778 - val_mae: 42.8243
Epoch 553/1000
231/231 [==============================] - 0s 45us/step - loss: 2894.4671 - mae: 44.1129 - val_loss: 2951.1633 - val_mae: 42.8783
Epoch 554/1000
231/231 [==============================] - 0s 36us/step - loss: 2890.4135 - mae: 44.1471 - val_loss: 2950.7283 - val_mae: 42.8167
Epoch 555/1000
231/231 [==============================] - 0s 29us/step - loss: 2889.6114 - mae: 44.1305 - val_loss: 2950.2256 - val_mae: 42.7610
Epoch 556/1000
231/231 [==============================] - 0s 31us/step - loss: 2898.3727 - mae: 44.1389 - val_loss: 2950.7395 - val_mae: 42.7205
Epoch 557/1000
231/231 [==============================] - 0s 28us/step - loss: 2892.3305 - mae: 44.0887 - val_loss: 2948.4792 - val_mae: 42.7972
Epoch 558/1000
231/231 [==============================] - 0s 22us/step - loss: 2900.8203 - mae: 44.1956 - val_loss: 2948.4316 - val_mae: 42.8486
Epoch 559/1000
231/231 [==============================] - 0s 20us/step - loss: 2892.4889 - mae: 44.1596 - val_loss: 2948.1848 - val_mae: 42.7610
Epoch 560/1000
231/231 [==============================] - 0s 43us/step - loss: 2889.2629 - mae: 44.1054 - val_loss: 2947.4426 - val_mae: 42.7750
Epoch 561/1000
231/231 [==============================] - 0s 33us/step - loss: 2889.6606 - mae: 44.0993 - val_loss: 2947.2708 - val_mae: 42.7995
Epoch 562/1000
231/231 [==============================] - 0s 27us/step - loss: 2892.1656 - mae: 44.1274 - val_loss: 2946.9900 - val_mae: 42.8324
Epoch 563/1000
231/231 [==============================] - 0s 22us/step - loss: 2889.4698 - mae: 44.1470 - val_loss: 2946.5015 - val_mae: 42.7608
Epoch 564/1000
231/231 [==============================] - 0s 25us/step - loss: 2890.5408 - mae: 44.1239 - val_loss: 2945.6177 - val_mae: 42.7913
Epoch 565/1000
231/231 [==============================] - 0s 26us/step - loss: 2891.1151 - mae: 44.1400 - val_loss: 2944.8992 - val_mae: 42.8104
Epoch 566/1000
231/231 [==============================] - 0s 22us/step - loss: 2890.7529 - mae: 44.1644 - val_loss: 2944.8333 - val_mae: 42.7176
Epoch 567/1000
231/231 [==============================] - 0s 30us/step - loss: 2889.5993 - mae: 44.1169 - val_loss: 2944.7197 - val_mae: 42.7237
Epoch 568/1000
231/231 [==============================] - 0s 21us/step - loss: 2892.5784 - mae: 44.1199 - val_loss: 2944.6074 - val_mae: 42.8173
Epoch 569/1000
231/231 [==============================] - 0s 28us/step - loss: 2899.7452 - mae: 44.2305 - val_loss: 2944.1333 - val_mae: 42.7127
Epoch 570/1000
231/231 [==============================] - 0s 23us/step - loss: 2889.5481 - mae: 44.0984 - val_loss: 2943.4790 - val_mae: 42.7464
Epoch 571/1000
231/231 [==============================] - 0s 20us/step - loss: 2890.8507 - mae: 44.1513 - val_loss: 2943.4751 - val_mae: 42.7083
Epoch 572/1000
231/231 [==============================] - 0s 51us/step - loss: 2889.1399 - mae: 44.1135 - val_loss: 2943.4397 - val_mae: 42.7087
Epoch 573/1000
231/231 [==============================] - 0s 25us/step - loss: 2892.8063 - mae: 44.1016 - val_loss: 2943.1877 - val_mae: 42.7912
Epoch 574/1000
231/231 [==============================] - 0s 39us/step - loss: 2889.4209 - mae: 44.1196 - val_loss: 2942.6946 - val_mae: 42.7761
Epoch 575/1000
231/231 [==============================] - 0s 23us/step - loss: 2890.4783 - mae: 44.1486 - val_loss: 2943.0483 - val_mae: 42.6987
Epoch 576/1000
231/231 [==============================] - 0s 23us/step - loss: 2893.4663 - mae: 44.0944 - val_loss: 2943.1858 - val_mae: 42.6767
Epoch 577/1000
231/231 [==============================] - 0s 28us/step - loss: 2891.1492 - mae: 44.1048 - val_loss: 2942.4832 - val_mae: 42.7737
Epoch 578/1000
231/231 [==============================] - 0s 26us/step - loss: 2894.2089 - mae: 44.0830 - val_loss: 2942.1929 - val_mae: 42.8238
Epoch 579/1000
231/231 [==============================] - 0s 30us/step - loss: 2905.5017 - mae: 44.2964 - val_loss: 2941.8584 - val_mae: 42.8454
Epoch 580/1000
231/231 [==============================] - 0s 27us/step - loss: 2889.1210 - mae: 44.1586 - val_loss: 2941.2468 - val_mae: 42.7630
Epoch 581/1000
231/231 [==============================] - 0s 24us/step - loss: 2893.5125 - mae: 44.1978 - val_loss: 2941.5525 - val_mae: 42.6939
Epoch 582/1000
231/231 [==============================] - 0s 30us/step - loss: 2888.9776 - mae: 44.0936 - val_loss: 2941.6675 - val_mae: 42.6889
Epoch 583/1000
231/231 [==============================] - 0s 28us/step - loss: 2892.6948 - mae: 44.1518 - val_loss: 2940.8560 - val_mae: 42.7591
Epoch 584/1000
231/231 [==============================] - 0s 23us/step - loss: 2896.0996 - mae: 44.2039 - val_loss: 2941.1340 - val_mae: 42.6884
Epoch 585/1000
231/231 [==============================] - 0s 23us/step - loss: 2890.7373 - mae: 44.1373 - val_loss: 2940.7703 - val_mae: 42.6752
Epoch 586/1000
231/231 [==============================] - 0s 30us/step - loss: 2902.0454 - mae: 44.2324 - val_loss: 2941.0708 - val_mae: 42.6508
Epoch 587/1000
231/231 [==============================] - 0s 25us/step - loss: 2892.6358 - mae: 44.1604 - val_loss: 2940.8042 - val_mae: 42.6591
Epoch 588/1000
231/231 [==============================] - 0s 26us/step - loss: 2890.5823 - mae: 44.1252 - val_loss: 2940.4695 - val_mae: 42.6680
Epoch 589/1000
231/231 [==============================] - 0s 20us/step - loss: 2899.0629 - mae: 44.1765 - val_loss: 2941.1658 - val_mae: 42.6484
Epoch 590/1000
231/231 [==============================] - 0s 24us/step - loss: 2890.6842 - mae: 44.1249 - val_loss: 2940.6177 - val_mae: 42.6512
Epoch 591/1000
231/231 [==============================] - 0s 20us/step - loss: 2895.7201 - mae: 44.1536 - val_loss: 2938.9858 - val_mae: 42.7206
Epoch 592/1000
231/231 [==============================] - 0s 23us/step - loss: 2895.4067 - mae: 44.1778 - val_loss: 2939.2170 - val_mae: 42.6696
Epoch 593/1000
231/231 [==============================] - 0s 33us/step - loss: 2894.8527 - mae: 44.1639 - val_loss: 2938.6643 - val_mae: 42.7339
Epoch 594/1000
231/231 [==============================] - 0s 23us/step - loss: 2891.1041 - mae: 44.1653 - val_loss: 2938.4663 - val_mae: 42.6785
Epoch 595/1000
231/231 [==============================] - 0s 27us/step - loss: 2890.3879 - mae: 44.1102 - val_loss: 2938.0879 - val_mae: 42.7247
Epoch 596/1000
231/231 [==============================] - 0s 22us/step - loss: 2888.8616 - mae: 44.1242 - val_loss: 2937.8999 - val_mae: 42.7392
Epoch 597/1000
231/231 [==============================] - 0s 22us/step - loss: 2888.5139 - mae: 44.1343 - val_loss: 2937.9500 - val_mae: 42.7301
Epoch 598/1000
231/231 [==============================] - 0s 29us/step - loss: 2891.7614 - mae: 44.1841 - val_loss: 2938.1965 - val_mae: 42.6667
Epoch 599/1000
231/231 [==============================] - 0s 26us/step - loss: 2888.4523 - mae: 44.1099 - val_loss: 2937.5146 - val_mae: 42.7116
Epoch 600/1000
231/231 [==============================] - 0s 24us/step - loss: 2893.5683 - mae: 44.1573 - val_loss: 2937.8838 - val_mae: 42.7758
Epoch 601/1000
231/231 [==============================] - 0s 25us/step - loss: 2889.9829 - mae: 44.1356 - val_loss: 2937.9221 - val_mae: 42.7777
Epoch 602/1000
231/231 [==============================] - 0s 27us/step - loss: 2888.7308 - mae: 44.1454 - val_loss: 2937.6379 - val_mae: 42.7456
Epoch 603/1000
231/231 [==============================] - 0s 24us/step - loss: 2887.7860 - mae: 44.1333 - val_loss: 2937.3848 - val_mae: 42.7261
Epoch 604/1000
231/231 [==============================] - 0s 22us/step - loss: 2888.4100 - mae: 44.1417 - val_loss: 2937.5952 - val_mae: 42.6678
Epoch 605/1000
231/231 [==============================] - 0s 20us/step - loss: 2889.0920 - mae: 44.1182 - val_loss: 2937.8767 - val_mae: 42.6334
Epoch 606/1000
231/231 [==============================] - 0s 30us/step - loss: 2888.9810 - mae: 44.0919 - val_loss: 2937.2051 - val_mae: 42.7114
Epoch 607/1000
231/231 [==============================] - 0s 24us/step - loss: 2895.8193 - mae: 44.2181 - val_loss: 2937.9053 - val_mae: 42.6375
Epoch 608/1000
231/231 [==============================] - 0s 26us/step - loss: 2889.9488 - mae: 44.1181 - val_loss: 2937.2676 - val_mae: 42.7207
Epoch 609/1000
231/231 [==============================] - 0s 31us/step - loss: 2887.6846 - mae: 44.1392 - val_loss: 2937.2683 - val_mae: 42.6707
Epoch 610/1000
231/231 [==============================] - 0s 43us/step - loss: 2888.1347 - mae: 44.1256 - val_loss: 2937.4866 - val_mae: 42.6755
Epoch 611/1000
231/231 [==============================] - 0s 40us/step - loss: 2888.4816 - mae: 44.1202 - val_loss: 2936.9927 - val_mae: 42.7248
Epoch 612/1000
231/231 [==============================] - 0s 27us/step - loss: 2889.4588 - mae: 44.1524 - val_loss: 2937.3721 - val_mae: 42.7590
Epoch 613/1000
231/231 [==============================] - 0s 19us/step - loss: 2904.1294 - mae: 44.2267 - val_loss: 2937.2407 - val_mae: 42.7851
Epoch 614/1000
231/231 [==============================] - 0s 24us/step - loss: 2891.2038 - mae: 44.1522 - val_loss: 2936.5952 - val_mae: 42.7808
Epoch 615/1000
231/231 [==============================] - 0s 18us/step - loss: 2895.6439 - mae: 44.1869 - val_loss: 2936.9495 - val_mae: 42.8065
Epoch 616/1000
231/231 [==============================] - 0s 26us/step - loss: 2891.8706 - mae: 44.1858 - val_loss: 2937.1709 - val_mae: 42.7981
Epoch 617/1000
231/231 [==============================] - 0s 28us/step - loss: 2896.7292 - mae: 44.2211 - val_loss: 2937.1497 - val_mae: 42.6633
Epoch 618/1000
231/231 [==============================] - 0s 30us/step - loss: 2891.8296 - mae: 44.1302 - val_loss: 2936.6245 - val_mae: 42.7278
Epoch 619/1000
231/231 [==============================] - 0s 32us/step - loss: 2900.7644 - mae: 44.2535 - val_loss: 2936.8447 - val_mae: 42.6502
Epoch 620/1000
231/231 [==============================] - 0s 31us/step - loss: 2890.2261 - mae: 44.0954 - val_loss: 2936.0347 - val_mae: 42.6967
Epoch 621/1000
231/231 [==============================] - 0s 40us/step - loss: 2887.9235 - mae: 44.1321 - val_loss: 2935.8359 - val_mae: 42.7156
Epoch 622/1000
231/231 [==============================] - 0s 33us/step - loss: 2892.7754 - mae: 44.1783 - val_loss: 2935.3965 - val_mae: 42.7645
Epoch 623/1000
231/231 [==============================] - 0s 25us/step - loss: 2888.6352 - mae: 44.1511 - val_loss: 2935.1919 - val_mae: 42.7620
Epoch 624/1000
231/231 [==============================] - 0s 33us/step - loss: 2890.4012 - mae: 44.1464 - val_loss: 2935.1104 - val_mae: 42.7766
Epoch 625/1000
231/231 [==============================] - 0s 34us/step - loss: 2887.2666 - mae: 44.1431 - val_loss: 2934.9814 - val_mae: 42.7250
Epoch 626/1000
231/231 [==============================] - 0s 29us/step - loss: 2887.8071 - mae: 44.1388 - val_loss: 2935.2190 - val_mae: 42.7176
Epoch 627/1000
231/231 [==============================] - 0s 38us/step - loss: 2886.7864 - mae: 44.1295 - val_loss: 2935.4736 - val_mae: 42.6941
Epoch 628/1000
231/231 [==============================] - 0s 35us/step - loss: 2895.7776 - mae: 44.1614 - val_loss: 2935.8652 - val_mae: 42.7775
Epoch 629/1000
231/231 [==============================] - 0s 33us/step - loss: 2888.0955 - mae: 44.1663 - val_loss: 2936.0657 - val_mae: 42.6655
Epoch 630/1000
231/231 [==============================] - 0s 31us/step - loss: 2901.0359 - mae: 44.2239 - val_loss: 2936.8088 - val_mae: 42.6268
Epoch 631/1000
231/231 [==============================] - 0s 26us/step - loss: 2887.7372 - mae: 44.1078 - val_loss: 2936.3755 - val_mae: 42.6568
Epoch 632/1000
231/231 [==============================] - 0s 41us/step - loss: 2887.7251 - mae: 44.1323 - val_loss: 2936.7170 - val_mae: 42.6446
Epoch 633/1000
231/231 [==============================] - 0s 36us/step - loss: 2890.4666 - mae: 44.1704 - val_loss: 2936.8994 - val_mae: 42.6306
Epoch 634/1000
231/231 [==============================] - 0s 44us/step - loss: 2905.3339 - mae: 44.2617 - val_loss: 2937.2688 - val_mae: 42.6148
Epoch 635/1000
231/231 [==============================] - 0s 48us/step - loss: 2900.9029 - mae: 44.1608 - val_loss: 2936.4429 - val_mae: 42.6752
Epoch 636/1000
231/231 [==============================] - 0s 36us/step - loss: 2886.8346 - mae: 44.1224 - val_loss: 2936.4839 - val_mae: 42.6586
Epoch 637/1000
231/231 [==============================] - 0s 25us/step - loss: 2898.2362 - mae: 44.1730 - val_loss: 2936.5413 - val_mae: 42.7340
Epoch 638/1000
231/231 [==============================] - 0s 32us/step - loss: 2886.7090 - mae: 44.1296 - val_loss: 2936.5183 - val_mae: 42.7186
Epoch 639/1000
231/231 [==============================] - 0s 35us/step - loss: 2890.9851 - mae: 44.1222 - val_loss: 2936.1797 - val_mae: 42.7580
Epoch 640/1000
231/231 [==============================] - 0s 35us/step - loss: 2889.5757 - mae: 44.1462 - val_loss: 2935.6980 - val_mae: 42.7690
Epoch 641/1000
231/231 [==============================] - 0s 53us/step - loss: 2888.2903 - mae: 44.1494 - val_loss: 2935.6772 - val_mae: 42.7547
Epoch 642/1000
231/231 [==============================] - ETA: 0s - loss: 2462.1216 - mae: 40.275 - 0s 47us/step - loss: 2887.8187 - mae: 44.1385 - val_loss: 2935.4182 - val_mae: 42.7327
Epoch 643/1000
231/231 [==============================] - 0s 30us/step - loss: 2889.6377 - mae: 44.1926 - val_loss: 2935.2300 - val_mae: 42.6360
Epoch 644/1000
231/231 [==============================] - 0s 35us/step - loss: 2887.1127 - mae: 44.1131 - val_loss: 2935.2310 - val_mae: 42.6864
Epoch 645/1000
231/231 [==============================] - 0s 27us/step - loss: 2901.1055 - mae: 44.1769 - val_loss: 2935.1836 - val_mae: 42.7545
Epoch 646/1000
231/231 [==============================] - 0s 27us/step - loss: 2888.0274 - mae: 44.1532 - val_loss: 2935.1260 - val_mae: 42.7541
Epoch 647/1000
231/231 [==============================] - 0s 31us/step - loss: 2886.8280 - mae: 44.1458 - val_loss: 2934.7896 - val_mae: 42.7060
Epoch 648/1000
231/231 [==============================] - 0s 34us/step - loss: 2885.9734 - mae: 44.1256 - val_loss: 2934.6714 - val_mae: 42.6808
Epoch 649/1000
231/231 [==============================] - 0s 41us/step - loss: 2895.8758 - mae: 44.2281 - val_loss: 2935.6104 - val_mae: 42.6156
Epoch 650/1000
231/231 [==============================] - 0s 31us/step - loss: 2886.7434 - mae: 44.1143 - val_loss: 2935.3301 - val_mae: 42.6268
Epoch 651/1000
231/231 [==============================] - 0s 48us/step - loss: 2894.2820 - mae: 44.1922 - val_loss: 2936.1692 - val_mae: 42.6079
Epoch 652/1000
231/231 [==============================] - 0s 29us/step - loss: 2886.6461 - mae: 44.0936 - val_loss: 2935.4858 - val_mae: 42.6211
Epoch 653/1000
231/231 [==============================] - 0s 27us/step - loss: 2885.7163 - mae: 44.1044 - val_loss: 2934.6521 - val_mae: 42.6506
Epoch 654/1000
231/231 [==============================] - 0s 24us/step - loss: 2893.6019 - mae: 44.1440 - val_loss: 2934.1831 - val_mae: 42.7357
Epoch 655/1000
231/231 [==============================] - 0s 23us/step - loss: 2886.1434 - mae: 44.1472 - val_loss: 2933.8337 - val_mae: 42.6693
Epoch 656/1000
231/231 [==============================] - 0s 23us/step - loss: 2898.1048 - mae: 44.2209 - val_loss: 2934.6663 - val_mae: 42.6063
Epoch 657/1000
231/231 [==============================] - 0s 33us/step - loss: 2887.6577 - mae: 44.1287 - val_loss: 2934.7844 - val_mae: 42.5994
Epoch 658/1000
231/231 [==============================] - 0s 23us/step - loss: 2886.6906 - mae: 44.0999 - val_loss: 2934.8176 - val_mae: 42.6017
Epoch 659/1000
231/231 [==============================] - 0s 38us/step - loss: 2890.9182 - mae: 44.1721 - val_loss: 2934.9265 - val_mae: 42.5877
Epoch 660/1000
231/231 [==============================] - 0s 43us/step - loss: 2891.1370 - mae: 44.1339 - val_loss: 2933.8972 - val_mae: 42.6677
Epoch 661/1000
231/231 [==============================] - 0s 39us/step - loss: 2885.6479 - mae: 44.1188 - val_loss: 2933.8145 - val_mae: 42.6678
Epoch 662/1000
231/231 [==============================] - 0s 36us/step - loss: 2885.1971 - mae: 44.1183 - val_loss: 2934.0854 - val_mae: 42.6557
Epoch 663/1000
231/231 [==============================] - 0s 22us/step - loss: 2889.4870 - mae: 44.1147 - val_loss: 2933.8420 - val_mae: 42.7356
Epoch 664/1000
231/231 [==============================] - 0s 30us/step - loss: 2896.7133 - mae: 44.1984 - val_loss: 2933.7266 - val_mae: 42.7816
Epoch 665/1000
231/231 [==============================] - 0s 28us/step - loss: 2898.1283 - mae: 44.2099 - val_loss: 2933.8342 - val_mae: 42.8062
Epoch 666/1000
231/231 [==============================] - 0s 27us/step - loss: 2888.0662 - mae: 44.1990 - val_loss: 2932.8477 - val_mae: 42.6823
Epoch 667/1000
231/231 [==============================] - 0s 26us/step - loss: 2888.4422 - mae: 44.1610 - val_loss: 2933.5090 - val_mae: 42.6213
Epoch 668/1000
231/231 [==============================] - 0s 21us/step - loss: 2885.2024 - mae: 44.1117 - val_loss: 2933.6582 - val_mae: 42.6219
Epoch 669/1000
231/231 [==============================] - 0s 22us/step - loss: 2889.7462 - mae: 44.1597 - val_loss: 2933.6086 - val_mae: 42.7087
Epoch 670/1000
231/231 [==============================] - 0s 21us/step - loss: 2894.1245 - mae: 44.2051 - val_loss: 2933.7292 - val_mae: 42.6167
Epoch 671/1000
231/231 [==============================] - 0s 30us/step - loss: 2886.2362 - mae: 44.1202 - val_loss: 2933.4097 - val_mae: 42.6672
Epoch 672/1000
231/231 [==============================] - 0s 20us/step - loss: 2886.9804 - mae: 44.1372 - val_loss: 2932.8069 - val_mae: 42.7129
Epoch 673/1000
231/231 [==============================] - 0s 29us/step - loss: 2892.9435 - mae: 44.2212 - val_loss: 2933.6111 - val_mae: 42.6218
Epoch 674/1000
231/231 [==============================] - 0s 26us/step - loss: 2898.9330 - mae: 44.1706 - val_loss: 2933.3994 - val_mae: 42.7003
Epoch 675/1000
231/231 [==============================] - 0s 28us/step - loss: 2897.9899 - mae: 44.1725 - val_loss: 2933.4873 - val_mae: 42.7521
Epoch 676/1000
231/231 [==============================] - 0s 42us/step - loss: 2888.9245 - mae: 44.1730 - val_loss: 2933.1516 - val_mae: 42.6680
Epoch 677/1000
231/231 [==============================] - 0s 27us/step - loss: 2886.8506 - mae: 44.1717 - val_loss: 2932.7808 - val_mae: 42.6247
Epoch 678/1000
231/231 [==============================] - 0s 28us/step - loss: 2885.8807 - mae: 44.1278 - val_loss: 2932.9995 - val_mae: 42.6228
Epoch 679/1000
231/231 [==============================] - 0s 36us/step - loss: 2883.9487 - mae: 44.1003 - val_loss: 2932.7539 - val_mae: 42.6331
Epoch 680/1000
231/231 [==============================] - 0s 41us/step - loss: 2884.9841 - mae: 44.1152 - val_loss: 2932.7256 - val_mae: 42.6659
Epoch 681/1000
231/231 [==============================] - 0s 28us/step - loss: 2889.0720 - mae: 44.1687 - val_loss: 2932.9207 - val_mae: 42.6034
Epoch 682/1000
231/231 [==============================] - 0s 28us/step - loss: 2901.8570 - mae: 44.2603 - val_loss: 2932.4133 - val_mae: 42.6740
Epoch 683/1000
231/231 [==============================] - 0s 26us/step - loss: 2884.3585 - mae: 44.1148 - val_loss: 2932.1382 - val_mae: 42.6840
Epoch 684/1000
231/231 [==============================] - 0s 29us/step - loss: 2883.8584 - mae: 44.1232 - val_loss: 2931.7654 - val_mae: 42.6565
Epoch 685/1000
231/231 [==============================] - 0s 22us/step - loss: 2910.9209 - mae: 44.2494 - val_loss: 2931.4734 - val_mae: 42.7038
Epoch 686/1000
231/231 [==============================] - 0s 32us/step - loss: 2884.2721 - mae: 44.1241 - val_loss: 2931.1133 - val_mae: 42.6995
Epoch 687/1000
231/231 [==============================] - 0s 44us/step - loss: 2884.8831 - mae: 44.1314 - val_loss: 2931.1118 - val_mae: 42.6898
Epoch 688/1000
231/231 [==============================] - 0s 23us/step - loss: 2885.5966 - mae: 44.1482 - val_loss: 2931.2505 - val_mae: 42.6715
Epoch 689/1000
231/231 [==============================] - 0s 25us/step - loss: 2883.7989 - mae: 44.1191 - val_loss: 2931.6465 - val_mae: 42.6669
Epoch 690/1000
231/231 [==============================] - 0s 30us/step - loss: 2893.4066 - mae: 44.1455 - val_loss: 2932.0374 - val_mae: 42.7404
Epoch 691/1000
231/231 [==============================] - 0s 30us/step - loss: 2883.8668 - mae: 44.1399 - val_loss: 2931.5955 - val_mae: 42.6843
Epoch 692/1000
231/231 [==============================] - 0s 28us/step - loss: 2883.5796 - mae: 44.1183 - val_loss: 2930.9944 - val_mae: 42.6750
Epoch 693/1000
231/231 [==============================] - 0s 27us/step - loss: 2919.6840 - mae: 44.2846 - val_loss: 2931.5300 - val_mae: 42.7016
Epoch 694/1000
231/231 [==============================] - 0s 35us/step - loss: 2887.1212 - mae: 44.1627 - val_loss: 2931.6787 - val_mae: 42.7297
Epoch 695/1000
231/231 [==============================] - 0s 32us/step - loss: 2887.3545 - mae: 44.1387 - val_loss: 2931.2939 - val_mae: 42.7473
Epoch 696/1000
231/231 [==============================] - 0s 21us/step - loss: 2884.1347 - mae: 44.1458 - val_loss: 2930.8396 - val_mae: 42.6815
Epoch 697/1000
231/231 [==============================] - 0s 25us/step - loss: 2883.4631 - mae: 44.1229 - val_loss: 2930.6909 - val_mae: 42.6478
Epoch 698/1000
231/231 [==============================] - 0s 35us/step - loss: 2896.7522 - mae: 44.2334 - val_loss: 2931.7126 - val_mae: 42.5992
Epoch 699/1000
231/231 [==============================] - 0s 33us/step - loss: 2890.0995 - mae: 44.1659 - val_loss: 2931.9539 - val_mae: 42.5757
Epoch 700/1000
231/231 [==============================] - 0s 21us/step - loss: 2885.7940 - mae: 44.0969 - val_loss: 2930.9233 - val_mae: 42.6258
Epoch 701/1000
231/231 [==============================] - 0s 22us/step - loss: 2885.6692 - mae: 44.1079 - val_loss: 2930.6606 - val_mae: 42.6690
Epoch 702/1000
231/231 [==============================] - 0s 30us/step - loss: 2885.2904 - mae: 44.1239 - val_loss: 2930.5281 - val_mae: 42.6962
Epoch 703/1000
231/231 [==============================] - 0s 25us/step - loss: 2883.1725 - mae: 44.1264 - val_loss: 2930.4187 - val_mae: 42.6533
Epoch 704/1000
231/231 [==============================] - 0s 29us/step - loss: 2890.4730 - mae: 44.1983 - val_loss: 2930.6560 - val_mae: 42.5925
Epoch 705/1000
231/231 [==============================] - 0s 29us/step - loss: 2886.2364 - mae: 44.1557 - val_loss: 2931.1917 - val_mae: 42.5781
Epoch 706/1000
231/231 [==============================] - 0s 34us/step - loss: 2884.2698 - mae: 44.0843 - val_loss: 2929.9795 - val_mae: 42.6323
Epoch 707/1000
231/231 [==============================] - 0s 36us/step - loss: 2885.8579 - mae: 44.1212 - val_loss: 2929.6692 - val_mae: 42.6793
Epoch 708/1000
231/231 [==============================] - 0s 24us/step - loss: 2886.4857 - mae: 44.1625 - val_loss: 2929.6572 - val_mae: 42.7202
Epoch 709/1000
231/231 [==============================] - 0s 31us/step - loss: 2884.6699 - mae: 44.1564 - val_loss: 2929.3787 - val_mae: 42.6452
Epoch 710/1000
231/231 [==============================] - 0s 27us/step - loss: 2889.8160 - mae: 44.1538 - val_loss: 2929.3640 - val_mae: 42.7155
Epoch 711/1000
231/231 [==============================] - 0s 32us/step - loss: 2884.9080 - mae: 44.1628 - val_loss: 2928.7747 - val_mae: 42.7084
Epoch 712/1000
231/231 [==============================] - 0s 21us/step - loss: 2883.6139 - mae: 44.1434 - val_loss: 2928.7214 - val_mae: 42.6343
Epoch 713/1000
231/231 [==============================] - 0s 26us/step - loss: 2883.6274 - mae: 44.1087 - val_loss: 2928.8696 - val_mae: 42.6693
Epoch 714/1000
231/231 [==============================] - 0s 35us/step - loss: 2903.5210 - mae: 44.1937 - val_loss: 2928.5867 - val_mae: 42.7061
Epoch 715/1000
231/231 [==============================] - 0s 23us/step - loss: 2887.7733 - mae: 44.1943 - val_loss: 2928.1934 - val_mae: 42.6150
Epoch 716/1000
231/231 [==============================] - 0s 25us/step - loss: 2886.5786 - mae: 44.1154 - val_loss: 2928.3606 - val_mae: 42.6709
Epoch 717/1000
231/231 [==============================] - 0s 26us/step - loss: 2884.9422 - mae: 44.1279 - val_loss: 2928.6455 - val_mae: 42.6117
Epoch 718/1000
231/231 [==============================] - 0s 27us/step - loss: 2884.3813 - mae: 44.1054 - val_loss: 2928.7036 - val_mae: 42.6475
Epoch 719/1000
231/231 [==============================] - 0s 41us/step - loss: 2891.0445 - mae: 44.2060 - val_loss: 2928.9529 - val_mae: 42.7089
Epoch 720/1000
231/231 [==============================] - 0s 22us/step - loss: 2882.8183 - mae: 44.1365 - val_loss: 2928.5645 - val_mae: 42.6503
Epoch 721/1000
231/231 [==============================] - 0s 25us/step - loss: 2886.1974 - mae: 44.1477 - val_loss: 2929.0210 - val_mae: 42.6977
Epoch 722/1000
231/231 [==============================] - 0s 25us/step - loss: 2883.2415 - mae: 44.1051 - val_loss: 2928.8098 - val_mae: 42.6889
Epoch 723/1000
231/231 [==============================] - 0s 35us/step - loss: 2886.7422 - mae: 44.1516 - val_loss: 2928.3860 - val_mae: 42.7253
Epoch 724/1000
231/231 [==============================] - 0s 44us/step - loss: 2884.9119 - mae: 44.1583 - val_loss: 2927.8816 - val_mae: 42.6254
Epoch 725/1000
231/231 [==============================] - 0s 29us/step - loss: 2882.0868 - mae: 44.1102 - val_loss: 2927.8855 - val_mae: 42.6184
Epoch 726/1000
231/231 [==============================] - 0s 39us/step - loss: 2881.7887 - mae: 44.0914 - val_loss: 2927.9497 - val_mae: 42.6401
Epoch 727/1000
231/231 [==============================] - 0s 22us/step - loss: 2890.1716 - mae: 44.1254 - val_loss: 2927.9001 - val_mae: 42.7154
Epoch 728/1000
231/231 [==============================] - 0s 21us/step - loss: 2882.5153 - mae: 44.1351 - val_loss: 2927.7966 - val_mae: 42.6391
Epoch 729/1000
231/231 [==============================] - 0s 31us/step - loss: 2890.0070 - mae: 44.1554 - val_loss: 2928.1350 - val_mae: 42.7156
Epoch 730/1000
231/231 [==============================] - 0s 31us/step - loss: 2885.5595 - mae: 44.1147 - val_loss: 2927.7603 - val_mae: 42.7334
Epoch 731/1000
231/231 [==============================] - 0s 35us/step - loss: 2894.7565 - mae: 44.2540 - val_loss: 2927.4524 - val_mae: 42.6109
Epoch 732/1000
231/231 [==============================] - 0s 36us/step - loss: 2882.8465 - mae: 44.1029 - val_loss: 2927.4131 - val_mae: 42.6485
Epoch 733/1000
231/231 [==============================] - 0s 43us/step - loss: 2903.1409 - mae: 44.2079 - val_loss: 2927.0308 - val_mae: 42.6956
Epoch 734/1000
231/231 [==============================] - 0s 21us/step - loss: 2882.4978 - mae: 44.1393 - val_loss: 2926.7405 - val_mae: 42.6366
Epoch 735/1000
231/231 [==============================] - 0s 28us/step - loss: 2885.2034 - mae: 44.1520 - val_loss: 2926.7578 - val_mae: 42.5927
Epoch 736/1000
231/231 [==============================] - 0s 29us/step - loss: 2885.0565 - mae: 44.1434 - val_loss: 2927.0413 - val_mae: 42.5714
Epoch 737/1000
231/231 [==============================] - 0s 22us/step - loss: 2883.2560 - mae: 44.1059 - val_loss: 2926.3872 - val_mae: 42.5732
Epoch 738/1000
231/231 [==============================] - 0s 35us/step - loss: 2882.4244 - mae: 44.0919 - val_loss: 2926.0442 - val_mae: 42.5688
Epoch 739/1000
231/231 [==============================] - 0s 23us/step - loss: 2882.2541 - mae: 44.1033 - val_loss: 2925.6824 - val_mae: 42.5808
Epoch 740/1000
231/231 [==============================] - 0s 31us/step - loss: 2887.6768 - mae: 44.1238 - val_loss: 2925.1245 - val_mae: 42.6575
Epoch 741/1000
231/231 [==============================] - 0s 31us/step - loss: 2883.1874 - mae: 44.1286 - val_loss: 2925.7954 - val_mae: 42.6826
Epoch 742/1000
231/231 [==============================] - 0s 28us/step - loss: 2887.0047 - mae: 44.1951 - val_loss: 2925.6819 - val_mae: 42.5895
Epoch 743/1000
231/231 [==============================] - 0s 21us/step - loss: 2885.0008 - mae: 44.1238 - val_loss: 2926.4695 - val_mae: 42.5659
Epoch 744/1000
231/231 [==============================] - 0s 29us/step - loss: 2881.1304 - mae: 44.0800 - val_loss: 2925.9924 - val_mae: 42.5962
Epoch 745/1000
231/231 [==============================] - 0s 33us/step - loss: 2881.8449 - mae: 44.1042 - val_loss: 2925.7070 - val_mae: 42.6208
Epoch 746/1000
231/231 [==============================] - 0s 27us/step - loss: 2885.0584 - mae: 44.1485 - val_loss: 2926.4038 - val_mae: 42.5639
Epoch 747/1000
231/231 [==============================] - 0s 27us/step - loss: 2882.8322 - mae: 44.1227 - val_loss: 2926.7412 - val_mae: 42.5581
Epoch 748/1000
231/231 [==============================] - 0s 34us/step - loss: 2881.3116 - mae: 44.0782 - val_loss: 2926.1411 - val_mae: 42.6234
Epoch 749/1000
231/231 [==============================] - 0s 29us/step - loss: 2882.1995 - mae: 44.1276 - val_loss: 2926.3501 - val_mae: 42.5749
Epoch 750/1000
231/231 [==============================] - 0s 34us/step - loss: 2881.1715 - mae: 44.0900 - val_loss: 2925.6655 - val_mae: 42.6277
Epoch 751/1000
231/231 [==============================] - 0s 26us/step - loss: 2886.2436 - mae: 44.1614 - val_loss: 2926.9399 - val_mae: 42.5584
Epoch 752/1000
231/231 [==============================] - 0s 34us/step - loss: 2906.5068 - mae: 44.2164 - val_loss: 2926.6094 - val_mae: 42.6105
Epoch 753/1000
231/231 [==============================] - 0s 25us/step - loss: 2884.7904 - mae: 44.1364 - val_loss: 2926.1938 - val_mae: 42.6537
Epoch 754/1000
231/231 [==============================] - 0s 26us/step - loss: 2887.6242 - mae: 44.1898 - val_loss: 2926.6138 - val_mae: 42.7025
Epoch 755/1000
231/231 [==============================] - 0s 33us/step - loss: 2888.3788 - mae: 44.1631 - val_loss: 2926.7419 - val_mae: 42.7208
Epoch 756/1000
231/231 [==============================] - 0s 24us/step - loss: 2881.4096 - mae: 44.1216 - val_loss: 2926.8303 - val_mae: 42.6905
Epoch 757/1000
231/231 [==============================] - 0s 30us/step - loss: 2884.3039 - mae: 44.1244 - val_loss: 2926.5679 - val_mae: 42.7085
Epoch 758/1000
231/231 [==============================] - 0s 27us/step - loss: 2881.2769 - mae: 44.1470 - val_loss: 2926.2100 - val_mae: 42.6828
Epoch 759/1000
231/231 [==============================] - 0s 35us/step - loss: 2880.3389 - mae: 44.1180 - val_loss: 2925.9407 - val_mae: 42.6326
Epoch 760/1000
231/231 [==============================] - 0s 39us/step - loss: 2883.9078 - mae: 44.1548 - val_loss: 2926.2998 - val_mae: 42.5673
Epoch 761/1000
231/231 [==============================] - 0s 21us/step - loss: 2889.8362 - mae: 44.1551 - val_loss: 2927.2097 - val_mae: 42.5402
Epoch 762/1000
231/231 [==============================] - 0s 27us/step - loss: 2882.1529 - mae: 44.0817 - val_loss: 2926.1331 - val_mae: 42.5819
Epoch 763/1000
231/231 [==============================] - 0s 32us/step - loss: 2879.8952 - mae: 44.0765 - val_loss: 2926.1274 - val_mae: 42.5850
Epoch 764/1000
231/231 [==============================] - 0s 37us/step - loss: 2885.0044 - mae: 44.0863 - val_loss: 2925.6641 - val_mae: 42.6531
Epoch 765/1000
231/231 [==============================] - 0s 24us/step - loss: 2884.9393 - mae: 44.1456 - val_loss: 2925.8447 - val_mae: 42.6897
Epoch 766/1000
231/231 [==============================] - 0s 24us/step - loss: 2891.2686 - mae: 44.1845 - val_loss: 2926.2166 - val_mae: 42.7237
Epoch 767/1000
231/231 [==============================] - 0s 29us/step - loss: 2880.2627 - mae: 44.1245 - val_loss: 2926.1670 - val_mae: 42.6453
Epoch 768/1000
231/231 [==============================] - 0s 33us/step - loss: 2880.1517 - mae: 44.0998 - val_loss: 2925.8970 - val_mae: 42.6431
Epoch 769/1000
231/231 [==============================] - 0s 31us/step - loss: 2879.6188 - mae: 44.1057 - val_loss: 2925.6016 - val_mae: 42.6075
Epoch 770/1000
231/231 [==============================] - 0s 25us/step - loss: 2882.8514 - mae: 44.1094 - val_loss: 2925.9668 - val_mae: 42.5595
Epoch 771/1000
231/231 [==============================] - 0s 26us/step - loss: 2880.4680 - mae: 44.0997 - val_loss: 2926.1675 - val_mae: 42.5567
Epoch 772/1000
231/231 [==============================] - 0s 26us/step - loss: 2902.9009 - mae: 44.2053 - val_loss: 2925.3850 - val_mae: 42.6031
Epoch 773/1000
231/231 [==============================] - 0s 24us/step - loss: 2881.9616 - mae: 44.1121 - val_loss: 2925.9656 - val_mae: 42.5711
Epoch 774/1000
231/231 [==============================] - 0s 27us/step - loss: 2880.9579 - mae: 44.0979 - val_loss: 2926.5520 - val_mae: 42.5676
Epoch 775/1000
231/231 [==============================] - 0s 30us/step - loss: 2879.9512 - mae: 44.0684 - val_loss: 2926.2976 - val_mae: 42.6051
Epoch 776/1000
231/231 [==============================] - 0s 30us/step - loss: 2879.5331 - mae: 44.0905 - val_loss: 2926.4546 - val_mae: 42.6055
Epoch 777/1000
231/231 [==============================] - 0s 22us/step - loss: 2883.0703 - mae: 44.0760 - val_loss: 2926.0955 - val_mae: 42.6662
Epoch 778/1000
231/231 [==============================] - 0s 34us/step - loss: 2880.6538 - mae: 44.1176 - val_loss: 2926.0750 - val_mae: 42.6322
Epoch 779/1000
231/231 [==============================] - 0s 42us/step - loss: 2882.3698 - mae: 44.1364 - val_loss: 2926.5725 - val_mae: 42.5699
Epoch 780/1000
231/231 [==============================] - 0s 21us/step - loss: 2879.0256 - mae: 44.0756 - val_loss: 2926.7227 - val_mae: 42.5921
Epoch 781/1000
231/231 [==============================] - 0s 24us/step - loss: 2879.3164 - mae: 44.0796 - val_loss: 2926.3394 - val_mae: 42.6026
Epoch 782/1000
231/231 [==============================] - 0s 27us/step - loss: 2879.7742 - mae: 44.0841 - val_loss: 2925.8433 - val_mae: 42.6147
Epoch 783/1000
231/231 [==============================] - 0s 27us/step - loss: 2889.9947 - mae: 44.0933 - val_loss: 2925.6650 - val_mae: 42.6833
Epoch 784/1000
231/231 [==============================] - 0s 22us/step - loss: 2882.1299 - mae: 44.0902 - val_loss: 2925.5649 - val_mae: 42.6908
Epoch 785/1000
231/231 [==============================] - 0s 24us/step - loss: 2881.2004 - mae: 44.1215 - val_loss: 2925.2644 - val_mae: 42.5735
Epoch 786/1000
231/231 [==============================] - 0s 27us/step - loss: 2879.9527 - mae: 44.0815 - val_loss: 2924.7468 - val_mae: 42.6230
Epoch 787/1000
231/231 [==============================] - 0s 48us/step - loss: 2879.1498 - mae: 44.0891 - val_loss: 2924.8501 - val_mae: 42.6170
Epoch 788/1000
231/231 [==============================] - 0s 22us/step - loss: 2896.7696 - mae: 44.2773 - val_loss: 2925.0479 - val_mae: 42.5619
Epoch 789/1000
231/231 [==============================] - 0s 25us/step - loss: 2878.2756 - mae: 44.0680 - val_loss: 2924.2429 - val_mae: 42.5822
Epoch 790/1000
231/231 [==============================] - 0s 27us/step - loss: 2881.1835 - mae: 44.0891 - val_loss: 2924.2390 - val_mae: 42.6306
Epoch 791/1000
231/231 [==============================] - 0s 26us/step - loss: 2890.3021 - mae: 44.1896 - val_loss: 2924.5405 - val_mae: 42.6797
Epoch 792/1000
231/231 [==============================] - 0s 24us/step - loss: 2878.7092 - mae: 44.1106 - val_loss: 2924.1091 - val_mae: 42.6213
Epoch 793/1000
231/231 [==============================] - 0s 26us/step - loss: 2882.8223 - mae: 44.1151 - val_loss: 2924.2922 - val_mae: 42.5607
Epoch 794/1000
231/231 [==============================] - 0s 35us/step - loss: 2879.8816 - mae: 44.0803 - val_loss: 2924.2246 - val_mae: 42.6108
Epoch 795/1000
231/231 [==============================] - 0s 23us/step - loss: 2878.7641 - mae: 44.0738 - val_loss: 2924.4368 - val_mae: 42.6229
Epoch 796/1000
231/231 [==============================] - 0s 34us/step - loss: 2878.9492 - mae: 44.1021 - val_loss: 2925.0542 - val_mae: 42.5789
Epoch 797/1000
231/231 [==============================] - 0s 29us/step - loss: 2880.7424 - mae: 44.1334 - val_loss: 2925.6487 - val_mae: 42.5450
Epoch 798/1000
231/231 [==============================] - 0s 24us/step - loss: 2881.3711 - mae: 44.0942 - val_loss: 2924.6160 - val_mae: 42.6179
Epoch 799/1000
231/231 [==============================] - 0s 32us/step - loss: 2887.9748 - mae: 44.1726 - val_loss: 2924.8567 - val_mae: 42.6788
Epoch 800/1000
231/231 [==============================] - 0s 27us/step - loss: 2881.2006 - mae: 44.1448 - val_loss: 2924.3403 - val_mae: 42.5761
Epoch 801/1000
231/231 [==============================] - 0s 24us/step - loss: 2877.0337 - mae: 44.0715 - val_loss: 2924.0828 - val_mae: 42.5910
Epoch 802/1000
231/231 [==============================] - 0s 31us/step - loss: 2876.6583 - mae: 44.0739 - val_loss: 2924.2087 - val_mae: 42.5846
Epoch 803/1000
231/231 [==============================] - 0s 23us/step - loss: 2877.4193 - mae: 44.0719 - val_loss: 2923.6885 - val_mae: 42.6051
Epoch 804/1000
231/231 [==============================] - 0s 29us/step - loss: 2877.6894 - mae: 44.0893 - val_loss: 2923.4573 - val_mae: 42.6140
Epoch 805/1000
231/231 [==============================] - 0s 21us/step - loss: 2879.3713 - mae: 44.1176 - val_loss: 2923.7463 - val_mae: 42.5422
Epoch 806/1000
231/231 [==============================] - 0s 22us/step - loss: 2876.6782 - mae: 44.0538 - val_loss: 2923.6089 - val_mae: 42.5795
Epoch 807/1000
231/231 [==============================] - 0s 34us/step - loss: 2879.0173 - mae: 44.0950 - val_loss: 2924.4753 - val_mae: 42.5383
Epoch 808/1000
231/231 [==============================] - 0s 24us/step - loss: 2898.6968 - mae: 44.2413 - val_loss: 2924.1316 - val_mae: 42.5851
Epoch 809/1000
231/231 [==============================] - 0s 26us/step - loss: 2879.1293 - mae: 44.0920 - val_loss: 2924.5732 - val_mae: 42.6177
Epoch 810/1000
231/231 [==============================] - 0s 35us/step - loss: 2878.5117 - mae: 44.0784 - val_loss: 2924.7964 - val_mae: 42.6389
Epoch 811/1000
231/231 [==============================] - 0s 36us/step - loss: 2876.9228 - mae: 44.0899 - val_loss: 2924.3308 - val_mae: 42.6137
Epoch 812/1000
231/231 [==============================] - 0s 26us/step - loss: 2877.3629 - mae: 44.0855 - val_loss: 2924.3635 - val_mae: 42.6157
Epoch 813/1000
231/231 [==============================] - 0s 26us/step - loss: 2887.1838 - mae: 44.1555 - val_loss: 2924.7332 - val_mae: 42.6747
Epoch 814/1000
231/231 [==============================] - 0s 31us/step - loss: 2882.8237 - mae: 44.1505 - val_loss: 2924.5447 - val_mae: 42.5669
Epoch 815/1000
231/231 [==============================] - 0s 22us/step - loss: 2876.6221 - mae: 44.0699 - val_loss: 2924.1882 - val_mae: 42.5542
Epoch 816/1000
231/231 [==============================] - 0s 29us/step - loss: 2878.4693 - mae: 44.0418 - val_loss: 2923.7405 - val_mae: 42.6052
Epoch 817/1000
231/231 [==============================] - 0s 24us/step - loss: 2877.2486 - mae: 44.1006 - val_loss: 2923.9590 - val_mae: 42.5625
Epoch 818/1000
231/231 [==============================] - 0s 33us/step - loss: 2876.8884 - mae: 44.0810 - val_loss: 2924.3003 - val_mae: 42.5442
Epoch 819/1000
231/231 [==============================] - 0s 44us/step - loss: 2876.2123 - mae: 44.0492 - val_loss: 2924.0593 - val_mae: 42.5525
Epoch 820/1000
231/231 [==============================] - 0s 28us/step - loss: 2883.1657 - mae: 44.0755 - val_loss: 2924.0525 - val_mae: 42.6349
Epoch 821/1000
231/231 [==============================] - 0s 27us/step - loss: 2880.9630 - mae: 44.1347 - val_loss: 2924.0408 - val_mae: 42.5470
Epoch 822/1000
231/231 [==============================] - 0s 28us/step - loss: 2877.3326 - mae: 44.0529 - val_loss: 2923.7546 - val_mae: 42.5398
Epoch 823/1000
231/231 [==============================] - 0s 34us/step - loss: 2877.9297 - mae: 44.0550 - val_loss: 2922.9922 - val_mae: 42.5945
Epoch 824/1000
231/231 [==============================] - 0s 26us/step - loss: 2877.4538 - mae: 44.0783 - val_loss: 2922.5071 - val_mae: 42.6176
Epoch 825/1000
231/231 [==============================] - 0s 24us/step - loss: 2878.3298 - mae: 44.1153 - val_loss: 2922.4707 - val_mae: 42.5366
Epoch 826/1000
231/231 [==============================] - 0s 38us/step - loss: 2880.6555 - mae: 44.1282 - val_loss: 2923.2493 - val_mae: 42.5039
Epoch 827/1000
231/231 [==============================] - 0s 27us/step - loss: 2877.3056 - mae: 44.0241 - val_loss: 2923.1084 - val_mae: 42.5222
Epoch 828/1000
231/231 [==============================] - 0s 29us/step - loss: 2875.6260 - mae: 44.0305 - val_loss: 2922.2429 - val_mae: 42.5599
Epoch 829/1000
231/231 [==============================] - 0s 39us/step - loss: 2875.2970 - mae: 44.0579 - val_loss: 2922.2363 - val_mae: 42.5562
Epoch 830/1000
231/231 [==============================] - 0s 31us/step - loss: 2875.8635 - mae: 44.0705 - val_loss: 2921.7661 - val_mae: 42.5506
Epoch 831/1000
231/231 [==============================] - 0s 24us/step - loss: 2878.2064 - mae: 44.0568 - val_loss: 2921.5542 - val_mae: 42.6222
Epoch 832/1000
231/231 [==============================] - 0s 24us/step - loss: 2877.0867 - mae: 44.0926 - val_loss: 2921.8743 - val_mae: 42.5466
Epoch 833/1000
231/231 [==============================] - 0s 30us/step - loss: 2879.4124 - mae: 44.1363 - val_loss: 2922.2356 - val_mae: 42.5045
Epoch 834/1000
231/231 [==============================] - 0s 24us/step - loss: 2879.5543 - mae: 44.0582 - val_loss: 2922.8079 - val_mae: 42.4912
Epoch 835/1000
231/231 [==============================] - 0s 27us/step - loss: 2891.3459 - mae: 44.1848 - val_loss: 2923.3467 - val_mae: 42.4862
Epoch 836/1000
231/231 [==============================] - 0s 22us/step - loss: 2880.2083 - mae: 44.0959 - val_loss: 2923.3386 - val_mae: 42.4880
Epoch 837/1000
231/231 [==============================] - 0s 22us/step - loss: 2880.1966 - mae: 44.0395 - val_loss: 2921.2708 - val_mae: 42.5627
Epoch 838/1000
231/231 [==============================] - 0s 25us/step - loss: 2895.5331 - mae: 44.2908 - val_loss: 2922.0811 - val_mae: 42.5292
Epoch 839/1000
231/231 [==============================] - 0s 36us/step - loss: 2875.8774 - mae: 44.0419 - val_loss: 2921.5046 - val_mae: 42.5345
Epoch 840/1000
231/231 [==============================] - 0s 22us/step - loss: 2879.3853 - mae: 44.0471 - val_loss: 2920.9700 - val_mae: 42.5771
Epoch 841/1000
231/231 [==============================] - 0s 24us/step - loss: 2875.2021 - mae: 44.0631 - val_loss: 2920.6462 - val_mae: 42.5787
Epoch 842/1000
231/231 [==============================] - 0s 27us/step - loss: 2875.7799 - mae: 44.0703 - val_loss: 2921.0452 - val_mae: 42.5883
Epoch 843/1000
231/231 [==============================] - 0s 26us/step - loss: 2877.2569 - mae: 44.0936 - val_loss: 2920.8643 - val_mae: 42.5424
Epoch 844/1000
231/231 [==============================] - 0s 32us/step - loss: 2874.8695 - mae: 44.0420 - val_loss: 2920.6455 - val_mae: 42.5656
Epoch 845/1000
231/231 [==============================] - 0s 32us/step - loss: 2881.0239 - mae: 44.1716 - val_loss: 2920.9768 - val_mae: 42.5161
Epoch 846/1000
231/231 [==============================] - 0s 35us/step - loss: 2875.8557 - mae: 44.0427 - val_loss: 2920.6318 - val_mae: 42.5539
Epoch 847/1000
231/231 [==============================] - 0s 43us/step - loss: 2876.9216 - mae: 44.0576 - val_loss: 2920.6980 - val_mae: 42.6024
Epoch 848/1000
231/231 [==============================] - 0s 37us/step - loss: 2900.8438 - mae: 44.3808 - val_loss: 2920.6108 - val_mae: 42.5545
Epoch 849/1000
231/231 [==============================] - 0s 34us/step - loss: 2874.1875 - mae: 44.0544 - val_loss: 2920.4155 - val_mae: 42.5520
Epoch 850/1000
231/231 [==============================] - 0s 27us/step - loss: 2877.7342 - mae: 44.0620 - val_loss: 2920.1206 - val_mae: 42.5847
Epoch 851/1000
231/231 [==============================] - 0s 31us/step - loss: 2877.3480 - mae: 44.1124 - val_loss: 2920.2566 - val_mae: 42.5381
Epoch 852/1000
231/231 [==============================] - 0s 20us/step - loss: 2877.7735 - mae: 44.0980 - val_loss: 2920.6189 - val_mae: 42.5129
Epoch 853/1000
231/231 [==============================] - 0s 33us/step - loss: 2875.3484 - mae: 44.0457 - val_loss: 2920.5947 - val_mae: 42.5326
Epoch 854/1000
231/231 [==============================] - 0s 31us/step - loss: 2876.2850 - mae: 44.0480 - val_loss: 2920.0464 - val_mae: 42.5530
Epoch 855/1000
231/231 [==============================] - 0s 19us/step - loss: 2878.7763 - mae: 44.1024 - val_loss: 2920.4829 - val_mae: 42.5119
Epoch 856/1000
231/231 [==============================] - 0s 30us/step - loss: 2876.3244 - mae: 44.0507 - val_loss: 2920.0618 - val_mae: 42.5628
Epoch 857/1000
231/231 [==============================] - 0s 34us/step - loss: 2876.2601 - mae: 44.0802 - val_loss: 2919.7490 - val_mae: 42.5772
Epoch 858/1000
231/231 [==============================] - 0s 28us/step - loss: 2882.6326 - mae: 44.1106 - val_loss: 2920.1970 - val_mae: 42.6257
Epoch 859/1000
231/231 [==============================] - 0s 21us/step - loss: 2874.0534 - mae: 44.0799 - val_loss: 2920.0415 - val_mae: 42.5818
Epoch 860/1000
231/231 [==============================] - 0s 21us/step - loss: 2878.9191 - mae: 44.0517 - val_loss: 2920.4302 - val_mae: 42.6213
Epoch 861/1000
231/231 [==============================] - 0s 21us/step - loss: 2874.7486 - mae: 44.0963 - val_loss: 2920.2078 - val_mae: 42.6078
Epoch 862/1000
231/231 [==============================] - 0s 24us/step - loss: 2874.6475 - mae: 44.0918 - val_loss: 2920.4841 - val_mae: 42.6046
Epoch 863/1000
231/231 [==============================] - 0s 23us/step - loss: 2876.6505 - mae: 44.1343 - val_loss: 2920.5938 - val_mae: 42.5275
Epoch 864/1000
231/231 [==============================] - 0s 30us/step - loss: 2877.2630 - mae: 44.1056 - val_loss: 2921.0383 - val_mae: 42.4966
Epoch 865/1000
231/231 [==============================] - 0s 24us/step - loss: 2874.1009 - mae: 44.0266 - val_loss: 2920.1360 - val_mae: 42.5304
Epoch 866/1000
231/231 [==============================] - 0s 27us/step - loss: 2875.7504 - mae: 44.0027 - val_loss: 2919.9771 - val_mae: 42.5887
Epoch 867/1000
231/231 [==============================] - 0s 35us/step - loss: 2873.7316 - mae: 44.0726 - val_loss: 2919.9995 - val_mae: 42.5401
Epoch 868/1000
231/231 [==============================] - 0s 25us/step - loss: 2875.9673 - mae: 44.0542 - val_loss: 2919.9851 - val_mae: 42.5980
Epoch 869/1000
231/231 [==============================] - 0s 27us/step - loss: 2876.2046 - mae: 44.0954 - val_loss: 2920.5010 - val_mae: 42.5117
Epoch 870/1000
231/231 [==============================] - 0s 38us/step - loss: 2873.1863 - mae: 44.0244 - val_loss: 2919.7661 - val_mae: 42.5534
Epoch 871/1000
231/231 [==============================] - 0s 40us/step - loss: 2878.4975 - mae: 44.1520 - val_loss: 2921.1169 - val_mae: 42.4924
Epoch 872/1000
231/231 [==============================] - 0s 22us/step - loss: 2873.2888 - mae: 44.0303 - val_loss: 2920.6655 - val_mae: 42.5314
Epoch 873/1000
231/231 [==============================] - 0s 28us/step - loss: 2875.0495 - mae: 44.0334 - val_loss: 2920.6401 - val_mae: 42.5987
Epoch 874/1000
231/231 [==============================] - 0s 34us/step - loss: 2872.7469 - mae: 44.0679 - val_loss: 2920.4924 - val_mae: 42.5688
Epoch 875/1000
231/231 [==============================] - 0s 23us/step - loss: 2877.4035 - mae: 44.1693 - val_loss: 2921.3999 - val_mae: 42.5016
Epoch 876/1000
231/231 [==============================] - 0s 25us/step - loss: 2873.3046 - mae: 44.0281 - val_loss: 2920.0239 - val_mae: 42.5483
Epoch 877/1000
231/231 [==============================] - 0s 35us/step - loss: 2872.6491 - mae: 44.0666 - val_loss: 2920.1328 - val_mae: 42.5146
Epoch 878/1000
231/231 [==============================] - 0s 33us/step - loss: 2872.5664 - mae: 44.0292 - val_loss: 2920.2817 - val_mae: 42.5157
Epoch 879/1000
231/231 [==============================] - 0s 25us/step - loss: 2892.4460 - mae: 44.0272 - val_loss: 2919.7241 - val_mae: 42.5566
Epoch 880/1000
231/231 [==============================] - 0s 30us/step - loss: 2875.7788 - mae: 44.0252 - val_loss: 2920.2380 - val_mae: 42.5964
Epoch 881/1000
231/231 [==============================] - 0s 36us/step - loss: 2875.2686 - mae: 44.0553 - val_loss: 2920.6443 - val_mae: 42.6150
Epoch 882/1000
231/231 [==============================] - 0s 31us/step - loss: 2881.3608 - mae: 44.0727 - val_loss: 2920.3330 - val_mae: 42.6400
Epoch 883/1000
231/231 [==============================] - 0s 28us/step - loss: 2873.2347 - mae: 44.0925 - val_loss: 2919.2117 - val_mae: 42.5657
Epoch 884/1000
231/231 [==============================] - 0s 23us/step - loss: 2878.5983 - mae: 44.1289 - val_loss: 2919.2534 - val_mae: 42.5047
Epoch 885/1000
231/231 [==============================] - 0s 25us/step - loss: 2871.5957 - mae: 44.0170 - val_loss: 2919.0469 - val_mae: 42.5358
Epoch 886/1000
231/231 [==============================] - 0s 34us/step - loss: 2877.1182 - mae: 44.0700 - val_loss: 2918.6919 - val_mae: 42.5781
Epoch 887/1000
231/231 [==============================] - 0s 22us/step - loss: 2871.1688 - mae: 44.0551 - val_loss: 2918.8623 - val_mae: 42.5514
Epoch 888/1000
231/231 [==============================] - 0s 22us/step - loss: 2871.6355 - mae: 44.0534 - val_loss: 2918.9836 - val_mae: 42.5227
Epoch 889/1000
231/231 [==============================] - 0s 29us/step - loss: 2872.5976 - mae: 44.0445 - val_loss: 2918.9165 - val_mae: 42.5034
Epoch 890/1000
231/231 [==============================] - 0s 25us/step - loss: 2872.0349 - mae: 44.0254 - val_loss: 2918.5032 - val_mae: 42.5406
Epoch 891/1000
231/231 [==============================] - 0s 30us/step - loss: 2870.7999 - mae: 44.0483 - val_loss: 2918.3975 - val_mae: 42.5208
Epoch 892/1000
231/231 [==============================] - 0s 27us/step - loss: 2874.5864 - mae: 44.0809 - val_loss: 2919.2419 - val_mae: 42.4773
Epoch 893/1000
231/231 [==============================] - 0s 30us/step - loss: 2879.5283 - mae: 44.0184 - val_loss: 2918.1572 - val_mae: 42.5558
Epoch 894/1000
231/231 [==============================] - 0s 39us/step - loss: 2870.5920 - mae: 44.0442 - val_loss: 2917.9246 - val_mae: 42.5523
Epoch 895/1000
231/231 [==============================] - 0s 25us/step - loss: 2869.9358 - mae: 44.0467 - val_loss: 2917.8982 - val_mae: 42.5462
Epoch 896/1000
231/231 [==============================] - 0s 31us/step - loss: 2885.0864 - mae: 44.1465 - val_loss: 2918.1169 - val_mae: 42.4889
Epoch 897/1000
231/231 [==============================] - 0s 24us/step - loss: 2875.7542 - mae: 44.0669 - val_loss: 2918.7004 - val_mae: 42.4641
Epoch 898/1000
231/231 [==============================] - 0s 25us/step - loss: 2871.5748 - mae: 44.0294 - val_loss: 2918.5129 - val_mae: 42.4674
Epoch 899/1000
231/231 [==============================] - 0s 34us/step - loss: 2870.0466 - mae: 43.9941 - val_loss: 2917.8467 - val_mae: 42.5053
Epoch 900/1000
231/231 [==============================] - 0s 25us/step - loss: 2871.3857 - mae: 44.0506 - val_loss: 2917.6379 - val_mae: 42.4948
Epoch 901/1000
231/231 [==============================] - 0s 33us/step - loss: 2869.7662 - mae: 44.0066 - val_loss: 2917.3184 - val_mae: 42.5241
Epoch 902/1000
231/231 [==============================] - 0s 31us/step - loss: 2870.2563 - mae: 44.0378 - val_loss: 2917.6855 - val_mae: 42.5086
Epoch 903/1000
231/231 [==============================] - 0s 26us/step - loss: 2869.1456 - mae: 44.0276 - val_loss: 2917.7271 - val_mae: 42.5235
Epoch 904/1000
231/231 [==============================] - 0s 25us/step - loss: 2871.0522 - mae: 44.0474 - val_loss: 2917.5173 - val_mae: 42.4881
Epoch 905/1000
231/231 [==============================] - 0s 35us/step - loss: 2886.4837 - mae: 44.2162 - val_loss: 2918.1003 - val_mae: 42.4598
Epoch 906/1000
231/231 [==============================] - 0s 37us/step - loss: 2869.5039 - mae: 43.9885 - val_loss: 2917.1499 - val_mae: 42.4982
Epoch 907/1000
231/231 [==============================] - 0s 30us/step - loss: 2875.6939 - mae: 43.9860 - val_loss: 2917.0803 - val_mae: 42.5503
Epoch 908/1000
231/231 [==============================] - 0s 22us/step - loss: 2872.6257 - mae: 44.0921 - val_loss: 2916.8472 - val_mae: 42.5005
Epoch 909/1000
231/231 [==============================] - 0s 27us/step - loss: 2869.1862 - mae: 44.0251 - val_loss: 2916.4114 - val_mae: 42.5261
Epoch 910/1000
231/231 [==============================] - 0s 37us/step - loss: 2892.7592 - mae: 44.1435 - val_loss: 2916.5815 - val_mae: 42.5485
Epoch 911/1000
231/231 [==============================] - 0s 35us/step - loss: 2876.3756 - mae: 44.1231 - val_loss: 2916.5400 - val_mae: 42.4919
Epoch 912/1000
231/231 [==============================] - 0s 33us/step - loss: 2879.1814 - mae: 44.1020 - val_loss: 2917.2617 - val_mae: 42.4589
Epoch 913/1000
231/231 [==============================] - 0s 35us/step - loss: 2868.7654 - mae: 43.9846 - val_loss: 2916.8511 - val_mae: 42.4913
Epoch 914/1000
231/231 [==============================] - 0s 24us/step - loss: 2868.6577 - mae: 44.0164 - val_loss: 2916.7676 - val_mae: 42.4872
Epoch 915/1000
231/231 [==============================] - 0s 28us/step - loss: 2868.4815 - mae: 44.0074 - val_loss: 2916.8882 - val_mae: 42.4993
Epoch 916/1000
231/231 [==============================] - 0s 32us/step - loss: 2869.7825 - mae: 44.0102 - val_loss: 2916.2385 - val_mae: 42.5222
Epoch 917/1000
231/231 [==============================] - 0s 24us/step - loss: 2873.5570 - mae: 44.1053 - val_loss: 2916.5691 - val_mae: 42.4709
Epoch 918/1000
231/231 [==============================] - 0s 32us/step - loss: 2868.7635 - mae: 44.0132 - val_loss: 2916.2266 - val_mae: 42.4778
Epoch 919/1000
231/231 [==============================] - 0s 23us/step - loss: 2867.8116 - mae: 43.9998 - val_loss: 2915.8450 - val_mae: 42.4905
Epoch 920/1000
231/231 [==============================] - 0s 33us/step - loss: 2875.4208 - mae: 44.0434 - val_loss: 2916.3423 - val_mae: 42.4457
Epoch 921/1000
231/231 [==============================] - 0s 28us/step - loss: 2875.4407 - mae: 44.0651 - val_loss: 2916.9468 - val_mae: 42.4245
Epoch 922/1000
231/231 [==============================] - 0s 23us/step - loss: 2874.7133 - mae: 44.1074 - val_loss: 2917.1101 - val_mae: 42.4121
Epoch 923/1000
231/231 [==============================] - 0s 26us/step - loss: 2868.0851 - mae: 43.9670 - val_loss: 2915.4668 - val_mae: 42.4514
Epoch 924/1000
231/231 [==============================] - 0s 30us/step - loss: 2868.6560 - mae: 43.9972 - val_loss: 2915.4404 - val_mae: 42.4456
Epoch 925/1000
231/231 [==============================] - 0s 34us/step - loss: 2870.6445 - mae: 43.9944 - val_loss: 2914.9451 - val_mae: 42.5020
Epoch 926/1000
231/231 [==============================] - 0s 28us/step - loss: 2868.4259 - mae: 44.0131 - val_loss: 2914.4268 - val_mae: 42.5187
Epoch 927/1000
231/231 [==============================] - 0s 49us/step - loss: 2866.6595 - mae: 44.0299 - val_loss: 2914.3752 - val_mae: 42.5037
Epoch 928/1000
231/231 [==============================] - 0s 24us/step - loss: 2870.7328 - mae: 44.0028 - val_loss: 2914.0732 - val_mae: 42.5317
Epoch 929/1000
231/231 [==============================] - 0s 30us/step - loss: 2870.8798 - mae: 44.0734 - val_loss: 2914.3342 - val_mae: 42.5434
Epoch 930/1000
231/231 [==============================] - 0s 22us/step - loss: 2873.6418 - mae: 44.0782 - val_loss: 2913.9788 - val_mae: 42.4537
Epoch 931/1000
231/231 [==============================] - 0s 30us/step - loss: 2870.7379 - mae: 44.0021 - val_loss: 2913.7791 - val_mae: 42.5047
Epoch 932/1000
231/231 [==============================] - 0s 34us/step - loss: 2866.7322 - mae: 44.0185 - val_loss: 2913.8159 - val_mae: 42.4785
Epoch 933/1000
231/231 [==============================] - 0s 22us/step - loss: 2883.3594 - mae: 44.1281 - val_loss: 2913.7554 - val_mae: 42.5121
Epoch 934/1000
231/231 [==============================] - 0s 28us/step - loss: 2867.8128 - mae: 44.0473 - val_loss: 2913.9937 - val_mae: 42.4708
Epoch 935/1000
231/231 [==============================] - 0s 35us/step - loss: 2876.0298 - mae: 44.0076 - val_loss: 2913.9214 - val_mae: 42.5056
Epoch 936/1000
231/231 [==============================] - 0s 34us/step - loss: 2867.5452 - mae: 44.0381 - val_loss: 2914.2817 - val_mae: 42.4753
Epoch 937/1000
231/231 [==============================] - 0s 27us/step - loss: 2865.6014 - mae: 44.0109 - val_loss: 2913.8909 - val_mae: 42.4538
Epoch 938/1000
231/231 [==============================] - 0s 24us/step - loss: 2867.6859 - mae: 44.0102 - val_loss: 2914.1316 - val_mae: 42.4275
Epoch 939/1000
231/231 [==============================] - 0s 29us/step - loss: 2867.2660 - mae: 43.9667 - val_loss: 2913.8127 - val_mae: 42.4709
Epoch 940/1000
231/231 [==============================] - 0s 39us/step - loss: 2877.7143 - mae: 44.0312 - val_loss: 2913.9321 - val_mae: 42.5057
Epoch 941/1000
231/231 [==============================] - 0s 30us/step - loss: 2866.9562 - mae: 44.0397 - val_loss: 2914.0049 - val_mae: 42.4567
Epoch 942/1000
231/231 [==============================] - 0s 33us/step - loss: 2865.7823 - mae: 43.9966 - val_loss: 2913.7825 - val_mae: 42.4280
Epoch 943/1000
231/231 [==============================] - 0s 22us/step - loss: 2865.3142 - mae: 43.9760 - val_loss: 2913.8137 - val_mae: 42.4389
Epoch 944/1000
231/231 [==============================] - 0s 30us/step - loss: 2865.1421 - mae: 43.9833 - val_loss: 2913.7446 - val_mae: 42.4566
Epoch 945/1000
231/231 [==============================] - 0s 26us/step - loss: 2873.1340 - mae: 44.0533 - val_loss: 2914.5347 - val_mae: 42.4038
Epoch 946/1000
231/231 [==============================] - 0s 30us/step - loss: 2866.0017 - mae: 43.9508 - val_loss: 2913.5513 - val_mae: 42.4531
Epoch 947/1000
231/231 [==============================] - 0s 44us/step - loss: 2872.0826 - mae: 44.0687 - val_loss: 2914.1592 - val_mae: 42.4037
Epoch 948/1000
231/231 [==============================] - 0s 25us/step - loss: 2866.9439 - mae: 43.9738 - val_loss: 2914.7632 - val_mae: 42.4032
Epoch 949/1000
231/231 [==============================] - 0s 26us/step - loss: 2865.7160 - mae: 43.9562 - val_loss: 2913.5728 - val_mae: 42.4421
Epoch 950/1000
231/231 [==============================] - 0s 29us/step - loss: 2868.4965 - mae: 44.0068 - val_loss: 2914.0588 - val_mae: 42.4011
Epoch 951/1000
231/231 [==============================] - 0s 38us/step - loss: 2869.4990 - mae: 44.0142 - val_loss: 2913.3032 - val_mae: 42.4628
Epoch 952/1000
231/231 [==============================] - 0s 22us/step - loss: 2868.6924 - mae: 44.0604 - val_loss: 2913.7502 - val_mae: 42.4115
Epoch 953/1000
231/231 [==============================] - 0s 27us/step - loss: 2864.2358 - mae: 44.0000 - val_loss: 2913.1975 - val_mae: 42.4030
Epoch 954/1000
231/231 [==============================] - 0s 32us/step - loss: 2865.3015 - mae: 43.9464 - val_loss: 2912.1582 - val_mae: 42.4493
Epoch 955/1000
231/231 [==============================] - 0s 23us/step - loss: 2864.9649 - mae: 44.0071 - val_loss: 2912.6113 - val_mae: 42.4076
Epoch 956/1000
231/231 [==============================] - 0s 36us/step - loss: 2865.4513 - mae: 43.9753 - val_loss: 2912.2896 - val_mae: 42.4208
Epoch 957/1000
231/231 [==============================] - 0s 28us/step - loss: 2863.7130 - mae: 43.9646 - val_loss: 2911.9553 - val_mae: 42.4453
Epoch 958/1000
231/231 [==============================] - 0s 29us/step - loss: 2866.2954 - mae: 44.0078 - val_loss: 2912.4995 - val_mae: 42.3918
Epoch 959/1000
231/231 [==============================] - 0s 40us/step - loss: 2863.0680 - mae: 43.9568 - val_loss: 2911.6584 - val_mae: 42.4118
Epoch 960/1000
231/231 [==============================] - 0s 23us/step - loss: 2862.4828 - mae: 43.9590 - val_loss: 2910.9419 - val_mae: 42.4254
Epoch 961/1000
231/231 [==============================] - 0s 26us/step - loss: 2867.4974 - mae: 44.0507 - val_loss: 2912.1868 - val_mae: 42.3679
Epoch 962/1000
231/231 [==============================] - 0s 29us/step - loss: 2867.4126 - mae: 44.0273 - val_loss: 2912.6318 - val_mae: 42.3613
Epoch 963/1000
231/231 [==============================] - 0s 27us/step - loss: 2882.7968 - mae: 43.9943 - val_loss: 2910.7258 - val_mae: 42.4154
Epoch 964/1000
231/231 [==============================] - 0s 29us/step - loss: 2862.7266 - mae: 43.9663 - val_loss: 2910.8313 - val_mae: 42.4054
Epoch 965/1000
231/231 [==============================] - 0s 22us/step - loss: 2872.0534 - mae: 43.9845 - val_loss: 2910.3293 - val_mae: 42.4549
Epoch 966/1000
231/231 [==============================] - 0s 31us/step - loss: 2862.7722 - mae: 43.9844 - val_loss: 2910.4634 - val_mae: 42.4530
Epoch 967/1000
231/231 [==============================] - 0s 34us/step - loss: 2870.2660 - mae: 44.0029 - val_loss: 2910.6770 - val_mae: 42.4818
Epoch 968/1000
231/231 [==============================] - 0s 21us/step - loss: 2871.7404 - mae: 44.0969 - val_loss: 2910.2563 - val_mae: 42.4165
Epoch 969/1000
231/231 [==============================] - 0s 20us/step - loss: 2870.2958 - mae: 43.9937 - val_loss: 2909.8557 - val_mae: 42.4538
Epoch 970/1000
231/231 [==============================] - 0s 32us/step - loss: 2863.7247 - mae: 43.9893 - val_loss: 2910.4819 - val_mae: 42.4250
Epoch 971/1000
231/231 [==============================] - 0s 34us/step - loss: 2868.0654 - mae: 43.9795 - val_loss: 2909.9934 - val_mae: 42.4589
Epoch 972/1000
231/231 [==============================] - 0s 24us/step - loss: 2862.1086 - mae: 43.9970 - val_loss: 2909.7961 - val_mae: 42.4291
Epoch 973/1000
231/231 [==============================] - 0s 22us/step - loss: 2861.7082 - mae: 43.9580 - val_loss: 2909.5569 - val_mae: 42.4364
Epoch 974/1000
231/231 [==============================] - 0s 20us/step - loss: 2865.3771 - mae: 43.9559 - val_loss: 2909.2092 - val_mae: 42.4579
Epoch 975/1000
231/231 [==============================] - 0s 26us/step - loss: 2862.2835 - mae: 43.9958 - val_loss: 2909.5740 - val_mae: 42.4212
Epoch 976/1000
231/231 [==============================] - 0s 25us/step - loss: 2868.2251 - mae: 44.0886 - val_loss: 2910.6997 - val_mae: 42.3760
Epoch 977/1000
231/231 [==============================] - 0s 31us/step - loss: 2862.1854 - mae: 43.9480 - val_loss: 2911.0027 - val_mae: 42.3731
Epoch 978/1000
231/231 [==============================] - 0s 25us/step - loss: 2864.8729 - mae: 43.9877 - val_loss: 2911.0054 - val_mae: 42.3567
Epoch 979/1000
231/231 [==============================] - 0s 28us/step - loss: 2863.1632 - mae: 43.9542 - val_loss: 2910.6846 - val_mae: 42.3609
Epoch 980/1000
231/231 [==============================] - 0s 32us/step - loss: 2877.5545 - mae: 44.0575 - val_loss: 2909.8254 - val_mae: 42.4192
Epoch 981/1000
231/231 [==============================] - 0s 22us/step - loss: 2862.7828 - mae: 43.9440 - val_loss: 2909.9392 - val_mae: 42.4438
Epoch 982/1000
231/231 [==============================] - 0s 20us/step - loss: 2867.8304 - mae: 43.9864 - val_loss: 2909.8892 - val_mae: 42.4685
Epoch 983/1000
231/231 [==============================] - 0s 31us/step - loss: 2867.5892 - mae: 44.0704 - val_loss: 2909.9680 - val_mae: 42.4119
Epoch 984/1000
231/231 [==============================] - 0s 34us/step - loss: 2868.3296 - mae: 43.9284 - val_loss: 2909.6042 - val_mae: 42.4481
Epoch 985/1000
231/231 [==============================] - 0s 25us/step - loss: 2860.6197 - mae: 43.9628 - val_loss: 2909.5576 - val_mae: 42.4415
Epoch 986/1000
231/231 [==============================] - 0s 23us/step - loss: 2865.5912 - mae: 43.9811 - val_loss: 2909.7141 - val_mae: 42.4583
Epoch 987/1000
231/231 [==============================] - 0s 26us/step - loss: 2860.4651 - mae: 43.9751 - val_loss: 2909.9807 - val_mae: 42.4430
Epoch 988/1000
231/231 [==============================] - 0s 29us/step - loss: 2861.4778 - mae: 43.9975 - val_loss: 2910.1704 - val_mae: 42.3998
Epoch 989/1000
231/231 [==============================] - 0s 21us/step - loss: 2865.6173 - mae: 43.9575 - val_loss: 2909.6560 - val_mae: 42.4361
Epoch 990/1000
231/231 [==============================] - 0s 25us/step - loss: 2859.7458 - mae: 43.9646 - val_loss: 2909.7092 - val_mae: 42.4002
Epoch 991/1000
231/231 [==============================] - 0s 31us/step - loss: 2859.1902 - mae: 43.9403 - val_loss: 2909.2712 - val_mae: 42.3852
Epoch 992/1000
231/231 [==============================] - 0s 25us/step - loss: 2862.2446 - mae: 43.9513 - val_loss: 2909.8298 - val_mae: 42.3470
Epoch 993/1000
231/231 [==============================] - 0s 33us/step - loss: 2870.5290 - mae: 43.9918 - val_loss: 2910.8066 - val_mae: 42.3266
Epoch 994/1000
231/231 [==============================] - 0s 24us/step - loss: 2865.5164 - mae: 44.0126 - val_loss: 2911.2544 - val_mae: 42.3162
Epoch 995/1000
231/231 [==============================] - 0s 35us/step - loss: 2864.8910 - mae: 43.8905 - val_loss: 2909.4719 - val_mae: 42.3874
Epoch 996/1000
231/231 [==============================] - 0s 31us/step - loss: 2865.9099 - mae: 43.9554 - val_loss: 2908.6394 - val_mae: 42.4216
Epoch 997/1000
231/231 [==============================] - 0s 37us/step - loss: 2858.7134 - mae: 43.9337 - val_loss: 2908.8286 - val_mae: 42.4156
Epoch 998/1000
231/231 [==============================] - 0s 27us/step - loss: 2863.5372 - mae: 43.9898 - val_loss: 2909.0979 - val_mae: 42.3632
Epoch 999/1000
231/231 [==============================] - 0s 30us/step - loss: 2859.4605 - mae: 43.9494 - val_loss: 2909.6309 - val_mae: 42.3509
Epoch 1000/1000
231/231 [==============================] - 0s 33us/step - loss: 2865.3902 - mae: 43.9901 - val_loss: 2910.2876 - val_mae: 42.3236
133/133 [==============================] - 0s 32us/step

Optimizers:  <keras.optimizers.RMSprop object at 0x10a8eb250>
Epoch Sizes:  1000
Neurons or Units:  64
['loss', 'mae']
[3172.5381281573073, 46.023033142089844]

Model: "sequential_5"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_13 (Dense)             (None, 128)               1408      
_________________________________________________________________
activation_9 (Activation)    (None, 128)               0         
_________________________________________________________________
dense_14 (Dense)             (None, 128)               16512     
_________________________________________________________________
activation_10 (Activation)   (None, 128)               0         
_________________________________________________________________
dense_15 (Dense)             (None, 1)                 129       
=================================================================
Total params: 18,049
Trainable params: 18,049
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/1000
231/231 [==============================] - 0s 543us/step - loss: 29781.4852 - mae: 154.4193 - val_loss: 29140.0137 - val_mae: 152.6664
Epoch 2/1000
231/231 [==============================] - 0s 23us/step - loss: 29744.9360 - mae: 154.3006 - val_loss: 29103.0215 - val_mae: 152.5467
Epoch 3/1000
231/231 [==============================] - 0s 32us/step - loss: 29705.6466 - mae: 154.1751 - val_loss: 29060.3574 - val_mae: 152.4092
Epoch 4/1000
231/231 [==============================] - 0s 37us/step - loss: 29660.8578 - mae: 154.0312 - val_loss: 29011.5625 - val_mae: 152.2527
Epoch 5/1000
231/231 [==============================] - 0s 24us/step - loss: 29608.9781 - mae: 153.8698 - val_loss: 28954.5059 - val_mae: 152.0697
Epoch 6/1000
231/231 [==============================] - 0s 22us/step - loss: 29549.0682 - mae: 153.6802 - val_loss: 28889.3223 - val_mae: 151.8611
Epoch 7/1000
231/231 [==============================] - 0s 40us/step - loss: 29480.4586 - mae: 153.4676 - val_loss: 28815.2949 - val_mae: 151.6248
Epoch 8/1000
231/231 [==============================] - 0s 38us/step - loss: 29403.2757 - mae: 153.2283 - val_loss: 28732.9629 - val_mae: 151.3618
Epoch 9/1000
231/231 [==============================] - 0s 28us/step - loss: 29317.8489 - mae: 152.9622 - val_loss: 28642.6270 - val_mae: 151.0730
Epoch 10/1000
231/231 [==============================] - 0s 33us/step - loss: 29224.6727 - mae: 152.6685 - val_loss: 28544.7207 - val_mae: 150.7595
Epoch 11/1000
231/231 [==============================] - 0s 39us/step - loss: 29124.4731 - mae: 152.3528 - val_loss: 28440.0410 - val_mae: 150.4232
Epoch 12/1000
231/231 [==============================] - 0s 24us/step - loss: 29014.9804 - mae: 152.0175 - val_loss: 28324.5117 - val_mae: 150.0523
Epoch 13/1000
231/231 [==============================] - 0s 25us/step - loss: 28896.0054 - mae: 151.6452 - val_loss: 28201.1992 - val_mae: 149.6556
Epoch 14/1000
231/231 [==============================] - 0s 28us/step - loss: 28769.1137 - mae: 151.2469 - val_loss: 28069.7246 - val_mae: 149.2318
Epoch 15/1000
231/231 [==============================] - 0s 25us/step - loss: 28634.1274 - mae: 150.8230 - val_loss: 27930.5215 - val_mae: 148.7822
Epoch 16/1000
231/231 [==============================] - 0s 33us/step - loss: 28490.4057 - mae: 150.3782 - val_loss: 27781.6680 - val_mae: 148.3007
Epoch 17/1000
231/231 [==============================] - 0s 27us/step - loss: 28338.2843 - mae: 149.8930 - val_loss: 27626.4316 - val_mae: 147.7969
Epoch 18/1000
231/231 [==============================] - 0s 33us/step - loss: 28178.9183 - mae: 149.3901 - val_loss: 27462.7695 - val_mae: 147.2643
Epoch 19/1000
231/231 [==============================] - 0s 35us/step - loss: 28010.0812 - mae: 148.8592 - val_loss: 27289.5020 - val_mae: 146.6991
Epoch 20/1000
231/231 [==============================] - 0s 25us/step - loss: 27832.7994 - mae: 148.2937 - val_loss: 27109.5195 - val_mae: 146.1094
Epoch 21/1000
231/231 [==============================] - 0s 26us/step - loss: 27646.7320 - mae: 147.7106 - val_loss: 26919.1699 - val_mae: 145.4840
Epoch 22/1000
231/231 [==============================] - 0s 30us/step - loss: 27451.9745 - mae: 147.0847 - val_loss: 26721.7598 - val_mae: 144.8327
Epoch 23/1000
231/231 [==============================] - 0s 29us/step - loss: 27250.1573 - mae: 146.4416 - val_loss: 26517.2109 - val_mae: 144.1544
Epoch 24/1000
231/231 [==============================] - 0s 29us/step - loss: 27039.5754 - mae: 145.7626 - val_loss: 26303.3613 - val_mae: 143.4431
Epoch 25/1000
231/231 [==============================] - 0s 26us/step - loss: 26821.9361 - mae: 145.0539 - val_loss: 26083.9648 - val_mae: 142.7078
Epoch 26/1000
231/231 [==============================] - 0s 36us/step - loss: 26593.5743 - mae: 144.3265 - val_loss: 25851.6094 - val_mae: 141.9275
Epoch 27/1000
231/231 [==============================] - 0s 39us/step - loss: 26356.9878 - mae: 143.5413 - val_loss: 25614.9004 - val_mae: 141.1278
Epoch 28/1000
231/231 [==============================] - 0s 39us/step - loss: 26112.4749 - mae: 142.7517 - val_loss: 25367.5801 - val_mae: 140.2885
Epoch 29/1000
231/231 [==============================] - 0s 45us/step - loss: 25860.0560 - mae: 141.9125 - val_loss: 25115.0176 - val_mae: 139.4258
Epoch 30/1000
231/231 [==============================] - 0s 33us/step - loss: 25598.5352 - mae: 141.0651 - val_loss: 24850.0801 - val_mae: 138.5153
Epoch 31/1000
231/231 [==============================] - 0s 24us/step - loss: 25328.3133 - mae: 140.1534 - val_loss: 24581.4160 - val_mae: 137.5858
Epoch 32/1000
231/231 [==============================] - 0s 36us/step - loss: 25050.9246 - mae: 139.2429 - val_loss: 24301.5645 - val_mae: 136.6118
Epoch 33/1000
231/231 [==============================] - 0s 40us/step - loss: 24766.0018 - mae: 138.2546 - val_loss: 24019.5898 - val_mae: 135.6231
Epoch 34/1000
231/231 [==============================] - 0s 31us/step - loss: 24476.0764 - mae: 137.2750 - val_loss: 23729.1816 - val_mae: 134.5971
Epoch 35/1000
231/231 [==============================] - 0s 24us/step - loss: 24175.9172 - mae: 136.2720 - val_loss: 23426.3984 - val_mae: 133.5206
Epoch 36/1000
231/231 [==============================] - 0s 28us/step - loss: 23866.2186 - mae: 135.1987 - val_loss: 23120.2441 - val_mae: 132.4227
Epoch 37/1000
231/231 [==============================] - 0s 22us/step - loss: 23555.9388 - mae: 134.0886 - val_loss: 22813.5684 - val_mae: 131.3118
Epoch 38/1000
231/231 [==============================] - 0s 43us/step - loss: 23236.1190 - mae: 133.0029 - val_loss: 22491.7207 - val_mae: 130.1382
Epoch 39/1000
231/231 [==============================] - 0s 29us/step - loss: 22905.0529 - mae: 131.8394 - val_loss: 22162.8184 - val_mae: 128.9287
Epoch 40/1000
231/231 [==============================] - 0s 34us/step - loss: 22567.8579 - mae: 130.6321 - val_loss: 21828.2910 - val_mae: 127.6881
Epoch 41/1000
231/231 [==============================] - 0s 28us/step - loss: 22225.5425 - mae: 129.3961 - val_loss: 21490.8965 - val_mae: 126.4230
Epoch 42/1000
231/231 [==============================] - 0s 31us/step - loss: 21877.5988 - mae: 128.1403 - val_loss: 21145.1387 - val_mae: 125.1161
Epoch 43/1000
231/231 [==============================] - 0s 29us/step - loss: 21520.6957 - mae: 126.8528 - val_loss: 20790.6094 - val_mae: 123.7618
Epoch 44/1000
231/231 [==============================] - 0s 38us/step - loss: 21157.9365 - mae: 125.5028 - val_loss: 20434.0547 - val_mae: 122.3833
Epoch 45/1000
231/231 [==============================] - 0s 27us/step - loss: 20791.7129 - mae: 124.1246 - val_loss: 20073.2891 - val_mae: 120.9743
Epoch 46/1000
231/231 [==============================] - 0s 32us/step - loss: 20419.8300 - mae: 122.7297 - val_loss: 19706.0762 - val_mae: 119.5229
Epoch 47/1000
231/231 [==============================] - 0s 39us/step - loss: 20043.7087 - mae: 121.2955 - val_loss: 19336.0625 - val_mae: 118.0427
Epoch 48/1000
231/231 [==============================] - 0s 26us/step - loss: 19659.9633 - mae: 119.8393 - val_loss: 18957.1504 - val_mae: 116.5087
Epoch 49/1000
231/231 [==============================] - 0s 31us/step - loss: 19271.7668 - mae: 118.3041 - val_loss: 18577.2793 - val_mae: 114.9517
Epoch 50/1000
231/231 [==============================] - 0s 33us/step - loss: 18885.2883 - mae: 116.7527 - val_loss: 18199.6777 - val_mae: 113.3806
Epoch 51/1000
231/231 [==============================] - 0s 27us/step - loss: 18488.8332 - mae: 115.2174 - val_loss: 17807.8301 - val_mae: 111.7289
Epoch 52/1000
231/231 [==============================] - 0s 32us/step - loss: 18085.4022 - mae: 113.5795 - val_loss: 17411.8203 - val_mae: 110.0361
Epoch 53/1000
231/231 [==============================] - 0s 28us/step - loss: 17677.5182 - mae: 111.8879 - val_loss: 17017.3945 - val_mae: 108.3238
Epoch 54/1000
231/231 [==============================] - 0s 44us/step - loss: 17270.5318 - mae: 110.2060 - val_loss: 16619.3398 - val_mae: 106.5687
Epoch 55/1000
231/231 [==============================] - 0s 29us/step - loss: 16859.4688 - mae: 108.4807 - val_loss: 16220.6660 - val_mae: 104.7821
Epoch 56/1000
231/231 [==============================] - 0s 28us/step - loss: 16447.1057 - mae: 106.7296 - val_loss: 15818.5830 - val_mae: 102.9499
Epoch 57/1000
231/231 [==============================] - 0s 40us/step - loss: 16032.1228 - mae: 104.9437 - val_loss: 15416.1758 - val_mae: 101.1192
Epoch 58/1000
231/231 [==============================] - 0s 46us/step - loss: 15616.6117 - mae: 103.1102 - val_loss: 15014.8086 - val_mae: 99.2729
Epoch 59/1000
231/231 [==============================] - 0s 25us/step - loss: 15202.3974 - mae: 101.2748 - val_loss: 14615.4609 - val_mae: 97.4606
Epoch 60/1000
231/231 [==============================] - 0s 22us/step - loss: 14790.0289 - mae: 99.4297 - val_loss: 14218.1387 - val_mae: 95.6546
Epoch 61/1000
231/231 [==============================] - 0s 27us/step - loss: 14374.9237 - mae: 97.6077 - val_loss: 13814.1533 - val_mae: 93.7833
Epoch 62/1000
231/231 [==============================] - 0s 35us/step - loss: 13958.5515 - mae: 95.7407 - val_loss: 13416.6484 - val_mae: 91.9018
Epoch 63/1000
231/231 [==============================] - 0s 33us/step - loss: 13546.1050 - mae: 93.8702 - val_loss: 13020.5352 - val_mae: 90.0303
Epoch 64/1000
231/231 [==============================] - 0s 43us/step - loss: 13133.9307 - mae: 91.9961 - val_loss: 12625.5420 - val_mae: 88.1237
Epoch 65/1000
231/231 [==============================] - 0s 39us/step - loss: 12724.8479 - mae: 90.0998 - val_loss: 12235.5977 - val_mae: 86.1955
Epoch 66/1000
231/231 [==============================] - 0s 32us/step - loss: 12315.8290 - mae: 88.2895 - val_loss: 11842.9043 - val_mae: 84.2062
Epoch 67/1000
231/231 [==============================] - 0s 38us/step - loss: 11909.5884 - mae: 86.4022 - val_loss: 11460.0146 - val_mae: 82.2719
Epoch 68/1000
231/231 [==============================] - 0s 30us/step - loss: 11508.5161 - mae: 84.5644 - val_loss: 11078.0781 - val_mae: 80.3275
Epoch 69/1000
231/231 [==============================] - 0s 45us/step - loss: 11110.8170 - mae: 82.7038 - val_loss: 10703.9131 - val_mae: 78.4085
Epoch 70/1000
231/231 [==============================] - 0s 29us/step - loss: 10718.2385 - mae: 80.8772 - val_loss: 10329.6514 - val_mae: 76.4543
Epoch 71/1000
231/231 [==============================] - 0s 34us/step - loss: 10326.9725 - mae: 79.0060 - val_loss: 9964.9590 - val_mae: 74.6243
Epoch 72/1000
231/231 [==============================] - 0s 42us/step - loss: 9946.1370 - mae: 77.1593 - val_loss: 9610.3857 - val_mae: 72.9423
Epoch 73/1000
231/231 [==============================] - 0s 29us/step - loss: 9574.7556 - mae: 75.4563 - val_loss: 9264.4150 - val_mae: 71.4205
Epoch 74/1000
231/231 [==============================] - 0s 29us/step - loss: 9209.3904 - mae: 73.7058 - val_loss: 8921.3828 - val_mae: 69.8660
Epoch 75/1000
231/231 [==============================] - 0s 28us/step - loss: 8848.2686 - mae: 72.0174 - val_loss: 8588.8057 - val_mae: 68.3655
Epoch 76/1000
231/231 [==============================] - 0s 41us/step - loss: 8497.8559 - mae: 70.3317 - val_loss: 8266.2324 - val_mae: 66.8927
Epoch 77/1000
231/231 [==============================] - 0s 30us/step - loss: 8159.2931 - mae: 68.6895 - val_loss: 7958.3398 - val_mae: 65.4755
Epoch 78/1000
231/231 [==============================] - 0s 29us/step - loss: 7832.2469 - mae: 67.1363 - val_loss: 7658.0356 - val_mae: 64.0478
Epoch 79/1000
231/231 [==============================] - 0s 47us/step - loss: 7512.6937 - mae: 65.6365 - val_loss: 7365.6304 - val_mae: 62.7003
Epoch 80/1000
231/231 [==============================] - 0s 23us/step - loss: 7200.0909 - mae: 64.1529 - val_loss: 7080.3125 - val_mae: 61.4988
Epoch 81/1000
231/231 [==============================] - 0s 24us/step - loss: 6897.2638 - mae: 62.8944 - val_loss: 6815.9814 - val_mae: 60.3941
Epoch 82/1000
231/231 [==============================] - 0s 31us/step - loss: 6611.7736 - mae: 61.5683 - val_loss: 6555.7886 - val_mae: 59.4740
Epoch 83/1000
231/231 [==============================] - 0s 28us/step - loss: 6332.2087 - mae: 60.3952 - val_loss: 6312.1787 - val_mae: 58.7534
Epoch 84/1000
231/231 [==============================] - 0s 29us/step - loss: 6070.0762 - mae: 59.3612 - val_loss: 6085.4658 - val_mae: 58.1744
Epoch 85/1000
231/231 [==============================] - 0s 29us/step - loss: 5823.6623 - mae: 58.3141 - val_loss: 5870.6855 - val_mae: 57.6796
Epoch 86/1000
231/231 [==============================] - 0s 36us/step - loss: 5591.0384 - mae: 57.4847 - val_loss: 5672.6748 - val_mae: 57.2493
Epoch 87/1000
231/231 [==============================] - 0s 26us/step - loss: 5375.5631 - mae: 56.6984 - val_loss: 5489.9038 - val_mae: 56.8191
Epoch 88/1000
231/231 [==============================] - 0s 40us/step - loss: 5170.7277 - mae: 55.9514 - val_loss: 5315.9648 - val_mae: 56.4607
Epoch 89/1000
231/231 [==============================] - 0s 41us/step - loss: 4977.6691 - mae: 55.2334 - val_loss: 5154.6743 - val_mae: 56.1956
Epoch 90/1000
231/231 [==============================] - 0s 46us/step - loss: 4797.6538 - mae: 54.6704 - val_loss: 5011.1753 - val_mae: 55.9477
Epoch 91/1000
231/231 [==============================] - 0s 30us/step - loss: 4640.5318 - mae: 54.1969 - val_loss: 4887.4849 - val_mae: 55.7112
Epoch 92/1000
231/231 [==============================] - 0s 42us/step - loss: 4493.0313 - mae: 53.6661 - val_loss: 4769.2129 - val_mae: 55.5214
Epoch 93/1000
231/231 [==============================] - 0s 25us/step - loss: 4357.0122 - mae: 53.2762 - val_loss: 4666.6089 - val_mae: 55.3938
Epoch 94/1000
231/231 [==============================] - 0s 41us/step - loss: 4236.5459 - mae: 52.9347 - val_loss: 4577.3149 - val_mae: 55.3209
Epoch 95/1000
231/231 [==============================] - 0s 24us/step - loss: 4130.8299 - mae: 52.6232 - val_loss: 4501.1680 - val_mae: 55.3163
Epoch 96/1000
231/231 [==============================] - 0s 35us/step - loss: 4040.0709 - mae: 52.4892 - val_loss: 4439.0913 - val_mae: 55.3431
Epoch 97/1000
231/231 [==============================] - 0s 35us/step - loss: 3960.1465 - mae: 52.2200 - val_loss: 4385.3101 - val_mae: 55.3654
Epoch 98/1000
231/231 [==============================] - 0s 24us/step - loss: 3890.9740 - mae: 52.0245 - val_loss: 4341.9268 - val_mae: 55.3859
Epoch 99/1000
231/231 [==============================] - 0s 27us/step - loss: 3833.7294 - mae: 51.8690 - val_loss: 4305.8975 - val_mae: 55.3971
Epoch 100/1000
231/231 [==============================] - 0s 35us/step - loss: 3785.4830 - mae: 51.7195 - val_loss: 4278.0103 - val_mae: 55.3988
Epoch 101/1000
231/231 [==============================] - 0s 40us/step - loss: 3746.4373 - mae: 51.6793 - val_loss: 4259.9253 - val_mae: 55.3692
Epoch 102/1000
231/231 [==============================] - 0s 29us/step - loss: 3720.1255 - mae: 51.5808 - val_loss: 4245.9526 - val_mae: 55.3350
Epoch 103/1000
231/231 [==============================] - 0s 31us/step - loss: 3691.4444 - mae: 51.4493 - val_loss: 4233.7939 - val_mae: 55.3098
Epoch 104/1000
231/231 [==============================] - 0s 32us/step - loss: 3669.1398 - mae: 51.3765 - val_loss: 4224.5161 - val_mae: 55.2745
Epoch 105/1000
231/231 [==============================] - 0s 32us/step - loss: 3654.7659 - mae: 51.3990 - val_loss: 4214.2856 - val_mae: 55.2132
Epoch 106/1000
231/231 [==============================] - 0s 31us/step - loss: 3637.3025 - mae: 51.2282 - val_loss: 4207.7266 - val_mae: 55.2306
Epoch 107/1000
231/231 [==============================] - 0s 41us/step - loss: 3621.4480 - mae: 51.1772 - val_loss: 4198.7021 - val_mae: 55.1806
Epoch 108/1000
231/231 [==============================] - 0s 37us/step - loss: 3607.6013 - mae: 51.0860 - val_loss: 4190.5996 - val_mae: 55.1426
Epoch 109/1000
231/231 [==============================] - 0s 31us/step - loss: 3595.6379 - mae: 51.0508 - val_loss: 4179.3975 - val_mae: 55.0513
Epoch 110/1000
231/231 [==============================] - 0s 37us/step - loss: 3584.0650 - mae: 50.9567 - val_loss: 4167.3052 - val_mae: 54.9400
Epoch 111/1000
231/231 [==============================] - 0s 41us/step - loss: 3569.4731 - mae: 50.8160 - val_loss: 4158.2524 - val_mae: 54.8888
Epoch 112/1000
231/231 [==============================] - 0s 26us/step - loss: 3568.7411 - mae: 50.8685 - val_loss: 4141.7407 - val_mae: 54.7032
Epoch 113/1000
231/231 [==============================] - 0s 26us/step - loss: 3557.6005 - mae: 50.7337 - val_loss: 4127.5371 - val_mae: 54.5530
Epoch 114/1000
231/231 [==============================] - 0s 36us/step - loss: 3535.5433 - mae: 50.5389 - val_loss: 4117.3804 - val_mae: 54.4809
Epoch 115/1000
231/231 [==============================] - 0s 35us/step - loss: 3521.3331 - mae: 50.4300 - val_loss: 4109.4844 - val_mae: 54.4481
Epoch 116/1000
231/231 [==============================] - 0s 27us/step - loss: 3508.2040 - mae: 50.3632 - val_loss: 4100.8091 - val_mae: 54.3810
Epoch 117/1000
231/231 [==============================] - 0s 24us/step - loss: 3498.0078 - mae: 50.3205 - val_loss: 4085.1863 - val_mae: 54.2016
Epoch 118/1000
231/231 [==============================] - 0s 29us/step - loss: 3490.6832 - mae: 50.1631 - val_loss: 4083.0403 - val_mae: 54.2462
Epoch 119/1000
231/231 [==============================] - 0s 29us/step - loss: 3471.3698 - mae: 50.1151 - val_loss: 4066.6743 - val_mae: 54.0540
Epoch 120/1000
231/231 [==============================] - 0s 39us/step - loss: 3464.5144 - mae: 49.9818 - val_loss: 4061.6538 - val_mae: 54.0526
Epoch 121/1000
231/231 [==============================] - 0s 22us/step - loss: 3450.5585 - mae: 49.9526 - val_loss: 4051.0315 - val_mae: 53.9485
Epoch 122/1000
231/231 [==============================] - 0s 31us/step - loss: 3437.9656 - mae: 49.8168 - val_loss: 4037.6499 - val_mae: 53.8150
Epoch 123/1000
231/231 [==============================] - 0s 34us/step - loss: 3442.9643 - mae: 49.7978 - val_loss: 4031.4832 - val_mae: 53.7800
Epoch 124/1000
231/231 [==============================] - 0s 30us/step - loss: 3418.0887 - mae: 49.6526 - val_loss: 4016.7759 - val_mae: 53.6123
Epoch 125/1000
231/231 [==============================] - 0s 38us/step - loss: 3407.8161 - mae: 49.5874 - val_loss: 3993.5857 - val_mae: 53.2900
Epoch 126/1000
231/231 [==============================] - 0s 29us/step - loss: 3406.1593 - mae: 49.4111 - val_loss: 3993.2444 - val_mae: 53.3588
Epoch 127/1000
231/231 [==============================] - 0s 40us/step - loss: 3393.3176 - mae: 49.4608 - val_loss: 3972.2903 - val_mae: 53.0647
Epoch 128/1000
231/231 [==============================] - 0s 28us/step - loss: 3375.5226 - mae: 49.2466 - val_loss: 3960.7390 - val_mae: 52.9283
Epoch 129/1000
231/231 [==============================] - 0s 39us/step - loss: 3371.3497 - mae: 49.1295 - val_loss: 3959.3586 - val_mae: 52.9883
Epoch 130/1000
231/231 [==============================] - 0s 31us/step - loss: 3360.7731 - mae: 49.1347 - val_loss: 3941.3501 - val_mae: 52.7286
Epoch 131/1000
231/231 [==============================] - 0s 30us/step - loss: 3379.9732 - mae: 49.1629 - val_loss: 3939.0913 - val_mae: 52.7659
Epoch 132/1000
231/231 [==============================] - 0s 30us/step - loss: 3337.4226 - mae: 48.9062 - val_loss: 3925.2629 - val_mae: 52.5911
Epoch 133/1000
231/231 [==============================] - 0s 31us/step - loss: 3328.6634 - mae: 48.8031 - val_loss: 3916.9766 - val_mae: 52.5088
Epoch 134/1000
231/231 [==============================] - 0s 34us/step - loss: 3326.7431 - mae: 48.7393 - val_loss: 3912.8259 - val_mae: 52.5000
Epoch 135/1000
231/231 [==============================] - 0s 33us/step - loss: 3311.7852 - mae: 48.6605 - val_loss: 3899.8726 - val_mae: 52.3420
Epoch 136/1000
231/231 [==============================] - 0s 31us/step - loss: 3303.4928 - mae: 48.5918 - val_loss: 3885.9182 - val_mae: 52.1508
Epoch 137/1000
231/231 [==============================] - 0s 29us/step - loss: 3295.0078 - mae: 48.4808 - val_loss: 3872.0083 - val_mae: 51.9581
Epoch 138/1000
231/231 [==============================] - 0s 42us/step - loss: 3304.5073 - mae: 48.5493 - val_loss: 3856.5005 - val_mae: 51.7355
Epoch 139/1000
231/231 [==============================] - 0s 39us/step - loss: 3279.0479 - mae: 48.2848 - val_loss: 3851.6934 - val_mae: 51.7216
Epoch 140/1000
231/231 [==============================] - 0s 31us/step - loss: 3276.5270 - mae: 48.3374 - val_loss: 3839.3110 - val_mae: 51.5418
Epoch 141/1000
231/231 [==============================] - 0s 35us/step - loss: 3263.7935 - mae: 48.1492 - val_loss: 3836.0532 - val_mae: 51.5771
Epoch 142/1000
231/231 [==============================] - 0s 28us/step - loss: 3266.1069 - mae: 48.1180 - val_loss: 3833.7532 - val_mae: 51.6240
Epoch 143/1000
231/231 [==============================] - 0s 31us/step - loss: 3249.2187 - mae: 48.0350 - val_loss: 3814.6472 - val_mae: 51.3251
Epoch 144/1000
231/231 [==============================] - 0s 28us/step - loss: 3248.3033 - mae: 47.9966 - val_loss: 3799.4387 - val_mae: 51.0896
Epoch 145/1000
231/231 [==============================] - 0s 33us/step - loss: 3256.5370 - mae: 48.0184 - val_loss: 3788.1267 - val_mae: 50.9306
Epoch 146/1000
231/231 [==============================] - 0s 24us/step - loss: 3229.4216 - mae: 47.7873 - val_loss: 3785.4578 - val_mae: 51.0080
Epoch 147/1000
231/231 [==============================] - 0s 32us/step - loss: 3225.1796 - mae: 47.8033 - val_loss: 3772.3894 - val_mae: 50.8078
Epoch 148/1000
231/231 [==============================] - 0s 38us/step - loss: 3225.1211 - mae: 47.7228 - val_loss: 3772.0281 - val_mae: 50.9134
Epoch 149/1000
231/231 [==============================] - 0s 25us/step - loss: 3212.3621 - mae: 47.6498 - val_loss: 3755.0034 - val_mae: 50.6517
Epoch 150/1000
231/231 [==============================] - 0s 33us/step - loss: 3215.6768 - mae: 47.6586 - val_loss: 3742.9180 - val_mae: 50.4607
Epoch 151/1000
231/231 [==============================] - 0s 29us/step - loss: 3202.6810 - mae: 47.4639 - val_loss: 3741.5520 - val_mae: 50.5534
Epoch 152/1000
231/231 [==============================] - 0s 43us/step - loss: 3191.7865 - mae: 47.4531 - val_loss: 3727.6240 - val_mae: 50.3465
Epoch 153/1000
231/231 [==============================] - 0s 30us/step - loss: 3184.5154 - mae: 47.3803 - val_loss: 3719.0127 - val_mae: 50.2589
Epoch 154/1000
231/231 [==============================] - 0s 41us/step - loss: 3184.3749 - mae: 47.3416 - val_loss: 3707.4819 - val_mae: 50.1017
Epoch 155/1000
231/231 [==============================] - 0s 33us/step - loss: 3173.0415 - mae: 47.2452 - val_loss: 3699.5103 - val_mae: 50.0323
Epoch 156/1000
231/231 [==============================] - 0s 24us/step - loss: 3187.9039 - mae: 47.3843 - val_loss: 3687.6033 - val_mae: 49.8669
Epoch 157/1000
231/231 [==============================] - 0s 31us/step - loss: 3164.9753 - mae: 47.0995 - val_loss: 3679.8713 - val_mae: 49.8135
Epoch 158/1000
231/231 [==============================] - 0s 29us/step - loss: 3180.1959 - mae: 47.3266 - val_loss: 3670.5527 - val_mae: 49.6843
Epoch 159/1000
231/231 [==============================] - 0s 43us/step - loss: 3173.3802 - mae: 47.2161 - val_loss: 3661.2920 - val_mae: 49.5752
Epoch 160/1000
231/231 [==============================] - 0s 27us/step - loss: 3148.8369 - mae: 46.9492 - val_loss: 3656.8928 - val_mae: 49.5889
Epoch 161/1000
231/231 [==============================] - 0s 37us/step - loss: 3144.1936 - mae: 46.9013 - val_loss: 3648.5076 - val_mae: 49.5016
Epoch 162/1000
231/231 [==============================] - 0s 27us/step - loss: 3136.9928 - mae: 46.8356 - val_loss: 3640.7529 - val_mae: 49.4538
Epoch 163/1000
231/231 [==============================] - 0s 50us/step - loss: 3135.0414 - mae: 46.8122 - val_loss: 3637.6067 - val_mae: 49.4750
Epoch 164/1000
231/231 [==============================] - 0s 39us/step - loss: 3138.7023 - mae: 46.9030 - val_loss: 3622.9570 - val_mae: 49.2560
Epoch 165/1000
231/231 [==============================] - 0s 36us/step - loss: 3140.6707 - mae: 46.7876 - val_loss: 3621.9053 - val_mae: 49.3224
Epoch 166/1000
231/231 [==============================] - 0s 27us/step - loss: 3118.6141 - mae: 46.6937 - val_loss: 3613.7368 - val_mae: 49.2612
Epoch 167/1000
231/231 [==============================] - 0s 29us/step - loss: 3120.3720 - mae: 46.6895 - val_loss: 3607.9780 - val_mae: 49.2344
Epoch 168/1000
231/231 [==============================] - 0s 35us/step - loss: 3113.3475 - mae: 46.6261 - val_loss: 3599.6733 - val_mae: 49.1604
Epoch 169/1000
231/231 [==============================] - 0s 30us/step - loss: 3104.7797 - mae: 46.5796 - val_loss: 3587.9773 - val_mae: 49.0044
Epoch 170/1000
231/231 [==============================] - 0s 30us/step - loss: 3103.6845 - mae: 46.5358 - val_loss: 3580.8740 - val_mae: 48.9464
Epoch 171/1000
231/231 [==============================] - 0s 33us/step - loss: 3110.1283 - mae: 46.6086 - val_loss: 3562.9026 - val_mae: 48.6503
Epoch 172/1000
231/231 [==============================] - 0s 38us/step - loss: 3089.7318 - mae: 46.3557 - val_loss: 3557.0583 - val_mae: 48.6509
Epoch 173/1000
231/231 [==============================] - 0s 32us/step - loss: 3095.1941 - mae: 46.5029 - val_loss: 3543.8049 - val_mae: 48.4390
Epoch 174/1000
231/231 [==============================] - 0s 30us/step - loss: 3082.4924 - mae: 46.2637 - val_loss: 3539.6824 - val_mae: 48.4951
Epoch 175/1000
231/231 [==============================] - 0s 32us/step - loss: 3078.1913 - mae: 46.2586 - val_loss: 3533.1868 - val_mae: 48.4671
Epoch 176/1000
231/231 [==============================] - 0s 22us/step - loss: 3073.6020 - mae: 46.2351 - val_loss: 3519.7239 - val_mae: 48.2698
Epoch 177/1000
231/231 [==============================] - 0s 33us/step - loss: 3083.3340 - mae: 46.3716 - val_loss: 3508.6602 - val_mae: 48.0678
Epoch 178/1000
231/231 [==============================] - 0s 25us/step - loss: 3067.0393 - mae: 46.1172 - val_loss: 3500.9939 - val_mae: 48.0300
Epoch 179/1000
231/231 [==============================] - 0s 41us/step - loss: 3061.8525 - mae: 46.0393 - val_loss: 3497.8855 - val_mae: 48.1070
Epoch 180/1000
231/231 [==============================] - 0s 36us/step - loss: 3110.5508 - mae: 46.5254 - val_loss: 3486.6279 - val_mae: 47.9383
Epoch 181/1000
231/231 [==============================] - 0s 31us/step - loss: 3057.2322 - mae: 46.0307 - val_loss: 3477.5869 - val_mae: 47.8174
Epoch 182/1000
231/231 [==============================] - 0s 35us/step - loss: 3050.6059 - mae: 45.9256 - val_loss: 3471.7073 - val_mae: 47.8287
Epoch 183/1000
231/231 [==============================] - 0s 30us/step - loss: 3052.1866 - mae: 45.9905 - val_loss: 3461.2576 - val_mae: 47.6655
Epoch 184/1000
231/231 [==============================] - 0s 39us/step - loss: 3042.5054 - mae: 45.8511 - val_loss: 3455.4878 - val_mae: 47.6810
Epoch 185/1000
231/231 [==============================] - 0s 27us/step - loss: 3038.8348 - mae: 45.8547 - val_loss: 3448.2095 - val_mae: 47.6229
Epoch 186/1000
231/231 [==============================] - 0s 28us/step - loss: 3036.6269 - mae: 45.8515 - val_loss: 3438.3196 - val_mae: 47.4863
Epoch 187/1000
231/231 [==============================] - 0s 22us/step - loss: 3053.9816 - mae: 45.9252 - val_loss: 3436.7122 - val_mae: 47.5876
Epoch 188/1000
231/231 [==============================] - 0s 33us/step - loss: 3030.6028 - mae: 45.8267 - val_loss: 3424.7297 - val_mae: 47.3827
Epoch 189/1000
231/231 [==============================] - 0s 29us/step - loss: 3025.3537 - mae: 45.7368 - val_loss: 3415.6104 - val_mae: 47.2628
Epoch 190/1000
231/231 [==============================] - 0s 33us/step - loss: 3023.4491 - mae: 45.6795 - val_loss: 3412.0168 - val_mae: 47.3034
Epoch 191/1000
231/231 [==============================] - 0s 30us/step - loss: 3019.0157 - mae: 45.6691 - val_loss: 3403.1301 - val_mae: 47.1807
Epoch 192/1000
231/231 [==============================] - 0s 28us/step - loss: 3018.7036 - mae: 45.6258 - val_loss: 3398.8723 - val_mae: 47.2273
Epoch 193/1000
231/231 [==============================] - 0s 33us/step - loss: 3015.5281 - mae: 45.6449 - val_loss: 3385.5134 - val_mae: 46.9699
Epoch 194/1000
231/231 [==============================] - 0s 30us/step - loss: 3009.4575 - mae: 45.5377 - val_loss: 3380.5352 - val_mae: 46.9836
Epoch 195/1000
231/231 [==============================] - 0s 36us/step - loss: 3009.8987 - mae: 45.5922 - val_loss: 3370.3608 - val_mae: 46.7983
Epoch 196/1000
231/231 [==============================] - 0s 30us/step - loss: 3006.2321 - mae: 45.4760 - val_loss: 3368.9780 - val_mae: 46.9659
Epoch 197/1000
231/231 [==============================] - 0s 28us/step - loss: 3000.2703 - mae: 45.4817 - val_loss: 3359.5278 - val_mae: 46.8358
Epoch 198/1000
231/231 [==============================] - 0s 27us/step - loss: 2996.8075 - mae: 45.4350 - val_loss: 3350.6235 - val_mae: 46.7162
Epoch 199/1000
231/231 [==============================] - 0s 26us/step - loss: 2994.3198 - mae: 45.3885 - val_loss: 3340.9646 - val_mae: 46.5527
Epoch 200/1000
231/231 [==============================] - 0s 25us/step - loss: 3008.2392 - mae: 45.4013 - val_loss: 3340.1772 - val_mae: 46.7193
Epoch 201/1000
231/231 [==============================] - 0s 28us/step - loss: 2995.8788 - mae: 45.4407 - val_loss: 3326.8672 - val_mae: 46.3942
Epoch 202/1000
231/231 [==============================] - 0s 37us/step - loss: 2988.5154 - mae: 45.2731 - val_loss: 3324.3057 - val_mae: 46.5213
Epoch 203/1000
231/231 [==============================] - 0s 31us/step - loss: 2995.3355 - mae: 45.3173 - val_loss: 3320.6768 - val_mae: 46.5608
Epoch 204/1000
231/231 [==============================] - 0s 37us/step - loss: 2986.8493 - mae: 45.3358 - val_loss: 3313.8259 - val_mae: 46.4992
Epoch 205/1000
231/231 [==============================] - 0s 51us/step - loss: 2978.6684 - mae: 45.2452 - val_loss: 3302.1658 - val_mae: 46.3074
Epoch 206/1000
231/231 [==============================] - 0s 29us/step - loss: 2977.1369 - mae: 45.2239 - val_loss: 3292.6311 - val_mae: 46.1127
Epoch 207/1000
231/231 [==============================] - 0s 30us/step - loss: 2977.7322 - mae: 45.1504 - val_loss: 3291.0249 - val_mae: 46.2454
Epoch 208/1000
231/231 [==============================] - 0s 51us/step - loss: 2971.1410 - mae: 45.1308 - val_loss: 3282.2356 - val_mae: 46.1173
Epoch 209/1000
231/231 [==============================] - 0s 31us/step - loss: 2970.6472 - mae: 45.1325 - val_loss: 3273.4880 - val_mae: 45.9179
Epoch 210/1000
231/231 [==============================] - 0s 25us/step - loss: 2975.7030 - mae: 45.1466 - val_loss: 3266.6938 - val_mae: 45.7639
Epoch 211/1000
231/231 [==============================] - 0s 40us/step - loss: 2965.1797 - mae: 45.0054 - val_loss: 3262.8372 - val_mae: 45.8686
Epoch 212/1000
231/231 [==============================] - 0s 32us/step - loss: 2969.3926 - mae: 45.0732 - val_loss: 3255.2251 - val_mae: 45.6633
Epoch 213/1000
231/231 [==============================] - 0s 32us/step - loss: 2962.9866 - mae: 44.9538 - val_loss: 3251.6597 - val_mae: 45.8106
Epoch 214/1000
231/231 [==============================] - 0s 41us/step - loss: 2973.5122 - mae: 44.9902 - val_loss: 3250.0969 - val_mae: 45.8820
Epoch 215/1000
231/231 [==============================] - 0s 39us/step - loss: 2974.2234 - mae: 45.0999 - val_loss: 3238.0427 - val_mae: 45.5666
Epoch 216/1000
231/231 [==============================] - 0s 28us/step - loss: 2957.0354 - mae: 44.9147 - val_loss: 3232.1519 - val_mae: 45.4850
Epoch 217/1000
231/231 [==============================] - 0s 29us/step - loss: 2952.9796 - mae: 44.8509 - val_loss: 3227.9395 - val_mae: 45.5267
Epoch 218/1000
231/231 [==============================] - 0s 26us/step - loss: 2951.2335 - mae: 44.8691 - val_loss: 3221.7810 - val_mae: 45.4383
Epoch 219/1000
231/231 [==============================] - 0s 36us/step - loss: 2950.4989 - mae: 44.8340 - val_loss: 3217.0630 - val_mae: 45.4027
Epoch 220/1000
231/231 [==============================] - 0s 28us/step - loss: 2948.2806 - mae: 44.8237 - val_loss: 3211.0342 - val_mae: 45.3350
Epoch 221/1000
231/231 [==============================] - 0s 39us/step - loss: 2950.7770 - mae: 44.8041 - val_loss: 3208.7944 - val_mae: 45.4360
Epoch 222/1000
231/231 [==============================] - 0s 44us/step - loss: 2948.5522 - mae: 44.8561 - val_loss: 3199.1199 - val_mae: 45.1506
Epoch 223/1000
231/231 [==============================] - 0s 36us/step - loss: 2956.6786 - mae: 44.8572 - val_loss: 3198.1184 - val_mae: 45.3218
Epoch 224/1000
231/231 [==============================] - 0s 35us/step - loss: 2946.4561 - mae: 44.8257 - val_loss: 3188.6313 - val_mae: 45.0641
Epoch 225/1000
231/231 [==============================] - 0s 32us/step - loss: 2949.5025 - mae: 44.7325 - val_loss: 3187.0715 - val_mae: 45.1937
Epoch 226/1000
231/231 [==============================] - 0s 40us/step - loss: 2942.9000 - mae: 44.7493 - val_loss: 3179.1025 - val_mae: 44.9803
Epoch 227/1000
231/231 [==============================] - 0s 33us/step - loss: 2947.5783 - mae: 44.8219 - val_loss: 3174.9231 - val_mae: 44.8647
Epoch 228/1000
231/231 [==============================] - 0s 36us/step - loss: 2940.5219 - mae: 44.6616 - val_loss: 3171.3147 - val_mae: 44.9955
Epoch 229/1000
231/231 [==============================] - 0s 23us/step - loss: 2936.0776 - mae: 44.6720 - val_loss: 3165.4612 - val_mae: 44.8619
Epoch 230/1000
231/231 [==============================] - 0s 26us/step - loss: 2958.1336 - mae: 44.7686 - val_loss: 3161.6895 - val_mae: 44.7418
Epoch 231/1000
231/231 [==============================] - 0s 30us/step - loss: 2937.6238 - mae: 44.6531 - val_loss: 3157.9998 - val_mae: 44.8580
Epoch 232/1000
231/231 [==============================] - 0s 30us/step - loss: 2939.1512 - mae: 44.6686 - val_loss: 3153.3708 - val_mae: 44.7250
Epoch 233/1000
231/231 [==============================] - 0s 34us/step - loss: 2931.3849 - mae: 44.5736 - val_loss: 3149.8120 - val_mae: 44.7460
Epoch 234/1000
231/231 [==============================] - 0s 26us/step - loss: 2945.8476 - mae: 44.6321 - val_loss: 3147.8381 - val_mae: 44.8162
Epoch 235/1000
231/231 [==============================] - 0s 46us/step - loss: 2929.7917 - mae: 44.5886 - val_loss: 3142.1411 - val_mae: 44.7408
Epoch 236/1000
231/231 [==============================] - 0s 29us/step - loss: 2928.4334 - mae: 44.5942 - val_loss: 3136.7524 - val_mae: 44.6154
Epoch 237/1000
231/231 [==============================] - 0s 27us/step - loss: 2926.8926 - mae: 44.5565 - val_loss: 3133.3940 - val_mae: 44.6195
Epoch 238/1000
231/231 [==============================] - 0s 29us/step - loss: 2930.9916 - mae: 44.6041 - val_loss: 3131.4297 - val_mae: 44.6337
Epoch 239/1000
231/231 [==============================] - 0s 31us/step - loss: 2924.8709 - mae: 44.5097 - val_loss: 3124.8052 - val_mae: 44.5181
Epoch 240/1000
231/231 [==============================] - 0s 42us/step - loss: 2924.9636 - mae: 44.5134 - val_loss: 3120.9473 - val_mae: 44.5093
Epoch 241/1000
231/231 [==============================] - 0s 33us/step - loss: 2935.8570 - mae: 44.6819 - val_loss: 3115.0481 - val_mae: 44.3079
Epoch 242/1000
231/231 [==============================] - 0s 37us/step - loss: 2924.8499 - mae: 44.5037 - val_loss: 3111.4866 - val_mae: 44.2914
Epoch 243/1000
231/231 [==============================] - 0s 29us/step - loss: 2926.6762 - mae: 44.4962 - val_loss: 3109.8848 - val_mae: 44.3996
Epoch 244/1000
231/231 [==============================] - 0s 38us/step - loss: 2923.2506 - mae: 44.5149 - val_loss: 3104.5745 - val_mae: 44.2377
Epoch 245/1000
231/231 [==============================] - 0s 25us/step - loss: 2933.7400 - mae: 44.5217 - val_loss: 3102.9883 - val_mae: 44.3377
Epoch 246/1000
231/231 [==============================] - 0s 41us/step - loss: 2920.9241 - mae: 44.5194 - val_loss: 3099.7568 - val_mae: 44.3110
Epoch 247/1000
231/231 [==============================] - 0s 32us/step - loss: 2922.0393 - mae: 44.4976 - val_loss: 3097.2058 - val_mae: 44.2978
Epoch 248/1000
231/231 [==============================] - 0s 30us/step - loss: 2918.4155 - mae: 44.4309 - val_loss: 3092.9829 - val_mae: 44.2304
Epoch 249/1000
231/231 [==============================] - 0s 36us/step - loss: 2934.6681 - mae: 44.4643 - val_loss: 3091.1147 - val_mae: 44.2525
Epoch 250/1000
231/231 [==============================] - 0s 31us/step - loss: 2917.0229 - mae: 44.4383 - val_loss: 3084.4072 - val_mae: 44.1114
Epoch 251/1000
231/231 [==============================] - 0s 34us/step - loss: 2914.5852 - mae: 44.3874 - val_loss: 3081.1875 - val_mae: 44.1068
Epoch 252/1000
231/231 [==============================] - 0s 26us/step - loss: 2916.1672 - mae: 44.4074 - val_loss: 3077.2290 - val_mae: 43.9874
Epoch 253/1000
231/231 [==============================] - 0s 33us/step - loss: 2913.8761 - mae: 44.3763 - val_loss: 3073.8779 - val_mae: 43.9388
Epoch 254/1000
231/231 [==============================] - 0s 30us/step - loss: 2911.9534 - mae: 44.3427 - val_loss: 3070.8503 - val_mae: 43.9689
Epoch 255/1000
231/231 [==============================] - 0s 28us/step - loss: 2921.9738 - mae: 44.4163 - val_loss: 3069.4050 - val_mae: 44.0391
Epoch 256/1000
231/231 [==============================] - 0s 32us/step - loss: 2921.4897 - mae: 44.4876 - val_loss: 3067.6455 - val_mae: 44.0277
Epoch 257/1000
231/231 [==============================] - 0s 26us/step - loss: 2930.0249 - mae: 44.5302 - val_loss: 3061.1504 - val_mae: 43.8236
Epoch 258/1000
231/231 [==============================] - 0s 42us/step - loss: 2913.4819 - mae: 44.3614 - val_loss: 3059.6829 - val_mae: 43.7723
Epoch 259/1000
231/231 [==============================] - 0s 26us/step - loss: 2910.4873 - mae: 44.2896 - val_loss: 3056.8491 - val_mae: 43.8316
Epoch 260/1000
231/231 [==============================] - 0s 36us/step - loss: 2923.9155 - mae: 44.4050 - val_loss: 3054.8960 - val_mae: 43.7143
Epoch 261/1000
231/231 [==============================] - 0s 28us/step - loss: 2915.6683 - mae: 44.3404 - val_loss: 3053.2954 - val_mae: 43.6878
Epoch 262/1000
231/231 [==============================] - 0s 49us/step - loss: 2923.3879 - mae: 44.3728 - val_loss: 3051.4270 - val_mae: 43.6396
Epoch 263/1000
231/231 [==============================] - 0s 30us/step - loss: 2913.8930 - mae: 44.2997 - val_loss: 3046.8872 - val_mae: 43.7402
Epoch 264/1000
231/231 [==============================] - 0s 41us/step - loss: 2915.6320 - mae: 44.3878 - val_loss: 3045.3755 - val_mae: 43.7867
Epoch 265/1000
231/231 [==============================] - 0s 35us/step - loss: 2907.7813 - mae: 44.2893 - val_loss: 3042.4087 - val_mae: 43.7378
Epoch 266/1000
231/231 [==============================] - 0s 30us/step - loss: 2915.5290 - mae: 44.3338 - val_loss: 3041.0054 - val_mae: 43.7621
Epoch 267/1000
231/231 [==============================] - 0s 34us/step - loss: 2905.9143 - mae: 44.2955 - val_loss: 3036.9653 - val_mae: 43.6779
Epoch 268/1000
231/231 [==============================] - 0s 35us/step - loss: 2905.5536 - mae: 44.2802 - val_loss: 3034.1260 - val_mae: 43.5944
Epoch 269/1000
231/231 [==============================] - 0s 33us/step - loss: 2918.1953 - mae: 44.3554 - val_loss: 3032.6682 - val_mae: 43.6758
Epoch 270/1000
231/231 [==============================] - 0s 39us/step - loss: 2905.7793 - mae: 44.2903 - val_loss: 3029.6045 - val_mae: 43.6203
Epoch 271/1000
231/231 [==============================] - 0s 51us/step - loss: 2920.7111 - mae: 44.3233 - val_loss: 3029.2212 - val_mae: 43.6603
Epoch 272/1000
231/231 [==============================] - 0s 28us/step - loss: 2913.6448 - mae: 44.3989 - val_loss: 3027.4490 - val_mae: 43.6494
Epoch 273/1000
231/231 [==============================] - 0s 33us/step - loss: 2904.6333 - mae: 44.2773 - val_loss: 3023.4119 - val_mae: 43.5462
Epoch 274/1000
231/231 [==============================] - 0s 27us/step - loss: 2904.2263 - mae: 44.2549 - val_loss: 3021.5752 - val_mae: 43.4476
Epoch 275/1000
231/231 [==============================] - 0s 47us/step - loss: 2909.0376 - mae: 44.3010 - val_loss: 3021.2300 - val_mae: 43.3863
Epoch 276/1000
231/231 [==============================] - 0s 30us/step - loss: 2917.7274 - mae: 44.2978 - val_loss: 3020.9531 - val_mae: 43.3439
Epoch 277/1000
231/231 [==============================] - 0s 44us/step - loss: 2921.4568 - mae: 44.3909 - val_loss: 3019.6194 - val_mae: 43.3124
Epoch 278/1000
231/231 [==============================] - 0s 36us/step - loss: 2907.7837 - mae: 44.2629 - val_loss: 3015.6523 - val_mae: 43.3140
Epoch 279/1000
231/231 [==============================] - 0s 28us/step - loss: 2903.5949 - mae: 44.2008 - val_loss: 3013.1704 - val_mae: 43.3222
Epoch 280/1000
231/231 [==============================] - 0s 39us/step - loss: 2904.2611 - mae: 44.2153 - val_loss: 3009.6072 - val_mae: 43.4008
Epoch 281/1000
231/231 [==============================] - 0s 36us/step - loss: 2905.0958 - mae: 44.2562 - val_loss: 3007.5100 - val_mae: 43.2897
Epoch 282/1000
231/231 [==============================] - 0s 30us/step - loss: 2901.3951 - mae: 44.2021 - val_loss: 3005.0522 - val_mae: 43.3010
Epoch 283/1000
231/231 [==============================] - 0s 29us/step - loss: 2903.9237 - mae: 44.2351 - val_loss: 3003.8586 - val_mae: 43.2322
Epoch 284/1000
231/231 [==============================] - 0s 37us/step - loss: 2903.2254 - mae: 44.2301 - val_loss: 3002.2893 - val_mae: 43.2129
Epoch 285/1000
231/231 [==============================] - 0s 31us/step - loss: 2903.9689 - mae: 44.1881 - val_loss: 3000.6765 - val_mae: 43.3248
Epoch 286/1000
231/231 [==============================] - 0s 35us/step - loss: 2902.3849 - mae: 44.1960 - val_loss: 2999.4614 - val_mae: 43.3373
Epoch 287/1000
231/231 [==============================] - 0s 35us/step - loss: 2905.1632 - mae: 44.2666 - val_loss: 2998.5742 - val_mae: 43.3286
Epoch 288/1000
231/231 [==============================] - 0s 42us/step - loss: 2950.2700 - mae: 44.7524 - val_loss: 2996.1677 - val_mae: 43.2149
Epoch 289/1000
231/231 [==============================] - 0s 32us/step - loss: 2900.0795 - mae: 44.1814 - val_loss: 2994.6001 - val_mae: 43.2205
Epoch 290/1000
231/231 [==============================] - 0s 33us/step - loss: 2899.2023 - mae: 44.1719 - val_loss: 2992.7473 - val_mae: 43.1990
Epoch 291/1000
231/231 [==============================] - 0s 28us/step - loss: 2900.9536 - mae: 44.2091 - val_loss: 2991.8491 - val_mae: 43.1389
Epoch 292/1000
231/231 [==============================] - 0s 29us/step - loss: 2909.7464 - mae: 44.2278 - val_loss: 2990.5374 - val_mae: 43.2388
Epoch 293/1000
231/231 [==============================] - 0s 33us/step - loss: 2900.9286 - mae: 44.2075 - val_loss: 2989.2419 - val_mae: 43.2217
Epoch 294/1000
231/231 [==============================] - 0s 35us/step - loss: 2909.8898 - mae: 44.2998 - val_loss: 2988.8599 - val_mae: 43.2741
Epoch 295/1000
231/231 [==============================] - 0s 53us/step - loss: 2898.5322 - mae: 44.2016 - val_loss: 2986.4915 - val_mae: 43.1516
Epoch 296/1000
231/231 [==============================] - 0s 32us/step - loss: 2900.6040 - mae: 44.1862 - val_loss: 2986.0654 - val_mae: 43.0778
Epoch 297/1000
231/231 [==============================] - 0s 34us/step - loss: 2897.9355 - mae: 44.1489 - val_loss: 2984.5649 - val_mae: 43.1394
Epoch 298/1000
231/231 [==============================] - 0s 28us/step - loss: 2902.7698 - mae: 44.1865 - val_loss: 2983.5081 - val_mae: 43.2005
Epoch 299/1000
231/231 [==============================] - 0s 41us/step - loss: 2897.2099 - mae: 44.1775 - val_loss: 2981.0737 - val_mae: 43.0912
Epoch 300/1000
231/231 [==============================] - 0s 25us/step - loss: 2896.4612 - mae: 44.1552 - val_loss: 2979.6084 - val_mae: 43.0494
Epoch 301/1000
231/231 [==============================] - 0s 33us/step - loss: 2901.2102 - mae: 44.1680 - val_loss: 2980.1277 - val_mae: 43.1409
Epoch 302/1000
231/231 [==============================] - 0s 37us/step - loss: 2897.9374 - mae: 44.1780 - val_loss: 2978.8511 - val_mae: 43.1128
Epoch 303/1000
231/231 [==============================] - 0s 31us/step - loss: 2899.2392 - mae: 44.1629 - val_loss: 2979.0134 - val_mae: 43.1548
Epoch 304/1000
231/231 [==============================] - 0s 41us/step - loss: 2904.6304 - mae: 44.2500 - val_loss: 2978.2637 - val_mae: 43.1789
Epoch 305/1000
231/231 [==============================] - 0s 53us/step - loss: 2896.9693 - mae: 44.1691 - val_loss: 2977.0969 - val_mae: 43.0836
Epoch 306/1000
231/231 [==============================] - 0s 29us/step - loss: 2898.7136 - mae: 44.1065 - val_loss: 2976.0142 - val_mae: 43.1320
Epoch 307/1000
231/231 [==============================] - 0s 36us/step - loss: 2906.3490 - mae: 44.2193 - val_loss: 2975.8955 - val_mae: 43.1830
Epoch 308/1000
231/231 [==============================] - 0s 29us/step - loss: 2908.3542 - mae: 44.2555 - val_loss: 2975.7976 - val_mae: 43.1794
Epoch 309/1000
231/231 [==============================] - 0s 52us/step - loss: 2896.8654 - mae: 44.1606 - val_loss: 2972.7473 - val_mae: 43.0108
Epoch 310/1000
231/231 [==============================] - 0s 38us/step - loss: 2932.7576 - mae: 44.4100 - val_loss: 2972.1921 - val_mae: 43.0772
Epoch 311/1000
231/231 [==============================] - 0s 41us/step - loss: 2895.5752 - mae: 44.1663 - val_loss: 2971.2722 - val_mae: 43.0059
Epoch 312/1000
231/231 [==============================] - 0s 25us/step - loss: 2898.9255 - mae: 44.1279 - val_loss: 2970.3018 - val_mae: 43.0501
Epoch 313/1000
231/231 [==============================] - 0s 26us/step - loss: 2896.9514 - mae: 44.1678 - val_loss: 2969.1367 - val_mae: 43.0307
Epoch 314/1000
231/231 [==============================] - 0s 30us/step - loss: 2896.9141 - mae: 44.1392 - val_loss: 2968.8445 - val_mae: 43.0386
Epoch 315/1000
231/231 [==============================] - 0s 39us/step - loss: 2900.3923 - mae: 44.1525 - val_loss: 2968.6340 - val_mae: 43.0687
Epoch 316/1000
231/231 [==============================] - 0s 33us/step - loss: 2916.9240 - mae: 44.2210 - val_loss: 2969.3508 - val_mae: 43.1082
Epoch 317/1000
231/231 [==============================] - 0s 34us/step - loss: 2897.9307 - mae: 44.2232 - val_loss: 2967.2185 - val_mae: 42.9310
Epoch 318/1000
231/231 [==============================] - 0s 30us/step - loss: 2893.8573 - mae: 44.1253 - val_loss: 2966.5061 - val_mae: 42.9181
Epoch 319/1000
231/231 [==============================] - 0s 34us/step - loss: 2903.8197 - mae: 44.1545 - val_loss: 2966.3428 - val_mae: 43.0225
Epoch 320/1000
231/231 [==============================] - 0s 25us/step - loss: 2894.5118 - mae: 44.1610 - val_loss: 2965.4038 - val_mae: 42.9125
Epoch 321/1000
231/231 [==============================] - 0s 38us/step - loss: 2904.0930 - mae: 44.1278 - val_loss: 2965.2339 - val_mae: 43.0210
Epoch 322/1000
231/231 [==============================] - 0s 31us/step - loss: 2894.8749 - mae: 44.1597 - val_loss: 2964.0791 - val_mae: 42.9237
Epoch 323/1000
231/231 [==============================] - 0s 34us/step - loss: 2893.6055 - mae: 44.1435 - val_loss: 2963.2661 - val_mae: 42.8527
Epoch 324/1000
231/231 [==============================] - 0s 38us/step - loss: 2906.5840 - mae: 44.1693 - val_loss: 2961.3779 - val_mae: 42.9829
Epoch 325/1000
231/231 [==============================] - 0s 33us/step - loss: 2895.9976 - mae: 44.1227 - val_loss: 2960.7986 - val_mae: 42.9583
Epoch 326/1000
231/231 [==============================] - 0s 30us/step - loss: 2893.3078 - mae: 44.1433 - val_loss: 2959.7646 - val_mae: 42.9189
Epoch 327/1000
231/231 [==============================] - 0s 29us/step - loss: 2899.5480 - mae: 44.1678 - val_loss: 2959.9248 - val_mae: 42.9912
Epoch 328/1000
231/231 [==============================] - 0s 44us/step - loss: 2897.6861 - mae: 44.2026 - val_loss: 2959.6941 - val_mae: 42.7995
Epoch 329/1000
231/231 [==============================] - 0s 36us/step - loss: 2893.4791 - mae: 44.0974 - val_loss: 2958.5339 - val_mae: 42.8829
Epoch 330/1000
231/231 [==============================] - 0s 26us/step - loss: 2912.8268 - mae: 44.2528 - val_loss: 2959.3613 - val_mae: 42.9856
Epoch 331/1000
231/231 [==============================] - 0s 25us/step - loss: 2892.6762 - mae: 44.1643 - val_loss: 2957.7905 - val_mae: 42.8633
Epoch 332/1000
231/231 [==============================] - 0s 46us/step - loss: 2894.6598 - mae: 44.1265 - val_loss: 2957.2664 - val_mae: 42.7676
Epoch 333/1000
231/231 [==============================] - 0s 26us/step - loss: 2915.2525 - mae: 44.2880 - val_loss: 2956.4248 - val_mae: 42.9124
Epoch 334/1000
231/231 [==============================] - 0s 26us/step - loss: 2912.0655 - mae: 44.2850 - val_loss: 2956.1440 - val_mae: 42.9671
Epoch 335/1000
231/231 [==============================] - 0s 26us/step - loss: 2892.8368 - mae: 44.1619 - val_loss: 2954.5479 - val_mae: 42.8920
Epoch 336/1000
231/231 [==============================] - 0s 36us/step - loss: 2896.6754 - mae: 44.1873 - val_loss: 2954.2727 - val_mae: 42.7679
Epoch 337/1000
231/231 [==============================] - 0s 30us/step - loss: 2892.8947 - mae: 44.1372 - val_loss: 2953.8977 - val_mae: 42.7574
Epoch 338/1000
231/231 [==============================] - 0s 27us/step - loss: 2896.6262 - mae: 44.1076 - val_loss: 2952.0686 - val_mae: 42.8649
Epoch 339/1000
231/231 [==============================] - 0s 35us/step - loss: 2899.6314 - mae: 44.1488 - val_loss: 2952.5071 - val_mae: 42.9234
Epoch 340/1000
231/231 [==============================] - 0s 36us/step - loss: 2895.6960 - mae: 44.2004 - val_loss: 2951.7419 - val_mae: 42.7547
Epoch 341/1000
231/231 [==============================] - 0s 39us/step - loss: 2895.4995 - mae: 44.1866 - val_loss: 2952.0107 - val_mae: 42.7172
Epoch 342/1000
231/231 [==============================] - 0s 38us/step - loss: 2896.2094 - mae: 44.1050 - val_loss: 2951.1306 - val_mae: 42.8569
Epoch 343/1000
231/231 [==============================] - 0s 52us/step - loss: 2890.2422 - mae: 44.1392 - val_loss: 2950.9597 - val_mae: 42.8068
Epoch 344/1000
231/231 [==============================] - 0s 36us/step - loss: 2894.3117 - mae: 44.1775 - val_loss: 2951.7810 - val_mae: 42.7052
Epoch 345/1000
231/231 [==============================] - 0s 35us/step - loss: 2908.6709 - mae: 44.1875 - val_loss: 2951.0752 - val_mae: 42.8722
Epoch 346/1000
231/231 [==============================] - 0s 25us/step - loss: 2896.5514 - mae: 44.1410 - val_loss: 2951.1514 - val_mae: 42.8871
Epoch 347/1000
231/231 [==============================] - 0s 39us/step - loss: 2900.0799 - mae: 44.1843 - val_loss: 2951.2651 - val_mae: 42.9271
Epoch 348/1000
231/231 [==============================] - 0s 33us/step - loss: 2891.0951 - mae: 44.1624 - val_loss: 2948.8586 - val_mae: 42.8142
Epoch 349/1000
231/231 [==============================] - 0s 58us/step - loss: 2900.2127 - mae: 44.2712 - val_loss: 2949.1538 - val_mae: 42.6755
Epoch 350/1000
231/231 [==============================] - 0s 29us/step - loss: 2925.6394 - mae: 44.3608 - val_loss: 2951.1091 - val_mae: 42.6486
Epoch 351/1000
231/231 [==============================] - 0s 32us/step - loss: 2899.2101 - mae: 44.1245 - val_loss: 2947.8203 - val_mae: 42.7489
Epoch 352/1000
231/231 [==============================] - ETA: 0s - loss: 2786.7434 - mae: 42.926 - 0s 29us/step - loss: 2903.9980 - mae: 44.2448 - val_loss: 2949.5303 - val_mae: 42.6788
Epoch 353/1000
231/231 [==============================] - 0s 33us/step - loss: 2890.8080 - mae: 44.0809 - val_loss: 2948.7622 - val_mae: 42.6819
Epoch 354/1000
231/231 [==============================] - 0s 26us/step - loss: 2917.9868 - mae: 44.2304 - val_loss: 2948.0889 - val_mae: 42.7872
Epoch 355/1000
231/231 [==============================] - 0s 32us/step - loss: 2889.8994 - mae: 44.1456 - val_loss: 2947.1343 - val_mae: 42.7800
Epoch 356/1000
231/231 [==============================] - 0s 25us/step - loss: 2889.9861 - mae: 44.1164 - val_loss: 2946.8669 - val_mae: 42.7743
Epoch 357/1000
231/231 [==============================] - 0s 37us/step - loss: 2896.0696 - mae: 44.1636 - val_loss: 2946.4626 - val_mae: 42.8247
Epoch 358/1000
231/231 [==============================] - 0s 24us/step - loss: 2899.0603 - mae: 44.2509 - val_loss: 2945.8511 - val_mae: 42.6805
Epoch 359/1000
231/231 [==============================] - 0s 42us/step - loss: 2890.5685 - mae: 44.1124 - val_loss: 2945.2222 - val_mae: 42.7107
Epoch 360/1000
231/231 [==============================] - 0s 34us/step - loss: 2887.5549 - mae: 44.0978 - val_loss: 2944.4539 - val_mae: 42.7211
Epoch 361/1000
231/231 [==============================] - 0s 30us/step - loss: 2897.2873 - mae: 44.1808 - val_loss: 2945.6194 - val_mae: 42.6396
Epoch 362/1000
231/231 [==============================] - 0s 26us/step - loss: 2890.8395 - mae: 44.1180 - val_loss: 2945.3813 - val_mae: 42.6360
Epoch 363/1000
231/231 [==============================] - 0s 38us/step - loss: 2888.2136 - mae: 44.0859 - val_loss: 2944.0542 - val_mae: 42.6729
Epoch 364/1000
231/231 [==============================] - 0s 31us/step - loss: 2887.4194 - mae: 44.0830 - val_loss: 2943.6274 - val_mae: 42.7237
Epoch 365/1000
231/231 [==============================] - 0s 38us/step - loss: 2888.7378 - mae: 44.1185 - val_loss: 2943.7952 - val_mae: 42.6490
Epoch 366/1000
231/231 [==============================] - 0s 31us/step - loss: 2887.6770 - mae: 44.0946 - val_loss: 2943.5020 - val_mae: 42.6576
Epoch 367/1000
231/231 [==============================] - 0s 32us/step - loss: 2889.5630 - mae: 44.0972 - val_loss: 2942.8901 - val_mae: 42.7711
Epoch 368/1000
231/231 [==============================] - 0s 34us/step - loss: 2894.6091 - mae: 44.2533 - val_loss: 2943.5530 - val_mae: 42.5965
Epoch 369/1000
231/231 [==============================] - 0s 38us/step - loss: 2895.4182 - mae: 44.2196 - val_loss: 2943.9912 - val_mae: 42.5719
Epoch 370/1000
231/231 [==============================] - 0s 39us/step - loss: 2907.1968 - mae: 44.3023 - val_loss: 2945.2080 - val_mae: 42.5661
Epoch 371/1000
231/231 [==============================] - 0s 30us/step - loss: 2891.3803 - mae: 44.0818 - val_loss: 2940.6941 - val_mae: 42.6500
Epoch 372/1000
231/231 [==============================] - 0s 41us/step - loss: 2898.8339 - mae: 44.2382 - val_loss: 2942.4009 - val_mae: 42.5791
Epoch 373/1000
231/231 [==============================] - 0s 27us/step - loss: 2886.5096 - mae: 44.0520 - val_loss: 2940.6116 - val_mae: 42.6257
Epoch 374/1000
231/231 [==============================] - 0s 27us/step - loss: 2888.0585 - mae: 44.1051 - val_loss: 2940.4045 - val_mae: 42.6856
Epoch 375/1000
231/231 [==============================] - 0s 24us/step - loss: 2886.8249 - mae: 44.1429 - val_loss: 2941.6113 - val_mae: 42.6112
Epoch 376/1000
231/231 [==============================] - 0s 33us/step - loss: 2887.9976 - mae: 44.1813 - val_loss: 2942.4292 - val_mae: 42.5915
Epoch 377/1000
231/231 [==============================] - 0s 25us/step - loss: 2898.5362 - mae: 44.2668 - val_loss: 2943.1357 - val_mae: 42.5581
Epoch 378/1000
231/231 [==============================] - 0s 22us/step - loss: 2885.3917 - mae: 44.0557 - val_loss: 2940.5430 - val_mae: 42.6361
Epoch 379/1000
231/231 [==============================] - 0s 25us/step - loss: 2892.3571 - mae: 44.1035 - val_loss: 2941.0105 - val_mae: 42.7750
Epoch 380/1000
231/231 [==============================] - 0s 44us/step - loss: 2886.4689 - mae: 44.1036 - val_loss: 2940.2683 - val_mae: 42.7409
Epoch 381/1000
231/231 [==============================] - 0s 37us/step - loss: 2885.4641 - mae: 44.1310 - val_loss: 2940.6179 - val_mae: 42.5972
Epoch 382/1000
231/231 [==============================] - 0s 45us/step - loss: 2887.0075 - mae: 44.0803 - val_loss: 2941.1211 - val_mae: 42.5763
Epoch 383/1000
231/231 [==============================] - 0s 31us/step - loss: 2900.5431 - mae: 44.1413 - val_loss: 2940.6331 - val_mae: 42.7595
Epoch 384/1000
231/231 [==============================] - 0s 26us/step - loss: 2888.9949 - mae: 44.2255 - val_loss: 2940.3667 - val_mae: 42.5809
Epoch 385/1000
231/231 [==============================] - 0s 22us/step - loss: 2883.2038 - mae: 44.0545 - val_loss: 2939.9648 - val_mae: 42.6077
Epoch 386/1000
231/231 [==============================] - 0s 36us/step - loss: 2906.1736 - mae: 44.2330 - val_loss: 2941.0916 - val_mae: 42.5465
Epoch 387/1000
231/231 [==============================] - 0s 37us/step - loss: 2886.7077 - mae: 44.0860 - val_loss: 2939.7888 - val_mae: 42.5463
Epoch 388/1000
231/231 [==============================] - 0s 27us/step - loss: 2884.6189 - mae: 44.0442 - val_loss: 2938.3901 - val_mae: 42.6268
Epoch 389/1000
231/231 [==============================] - 0s 28us/step - loss: 2889.0699 - mae: 44.1325 - val_loss: 2939.0657 - val_mae: 42.7389
Epoch 390/1000
231/231 [==============================] - 0s 24us/step - loss: 2887.9852 - mae: 44.1825 - val_loss: 2939.1836 - val_mae: 42.5597
Epoch 391/1000
231/231 [==============================] - 0s 31us/step - loss: 2886.5717 - mae: 44.0749 - val_loss: 2939.8662 - val_mae: 42.5413
Epoch 392/1000
231/231 [==============================] - 0s 29us/step - loss: 2899.5364 - mae: 44.1747 - val_loss: 2938.7749 - val_mae: 42.6962
Epoch 393/1000
231/231 [==============================] - 0s 37us/step - loss: 2893.2125 - mae: 44.1387 - val_loss: 2938.5920 - val_mae: 42.7573
Epoch 394/1000
231/231 [==============================] - 0s 43us/step - loss: 2889.5239 - mae: 44.2073 - val_loss: 2938.3491 - val_mae: 42.5635
Epoch 395/1000
231/231 [==============================] - 0s 26us/step - loss: 2890.9274 - mae: 44.0636 - val_loss: 2938.3689 - val_mae: 42.6897
Epoch 396/1000
231/231 [==============================] - 0s 24us/step - loss: 2884.0445 - mae: 44.1007 - val_loss: 2936.9443 - val_mae: 42.6542
Epoch 397/1000
231/231 [==============================] - 0s 36us/step - loss: 2881.0883 - mae: 44.1022 - val_loss: 2936.7207 - val_mae: 42.5829
Epoch 398/1000
231/231 [==============================] - 0s 24us/step - loss: 2882.5489 - mae: 44.0504 - val_loss: 2935.9680 - val_mae: 42.6559
Epoch 399/1000
231/231 [==============================] - 0s 36us/step - loss: 2881.2469 - mae: 44.0887 - val_loss: 2935.7302 - val_mae: 42.6128
Epoch 400/1000
231/231 [==============================] - 0s 30us/step - loss: 2880.6053 - mae: 44.0875 - val_loss: 2935.0911 - val_mae: 42.5332
Epoch 401/1000
231/231 [==============================] - 0s 42us/step - loss: 2885.5840 - mae: 44.0783 - val_loss: 2934.5566 - val_mae: 42.7003
Epoch 402/1000
231/231 [==============================] - 0s 35us/step - loss: 2916.4977 - mae: 44.3129 - val_loss: 2935.1648 - val_mae: 42.7469
Epoch 403/1000
231/231 [==============================] - 0s 34us/step - loss: 2889.1788 - mae: 44.2185 - val_loss: 2932.9634 - val_mae: 42.5220
Epoch 404/1000
231/231 [==============================] - 0s 25us/step - loss: 2879.0511 - mae: 44.0487 - val_loss: 2932.3088 - val_mae: 42.5408
Epoch 405/1000
231/231 [==============================] - 0s 37us/step - loss: 2880.4775 - mae: 44.0800 - val_loss: 2932.2825 - val_mae: 42.5181
Epoch 406/1000
231/231 [==============================] - 0s 28us/step - loss: 2903.5983 - mae: 44.1595 - val_loss: 2931.6943 - val_mae: 42.6568
Epoch 407/1000
231/231 [==============================] - 0s 38us/step - loss: 2880.8209 - mae: 44.1150 - val_loss: 2930.7830 - val_mae: 42.5417
Epoch 408/1000
231/231 [==============================] - 0s 27us/step - loss: 2888.3322 - mae: 44.0089 - val_loss: 2931.0488 - val_mae: 42.6514
Epoch 409/1000
231/231 [==============================] - 0s 31us/step - loss: 2900.6595 - mae: 44.2019 - val_loss: 2931.2471 - val_mae: 42.7162
Epoch 410/1000
231/231 [==============================] - 0s 40us/step - loss: 2880.6046 - mae: 44.1195 - val_loss: 2929.7908 - val_mae: 42.5446
Epoch 411/1000
231/231 [==============================] - 0s 34us/step - loss: 2880.4090 - mae: 44.0916 - val_loss: 2929.7368 - val_mae: 42.4729
Epoch 412/1000
231/231 [==============================] - 0s 32us/step - loss: 2885.7246 - mae: 44.1128 - val_loss: 2930.2312 - val_mae: 42.4427
Epoch 413/1000
231/231 [==============================] - 0s 24us/step - loss: 2880.5717 - mae: 44.0669 - val_loss: 2929.9280 - val_mae: 42.4413
Epoch 414/1000
231/231 [==============================] - 0s 33us/step - loss: 2878.1589 - mae: 44.0414 - val_loss: 2928.7122 - val_mae: 42.4579
Epoch 415/1000
231/231 [==============================] - 0s 26us/step - loss: 2891.4022 - mae: 44.0652 - val_loss: 2927.3948 - val_mae: 42.6032
Epoch 416/1000
231/231 [==============================] - 0s 43us/step - loss: 2882.0050 - mae: 44.1154 - val_loss: 2927.2473 - val_mae: 42.4572
Epoch 417/1000
231/231 [==============================] - 0s 27us/step - loss: 2876.6344 - mae: 44.0202 - val_loss: 2926.2307 - val_mae: 42.4939
Epoch 418/1000
231/231 [==============================] - 0s 26us/step - loss: 2885.7606 - mae: 44.1200 - val_loss: 2926.8259 - val_mae: 42.6195
Epoch 419/1000
231/231 [==============================] - 0s 35us/step - loss: 2878.8124 - mae: 44.0986 - val_loss: 2926.5095 - val_mae: 42.4593
Epoch 420/1000
231/231 [==============================] - 0s 32us/step - loss: 2880.0651 - mae: 44.0785 - val_loss: 2926.8506 - val_mae: 42.4232
Epoch 421/1000
231/231 [==============================] - 0s 33us/step - loss: 2879.1647 - mae: 44.0099 - val_loss: 2925.3914 - val_mae: 42.5339
Epoch 422/1000
231/231 [==============================] - 0s 22us/step - loss: 2876.2011 - mae: 44.0614 - val_loss: 2925.5037 - val_mae: 42.4809
Epoch 423/1000
231/231 [==============================] - 0s 39us/step - loss: 2880.7973 - mae: 44.0469 - val_loss: 2925.0198 - val_mae: 42.6004
Epoch 424/1000
231/231 [==============================] - 0s 27us/step - loss: 2876.7571 - mae: 44.0221 - val_loss: 2924.0303 - val_mae: 42.5466
Epoch 425/1000
231/231 [==============================] - 0s 41us/step - loss: 2878.9737 - mae: 44.0540 - val_loss: 2924.1975 - val_mae: 42.5763
Epoch 426/1000
231/231 [==============================] - 0s 33us/step - loss: 2881.0032 - mae: 44.0442 - val_loss: 2924.0498 - val_mae: 42.6208
Epoch 427/1000
231/231 [==============================] - 0s 24us/step - loss: 2876.3864 - mae: 44.0936 - val_loss: 2923.4009 - val_mae: 42.4091
Epoch 428/1000
231/231 [==============================] - 0s 34us/step - loss: 2877.3812 - mae: 44.0525 - val_loss: 2924.8687 - val_mae: 42.3799
Epoch 429/1000
231/231 [==============================] - 0s 25us/step - loss: 2885.8419 - mae: 44.0132 - val_loss: 2924.0720 - val_mae: 42.5725
Epoch 430/1000
231/231 [==============================] - 0s 42us/step - loss: 2874.0830 - mae: 44.0630 - val_loss: 2924.0010 - val_mae: 42.4228
Epoch 431/1000
231/231 [==============================] - 0s 23us/step - loss: 2874.0343 - mae: 44.0087 - val_loss: 2922.8669 - val_mae: 42.4516
Epoch 432/1000
231/231 [==============================] - 0s 47us/step - loss: 2875.3241 - mae: 44.0366 - val_loss: 2922.7939 - val_mae: 42.5410
Epoch 433/1000
231/231 [==============================] - 0s 23us/step - loss: 2881.8468 - mae: 44.1129 - val_loss: 2922.3933 - val_mae: 42.6039
Epoch 434/1000
231/231 [==============================] - 0s 23us/step - loss: 2876.7821 - mae: 44.0226 - val_loss: 2920.5139 - val_mae: 42.5297
Epoch 435/1000
231/231 [==============================] - 0s 26us/step - loss: 2873.3702 - mae: 44.0150 - val_loss: 2919.4900 - val_mae: 42.4892
Epoch 436/1000
231/231 [==============================] - 0s 35us/step - loss: 2872.1462 - mae: 44.0403 - val_loss: 2918.6467 - val_mae: 42.4526
Epoch 437/1000
231/231 [==============================] - 0s 36us/step - loss: 2876.1247 - mae: 44.0770 - val_loss: 2920.9707 - val_mae: 42.3452
Epoch 438/1000
231/231 [==============================] - 0s 28us/step - loss: 2871.9207 - mae: 43.9524 - val_loss: 2918.3054 - val_mae: 42.4507
Epoch 439/1000
231/231 [==============================] - 0s 25us/step - loss: 2873.5839 - mae: 44.0067 - val_loss: 2918.7998 - val_mae: 42.5542
Epoch 440/1000
231/231 [==============================] - 0s 28us/step - loss: 2874.0655 - mae: 44.0525 - val_loss: 2918.3503 - val_mae: 42.5299
Epoch 441/1000
231/231 [==============================] - 0s 28us/step - loss: 2875.8122 - mae: 44.0767 - val_loss: 2920.1252 - val_mae: 42.3317
Epoch 442/1000
231/231 [==============================] - 0s 30us/step - loss: 2871.2616 - mae: 43.9359 - val_loss: 2918.8411 - val_mae: 42.4273
Epoch 443/1000
231/231 [==============================] - 0s 23us/step - loss: 2873.1919 - mae: 44.0081 - val_loss: 2918.7649 - val_mae: 42.4064
Epoch 444/1000
231/231 [==============================] - 0s 29us/step - loss: 2880.8385 - mae: 44.1915 - val_loss: 2920.9851 - val_mae: 42.3328
Epoch 445/1000
231/231 [==============================] - 0s 30us/step - loss: 2873.7845 - mae: 43.9420 - val_loss: 2917.9014 - val_mae: 42.5146
Epoch 446/1000
231/231 [==============================] - 0s 24us/step - loss: 2871.8830 - mae: 43.9824 - val_loss: 2918.1873 - val_mae: 42.5247
Epoch 447/1000
231/231 [==============================] - 0s 25us/step - loss: 2892.2951 - mae: 44.2745 - val_loss: 2918.2722 - val_mae: 42.3602
Epoch 448/1000
231/231 [==============================] - 0s 37us/step - loss: 2868.7849 - mae: 43.9629 - val_loss: 2917.8438 - val_mae: 42.3724
Epoch 449/1000
231/231 [==============================] - 0s 46us/step - loss: 2897.5711 - mae: 44.1440 - val_loss: 2917.8015 - val_mae: 42.4755
Epoch 450/1000
231/231 [==============================] - 0s 27us/step - loss: 2868.5430 - mae: 44.0172 - val_loss: 2917.7402 - val_mae: 42.4160
Epoch 451/1000
231/231 [==============================] - 0s 33us/step - loss: 2868.7617 - mae: 43.9749 - val_loss: 2917.1353 - val_mae: 42.4495
Epoch 452/1000
231/231 [==============================] - 0s 34us/step - loss: 2868.6218 - mae: 44.0163 - val_loss: 2917.7314 - val_mae: 42.3890
Epoch 453/1000
231/231 [==============================] - 0s 26us/step - loss: 2872.7600 - mae: 43.9749 - val_loss: 2917.4775 - val_mae: 42.4675
Epoch 454/1000
231/231 [==============================] - 0s 25us/step - loss: 2870.7464 - mae: 44.0206 - val_loss: 2917.7891 - val_mae: 42.4633
Epoch 455/1000
231/231 [==============================] - 0s 31us/step - loss: 2872.6085 - mae: 44.0072 - val_loss: 2918.1035 - val_mae: 42.5142
Epoch 456/1000
231/231 [==============================] - 0s 33us/step - loss: 2874.3084 - mae: 44.0284 - val_loss: 2918.1548 - val_mae: 42.5140
Epoch 457/1000
231/231 [==============================] - 0s 28us/step - loss: 2867.0227 - mae: 44.0202 - val_loss: 2917.6047 - val_mae: 42.4008
Epoch 458/1000
231/231 [==============================] - 0s 23us/step - loss: 2869.3672 - mae: 43.9431 - val_loss: 2917.7908 - val_mae: 42.4642
Epoch 459/1000
231/231 [==============================] - 0s 34us/step - loss: 2866.8871 - mae: 44.0011 - val_loss: 2917.6465 - val_mae: 42.4075
Epoch 460/1000
231/231 [==============================] - 0s 26us/step - loss: 2883.8694 - mae: 44.0328 - val_loss: 2918.1526 - val_mae: 42.5093
Epoch 461/1000
231/231 [==============================] - 0s 47us/step - loss: 2870.1962 - mae: 44.0080 - val_loss: 2917.3579 - val_mae: 42.4671
Epoch 462/1000
231/231 [==============================] - 0s 39us/step - loss: 2866.8319 - mae: 43.9889 - val_loss: 2917.5439 - val_mae: 42.4429
Epoch 463/1000
231/231 [==============================] - 0s 40us/step - loss: 2878.3031 - mae: 44.1366 - val_loss: 2918.5417 - val_mae: 42.3167
Epoch 464/1000
231/231 [==============================] - 0s 29us/step - loss: 2884.0625 - mae: 44.1253 - val_loss: 2919.3691 - val_mae: 42.2867
Epoch 465/1000
231/231 [==============================] - 0s 29us/step - loss: 2874.1406 - mae: 44.0230 - val_loss: 2918.8530 - val_mae: 42.2903
Epoch 466/1000
231/231 [==============================] - 0s 43us/step - loss: 2865.3651 - mae: 43.9154 - val_loss: 2916.9365 - val_mae: 42.3352
Epoch 467/1000
231/231 [==============================] - 0s 34us/step - loss: 2864.3076 - mae: 43.9175 - val_loss: 2916.0742 - val_mae: 42.3594
Epoch 468/1000
231/231 [==============================] - 0s 26us/step - loss: 2864.3846 - mae: 43.9299 - val_loss: 2915.2910 - val_mae: 42.3952
Epoch 469/1000
231/231 [==============================] - 0s 29us/step - loss: 2863.9451 - mae: 43.9655 - val_loss: 2915.5813 - val_mae: 42.3670
Epoch 470/1000
231/231 [==============================] - 0s 38us/step - loss: 2864.5011 - mae: 43.9736 - val_loss: 2916.2251 - val_mae: 42.3432
Epoch 471/1000
231/231 [==============================] - 0s 28us/step - loss: 2890.7328 - mae: 44.0786 - val_loss: 2916.2180 - val_mae: 42.4506
Epoch 472/1000
231/231 [==============================] - 0s 31us/step - loss: 2866.4915 - mae: 43.9905 - val_loss: 2915.6428 - val_mae: 42.4541
Epoch 473/1000
231/231 [==============================] - 0s 34us/step - loss: 2879.6883 - mae: 44.2307 - val_loss: 2915.6333 - val_mae: 42.3326
Epoch 474/1000
231/231 [==============================] - 0s 41us/step - loss: 2867.5606 - mae: 43.9353 - val_loss: 2914.9211 - val_mae: 42.4105
Epoch 475/1000
231/231 [==============================] - 0s 28us/step - loss: 2862.3267 - mae: 43.9674 - val_loss: 2914.4272 - val_mae: 42.3704
Epoch 476/1000
231/231 [==============================] - 0s 28us/step - loss: 2863.0084 - mae: 43.9354 - val_loss: 2914.7559 - val_mae: 42.3971
Epoch 477/1000
231/231 [==============================] - 0s 49us/step - loss: 2886.8974 - mae: 44.2311 - val_loss: 2916.4614 - val_mae: 42.3085
Epoch 478/1000
231/231 [==============================] - 0s 24us/step - loss: 2863.9135 - mae: 43.9045 - val_loss: 2914.5974 - val_mae: 42.3442
Epoch 479/1000
231/231 [==============================] - 0s 28us/step - loss: 2865.5654 - mae: 43.9854 - val_loss: 2914.5251 - val_mae: 42.3109
Epoch 480/1000
231/231 [==============================] - 0s 39us/step - loss: 2868.6076 - mae: 43.9447 - val_loss: 2913.1724 - val_mae: 42.4050
Epoch 481/1000
231/231 [==============================] - 0s 42us/step - loss: 2862.3485 - mae: 43.9690 - val_loss: 2913.3486 - val_mae: 42.3361
Epoch 482/1000
231/231 [==============================] - 0s 26us/step - loss: 2884.1752 - mae: 44.1723 - val_loss: 2914.9290 - val_mae: 42.2716
Epoch 483/1000
231/231 [==============================] - 0s 39us/step - loss: 2862.2697 - mae: 43.8829 - val_loss: 2912.6497 - val_mae: 42.3298
Epoch 484/1000
231/231 [==============================] - 0s 28us/step - loss: 2864.3176 - mae: 43.9382 - val_loss: 2912.3748 - val_mae: 42.3969
Epoch 485/1000
231/231 [==============================] - 0s 37us/step - loss: 2868.9921 - mae: 43.9817 - val_loss: 2913.0120 - val_mae: 42.4499
Epoch 486/1000
231/231 [==============================] - 0s 28us/step - loss: 2860.2219 - mae: 43.9715 - val_loss: 2911.6255 - val_mae: 42.3824
Epoch 487/1000
231/231 [==============================] - 0s 35us/step - loss: 2864.8902 - mae: 44.0404 - val_loss: 2911.3801 - val_mae: 42.2884
Epoch 488/1000
231/231 [==============================] - 0s 35us/step - loss: 2860.5026 - mae: 43.9012 - val_loss: 2911.2869 - val_mae: 42.2824
Epoch 489/1000
231/231 [==============================] - 0s 27us/step - loss: 2864.5106 - mae: 43.9502 - val_loss: 2912.3425 - val_mae: 42.2557
Epoch 490/1000
231/231 [==============================] - 0s 25us/step - loss: 2859.3662 - mae: 43.9062 - val_loss: 2911.3291 - val_mae: 42.2987
Epoch 491/1000
231/231 [==============================] - 0s 35us/step - loss: 2876.0070 - mae: 43.9910 - val_loss: 2911.5720 - val_mae: 42.4067
Epoch 492/1000
231/231 [==============================] - 0s 29us/step - loss: 2902.6902 - mae: 44.2893 - val_loss: 2911.6558 - val_mae: 42.4286
Epoch 493/1000
231/231 [==============================] - 0s 30us/step - loss: 2872.6960 - mae: 44.0308 - val_loss: 2911.6868 - val_mae: 42.4466
Epoch 494/1000
231/231 [==============================] - 0s 32us/step - loss: 2862.6687 - mae: 43.9911 - val_loss: 2911.2952 - val_mae: 42.4148
Epoch 495/1000
231/231 [==============================] - 0s 37us/step - loss: 2859.0725 - mae: 43.9692 - val_loss: 2910.1775 - val_mae: 42.3387
Epoch 496/1000
231/231 [==============================] - 0s 33us/step - loss: 2857.9398 - mae: 43.9035 - val_loss: 2909.2791 - val_mae: 42.3411
Epoch 497/1000
231/231 [==============================] - 0s 27us/step - loss: 2869.6400 - mae: 43.9651 - val_loss: 2910.2019 - val_mae: 42.3855
Epoch 498/1000
231/231 [==============================] - 0s 35us/step - loss: 2857.7594 - mae: 43.9184 - val_loss: 2908.8782 - val_mae: 42.3370
Epoch 499/1000
231/231 [==============================] - 0s 33us/step - loss: 2856.2660 - mae: 43.9276 - val_loss: 2908.2156 - val_mae: 42.2871
Epoch 500/1000
231/231 [==============================] - 0s 33us/step - loss: 2856.1398 - mae: 43.8785 - val_loss: 2908.4231 - val_mae: 42.3041
Epoch 501/1000
231/231 [==============================] - 0s 28us/step - loss: 2857.5856 - mae: 43.8820 - val_loss: 2907.3926 - val_mae: 42.3257
Epoch 502/1000
231/231 [==============================] - 0s 48us/step - loss: 2859.8864 - mae: 43.9378 - val_loss: 2907.7893 - val_mae: 42.2205
Epoch 503/1000
231/231 [==============================] - 0s 26us/step - loss: 2869.2031 - mae: 44.0785 - val_loss: 2908.7803 - val_mae: 42.1803
Epoch 504/1000
231/231 [==============================] - 0s 23us/step - loss: 2874.7068 - mae: 44.0888 - val_loss: 2909.4663 - val_mae: 42.1607
Epoch 505/1000
231/231 [==============================] - 0s 37us/step - loss: 2860.2555 - mae: 43.8127 - val_loss: 2905.7297 - val_mae: 42.2715
Epoch 506/1000
231/231 [==============================] - 0s 30us/step - loss: 2855.9190 - mae: 43.8754 - val_loss: 2904.9255 - val_mae: 42.2883
Epoch 507/1000
231/231 [==============================] - 0s 25us/step - loss: 2854.8680 - mae: 43.9189 - val_loss: 2905.0977 - val_mae: 42.2462
Epoch 508/1000
231/231 [==============================] - 0s 22us/step - loss: 2865.2278 - mae: 43.9545 - val_loss: 2906.1848 - val_mae: 42.1777
Epoch 509/1000
231/231 [==============================] - 0s 39us/step - loss: 2858.3176 - mae: 43.8428 - val_loss: 2904.5891 - val_mae: 42.2815
Epoch 510/1000
231/231 [==============================] - 0s 29us/step - loss: 2853.7754 - mae: 43.8957 - val_loss: 2903.9976 - val_mae: 42.2856
Epoch 511/1000
231/231 [==============================] - 0s 24us/step - loss: 2876.2038 - mae: 44.0299 - val_loss: 2904.7734 - val_mae: 42.1868
Epoch 512/1000
231/231 [==============================] - 0s 25us/step - loss: 2868.9260 - mae: 43.9756 - val_loss: 2905.6057 - val_mae: 42.1525
Epoch 513/1000
231/231 [==============================] - 0s 33us/step - loss: 2860.8760 - mae: 43.8652 - val_loss: 2905.1169 - val_mae: 42.1502
Epoch 514/1000
231/231 [==============================] - 0s 35us/step - loss: 2869.8030 - mae: 43.9226 - val_loss: 2906.0828 - val_mae: 42.1377
Epoch 515/1000
231/231 [==============================] - 0s 24us/step - loss: 2853.0793 - mae: 43.8202 - val_loss: 2903.8623 - val_mae: 42.1749
Epoch 516/1000
231/231 [==============================] - 0s 22us/step - loss: 2862.5066 - mae: 43.9391 - val_loss: 2905.1184 - val_mae: 42.1497
Epoch 517/1000
231/231 [==============================] - 0s 39us/step - loss: 2851.8881 - mae: 43.8179 - val_loss: 2903.4297 - val_mae: 42.1975
Epoch 518/1000
231/231 [==============================] - 0s 35us/step - loss: 2851.5656 - mae: 43.8472 - val_loss: 2903.2959 - val_mae: 42.2033
Epoch 519/1000
231/231 [==============================] - 0s 32us/step - loss: 2862.6410 - mae: 43.9588 - val_loss: 2903.8467 - val_mae: 42.1431
Epoch 520/1000
231/231 [==============================] - 0s 37us/step - loss: 2857.6945 - mae: 43.8396 - val_loss: 2901.0618 - val_mae: 42.2429
Epoch 521/1000
231/231 [==============================] - 0s 41us/step - loss: 2850.9609 - mae: 43.8817 - val_loss: 2901.6658 - val_mae: 42.1958
Epoch 522/1000
231/231 [==============================] - 0s 24us/step - loss: 2857.7113 - mae: 43.9535 - val_loss: 2902.0730 - val_mae: 42.1321
Epoch 523/1000
231/231 [==============================] - 0s 25us/step - loss: 2855.1286 - mae: 43.8650 - val_loss: 2901.9548 - val_mae: 42.1203
Epoch 524/1000
231/231 [==============================] - 0s 33us/step - loss: 2849.9694 - mae: 43.8301 - val_loss: 2900.9214 - val_mae: 42.1499
Epoch 525/1000
231/231 [==============================] - 0s 31us/step - loss: 2855.1434 - mae: 43.8597 - val_loss: 2901.6450 - val_mae: 42.1127
Epoch 526/1000
231/231 [==============================] - 0s 37us/step - loss: 2849.1881 - mae: 43.8155 - val_loss: 2900.5618 - val_mae: 42.1540
Epoch 527/1000
231/231 [==============================] - 0s 25us/step - loss: 2849.5267 - mae: 43.8235 - val_loss: 2900.6821 - val_mae: 42.1382
Epoch 528/1000
231/231 [==============================] - 0s 47us/step - loss: 2848.9570 - mae: 43.8261 - val_loss: 2900.9421 - val_mae: 42.1307
Epoch 529/1000
231/231 [==============================] - 0s 26us/step - loss: 2868.3153 - mae: 43.9198 - val_loss: 2902.3018 - val_mae: 42.0836
Epoch 530/1000
231/231 [==============================] - 0s 25us/step - loss: 2848.3803 - mae: 43.7564 - val_loss: 2899.1211 - val_mae: 42.1361
Epoch 531/1000
231/231 [==============================] - 0s 39us/step - loss: 2851.8268 - mae: 43.8868 - val_loss: 2900.0159 - val_mae: 42.0912
Epoch 532/1000
231/231 [==============================] - 0s 24us/step - loss: 2849.3651 - mae: 43.8357 - val_loss: 2898.6763 - val_mae: 42.0984
Epoch 533/1000
231/231 [==============================] - 0s 33us/step - loss: 2846.4624 - mae: 43.7635 - val_loss: 2897.3718 - val_mae: 42.1747
Epoch 534/1000
231/231 [==============================] - 0s 31us/step - loss: 2844.9049 - mae: 43.7998 - val_loss: 2896.9995 - val_mae: 42.1690
Epoch 535/1000
231/231 [==============================] - 0s 36us/step - loss: 2846.1364 - mae: 43.8073 - val_loss: 2895.9736 - val_mae: 42.1673
Epoch 536/1000
231/231 [==============================] - 0s 23us/step - loss: 2852.0737 - mae: 43.8078 - val_loss: 2896.5674 - val_mae: 42.2448
Epoch 537/1000
231/231 [==============================] - 0s 42us/step - loss: 2845.5838 - mae: 43.8705 - val_loss: 2895.0234 - val_mae: 42.1236
Epoch 538/1000
231/231 [==============================] - 0s 31us/step - loss: 2848.6195 - mae: 43.8910 - val_loss: 2896.4561 - val_mae: 42.0502
Epoch 539/1000
231/231 [==============================] - 0s 53us/step - loss: 2872.4719 - mae: 43.9821 - val_loss: 2897.1340 - val_mae: 42.0227
Epoch 540/1000
231/231 [==============================] - 0s 26us/step - loss: 2844.6263 - mae: 43.7224 - val_loss: 2893.8462 - val_mae: 42.1079
Epoch 541/1000
231/231 [==============================] - 0s 27us/step - loss: 2842.7171 - mae: 43.7648 - val_loss: 2893.6140 - val_mae: 42.1335
Epoch 542/1000
231/231 [==============================] - 0s 33us/step - loss: 2851.0822 - mae: 43.9156 - val_loss: 2895.4517 - val_mae: 42.0417
Epoch 543/1000
231/231 [==============================] - 0s 38us/step - loss: 2847.0593 - mae: 43.8055 - val_loss: 2895.5596 - val_mae: 42.0370
Epoch 544/1000
231/231 [==============================] - 0s 33us/step - loss: 2846.1877 - mae: 43.7268 - val_loss: 2892.7908 - val_mae: 42.1508
Epoch 545/1000
231/231 [==============================] - 0s 37us/step - loss: 2844.8926 - mae: 43.7769 - val_loss: 2893.3391 - val_mae: 42.1600
Epoch 546/1000
231/231 [==============================] - 0s 41us/step - loss: 2843.6638 - mae: 43.7896 - val_loss: 2892.8706 - val_mae: 42.1483
Epoch 547/1000
231/231 [==============================] - 0s 24us/step - loss: 2848.1931 - mae: 43.6962 - val_loss: 2893.5776 - val_mae: 42.2063
Epoch 548/1000
231/231 [==============================] - 0s 28us/step - loss: 2863.6023 - mae: 43.9166 - val_loss: 2893.8245 - val_mae: 42.2213
Epoch 549/1000
231/231 [==============================] - 0s 37us/step - loss: 2842.2793 - mae: 43.8400 - val_loss: 2892.2102 - val_mae: 42.1161
Epoch 550/1000
231/231 [==============================] - 0s 42us/step - loss: 2839.8144 - mae: 43.7507 - val_loss: 2891.9202 - val_mae: 42.1048
Epoch 551/1000
231/231 [==============================] - 0s 25us/step - loss: 2847.2430 - mae: 43.7651 - val_loss: 2891.8557 - val_mae: 42.1722
Epoch 552/1000
231/231 [==============================] - 0s 38us/step - loss: 2841.2518 - mae: 43.8019 - val_loss: 2890.7544 - val_mae: 42.1182
Epoch 553/1000
231/231 [==============================] - 0s 48us/step - loss: 2844.2964 - mae: 43.8131 - val_loss: 2892.2070 - val_mae: 42.0364
Epoch 554/1000
231/231 [==============================] - 0s 29us/step - loss: 2838.7704 - mae: 43.7196 - val_loss: 2890.5908 - val_mae: 42.0828
Epoch 555/1000
231/231 [==============================] - 0s 23us/step - loss: 2840.4181 - mae: 43.7691 - val_loss: 2891.0076 - val_mae: 42.0732
Epoch 556/1000
231/231 [==============================] - 0s 27us/step - loss: 2839.6467 - mae: 43.7565 - val_loss: 2891.2869 - val_mae: 42.0838
Epoch 557/1000
231/231 [==============================] - 0s 45us/step - loss: 2838.2807 - mae: 43.7208 - val_loss: 2890.2991 - val_mae: 42.0986
Epoch 558/1000
231/231 [==============================] - 0s 31us/step - loss: 2839.3457 - mae: 43.7471 - val_loss: 2890.3779 - val_mae: 42.1123
Epoch 559/1000
231/231 [==============================] - 0s 49us/step - loss: 2839.7782 - mae: 43.7584 - val_loss: 2890.1472 - val_mae: 42.1277
Epoch 560/1000
231/231 [==============================] - 0s 30us/step - loss: 2839.2876 - mae: 43.7952 - val_loss: 2891.3125 - val_mae: 42.0064
Epoch 561/1000
231/231 [==============================] - 0s 26us/step - loss: 2842.4866 - mae: 43.6806 - val_loss: 2891.4004 - val_mae: 42.1905
Epoch 562/1000
231/231 [==============================] - 0s 23us/step - loss: 2854.2970 - mae: 44.0413 - val_loss: 2891.6104 - val_mae: 41.9941
Epoch 563/1000
231/231 [==============================] - 0s 24us/step - loss: 2837.1016 - mae: 43.6749 - val_loss: 2888.8811 - val_mae: 42.0825
Epoch 564/1000
231/231 [==============================] - 0s 42us/step - loss: 2839.5545 - mae: 43.7891 - val_loss: 2890.5549 - val_mae: 41.9849
Epoch 565/1000
231/231 [==============================] - 0s 22us/step - loss: 2836.7933 - mae: 43.6744 - val_loss: 2888.6265 - val_mae: 42.0908
Epoch 566/1000
231/231 [==============================] - 0s 37us/step - loss: 2842.5360 - mae: 43.8222 - val_loss: 2889.7722 - val_mae: 41.9663
Epoch 567/1000
231/231 [==============================] - 0s 31us/step - loss: 2837.4872 - mae: 43.6688 - val_loss: 2887.3787 - val_mae: 42.0878
Epoch 568/1000
231/231 [==============================] - 0s 29us/step - loss: 2841.6187 - mae: 43.7789 - val_loss: 2887.7065 - val_mae: 42.1264
Epoch 569/1000
231/231 [==============================] - 0s 23us/step - loss: 2834.8288 - mae: 43.7498 - val_loss: 2886.9604 - val_mae: 42.0451
Epoch 570/1000
231/231 [==============================] - 0s 30us/step - loss: 2836.2231 - mae: 43.7326 - val_loss: 2887.1277 - val_mae: 42.0788
Epoch 571/1000
231/231 [==============================] - 0s 33us/step - loss: 2849.9046 - mae: 43.9564 - val_loss: 2888.3113 - val_mae: 41.9462
Epoch 572/1000
231/231 [==============================] - 0s 33us/step - loss: 2841.0401 - mae: 43.6722 - val_loss: 2886.5955 - val_mae: 42.0546
Epoch 573/1000
231/231 [==============================] - 0s 29us/step - loss: 2857.8354 - mae: 43.9023 - val_loss: 2886.7253 - val_mae: 42.0998
Epoch 574/1000
231/231 [==============================] - 0s 24us/step - loss: 2833.6031 - mae: 43.7450 - val_loss: 2885.9663 - val_mae: 42.0428
Epoch 575/1000
231/231 [==============================] - 0s 31us/step - loss: 2834.2540 - mae: 43.7213 - val_loss: 2885.5933 - val_mae: 41.9975
Epoch 576/1000
231/231 [==============================] - 0s 26us/step - loss: 2836.4655 - mae: 43.6797 - val_loss: 2885.2954 - val_mae: 42.0676
Epoch 577/1000
231/231 [==============================] - 0s 29us/step - loss: 2861.2651 - mae: 43.8807 - val_loss: 2886.2258 - val_mae: 42.1043
Epoch 578/1000
231/231 [==============================] - 0s 34us/step - loss: 2834.1069 - mae: 43.7666 - val_loss: 2885.2493 - val_mae: 42.0286
Epoch 579/1000
231/231 [==============================] - 0s 28us/step - loss: 2838.2473 - mae: 43.7102 - val_loss: 2884.9360 - val_mae: 42.0690
Epoch 580/1000
231/231 [==============================] - 0s 32us/step - loss: 2839.6127 - mae: 43.7615 - val_loss: 2885.6077 - val_mae: 42.0908
Epoch 581/1000
231/231 [==============================] - 0s 39us/step - loss: 2832.4110 - mae: 43.7203 - val_loss: 2884.6123 - val_mae: 42.0462
Epoch 582/1000
231/231 [==============================] - 0s 32us/step - loss: 2845.5899 - mae: 43.7324 - val_loss: 2885.5593 - val_mae: 42.0859
Epoch 583/1000
231/231 [==============================] - 0s 25us/step - loss: 2831.1190 - mae: 43.7290 - val_loss: 2884.7112 - val_mae: 42.0374
Epoch 584/1000
231/231 [==============================] - 0s 36us/step - loss: 2830.9024 - mae: 43.7053 - val_loss: 2884.6152 - val_mae: 41.9848
Epoch 585/1000
231/231 [==============================] - 0s 39us/step - loss: 2832.6123 - mae: 43.7093 - val_loss: 2885.8179 - val_mae: 41.9304
Epoch 586/1000
231/231 [==============================] - 0s 30us/step - loss: 2831.2908 - mae: 43.6123 - val_loss: 2883.8152 - val_mae: 42.0066
Epoch 587/1000
231/231 [==============================] - 0s 23us/step - loss: 2834.6446 - mae: 43.7085 - val_loss: 2884.5769 - val_mae: 42.0552
Epoch 588/1000
231/231 [==============================] - 0s 36us/step - loss: 2834.8135 - mae: 43.8048 - val_loss: 2884.2986 - val_mae: 41.9195
Epoch 589/1000
231/231 [==============================] - 0s 45us/step - loss: 2828.4621 - mae: 43.6018 - val_loss: 2882.5867 - val_mae: 41.9779
Epoch 590/1000
231/231 [==============================] - 0s 20us/step - loss: 2832.5783 - mae: 43.6550 - val_loss: 2882.6487 - val_mae: 42.0316
Epoch 591/1000
231/231 [==============================] - 0s 38us/step - loss: 2830.7522 - mae: 43.7261 - val_loss: 2882.7944 - val_mae: 41.9096
Epoch 592/1000
231/231 [==============================] - 0s 22us/step - loss: 2831.9675 - mae: 43.6557 - val_loss: 2883.6672 - val_mae: 41.8694
Epoch 593/1000
231/231 [==============================] - 0s 41us/step - loss: 2827.7447 - mae: 43.5841 - val_loss: 2881.3923 - val_mae: 41.9655
Epoch 594/1000
231/231 [==============================] - 0s 27us/step - loss: 2828.1525 - mae: 43.6604 - val_loss: 2880.6907 - val_mae: 41.9476
Epoch 595/1000
231/231 [==============================] - 0s 45us/step - loss: 2831.9432 - mae: 43.6757 - val_loss: 2881.8806 - val_mae: 41.8688
Epoch 596/1000
231/231 [==============================] - 0s 36us/step - loss: 2831.4113 - mae: 43.6605 - val_loss: 2882.0740 - val_mae: 41.8532
Epoch 597/1000
231/231 [==============================] - 0s 26us/step - loss: 2829.8474 - mae: 43.6563 - val_loss: 2882.0293 - val_mae: 41.8505
Epoch 598/1000
231/231 [==============================] - 0s 37us/step - loss: 2830.4075 - mae: 43.6325 - val_loss: 2881.0754 - val_mae: 41.8746
Epoch 599/1000
231/231 [==============================] - 0s 24us/step - loss: 2830.4973 - mae: 43.5953 - val_loss: 2880.4792 - val_mae: 42.0246
Epoch 600/1000
231/231 [==============================] - 0s 41us/step - loss: 2854.2354 - mae: 43.9748 - val_loss: 2880.2683 - val_mae: 42.0328
Epoch 601/1000
231/231 [==============================] - 0s 26us/step - loss: 2828.6573 - mae: 43.7378 - val_loss: 2879.4934 - val_mae: 41.9080
Epoch 602/1000
231/231 [==============================] - 0s 40us/step - loss: 2836.1649 - mae: 43.6807 - val_loss: 2879.3921 - val_mae: 41.9905
Epoch 603/1000
231/231 [==============================] - 0s 49us/step - loss: 2839.1282 - mae: 43.7273 - val_loss: 2880.3271 - val_mae: 42.0241
Epoch 604/1000
231/231 [==============================] - 0s 34us/step - loss: 2825.0542 - mae: 43.6784 - val_loss: 2878.9424 - val_mae: 41.9568
Epoch 605/1000
231/231 [==============================] - 0s 26us/step - loss: 2824.4778 - mae: 43.6116 - val_loss: 2879.1333 - val_mae: 41.9587
Epoch 606/1000
231/231 [==============================] - 0s 35us/step - loss: 2823.5994 - mae: 43.6251 - val_loss: 2879.5105 - val_mae: 41.9120
Epoch 607/1000
231/231 [==============================] - 0s 26us/step - loss: 2832.7424 - mae: 43.6279 - val_loss: 2878.9890 - val_mae: 41.9832
Epoch 608/1000
231/231 [==============================] - 0s 33us/step - loss: 2854.9534 - mae: 43.8670 - val_loss: 2878.3860 - val_mae: 41.8609
Epoch 609/1000
231/231 [==============================] - 0s 51us/step - loss: 2826.7305 - mae: 43.5650 - val_loss: 2877.8938 - val_mae: 41.9257
Epoch 610/1000
231/231 [==============================] - 0s 25us/step - loss: 2827.0259 - mae: 43.6230 - val_loss: 2878.4910 - val_mae: 41.9496
Epoch 611/1000
231/231 [==============================] - 0s 24us/step - loss: 2822.2085 - mae: 43.6329 - val_loss: 2877.8596 - val_mae: 41.8924
Epoch 612/1000
231/231 [==============================] - 0s 32us/step - loss: 2826.5249 - mae: 43.6699 - val_loss: 2879.3103 - val_mae: 41.8274
Epoch 613/1000
231/231 [==============================] - 0s 31us/step - loss: 2823.5817 - mae: 43.6007 - val_loss: 2879.8210 - val_mae: 41.8294
Epoch 614/1000
231/231 [==============================] - 0s 22us/step - loss: 2831.3773 - mae: 43.6204 - val_loss: 2881.1445 - val_mae: 41.7883
Epoch 615/1000
231/231 [==============================] - 0s 25us/step - loss: 2824.7766 - mae: 43.5405 - val_loss: 2878.1562 - val_mae: 41.8980
Epoch 616/1000
231/231 [==============================] - 0s 32us/step - loss: 2827.0356 - mae: 43.6655 - val_loss: 2878.6841 - val_mae: 41.9534
Epoch 617/1000
231/231 [==============================] - 0s 33us/step - loss: 2823.4867 - mae: 43.6555 - val_loss: 2878.0564 - val_mae: 41.8407
Epoch 618/1000
231/231 [==============================] - 0s 37us/step - loss: 2820.2834 - mae: 43.5421 - val_loss: 2876.4453 - val_mae: 41.8683
Epoch 619/1000
231/231 [==============================] - 0s 44us/step - loss: 2820.2839 - mae: 43.5421 - val_loss: 2876.2244 - val_mae: 41.8984
Epoch 620/1000
231/231 [==============================] - 0s 30us/step - loss: 2824.3790 - mae: 43.5284 - val_loss: 2876.6545 - val_mae: 41.9368
Epoch 621/1000
231/231 [==============================] - 0s 25us/step - loss: 2820.2171 - mae: 43.6287 - val_loss: 2877.2188 - val_mae: 41.8322
Epoch 622/1000
231/231 [==============================] - 0s 26us/step - loss: 2821.1321 - mae: 43.5567 - val_loss: 2877.6284 - val_mae: 41.8282
Epoch 623/1000
231/231 [==============================] - 0s 43us/step - loss: 2832.0662 - mae: 43.5088 - val_loss: 2877.2131 - val_mae: 41.9303
Epoch 624/1000
231/231 [==============================] - 0s 28us/step - loss: 2819.8524 - mae: 43.6166 - val_loss: 2876.5417 - val_mae: 41.8236
Epoch 625/1000
231/231 [==============================] - 0s 26us/step - loss: 2819.1175 - mae: 43.5316 - val_loss: 2876.5325 - val_mae: 41.8732
Epoch 626/1000
231/231 [==============================] - 0s 30us/step - loss: 2823.8497 - mae: 43.5489 - val_loss: 2877.0884 - val_mae: 41.9371
Epoch 627/1000
231/231 [==============================] - 0s 27us/step - loss: 2825.2257 - mae: 43.6609 - val_loss: 2877.5669 - val_mae: 41.7782
Epoch 628/1000
231/231 [==============================] - 0s 29us/step - loss: 2857.1717 - mae: 43.6925 - val_loss: 2875.6785 - val_mae: 41.8570
Epoch 629/1000
231/231 [==============================] - 0s 28us/step - loss: 2817.4306 - mae: 43.5538 - val_loss: 2875.2349 - val_mae: 41.8343
Epoch 630/1000
231/231 [==============================] - 0s 29us/step - loss: 2816.4158 - mae: 43.5251 - val_loss: 2874.6362 - val_mae: 41.8478
Epoch 631/1000
231/231 [==============================] - 0s 25us/step - loss: 2845.2664 - mae: 43.7107 - val_loss: 2875.1746 - val_mae: 41.9093
Epoch 632/1000
231/231 [==============================] - 0s 43us/step - loss: 2816.2198 - mae: 43.5728 - val_loss: 2874.5020 - val_mae: 41.8733
Epoch 633/1000
231/231 [==============================] - 0s 26us/step - loss: 2814.9533 - mae: 43.5446 - val_loss: 2873.9910 - val_mae: 41.8419
Epoch 634/1000
231/231 [==============================] - 0s 43us/step - loss: 2817.0170 - mae: 43.5360 - val_loss: 2873.7236 - val_mae: 41.8333
Epoch 635/1000
231/231 [==============================] - 0s 33us/step - loss: 2850.4587 - mae: 43.9499 - val_loss: 2874.8528 - val_mae: 41.7683
Epoch 636/1000
231/231 [==============================] - 0s 23us/step - loss: 2817.8751 - mae: 43.5047 - val_loss: 2873.7837 - val_mae: 41.8285
Epoch 637/1000
231/231 [==============================] - 0s 32us/step - loss: 2816.6283 - mae: 43.5135 - val_loss: 2872.8564 - val_mae: 41.8452
Epoch 638/1000
231/231 [==============================] - 0s 26us/step - loss: 2826.7162 - mae: 43.7137 - val_loss: 2874.3589 - val_mae: 41.7646
Epoch 639/1000
231/231 [==============================] - 0s 38us/step - loss: 2816.0760 - mae: 43.5223 - val_loss: 2874.3906 - val_mae: 41.7558
Epoch 640/1000
231/231 [==============================] - 0s 32us/step - loss: 2813.4618 - mae: 43.4701 - val_loss: 2872.8542 - val_mae: 41.7997
Epoch 641/1000
231/231 [==============================] - 0s 28us/step - loss: 2820.0173 - mae: 43.6126 - val_loss: 2873.5093 - val_mae: 41.7472
Epoch 642/1000
231/231 [==============================] - 0s 28us/step - loss: 2825.2066 - mae: 43.5874 - val_loss: 2875.0581 - val_mae: 41.7091
Epoch 643/1000
231/231 [==============================] - 0s 31us/step - loss: 2850.2305 - mae: 43.7645 - val_loss: 2876.0544 - val_mae: 41.6883
Epoch 644/1000
231/231 [==============================] - 0s 37us/step - loss: 2814.8062 - mae: 43.4489 - val_loss: 2873.3889 - val_mae: 41.7542
Epoch 645/1000
231/231 [==============================] - 0s 25us/step - loss: 2830.5225 - mae: 43.5323 - val_loss: 2872.5879 - val_mae: 41.8303
Epoch 646/1000
231/231 [==============================] - 0s 35us/step - loss: 2811.7944 - mae: 43.5041 - val_loss: 2872.0083 - val_mae: 41.8258
Epoch 647/1000
231/231 [==============================] - 0s 30us/step - loss: 2814.3272 - mae: 43.5009 - val_loss: 2871.5886 - val_mae: 41.8371
Epoch 648/1000
231/231 [==============================] - 0s 42us/step - loss: 2811.4782 - mae: 43.5431 - val_loss: 2871.5330 - val_mae: 41.7827
Epoch 649/1000
231/231 [==============================] - 0s 25us/step - loss: 2812.5338 - mae: 43.4918 - val_loss: 2870.7632 - val_mae: 41.8093
Epoch 650/1000
231/231 [==============================] - 0s 28us/step - loss: 2816.7837 - mae: 43.6377 - val_loss: 2871.0872 - val_mae: 41.7230
Epoch 651/1000
231/231 [==============================] - 0s 35us/step - loss: 2810.4424 - mae: 43.4551 - val_loss: 2870.3494 - val_mae: 41.7487
Epoch 652/1000
231/231 [==============================] - 0s 33us/step - loss: 2811.5854 - mae: 43.5000 - val_loss: 2871.5256 - val_mae: 41.7244
Epoch 653/1000
231/231 [==============================] - 0s 31us/step - loss: 2812.7790 - mae: 43.4459 - val_loss: 2870.9751 - val_mae: 41.8173
Epoch 654/1000
231/231 [==============================] - 0s 24us/step - loss: 2816.9541 - mae: 43.4853 - val_loss: 2871.5269 - val_mae: 41.8456
Epoch 655/1000
231/231 [==============================] - 0s 46us/step - loss: 2809.2526 - mae: 43.5154 - val_loss: 2870.6956 - val_mae: 41.7877
Epoch 656/1000
231/231 [==============================] - 0s 27us/step - loss: 2808.2224 - mae: 43.4745 - val_loss: 2870.6887 - val_mae: 41.7748
Epoch 657/1000
231/231 [==============================] - 0s 25us/step - loss: 2808.1481 - mae: 43.4494 - val_loss: 2870.1594 - val_mae: 41.7721
Epoch 658/1000
231/231 [==============================] - 0s 23us/step - loss: 2807.9178 - mae: 43.4839 - val_loss: 2870.2185 - val_mae: 41.7764
Epoch 659/1000
231/231 [==============================] - 0s 29us/step - loss: 2827.2628 - mae: 43.7382 - val_loss: 2872.4316 - val_mae: 41.6640
Epoch 660/1000
231/231 [==============================] - 0s 35us/step - loss: 2822.7524 - mae: 43.5956 - val_loss: 2873.4260 - val_mae: 41.6387
Epoch 661/1000
231/231 [==============================] - 0s 28us/step - loss: 2809.4789 - mae: 43.4148 - val_loss: 2869.6064 - val_mae: 41.7334
Epoch 662/1000
231/231 [==============================] - 0s 28us/step - loss: 2816.7732 - mae: 43.5636 - val_loss: 2870.8875 - val_mae: 41.6582
Epoch 663/1000
231/231 [==============================] - 0s 33us/step - loss: 2809.5730 - mae: 43.4002 - val_loss: 2868.7180 - val_mae: 41.7615
Epoch 664/1000
231/231 [==============================] - 0s 44us/step - loss: 2807.4084 - mae: 43.4759 - val_loss: 2868.3262 - val_mae: 41.7135
Epoch 665/1000
231/231 [==============================] - 0s 28us/step - loss: 2805.8625 - mae: 43.4236 - val_loss: 2867.5596 - val_mae: 41.7507
Epoch 666/1000
231/231 [==============================] - 0s 33us/step - loss: 2805.8734 - mae: 43.4541 - val_loss: 2867.7910 - val_mae: 41.7357
Epoch 667/1000
231/231 [==============================] - 0s 41us/step - loss: 2807.2759 - mae: 43.4674 - val_loss: 2867.9045 - val_mae: 41.7841
Epoch 668/1000
231/231 [==============================] - 0s 23us/step - loss: 2804.5476 - mae: 43.4621 - val_loss: 2867.3572 - val_mae: 41.7504
Epoch 669/1000
231/231 [==============================] - 0s 27us/step - loss: 2804.2857 - mae: 43.4614 - val_loss: 2868.2070 - val_mae: 41.7007
Epoch 670/1000
231/231 [==============================] - 0s 36us/step - loss: 2807.6110 - mae: 43.5360 - val_loss: 2870.5977 - val_mae: 41.6237
Epoch 671/1000
231/231 [==============================] - 0s 45us/step - loss: 2805.4858 - mae: 43.4098 - val_loss: 2868.6963 - val_mae: 41.6434
Epoch 672/1000
231/231 [==============================] - 0s 24us/step - loss: 2809.7113 - mae: 43.4103 - val_loss: 2867.7969 - val_mae: 41.7914
Epoch 673/1000
231/231 [==============================] - 0s 42us/step - loss: 2814.2309 - mae: 43.6823 - val_loss: 2869.4824 - val_mae: 41.6140
Epoch 674/1000
231/231 [==============================] - 0s 36us/step - loss: 2810.2753 - mae: 43.4042 - val_loss: 2866.8633 - val_mae: 41.7537
Epoch 675/1000
231/231 [==============================] - 0s 29us/step - loss: 2806.1560 - mae: 43.4397 - val_loss: 2867.1365 - val_mae: 41.7638
Epoch 676/1000
231/231 [==============================] - 0s 26us/step - loss: 2810.0951 - mae: 43.5819 - val_loss: 2867.1416 - val_mae: 41.7742
Epoch 677/1000
231/231 [==============================] - 0s 30us/step - loss: 2805.4571 - mae: 43.5229 - val_loss: 2867.2065 - val_mae: 41.6405
Epoch 678/1000
231/231 [==============================] - 0s 35us/step - loss: 2812.1669 - mae: 43.4258 - val_loss: 2866.6355 - val_mae: 41.7538
Epoch 679/1000
231/231 [==============================] - 0s 27us/step - loss: 2808.9107 - mae: 43.4559 - val_loss: 2866.1135 - val_mae: 41.7657
Epoch 680/1000
231/231 [==============================] - 0s 31us/step - loss: 2802.6479 - mae: 43.5009 - val_loss: 2865.5916 - val_mae: 41.6533
Epoch 681/1000
231/231 [==============================] - 0s 28us/step - loss: 2802.7329 - mae: 43.4127 - val_loss: 2864.9141 - val_mae: 41.7019
Epoch 682/1000
231/231 [==============================] - 0s 32us/step - loss: 2804.9828 - mae: 43.5130 - val_loss: 2866.0420 - val_mae: 41.5907
Epoch 683/1000
231/231 [==============================] - 0s 30us/step - loss: 2810.7441 - mae: 43.3973 - val_loss: 2864.1667 - val_mae: 41.7158
Epoch 684/1000
231/231 [==============================] - 0s 36us/step - loss: 2805.5322 - mae: 43.4815 - val_loss: 2864.6479 - val_mae: 41.7311
Epoch 685/1000
231/231 [==============================] - 0s 39us/step - loss: 2799.4293 - mae: 43.4420 - val_loss: 2863.8755 - val_mae: 41.6741
Epoch 686/1000
231/231 [==============================] - 0s 24us/step - loss: 2827.2228 - mae: 43.6896 - val_loss: 2865.6116 - val_mae: 41.5884
Epoch 687/1000
231/231 [==============================] - 0s 28us/step - loss: 2804.3362 - mae: 43.3577 - val_loss: 2865.5615 - val_mae: 41.5712
Epoch 688/1000
231/231 [==============================] - 0s 31us/step - loss: 2798.9499 - mae: 43.3328 - val_loss: 2863.4712 - val_mae: 41.6424
Epoch 689/1000
231/231 [==============================] - 0s 32us/step - loss: 2804.0588 - mae: 43.4478 - val_loss: 2864.6987 - val_mae: 41.5790
Epoch 690/1000
231/231 [==============================] - 0s 27us/step - loss: 2799.1191 - mae: 43.3378 - val_loss: 2862.5850 - val_mae: 41.6264
Epoch 691/1000
231/231 [==============================] - 0s 37us/step - loss: 2807.5946 - mae: 43.4519 - val_loss: 2863.9587 - val_mae: 41.5597
Epoch 692/1000
231/231 [==============================] - 0s 39us/step - loss: 2807.1929 - mae: 43.3516 - val_loss: 2861.3616 - val_mae: 41.6742
Epoch 693/1000
231/231 [==============================] - 0s 28us/step - loss: 2798.0941 - mae: 43.4188 - val_loss: 2861.6914 - val_mae: 41.6695
Epoch 694/1000
231/231 [==============================] - 0s 26us/step - loss: 2798.5952 - mae: 43.3960 - val_loss: 2862.1331 - val_mae: 41.6866
Epoch 695/1000
231/231 [==============================] - 0s 44us/step - loss: 2819.1471 - mae: 43.6359 - val_loss: 2862.9219 - val_mae: 41.5780
Epoch 696/1000
231/231 [==============================] - 0s 44us/step - loss: 2801.2730 - mae: 43.4131 - val_loss: 2863.3130 - val_mae: 41.5481
Epoch 697/1000
231/231 [==============================] - 0s 29us/step - loss: 2795.8341 - mae: 43.3225 - val_loss: 2861.7200 - val_mae: 41.5885
Epoch 698/1000
231/231 [==============================] - 0s 35us/step - loss: 2794.4274 - mae: 43.3446 - val_loss: 2860.7205 - val_mae: 41.5837
Epoch 699/1000
231/231 [==============================] - 0s 33us/step - loss: 2831.5411 - mae: 43.5584 - val_loss: 2859.9729 - val_mae: 41.6458
Epoch 700/1000
231/231 [==============================] - 0s 29us/step - loss: 2794.6838 - mae: 43.4051 - val_loss: 2859.1550 - val_mae: 41.5930
Epoch 701/1000
231/231 [==============================] - 0s 25us/step - loss: 2808.6578 - mae: 43.4059 - val_loss: 2858.3857 - val_mae: 41.6504
Epoch 702/1000
231/231 [==============================] - 0s 31us/step - loss: 2808.7590 - mae: 43.5682 - val_loss: 2857.9939 - val_mae: 41.5514
Epoch 703/1000
231/231 [==============================] - 0s 34us/step - loss: 2794.6547 - mae: 43.3452 - val_loss: 2857.6177 - val_mae: 41.5449
Epoch 704/1000
231/231 [==============================] - 0s 28us/step - loss: 2797.1516 - mae: 43.3585 - val_loss: 2857.1260 - val_mae: 41.6093
Epoch 705/1000
231/231 [==============================] - 0s 25us/step - loss: 2795.5524 - mae: 43.4099 - val_loss: 2857.8723 - val_mae: 41.5451
Epoch 706/1000
231/231 [==============================] - 0s 43us/step - loss: 2794.2429 - mae: 43.3543 - val_loss: 2857.4929 - val_mae: 41.5156
Epoch 707/1000
231/231 [==============================] - 0s 43us/step - loss: 2792.6529 - mae: 43.3037 - val_loss: 2856.6265 - val_mae: 41.5524
Epoch 708/1000
231/231 [==============================] - 0s 28us/step - loss: 2791.8781 - mae: 43.3169 - val_loss: 2856.3877 - val_mae: 41.5788
Epoch 709/1000
231/231 [==============================] - 0s 36us/step - loss: 2800.5355 - mae: 43.3819 - val_loss: 2856.7056 - val_mae: 41.6365
Epoch 710/1000
231/231 [==============================] - 0s 43us/step - loss: 2793.0520 - mae: 43.4211 - val_loss: 2856.5764 - val_mae: 41.5633
Epoch 711/1000
231/231 [==============================] - 0s 32us/step - loss: 2790.1555 - mae: 43.3388 - val_loss: 2856.5195 - val_mae: 41.5398
Epoch 712/1000
231/231 [==============================] - 0s 39us/step - loss: 2801.8325 - mae: 43.3943 - val_loss: 2857.0115 - val_mae: 41.6262
Epoch 713/1000
231/231 [==============================] - 0s 25us/step - loss: 2792.7260 - mae: 43.3476 - val_loss: 2856.2634 - val_mae: 41.6034
Epoch 714/1000
231/231 [==============================] - 0s 40us/step - loss: 2792.1012 - mae: 43.4080 - val_loss: 2856.9844 - val_mae: 41.5349
Epoch 715/1000
231/231 [==============================] - 0s 24us/step - loss: 2796.0297 - mae: 43.4678 - val_loss: 2858.8774 - val_mae: 41.4710
Epoch 716/1000
231/231 [==============================] - 0s 41us/step - loss: 2795.9804 - mae: 43.3523 - val_loss: 2859.5769 - val_mae: 41.4675
Epoch 717/1000
231/231 [==============================] - 0s 33us/step - loss: 2790.6453 - mae: 43.2496 - val_loss: 2855.9941 - val_mae: 41.5596
Epoch 718/1000
231/231 [==============================] - 0s 28us/step - loss: 2793.2632 - mae: 43.3659 - val_loss: 2856.4526 - val_mae: 41.5733
Epoch 719/1000
231/231 [==============================] - 0s 37us/step - loss: 2788.7177 - mae: 43.3379 - val_loss: 2856.4597 - val_mae: 41.5546
Epoch 720/1000
231/231 [==============================] - 0s 42us/step - loss: 2795.8239 - mae: 43.4358 - val_loss: 2859.6501 - val_mae: 41.4652
Epoch 721/1000
231/231 [==============================] - 0s 28us/step - loss: 2788.4688 - mae: 43.2424 - val_loss: 2857.3213 - val_mae: 41.5475
Epoch 722/1000
231/231 [==============================] - 0s 37us/step - loss: 2801.7602 - mae: 43.5473 - val_loss: 2860.1777 - val_mae: 41.4688
Epoch 723/1000
231/231 [==============================] - 0s 19us/step - loss: 2790.2005 - mae: 43.2689 - val_loss: 2857.8665 - val_mae: 41.5447
Epoch 724/1000
231/231 [==============================] - 0s 30us/step - loss: 2800.7478 - mae: 43.3780 - val_loss: 2858.5627 - val_mae: 41.6045
Epoch 725/1000
231/231 [==============================] - 0s 29us/step - loss: 2788.0439 - mae: 43.3553 - val_loss: 2858.1877 - val_mae: 41.5709
Epoch 726/1000
231/231 [==============================] - 0s 35us/step - loss: 2802.6140 - mae: 43.4266 - val_loss: 2858.0085 - val_mae: 41.6074
Epoch 727/1000
231/231 [==============================] - 0s 35us/step - loss: 2792.7413 - mae: 43.3911 - val_loss: 2856.7327 - val_mae: 41.5915
Epoch 728/1000
231/231 [==============================] - 0s 30us/step - loss: 2785.5691 - mae: 43.3416 - val_loss: 2856.3662 - val_mae: 41.5318
Epoch 729/1000
231/231 [==============================] - 0s 42us/step - loss: 2786.9153 - mae: 43.2645 - val_loss: 2855.9915 - val_mae: 41.5378
Epoch 730/1000
231/231 [==============================] - 0s 24us/step - loss: 2798.5695 - mae: 43.4763 - val_loss: 2857.4014 - val_mae: 41.4506
Epoch 731/1000
231/231 [==============================] - 0s 41us/step - loss: 2792.1000 - mae: 43.2333 - val_loss: 2855.4617 - val_mae: 41.5250
Epoch 732/1000
231/231 [==============================] - 0s 30us/step - loss: 2784.7148 - mae: 43.2917 - val_loss: 2854.9331 - val_mae: 41.5184
Epoch 733/1000
231/231 [==============================] - 0s 39us/step - loss: 2800.2202 - mae: 43.3591 - val_loss: 2855.5630 - val_mae: 41.5636
Epoch 734/1000
231/231 [==============================] - 0s 35us/step - loss: 2795.7722 - mae: 43.3272 - val_loss: 2854.9675 - val_mae: 41.5732
Epoch 735/1000
231/231 [==============================] - 0s 26us/step - loss: 2790.6330 - mae: 43.4470 - val_loss: 2853.9734 - val_mae: 41.4551
Epoch 736/1000
231/231 [==============================] - 0s 26us/step - loss: 2784.1093 - mae: 43.2864 - val_loss: 2854.8848 - val_mae: 41.4462
Epoch 737/1000
231/231 [==============================] - 0s 27us/step - loss: 2786.1905 - mae: 43.2230 - val_loss: 2852.8474 - val_mae: 41.4948
Epoch 738/1000
231/231 [==============================] - 0s 43us/step - loss: 2783.1546 - mae: 43.2891 - val_loss: 2853.1521 - val_mae: 41.4867
Epoch 739/1000
231/231 [==============================] - 0s 29us/step - loss: 2789.6300 - mae: 43.3837 - val_loss: 2855.4185 - val_mae: 41.4293
Epoch 740/1000
231/231 [==============================] - 0s 40us/step - loss: 2783.3057 - mae: 43.2023 - val_loss: 2853.2847 - val_mae: 41.4668
Epoch 741/1000
231/231 [==============================] - 0s 37us/step - loss: 2781.3279 - mae: 43.2902 - val_loss: 2853.5781 - val_mae: 41.4312
Epoch 742/1000
231/231 [==============================] - 0s 24us/step - loss: 2780.7788 - mae: 43.2423 - val_loss: 2853.5439 - val_mae: 41.4238
Epoch 743/1000
231/231 [==============================] - 0s 35us/step - loss: 2782.0492 - mae: 43.2223 - val_loss: 2851.6086 - val_mae: 41.4693
Epoch 744/1000
231/231 [==============================] - 0s 33us/step - loss: 2790.6885 - mae: 43.2373 - val_loss: 2852.5027 - val_mae: 41.5253
Epoch 745/1000
231/231 [==============================] - 0s 37us/step - loss: 2782.0248 - mae: 43.3201 - val_loss: 2851.1152 - val_mae: 41.4323
Epoch 746/1000
231/231 [==============================] - 0s 32us/step - loss: 2787.1596 - mae: 43.2609 - val_loss: 2851.4094 - val_mae: 41.5040
Epoch 747/1000
231/231 [==============================] - 0s 40us/step - loss: 2780.0757 - mae: 43.3299 - val_loss: 2851.4363 - val_mae: 41.3995
Epoch 748/1000
231/231 [==============================] - 0s 29us/step - loss: 2784.6930 - mae: 43.2321 - val_loss: 2849.5713 - val_mae: 41.4766
Epoch 749/1000
231/231 [==============================] - 0s 31us/step - loss: 2782.1749 - mae: 43.3349 - val_loss: 2850.2839 - val_mae: 41.3811
Epoch 750/1000
231/231 [==============================] - 0s 30us/step - loss: 2798.3319 - mae: 43.5050 - val_loss: 2853.0349 - val_mae: 41.3594
Epoch 751/1000
231/231 [==============================] - 0s 36us/step - loss: 2779.0351 - mae: 43.2008 - val_loss: 2851.0254 - val_mae: 41.3840
Epoch 752/1000
231/231 [==============================] - 0s 29us/step - loss: 2776.5942 - mae: 43.1912 - val_loss: 2850.1611 - val_mae: 41.3879
Epoch 753/1000
231/231 [==============================] - 0s 26us/step - loss: 2780.8497 - mae: 43.2276 - val_loss: 2849.6348 - val_mae: 41.4467
Epoch 754/1000
231/231 [==============================] - 0s 47us/step - loss: 2783.3032 - mae: 43.2169 - val_loss: 2849.3616 - val_mae: 41.4719
Epoch 755/1000
231/231 [==============================] - 0s 28us/step - loss: 2776.8487 - mae: 43.2956 - val_loss: 2848.0957 - val_mae: 41.4151
Epoch 756/1000
231/231 [==============================] - 0s 29us/step - loss: 2777.2495 - mae: 43.2612 - val_loss: 2849.5471 - val_mae: 41.3920
Epoch 757/1000
231/231 [==============================] - 0s 37us/step - loss: 2789.1122 - mae: 43.3859 - val_loss: 2849.8157 - val_mae: 41.4708
Epoch 758/1000
231/231 [==============================] - 0s 44us/step - loss: 2785.9204 - mae: 43.2774 - val_loss: 2850.4448 - val_mae: 41.4817
Epoch 759/1000
231/231 [==============================] - 0s 21us/step - loss: 2780.6023 - mae: 43.3202 - val_loss: 2850.3191 - val_mae: 41.4623
Epoch 760/1000
231/231 [==============================] - 0s 25us/step - loss: 2777.2165 - mae: 43.3078 - val_loss: 2850.3545 - val_mae: 41.3773
Epoch 761/1000
231/231 [==============================] - 0s 27us/step - loss: 2776.8335 - mae: 43.2359 - val_loss: 2851.8965 - val_mae: 41.3539
Epoch 762/1000
231/231 [==============================] - 0s 30us/step - loss: 2776.4041 - mae: 43.2296 - val_loss: 2852.3054 - val_mae: 41.3547
Epoch 763/1000
231/231 [==============================] - 0s 30us/step - loss: 2773.5099 - mae: 43.1467 - val_loss: 2850.3237 - val_mae: 41.3647
Epoch 764/1000
231/231 [==============================] - 0s 28us/step - loss: 2775.1641 - mae: 43.1768 - val_loss: 2848.3845 - val_mae: 41.4059
Epoch 765/1000
231/231 [==============================] - 0s 35us/step - loss: 2783.2942 - mae: 43.2042 - val_loss: 2848.7788 - val_mae: 41.4567
Epoch 766/1000
231/231 [==============================] - 0s 32us/step - loss: 2786.6879 - mae: 43.3347 - val_loss: 2848.6438 - val_mae: 41.4716
Epoch 767/1000
231/231 [==============================] - 0s 27us/step - loss: 2796.8554 - mae: 43.5014 - val_loss: 2849.1279 - val_mae: 41.4871
Epoch 768/1000
231/231 [==============================] - 0s 37us/step - loss: 2787.0805 - mae: 43.4442 - val_loss: 2847.7571 - val_mae: 41.3528
Epoch 769/1000
231/231 [==============================] - 0s 40us/step - loss: 2783.1269 - mae: 43.3099 - val_loss: 2848.8325 - val_mae: 41.3218
Epoch 770/1000
231/231 [==============================] - 0s 29us/step - loss: 2792.8953 - mae: 43.4128 - val_loss: 2850.4844 - val_mae: 41.3061
Epoch 771/1000
231/231 [==============================] - 0s 38us/step - loss: 2773.1354 - mae: 43.1325 - val_loss: 2848.0823 - val_mae: 41.3214
Epoch 772/1000
231/231 [==============================] - 0s 42us/step - loss: 2778.6267 - mae: 43.1943 - val_loss: 2846.3462 - val_mae: 41.3562
Epoch 773/1000
231/231 [==============================] - 0s 23us/step - loss: 2780.2266 - mae: 43.3436 - val_loss: 2847.7119 - val_mae: 41.3175
Epoch 774/1000
231/231 [==============================] - 0s 36us/step - loss: 2770.5686 - mae: 43.1471 - val_loss: 2846.8257 - val_mae: 41.3297
Epoch 775/1000
231/231 [==============================] - 0s 28us/step - loss: 2769.7568 - mae: 43.1609 - val_loss: 2846.2292 - val_mae: 41.3306
Epoch 776/1000
231/231 [==============================] - 0s 38us/step - loss: 2776.6260 - mae: 43.1951 - val_loss: 2846.4836 - val_mae: 41.3753
Epoch 777/1000
231/231 [==============================] - 0s 30us/step - loss: 2771.9818 - mae: 43.2510 - val_loss: 2847.6270 - val_mae: 41.3268
Epoch 778/1000
231/231 [==============================] - 0s 26us/step - loss: 2770.3676 - mae: 43.1755 - val_loss: 2847.1687 - val_mae: 41.3567
Epoch 779/1000
231/231 [==============================] - 0s 47us/step - loss: 2774.7401 - mae: 43.3161 - val_loss: 2849.6213 - val_mae: 41.3139
Epoch 780/1000
231/231 [==============================] - 0s 25us/step - loss: 2768.8786 - mae: 43.1068 - val_loss: 2847.7205 - val_mae: 41.3395
Epoch 781/1000
231/231 [==============================] - 0s 37us/step - loss: 2773.7833 - mae: 43.2126 - val_loss: 2848.4602 - val_mae: 41.3119
Epoch 782/1000
231/231 [==============================] - 0s 41us/step - loss: 2769.3039 - mae: 43.1410 - val_loss: 2847.5750 - val_mae: 41.3016
Epoch 783/1000
231/231 [==============================] - 0s 26us/step - loss: 2769.2974 - mae: 43.1157 - val_loss: 2845.4014 - val_mae: 41.3464
Epoch 784/1000
231/231 [==============================] - 0s 36us/step - loss: 2772.1877 - mae: 43.1230 - val_loss: 2845.4092 - val_mae: 41.3729
Epoch 785/1000
231/231 [==============================] - 0s 26us/step - loss: 2782.6570 - mae: 43.3323 - val_loss: 2846.8208 - val_mae: 41.2788
Epoch 786/1000
231/231 [==============================] - 0s 47us/step - loss: 2769.0095 - mae: 43.1156 - val_loss: 2843.9390 - val_mae: 41.3027
Epoch 787/1000
231/231 [==============================] - 0s 28us/step - loss: 2769.5542 - mae: 43.1560 - val_loss: 2842.9944 - val_mae: 41.3307
Epoch 788/1000
231/231 [==============================] - 0s 30us/step - loss: 2770.5879 - mae: 43.2291 - val_loss: 2845.1956 - val_mae: 41.2741
Epoch 789/1000
231/231 [==============================] - 0s 39us/step - loss: 2766.8280 - mae: 43.1222 - val_loss: 2842.7405 - val_mae: 41.2839
Epoch 790/1000
231/231 [==============================] - 0s 27us/step - loss: 2772.5412 - mae: 43.1732 - val_loss: 2842.3372 - val_mae: 41.3394
Epoch 791/1000
231/231 [==============================] - 0s 28us/step - loss: 2770.3397 - mae: 43.2559 - val_loss: 2842.6938 - val_mae: 41.3445
Epoch 792/1000
231/231 [==============================] - 0s 27us/step - loss: 2766.5656 - mae: 43.2363 - val_loss: 2844.4287 - val_mae: 41.2669
Epoch 793/1000
231/231 [==============================] - 0s 34us/step - loss: 2800.8015 - mae: 43.3749 - val_loss: 2846.0112 - val_mae: 41.2463
Epoch 794/1000
231/231 [==============================] - 0s 31us/step - loss: 2766.0828 - mae: 43.0792 - val_loss: 2843.6726 - val_mae: 41.2655
Epoch 795/1000
231/231 [==============================] - 0s 37us/step - loss: 2762.9459 - mae: 43.1168 - val_loss: 2844.0269 - val_mae: 41.2678
Epoch 796/1000
231/231 [==============================] - 0s 46us/step - loss: 2768.2387 - mae: 43.1352 - val_loss: 2843.7537 - val_mae: 41.3129
Epoch 797/1000
231/231 [==============================] - 0s 31us/step - loss: 2763.0712 - mae: 43.1756 - val_loss: 2843.9641 - val_mae: 41.2638
Epoch 798/1000
231/231 [==============================] - 0s 24us/step - loss: 2765.5713 - mae: 43.0885 - val_loss: 2843.6902 - val_mae: 41.3109
Epoch 799/1000
231/231 [==============================] - 0s 32us/step - loss: 2764.5721 - mae: 43.1871 - val_loss: 2844.3652 - val_mae: 41.2711
Epoch 800/1000
231/231 [==============================] - 0s 41us/step - loss: 2767.1706 - mae: 43.1492 - val_loss: 2843.0437 - val_mae: 41.3123
Epoch 801/1000
231/231 [==============================] - 0s 29us/step - loss: 2770.4997 - mae: 43.1082 - val_loss: 2843.1904 - val_mae: 41.3347
Epoch 802/1000
231/231 [==============================] - 0s 41us/step - loss: 2774.4889 - mae: 43.3102 - val_loss: 2845.1819 - val_mae: 41.2280
Epoch 803/1000
231/231 [==============================] - 0s 30us/step - loss: 2775.5475 - mae: 43.0503 - val_loss: 2842.2754 - val_mae: 41.2829
Epoch 804/1000
231/231 [==============================] - 0s 45us/step - loss: 2761.1302 - mae: 43.1434 - val_loss: 2841.7688 - val_mae: 41.2391
Epoch 805/1000
231/231 [==============================] - 0s 30us/step - loss: 2761.6691 - mae: 43.1120 - val_loss: 2843.2649 - val_mae: 41.2220
Epoch 806/1000
231/231 [==============================] - 0s 28us/step - loss: 2761.3394 - mae: 43.0816 - val_loss: 2843.0066 - val_mae: 41.2248
Epoch 807/1000
231/231 [==============================] - 0s 41us/step - loss: 2762.1573 - mae: 43.1482 - val_loss: 2843.7302 - val_mae: 41.2022
Epoch 808/1000
231/231 [==============================] - 0s 26us/step - loss: 2780.3074 - mae: 43.0621 - val_loss: 2841.9683 - val_mae: 41.2761
Epoch 809/1000
231/231 [==============================] - 0s 35us/step - loss: 2759.4404 - mae: 43.1339 - val_loss: 2842.7800 - val_mae: 41.2290
Epoch 810/1000
231/231 [==============================] - 0s 24us/step - loss: 2766.8471 - mae: 43.1798 - val_loss: 2844.9131 - val_mae: 41.2004
Epoch 811/1000
231/231 [==============================] - 0s 40us/step - loss: 2758.8335 - mae: 43.0323 - val_loss: 2842.6848 - val_mae: 41.2192
Epoch 812/1000
231/231 [==============================] - 0s 25us/step - loss: 2786.7230 - mae: 43.2746 - val_loss: 2845.5400 - val_mae: 41.2001
Epoch 813/1000
231/231 [==============================] - 0s 37us/step - loss: 2761.3138 - mae: 43.0537 - val_loss: 2844.1707 - val_mae: 41.2044
Epoch 814/1000
231/231 [==============================] - 0s 38us/step - loss: 2773.0851 - mae: 43.1940 - val_loss: 2845.7053 - val_mae: 41.1892
Epoch 815/1000
231/231 [==============================] - 0s 25us/step - loss: 2760.7039 - mae: 43.0499 - val_loss: 2842.9304 - val_mae: 41.1975
Epoch 816/1000
231/231 [==============================] - 0s 33us/step - loss: 2758.0985 - mae: 43.0366 - val_loss: 2840.4858 - val_mae: 41.2131
Epoch 817/1000
231/231 [==============================] - 0s 23us/step - loss: 2775.4906 - mae: 43.3086 - val_loss: 2842.5195 - val_mae: 41.1801
Epoch 818/1000
231/231 [==============================] - 0s 37us/step - loss: 2759.0969 - mae: 43.0243 - val_loss: 2840.3347 - val_mae: 41.2144
Epoch 819/1000
231/231 [==============================] - 0s 30us/step - loss: 2758.4205 - mae: 43.1102 - val_loss: 2840.5798 - val_mae: 41.2143
Epoch 820/1000
231/231 [==============================] - 0s 43us/step - loss: 2756.7131 - mae: 43.0784 - val_loss: 2839.8928 - val_mae: 41.1988
Epoch 821/1000
231/231 [==============================] - 0s 34us/step - loss: 2760.6086 - mae: 43.1305 - val_loss: 2841.5823 - val_mae: 41.1741
Epoch 822/1000
231/231 [==============================] - 0s 22us/step - loss: 2756.8296 - mae: 43.0283 - val_loss: 2839.7520 - val_mae: 41.1866
Epoch 823/1000
231/231 [==============================] - 0s 35us/step - loss: 2758.0489 - mae: 43.1158 - val_loss: 2840.3452 - val_mae: 41.1688
Epoch 824/1000
231/231 [==============================] - 0s 29us/step - loss: 2759.2546 - mae: 43.0288 - val_loss: 2841.4404 - val_mae: 41.1603
Epoch 825/1000
231/231 [==============================] - 0s 36us/step - loss: 2759.3611 - mae: 43.0278 - val_loss: 2838.6936 - val_mae: 41.2353
Epoch 826/1000
231/231 [==============================] - 0s 28us/step - loss: 2759.2531 - mae: 43.1224 - val_loss: 2842.2659 - val_mae: 41.1590
Epoch 827/1000
231/231 [==============================] - 0s 43us/step - loss: 2760.2748 - mae: 43.0949 - val_loss: 2841.9451 - val_mae: 41.1456
Epoch 828/1000
231/231 [==============================] - 0s 26us/step - loss: 2758.0395 - mae: 42.9956 - val_loss: 2837.6101 - val_mae: 41.2301
Epoch 829/1000
231/231 [==============================] - 0s 21us/step - loss: 2757.9121 - mae: 43.0833 - val_loss: 2837.4939 - val_mae: 41.2504
Epoch 830/1000
231/231 [==============================] - 0s 47us/step - loss: 2756.0986 - mae: 43.1420 - val_loss: 2840.2639 - val_mae: 41.1534
Epoch 831/1000
231/231 [==============================] - 0s 48us/step - loss: 2753.3096 - mae: 43.0155 - val_loss: 2838.4431 - val_mae: 41.1782
Epoch 832/1000
231/231 [==============================] - 0s 29us/step - loss: 2753.4460 - mae: 43.0354 - val_loss: 2837.9475 - val_mae: 41.2054
Epoch 833/1000
231/231 [==============================] - 0s 50us/step - loss: 2754.1806 - mae: 43.0595 - val_loss: 2837.4531 - val_mae: 41.2298
Epoch 834/1000
231/231 [==============================] - 0s 29us/step - loss: 2757.8460 - mae: 43.1706 - val_loss: 2841.3035 - val_mae: 41.1285
Epoch 835/1000
231/231 [==============================] - 0s 29us/step - loss: 2758.5406 - mae: 43.0113 - val_loss: 2838.3379 - val_mae: 41.2734
Epoch 836/1000
231/231 [==============================] - 0s 36us/step - loss: 2753.7315 - mae: 43.0925 - val_loss: 2839.8271 - val_mae: 41.1854
Epoch 837/1000
231/231 [==============================] - 0s 36us/step - loss: 2761.4922 - mae: 43.1950 - val_loss: 2844.4990 - val_mae: 41.1238
Epoch 838/1000
231/231 [==============================] - 0s 27us/step - loss: 2754.2819 - mae: 43.0117 - val_loss: 2843.0691 - val_mae: 41.1484
Epoch 839/1000
231/231 [==============================] - 0s 24us/step - loss: 2751.6348 - mae: 42.9593 - val_loss: 2840.1675 - val_mae: 41.2360
Epoch 840/1000
231/231 [==============================] - 0s 43us/step - loss: 2751.7807 - mae: 43.0433 - val_loss: 2839.7463 - val_mae: 41.2253
Epoch 841/1000
231/231 [==============================] - 0s 52us/step - loss: 2751.7235 - mae: 43.0773 - val_loss: 2843.0186 - val_mae: 41.1391
Epoch 842/1000
231/231 [==============================] - 0s 24us/step - loss: 2754.8860 - mae: 42.9936 - val_loss: 2843.8193 - val_mae: 41.1307
Epoch 843/1000
231/231 [==============================] - 0s 41us/step - loss: 2751.1360 - mae: 43.0105 - val_loss: 2841.0552 - val_mae: 41.1765
Epoch 844/1000
231/231 [==============================] - 0s 31us/step - loss: 2753.1390 - mae: 43.0945 - val_loss: 2845.4316 - val_mae: 41.1317
Epoch 845/1000
231/231 [==============================] - 0s 29us/step - loss: 2766.0114 - mae: 43.1359 - val_loss: 2846.6785 - val_mae: 41.1132
Epoch 846/1000
231/231 [==============================] - 0s 33us/step - loss: 2750.7840 - mae: 42.9226 - val_loss: 2841.3638 - val_mae: 41.2154
Epoch 847/1000
231/231 [==============================] - 0s 28us/step - loss: 2766.5187 - mae: 43.1021 - val_loss: 2841.4487 - val_mae: 41.2728
Epoch 848/1000
231/231 [==============================] - 0s 36us/step - loss: 2756.3215 - mae: 43.1412 - val_loss: 2842.7107 - val_mae: 41.1543
Epoch 849/1000
231/231 [==============================] - 0s 32us/step - loss: 2750.7610 - mae: 42.9570 - val_loss: 2840.0989 - val_mae: 41.2145
Epoch 850/1000
231/231 [==============================] - 0s 53us/step - loss: 2749.5438 - mae: 43.0472 - val_loss: 2839.9451 - val_mae: 41.1518
Epoch 851/1000
231/231 [==============================] - 0s 32us/step - loss: 2751.6867 - mae: 43.0481 - val_loss: 2842.7854 - val_mae: 41.1162
Epoch 852/1000
231/231 [==============================] - 0s 28us/step - loss: 2749.5732 - mae: 42.9427 - val_loss: 2838.9956 - val_mae: 41.2024
Epoch 853/1000
231/231 [==============================] - 0s 34us/step - loss: 2747.0467 - mae: 42.9984 - val_loss: 2840.0198 - val_mae: 41.1908
Epoch 854/1000
231/231 [==============================] - 0s 36us/step - loss: 2770.8959 - mae: 43.3108 - val_loss: 2842.7473 - val_mae: 41.1100
Epoch 855/1000
231/231 [==============================] - 0s 29us/step - loss: 2749.9201 - mae: 43.0301 - val_loss: 2841.9656 - val_mae: 41.1085
Epoch 856/1000
231/231 [==============================] - 0s 38us/step - loss: 2752.5010 - mae: 42.9692 - val_loss: 2843.2217 - val_mae: 41.1052
Epoch 857/1000
231/231 [==============================] - 0s 22us/step - loss: 2748.6062 - mae: 42.9141 - val_loss: 2839.7534 - val_mae: 41.1970
Epoch 858/1000
231/231 [==============================] - 0s 31us/step - loss: 2745.6888 - mae: 42.9992 - val_loss: 2840.0576 - val_mae: 41.1664
Epoch 859/1000
231/231 [==============================] - 0s 29us/step - loss: 2748.4286 - mae: 43.0016 - val_loss: 2841.7803 - val_mae: 41.1105
Epoch 860/1000
231/231 [==============================] - 0s 32us/step - loss: 2746.1247 - mae: 42.9136 - val_loss: 2838.3499 - val_mae: 41.1979
Epoch 861/1000
231/231 [==============================] - 0s 41us/step - loss: 2794.2396 - mae: 43.3147 - val_loss: 2838.5813 - val_mae: 41.2241
Epoch 862/1000
231/231 [==============================] - 0s 35us/step - loss: 2745.2508 - mae: 43.0204 - val_loss: 2838.0149 - val_mae: 41.1724
Epoch 863/1000
231/231 [==============================] - 0s 32us/step - loss: 2745.9723 - mae: 42.9537 - val_loss: 2838.2070 - val_mae: 41.1935
Epoch 864/1000
231/231 [==============================] - 0s 32us/step - loss: 2751.7069 - mae: 43.1136 - val_loss: 2840.3708 - val_mae: 41.1321
Epoch 865/1000
231/231 [==============================] - 0s 48us/step - loss: 2744.3314 - mae: 42.9212 - val_loss: 2838.8684 - val_mae: 41.1735
Epoch 866/1000
231/231 [==============================] - 0s 39us/step - loss: 2746.8215 - mae: 42.9692 - val_loss: 2837.6514 - val_mae: 41.2016
Epoch 867/1000
231/231 [==============================] - 0s 35us/step - loss: 2746.5950 - mae: 43.0636 - val_loss: 2839.2881 - val_mae: 41.1217
Epoch 868/1000
231/231 [==============================] - 0s 30us/step - loss: 2753.2386 - mae: 43.0756 - val_loss: 2841.5635 - val_mae: 41.0765
Epoch 869/1000
231/231 [==============================] - 0s 24us/step - loss: 2749.8256 - mae: 42.9292 - val_loss: 2837.8633 - val_mae: 41.1773
Epoch 870/1000
231/231 [==============================] - 0s 37us/step - loss: 2741.2898 - mae: 42.9626 - val_loss: 2837.6926 - val_mae: 41.1614
Epoch 871/1000
231/231 [==============================] - 0s 32us/step - loss: 2750.3033 - mae: 42.9249 - val_loss: 2836.9629 - val_mae: 41.2144
Epoch 872/1000
231/231 [==============================] - 0s 25us/step - loss: 2746.3280 - mae: 43.0500 - val_loss: 2839.0769 - val_mae: 41.1171
Epoch 873/1000
231/231 [==============================] - 0s 22us/step - loss: 2760.3446 - mae: 43.0707 - val_loss: 2836.9775 - val_mae: 41.1949
Epoch 874/1000
231/231 [==============================] - 0s 33us/step - loss: 2744.5732 - mae: 43.0009 - val_loss: 2836.3865 - val_mae: 41.1425
Epoch 875/1000
231/231 [==============================] - 0s 22us/step - loss: 2742.7450 - mae: 42.9732 - val_loss: 2837.3125 - val_mae: 41.1070
Epoch 876/1000
231/231 [==============================] - 0s 35us/step - loss: 2747.8831 - mae: 42.9458 - val_loss: 2835.6667 - val_mae: 41.1856
Epoch 877/1000
231/231 [==============================] - 0s 30us/step - loss: 2740.7118 - mae: 42.9736 - val_loss: 2835.4082 - val_mae: 41.1398
Epoch 878/1000
231/231 [==============================] - 0s 36us/step - loss: 2747.8398 - mae: 42.9421 - val_loss: 2835.7664 - val_mae: 41.1994
Epoch 879/1000
231/231 [==============================] - 0s 36us/step - loss: 2741.3136 - mae: 42.9872 - val_loss: 2835.0762 - val_mae: 41.1707
Epoch 880/1000
231/231 [==============================] - 0s 32us/step - loss: 2742.4504 - mae: 42.9949 - val_loss: 2836.4644 - val_mae: 41.0853
Epoch 881/1000
231/231 [==============================] - 0s 50us/step - loss: 2758.7751 - mae: 42.9410 - val_loss: 2834.1570 - val_mae: 41.1680
Epoch 882/1000
231/231 [==============================] - 0s 33us/step - loss: 2740.2494 - mae: 42.9963 - val_loss: 2835.1255 - val_mae: 41.1141
Epoch 883/1000
231/231 [==============================] - 0s 22us/step - loss: 2745.2817 - mae: 42.8950 - val_loss: 2833.4519 - val_mae: 41.1620
Epoch 884/1000
231/231 [==============================] - 0s 26us/step - loss: 2742.5778 - mae: 43.0106 - val_loss: 2835.0061 - val_mae: 41.0751
Epoch 885/1000
231/231 [==============================] - 0s 37us/step - loss: 2742.4861 - mae: 42.9361 - val_loss: 2835.2283 - val_mae: 41.0442
Epoch 886/1000
231/231 [==============================] - 0s 29us/step - loss: 2740.4979 - mae: 42.9354 - val_loss: 2835.3650 - val_mae: 41.0525
Epoch 887/1000
231/231 [==============================] - 0s 23us/step - loss: 2742.3645 - mae: 42.9368 - val_loss: 2837.1353 - val_mae: 41.0343
Epoch 888/1000
231/231 [==============================] - 0s 37us/step - loss: 2738.2590 - mae: 42.8458 - val_loss: 2834.3530 - val_mae: 41.0735
Epoch 889/1000
231/231 [==============================] - 0s 26us/step - loss: 2742.3306 - mae: 42.9372 - val_loss: 2836.7915 - val_mae: 41.0294
Epoch 890/1000
231/231 [==============================] - 0s 45us/step - loss: 2737.4686 - mae: 42.8449 - val_loss: 2833.2036 - val_mae: 41.1232
Epoch 891/1000
231/231 [==============================] - 0s 38us/step - loss: 2737.2550 - mae: 42.9386 - val_loss: 2834.3164 - val_mae: 41.1330
Epoch 892/1000
231/231 [==============================] - 0s 30us/step - loss: 2738.2193 - mae: 42.9812 - val_loss: 2837.5842 - val_mae: 41.0506
Epoch 893/1000
231/231 [==============================] - 0s 31us/step - loss: 2737.1566 - mae: 42.8286 - val_loss: 2834.7756 - val_mae: 41.1484
Epoch 894/1000
231/231 [==============================] - 0s 31us/step - loss: 2737.3492 - mae: 42.9074 - val_loss: 2833.5149 - val_mae: 41.1214
Epoch 895/1000
231/231 [==============================] - 0s 44us/step - loss: 2736.9711 - mae: 42.9301 - val_loss: 2833.0388 - val_mae: 41.1392
Epoch 896/1000
231/231 [==============================] - 0s 35us/step - loss: 2744.4065 - mae: 42.9269 - val_loss: 2833.8816 - val_mae: 41.1895
Epoch 897/1000
231/231 [==============================] - 0s 25us/step - loss: 2759.5616 - mae: 43.0451 - val_loss: 2834.5850 - val_mae: 41.2097
Epoch 898/1000
231/231 [==============================] - 0s 38us/step - loss: 2737.9796 - mae: 42.9421 - val_loss: 2833.3784 - val_mae: 41.1519
Epoch 899/1000
231/231 [==============================] - 0s 27us/step - loss: 2735.0029 - mae: 42.9527 - val_loss: 2834.1260 - val_mae: 41.1463
Epoch 900/1000
231/231 [==============================] - 0s 27us/step - loss: 2737.0545 - mae: 42.9815 - val_loss: 2837.4626 - val_mae: 41.0543
Epoch 901/1000
231/231 [==============================] - 0s 35us/step - loss: 2735.0594 - mae: 42.8458 - val_loss: 2836.3821 - val_mae: 41.0672
Epoch 902/1000
231/231 [==============================] - 0s 33us/step - loss: 2736.9566 - mae: 42.8997 - val_loss: 2836.3572 - val_mae: 41.0978
Epoch 903/1000
231/231 [==============================] - 0s 29us/step - loss: 2753.8703 - mae: 43.0346 - val_loss: 2840.1077 - val_mae: 41.0365
Epoch 904/1000
231/231 [==============================] - 0s 34us/step - loss: 2736.5640 - mae: 42.8006 - val_loss: 2836.1956 - val_mae: 41.1371
Epoch 905/1000
231/231 [==============================] - 0s 40us/step - loss: 2740.9953 - mae: 42.9667 - val_loss: 2836.5386 - val_mae: 41.1798
Epoch 906/1000
231/231 [==============================] - 0s 28us/step - loss: 2732.6142 - mae: 42.9112 - val_loss: 2836.2351 - val_mae: 41.1200
Epoch 907/1000
231/231 [==============================] - 0s 27us/step - loss: 2737.2450 - mae: 42.8815 - val_loss: 2835.3181 - val_mae: 41.1604
Epoch 908/1000
231/231 [==============================] - 0s 28us/step - loss: 2735.5324 - mae: 42.8935 - val_loss: 2835.2522 - val_mae: 41.1297
Epoch 909/1000
231/231 [==============================] - 0s 38us/step - loss: 2735.6164 - mae: 42.9122 - val_loss: 2835.3774 - val_mae: 41.1539
Epoch 910/1000
231/231 [==============================] - 0s 33us/step - loss: 2740.2123 - mae: 42.9993 - val_loss: 2838.2883 - val_mae: 41.0416
Epoch 911/1000
231/231 [==============================] - 0s 21us/step - loss: 2739.2856 - mae: 42.8393 - val_loss: 2835.9009 - val_mae: 41.1456
Epoch 912/1000
231/231 [==============================] - 0s 32us/step - loss: 2738.1696 - mae: 43.0068 - val_loss: 2837.8872 - val_mae: 41.0532
Epoch 913/1000
231/231 [==============================] - 0s 26us/step - loss: 2731.3697 - mae: 42.8084 - val_loss: 2834.6531 - val_mae: 41.1012
Epoch 914/1000
231/231 [==============================] - 0s 42us/step - loss: 2733.1444 - mae: 42.8259 - val_loss: 2833.0679 - val_mae: 41.1322
Epoch 915/1000
231/231 [==============================] - 0s 25us/step - loss: 2734.8235 - mae: 42.9553 - val_loss: 2834.5964 - val_mae: 41.0304
Epoch 916/1000
231/231 [==============================] - 0s 32us/step - loss: 2732.6003 - mae: 42.8713 - val_loss: 2836.1179 - val_mae: 41.0270
Epoch 917/1000
231/231 [==============================] - 0s 43us/step - loss: 2738.3498 - mae: 42.8406 - val_loss: 2833.3708 - val_mae: 41.1287
Epoch 918/1000
231/231 [==============================] - 0s 26us/step - loss: 2732.1267 - mae: 42.8700 - val_loss: 2833.0522 - val_mae: 41.1348
Epoch 919/1000
231/231 [==============================] - 0s 24us/step - loss: 2731.1392 - mae: 42.8926 - val_loss: 2833.3486 - val_mae: 41.0870
Epoch 920/1000
231/231 [==============================] - 0s 26us/step - loss: 2728.2556 - mae: 42.8434 - val_loss: 2833.5107 - val_mae: 41.0480
Epoch 921/1000
231/231 [==============================] - 0s 34us/step - loss: 2749.6637 - mae: 42.8478 - val_loss: 2832.3796 - val_mae: 41.1283
Epoch 922/1000
231/231 [==============================] - 0s 31us/step - loss: 2728.7348 - mae: 42.8818 - val_loss: 2832.4282 - val_mae: 41.0527
Epoch 923/1000
231/231 [==============================] - 0s 33us/step - loss: 2730.7712 - mae: 42.8124 - val_loss: 2830.9849 - val_mae: 41.0994
Epoch 924/1000
231/231 [==============================] - 0s 40us/step - loss: 2728.8736 - mae: 42.8703 - val_loss: 2831.4663 - val_mae: 41.0367
Epoch 925/1000
231/231 [==============================] - 0s 30us/step - loss: 2733.0533 - mae: 42.9108 - val_loss: 2833.8186 - val_mae: 40.9877
Epoch 926/1000
231/231 [==============================] - 0s 38us/step - loss: 2736.2043 - mae: 42.8186 - val_loss: 2830.5276 - val_mae: 41.1023
Epoch 927/1000
231/231 [==============================] - 0s 34us/step - loss: 2726.7386 - mae: 42.8065 - val_loss: 2830.6973 - val_mae: 41.0891
Epoch 928/1000
231/231 [==============================] - 0s 32us/step - loss: 2729.9154 - mae: 42.8252 - val_loss: 2830.8291 - val_mae: 41.1056
Epoch 929/1000
231/231 [==============================] - 0s 27us/step - loss: 2727.3368 - mae: 42.8440 - val_loss: 2830.4109 - val_mae: 41.0589
Epoch 930/1000
231/231 [==============================] - 0s 39us/step - loss: 2730.6656 - mae: 42.8281 - val_loss: 2829.6899 - val_mae: 41.1128
Epoch 931/1000
231/231 [==============================] - 0s 28us/step - loss: 2727.2440 - mae: 42.8885 - val_loss: 2832.4414 - val_mae: 41.0144
Epoch 932/1000
231/231 [==============================] - 0s 27us/step - loss: 2727.5532 - mae: 42.8948 - val_loss: 2834.2717 - val_mae: 40.9864
Epoch 933/1000
231/231 [==============================] - 0s 38us/step - loss: 2727.9711 - mae: 42.8174 - val_loss: 2834.4285 - val_mae: 40.9832
Epoch 934/1000
231/231 [==============================] - 0s 26us/step - loss: 2725.8889 - mae: 42.7655 - val_loss: 2831.5164 - val_mae: 41.0634
Epoch 935/1000
231/231 [==============================] - 0s 43us/step - loss: 2734.7173 - mae: 42.8145 - val_loss: 2831.2036 - val_mae: 41.1374
Epoch 936/1000
231/231 [==============================] - 0s 25us/step - loss: 2725.4797 - mae: 42.8540 - val_loss: 2830.8293 - val_mae: 41.0352
Epoch 937/1000
231/231 [==============================] - 0s 39us/step - loss: 2731.6494 - mae: 42.8135 - val_loss: 2830.3875 - val_mae: 41.1149
Epoch 938/1000
231/231 [==============================] - 0s 38us/step - loss: 2730.1372 - mae: 42.8999 - val_loss: 2834.1543 - val_mae: 40.9698
Epoch 939/1000
231/231 [==============================] - 0s 31us/step - loss: 2733.0611 - mae: 42.8008 - val_loss: 2830.9353 - val_mae: 41.0852
Epoch 940/1000
231/231 [==============================] - 0s 35us/step - loss: 2732.0607 - mae: 42.9109 - val_loss: 2832.9360 - val_mae: 40.9710
Epoch 941/1000
231/231 [==============================] - 0s 39us/step - loss: 2724.9829 - mae: 42.7695 - val_loss: 2830.5156 - val_mae: 41.0404
Epoch 942/1000
231/231 [==============================] - 0s 32us/step - loss: 2726.2189 - mae: 42.7859 - val_loss: 2831.0090 - val_mae: 41.0895
Epoch 943/1000
231/231 [==============================] - 0s 29us/step - loss: 2724.9505 - mae: 42.8552 - val_loss: 2831.9417 - val_mae: 41.0849
Epoch 944/1000
231/231 [==============================] - 0s 40us/step - loss: 2721.9648 - mae: 42.8320 - val_loss: 2833.5205 - val_mae: 41.0116
Epoch 945/1000
231/231 [==============================] - 0s 31us/step - loss: 2724.0007 - mae: 42.8582 - val_loss: 2834.5833 - val_mae: 40.9811
Epoch 946/1000
231/231 [==============================] - 0s 26us/step - loss: 2722.1941 - mae: 42.7438 - val_loss: 2832.4685 - val_mae: 41.0431
Epoch 947/1000
231/231 [==============================] - 0s 32us/step - loss: 2722.4113 - mae: 42.7970 - val_loss: 2834.4431 - val_mae: 40.9780
Epoch 948/1000
231/231 [==============================] - 0s 32us/step - loss: 2744.1077 - mae: 43.1441 - val_loss: 2836.1472 - val_mae: 40.9399
Epoch 949/1000
231/231 [==============================] - 0s 36us/step - loss: 2722.7393 - mae: 42.7452 - val_loss: 2833.3906 - val_mae: 40.9851
Epoch 950/1000
231/231 [==============================] - 0s 27us/step - loss: 2727.5548 - mae: 42.7327 - val_loss: 2831.3347 - val_mae: 41.0833
Epoch 951/1000
231/231 [==============================] - 0s 37us/step - loss: 2720.9210 - mae: 42.8036 - val_loss: 2831.8052 - val_mae: 41.0138
Epoch 952/1000
231/231 [==============================] - 0s 30us/step - loss: 2743.0629 - mae: 42.9294 - val_loss: 2831.7739 - val_mae: 41.1044
Epoch 953/1000
231/231 [==============================] - 0s 38us/step - loss: 2721.2038 - mae: 42.7912 - val_loss: 2830.6626 - val_mae: 41.0417
Epoch 954/1000
231/231 [==============================] - 0s 33us/step - loss: 2721.3264 - mae: 42.8072 - val_loss: 2830.1023 - val_mae: 41.0600
Epoch 955/1000
231/231 [==============================] - 0s 46us/step - loss: 2721.0518 - mae: 42.7967 - val_loss: 2830.9875 - val_mae: 41.0234
Epoch 956/1000
231/231 [==============================] - 0s 24us/step - loss: 2722.1110 - mae: 42.7612 - val_loss: 2831.1655 - val_mae: 41.0852
Epoch 957/1000
231/231 [==============================] - 0s 27us/step - loss: 2725.0968 - mae: 42.7747 - val_loss: 2830.7900 - val_mae: 41.1135
Epoch 958/1000
231/231 [==============================] - 0s 35us/step - loss: 2721.5802 - mae: 42.8476 - val_loss: 2832.2637 - val_mae: 40.9727
Epoch 959/1000
231/231 [==============================] - 0s 36us/step - loss: 2727.6661 - mae: 42.8127 - val_loss: 2829.6233 - val_mae: 41.0829
Epoch 960/1000
231/231 [==============================] - 0s 25us/step - loss: 2717.8703 - mae: 42.7931 - val_loss: 2829.8621 - val_mae: 41.0264
Epoch 961/1000
231/231 [==============================] - 0s 38us/step - loss: 2733.2908 - mae: 42.8280 - val_loss: 2829.9155 - val_mae: 41.1241
Epoch 962/1000
231/231 [==============================] - 0s 39us/step - loss: 2727.2123 - mae: 42.9044 - val_loss: 2829.8872 - val_mae: 41.1413
Epoch 963/1000
231/231 [==============================] - 0s 32us/step - loss: 2735.8436 - mae: 42.9518 - val_loss: 2830.6450 - val_mae: 40.9697
Epoch 964/1000
231/231 [==============================] - 0s 23us/step - loss: 2716.0778 - mae: 42.7071 - val_loss: 2829.2239 - val_mae: 40.9936
Epoch 965/1000
231/231 [==============================] - 0s 30us/step - loss: 2717.0954 - mae: 42.7312 - val_loss: 2828.1436 - val_mae: 40.9843
Epoch 966/1000
231/231 [==============================] - 0s 34us/step - loss: 2715.9075 - mae: 42.7287 - val_loss: 2828.2395 - val_mae: 40.9822
Epoch 967/1000
231/231 [==============================] - 0s 26us/step - loss: 2721.9596 - mae: 42.7637 - val_loss: 2828.0647 - val_mae: 41.0786
Epoch 968/1000
231/231 [==============================] - 0s 24us/step - loss: 2718.3038 - mae: 42.8174 - val_loss: 2830.4243 - val_mae: 40.9799
Epoch 969/1000
231/231 [==============================] - 0s 39us/step - loss: 2717.9433 - mae: 42.7490 - val_loss: 2831.1597 - val_mae: 40.9512
Epoch 970/1000
231/231 [==============================] - 0s 26us/step - loss: 2716.5271 - mae: 42.6992 - val_loss: 2828.5107 - val_mae: 40.9881
Epoch 971/1000
231/231 [==============================] - 0s 24us/step - loss: 2716.5525 - mae: 42.7065 - val_loss: 2827.8560 - val_mae: 41.0527
Epoch 972/1000
231/231 [==============================] - 0s 25us/step - loss: 2720.3569 - mae: 42.8158 - val_loss: 2831.9648 - val_mae: 40.9289
Epoch 973/1000
231/231 [==============================] - 0s 33us/step - loss: 2715.4590 - mae: 42.6975 - val_loss: 2828.7295 - val_mae: 40.9708
Epoch 974/1000
231/231 [==============================] - 0s 40us/step - loss: 2714.3841 - mae: 42.7104 - val_loss: 2828.4690 - val_mae: 41.0272
Epoch 975/1000
231/231 [==============================] - 0s 29us/step - loss: 2714.1136 - mae: 42.7344 - val_loss: 2827.7158 - val_mae: 41.0148
Epoch 976/1000
231/231 [==============================] - 0s 40us/step - loss: 2715.2296 - mae: 42.7406 - val_loss: 2827.7141 - val_mae: 41.0283
Epoch 977/1000
231/231 [==============================] - 0s 27us/step - loss: 2723.1386 - mae: 42.6539 - val_loss: 2827.6362 - val_mae: 41.1348
Epoch 978/1000
231/231 [==============================] - 0s 32us/step - loss: 2714.8439 - mae: 42.7796 - val_loss: 2826.8271 - val_mae: 41.0039
Epoch 979/1000
231/231 [==============================] - 0s 30us/step - loss: 2726.0195 - mae: 42.9183 - val_loss: 2832.2808 - val_mae: 40.8921
Epoch 980/1000
231/231 [==============================] - 0s 34us/step - loss: 2713.3838 - mae: 42.6712 - val_loss: 2827.8406 - val_mae: 40.9765
Epoch 981/1000
231/231 [==============================] - 0s 33us/step - loss: 2736.7822 - mae: 43.0727 - val_loss: 2831.2185 - val_mae: 40.9141
Epoch 982/1000
231/231 [==============================] - 0s 29us/step - loss: 2712.1925 - mae: 42.6705 - val_loss: 2829.3499 - val_mae: 40.9528
Epoch 983/1000
231/231 [==============================] - 0s 42us/step - loss: 2711.8823 - mae: 42.6875 - val_loss: 2829.2266 - val_mae: 40.9881
Epoch 984/1000
231/231 [==============================] - 0s 35us/step - loss: 2735.4679 - mae: 42.8555 - val_loss: 2832.5942 - val_mae: 40.9231
Epoch 985/1000
231/231 [==============================] - 0s 32us/step - loss: 2735.4570 - mae: 42.8042 - val_loss: 2829.1240 - val_mae: 41.0240
Epoch 986/1000
231/231 [==============================] - 0s 45us/step - loss: 2712.5185 - mae: 42.7411 - val_loss: 2830.9897 - val_mae: 40.9694
Epoch 987/1000
231/231 [==============================] - 0s 31us/step - loss: 2713.4250 - mae: 42.6885 - val_loss: 2829.8352 - val_mae: 41.0334
Epoch 988/1000
231/231 [==============================] - 0s 30us/step - loss: 2711.0242 - mae: 42.7073 - val_loss: 2831.0339 - val_mae: 40.9692
Epoch 989/1000
231/231 [==============================] - 0s 26us/step - loss: 2716.2089 - mae: 42.7086 - val_loss: 2830.4980 - val_mae: 41.0758
Epoch 990/1000
231/231 [==============================] - 0s 40us/step - loss: 2712.9549 - mae: 42.7152 - val_loss: 2829.5718 - val_mae: 41.0746
Epoch 991/1000
231/231 [==============================] - 0s 38us/step - loss: 2712.3994 - mae: 42.7557 - val_loss: 2831.0664 - val_mae: 40.9512
Epoch 992/1000
231/231 [==============================] - 0s 27us/step - loss: 2711.5389 - mae: 42.6965 - val_loss: 2830.3130 - val_mae: 40.9605
Epoch 993/1000
231/231 [==============================] - 0s 33us/step - loss: 2710.4409 - mae: 42.6571 - val_loss: 2828.4478 - val_mae: 41.0402
Epoch 994/1000
231/231 [==============================] - 0s 24us/step - loss: 2731.3065 - mae: 42.8946 - val_loss: 2831.9075 - val_mae: 40.9327
Epoch 995/1000
231/231 [==============================] - 0s 29us/step - loss: 2749.3443 - mae: 42.9260 - val_loss: 2829.2939 - val_mae: 41.0147
Epoch 996/1000
231/231 [==============================] - 0s 24us/step - loss: 2713.6856 - mae: 42.7305 - val_loss: 2830.6333 - val_mae: 40.9508
Epoch 997/1000
231/231 [==============================] - 0s 35us/step - loss: 2713.1981 - mae: 42.7424 - val_loss: 2832.1367 - val_mae: 40.9380
Epoch 998/1000
231/231 [==============================] - 0s 41us/step - loss: 2712.2352 - mae: 42.6730 - val_loss: 2829.0198 - val_mae: 40.9961
Epoch 999/1000
231/231 [==============================] - 0s 30us/step - loss: 2713.5608 - mae: 42.7432 - val_loss: 2830.8362 - val_mae: 40.9408
Epoch 1000/1000
231/231 [==============================] - 0s 38us/step - loss: 2712.1647 - mae: 42.7105 - val_loss: 2831.6724 - val_mae: 40.9291
133/133 [==============================] - 0s 28us/step

Optimizers:  <keras.optimizers.RMSprop object at 0x10a8eb250>
Epoch Sizes:  1000
Neurons or Units:  128
['loss', 'mae']
[3123.5678784363254, 45.221004486083984]

Model: "sequential_6"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_16 (Dense)             (None, 256)               2816      
_________________________________________________________________
activation_11 (Activation)   (None, 256)               0         
_________________________________________________________________
dense_17 (Dense)             (None, 256)               65792     
_________________________________________________________________
activation_12 (Activation)   (None, 256)               0         
_________________________________________________________________
dense_18 (Dense)             (None, 1)                 257       
=================================================================
Total params: 68,865
Trainable params: 68,865
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/1000
231/231 [==============================] - 0s 547us/step - loss: 29783.0841 - mae: 154.4203 - val_loss: 29123.0762 - val_mae: 152.6083
Epoch 2/1000
231/231 [==============================] - 0s 33us/step - loss: 29720.2955 - mae: 154.2218 - val_loss: 29046.9512 - val_mae: 152.3643
Epoch 3/1000
231/231 [==============================] - 0s 31us/step - loss: 29636.8995 - mae: 153.9586 - val_loss: 28944.5410 - val_mae: 152.0365
Epoch 4/1000
231/231 [==============================] - 0s 47us/step - loss: 29525.2520 - mae: 153.6111 - val_loss: 28811.3418 - val_mae: 151.6117
Epoch 5/1000
231/231 [==============================] - 0s 41us/step - loss: 29383.4945 - mae: 153.1647 - val_loss: 28648.7012 - val_mae: 151.0938
Epoch 6/1000
231/231 [==============================] - 0s 32us/step - loss: 29210.3513 - mae: 152.6293 - val_loss: 28453.8613 - val_mae: 150.4733
Epoch 7/1000
231/231 [==============================] - 0s 43us/step - loss: 29004.7202 - mae: 152.0002 - val_loss: 28227.8496 - val_mae: 149.7510
Epoch 8/1000
231/231 [==============================] - 0s 44us/step - loss: 28771.2646 - mae: 151.2580 - val_loss: 27978.4824 - val_mae: 148.9502
Epoch 9/1000
231/231 [==============================] - 0s 42us/step - loss: 28510.2966 - mae: 150.4474 - val_loss: 27698.4512 - val_mae: 148.0479
Epoch 10/1000
231/231 [==============================] - 0s 45us/step - loss: 28218.8757 - mae: 149.5416 - val_loss: 27390.4004 - val_mae: 147.0493
Epoch 11/1000
231/231 [==============================] - 0s 42us/step - loss: 27902.6135 - mae: 148.5291 - val_loss: 27060.6602 - val_mae: 145.9730
Epoch 12/1000
231/231 [==============================] - 0s 33us/step - loss: 27562.4067 - mae: 147.4437 - val_loss: 26706.0938 - val_mae: 144.8059
Epoch 13/1000
231/231 [==============================] - 0s 42us/step - loss: 27194.2529 - mae: 146.2777 - val_loss: 26322.8105 - val_mae: 143.5362
Epoch 14/1000
231/231 [==============================] - 0s 40us/step - loss: 26797.9324 - mae: 145.0074 - val_loss: 25912.9414 - val_mae: 142.1673
Epoch 15/1000
231/231 [==============================] - 0s 36us/step - loss: 26376.1072 - mae: 143.6350 - val_loss: 25480.5508 - val_mae: 140.7094
Epoch 16/1000
231/231 [==============================] - 0s 54us/step - loss: 25929.2626 - mae: 142.1799 - val_loss: 25022.4492 - val_mae: 139.1497
Epoch 17/1000
231/231 [==============================] - 0s 35us/step - loss: 25460.2863 - mae: 140.6076 - val_loss: 24547.6562 - val_mae: 137.5140
Epoch 18/1000
231/231 [==============================] - 0s 32us/step - loss: 24967.5079 - mae: 138.9780 - val_loss: 24044.8359 - val_mae: 135.7634
Epoch 19/1000
231/231 [==============================] - 0s 43us/step - loss: 24450.1819 - mae: 137.2369 - val_loss: 23522.1211 - val_mae: 133.9193
Epoch 20/1000
231/231 [==============================] - 0s 41us/step - loss: 23911.9377 - mae: 135.3978 - val_loss: 22979.9180 - val_mae: 131.9819
Epoch 21/1000
231/231 [==============================] - 0s 44us/step - loss: 23354.4412 - mae: 133.4607 - val_loss: 22419.9004 - val_mae: 129.9501
Epoch 22/1000
231/231 [==============================] - 0s 52us/step - loss: 22777.5861 - mae: 131.4380 - val_loss: 21842.0234 - val_mae: 127.8195
Epoch 23/1000
231/231 [==============================] - 0s 40us/step - loss: 22182.8881 - mae: 129.3241 - val_loss: 21248.0039 - val_mae: 125.5913
Epoch 24/1000
231/231 [==============================] - 0s 43us/step - loss: 21569.8713 - mae: 127.1074 - val_loss: 20636.4922 - val_mae: 123.2597
Epoch 25/1000
231/231 [==============================] - 0s 52us/step - loss: 20939.6907 - mae: 124.7906 - val_loss: 20010.7734 - val_mae: 120.8288
Epoch 26/1000
231/231 [==============================] - 0s 44us/step - loss: 20297.9362 - mae: 122.3618 - val_loss: 19378.6152 - val_mae: 118.3232
Epoch 27/1000
231/231 [==============================] - 0s 31us/step - loss: 19645.7662 - mae: 119.8529 - val_loss: 18734.1621 - val_mae: 115.7155
Epoch 28/1000
231/231 [==============================] - 0s 30us/step - loss: 18980.4463 - mae: 117.2833 - val_loss: 18077.1445 - val_mae: 112.9948
Epoch 29/1000
231/231 [==============================] - 0s 53us/step - loss: 18300.2425 - mae: 114.5874 - val_loss: 17408.2637 - val_mae: 110.1584
Epoch 30/1000
231/231 [==============================] - 0s 45us/step - loss: 17611.2012 - mae: 111.7777 - val_loss: 16736.8379 - val_mae: 107.2380
Epoch 31/1000
231/231 [==============================] - 0s 51us/step - loss: 16920.0238 - mae: 108.8758 - val_loss: 16065.9248 - val_mae: 104.2385
Epoch 32/1000
231/231 [==============================] - 0s 37us/step - loss: 16229.1013 - mae: 105.9450 - val_loss: 15393.5820 - val_mae: 101.1937
Epoch 33/1000
231/231 [==============================] - 0s 48us/step - loss: 15533.4913 - mae: 102.9295 - val_loss: 14724.3926 - val_mae: 98.1564
Epoch 34/1000
231/231 [==============================] - 0s 44us/step - loss: 14843.2396 - mae: 99.8514 - val_loss: 14058.6758 - val_mae: 95.1392
Epoch 35/1000
231/231 [==============================] - 0s 40us/step - loss: 14148.1871 - mae: 96.8736 - val_loss: 13381.3535 - val_mae: 91.9655
Epoch 36/1000
231/231 [==============================] - 0s 43us/step - loss: 13452.6796 - mae: 93.6446 - val_loss: 12731.2998 - val_mae: 88.8708
Epoch 37/1000
231/231 [==============================] - 0s 38us/step - loss: 12776.7004 - mae: 90.5720 - val_loss: 12087.4951 - val_mae: 85.6945
Epoch 38/1000
231/231 [==============================] - 0s 34us/step - loss: 12107.1638 - mae: 87.4726 - val_loss: 11453.0078 - val_mae: 82.4362
Epoch 39/1000
231/231 [==============================] - 0s 53us/step - loss: 11447.6379 - mae: 84.4337 - val_loss: 10832.3613 - val_mae: 79.2928
Epoch 40/1000
231/231 [==============================] - 0s 39us/step - loss: 10808.7935 - mae: 81.4233 - val_loss: 10242.0986 - val_mae: 76.2013
Epoch 41/1000
231/231 [==============================] - 0s 35us/step - loss: 10186.3438 - mae: 78.4365 - val_loss: 9659.1924 - val_mae: 73.2417
Epoch 42/1000
231/231 [==============================] - 0s 43us/step - loss: 9578.1722 - mae: 75.5661 - val_loss: 9100.6035 - val_mae: 70.7483
Epoch 43/1000
231/231 [==============================] - 0s 51us/step - loss: 8990.8657 - mae: 72.7813 - val_loss: 8561.6143 - val_mae: 68.2825
Epoch 44/1000
231/231 [==============================] - 0s 31us/step - loss: 8426.8858 - mae: 70.0805 - val_loss: 8052.6685 - val_mae: 65.9150
Epoch 45/1000
231/231 [==============================] - 0s 51us/step - loss: 7893.9336 - mae: 67.5961 - val_loss: 7574.9619 - val_mae: 63.6484
Epoch 46/1000
231/231 [==============================] - 0s 36us/step - loss: 7382.7400 - mae: 65.2503 - val_loss: 7114.8403 - val_mae: 61.5289
Epoch 47/1000
231/231 [==============================] - 0s 40us/step - loss: 6895.8519 - mae: 62.8832 - val_loss: 6692.0874 - val_mae: 59.8349
Epoch 48/1000
231/231 [==============================] - 0s 42us/step - loss: 6445.7665 - mae: 60.9621 - val_loss: 6304.6294 - val_mae: 58.5669
Epoch 49/1000
231/231 [==============================] - 0s 43us/step - loss: 6033.0155 - mae: 59.1813 - val_loss: 5953.6240 - val_mae: 57.7093
Epoch 50/1000
231/231 [==============================] - 0s 41us/step - loss: 5655.3117 - mae: 57.7017 - val_loss: 5639.5757 - val_mae: 56.9627
Epoch 51/1000
231/231 [==============================] - 0s 36us/step - loss: 5311.8685 - mae: 56.3613 - val_loss: 5354.8350 - val_mae: 56.3087
Epoch 52/1000
231/231 [==============================] - 0s 52us/step - loss: 5001.5143 - mae: 55.2454 - val_loss: 5107.9995 - val_mae: 55.8426
Epoch 53/1000
231/231 [==============================] - 0s 50us/step - loss: 4729.5425 - mae: 54.2860 - val_loss: 4899.2017 - val_mae: 55.4588
Epoch 54/1000
231/231 [==============================] - 0s 41us/step - loss: 4494.6853 - mae: 53.4248 - val_loss: 4714.2456 - val_mae: 55.0942
Epoch 55/1000
231/231 [==============================] - 0s 31us/step - loss: 4286.6621 - mae: 52.8365 - val_loss: 4573.0840 - val_mae: 54.9008
Epoch 56/1000
231/231 [==============================] - 0s 40us/step - loss: 4120.5748 - mae: 52.3638 - val_loss: 4458.0952 - val_mae: 54.8665
Epoch 57/1000
231/231 [==============================] - 0s 38us/step - loss: 3985.3461 - mae: 52.0294 - val_loss: 4370.4712 - val_mae: 54.8846
Epoch 58/1000
231/231 [==============================] - 0s 27us/step - loss: 3876.2093 - mae: 51.6892 - val_loss: 4299.3472 - val_mae: 54.8941
Epoch 59/1000
231/231 [==============================] - 0s 59us/step - loss: 3792.6048 - mae: 51.5531 - val_loss: 4254.4580 - val_mae: 54.8649
Epoch 60/1000
231/231 [==============================] - 0s 42us/step - loss: 3725.3456 - mae: 51.2585 - val_loss: 4218.3408 - val_mae: 54.8243
Epoch 61/1000
231/231 [==============================] - ETA: 0s - loss: 3678.6824 - mae: 50.943 - 0s 37us/step - loss: 3677.2553 - mae: 51.1869 - val_loss: 4192.9468 - val_mae: 54.7558
Epoch 62/1000
231/231 [==============================] - 0s 38us/step - loss: 3649.2381 - mae: 51.1081 - val_loss: 4173.8740 - val_mae: 54.6611
Epoch 63/1000
231/231 [==============================] - 0s 42us/step - loss: 3615.6093 - mae: 50.8854 - val_loss: 4155.7710 - val_mae: 54.5532
Epoch 64/1000
231/231 [==============================] - 0s 48us/step - loss: 3585.6436 - mae: 50.7215 - val_loss: 4141.9023 - val_mae: 54.5282
Epoch 65/1000
231/231 [==============================] - 0s 43us/step - loss: 3559.7835 - mae: 50.6171 - val_loss: 4129.7183 - val_mae: 54.5065
Epoch 66/1000
231/231 [==============================] - 0s 36us/step - loss: 3543.0913 - mae: 50.5318 - val_loss: 4118.8950 - val_mae: 54.4703
Epoch 67/1000
231/231 [==============================] - 0s 48us/step - loss: 3522.7686 - mae: 50.4675 - val_loss: 4099.6938 - val_mae: 54.2841
Epoch 68/1000
231/231 [==============================] - 0s 48us/step - loss: 3504.9043 - mae: 50.3273 - val_loss: 4085.5444 - val_mae: 54.1679
Epoch 69/1000
231/231 [==============================] - 0s 32us/step - loss: 3488.3967 - mae: 50.2089 - val_loss: 4071.2227 - val_mae: 54.0637
Epoch 70/1000
231/231 [==============================] - 0s 43us/step - loss: 3472.1574 - mae: 50.0858 - val_loss: 4051.3000 - val_mae: 53.8583
Epoch 71/1000
231/231 [==============================] - 0s 44us/step - loss: 3456.8702 - mae: 49.9611 - val_loss: 4031.7107 - val_mae: 53.6388
Epoch 72/1000
231/231 [==============================] - 0s 41us/step - loss: 3439.1417 - mae: 49.7845 - val_loss: 4016.4424 - val_mae: 53.5189
Epoch 73/1000
231/231 [==============================] - 0s 49us/step - loss: 3424.7297 - mae: 49.6998 - val_loss: 3995.5222 - val_mae: 53.2619
Epoch 74/1000
231/231 [==============================] - 0s 44us/step - loss: 3407.3391 - mae: 49.5288 - val_loss: 3977.7620 - val_mae: 53.0784
Epoch 75/1000
231/231 [==============================] - 0s 29us/step - loss: 3390.8604 - mae: 49.3798 - val_loss: 3962.2688 - val_mae: 52.9254
Epoch 76/1000
231/231 [==============================] - 0s 42us/step - loss: 3397.5702 - mae: 49.3321 - val_loss: 3938.7852 - val_mae: 52.5644
Epoch 77/1000
231/231 [==============================] - 0s 44us/step - loss: 3362.4990 - mae: 49.0422 - val_loss: 3932.2117 - val_mae: 52.6029
Epoch 78/1000
231/231 [==============================] - 0s 35us/step - loss: 3385.8332 - mae: 49.3648 - val_loss: 3908.3843 - val_mae: 52.2291
Epoch 79/1000
231/231 [==============================] - 0s 49us/step - loss: 3346.7122 - mae: 48.8693 - val_loss: 3910.8804 - val_mae: 52.4673
Epoch 80/1000
231/231 [==============================] - 0s 35us/step - loss: 3322.3242 - mae: 48.8099 - val_loss: 3886.0115 - val_mae: 52.0888
Epoch 81/1000
231/231 [==============================] - 0s 35us/step - loss: 3309.9697 - mae: 48.5998 - val_loss: 3881.0515 - val_mae: 52.1322
Epoch 82/1000
231/231 [==============================] - 0s 31us/step - loss: 3294.0343 - mae: 48.4839 - val_loss: 3858.7607 - val_mae: 51.8012
Epoch 83/1000
231/231 [==============================] - 0s 47us/step - loss: 3293.5361 - mae: 48.3486 - val_loss: 3859.4758 - val_mae: 51.9287
Epoch 84/1000
231/231 [==============================] - 0s 32us/step - loss: 3272.0401 - mae: 48.2623 - val_loss: 3833.3926 - val_mae: 51.5369
Epoch 85/1000
231/231 [==============================] - 0s 43us/step - loss: 3262.2759 - mae: 48.1471 - val_loss: 3810.5664 - val_mae: 51.1656
Epoch 86/1000
231/231 [==============================] - 0s 33us/step - loss: 3249.3701 - mae: 47.9649 - val_loss: 3807.0830 - val_mae: 51.2716
Epoch 87/1000
231/231 [==============================] - 0s 35us/step - loss: 3257.9408 - mae: 48.0499 - val_loss: 3775.9912 - val_mae: 50.6997
Epoch 88/1000
231/231 [==============================] - 0s 36us/step - loss: 3230.4332 - mae: 47.7433 - val_loss: 3777.0491 - val_mae: 50.9364
Epoch 89/1000
231/231 [==============================] - 0s 42us/step - loss: 3238.3170 - mae: 47.7467 - val_loss: 3776.9302 - val_mae: 51.0008
Epoch 90/1000
231/231 [==============================] - 0s 28us/step - loss: 3213.2297 - mae: 47.6659 - val_loss: 3754.5530 - val_mae: 50.7011
Epoch 91/1000
231/231 [==============================] - 0s 41us/step - loss: 3197.8911 - mae: 47.4833 - val_loss: 3726.3660 - val_mae: 50.2748
Epoch 92/1000
231/231 [==============================] - 0s 40us/step - loss: 3192.6251 - mae: 47.3885 - val_loss: 3719.6284 - val_mae: 50.2429
Epoch 93/1000
231/231 [==============================] - 0s 44us/step - loss: 3194.9489 - mae: 47.3719 - val_loss: 3690.6306 - val_mae: 49.7705
Epoch 94/1000
231/231 [==============================] - 0s 39us/step - loss: 3245.5771 - mae: 47.5470 - val_loss: 3691.3811 - val_mae: 49.9555
Epoch 95/1000
231/231 [==============================] - 0s 37us/step - loss: 3163.2971 - mae: 47.1139 - val_loss: 3671.7678 - val_mae: 49.7104
Epoch 96/1000
231/231 [==============================] - 0s 42us/step - loss: 3160.5260 - mae: 47.0125 - val_loss: 3666.8953 - val_mae: 49.7242
Epoch 97/1000
231/231 [==============================] - 0s 44us/step - loss: 3149.2540 - mae: 46.9552 - val_loss: 3644.5071 - val_mae: 49.4563
Epoch 98/1000
231/231 [==============================] - 0s 39us/step - loss: 3144.7587 - mae: 46.8261 - val_loss: 3641.5234 - val_mae: 49.4983
Epoch 99/1000
231/231 [==============================] - 0s 42us/step - loss: 3135.4555 - mae: 46.7847 - val_loss: 3626.2820 - val_mae: 49.3351
Epoch 100/1000
231/231 [==============================] - 0s 36us/step - loss: 3125.3223 - mae: 46.7060 - val_loss: 3611.9780 - val_mae: 49.1761
Epoch 101/1000
231/231 [==============================] - 0s 34us/step - loss: 3122.5842 - mae: 46.5997 - val_loss: 3602.9131 - val_mae: 49.1331
Epoch 102/1000
231/231 [==============================] - 0s 42us/step - loss: 3112.6321 - mae: 46.6162 - val_loss: 3575.6462 - val_mae: 48.6937
Epoch 103/1000
231/231 [==============================] - 0s 32us/step - loss: 3106.6619 - mae: 46.4312 - val_loss: 3576.0784 - val_mae: 48.8393
Epoch 104/1000
231/231 [==============================] - 0s 51us/step - loss: 3112.4790 - mae: 46.6654 - val_loss: 3548.6279 - val_mae: 48.2912
Epoch 105/1000
231/231 [==============================] - 0s 40us/step - loss: 3095.8781 - mae: 46.3153 - val_loss: 3536.3630 - val_mae: 48.2446
Epoch 106/1000
231/231 [==============================] - 0s 48us/step - loss: 3092.0342 - mae: 46.1593 - val_loss: 3540.9417 - val_mae: 48.5180
Epoch 107/1000
231/231 [==============================] - 0s 33us/step - loss: 3081.9046 - mae: 46.2477 - val_loss: 3512.1592 - val_mae: 47.9730
Epoch 108/1000
231/231 [==============================] - 0s 46us/step - loss: 3071.7556 - mae: 46.0817 - val_loss: 3500.3718 - val_mae: 47.9314
Epoch 109/1000
231/231 [==============================] - 0s 35us/step - loss: 3069.7042 - mae: 46.0393 - val_loss: 3502.8647 - val_mae: 48.1826
Epoch 110/1000
231/231 [==============================] - 0s 43us/step - loss: 3088.5758 - mae: 46.1521 - val_loss: 3499.4380 - val_mae: 48.2065
Epoch 111/1000
231/231 [==============================] - 0s 53us/step - loss: 3062.7103 - mae: 46.0416 - val_loss: 3477.1404 - val_mae: 47.9070
Epoch 112/1000
231/231 [==============================] - 0s 34us/step - loss: 3047.3733 - mae: 45.8814 - val_loss: 3455.1699 - val_mae: 47.5515
Epoch 113/1000
231/231 [==============================] - 0s 31us/step - loss: 3070.9864 - mae: 46.0310 - val_loss: 3437.7976 - val_mae: 47.1476
Epoch 114/1000
231/231 [==============================] - 0s 47us/step - loss: 3043.2771 - mae: 45.6609 - val_loss: 3426.1501 - val_mae: 47.1660
Epoch 115/1000
231/231 [==============================] - 0s 46us/step - loss: 3039.2570 - mae: 45.7620 - val_loss: 3414.3552 - val_mae: 47.0289
Epoch 116/1000
231/231 [==============================] - 0s 39us/step - loss: 3031.1456 - mae: 45.6125 - val_loss: 3413.3242 - val_mae: 47.2678
Epoch 117/1000
231/231 [==============================] - 0s 60us/step - loss: 3029.3105 - mae: 45.6380 - val_loss: 3406.8503 - val_mae: 47.2745
Epoch 118/1000
231/231 [==============================] - 0s 29us/step - loss: 3018.3159 - mae: 45.6165 - val_loss: 3385.1975 - val_mae: 46.8500
Epoch 119/1000
231/231 [==============================] - 0s 31us/step - loss: 3015.6636 - mae: 45.5126 - val_loss: 3374.0505 - val_mae: 46.6795
Epoch 120/1000
231/231 [==============================] - 0s 37us/step - loss: 3026.5787 - mae: 45.5868 - val_loss: 3362.8513 - val_mae: 46.4264
Epoch 121/1000
231/231 [==============================] - 0s 45us/step - loss: 3008.6512 - mae: 45.3180 - val_loss: 3361.2139 - val_mae: 46.8395
Epoch 122/1000
231/231 [==============================] - 0s 37us/step - loss: 3006.2022 - mae: 45.4132 - val_loss: 3351.2146 - val_mae: 46.7785
Epoch 123/1000
231/231 [==============================] - 0s 45us/step - loss: 3066.1435 - mae: 45.9484 - val_loss: 3331.1074 - val_mae: 46.3071
Epoch 124/1000
231/231 [==============================] - 0s 39us/step - loss: 3002.8487 - mae: 45.3004 - val_loss: 3320.4072 - val_mae: 46.1776
Epoch 125/1000
231/231 [==============================] - 0s 40us/step - loss: 2998.0392 - mae: 45.2014 - val_loss: 3316.7935 - val_mae: 46.4141
Epoch 126/1000
231/231 [==============================] - 0s 55us/step - loss: 2986.9034 - mae: 45.2479 - val_loss: 3303.2708 - val_mae: 46.2101
Epoch 127/1000
231/231 [==============================] - 0s 52us/step - loss: 2986.8150 - mae: 45.1735 - val_loss: 3297.8101 - val_mae: 46.2699
Epoch 128/1000
231/231 [==============================] - 0s 39us/step - loss: 3006.6761 - mae: 45.4922 - val_loss: 3297.5229 - val_mae: 46.3501
Epoch 129/1000
231/231 [==============================] - 0s 55us/step - loss: 2979.4383 - mae: 45.1921 - val_loss: 3277.6465 - val_mae: 45.9320
Epoch 130/1000
231/231 [==============================] - 0s 46us/step - loss: 2974.4036 - mae: 45.0589 - val_loss: 3271.8516 - val_mae: 45.9548
Epoch 131/1000
231/231 [==============================] - 0s 58us/step - loss: 2980.0198 - mae: 45.1477 - val_loss: 3260.3184 - val_mae: 45.5903
Epoch 132/1000
231/231 [==============================] - 0s 31us/step - loss: 2981.6447 - mae: 45.0601 - val_loss: 3252.9373 - val_mae: 45.4770
Epoch 133/1000
231/231 [==============================] - 0s 27us/step - loss: 2980.5270 - mae: 45.0813 - val_loss: 3245.5237 - val_mae: 45.3870
Epoch 134/1000
231/231 [==============================] - 0s 48us/step - loss: 2986.9970 - mae: 44.9837 - val_loss: 3244.7742 - val_mae: 45.7448
Epoch 135/1000
231/231 [==============================] - 0s 46us/step - loss: 2964.9630 - mae: 44.9106 - val_loss: 3236.5361 - val_mae: 45.6195
Epoch 136/1000
231/231 [==============================] - 0s 37us/step - loss: 2962.3798 - mae: 44.9128 - val_loss: 3230.1404 - val_mae: 45.5722
Epoch 137/1000
231/231 [==============================] - 0s 32us/step - loss: 2956.5008 - mae: 44.8521 - val_loss: 3217.4832 - val_mae: 45.3089
Epoch 138/1000
231/231 [==============================] - 0s 41us/step - loss: 2958.5267 - mae: 44.8107 - val_loss: 3209.2012 - val_mae: 45.0920
Epoch 139/1000
231/231 [==============================] - 0s 32us/step - loss: 2953.0256 - mae: 44.7366 - val_loss: 3204.5667 - val_mae: 45.2737
Epoch 140/1000
231/231 [==============================] - 0s 60us/step - loss: 2951.0617 - mae: 44.7889 - val_loss: 3194.6355 - val_mae: 44.9342
Epoch 141/1000
231/231 [==============================] - 0s 39us/step - loss: 2949.6131 - mae: 44.7502 - val_loss: 3187.2971 - val_mae: 44.9476
Epoch 142/1000
231/231 [==============================] - 0s 42us/step - loss: 2988.9442 - mae: 44.7679 - val_loss: 3187.3049 - val_mae: 45.1775
Epoch 143/1000
231/231 [==============================] - 0s 40us/step - loss: 2953.8722 - mae: 44.7948 - val_loss: 3180.4739 - val_mae: 45.0955
Epoch 144/1000
231/231 [==============================] - 0s 36us/step - loss: 2942.2327 - mae: 44.6851 - val_loss: 3165.4141 - val_mae: 44.7136
Epoch 145/1000
231/231 [==============================] - 0s 43us/step - loss: 2947.4106 - mae: 44.6529 - val_loss: 3164.2634 - val_mae: 44.9083
Epoch 146/1000
231/231 [==============================] - 0s 41us/step - loss: 2946.0441 - mae: 44.7609 - val_loss: 3157.5459 - val_mae: 44.8595
Epoch 147/1000
231/231 [==============================] - 0s 41us/step - loss: 2937.5260 - mae: 44.6235 - val_loss: 3144.5996 - val_mae: 44.5025
Epoch 148/1000
231/231 [==============================] - 0s 44us/step - loss: 2942.4967 - mae: 44.6290 - val_loss: 3138.4460 - val_mae: 44.3428
Epoch 149/1000
231/231 [==============================] - 0s 46us/step - loss: 2934.8762 - mae: 44.4805 - val_loss: 3130.5054 - val_mae: 44.3913
Epoch 150/1000
231/231 [==============================] - 0s 34us/step - loss: 2930.2411 - mae: 44.4897 - val_loss: 3126.4612 - val_mae: 44.4242
Epoch 151/1000
231/231 [==============================] - 0s 51us/step - loss: 2938.0307 - mae: 44.5245 - val_loss: 3126.7336 - val_mae: 44.5697
Epoch 152/1000
231/231 [==============================] - 0s 36us/step - loss: 2950.7447 - mae: 44.8134 - val_loss: 3116.0742 - val_mae: 44.1237
Epoch 153/1000
231/231 [==============================] - 0s 48us/step - loss: 2946.1558 - mae: 44.4997 - val_loss: 3112.3340 - val_mae: 44.3700
Epoch 154/1000
231/231 [==============================] - 0s 44us/step - loss: 2923.9645 - mae: 44.4412 - val_loss: 3103.4187 - val_mae: 44.2338
Epoch 155/1000
231/231 [==============================] - 0s 36us/step - loss: 2922.1941 - mae: 44.4181 - val_loss: 3097.2761 - val_mae: 44.1457
Epoch 156/1000
231/231 [==============================] - 0s 42us/step - loss: 2926.7481 - mae: 44.4494 - val_loss: 3094.8613 - val_mae: 43.9567
Epoch 157/1000
231/231 [==============================] - 0s 31us/step - loss: 2928.7575 - mae: 44.4603 - val_loss: 3089.6565 - val_mae: 43.8939
Epoch 158/1000
231/231 [==============================] - 0s 51us/step - loss: 2921.8354 - mae: 44.3791 - val_loss: 3085.4980 - val_mae: 44.0588
Epoch 159/1000
231/231 [==============================] - 0s 48us/step - loss: 2921.2427 - mae: 44.3674 - val_loss: 3081.8345 - val_mae: 44.0667
Epoch 160/1000
231/231 [==============================] - 0s 52us/step - loss: 2917.0260 - mae: 44.3596 - val_loss: 3072.7742 - val_mae: 43.8564
Epoch 161/1000
231/231 [==============================] - 0s 41us/step - loss: 2924.2518 - mae: 44.4189 - val_loss: 3075.2168 - val_mae: 44.0468
Epoch 162/1000
231/231 [==============================] - 0s 35us/step - loss: 2945.8841 - mae: 44.6933 - val_loss: 3067.5908 - val_mae: 43.6699
Epoch 163/1000
231/231 [==============================] - 0s 42us/step - loss: 2924.7942 - mae: 44.3444 - val_loss: 3063.3794 - val_mae: 43.8888
Epoch 164/1000
231/231 [==============================] - 0s 33us/step - loss: 2914.4477 - mae: 44.3123 - val_loss: 3057.0076 - val_mae: 43.7354
Epoch 165/1000
231/231 [==============================] - 0s 52us/step - loss: 2928.8712 - mae: 44.5397 - val_loss: 3056.5251 - val_mae: 43.5559
Epoch 166/1000
231/231 [==============================] - 0s 50us/step - loss: 2917.6473 - mae: 44.3019 - val_loss: 3049.6450 - val_mae: 43.5904
Epoch 167/1000
231/231 [==============================] - 0s 48us/step - loss: 2921.4713 - mae: 44.3344 - val_loss: 3048.3228 - val_mae: 43.5049
Epoch 168/1000
231/231 [==============================] - 0s 35us/step - loss: 2911.9605 - mae: 44.2361 - val_loss: 3042.1382 - val_mae: 43.6528
Epoch 169/1000
231/231 [==============================] - 0s 44us/step - loss: 2915.3001 - mae: 44.2645 - val_loss: 3041.7483 - val_mae: 43.6996
Epoch 170/1000
231/231 [==============================] - 0s 50us/step - loss: 2908.4781 - mae: 44.2705 - val_loss: 3035.3926 - val_mae: 43.5523
Epoch 171/1000
231/231 [==============================] - 0s 45us/step - loss: 2905.7956 - mae: 44.2336 - val_loss: 3032.7041 - val_mae: 43.4951
Epoch 172/1000
231/231 [==============================] - 0s 37us/step - loss: 2907.0545 - mae: 44.2359 - val_loss: 3031.4585 - val_mae: 43.5815
Epoch 173/1000
231/231 [==============================] - 0s 39us/step - loss: 2922.7347 - mae: 44.3313 - val_loss: 3032.4731 - val_mae: 43.6764
Epoch 174/1000
231/231 [==============================] - 0s 49us/step - loss: 2907.8554 - mae: 44.3075 - val_loss: 3025.4146 - val_mae: 43.3188
Epoch 175/1000
231/231 [==============================] - 0s 43us/step - loss: 2907.6242 - mae: 44.1931 - val_loss: 3020.1992 - val_mae: 43.4939
Epoch 176/1000
231/231 [==============================] - 0s 48us/step - loss: 2914.5335 - mae: 44.3832 - val_loss: 3021.6584 - val_mae: 43.1832
Epoch 177/1000
231/231 [==============================] - 0s 34us/step - loss: 2932.3562 - mae: 44.3352 - val_loss: 3016.8345 - val_mae: 43.5202
Epoch 178/1000
231/231 [==============================] - 0s 43us/step - loss: 2910.7934 - mae: 44.3192 - val_loss: 3011.4043 - val_mae: 43.2953
Epoch 179/1000
231/231 [==============================] - 0s 40us/step - loss: 2904.7978 - mae: 44.1820 - val_loss: 3010.6985 - val_mae: 43.3660
Epoch 180/1000
231/231 [==============================] - 0s 34us/step - loss: 2906.0334 - mae: 44.1672 - val_loss: 3007.7988 - val_mae: 43.3601
Epoch 181/1000
231/231 [==============================] - 0s 44us/step - loss: 2900.5765 - mae: 44.1832 - val_loss: 3004.8328 - val_mae: 43.1796
Epoch 182/1000
231/231 [==============================] - 0s 44us/step - loss: 2916.7193 - mae: 44.3327 - val_loss: 3006.6533 - val_mae: 43.0419
Epoch 183/1000
231/231 [==============================] - 0s 32us/step - loss: 2930.3123 - mae: 44.3589 - val_loss: 3007.9934 - val_mae: 42.9996
Epoch 184/1000
231/231 [==============================] - 0s 44us/step - loss: 2914.8688 - mae: 44.2309 - val_loss: 3002.4678 - val_mae: 43.0488
Epoch 185/1000
231/231 [==============================] - 0s 41us/step - loss: 2924.2710 - mae: 44.3503 - val_loss: 3003.2266 - val_mae: 42.9848
Epoch 186/1000
231/231 [==============================] - 0s 35us/step - loss: 2903.1842 - mae: 44.1017 - val_loss: 2995.1807 - val_mae: 43.0904
Epoch 187/1000
231/231 [==============================] - 0s 38us/step - loss: 2935.8614 - mae: 44.3941 - val_loss: 2999.3320 - val_mae: 42.9700
Epoch 188/1000
231/231 [==============================] - 0s 29us/step - loss: 2903.1478 - mae: 44.1026 - val_loss: 2992.1060 - val_mae: 43.0301
Epoch 189/1000
231/231 [==============================] - 0s 39us/step - loss: 2906.2266 - mae: 44.2036 - val_loss: 2991.8323 - val_mae: 42.9584
Epoch 190/1000
231/231 [==============================] - 0s 36us/step - loss: 2901.0920 - mae: 44.1065 - val_loss: 2986.2180 - val_mae: 43.0768
Epoch 191/1000
231/231 [==============================] - 0s 46us/step - loss: 2901.2961 - mae: 44.1972 - val_loss: 2985.3970 - val_mae: 43.1217
Epoch 192/1000
231/231 [==============================] - 0s 47us/step - loss: 2898.4109 - mae: 44.1308 - val_loss: 2982.3923 - val_mae: 43.0007
Epoch 193/1000
231/231 [==============================] - 0s 53us/step - loss: 2897.8858 - mae: 44.1133 - val_loss: 2979.7881 - val_mae: 42.9871
Epoch 194/1000
231/231 [==============================] - 0s 29us/step - loss: 2897.2589 - mae: 44.1254 - val_loss: 2980.5359 - val_mae: 42.8899
Epoch 195/1000
231/231 [==============================] - 0s 44us/step - loss: 2899.3258 - mae: 44.1130 - val_loss: 2979.7273 - val_mae: 42.8557
Epoch 196/1000
231/231 [==============================] - 0s 45us/step - loss: 2895.7882 - mae: 44.0404 - val_loss: 2975.3059 - val_mae: 42.9401
Epoch 197/1000
231/231 [==============================] - 0s 50us/step - loss: 2907.0897 - mae: 44.2373 - val_loss: 2983.4031 - val_mae: 42.7327
Epoch 198/1000
231/231 [==============================] - 0s 33us/step - loss: 2897.3131 - mae: 44.0318 - val_loss: 2974.3984 - val_mae: 43.0265
Epoch 199/1000
231/231 [==============================] - 0s 39us/step - loss: 2902.1780 - mae: 44.2451 - val_loss: 2978.3086 - val_mae: 42.7083
Epoch 200/1000
231/231 [==============================] - 0s 38us/step - loss: 2896.9833 - mae: 44.0361 - val_loss: 2971.2935 - val_mae: 42.9116
Epoch 201/1000
231/231 [==============================] - 0s 42us/step - loss: 2964.0923 - mae: 44.6774 - val_loss: 2971.4695 - val_mae: 43.0297
Epoch 202/1000
231/231 [==============================] - 0s 58us/step - loss: 2895.7427 - mae: 44.1525 - val_loss: 2968.7456 - val_mae: 42.7933
Epoch 203/1000
231/231 [==============================] - 0s 32us/step - loss: 2897.6208 - mae: 44.0863 - val_loss: 2968.9753 - val_mae: 42.7286
Epoch 204/1000
231/231 [==============================] - 0s 31us/step - loss: 2901.4322 - mae: 44.1088 - val_loss: 2970.3296 - val_mae: 42.6998
Epoch 205/1000
231/231 [==============================] - 0s 46us/step - loss: 2904.2820 - mae: 44.1648 - val_loss: 2969.0942 - val_mae: 42.6692
Epoch 206/1000
231/231 [==============================] - 0s 39us/step - loss: 2896.6675 - mae: 44.0375 - val_loss: 2963.5525 - val_mae: 42.8801
Epoch 207/1000
231/231 [==============================] - 0s 33us/step - loss: 2898.8031 - mae: 44.0813 - val_loss: 2964.1042 - val_mae: 42.9230
Epoch 208/1000
231/231 [==============================] - 0s 51us/step - loss: 2905.0323 - mae: 44.2562 - val_loss: 2964.3523 - val_mae: 42.6342
Epoch 209/1000
231/231 [==============================] - 0s 38us/step - loss: 2895.1304 - mae: 44.0320 - val_loss: 2959.7075 - val_mae: 42.8428
Epoch 210/1000
231/231 [==============================] - 0s 37us/step - loss: 2894.6461 - mae: 44.0603 - val_loss: 2957.6047 - val_mae: 42.7893
Epoch 211/1000
231/231 [==============================] - 0s 52us/step - loss: 2940.0523 - mae: 44.5648 - val_loss: 2960.7695 - val_mae: 42.9399
Epoch 212/1000
231/231 [==============================] - 0s 45us/step - loss: 2906.9154 - mae: 44.2338 - val_loss: 2959.3418 - val_mae: 42.9221
Epoch 213/1000
231/231 [==============================] - 0s 52us/step - loss: 2890.8003 - mae: 44.1121 - val_loss: 2954.6743 - val_mae: 42.7302
Epoch 214/1000
231/231 [==============================] - 0s 29us/step - loss: 2891.8255 - mae: 44.0947 - val_loss: 2954.9856 - val_mae: 42.6078
Epoch 215/1000
231/231 [==============================] - 0s 47us/step - loss: 2895.7911 - mae: 44.1439 - val_loss: 2955.9253 - val_mae: 42.5698
Epoch 216/1000
231/231 [==============================] - 0s 43us/step - loss: 2897.8077 - mae: 44.1079 - val_loss: 2954.0217 - val_mae: 42.8068
Epoch 217/1000
231/231 [==============================] - 0s 56us/step - loss: 2894.5286 - mae: 44.1713 - val_loss: 2951.1687 - val_mae: 42.7176
Epoch 218/1000
231/231 [==============================] - 0s 38us/step - loss: 2886.3693 - mae: 44.0592 - val_loss: 2950.0750 - val_mae: 42.6413
Epoch 219/1000
231/231 [==============================] - 0s 40us/step - loss: 2885.5859 - mae: 44.0339 - val_loss: 2949.1824 - val_mae: 42.6387
Epoch 220/1000
231/231 [==============================] - 0s 39us/step - loss: 2887.8800 - mae: 44.0337 - val_loss: 2948.7024 - val_mae: 42.6935
Epoch 221/1000
231/231 [==============================] - 0s 36us/step - loss: 2931.3270 - mae: 44.3307 - val_loss: 2953.3005 - val_mae: 42.9121
Epoch 222/1000
231/231 [==============================] - 0s 46us/step - loss: 2892.5119 - mae: 44.1746 - val_loss: 2948.8560 - val_mae: 42.6543
Epoch 223/1000
231/231 [==============================] - 0s 42us/step - loss: 2901.3660 - mae: 44.1774 - val_loss: 2952.3430 - val_mae: 42.4845
Epoch 224/1000
231/231 [==============================] - 0s 40us/step - loss: 2889.9032 - mae: 44.0111 - val_loss: 2947.1887 - val_mae: 42.6327
Epoch 225/1000
231/231 [==============================] - 0s 32us/step - loss: 2890.9156 - mae: 44.1048 - val_loss: 2947.9365 - val_mae: 42.7505
Epoch 226/1000
231/231 [==============================] - 0s 49us/step - loss: 2904.3288 - mae: 44.2350 - val_loss: 2949.7170 - val_mae: 42.4631
Epoch 227/1000
231/231 [==============================] - 0s 29us/step - loss: 2888.6462 - mae: 43.9950 - val_loss: 2945.9160 - val_mae: 42.6277
Epoch 228/1000
231/231 [==============================] - 0s 44us/step - loss: 2900.7797 - mae: 44.1889 - val_loss: 2946.0032 - val_mae: 42.7808
Epoch 229/1000
231/231 [==============================] - 0s 31us/step - loss: 2886.7654 - mae: 44.1033 - val_loss: 2942.6575 - val_mae: 42.5964
Epoch 230/1000
231/231 [==============================] - 0s 33us/step - loss: 2888.6119 - mae: 44.1408 - val_loss: 2944.0359 - val_mae: 42.4612
Epoch 231/1000
231/231 [==============================] - 0s 47us/step - loss: 2893.6743 - mae: 44.1795 - val_loss: 2944.1934 - val_mae: 42.4372
Epoch 232/1000
231/231 [==============================] - 0s 46us/step - loss: 2890.3715 - mae: 43.9940 - val_loss: 2939.5496 - val_mae: 42.6856
Epoch 233/1000
231/231 [==============================] - 0s 46us/step - loss: 2882.8903 - mae: 44.0795 - val_loss: 2937.8806 - val_mae: 42.4387
Epoch 234/1000
231/231 [==============================] - 0s 53us/step - loss: 2883.6704 - mae: 44.0719 - val_loss: 2937.1663 - val_mae: 42.4165
Epoch 235/1000
231/231 [==============================] - 0s 31us/step - loss: 2896.2314 - mae: 44.1690 - val_loss: 2941.8687 - val_mae: 42.3770
Epoch 236/1000
231/231 [==============================] - 0s 43us/step - loss: 2885.8452 - mae: 44.0100 - val_loss: 2935.8823 - val_mae: 42.4072
Epoch 237/1000
231/231 [==============================] - 0s 56us/step - loss: 2899.9995 - mae: 44.1412 - val_loss: 2942.5303 - val_mae: 42.3688
Epoch 238/1000
231/231 [==============================] - 0s 38us/step - loss: 2884.1095 - mae: 43.9389 - val_loss: 2936.0227 - val_mae: 42.4213
Epoch 239/1000
231/231 [==============================] - 0s 62us/step - loss: 2896.9635 - mae: 44.1210 - val_loss: 2937.1345 - val_mae: 42.7177
Epoch 240/1000
231/231 [==============================] - 0s 32us/step - loss: 2910.7860 - mae: 44.2675 - val_loss: 2938.6560 - val_mae: 42.7732
Epoch 241/1000
231/231 [==============================] - 0s 33us/step - loss: 2885.9466 - mae: 44.1438 - val_loss: 2935.1008 - val_mae: 42.6118
Epoch 242/1000
231/231 [==============================] - 0s 45us/step - loss: 2883.1933 - mae: 44.0615 - val_loss: 2934.2725 - val_mae: 42.5796
Epoch 243/1000
231/231 [==============================] - 0s 51us/step - loss: 2890.0058 - mae: 44.0807 - val_loss: 2935.0623 - val_mae: 42.6908
Epoch 244/1000
231/231 [==============================] - 0s 28us/step - loss: 2884.2810 - mae: 44.1090 - val_loss: 2934.5249 - val_mae: 42.3791
Epoch 245/1000
231/231 [==============================] - 0s 37us/step - loss: 2908.3053 - mae: 44.0871 - val_loss: 2939.5403 - val_mae: 42.3563
Epoch 246/1000
231/231 [==============================] - 0s 28us/step - loss: 2881.9921 - mae: 43.9480 - val_loss: 2931.3296 - val_mae: 42.4663
Epoch 247/1000
231/231 [==============================] - 0s 46us/step - loss: 2885.0750 - mae: 44.1085 - val_loss: 2934.3477 - val_mae: 42.3620
Epoch 248/1000
231/231 [==============================] - 0s 40us/step - loss: 2878.8259 - mae: 43.9652 - val_loss: 2930.0054 - val_mae: 42.4376
Epoch 249/1000
231/231 [==============================] - 0s 39us/step - loss: 2879.0263 - mae: 44.0319 - val_loss: 2929.5942 - val_mae: 42.3938
Epoch 250/1000
231/231 [==============================] - 0s 32us/step - loss: 2886.7235 - mae: 44.0311 - val_loss: 2932.1270 - val_mae: 42.6366
Epoch 251/1000
231/231 [==============================] - 0s 39us/step - loss: 2880.5572 - mae: 44.0774 - val_loss: 2928.8513 - val_mae: 42.4827
Epoch 252/1000
231/231 [==============================] - 0s 29us/step - loss: 2896.9487 - mae: 44.1738 - val_loss: 2933.6545 - val_mae: 42.2997
Epoch 253/1000
231/231 [==============================] - 0s 43us/step - loss: 2878.2115 - mae: 43.9241 - val_loss: 2927.4312 - val_mae: 42.3596
Epoch 254/1000
231/231 [==============================] - 0s 35us/step - loss: 2917.9052 - mae: 44.4262 - val_loss: 2931.6440 - val_mae: 42.2913
Epoch 255/1000
231/231 [==============================] - 0s 51us/step - loss: 2878.2588 - mae: 43.9139 - val_loss: 2925.9358 - val_mae: 42.3913
Epoch 256/1000
231/231 [==============================] - 0s 37us/step - loss: 2874.1033 - mae: 43.9921 - val_loss: 2925.0317 - val_mae: 42.3420
Epoch 257/1000
231/231 [==============================] - 0s 31us/step - loss: 2872.7099 - mae: 43.9669 - val_loss: 2923.6494 - val_mae: 42.3347
Epoch 258/1000
231/231 [==============================] - 0s 39us/step - loss: 2872.7547 - mae: 43.9658 - val_loss: 2923.5671 - val_mae: 42.3674
Epoch 259/1000
231/231 [==============================] - 0s 52us/step - loss: 2885.7665 - mae: 44.1409 - val_loss: 2928.1389 - val_mae: 42.2622
Epoch 260/1000
231/231 [==============================] - 0s 46us/step - loss: 2912.8939 - mae: 44.1902 - val_loss: 2930.6499 - val_mae: 42.2485
Epoch 261/1000
231/231 [==============================] - 0s 42us/step - loss: 2900.2230 - mae: 44.1522 - val_loss: 2930.4839 - val_mae: 42.2549
Epoch 262/1000
231/231 [==============================] - 0s 29us/step - loss: 2876.6369 - mae: 43.8836 - val_loss: 2922.7913 - val_mae: 42.3121
Epoch 263/1000
231/231 [==============================] - 0s 28us/step - loss: 2878.5035 - mae: 43.9671 - val_loss: 2922.6912 - val_mae: 42.4918
Epoch 264/1000
231/231 [==============================] - 0s 37us/step - loss: 2873.8891 - mae: 44.0212 - val_loss: 2921.4297 - val_mae: 42.3603
Epoch 265/1000
231/231 [==============================] - 0s 47us/step - loss: 2881.2555 - mae: 44.0489 - val_loss: 2923.6816 - val_mae: 42.5402
Epoch 266/1000
231/231 [==============================] - 0s 36us/step - loss: 2891.8547 - mae: 44.0340 - val_loss: 2925.1040 - val_mae: 42.6011
Epoch 267/1000
231/231 [==============================] - 0s 55us/step - loss: 2876.6311 - mae: 44.0445 - val_loss: 2921.6267 - val_mae: 42.4194
Epoch 268/1000
231/231 [==============================] - 0s 36us/step - loss: 2874.4157 - mae: 44.0282 - val_loss: 2919.9880 - val_mae: 42.3870
Epoch 269/1000
231/231 [==============================] - 0s 32us/step - loss: 2868.6955 - mae: 43.9863 - val_loss: 2919.2400 - val_mae: 42.2901
Epoch 270/1000
231/231 [==============================] - 0s 55us/step - loss: 2884.0301 - mae: 43.9898 - val_loss: 2921.9429 - val_mae: 42.5522
Epoch 271/1000
231/231 [==============================] - 0s 36us/step - loss: 2886.3827 - mae: 44.2127 - val_loss: 2922.0281 - val_mae: 42.2122
Epoch 272/1000
231/231 [==============================] - 0s 46us/step - loss: 2868.8212 - mae: 43.8989 - val_loss: 2916.5828 - val_mae: 42.2642
Epoch 273/1000
231/231 [==============================] - 0s 27us/step - loss: 2875.4844 - mae: 43.9758 - val_loss: 2917.5251 - val_mae: 42.3910
Epoch 274/1000
231/231 [==============================] - 0s 35us/step - loss: 2886.0260 - mae: 44.1151 - val_loss: 2920.6584 - val_mae: 42.1742
Epoch 275/1000
231/231 [==============================] - 0s 34us/step - loss: 2890.1846 - mae: 44.1011 - val_loss: 2923.3857 - val_mae: 42.1716
Epoch 276/1000
231/231 [==============================] - 0s 51us/step - loss: 2869.5302 - mae: 43.8503 - val_loss: 2916.4370 - val_mae: 42.2878
Epoch 277/1000
231/231 [==============================] - 0s 41us/step - loss: 2873.5819 - mae: 43.9587 - val_loss: 2916.4019 - val_mae: 42.3507
Epoch 278/1000
231/231 [==============================] - 0s 38us/step - loss: 2879.1103 - mae: 43.9865 - val_loss: 2918.6599 - val_mae: 42.4290
Epoch 279/1000
231/231 [==============================] - 0s 36us/step - loss: 2870.5896 - mae: 44.0152 - val_loss: 2918.1824 - val_mae: 42.1785
Epoch 280/1000
231/231 [==============================] - 0s 43us/step - loss: 2908.6716 - mae: 44.2739 - val_loss: 2923.7991 - val_mae: 42.1523
Epoch 281/1000
231/231 [==============================] - 0s 40us/step - loss: 2872.6950 - mae: 43.9009 - val_loss: 2918.0608 - val_mae: 42.1847
Epoch 282/1000
231/231 [==============================] - 0s 47us/step - loss: 2869.4506 - mae: 43.9060 - val_loss: 2917.1377 - val_mae: 42.2190
Epoch 283/1000
231/231 [==============================] - 0s 34us/step - loss: 2864.4816 - mae: 43.9280 - val_loss: 2916.7944 - val_mae: 42.1990
Epoch 284/1000
231/231 [==============================] - 0s 33us/step - loss: 2866.3004 - mae: 43.8601 - val_loss: 2915.6663 - val_mae: 42.3227
Epoch 285/1000
231/231 [==============================] - 0s 32us/step - loss: 2863.2712 - mae: 43.9442 - val_loss: 2914.9050 - val_mae: 42.1893
Epoch 286/1000
231/231 [==============================] - 0s 44us/step - loss: 2868.6814 - mae: 43.8623 - val_loss: 2914.7244 - val_mae: 42.3858
Epoch 287/1000
231/231 [==============================] - 0s 33us/step - loss: 2875.6359 - mae: 44.1036 - val_loss: 2918.1033 - val_mae: 42.1208
Epoch 288/1000
231/231 [==============================] - 0s 52us/step - loss: 2865.3849 - mae: 43.8248 - val_loss: 2912.6208 - val_mae: 42.2749
Epoch 289/1000
231/231 [==============================] - 0s 34us/step - loss: 2916.1730 - mae: 44.1875 - val_loss: 2915.1726 - val_mae: 42.4144
Epoch 290/1000
231/231 [==============================] - 0s 43us/step - loss: 2865.1008 - mae: 44.0055 - val_loss: 2912.8816 - val_mae: 42.1821
Epoch 291/1000
231/231 [==============================] - 0s 45us/step - loss: 2860.8676 - mae: 43.8721 - val_loss: 2910.9685 - val_mae: 42.1784
Epoch 292/1000
231/231 [==============================] - 0s 39us/step - loss: 2882.8497 - mae: 43.9845 - val_loss: 2912.3770 - val_mae: 42.3662
Epoch 293/1000
231/231 [==============================] - 0s 48us/step - loss: 2865.2063 - mae: 43.9974 - val_loss: 2911.3489 - val_mae: 42.1495
Epoch 294/1000
231/231 [==============================] - 0s 29us/step - loss: 2866.7054 - mae: 43.8667 - val_loss: 2910.8455 - val_mae: 42.2960
Epoch 295/1000
231/231 [==============================] - 0s 36us/step - loss: 2863.8703 - mae: 43.9671 - val_loss: 2910.1619 - val_mae: 42.2667
Epoch 296/1000
231/231 [==============================] - 0s 42us/step - loss: 2858.5916 - mae: 43.9007 - val_loss: 2909.2678 - val_mae: 42.1895
Epoch 297/1000
231/231 [==============================] - 0s 39us/step - loss: 2857.7559 - mae: 43.8331 - val_loss: 2908.0330 - val_mae: 42.2336
Epoch 298/1000
231/231 [==============================] - 0s 34us/step - loss: 2861.3572 - mae: 43.8834 - val_loss: 2909.1794 - val_mae: 42.3120
Epoch 299/1000
231/231 [==============================] - 0s 46us/step - loss: 2863.1418 - mae: 43.9735 - val_loss: 2908.8606 - val_mae: 42.1242
Epoch 300/1000
231/231 [==============================] - 0s 33us/step - loss: 2872.7925 - mae: 43.9445 - val_loss: 2913.1562 - val_mae: 42.0543
Epoch 301/1000
231/231 [==============================] - 0s 46us/step - loss: 2863.5688 - mae: 43.7905 - val_loss: 2908.0110 - val_mae: 42.3272
Epoch 302/1000
231/231 [==============================] - 0s 48us/step - loss: 2858.9486 - mae: 43.8572 - val_loss: 2905.6516 - val_mae: 42.2214
Epoch 303/1000
231/231 [==============================] - 0s 44us/step - loss: 2857.8379 - mae: 43.8997 - val_loss: 2908.0935 - val_mae: 42.0632
Epoch 304/1000
231/231 [==============================] - 0s 36us/step - loss: 2871.2790 - mae: 43.8894 - val_loss: 2908.1699 - val_mae: 42.3419
Epoch 305/1000
231/231 [==============================] - 0s 45us/step - loss: 2858.0637 - mae: 43.8721 - val_loss: 2905.6443 - val_mae: 42.2033
Epoch 306/1000
231/231 [==============================] - 0s 44us/step - loss: 2858.4203 - mae: 43.8482 - val_loss: 2904.5574 - val_mae: 42.2327
Epoch 307/1000
231/231 [==============================] - 0s 30us/step - loss: 2853.4749 - mae: 43.8760 - val_loss: 2904.5146 - val_mae: 42.1261
Epoch 308/1000
231/231 [==============================] - 0s 57us/step - loss: 2892.0839 - mae: 44.2259 - val_loss: 2911.4587 - val_mae: 41.9926
Epoch 309/1000
231/231 [==============================] - 0s 32us/step - loss: 2869.8845 - mae: 43.9500 - val_loss: 2910.0105 - val_mae: 42.0000
Epoch 310/1000
231/231 [==============================] - 0s 33us/step - loss: 2858.6690 - mae: 43.7862 - val_loss: 2907.2263 - val_mae: 42.0487
Epoch 311/1000
231/231 [==============================] - 0s 40us/step - loss: 2858.6339 - mae: 43.9040 - val_loss: 2908.9512 - val_mae: 42.0373
Epoch 312/1000
231/231 [==============================] - 0s 52us/step - loss: 2856.9212 - mae: 43.8423 - val_loss: 2907.5659 - val_mae: 42.0359
Epoch 313/1000
231/231 [==============================] - 0s 34us/step - loss: 2854.5696 - mae: 43.7474 - val_loss: 2905.3191 - val_mae: 42.0932
Epoch 314/1000
231/231 [==============================] - 0s 58us/step - loss: 2851.4656 - mae: 43.7948 - val_loss: 2903.2229 - val_mae: 42.1212
Epoch 315/1000
231/231 [==============================] - 0s 36us/step - loss: 2874.1681 - mae: 44.0143 - val_loss: 2910.8472 - val_mae: 41.9686
Epoch 316/1000
231/231 [==============================] - 0s 52us/step - loss: 2859.3240 - mae: 43.7344 - val_loss: 2903.6648 - val_mae: 42.2163
Epoch 317/1000
231/231 [==============================] - 0s 40us/step - loss: 2866.8277 - mae: 44.0158 - val_loss: 2903.8809 - val_mae: 42.2597
Epoch 318/1000
231/231 [==============================] - 0s 35us/step - loss: 2855.2043 - mae: 43.8775 - val_loss: 2901.4263 - val_mae: 42.1926
Epoch 319/1000
231/231 [==============================] - 0s 44us/step - loss: 2856.1455 - mae: 43.9187 - val_loss: 2904.9214 - val_mae: 41.9990
Epoch 320/1000
231/231 [==============================] - 0s 39us/step - loss: 2852.6247 - mae: 43.7235 - val_loss: 2902.0352 - val_mae: 42.1724
Epoch 321/1000
231/231 [==============================] - 0s 35us/step - loss: 2851.7590 - mae: 43.8040 - val_loss: 2902.7080 - val_mae: 42.1812
Epoch 322/1000
231/231 [==============================] - 0s 48us/step - loss: 2848.0786 - mae: 43.7864 - val_loss: 2900.7827 - val_mae: 42.1341
Epoch 323/1000
231/231 [==============================] - 0s 35us/step - loss: 2851.2499 - mae: 43.7649 - val_loss: 2900.7393 - val_mae: 42.1740
Epoch 324/1000
231/231 [==============================] - 0s 33us/step - loss: 2864.4151 - mae: 43.9218 - val_loss: 2902.3052 - val_mae: 42.2389
Epoch 325/1000
231/231 [==============================] - 0s 42us/step - loss: 2848.9232 - mae: 43.8643 - val_loss: 2897.0342 - val_mae: 42.0845
Epoch 326/1000
231/231 [==============================] - 0s 36us/step - loss: 2846.2855 - mae: 43.7951 - val_loss: 2898.0027 - val_mae: 41.9792
Epoch 327/1000
231/231 [==============================] - 0s 36us/step - loss: 2843.2977 - mae: 43.7227 - val_loss: 2896.0718 - val_mae: 42.0643
Epoch 328/1000
231/231 [==============================] - 0s 40us/step - loss: 2866.2175 - mae: 43.7843 - val_loss: 2900.8218 - val_mae: 42.2137
Epoch 329/1000
231/231 [==============================] - 0s 52us/step - loss: 2857.9294 - mae: 43.9686 - val_loss: 2899.1421 - val_mae: 42.1700
Epoch 330/1000
231/231 [==============================] - 0s 31us/step - loss: 2848.7554 - mae: 43.8371 - val_loss: 2897.2625 - val_mae: 42.1170
Epoch 331/1000
231/231 [==============================] - 0s 39us/step - loss: 2865.9826 - mae: 43.7396 - val_loss: 2899.5286 - val_mae: 42.1882
Epoch 332/1000
231/231 [==============================] - 0s 48us/step - loss: 2845.0890 - mae: 43.8227 - val_loss: 2895.3618 - val_mae: 42.0168
Epoch 333/1000
231/231 [==============================] - 0s 33us/step - loss: 2842.4946 - mae: 43.7618 - val_loss: 2895.4910 - val_mae: 41.9734
Epoch 334/1000
231/231 [==============================] - 0s 58us/step - loss: 2855.5405 - mae: 43.8975 - val_loss: 2901.1631 - val_mae: 41.8831
Epoch 335/1000
231/231 [==============================] - 0s 33us/step - loss: 2865.6159 - mae: 43.8256 - val_loss: 2902.5002 - val_mae: 41.8689
Epoch 336/1000
231/231 [==============================] - 0s 32us/step - loss: 2847.9296 - mae: 43.6665 - val_loss: 2895.1250 - val_mae: 42.1048
Epoch 337/1000
231/231 [==============================] - 0s 46us/step - loss: 2840.7679 - mae: 43.7696 - val_loss: 2897.1982 - val_mae: 41.9631
Epoch 338/1000
231/231 [==============================] - 0s 49us/step - loss: 2843.4665 - mae: 43.6670 - val_loss: 2897.3088 - val_mae: 42.1353
Epoch 339/1000
231/231 [==============================] - 0s 32us/step - loss: 2839.4211 - mae: 43.7909 - val_loss: 2897.6433 - val_mae: 41.9328
Epoch 340/1000
231/231 [==============================] - 0s 51us/step - loss: 2838.8259 - mae: 43.7509 - val_loss: 2896.6729 - val_mae: 41.9651
Epoch 341/1000
231/231 [==============================] - 0s 32us/step - loss: 2854.9375 - mae: 43.8813 - val_loss: 2902.6194 - val_mae: 41.8591
Epoch 342/1000
231/231 [==============================] - 0s 34us/step - loss: 2848.9282 - mae: 43.6413 - val_loss: 2895.4207 - val_mae: 42.1073
Epoch 343/1000
231/231 [==============================] - 0s 42us/step - loss: 2838.6936 - mae: 43.8239 - val_loss: 2894.2449 - val_mae: 42.0374
Epoch 344/1000
231/231 [==============================] - 0s 41us/step - loss: 2847.4921 - mae: 43.7393 - val_loss: 2896.7937 - val_mae: 42.1205
Epoch 345/1000
231/231 [==============================] - 0s 44us/step - loss: 2835.6934 - mae: 43.7839 - val_loss: 2892.9734 - val_mae: 41.9685
Epoch 346/1000
231/231 [==============================] - 0s 35us/step - loss: 2837.4530 - mae: 43.7098 - val_loss: 2892.9314 - val_mae: 41.9181
Epoch 347/1000
231/231 [==============================] - 0s 43us/step - loss: 2834.0546 - mae: 43.6255 - val_loss: 2892.0466 - val_mae: 42.0346
Epoch 348/1000
231/231 [==============================] - 0s 39us/step - loss: 2832.0103 - mae: 43.6976 - val_loss: 2892.5842 - val_mae: 41.9087
Epoch 349/1000
231/231 [==============================] - 0s 43us/step - loss: 2874.4453 - mae: 43.7382 - val_loss: 2895.7397 - val_mae: 42.1039
Epoch 350/1000
231/231 [==============================] - 0s 34us/step - loss: 2833.3829 - mae: 43.7496 - val_loss: 2891.5825 - val_mae: 41.9003
Epoch 351/1000
231/231 [==============================] - 0s 33us/step - loss: 2839.5707 - mae: 43.6890 - val_loss: 2893.3093 - val_mae: 41.8239
Epoch 352/1000
231/231 [==============================] - 0s 39us/step - loss: 2833.7068 - mae: 43.5751 - val_loss: 2889.6094 - val_mae: 42.0132
Epoch 353/1000
231/231 [==============================] - 0s 50us/step - loss: 2831.9958 - mae: 43.7073 - val_loss: 2891.2739 - val_mae: 41.8630
Epoch 354/1000
231/231 [==============================] - 0s 39us/step - loss: 2876.1971 - mae: 43.9585 - val_loss: 2898.1436 - val_mae: 41.7864
Epoch 355/1000
231/231 [==============================] - 0s 54us/step - loss: 2851.7058 - mae: 43.7828 - val_loss: 2897.9607 - val_mae: 41.7764
Epoch 356/1000
231/231 [==============================] - 0s 31us/step - loss: 2834.1175 - mae: 43.5537 - val_loss: 2890.1831 - val_mae: 41.9392
Epoch 357/1000
231/231 [==============================] - 0s 39us/step - loss: 2827.1584 - mae: 43.6124 - val_loss: 2888.9893 - val_mae: 41.8954
Epoch 358/1000
231/231 [==============================] - 0s 33us/step - loss: 2826.6993 - mae: 43.5791 - val_loss: 2887.4412 - val_mae: 41.9071
Epoch 359/1000
231/231 [==============================] - 0s 42us/step - loss: 2826.9539 - mae: 43.6579 - val_loss: 2887.9644 - val_mae: 41.8129
Epoch 360/1000
231/231 [==============================] - 0s 32us/step - loss: 2826.6778 - mae: 43.6003 - val_loss: 2887.1680 - val_mae: 41.8186
Epoch 361/1000
231/231 [==============================] - 0s 33us/step - loss: 2832.7346 - mae: 43.6025 - val_loss: 2890.2942 - val_mae: 41.7574
Epoch 362/1000
231/231 [==============================] - 0s 40us/step - loss: 2828.5048 - mae: 43.5637 - val_loss: 2884.6462 - val_mae: 41.8043
Epoch 363/1000
231/231 [==============================] - 0s 31us/step - loss: 2848.0847 - mae: 43.7417 - val_loss: 2892.7949 - val_mae: 41.7028
Epoch 364/1000
231/231 [==============================] - 0s 40us/step - loss: 2827.5010 - mae: 43.5029 - val_loss: 2883.6877 - val_mae: 41.8690
Epoch 365/1000
231/231 [==============================] - 0s 54us/step - loss: 2861.3239 - mae: 43.6782 - val_loss: 2885.0840 - val_mae: 41.9812
Epoch 366/1000
231/231 [==============================] - 0s 36us/step - loss: 2829.2546 - mae: 43.6888 - val_loss: 2881.1572 - val_mae: 41.8780
Epoch 367/1000
231/231 [==============================] - 0s 45us/step - loss: 2822.1190 - mae: 43.5738 - val_loss: 2880.4988 - val_mae: 41.8268
Epoch 368/1000
231/231 [==============================] - 0s 43us/step - loss: 2826.0268 - mae: 43.5446 - val_loss: 2880.8474 - val_mae: 41.8920
Epoch 369/1000
231/231 [==============================] - 0s 35us/step - loss: 2826.5360 - mae: 43.5979 - val_loss: 2880.7722 - val_mae: 41.9024
Epoch 370/1000
231/231 [==============================] - 0s 51us/step - loss: 2838.2492 - mae: 43.6971 - val_loss: 2882.9956 - val_mae: 41.9596
Epoch 371/1000
231/231 [==============================] - 0s 39us/step - loss: 2846.7932 - mae: 43.9413 - val_loss: 2883.8020 - val_mae: 41.6772
Epoch 372/1000
231/231 [==============================] - 0s 32us/step - loss: 2822.4806 - mae: 43.4936 - val_loss: 2879.1882 - val_mae: 41.7863
Epoch 373/1000
231/231 [==============================] - 0s 38us/step - loss: 2819.6263 - mae: 43.5731 - val_loss: 2880.7314 - val_mae: 41.7109
Epoch 374/1000
231/231 [==============================] - 0s 45us/step - loss: 2820.5610 - mae: 43.4955 - val_loss: 2878.7219 - val_mae: 41.8252
Epoch 375/1000
231/231 [==============================] - 0s 37us/step - loss: 2825.1109 - mae: 43.6877 - val_loss: 2883.6321 - val_mae: 41.6583
Epoch 376/1000
231/231 [==============================] - 0s 53us/step - loss: 2828.5322 - mae: 43.5399 - val_loss: 2882.4614 - val_mae: 41.6718
Epoch 377/1000
231/231 [==============================] - 0s 38us/step - loss: 2867.5469 - mae: 43.9325 - val_loss: 2887.8923 - val_mae: 41.6280
Epoch 378/1000
231/231 [==============================] - 0s 35us/step - loss: 2824.3005 - mae: 43.4861 - val_loss: 2880.2664 - val_mae: 41.6916
Epoch 379/1000
231/231 [==============================] - 0s 45us/step - loss: 2820.1193 - mae: 43.4986 - val_loss: 2878.5869 - val_mae: 41.8262
Epoch 380/1000
231/231 [==============================] - 0s 52us/step - loss: 2821.7302 - mae: 43.5147 - val_loss: 2878.9224 - val_mae: 41.8401
Epoch 381/1000
231/231 [==============================] - 0s 32us/step - loss: 2822.9446 - mae: 43.6838 - val_loss: 2880.0308 - val_mae: 41.6570
Epoch 382/1000
231/231 [==============================] - 0s 57us/step - loss: 2833.5934 - mae: 43.7237 - val_loss: 2883.4849 - val_mae: 41.6139
Epoch 383/1000
231/231 [==============================] - 0s 38us/step - loss: 2827.5032 - mae: 43.4984 - val_loss: 2878.1128 - val_mae: 41.8277
Epoch 384/1000
231/231 [==============================] - 0s 49us/step - loss: 2818.5528 - mae: 43.6206 - val_loss: 2879.5779 - val_mae: 41.6669
Epoch 385/1000
231/231 [==============================] - 0s 42us/step - loss: 2813.6014 - mae: 43.4271 - val_loss: 2878.8835 - val_mae: 41.7300
Epoch 386/1000
231/231 [==============================] - 0s 48us/step - loss: 2820.6863 - mae: 43.5211 - val_loss: 2883.6035 - val_mae: 41.6264
Epoch 387/1000
231/231 [==============================] - 0s 62us/step - loss: 2814.8153 - mae: 43.4374 - val_loss: 2876.2788 - val_mae: 41.7404
Epoch 388/1000
231/231 [==============================] - 0s 58us/step - loss: 2862.0826 - mae: 43.7034 - val_loss: 2878.8459 - val_mae: 41.8554
Epoch 389/1000
231/231 [==============================] - 0s 59us/step - loss: 2839.4133 - mae: 43.7952 - val_loss: 2880.1624 - val_mae: 41.8675
Epoch 390/1000
231/231 [==============================] - 0s 49us/step - loss: 2818.3862 - mae: 43.6013 - val_loss: 2876.1997 - val_mae: 41.7887
Epoch 391/1000
231/231 [==============================] - 0s 30us/step - loss: 2813.2473 - mae: 43.5563 - val_loss: 2874.8333 - val_mae: 41.7442
Epoch 392/1000
231/231 [==============================] - 0s 35us/step - loss: 2812.4356 - mae: 43.4499 - val_loss: 2874.3760 - val_mae: 41.7237
Epoch 393/1000
231/231 [==============================] - 0s 36us/step - loss: 2824.5430 - mae: 43.7119 - val_loss: 2879.5176 - val_mae: 41.5750
Epoch 394/1000
231/231 [==============================] - 0s 32us/step - loss: 2827.6080 - mae: 43.5102 - val_loss: 2874.8230 - val_mae: 41.7737
Epoch 395/1000
231/231 [==============================] - 0s 57us/step - loss: 2813.0661 - mae: 43.5702 - val_loss: 2875.1035 - val_mae: 41.6168
Epoch 396/1000
231/231 [==============================] - 0s 42us/step - loss: 2807.9048 - mae: 43.3946 - val_loss: 2874.0718 - val_mae: 41.6874
Epoch 397/1000
231/231 [==============================] - 0s 43us/step - loss: 2809.1805 - mae: 43.4286 - val_loss: 2872.6326 - val_mae: 41.6791
Epoch 398/1000
231/231 [==============================] - 0s 31us/step - loss: 2806.7341 - mae: 43.4090 - val_loss: 2872.7097 - val_mae: 41.6557
Epoch 399/1000
231/231 [==============================] - 0s 47us/step - loss: 2814.3383 - mae: 43.3991 - val_loss: 2874.7295 - val_mae: 41.7901
Epoch 400/1000
231/231 [==============================] - 0s 45us/step - loss: 2887.6206 - mae: 44.1513 - val_loss: 2874.7610 - val_mae: 41.6020
Epoch 401/1000
231/231 [==============================] - 0s 47us/step - loss: 2813.0320 - mae: 43.4233 - val_loss: 2873.2542 - val_mae: 41.7209
Epoch 402/1000
231/231 [==============================] - 0s 38us/step - loss: 2807.6814 - mae: 43.4887 - val_loss: 2874.8770 - val_mae: 41.6219
Epoch 403/1000
231/231 [==============================] - 0s 31us/step - loss: 2807.0746 - mae: 43.3896 - val_loss: 2873.4768 - val_mae: 41.6814
Epoch 404/1000
231/231 [==============================] - 0s 45us/step - loss: 2838.7070 - mae: 43.4641 - val_loss: 2875.9961 - val_mae: 41.7951
Epoch 405/1000
231/231 [==============================] - 0s 30us/step - loss: 2817.9774 - mae: 43.6260 - val_loss: 2874.9399 - val_mae: 41.7761
Epoch 406/1000
231/231 [==============================] - 0s 45us/step - loss: 2850.1174 - mae: 43.9687 - val_loss: 2876.4019 - val_mae: 41.5923
Epoch 407/1000
231/231 [==============================] - 0s 42us/step - loss: 2805.4436 - mae: 43.3706 - val_loss: 2875.2573 - val_mae: 41.6155
Epoch 408/1000
231/231 [==============================] - 0s 36us/step - loss: 2816.8237 - mae: 43.5766 - val_loss: 2878.7056 - val_mae: 41.5712
Epoch 409/1000
231/231 [==============================] - 0s 42us/step - loss: 2804.3740 - mae: 43.3482 - val_loss: 2874.7617 - val_mae: 41.6161
Epoch 410/1000
231/231 [==============================] - 0s 56us/step - loss: 2805.1799 - mae: 43.3814 - val_loss: 2876.5381 - val_mae: 41.5848
Epoch 411/1000
231/231 [==============================] - 0s 60us/step - loss: 2810.3230 - mae: 43.4446 - val_loss: 2878.6411 - val_mae: 41.5702
Epoch 412/1000
231/231 [==============================] - 0s 38us/step - loss: 2803.0058 - mae: 43.3388 - val_loss: 2876.5327 - val_mae: 41.5960
Epoch 413/1000
231/231 [==============================] - 0s 32us/step - loss: 2803.2054 - mae: 43.4386 - val_loss: 2877.4702 - val_mae: 41.5809
Epoch 414/1000
231/231 [==============================] - 0s 40us/step - loss: 2803.4037 - mae: 43.3514 - val_loss: 2875.3821 - val_mae: 41.5750
Epoch 415/1000
231/231 [==============================] - 0s 41us/step - loss: 2808.1939 - mae: 43.4553 - val_loss: 2878.7056 - val_mae: 41.5524
Epoch 416/1000
231/231 [==============================] - 0s 32us/step - loss: 2810.1112 - mae: 43.3218 - val_loss: 2874.5312 - val_mae: 41.7302
Epoch 417/1000
231/231 [==============================] - 0s 60us/step - loss: 2816.2140 - mae: 43.5975 - val_loss: 2873.3469 - val_mae: 41.7410
Epoch 418/1000
231/231 [==============================] - 0s 36us/step - loss: 2824.0267 - mae: 43.6989 - val_loss: 2873.8401 - val_mae: 41.7541
Epoch 419/1000
231/231 [==============================] - 0s 35us/step - loss: 2809.9934 - mae: 43.5167 - val_loss: 2872.0125 - val_mae: 41.7065
Epoch 420/1000
231/231 [==============================] - 0s 42us/step - loss: 2846.6966 - mae: 43.7349 - val_loss: 2874.1885 - val_mae: 41.7459
Epoch 421/1000
231/231 [==============================] - 0s 45us/step - loss: 2806.9765 - mae: 43.4876 - val_loss: 2870.9434 - val_mae: 41.6737
Epoch 422/1000
231/231 [==============================] - 0s 37us/step - loss: 2797.4285 - mae: 43.4254 - val_loss: 2869.8059 - val_mae: 41.5656
Epoch 423/1000
231/231 [==============================] - 0s 38us/step - loss: 2798.2661 - mae: 43.3582 - val_loss: 2869.7297 - val_mae: 41.5384
Epoch 424/1000
231/231 [==============================] - 0s 45us/step - loss: 2810.7330 - mae: 43.5391 - val_loss: 2874.7000 - val_mae: 41.4819
Epoch 425/1000
231/231 [==============================] - 0s 48us/step - loss: 2801.0000 - mae: 43.2714 - val_loss: 2867.4358 - val_mae: 41.5802
Epoch 426/1000
231/231 [==============================] - 0s 54us/step - loss: 2798.0476 - mae: 43.3113 - val_loss: 2868.2244 - val_mae: 41.6235
Epoch 427/1000
231/231 [==============================] - 0s 42us/step - loss: 2799.3194 - mae: 43.4710 - val_loss: 2871.0264 - val_mae: 41.4847
Epoch 428/1000
231/231 [==============================] - 0s 48us/step - loss: 2802.3773 - mae: 43.2660 - val_loss: 2868.7571 - val_mae: 41.6441
Epoch 429/1000
231/231 [==============================] - 0s 47us/step - loss: 2794.0815 - mae: 43.4025 - val_loss: 2868.3398 - val_mae: 41.5315
Epoch 430/1000
231/231 [==============================] - 0s 38us/step - loss: 2794.1486 - mae: 43.3483 - val_loss: 2868.7664 - val_mae: 41.4966
Epoch 431/1000
231/231 [==============================] - 0s 55us/step - loss: 2815.4474 - mae: 43.4423 - val_loss: 2870.7917 - val_mae: 41.6735
Epoch 432/1000
231/231 [==============================] - 0s 40us/step - loss: 2795.1283 - mae: 43.4473 - val_loss: 2868.7861 - val_mae: 41.4825
Epoch 433/1000
231/231 [==============================] - 0s 52us/step - loss: 2799.2591 - mae: 43.3780 - val_loss: 2873.2473 - val_mae: 41.4555
Epoch 434/1000
231/231 [==============================] - 0s 47us/step - loss: 2804.4269 - mae: 43.2959 - val_loss: 2867.9167 - val_mae: 41.6255
Epoch 435/1000
231/231 [==============================] - 0s 30us/step - loss: 2792.7532 - mae: 43.4019 - val_loss: 2868.1113 - val_mae: 41.4759
Epoch 436/1000
231/231 [==============================] - 0s 44us/step - loss: 2794.8687 - mae: 43.2197 - val_loss: 2866.3613 - val_mae: 41.5921
Epoch 437/1000
231/231 [==============================] - 0s 44us/step - loss: 2796.8718 - mae: 43.3568 - val_loss: 2865.5547 - val_mae: 41.5868
Epoch 438/1000
231/231 [==============================] - 0s 35us/step - loss: 2809.3919 - mae: 43.6436 - val_loss: 2870.6199 - val_mae: 41.4086
Epoch 439/1000
231/231 [==============================] - 0s 57us/step - loss: 2800.4679 - mae: 43.2130 - val_loss: 2864.0488 - val_mae: 41.5554
Epoch 440/1000
231/231 [==============================] - 0s 41us/step - loss: 2787.9740 - mae: 43.3249 - val_loss: 2861.9246 - val_mae: 41.4627
Epoch 441/1000
231/231 [==============================] - 0s 46us/step - loss: 2808.5483 - mae: 43.3169 - val_loss: 2861.9988 - val_mae: 41.5709
Epoch 442/1000
231/231 [==============================] - 0s 35us/step - loss: 2818.4067 - mae: 43.5348 - val_loss: 2862.3879 - val_mae: 41.5949
Epoch 443/1000
231/231 [==============================] - 0s 48us/step - loss: 2802.9554 - mae: 43.4597 - val_loss: 2861.0925 - val_mae: 41.5458
Epoch 444/1000
231/231 [==============================] - 0s 45us/step - loss: 2788.4481 - mae: 43.3623 - val_loss: 2859.5942 - val_mae: 41.4355
Epoch 445/1000
231/231 [==============================] - 0s 42us/step - loss: 2787.4620 - mae: 43.3251 - val_loss: 2861.6621 - val_mae: 41.3838
Epoch 446/1000
231/231 [==============================] - 0s 30us/step - loss: 2785.9099 - mae: 43.1955 - val_loss: 2860.3223 - val_mae: 41.4246
Epoch 447/1000
231/231 [==============================] - 0s 41us/step - loss: 2784.3209 - mae: 43.2891 - val_loss: 2861.2615 - val_mae: 41.3699
Epoch 448/1000
231/231 [==============================] - 0s 46us/step - loss: 2791.1407 - mae: 43.1584 - val_loss: 2859.7024 - val_mae: 41.4943
Epoch 449/1000
231/231 [==============================] - 0s 39us/step - loss: 2792.5373 - mae: 43.4682 - val_loss: 2865.1462 - val_mae: 41.3346
Epoch 450/1000
231/231 [==============================] - 0s 63us/step - loss: 2788.2668 - mae: 43.1628 - val_loss: 2860.8403 - val_mae: 41.4847
Epoch 451/1000
231/231 [==============================] - 0s 33us/step - loss: 2795.2274 - mae: 43.2734 - val_loss: 2861.0662 - val_mae: 41.5185
Epoch 452/1000
231/231 [==============================] - 0s 30us/step - loss: 2786.7872 - mae: 43.3870 - val_loss: 2863.2913 - val_mae: 41.3266
Epoch 453/1000
231/231 [==============================] - 0s 41us/step - loss: 2784.5869 - mae: 43.1995 - val_loss: 2861.4041 - val_mae: 41.3409
Epoch 454/1000
231/231 [==============================] - 0s 47us/step - loss: 2782.9143 - mae: 43.1744 - val_loss: 2856.9248 - val_mae: 41.3761
Epoch 455/1000
231/231 [==============================] - 0s 33us/step - loss: 2782.8440 - mae: 43.1950 - val_loss: 2857.7310 - val_mae: 41.4463
Epoch 456/1000
231/231 [==============================] - 0s 43us/step - loss: 2791.5728 - mae: 43.3725 - val_loss: 2858.0854 - val_mae: 41.4864
Epoch 457/1000
231/231 [==============================] - 0s 34us/step - loss: 2786.4046 - mae: 43.3835 - val_loss: 2858.2681 - val_mae: 41.4265
Epoch 458/1000
231/231 [==============================] - 0s 33us/step - loss: 2780.1708 - mae: 43.2036 - val_loss: 2858.0071 - val_mae: 41.3579
Epoch 459/1000
231/231 [==============================] - 0s 45us/step - loss: 2854.1796 - mae: 43.8972 - val_loss: 2862.8596 - val_mae: 41.3176
Epoch 460/1000
231/231 [==============================] - 0s 61us/step - loss: 2806.0133 - mae: 43.4408 - val_loss: 2867.7439 - val_mae: 41.3093
Epoch 461/1000
231/231 [==============================] - 0s 30us/step - loss: 2779.9288 - mae: 43.1553 - val_loss: 2861.1343 - val_mae: 41.3485
Epoch 462/1000
231/231 [==============================] - 0s 41us/step - loss: 2812.0500 - mae: 43.4715 - val_loss: 2867.2087 - val_mae: 41.3154
Epoch 463/1000
231/231 [==============================] - 0s 40us/step - loss: 2779.6902 - mae: 43.0931 - val_loss: 2860.8438 - val_mae: 41.3505
Epoch 464/1000
231/231 [==============================] - 0s 43us/step - loss: 2776.8736 - mae: 43.1623 - val_loss: 2857.9346 - val_mae: 41.3601
Epoch 465/1000
231/231 [==============================] - 0s 54us/step - loss: 2804.1888 - mae: 43.5121 - val_loss: 2863.1379 - val_mae: 41.3041
Epoch 466/1000
231/231 [==============================] - 0s 35us/step - loss: 2807.4829 - mae: 43.4453 - val_loss: 2865.3132 - val_mae: 41.2853
Epoch 467/1000
231/231 [==============================] - 0s 33us/step - loss: 2784.7915 - mae: 43.2112 - val_loss: 2862.2124 - val_mae: 41.2965
Epoch 468/1000
231/231 [==============================] - 0s 32us/step - loss: 2795.0697 - mae: 43.3044 - val_loss: 2864.9817 - val_mae: 41.3013
Epoch 469/1000
231/231 [==============================] - 0s 48us/step - loss: 2806.4693 - mae: 43.2714 - val_loss: 2858.1404 - val_mae: 41.3808
Epoch 470/1000
231/231 [==============================] - 0s 31us/step - loss: 2773.0282 - mae: 43.2021 - val_loss: 2857.2344 - val_mae: 41.3497
Epoch 471/1000
231/231 [==============================] - 0s 55us/step - loss: 2772.8017 - mae: 43.1875 - val_loss: 2858.2073 - val_mae: 41.3286
Epoch 472/1000
231/231 [==============================] - 0s 39us/step - loss: 2772.2635 - mae: 43.1379 - val_loss: 2858.2073 - val_mae: 41.3381
Epoch 473/1000
231/231 [==============================] - 0s 50us/step - loss: 2773.6122 - mae: 43.1885 - val_loss: 2857.0901 - val_mae: 41.3326
Epoch 474/1000
231/231 [==============================] - 0s 61us/step - loss: 2776.8481 - mae: 43.2955 - val_loss: 2861.6143 - val_mae: 41.2936
Epoch 475/1000
231/231 [==============================] - 0s 42us/step - loss: 2806.0223 - mae: 43.2368 - val_loss: 2859.5828 - val_mae: 41.4467
Epoch 476/1000
231/231 [==============================] - 0s 52us/step - loss: 2788.3741 - mae: 43.2253 - val_loss: 2858.2168 - val_mae: 41.4661
Epoch 477/1000
231/231 [==============================] - 0s 33us/step - loss: 2792.5209 - mae: 43.3093 - val_loss: 2855.9329 - val_mae: 41.4651
Epoch 478/1000
231/231 [==============================] - 0s 41us/step - loss: 2775.6489 - mae: 43.3365 - val_loss: 2854.4775 - val_mae: 41.3580
Epoch 479/1000
231/231 [==============================] - 0s 42us/step - loss: 2800.6968 - mae: 43.5003 - val_loss: 2858.7434 - val_mae: 41.2707
Epoch 480/1000
231/231 [==============================] - 0s 35us/step - loss: 2771.8463 - mae: 43.0759 - val_loss: 2854.1367 - val_mae: 41.3060
Epoch 481/1000
231/231 [==============================] - 0s 42us/step - loss: 2769.0068 - mae: 43.1776 - val_loss: 2855.3940 - val_mae: 41.2803
Epoch 482/1000
231/231 [==============================] - 0s 39us/step - loss: 2771.9541 - mae: 43.0825 - val_loss: 2852.3928 - val_mae: 41.3049
Epoch 483/1000
231/231 [==============================] - 0s 48us/step - loss: 2768.3098 - mae: 43.1809 - val_loss: 2854.9092 - val_mae: 41.2704
Epoch 484/1000
231/231 [==============================] - 0s 44us/step - loss: 2774.9757 - mae: 43.2470 - val_loss: 2860.1501 - val_mae: 41.2444
Epoch 485/1000
231/231 [==============================] - 0s 37us/step - loss: 2775.0812 - mae: 43.0636 - val_loss: 2857.0540 - val_mae: 41.3800
Epoch 486/1000
231/231 [==============================] - 0s 39us/step - loss: 2790.1037 - mae: 43.3522 - val_loss: 2859.3298 - val_mae: 41.4590
Epoch 487/1000
231/231 [==============================] - 0s 40us/step - loss: 2768.9229 - mae: 43.2227 - val_loss: 2857.3240 - val_mae: 41.2681
Epoch 488/1000
231/231 [==============================] - 0s 41us/step - loss: 2774.7629 - mae: 43.1734 - val_loss: 2864.0171 - val_mae: 41.2280
Epoch 489/1000
231/231 [==============================] - 0s 45us/step - loss: 2778.5185 - mae: 43.0991 - val_loss: 2860.2500 - val_mae: 41.3934
Epoch 490/1000
231/231 [==============================] - 0s 50us/step - loss: 2777.2859 - mae: 43.3011 - val_loss: 2863.3269 - val_mae: 41.2338
Epoch 491/1000
231/231 [==============================] - 0s 39us/step - loss: 2765.2673 - mae: 43.0002 - val_loss: 2858.4304 - val_mae: 41.3135
Epoch 492/1000
231/231 [==============================] - 0s 47us/step - loss: 2763.8043 - mae: 43.0816 - val_loss: 2857.3042 - val_mae: 41.2956
Epoch 493/1000
231/231 [==============================] - 0s 52us/step - loss: 2773.4288 - mae: 43.2552 - val_loss: 2862.2297 - val_mae: 41.2036
Epoch 494/1000
231/231 [==============================] - 0s 35us/step - loss: 2766.4808 - mae: 43.0355 - val_loss: 2857.1750 - val_mae: 41.2851
Epoch 495/1000
231/231 [==============================] - 0s 57us/step - loss: 2781.6548 - mae: 43.3556 - val_loss: 2866.1555 - val_mae: 41.2121
Epoch 496/1000
231/231 [==============================] - 0s 31us/step - loss: 2764.1074 - mae: 43.0089 - val_loss: 2857.4658 - val_mae: 41.2587
Epoch 497/1000
231/231 [==============================] - 0s 36us/step - loss: 2761.7323 - mae: 43.0985 - val_loss: 2859.6265 - val_mae: 41.2231
Epoch 498/1000
231/231 [==============================] - 0s 44us/step - loss: 2785.4597 - mae: 43.3664 - val_loss: 2865.6428 - val_mae: 41.1950
Epoch 499/1000
231/231 [==============================] - 0s 48us/step - loss: 2789.6303 - mae: 43.3620 - val_loss: 2865.3035 - val_mae: 41.1885
Epoch 500/1000
231/231 [==============================] - 0s 64us/step - loss: 2767.0493 - mae: 42.9640 - val_loss: 2856.0083 - val_mae: 41.2996
Epoch 501/1000
231/231 [==============================] - 0s 37us/step - loss: 2758.5653 - mae: 43.0890 - val_loss: 2855.5605 - val_mae: 41.2228
Epoch 502/1000
231/231 [==============================] - 0s 38us/step - loss: 2769.8414 - mae: 43.2034 - val_loss: 2861.7676 - val_mae: 41.1858
Epoch 503/1000
231/231 [==============================] - 0s 46us/step - loss: 2773.1288 - mae: 43.1464 - val_loss: 2862.9773 - val_mae: 41.1777
Epoch 504/1000
231/231 [==============================] - 0s 47us/step - loss: 2764.5465 - mae: 42.9892 - val_loss: 2859.0061 - val_mae: 41.1709
Epoch 505/1000
231/231 [==============================] - 0s 37us/step - loss: 2759.1733 - mae: 42.9893 - val_loss: 2854.3752 - val_mae: 41.2057
Epoch 506/1000
231/231 [==============================] - 0s 54us/step - loss: 2767.9074 - mae: 43.1280 - val_loss: 2858.9397 - val_mae: 41.1426
Epoch 507/1000
231/231 [==============================] - 0s 40us/step - loss: 2763.4599 - mae: 42.9503 - val_loss: 2851.4514 - val_mae: 41.2918
Epoch 508/1000
231/231 [==============================] - 0s 48us/step - loss: 2775.5742 - mae: 43.1519 - val_loss: 2854.0503 - val_mae: 41.3673
Epoch 509/1000
231/231 [==============================] - 0s 50us/step - loss: 2781.7643 - mae: 43.1664 - val_loss: 2853.5806 - val_mae: 41.3826
Epoch 510/1000
231/231 [==============================] - 0s 37us/step - loss: 2764.8240 - mae: 43.1062 - val_loss: 2851.2100 - val_mae: 41.2597
Epoch 511/1000
231/231 [==============================] - 0s 29us/step - loss: 2755.1273 - mae: 43.0539 - val_loss: 2850.4707 - val_mae: 41.1767
Epoch 512/1000
231/231 [==============================] - 0s 49us/step - loss: 2755.9532 - mae: 43.0121 - val_loss: 2849.9893 - val_mae: 41.2586
Epoch 513/1000
231/231 [==============================] - 0s 28us/step - loss: 2756.0598 - mae: 43.0990 - val_loss: 2853.3293 - val_mae: 41.1178
Epoch 514/1000
231/231 [==============================] - 0s 59us/step - loss: 2752.9640 - mae: 42.9468 - val_loss: 2849.4114 - val_mae: 41.1899
Epoch 515/1000
231/231 [==============================] - 0s 30us/step - loss: 2752.2856 - mae: 43.0098 - val_loss: 2849.7922 - val_mae: 41.1969
Epoch 516/1000
231/231 [==============================] - 0s 31us/step - loss: 2754.7612 - mae: 43.0166 - val_loss: 2850.7422 - val_mae: 41.2497
Epoch 517/1000
231/231 [==============================] - 0s 40us/step - loss: 2758.4694 - mae: 43.1370 - val_loss: 2862.8733 - val_mae: 41.0999
Epoch 518/1000
231/231 [==============================] - 0s 41us/step - loss: 2753.8206 - mae: 42.8829 - val_loss: 2851.1179 - val_mae: 41.2961
Epoch 519/1000
231/231 [==============================] - 0s 36us/step - loss: 2787.8822 - mae: 43.3043 - val_loss: 2862.9536 - val_mae: 41.0889
Epoch 520/1000
231/231 [==============================] - 0s 58us/step - loss: 2754.4220 - mae: 42.8655 - val_loss: 2849.2141 - val_mae: 41.2152
Epoch 521/1000
231/231 [==============================] - 0s 41us/step - loss: 2751.6140 - mae: 43.0577 - val_loss: 2850.6550 - val_mae: 41.0919
Epoch 522/1000
231/231 [==============================] - 0s 34us/step - loss: 2760.4459 - mae: 43.0042 - val_loss: 2849.5068 - val_mae: 41.2987
Epoch 523/1000
231/231 [==============================] - 0s 33us/step - loss: 2776.0004 - mae: 43.3337 - val_loss: 2855.3376 - val_mae: 41.0629
Epoch 524/1000
231/231 [==============================] - 0s 48us/step - loss: 2753.9868 - mae: 42.8861 - val_loss: 2851.1580 - val_mae: 41.0732
Epoch 525/1000
231/231 [==============================] - 0s 33us/step - loss: 2760.2894 - mae: 42.9580 - val_loss: 2854.9561 - val_mae: 41.0507
Epoch 526/1000
231/231 [==============================] - 0s 63us/step - loss: 2754.1281 - mae: 42.8912 - val_loss: 2847.3660 - val_mae: 41.2047
Epoch 527/1000
231/231 [==============================] - 0s 34us/step - loss: 2762.4090 - mae: 42.9675 - val_loss: 2847.3672 - val_mae: 41.2618
Epoch 528/1000
231/231 [==============================] - 0s 51us/step - loss: 2750.4045 - mae: 43.0761 - val_loss: 2844.8218 - val_mae: 41.1349
Epoch 529/1000
231/231 [==============================] - 0s 47us/step - loss: 2768.8295 - mae: 43.1796 - val_loss: 2852.7910 - val_mae: 41.0153
Epoch 530/1000
231/231 [==============================] - 0s 31us/step - loss: 2750.5700 - mae: 42.9196 - val_loss: 2845.9475 - val_mae: 41.0464
Epoch 531/1000
231/231 [==============================] - 0s 41us/step - loss: 2749.3322 - mae: 42.9902 - val_loss: 2847.5967 - val_mae: 41.0278
Epoch 532/1000
231/231 [==============================] - 0s 41us/step - loss: 2747.5195 - mae: 42.8884 - val_loss: 2842.7102 - val_mae: 41.1288
Epoch 533/1000
231/231 [==============================] - 0s 35us/step - loss: 2772.7800 - mae: 42.9973 - val_loss: 2844.8948 - val_mae: 41.2615
Epoch 534/1000
231/231 [==============================] - 0s 50us/step - loss: 2748.8097 - mae: 43.0260 - val_loss: 2841.3567 - val_mae: 41.1269
Epoch 535/1000
231/231 [==============================] - 0s 46us/step - loss: 2776.4592 - mae: 43.2550 - val_loss: 2843.8420 - val_mae: 41.2603
Epoch 536/1000
231/231 [==============================] - 0s 41us/step - loss: 2773.4612 - mae: 43.2365 - val_loss: 2844.1489 - val_mae: 41.2775
Epoch 537/1000
231/231 [==============================] - 0s 44us/step - loss: 2750.4733 - mae: 43.0811 - val_loss: 2840.9312 - val_mae: 41.1617
Epoch 538/1000
231/231 [==============================] - 0s 46us/step - loss: 2747.9136 - mae: 43.0426 - val_loss: 2842.9626 - val_mae: 41.0275
Epoch 539/1000
231/231 [==============================] - 0s 47us/step - loss: 2743.2484 - mae: 42.8813 - val_loss: 2840.5508 - val_mae: 41.1096
Epoch 540/1000
231/231 [==============================] - 0s 48us/step - loss: 2743.3109 - mae: 42.9587 - val_loss: 2843.9487 - val_mae: 41.0451
Epoch 541/1000
231/231 [==============================] - 0s 37us/step - loss: 2745.1329 - mae: 42.8697 - val_loss: 2841.1223 - val_mae: 41.1708
Epoch 542/1000
231/231 [==============================] - 0s 41us/step - loss: 2743.8021 - mae: 42.9529 - val_loss: 2840.6016 - val_mae: 41.0959
Epoch 543/1000
231/231 [==============================] - 0s 32us/step - loss: 2750.2689 - mae: 43.0270 - val_loss: 2848.9934 - val_mae: 40.9817
Epoch 544/1000
231/231 [==============================] - 0s 42us/step - loss: 2808.2051 - mae: 43.4939 - val_loss: 2852.9712 - val_mae: 40.9696
Epoch 545/1000
231/231 [==============================] - 0s 46us/step - loss: 2745.7506 - mae: 42.8450 - val_loss: 2841.5139 - val_mae: 41.0225
Epoch 546/1000
231/231 [==============================] - 0s 35us/step - loss: 2748.7077 - mae: 42.8868 - val_loss: 2838.1160 - val_mae: 41.1475
Epoch 547/1000
231/231 [==============================] - 0s 32us/step - loss: 2749.6089 - mae: 43.0724 - val_loss: 2842.7546 - val_mae: 40.9894
Epoch 548/1000
231/231 [==============================] - 0s 44us/step - loss: 2740.4437 - mae: 42.8410 - val_loss: 2838.7822 - val_mae: 41.0483
Epoch 549/1000
231/231 [==============================] - 0s 42us/step - loss: 2763.0933 - mae: 42.9834 - val_loss: 2839.4487 - val_mae: 41.2005
Epoch 550/1000
231/231 [==============================] - 0s 33us/step - loss: 2754.9760 - mae: 42.9282 - val_loss: 2839.1208 - val_mae: 41.1948
Epoch 551/1000
231/231 [==============================] - 0s 50us/step - loss: 2741.4591 - mae: 43.0011 - val_loss: 2838.9070 - val_mae: 41.0238
Epoch 552/1000
231/231 [==============================] - 0s 33us/step - loss: 2754.3101 - mae: 43.0609 - val_loss: 2843.7266 - val_mae: 40.9490
Epoch 553/1000
231/231 [==============================] - 0s 41us/step - loss: 2738.8026 - mae: 42.8061 - val_loss: 2836.8267 - val_mae: 41.0594
Epoch 554/1000
231/231 [==============================] - 0s 44us/step - loss: 2739.6510 - mae: 42.9081 - val_loss: 2840.5886 - val_mae: 41.0079
Epoch 555/1000
231/231 [==============================] - 0s 54us/step - loss: 2737.4366 - mae: 42.8267 - val_loss: 2837.6030 - val_mae: 41.0943
Epoch 556/1000
231/231 [==============================] - 0s 38us/step - loss: 2765.4268 - mae: 43.2541 - val_loss: 2847.4324 - val_mae: 40.9540
Epoch 557/1000
231/231 [==============================] - 0s 51us/step - loss: 2742.3994 - mae: 42.7894 - val_loss: 2837.1484 - val_mae: 41.0895
Epoch 558/1000
231/231 [==============================] - 0s 35us/step - loss: 2740.1636 - mae: 42.9084 - val_loss: 2839.2148 - val_mae: 40.9710
Epoch 559/1000
231/231 [==============================] - 0s 40us/step - loss: 2737.7607 - mae: 42.7969 - val_loss: 2834.6228 - val_mae: 41.0831
Epoch 560/1000
231/231 [==============================] - 0s 41us/step - loss: 2743.4329 - mae: 42.9434 - val_loss: 2835.8176 - val_mae: 41.1080
Epoch 561/1000
231/231 [==============================] - 0s 32us/step - loss: 2736.0774 - mae: 42.8939 - val_loss: 2835.9158 - val_mae: 41.0270
Epoch 562/1000
231/231 [==============================] - 0s 30us/step - loss: 2744.7080 - mae: 42.8001 - val_loss: 2836.9309 - val_mae: 41.1778
Epoch 563/1000
231/231 [==============================] - 0s 31us/step - loss: 2744.2079 - mae: 42.9984 - val_loss: 2836.9910 - val_mae: 41.1301
Epoch 564/1000
231/231 [==============================] - 0s 47us/step - loss: 2742.1593 - mae: 42.8784 - val_loss: 2834.6270 - val_mae: 41.0826
Epoch 565/1000
231/231 [==============================] - 0s 41us/step - loss: 2736.3686 - mae: 42.9206 - val_loss: 2835.1597 - val_mae: 40.9710
Epoch 566/1000
231/231 [==============================] - 0s 46us/step - loss: 2793.4405 - mae: 43.3832 - val_loss: 2840.5654 - val_mae: 40.8942
Epoch 567/1000
231/231 [==============================] - 0s 35us/step - loss: 2736.4101 - mae: 42.7608 - val_loss: 2832.6125 - val_mae: 41.0117
Epoch 568/1000
231/231 [==============================] - 0s 45us/step - loss: 2732.5796 - mae: 42.8250 - val_loss: 2832.8481 - val_mae: 40.9929
Epoch 569/1000
231/231 [==============================] - 0s 38us/step - loss: 2732.0659 - mae: 42.8557 - val_loss: 2835.7368 - val_mae: 40.9518
Epoch 570/1000
231/231 [==============================] - 0s 47us/step - loss: 2735.8775 - mae: 42.8596 - val_loss: 2839.5891 - val_mae: 40.9221
Epoch 571/1000
231/231 [==============================] - 0s 52us/step - loss: 2746.0566 - mae: 42.9007 - val_loss: 2843.3999 - val_mae: 40.8946
Epoch 572/1000
231/231 [==============================] - 0s 48us/step - loss: 2737.8642 - mae: 42.8540 - val_loss: 2835.1328 - val_mae: 40.9209
Epoch 573/1000
231/231 [==============================] - 0s 33us/step - loss: 2730.2939 - mae: 42.8026 - val_loss: 2835.2808 - val_mae: 40.9844
Epoch 574/1000
231/231 [==============================] - 0s 45us/step - loss: 2739.2038 - mae: 42.7685 - val_loss: 2833.9031 - val_mae: 41.1456
Epoch 575/1000
231/231 [==============================] - 0s 49us/step - loss: 2730.9313 - mae: 42.8989 - val_loss: 2833.7693 - val_mae: 40.9861
Epoch 576/1000
231/231 [==============================] - 0s 38us/step - loss: 2736.0074 - mae: 42.9582 - val_loss: 2842.5696 - val_mae: 40.9066
Epoch 577/1000
231/231 [==============================] - 0s 50us/step - loss: 2730.8040 - mae: 42.7539 - val_loss: 2836.2913 - val_mae: 40.9964
Epoch 578/1000
231/231 [==============================] - 0s 35us/step - loss: 2737.8814 - mae: 42.9216 - val_loss: 2847.9570 - val_mae: 40.8854
Epoch 579/1000
231/231 [==============================] - ETA: 0s - loss: 2897.5066 - mae: 44.529 - 0s 39us/step - loss: 2758.1525 - mae: 42.8795 - val_loss: 2838.2715 - val_mae: 41.2027
Epoch 580/1000
231/231 [==============================] - 0s 36us/step - loss: 2729.3352 - mae: 42.8857 - val_loss: 2836.8264 - val_mae: 40.9739
Epoch 581/1000
231/231 [==============================] - 0s 42us/step - loss: 2731.6130 - mae: 42.8348 - val_loss: 2842.4795 - val_mae: 40.9198
Epoch 582/1000
231/231 [==============================] - 0s 36us/step - loss: 2788.2048 - mae: 43.1977 - val_loss: 2836.9507 - val_mae: 41.0972
Epoch 583/1000
231/231 [==============================] - 0s 47us/step - loss: 2732.0172 - mae: 42.8859 - val_loss: 2838.2913 - val_mae: 40.9503
Epoch 584/1000
231/231 [==============================] - 0s 36us/step - loss: 2728.9522 - mae: 42.7250 - val_loss: 2835.7053 - val_mae: 41.0389
Epoch 585/1000
231/231 [==============================] - 0s 45us/step - loss: 2731.1160 - mae: 42.7873 - val_loss: 2833.5283 - val_mae: 41.0542
Epoch 586/1000
231/231 [==============================] - 0s 46us/step - loss: 2728.7378 - mae: 42.8658 - val_loss: 2837.3140 - val_mae: 40.9204
Epoch 587/1000
231/231 [==============================] - 0s 41us/step - loss: 2734.3229 - mae: 42.7850 - val_loss: 2840.7542 - val_mae: 40.8915
Epoch 588/1000
231/231 [==============================] - 0s 61us/step - loss: 2726.8485 - mae: 42.7185 - val_loss: 2835.9570 - val_mae: 40.9304
Epoch 589/1000
231/231 [==============================] - 0s 38us/step - loss: 2724.9850 - mae: 42.8111 - val_loss: 2836.4934 - val_mae: 40.9319
Epoch 590/1000
231/231 [==============================] - 0s 42us/step - loss: 2724.1450 - mae: 42.7493 - val_loss: 2835.5264 - val_mae: 40.9670
Epoch 591/1000
231/231 [==============================] - 0s 46us/step - loss: 2784.1917 - mae: 43.2026 - val_loss: 2835.1091 - val_mae: 41.1295
Epoch 592/1000
231/231 [==============================] - 0s 34us/step - loss: 2730.8648 - mae: 42.9072 - val_loss: 2837.8716 - val_mae: 40.9117
Epoch 593/1000
231/231 [==============================] - 0s 46us/step - loss: 2723.3239 - mae: 42.7087 - val_loss: 2834.7864 - val_mae: 40.9726
Epoch 594/1000
231/231 [==============================] - 0s 44us/step - loss: 2728.0634 - mae: 42.8332 - val_loss: 2839.1401 - val_mae: 40.9229
Epoch 595/1000
231/231 [==============================] - 0s 38us/step - loss: 2730.9909 - mae: 42.7815 - val_loss: 2835.1809 - val_mae: 40.9413
Epoch 596/1000
231/231 [==============================] - 0s 59us/step - loss: 2722.6265 - mae: 42.7245 - val_loss: 2836.4192 - val_mae: 40.9555
Epoch 597/1000
231/231 [==============================] - 0s 38us/step - loss: 2721.5821 - mae: 42.7013 - val_loss: 2836.1533 - val_mae: 41.0345
Epoch 598/1000
231/231 [==============================] - 0s 35us/step - loss: 2722.2433 - mae: 42.7795 - val_loss: 2835.6541 - val_mae: 40.9368
Epoch 599/1000
231/231 [==============================] - 0s 38us/step - loss: 2721.8111 - mae: 42.7215 - val_loss: 2833.4385 - val_mae: 40.9949
Epoch 600/1000
231/231 [==============================] - 0s 49us/step - loss: 2735.7021 - mae: 42.9350 - val_loss: 2846.5762 - val_mae: 40.8505
Epoch 601/1000
231/231 [==============================] - 0s 45us/step - loss: 2728.3003 - mae: 42.6417 - val_loss: 2832.1907 - val_mae: 40.9127
Epoch 602/1000
231/231 [==============================] - 0s 50us/step - loss: 2731.4636 - mae: 42.7252 - val_loss: 2832.7830 - val_mae: 41.1843
Epoch 603/1000
231/231 [==============================] - 0s 33us/step - loss: 2734.3375 - mae: 42.9676 - val_loss: 2842.7571 - val_mae: 40.8512
Epoch 604/1000
231/231 [==============================] - 0s 39us/step - loss: 2722.0975 - mae: 42.6726 - val_loss: 2832.2070 - val_mae: 40.9241
Epoch 605/1000
231/231 [==============================] - 0s 36us/step - loss: 2721.1158 - mae: 42.7122 - val_loss: 2829.3533 - val_mae: 40.9374
Epoch 606/1000
231/231 [==============================] - 0s 37us/step - loss: 2731.1230 - mae: 42.9329 - val_loss: 2841.2131 - val_mae: 40.8187
Epoch 607/1000
231/231 [==============================] - 0s 46us/step - loss: 2723.2921 - mae: 42.6477 - val_loss: 2831.3491 - val_mae: 41.0706
Epoch 608/1000
231/231 [==============================] - 0s 39us/step - loss: 2745.3924 - mae: 42.9755 - val_loss: 2834.3970 - val_mae: 41.1922
Epoch 609/1000
231/231 [==============================] - 0s 39us/step - loss: 2721.8181 - mae: 42.8584 - val_loss: 2836.8462 - val_mae: 40.8724
Epoch 610/1000
231/231 [==============================] - 0s 41us/step - loss: 2733.2271 - mae: 42.7268 - val_loss: 2833.2944 - val_mae: 41.1388
Epoch 611/1000
231/231 [==============================] - 0s 42us/step - loss: 2749.8713 - mae: 43.0487 - val_loss: 2839.6536 - val_mae: 40.8432
Epoch 612/1000
231/231 [==============================] - 0s 34us/step - loss: 2758.2114 - mae: 43.1197 - val_loss: 2843.2556 - val_mae: 40.8183
Epoch 613/1000
231/231 [==============================] - 0s 47us/step - loss: 2720.1717 - mae: 42.6323 - val_loss: 2833.5820 - val_mae: 40.8730
Epoch 614/1000
231/231 [==============================] - 0s 37us/step - loss: 2716.8090 - mae: 42.6936 - val_loss: 2834.4473 - val_mae: 40.8939
Epoch 615/1000
231/231 [==============================] - 0s 33us/step - loss: 2726.0614 - mae: 42.8321 - val_loss: 2838.9075 - val_mae: 40.8685
Epoch 616/1000
231/231 [==============================] - 0s 41us/step - loss: 2721.7048 - mae: 42.7053 - val_loss: 2836.3555 - val_mae: 40.8907
Epoch 617/1000
231/231 [==============================] - 0s 47us/step - loss: 2716.4755 - mae: 42.6318 - val_loss: 2831.8901 - val_mae: 40.9327
Epoch 618/1000
231/231 [==============================] - 0s 38us/step - loss: 2714.4691 - mae: 42.6729 - val_loss: 2831.4089 - val_mae: 40.9411
Epoch 619/1000
231/231 [==============================] - 0s 52us/step - loss: 2715.2891 - mae: 42.6923 - val_loss: 2831.4285 - val_mae: 40.9128
Epoch 620/1000
231/231 [==============================] - 0s 43us/step - loss: 2731.6249 - mae: 42.7771 - val_loss: 2831.4180 - val_mae: 41.1582
Epoch 621/1000
231/231 [==============================] - 0s 33us/step - loss: 2715.6014 - mae: 42.7730 - val_loss: 2830.8083 - val_mae: 40.8938
Epoch 622/1000
231/231 [==============================] - 0s 44us/step - loss: 2737.8122 - mae: 42.8046 - val_loss: 2831.7017 - val_mae: 41.1690
Epoch 623/1000
231/231 [==============================] - 0s 37us/step - loss: 2726.9739 - mae: 42.8308 - val_loss: 2829.8354 - val_mae: 41.1017
Epoch 624/1000
231/231 [==============================] - 0s 33us/step - loss: 2715.9284 - mae: 42.7231 - val_loss: 2829.1123 - val_mae: 40.9796
Epoch 625/1000
231/231 [==============================] - 0s 30us/step - loss: 2723.9348 - mae: 42.6811 - val_loss: 2828.2615 - val_mae: 41.0746
Epoch 626/1000
231/231 [==============================] - 0s 48us/step - loss: 2715.1730 - mae: 42.7893 - val_loss: 2832.9585 - val_mae: 40.8284
Epoch 627/1000
231/231 [==============================] - 0s 35us/step - loss: 2718.0695 - mae: 42.6820 - val_loss: 2828.5122 - val_mae: 41.0623
Epoch 628/1000
231/231 [==============================] - 0s 52us/step - loss: 2715.5481 - mae: 42.7305 - val_loss: 2830.4441 - val_mae: 40.9226
Epoch 629/1000
231/231 [==============================] - 0s 31us/step - loss: 2748.9879 - mae: 42.9227 - val_loss: 2841.2659 - val_mae: 40.8186
Epoch 630/1000
231/231 [==============================] - 0s 31us/step - loss: 2714.8012 - mae: 42.5835 - val_loss: 2829.6719 - val_mae: 40.8529
Epoch 631/1000
231/231 [==============================] - 0s 45us/step - loss: 2736.0675 - mae: 42.9391 - val_loss: 2836.9614 - val_mae: 40.7892
Epoch 632/1000
231/231 [==============================] - 0s 39us/step - loss: 2727.2819 - mae: 42.7286 - val_loss: 2834.0212 - val_mae: 40.7796
Epoch 633/1000
231/231 [==============================] - 0s 50us/step - loss: 2712.7382 - mae: 42.6356 - val_loss: 2825.6760 - val_mae: 40.8501
Epoch 634/1000
231/231 [==============================] - 0s 35us/step - loss: 2724.2631 - mae: 42.7141 - val_loss: 2825.3279 - val_mae: 41.0713
Epoch 635/1000
231/231 [==============================] - 0s 36us/step - loss: 2716.2067 - mae: 42.7409 - val_loss: 2824.1421 - val_mae: 40.9969
Epoch 636/1000
231/231 [==============================] - 0s 41us/step - loss: 2716.5581 - mae: 42.7747 - val_loss: 2826.0312 - val_mae: 41.0072
Epoch 637/1000
231/231 [==============================] - 0s 43us/step - loss: 2712.7436 - mae: 42.7083 - val_loss: 2826.3850 - val_mae: 41.0029
Epoch 638/1000
231/231 [==============================] - 0s 31us/step - loss: 2720.5232 - mae: 42.7647 - val_loss: 2827.8381 - val_mae: 41.1011
Epoch 639/1000
231/231 [==============================] - 0s 51us/step - loss: 2712.3306 - mae: 42.7630 - val_loss: 2832.4587 - val_mae: 40.8312
Epoch 640/1000
231/231 [==============================] - 0s 52us/step - loss: 2742.2268 - mae: 42.6989 - val_loss: 2841.7568 - val_mae: 40.8027
Epoch 641/1000
231/231 [==============================] - 0s 35us/step - loss: 2714.2356 - mae: 42.5644 - val_loss: 2830.4822 - val_mae: 40.8285
Epoch 642/1000
231/231 [==============================] - 0s 49us/step - loss: 2709.0978 - mae: 42.6372 - val_loss: 2830.1814 - val_mae: 40.8045
Epoch 643/1000
231/231 [==============================] - 0s 35us/step - loss: 2708.1696 - mae: 42.6638 - val_loss: 2827.9106 - val_mae: 40.8651
Epoch 644/1000
231/231 [==============================] - 0s 44us/step - loss: 2709.4101 - mae: 42.6245 - val_loss: 2832.5708 - val_mae: 40.7880
Epoch 645/1000
231/231 [==============================] - 0s 36us/step - loss: 2709.1680 - mae: 42.6489 - val_loss: 2829.0679 - val_mae: 40.8827
Epoch 646/1000
231/231 [==============================] - 0s 37us/step - loss: 2714.5438 - mae: 42.6667 - val_loss: 2830.4575 - val_mae: 41.1319
Epoch 647/1000
231/231 [==============================] - 0s 47us/step - loss: 2738.5171 - mae: 42.9410 - val_loss: 2831.4712 - val_mae: 41.1876
Epoch 648/1000
231/231 [==============================] - 0s 51us/step - loss: 2708.7701 - mae: 42.7201 - val_loss: 2831.5762 - val_mae: 40.8301
Epoch 649/1000
231/231 [==============================] - 0s 31us/step - loss: 2711.8069 - mae: 42.6506 - val_loss: 2829.6255 - val_mae: 41.1000
Epoch 650/1000
231/231 [==============================] - 0s 46us/step - loss: 2720.1728 - mae: 42.8410 - val_loss: 2839.8462 - val_mae: 40.7807
Epoch 651/1000
231/231 [==============================] - 0s 52us/step - loss: 2714.8763 - mae: 42.6343 - val_loss: 2835.8796 - val_mae: 40.7828
Epoch 652/1000
231/231 [==============================] - 0s 54us/step - loss: 2715.2441 - mae: 42.7196 - val_loss: 2838.6960 - val_mae: 40.7907
Epoch 653/1000
231/231 [==============================] - 0s 50us/step - loss: 2706.2469 - mae: 42.5822 - val_loss: 2830.8616 - val_mae: 40.9679
Epoch 654/1000
231/231 [==============================] - 0s 32us/step - loss: 2724.5350 - mae: 42.6693 - val_loss: 2831.6558 - val_mae: 41.1477
Epoch 655/1000
231/231 [==============================] - 0s 46us/step - loss: 2727.2640 - mae: 42.7261 - val_loss: 2831.2278 - val_mae: 41.1306
Epoch 656/1000
231/231 [==============================] - 0s 43us/step - loss: 2707.2848 - mae: 42.6209 - val_loss: 2829.5046 - val_mae: 40.8473
Epoch 657/1000
231/231 [==============================] - 0s 33us/step - loss: 2722.2712 - mae: 42.7121 - val_loss: 2830.7263 - val_mae: 41.1330
Epoch 658/1000
231/231 [==============================] - 0s 55us/step - loss: 2705.9761 - mae: 42.6977 - val_loss: 2833.2642 - val_mae: 40.8437
Epoch 659/1000
231/231 [==============================] - 0s 29us/step - loss: 2714.8715 - mae: 42.6790 - val_loss: 2840.3899 - val_mae: 40.8048
Epoch 660/1000
231/231 [==============================] - 0s 33us/step - loss: 2717.4258 - mae: 42.6319 - val_loss: 2833.9419 - val_mae: 41.1242
Epoch 661/1000
231/231 [==============================] - 0s 38us/step - loss: 2748.7001 - mae: 43.0978 - val_loss: 2836.7380 - val_mae: 41.2295
Epoch 662/1000
231/231 [==============================] - 0s 48us/step - loss: 2722.6075 - mae: 42.7587 - val_loss: 2834.9014 - val_mae: 41.1588
Epoch 663/1000
231/231 [==============================] - 0s 41us/step - loss: 2706.8163 - mae: 42.6998 - val_loss: 2834.8040 - val_mae: 40.9109
Epoch 664/1000
231/231 [==============================] - 0s 42us/step - loss: 2703.0878 - mae: 42.5900 - val_loss: 2835.2590 - val_mae: 41.0066
Epoch 665/1000
231/231 [==============================] - 0s 26us/step - loss: 2712.4518 - mae: 42.7312 - val_loss: 2842.5254 - val_mae: 40.8445
Epoch 666/1000
231/231 [==============================] - 0s 38us/step - loss: 2706.0055 - mae: 42.6023 - val_loss: 2836.8943 - val_mae: 40.9562
Epoch 667/1000
231/231 [==============================] - 0s 23us/step - loss: 2730.7389 - mae: 42.6967 - val_loss: 2836.1636 - val_mae: 41.1699
Epoch 668/1000
231/231 [==============================] - 0s 36us/step - loss: 2707.8397 - mae: 42.6709 - val_loss: 2835.0867 - val_mae: 40.8730
Epoch 669/1000
231/231 [==============================] - 0s 28us/step - loss: 2718.7156 - mae: 42.8167 - val_loss: 2841.5618 - val_mae: 40.8204
Epoch 670/1000
231/231 [==============================] - 0s 25us/step - loss: 2715.4375 - mae: 42.6450 - val_loss: 2832.7012 - val_mae: 41.0652
Epoch 671/1000
231/231 [==============================] - 0s 24us/step - loss: 2702.5209 - mae: 42.6112 - val_loss: 2832.9836 - val_mae: 41.0375
Epoch 672/1000
231/231 [==============================] - 0s 42us/step - loss: 2701.5133 - mae: 42.6114 - val_loss: 2832.9131 - val_mae: 40.9801
Epoch 673/1000
231/231 [==============================] - 0s 28us/step - loss: 2705.7251 - mae: 42.6582 - val_loss: 2839.0542 - val_mae: 40.8186
Epoch 674/1000
231/231 [==============================] - 0s 27us/step - loss: 2699.3548 - mae: 42.5370 - val_loss: 2832.6267 - val_mae: 40.9455
Epoch 675/1000
231/231 [==============================] - 0s 27us/step - loss: 2701.3359 - mae: 42.5939 - val_loss: 2833.1169 - val_mae: 41.0751
Epoch 676/1000
231/231 [==============================] - 0s 32us/step - loss: 2699.9462 - mae: 42.6270 - val_loss: 2838.6685 - val_mae: 40.8496
Epoch 677/1000
231/231 [==============================] - 0s 33us/step - loss: 2706.8868 - mae: 42.5906 - val_loss: 2839.4219 - val_mae: 40.8359
Epoch 678/1000
231/231 [==============================] - 0s 25us/step - loss: 2701.1128 - mae: 42.5508 - val_loss: 2838.2468 - val_mae: 40.8586
Epoch 679/1000
231/231 [==============================] - 0s 24us/step - loss: 2699.5032 - mae: 42.5626 - val_loss: 2835.5623 - val_mae: 41.1346
Epoch 680/1000
231/231 [==============================] - 0s 25us/step - loss: 2701.7876 - mae: 42.6517 - val_loss: 2846.5037 - val_mae: 40.8665
Epoch 681/1000
231/231 [==============================] - 0s 54us/step - loss: 2702.0031 - mae: 42.4967 - val_loss: 2834.9116 - val_mae: 41.2094
Epoch 682/1000
231/231 [==============================] - 0s 44us/step - loss: 2700.4066 - mae: 42.6934 - val_loss: 2832.8853 - val_mae: 40.9841
Epoch 683/1000
231/231 [==============================] - 0s 51us/step - loss: 2703.0604 - mae: 42.6401 - val_loss: 2842.4260 - val_mae: 40.8639
Epoch 684/1000
231/231 [==============================] - 0s 44us/step - loss: 2697.2783 - mae: 42.5569 - val_loss: 2836.3196 - val_mae: 40.9785
Epoch 685/1000
231/231 [==============================] - 0s 38us/step - loss: 2701.7529 - mae: 42.6228 - val_loss: 2845.0972 - val_mae: 40.8909
Epoch 686/1000
231/231 [==============================] - 0s 60us/step - loss: 2722.2685 - mae: 42.6245 - val_loss: 2840.9294 - val_mae: 41.3102
Epoch 687/1000
231/231 [==============================] - 0s 44us/step - loss: 2701.6576 - mae: 42.6679 - val_loss: 2846.6702 - val_mae: 40.8976
Epoch 688/1000
231/231 [==============================] - 0s 47us/step - loss: 2735.6447 - mae: 42.7119 - val_loss: 2839.2156 - val_mae: 41.2070
Epoch 689/1000
231/231 [==============================] - 0s 50us/step - loss: 2702.5950 - mae: 42.6676 - val_loss: 2842.8916 - val_mae: 40.8919
Epoch 690/1000
231/231 [==============================] - 0s 47us/step - loss: 2697.6672 - mae: 42.5362 - val_loss: 2840.4587 - val_mae: 40.8870
Epoch 691/1000
231/231 [==============================] - 0s 65us/step - loss: 2696.4318 - mae: 42.4917 - val_loss: 2835.8896 - val_mae: 41.0419
Epoch 692/1000
231/231 [==============================] - 0s 37us/step - loss: 2702.6575 - mae: 42.7101 - val_loss: 2842.8232 - val_mae: 40.8492
Epoch 693/1000
231/231 [==============================] - 0s 53us/step - loss: 2697.8598 - mae: 42.4898 - val_loss: 2835.0295 - val_mae: 41.0805
Epoch 694/1000
231/231 [==============================] - 0s 32us/step - loss: 2695.0722 - mae: 42.5595 - val_loss: 2838.5811 - val_mae: 40.8962
Epoch 695/1000
231/231 [==============================] - 0s 31us/step - loss: 2697.7214 - mae: 42.5573 - val_loss: 2841.2180 - val_mae: 40.9038
Epoch 696/1000
231/231 [==============================] - 0s 35us/step - loss: 2696.9737 - mae: 42.5194 - val_loss: 2844.6792 - val_mae: 40.8979
Epoch 697/1000
231/231 [==============================] - 0s 39us/step - loss: 2726.3478 - mae: 42.7818 - val_loss: 2852.7322 - val_mae: 40.8884
Epoch 698/1000
231/231 [==============================] - 0s 31us/step - loss: 2697.7126 - mae: 42.4844 - val_loss: 2839.7178 - val_mae: 40.9284
Epoch 699/1000
231/231 [==============================] - 0s 40us/step - loss: 2694.1807 - mae: 42.5269 - val_loss: 2837.9888 - val_mae: 41.0974
Epoch 700/1000
231/231 [==============================] - 0s 30us/step - loss: 2699.3964 - mae: 42.5888 - val_loss: 2839.3394 - val_mae: 41.1782
Epoch 701/1000
231/231 [==============================] - 0s 45us/step - loss: 2694.8942 - mae: 42.5938 - val_loss: 2845.6741 - val_mae: 40.9075
Epoch 702/1000
231/231 [==============================] - 0s 46us/step - loss: 2700.2788 - mae: 42.6191 - val_loss: 2848.9170 - val_mae: 40.8786
Epoch 703/1000
231/231 [==============================] - 0s 48us/step - loss: 2699.9129 - mae: 42.6313 - val_loss: 2844.0520 - val_mae: 40.8758
Epoch 704/1000
231/231 [==============================] - 0s 30us/step - loss: 2692.8611 - mae: 42.4822 - val_loss: 2837.7749 - val_mae: 41.0560
Epoch 705/1000
231/231 [==============================] - 0s 39us/step - loss: 2699.0389 - mae: 42.6496 - val_loss: 2850.3875 - val_mae: 40.8684
Epoch 706/1000
231/231 [==============================] - 0s 44us/step - loss: 2706.6467 - mae: 42.5512 - val_loss: 2842.2822 - val_mae: 41.2835
Epoch 707/1000
231/231 [==============================] - 0s 43us/step - loss: 2705.6242 - mae: 42.7604 - val_loss: 2841.6633 - val_mae: 41.2178
Epoch 708/1000
231/231 [==============================] - 0s 57us/step - loss: 2695.3040 - mae: 42.6311 - val_loss: 2841.8958 - val_mae: 41.1418
Epoch 709/1000
231/231 [==============================] - 0s 39us/step - loss: 2707.1078 - mae: 42.7155 - val_loss: 2851.9641 - val_mae: 40.8755
Epoch 710/1000
231/231 [==============================] - 0s 49us/step - loss: 2696.4602 - mae: 42.4552 - val_loss: 2838.0237 - val_mae: 41.0985
Epoch 711/1000
231/231 [==============================] - 0s 41us/step - loss: 2743.0375 - mae: 42.9630 - val_loss: 2845.9060 - val_mae: 40.8460
Epoch 712/1000
231/231 [==============================] - 0s 33us/step - loss: 2695.6538 - mae: 42.5259 - val_loss: 2843.8843 - val_mae: 40.9436
Epoch 713/1000
231/231 [==============================] - 0s 51us/step - loss: 2694.7356 - mae: 42.4977 - val_loss: 2845.1465 - val_mae: 40.8894
Epoch 714/1000
231/231 [==============================] - 0s 58us/step - loss: 2688.9281 - mae: 42.4711 - val_loss: 2842.4917 - val_mae: 40.9826
Epoch 715/1000
231/231 [==============================] - 0s 44us/step - loss: 2688.3762 - mae: 42.4799 - val_loss: 2842.8943 - val_mae: 40.9478
Epoch 716/1000
231/231 [==============================] - 0s 29us/step - loss: 2691.5212 - mae: 42.5168 - val_loss: 2842.8933 - val_mae: 41.0548
Epoch 717/1000
231/231 [==============================] - 0s 43us/step - loss: 2696.5895 - mae: 42.5449 - val_loss: 2852.2749 - val_mae: 40.8982
Epoch 718/1000
231/231 [==============================] - 0s 43us/step - loss: 2694.1615 - mae: 42.4506 - val_loss: 2842.9717 - val_mae: 41.2008
Epoch 719/1000
231/231 [==============================] - 0s 44us/step - loss: 2694.7266 - mae: 42.5639 - val_loss: 2842.2524 - val_mae: 41.1603
Epoch 720/1000
231/231 [==============================] - 0s 30us/step - loss: 2692.3320 - mae: 42.5172 - val_loss: 2841.4495 - val_mae: 41.1619
Epoch 721/1000
231/231 [==============================] - 0s 34us/step - loss: 2687.5317 - mae: 42.5061 - val_loss: 2843.5947 - val_mae: 40.9336
Epoch 722/1000
231/231 [==============================] - 0s 28us/step - loss: 2700.4250 - mae: 42.5332 - val_loss: 2841.8386 - val_mae: 41.2721
Epoch 723/1000
231/231 [==============================] - 0s 42us/step - loss: 2714.6221 - mae: 42.8106 - val_loss: 2840.7058 - val_mae: 41.2651
Epoch 724/1000
231/231 [==============================] - 0s 31us/step - loss: 2699.1255 - mae: 42.6290 - val_loss: 2845.8010 - val_mae: 40.8635
Epoch 725/1000
231/231 [==============================] - 0s 54us/step - loss: 2703.8891 - mae: 42.6573 - val_loss: 2849.5530 - val_mae: 40.8513
Epoch 726/1000
231/231 [==============================] - 0s 41us/step - loss: 2688.6084 - mae: 42.4201 - val_loss: 2840.8269 - val_mae: 41.0608
Epoch 727/1000
231/231 [==============================] - 0s 36us/step - loss: 2690.4633 - mae: 42.5388 - val_loss: 2845.1426 - val_mae: 40.8994
Epoch 728/1000
231/231 [==============================] - 0s 46us/step - loss: 2687.1589 - mae: 42.4215 - val_loss: 2839.6377 - val_mae: 41.1163
Epoch 729/1000
231/231 [==============================] - 0s 38us/step - loss: 2700.6454 - mae: 42.6376 - val_loss: 2848.4565 - val_mae: 40.8654
Epoch 730/1000
231/231 [==============================] - 0s 44us/step - loss: 2686.2843 - mae: 42.4023 - val_loss: 2838.1187 - val_mae: 41.0568
Epoch 731/1000
231/231 [==============================] - 0s 49us/step - loss: 2688.4759 - mae: 42.4966 - val_loss: 2835.5793 - val_mae: 41.0699
Epoch 732/1000
231/231 [==============================] - 0s 34us/step - loss: 2684.4982 - mae: 42.4952 - val_loss: 2838.4106 - val_mae: 40.9119
Epoch 733/1000
231/231 [==============================] - 0s 43us/step - loss: 2684.5164 - mae: 42.4510 - val_loss: 2837.2803 - val_mae: 41.0198
Epoch 734/1000
231/231 [==============================] - 0s 40us/step - loss: 2683.7238 - mae: 42.4804 - val_loss: 2840.3657 - val_mae: 40.9405
Epoch 735/1000
231/231 [==============================] - 0s 33us/step - loss: 2686.9894 - mae: 42.4889 - val_loss: 2845.3503 - val_mae: 40.8808
Epoch 736/1000
231/231 [==============================] - 0s 57us/step - loss: 2728.6748 - mae: 42.6561 - val_loss: 2839.6851 - val_mae: 41.2084
Epoch 737/1000
231/231 [==============================] - 0s 37us/step - loss: 2687.0700 - mae: 42.4911 - val_loss: 2840.6848 - val_mae: 40.8887
Epoch 738/1000
231/231 [==============================] - 0s 38us/step - loss: 2686.9855 - mae: 42.4851 - val_loss: 2841.4719 - val_mae: 40.8956
Epoch 739/1000
231/231 [==============================] - 0s 43us/step - loss: 2684.3315 - mae: 42.4250 - val_loss: 2839.6799 - val_mae: 40.9369
Epoch 740/1000
231/231 [==============================] - 0s 45us/step - loss: 2683.7833 - mae: 42.4945 - val_loss: 2839.3003 - val_mae: 40.8986
Epoch 741/1000
231/231 [==============================] - 0s 37us/step - loss: 2682.3445 - mae: 42.4340 - val_loss: 2837.3696 - val_mae: 41.0346
Epoch 742/1000
231/231 [==============================] - 0s 70us/step - loss: 2712.4816 - mae: 42.6411 - val_loss: 2839.6057 - val_mae: 41.2737
Epoch 743/1000
231/231 [==============================] - 0s 35us/step - loss: 2686.7694 - mae: 42.5710 - val_loss: 2838.5703 - val_mae: 41.0524
Epoch 744/1000
231/231 [==============================] - 0s 48us/step - loss: 2683.0288 - mae: 42.4713 - val_loss: 2839.1763 - val_mae: 41.0491
Epoch 745/1000
231/231 [==============================] - 0s 40us/step - loss: 2695.2935 - mae: 42.3830 - val_loss: 2840.2104 - val_mae: 41.2267
Epoch 746/1000
231/231 [==============================] - 0s 33us/step - loss: 2691.8456 - mae: 42.5553 - val_loss: 2850.9495 - val_mae: 40.8936
Epoch 747/1000
231/231 [==============================] - 0s 45us/step - loss: 2704.6716 - mae: 42.4730 - val_loss: 2842.5244 - val_mae: 41.2097
Epoch 748/1000
231/231 [==============================] - 0s 28us/step - loss: 2703.9118 - mae: 42.6061 - val_loss: 2848.7319 - val_mae: 40.8737
Epoch 749/1000
231/231 [==============================] - 0s 45us/step - loss: 2686.4668 - mae: 42.4533 - val_loss: 2842.2510 - val_mae: 41.0488
Epoch 750/1000
231/231 [==============================] - 0s 44us/step - loss: 2703.5002 - mae: 42.6996 - val_loss: 2850.0906 - val_mae: 40.8777
Epoch 751/1000
231/231 [==============================] - 0s 50us/step - loss: 2687.5802 - mae: 42.3859 - val_loss: 2843.8218 - val_mae: 40.8867
Epoch 752/1000
231/231 [==============================] - 0s 34us/step - loss: 2705.1521 - mae: 42.6174 - val_loss: 2850.7629 - val_mae: 40.8501
Epoch 753/1000
231/231 [==============================] - 0s 38us/step - loss: 2685.0390 - mae: 42.3985 - val_loss: 2844.7908 - val_mae: 40.9258
Epoch 754/1000
231/231 [==============================] - 0s 41us/step - loss: 2679.8459 - mae: 42.4020 - val_loss: 2841.2144 - val_mae: 40.9773
Epoch 755/1000
231/231 [==============================] - 0s 34us/step - loss: 2678.6237 - mae: 42.3995 - val_loss: 2842.8337 - val_mae: 40.9855
Epoch 756/1000
231/231 [==============================] - 0s 45us/step - loss: 2744.2496 - mae: 42.9752 - val_loss: 2850.7173 - val_mae: 40.8648
Epoch 757/1000
231/231 [==============================] - 0s 45us/step - loss: 2689.4289 - mae: 42.4053 - val_loss: 2850.1638 - val_mae: 40.8858
Epoch 758/1000
231/231 [==============================] - 0s 34us/step - loss: 2694.2783 - mae: 42.4644 - val_loss: 2841.7087 - val_mae: 41.1001
Epoch 759/1000
231/231 [==============================] - 0s 48us/step - loss: 2684.3182 - mae: 42.4442 - val_loss: 2841.6345 - val_mae: 41.1213
Epoch 760/1000
231/231 [==============================] - 0s 53us/step - loss: 2687.1153 - mae: 42.5230 - val_loss: 2844.9241 - val_mae: 40.8961
Epoch 761/1000
231/231 [==============================] - 0s 44us/step - loss: 2678.8635 - mae: 42.3727 - val_loss: 2842.9158 - val_mae: 40.9865
Epoch 762/1000
231/231 [==============================] - 0s 31us/step - loss: 2685.5316 - mae: 42.4789 - val_loss: 2841.6758 - val_mae: 41.1517
Epoch 763/1000
231/231 [==============================] - 0s 51us/step - loss: 2682.9272 - mae: 42.4422 - val_loss: 2841.3354 - val_mae: 40.9676
Epoch 764/1000
231/231 [==============================] - 0s 49us/step - loss: 2694.1979 - mae: 42.4955 - val_loss: 2841.4712 - val_mae: 41.1985
Epoch 765/1000
231/231 [==============================] - 0s 59us/step - loss: 2684.6011 - mae: 42.5054 - val_loss: 2845.7686 - val_mae: 40.8950
Epoch 766/1000
231/231 [==============================] - 0s 32us/step - loss: 2691.7476 - mae: 42.4692 - val_loss: 2847.5378 - val_mae: 40.8368
Epoch 767/1000
231/231 [==============================] - 0s 39us/step - loss: 2681.0752 - mae: 42.4445 - val_loss: 2844.5989 - val_mae: 40.8847
Epoch 768/1000
231/231 [==============================] - 0s 33us/step - loss: 2683.7246 - mae: 42.5121 - val_loss: 2848.4746 - val_mae: 40.8830
Epoch 769/1000
231/231 [==============================] - 0s 42us/step - loss: 2678.9982 - mae: 42.3727 - val_loss: 2840.9363 - val_mae: 41.0061
Epoch 770/1000
231/231 [==============================] - 0s 53us/step - loss: 2683.2626 - mae: 42.3853 - val_loss: 2839.4561 - val_mae: 41.1692
Epoch 771/1000
231/231 [==============================] - 0s 33us/step - loss: 2685.8798 - mae: 42.5152 - val_loss: 2847.5508 - val_mae: 40.8438
Epoch 772/1000
231/231 [==============================] - 0s 38us/step - loss: 2680.9294 - mae: 42.3775 - val_loss: 2838.5945 - val_mae: 41.0477
Epoch 773/1000
231/231 [==============================] - 0s 34us/step - loss: 2675.7237 - mae: 42.3962 - val_loss: 2839.5073 - val_mae: 40.9701
Epoch 774/1000
231/231 [==============================] - 0s 59us/step - loss: 2678.8828 - mae: 42.3582 - val_loss: 2837.2246 - val_mae: 41.1338
Epoch 775/1000
231/231 [==============================] - 0s 44us/step - loss: 2677.2970 - mae: 42.4527 - val_loss: 2835.8596 - val_mae: 41.0187
Epoch 776/1000
231/231 [==============================] - 0s 58us/step - loss: 2723.9279 - mae: 42.5880 - val_loss: 2837.0474 - val_mae: 41.2204
Epoch 777/1000
231/231 [==============================] - 0s 32us/step - loss: 2677.5680 - mae: 42.4083 - val_loss: 2837.1072 - val_mae: 41.0012
Epoch 778/1000
231/231 [==============================] - 0s 46us/step - loss: 2722.7267 - mae: 42.7189 - val_loss: 2837.2915 - val_mae: 41.1852
Epoch 779/1000
231/231 [==============================] - 0s 42us/step - loss: 2677.8508 - mae: 42.3940 - val_loss: 2835.4072 - val_mae: 41.0547
Epoch 780/1000
231/231 [==============================] - 0s 37us/step - loss: 2676.0836 - mae: 42.3950 - val_loss: 2836.0549 - val_mae: 41.0175
Epoch 781/1000
231/231 [==============================] - 0s 58us/step - loss: 2702.6927 - mae: 42.4911 - val_loss: 2836.4656 - val_mae: 41.1775
Epoch 782/1000
231/231 [==============================] - 0s 30us/step - loss: 2726.7456 - mae: 42.9218 - val_loss: 2839.1443 - val_mae: 41.2501
Epoch 783/1000
231/231 [==============================] - 0s 51us/step - loss: 2756.4736 - mae: 42.9294 - val_loss: 2839.1846 - val_mae: 41.2674
Epoch 784/1000
231/231 [==============================] - 0s 57us/step - loss: 2683.8492 - mae: 42.4964 - val_loss: 2834.1819 - val_mae: 41.0991
Epoch 785/1000
231/231 [==============================] - 0s 32us/step - loss: 2683.4216 - mae: 42.4988 - val_loss: 2836.2439 - val_mae: 41.1222
Epoch 786/1000
231/231 [==============================] - 0s 41us/step - loss: 2675.3280 - mae: 42.4010 - val_loss: 2836.0845 - val_mae: 41.0214
Epoch 787/1000
231/231 [==============================] - 0s 31us/step - loss: 2683.7093 - mae: 42.3988 - val_loss: 2837.2129 - val_mae: 41.1230
Epoch 788/1000
231/231 [==============================] - 0s 37us/step - loss: 2675.3056 - mae: 42.4125 - val_loss: 2836.9070 - val_mae: 41.0795
Epoch 789/1000
231/231 [==============================] - 0s 42us/step - loss: 2685.1598 - mae: 42.4860 - val_loss: 2837.7273 - val_mae: 41.1388
Epoch 790/1000
231/231 [==============================] - 0s 44us/step - loss: 2675.0630 - mae: 42.3824 - val_loss: 2839.0967 - val_mae: 41.0279
Epoch 791/1000
231/231 [==============================] - 0s 33us/step - loss: 2672.5478 - mae: 42.3581 - val_loss: 2838.0369 - val_mae: 41.0490
Epoch 792/1000
231/231 [==============================] - 0s 34us/step - loss: 2690.2175 - mae: 42.5382 - val_loss: 2846.8894 - val_mae: 40.8630
Epoch 793/1000
231/231 [==============================] - 0s 30us/step - loss: 2674.4810 - mae: 42.3256 - val_loss: 2839.9033 - val_mae: 40.9925
Epoch 794/1000
231/231 [==============================] - 0s 44us/step - loss: 2680.0328 - mae: 42.4369 - val_loss: 2847.4304 - val_mae: 40.9035
Epoch 795/1000
231/231 [==============================] - 0s 30us/step - loss: 2679.9988 - mae: 42.3609 - val_loss: 2840.0420 - val_mae: 41.1430
Epoch 796/1000
231/231 [==============================] - 0s 53us/step - loss: 2689.4994 - mae: 42.4866 - val_loss: 2848.8684 - val_mae: 40.8975
Epoch 797/1000
231/231 [==============================] - 0s 38us/step - loss: 2693.1381 - mae: 42.3386 - val_loss: 2851.8835 - val_mae: 40.8608
Epoch 798/1000
231/231 [==============================] - 0s 32us/step - loss: 2682.4408 - mae: 42.3543 - val_loss: 2840.9629 - val_mae: 41.1220
Epoch 799/1000
231/231 [==============================] - 0s 31us/step - loss: 2679.2534 - mae: 42.5001 - val_loss: 2840.4688 - val_mae: 41.1422
Epoch 800/1000
231/231 [==============================] - 0s 53us/step - loss: 2686.5630 - mae: 42.3612 - val_loss: 2838.5596 - val_mae: 41.1819
Epoch 801/1000
231/231 [==============================] - 0s 45us/step - loss: 2671.6828 - mae: 42.3963 - val_loss: 2841.5759 - val_mae: 40.9871
Epoch 802/1000
231/231 [==============================] - 0s 50us/step - loss: 2682.9516 - mae: 42.3766 - val_loss: 2841.6292 - val_mae: 41.2106
Epoch 803/1000
231/231 [==============================] - 0s 38us/step - loss: 2671.1051 - mae: 42.3680 - val_loss: 2843.6685 - val_mae: 41.0466
Epoch 804/1000
231/231 [==============================] - 0s 41us/step - loss: 2711.0641 - mae: 42.6145 - val_loss: 2853.3914 - val_mae: 40.9049
Epoch 805/1000
231/231 [==============================] - 0s 50us/step - loss: 2674.5791 - mae: 42.2901 - val_loss: 2841.4941 - val_mae: 41.0672
Epoch 806/1000
231/231 [==============================] - 0s 30us/step - loss: 2674.5003 - mae: 42.3304 - val_loss: 2841.2712 - val_mae: 41.1578
Epoch 807/1000
231/231 [==============================] - 0s 40us/step - loss: 2672.1647 - mae: 42.3895 - val_loss: 2846.1091 - val_mae: 41.0325
Epoch 808/1000
231/231 [==============================] - 0s 43us/step - loss: 2668.6593 - mae: 42.3034 - val_loss: 2844.7834 - val_mae: 41.0161
Epoch 809/1000
231/231 [==============================] - 0s 63us/step - loss: 2681.2556 - mae: 42.4748 - val_loss: 2852.5144 - val_mae: 40.9177
Epoch 810/1000
231/231 [==============================] - 0s 57us/step - loss: 2688.2075 - mae: 42.4250 - val_loss: 2853.6455 - val_mae: 40.9037
Epoch 811/1000
231/231 [==============================] - 0s 36us/step - loss: 2681.1291 - mae: 42.3449 - val_loss: 2844.5554 - val_mae: 41.2003
Epoch 812/1000
231/231 [==============================] - 0s 50us/step - loss: 2670.2138 - mae: 42.3454 - val_loss: 2845.8557 - val_mae: 41.0209
Epoch 813/1000
231/231 [==============================] - 0s 45us/step - loss: 2677.1691 - mae: 42.3175 - val_loss: 2844.5234 - val_mae: 41.2214
Epoch 814/1000
231/231 [==============================] - 0s 36us/step - loss: 2668.1867 - mae: 42.3144 - val_loss: 2846.9451 - val_mae: 41.0514
Epoch 815/1000
231/231 [==============================] - 0s 59us/step - loss: 2672.7271 - mae: 42.3632 - val_loss: 2853.1553 - val_mae: 40.9526
Epoch 816/1000
231/231 [==============================] - 0s 33us/step - loss: 2691.2262 - mae: 42.4908 - val_loss: 2857.6328 - val_mae: 40.9042
Epoch 817/1000
231/231 [==============================] - 0s 39us/step - loss: 2673.2210 - mae: 42.3372 - val_loss: 2848.5583 - val_mae: 41.0018
Epoch 818/1000
231/231 [==============================] - 0s 33us/step - loss: 2690.8382 - mae: 42.4190 - val_loss: 2845.1855 - val_mae: 41.2687
Epoch 819/1000
231/231 [==============================] - 0s 36us/step - loss: 2676.1592 - mae: 42.3685 - val_loss: 2841.4277 - val_mae: 41.1574
Epoch 820/1000
231/231 [==============================] - 0s 42us/step - loss: 2686.0730 - mae: 42.4580 - val_loss: 2842.4141 - val_mae: 41.2454
Epoch 821/1000
231/231 [==============================] - 0s 54us/step - loss: 2687.0467 - mae: 42.3718 - val_loss: 2842.5903 - val_mae: 41.2496
Epoch 822/1000
231/231 [==============================] - 0s 36us/step - loss: 2681.8730 - mae: 42.3853 - val_loss: 2840.6057 - val_mae: 41.1959
Epoch 823/1000
231/231 [==============================] - 0s 43us/step - loss: 2687.8819 - mae: 42.4731 - val_loss: 2847.5229 - val_mae: 40.9127
Epoch 824/1000
231/231 [==============================] - 0s 50us/step - loss: 2668.2032 - mae: 42.2658 - val_loss: 2841.1577 - val_mae: 41.0496
Epoch 825/1000
231/231 [==============================] - 0s 35us/step - loss: 2667.3767 - mae: 42.2999 - val_loss: 2842.5906 - val_mae: 41.0846
Epoch 826/1000
231/231 [==============================] - 0s 36us/step - loss: 2665.7366 - mae: 42.2902 - val_loss: 2843.8430 - val_mae: 41.0906
Epoch 827/1000
231/231 [==============================] - 0s 48us/step - loss: 2674.7826 - mae: 42.3686 - val_loss: 2844.9465 - val_mae: 41.2221
Epoch 828/1000
231/231 [==============================] - 0s 48us/step - loss: 2669.4519 - mae: 42.3574 - val_loss: 2850.7109 - val_mae: 40.9848
Epoch 829/1000
231/231 [==============================] - 0s 50us/step - loss: 2671.9240 - mae: 42.2459 - val_loss: 2843.4382 - val_mae: 41.2308
Epoch 830/1000
231/231 [==============================] - 0s 33us/step - loss: 2670.7244 - mae: 42.3521 - val_loss: 2844.9780 - val_mae: 41.1922
Epoch 831/1000
231/231 [==============================] - 0s 46us/step - loss: 2665.6863 - mae: 42.2768 - val_loss: 2848.9614 - val_mae: 41.0282
Epoch 832/1000
231/231 [==============================] - 0s 46us/step - loss: 2664.8951 - mae: 42.2805 - val_loss: 2851.2832 - val_mae: 41.0280
Epoch 833/1000
231/231 [==============================] - 0s 36us/step - loss: 2688.4415 - mae: 42.2770 - val_loss: 2847.8889 - val_mae: 41.3123
Epoch 834/1000
231/231 [==============================] - 0s 55us/step - loss: 2678.5417 - mae: 42.5102 - val_loss: 2847.1082 - val_mae: 41.2525
Epoch 835/1000
231/231 [==============================] - 0s 33us/step - loss: 2666.0916 - mae: 42.2331 - val_loss: 2850.2146 - val_mae: 41.1030
Epoch 836/1000
231/231 [==============================] - 0s 39us/step - loss: 2670.0958 - mae: 42.3631 - val_loss: 2850.3845 - val_mae: 41.2626
Epoch 837/1000
231/231 [==============================] - 0s 36us/step - loss: 2664.6894 - mae: 42.2891 - val_loss: 2849.6655 - val_mae: 41.0994
Epoch 838/1000
231/231 [==============================] - 0s 41us/step - loss: 2673.9349 - mae: 42.4096 - val_loss: 2850.1663 - val_mae: 41.3054
Epoch 839/1000
231/231 [==============================] - 0s 40us/step - loss: 2695.2819 - mae: 42.4773 - val_loss: 2853.0125 - val_mae: 41.3822
Epoch 840/1000
231/231 [==============================] - 0s 49us/step - loss: 2666.0410 - mae: 42.2862 - val_loss: 2850.5107 - val_mae: 41.1223
Epoch 841/1000
231/231 [==============================] - 0s 32us/step - loss: 2665.2397 - mae: 42.2579 - val_loss: 2851.4800 - val_mae: 41.0340
Epoch 842/1000
231/231 [==============================] - 0s 37us/step - loss: 2663.9609 - mae: 42.2187 - val_loss: 2852.1924 - val_mae: 41.0395
Epoch 843/1000
231/231 [==============================] - 0s 50us/step - loss: 2664.6452 - mae: 42.2197 - val_loss: 2846.5461 - val_mae: 41.2130
Epoch 844/1000
231/231 [==============================] - 0s 36us/step - loss: 2667.5950 - mae: 42.3301 - val_loss: 2858.4744 - val_mae: 40.9917
Epoch 845/1000
231/231 [==============================] - 0s 45us/step - loss: 2680.2627 - mae: 42.4803 - val_loss: 2860.4836 - val_mae: 40.9359
Epoch 846/1000
231/231 [==============================] - 0s 37us/step - loss: 2671.6708 - mae: 42.2533 - val_loss: 2853.7378 - val_mae: 40.9606
Epoch 847/1000
231/231 [==============================] - 0s 39us/step - loss: 2667.6345 - mae: 42.1888 - val_loss: 2845.2583 - val_mae: 41.2466
Epoch 848/1000
231/231 [==============================] - 0s 43us/step - loss: 2668.1489 - mae: 42.3316 - val_loss: 2842.3320 - val_mae: 41.1343
Epoch 849/1000
231/231 [==============================] - 0s 48us/step - loss: 2663.5395 - mae: 42.2763 - val_loss: 2848.0828 - val_mae: 40.9973
Epoch 850/1000
231/231 [==============================] - 0s 38us/step - loss: 2667.0566 - mae: 42.3331 - val_loss: 2856.0388 - val_mae: 40.9525
Epoch 851/1000
231/231 [==============================] - 0s 44us/step - loss: 2662.4084 - mae: 42.2174 - val_loss: 2848.0623 - val_mae: 41.1626
Epoch 852/1000
231/231 [==============================] - 0s 44us/step - loss: 2662.8743 - mae: 42.2532 - val_loss: 2854.3984 - val_mae: 40.9795
Epoch 853/1000
231/231 [==============================] - 0s 36us/step - loss: 2681.5175 - mae: 42.3894 - val_loss: 2863.4663 - val_mae: 40.8937
Epoch 854/1000
231/231 [==============================] - 0s 43us/step - loss: 2666.0178 - mae: 42.2309 - val_loss: 2849.6255 - val_mae: 41.0112
Epoch 855/1000
231/231 [==============================] - 0s 44us/step - loss: 2673.5653 - mae: 42.4358 - val_loss: 2860.7434 - val_mae: 40.9433
Epoch 856/1000
231/231 [==============================] - 0s 39us/step - loss: 2661.5164 - mae: 42.2016 - val_loss: 2847.8330 - val_mae: 41.1710
Epoch 857/1000
231/231 [==============================] - 0s 49us/step - loss: 2663.0941 - mae: 42.2866 - val_loss: 2854.3591 - val_mae: 40.9483
Epoch 858/1000
231/231 [==============================] - 0s 51us/step - loss: 2668.6428 - mae: 42.1966 - val_loss: 2848.1772 - val_mae: 41.3089
Epoch 859/1000
231/231 [==============================] - 0s 47us/step - loss: 2663.8716 - mae: 42.2877 - val_loss: 2849.4211 - val_mae: 41.0475
Epoch 860/1000
231/231 [==============================] - 0s 47us/step - loss: 2663.3654 - mae: 42.2052 - val_loss: 2849.4548 - val_mae: 41.2694
Epoch 861/1000
231/231 [==============================] - 0s 33us/step - loss: 2666.9797 - mae: 42.3175 - val_loss: 2862.9910 - val_mae: 41.0010
Epoch 862/1000
231/231 [==============================] - 0s 44us/step - loss: 2667.4159 - mae: 42.1975 - val_loss: 2851.8967 - val_mae: 41.3259
Epoch 863/1000
231/231 [==============================] - 0s 42us/step - loss: 2660.7158 - mae: 42.2325 - val_loss: 2857.5332 - val_mae: 40.9987
Epoch 864/1000
231/231 [==============================] - 0s 39us/step - loss: 2676.8605 - mae: 42.3657 - val_loss: 2863.7397 - val_mae: 40.9800
Epoch 865/1000
231/231 [==============================] - 0s 47us/step - loss: 2677.0173 - mae: 42.1400 - val_loss: 2862.5269 - val_mae: 40.9671
Epoch 866/1000
231/231 [==============================] - 0s 42us/step - loss: 2668.5635 - mae: 42.1416 - val_loss: 2858.1743 - val_mae: 41.0213
Epoch 867/1000
231/231 [==============================] - 0s 31us/step - loss: 2670.5159 - mae: 42.2797 - val_loss: 2860.0850 - val_mae: 40.9854
Epoch 868/1000
231/231 [==============================] - 0s 34us/step - loss: 2700.0016 - mae: 42.4045 - val_loss: 2849.7007 - val_mae: 41.2482
Epoch 869/1000
231/231 [==============================] - 0s 44us/step - loss: 2669.1340 - mae: 42.2778 - val_loss: 2850.0105 - val_mae: 41.2632
Epoch 870/1000
231/231 [==============================] - 0s 37us/step - loss: 2708.0402 - mae: 42.5726 - val_loss: 2852.4736 - val_mae: 41.3465
Epoch 871/1000
231/231 [==============================] - 0s 42us/step - loss: 2674.5579 - mae: 42.3100 - val_loss: 2850.0474 - val_mae: 41.2858
Epoch 872/1000
231/231 [==============================] - 0s 46us/step - loss: 2665.1453 - mae: 42.2592 - val_loss: 2849.2944 - val_mae: 41.2204
Epoch 873/1000
231/231 [==============================] - 0s 50us/step - loss: 2679.2402 - mae: 42.3262 - val_loss: 2850.4883 - val_mae: 41.2900
Epoch 874/1000
231/231 [==============================] - 0s 44us/step - loss: 2668.5413 - mae: 42.3532 - val_loss: 2848.3025 - val_mae: 41.2415
Epoch 875/1000
231/231 [==============================] - 0s 31us/step - loss: 2662.9301 - mae: 42.2885 - val_loss: 2852.8584 - val_mae: 41.0308
Epoch 876/1000
231/231 [==============================] - 0s 45us/step - loss: 2677.6715 - mae: 42.2218 - val_loss: 2859.5024 - val_mae: 40.9676
Epoch 877/1000
231/231 [==============================] - 0s 44us/step - loss: 2668.3065 - mae: 42.1558 - val_loss: 2857.7869 - val_mae: 40.9931
Epoch 878/1000
231/231 [==============================] - 0s 47us/step - loss: 2660.5618 - mae: 42.1718 - val_loss: 2849.2761 - val_mae: 41.1437
Epoch 879/1000
231/231 [==============================] - 0s 64us/step - loss: 2666.6608 - mae: 42.2405 - val_loss: 2856.4536 - val_mae: 41.0122
Epoch 880/1000
231/231 [==============================] - 0s 31us/step - loss: 2656.6967 - mae: 42.1568 - val_loss: 2849.4502 - val_mae: 41.1119
Epoch 881/1000
231/231 [==============================] - 0s 49us/step - loss: 2656.0664 - mae: 42.2096 - val_loss: 2854.7871 - val_mae: 41.0540
Epoch 882/1000
231/231 [==============================] - 0s 43us/step - loss: 2682.6464 - mae: 42.3595 - val_loss: 2862.9541 - val_mae: 41.0022
Epoch 883/1000
231/231 [==============================] - 0s 46us/step - loss: 2659.0651 - mae: 42.1572 - val_loss: 2855.9763 - val_mae: 41.1213
Epoch 884/1000
231/231 [==============================] - 0s 51us/step - loss: 2662.5588 - mae: 42.2292 - val_loss: 2854.9680 - val_mae: 41.2840
Epoch 885/1000
231/231 [==============================] - 0s 40us/step - loss: 2660.3790 - mae: 42.1702 - val_loss: 2851.6145 - val_mae: 41.2163
Epoch 886/1000
231/231 [==============================] - 0s 44us/step - loss: 2688.7361 - mae: 42.4755 - val_loss: 2861.6746 - val_mae: 41.0187
Epoch 887/1000
231/231 [==============================] - 0s 39us/step - loss: 2660.0258 - mae: 42.1268 - val_loss: 2859.3818 - val_mae: 41.0581
Epoch 888/1000
231/231 [==============================] - 0s 39us/step - loss: 2659.8988 - mae: 42.1372 - val_loss: 2853.3323 - val_mae: 41.2069
Epoch 889/1000
231/231 [==============================] - 0s 45us/step - loss: 2655.4042 - mae: 42.1706 - val_loss: 2854.9094 - val_mae: 41.1793
Epoch 890/1000
231/231 [==============================] - 0s 57us/step - loss: 2653.6890 - mae: 42.1619 - val_loss: 2854.1108 - val_mae: 41.1375
Epoch 891/1000
231/231 [==============================] - 0s 42us/step - loss: 2687.3113 - mae: 42.4696 - val_loss: 2864.5266 - val_mae: 40.9994
Epoch 892/1000
231/231 [==============================] - 0s 36us/step - loss: 2678.2932 - mae: 42.2670 - val_loss: 2866.5852 - val_mae: 41.0096
Epoch 893/1000
231/231 [==============================] - 0s 54us/step - loss: 2662.1156 - mae: 42.1595 - val_loss: 2854.8508 - val_mae: 41.1772
Epoch 894/1000
231/231 [==============================] - 0s 47us/step - loss: 2653.0200 - mae: 42.1498 - val_loss: 2854.6951 - val_mae: 41.1014
Epoch 895/1000
231/231 [==============================] - 0s 52us/step - loss: 2655.8965 - mae: 42.1628 - val_loss: 2852.0442 - val_mae: 41.1773
Epoch 896/1000
231/231 [==============================] - 0s 33us/step - loss: 2662.2557 - mae: 42.2219 - val_loss: 2852.8037 - val_mae: 41.2494
Epoch 897/1000
231/231 [==============================] - 0s 54us/step - loss: 2653.8659 - mae: 42.1494 - val_loss: 2853.5283 - val_mae: 41.1017
Epoch 898/1000
231/231 [==============================] - 0s 53us/step - loss: 2654.1212 - mae: 42.1564 - val_loss: 2856.5098 - val_mae: 41.0353
Epoch 899/1000
231/231 [==============================] - 0s 46us/step - loss: 2652.1367 - mae: 42.1422 - val_loss: 2854.2061 - val_mae: 41.0969
Epoch 900/1000
231/231 [==============================] - 0s 57us/step - loss: 2656.9652 - mae: 42.1523 - val_loss: 2853.7429 - val_mae: 41.2820
Epoch 901/1000
231/231 [==============================] - 0s 33us/step - loss: 2652.9795 - mae: 42.1729 - val_loss: 2861.1816 - val_mae: 41.0408
Epoch 902/1000
231/231 [==============================] - 0s 42us/step - loss: 2665.6125 - mae: 42.3401 - val_loss: 2866.7825 - val_mae: 41.0050
Epoch 903/1000
231/231 [==============================] - 0s 39us/step - loss: 2659.2817 - mae: 42.1024 - val_loss: 2853.5396 - val_mae: 41.3265
Epoch 904/1000
231/231 [==============================] - 0s 36us/step - loss: 2653.5787 - mae: 42.1452 - val_loss: 2858.1143 - val_mae: 41.0530
Epoch 905/1000
231/231 [==============================] - 0s 53us/step - loss: 2694.1831 - mae: 42.3746 - val_loss: 2867.7021 - val_mae: 40.9910
Epoch 906/1000
231/231 [==============================] - 0s 30us/step - loss: 2658.6147 - mae: 42.1878 - val_loss: 2859.3503 - val_mae: 41.0416
Epoch 907/1000
231/231 [==============================] - 0s 41us/step - loss: 2655.1247 - mae: 42.1355 - val_loss: 2853.1458 - val_mae: 41.2119
Epoch 908/1000
231/231 [==============================] - 0s 41us/step - loss: 2653.5473 - mae: 42.1548 - val_loss: 2857.5305 - val_mae: 41.1469
Epoch 909/1000
231/231 [==============================] - 0s 45us/step - loss: 2658.7185 - mae: 42.0510 - val_loss: 2855.6936 - val_mae: 41.2831
Epoch 910/1000
231/231 [==============================] - 0s 34us/step - loss: 2656.4935 - mae: 42.0995 - val_loss: 2853.5669 - val_mae: 41.2202
Epoch 911/1000
231/231 [==============================] - 0s 43us/step - loss: 2652.2528 - mae: 42.1572 - val_loss: 2858.6985 - val_mae: 41.0667
Epoch 912/1000
231/231 [==============================] - 0s 35us/step - loss: 2650.2325 - mae: 42.1036 - val_loss: 2851.7405 - val_mae: 41.1637
Epoch 913/1000
231/231 [==============================] - 0s 39us/step - loss: 2652.8426 - mae: 42.1088 - val_loss: 2850.4690 - val_mae: 41.2074
Epoch 914/1000
231/231 [==============================] - 0s 44us/step - loss: 2654.4959 - mae: 42.1727 - val_loss: 2862.7144 - val_mae: 41.0324
Epoch 915/1000
231/231 [==============================] - 0s 55us/step - loss: 2730.0579 - mae: 42.8055 - val_loss: 2866.1726 - val_mae: 41.0263
Epoch 916/1000
231/231 [==============================] - 0s 34us/step - loss: 2656.2598 - mae: 42.1039 - val_loss: 2858.5879 - val_mae: 41.1161
Epoch 917/1000
231/231 [==============================] - 0s 42us/step - loss: 2648.9436 - mae: 42.1411 - val_loss: 2858.3586 - val_mae: 41.1197
Epoch 918/1000
231/231 [==============================] - 0s 37us/step - loss: 2650.0429 - mae: 42.0852 - val_loss: 2853.0710 - val_mae: 41.1686
Epoch 919/1000
231/231 [==============================] - 0s 38us/step - loss: 2659.0827 - mae: 42.2087 - val_loss: 2851.4109 - val_mae: 41.2547
Epoch 920/1000
231/231 [==============================] - 0s 40us/step - loss: 2649.2755 - mae: 42.1140 - val_loss: 2853.9104 - val_mae: 41.0690
Epoch 921/1000
231/231 [==============================] - 0s 44us/step - loss: 2676.2859 - mae: 42.3022 - val_loss: 2864.2534 - val_mae: 40.9969
Epoch 922/1000
231/231 [==============================] - 0s 35us/step - loss: 2653.0527 - mae: 42.0905 - val_loss: 2852.9805 - val_mae: 41.1469
Epoch 923/1000
231/231 [==============================] - 0s 43us/step - loss: 2648.9035 - mae: 42.1248 - val_loss: 2857.0908 - val_mae: 41.0774
Epoch 924/1000
231/231 [==============================] - 0s 47us/step - loss: 2650.1855 - mae: 42.1228 - val_loss: 2858.3423 - val_mae: 41.0542
Epoch 925/1000
231/231 [==============================] - 0s 31us/step - loss: 2672.5088 - mae: 42.2995 - val_loss: 2865.8232 - val_mae: 41.0196
Epoch 926/1000
231/231 [==============================] - 0s 57us/step - loss: 2666.0124 - mae: 42.1272 - val_loss: 2851.8096 - val_mae: 41.2388
Epoch 927/1000
231/231 [==============================] - 0s 36us/step - loss: 2653.0918 - mae: 42.1473 - val_loss: 2859.3870 - val_mae: 41.0586
Epoch 928/1000
231/231 [==============================] - 0s 33us/step - loss: 2649.4061 - mae: 42.0824 - val_loss: 2857.2600 - val_mae: 41.0443
Epoch 929/1000
231/231 [==============================] - 0s 45us/step - loss: 2646.3048 - mae: 42.0689 - val_loss: 2853.3657 - val_mae: 41.1042
Epoch 930/1000
231/231 [==============================] - 0s 51us/step - loss: 2648.2908 - mae: 42.0728 - val_loss: 2851.0862 - val_mae: 41.1927
Epoch 931/1000
231/231 [==============================] - 0s 34us/step - loss: 2679.4653 - mae: 42.3488 - val_loss: 2853.2400 - val_mae: 41.3278
Epoch 932/1000
231/231 [==============================] - 0s 39us/step - loss: 2676.3538 - mae: 42.2487 - val_loss: 2853.1897 - val_mae: 41.3181
Epoch 933/1000
231/231 [==============================] - 0s 47us/step - loss: 2652.9899 - mae: 42.1455 - val_loss: 2850.9905 - val_mae: 41.2087
Epoch 934/1000
231/231 [==============================] - 0s 40us/step - loss: 2645.2388 - mae: 42.0720 - val_loss: 2854.0938 - val_mae: 41.1003
Epoch 935/1000
231/231 [==============================] - 0s 52us/step - loss: 2682.3275 - mae: 42.2584 - val_loss: 2853.6641 - val_mae: 41.3057
Epoch 936/1000
231/231 [==============================] - 0s 34us/step - loss: 2648.9442 - mae: 42.0774 - val_loss: 2853.5000 - val_mae: 41.2208
Epoch 937/1000
231/231 [==============================] - 0s 32us/step - loss: 2649.6340 - mae: 42.1212 - val_loss: 2855.8555 - val_mae: 41.0930
Epoch 938/1000
231/231 [==============================] - 0s 46us/step - loss: 2663.3236 - mae: 42.2104 - val_loss: 2853.4058 - val_mae: 41.2988
Epoch 939/1000
231/231 [==============================] - 0s 52us/step - loss: 2655.9021 - mae: 42.2037 - val_loss: 2859.7957 - val_mae: 41.0766
Epoch 940/1000
231/231 [==============================] - 0s 35us/step - loss: 2648.1085 - mae: 42.0555 - val_loss: 2853.3079 - val_mae: 41.1911
Epoch 941/1000
231/231 [==============================] - 0s 47us/step - loss: 2658.6332 - mae: 42.1789 - val_loss: 2861.5493 - val_mae: 41.0574
Epoch 942/1000
231/231 [==============================] - 0s 31us/step - loss: 2647.1614 - mae: 42.0131 - val_loss: 2858.0432 - val_mae: 41.1229
Epoch 943/1000
231/231 [==============================] - 0s 29us/step - loss: 2642.6437 - mae: 42.0419 - val_loss: 2855.5532 - val_mae: 41.2101
Epoch 944/1000
231/231 [==============================] - 0s 42us/step - loss: 2646.4157 - mae: 42.0752 - val_loss: 2854.6174 - val_mae: 41.2868
Epoch 945/1000
231/231 [==============================] - 0s 51us/step - loss: 2708.5099 - mae: 42.4491 - val_loss: 2855.9121 - val_mae: 41.3868
Epoch 946/1000
231/231 [==============================] - 0s 39us/step - loss: 2655.0430 - mae: 42.1593 - val_loss: 2857.8687 - val_mae: 41.1222
Epoch 947/1000
231/231 [==============================] - 0s 51us/step - loss: 2643.0795 - mae: 42.0375 - val_loss: 2853.9702 - val_mae: 41.1528
Epoch 948/1000
231/231 [==============================] - 0s 33us/step - loss: 2644.4762 - mae: 42.0818 - val_loss: 2855.4441 - val_mae: 41.1971
Epoch 949/1000
231/231 [==============================] - 0s 39us/step - loss: 2642.8312 - mae: 42.0419 - val_loss: 2856.2402 - val_mae: 41.1590
Epoch 950/1000
231/231 [==============================] - 0s 41us/step - loss: 2642.8202 - mae: 42.0490 - val_loss: 2856.9270 - val_mae: 41.2126
Epoch 951/1000
231/231 [==============================] - 0s 36us/step - loss: 2656.4086 - mae: 42.0734 - val_loss: 2855.2080 - val_mae: 41.3590
Epoch 952/1000
231/231 [==============================] - 0s 31us/step - loss: 2646.3418 - mae: 42.0677 - val_loss: 2854.4717 - val_mae: 41.2462
Epoch 953/1000
231/231 [==============================] - 0s 54us/step - loss: 2641.6879 - mae: 42.0444 - val_loss: 2854.9639 - val_mae: 41.2200
Epoch 954/1000
231/231 [==============================] - 0s 40us/step - loss: 2653.7200 - mae: 42.1820 - val_loss: 2869.3706 - val_mae: 41.1169
Epoch 955/1000
231/231 [==============================] - 0s 42us/step - loss: 2646.7557 - mae: 41.9911 - val_loss: 2857.2151 - val_mae: 41.3328
Epoch 956/1000
231/231 [==============================] - 0s 49us/step - loss: 2648.3481 - mae: 42.1080 - val_loss: 2856.6724 - val_mae: 41.2750
Epoch 957/1000
231/231 [==============================] - 0s 36us/step - loss: 2647.0833 - mae: 42.0040 - val_loss: 2856.9717 - val_mae: 41.3390
Epoch 958/1000
231/231 [==============================] - 0s 44us/step - loss: 2670.3925 - mae: 42.3559 - val_loss: 2859.8179 - val_mae: 41.4313
Epoch 959/1000
231/231 [==============================] - 0s 38us/step - loss: 2668.6137 - mae: 42.2692 - val_loss: 2868.7310 - val_mae: 41.1445
Epoch 960/1000
231/231 [==============================] - 0s 37us/step - loss: 2645.0124 - mae: 42.0034 - val_loss: 2856.6003 - val_mae: 41.2407
Epoch 961/1000
231/231 [==============================] - 0s 37us/step - loss: 2650.6306 - mae: 42.1390 - val_loss: 2857.9707 - val_mae: 41.3407
Epoch 962/1000
231/231 [==============================] - 0s 46us/step - loss: 2650.8444 - mae: 42.1289 - val_loss: 2867.4363 - val_mae: 41.1372
Epoch 963/1000
231/231 [==============================] - 0s 37us/step - loss: 2657.2301 - mae: 42.1917 - val_loss: 2869.3640 - val_mae: 41.1158
Epoch 964/1000
231/231 [==============================] - 0s 39us/step - loss: 2657.1552 - mae: 42.1109 - val_loss: 2869.1167 - val_mae: 41.1024
Epoch 965/1000
231/231 [==============================] - 0s 39us/step - loss: 2648.3705 - mae: 42.0375 - val_loss: 2864.8140 - val_mae: 41.1215
Epoch 966/1000
231/231 [==============================] - 0s 36us/step - loss: 2648.7552 - mae: 42.0304 - val_loss: 2866.5232 - val_mae: 41.1033
Epoch 967/1000
231/231 [==============================] - 0s 46us/step - loss: 2652.1783 - mae: 42.0546 - val_loss: 2868.0415 - val_mae: 41.0993
Epoch 968/1000
231/231 [==============================] - 0s 34us/step - loss: 2642.2039 - mae: 41.9479 - val_loss: 2860.4675 - val_mae: 41.1660
Epoch 969/1000
231/231 [==============================] - 0s 33us/step - loss: 2643.5802 - mae: 42.1028 - val_loss: 2862.7646 - val_mae: 41.1273
Epoch 970/1000
231/231 [==============================] - 0s 44us/step - loss: 2638.9970 - mae: 42.0040 - val_loss: 2857.5303 - val_mae: 41.2066
Epoch 971/1000
231/231 [==============================] - 0s 43us/step - loss: 2639.3898 - mae: 42.0165 - val_loss: 2865.0200 - val_mae: 41.1393
Epoch 972/1000
231/231 [==============================] - 0s 37us/step - loss: 2648.5946 - mae: 42.0272 - val_loss: 2858.4714 - val_mae: 41.4076
Epoch 973/1000
231/231 [==============================] - 0s 43us/step - loss: 2640.3023 - mae: 42.0204 - val_loss: 2863.8374 - val_mae: 41.1420
Epoch 974/1000
231/231 [==============================] - 0s 27us/step - loss: 2667.6782 - mae: 42.0704 - val_loss: 2873.9622 - val_mae: 41.1315
Epoch 975/1000
231/231 [==============================] - 0s 48us/step - loss: 2672.7960 - mae: 42.1952 - val_loss: 2876.1025 - val_mae: 41.1532
Epoch 976/1000
231/231 [==============================] - 0s 42us/step - loss: 2668.4378 - mae: 42.1684 - val_loss: 2875.8538 - val_mae: 41.1628
Epoch 977/1000
231/231 [==============================] - 0s 45us/step - loss: 2654.3983 - mae: 42.0932 - val_loss: 2872.3184 - val_mae: 41.1677
Epoch 978/1000
231/231 [==============================] - 0s 34us/step - loss: 2639.8815 - mae: 41.9910 - val_loss: 2866.3928 - val_mae: 41.1948
Epoch 979/1000
231/231 [==============================] - 0s 41us/step - loss: 2639.7006 - mae: 41.9865 - val_loss: 2863.3535 - val_mae: 41.3072
Epoch 980/1000
231/231 [==============================] - 0s 32us/step - loss: 2636.8707 - mae: 41.9937 - val_loss: 2867.6565 - val_mae: 41.2414
Epoch 981/1000
231/231 [==============================] - 0s 46us/step - loss: 2644.9997 - mae: 42.0225 - val_loss: 2865.0049 - val_mae: 41.4030
Epoch 982/1000
231/231 [==============================] - 0s 44us/step - loss: 2647.5278 - mae: 42.1072 - val_loss: 2865.1709 - val_mae: 41.4356
Epoch 983/1000
231/231 [==============================] - 0s 46us/step - loss: 2636.4601 - mae: 42.0055 - val_loss: 2866.4795 - val_mae: 41.2835
Epoch 984/1000
231/231 [==============================] - 0s 33us/step - loss: 2663.8206 - mae: 42.0165 - val_loss: 2865.1487 - val_mae: 41.4650
Epoch 985/1000
231/231 [==============================] - 0s 43us/step - loss: 2640.1842 - mae: 41.9771 - val_loss: 2863.6904 - val_mae: 41.3343
Epoch 986/1000
231/231 [==============================] - 0s 44us/step - loss: 2634.9684 - mae: 41.9408 - val_loss: 2863.5129 - val_mae: 41.2804
Epoch 987/1000
231/231 [==============================] - 0s 40us/step - loss: 2641.6640 - mae: 42.0741 - val_loss: 2872.1895 - val_mae: 41.2247
Epoch 988/1000
231/231 [==============================] - 0s 42us/step - loss: 2636.1199 - mae: 41.9543 - val_loss: 2864.3296 - val_mae: 41.2952
Epoch 989/1000
231/231 [==============================] - 0s 45us/step - loss: 2638.3158 - mae: 41.9637 - val_loss: 2864.3513 - val_mae: 41.4051
Epoch 990/1000
231/231 [==============================] - 0s 32us/step - loss: 2638.3200 - mae: 41.9354 - val_loss: 2863.8093 - val_mae: 41.2935
Epoch 991/1000
231/231 [==============================] - 0s 42us/step - loss: 2637.0150 - mae: 42.0080 - val_loss: 2873.2129 - val_mae: 41.2147
Epoch 992/1000
231/231 [==============================] - 0s 44us/step - loss: 2663.6986 - mae: 42.1035 - val_loss: 2867.3875 - val_mae: 41.5216
Epoch 993/1000
231/231 [==============================] - 0s 38us/step - loss: 2638.4180 - mae: 41.9742 - val_loss: 2868.4937 - val_mae: 41.2506
Epoch 994/1000
231/231 [==============================] - 0s 41us/step - loss: 2637.0380 - mae: 41.9731 - val_loss: 2864.5159 - val_mae: 41.4169
Epoch 995/1000
231/231 [==============================] - 0s 46us/step - loss: 2633.7089 - mae: 41.9785 - val_loss: 2865.5369 - val_mae: 41.3178
Epoch 996/1000
231/231 [==============================] - 0s 32us/step - loss: 2642.5086 - mae: 42.0085 - val_loss: 2875.6541 - val_mae: 41.2007
Epoch 997/1000
231/231 [==============================] - 0s 40us/step - loss: 2667.3538 - mae: 42.0360 - val_loss: 2865.4043 - val_mae: 41.4687
Epoch 998/1000
231/231 [==============================] - 0s 47us/step - loss: 2671.4867 - mae: 42.1683 - val_loss: 2873.0181 - val_mae: 41.2030
Epoch 999/1000
231/231 [==============================] - 0s 32us/step - loss: 2653.4156 - mae: 42.0905 - val_loss: 2875.0288 - val_mae: 41.1849
Epoch 1000/1000
231/231 [==============================] - 0s 43us/step - loss: 2637.6819 - mae: 41.9365 - val_loss: 2864.0127 - val_mae: 41.2912
133/133 [==============================] - 0s 30us/step

Optimizers:  <keras.optimizers.RMSprop object at 0x10a8eb250>
Epoch Sizes:  1000
Neurons or Units:  256
['loss', 'mae']
[3131.5661327390744, 44.763240814208984]

Model: "sequential_7"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_19 (Dense)             (None, 64)                704       
_________________________________________________________________
activation_13 (Activation)   (None, 64)                0         
_________________________________________________________________
dense_20 (Dense)             (None, 64)                4160      
_________________________________________________________________
activation_14 (Activation)   (None, 64)                0         
_________________________________________________________________
dense_21 (Dense)             (None, 1)                 65        
=================================================================
Total params: 4,929
Trainable params: 4,929
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/2000
231/231 [==============================] - 0s 528us/step - loss: 29787.5044 - mae: 154.4411 - val_loss: 29158.4355 - val_mae: 152.7293
Epoch 2/2000
231/231 [==============================] - 0s 25us/step - loss: 29767.9316 - mae: 154.3799 - val_loss: 29140.9609 - val_mae: 152.6737
Epoch 3/2000
231/231 [==============================] - 0s 23us/step - loss: 29750.1483 - mae: 154.3247 - val_loss: 29123.2891 - val_mae: 152.6175
Epoch 4/2000
231/231 [==============================] - 0s 22us/step - loss: 29732.2351 - mae: 154.2688 - val_loss: 29105.3047 - val_mae: 152.5604
Epoch 5/2000
231/231 [==============================] - 0s 23us/step - loss: 29713.7871 - mae: 154.2109 - val_loss: 29086.7129 - val_mae: 152.5014
Epoch 6/2000
231/231 [==============================] - 0s 34us/step - loss: 29694.5314 - mae: 154.1510 - val_loss: 29067.1191 - val_mae: 152.4391
Epoch 7/2000
231/231 [==============================] - 0s 22us/step - loss: 29674.3848 - mae: 154.0877 - val_loss: 29046.6953 - val_mae: 152.3742
Epoch 8/2000
231/231 [==============================] - 0s 18us/step - loss: 29653.0117 - mae: 154.0224 - val_loss: 29024.6738 - val_mae: 152.3043
Epoch 9/2000
231/231 [==============================] - 0s 21us/step - loss: 29630.2741 - mae: 153.9508 - val_loss: 29001.5840 - val_mae: 152.2309
Epoch 10/2000
231/231 [==============================] - 0s 26us/step - loss: 29606.2553 - mae: 153.8764 - val_loss: 28976.7617 - val_mae: 152.1522
Epoch 11/2000
231/231 [==============================] - 0s 23us/step - loss: 29580.5579 - mae: 153.7968 - val_loss: 28950.2559 - val_mae: 152.0682
Epoch 12/2000
231/231 [==============================] - 0s 27us/step - loss: 29553.0582 - mae: 153.7115 - val_loss: 28922.0098 - val_mae: 151.9787
Epoch 13/2000
231/231 [==============================] - 0s 22us/step - loss: 29523.8150 - mae: 153.6208 - val_loss: 28891.9160 - val_mae: 151.8835
Epoch 14/2000
231/231 [==============================] - 0s 21us/step - loss: 29492.8819 - mae: 153.5236 - val_loss: 28860.4102 - val_mae: 151.7837
Epoch 15/2000
231/231 [==============================] - 0s 30us/step - loss: 29460.2170 - mae: 153.4232 - val_loss: 28826.7832 - val_mae: 151.6773
Epoch 16/2000
231/231 [==============================] - 0s 24us/step - loss: 29425.4240 - mae: 153.3151 - val_loss: 28791.1094 - val_mae: 151.5646
Epoch 17/2000
231/231 [==============================] - 0s 31us/step - loss: 29388.3886 - mae: 153.2025 - val_loss: 28753.1309 - val_mae: 151.4445
Epoch 18/2000
231/231 [==============================] - 0s 22us/step - loss: 29348.9291 - mae: 153.0819 - val_loss: 28712.7207 - val_mae: 151.3168
Epoch 19/2000
231/231 [==============================] - 0s 29us/step - loss: 29307.3596 - mae: 152.9516 - val_loss: 28670.5879 - val_mae: 151.1835
Epoch 20/2000
231/231 [==============================] - 0s 28us/step - loss: 29263.6942 - mae: 152.8185 - val_loss: 28625.8906 - val_mae: 151.0421
Epoch 21/2000
231/231 [==============================] - 0s 25us/step - loss: 29217.5061 - mae: 152.6762 - val_loss: 28578.8047 - val_mae: 150.8931
Epoch 22/2000
231/231 [==============================] - 0s 22us/step - loss: 29169.1532 - mae: 152.5266 - val_loss: 28529.8066 - val_mae: 150.7379
Epoch 23/2000
231/231 [==============================] - 0s 20us/step - loss: 29118.4107 - mae: 152.3727 - val_loss: 28477.9141 - val_mae: 150.5735
Epoch 24/2000
231/231 [==============================] - 0s 26us/step - loss: 29065.1163 - mae: 152.2061 - val_loss: 28424.1504 - val_mae: 150.4028
Epoch 25/2000
231/231 [==============================] - 0s 23us/step - loss: 29009.6006 - mae: 152.0364 - val_loss: 28367.5605 - val_mae: 150.2231
Epoch 26/2000
231/231 [==============================] - 0s 32us/step - loss: 28951.5211 - mae: 151.8563 - val_loss: 28308.9844 - val_mae: 150.0370
Epoch 27/2000
231/231 [==============================] - 0s 23us/step - loss: 28891.4265 - mae: 151.6689 - val_loss: 28248.2617 - val_mae: 149.8437
Epoch 28/2000
231/231 [==============================] - 0s 31us/step - loss: 28828.7259 - mae: 151.4776 - val_loss: 28184.6953 - val_mae: 149.6412
Epoch 29/2000
231/231 [==============================] - 0s 32us/step - loss: 28763.3813 - mae: 151.2746 - val_loss: 28118.9141 - val_mae: 149.4315
Epoch 30/2000
231/231 [==============================] - 0s 25us/step - loss: 28696.3783 - mae: 151.0659 - val_loss: 28051.6484 - val_mae: 149.2163
Epoch 31/2000
231/231 [==============================] - 0s 24us/step - loss: 28626.5670 - mae: 150.8529 - val_loss: 27980.9355 - val_mae: 148.9900
Epoch 32/2000
231/231 [==============================] - 0s 31us/step - loss: 28554.1444 - mae: 150.6234 - val_loss: 27908.3438 - val_mae: 148.7576
Epoch 33/2000
231/231 [==============================] - 0s 38us/step - loss: 28478.8453 - mae: 150.3948 - val_loss: 27831.7227 - val_mae: 148.5121
Epoch 34/2000
231/231 [==============================] - 0s 39us/step - loss: 28400.6260 - mae: 150.1477 - val_loss: 27753.8301 - val_mae: 148.2619
Epoch 35/2000
231/231 [==============================] - 0s 41us/step - loss: 28320.6772 - mae: 149.8980 - val_loss: 27673.6074 - val_mae: 148.0040
Epoch 36/2000
231/231 [==============================] - 0s 22us/step - loss: 28238.3289 - mae: 149.6404 - val_loss: 27591.1094 - val_mae: 147.7383
Epoch 37/2000
231/231 [==============================] - 0s 30us/step - loss: 28153.0806 - mae: 149.3778 - val_loss: 27505.0469 - val_mae: 147.4608
Epoch 38/2000
231/231 [==============================] - 0s 26us/step - loss: 28064.9095 - mae: 149.0988 - val_loss: 27417.0625 - val_mae: 147.1765
Epoch 39/2000
231/231 [==============================] - 0s 32us/step - loss: 27974.0684 - mae: 148.8176 - val_loss: 27325.4922 - val_mae: 146.8804
Epoch 40/2000
231/231 [==============================] - 0s 41us/step - loss: 27880.1416 - mae: 148.5243 - val_loss: 27231.1660 - val_mae: 146.5746
Epoch 41/2000
231/231 [==============================] - 0s 22us/step - loss: 27783.7480 - mae: 148.2179 - val_loss: 27135.8477 - val_mae: 146.2643
Epoch 42/2000
231/231 [==============================] - 0s 25us/step - loss: 27685.8187 - mae: 147.9089 - val_loss: 27037.6523 - val_mae: 145.9442
Epoch 43/2000
231/231 [==============================] - 0s 33us/step - loss: 27584.5328 - mae: 147.5946 - val_loss: 26935.5586 - val_mae: 145.6110
Epoch 44/2000
231/231 [==============================] - 0s 37us/step - loss: 27480.5876 - mae: 147.2592 - val_loss: 26832.8301 - val_mae: 145.2747
Epoch 45/2000
231/231 [==============================] - 0s 31us/step - loss: 27375.2538 - mae: 146.9222 - val_loss: 26727.4785 - val_mae: 144.9290
Epoch 46/2000
231/231 [==============================] - 0s 25us/step - loss: 27266.4500 - mae: 146.5821 - val_loss: 26617.8945 - val_mae: 144.5690
Epoch 47/2000
231/231 [==============================] - 0s 26us/step - loss: 27154.4000 - mae: 146.2244 - val_loss: 26506.4980 - val_mae: 144.2018
Epoch 48/2000
231/231 [==============================] - 0s 28us/step - loss: 27040.0746 - mae: 145.8565 - val_loss: 26392.7461 - val_mae: 143.8258
Epoch 49/2000
231/231 [==============================] - 0s 34us/step - loss: 26924.2014 - mae: 145.4814 - val_loss: 26277.2852 - val_mae: 143.4428
Epoch 50/2000
231/231 [==============================] - 0s 29us/step - loss: 26804.5254 - mae: 145.1049 - val_loss: 26156.9590 - val_mae: 143.0430
Epoch 51/2000
231/231 [==============================] - 0s 24us/step - loss: 26681.7084 - mae: 144.7048 - val_loss: 26035.1250 - val_mae: 142.6369
Epoch 52/2000
231/231 [==============================] - 0s 33us/step - loss: 26556.1474 - mae: 144.3052 - val_loss: 25909.3125 - val_mae: 142.2167
Epoch 53/2000
231/231 [==============================] - 0s 23us/step - loss: 26427.7465 - mae: 143.8864 - val_loss: 25782.0449 - val_mae: 141.7901
Epoch 54/2000
231/231 [==============================] - 0s 23us/step - loss: 26296.7752 - mae: 143.4631 - val_loss: 25650.9609 - val_mae: 141.3496
Epoch 55/2000
231/231 [==============================] - 0s 32us/step - loss: 26162.3668 - mae: 143.0260 - val_loss: 25517.7207 - val_mae: 140.9006
Epoch 56/2000
231/231 [==============================] - 0s 873us/step - loss: 26026.1086 - mae: 142.5762 - val_loss: 25382.7207 - val_mae: 140.4440
Epoch 57/2000
231/231 [==============================] - 0s 20us/step - loss: 25887.2017 - mae: 142.1271 - val_loss: 25244.0820 - val_mae: 139.9736
Epoch 58/2000
231/231 [==============================] - 0s 23us/step - loss: 25745.4173 - mae: 141.6579 - val_loss: 25103.6250 - val_mae: 139.4952
Epoch 59/2000
231/231 [==============================] - 0s 22us/step - loss: 25601.1064 - mae: 141.1852 - val_loss: 24960.1191 - val_mae: 139.0049
Epoch 60/2000
231/231 [==============================] - 0s 28us/step - loss: 25453.8513 - mae: 140.6950 - val_loss: 24813.9863 - val_mae: 138.5041
Epoch 61/2000
231/231 [==============================] - 0s 21us/step - loss: 25304.1229 - mae: 140.1997 - val_loss: 24665.3398 - val_mae: 137.9929
Epoch 62/2000
231/231 [==============================] - 0s 19us/step - loss: 25151.2895 - mae: 139.6925 - val_loss: 24513.6621 - val_mae: 137.4694
Epoch 63/2000
231/231 [==============================] - 0s 20us/step - loss: 24996.2670 - mae: 139.1687 - val_loss: 24360.2129 - val_mae: 136.9380
Epoch 64/2000
231/231 [==============================] - 0s 20us/step - loss: 24837.6707 - mae: 138.6479 - val_loss: 24202.1250 - val_mae: 136.3883
Epoch 65/2000
231/231 [==============================] - 0s 25us/step - loss: 24675.6066 - mae: 138.1007 - val_loss: 24041.7480 - val_mae: 135.8287
Epoch 66/2000
231/231 [==============================] - 0s 22us/step - loss: 24510.8488 - mae: 137.5479 - val_loss: 23878.7402 - val_mae: 135.2576
Epoch 67/2000
231/231 [==============================] - 0s 21us/step - loss: 24343.5612 - mae: 136.9815 - val_loss: 23712.7793 - val_mae: 134.6738
Epoch 68/2000
231/231 [==============================] - 0s 21us/step - loss: 24173.9784 - mae: 136.4020 - val_loss: 23546.0898 - val_mae: 134.0843
Epoch 69/2000
231/231 [==============================] - 0s 27us/step - loss: 24003.2430 - mae: 135.8127 - val_loss: 23377.4688 - val_mae: 133.4854
Epoch 70/2000
231/231 [==============================] - 0s 22us/step - loss: 23829.1462 - mae: 135.2259 - val_loss: 23203.9297 - val_mae: 132.8668
Epoch 71/2000
231/231 [==============================] - 0s 31us/step - loss: 23651.6946 - mae: 134.6076 - val_loss: 23029.9355 - val_mae: 132.2435
Epoch 72/2000
231/231 [==============================] - 0s 22us/step - loss: 23472.7367 - mae: 133.9933 - val_loss: 22852.6934 - val_mae: 131.6056
Epoch 73/2000
231/231 [==============================] - 0s 19us/step - loss: 23290.8302 - mae: 133.3568 - val_loss: 22673.1309 - val_mae: 130.9564
Epoch 74/2000
231/231 [==============================] - 0s 35us/step - loss: 23106.1075 - mae: 132.7125 - val_loss: 22490.4316 - val_mae: 130.2929
Epoch 75/2000
231/231 [==============================] - 0s 23us/step - loss: 22920.2842 - mae: 132.0491 - val_loss: 22308.6172 - val_mae: 129.6295
Epoch 76/2000
231/231 [==============================] - 0s 20us/step - loss: 22732.5951 - mae: 131.3945 - val_loss: 22122.8613 - val_mae: 128.9481
Epoch 77/2000
231/231 [==============================] - 0s 23us/step - loss: 22540.9209 - mae: 130.7214 - val_loss: 21932.8887 - val_mae: 128.2472
Epoch 78/2000
231/231 [==============================] - 0s 21us/step - loss: 22346.6180 - mae: 130.0296 - val_loss: 21742.2012 - val_mae: 127.5394
Epoch 79/2000
231/231 [==============================] - 0s 23us/step - loss: 22151.6394 - mae: 129.3158 - val_loss: 21550.8828 - val_mae: 126.8257
Epoch 80/2000
231/231 [==============================] - 0s 32us/step - loss: 21954.0902 - mae: 128.6070 - val_loss: 21355.9785 - val_mae: 126.0951
Epoch 81/2000
231/231 [==============================] - 0s 20us/step - loss: 21752.5664 - mae: 127.8987 - val_loss: 21155.9609 - val_mae: 125.3405
Epoch 82/2000
231/231 [==============================] - 0s 21us/step - loss: 21547.2627 - mae: 127.1416 - val_loss: 20955.2441 - val_mae: 124.5792
Epoch 83/2000
231/231 [==============================] - 0s 30us/step - loss: 21342.3098 - mae: 126.3852 - val_loss: 20754.1973 - val_mae: 123.8113
Epoch 84/2000
231/231 [==============================] - 0s 21us/step - loss: 21134.6269 - mae: 125.6317 - val_loss: 20549.5508 - val_mae: 123.0253
Epoch 85/2000
231/231 [==============================] - 0s 29us/step - loss: 20923.6480 - mae: 124.8564 - val_loss: 20341.4062 - val_mae: 122.2207
Epoch 86/2000
231/231 [==============================] - 0s 27us/step - loss: 20709.7900 - mae: 124.0625 - val_loss: 20132.1641 - val_mae: 121.4061
Epoch 87/2000
231/231 [==============================] - 0s 22us/step - loss: 20494.9818 - mae: 123.2508 - val_loss: 19920.9004 - val_mae: 120.5789
Epoch 88/2000
231/231 [==============================] - 0s 40us/step - loss: 20277.9921 - mae: 122.4278 - val_loss: 19709.6094 - val_mae: 119.7448
Epoch 89/2000
231/231 [==============================] - 0s 29us/step - loss: 20061.3329 - mae: 121.5975 - val_loss: 19497.1348 - val_mae: 118.9005
Epoch 90/2000
231/231 [==============================] - 0s 35us/step - loss: 19842.1179 - mae: 120.7627 - val_loss: 19282.4004 - val_mae: 118.0419
Epoch 91/2000
231/231 [==============================] - 0s 32us/step - loss: 19619.9213 - mae: 119.9280 - val_loss: 19063.2422 - val_mae: 117.1588
Epoch 92/2000
231/231 [==============================] - 0s 62us/step - loss: 19394.5700 - mae: 119.0465 - val_loss: 18843.2500 - val_mae: 116.2664
Epoch 93/2000
231/231 [==============================] - 0s 33us/step - loss: 19168.4390 - mae: 118.1617 - val_loss: 18622.8516 - val_mae: 115.3650
Epoch 94/2000
231/231 [==============================] - 0s 33us/step - loss: 18941.4505 - mae: 117.2692 - val_loss: 18401.0898 - val_mae: 114.4513
Epoch 95/2000
231/231 [==============================] - 0s 21us/step - loss: 18713.8284 - mae: 116.3678 - val_loss: 18178.5742 - val_mae: 113.5258
Epoch 96/2000
231/231 [==============================] - 0s 20us/step - loss: 18485.4511 - mae: 115.4438 - val_loss: 17956.5117 - val_mae: 112.5953
Epoch 97/2000
231/231 [==============================] - 0s 24us/step - loss: 18255.3551 - mae: 114.5285 - val_loss: 17731.0391 - val_mae: 111.6426
Epoch 98/2000
231/231 [==============================] - 0s 32us/step - loss: 18022.5953 - mae: 113.5856 - val_loss: 17503.9297 - val_mae: 110.6756
Epoch 99/2000
231/231 [==============================] - 0s 29us/step - loss: 17788.2228 - mae: 112.6237 - val_loss: 17275.2891 - val_mae: 109.6932
Epoch 100/2000
231/231 [==============================] - 0s 24us/step - loss: 17553.8032 - mae: 111.6471 - val_loss: 17047.8809 - val_mae: 108.7067
Epoch 101/2000
231/231 [==============================] - 0s 22us/step - loss: 17319.1079 - mae: 110.6700 - val_loss: 16819.4121 - val_mae: 107.7077
Epoch 102/2000
231/231 [==============================] - 0s 31us/step - loss: 17080.6257 - mae: 109.7154 - val_loss: 16584.0547 - val_mae: 106.6700
Epoch 103/2000
231/231 [==============================] - 0s 35us/step - loss: 16838.5246 - mae: 108.6851 - val_loss: 16351.6084 - val_mae: 105.6347
Epoch 104/2000
231/231 [==============================] - 0s 27us/step - loss: 16598.0577 - mae: 107.6654 - val_loss: 16116.7891 - val_mae: 104.5789
Epoch 105/2000
231/231 [==============================] - 0s 27us/step - loss: 16356.5725 - mae: 106.6205 - val_loss: 15884.1865 - val_mae: 103.5211
Epoch 106/2000
231/231 [==============================] - 0s 33us/step - loss: 16115.0845 - mae: 105.6028 - val_loss: 15647.9150 - val_mae: 102.4593
Epoch 107/2000
231/231 [==============================] - 0s 41us/step - loss: 15872.2862 - mae: 104.5260 - val_loss: 15415.0205 - val_mae: 101.4067
Epoch 108/2000
231/231 [==============================] - 0s 32us/step - loss: 15630.1992 - mae: 103.4915 - val_loss: 15178.6074 - val_mae: 100.3278
Epoch 109/2000
231/231 [==============================] - 0s 50us/step - loss: 15384.4814 - mae: 102.4269 - val_loss: 14939.5068 - val_mae: 99.2251
Epoch 110/2000
231/231 [==============================] - 0s 25us/step - loss: 15137.1972 - mae: 101.3321 - val_loss: 14701.3945 - val_mae: 98.1417
Epoch 111/2000
231/231 [==============================] - 0s 22us/step - loss: 14892.9675 - mae: 100.2107 - val_loss: 14468.8418 - val_mae: 97.0983
Epoch 112/2000
231/231 [==============================] - 0s 25us/step - loss: 14651.4796 - mae: 99.1437 - val_loss: 14234.5010 - val_mae: 96.0338
Epoch 113/2000
231/231 [==============================] - 0s 35us/step - loss: 14407.9845 - mae: 98.0681 - val_loss: 13999.3301 - val_mae: 94.9543
Epoch 114/2000
231/231 [==============================] - 0s 31us/step - loss: 14163.4568 - mae: 96.9922 - val_loss: 13762.9570 - val_mae: 93.8556
Epoch 115/2000
231/231 [==============================] - 0s 22us/step - loss: 13920.0952 - mae: 95.8728 - val_loss: 13529.5459 - val_mae: 92.7567
Epoch 116/2000
231/231 [==============================] - 0s 22us/step - loss: 13675.5171 - mae: 94.7819 - val_loss: 13292.7285 - val_mae: 91.6281
Epoch 117/2000
231/231 [==============================] - 0s 35us/step - loss: 13430.6332 - mae: 93.6573 - val_loss: 13058.6611 - val_mae: 90.5073
Epoch 118/2000
231/231 [==============================] - 0s 30us/step - loss: 13186.7327 - mae: 92.5497 - val_loss: 12823.7715 - val_mae: 89.3872
Epoch 119/2000
231/231 [==============================] - 0s 30us/step - loss: 12941.3905 - mae: 91.4459 - val_loss: 12587.4434 - val_mae: 88.2441
Epoch 120/2000
231/231 [==============================] - 0s 21us/step - loss: 12698.0182 - mae: 90.3006 - val_loss: 12356.8320 - val_mae: 87.1114
Epoch 121/2000
231/231 [==============================] - 0s 33us/step - loss: 12459.2234 - mae: 89.1983 - val_loss: 12128.8916 - val_mae: 85.9753
Epoch 122/2000
231/231 [==============================] - 0s 30us/step - loss: 12218.7697 - mae: 88.0997 - val_loss: 11897.5879 - val_mae: 84.8069
Epoch 123/2000
231/231 [==============================] - 0s 23us/step - loss: 11976.4603 - mae: 86.9660 - val_loss: 11665.4463 - val_mae: 83.6161
Epoch 124/2000
231/231 [==============================] - 0s 22us/step - loss: 11735.2577 - mae: 85.8507 - val_loss: 11435.9521 - val_mae: 82.4255
Epoch 125/2000
231/231 [==============================] - 0s 33us/step - loss: 11495.8121 - mae: 84.7193 - val_loss: 11208.5244 - val_mae: 81.2468
Epoch 126/2000
231/231 [==============================] - 0s 28us/step - loss: 11258.0592 - mae: 83.6131 - val_loss: 10982.3262 - val_mae: 80.0625
Epoch 127/2000
231/231 [==============================] - 0s 38us/step - loss: 11020.8720 - mae: 82.5208 - val_loss: 10755.9531 - val_mae: 78.8966
Epoch 128/2000
231/231 [==============================] - 0s 27us/step - loss: 10785.4355 - mae: 81.3924 - val_loss: 10534.5615 - val_mae: 77.7448
Epoch 129/2000
231/231 [==============================] - 0s 43us/step - loss: 10553.3758 - mae: 80.2749 - val_loss: 10314.5186 - val_mae: 76.6071
Epoch 130/2000
231/231 [==============================] - 0s 24us/step - loss: 10321.4553 - mae: 79.1671 - val_loss: 10094.3018 - val_mae: 75.4614
Epoch 131/2000
231/231 [==============================] - 0s 26us/step - loss: 10089.4414 - mae: 78.0662 - val_loss: 9873.4893 - val_mae: 74.3247
Epoch 132/2000
231/231 [==============================] - 0s 21us/step - loss: 9859.8484 - mae: 76.9555 - val_loss: 9659.5410 - val_mae: 73.3151
Epoch 133/2000
231/231 [==============================] - 0s 28us/step - loss: 9633.0303 - mae: 75.8948 - val_loss: 9444.1904 - val_mae: 72.3814
Epoch 134/2000
231/231 [==============================] - 0s 39us/step - loss: 9408.6322 - mae: 74.8218 - val_loss: 9236.1240 - val_mae: 71.4671
Epoch 135/2000
231/231 [==============================] - 0s 26us/step - loss: 9187.3834 - mae: 73.7723 - val_loss: 9026.0996 - val_mae: 70.5246
Epoch 136/2000
231/231 [==============================] - 0s 33us/step - loss: 8966.4566 - mae: 72.7245 - val_loss: 8820.4336 - val_mae: 69.5808
Epoch 137/2000
231/231 [==============================] - 0s 35us/step - loss: 8752.6311 - mae: 71.6701 - val_loss: 8622.1982 - val_mae: 68.6508
Epoch 138/2000
231/231 [==============================] - 0s 22us/step - loss: 8539.4395 - mae: 70.7064 - val_loss: 8421.0361 - val_mae: 67.7129
Epoch 139/2000
231/231 [==============================] - 0s 24us/step - loss: 8326.8725 - mae: 69.6944 - val_loss: 8224.2832 - val_mae: 66.7997
Epoch 140/2000
231/231 [==============================] - 0s 32us/step - loss: 8121.6783 - mae: 68.6816 - val_loss: 8037.4365 - val_mae: 65.9182
Epoch 141/2000
231/231 [==============================] - 0s 22us/step - loss: 7921.1469 - mae: 67.7457 - val_loss: 7850.3066 - val_mae: 65.0399
Epoch 142/2000
231/231 [==============================] - 0s 29us/step - loss: 7722.4717 - mae: 66.7871 - val_loss: 7666.6519 - val_mae: 64.1643
Epoch 143/2000
231/231 [==============================] - 0s 20us/step - loss: 7529.1605 - mae: 65.8598 - val_loss: 7489.5269 - val_mae: 63.3445
Epoch 144/2000
231/231 [==============================] - 0s 25us/step - loss: 7340.2414 - mae: 64.9931 - val_loss: 7315.5308 - val_mae: 62.5934
Epoch 145/2000
231/231 [==============================] - 0s 39us/step - loss: 7152.7100 - mae: 64.1279 - val_loss: 7143.5166 - val_mae: 61.8853
Epoch 146/2000
231/231 [==============================] - 0s 34us/step - loss: 6966.6557 - mae: 63.2865 - val_loss: 6971.8633 - val_mae: 61.1748
Epoch 147/2000
231/231 [==============================] - 0s 33us/step - loss: 6782.5312 - mae: 62.4062 - val_loss: 6804.0610 - val_mae: 60.5078
Epoch 148/2000
231/231 [==============================] - 0s 32us/step - loss: 6602.9637 - mae: 61.6210 - val_loss: 6642.6929 - val_mae: 59.8789
Epoch 149/2000
231/231 [==============================] - 0s 28us/step - loss: 6432.2201 - mae: 60.8851 - val_loss: 6490.0474 - val_mae: 59.3711
Epoch 150/2000
231/231 [==============================] - 0s 20us/step - loss: 6265.5385 - mae: 60.1092 - val_loss: 6339.1260 - val_mae: 58.8704
Epoch 151/2000
231/231 [==============================] - 0s 23us/step - loss: 6101.7589 - mae: 59.4055 - val_loss: 6192.0347 - val_mae: 58.4034
Epoch 152/2000
231/231 [==============================] - 0s 30us/step - loss: 5943.0340 - mae: 58.7601 - val_loss: 6050.9136 - val_mae: 58.0302
Epoch 153/2000
231/231 [==============================] - 0s 25us/step - loss: 5787.6024 - mae: 58.1250 - val_loss: 5910.8784 - val_mae: 57.6888
Epoch 154/2000
231/231 [==============================] - 0s 34us/step - loss: 5636.0416 - mae: 57.5189 - val_loss: 5778.8335 - val_mae: 57.3685
Epoch 155/2000
231/231 [==============================] - 0s 26us/step - loss: 5491.7408 - mae: 57.0027 - val_loss: 5652.7163 - val_mae: 57.0631
Epoch 156/2000
231/231 [==============================] - 0s 37us/step - loss: 5353.2883 - mae: 56.4692 - val_loss: 5530.2510 - val_mae: 56.7682
Epoch 157/2000
231/231 [==============================] - 0s 34us/step - loss: 5217.5576 - mae: 55.9529 - val_loss: 5413.5195 - val_mae: 56.4980
Epoch 158/2000
231/231 [==============================] - 0s 20us/step - loss: 5088.0227 - mae: 55.4901 - val_loss: 5302.0884 - val_mae: 56.2656
Epoch 159/2000
231/231 [==============================] - 0s 24us/step - loss: 4964.6015 - mae: 55.0829 - val_loss: 5196.6582 - val_mae: 56.0919
Epoch 160/2000
231/231 [==============================] - 0s 34us/step - loss: 4846.9931 - mae: 54.6332 - val_loss: 5098.1177 - val_mae: 55.9358
Epoch 161/2000
231/231 [==============================] - 0s 41us/step - loss: 4735.9530 - mae: 54.2641 - val_loss: 5005.7085 - val_mae: 55.7807
Epoch 162/2000
231/231 [==============================] - 0s 31us/step - loss: 4629.7520 - mae: 53.9232 - val_loss: 4917.1270 - val_mae: 55.6199
Epoch 163/2000
231/231 [==============================] - 0s 27us/step - loss: 4529.3381 - mae: 53.5902 - val_loss: 4835.2358 - val_mae: 55.4618
Epoch 164/2000
231/231 [==============================] - 0s 30us/step - loss: 4434.2322 - mae: 53.2689 - val_loss: 4757.9458 - val_mae: 55.3231
Epoch 165/2000
231/231 [==============================] - 0s 25us/step - loss: 4344.9688 - mae: 52.9603 - val_loss: 4686.9121 - val_mae: 55.2415
Epoch 166/2000
231/231 [==============================] - 0s 22us/step - loss: 4261.4911 - mae: 52.7666 - val_loss: 4621.5034 - val_mae: 55.1554
Epoch 167/2000
231/231 [==============================] - 0s 19us/step - loss: 4186.5689 - mae: 52.5446 - val_loss: 4564.3813 - val_mae: 55.0932
Epoch 168/2000
231/231 [==============================] - 0s 30us/step - loss: 4115.5355 - mae: 52.3169 - val_loss: 4509.3574 - val_mae: 55.0619
Epoch 169/2000
231/231 [==============================] - 0s 38us/step - loss: 4051.3494 - mae: 52.2148 - val_loss: 4462.2456 - val_mae: 55.0470
Epoch 170/2000
231/231 [==============================] - 0s 28us/step - loss: 3991.3719 - mae: 52.0288 - val_loss: 4417.5195 - val_mae: 55.0765
Epoch 171/2000
231/231 [==============================] - 0s 32us/step - loss: 3938.0611 - mae: 51.9068 - val_loss: 4381.4844 - val_mae: 55.0994
Epoch 172/2000
231/231 [==============================] - 0s 22us/step - loss: 3890.7522 - mae: 51.7723 - val_loss: 4348.8813 - val_mae: 55.1198
Epoch 173/2000
231/231 [==============================] - 0s 26us/step - loss: 3846.9879 - mae: 51.6284 - val_loss: 4317.7974 - val_mae: 55.1417
Epoch 174/2000
231/231 [==============================] - 0s 25us/step - loss: 3805.1714 - mae: 51.5127 - val_loss: 4292.5186 - val_mae: 55.1628
Epoch 175/2000
231/231 [==============================] - 0s 19us/step - loss: 3769.3888 - mae: 51.4450 - val_loss: 4272.6768 - val_mae: 55.1713
Epoch 176/2000
231/231 [==============================] - 0s 28us/step - loss: 3740.4263 - mae: 51.3823 - val_loss: 4255.8867 - val_mae: 55.1841
Epoch 177/2000
231/231 [==============================] - 0s 35us/step - loss: 3715.3014 - mae: 51.3595 - val_loss: 4242.5615 - val_mae: 55.1795
Epoch 178/2000
231/231 [==============================] - 0s 24us/step - loss: 3693.9306 - mae: 51.2762 - val_loss: 4231.2378 - val_mae: 55.1830
Epoch 179/2000
231/231 [==============================] - 0s 22us/step - loss: 3673.7594 - mae: 51.2406 - val_loss: 4222.8853 - val_mae: 55.1803
Epoch 180/2000
231/231 [==============================] - 0s 32us/step - loss: 3656.3083 - mae: 51.1875 - val_loss: 4216.3242 - val_mae: 55.1673
Epoch 181/2000
231/231 [==============================] - 0s 23us/step - loss: 3643.4653 - mae: 51.1441 - val_loss: 4210.7510 - val_mae: 55.1497
Epoch 182/2000
231/231 [==============================] - 0s 51us/step - loss: 3631.2020 - mae: 51.1223 - val_loss: 4205.3496 - val_mae: 55.1344
Epoch 183/2000
231/231 [==============================] - 0s 28us/step - loss: 3621.9576 - mae: 51.0974 - val_loss: 4199.8447 - val_mae: 55.1031
Epoch 184/2000
231/231 [==============================] - 0s 34us/step - loss: 3614.7189 - mae: 51.0351 - val_loss: 4196.3413 - val_mae: 55.1125
Epoch 185/2000
231/231 [==============================] - 0s 23us/step - loss: 3604.4400 - mae: 51.0496 - val_loss: 4189.6235 - val_mae: 55.0615
Epoch 186/2000
231/231 [==============================] - 0s 21us/step - loss: 3596.0537 - mae: 50.9718 - val_loss: 4184.4834 - val_mae: 55.0320
Epoch 187/2000
231/231 [==============================] - 0s 21us/step - loss: 3596.9547 - mae: 50.9522 - val_loss: 4181.9097 - val_mae: 55.0424
Epoch 188/2000
231/231 [==============================] - 0s 28us/step - loss: 3585.4770 - mae: 51.0011 - val_loss: 4173.4888 - val_mae: 54.9495
Epoch 189/2000
231/231 [==============================] - 0s 28us/step - loss: 3574.4826 - mae: 50.8211 - val_loss: 4169.5596 - val_mae: 54.9370
Epoch 190/2000
231/231 [==============================] - 0s 36us/step - loss: 3582.7576 - mae: 50.8633 - val_loss: 4166.1992 - val_mae: 54.9281
Epoch 191/2000
231/231 [==============================] - 0s 25us/step - loss: 3557.9056 - mae: 50.7732 - val_loss: 4158.1294 - val_mae: 54.8506
Epoch 192/2000
231/231 [==============================] - 0s 36us/step - loss: 3551.4611 - mae: 50.7169 - val_loss: 4149.1831 - val_mae: 54.7583
Epoch 193/2000
231/231 [==============================] - 0s 23us/step - loss: 3543.8619 - mae: 50.6422 - val_loss: 4141.6206 - val_mae: 54.6843
Epoch 194/2000
231/231 [==============================] - 0s 33us/step - loss: 3538.9266 - mae: 50.5650 - val_loss: 4137.3521 - val_mae: 54.6611
Epoch 195/2000
231/231 [==============================] - 0s 25us/step - loss: 3537.9068 - mae: 50.6478 - val_loss: 4126.2393 - val_mae: 54.5339
Epoch 196/2000
231/231 [==============================] - 0s 29us/step - loss: 3525.9754 - mae: 50.4628 - val_loss: 4122.3579 - val_mae: 54.5190
Epoch 197/2000
231/231 [==============================] - 0s 38us/step - loss: 3520.9537 - mae: 50.4016 - val_loss: 4118.1313 - val_mae: 54.4928
Epoch 198/2000
231/231 [==============================] - 0s 26us/step - loss: 3507.7994 - mae: 50.3693 - val_loss: 4110.1123 - val_mae: 54.4137
Epoch 199/2000
231/231 [==============================] - 0s 32us/step - loss: 3515.3663 - mae: 50.4237 - val_loss: 4099.2300 - val_mae: 54.2855
Epoch 200/2000
231/231 [==============================] - 0s 20us/step - loss: 3494.2990 - mae: 50.2210 - val_loss: 4093.1572 - val_mae: 54.2313
Epoch 201/2000
231/231 [==============================] - 0s 28us/step - loss: 3489.2219 - mae: 50.1891 - val_loss: 4084.5457 - val_mae: 54.1421
Epoch 202/2000
231/231 [==============================] - 0s 27us/step - loss: 3495.5318 - mae: 50.2606 - val_loss: 4075.9688 - val_mae: 54.0487
Epoch 203/2000
231/231 [==============================] - 0s 25us/step - loss: 3476.5202 - mae: 50.0336 - val_loss: 4072.3342 - val_mae: 54.0264
Epoch 204/2000
231/231 [==============================] - 0s 37us/step - loss: 3469.0151 - mae: 49.9941 - val_loss: 4067.6621 - val_mae: 53.9863
Epoch 205/2000
231/231 [==============================] - 0s 32us/step - loss: 3461.4710 - mae: 49.9608 - val_loss: 4061.1028 - val_mae: 53.9207
Epoch 206/2000
231/231 [==============================] - 0s 28us/step - loss: 3455.6562 - mae: 49.8987 - val_loss: 4055.7148 - val_mae: 53.8727
Epoch 207/2000
231/231 [==============================] - 0s 23us/step - loss: 3449.1240 - mae: 49.8546 - val_loss: 4049.4014 - val_mae: 53.8170
Epoch 208/2000
231/231 [==============================] - 0s 25us/step - loss: 3444.0180 - mae: 49.7975 - val_loss: 4043.9585 - val_mae: 53.7719
Epoch 209/2000
231/231 [==============================] - 0s 45us/step - loss: 3436.3788 - mae: 49.7737 - val_loss: 4033.1216 - val_mae: 53.6330
Epoch 210/2000
231/231 [==============================] - 0s 30us/step - loss: 3430.8565 - mae: 49.7025 - val_loss: 4023.4773 - val_mae: 53.5221
Epoch 211/2000
231/231 [==============================] - 0s 26us/step - loss: 3423.5696 - mae: 49.6004 - val_loss: 4020.8655 - val_mae: 53.5178
Epoch 212/2000
231/231 [==============================] - 0s 35us/step - loss: 3415.0008 - mae: 49.5615 - val_loss: 4014.8940 - val_mae: 53.4562
Epoch 213/2000
231/231 [==============================] - 0s 21us/step - loss: 3421.6665 - mae: 49.5658 - val_loss: 4011.5405 - val_mae: 53.4368
Epoch 214/2000
231/231 [==============================] - 0s 23us/step - loss: 3405.4577 - mae: 49.4554 - val_loss: 4005.8276 - val_mae: 53.3839
Epoch 215/2000
231/231 [==============================] - 0s 32us/step - loss: 3396.6168 - mae: 49.4045 - val_loss: 3997.0413 - val_mae: 53.2753
Epoch 216/2000
231/231 [==============================] - 0s 32us/step - loss: 3390.7305 - mae: 49.3580 - val_loss: 3987.3162 - val_mae: 53.1557
Epoch 217/2000
231/231 [==============================] - 0s 25us/step - loss: 3393.4245 - mae: 49.3886 - val_loss: 3977.2800 - val_mae: 53.0259
Epoch 218/2000
231/231 [==============================] - 0s 30us/step - loss: 3384.4295 - mae: 49.2611 - val_loss: 3969.3582 - val_mae: 52.9286
Epoch 219/2000
231/231 [==============================] - 0s 30us/step - loss: 3374.0094 - mae: 49.1376 - val_loss: 3964.2224 - val_mae: 52.8846
Epoch 220/2000
231/231 [==============================] - 0s 28us/step - loss: 3368.6898 - mae: 49.1166 - val_loss: 3958.1404 - val_mae: 52.8201
Epoch 221/2000
231/231 [==============================] - 0s 22us/step - loss: 3363.9668 - mae: 49.0537 - val_loss: 3956.1406 - val_mae: 52.8189
Epoch 222/2000
231/231 [==============================] - 0s 25us/step - loss: 3357.0513 - mae: 49.0145 - val_loss: 3947.5510 - val_mae: 52.7067
Epoch 223/2000
231/231 [==============================] - 0s 39us/step - loss: 3353.9395 - mae: 48.9368 - val_loss: 3945.8149 - val_mae: 52.7103
Epoch 224/2000
231/231 [==============================] - 0s 25us/step - loss: 3345.3208 - mae: 48.8982 - val_loss: 3940.4734 - val_mae: 52.6536
Epoch 225/2000
231/231 [==============================] - 0s 21us/step - loss: 3350.7778 - mae: 48.9762 - val_loss: 3930.4807 - val_mae: 52.5194
Epoch 226/2000
231/231 [==============================] - 0s 23us/step - loss: 3334.5151 - mae: 48.7882 - val_loss: 3926.1536 - val_mae: 52.4736
Epoch 227/2000
231/231 [==============================] - 0s 22us/step - loss: 3339.7748 - mae: 48.8190 - val_loss: 3917.3633 - val_mae: 52.3557
Epoch 228/2000
231/231 [==============================] - 0s 22us/step - loss: 3326.8106 - mae: 48.6920 - val_loss: 3914.8538 - val_mae: 52.3548
Epoch 229/2000
231/231 [==============================] - 0s 30us/step - loss: 3319.7643 - mae: 48.6445 - val_loss: 3909.2461 - val_mae: 52.3000
Epoch 230/2000
231/231 [==============================] - 0s 22us/step - loss: 3319.2944 - mae: 48.6528 - val_loss: 3900.0249 - val_mae: 52.1790
Epoch 231/2000
231/231 [==============================] - 0s 27us/step - loss: 3313.0484 - mae: 48.5830 - val_loss: 3892.5364 - val_mae: 52.0867
Epoch 232/2000
231/231 [==============================] - 0s 35us/step - loss: 3306.5219 - mae: 48.5204 - val_loss: 3890.5862 - val_mae: 52.0864
Epoch 233/2000
231/231 [==============================] - 0s 22us/step - loss: 3305.7925 - mae: 48.5407 - val_loss: 3882.0759 - val_mae: 51.9708
Epoch 234/2000
231/231 [==============================] - 0s 31us/step - loss: 3299.2005 - mae: 48.4456 - val_loss: 3881.0166 - val_mae: 51.9828
Epoch 235/2000
231/231 [==============================] - 0s 33us/step - loss: 3296.6085 - mae: 48.4082 - val_loss: 3878.3398 - val_mae: 51.9758
Epoch 236/2000
231/231 [==============================] - 0s 29us/step - loss: 3293.0384 - mae: 48.4024 - val_loss: 3868.3440 - val_mae: 51.8251
Epoch 237/2000
231/231 [==============================] - 0s 28us/step - loss: 3282.6514 - mae: 48.2912 - val_loss: 3863.2512 - val_mae: 51.7690
Epoch 238/2000
231/231 [==============================] - 0s 21us/step - loss: 3280.2575 - mae: 48.2699 - val_loss: 3860.7048 - val_mae: 51.7632
Epoch 239/2000
231/231 [==============================] - 0s 36us/step - loss: 3275.4104 - mae: 48.2073 - val_loss: 3851.4729 - val_mae: 51.6324
Epoch 240/2000
231/231 [==============================] - 0s 21us/step - loss: 3270.5293 - mae: 48.1603 - val_loss: 3848.1060 - val_mae: 51.6237
Epoch 241/2000
231/231 [==============================] - 0s 25us/step - loss: 3266.8028 - mae: 48.1297 - val_loss: 3838.8726 - val_mae: 51.4905
Epoch 242/2000
231/231 [==============================] - 0s 29us/step - loss: 3265.4389 - mae: 48.1147 - val_loss: 3830.7056 - val_mae: 51.3748
Epoch 243/2000
231/231 [==============================] - 0s 26us/step - loss: 3258.7304 - mae: 48.0594 - val_loss: 3824.5249 - val_mae: 51.3007
Epoch 244/2000
231/231 [==============================] - 0s 33us/step - loss: 3256.7796 - mae: 48.0047 - val_loss: 3824.2971 - val_mae: 51.3555
Epoch 245/2000
231/231 [==============================] - 0s 27us/step - loss: 3247.3730 - mae: 47.9313 - val_loss: 3818.0051 - val_mae: 51.2869
Epoch 246/2000
231/231 [==============================] - 0s 30us/step - loss: 3247.3186 - mae: 47.9293 - val_loss: 3808.3416 - val_mae: 51.1437
Epoch 247/2000
231/231 [==============================] - 0s 23us/step - loss: 3262.8886 - mae: 48.0389 - val_loss: 3801.4871 - val_mae: 51.0613
Epoch 248/2000
231/231 [==============================] - 0s 36us/step - loss: 3236.8583 - mae: 47.8203 - val_loss: 3798.0352 - val_mae: 51.0539
Epoch 249/2000
231/231 [==============================] - 0s 30us/step - loss: 3231.3603 - mae: 47.7710 - val_loss: 3793.0864 - val_mae: 51.0154
Epoch 250/2000
231/231 [==============================] - 0s 33us/step - loss: 3227.5887 - mae: 47.7304 - val_loss: 3787.5857 - val_mae: 50.9529
Epoch 251/2000
231/231 [==============================] - 0s 34us/step - loss: 3223.8284 - mae: 47.6959 - val_loss: 3783.3293 - val_mae: 50.9156
Epoch 252/2000
231/231 [==============================] - 0s 33us/step - loss: 3219.8490 - mae: 47.6547 - val_loss: 3776.9675 - val_mae: 50.8416
Epoch 253/2000
231/231 [==============================] - 0s 36us/step - loss: 3215.8791 - mae: 47.6127 - val_loss: 3768.9521 - val_mae: 50.7362
Epoch 254/2000
231/231 [==============================] - 0s 19us/step - loss: 3213.2089 - mae: 47.5742 - val_loss: 3766.3909 - val_mae: 50.7351
Epoch 255/2000
231/231 [==============================] - 0s 33us/step - loss: 3209.7214 - mae: 47.5188 - val_loss: 3762.4568 - val_mae: 50.7078
Epoch 256/2000
231/231 [==============================] - 0s 24us/step - loss: 3203.4584 - mae: 47.4896 - val_loss: 3752.0740 - val_mae: 50.5691
Epoch 257/2000
231/231 [==============================] - 0s 30us/step - loss: 3202.3228 - mae: 47.4480 - val_loss: 3749.8513 - val_mae: 50.5690
Epoch 258/2000
231/231 [==============================] - 0s 36us/step - loss: 3195.1686 - mae: 47.4093 - val_loss: 3739.2883 - val_mae: 50.4360
Epoch 259/2000
231/231 [==============================] - 0s 25us/step - loss: 3191.8188 - mae: 47.3533 - val_loss: 3731.5664 - val_mae: 50.3451
Epoch 260/2000
231/231 [==============================] - 0s 24us/step - loss: 3193.3508 - mae: 47.3448 - val_loss: 3730.3337 - val_mae: 50.3717
Epoch 261/2000
231/231 [==============================] - 0s 39us/step - loss: 3199.4075 - mae: 47.4143 - val_loss: 3719.9692 - val_mae: 50.2382
Epoch 262/2000
231/231 [==============================] - 0s 20us/step - loss: 3182.1759 - mae: 47.2111 - val_loss: 3717.0564 - val_mae: 50.2323
Epoch 263/2000
231/231 [==============================] - 0s 39us/step - loss: 3177.3100 - mae: 47.2170 - val_loss: 3711.8218 - val_mae: 50.1824
Epoch 264/2000
231/231 [==============================] - 0s 26us/step - loss: 3184.0601 - mae: 47.2613 - val_loss: 3702.7739 - val_mae: 50.0601
Epoch 265/2000
231/231 [==============================] - 0s 34us/step - loss: 3169.9021 - mae: 47.1194 - val_loss: 3697.1306 - val_mae: 50.0105
Epoch 266/2000
231/231 [==============================] - 0s 34us/step - loss: 3168.2543 - mae: 47.0900 - val_loss: 3693.8435 - val_mae: 50.0056
Epoch 267/2000
231/231 [==============================] - 0s 22us/step - loss: 3164.6339 - mae: 47.0904 - val_loss: 3689.5249 - val_mae: 49.9790
Epoch 268/2000
231/231 [==============================] - 0s 25us/step - loss: 3162.4760 - mae: 47.1016 - val_loss: 3679.6846 - val_mae: 49.8481
Epoch 269/2000
231/231 [==============================] - 0s 38us/step - loss: 3160.0206 - mae: 47.0381 - val_loss: 3672.0044 - val_mae: 49.7478
Epoch 270/2000
231/231 [==============================] - 0s 20us/step - loss: 3153.1654 - mae: 46.9558 - val_loss: 3668.0352 - val_mae: 49.7315
Epoch 271/2000
231/231 [==============================] - 0s 35us/step - loss: 3150.2687 - mae: 46.9272 - val_loss: 3664.3801 - val_mae: 49.7174
Epoch 272/2000
231/231 [==============================] - 0s 25us/step - loss: 3151.8623 - mae: 46.9361 - val_loss: 3661.7234 - val_mae: 49.7163
Epoch 273/2000
231/231 [==============================] - 0s 40us/step - loss: 3143.3941 - mae: 46.9181 - val_loss: 3653.2854 - val_mae: 49.6030
Epoch 274/2000
231/231 [==============================] - 0s 31us/step - loss: 3140.2073 - mae: 46.8529 - val_loss: 3648.1396 - val_mae: 49.5527
Epoch 275/2000
231/231 [==============================] - 0s 21us/step - loss: 3143.7686 - mae: 46.8934 - val_loss: 3639.1541 - val_mae: 49.4255
Epoch 276/2000
231/231 [==============================] - 0s 20us/step - loss: 3137.4349 - mae: 46.7451 - val_loss: 3637.3616 - val_mae: 49.4490
Epoch 277/2000
231/231 [==============================] - 0s 29us/step - loss: 3130.6693 - mae: 46.7626 - val_loss: 3631.5088 - val_mae: 49.3760
Epoch 278/2000
231/231 [==============================] - 0s 30us/step - loss: 3129.3749 - mae: 46.7292 - val_loss: 3623.8271 - val_mae: 49.2654
Epoch 279/2000
231/231 [==============================] - 0s 37us/step - loss: 3124.9431 - mae: 46.6732 - val_loss: 3621.3792 - val_mae: 49.2670
Epoch 280/2000
231/231 [==============================] - 0s 26us/step - loss: 3125.4020 - mae: 46.7013 - val_loss: 3612.6079 - val_mae: 49.1389
Epoch 281/2000
231/231 [==============================] - 0s 30us/step - loss: 3124.4862 - mae: 46.7027 - val_loss: 3606.1235 - val_mae: 49.0485
Epoch 282/2000
231/231 [==============================] - 0s 22us/step - loss: 3116.6179 - mae: 46.5870 - val_loss: 3601.0642 - val_mae: 49.0128
Epoch 283/2000
231/231 [==============================] - 0s 37us/step - loss: 3115.8118 - mae: 46.5754 - val_loss: 3594.8269 - val_mae: 48.9435
Epoch 284/2000
231/231 [==============================] - 0s 22us/step - loss: 3110.2978 - mae: 46.5326 - val_loss: 3591.5850 - val_mae: 48.9334
Epoch 285/2000
231/231 [==============================] - 0s 33us/step - loss: 3106.7537 - mae: 46.5152 - val_loss: 3585.6772 - val_mae: 48.8646
Epoch 286/2000
231/231 [==============================] - 0s 43us/step - loss: 3103.2859 - mae: 46.4657 - val_loss: 3582.5457 - val_mae: 48.8600
Epoch 287/2000
231/231 [==============================] - 0s 20us/step - loss: 3100.2879 - mae: 46.4401 - val_loss: 3577.0752 - val_mae: 48.8030
Epoch 288/2000
231/231 [==============================] - 0s 20us/step - loss: 3108.2006 - mae: 46.4875 - val_loss: 3574.1121 - val_mae: 48.7945
Epoch 289/2000
231/231 [==============================] - 0s 31us/step - loss: 3095.8671 - mae: 46.4086 - val_loss: 3568.3494 - val_mae: 48.7376
Epoch 290/2000
231/231 [==============================] - 0s 24us/step - loss: 3093.6747 - mae: 46.3901 - val_loss: 3558.5737 - val_mae: 48.5875
Epoch 291/2000
231/231 [==============================] - 0s 31us/step - loss: 3091.6804 - mae: 46.3499 - val_loss: 3551.3137 - val_mae: 48.4841
Epoch 292/2000
231/231 [==============================] - 0s 21us/step - loss: 3086.5549 - mae: 46.3034 - val_loss: 3546.6929 - val_mae: 48.4483
Epoch 293/2000
231/231 [==============================] - 0s 33us/step - loss: 3084.3185 - mae: 46.2844 - val_loss: 3541.2559 - val_mae: 48.3841
Epoch 294/2000
231/231 [==============================] - 0s 38us/step - loss: 3089.0511 - mae: 46.2629 - val_loss: 3534.9077 - val_mae: 48.2935
Epoch 295/2000
231/231 [==============================] - 0s 32us/step - loss: 3082.2787 - mae: 46.2158 - val_loss: 3533.3408 - val_mae: 48.3448
Epoch 296/2000
231/231 [==============================] - 0s 29us/step - loss: 3076.3758 - mae: 46.1756 - val_loss: 3529.0962 - val_mae: 48.3205
Epoch 297/2000
231/231 [==============================] - 0s 23us/step - loss: 3076.0884 - mae: 46.1712 - val_loss: 3525.2881 - val_mae: 48.3013
Epoch 298/2000
231/231 [==============================] - 0s 30us/step - loss: 3071.0393 - mae: 46.1456 - val_loss: 3518.9536 - val_mae: 48.2299
Epoch 299/2000
231/231 [==============================] - 0s 27us/step - loss: 3068.9394 - mae: 46.1348 - val_loss: 3513.5220 - val_mae: 48.1750
Epoch 300/2000
231/231 [==============================] - 0s 19us/step - loss: 3075.8217 - mae: 46.1472 - val_loss: 3510.2222 - val_mae: 48.1596
Epoch 301/2000
231/231 [==============================] - 0s 37us/step - loss: 3066.2376 - mae: 46.1120 - val_loss: 3505.4358 - val_mae: 48.1174
Epoch 302/2000
231/231 [==============================] - 0s 26us/step - loss: 3065.9312 - mae: 46.1114 - val_loss: 3500.9407 - val_mae: 48.0838
Epoch 303/2000
231/231 [==============================] - 0s 24us/step - loss: 3059.7465 - mae: 46.0626 - val_loss: 3491.4612 - val_mae: 47.9339
Epoch 304/2000
231/231 [==============================] - 0s 27us/step - loss: 3055.8205 - mae: 46.0019 - val_loss: 3484.6609 - val_mae: 47.8419
Epoch 305/2000
231/231 [==============================] - 0s 37us/step - loss: 3054.3510 - mae: 45.9647 - val_loss: 3481.9062 - val_mae: 47.8517
Epoch 306/2000
231/231 [==============================] - 0s 29us/step - loss: 3051.0230 - mae: 45.9512 - val_loss: 3476.3879 - val_mae: 47.8018
Epoch 307/2000
231/231 [==============================] - 0s 23us/step - loss: 3054.2599 - mae: 45.9528 - val_loss: 3473.5920 - val_mae: 47.8058
Epoch 308/2000
231/231 [==============================] - 0s 25us/step - loss: 3052.9445 - mae: 45.9472 - val_loss: 3469.3115 - val_mae: 47.7814
Epoch 309/2000
231/231 [==============================] - 0s 34us/step - loss: 3046.7077 - mae: 45.9318 - val_loss: 3459.2397 - val_mae: 47.6090
Epoch 310/2000
231/231 [==============================] - 0s 25us/step - loss: 3044.4043 - mae: 45.8881 - val_loss: 3452.1965 - val_mae: 47.4989
Epoch 311/2000
231/231 [==============================] - 0s 38us/step - loss: 3040.3083 - mae: 45.8203 - val_loss: 3447.5669 - val_mae: 47.4689
Epoch 312/2000
231/231 [==============================] - 0s 25us/step - loss: 3039.6465 - mae: 45.7834 - val_loss: 3445.3606 - val_mae: 47.4991
Epoch 313/2000
231/231 [==============================] - 0s 27us/step - loss: 3039.4783 - mae: 45.7935 - val_loss: 3442.2981 - val_mae: 47.5004
Epoch 314/2000
231/231 [==============================] - 0s 44us/step - loss: 3039.0423 - mae: 45.8291 - val_loss: 3438.4785 - val_mae: 47.4908
Epoch 315/2000
231/231 [==============================] - 0s 22us/step - loss: 3032.7196 - mae: 45.7721 - val_loss: 3432.8953 - val_mae: 47.4292
Epoch 316/2000
231/231 [==============================] - 0s 33us/step - loss: 3029.3279 - mae: 45.7494 - val_loss: 3427.2000 - val_mae: 47.3621
Epoch 317/2000
231/231 [==============================] - 0s 24us/step - loss: 3028.8237 - mae: 45.7384 - val_loss: 3422.9202 - val_mae: 47.3358
Epoch 318/2000
231/231 [==============================] - 0s 35us/step - loss: 3028.3748 - mae: 45.7327 - val_loss: 3418.5117 - val_mae: 47.3086
Epoch 319/2000
231/231 [==============================] - 0s 22us/step - loss: 3022.2228 - mae: 45.6792 - val_loss: 3410.2861 - val_mae: 47.1813
Epoch 320/2000
231/231 [==============================] - 0s 31us/step - loss: 3019.2426 - mae: 45.6401 - val_loss: 3404.6858 - val_mae: 47.1056
Epoch 321/2000
231/231 [==============================] - 0s 33us/step - loss: 3023.7829 - mae: 45.6265 - val_loss: 3402.4800 - val_mae: 47.1484
Epoch 322/2000
231/231 [==============================] - 0s 28us/step - loss: 3020.2125 - mae: 45.6489 - val_loss: 3399.1218 - val_mae: 47.1367
Epoch 323/2000
231/231 [==============================] - 0s 22us/step - loss: 3018.6164 - mae: 45.6392 - val_loss: 3390.5769 - val_mae: 46.9696
Epoch 324/2000
231/231 [==============================] - 0s 35us/step - loss: 3013.6343 - mae: 45.5911 - val_loss: 3384.5757 - val_mae: 46.8769
Epoch 325/2000
231/231 [==============================] - 0s 20us/step - loss: 3009.3315 - mae: 45.5014 - val_loss: 3381.2603 - val_mae: 46.8977
Epoch 326/2000
231/231 [==============================] - 0s 33us/step - loss: 3010.5455 - mae: 45.5261 - val_loss: 3375.4861 - val_mae: 46.7972
Epoch 327/2000
231/231 [==============================] - 0s 25us/step - loss: 3007.1823 - mae: 45.4764 - val_loss: 3372.7554 - val_mae: 46.8492
Epoch 328/2000
231/231 [==============================] - 0s 33us/step - loss: 3024.4747 - mae: 45.7058 - val_loss: 3366.6653 - val_mae: 46.7564
Epoch 329/2000
231/231 [==============================] - 0s 35us/step - loss: 3005.2604 - mae: 45.4824 - val_loss: 3361.4438 - val_mae: 46.6799
Epoch 330/2000
231/231 [==============================] - 0s 33us/step - loss: 3004.9010 - mae: 45.4189 - val_loss: 3358.2229 - val_mae: 46.7214
Epoch 331/2000
231/231 [==============================] - 0s 21us/step - loss: 2997.9211 - mae: 45.4206 - val_loss: 3353.3518 - val_mae: 46.6644
Epoch 332/2000
231/231 [==============================] - 0s 34us/step - loss: 2996.2510 - mae: 45.3885 - val_loss: 3349.0793 - val_mae: 46.6392
Epoch 333/2000
231/231 [==============================] - 0s 28us/step - loss: 3002.5503 - mae: 45.4672 - val_loss: 3343.0437 - val_mae: 46.5279
Epoch 334/2000
231/231 [==============================] - 0s 37us/step - loss: 2995.0452 - mae: 45.3515 - val_loss: 3340.5432 - val_mae: 46.5635
Epoch 335/2000
231/231 [==============================] - 0s 25us/step - loss: 2992.1104 - mae: 45.3568 - val_loss: 3335.0129 - val_mae: 46.4745
Epoch 336/2000
231/231 [==============================] - 0s 34us/step - loss: 2992.9433 - mae: 45.3165 - val_loss: 3332.1189 - val_mae: 46.5132
Epoch 337/2000
231/231 [==============================] - 0s 34us/step - loss: 3005.8960 - mae: 45.4957 - val_loss: 3326.1624 - val_mae: 46.4086
Epoch 338/2000
231/231 [==============================] - 0s 21us/step - loss: 2991.2589 - mae: 45.2958 - val_loss: 3323.3733 - val_mae: 46.4294
Epoch 339/2000
231/231 [==============================] - 0s 23us/step - loss: 2987.1195 - mae: 45.3144 - val_loss: 3319.0610 - val_mae: 46.3443
Epoch 340/2000
231/231 [==============================] - 0s 33us/step - loss: 2985.0588 - mae: 45.2608 - val_loss: 3314.9136 - val_mae: 46.2841
Epoch 341/2000
231/231 [==============================] - 0s 29us/step - loss: 2996.7835 - mae: 45.3992 - val_loss: 3310.4348 - val_mae: 46.2064
Epoch 342/2000
231/231 [==============================] - 0s 28us/step - loss: 2982.4989 - mae: 45.2266 - val_loss: 3306.4348 - val_mae: 46.1704
Epoch 343/2000
231/231 [==============================] - 0s 25us/step - loss: 2982.1735 - mae: 45.2329 - val_loss: 3303.1165 - val_mae: 46.1327
Epoch 344/2000
231/231 [==============================] - 0s 30us/step - loss: 2985.2118 - mae: 45.2162 - val_loss: 3299.4885 - val_mae: 46.0884
Epoch 345/2000
231/231 [==============================] - 0s 24us/step - loss: 2977.9083 - mae: 45.1598 - val_loss: 3296.7188 - val_mae: 46.0787
Epoch 346/2000
231/231 [==============================] - 0s 31us/step - loss: 2978.0572 - mae: 45.1509 - val_loss: 3294.3845 - val_mae: 46.1206
Epoch 347/2000
231/231 [==============================] - 0s 24us/step - loss: 2976.3916 - mae: 45.1788 - val_loss: 3290.2588 - val_mae: 46.0460
Epoch 348/2000
231/231 [==============================] - 0s 33us/step - loss: 2975.0837 - mae: 45.1484 - val_loss: 3286.3262 - val_mae: 45.9920
Epoch 349/2000
231/231 [==============================] - 0s 34us/step - loss: 2974.9811 - mae: 45.1413 - val_loss: 3282.8469 - val_mae: 45.9440
Epoch 350/2000
231/231 [==============================] - 0s 29us/step - loss: 2976.9392 - mae: 45.0897 - val_loss: 3281.2251 - val_mae: 46.0151
Epoch 351/2000
231/231 [==============================] - 0s 22us/step - loss: 2972.2568 - mae: 45.1173 - val_loss: 3278.7229 - val_mae: 46.0331
Epoch 352/2000
231/231 [==============================] - 0s 28us/step - loss: 2967.9784 - mae: 45.0716 - val_loss: 3274.6946 - val_mae: 45.9884
Epoch 353/2000
231/231 [==============================] - 0s 23us/step - loss: 2974.1114 - mae: 45.1970 - val_loss: 3269.8318 - val_mae: 45.8659
Epoch 354/2000
231/231 [==============================] - 0s 30us/step - loss: 2966.2782 - mae: 45.0504 - val_loss: 3266.5837 - val_mae: 45.8254
Epoch 355/2000
231/231 [==============================] - 0s 34us/step - loss: 2977.2061 - mae: 45.1415 - val_loss: 3264.5938 - val_mae: 45.8774
Epoch 356/2000
231/231 [==============================] - 0s 31us/step - loss: 2975.0014 - mae: 45.1016 - val_loss: 3262.2861 - val_mae: 45.8960
Epoch 357/2000
231/231 [==============================] - 0s 33us/step - loss: 2967.3490 - mae: 45.0598 - val_loss: 3257.4666 - val_mae: 45.7863
Epoch 358/2000
231/231 [==============================] - 0s 25us/step - loss: 2966.7314 - mae: 45.0350 - val_loss: 3254.0544 - val_mae: 45.7113
Epoch 359/2000
231/231 [==============================] - 0s 25us/step - loss: 2969.6670 - mae: 45.0558 - val_loss: 3251.0513 - val_mae: 45.6515
Epoch 360/2000
231/231 [==============================] - 0s 34us/step - loss: 2967.7750 - mae: 45.0193 - val_loss: 3247.6912 - val_mae: 45.6014
Epoch 361/2000
231/231 [==============================] - 0s 28us/step - loss: 2959.2314 - mae: 44.9174 - val_loss: 3245.0759 - val_mae: 45.6215
Epoch 362/2000
231/231 [==============================] - 0s 29us/step - loss: 2957.3071 - mae: 44.9223 - val_loss: 3241.8564 - val_mae: 45.6070
Epoch 363/2000
231/231 [==============================] - 0s 25us/step - loss: 2955.9095 - mae: 44.9051 - val_loss: 3239.3762 - val_mae: 45.5990
Epoch 364/2000
231/231 [==============================] - 0s 36us/step - loss: 2955.2810 - mae: 44.9042 - val_loss: 3236.1577 - val_mae: 45.5899
Epoch 365/2000
231/231 [==============================] - 0s 34us/step - loss: 2954.4887 - mae: 44.8985 - val_loss: 3232.5117 - val_mae: 45.5306
Epoch 366/2000
231/231 [==============================] - 0s 19us/step - loss: 2953.2961 - mae: 44.8843 - val_loss: 3229.2446 - val_mae: 45.4773
Epoch 367/2000
231/231 [==============================] - 0s 25us/step - loss: 2951.7792 - mae: 44.8445 - val_loss: 3225.7471 - val_mae: 45.4560
Epoch 368/2000
231/231 [==============================] - 0s 31us/step - loss: 2962.8446 - mae: 44.9425 - val_loss: 3222.3210 - val_mae: 45.3811
Epoch 369/2000
231/231 [==============================] - 0s 24us/step - loss: 2950.3731 - mae: 44.8079 - val_loss: 3219.5659 - val_mae: 45.4044
Epoch 370/2000
231/231 [==============================] - 0s 31us/step - loss: 2949.4275 - mae: 44.8053 - val_loss: 3216.7771 - val_mae: 45.3982
Epoch 371/2000
231/231 [==============================] - 0s 28us/step - loss: 2953.8786 - mae: 44.8473 - val_loss: 3213.4817 - val_mae: 45.3049
Epoch 372/2000
231/231 [==============================] - 0s 32us/step - loss: 2963.5987 - mae: 44.9593 - val_loss: 3210.0051 - val_mae: 45.2464
Epoch 373/2000
231/231 [==============================] - 0s 26us/step - loss: 2946.3095 - mae: 44.7589 - val_loss: 3207.2014 - val_mae: 45.2359
Epoch 374/2000
231/231 [==============================] - 0s 35us/step - loss: 2946.5859 - mae: 44.7492 - val_loss: 3204.9080 - val_mae: 45.2653
Epoch 375/2000
231/231 [==============================] - 0s 32us/step - loss: 2946.9517 - mae: 44.7569 - val_loss: 3201.5376 - val_mae: 45.1973
Epoch 376/2000
231/231 [==============================] - 0s 35us/step - loss: 2946.1265 - mae: 44.7525 - val_loss: 3198.6221 - val_mae: 45.1459
Epoch 377/2000
231/231 [==============================] - 0s 34us/step - loss: 2943.6448 - mae: 44.7244 - val_loss: 3195.7749 - val_mae: 45.1200
Epoch 378/2000
231/231 [==============================] - 0s 20us/step - loss: 2951.0039 - mae: 44.7942 - val_loss: 3193.3750 - val_mae: 45.0654
Epoch 379/2000
231/231 [==============================] - 0s 25us/step - loss: 2941.5677 - mae: 44.7062 - val_loss: 3190.3416 - val_mae: 45.0521
Epoch 380/2000
231/231 [==============================] - 0s 24us/step - loss: 2943.6924 - mae: 44.7076 - val_loss: 3187.2588 - val_mae: 45.0170
Epoch 381/2000
231/231 [==============================] - 0s 30us/step - loss: 2940.3032 - mae: 44.6769 - val_loss: 3185.0818 - val_mae: 45.0617
Epoch 382/2000
231/231 [==============================] - 0s 27us/step - loss: 2939.4865 - mae: 44.6909 - val_loss: 3183.3203 - val_mae: 45.0756
Epoch 383/2000
231/231 [==============================] - 0s 33us/step - loss: 2939.7999 - mae: 44.7074 - val_loss: 3179.7219 - val_mae: 44.9797
Epoch 384/2000
231/231 [==============================] - 0s 30us/step - loss: 2936.6125 - mae: 44.6579 - val_loss: 3177.3901 - val_mae: 44.9777
Epoch 385/2000
231/231 [==============================] - 0s 29us/step - loss: 2937.0181 - mae: 44.6565 - val_loss: 3174.5212 - val_mae: 44.9028
Epoch 386/2000
231/231 [==============================] - 0s 33us/step - loss: 2936.5066 - mae: 44.6510 - val_loss: 3171.1345 - val_mae: 44.8479
Epoch 387/2000
231/231 [==============================] - 0s 36us/step - loss: 2934.9825 - mae: 44.6174 - val_loss: 3168.6792 - val_mae: 44.8918
Epoch 388/2000
231/231 [==============================] - 0s 29us/step - loss: 2935.4079 - mae: 44.6313 - val_loss: 3165.2961 - val_mae: 44.8022
Epoch 389/2000
231/231 [==============================] - 0s 32us/step - loss: 2948.6449 - mae: 44.7583 - val_loss: 3162.1760 - val_mae: 44.7507
Epoch 390/2000
231/231 [==============================] - 0s 25us/step - loss: 2932.0545 - mae: 44.5910 - val_loss: 3159.5898 - val_mae: 44.7640
Epoch 391/2000
231/231 [==============================] - 0s 30us/step - loss: 2933.3918 - mae: 44.6078 - val_loss: 3156.6567 - val_mae: 44.7134
Epoch 392/2000
231/231 [==============================] - 0s 31us/step - loss: 2933.0878 - mae: 44.5924 - val_loss: 3155.0623 - val_mae: 44.7450
Epoch 393/2000
231/231 [==============================] - 0s 24us/step - loss: 2930.2089 - mae: 44.5686 - val_loss: 3153.6609 - val_mae: 44.7464
Epoch 394/2000
231/231 [==============================] - 0s 20us/step - loss: 2940.5134 - mae: 44.6846 - val_loss: 3152.3086 - val_mae: 44.7616
Epoch 395/2000
231/231 [==============================] - 0s 30us/step - loss: 2931.6842 - mae: 44.6062 - val_loss: 3148.3433 - val_mae: 44.6739
Epoch 396/2000
231/231 [==============================] - 0s 31us/step - loss: 2927.7764 - mae: 44.5601 - val_loss: 3145.8936 - val_mae: 44.6327
Epoch 397/2000
231/231 [==============================] - 0s 36us/step - loss: 2928.8691 - mae: 44.5389 - val_loss: 3143.4988 - val_mae: 44.6471
Epoch 398/2000
231/231 [==============================] - 0s 30us/step - loss: 2931.0622 - mae: 44.6016 - val_loss: 3140.1072 - val_mae: 44.5674
Epoch 399/2000
231/231 [==============================] - 0s 42us/step - loss: 2930.1657 - mae: 44.5478 - val_loss: 3137.1665 - val_mae: 44.5119
Epoch 400/2000
231/231 [==============================] - 0s 24us/step - loss: 2929.8185 - mae: 44.5703 - val_loss: 3134.4963 - val_mae: 44.4704
Epoch 401/2000
231/231 [==============================] - 0s 23us/step - loss: 2926.3546 - mae: 44.4965 - val_loss: 3131.8948 - val_mae: 44.4509
Epoch 402/2000
231/231 [==============================] - 0s 28us/step - loss: 2931.4599 - mae: 44.5465 - val_loss: 3129.5645 - val_mae: 44.4134
Epoch 403/2000
231/231 [==============================] - 0s 29us/step - loss: 2924.0601 - mae: 44.4864 - val_loss: 3126.8367 - val_mae: 44.4204
Epoch 404/2000
231/231 [==============================] - 0s 37us/step - loss: 2929.3999 - mae: 44.5287 - val_loss: 3125.2124 - val_mae: 44.4680
Epoch 405/2000
231/231 [==============================] - 0s 21us/step - loss: 2935.7371 - mae: 44.5402 - val_loss: 3123.1614 - val_mae: 44.4041
Epoch 406/2000
231/231 [==============================] - 0s 28us/step - loss: 2922.4255 - mae: 44.4809 - val_loss: 3121.6340 - val_mae: 44.3976
Epoch 407/2000
231/231 [==============================] - 0s 34us/step - loss: 2922.8086 - mae: 44.4597 - val_loss: 3119.8879 - val_mae: 44.4159
Epoch 408/2000
231/231 [==============================] - 0s 24us/step - loss: 2922.4425 - mae: 44.4919 - val_loss: 3117.8967 - val_mae: 44.3740
Epoch 409/2000
231/231 [==============================] - 0s 23us/step - loss: 2921.3129 - mae: 44.4692 - val_loss: 3116.1133 - val_mae: 44.3454
Epoch 410/2000
231/231 [==============================] - 0s 32us/step - loss: 2919.6308 - mae: 44.4561 - val_loss: 3114.2473 - val_mae: 44.3317
Epoch 411/2000
231/231 [==============================] - 0s 34us/step - loss: 2920.0443 - mae: 44.4470 - val_loss: 3112.7083 - val_mae: 44.3260
Epoch 412/2000
231/231 [==============================] - 0s 27us/step - loss: 2919.8767 - mae: 44.4329 - val_loss: 3111.2200 - val_mae: 44.3456
Epoch 413/2000
231/231 [==============================] - 0s 29us/step - loss: 2918.8894 - mae: 44.4499 - val_loss: 3108.4734 - val_mae: 44.2869
Epoch 414/2000
231/231 [==============================] - 0s 36us/step - loss: 2917.8507 - mae: 44.4352 - val_loss: 3106.0105 - val_mae: 44.2599
Epoch 415/2000
231/231 [==============================] - 0s 25us/step - loss: 2927.4228 - mae: 44.5217 - val_loss: 3104.1499 - val_mae: 44.1930
Epoch 416/2000
231/231 [==============================] - 0s 32us/step - loss: 2923.4322 - mae: 44.5225 - val_loss: 3102.1748 - val_mae: 44.1510
Epoch 417/2000
231/231 [==============================] - 0s 29us/step - loss: 2923.7610 - mae: 44.4751 - val_loss: 3100.0579 - val_mae: 44.1189
Epoch 418/2000
231/231 [==============================] - 0s 37us/step - loss: 2928.9128 - mae: 44.4850 - val_loss: 3098.3528 - val_mae: 44.0901
Epoch 419/2000
231/231 [==============================] - 0s 25us/step - loss: 2917.3276 - mae: 44.3966 - val_loss: 3096.1045 - val_mae: 44.1070
Epoch 420/2000
231/231 [==============================] - 0s 31us/step - loss: 2916.5108 - mae: 44.3782 - val_loss: 3094.2207 - val_mae: 44.1452
Epoch 421/2000
231/231 [==============================] - 0s 36us/step - loss: 2932.0291 - mae: 44.5516 - val_loss: 3092.0544 - val_mae: 44.0893
Epoch 422/2000
231/231 [==============================] - 0s 25us/step - loss: 2915.1677 - mae: 44.3809 - val_loss: 3090.3721 - val_mae: 44.0782
Epoch 423/2000
231/231 [==============================] - 0s 28us/step - loss: 2914.1900 - mae: 44.3708 - val_loss: 3088.6040 - val_mae: 44.0716
Epoch 424/2000
231/231 [==============================] - 0s 24us/step - loss: 2914.7738 - mae: 44.3796 - val_loss: 3086.3193 - val_mae: 44.0792
Epoch 425/2000
231/231 [==============================] - 0s 28us/step - loss: 2914.5260 - mae: 44.3588 - val_loss: 3084.8364 - val_mae: 44.0860
Epoch 426/2000
231/231 [==============================] - 0s 44us/step - loss: 2918.1288 - mae: 44.4121 - val_loss: 3083.4192 - val_mae: 44.0168
Epoch 427/2000
231/231 [==============================] - 0s 23us/step - loss: 2919.4041 - mae: 44.3688 - val_loss: 3081.9421 - val_mae: 44.0575
Epoch 428/2000
231/231 [==============================] - 0s 21us/step - loss: 2922.5712 - mae: 44.4549 - val_loss: 3080.4629 - val_mae: 44.0743
Epoch 429/2000
231/231 [==============================] - 0s 31us/step - loss: 2919.3737 - mae: 44.4374 - val_loss: 3078.1775 - val_mae: 44.0005
Epoch 430/2000
231/231 [==============================] - 0s 32us/step - loss: 2912.4623 - mae: 44.3665 - val_loss: 3076.7163 - val_mae: 43.9873
Epoch 431/2000
231/231 [==============================] - 0s 35us/step - loss: 2910.6820 - mae: 44.3447 - val_loss: 3075.0881 - val_mae: 43.9681
Epoch 432/2000
231/231 [==============================] - 0s 30us/step - loss: 2911.3003 - mae: 44.3331 - val_loss: 3073.7388 - val_mae: 43.9308
Epoch 433/2000
231/231 [==============================] - 0s 34us/step - loss: 2914.8912 - mae: 44.3230 - val_loss: 3072.3694 - val_mae: 43.9648
Epoch 434/2000
231/231 [==============================] - 0s 35us/step - loss: 2932.3886 - mae: 44.5049 - val_loss: 3070.2295 - val_mae: 43.9083
Epoch 435/2000
231/231 [==============================] - 0s 21us/step - loss: 2909.6509 - mae: 44.3208 - val_loss: 3068.8196 - val_mae: 43.8965
Epoch 436/2000
231/231 [==============================] - 0s 20us/step - loss: 2910.2358 - mae: 44.3274 - val_loss: 3067.0493 - val_mae: 43.8610
Epoch 437/2000
231/231 [==============================] - 0s 29us/step - loss: 2911.8213 - mae: 44.3284 - val_loss: 3065.4207 - val_mae: 43.8856
Epoch 438/2000
231/231 [==============================] - 0s 30us/step - loss: 2910.2964 - mae: 44.3112 - val_loss: 3063.9534 - val_mae: 43.8790
Epoch 439/2000
231/231 [==============================] - 0s 23us/step - loss: 2912.1072 - mae: 44.3207 - val_loss: 3062.5078 - val_mae: 43.8888
Epoch 440/2000
231/231 [==============================] - 0s 22us/step - loss: 2910.7869 - mae: 44.3375 - val_loss: 3060.7317 - val_mae: 43.8216
Epoch 441/2000
231/231 [==============================] - 0s 30us/step - loss: 2919.4538 - mae: 44.3938 - val_loss: 3059.7759 - val_mae: 43.7702
Epoch 442/2000
231/231 [==============================] - 0s 23us/step - loss: 2910.1760 - mae: 44.2920 - val_loss: 3058.4373 - val_mae: 43.7983
Epoch 443/2000
231/231 [==============================] - 0s 28us/step - loss: 2907.3650 - mae: 44.2893 - val_loss: 3056.6626 - val_mae: 43.7799
Epoch 444/2000
231/231 [==============================] - 0s 22us/step - loss: 2907.9457 - mae: 44.2870 - val_loss: 3055.8423 - val_mae: 43.7902
Epoch 445/2000
231/231 [==============================] - 0s 24us/step - loss: 2916.7802 - mae: 44.3414 - val_loss: 3055.2781 - val_mae: 43.8147
Epoch 446/2000
231/231 [==============================] - 0s 29us/step - loss: 2921.3922 - mae: 44.4321 - val_loss: 3053.3755 - val_mae: 43.7464
Epoch 447/2000
231/231 [==============================] - 0s 30us/step - loss: 2906.2467 - mae: 44.2769 - val_loss: 3051.7429 - val_mae: 43.7264
Epoch 448/2000
231/231 [==============================] - 0s 36us/step - loss: 2913.2578 - mae: 44.3191 - val_loss: 3050.9309 - val_mae: 43.7562
Epoch 449/2000
231/231 [==============================] - 0s 42us/step - loss: 2906.1676 - mae: 44.2760 - val_loss: 3049.5449 - val_mae: 43.7286
Epoch 450/2000
231/231 [==============================] - 0s 32us/step - loss: 2908.4685 - mae: 44.2713 - val_loss: 3048.0754 - val_mae: 43.7368
Epoch 451/2000
231/231 [==============================] - 0s 25us/step - loss: 2923.6303 - mae: 44.3742 - val_loss: 3047.1492 - val_mae: 43.7481
Epoch 452/2000
231/231 [==============================] - 0s 24us/step - loss: 2906.2670 - mae: 44.2875 - val_loss: 3045.3289 - val_mae: 43.6939
Epoch 453/2000
231/231 [==============================] - 0s 36us/step - loss: 2906.4955 - mae: 44.2825 - val_loss: 3044.0027 - val_mae: 43.6508
Epoch 454/2000
231/231 [==============================] - 0s 25us/step - loss: 2907.9052 - mae: 44.2792 - val_loss: 3043.1655 - val_mae: 43.6765
Epoch 455/2000
231/231 [==============================] - 0s 20us/step - loss: 2907.4447 - mae: 44.2952 - val_loss: 3042.1328 - val_mae: 43.6258
Epoch 456/2000
231/231 [==============================] - 0s 22us/step - loss: 2905.0405 - mae: 44.2553 - val_loss: 3040.5623 - val_mae: 43.6337
Epoch 457/2000
231/231 [==============================] - 0s 26us/step - loss: 2904.8845 - mae: 44.2440 - val_loss: 3039.4253 - val_mae: 43.6013
Epoch 458/2000
231/231 [==============================] - 0s 34us/step - loss: 2905.5838 - mae: 44.2558 - val_loss: 3038.1514 - val_mae: 43.6287
Epoch 459/2000
231/231 [==============================] - 0s 24us/step - loss: 2905.9975 - mae: 44.2699 - val_loss: 3036.6345 - val_mae: 43.5746
Epoch 460/2000
231/231 [==============================] - 0s 27us/step - loss: 2903.1276 - mae: 44.2243 - val_loss: 3035.4160 - val_mae: 43.5714
Epoch 461/2000
231/231 [==============================] - 0s 28us/step - loss: 2903.5608 - mae: 44.2235 - val_loss: 3034.2771 - val_mae: 43.5728
Epoch 462/2000
231/231 [==============================] - 0s 25us/step - loss: 2911.6483 - mae: 44.2938 - val_loss: 3033.4971 - val_mae: 43.5112
Epoch 463/2000
231/231 [==============================] - 0s 32us/step - loss: 2905.5297 - mae: 44.2144 - val_loss: 3031.8218 - val_mae: 43.5495
Epoch 464/2000
231/231 [==============================] - 0s 23us/step - loss: 2908.7425 - mae: 44.2812 - val_loss: 3030.7612 - val_mae: 43.4901
Epoch 465/2000
231/231 [==============================] - 0s 35us/step - loss: 2903.0340 - mae: 44.2249 - val_loss: 3029.2769 - val_mae: 43.4727
Epoch 466/2000
231/231 [==============================] - 0s 29us/step - loss: 2902.4173 - mae: 44.1919 - val_loss: 3027.9070 - val_mae: 43.4686
Epoch 467/2000
231/231 [==============================] - 0s 26us/step - loss: 2901.5628 - mae: 44.1916 - val_loss: 3026.0820 - val_mae: 43.4691
Epoch 468/2000
231/231 [==============================] - 0s 23us/step - loss: 2910.9377 - mae: 44.3316 - val_loss: 3024.7285 - val_mae: 43.4199
Epoch 469/2000
231/231 [==============================] - 0s 31us/step - loss: 2907.9077 - mae: 44.2859 - val_loss: 3023.6011 - val_mae: 43.3903
Epoch 470/2000
231/231 [==============================] - 0s 35us/step - loss: 2909.9552 - mae: 44.2468 - val_loss: 3020.8127 - val_mae: 43.4314
Epoch 471/2000
231/231 [==============================] - 0s 31us/step - loss: 2902.8615 - mae: 44.2015 - val_loss: 3019.7510 - val_mae: 43.4502
Epoch 472/2000
231/231 [==============================] - 0s 21us/step - loss: 2904.4820 - mae: 44.1913 - val_loss: 3018.7595 - val_mae: 43.4639
Epoch 473/2000
231/231 [==============================] - 0s 33us/step - loss: 2904.7638 - mae: 44.2158 - val_loss: 3017.1958 - val_mae: 43.4653
Epoch 474/2000
231/231 [==============================] - 0s 27us/step - loss: 2904.1992 - mae: 44.2276 - val_loss: 3015.7891 - val_mae: 43.4579
Epoch 475/2000
231/231 [==============================] - 0s 21us/step - loss: 2913.7373 - mae: 44.3174 - val_loss: 3014.1167 - val_mae: 43.3820
Epoch 476/2000
231/231 [==============================] - 0s 24us/step - loss: 2899.4504 - mae: 44.1864 - val_loss: 3012.7542 - val_mae: 43.3583
Epoch 477/2000
231/231 [==============================] - 0s 34us/step - loss: 2900.0500 - mae: 44.1840 - val_loss: 3011.6526 - val_mae: 43.3498
Epoch 478/2000
231/231 [==============================] - 0s 34us/step - loss: 2900.9567 - mae: 44.2050 - val_loss: 3010.8372 - val_mae: 43.3234
Epoch 479/2000
231/231 [==============================] - 0s 28us/step - loss: 2899.4461 - mae: 44.1697 - val_loss: 3009.5884 - val_mae: 43.3373
Epoch 480/2000
231/231 [==============================] - 0s 22us/step - loss: 2900.4813 - mae: 44.1816 - val_loss: 3008.7527 - val_mae: 43.3579
Epoch 481/2000
231/231 [==============================] - 0s 33us/step - loss: 2907.4657 - mae: 44.2345 - val_loss: 3007.9482 - val_mae: 43.2922
Epoch 482/2000
231/231 [==============================] - 0s 30us/step - loss: 2899.2162 - mae: 44.1875 - val_loss: 3006.8354 - val_mae: 43.2806
Epoch 483/2000
231/231 [==============================] - 0s 24us/step - loss: 2900.8678 - mae: 44.1986 - val_loss: 3006.1763 - val_mae: 43.2543
Epoch 484/2000
231/231 [==============================] - 0s 26us/step - loss: 2912.3262 - mae: 44.2205 - val_loss: 3005.6226 - val_mae: 43.2290
Epoch 485/2000
231/231 [==============================] - 0s 37us/step - loss: 2899.8554 - mae: 44.1766 - val_loss: 3004.0127 - val_mae: 43.2374
Epoch 486/2000
231/231 [==============================] - 0s 41us/step - loss: 2903.1723 - mae: 44.1740 - val_loss: 3002.5535 - val_mae: 43.2793
Epoch 487/2000
231/231 [==============================] - 0s 27us/step - loss: 2897.9885 - mae: 44.1682 - val_loss: 3001.9084 - val_mae: 43.2744
Epoch 488/2000
231/231 [==============================] - 0s 25us/step - loss: 2930.9390 - mae: 44.3820 - val_loss: 3000.7673 - val_mae: 43.2475
Epoch 489/2000
231/231 [==============================] - 0s 28us/step - loss: 2897.5366 - mae: 44.1589 - val_loss: 3000.0217 - val_mae: 43.2429
Epoch 490/2000
231/231 [==============================] - 0s 35us/step - loss: 2901.9069 - mae: 44.1876 - val_loss: 2999.0225 - val_mae: 43.2646
Epoch 491/2000
231/231 [==============================] - 0s 26us/step - loss: 2901.9298 - mae: 44.1857 - val_loss: 2997.9539 - val_mae: 43.2769
Epoch 492/2000
231/231 [==============================] - 0s 28us/step - loss: 2901.0510 - mae: 44.2265 - val_loss: 2996.9048 - val_mae: 43.2202
Epoch 493/2000
231/231 [==============================] - 0s 32us/step - loss: 2896.7929 - mae: 44.1563 - val_loss: 2996.0271 - val_mae: 43.2079
Epoch 494/2000
231/231 [==============================] - 0s 26us/step - loss: 2899.1597 - mae: 44.1656 - val_loss: 2995.3979 - val_mae: 43.1962
Epoch 495/2000
231/231 [==============================] - 0s 26us/step - loss: 2900.0432 - mae: 44.1706 - val_loss: 2994.4163 - val_mae: 43.2277
Epoch 496/2000
231/231 [==============================] - 0s 36us/step - loss: 2896.4387 - mae: 44.1635 - val_loss: 2993.9946 - val_mae: 43.2120
Epoch 497/2000
231/231 [==============================] - 0s 21us/step - loss: 2898.0701 - mae: 44.1745 - val_loss: 2993.3345 - val_mae: 43.1738
Epoch 498/2000
231/231 [==============================] - 0s 38us/step - loss: 2914.7319 - mae: 44.1855 - val_loss: 2992.7737 - val_mae: 43.2103
Epoch 499/2000
231/231 [==============================] - 0s 22us/step - loss: 2897.3558 - mae: 44.1662 - val_loss: 2992.0706 - val_mae: 43.2157
Epoch 500/2000
231/231 [==============================] - 0s 37us/step - loss: 2903.5096 - mae: 44.1803 - val_loss: 2991.3003 - val_mae: 43.1599
Epoch 501/2000
231/231 [==============================] - 0s 32us/step - loss: 2895.9336 - mae: 44.1523 - val_loss: 2990.4705 - val_mae: 43.1583
Epoch 502/2000
231/231 [==============================] - 0s 27us/step - loss: 2898.6646 - mae: 44.1901 - val_loss: 2990.3086 - val_mae: 43.1374
Epoch 503/2000
231/231 [==============================] - 0s 21us/step - loss: 2896.8620 - mae: 44.1625 - val_loss: 2989.9009 - val_mae: 43.1282
Epoch 504/2000
231/231 [==============================] - 0s 32us/step - loss: 2896.6101 - mae: 44.1457 - val_loss: 2988.7593 - val_mae: 43.1507
Epoch 505/2000
231/231 [==============================] - 0s 34us/step - loss: 2895.7704 - mae: 44.1461 - val_loss: 2987.7666 - val_mae: 43.1483
Epoch 506/2000
231/231 [==============================] - 0s 23us/step - loss: 2898.5483 - mae: 44.1890 - val_loss: 2987.4875 - val_mae: 43.1047
Epoch 507/2000
231/231 [==============================] - 0s 21us/step - loss: 2900.0435 - mae: 44.1686 - val_loss: 2986.4185 - val_mae: 43.1524
Epoch 508/2000
231/231 [==============================] - 0s 33us/step - loss: 2903.7307 - mae: 44.2585 - val_loss: 2986.1565 - val_mae: 43.0943
Epoch 509/2000
231/231 [==============================] - 0s 27us/step - loss: 2895.6225 - mae: 44.1366 - val_loss: 2985.3594 - val_mae: 43.0860
Epoch 510/2000
231/231 [==============================] - 0s 31us/step - loss: 2897.5304 - mae: 44.1447 - val_loss: 2984.7729 - val_mae: 43.1241
Epoch 511/2000
231/231 [==============================] - 0s 25us/step - loss: 2900.3572 - mae: 44.2138 - val_loss: 2984.7573 - val_mae: 43.0743
Epoch 512/2000
231/231 [==============================] - 0s 29us/step - loss: 2896.8020 - mae: 44.1513 - val_loss: 2984.3047 - val_mae: 43.0673
Epoch 513/2000
231/231 [==============================] - 0s 33us/step - loss: 2896.4007 - mae: 44.1443 - val_loss: 2983.5181 - val_mae: 43.1043
Epoch 514/2000
231/231 [==============================] - 0s 26us/step - loss: 2895.6331 - mae: 44.1422 - val_loss: 2983.2969 - val_mae: 43.1269
Epoch 515/2000
231/231 [==============================] - 0s 27us/step - loss: 2896.2952 - mae: 44.1517 - val_loss: 2982.6460 - val_mae: 43.0701
Epoch 516/2000
231/231 [==============================] - 0s 27us/step - loss: 2913.4016 - mae: 44.3217 - val_loss: 2981.9556 - val_mae: 43.1031
Epoch 517/2000
231/231 [==============================] - 0s 26us/step - loss: 2894.5625 - mae: 44.1465 - val_loss: 2981.5256 - val_mae: 43.0910
Epoch 518/2000
231/231 [==============================] - 0s 27us/step - loss: 2896.2326 - mae: 44.1599 - val_loss: 2980.5520 - val_mae: 43.0571
Epoch 519/2000
231/231 [==============================] - 0s 26us/step - loss: 2894.4389 - mae: 44.1428 - val_loss: 2979.8318 - val_mae: 43.0508
Epoch 520/2000
231/231 [==============================] - 0s 33us/step - loss: 2894.2516 - mae: 44.1372 - val_loss: 2979.0071 - val_mae: 43.0447
Epoch 521/2000
231/231 [==============================] - 0s 23us/step - loss: 2897.1274 - mae: 44.1330 - val_loss: 2977.9224 - val_mae: 43.0904
Epoch 522/2000
231/231 [==============================] - 0s 23us/step - loss: 2894.8605 - mae: 44.1627 - val_loss: 2977.1252 - val_mae: 43.0274
Epoch 523/2000
231/231 [==============================] - 0s 23us/step - loss: 2908.2590 - mae: 44.2626 - val_loss: 2976.9597 - val_mae: 42.9927
Epoch 524/2000
231/231 [==============================] - 0s 27us/step - loss: 2895.2755 - mae: 44.1272 - val_loss: 2976.5732 - val_mae: 42.9882
Epoch 525/2000
231/231 [==============================] - 0s 23us/step - loss: 2894.0491 - mae: 44.1351 - val_loss: 2975.6882 - val_mae: 42.9968
Epoch 526/2000
231/231 [==============================] - 0s 33us/step - loss: 2894.9833 - mae: 44.1433 - val_loss: 2975.1731 - val_mae: 42.9899
Epoch 527/2000
231/231 [==============================] - 0s 22us/step - loss: 2906.0934 - mae: 44.2380 - val_loss: 2975.0195 - val_mae: 42.9614
Epoch 528/2000
231/231 [==============================] - 0s 30us/step - loss: 2897.2293 - mae: 44.1698 - val_loss: 2973.6753 - val_mae: 43.0107
Epoch 529/2000
231/231 [==============================] - 0s 37us/step - loss: 2900.3148 - mae: 44.2211 - val_loss: 2973.8091 - val_mae: 42.9762
Epoch 530/2000
231/231 [==============================] - 0s 31us/step - loss: 2899.9072 - mae: 44.1804 - val_loss: 2973.7439 - val_mae: 42.9590
Epoch 531/2000
231/231 [==============================] - 0s 25us/step - loss: 2894.3606 - mae: 44.1268 - val_loss: 2973.1670 - val_mae: 42.9605
Epoch 532/2000
231/231 [==============================] - 0s 31us/step - loss: 2894.9621 - mae: 44.1236 - val_loss: 2972.0293 - val_mae: 42.9959
Epoch 533/2000
231/231 [==============================] - 0s 30us/step - loss: 2901.4942 - mae: 44.1767 - val_loss: 2971.5830 - val_mae: 43.0429
Epoch 534/2000
231/231 [==============================] - 0s 22us/step - loss: 2905.9660 - mae: 44.2736 - val_loss: 2971.0376 - val_mae: 43.0686
Epoch 535/2000
231/231 [==============================] - 0s 26us/step - loss: 2896.8292 - mae: 44.2040 - val_loss: 2969.8896 - val_mae: 42.9927
Epoch 536/2000
231/231 [==============================] - 0s 36us/step - loss: 2893.7375 - mae: 44.1354 - val_loss: 2969.5469 - val_mae: 42.9924
Epoch 537/2000
231/231 [==============================] - 0s 26us/step - loss: 2893.0013 - mae: 44.1335 - val_loss: 2968.9604 - val_mae: 42.9786
Epoch 538/2000
231/231 [==============================] - 0s 42us/step - loss: 2893.0236 - mae: 44.1323 - val_loss: 2968.5505 - val_mae: 42.9725
Epoch 539/2000
231/231 [==============================] - 0s 26us/step - loss: 2893.3170 - mae: 44.1467 - val_loss: 2967.8218 - val_mae: 42.9457
Epoch 540/2000
231/231 [==============================] - 0s 29us/step - loss: 2901.0409 - mae: 44.1920 - val_loss: 2967.3752 - val_mae: 43.0052
Epoch 541/2000
231/231 [==============================] - 0s 31us/step - loss: 2907.0620 - mae: 44.2137 - val_loss: 2966.8064 - val_mae: 42.9376
Epoch 542/2000
231/231 [==============================] - 0s 21us/step - loss: 2892.7239 - mae: 44.1222 - val_loss: 2966.4844 - val_mae: 42.9365
Epoch 543/2000
231/231 [==============================] - 0s 36us/step - loss: 2897.0212 - mae: 44.1502 - val_loss: 2965.6663 - val_mae: 42.9793
Epoch 544/2000
231/231 [==============================] - 0s 22us/step - loss: 2893.6158 - mae: 44.1557 - val_loss: 2964.9534 - val_mae: 42.9277
Epoch 545/2000
231/231 [==============================] - 0s 40us/step - loss: 2892.3629 - mae: 44.1150 - val_loss: 2964.4177 - val_mae: 42.9369
Epoch 546/2000
231/231 [==============================] - 0s 26us/step - loss: 2893.5921 - mae: 44.1363 - val_loss: 2963.9307 - val_mae: 42.9640
Epoch 547/2000
231/231 [==============================] - 0s 35us/step - loss: 2892.1852 - mae: 44.1365 - val_loss: 2963.7590 - val_mae: 42.9383
Epoch 548/2000
231/231 [==============================] - 0s 28us/step - loss: 2902.1933 - mae: 44.1784 - val_loss: 2963.9436 - val_mae: 42.8890
Epoch 549/2000
231/231 [==============================] - 0s 26us/step - loss: 2896.7729 - mae: 44.1724 - val_loss: 2963.6213 - val_mae: 42.8682
Epoch 550/2000
231/231 [==============================] - 0s 21us/step - loss: 2900.0820 - mae: 44.1593 - val_loss: 2962.2649 - val_mae: 42.9200
Epoch 551/2000
231/231 [==============================] - 0s 34us/step - loss: 2893.0334 - mae: 44.1326 - val_loss: 2961.8962 - val_mae: 42.8893
Epoch 552/2000
231/231 [==============================] - 0s 24us/step - loss: 2894.4846 - mae: 44.1740 - val_loss: 2961.8042 - val_mae: 42.8641
Epoch 553/2000
231/231 [==============================] - 0s 32us/step - loss: 2891.8519 - mae: 44.1066 - val_loss: 2960.5498 - val_mae: 42.8821
Epoch 554/2000
231/231 [==============================] - 0s 23us/step - loss: 2895.4726 - mae: 44.1296 - val_loss: 2959.8333 - val_mae: 42.9337
Epoch 555/2000
231/231 [==============================] - 0s 31us/step - loss: 2905.5159 - mae: 44.2316 - val_loss: 2959.9629 - val_mae: 42.9671
Epoch 556/2000
231/231 [==============================] - 0s 36us/step - loss: 2897.0130 - mae: 44.2183 - val_loss: 2959.4509 - val_mae: 42.8858
Epoch 557/2000
231/231 [==============================] - 0s 29us/step - loss: 2894.9626 - mae: 44.1344 - val_loss: 2959.2192 - val_mae: 42.9149
Epoch 558/2000
231/231 [==============================] - 0s 27us/step - loss: 2899.3905 - mae: 44.1927 - val_loss: 2959.3271 - val_mae: 42.8571
Epoch 559/2000
231/231 [==============================] - 0s 29us/step - loss: 2891.1588 - mae: 44.1157 - val_loss: 2959.0806 - val_mae: 42.8603
Epoch 560/2000
231/231 [==============================] - 0s 34us/step - loss: 2897.9299 - mae: 44.1635 - val_loss: 2958.4946 - val_mae: 42.9100
Epoch 561/2000
231/231 [==============================] - 0s 19us/step - loss: 2891.2405 - mae: 44.1309 - val_loss: 2958.2278 - val_mae: 42.9014
Epoch 562/2000
231/231 [==============================] - 0s 30us/step - loss: 2896.9320 - mae: 44.1875 - val_loss: 2957.7834 - val_mae: 42.8368
Epoch 563/2000
231/231 [==============================] - 0s 20us/step - loss: 2898.4508 - mae: 44.1463 - val_loss: 2957.9419 - val_mae: 42.8111
Epoch 564/2000
231/231 [==============================] - 0s 25us/step - loss: 2892.6753 - mae: 44.1203 - val_loss: 2957.3542 - val_mae: 42.8116
Epoch 565/2000
231/231 [==============================] - 0s 30us/step - loss: 2891.3287 - mae: 44.0943 - val_loss: 2956.3867 - val_mae: 42.8360
Epoch 566/2000
231/231 [==============================] - 0s 25us/step - loss: 2895.2463 - mae: 44.1444 - val_loss: 2955.5330 - val_mae: 42.8872
Epoch 567/2000
231/231 [==============================] - 0s 35us/step - loss: 2895.0139 - mae: 44.1782 - val_loss: 2955.5706 - val_mae: 42.8207
Epoch 568/2000
231/231 [==============================] - 0s 29us/step - loss: 2896.1365 - mae: 44.1553 - val_loss: 2955.5527 - val_mae: 42.7940
Epoch 569/2000
231/231 [==============================] - 0s 24us/step - loss: 2892.1108 - mae: 44.0968 - val_loss: 2954.6877 - val_mae: 42.8386
Epoch 570/2000
231/231 [==============================] - 0s 32us/step - loss: 2898.4566 - mae: 44.1700 - val_loss: 2954.6562 - val_mae: 42.7969
Epoch 571/2000
231/231 [==============================] - 0s 24us/step - loss: 2894.7504 - mae: 44.1681 - val_loss: 2954.1624 - val_mae: 42.7759
Epoch 572/2000
231/231 [==============================] - 0s 29us/step - loss: 2895.2734 - mae: 44.1051 - val_loss: 2952.6240 - val_mae: 42.8258
Epoch 573/2000
231/231 [==============================] - 0s 31us/step - loss: 2892.6777 - mae: 44.1340 - val_loss: 2951.8093 - val_mae: 42.8515
Epoch 574/2000
231/231 [==============================] - 0s 36us/step - loss: 2891.1767 - mae: 44.1500 - val_loss: 2951.8809 - val_mae: 42.8159
Epoch 575/2000
231/231 [==============================] - 0s 36us/step - loss: 2897.5731 - mae: 44.1890 - val_loss: 2952.5979 - val_mae: 42.7797
Epoch 576/2000
231/231 [==============================] - 0s 29us/step - loss: 2899.4594 - mae: 44.2339 - val_loss: 2952.8630 - val_mae: 42.7595
Epoch 577/2000
231/231 [==============================] - 0s 23us/step - loss: 2891.0527 - mae: 44.1070 - val_loss: 2952.1758 - val_mae: 42.7733
Epoch 578/2000
231/231 [==============================] - 0s 30us/step - loss: 2890.8653 - mae: 44.1000 - val_loss: 2951.1470 - val_mae: 42.7971
Epoch 579/2000
231/231 [==============================] - 0s 25us/step - loss: 2892.2655 - mae: 44.1102 - val_loss: 2950.5718 - val_mae: 42.8457
Epoch 580/2000
231/231 [==============================] - 0s 37us/step - loss: 2903.4011 - mae: 44.2474 - val_loss: 2950.5632 - val_mae: 42.8856
Epoch 581/2000
231/231 [==============================] - 0s 35us/step - loss: 2891.9277 - mae: 44.1482 - val_loss: 2950.3337 - val_mae: 42.8611
Epoch 582/2000
231/231 [==============================] - 0s 31us/step - loss: 2890.4674 - mae: 44.1497 - val_loss: 2950.1592 - val_mae: 42.8204
Epoch 583/2000
231/231 [==============================] - 0s 27us/step - loss: 2902.6326 - mae: 44.2826 - val_loss: 2950.4253 - val_mae: 42.7660
Epoch 584/2000
231/231 [==============================] - 0s 27us/step - loss: 2894.8273 - mae: 44.1521 - val_loss: 2949.2449 - val_mae: 42.8117
Epoch 585/2000
231/231 [==============================] - 0s 30us/step - loss: 2890.1512 - mae: 44.1196 - val_loss: 2949.1162 - val_mae: 42.8222
Epoch 586/2000
231/231 [==============================] - 0s 29us/step - loss: 2890.3059 - mae: 44.1161 - val_loss: 2948.6221 - val_mae: 42.8318
Epoch 587/2000
231/231 [==============================] - 0s 33us/step - loss: 2899.6043 - mae: 44.2082 - val_loss: 2948.8215 - val_mae: 42.7623
Epoch 588/2000
231/231 [==============================] - 0s 21us/step - loss: 2891.7507 - mae: 44.1272 - val_loss: 2948.2432 - val_mae: 42.7460
Epoch 589/2000
231/231 [==============================] - 0s 31us/step - loss: 2890.2959 - mae: 44.0992 - val_loss: 2947.3281 - val_mae: 42.7858
Epoch 590/2000
231/231 [==============================] - 0s 27us/step - loss: 2903.1382 - mae: 44.2595 - val_loss: 2947.4861 - val_mae: 42.7399
Epoch 591/2000
231/231 [==============================] - 0s 30us/step - loss: 2896.1879 - mae: 44.1478 - val_loss: 2947.8506 - val_mae: 42.7214
Epoch 592/2000
231/231 [==============================] - 0s 27us/step - loss: 2889.8937 - mae: 44.0956 - val_loss: 2946.6919 - val_mae: 42.7451
Epoch 593/2000
231/231 [==============================] - 0s 38us/step - loss: 2893.9889 - mae: 44.1620 - val_loss: 2947.1152 - val_mae: 42.7235
Epoch 594/2000
231/231 [==============================] - 0s 45us/step - loss: 2894.7998 - mae: 44.1242 - val_loss: 2945.9060 - val_mae: 42.7753
Epoch 595/2000
231/231 [==============================] - 0s 24us/step - loss: 2894.5085 - mae: 44.1581 - val_loss: 2946.1665 - val_mae: 42.7304
Epoch 596/2000
231/231 [==============================] - 0s 21us/step - loss: 2893.0676 - mae: 44.1336 - val_loss: 2946.0557 - val_mae: 42.7120
Epoch 597/2000
231/231 [==============================] - 0s 32us/step - loss: 2893.8060 - mae: 44.1189 - val_loss: 2944.9346 - val_mae: 42.7656
Epoch 598/2000
231/231 [==============================] - 0s 33us/step - loss: 2892.2026 - mae: 44.1635 - val_loss: 2945.1016 - val_mae: 42.7303
Epoch 599/2000
231/231 [==============================] - 0s 29us/step - loss: 2889.8768 - mae: 44.1107 - val_loss: 2944.5818 - val_mae: 42.7530
Epoch 600/2000
231/231 [==============================] - 0s 26us/step - loss: 2889.4632 - mae: 44.1218 - val_loss: 2944.5728 - val_mae: 42.7508
Epoch 601/2000
231/231 [==============================] - 0s 30us/step - loss: 2890.0930 - mae: 44.1213 - val_loss: 2944.8359 - val_mae: 42.7266
Epoch 602/2000
231/231 [==============================] - 0s 33us/step - loss: 2893.6132 - mae: 44.1127 - val_loss: 2944.2078 - val_mae: 42.7977
Epoch 603/2000
231/231 [==============================] - 0s 18us/step - loss: 2891.4918 - mae: 44.1593 - val_loss: 2944.2112 - val_mae: 42.7314
Epoch 604/2000
231/231 [==============================] - 0s 23us/step - loss: 2907.3521 - mae: 44.2420 - val_loss: 2943.8679 - val_mae: 42.7817
Epoch 605/2000
231/231 [==============================] - 0s 24us/step - loss: 2889.7266 - mae: 44.1447 - val_loss: 2944.0049 - val_mae: 42.7714
Epoch 606/2000
231/231 [==============================] - 0s 33us/step - loss: 2889.0956 - mae: 44.1320 - val_loss: 2943.9189 - val_mae: 42.7732
Epoch 607/2000
231/231 [==============================] - 0s 30us/step - loss: 2889.5650 - mae: 44.1369 - val_loss: 2943.5779 - val_mae: 42.7519
Epoch 608/2000
231/231 [==============================] - 0s 33us/step - loss: 2888.8688 - mae: 44.1348 - val_loss: 2943.3267 - val_mae: 42.7354
Epoch 609/2000
231/231 [==============================] - 0s 29us/step - loss: 2890.7675 - mae: 44.1625 - val_loss: 2943.8591 - val_mae: 42.6995
Epoch 610/2000
231/231 [==============================] - 0s 26us/step - loss: 2890.3278 - mae: 44.1162 - val_loss: 2943.6113 - val_mae: 42.7010
Epoch 611/2000
231/231 [==============================] - 0s 23us/step - loss: 2889.0140 - mae: 44.1004 - val_loss: 2942.6606 - val_mae: 42.7569
Epoch 612/2000
231/231 [==============================] - 0s 33us/step - loss: 2891.1778 - mae: 44.1502 - val_loss: 2942.3677 - val_mae: 42.8076
Epoch 613/2000
231/231 [==============================] - 0s 29us/step - loss: 2896.3622 - mae: 44.1896 - val_loss: 2942.6931 - val_mae: 42.7089
Epoch 614/2000
231/231 [==============================] - 0s 25us/step - loss: 2889.9068 - mae: 44.1121 - val_loss: 2942.0486 - val_mae: 42.7551
Epoch 615/2000
231/231 [==============================] - 0s 19us/step - loss: 2889.2410 - mae: 44.1356 - val_loss: 2941.8281 - val_mae: 42.7798
Epoch 616/2000
231/231 [==============================] - 0s 33us/step - loss: 2889.1346 - mae: 44.1343 - val_loss: 2941.6240 - val_mae: 42.7683
Epoch 617/2000
231/231 [==============================] - 0s 23us/step - loss: 2890.0654 - mae: 44.1602 - val_loss: 2941.7771 - val_mae: 42.6987
Epoch 618/2000
231/231 [==============================] - 0s 30us/step - loss: 2889.8310 - mae: 44.1659 - val_loss: 2941.9141 - val_mae: 42.6753
Epoch 619/2000
231/231 [==============================] - 0s 26us/step - loss: 2899.3365 - mae: 44.1849 - val_loss: 2942.1941 - val_mae: 42.6526
Epoch 620/2000
231/231 [==============================] - 0s 35us/step - loss: 2895.5766 - mae: 44.1486 - val_loss: 2940.8152 - val_mae: 42.7334
Epoch 621/2000
231/231 [==============================] - 0s 35us/step - loss: 2888.7111 - mae: 44.1303 - val_loss: 2940.9973 - val_mae: 42.6909
Epoch 622/2000
231/231 [==============================] - 0s 25us/step - loss: 2896.9207 - mae: 44.1178 - val_loss: 2940.3386 - val_mae: 42.7569
Epoch 623/2000
231/231 [==============================] - 0s 25us/step - loss: 2898.6411 - mae: 44.1458 - val_loss: 2940.1238 - val_mae: 42.7923
Epoch 624/2000
231/231 [==============================] - 0s 33us/step - loss: 2889.5336 - mae: 44.1602 - val_loss: 2939.6721 - val_mae: 42.7467
Epoch 625/2000
231/231 [==============================] - 0s 28us/step - loss: 2888.1939 - mae: 44.1285 - val_loss: 2939.2412 - val_mae: 42.7470
Epoch 626/2000
231/231 [==============================] - 0s 23us/step - loss: 2889.8794 - mae: 44.1364 - val_loss: 2939.3728 - val_mae: 42.7489
Epoch 627/2000
231/231 [==============================] - 0s 23us/step - loss: 2890.6538 - mae: 44.1460 - val_loss: 2938.9119 - val_mae: 42.7632
Epoch 628/2000
231/231 [==============================] - 0s 33us/step - loss: 2891.8546 - mae: 44.1371 - val_loss: 2938.3828 - val_mae: 42.7790
Epoch 629/2000
231/231 [==============================] - 0s 41us/step - loss: 2892.8939 - mae: 44.1801 - val_loss: 2938.9412 - val_mae: 42.8020
Epoch 630/2000
231/231 [==============================] - 0s 30us/step - loss: 2898.9125 - mae: 44.2776 - val_loss: 2938.3599 - val_mae: 42.6954
Epoch 631/2000
231/231 [==============================] - 0s 25us/step - loss: 2887.8077 - mae: 44.1123 - val_loss: 2937.9854 - val_mae: 42.7114
Epoch 632/2000
231/231 [==============================] - 0s 29us/step - loss: 2889.4689 - mae: 44.1538 - val_loss: 2937.9451 - val_mae: 42.6647
Epoch 633/2000
231/231 [==============================] - 0s 35us/step - loss: 2888.4947 - mae: 44.1331 - val_loss: 2937.8386 - val_mae: 42.6527
Epoch 634/2000
231/231 [==============================] - 0s 22us/step - loss: 2892.4876 - mae: 44.1292 - val_loss: 2938.1458 - val_mae: 42.6296
Epoch 635/2000
231/231 [==============================] - 0s 36us/step - loss: 2893.4493 - mae: 44.1492 - val_loss: 2936.6580 - val_mae: 42.6984
Epoch 636/2000
231/231 [==============================] - 0s 38us/step - loss: 2889.9137 - mae: 44.1384 - val_loss: 2937.0149 - val_mae: 42.6486
Epoch 637/2000
231/231 [==============================] - 0s 25us/step - loss: 2887.9221 - mae: 44.1056 - val_loss: 2936.2334 - val_mae: 42.6829
Epoch 638/2000
231/231 [==============================] - 0s 23us/step - loss: 2888.7955 - mae: 44.1583 - val_loss: 2936.3369 - val_mae: 42.6421
Epoch 639/2000
231/231 [==============================] - 0s 29us/step - loss: 2886.8560 - mae: 44.1070 - val_loss: 2936.0312 - val_mae: 42.6595
Epoch 640/2000
231/231 [==============================] - 0s 31us/step - loss: 2887.9897 - mae: 44.1337 - val_loss: 2935.8315 - val_mae: 42.7078
Epoch 641/2000
231/231 [==============================] - 0s 24us/step - loss: 2888.1407 - mae: 44.1482 - val_loss: 2936.1250 - val_mae: 42.6671
Epoch 642/2000
231/231 [==============================] - 0s 20us/step - loss: 2899.3537 - mae: 44.1911 - val_loss: 2936.2407 - val_mae: 42.7324
Epoch 643/2000
231/231 [==============================] - 0s 37us/step - loss: 2890.4620 - mae: 44.1768 - val_loss: 2936.2141 - val_mae: 42.7515
Epoch 644/2000
231/231 [==============================] - 0s 23us/step - loss: 2887.6424 - mae: 44.1530 - val_loss: 2935.4612 - val_mae: 42.6671
Epoch 645/2000
231/231 [==============================] - 0s 43us/step - loss: 2890.0428 - mae: 44.1375 - val_loss: 2936.0090 - val_mae: 42.6190
Epoch 646/2000
231/231 [==============================] - 0s 25us/step - loss: 2886.9059 - mae: 44.1066 - val_loss: 2935.6831 - val_mae: 42.6205
Epoch 647/2000
231/231 [==============================] - 0s 35us/step - loss: 2889.6199 - mae: 44.1882 - val_loss: 2935.9043 - val_mae: 42.6005
Epoch 648/2000
231/231 [==============================] - 0s 35us/step - loss: 2898.2778 - mae: 44.1256 - val_loss: 2936.1047 - val_mae: 42.5806
Epoch 649/2000
231/231 [==============================] - 0s 24us/step - loss: 2896.9190 - mae: 44.1174 - val_loss: 2934.5701 - val_mae: 42.6447
Epoch 650/2000
231/231 [==============================] - 0s 22us/step - loss: 2886.9283 - mae: 44.1156 - val_loss: 2934.2874 - val_mae: 42.6627
Epoch 651/2000
231/231 [==============================] - 0s 35us/step - loss: 2888.6009 - mae: 44.1332 - val_loss: 2934.2451 - val_mae: 42.7022
Epoch 652/2000
231/231 [==============================] - 0s 30us/step - loss: 2887.2926 - mae: 44.1420 - val_loss: 2934.0859 - val_mae: 42.6749
Epoch 653/2000
231/231 [==============================] - 0s 32us/step - loss: 2887.1200 - mae: 44.1258 - val_loss: 2934.1311 - val_mae: 42.6798
Epoch 654/2000
231/231 [==============================] - 0s 25us/step - loss: 2892.2612 - mae: 44.1454 - val_loss: 2933.9128 - val_mae: 42.7331
Epoch 655/2000
231/231 [==============================] - 0s 34us/step - loss: 2889.6365 - mae: 44.1396 - val_loss: 2934.0867 - val_mae: 42.7428
Epoch 656/2000
231/231 [==============================] - 0s 29us/step - loss: 2887.1376 - mae: 44.1361 - val_loss: 2933.5083 - val_mae: 42.7159
Epoch 657/2000
231/231 [==============================] - 0s 27us/step - loss: 2891.3968 - mae: 44.1613 - val_loss: 2933.3604 - val_mae: 42.7401
Epoch 658/2000
231/231 [==============================] - 0s 21us/step - loss: 2886.8597 - mae: 44.1604 - val_loss: 2932.9128 - val_mae: 42.6834
Epoch 659/2000
231/231 [==============================] - 0s 31us/step - loss: 2887.8446 - mae: 44.1051 - val_loss: 2932.8933 - val_mae: 42.7004
Epoch 660/2000
231/231 [==============================] - 0s 33us/step - loss: 2887.0511 - mae: 44.1418 - val_loss: 2932.9585 - val_mae: 42.6078
Epoch 661/2000
231/231 [==============================] - 0s 30us/step - loss: 2886.2143 - mae: 44.1132 - val_loss: 2933.2261 - val_mae: 42.5958
Epoch 662/2000
231/231 [==============================] - 0s 37us/step - loss: 2885.5102 - mae: 44.1017 - val_loss: 2932.8018 - val_mae: 42.6213
Epoch 663/2000
231/231 [==============================] - 0s 35us/step - loss: 2893.2287 - mae: 44.1518 - val_loss: 2932.1372 - val_mae: 42.7045
Epoch 664/2000
231/231 [==============================] - 0s 24us/step - loss: 2885.8209 - mae: 44.1352 - val_loss: 2931.6702 - val_mae: 42.6853
Epoch 665/2000
231/231 [==============================] - 0s 28us/step - loss: 2887.7807 - mae: 44.1108 - val_loss: 2932.0220 - val_mae: 42.7231
Epoch 666/2000
231/231 [==============================] - 0s 38us/step - loss: 2885.2959 - mae: 44.1418 - val_loss: 2931.7173 - val_mae: 42.6426
Epoch 667/2000
231/231 [==============================] - 0s 32us/step - loss: 2886.5027 - mae: 44.1296 - val_loss: 2931.8210 - val_mae: 42.6967
Epoch 668/2000
231/231 [==============================] - 0s 28us/step - loss: 2886.3557 - mae: 44.1213 - val_loss: 2931.4719 - val_mae: 42.6597
Epoch 669/2000
231/231 [==============================] - 0s 38us/step - loss: 2884.6462 - mae: 44.1208 - val_loss: 2931.2844 - val_mae: 42.6069
Epoch 670/2000
231/231 [==============================] - 0s 42us/step - loss: 2886.2179 - mae: 44.1201 - val_loss: 2931.4482 - val_mae: 42.6921
Epoch 671/2000
231/231 [==============================] - 0s 27us/step - loss: 2899.1753 - mae: 44.3020 - val_loss: 2931.3586 - val_mae: 42.5861
Epoch 672/2000
231/231 [==============================] - 0s 27us/step - loss: 2899.5475 - mae: 44.1815 - val_loss: 2930.6348 - val_mae: 42.6544
Epoch 673/2000
231/231 [==============================] - 0s 36us/step - loss: 2889.0280 - mae: 44.1396 - val_loss: 2930.9143 - val_mae: 42.6978
Epoch 674/2000
231/231 [==============================] - 0s 36us/step - loss: 2887.1093 - mae: 44.1271 - val_loss: 2930.9204 - val_mae: 42.6999
Epoch 675/2000
231/231 [==============================] - 0s 28us/step - loss: 2884.9424 - mae: 44.1387 - val_loss: 2930.5369 - val_mae: 42.6399
Epoch 676/2000
231/231 [==============================] - 0s 22us/step - loss: 2887.6633 - mae: 44.1483 - val_loss: 2930.6584 - val_mae: 42.5676
Epoch 677/2000
231/231 [==============================] - 0s 33us/step - loss: 2887.8773 - mae: 44.1421 - val_loss: 2929.6521 - val_mae: 42.6396
Epoch 678/2000
231/231 [==============================] - 0s 27us/step - loss: 2896.6810 - mae: 44.2356 - val_loss: 2929.7117 - val_mae: 42.5567
Epoch 679/2000
231/231 [==============================] - 0s 34us/step - loss: 2884.2951 - mae: 44.0913 - val_loss: 2929.3206 - val_mae: 42.5714
Epoch 680/2000
231/231 [==============================] - 0s 29us/step - loss: 2895.9848 - mae: 44.2233 - val_loss: 2929.2678 - val_mae: 42.5332
Epoch 681/2000
231/231 [==============================] - 0s 43us/step - loss: 2885.1764 - mae: 44.0906 - val_loss: 2928.5083 - val_mae: 42.5656
Epoch 682/2000
231/231 [==============================] - 0s 29us/step - loss: 2886.4695 - mae: 44.1348 - val_loss: 2928.8828 - val_mae: 42.5456
Epoch 683/2000
231/231 [==============================] - 0s 37us/step - loss: 2885.8918 - mae: 44.1154 - val_loss: 2929.0474 - val_mae: 42.5474
Epoch 684/2000
231/231 [==============================] - 0s 31us/step - loss: 2886.0578 - mae: 44.1136 - val_loss: 2928.5867 - val_mae: 42.5400
Epoch 685/2000
231/231 [==============================] - 0s 39us/step - loss: 2884.7667 - mae: 44.1059 - val_loss: 2928.0137 - val_mae: 42.5562
Epoch 686/2000
231/231 [==============================] - 0s 24us/step - loss: 2884.9291 - mae: 44.1089 - val_loss: 2927.2354 - val_mae: 42.6218
Epoch 687/2000
231/231 [==============================] - 0s 28us/step - loss: 2884.8514 - mae: 44.1203 - val_loss: 2927.1184 - val_mae: 42.6296
Epoch 688/2000
231/231 [==============================] - 0s 46us/step - loss: 2900.6785 - mae: 44.2877 - val_loss: 2927.8147 - val_mae: 42.5601
Epoch 689/2000
231/231 [==============================] - 0s 21us/step - loss: 2884.9892 - mae: 44.1227 - val_loss: 2927.2710 - val_mae: 42.6040
Epoch 690/2000
231/231 [==============================] - 0s 27us/step - loss: 2885.0098 - mae: 44.1290 - val_loss: 2927.5054 - val_mae: 42.5813
Epoch 691/2000
231/231 [==============================] - 0s 32us/step - loss: 2896.5488 - mae: 44.2456 - val_loss: 2927.6274 - val_mae: 42.6516
Epoch 692/2000
231/231 [==============================] - 0s 43us/step - loss: 2892.6358 - mae: 44.1723 - val_loss: 2927.9414 - val_mae: 42.6929
Epoch 693/2000
231/231 [==============================] - 0s 28us/step - loss: 2891.0201 - mae: 44.1866 - val_loss: 2927.5696 - val_mae: 42.5869
Epoch 694/2000
231/231 [==============================] - 0s 34us/step - loss: 2883.9779 - mae: 44.1122 - val_loss: 2927.7644 - val_mae: 42.6102
Epoch 695/2000
231/231 [==============================] - 0s 24us/step - loss: 2884.9373 - mae: 44.1222 - val_loss: 2927.8826 - val_mae: 42.6135
Epoch 696/2000
231/231 [==============================] - 0s 25us/step - loss: 2884.2115 - mae: 44.1152 - val_loss: 2928.0320 - val_mae: 42.6096
Epoch 697/2000
231/231 [==============================] - 0s 31us/step - loss: 2884.8483 - mae: 44.1318 - val_loss: 2928.2559 - val_mae: 42.5504
Epoch 698/2000
231/231 [==============================] - 0s 41us/step - loss: 2885.3688 - mae: 44.1235 - val_loss: 2928.2390 - val_mae: 42.5295
Epoch 699/2000
231/231 [==============================] - 0s 38us/step - loss: 2885.9048 - mae: 44.0953 - val_loss: 2927.3381 - val_mae: 42.6069
Epoch 700/2000
231/231 [==============================] - 0s 28us/step - loss: 2884.7331 - mae: 44.1388 - val_loss: 2927.6926 - val_mae: 42.5456
Epoch 701/2000
231/231 [==============================] - 0s 21us/step - loss: 2884.4732 - mae: 44.1019 - val_loss: 2928.0166 - val_mae: 42.5415
Epoch 702/2000
231/231 [==============================] - 0s 38us/step - loss: 2888.9003 - mae: 44.1416 - val_loss: 2928.7258 - val_mae: 42.5165
Epoch 703/2000
231/231 [==============================] - 0s 29us/step - loss: 2886.4072 - mae: 44.1213 - val_loss: 2928.8342 - val_mae: 42.5119
Epoch 704/2000
231/231 [==============================] - 0s 34us/step - loss: 2890.6808 - mae: 44.1401 - val_loss: 2929.0208 - val_mae: 42.5060
Epoch 705/2000
231/231 [==============================] - 0s 23us/step - loss: 2900.2824 - mae: 44.1673 - val_loss: 2929.3064 - val_mae: 42.5053
Epoch 706/2000
231/231 [==============================] - 0s 36us/step - loss: 2883.6848 - mae: 44.0696 - val_loss: 2927.8174 - val_mae: 42.5289
Epoch 707/2000
231/231 [==============================] - 0s 28us/step - loss: 2883.8554 - mae: 44.0992 - val_loss: 2927.5820 - val_mae: 42.5284
Epoch 708/2000
231/231 [==============================] - 0s 23us/step - loss: 2889.3751 - mae: 44.1438 - val_loss: 2928.2073 - val_mae: 42.5124
Epoch 709/2000
231/231 [==============================] - 0s 41us/step - loss: 2883.9434 - mae: 44.0762 - val_loss: 2927.2688 - val_mae: 42.5492
Epoch 710/2000
231/231 [==============================] - 0s 26us/step - loss: 2884.1206 - mae: 44.1292 - val_loss: 2927.4097 - val_mae: 42.5406
Epoch 711/2000
231/231 [==============================] - 0s 27us/step - loss: 2885.1297 - mae: 44.1068 - val_loss: 2926.9790 - val_mae: 42.6099
Epoch 712/2000
231/231 [==============================] - 0s 23us/step - loss: 2883.2575 - mae: 44.1073 - val_loss: 2927.1270 - val_mae: 42.6166
Epoch 713/2000
231/231 [==============================] - ETA: 0s - loss: 3016.7458 - mae: 44.632 - 0s 39us/step - loss: 2883.0301 - mae: 44.1098 - val_loss: 2927.4456 - val_mae: 42.6187
Epoch 714/2000
231/231 [==============================] - 0s 24us/step - loss: 2888.5314 - mae: 44.1376 - val_loss: 2927.5891 - val_mae: 42.6895
Epoch 715/2000
231/231 [==============================] - 0s 29us/step - loss: 2884.5760 - mae: 44.1383 - val_loss: 2927.2109 - val_mae: 42.6733
Epoch 716/2000
231/231 [==============================] - 0s 27us/step - loss: 2888.4807 - mae: 44.1570 - val_loss: 2927.3369 - val_mae: 42.5523
Epoch 717/2000
231/231 [==============================] - 0s 32us/step - loss: 2889.5177 - mae: 44.2507 - val_loss: 2927.7009 - val_mae: 42.5267
Epoch 718/2000
231/231 [==============================] - 0s 42us/step - loss: 2888.9004 - mae: 44.1684 - val_loss: 2928.0825 - val_mae: 42.5193
Epoch 719/2000
231/231 [==============================] - 0s 21us/step - loss: 2884.6189 - mae: 44.0983 - val_loss: 2926.5159 - val_mae: 42.5714
Epoch 720/2000
231/231 [==============================] - 0s 29us/step - loss: 2884.8306 - mae: 44.1272 - val_loss: 2926.6370 - val_mae: 42.5327
Epoch 721/2000
231/231 [==============================] - 0s 22us/step - loss: 2882.4331 - mae: 44.0904 - val_loss: 2925.9973 - val_mae: 42.5589
Epoch 722/2000
231/231 [==============================] - 0s 31us/step - loss: 2884.0044 - mae: 44.1294 - val_loss: 2926.5093 - val_mae: 42.5279
Epoch 723/2000
231/231 [==============================] - 0s 29us/step - loss: 2883.1830 - mae: 44.0832 - val_loss: 2925.5681 - val_mae: 42.5937
Epoch 724/2000
231/231 [==============================] - 0s 32us/step - loss: 2883.1675 - mae: 44.1435 - val_loss: 2925.7119 - val_mae: 42.5382
Epoch 725/2000
231/231 [==============================] - 0s 31us/step - loss: 2882.1565 - mae: 44.0907 - val_loss: 2925.3613 - val_mae: 42.5459
Epoch 726/2000
231/231 [==============================] - 0s 25us/step - loss: 2886.5862 - mae: 44.1136 - val_loss: 2926.0349 - val_mae: 42.5098
Epoch 727/2000
231/231 [==============================] - 0s 24us/step - loss: 2887.5285 - mae: 44.1741 - val_loss: 2926.6321 - val_mae: 42.5027
Epoch 728/2000
231/231 [==============================] - 0s 35us/step - loss: 2882.6088 - mae: 44.1016 - val_loss: 2925.6692 - val_mae: 42.5131
Epoch 729/2000
231/231 [==============================] - 0s 32us/step - loss: 2888.0969 - mae: 44.1477 - val_loss: 2924.7000 - val_mae: 42.6129
Epoch 730/2000
231/231 [==============================] - 0s 30us/step - loss: 2883.7068 - mae: 44.1375 - val_loss: 2924.8247 - val_mae: 42.5325
Epoch 731/2000
231/231 [==============================] - 0s 22us/step - loss: 2883.0194 - mae: 44.1095 - val_loss: 2925.2600 - val_mae: 42.5084
Epoch 732/2000
231/231 [==============================] - 0s 41us/step - loss: 2886.7990 - mae: 44.0779 - val_loss: 2924.2822 - val_mae: 42.6003
Epoch 733/2000
231/231 [==============================] - 0s 25us/step - loss: 2882.7783 - mae: 44.1187 - val_loss: 2924.6907 - val_mae: 42.5365
Epoch 734/2000
231/231 [==============================] - 0s 23us/step - loss: 2893.8342 - mae: 44.1120 - val_loss: 2924.5544 - val_mae: 42.6148
Epoch 735/2000
231/231 [==============================] - 0s 22us/step - loss: 2881.5006 - mae: 44.1099 - val_loss: 2924.6960 - val_mae: 42.6192
Epoch 736/2000
231/231 [==============================] - 0s 30us/step - loss: 2884.0248 - mae: 44.1176 - val_loss: 2924.7754 - val_mae: 42.6532
Epoch 737/2000
231/231 [==============================] - 0s 35us/step - loss: 2882.1659 - mae: 44.1315 - val_loss: 2924.5757 - val_mae: 42.5697
Epoch 738/2000
231/231 [==============================] - 0s 26us/step - loss: 2882.4792 - mae: 44.1176 - val_loss: 2924.6345 - val_mae: 42.5413
Epoch 739/2000
231/231 [==============================] - 0s 20us/step - loss: 2883.3832 - mae: 44.1007 - val_loss: 2924.4678 - val_mae: 42.6222
Epoch 740/2000
231/231 [==============================] - 0s 28us/step - loss: 2885.5190 - mae: 44.1160 - val_loss: 2924.1570 - val_mae: 42.6628
Epoch 741/2000
231/231 [==============================] - 0s 29us/step - loss: 2882.5597 - mae: 44.1321 - val_loss: 2924.2739 - val_mae: 42.5653
Epoch 742/2000
231/231 [==============================] - 0s 32us/step - loss: 2880.2014 - mae: 44.0910 - val_loss: 2924.3223 - val_mae: 42.5668
Epoch 743/2000
231/231 [==============================] - 0s 25us/step - loss: 2882.0816 - mae: 44.0770 - val_loss: 2923.8760 - val_mae: 42.6298
Epoch 744/2000
231/231 [==============================] - 0s 41us/step - loss: 2901.7531 - mae: 44.3859 - val_loss: 2924.2993 - val_mae: 42.5652
Epoch 745/2000
231/231 [==============================] - 0s 28us/step - loss: 2880.1593 - mae: 44.0914 - val_loss: 2924.4858 - val_mae: 42.5742
Epoch 746/2000
231/231 [==============================] - 0s 23us/step - loss: 2880.3648 - mae: 44.0836 - val_loss: 2923.9683 - val_mae: 42.5901
Epoch 747/2000
231/231 [==============================] - 0s 25us/step - loss: 2886.3432 - mae: 44.1343 - val_loss: 2924.1958 - val_mae: 42.6492
Epoch 748/2000
231/231 [==============================] - 0s 30us/step - loss: 2880.8148 - mae: 44.1048 - val_loss: 2924.0356 - val_mae: 42.6293
Epoch 749/2000
231/231 [==============================] - 0s 24us/step - loss: 2890.7921 - mae: 44.1419 - val_loss: 2924.1873 - val_mae: 42.6733
Epoch 750/2000
231/231 [==============================] - 0s 24us/step - loss: 2882.4921 - mae: 44.1326 - val_loss: 2923.9143 - val_mae: 42.6584
Epoch 751/2000
231/231 [==============================] - 0s 30us/step - loss: 2885.7667 - mae: 44.1489 - val_loss: 2924.4304 - val_mae: 42.6841
Epoch 752/2000
231/231 [==============================] - 0s 42us/step - loss: 2880.6389 - mae: 44.1304 - val_loss: 2924.2817 - val_mae: 42.6254
Epoch 753/2000
231/231 [==============================] - 0s 29us/step - loss: 2880.2782 - mae: 44.1032 - val_loss: 2924.0183 - val_mae: 42.6182
Epoch 754/2000
231/231 [==============================] - 0s 25us/step - loss: 2890.2603 - mae: 44.2219 - val_loss: 2924.1670 - val_mae: 42.5345
Epoch 755/2000
231/231 [==============================] - 0s 30us/step - loss: 2884.1704 - mae: 44.0650 - val_loss: 2923.5452 - val_mae: 42.5944
Epoch 756/2000
231/231 [==============================] - 0s 26us/step - loss: 2884.9963 - mae: 44.1452 - val_loss: 2924.0371 - val_mae: 42.5305
Epoch 757/2000
231/231 [==============================] - 0s 36us/step - loss: 2880.6165 - mae: 44.0770 - val_loss: 2924.3169 - val_mae: 42.5219
Epoch 758/2000
231/231 [==============================] - 0s 23us/step - loss: 2885.9263 - mae: 44.1082 - val_loss: 2924.0632 - val_mae: 42.5904
Epoch 759/2000
231/231 [==============================] - 0s 23us/step - loss: 2881.1147 - mae: 44.0932 - val_loss: 2923.8533 - val_mae: 42.6221
Epoch 760/2000
231/231 [==============================] - 0s 34us/step - loss: 2879.4473 - mae: 44.1073 - val_loss: 2923.7236 - val_mae: 42.5808
Epoch 761/2000
231/231 [==============================] - 0s 38us/step - loss: 2879.7910 - mae: 44.0977 - val_loss: 2924.0188 - val_mae: 42.5399
Epoch 762/2000
231/231 [==============================] - 0s 24us/step - loss: 2879.3719 - mae: 44.0792 - val_loss: 2924.1436 - val_mae: 42.5625
Epoch 763/2000
231/231 [==============================] - 0s 33us/step - loss: 2883.5459 - mae: 44.1121 - val_loss: 2923.7915 - val_mae: 42.6300
Epoch 764/2000
231/231 [==============================] - 0s 36us/step - loss: 2880.6120 - mae: 44.0910 - val_loss: 2923.4583 - val_mae: 42.6368
Epoch 765/2000
231/231 [==============================] - 0s 30us/step - loss: 2879.0936 - mae: 44.0987 - val_loss: 2922.9727 - val_mae: 42.6066
Epoch 766/2000
231/231 [==============================] - 0s 24us/step - loss: 2890.7098 - mae: 44.2074 - val_loss: 2923.3271 - val_mae: 42.6567
Epoch 767/2000
231/231 [==============================] - 0s 24us/step - loss: 2884.0867 - mae: 44.1166 - val_loss: 2923.6433 - val_mae: 42.6738
Epoch 768/2000
231/231 [==============================] - 0s 30us/step - loss: 2879.5434 - mae: 44.1081 - val_loss: 2923.3491 - val_mae: 42.6359
Epoch 769/2000
231/231 [==============================] - 0s 29us/step - loss: 2879.3304 - mae: 44.1097 - val_loss: 2923.3767 - val_mae: 42.6127
Epoch 770/2000
231/231 [==============================] - 0s 24us/step - loss: 2883.7275 - mae: 44.1507 - val_loss: 2923.7944 - val_mae: 42.5264
Epoch 771/2000
231/231 [==============================] - 0s 37us/step - loss: 2882.1765 - mae: 44.0681 - val_loss: 2923.6086 - val_mae: 42.5987
Epoch 772/2000
231/231 [==============================] - 0s 23us/step - loss: 2900.0349 - mae: 44.2279 - val_loss: 2923.4800 - val_mae: 42.6304
Epoch 773/2000
231/231 [==============================] - 0s 22us/step - loss: 2881.2609 - mae: 44.1284 - val_loss: 2923.6648 - val_mae: 42.6349
Epoch 774/2000
231/231 [==============================] - 0s 20us/step - loss: 2879.4383 - mae: 44.1168 - val_loss: 2923.7971 - val_mae: 42.6088
Epoch 775/2000
231/231 [==============================] - 0s 37us/step - loss: 2881.1124 - mae: 44.1103 - val_loss: 2923.6431 - val_mae: 42.5428
Epoch 776/2000
231/231 [==============================] - 0s 40us/step - loss: 2878.8565 - mae: 44.0683 - val_loss: 2923.2158 - val_mae: 42.5674
Epoch 777/2000
231/231 [==============================] - 0s 27us/step - loss: 2881.2707 - mae: 44.1349 - val_loss: 2923.1812 - val_mae: 42.5220
Epoch 778/2000
231/231 [==============================] - 0s 42us/step - loss: 2886.8232 - mae: 44.1311 - val_loss: 2924.0527 - val_mae: 42.4983
Epoch 779/2000
231/231 [==============================] - 0s 29us/step - loss: 2884.4225 - mae: 44.1192 - val_loss: 2924.7690 - val_mae: 42.4920
Epoch 780/2000
231/231 [==============================] - 0s 25us/step - loss: 2880.2653 - mae: 44.0474 - val_loss: 2924.7966 - val_mae: 42.5005
Epoch 781/2000
231/231 [==============================] - 0s 30us/step - loss: 2896.2119 - mae: 44.1304 - val_loss: 2923.6006 - val_mae: 42.5507
Epoch 782/2000
231/231 [==============================] - 0s 28us/step - loss: 2879.2185 - mae: 44.1074 - val_loss: 2923.9958 - val_mae: 42.5301
Epoch 783/2000
231/231 [==============================] - 0s 28us/step - loss: 2877.8364 - mae: 44.0648 - val_loss: 2924.0784 - val_mae: 42.5565
Epoch 784/2000
231/231 [==============================] - 0s 26us/step - loss: 2881.6009 - mae: 44.1078 - val_loss: 2924.1609 - val_mae: 42.5227
Epoch 785/2000
231/231 [==============================] - 0s 26us/step - loss: 2878.6885 - mae: 44.0620 - val_loss: 2923.7991 - val_mae: 42.5636
Epoch 786/2000
231/231 [==============================] - 0s 32us/step - loss: 2880.3375 - mae: 44.0747 - val_loss: 2923.8750 - val_mae: 42.5951
Epoch 787/2000
231/231 [==============================] - 0s 30us/step - loss: 2883.6957 - mae: 44.1380 - val_loss: 2923.8298 - val_mae: 42.6381
Epoch 788/2000
231/231 [==============================] - 0s 40us/step - loss: 2889.6674 - mae: 44.1880 - val_loss: 2923.9807 - val_mae: 42.6697
Epoch 789/2000
231/231 [==============================] - 0s 30us/step - loss: 2880.7393 - mae: 44.1423 - val_loss: 2924.0537 - val_mae: 42.6684
Epoch 790/2000
231/231 [==============================] - 0s 29us/step - loss: 2877.8662 - mae: 44.1052 - val_loss: 2923.5374 - val_mae: 42.6227
Epoch 791/2000
231/231 [==============================] - 0s 23us/step - loss: 2883.0658 - mae: 44.1610 - val_loss: 2923.5752 - val_mae: 42.5485
Epoch 792/2000
231/231 [==============================] - 0s 28us/step - loss: 2877.6613 - mae: 44.0845 - val_loss: 2923.5935 - val_mae: 42.5392
Epoch 793/2000
231/231 [==============================] - 0s 35us/step - loss: 2877.8516 - mae: 44.0706 - val_loss: 2923.5513 - val_mae: 42.5709
Epoch 794/2000
231/231 [==============================] - 0s 26us/step - loss: 2889.1674 - mae: 44.1500 - val_loss: 2923.8435 - val_mae: 42.5209
Epoch 795/2000
231/231 [==============================] - 0s 40us/step - loss: 2879.6467 - mae: 44.0569 - val_loss: 2923.3865 - val_mae: 42.5704
Epoch 796/2000
231/231 [==============================] - 0s 24us/step - loss: 2881.4974 - mae: 44.1274 - val_loss: 2923.5798 - val_mae: 42.5257
Epoch 797/2000
231/231 [==============================] - 0s 30us/step - loss: 2878.1060 - mae: 44.0752 - val_loss: 2923.5261 - val_mae: 42.5277
Epoch 798/2000
231/231 [==============================] - 0s 43us/step - loss: 2878.3686 - mae: 44.0711 - val_loss: 2923.3762 - val_mae: 42.5640
Epoch 799/2000
231/231 [==============================] - 0s 25us/step - loss: 2881.0737 - mae: 44.1040 - val_loss: 2923.5376 - val_mae: 42.6109
Epoch 800/2000
231/231 [==============================] - 0s 21us/step - loss: 2879.5113 - mae: 44.1105 - val_loss: 2923.2202 - val_mae: 42.6183
Epoch 801/2000
231/231 [==============================] - 0s 34us/step - loss: 2878.7091 - mae: 44.1169 - val_loss: 2923.5488 - val_mae: 42.5496
Epoch 802/2000
231/231 [==============================] - 0s 23us/step - loss: 2877.1407 - mae: 44.0678 - val_loss: 2923.4199 - val_mae: 42.5644
Epoch 803/2000
231/231 [==============================] - 0s 31us/step - loss: 2879.4345 - mae: 44.0874 - val_loss: 2923.5093 - val_mae: 42.6087
Epoch 804/2000
231/231 [==============================] - 0s 25us/step - loss: 2877.9161 - mae: 44.0930 - val_loss: 2923.4075 - val_mae: 42.5725
Epoch 805/2000
231/231 [==============================] - 0s 27us/step - loss: 2878.8596 - mae: 44.0959 - val_loss: 2924.1580 - val_mae: 42.5264
Epoch 806/2000
231/231 [==============================] - 0s 37us/step - loss: 2900.6843 - mae: 44.2779 - val_loss: 2924.5061 - val_mae: 42.5184
Epoch 807/2000
231/231 [==============================] - 0s 27us/step - loss: 2880.4674 - mae: 44.0609 - val_loss: 2923.4429 - val_mae: 42.5663
Epoch 808/2000
231/231 [==============================] - 0s 24us/step - loss: 2876.6402 - mae: 44.0879 - val_loss: 2923.2100 - val_mae: 42.5454
Epoch 809/2000
231/231 [==============================] - 0s 34us/step - loss: 2884.4392 - mae: 44.1787 - val_loss: 2923.7534 - val_mae: 42.5135
Epoch 810/2000
231/231 [==============================] - 0s 34us/step - loss: 2878.1488 - mae: 44.0543 - val_loss: 2923.1819 - val_mae: 42.5529
Epoch 811/2000
231/231 [==============================] - 0s 29us/step - loss: 2881.6009 - mae: 44.1013 - val_loss: 2923.5750 - val_mae: 42.5199
Epoch 812/2000
231/231 [==============================] - 0s 23us/step - loss: 2885.9220 - mae: 44.1513 - val_loss: 2922.9482 - val_mae: 42.5736
Epoch 813/2000
231/231 [==============================] - 0s 37us/step - loss: 2887.6212 - mae: 44.1239 - val_loss: 2922.5769 - val_mae: 42.6099
Epoch 814/2000
231/231 [==============================] - 0s 25us/step - loss: 2876.9972 - mae: 44.1122 - val_loss: 2922.4072 - val_mae: 42.5739
Epoch 815/2000
231/231 [==============================] - 0s 24us/step - loss: 2895.9986 - mae: 44.2482 - val_loss: 2922.4390 - val_mae: 42.6055
Epoch 816/2000
231/231 [==============================] - 0s 23us/step - loss: 2875.8243 - mae: 44.0874 - val_loss: 2922.1340 - val_mae: 42.5893
Epoch 817/2000
231/231 [==============================] - 0s 32us/step - loss: 2877.3796 - mae: 44.0938 - val_loss: 2921.9353 - val_mae: 42.5637
Epoch 818/2000
231/231 [==============================] - 0s 35us/step - loss: 2882.2852 - mae: 44.1541 - val_loss: 2922.2085 - val_mae: 42.5252
Epoch 819/2000
231/231 [==============================] - 0s 21us/step - loss: 2876.6649 - mae: 44.0718 - val_loss: 2921.9644 - val_mae: 42.5224
Epoch 820/2000
231/231 [==============================] - 0s 20us/step - loss: 2885.9017 - mae: 44.1115 - val_loss: 2921.4546 - val_mae: 42.5700
Epoch 821/2000
231/231 [==============================] - 0s 30us/step - loss: 2875.5579 - mae: 44.0766 - val_loss: 2921.7483 - val_mae: 42.5603
Epoch 822/2000
231/231 [==============================] - 0s 25us/step - loss: 2884.8167 - mae: 44.1647 - val_loss: 2922.5312 - val_mae: 42.5190
Epoch 823/2000
231/231 [==============================] - 0s 34us/step - loss: 2880.5183 - mae: 44.0953 - val_loss: 2922.4038 - val_mae: 42.5601
Epoch 824/2000
231/231 [==============================] - 0s 30us/step - loss: 2883.7806 - mae: 44.0902 - val_loss: 2922.1362 - val_mae: 42.5958
Epoch 825/2000
231/231 [==============================] - 0s 34us/step - loss: 2884.9933 - mae: 44.1126 - val_loss: 2922.2825 - val_mae: 42.6341
Epoch 826/2000
231/231 [==============================] - 0s 33us/step - loss: 2881.4779 - mae: 44.1232 - val_loss: 2921.6943 - val_mae: 42.5600
Epoch 827/2000
231/231 [==============================] - 0s 27us/step - loss: 2878.9506 - mae: 44.0779 - val_loss: 2921.8696 - val_mae: 42.5281
Epoch 828/2000
231/231 [==============================] - 0s 26us/step - loss: 2877.6739 - mae: 44.0924 - val_loss: 2921.7263 - val_mae: 42.5124
Epoch 829/2000
231/231 [==============================] - 0s 32us/step - loss: 2875.9491 - mae: 44.0456 - val_loss: 2921.0500 - val_mae: 42.5374
Epoch 830/2000
231/231 [==============================] - 0s 30us/step - loss: 2875.3790 - mae: 44.0659 - val_loss: 2920.8362 - val_mae: 42.5498
Epoch 831/2000
231/231 [==============================] - 0s 25us/step - loss: 2875.2111 - mae: 44.0725 - val_loss: 2921.1228 - val_mae: 42.5416
Epoch 832/2000
231/231 [==============================] - 0s 26us/step - loss: 2875.2769 - mae: 44.0731 - val_loss: 2920.9861 - val_mae: 42.5282
Epoch 833/2000
231/231 [==============================] - 0s 45us/step - loss: 2881.4416 - mae: 44.1033 - val_loss: 2921.0139 - val_mae: 42.5854
Epoch 834/2000
231/231 [==============================] - 0s 24us/step - loss: 2874.8793 - mae: 44.0816 - val_loss: 2920.8967 - val_mae: 42.5623
Epoch 835/2000
231/231 [==============================] - 0s 23us/step - loss: 2884.5392 - mae: 44.1635 - val_loss: 2921.6101 - val_mae: 42.5131
Epoch 836/2000
231/231 [==============================] - 0s 24us/step - loss: 2876.1875 - mae: 44.0573 - val_loss: 2921.3440 - val_mae: 42.5267
Epoch 837/2000
231/231 [==============================] - 0s 23us/step - loss: 2875.9543 - mae: 44.0692 - val_loss: 2921.4729 - val_mae: 42.5188
Epoch 838/2000
231/231 [==============================] - 0s 30us/step - loss: 2876.1337 - mae: 44.0496 - val_loss: 2921.2378 - val_mae: 42.5528
Epoch 839/2000
231/231 [==============================] - 0s 26us/step - loss: 2875.1295 - mae: 44.0555 - val_loss: 2921.2368 - val_mae: 42.5650
Epoch 840/2000
231/231 [==============================] - 0s 27us/step - loss: 2875.6637 - mae: 44.0838 - val_loss: 2921.3040 - val_mae: 42.5798
Epoch 841/2000
231/231 [==============================] - 0s 33us/step - loss: 2885.4021 - mae: 44.1816 - val_loss: 2921.8120 - val_mae: 42.5164
Epoch 842/2000
231/231 [==============================] - 0s 23us/step - loss: 2876.6233 - mae: 44.0619 - val_loss: 2922.3008 - val_mae: 42.5071
Epoch 843/2000
231/231 [==============================] - 0s 22us/step - loss: 2880.3116 - mae: 44.1106 - val_loss: 2922.2317 - val_mae: 42.4846
Epoch 844/2000
231/231 [==============================] - 0s 19us/step - loss: 2875.8943 - mae: 44.0347 - val_loss: 2921.7112 - val_mae: 42.5065
Epoch 845/2000
231/231 [==============================] - 0s 32us/step - loss: 2875.8993 - mae: 44.0709 - val_loss: 2921.7896 - val_mae: 42.5010
Epoch 846/2000
231/231 [==============================] - 0s 36us/step - loss: 2878.5282 - mae: 44.0504 - val_loss: 2920.8201 - val_mae: 42.5627
Epoch 847/2000
231/231 [==============================] - 0s 23us/step - loss: 2875.4757 - mae: 44.0657 - val_loss: 2920.5754 - val_mae: 42.5754
Epoch 848/2000
231/231 [==============================] - 0s 26us/step - loss: 2878.9971 - mae: 44.1621 - val_loss: 2921.0249 - val_mae: 42.5112
Epoch 849/2000
231/231 [==============================] - 0s 39us/step - loss: 2886.8375 - mae: 44.1138 - val_loss: 2920.6711 - val_mae: 42.5672
Epoch 850/2000
231/231 [==============================] - 0s 27us/step - loss: 2873.8874 - mae: 44.0655 - val_loss: 2920.6746 - val_mae: 42.5615
Epoch 851/2000
231/231 [==============================] - 0s 30us/step - loss: 2873.9026 - mae: 44.0691 - val_loss: 2920.4507 - val_mae: 42.5490
Epoch 852/2000
231/231 [==============================] - 0s 24us/step - loss: 2883.5812 - mae: 44.1989 - val_loss: 2920.5767 - val_mae: 42.4993
Epoch 853/2000
231/231 [==============================] - 0s 29us/step - loss: 2879.0903 - mae: 44.0936 - val_loss: 2921.0513 - val_mae: 42.4792
Epoch 854/2000
231/231 [==============================] - 0s 33us/step - loss: 2877.3437 - mae: 44.0224 - val_loss: 2919.8477 - val_mae: 42.5303
Epoch 855/2000
231/231 [==============================] - 0s 27us/step - loss: 2873.6844 - mae: 44.0568 - val_loss: 2919.6167 - val_mae: 42.5204
Epoch 856/2000
231/231 [==============================] - 0s 42us/step - loss: 2874.4154 - mae: 44.0515 - val_loss: 2919.2629 - val_mae: 42.5405
Epoch 857/2000
231/231 [==============================] - 0s 25us/step - loss: 2875.7821 - mae: 44.0838 - val_loss: 2919.2551 - val_mae: 42.4986
Epoch 858/2000
231/231 [==============================] - 0s 30us/step - loss: 2873.6053 - mae: 44.0381 - val_loss: 2919.0081 - val_mae: 42.5393
Epoch 859/2000
231/231 [==============================] - 0s 25us/step - loss: 2875.2621 - mae: 44.0760 - val_loss: 2919.0247 - val_mae: 42.5459
Epoch 860/2000
231/231 [==============================] - 0s 28us/step - loss: 2874.7203 - mae: 44.0718 - val_loss: 2918.9460 - val_mae: 42.5664
Epoch 861/2000
231/231 [==============================] - 0s 30us/step - loss: 2874.1409 - mae: 44.0788 - val_loss: 2918.7905 - val_mae: 42.5068
Epoch 862/2000
231/231 [==============================] - 0s 25us/step - loss: 2881.7958 - mae: 44.1464 - val_loss: 2919.3831 - val_mae: 42.4717
Epoch 863/2000
231/231 [==============================] - 0s 23us/step - loss: 2873.6685 - mae: 44.0213 - val_loss: 2918.5398 - val_mae: 42.5128
Epoch 864/2000
231/231 [==============================] - 0s 29us/step - loss: 2873.7065 - mae: 44.0447 - val_loss: 2917.6846 - val_mae: 42.5367
Epoch 865/2000
231/231 [==============================] - 0s 22us/step - loss: 2872.4561 - mae: 44.0561 - val_loss: 2917.7944 - val_mae: 42.5203
Epoch 866/2000
231/231 [==============================] - 0s 39us/step - loss: 2878.9111 - mae: 44.0655 - val_loss: 2917.8884 - val_mae: 42.5747
Epoch 867/2000
231/231 [==============================] - 0s 26us/step - loss: 2878.8394 - mae: 44.1217 - val_loss: 2918.0481 - val_mae: 42.6054
Epoch 868/2000
231/231 [==============================] - 0s 34us/step - loss: 2874.9488 - mae: 44.1106 - val_loss: 2917.8157 - val_mae: 42.5135
Epoch 869/2000
231/231 [==============================] - 0s 25us/step - loss: 2875.0428 - mae: 44.0555 - val_loss: 2917.9395 - val_mae: 42.5556
Epoch 870/2000
231/231 [==============================] - 0s 34us/step - loss: 2872.9780 - mae: 44.0724 - val_loss: 2917.9780 - val_mae: 42.5012
Epoch 871/2000
231/231 [==============================] - 0s 30us/step - loss: 2890.0641 - mae: 44.1880 - val_loss: 2917.7070 - val_mae: 42.5349
Epoch 872/2000
231/231 [==============================] - 0s 27us/step - loss: 2872.2372 - mae: 44.0560 - val_loss: 2917.4556 - val_mae: 42.5163
Epoch 873/2000
231/231 [==============================] - 0s 39us/step - loss: 2872.5026 - mae: 44.0468 - val_loss: 2917.1729 - val_mae: 42.5004
Epoch 874/2000
231/231 [==============================] - 0s 25us/step - loss: 2872.4319 - mae: 44.0303 - val_loss: 2916.9580 - val_mae: 42.5265
Epoch 875/2000
231/231 [==============================] - 0s 43us/step - loss: 2878.2221 - mae: 44.1098 - val_loss: 2916.8049 - val_mae: 42.5636
Epoch 876/2000
231/231 [==============================] - 0s 26us/step - loss: 2873.2672 - mae: 44.0688 - val_loss: 2916.5728 - val_mae: 42.5475
Epoch 877/2000
231/231 [==============================] - 0s 23us/step - loss: 2890.4139 - mae: 44.1541 - val_loss: 2916.4900 - val_mae: 42.5697
Epoch 878/2000
231/231 [==============================] - 0s 21us/step - loss: 2872.5705 - mae: 44.0776 - val_loss: 2916.3503 - val_mae: 42.5491
Epoch 879/2000
231/231 [==============================] - 0s 30us/step - loss: 2874.1437 - mae: 44.0782 - val_loss: 2916.2612 - val_mae: 42.5569
Epoch 880/2000
231/231 [==============================] - 0s 33us/step - loss: 2872.9809 - mae: 44.0811 - val_loss: 2915.9551 - val_mae: 42.5026
Epoch 881/2000
231/231 [==============================] - 0s 32us/step - loss: 2875.4296 - mae: 44.0734 - val_loss: 2916.2996 - val_mae: 42.4686
Epoch 882/2000
231/231 [==============================] - 0s 34us/step - loss: 2876.9865 - mae: 43.9864 - val_loss: 2915.6943 - val_mae: 42.5159
Epoch 883/2000
231/231 [==============================] - 0s 23us/step - loss: 2872.5295 - mae: 44.0728 - val_loss: 2915.8894 - val_mae: 42.4874
Epoch 884/2000
231/231 [==============================] - 0s 32us/step - loss: 2870.8668 - mae: 44.0336 - val_loss: 2915.5315 - val_mae: 42.4859
Epoch 885/2000
231/231 [==============================] - 0s 27us/step - loss: 2873.9880 - mae: 44.0409 - val_loss: 2915.2856 - val_mae: 42.5264
Epoch 886/2000
231/231 [==============================] - 0s 37us/step - loss: 2874.0492 - mae: 44.0750 - val_loss: 2915.4355 - val_mae: 42.4869
Epoch 887/2000
231/231 [==============================] - 0s 32us/step - loss: 2872.8599 - mae: 44.0579 - val_loss: 2915.6055 - val_mae: 42.4631
Epoch 888/2000
231/231 [==============================] - 0s 24us/step - loss: 2873.2306 - mae: 44.0363 - val_loss: 2915.7722 - val_mae: 42.4497
Epoch 889/2000
231/231 [==============================] - 0s 19us/step - loss: 2871.4981 - mae: 44.0164 - val_loss: 2914.6655 - val_mae: 42.4792
Epoch 890/2000
231/231 [==============================] - 0s 30us/step - loss: 2874.2743 - mae: 44.0818 - val_loss: 2915.2466 - val_mae: 42.4497
Epoch 891/2000
231/231 [==============================] - 0s 23us/step - loss: 2874.3943 - mae: 44.0788 - val_loss: 2915.4509 - val_mae: 42.4472
Epoch 892/2000
231/231 [==============================] - 0s 29us/step - loss: 2871.2645 - mae: 44.0066 - val_loss: 2914.1724 - val_mae: 42.4973
Epoch 893/2000
231/231 [==============================] - 0s 28us/step - loss: 2872.3793 - mae: 44.0806 - val_loss: 2914.7654 - val_mae: 42.4620
Epoch 894/2000
231/231 [==============================] - 0s 24us/step - loss: 2877.6900 - mae: 44.0319 - val_loss: 2913.9543 - val_mae: 42.5247
Epoch 895/2000
231/231 [==============================] - 0s 43us/step - loss: 2870.8580 - mae: 44.0594 - val_loss: 2914.0881 - val_mae: 42.4926
Epoch 896/2000
231/231 [==============================] - 0s 35us/step - loss: 2874.6895 - mae: 44.0364 - val_loss: 2913.7490 - val_mae: 42.5389
Epoch 897/2000
231/231 [==============================] - 0s 38us/step - loss: 2872.9338 - mae: 44.0551 - val_loss: 2913.3840 - val_mae: 42.5477
Epoch 898/2000
231/231 [==============================] - 0s 28us/step - loss: 2872.5332 - mae: 44.0849 - val_loss: 2913.7148 - val_mae: 42.4810
Epoch 899/2000
231/231 [==============================] - 0s 33us/step - loss: 2874.7074 - mae: 44.0132 - val_loss: 2913.3054 - val_mae: 42.5279
Epoch 900/2000
231/231 [==============================] - 0s 27us/step - loss: 2872.0343 - mae: 44.0834 - val_loss: 2913.5129 - val_mae: 42.4728
Epoch 901/2000
231/231 [==============================] - 0s 23us/step - loss: 2871.2517 - mae: 44.0098 - val_loss: 2913.0908 - val_mae: 42.5083
Epoch 902/2000
231/231 [==============================] - 0s 26us/step - loss: 2880.9285 - mae: 44.1739 - val_loss: 2913.2896 - val_mae: 42.4543
Epoch 903/2000
231/231 [==============================] - 0s 26us/step - loss: 2870.8062 - mae: 44.0330 - val_loss: 2913.0386 - val_mae: 42.4481
Epoch 904/2000
231/231 [==============================] - 0s 32us/step - loss: 2870.1618 - mae: 44.0268 - val_loss: 2913.3047 - val_mae: 42.4439
Epoch 905/2000
231/231 [==============================] - 0s 39us/step - loss: 2872.6471 - mae: 44.0430 - val_loss: 2913.6375 - val_mae: 42.4258
Epoch 906/2000
231/231 [==============================] - 0s 40us/step - loss: 2872.3551 - mae: 44.0188 - val_loss: 2912.3933 - val_mae: 42.4722
Epoch 907/2000
231/231 [==============================] - 0s 28us/step - loss: 2874.2316 - mae: 44.0487 - val_loss: 2911.8733 - val_mae: 42.5129
Epoch 908/2000
231/231 [==============================] - 0s 21us/step - loss: 2871.5907 - mae: 44.0469 - val_loss: 2911.9927 - val_mae: 42.5230
Epoch 909/2000
231/231 [==============================] - 0s 26us/step - loss: 2887.1610 - mae: 44.1458 - val_loss: 2911.6948 - val_mae: 42.5351
Epoch 910/2000
231/231 [==============================] - 0s 26us/step - loss: 2869.7456 - mae: 44.0673 - val_loss: 2911.8630 - val_mae: 42.4901
Epoch 911/2000
231/231 [==============================] - 0s 25us/step - loss: 2874.1763 - mae: 44.0727 - val_loss: 2912.1399 - val_mae: 42.4478
Epoch 912/2000
231/231 [==============================] - 0s 24us/step - loss: 2869.7309 - mae: 44.0116 - val_loss: 2911.6616 - val_mae: 42.4717
Epoch 913/2000
231/231 [==============================] - 0s 38us/step - loss: 2870.8442 - mae: 44.0218 - val_loss: 2911.5818 - val_mae: 42.4962
Epoch 914/2000
231/231 [==============================] - 0s 28us/step - loss: 2878.4064 - mae: 44.1575 - val_loss: 2911.9497 - val_mae: 42.5274
Epoch 915/2000
231/231 [==============================] - 0s 30us/step - loss: 2870.1963 - mae: 44.0606 - val_loss: 2912.0256 - val_mae: 42.4853
Epoch 916/2000
231/231 [==============================] - 0s 21us/step - loss: 2878.5569 - mae: 44.0557 - val_loss: 2911.8438 - val_mae: 42.5162
Epoch 917/2000
231/231 [==============================] - 0s 34us/step - loss: 2869.0083 - mae: 44.0472 - val_loss: 2911.3801 - val_mae: 42.4855
Epoch 918/2000
231/231 [==============================] - 0s 51us/step - loss: 2874.8190 - mae: 44.0891 - val_loss: 2911.4563 - val_mae: 42.4392
Epoch 919/2000
231/231 [==============================] - 0s 25us/step - loss: 2868.2498 - mae: 44.0072 - val_loss: 2911.3687 - val_mae: 42.4479
Epoch 920/2000
231/231 [==============================] - 0s 29us/step - loss: 2869.1729 - mae: 44.0159 - val_loss: 2911.9214 - val_mae: 42.4397
Epoch 921/2000
231/231 [==============================] - 0s 19us/step - loss: 2868.4236 - mae: 44.0048 - val_loss: 2911.1990 - val_mae: 42.4574
Epoch 922/2000
231/231 [==============================] - 0s 33us/step - loss: 2895.9789 - mae: 44.2198 - val_loss: 2911.1931 - val_mae: 42.4785
Epoch 923/2000
231/231 [==============================] - 0s 26us/step - loss: 2872.3984 - mae: 44.0089 - val_loss: 2911.0637 - val_mae: 42.5002
Epoch 924/2000
231/231 [==============================] - 0s 38us/step - loss: 2874.6518 - mae: 44.0854 - val_loss: 2910.7642 - val_mae: 42.5191
Epoch 925/2000
231/231 [==============================] - 0s 29us/step - loss: 2877.7062 - mae: 44.1110 - val_loss: 2910.5896 - val_mae: 42.5357
Epoch 926/2000
231/231 [==============================] - 0s 30us/step - loss: 2868.4337 - mae: 44.0579 - val_loss: 2910.4583 - val_mae: 42.4973
Epoch 927/2000
231/231 [==============================] - 0s 22us/step - loss: 2868.5732 - mae: 44.0363 - val_loss: 2909.9062 - val_mae: 42.4855
Epoch 928/2000
231/231 [==============================] - 0s 29us/step - loss: 2873.9068 - mae: 44.0613 - val_loss: 2909.7024 - val_mae: 42.5062
Epoch 929/2000
231/231 [==============================] - 0s 25us/step - loss: 2868.9022 - mae: 44.0611 - val_loss: 2909.8845 - val_mae: 42.4679
Epoch 930/2000
231/231 [==============================] - 0s 29us/step - loss: 2867.9309 - mae: 44.0202 - val_loss: 2909.9539 - val_mae: 42.4653
Epoch 931/2000
231/231 [==============================] - 0s 23us/step - loss: 2871.3537 - mae: 44.0183 - val_loss: 2909.9287 - val_mae: 42.4938
Epoch 932/2000
231/231 [==============================] - 0s 33us/step - loss: 2871.0631 - mae: 44.0385 - val_loss: 2909.6577 - val_mae: 42.5024
Epoch 933/2000
231/231 [==============================] - 0s 29us/step - loss: 2869.4990 - mae: 44.0410 - val_loss: 2909.8875 - val_mae: 42.5079
Epoch 934/2000
231/231 [==============================] - 0s 29us/step - loss: 2868.7712 - mae: 44.0412 - val_loss: 2909.4170 - val_mae: 42.4919
Epoch 935/2000
231/231 [==============================] - 0s 24us/step - loss: 2868.5078 - mae: 44.0516 - val_loss: 2909.1982 - val_mae: 42.4397
Epoch 936/2000
231/231 [==============================] - 0s 30us/step - loss: 2871.8542 - mae: 44.0127 - val_loss: 2909.6050 - val_mae: 42.4017
Epoch 937/2000
231/231 [==============================] - 0s 28us/step - loss: 2870.8078 - mae: 44.0356 - val_loss: 2909.7383 - val_mae: 42.3870
Epoch 938/2000
231/231 [==============================] - 0s 30us/step - loss: 2867.9255 - mae: 43.9755 - val_loss: 2908.8025 - val_mae: 42.4324
Epoch 939/2000
231/231 [==============================] - 0s 21us/step - loss: 2867.9351 - mae: 44.0016 - val_loss: 2908.8887 - val_mae: 42.4654
Epoch 940/2000
231/231 [==============================] - 0s 37us/step - loss: 2867.2740 - mae: 44.0198 - val_loss: 2908.9277 - val_mae: 42.4670
Epoch 941/2000
231/231 [==============================] - 0s 24us/step - loss: 2866.7266 - mae: 44.0132 - val_loss: 2909.3787 - val_mae: 42.4477
Epoch 942/2000
231/231 [==============================] - 0s 33us/step - loss: 2869.8324 - mae: 44.0073 - val_loss: 2909.5439 - val_mae: 42.4875
Epoch 943/2000
231/231 [==============================] - 0s 21us/step - loss: 2869.8301 - mae: 44.0539 - val_loss: 2909.9622 - val_mae: 42.4211
Epoch 944/2000
231/231 [==============================] - 0s 34us/step - loss: 2868.0687 - mae: 43.9970 - val_loss: 2909.4438 - val_mae: 42.4779
Epoch 945/2000
231/231 [==============================] - 0s 37us/step - loss: 2874.2590 - mae: 44.0879 - val_loss: 2909.7700 - val_mae: 42.4156
Epoch 946/2000
231/231 [==============================] - 0s 33us/step - loss: 2875.3371 - mae: 43.9830 - val_loss: 2909.4351 - val_mae: 42.4716
Epoch 947/2000
231/231 [==============================] - 0s 22us/step - loss: 2872.1478 - mae: 44.0406 - val_loss: 2909.6912 - val_mae: 42.4980
Epoch 948/2000
231/231 [==============================] - 0s 24us/step - loss: 2874.9705 - mae: 44.1295 - val_loss: 2909.6855 - val_mae: 42.4408
Epoch 949/2000
231/231 [==============================] - 0s 29us/step - loss: 2880.7100 - mae: 44.1542 - val_loss: 2910.2822 - val_mae: 42.4125
Epoch 950/2000
231/231 [==============================] - 0s 34us/step - loss: 2866.3750 - mae: 43.9830 - val_loss: 2910.3394 - val_mae: 42.4233
Epoch 951/2000
231/231 [==============================] - 0s 32us/step - loss: 2867.3241 - mae: 44.0023 - val_loss: 2910.7673 - val_mae: 42.4195
Epoch 952/2000
231/231 [==============================] - 0s 38us/step - loss: 2867.2763 - mae: 44.0023 - val_loss: 2910.9771 - val_mae: 42.4185
Epoch 953/2000
231/231 [==============================] - 0s 27us/step - loss: 2867.5878 - mae: 43.9665 - val_loss: 2910.6594 - val_mae: 42.4623
Epoch 954/2000
231/231 [==============================] - 0s 26us/step - loss: 2867.3871 - mae: 44.0102 - val_loss: 2911.1985 - val_mae: 42.4374
Epoch 955/2000
231/231 [==============================] - 0s 32us/step - loss: 2866.3399 - mae: 44.0018 - val_loss: 2911.4026 - val_mae: 42.4338
Epoch 956/2000
231/231 [==============================] - 0s 27us/step - loss: 2868.3281 - mae: 44.0175 - val_loss: 2911.4875 - val_mae: 42.4197
Epoch 957/2000
231/231 [==============================] - 0s 27us/step - loss: 2867.4068 - mae: 43.9997 - val_loss: 2911.1560 - val_mae: 42.4411
Epoch 958/2000
231/231 [==============================] - 0s 21us/step - loss: 2877.3737 - mae: 44.1048 - val_loss: 2912.0457 - val_mae: 42.4131
Epoch 959/2000
231/231 [==============================] - 0s 32us/step - loss: 2866.7620 - mae: 43.9732 - val_loss: 2911.2759 - val_mae: 42.4589
Epoch 960/2000
231/231 [==============================] - 0s 36us/step - loss: 2865.5272 - mae: 44.0001 - val_loss: 2911.2468 - val_mae: 42.4566
Epoch 961/2000
231/231 [==============================] - 0s 21us/step - loss: 2865.4513 - mae: 43.9893 - val_loss: 2911.0540 - val_mae: 42.4565
Epoch 962/2000
231/231 [==============================] - 0s 30us/step - loss: 2877.0090 - mae: 44.1000 - val_loss: 2911.4182 - val_mae: 42.4206
Epoch 963/2000
231/231 [==============================] - 0s 30us/step - loss: 2865.4875 - mae: 43.9689 - val_loss: 2910.4233 - val_mae: 42.4566
Epoch 964/2000
231/231 [==============================] - 0s 25us/step - loss: 2865.8606 - mae: 43.9877 - val_loss: 2910.4131 - val_mae: 42.4804
Epoch 965/2000
231/231 [==============================] - 0s 28us/step - loss: 2865.9533 - mae: 44.0144 - val_loss: 2910.3845 - val_mae: 42.4977
Epoch 966/2000
231/231 [==============================] - 0s 24us/step - loss: 2865.7515 - mae: 44.0219 - val_loss: 2910.6829 - val_mae: 42.4754
Epoch 967/2000
231/231 [==============================] - 0s 30us/step - loss: 2873.6418 - mae: 44.1134 - val_loss: 2911.3079 - val_mae: 42.4231
Epoch 968/2000
231/231 [==============================] - 0s 39us/step - loss: 2867.5000 - mae: 44.0103 - val_loss: 2911.5679 - val_mae: 42.4098
Epoch 969/2000
231/231 [==============================] - 0s 22us/step - loss: 2867.1037 - mae: 43.9963 - val_loss: 2911.9670 - val_mae: 42.4098
Epoch 970/2000
231/231 [==============================] - 0s 27us/step - loss: 2865.0721 - mae: 43.9807 - val_loss: 2911.1799 - val_mae: 42.4366
Epoch 971/2000
231/231 [==============================] - 0s 31us/step - loss: 2867.5676 - mae: 43.9587 - val_loss: 2910.4578 - val_mae: 42.4870
Epoch 972/2000
231/231 [==============================] - 0s 32us/step - loss: 2865.5149 - mae: 44.0389 - val_loss: 2910.6223 - val_mae: 42.4354
Epoch 973/2000
231/231 [==============================] - 0s 29us/step - loss: 2876.6081 - mae: 44.0935 - val_loss: 2911.4946 - val_mae: 42.4037
Epoch 974/2000
231/231 [==============================] - 0s 21us/step - loss: 2877.6224 - mae: 44.1189 - val_loss: 2911.8174 - val_mae: 42.3866
Epoch 975/2000
231/231 [==============================] - 0s 27us/step - loss: 2879.7009 - mae: 44.0874 - val_loss: 2912.1826 - val_mae: 42.3735
Epoch 976/2000
231/231 [==============================] - 0s 26us/step - loss: 2865.0941 - mae: 43.9467 - val_loss: 2911.5789 - val_mae: 42.4080
Epoch 977/2000
231/231 [==============================] - 0s 38us/step - loss: 2867.5319 - mae: 43.9721 - val_loss: 2911.1184 - val_mae: 42.4463
Epoch 978/2000
231/231 [==============================] - 0s 26us/step - loss: 2865.2523 - mae: 43.9851 - val_loss: 2910.6646 - val_mae: 42.4607
Epoch 979/2000
231/231 [==============================] - 0s 25us/step - loss: 2863.5752 - mae: 43.9932 - val_loss: 2910.5056 - val_mae: 42.4461
Epoch 980/2000
231/231 [==============================] - 0s 28us/step - loss: 2873.6801 - mae: 44.0888 - val_loss: 2911.2549 - val_mae: 42.4118
Epoch 981/2000
231/231 [==============================] - 0s 24us/step - loss: 2866.0640 - mae: 43.9834 - val_loss: 2911.5500 - val_mae: 42.4054
Epoch 982/2000
231/231 [==============================] - 0s 23us/step - loss: 2869.3662 - mae: 43.9833 - val_loss: 2912.3350 - val_mae: 42.3943
Epoch 983/2000
231/231 [==============================] - 0s 32us/step - loss: 2874.1170 - mae: 44.0651 - val_loss: 2913.1807 - val_mae: 42.3849
Epoch 984/2000
231/231 [==============================] - 0s 35us/step - loss: 2874.0868 - mae: 44.0061 - val_loss: 2911.7078 - val_mae: 42.4412
Epoch 985/2000
231/231 [==============================] - 0s 32us/step - loss: 2866.7022 - mae: 43.9650 - val_loss: 2911.6729 - val_mae: 42.4703
Epoch 986/2000
231/231 [==============================] - 0s 32us/step - loss: 2863.5649 - mae: 43.9895 - val_loss: 2911.4104 - val_mae: 42.4667
Epoch 987/2000
231/231 [==============================] - 0s 34us/step - loss: 2863.7624 - mae: 43.9777 - val_loss: 2911.2520 - val_mae: 42.4772
Epoch 988/2000
231/231 [==============================] - 0s 30us/step - loss: 2864.1232 - mae: 43.9970 - val_loss: 2911.1331 - val_mae: 42.4880
Epoch 989/2000
231/231 [==============================] - 0s 23us/step - loss: 2867.6126 - mae: 44.0324 - val_loss: 2910.8765 - val_mae: 42.5053
Epoch 990/2000
231/231 [==============================] - 0s 33us/step - loss: 2863.7399 - mae: 44.0202 - val_loss: 2910.1982 - val_mae: 42.4623
Epoch 991/2000
231/231 [==============================] - 0s 21us/step - loss: 2865.4977 - mae: 44.0261 - val_loss: 2910.7446 - val_mae: 42.4272
Epoch 992/2000
231/231 [==============================] - 0s 35us/step - loss: 2864.2533 - mae: 43.9608 - val_loss: 2910.0957 - val_mae: 42.4419
Epoch 993/2000
231/231 [==============================] - 0s 28us/step - loss: 2862.6345 - mae: 43.9690 - val_loss: 2909.8711 - val_mae: 42.4616
Epoch 994/2000
231/231 [==============================] - 0s 44us/step - loss: 2862.7959 - mae: 43.9900 - val_loss: 2909.6370 - val_mae: 42.4530
Epoch 995/2000
231/231 [==============================] - 0s 27us/step - loss: 2871.1075 - mae: 44.0946 - val_loss: 2909.8271 - val_mae: 42.4034
Epoch 996/2000
231/231 [==============================] - 0s 27us/step - loss: 2870.0911 - mae: 44.0529 - val_loss: 2910.3589 - val_mae: 42.3827
Epoch 997/2000
231/231 [==============================] - 0s 21us/step - loss: 2862.6822 - mae: 43.9414 - val_loss: 2909.3613 - val_mae: 42.4070
Epoch 998/2000
231/231 [==============================] - 0s 28us/step - loss: 2864.5247 - mae: 44.0103 - val_loss: 2909.8586 - val_mae: 42.3949
Epoch 999/2000
231/231 [==============================] - 0s 30us/step - loss: 2871.2616 - mae: 44.0886 - val_loss: 2910.3604 - val_mae: 42.3755
Epoch 1000/2000
231/231 [==============================] - 0s 27us/step - loss: 2863.6842 - mae: 43.9413 - val_loss: 2909.3953 - val_mae: 42.4011
Epoch 1001/2000
231/231 [==============================] - 0s 22us/step - loss: 2865.1614 - mae: 44.0152 - val_loss: 2909.6560 - val_mae: 42.3885
Epoch 1002/2000
231/231 [==============================] - 0s 34us/step - loss: 2865.6150 - mae: 43.9732 - val_loss: 2908.6799 - val_mae: 42.4473
Epoch 1003/2000
231/231 [==============================] - 0s 28us/step - loss: 2865.1320 - mae: 44.0014 - val_loss: 2909.0378 - val_mae: 42.4094
Epoch 1004/2000
231/231 [==============================] - 0s 31us/step - loss: 2862.3994 - mae: 43.9578 - val_loss: 2908.6731 - val_mae: 42.4121
Epoch 1005/2000
231/231 [==============================] - 0s 25us/step - loss: 2863.1215 - mae: 43.9940 - val_loss: 2908.6228 - val_mae: 42.3980
Epoch 1006/2000
231/231 [==============================] - 0s 29us/step - loss: 2867.3161 - mae: 43.9478 - val_loss: 2907.8579 - val_mae: 42.4603
Epoch 1007/2000
231/231 [==============================] - 0s 27us/step - loss: 2880.8611 - mae: 44.0410 - val_loss: 2907.7214 - val_mae: 42.4774
Epoch 1008/2000
231/231 [==============================] - 0s 26us/step - loss: 2862.7674 - mae: 44.0070 - val_loss: 2907.5378 - val_mae: 42.4498
Epoch 1009/2000
231/231 [==============================] - 0s 22us/step - loss: 2873.8438 - mae: 44.0450 - val_loss: 2907.5273 - val_mae: 42.4781
Epoch 1010/2000
231/231 [==============================] - 0s 29us/step - loss: 2865.5915 - mae: 44.0389 - val_loss: 2907.3838 - val_mae: 42.4308
Epoch 1011/2000
231/231 [==============================] - 0s 27us/step - loss: 2861.9894 - mae: 43.9677 - val_loss: 2907.6460 - val_mae: 42.4230
Epoch 1012/2000
231/231 [==============================] - 0s 31us/step - loss: 2863.7296 - mae: 43.9452 - val_loss: 2907.5942 - val_mae: 42.4547
Epoch 1013/2000
231/231 [==============================] - 0s 30us/step - loss: 2861.9812 - mae: 43.9759 - val_loss: 2907.8081 - val_mae: 42.4684
Epoch 1014/2000
231/231 [==============================] - 0s 41us/step - loss: 2862.3956 - mae: 43.9751 - val_loss: 2908.1287 - val_mae: 42.4767
Epoch 1015/2000
231/231 [==============================] - 0s 29us/step - loss: 2861.9866 - mae: 43.9839 - val_loss: 2907.6782 - val_mae: 42.4543
Epoch 1016/2000
231/231 [==============================] - 0s 24us/step - loss: 2861.9229 - mae: 43.9845 - val_loss: 2907.2888 - val_mae: 42.4553
Epoch 1017/2000
231/231 [==============================] - 0s 32us/step - loss: 2862.3624 - mae: 43.9530 - val_loss: 2907.2463 - val_mae: 42.4683
Epoch 1018/2000
231/231 [==============================] - 0s 27us/step - loss: 2863.1897 - mae: 44.0070 - val_loss: 2907.6313 - val_mae: 42.4113
Epoch 1019/2000
231/231 [==============================] - 0s 31us/step - loss: 2862.5151 - mae: 43.9760 - val_loss: 2907.6382 - val_mae: 42.3982
Epoch 1020/2000
231/231 [==============================] - 0s 21us/step - loss: 2862.4685 - mae: 43.9362 - val_loss: 2907.1338 - val_mae: 42.4519
Epoch 1021/2000
231/231 [==============================] - 0s 29us/step - loss: 2860.7477 - mae: 43.9735 - val_loss: 2907.6711 - val_mae: 42.4372
Epoch 1022/2000
231/231 [==============================] - 0s 24us/step - loss: 2862.4520 - mae: 43.9681 - val_loss: 2907.7314 - val_mae: 42.4700
Epoch 1023/2000
231/231 [==============================] - 0s 33us/step - loss: 2861.8631 - mae: 43.9665 - val_loss: 2907.9795 - val_mae: 42.4842
Epoch 1024/2000
231/231 [==============================] - 0s 29us/step - loss: 2863.6712 - mae: 43.9941 - val_loss: 2908.3899 - val_mae: 42.4934
Epoch 1025/2000
231/231 [==============================] - 0s 33us/step - loss: 2881.3862 - mae: 44.1206 - val_loss: 2908.4146 - val_mae: 42.4937
Epoch 1026/2000
231/231 [==============================] - 0s 34us/step - loss: 2861.3472 - mae: 43.9857 - val_loss: 2908.3059 - val_mae: 42.4795
Epoch 1027/2000
231/231 [==============================] - 0s 31us/step - loss: 2860.3353 - mae: 43.9775 - val_loss: 2907.9331 - val_mae: 42.4565
Epoch 1028/2000
231/231 [==============================] - 0s 21us/step - loss: 2870.1617 - mae: 44.0351 - val_loss: 2908.4243 - val_mae: 42.4837
Epoch 1029/2000
231/231 [==============================] - 0s 33us/step - loss: 2861.9459 - mae: 43.9989 - val_loss: 2908.2488 - val_mae: 42.4781
Epoch 1030/2000
231/231 [==============================] - 0s 24us/step - loss: 2871.0271 - mae: 43.9858 - val_loss: 2908.1467 - val_mae: 42.4952
Epoch 1031/2000
231/231 [==============================] - 0s 36us/step - loss: 2864.3736 - mae: 44.0146 - val_loss: 2907.8445 - val_mae: 42.4900
Epoch 1032/2000
231/231 [==============================] - 0s 24us/step - loss: 2867.0214 - mae: 44.0219 - val_loss: 2908.1245 - val_mae: 42.4978
Epoch 1033/2000
231/231 [==============================] - 0s 31us/step - loss: 2871.8692 - mae: 44.0294 - val_loss: 2908.2559 - val_mae: 42.5076
Epoch 1034/2000
231/231 [==============================] - 0s 38us/step - loss: 2869.7512 - mae: 44.0918 - val_loss: 2907.4084 - val_mae: 42.4449
Epoch 1035/2000
231/231 [==============================] - 0s 30us/step - loss: 2860.0952 - mae: 43.9792 - val_loss: 2907.7434 - val_mae: 42.4258
Epoch 1036/2000
231/231 [==============================] - 0s 39us/step - loss: 2859.4684 - mae: 43.9570 - val_loss: 2907.9045 - val_mae: 42.4146
Epoch 1037/2000
231/231 [==============================] - 0s 26us/step - loss: 2860.5252 - mae: 43.9503 - val_loss: 2908.1416 - val_mae: 42.3962
Epoch 1038/2000
231/231 [==============================] - 0s 38us/step - loss: 2862.6744 - mae: 43.9162 - val_loss: 2907.6843 - val_mae: 42.4344
Epoch 1039/2000
231/231 [==============================] - 0s 22us/step - loss: 2861.2430 - mae: 43.9817 - val_loss: 2908.2522 - val_mae: 42.4102
Epoch 1040/2000
231/231 [==============================] - 0s 33us/step - loss: 2862.6883 - mae: 43.9569 - val_loss: 2907.8667 - val_mae: 42.4486
Epoch 1041/2000
231/231 [==============================] - 0s 29us/step - loss: 2862.2076 - mae: 43.9873 - val_loss: 2907.7219 - val_mae: 42.4675
Epoch 1042/2000
231/231 [==============================] - 0s 22us/step - loss: 2862.9007 - mae: 44.0176 - val_loss: 2907.4358 - val_mae: 42.4134
Epoch 1043/2000
231/231 [==============================] - 0s 22us/step - loss: 2863.0943 - mae: 43.9481 - val_loss: 2908.3640 - val_mae: 42.3869
Epoch 1044/2000
231/231 [==============================] - 0s 36us/step - loss: 2861.3488 - mae: 43.9426 - val_loss: 2908.3430 - val_mae: 42.3775
Epoch 1045/2000
231/231 [==============================] - 0s 31us/step - loss: 2862.8946 - mae: 43.9303 - val_loss: 2907.5854 - val_mae: 42.4276
Epoch 1046/2000
231/231 [==============================] - 0s 27us/step - loss: 2860.6657 - mae: 43.9623 - val_loss: 2907.3044 - val_mae: 42.4449
Epoch 1047/2000
231/231 [==============================] - 0s 26us/step - loss: 2862.9068 - mae: 43.9793 - val_loss: 2907.3586 - val_mae: 42.4686
Epoch 1048/2000
231/231 [==============================] - 0s 38us/step - loss: 2879.7411 - mae: 44.0760 - val_loss: 2907.5535 - val_mae: 42.4788
Epoch 1049/2000
231/231 [==============================] - 0s 28us/step - loss: 2860.6744 - mae: 44.0059 - val_loss: 2907.2615 - val_mae: 42.4355
Epoch 1050/2000
231/231 [==============================] - 0s 27us/step - loss: 2858.8930 - mae: 43.9498 - val_loss: 2906.8335 - val_mae: 42.4398
Epoch 1051/2000
231/231 [==============================] - 0s 31us/step - loss: 2860.8687 - mae: 43.9840 - val_loss: 2907.0254 - val_mae: 42.4012
Epoch 1052/2000
231/231 [==============================] - 0s 29us/step - loss: 2858.2852 - mae: 43.9327 - val_loss: 2906.7556 - val_mae: 42.4193
Epoch 1053/2000
231/231 [==============================] - 0s 35us/step - loss: 2857.8662 - mae: 43.9389 - val_loss: 2906.8110 - val_mae: 42.4134
Epoch 1054/2000
231/231 [==============================] - 0s 27us/step - loss: 2859.9412 - mae: 43.9583 - val_loss: 2907.0916 - val_mae: 42.3823
Epoch 1055/2000
231/231 [==============================] - 0s 45us/step - loss: 2859.5134 - mae: 43.9151 - val_loss: 2906.7378 - val_mae: 42.4232
Epoch 1056/2000
231/231 [==============================] - 0s 23us/step - loss: 2868.7722 - mae: 44.0471 - val_loss: 2907.3882 - val_mae: 42.3782
Epoch 1057/2000
231/231 [==============================] - 0s 26us/step - loss: 2868.4722 - mae: 43.9705 - val_loss: 2907.0454 - val_mae: 42.4274
Epoch 1058/2000
231/231 [==============================] - 0s 25us/step - loss: 2866.7500 - mae: 44.0248 - val_loss: 2906.8560 - val_mae: 42.4540
Epoch 1059/2000
231/231 [==============================] - 0s 30us/step - loss: 2862.5596 - mae: 43.9868 - val_loss: 2906.8782 - val_mae: 42.4103
Epoch 1060/2000
231/231 [==============================] - 0s 33us/step - loss: 2857.3330 - mae: 43.9217 - val_loss: 2906.4656 - val_mae: 42.4156
Epoch 1061/2000
231/231 [==============================] - 0s 24us/step - loss: 2858.6502 - mae: 43.9670 - val_loss: 2906.4871 - val_mae: 42.3919
Epoch 1062/2000
231/231 [==============================] - 0s 33us/step - loss: 2858.2519 - mae: 43.9362 - val_loss: 2907.0835 - val_mae: 42.3837
Epoch 1063/2000
231/231 [==============================] - 0s 32us/step - loss: 2858.7829 - mae: 43.9603 - val_loss: 2907.3196 - val_mae: 42.3705
Epoch 1064/2000
231/231 [==============================] - 0s 24us/step - loss: 2877.5068 - mae: 44.0436 - val_loss: 2906.3508 - val_mae: 42.4051
Epoch 1065/2000
231/231 [==============================] - 0s 26us/step - loss: 2862.4766 - mae: 43.9889 - val_loss: 2906.2249 - val_mae: 42.4340
Epoch 1066/2000
231/231 [==============================] - 0s 38us/step - loss: 2860.7841 - mae: 43.9799 - val_loss: 2906.1184 - val_mae: 42.3982
Epoch 1067/2000
231/231 [==============================] - 0s 31us/step - loss: 2857.5484 - mae: 43.9274 - val_loss: 2906.1060 - val_mae: 42.3924
Epoch 1068/2000
231/231 [==============================] - 0s 37us/step - loss: 2856.7462 - mae: 43.9218 - val_loss: 2906.2949 - val_mae: 42.3882
Epoch 1069/2000
231/231 [==============================] - 0s 29us/step - loss: 2858.5952 - mae: 43.9166 - val_loss: 2906.8445 - val_mae: 42.3754
Epoch 1070/2000
231/231 [==============================] - 0s 36us/step - loss: 2865.5368 - mae: 43.9544 - val_loss: 2906.9468 - val_mae: 42.3500
Epoch 1071/2000
231/231 [==============================] - 0s 21us/step - loss: 2863.6379 - mae: 43.9462 - val_loss: 2906.2190 - val_mae: 42.4000
Epoch 1072/2000
231/231 [==============================] - 0s 26us/step - loss: 2859.2825 - mae: 43.9466 - val_loss: 2906.1980 - val_mae: 42.4210
Epoch 1073/2000
231/231 [==============================] - 0s 19us/step - loss: 2856.3165 - mae: 43.9358 - val_loss: 2906.2996 - val_mae: 42.4135
Epoch 1074/2000
231/231 [==============================] - 0s 30us/step - loss: 2856.3084 - mae: 43.9392 - val_loss: 2906.5068 - val_mae: 42.3925
Epoch 1075/2000
231/231 [==============================] - 0s 33us/step - loss: 2867.9411 - mae: 43.9342 - val_loss: 2906.1909 - val_mae: 42.4308
Epoch 1076/2000
231/231 [==============================] - 0s 33us/step - loss: 2856.5357 - mae: 43.9437 - val_loss: 2906.0054 - val_mae: 42.4337
Epoch 1077/2000
231/231 [==============================] - 0s 33us/step - loss: 2857.3132 - mae: 43.9318 - val_loss: 2906.3752 - val_mae: 42.4385
Epoch 1078/2000
231/231 [==============================] - 0s 23us/step - loss: 2866.1314 - mae: 44.0451 - val_loss: 2906.3838 - val_mae: 42.3856
Epoch 1079/2000
231/231 [==============================] - 0s 37us/step - loss: 2860.2191 - mae: 43.9151 - val_loss: 2906.0234 - val_mae: 42.4232
Epoch 1080/2000
231/231 [==============================] - 0s 29us/step - loss: 2865.7306 - mae: 43.9535 - val_loss: 2906.2915 - val_mae: 42.4500
Epoch 1081/2000
231/231 [==============================] - 0s 30us/step - loss: 2856.3119 - mae: 43.9552 - val_loss: 2906.0134 - val_mae: 42.4193
Epoch 1082/2000
231/231 [==============================] - 0s 24us/step - loss: 2858.4041 - mae: 43.9082 - val_loss: 2906.1667 - val_mae: 42.4407
Epoch 1083/2000
231/231 [==============================] - 0s 21us/step - loss: 2855.8013 - mae: 43.9215 - val_loss: 2906.2095 - val_mae: 42.4341
Epoch 1084/2000
231/231 [==============================] - 0s 23us/step - loss: 2855.6851 - mae: 43.9355 - val_loss: 2906.6685 - val_mae: 42.4158
Epoch 1085/2000
231/231 [==============================] - 0s 29us/step - loss: 2854.9849 - mae: 43.9179 - val_loss: 2907.0239 - val_mae: 42.4059
Epoch 1086/2000
231/231 [==============================] - 0s 23us/step - loss: 2856.4730 - mae: 43.8919 - val_loss: 2907.0593 - val_mae: 42.4342
Epoch 1087/2000
231/231 [==============================] - 0s 30us/step - loss: 2855.1072 - mae: 43.9330 - val_loss: 2906.9202 - val_mae: 42.4299
Epoch 1088/2000
231/231 [==============================] - 0s 23us/step - loss: 2856.1170 - mae: 43.9467 - val_loss: 2907.6013 - val_mae: 42.3830
Epoch 1089/2000
231/231 [==============================] - 0s 32us/step - loss: 2856.2542 - mae: 43.8906 - val_loss: 2907.2805 - val_mae: 42.4304
Epoch 1090/2000
231/231 [==============================] - 0s 34us/step - loss: 2856.7023 - mae: 43.9533 - val_loss: 2907.3210 - val_mae: 42.4472
Epoch 1091/2000
231/231 [==============================] - 0s 23us/step - loss: 2856.3391 - mae: 43.9418 - val_loss: 2907.3652 - val_mae: 42.4438
Epoch 1092/2000
231/231 [==============================] - 0s 24us/step - loss: 2862.9802 - mae: 43.9667 - val_loss: 2907.9121 - val_mae: 42.4732
Epoch 1093/2000
231/231 [==============================] - 0s 31us/step - loss: 2856.9810 - mae: 43.9650 - val_loss: 2907.6257 - val_mae: 42.3983
Epoch 1094/2000
231/231 [==============================] - 0s 25us/step - loss: 2861.1019 - mae: 43.9371 - val_loss: 2907.1670 - val_mae: 42.4461
Epoch 1095/2000
231/231 [==============================] - 0s 28us/step - loss: 2854.5280 - mae: 43.9323 - val_loss: 2907.4807 - val_mae: 42.4318
Epoch 1096/2000
231/231 [==============================] - 0s 30us/step - loss: 2866.9137 - mae: 43.9450 - val_loss: 2907.8059 - val_mae: 42.4607
Epoch 1097/2000
231/231 [==============================] - 0s 36us/step - loss: 2861.1535 - mae: 43.9558 - val_loss: 2907.6890 - val_mae: 42.4722
Epoch 1098/2000
231/231 [==============================] - 0s 22us/step - loss: 2854.7728 - mae: 43.9509 - val_loss: 2907.0225 - val_mae: 42.4331
Epoch 1099/2000
231/231 [==============================] - 0s 31us/step - loss: 2854.8672 - mae: 43.9282 - val_loss: 2907.0798 - val_mae: 42.4341
Epoch 1100/2000
231/231 [==============================] - 0s 30us/step - loss: 2863.2157 - mae: 43.8898 - val_loss: 2907.2822 - val_mae: 42.4585
Epoch 1101/2000
231/231 [==============================] - 0s 41us/step - loss: 2854.7718 - mae: 43.9481 - val_loss: 2906.8491 - val_mae: 42.4160
Epoch 1102/2000
231/231 [==============================] - 0s 30us/step - loss: 2853.6659 - mae: 43.9088 - val_loss: 2906.6111 - val_mae: 42.4090
Epoch 1103/2000
231/231 [==============================] - 0s 29us/step - loss: 2855.1551 - mae: 43.9085 - val_loss: 2906.4475 - val_mae: 42.4226
Epoch 1104/2000
231/231 [==============================] - 0s 52us/step - loss: 2859.6749 - mae: 43.9293 - val_loss: 2906.7649 - val_mae: 42.4517
Epoch 1105/2000
231/231 [==============================] - 0s 54us/step - loss: 2853.7917 - mae: 43.9369 - val_loss: 2906.4426 - val_mae: 42.4300
Epoch 1106/2000
231/231 [==============================] - 0s 23us/step - loss: 2854.0749 - mae: 43.9193 - val_loss: 2906.4031 - val_mae: 42.4297
Epoch 1107/2000
231/231 [==============================] - 0s 40us/step - loss: 2857.4718 - mae: 43.8851 - val_loss: 2906.3643 - val_mae: 42.4422
Epoch 1108/2000
231/231 [==============================] - 0s 25us/step - loss: 2856.2793 - mae: 43.9430 - val_loss: 2906.1968 - val_mae: 42.4475
Epoch 1109/2000
231/231 [==============================] - 0s 25us/step - loss: 2868.6429 - mae: 44.0617 - val_loss: 2906.2439 - val_mae: 42.3894
Epoch 1110/2000
231/231 [==============================] - 0s 23us/step - loss: 2855.8383 - mae: 43.9106 - val_loss: 2906.7922 - val_mae: 42.3619
Epoch 1111/2000
231/231 [==============================] - 0s 28us/step - loss: 2853.6473 - mae: 43.8710 - val_loss: 2906.9312 - val_mae: 42.3744
Epoch 1112/2000
231/231 [==============================] - 0s 20us/step - loss: 2857.9262 - mae: 43.9144 - val_loss: 2906.0732 - val_mae: 42.4174
Epoch 1113/2000
231/231 [==============================] - 0s 28us/step - loss: 2861.5979 - mae: 44.0417 - val_loss: 2906.4761 - val_mae: 42.3705
Epoch 1114/2000
231/231 [==============================] - 0s 22us/step - loss: 2855.2954 - mae: 43.9430 - val_loss: 2907.0156 - val_mae: 42.3540
Epoch 1115/2000
231/231 [==============================] - 0s 23us/step - loss: 2853.7699 - mae: 43.8936 - val_loss: 2907.1130 - val_mae: 42.3558
Epoch 1116/2000
231/231 [==============================] - 0s 34us/step - loss: 2867.6315 - mae: 43.9637 - val_loss: 2906.5635 - val_mae: 42.4018
Epoch 1117/2000
231/231 [==============================] - 0s 20us/step - loss: 2854.8590 - mae: 43.9183 - val_loss: 2907.1365 - val_mae: 42.3773
Epoch 1118/2000
231/231 [==============================] - 0s 19us/step - loss: 2852.0973 - mae: 43.8779 - val_loss: 2906.8135 - val_mae: 42.3860
Epoch 1119/2000
231/231 [==============================] - 0s 21us/step - loss: 2854.5920 - mae: 43.9280 - val_loss: 2907.0322 - val_mae: 42.3654
Epoch 1120/2000
231/231 [==============================] - 0s 29us/step - loss: 2867.9878 - mae: 43.9845 - val_loss: 2907.5393 - val_mae: 42.3413
Epoch 1121/2000
231/231 [==============================] - 0s 32us/step - loss: 2853.3102 - mae: 43.8570 - val_loss: 2906.5498 - val_mae: 42.3684
Epoch 1122/2000
231/231 [==============================] - 0s 25us/step - loss: 2852.2493 - mae: 43.8739 - val_loss: 2906.2268 - val_mae: 42.3853
Epoch 1123/2000
231/231 [==============================] - 0s 22us/step - loss: 2853.3673 - mae: 43.9042 - val_loss: 2906.1113 - val_mae: 42.3688
Epoch 1124/2000
231/231 [==============================] - 0s 29us/step - loss: 2851.9102 - mae: 43.8755 - val_loss: 2905.7998 - val_mae: 42.3848
Epoch 1125/2000
231/231 [==============================] - 0s 29us/step - loss: 2854.1352 - mae: 43.8987 - val_loss: 2905.3315 - val_mae: 42.4108
Epoch 1126/2000
231/231 [==============================] - 0s 30us/step - loss: 2853.8015 - mae: 43.9306 - val_loss: 2905.1887 - val_mae: 42.3655
Epoch 1127/2000
231/231 [==============================] - 0s 30us/step - loss: 2852.8024 - mae: 43.8755 - val_loss: 2905.1050 - val_mae: 42.4076
Epoch 1128/2000
231/231 [==============================] - 0s 42us/step - loss: 2851.7293 - mae: 43.9120 - val_loss: 2905.1819 - val_mae: 42.3777
Epoch 1129/2000
231/231 [==============================] - 0s 43us/step - loss: 2869.6766 - mae: 43.9874 - val_loss: 2904.6550 - val_mae: 42.4057
Epoch 1130/2000
231/231 [==============================] - 0s 45us/step - loss: 2852.0240 - mae: 43.8859 - val_loss: 2904.6936 - val_mae: 42.4084
Epoch 1131/2000
231/231 [==============================] - 0s 24us/step - loss: 2851.6264 - mae: 43.9050 - val_loss: 2904.6809 - val_mae: 42.3978
Epoch 1132/2000
231/231 [==============================] - 0s 32us/step - loss: 2850.8482 - mae: 43.8912 - val_loss: 2904.7949 - val_mae: 42.3813
Epoch 1133/2000
231/231 [==============================] - 0s 27us/step - loss: 2856.0369 - mae: 43.9177 - val_loss: 2904.3521 - val_mae: 42.4156
Epoch 1134/2000
231/231 [==============================] - 0s 38us/step - loss: 2852.2471 - mae: 43.9303 - val_loss: 2904.3206 - val_mae: 42.3671
Epoch 1135/2000
231/231 [==============================] - 0s 42us/step - loss: 2851.5483 - mae: 43.8767 - val_loss: 2904.4038 - val_mae: 42.3664
Epoch 1136/2000
231/231 [==============================] - 0s 28us/step - loss: 2852.3534 - mae: 43.8524 - val_loss: 2904.1738 - val_mae: 42.3990
Epoch 1137/2000
231/231 [==============================] - 0s 23us/step - loss: 2850.4240 - mae: 43.8940 - val_loss: 2904.4175 - val_mae: 42.3748
Epoch 1138/2000
231/231 [==============================] - 0s 29us/step - loss: 2857.4180 - mae: 43.9465 - val_loss: 2905.4082 - val_mae: 42.3314
Epoch 1139/2000
231/231 [==============================] - 0s 30us/step - loss: 2851.3679 - mae: 43.8429 - val_loss: 2904.3713 - val_mae: 42.3782
Epoch 1140/2000
231/231 [==============================] - 0s 26us/step - loss: 2852.1352 - mae: 43.8833 - val_loss: 2904.6135 - val_mae: 42.3612
Epoch 1141/2000
231/231 [==============================] - 0s 22us/step - loss: 2850.8908 - mae: 43.8696 - val_loss: 2903.9912 - val_mae: 42.3975
Epoch 1142/2000
231/231 [==============================] - 0s 23us/step - loss: 2861.4343 - mae: 44.0242 - val_loss: 2904.7561 - val_mae: 42.3463
Epoch 1143/2000
231/231 [==============================] - 0s 30us/step - loss: 2851.0339 - mae: 43.8667 - val_loss: 2904.8035 - val_mae: 42.3396
Epoch 1144/2000
231/231 [==============================] - 0s 34us/step - loss: 2853.1185 - mae: 43.8458 - val_loss: 2903.9507 - val_mae: 42.3953
Epoch 1145/2000
231/231 [==============================] - 0s 30us/step - loss: 2857.2295 - mae: 43.9299 - val_loss: 2904.2097 - val_mae: 42.4273
Epoch 1146/2000
231/231 [==============================] - 0s 33us/step - loss: 2865.9258 - mae: 43.9573 - val_loss: 2904.8313 - val_mae: 42.4458
Epoch 1147/2000
231/231 [==============================] - 0s 29us/step - loss: 2852.9378 - mae: 43.9398 - val_loss: 2904.2778 - val_mae: 42.3887
Epoch 1148/2000
231/231 [==============================] - 0s 25us/step - loss: 2851.6611 - mae: 43.8590 - val_loss: 2904.4695 - val_mae: 42.4104
Epoch 1149/2000
231/231 [==============================] - 0s 23us/step - loss: 2859.5499 - mae: 44.0361 - val_loss: 2904.5051 - val_mae: 42.3627
Epoch 1150/2000
231/231 [==============================] - 0s 34us/step - loss: 2849.6254 - mae: 43.8514 - val_loss: 2904.0537 - val_mae: 42.3817
Epoch 1151/2000
231/231 [==============================] - 0s 24us/step - loss: 2849.6570 - mae: 43.8767 - val_loss: 2904.1990 - val_mae: 42.3761
Epoch 1152/2000
231/231 [==============================] - 0s 31us/step - loss: 2849.2598 - mae: 43.8619 - val_loss: 2904.5876 - val_mae: 42.3752
Epoch 1153/2000
231/231 [==============================] - 0s 26us/step - loss: 2851.2323 - mae: 43.8863 - val_loss: 2904.6719 - val_mae: 42.3452
Epoch 1154/2000
231/231 [==============================] - 0s 33us/step - loss: 2852.3587 - mae: 43.8754 - val_loss: 2905.1108 - val_mae: 42.3283
Epoch 1155/2000
231/231 [==============================] - 0s 39us/step - loss: 2853.9301 - mae: 43.8825 - val_loss: 2905.4426 - val_mae: 42.3164
Epoch 1156/2000
231/231 [==============================] - 0s 22us/step - loss: 2853.3884 - mae: 43.8294 - val_loss: 2904.0532 - val_mae: 42.3813
Epoch 1157/2000
231/231 [==============================] - 0s 21us/step - loss: 2849.4366 - mae: 43.8636 - val_loss: 2904.3796 - val_mae: 42.4013
Epoch 1158/2000
231/231 [==============================] - 0s 33us/step - loss: 2852.4845 - mae: 43.8768 - val_loss: 2904.4453 - val_mae: 42.4275
Epoch 1159/2000
231/231 [==============================] - 0s 26us/step - loss: 2851.3658 - mae: 43.9142 - val_loss: 2904.6160 - val_mae: 42.3774
Epoch 1160/2000
231/231 [==============================] - 0s 34us/step - loss: 2848.7776 - mae: 43.8665 - val_loss: 2904.6650 - val_mae: 42.3642
Epoch 1161/2000
231/231 [==============================] - 0s 20us/step - loss: 2857.2845 - mae: 43.8886 - val_loss: 2904.5720 - val_mae: 42.4140
Epoch 1162/2000
231/231 [==============================] - 0s 24us/step - loss: 2852.3349 - mae: 43.8862 - val_loss: 2904.6165 - val_mae: 42.4286
Epoch 1163/2000
231/231 [==============================] - 0s 25us/step - loss: 2857.4031 - mae: 43.9215 - val_loss: 2904.9500 - val_mae: 42.4441
Epoch 1164/2000
231/231 [==============================] - 0s 24us/step - loss: 2848.8243 - mae: 43.9084 - val_loss: 2904.2124 - val_mae: 42.3966
Epoch 1165/2000
231/231 [==============================] - 0s 23us/step - loss: 2848.8725 - mae: 43.8837 - val_loss: 2904.5100 - val_mae: 42.3668
Epoch 1166/2000
231/231 [==============================] - 0s 22us/step - loss: 2854.7045 - mae: 43.8440 - val_loss: 2904.3792 - val_mae: 42.4088
Epoch 1167/2000
231/231 [==============================] - 0s 28us/step - loss: 2856.3702 - mae: 43.9216 - val_loss: 2904.4570 - val_mae: 42.4283
Epoch 1168/2000
231/231 [==============================] - 0s 30us/step - loss: 2847.8204 - mae: 43.8916 - val_loss: 2904.3665 - val_mae: 42.3943
Epoch 1169/2000
231/231 [==============================] - 0s 28us/step - loss: 2848.0533 - mae: 43.8539 - val_loss: 2904.4065 - val_mae: 42.3973
Epoch 1170/2000
231/231 [==============================] - 0s 25us/step - loss: 2848.8658 - mae: 43.9036 - val_loss: 2904.5315 - val_mae: 42.3559
Epoch 1171/2000
231/231 [==============================] - 0s 39us/step - loss: 2849.6515 - mae: 43.8633 - val_loss: 2904.9888 - val_mae: 42.3303
Epoch 1172/2000
231/231 [==============================] - 0s 24us/step - loss: 2848.7497 - mae: 43.8151 - val_loss: 2904.0984 - val_mae: 42.3749
Epoch 1173/2000
231/231 [==============================] - 0s 21us/step - loss: 2848.0135 - mae: 43.8527 - val_loss: 2903.5105 - val_mae: 42.3839
Epoch 1174/2000
231/231 [==============================] - 0s 24us/step - loss: 2857.3653 - mae: 43.9329 - val_loss: 2904.2917 - val_mae: 42.3314
Epoch 1175/2000
231/231 [==============================] - 0s 31us/step - loss: 2848.0222 - mae: 43.8323 - val_loss: 2903.9724 - val_mae: 42.3559
Epoch 1176/2000
231/231 [==============================] - 0s 27us/step - loss: 2851.5205 - mae: 43.8740 - val_loss: 2904.2976 - val_mae: 42.3248
Epoch 1177/2000
231/231 [==============================] - 0s 30us/step - loss: 2849.0619 - mae: 43.8482 - val_loss: 2904.2021 - val_mae: 42.3160
Epoch 1178/2000
231/231 [==============================] - 0s 20us/step - loss: 2851.7743 - mae: 43.8141 - val_loss: 2902.7100 - val_mae: 42.3798
Epoch 1179/2000
231/231 [==============================] - 0s 28us/step - loss: 2857.5250 - mae: 43.9542 - val_loss: 2903.5959 - val_mae: 42.3356
Epoch 1180/2000
231/231 [==============================] - 0s 33us/step - loss: 2847.6163 - mae: 43.8600 - val_loss: 2903.8062 - val_mae: 42.3345
Epoch 1181/2000
231/231 [==============================] - 0s 29us/step - loss: 2848.5877 - mae: 43.8553 - val_loss: 2904.0947 - val_mae: 42.3228
Epoch 1182/2000
231/231 [==============================] - 0s 37us/step - loss: 2855.2796 - mae: 43.8250 - val_loss: 2903.0105 - val_mae: 42.3761
Epoch 1183/2000
231/231 [==============================] - 0s 23us/step - loss: 2851.0947 - mae: 43.8790 - val_loss: 2903.7183 - val_mae: 42.3376
Epoch 1184/2000
231/231 [==============================] - 0s 33us/step - loss: 2846.7417 - mae: 43.8376 - val_loss: 2904.0222 - val_mae: 42.3344
Epoch 1185/2000
231/231 [==============================] - 0s 23us/step - loss: 2846.0433 - mae: 43.8356 - val_loss: 2903.6550 - val_mae: 42.3345
Epoch 1186/2000
231/231 [==============================] - 0s 29us/step - loss: 2847.6908 - mae: 43.8376 - val_loss: 2902.8667 - val_mae: 42.3671
Epoch 1187/2000
231/231 [==============================] - 0s 30us/step - loss: 2850.7075 - mae: 43.8958 - val_loss: 2903.2156 - val_mae: 42.3216
Epoch 1188/2000
231/231 [==============================] - 0s 27us/step - loss: 2851.3114 - mae: 43.8542 - val_loss: 2903.5745 - val_mae: 42.3009
Epoch 1189/2000
231/231 [==============================] - 0s 33us/step - loss: 2851.9841 - mae: 43.9183 - val_loss: 2904.0762 - val_mae: 42.2879
Epoch 1190/2000
231/231 [==============================] - 0s 29us/step - loss: 2851.0870 - mae: 43.8351 - val_loss: 2903.9424 - val_mae: 42.2807
Epoch 1191/2000
231/231 [==============================] - 0s 23us/step - loss: 2847.2782 - mae: 43.7938 - val_loss: 2902.2317 - val_mae: 42.3301
Epoch 1192/2000
231/231 [==============================] - 0s 34us/step - loss: 2846.7733 - mae: 43.8304 - val_loss: 2902.0864 - val_mae: 42.3636
Epoch 1193/2000
231/231 [==============================] - 0s 31us/step - loss: 2846.4410 - mae: 43.8533 - val_loss: 2902.1465 - val_mae: 42.3606
Epoch 1194/2000
231/231 [==============================] - 0s 32us/step - loss: 2863.9066 - mae: 43.9970 - val_loss: 2902.7026 - val_mae: 42.3266
Epoch 1195/2000
231/231 [==============================] - 0s 21us/step - loss: 2845.1422 - mae: 43.8263 - val_loss: 2902.6394 - val_mae: 42.3294
Epoch 1196/2000
231/231 [==============================] - 0s 28us/step - loss: 2847.4022 - mae: 43.8520 - val_loss: 2902.8708 - val_mae: 42.3145
Epoch 1197/2000
231/231 [==============================] - 0s 29us/step - loss: 2845.6404 - mae: 43.7941 - val_loss: 2902.1597 - val_mae: 42.3480
Epoch 1198/2000
231/231 [==============================] - 0s 30us/step - loss: 2844.2371 - mae: 43.8258 - val_loss: 2902.3831 - val_mae: 42.3475
Epoch 1199/2000
231/231 [==============================] - 0s 31us/step - loss: 2846.7295 - mae: 43.8726 - val_loss: 2902.6257 - val_mae: 42.3152
Epoch 1200/2000
231/231 [==============================] - 0s 23us/step - loss: 2852.4296 - mae: 43.9032 - val_loss: 2903.5112 - val_mae: 42.2898
Epoch 1201/2000
231/231 [==============================] - 0s 20us/step - loss: 2845.3174 - mae: 43.8237 - val_loss: 2903.1604 - val_mae: 42.3012
Epoch 1202/2000
231/231 [==============================] - 0s 23us/step - loss: 2850.1911 - mae: 43.8138 - val_loss: 2902.1592 - val_mae: 42.3573
Epoch 1203/2000
231/231 [==============================] - 0s 31us/step - loss: 2845.6315 - mae: 43.8396 - val_loss: 2901.5222 - val_mae: 42.3609
Epoch 1204/2000
231/231 [==============================] - 0s 37us/step - loss: 2844.3948 - mae: 43.8441 - val_loss: 2901.7900 - val_mae: 42.3344
Epoch 1205/2000
231/231 [==============================] - 0s 30us/step - loss: 2857.6849 - mae: 43.8846 - val_loss: 2901.2441 - val_mae: 42.3674
Epoch 1206/2000
231/231 [==============================] - 0s 20us/step - loss: 2844.4590 - mae: 43.8607 - val_loss: 2900.9932 - val_mae: 42.3315
Epoch 1207/2000
231/231 [==============================] - 0s 43us/step - loss: 2844.6514 - mae: 43.8196 - val_loss: 2901.0449 - val_mae: 42.3106
Epoch 1208/2000
231/231 [==============================] - 0s 24us/step - loss: 2845.6340 - mae: 43.8033 - val_loss: 2900.1333 - val_mae: 42.3446
Epoch 1209/2000
231/231 [==============================] - 0s 25us/step - loss: 2844.0620 - mae: 43.8404 - val_loss: 2900.6777 - val_mae: 42.3230
Epoch 1210/2000
231/231 [==============================] - 0s 27us/step - loss: 2847.5663 - mae: 43.8201 - val_loss: 2900.7854 - val_mae: 42.3677
Epoch 1211/2000
231/231 [==============================] - 0s 29us/step - loss: 2845.9992 - mae: 43.8432 - val_loss: 2900.5881 - val_mae: 42.3783
Epoch 1212/2000
231/231 [==============================] - 0s 35us/step - loss: 2843.9607 - mae: 43.8286 - val_loss: 2900.1995 - val_mae: 42.3634
Epoch 1213/2000
231/231 [==============================] - 0s 28us/step - loss: 2849.7135 - mae: 43.8822 - val_loss: 2900.2332 - val_mae: 42.3900
Epoch 1214/2000
231/231 [==============================] - 0s 31us/step - loss: 2848.0963 - mae: 43.8485 - val_loss: 2899.9841 - val_mae: 42.3943
Epoch 1215/2000
231/231 [==============================] - 0s 32us/step - loss: 2843.6334 - mae: 43.8458 - val_loss: 2900.1316 - val_mae: 42.3615
Epoch 1216/2000
231/231 [==============================] - 0s 21us/step - loss: 2857.2016 - mae: 44.0039 - val_loss: 2900.2981 - val_mae: 42.3113
Epoch 1217/2000
231/231 [==============================] - 0s 21us/step - loss: 2842.6246 - mae: 43.8040 - val_loss: 2899.9404 - val_mae: 42.3130
Epoch 1218/2000
231/231 [==============================] - 0s 29us/step - loss: 2848.0471 - mae: 43.8544 - val_loss: 2900.6636 - val_mae: 42.2842
Epoch 1219/2000
231/231 [==============================] - 0s 34us/step - loss: 2845.1489 - mae: 43.7731 - val_loss: 2899.4045 - val_mae: 42.3296
Epoch 1220/2000
231/231 [==============================] - 0s 27us/step - loss: 2843.5198 - mae: 43.8359 - val_loss: 2899.7930 - val_mae: 42.3082
Epoch 1221/2000
231/231 [==============================] - 0s 23us/step - loss: 2860.8049 - mae: 43.8659 - val_loss: 2899.5486 - val_mae: 42.3422
Epoch 1222/2000
231/231 [==============================] - 0s 34us/step - loss: 2843.9809 - mae: 43.8308 - val_loss: 2899.7944 - val_mae: 42.3132
Epoch 1223/2000
231/231 [==============================] - 0s 22us/step - loss: 2851.3363 - mae: 43.8832 - val_loss: 2900.4487 - val_mae: 42.2841
Epoch 1224/2000
231/231 [==============================] - 0s 23us/step - loss: 2841.9591 - mae: 43.7873 - val_loss: 2899.8757 - val_mae: 42.2947
Epoch 1225/2000
231/231 [==============================] - 0s 23us/step - loss: 2843.1424 - mae: 43.8107 - val_loss: 2899.7236 - val_mae: 42.2881
Epoch 1226/2000
231/231 [==============================] - 0s 21us/step - loss: 2842.6906 - mae: 43.7912 - val_loss: 2899.3606 - val_mae: 42.3180
Epoch 1227/2000
231/231 [==============================] - 0s 35us/step - loss: 2841.9596 - mae: 43.8085 - val_loss: 2899.9360 - val_mae: 42.3039
Epoch 1228/2000
231/231 [==============================] - 0s 25us/step - loss: 2844.7607 - mae: 43.8035 - val_loss: 2899.2185 - val_mae: 42.3420
Epoch 1229/2000
231/231 [==============================] - 0s 31us/step - loss: 2850.6714 - mae: 43.8312 - val_loss: 2899.3660 - val_mae: 42.3684
Epoch 1230/2000
231/231 [==============================] - 0s 28us/step - loss: 2844.6942 - mae: 43.8562 - val_loss: 2899.4265 - val_mae: 42.3664
Epoch 1231/2000
231/231 [==============================] - 0s 27us/step - loss: 2846.4457 - mae: 43.8454 - val_loss: 2899.7593 - val_mae: 42.3802
Epoch 1232/2000
231/231 [==============================] - 0s 37us/step - loss: 2846.2572 - mae: 43.8764 - val_loss: 2900.0105 - val_mae: 42.3189
Epoch 1233/2000
231/231 [==============================] - 0s 25us/step - loss: 2857.0670 - mae: 43.9683 - val_loss: 2900.4111 - val_mae: 42.2863
Epoch 1234/2000
231/231 [==============================] - 0s 28us/step - loss: 2842.5215 - mae: 43.7942 - val_loss: 2900.0945 - val_mae: 42.2945
Epoch 1235/2000
231/231 [==============================] - 0s 37us/step - loss: 2841.4118 - mae: 43.7814 - val_loss: 2899.5198 - val_mae: 42.3098
Epoch 1236/2000
231/231 [==============================] - 0s 21us/step - loss: 2841.5327 - mae: 43.7964 - val_loss: 2899.4783 - val_mae: 42.3184
Epoch 1237/2000
231/231 [==============================] - 0s 22us/step - loss: 2841.4696 - mae: 43.8037 - val_loss: 2899.5989 - val_mae: 42.3370
Epoch 1238/2000
231/231 [==============================] - 0s 31us/step - loss: 2848.5341 - mae: 43.9246 - val_loss: 2900.1753 - val_mae: 42.2897
Epoch 1239/2000
231/231 [==============================] - 0s 32us/step - loss: 2844.5186 - mae: 43.7556 - val_loss: 2899.1135 - val_mae: 42.3314
Epoch 1240/2000
231/231 [==============================] - 0s 31us/step - loss: 2842.6602 - mae: 43.8014 - val_loss: 2898.8450 - val_mae: 42.3473
Epoch 1241/2000
231/231 [==============================] - 0s 30us/step - loss: 2843.7184 - mae: 43.8376 - val_loss: 2898.5596 - val_mae: 42.3537
Epoch 1242/2000
231/231 [==============================] - 0s 28us/step - loss: 2842.0410 - mae: 43.8355 - val_loss: 2898.3447 - val_mae: 42.3476
Epoch 1243/2000
231/231 [==============================] - 0s 28us/step - loss: 2861.4634 - mae: 44.0612 - val_loss: 2898.3499 - val_mae: 42.3016
Epoch 1244/2000
231/231 [==============================] - 0s 34us/step - loss: 2842.2352 - mae: 43.7780 - val_loss: 2897.8372 - val_mae: 42.3245
Epoch 1245/2000
231/231 [==============================] - 0s 26us/step - loss: 2839.8428 - mae: 43.8086 - val_loss: 2897.8459 - val_mae: 42.3137
Epoch 1246/2000
231/231 [==============================] - 0s 27us/step - loss: 2841.2638 - mae: 43.8202 - val_loss: 2897.8220 - val_mae: 42.2912
Epoch 1247/2000
231/231 [==============================] - 0s 33us/step - loss: 2839.9859 - mae: 43.7827 - val_loss: 2897.2761 - val_mae: 42.3045
Epoch 1248/2000
231/231 [==============================] - 0s 22us/step - loss: 2840.9009 - mae: 43.8033 - val_loss: 2897.8005 - val_mae: 42.2818
Epoch 1249/2000
231/231 [==============================] - 0s 21us/step - loss: 2846.6561 - mae: 43.8107 - val_loss: 2897.1775 - val_mae: 42.3276
Epoch 1250/2000
231/231 [==============================] - 0s 27us/step - loss: 2839.4617 - mae: 43.8042 - val_loss: 2897.1523 - val_mae: 42.3129
Epoch 1251/2000
231/231 [==============================] - 0s 31us/step - loss: 2851.8898 - mae: 43.8622 - val_loss: 2897.3862 - val_mae: 42.3399
Epoch 1252/2000
231/231 [==============================] - 0s 30us/step - loss: 2846.7084 - mae: 43.8751 - val_loss: 2897.6965 - val_mae: 42.2865
Epoch 1253/2000
231/231 [==============================] - 0s 27us/step - loss: 2840.5921 - mae: 43.8425 - val_loss: 2897.7795 - val_mae: 42.2663
Epoch 1254/2000
231/231 [==============================] - 0s 26us/step - loss: 2839.1546 - mae: 43.7601 - val_loss: 2897.9883 - val_mae: 42.2882
Epoch 1255/2000
231/231 [==============================] - 0s 34us/step - loss: 2839.5316 - mae: 43.7964 - val_loss: 2897.9531 - val_mae: 42.2758
Epoch 1256/2000
231/231 [==============================] - 0s 21us/step - loss: 2839.1918 - mae: 43.7530 - val_loss: 2897.5090 - val_mae: 42.3000
Epoch 1257/2000
231/231 [==============================] - 0s 25us/step - loss: 2843.3896 - mae: 43.7922 - val_loss: 2897.4104 - val_mae: 42.3331
Epoch 1258/2000
231/231 [==============================] - 0s 33us/step - loss: 2841.1813 - mae: 43.8199 - val_loss: 2897.3972 - val_mae: 42.3175
Epoch 1259/2000
231/231 [==============================] - 0s 28us/step - loss: 2855.3135 - mae: 43.9175 - val_loss: 2897.4534 - val_mae: 42.2664
Epoch 1260/2000
231/231 [==============================] - 0s 33us/step - loss: 2840.1611 - mae: 43.7500 - val_loss: 2897.2046 - val_mae: 42.3004
Epoch 1261/2000
231/231 [==============================] - 0s 24us/step - loss: 2847.7464 - mae: 43.8757 - val_loss: 2897.9688 - val_mae: 42.2605
Epoch 1262/2000
231/231 [==============================] - 0s 37us/step - loss: 2838.7888 - mae: 43.7557 - val_loss: 2897.2246 - val_mae: 42.2806
Epoch 1263/2000
231/231 [==============================] - 0s 27us/step - loss: 2838.7143 - mae: 43.7542 - val_loss: 2896.6147 - val_mae: 42.2965
Epoch 1264/2000
231/231 [==============================] - 0s 21us/step - loss: 2838.7776 - mae: 43.7908 - val_loss: 2896.6724 - val_mae: 42.2823
Epoch 1265/2000
231/231 [==============================] - 0s 25us/step - loss: 2850.9885 - mae: 43.9067 - val_loss: 2896.9824 - val_mae: 42.2443
Epoch 1266/2000
231/231 [==============================] - 0s 32us/step - loss: 2839.3060 - mae: 43.7359 - val_loss: 2896.0920 - val_mae: 42.2738
Epoch 1267/2000
231/231 [==============================] - 0s 25us/step - loss: 2839.0641 - mae: 43.7670 - val_loss: 2896.2852 - val_mae: 42.2850
Epoch 1268/2000
231/231 [==============================] - 0s 29us/step - loss: 2843.5226 - mae: 43.7953 - val_loss: 2895.9082 - val_mae: 42.3104
Epoch 1269/2000
231/231 [==============================] - 0s 22us/step - loss: 2838.8675 - mae: 43.7921 - val_loss: 2895.8843 - val_mae: 42.3099
Epoch 1270/2000
231/231 [==============================] - 0s 26us/step - loss: 2837.6932 - mae: 43.7894 - val_loss: 2895.8926 - val_mae: 42.2879
Epoch 1271/2000
231/231 [==============================] - 0s 32us/step - loss: 2843.8823 - mae: 43.8221 - val_loss: 2896.2874 - val_mae: 42.3205
Epoch 1272/2000
231/231 [==============================] - 0s 26us/step - loss: 2844.4206 - mae: 43.8645 - val_loss: 2896.4521 - val_mae: 42.2608
Epoch 1273/2000
231/231 [==============================] - 0s 22us/step - loss: 2837.5450 - mae: 43.7500 - val_loss: 2896.5195 - val_mae: 42.2749
Epoch 1274/2000
231/231 [==============================] - 0s 21us/step - loss: 2837.4133 - mae: 43.7553 - val_loss: 2896.2605 - val_mae: 42.2935
Epoch 1275/2000
231/231 [==============================] - 0s 28us/step - loss: 2838.2866 - mae: 43.8041 - val_loss: 2896.3594 - val_mae: 42.2540
Epoch 1276/2000
231/231 [==============================] - 0s 29us/step - loss: 2840.8066 - mae: 43.7805 - val_loss: 2897.2510 - val_mae: 42.2266
Epoch 1277/2000
231/231 [==============================] - 0s 28us/step - loss: 2847.0759 - mae: 43.8032 - val_loss: 2897.9900 - val_mae: 42.2076
Epoch 1278/2000
231/231 [==============================] - 0s 24us/step - loss: 2845.1339 - mae: 43.7136 - val_loss: 2896.1040 - val_mae: 42.2663
Epoch 1279/2000
231/231 [==============================] - 0s 34us/step - loss: 2836.6359 - mae: 43.7610 - val_loss: 2896.0383 - val_mae: 42.2614
Epoch 1280/2000
231/231 [==============================] - 0s 28us/step - loss: 2840.4037 - mae: 43.7777 - val_loss: 2897.1206 - val_mae: 42.2362
Epoch 1281/2000
231/231 [==============================] - 0s 40us/step - loss: 2865.2186 - mae: 43.9638 - val_loss: 2897.3904 - val_mae: 42.2263
Epoch 1282/2000
231/231 [==============================] - 0s 32us/step - loss: 2839.0169 - mae: 43.7393 - val_loss: 2897.4570 - val_mae: 42.2282
Epoch 1283/2000
231/231 [==============================] - 0s 40us/step - loss: 2838.5615 - mae: 43.7207 - val_loss: 2896.9370 - val_mae: 42.2578
Epoch 1284/2000
231/231 [==============================] - 0s 22us/step - loss: 2837.0826 - mae: 43.7516 - val_loss: 2896.7368 - val_mae: 42.2571
Epoch 1285/2000
231/231 [==============================] - 0s 25us/step - loss: 2848.7891 - mae: 43.8508 - val_loss: 2897.2983 - val_mae: 42.2302
Epoch 1286/2000
231/231 [==============================] - 0s 33us/step - loss: 2849.9406 - mae: 43.8885 - val_loss: 2898.1707 - val_mae: 42.2141
Epoch 1287/2000
231/231 [==============================] - 0s 26us/step - loss: 2837.7898 - mae: 43.7216 - val_loss: 2898.0891 - val_mae: 42.2222
Epoch 1288/2000
231/231 [==============================] - 0s 30us/step - loss: 2842.0830 - mae: 43.8008 - val_loss: 2898.6797 - val_mae: 42.2180
Epoch 1289/2000
231/231 [==============================] - 0s 33us/step - loss: 2837.3876 - mae: 43.7147 - val_loss: 2897.8328 - val_mae: 42.2578
Epoch 1290/2000
231/231 [==============================] - 0s 40us/step - loss: 2837.8311 - mae: 43.7418 - val_loss: 2897.5779 - val_mae: 42.2900
Epoch 1291/2000
231/231 [==============================] - 0s 29us/step - loss: 2835.7971 - mae: 43.7567 - val_loss: 2897.7847 - val_mae: 42.3043
Epoch 1292/2000
231/231 [==============================] - 0s 22us/step - loss: 2838.7449 - mae: 43.8397 - val_loss: 2897.5332 - val_mae: 42.2660
Epoch 1293/2000
231/231 [==============================] - 0s 22us/step - loss: 2835.3955 - mae: 43.7383 - val_loss: 2897.0276 - val_mae: 42.2719
Epoch 1294/2000
231/231 [==============================] - 0s 29us/step - loss: 2838.5763 - mae: 43.7840 - val_loss: 2897.5691 - val_mae: 42.2398
Epoch 1295/2000
231/231 [==============================] - 0s 25us/step - loss: 2841.4610 - mae: 43.7383 - val_loss: 2896.5732 - val_mae: 42.2869
Epoch 1296/2000
231/231 [==============================] - 0s 38us/step - loss: 2834.9687 - mae: 43.7539 - val_loss: 2896.9075 - val_mae: 42.2825
Epoch 1297/2000
231/231 [==============================] - 0s 24us/step - loss: 2837.1830 - mae: 43.7755 - val_loss: 2896.9370 - val_mae: 42.2458
Epoch 1298/2000
231/231 [==============================] - 0s 37us/step - loss: 2836.8531 - mae: 43.7327 - val_loss: 2896.5334 - val_mae: 42.2811
Epoch 1299/2000
231/231 [==============================] - 0s 22us/step - loss: 2838.1495 - mae: 43.8178 - val_loss: 2896.7156 - val_mae: 42.2336
Epoch 1300/2000
231/231 [==============================] - 0s 23us/step - loss: 2834.5783 - mae: 43.7285 - val_loss: 2896.6550 - val_mae: 42.2368
Epoch 1301/2000
231/231 [==============================] - 0s 25us/step - loss: 2840.4426 - mae: 43.7763 - val_loss: 2897.4285 - val_mae: 42.2072
Epoch 1302/2000
231/231 [==============================] - 0s 27us/step - loss: 2846.0542 - mae: 43.8346 - val_loss: 2897.8789 - val_mae: 42.1895
Epoch 1303/2000
231/231 [==============================] - 0s 36us/step - loss: 2835.5389 - mae: 43.6867 - val_loss: 2896.7793 - val_mae: 42.2417
Epoch 1304/2000
231/231 [==============================] - 0s 24us/step - loss: 2834.0088 - mae: 43.7303 - val_loss: 2897.0371 - val_mae: 42.2432
Epoch 1305/2000
231/231 [==============================] - 0s 31us/step - loss: 2840.0246 - mae: 43.8246 - val_loss: 2897.8394 - val_mae: 42.2124
Epoch 1306/2000
231/231 [==============================] - 0s 44us/step - loss: 2835.5960 - mae: 43.6774 - val_loss: 2896.6196 - val_mae: 42.2622
Epoch 1307/2000
231/231 [==============================] - 0s 29us/step - loss: 2833.8701 - mae: 43.7360 - val_loss: 2897.1936 - val_mae: 42.2579
Epoch 1308/2000
231/231 [==============================] - 0s 32us/step - loss: 2839.4969 - mae: 43.7986 - val_loss: 2898.3855 - val_mae: 42.2207
Epoch 1309/2000
231/231 [==============================] - 0s 28us/step - loss: 2838.0370 - mae: 43.7437 - val_loss: 2898.4978 - val_mae: 42.2032
Epoch 1310/2000
231/231 [==============================] - 0s 31us/step - loss: 2834.3927 - mae: 43.6809 - val_loss: 2897.1714 - val_mae: 42.2537
Epoch 1311/2000
231/231 [==============================] - 0s 23us/step - loss: 2836.0763 - mae: 43.7631 - val_loss: 2897.1990 - val_mae: 42.2350
Epoch 1312/2000
231/231 [==============================] - 0s 25us/step - loss: 2834.3254 - mae: 43.7282 - val_loss: 2896.8601 - val_mae: 42.2303
Epoch 1313/2000
231/231 [==============================] - 0s 31us/step - loss: 2833.7251 - mae: 43.7185 - val_loss: 2895.9583 - val_mae: 42.2461
Epoch 1314/2000
231/231 [==============================] - 0s 23us/step - loss: 2835.2807 - mae: 43.7591 - val_loss: 2896.5830 - val_mae: 42.2068
Epoch 1315/2000
231/231 [==============================] - 0s 34us/step - loss: 2840.0808 - mae: 43.7218 - val_loss: 2895.8806 - val_mae: 42.2753
Epoch 1316/2000
231/231 [==============================] - 0s 25us/step - loss: 2842.8992 - mae: 43.8507 - val_loss: 2896.1987 - val_mae: 42.2182
Epoch 1317/2000
231/231 [==============================] - 0s 38us/step - loss: 2840.2520 - mae: 43.7432 - val_loss: 2895.5981 - val_mae: 42.2661
Epoch 1318/2000
231/231 [==============================] - 0s 30us/step - loss: 2834.4731 - mae: 43.7743 - val_loss: 2895.7002 - val_mae: 42.2272
Epoch 1319/2000
231/231 [==============================] - 0s 23us/step - loss: 2834.2156 - mae: 43.7018 - val_loss: 2895.1206 - val_mae: 42.2561
Epoch 1320/2000
231/231 [==============================] - 0s 27us/step - loss: 2844.2531 - mae: 43.7941 - val_loss: 2894.8865 - val_mae: 42.2809
Epoch 1321/2000
231/231 [==============================] - 0s 30us/step - loss: 2837.8100 - mae: 43.7901 - val_loss: 2895.1089 - val_mae: 42.2939
Epoch 1322/2000
231/231 [==============================] - 0s 34us/step - loss: 2833.0827 - mae: 43.7620 - val_loss: 2895.0161 - val_mae: 42.2561
Epoch 1323/2000
231/231 [==============================] - 0s 26us/step - loss: 2836.4046 - mae: 43.7926 - val_loss: 2895.6470 - val_mae: 42.2187
Epoch 1324/2000
231/231 [==============================] - 0s 42us/step - loss: 2833.5687 - mae: 43.6967 - val_loss: 2895.1694 - val_mae: 42.2432
Epoch 1325/2000
231/231 [==============================] - 0s 37us/step - loss: 2834.9705 - mae: 43.7044 - val_loss: 2895.2629 - val_mae: 42.2693
Epoch 1326/2000
231/231 [==============================] - 0s 24us/step - loss: 2834.2235 - mae: 43.7509 - val_loss: 2894.9485 - val_mae: 42.2496
Epoch 1327/2000
231/231 [==============================] - 0s 34us/step - loss: 2843.4848 - mae: 43.8463 - val_loss: 2895.7771 - val_mae: 42.2100
Epoch 1328/2000
231/231 [==============================] - 0s 25us/step - loss: 2831.2921 - mae: 43.6884 - val_loss: 2895.7471 - val_mae: 42.2259
Epoch 1329/2000
231/231 [==============================] - 0s 35us/step - loss: 2832.7690 - mae: 43.7270 - val_loss: 2895.8054 - val_mae: 42.2125
Epoch 1330/2000
231/231 [==============================] - 0s 28us/step - loss: 2832.2637 - mae: 43.6939 - val_loss: 2895.1292 - val_mae: 42.2432
Epoch 1331/2000
231/231 [==============================] - 0s 32us/step - loss: 2831.5310 - mae: 43.7040 - val_loss: 2895.3240 - val_mae: 42.2559
Epoch 1332/2000
231/231 [==============================] - 0s 28us/step - loss: 2831.4053 - mae: 43.7249 - val_loss: 2895.0396 - val_mae: 42.2280
Epoch 1333/2000
231/231 [==============================] - 0s 34us/step - loss: 2831.5925 - mae: 43.6901 - val_loss: 2894.6702 - val_mae: 42.2506
Epoch 1334/2000
231/231 [==============================] - 0s 24us/step - loss: 2840.9176 - mae: 43.7211 - val_loss: 2894.4568 - val_mae: 42.2812
Epoch 1335/2000
231/231 [==============================] - 0s 29us/step - loss: 2831.2477 - mae: 43.7360 - val_loss: 2894.4758 - val_mae: 42.2456
Epoch 1336/2000
231/231 [==============================] - 0s 30us/step - loss: 2830.4104 - mae: 43.7103 - val_loss: 2894.7769 - val_mae: 42.2372
Epoch 1337/2000
231/231 [==============================] - 0s 27us/step - loss: 2831.0343 - mae: 43.7108 - val_loss: 2894.8721 - val_mae: 42.2220
Epoch 1338/2000
231/231 [==============================] - 0s 27us/step - loss: 2848.7128 - mae: 43.7965 - val_loss: 2894.6125 - val_mae: 42.2535
Epoch 1339/2000
231/231 [==============================] - 0s 31us/step - loss: 2834.2231 - mae: 43.7676 - val_loss: 2894.7495 - val_mae: 42.2095
Epoch 1340/2000
231/231 [==============================] - 0s 24us/step - loss: 2830.3927 - mae: 43.6913 - val_loss: 2894.5955 - val_mae: 42.2164
Epoch 1341/2000
231/231 [==============================] - 0s 33us/step - loss: 2831.2017 - mae: 43.7122 - val_loss: 2894.7051 - val_mae: 42.1931
Epoch 1342/2000
231/231 [==============================] - 0s 22us/step - loss: 2850.6483 - mae: 43.7660 - val_loss: 2893.7568 - val_mae: 42.2245
Epoch 1343/2000
231/231 [==============================] - 0s 28us/step - loss: 2832.0216 - mae: 43.7080 - val_loss: 2893.1108 - val_mae: 42.2394
Epoch 1344/2000
231/231 [==============================] - 0s 32us/step - loss: 2831.3062 - mae: 43.7445 - val_loss: 2892.6838 - val_mae: 42.2063
Epoch 1345/2000
231/231 [==============================] - 0s 22us/step - loss: 2836.6664 - mae: 43.7289 - val_loss: 2892.2173 - val_mae: 42.2378
Epoch 1346/2000
231/231 [==============================] - 0s 23us/step - loss: 2830.2544 - mae: 43.7240 - val_loss: 2891.8123 - val_mae: 42.2012
Epoch 1347/2000
231/231 [==============================] - 0s 21us/step - loss: 2830.9414 - mae: 43.7221 - val_loss: 2891.9277 - val_mae: 42.1750
Epoch 1348/2000
231/231 [==============================] - 0s 25us/step - loss: 2835.2444 - mae: 43.6851 - val_loss: 2891.6582 - val_mae: 42.2181
Epoch 1349/2000
231/231 [==============================] - 0s 30us/step - loss: 2834.3923 - mae: 43.7396 - val_loss: 2891.5291 - val_mae: 42.2359
Epoch 1350/2000
231/231 [==============================] - 0s 31us/step - loss: 2829.5356 - mae: 43.7209 - val_loss: 2891.3469 - val_mae: 42.2002
Epoch 1351/2000
231/231 [==============================] - 0s 34us/step - loss: 2830.1260 - mae: 43.6671 - val_loss: 2890.9585 - val_mae: 42.2140
Epoch 1352/2000
231/231 [==============================] - 0s 28us/step - loss: 2830.5180 - mae: 43.7346 - val_loss: 2891.0703 - val_mae: 42.2115
Epoch 1353/2000
231/231 [==============================] - 0s 23us/step - loss: 2862.7489 - mae: 43.9982 - val_loss: 2891.1143 - val_mae: 42.1874
Epoch 1354/2000
231/231 [==============================] - 0s 23us/step - loss: 2830.5992 - mae: 43.7176 - val_loss: 2891.2412 - val_mae: 42.1651
Epoch 1355/2000
231/231 [==============================] - 0s 30us/step - loss: 2828.2372 - mae: 43.6694 - val_loss: 2891.2366 - val_mae: 42.1730
Epoch 1356/2000
231/231 [==============================] - 0s 28us/step - loss: 2829.0986 - mae: 43.6733 - val_loss: 2890.7585 - val_mae: 42.1910
Epoch 1357/2000
231/231 [==============================] - 0s 39us/step - loss: 2830.3562 - mae: 43.6903 - val_loss: 2891.0562 - val_mae: 42.2063
Epoch 1358/2000
231/231 [==============================] - 0s 28us/step - loss: 2828.4870 - mae: 43.6988 - val_loss: 2891.1458 - val_mae: 42.1891
Epoch 1359/2000
231/231 [==============================] - ETA: 0s - loss: 2938.1064 - mae: 43.856 - 0s 36us/step - loss: 2833.2446 - mae: 43.7546 - val_loss: 2891.6665 - val_mae: 42.1501
Epoch 1360/2000
231/231 [==============================] - 0s 25us/step - loss: 2830.1667 - mae: 43.7007 - val_loss: 2892.2395 - val_mae: 42.1413
Epoch 1361/2000
231/231 [==============================] - 0s 22us/step - loss: 2829.7261 - mae: 43.6503 - val_loss: 2891.7263 - val_mae: 42.1827
Epoch 1362/2000
231/231 [==============================] - 0s 24us/step - loss: 2828.0986 - mae: 43.6734 - val_loss: 2891.6379 - val_mae: 42.1832
Epoch 1363/2000
231/231 [==============================] - 0s 35us/step - loss: 2827.3810 - mae: 43.6712 - val_loss: 2891.3586 - val_mae: 42.1910
Epoch 1364/2000
231/231 [==============================] - 0s 37us/step - loss: 2827.6194 - mae: 43.6938 - val_loss: 2891.6321 - val_mae: 42.1740
Epoch 1365/2000
231/231 [==============================] - 0s 24us/step - loss: 2829.0492 - mae: 43.6744 - val_loss: 2891.3899 - val_mae: 42.2128
Epoch 1366/2000
231/231 [==============================] - 0s 22us/step - loss: 2839.2422 - mae: 43.8214 - val_loss: 2891.6409 - val_mae: 42.1571
Epoch 1367/2000
231/231 [==============================] - 0s 40us/step - loss: 2834.7010 - mae: 43.7933 - val_loss: 2892.1335 - val_mae: 42.1290
Epoch 1368/2000
231/231 [==============================] - 0s 21us/step - loss: 2834.7994 - mae: 43.6726 - val_loss: 2891.0557 - val_mae: 42.1827
Epoch 1369/2000
231/231 [==============================] - 0s 21us/step - loss: 2830.0330 - mae: 43.7037 - val_loss: 2891.1082 - val_mae: 42.2073
Epoch 1370/2000
231/231 [==============================] - 0s 28us/step - loss: 2827.9730 - mae: 43.7091 - val_loss: 2890.9736 - val_mae: 42.1770
Epoch 1371/2000
231/231 [==============================] - 0s 35us/step - loss: 2827.1732 - mae: 43.6658 - val_loss: 2890.7344 - val_mae: 42.1833
Epoch 1372/2000
231/231 [==============================] - 0s 26us/step - loss: 2826.7796 - mae: 43.6791 - val_loss: 2891.0740 - val_mae: 42.1671
Epoch 1373/2000
231/231 [==============================] - 0s 23us/step - loss: 2829.8194 - mae: 43.7340 - val_loss: 2891.4226 - val_mae: 42.1353
Epoch 1374/2000
231/231 [==============================] - 0s 24us/step - loss: 2827.2874 - mae: 43.6583 - val_loss: 2891.6934 - val_mae: 42.1362
Epoch 1375/2000
231/231 [==============================] - 0s 27us/step - loss: 2836.5556 - mae: 43.7003 - val_loss: 2890.6697 - val_mae: 42.1900
Epoch 1376/2000
231/231 [==============================] - 0s 36us/step - loss: 2826.5336 - mae: 43.6753 - val_loss: 2890.4033 - val_mae: 42.1843
Epoch 1377/2000
231/231 [==============================] - 0s 26us/step - loss: 2830.4313 - mae: 43.6458 - val_loss: 2890.0386 - val_mae: 42.2137
Epoch 1378/2000
231/231 [==============================] - 0s 20us/step - loss: 2825.9124 - mae: 43.6789 - val_loss: 2889.6267 - val_mae: 42.1978
Epoch 1379/2000
231/231 [==============================] - 0s 30us/step - loss: 2827.2256 - mae: 43.7063 - val_loss: 2889.6616 - val_mae: 42.1555
Epoch 1380/2000
231/231 [==============================] - 0s 33us/step - loss: 2827.0549 - mae: 43.7034 - val_loss: 2890.2078 - val_mae: 42.1361
Epoch 1381/2000
231/231 [==============================] - 0s 28us/step - loss: 2827.6648 - mae: 43.6601 - val_loss: 2889.7732 - val_mae: 42.1551
Epoch 1382/2000
231/231 [==============================] - 0s 28us/step - loss: 2829.0310 - mae: 43.7352 - val_loss: 2890.2197 - val_mae: 42.1182
Epoch 1383/2000
231/231 [==============================] - 0s 24us/step - loss: 2828.8874 - mae: 43.6528 - val_loss: 2890.0559 - val_mae: 42.1066
Epoch 1384/2000
231/231 [==============================] - 0s 31us/step - loss: 2826.8682 - mae: 43.6329 - val_loss: 2889.9580 - val_mae: 42.1142
Epoch 1385/2000
231/231 [==============================] - 0s 30us/step - loss: 2826.8191 - mae: 43.6397 - val_loss: 2890.0303 - val_mae: 42.1243
Epoch 1386/2000
231/231 [==============================] - 0s 30us/step - loss: 2824.9219 - mae: 43.6290 - val_loss: 2889.2737 - val_mae: 42.1455
Epoch 1387/2000
231/231 [==============================] - 0s 34us/step - loss: 2826.2267 - mae: 43.6856 - val_loss: 2889.9443 - val_mae: 42.1216
Epoch 1388/2000
231/231 [==============================] - 0s 25us/step - loss: 2842.2771 - mae: 43.7143 - val_loss: 2889.0869 - val_mae: 42.1664
Epoch 1389/2000
231/231 [==============================] - 0s 25us/step - loss: 2828.0039 - mae: 43.6679 - val_loss: 2889.0967 - val_mae: 42.1947
Epoch 1390/2000
231/231 [==============================] - 0s 31us/step - loss: 2834.7061 - mae: 43.6888 - val_loss: 2888.6929 - val_mae: 42.2140
Epoch 1391/2000
231/231 [==============================] - 0s 25us/step - loss: 2825.1992 - mae: 43.6794 - val_loss: 2888.3057 - val_mae: 42.1970
Epoch 1392/2000
231/231 [==============================] - 0s 36us/step - loss: 2827.3619 - mae: 43.6900 - val_loss: 2887.9309 - val_mae: 42.2005
Epoch 1393/2000
231/231 [==============================] - 0s 26us/step - loss: 2826.3843 - mae: 43.6695 - val_loss: 2887.5198 - val_mae: 42.1976
Epoch 1394/2000
231/231 [==============================] - 0s 30us/step - loss: 2829.3108 - mae: 43.6905 - val_loss: 2887.5208 - val_mae: 42.2037
Epoch 1395/2000
231/231 [==============================] - 0s 34us/step - loss: 2824.6873 - mae: 43.6775 - val_loss: 2887.0144 - val_mae: 42.1820
Epoch 1396/2000
231/231 [==============================] - 0s 25us/step - loss: 2824.0594 - mae: 43.6715 - val_loss: 2887.0740 - val_mae: 42.1508
Epoch 1397/2000
231/231 [==============================] - 0s 24us/step - loss: 2833.5065 - mae: 43.6536 - val_loss: 2886.9995 - val_mae: 42.1825
Epoch 1398/2000
231/231 [==============================] - 0s 32us/step - loss: 2823.7142 - mae: 43.6705 - val_loss: 2887.4031 - val_mae: 42.1473
Epoch 1399/2000
231/231 [==============================] - 0s 30us/step - loss: 2824.1314 - mae: 43.6583 - val_loss: 2887.8748 - val_mae: 42.1348
Epoch 1400/2000
231/231 [==============================] - 0s 25us/step - loss: 2823.5122 - mae: 43.6398 - val_loss: 2888.2122 - val_mae: 42.1172
Epoch 1401/2000
231/231 [==============================] - 0s 21us/step - loss: 2823.9866 - mae: 43.6165 - val_loss: 2887.9429 - val_mae: 42.1517
Epoch 1402/2000
231/231 [==============================] - 0s 19us/step - loss: 2828.6176 - mae: 43.7132 - val_loss: 2888.6475 - val_mae: 42.0938
Epoch 1403/2000
231/231 [==============================] - 0s 42us/step - loss: 2841.6880 - mae: 43.8172 - val_loss: 2889.1975 - val_mae: 42.0838
Epoch 1404/2000
231/231 [==============================] - 0s 22us/step - loss: 2823.0993 - mae: 43.5870 - val_loss: 2887.9265 - val_mae: 42.1159
Epoch 1405/2000
231/231 [==============================] - 0s 31us/step - loss: 2825.4316 - mae: 43.6129 - val_loss: 2887.1882 - val_mae: 42.1518
Epoch 1406/2000
231/231 [==============================] - 0s 22us/step - loss: 2827.0793 - mae: 43.6886 - val_loss: 2887.2876 - val_mae: 42.1743
Epoch 1407/2000
231/231 [==============================] - 0s 33us/step - loss: 2823.5491 - mae: 43.6738 - val_loss: 2887.0356 - val_mae: 42.1422
Epoch 1408/2000
231/231 [==============================] - 0s 28us/step - loss: 2824.3000 - mae: 43.6701 - val_loss: 2887.1602 - val_mae: 42.1028
Epoch 1409/2000
231/231 [==============================] - 0s 24us/step - loss: 2822.3785 - mae: 43.6021 - val_loss: 2886.9290 - val_mae: 42.1347
Epoch 1410/2000
231/231 [==============================] - 0s 24us/step - loss: 2827.3491 - mae: 43.6767 - val_loss: 2888.0366 - val_mae: 42.0922
Epoch 1411/2000
231/231 [==============================] - 0s 25us/step - loss: 2823.4970 - mae: 43.5965 - val_loss: 2887.3430 - val_mae: 42.1285
Epoch 1412/2000
231/231 [==============================] - 0s 26us/step - loss: 2827.1036 - mae: 43.6461 - val_loss: 2886.8616 - val_mae: 42.1668
Epoch 1413/2000
231/231 [==============================] - 0s 26us/step - loss: 2824.3301 - mae: 43.6415 - val_loss: 2886.6257 - val_mae: 42.1657
Epoch 1414/2000
231/231 [==============================] - 0s 20us/step - loss: 2833.4706 - mae: 43.7984 - val_loss: 2887.1526 - val_mae: 42.1119
Epoch 1415/2000
231/231 [==============================] - 0s 30us/step - loss: 2822.8147 - mae: 43.6109 - val_loss: 2886.6321 - val_mae: 42.1369
Epoch 1416/2000
231/231 [==============================] - 0s 32us/step - loss: 2821.7488 - mae: 43.6312 - val_loss: 2885.9429 - val_mae: 42.1376
Epoch 1417/2000
231/231 [==============================] - 0s 22us/step - loss: 2838.1936 - mae: 43.7272 - val_loss: 2885.6350 - val_mae: 42.1597
Epoch 1418/2000
231/231 [==============================] - 0s 23us/step - loss: 2821.8842 - mae: 43.6664 - val_loss: 2885.7554 - val_mae: 42.1278
Epoch 1419/2000
231/231 [==============================] - 0s 25us/step - loss: 2822.3981 - mae: 43.6137 - val_loss: 2885.4470 - val_mae: 42.1407
Epoch 1420/2000
231/231 [==============================] - 0s 23us/step - loss: 2822.2003 - mae: 43.6390 - val_loss: 2885.1450 - val_mae: 42.1428
Epoch 1421/2000
231/231 [==============================] - 0s 26us/step - loss: 2823.8741 - mae: 43.6552 - val_loss: 2885.8899 - val_mae: 42.0972
Epoch 1422/2000
231/231 [==============================] - 0s 23us/step - loss: 2829.3323 - mae: 43.7366 - val_loss: 2887.0566 - val_mae: 42.0692
Epoch 1423/2000
231/231 [==============================] - 0s 20us/step - loss: 2830.2561 - mae: 43.6007 - val_loss: 2885.7302 - val_mae: 42.1179
Epoch 1424/2000
231/231 [==============================] - 0s 30us/step - loss: 2823.3045 - mae: 43.6026 - val_loss: 2885.2466 - val_mae: 42.1377
Epoch 1425/2000
231/231 [==============================] - 0s 23us/step - loss: 2822.3394 - mae: 43.6313 - val_loss: 2885.0010 - val_mae: 42.1442
Epoch 1426/2000
231/231 [==============================] - 0s 22us/step - loss: 2821.9100 - mae: 43.6442 - val_loss: 2885.0640 - val_mae: 42.1025
Epoch 1427/2000
231/231 [==============================] - 0s 27us/step - loss: 2821.9392 - mae: 43.6110 - val_loss: 2885.1150 - val_mae: 42.1195
Epoch 1428/2000
231/231 [==============================] - 0s 31us/step - loss: 2825.0035 - mae: 43.6272 - val_loss: 2885.1235 - val_mae: 42.1469
Epoch 1429/2000
231/231 [==============================] - 0s 33us/step - loss: 2820.5946 - mae: 43.6448 - val_loss: 2885.0403 - val_mae: 42.1103
Epoch 1430/2000
231/231 [==============================] - 0s 28us/step - loss: 2823.0811 - mae: 43.6038 - val_loss: 2884.6589 - val_mae: 42.1323
Epoch 1431/2000
231/231 [==============================] - 0s 29us/step - loss: 2825.8435 - mae: 43.6206 - val_loss: 2884.5837 - val_mae: 42.1501
Epoch 1432/2000
231/231 [==============================] - 0s 28us/step - loss: 2823.7642 - mae: 43.6895 - val_loss: 2884.3455 - val_mae: 42.0863
Epoch 1433/2000
231/231 [==============================] - 0s 35us/step - loss: 2823.2136 - mae: 43.6012 - val_loss: 2884.1143 - val_mae: 42.1218
Epoch 1434/2000
231/231 [==============================] - 0s 23us/step - loss: 2823.4757 - mae: 43.6935 - val_loss: 2884.1497 - val_mae: 42.0723
Epoch 1435/2000
231/231 [==============================] - 0s 21us/step - loss: 2823.6052 - mae: 43.6043 - val_loss: 2883.9458 - val_mae: 42.1115
Epoch 1436/2000
231/231 [==============================] - 0s 27us/step - loss: 2826.2078 - mae: 43.6125 - val_loss: 2884.3843 - val_mae: 42.1416
Epoch 1437/2000
231/231 [==============================] - 0s 32us/step - loss: 2827.1349 - mae: 43.6414 - val_loss: 2884.4329 - val_mae: 42.1572
Epoch 1438/2000
231/231 [==============================] - 0s 22us/step - loss: 2819.3565 - mae: 43.6383 - val_loss: 2884.2239 - val_mae: 42.1304
Epoch 1439/2000
231/231 [==============================] - 0s 27us/step - loss: 2821.9544 - mae: 43.6561 - val_loss: 2884.0430 - val_mae: 42.0852
Epoch 1440/2000
231/231 [==============================] - 0s 31us/step - loss: 2818.3624 - mae: 43.5852 - val_loss: 2883.8262 - val_mae: 42.0918
Epoch 1441/2000
231/231 [==============================] - 0s 37us/step - loss: 2824.3940 - mae: 43.6908 - val_loss: 2884.6697 - val_mae: 42.0510
Epoch 1442/2000
231/231 [==============================] - 0s 26us/step - loss: 2825.7069 - mae: 43.6711 - val_loss: 2885.0791 - val_mae: 42.0264
Epoch 1443/2000
231/231 [==============================] - 0s 24us/step - loss: 2821.5036 - mae: 43.5513 - val_loss: 2883.9055 - val_mae: 42.0750
Epoch 1444/2000
231/231 [==============================] - 0s 29us/step - loss: 2823.7764 - mae: 43.5895 - val_loss: 2883.2258 - val_mae: 42.1064
Epoch 1445/2000
231/231 [==============================] - 0s 20us/step - loss: 2820.4383 - mae: 43.6472 - val_loss: 2883.2461 - val_mae: 42.0668
Epoch 1446/2000
231/231 [==============================] - 0s 18us/step - loss: 2824.3769 - mae: 43.6544 - val_loss: 2884.4817 - val_mae: 42.0365
Epoch 1447/2000
231/231 [==============================] - 0s 25us/step - loss: 2818.3546 - mae: 43.5626 - val_loss: 2884.2397 - val_mae: 42.0496
Epoch 1448/2000
231/231 [==============================] - 0s 27us/step - loss: 2828.5726 - mae: 43.7030 - val_loss: 2885.0708 - val_mae: 42.0247
Epoch 1449/2000
231/231 [==============================] - 0s 27us/step - loss: 2818.4586 - mae: 43.5599 - val_loss: 2884.8774 - val_mae: 42.0352
Epoch 1450/2000
231/231 [==============================] - 0s 32us/step - loss: 2820.5847 - mae: 43.5481 - val_loss: 2883.7605 - val_mae: 42.0814
Epoch 1451/2000
231/231 [==============================] - 0s 29us/step - loss: 2817.8848 - mae: 43.5896 - val_loss: 2884.0205 - val_mae: 42.0646
Epoch 1452/2000
231/231 [==============================] - 0s 33us/step - loss: 2818.1411 - mae: 43.5608 - val_loss: 2883.6953 - val_mae: 42.0924
Epoch 1453/2000
231/231 [==============================] - 0s 24us/step - loss: 2818.6715 - mae: 43.6045 - val_loss: 2884.2444 - val_mae: 42.0565
Epoch 1454/2000
231/231 [==============================] - 0s 24us/step - loss: 2819.2628 - mae: 43.5812 - val_loss: 2884.2249 - val_mae: 42.0525
Epoch 1455/2000
231/231 [==============================] - 0s 23us/step - loss: 2819.6928 - mae: 43.5963 - val_loss: 2884.7173 - val_mae: 42.0332
Epoch 1456/2000
231/231 [==============================] - 0s 31us/step - loss: 2819.0960 - mae: 43.5798 - val_loss: 2884.1394 - val_mae: 42.0558
Epoch 1457/2000
231/231 [==============================] - 0s 29us/step - loss: 2817.2875 - mae: 43.5567 - val_loss: 2883.4036 - val_mae: 42.0921
Epoch 1458/2000
231/231 [==============================] - 0s 28us/step - loss: 2819.2865 - mae: 43.6260 - val_loss: 2884.1870 - val_mae: 42.0375
Epoch 1459/2000
231/231 [==============================] - 0s 21us/step - loss: 2822.1213 - mae: 43.5631 - val_loss: 2883.1575 - val_mae: 42.0921
Epoch 1460/2000
231/231 [==============================] - 0s 27us/step - loss: 2835.5393 - mae: 43.6368 - val_loss: 2882.8369 - val_mae: 42.1050
Epoch 1461/2000
231/231 [==============================] - 0s 24us/step - loss: 2824.3315 - mae: 43.6005 - val_loss: 2882.5112 - val_mae: 42.1198
Epoch 1462/2000
231/231 [==============================] - 0s 32us/step - loss: 2816.3652 - mae: 43.6004 - val_loss: 2882.5000 - val_mae: 42.1005
Epoch 1463/2000
231/231 [==============================] - 0s 29us/step - loss: 2819.5717 - mae: 43.6021 - val_loss: 2882.0732 - val_mae: 42.1115
Epoch 1464/2000
231/231 [==============================] - 0s 39us/step - loss: 2818.7291 - mae: 43.6178 - val_loss: 2881.9426 - val_mae: 42.1115
Epoch 1465/2000
231/231 [==============================] - 0s 24us/step - loss: 2816.1298 - mae: 43.6062 - val_loss: 2882.1191 - val_mae: 42.0852
Epoch 1466/2000
231/231 [==============================] - 0s 26us/step - loss: 2818.6208 - mae: 43.6305 - val_loss: 2883.1404 - val_mae: 42.0407
Epoch 1467/2000
231/231 [==============================] - 0s 21us/step - loss: 2832.0486 - mae: 43.6259 - val_loss: 2882.2456 - val_mae: 42.0762
Epoch 1468/2000
231/231 [==============================] - 0s 28us/step - loss: 2817.2962 - mae: 43.5996 - val_loss: 2882.2610 - val_mae: 42.0898
Epoch 1469/2000
231/231 [==============================] - 0s 27us/step - loss: 2819.4534 - mae: 43.5916 - val_loss: 2881.8159 - val_mae: 42.1003
Epoch 1470/2000
231/231 [==============================] - 0s 40us/step - loss: 2824.1754 - mae: 43.6619 - val_loss: 2881.8474 - val_mae: 42.1155
Epoch 1471/2000
231/231 [==============================] - 0s 22us/step - loss: 2815.7267 - mae: 43.6173 - val_loss: 2881.3743 - val_mae: 42.0753
Epoch 1472/2000
231/231 [==============================] - 0s 28us/step - loss: 2818.3383 - mae: 43.5846 - val_loss: 2881.0986 - val_mae: 42.0891
Epoch 1473/2000
231/231 [==============================] - 0s 28us/step - loss: 2816.0239 - mae: 43.5841 - val_loss: 2880.6140 - val_mae: 42.0874
Epoch 1474/2000
231/231 [==============================] - 0s 24us/step - loss: 2820.6697 - mae: 43.6387 - val_loss: 2880.8003 - val_mae: 42.0337
Epoch 1475/2000
231/231 [==============================] - 0s 26us/step - loss: 2814.5790 - mae: 43.5568 - val_loss: 2880.3289 - val_mae: 42.0309
Epoch 1476/2000
231/231 [==============================] - 0s 35us/step - loss: 2815.5633 - mae: 43.5654 - val_loss: 2880.5818 - val_mae: 42.0094
Epoch 1477/2000
231/231 [==============================] - 0s 31us/step - loss: 2816.7733 - mae: 43.5684 - val_loss: 2881.5361 - val_mae: 41.9922
Epoch 1478/2000
231/231 [==============================] - 0s 28us/step - loss: 2814.4333 - mae: 43.5385 - val_loss: 2881.4304 - val_mae: 41.9990
Epoch 1479/2000
231/231 [==============================] - 0s 22us/step - loss: 2814.0583 - mae: 43.5240 - val_loss: 2880.6882 - val_mae: 42.0243
Epoch 1480/2000
231/231 [==============================] - 0s 28us/step - loss: 2815.3994 - mae: 43.5445 - val_loss: 2880.1487 - val_mae: 42.0541
Epoch 1481/2000
231/231 [==============================] - 0s 31us/step - loss: 2813.4976 - mae: 43.5632 - val_loss: 2880.5183 - val_mae: 42.0442
Epoch 1482/2000
231/231 [==============================] - 0s 30us/step - loss: 2812.8779 - mae: 43.5457 - val_loss: 2880.3684 - val_mae: 42.0406
Epoch 1483/2000
231/231 [==============================] - 0s 33us/step - loss: 2829.3538 - mae: 43.5926 - val_loss: 2880.2603 - val_mae: 42.0634
Epoch 1484/2000
231/231 [==============================] - 0s 32us/step - loss: 2812.9913 - mae: 43.5654 - val_loss: 2880.5061 - val_mae: 42.0436
Epoch 1485/2000
231/231 [==============================] - 0s 27us/step - loss: 2813.7870 - mae: 43.5416 - val_loss: 2880.0847 - val_mae: 42.0540
Epoch 1486/2000
231/231 [==============================] - 0s 27us/step - loss: 2814.6518 - mae: 43.5687 - val_loss: 2879.8042 - val_mae: 42.0659
Epoch 1487/2000
231/231 [==============================] - 0s 36us/step - loss: 2820.6499 - mae: 43.6142 - val_loss: 2879.6233 - val_mae: 42.0840
Epoch 1488/2000
231/231 [==============================] - 0s 27us/step - loss: 2833.2475 - mae: 43.6589 - val_loss: 2879.4138 - val_mae: 42.0891
Epoch 1489/2000
231/231 [==============================] - 0s 31us/step - loss: 2812.7977 - mae: 43.5839 - val_loss: 2878.8032 - val_mae: 42.0576
Epoch 1490/2000
231/231 [==============================] - 0s 21us/step - loss: 2813.9659 - mae: 43.5881 - val_loss: 2879.0583 - val_mae: 42.0188
Epoch 1491/2000
231/231 [==============================] - 0s 28us/step - loss: 2821.3916 - mae: 43.5342 - val_loss: 2878.9424 - val_mae: 42.0538
Epoch 1492/2000
231/231 [==============================] - 0s 36us/step - loss: 2813.8580 - mae: 43.5646 - val_loss: 2878.7483 - val_mae: 42.0590
Epoch 1493/2000
231/231 [==============================] - 0s 29us/step - loss: 2817.2595 - mae: 43.6345 - val_loss: 2878.8066 - val_mae: 42.0076
Epoch 1494/2000
231/231 [==============================] - 0s 30us/step - loss: 2811.8936 - mae: 43.5285 - val_loss: 2878.6814 - val_mae: 42.0146
Epoch 1495/2000
231/231 [==============================] - 0s 32us/step - loss: 2823.7525 - mae: 43.6432 - val_loss: 2879.7649 - val_mae: 41.9814
Epoch 1496/2000
231/231 [==============================] - 0s 27us/step - loss: 2811.8021 - mae: 43.5002 - val_loss: 2879.4514 - val_mae: 42.0064
Epoch 1497/2000
231/231 [==============================] - 0s 25us/step - loss: 2816.3447 - mae: 43.5346 - val_loss: 2879.0066 - val_mae: 42.0401
Epoch 1498/2000
231/231 [==============================] - 0s 21us/step - loss: 2812.3403 - mae: 43.5764 - val_loss: 2879.4387 - val_mae: 42.0098
Epoch 1499/2000
231/231 [==============================] - 0s 42us/step - loss: 2820.3416 - mae: 43.5394 - val_loss: 2879.0195 - val_mae: 42.0460
Epoch 1500/2000
231/231 [==============================] - 0s 22us/step - loss: 2810.9959 - mae: 43.5442 - val_loss: 2878.6987 - val_mae: 42.0376
Epoch 1501/2000
231/231 [==============================] - 0s 25us/step - loss: 2810.9317 - mae: 43.5377 - val_loss: 2878.8774 - val_mae: 42.0242
Epoch 1502/2000
231/231 [==============================] - 0s 31us/step - loss: 2810.8616 - mae: 43.5318 - val_loss: 2879.1072 - val_mae: 42.0182
Epoch 1503/2000
231/231 [==============================] - 0s 29us/step - loss: 2811.8541 - mae: 43.5468 - val_loss: 2878.4524 - val_mae: 42.0229
Epoch 1504/2000
231/231 [==============================] - 0s 30us/step - loss: 2815.0966 - mae: 43.5638 - val_loss: 2878.5698 - val_mae: 42.0484
Epoch 1505/2000
231/231 [==============================] - 0s 29us/step - loss: 2812.2860 - mae: 43.5621 - val_loss: 2878.0103 - val_mae: 42.0359
Epoch 1506/2000
231/231 [==============================] - 0s 38us/step - loss: 2819.3016 - mae: 43.5704 - val_loss: 2877.8694 - val_mae: 42.0577
Epoch 1507/2000
231/231 [==============================] - 0s 28us/step - loss: 2818.3475 - mae: 43.5830 - val_loss: 2877.5139 - val_mae: 42.0657
Epoch 1508/2000
231/231 [==============================] - 0s 24us/step - loss: 2813.6612 - mae: 43.6003 - val_loss: 2877.2910 - val_mae: 42.0013
Epoch 1509/2000
231/231 [==============================] - 0s 21us/step - loss: 2812.8746 - mae: 43.5453 - val_loss: 2877.2175 - val_mae: 42.0249
Epoch 1510/2000
231/231 [==============================] - 0s 28us/step - loss: 2817.0318 - mae: 43.6355 - val_loss: 2877.8855 - val_mae: 41.9746
Epoch 1511/2000
231/231 [==============================] - 0s 39us/step - loss: 2814.1533 - mae: 43.5533 - val_loss: 2878.2175 - val_mae: 41.9529
Epoch 1512/2000
231/231 [==============================] - 0s 25us/step - loss: 2809.6077 - mae: 43.4825 - val_loss: 2877.5532 - val_mae: 41.9777
Epoch 1513/2000
231/231 [==============================] - 0s 23us/step - loss: 2815.6091 - mae: 43.5688 - val_loss: 2878.7280 - val_mae: 41.9507
Epoch 1514/2000
231/231 [==============================] - 0s 30us/step - loss: 2809.1961 - mae: 43.4830 - val_loss: 2877.7271 - val_mae: 41.9732
Epoch 1515/2000
231/231 [==============================] - 0s 22us/step - loss: 2812.5705 - mae: 43.5713 - val_loss: 2878.8843 - val_mae: 41.9536
Epoch 1516/2000
231/231 [==============================] - 0s 29us/step - loss: 2818.9205 - mae: 43.5622 - val_loss: 2877.4873 - val_mae: 42.0037
Epoch 1517/2000
231/231 [==============================] - 0s 22us/step - loss: 2809.6995 - mae: 43.5328 - val_loss: 2877.6538 - val_mae: 41.9892
Epoch 1518/2000
231/231 [==============================] - 0s 28us/step - loss: 2808.8457 - mae: 43.5078 - val_loss: 2878.0298 - val_mae: 41.9880
Epoch 1519/2000
231/231 [==============================] - 0s 30us/step - loss: 2814.4860 - mae: 43.5213 - val_loss: 2878.0564 - val_mae: 42.0276
Epoch 1520/2000
231/231 [==============================] - 0s 26us/step - loss: 2809.9723 - mae: 43.5355 - val_loss: 2877.9753 - val_mae: 42.0229
Epoch 1521/2000
231/231 [==============================] - 0s 24us/step - loss: 2808.5937 - mae: 43.5228 - val_loss: 2877.9563 - val_mae: 42.0138
Epoch 1522/2000
231/231 [==============================] - 0s 27us/step - loss: 2809.8444 - mae: 43.5423 - val_loss: 2878.2126 - val_mae: 41.9803
Epoch 1523/2000
231/231 [==============================] - 0s 23us/step - loss: 2810.1891 - mae: 43.5429 - val_loss: 2878.6255 - val_mae: 41.9494
Epoch 1524/2000
231/231 [==============================] - 0s 31us/step - loss: 2815.0294 - mae: 43.4963 - val_loss: 2877.4553 - val_mae: 42.0118
Epoch 1525/2000
231/231 [==============================] - 0s 29us/step - loss: 2811.3381 - mae: 43.5426 - val_loss: 2877.8508 - val_mae: 41.9642
Epoch 1526/2000
231/231 [==============================] - 0s 36us/step - loss: 2811.0008 - mae: 43.5177 - val_loss: 2878.7959 - val_mae: 41.9398
Epoch 1527/2000
231/231 [==============================] - 0s 32us/step - loss: 2808.5227 - mae: 43.4779 - val_loss: 2878.1750 - val_mae: 41.9497
Epoch 1528/2000
231/231 [==============================] - 0s 23us/step - loss: 2826.2451 - mae: 43.6524 - val_loss: 2878.6694 - val_mae: 41.9324
Epoch 1529/2000
231/231 [==============================] - 0s 26us/step - loss: 2812.0145 - mae: 43.4691 - val_loss: 2877.5261 - val_mae: 41.9805
Epoch 1530/2000
231/231 [==============================] - 0s 31us/step - loss: 2807.0825 - mae: 43.4903 - val_loss: 2878.0176 - val_mae: 41.9769
Epoch 1531/2000
231/231 [==============================] - 0s 24us/step - loss: 2807.9182 - mae: 43.4938 - val_loss: 2877.7603 - val_mae: 41.9844
Epoch 1532/2000
231/231 [==============================] - 0s 35us/step - loss: 2807.0708 - mae: 43.4969 - val_loss: 2877.6165 - val_mae: 41.9718
Epoch 1533/2000
231/231 [==============================] - 0s 25us/step - loss: 2807.4506 - mae: 43.4664 - val_loss: 2877.0530 - val_mae: 41.9988
Epoch 1534/2000
231/231 [==============================] - 0s 29us/step - loss: 2807.1251 - mae: 43.5085 - val_loss: 2876.8945 - val_mae: 41.9756
Epoch 1535/2000
231/231 [==============================] - 0s 32us/step - loss: 2808.3768 - mae: 43.4740 - val_loss: 2876.1575 - val_mae: 42.0035
Epoch 1536/2000
231/231 [==============================] - 0s 25us/step - loss: 2810.1743 - mae: 43.5442 - val_loss: 2875.9543 - val_mae: 42.0195
Epoch 1537/2000
231/231 [==============================] - 0s 27us/step - loss: 2823.7579 - mae: 43.7297 - val_loss: 2876.3223 - val_mae: 41.9643
Epoch 1538/2000
231/231 [==============================] - 0s 24us/step - loss: 2811.1061 - mae: 43.4843 - val_loss: 2876.1621 - val_mae: 41.9954
Epoch 1539/2000
231/231 [==============================] - 0s 23us/step - loss: 2805.9886 - mae: 43.5005 - val_loss: 2876.6033 - val_mae: 41.9809
Epoch 1540/2000
231/231 [==============================] - 0s 33us/step - loss: 2807.5349 - mae: 43.5118 - val_loss: 2877.2002 - val_mae: 41.9472
Epoch 1541/2000
231/231 [==============================] - 0s 22us/step - loss: 2808.7712 - mae: 43.4913 - val_loss: 2877.7832 - val_mae: 41.9254
Epoch 1542/2000
231/231 [==============================] - 0s 24us/step - loss: 2807.2549 - mae: 43.4564 - val_loss: 2877.3123 - val_mae: 41.9744
Epoch 1543/2000
231/231 [==============================] - 0s 34us/step - loss: 2811.2366 - mae: 43.4670 - val_loss: 2876.8452 - val_mae: 42.0096
Epoch 1544/2000
231/231 [==============================] - 0s 20us/step - loss: 2806.9880 - mae: 43.5244 - val_loss: 2877.0391 - val_mae: 41.9665
Epoch 1545/2000
231/231 [==============================] - 0s 23us/step - loss: 2805.6241 - mae: 43.4753 - val_loss: 2877.1582 - val_mae: 41.9577
Epoch 1546/2000
231/231 [==============================] - 0s 23us/step - loss: 2805.8820 - mae: 43.4817 - val_loss: 2877.4158 - val_mae: 41.9456
Epoch 1547/2000
231/231 [==============================] - 0s 36us/step - loss: 2819.4183 - mae: 43.5980 - val_loss: 2878.0115 - val_mae: 41.9174
Epoch 1548/2000
231/231 [==============================] - 0s 36us/step - loss: 2805.5477 - mae: 43.4494 - val_loss: 2876.8113 - val_mae: 41.9347
Epoch 1549/2000
231/231 [==============================] - 0s 24us/step - loss: 2816.3712 - mae: 43.4961 - val_loss: 2876.2778 - val_mae: 41.9803
Epoch 1550/2000
231/231 [==============================] - 0s 34us/step - loss: 2808.4891 - mae: 43.4865 - val_loss: 2875.9285 - val_mae: 41.9993
Epoch 1551/2000
231/231 [==============================] - 0s 26us/step - loss: 2814.1927 - mae: 43.6299 - val_loss: 2876.2241 - val_mae: 41.9462
Epoch 1552/2000
231/231 [==============================] - 0s 34us/step - loss: 2806.1039 - mae: 43.4684 - val_loss: 2876.4912 - val_mae: 41.9380
Epoch 1553/2000
231/231 [==============================] - 0s 31us/step - loss: 2808.0317 - mae: 43.4844 - val_loss: 2876.5552 - val_mae: 41.9216
Epoch 1554/2000
231/231 [==============================] - 0s 28us/step - loss: 2827.5870 - mae: 43.5359 - val_loss: 2875.5825 - val_mae: 41.9525
Epoch 1555/2000
231/231 [==============================] - 0s 33us/step - loss: 2804.8043 - mae: 43.4582 - val_loss: 2875.7375 - val_mae: 41.9406
Epoch 1556/2000
231/231 [==============================] - 0s 22us/step - loss: 2810.4431 - mae: 43.4972 - val_loss: 2875.5254 - val_mae: 41.9764
Epoch 1557/2000
231/231 [==============================] - 0s 24us/step - loss: 2807.1510 - mae: 43.4859 - val_loss: 2875.1829 - val_mae: 41.9897
Epoch 1558/2000
231/231 [==============================] - 0s 34us/step - loss: 2805.2130 - mae: 43.5058 - val_loss: 2875.3186 - val_mae: 41.9583
Epoch 1559/2000
231/231 [==============================] - 0s 38us/step - loss: 2805.4621 - mae: 43.4655 - val_loss: 2875.0745 - val_mae: 41.9644
Epoch 1560/2000
231/231 [==============================] - 0s 27us/step - loss: 2803.8320 - mae: 43.4707 - val_loss: 2875.1167 - val_mae: 41.9448
Epoch 1561/2000
231/231 [==============================] - 0s 28us/step - loss: 2806.6146 - mae: 43.4495 - val_loss: 2874.4268 - val_mae: 41.9718
Epoch 1562/2000
231/231 [==============================] - 0s 37us/step - loss: 2807.6098 - mae: 43.5355 - val_loss: 2874.9067 - val_mae: 41.9246
Epoch 1563/2000
231/231 [==============================] - 0s 25us/step - loss: 2807.4041 - mae: 43.4916 - val_loss: 2875.4697 - val_mae: 41.8980
Epoch 1564/2000
231/231 [==============================] - 0s 28us/step - loss: 2807.6347 - mae: 43.4865 - val_loss: 2876.1860 - val_mae: 41.8883
Epoch 1565/2000
231/231 [==============================] - 0s 24us/step - loss: 2803.6727 - mae: 43.4419 - val_loss: 2875.4001 - val_mae: 41.8971
Epoch 1566/2000
231/231 [==============================] - 0s 24us/step - loss: 2809.2474 - mae: 43.4782 - val_loss: 2873.9707 - val_mae: 41.9501
Epoch 1567/2000
231/231 [==============================] - 0s 30us/step - loss: 2803.7089 - mae: 43.4705 - val_loss: 2874.5173 - val_mae: 41.9365
Epoch 1568/2000
231/231 [==============================] - 0s 24us/step - loss: 2802.6901 - mae: 43.4575 - val_loss: 2874.9351 - val_mae: 41.9253
Epoch 1569/2000
231/231 [==============================] - 0s 26us/step - loss: 2814.9974 - mae: 43.4588 - val_loss: 2874.3489 - val_mae: 41.9661
Epoch 1570/2000
231/231 [==============================] - 0s 40us/step - loss: 2808.0046 - mae: 43.5712 - val_loss: 2874.9414 - val_mae: 41.9166
Epoch 1571/2000
231/231 [==============================] - 0s 37us/step - loss: 2804.1571 - mae: 43.4631 - val_loss: 2874.8694 - val_mae: 41.9045
Epoch 1572/2000
231/231 [==============================] - 0s 23us/step - loss: 2802.5403 - mae: 43.4229 - val_loss: 2874.8064 - val_mae: 41.9330
Epoch 1573/2000
231/231 [==============================] - 0s 33us/step - loss: 2804.7382 - mae: 43.4872 - val_loss: 2875.1919 - val_mae: 41.9052
Epoch 1574/2000
231/231 [==============================] - 0s 39us/step - loss: 2811.5317 - mae: 43.4358 - val_loss: 2874.3728 - val_mae: 41.9576
Epoch 1575/2000
231/231 [==============================] - 0s 24us/step - loss: 2802.3768 - mae: 43.4582 - val_loss: 2874.9097 - val_mae: 41.9299
Epoch 1576/2000
231/231 [==============================] - 0s 24us/step - loss: 2802.0774 - mae: 43.4301 - val_loss: 2874.2842 - val_mae: 41.9329
Epoch 1577/2000
231/231 [==============================] - 0s 29us/step - loss: 2808.5298 - mae: 43.5489 - val_loss: 2875.1475 - val_mae: 41.8923
Epoch 1578/2000
231/231 [==============================] - 0s 30us/step - loss: 2802.8990 - mae: 43.4263 - val_loss: 2874.5742 - val_mae: 41.9171
Epoch 1579/2000
231/231 [==============================] - 0s 25us/step - loss: 2801.3872 - mae: 43.4394 - val_loss: 2874.8308 - val_mae: 41.9124
Epoch 1580/2000
231/231 [==============================] - 0s 22us/step - loss: 2801.7434 - mae: 43.4171 - val_loss: 2874.1104 - val_mae: 41.9422
Epoch 1581/2000
231/231 [==============================] - 0s 40us/step - loss: 2801.8888 - mae: 43.4442 - val_loss: 2874.3179 - val_mae: 41.9183
Epoch 1582/2000
231/231 [==============================] - 0s 29us/step - loss: 2801.1016 - mae: 43.4174 - val_loss: 2873.9036 - val_mae: 41.9386
Epoch 1583/2000
231/231 [==============================] - 0s 24us/step - loss: 2806.4805 - mae: 43.4640 - val_loss: 2873.8325 - val_mae: 41.9788
Epoch 1584/2000
231/231 [==============================] - 0s 25us/step - loss: 2804.6703 - mae: 43.5223 - val_loss: 2874.3918 - val_mae: 41.9077
Epoch 1585/2000
231/231 [==============================] - 0s 33us/step - loss: 2803.4348 - mae: 43.4352 - val_loss: 2873.6833 - val_mae: 41.9551
Epoch 1586/2000
231/231 [==============================] - 0s 29us/step - loss: 2807.1633 - mae: 43.4692 - val_loss: 2873.2559 - val_mae: 41.9773
Epoch 1587/2000
231/231 [==============================] - 0s 34us/step - loss: 2804.2703 - mae: 43.4800 - val_loss: 2873.5229 - val_mae: 41.9735
Epoch 1588/2000
231/231 [==============================] - 0s 20us/step - loss: 2802.4185 - mae: 43.4828 - val_loss: 2873.6592 - val_mae: 41.9645
Epoch 1589/2000
231/231 [==============================] - 0s 28us/step - loss: 2802.4295 - mae: 43.4808 - val_loss: 2873.8721 - val_mae: 41.9022
Epoch 1590/2000
231/231 [==============================] - 0s 35us/step - loss: 2800.7399 - mae: 43.4105 - val_loss: 2873.7898 - val_mae: 41.9348
Epoch 1591/2000
231/231 [==============================] - 0s 26us/step - loss: 2808.4034 - mae: 43.5235 - val_loss: 2874.4094 - val_mae: 41.8816
Epoch 1592/2000
231/231 [==============================] - 0s 26us/step - loss: 2799.8733 - mae: 43.3998 - val_loss: 2873.4443 - val_mae: 41.8958
Epoch 1593/2000
231/231 [==============================] - 0s 33us/step - loss: 2799.6065 - mae: 43.4093 - val_loss: 2873.8584 - val_mae: 41.8886
Epoch 1594/2000
231/231 [==============================] - 0s 28us/step - loss: 2802.0551 - mae: 43.4298 - val_loss: 2873.6350 - val_mae: 41.8787
Epoch 1595/2000
231/231 [==============================] - 0s 30us/step - loss: 2802.8202 - mae: 43.4856 - val_loss: 2874.3076 - val_mae: 41.8617
Epoch 1596/2000
231/231 [==============================] - 0s 22us/step - loss: 2806.7862 - mae: 43.4626 - val_loss: 2874.6201 - val_mae: 41.8490
Epoch 1597/2000
231/231 [==============================] - 0s 36us/step - loss: 2800.0154 - mae: 43.3862 - val_loss: 2873.5957 - val_mae: 41.8674
Epoch 1598/2000
231/231 [==============================] - 0s 34us/step - loss: 2799.6782 - mae: 43.4180 - val_loss: 2873.4387 - val_mae: 41.8686
Epoch 1599/2000
231/231 [==============================] - 0s 27us/step - loss: 2813.7144 - mae: 43.4465 - val_loss: 2872.3027 - val_mae: 41.9105
Epoch 1600/2000
231/231 [==============================] - 0s 22us/step - loss: 2802.6781 - mae: 43.4873 - val_loss: 2872.6204 - val_mae: 41.8708
Epoch 1601/2000
231/231 [==============================] - 0s 29us/step - loss: 2801.4634 - mae: 43.4364 - val_loss: 2873.2607 - val_mae: 41.8575
Epoch 1602/2000
231/231 [==============================] - 0s 36us/step - loss: 2799.3542 - mae: 43.4024 - val_loss: 2873.3127 - val_mae: 41.8671
Epoch 1603/2000
231/231 [==============================] - 0s 24us/step - loss: 2805.6008 - mae: 43.4031 - val_loss: 2872.2803 - val_mae: 41.9186
Epoch 1604/2000
231/231 [==============================] - 0s 21us/step - loss: 2800.7511 - mae: 43.4307 - val_loss: 2872.4309 - val_mae: 41.9353
Epoch 1605/2000
231/231 [==============================] - 0s 38us/step - loss: 2813.3578 - mae: 43.5806 - val_loss: 2872.4026 - val_mae: 41.9546
Epoch 1606/2000
231/231 [==============================] - 0s 24us/step - loss: 2799.5849 - mae: 43.4453 - val_loss: 2872.0505 - val_mae: 41.9396
Epoch 1607/2000
231/231 [==============================] - 0s 22us/step - loss: 2800.1087 - mae: 43.4091 - val_loss: 2872.1538 - val_mae: 41.9407
Epoch 1608/2000
231/231 [==============================] - 0s 24us/step - loss: 2797.8329 - mae: 43.4310 - val_loss: 2872.2695 - val_mae: 41.9160
Epoch 1609/2000
231/231 [==============================] - 0s 33us/step - loss: 2798.3133 - mae: 43.4286 - val_loss: 2872.5173 - val_mae: 41.8837
Epoch 1610/2000
231/231 [==============================] - 0s 24us/step - loss: 2798.1938 - mae: 43.4015 - val_loss: 2872.3738 - val_mae: 41.9119
Epoch 1611/2000
231/231 [==============================] - 0s 27us/step - loss: 2804.2634 - mae: 43.5050 - val_loss: 2873.6284 - val_mae: 41.8639
Epoch 1612/2000
231/231 [==============================] - 0s 29us/step - loss: 2798.4094 - mae: 43.3851 - val_loss: 2873.3501 - val_mae: 41.8574
Epoch 1613/2000
231/231 [==============================] - 0s 24us/step - loss: 2797.8415 - mae: 43.3706 - val_loss: 2872.7312 - val_mae: 41.8628
Epoch 1614/2000
231/231 [==============================] - 0s 30us/step - loss: 2797.7503 - mae: 43.3845 - val_loss: 2871.8828 - val_mae: 41.8890
Epoch 1615/2000
231/231 [==============================] - 0s 28us/step - loss: 2796.9528 - mae: 43.3944 - val_loss: 2871.1455 - val_mae: 41.8897
Epoch 1616/2000
231/231 [==============================] - 0s 23us/step - loss: 2798.8262 - mae: 43.3731 - val_loss: 2870.7400 - val_mae: 41.9167
Epoch 1617/2000
231/231 [==============================] - 0s 26us/step - loss: 2797.3028 - mae: 43.4061 - val_loss: 2870.6123 - val_mae: 41.8931
Epoch 1618/2000
231/231 [==============================] - 0s 37us/step - loss: 2800.5941 - mae: 43.3998 - val_loss: 2870.4727 - val_mae: 41.9307
Epoch 1619/2000
231/231 [==============================] - 0s 30us/step - loss: 2816.9231 - mae: 43.6495 - val_loss: 2870.8938 - val_mae: 41.8848
Epoch 1620/2000
231/231 [==============================] - 0s 26us/step - loss: 2796.7727 - mae: 43.4016 - val_loss: 2870.8398 - val_mae: 41.8676
Epoch 1621/2000
231/231 [==============================] - 0s 32us/step - loss: 2797.2918 - mae: 43.3861 - val_loss: 2871.0872 - val_mae: 41.8686
Epoch 1622/2000
231/231 [==============================] - 0s 38us/step - loss: 2796.7910 - mae: 43.3951 - val_loss: 2871.1196 - val_mae: 41.8594
Epoch 1623/2000
231/231 [==============================] - 0s 24us/step - loss: 2814.3527 - mae: 43.4289 - val_loss: 2870.6230 - val_mae: 41.8911
Epoch 1624/2000
231/231 [==============================] - 0s 29us/step - loss: 2798.7053 - mae: 43.4526 - val_loss: 2871.3545 - val_mae: 41.8557
Epoch 1625/2000
231/231 [==============================] - 0s 40us/step - loss: 2795.6859 - mae: 43.3715 - val_loss: 2870.8130 - val_mae: 41.8591
Epoch 1626/2000
231/231 [==============================] - 0s 28us/step - loss: 2795.5469 - mae: 43.3767 - val_loss: 2870.7664 - val_mae: 41.8589
Epoch 1627/2000
231/231 [==============================] - 0s 23us/step - loss: 2803.6319 - mae: 43.4071 - val_loss: 2870.1987 - val_mae: 41.8992
Epoch 1628/2000
231/231 [==============================] - 0s 29us/step - loss: 2796.4032 - mae: 43.4192 - val_loss: 2870.2239 - val_mae: 41.8607
Epoch 1629/2000
231/231 [==============================] - 0s 28us/step - loss: 2809.7087 - mae: 43.4777 - val_loss: 2870.9448 - val_mae: 41.8286
Epoch 1630/2000
231/231 [==============================] - 0s 26us/step - loss: 2803.2702 - mae: 43.4845 - val_loss: 2871.5488 - val_mae: 41.8119
Epoch 1631/2000
231/231 [==============================] - 0s 27us/step - loss: 2795.8865 - mae: 43.3480 - val_loss: 2870.2280 - val_mae: 41.8260
Epoch 1632/2000
231/231 [==============================] - 0s 36us/step - loss: 2796.6422 - mae: 43.3614 - val_loss: 2869.7876 - val_mae: 41.8552
Epoch 1633/2000
231/231 [==============================] - 0s 33us/step - loss: 2797.4340 - mae: 43.3681 - val_loss: 2869.0122 - val_mae: 41.8791
Epoch 1634/2000
231/231 [==============================] - 0s 27us/step - loss: 2796.9546 - mae: 43.4075 - val_loss: 2868.4900 - val_mae: 41.8845
Epoch 1635/2000
231/231 [==============================] - 0s 26us/step - loss: 2795.3035 - mae: 43.4246 - val_loss: 2868.9841 - val_mae: 41.8481
Epoch 1636/2000
231/231 [==============================] - 0s 30us/step - loss: 2795.4633 - mae: 43.3868 - val_loss: 2869.1360 - val_mae: 41.8360
Epoch 1637/2000
231/231 [==============================] - 0s 30us/step - loss: 2797.5233 - mae: 43.3436 - val_loss: 2868.8718 - val_mae: 41.8737
Epoch 1638/2000
231/231 [==============================] - 0s 23us/step - loss: 2795.1513 - mae: 43.4059 - val_loss: 2868.8960 - val_mae: 41.8395
Epoch 1639/2000
231/231 [==============================] - 0s 26us/step - loss: 2799.2917 - mae: 43.4372 - val_loss: 2868.1274 - val_mae: 41.8798
Epoch 1640/2000
231/231 [==============================] - 0s 29us/step - loss: 2795.5616 - mae: 43.3878 - val_loss: 2868.1697 - val_mae: 41.8803
Epoch 1641/2000
231/231 [==============================] - 0s 22us/step - loss: 2795.6366 - mae: 43.4181 - val_loss: 2868.9014 - val_mae: 41.8384
Epoch 1642/2000
231/231 [==============================] - 0s 30us/step - loss: 2796.2827 - mae: 43.3863 - val_loss: 2868.2781 - val_mae: 41.8697
Epoch 1643/2000
231/231 [==============================] - 0s 25us/step - loss: 2801.8103 - mae: 43.4678 - val_loss: 2868.9553 - val_mae: 41.8086
Epoch 1644/2000
231/231 [==============================] - 0s 31us/step - loss: 2810.8465 - mae: 43.4775 - val_loss: 2869.5457 - val_mae: 41.7907
Epoch 1645/2000
231/231 [==============================] - 0s 31us/step - loss: 2795.7632 - mae: 43.3405 - val_loss: 2868.4343 - val_mae: 41.8268
Epoch 1646/2000
231/231 [==============================] - 0s 26us/step - loss: 2796.4458 - mae: 43.3444 - val_loss: 2868.0139 - val_mae: 41.8568
Epoch 1647/2000
231/231 [==============================] - 0s 22us/step - loss: 2797.0685 - mae: 43.3875 - val_loss: 2867.3772 - val_mae: 41.8727
Epoch 1648/2000
231/231 [==============================] - 0s 28us/step - loss: 2795.8177 - mae: 43.3771 - val_loss: 2867.6003 - val_mae: 41.8824
Epoch 1649/2000
231/231 [==============================] - 0s 27us/step - loss: 2794.3435 - mae: 43.4209 - val_loss: 2867.3765 - val_mae: 41.8425
Epoch 1650/2000
231/231 [==============================] - 0s 32us/step - loss: 2797.8758 - mae: 43.3976 - val_loss: 2867.4756 - val_mae: 41.8724
Epoch 1651/2000
231/231 [==============================] - 0s 20us/step - loss: 2793.4718 - mae: 43.3915 - val_loss: 2867.9873 - val_mae: 41.8313
Epoch 1652/2000
231/231 [==============================] - 0s 30us/step - loss: 2806.2763 - mae: 43.4055 - val_loss: 2867.3149 - val_mae: 41.8608
Epoch 1653/2000
231/231 [==============================] - 0s 33us/step - loss: 2794.0396 - mae: 43.3757 - val_loss: 2866.9189 - val_mae: 41.8636
Epoch 1654/2000
231/231 [==============================] - 0s 27us/step - loss: 2807.3192 - mae: 43.5032 - val_loss: 2867.9758 - val_mae: 41.8224
Epoch 1655/2000
231/231 [==============================] - 0s 32us/step - loss: 2792.7761 - mae: 43.3531 - val_loss: 2868.4724 - val_mae: 41.8164
Epoch 1656/2000
231/231 [==============================] - 0s 39us/step - loss: 2791.3960 - mae: 43.3339 - val_loss: 2868.6931 - val_mae: 41.8246
Epoch 1657/2000
231/231 [==============================] - 0s 27us/step - loss: 2796.6211 - mae: 43.3957 - val_loss: 2869.2654 - val_mae: 41.7970
Epoch 1658/2000
231/231 [==============================] - 0s 26us/step - loss: 2799.9908 - mae: 43.3796 - val_loss: 2870.0906 - val_mae: 41.7824
Epoch 1659/2000
231/231 [==============================] - 0s 23us/step - loss: 2793.3980 - mae: 43.3217 - val_loss: 2869.7927 - val_mae: 41.7882
Epoch 1660/2000
231/231 [==============================] - 0s 32us/step - loss: 2793.1582 - mae: 43.3656 - val_loss: 2869.8752 - val_mae: 41.7849
Epoch 1661/2000
231/231 [==============================] - 0s 42us/step - loss: 2800.5838 - mae: 43.4214 - val_loss: 2870.8384 - val_mae: 41.7729
Epoch 1662/2000
231/231 [==============================] - 0s 27us/step - loss: 2803.7080 - mae: 43.4548 - val_loss: 2871.4529 - val_mae: 41.7648
Epoch 1663/2000
231/231 [==============================] - 0s 29us/step - loss: 2791.6137 - mae: 43.2921 - val_loss: 2870.4800 - val_mae: 41.7905
Epoch 1664/2000
231/231 [==============================] - 0s 23us/step - loss: 2792.9054 - mae: 43.3052 - val_loss: 2869.3315 - val_mae: 41.8225
Epoch 1665/2000
231/231 [==============================] - 0s 34us/step - loss: 2815.2673 - mae: 43.4911 - val_loss: 2868.5593 - val_mae: 41.8434
Epoch 1666/2000
231/231 [==============================] - 0s 24us/step - loss: 2793.5890 - mae: 43.3860 - val_loss: 2868.5039 - val_mae: 41.8115
Epoch 1667/2000
231/231 [==============================] - 0s 25us/step - loss: 2791.3310 - mae: 43.3459 - val_loss: 2868.9546 - val_mae: 41.8011
Epoch 1668/2000
231/231 [==============================] - 0s 31us/step - loss: 2790.9781 - mae: 43.3295 - val_loss: 2869.2979 - val_mae: 41.7984
Epoch 1669/2000
231/231 [==============================] - 0s 20us/step - loss: 2793.1584 - mae: 43.3405 - val_loss: 2869.7070 - val_mae: 41.7848
Epoch 1670/2000
231/231 [==============================] - 0s 24us/step - loss: 2793.0581 - mae: 43.3218 - val_loss: 2869.5942 - val_mae: 41.7783
Epoch 1671/2000
231/231 [==============================] - 0s 23us/step - loss: 2793.4675 - mae: 43.2985 - val_loss: 2868.4646 - val_mae: 41.8185
Epoch 1672/2000
231/231 [==============================] - 0s 25us/step - loss: 2790.1853 - mae: 43.3364 - val_loss: 2868.5405 - val_mae: 41.8092
Epoch 1673/2000
231/231 [==============================] - 0s 36us/step - loss: 2790.7820 - mae: 43.3362 - val_loss: 2868.8625 - val_mae: 41.8026
Epoch 1674/2000
231/231 [==============================] - 0s 25us/step - loss: 2790.9310 - mae: 43.3773 - val_loss: 2869.1638 - val_mae: 41.7829
Epoch 1675/2000
231/231 [==============================] - 0s 26us/step - loss: 2790.2616 - mae: 43.3070 - val_loss: 2868.1235 - val_mae: 41.8045
Epoch 1676/2000
231/231 [==============================] - 0s 28us/step - loss: 2792.9113 - mae: 43.3001 - val_loss: 2867.6497 - val_mae: 41.8452
Epoch 1677/2000
231/231 [==============================] - 0s 40us/step - loss: 2793.6760 - mae: 43.3588 - val_loss: 2867.6096 - val_mae: 41.8658
Epoch 1678/2000
231/231 [==============================] - 0s 35us/step - loss: 2815.7796 - mae: 43.6131 - val_loss: 2867.3318 - val_mae: 41.8217
Epoch 1679/2000
231/231 [==============================] - 0s 31us/step - loss: 2795.7718 - mae: 43.3683 - val_loss: 2867.4326 - val_mae: 41.8465
Epoch 1680/2000
231/231 [==============================] - 0s 36us/step - loss: 2790.6904 - mae: 43.3891 - val_loss: 2867.8379 - val_mae: 41.8091
Epoch 1681/2000
231/231 [==============================] - 0s 23us/step - loss: 2790.9215 - mae: 43.3600 - val_loss: 2868.2908 - val_mae: 41.7917
Epoch 1682/2000
231/231 [==============================] - 0s 27us/step - loss: 2788.4020 - mae: 43.3028 - val_loss: 2867.8772 - val_mae: 41.8011
Epoch 1683/2000
231/231 [==============================] - 0s 29us/step - loss: 2789.3339 - mae: 43.3555 - val_loss: 2868.7075 - val_mae: 41.7867
Epoch 1684/2000
231/231 [==============================] - 0s 29us/step - loss: 2810.5602 - mae: 43.5309 - val_loss: 2869.2412 - val_mae: 41.7719
Epoch 1685/2000
231/231 [==============================] - 0s 33us/step - loss: 2791.0220 - mae: 43.3021 - val_loss: 2867.8130 - val_mae: 41.7966
Epoch 1686/2000
231/231 [==============================] - 0s 25us/step - loss: 2788.2378 - mae: 43.3113 - val_loss: 2868.1245 - val_mae: 41.7977
Epoch 1687/2000
231/231 [==============================] - 0s 31us/step - loss: 2788.4179 - mae: 43.3060 - val_loss: 2868.1453 - val_mae: 41.8082
Epoch 1688/2000
231/231 [==============================] - 0s 29us/step - loss: 2789.7080 - mae: 43.3197 - val_loss: 2867.7463 - val_mae: 41.8259
Epoch 1689/2000
231/231 [==============================] - 0s 24us/step - loss: 2793.1174 - mae: 43.3285 - val_loss: 2867.6797 - val_mae: 41.8452
Epoch 1690/2000
231/231 [==============================] - 0s 27us/step - loss: 2793.2150 - mae: 43.3727 - val_loss: 2867.4805 - val_mae: 41.8571
Epoch 1691/2000
231/231 [==============================] - 0s 27us/step - loss: 2790.6737 - mae: 43.3743 - val_loss: 2866.7961 - val_mae: 41.8464
Epoch 1692/2000
231/231 [==============================] - 0s 20us/step - loss: 2795.1599 - mae: 43.4608 - val_loss: 2867.6431 - val_mae: 41.7914
Epoch 1693/2000
231/231 [==============================] - 0s 31us/step - loss: 2791.5825 - mae: 43.3210 - val_loss: 2867.2205 - val_mae: 41.8210
Epoch 1694/2000
231/231 [==============================] - 0s 24us/step - loss: 2791.6976 - mae: 43.3671 - val_loss: 2868.1650 - val_mae: 41.7807
Epoch 1695/2000
231/231 [==============================] - 0s 23us/step - loss: 2787.2898 - mae: 43.2842 - val_loss: 2868.0562 - val_mae: 41.8037
Epoch 1696/2000
231/231 [==============================] - 0s 31us/step - loss: 2788.2556 - mae: 43.3433 - val_loss: 2868.3655 - val_mae: 41.7777
Epoch 1697/2000
231/231 [==============================] - 0s 25us/step - loss: 2792.6407 - mae: 43.3809 - val_loss: 2868.7380 - val_mae: 41.7552
Epoch 1698/2000
231/231 [==============================] - 0s 26us/step - loss: 2795.0939 - mae: 43.3343 - val_loss: 2869.1516 - val_mae: 41.7415
Epoch 1699/2000
231/231 [==============================] - 0s 35us/step - loss: 2787.0689 - mae: 43.2526 - val_loss: 2868.3550 - val_mae: 41.7573
Epoch 1700/2000
231/231 [==============================] - 0s 30us/step - loss: 2788.4398 - mae: 43.2796 - val_loss: 2867.5388 - val_mae: 41.8001
Epoch 1701/2000
231/231 [==============================] - 0s 29us/step - loss: 2789.7489 - mae: 43.3345 - val_loss: 2866.6992 - val_mae: 41.8296
Epoch 1702/2000
231/231 [==============================] - 0s 23us/step - loss: 2788.4037 - mae: 43.3236 - val_loss: 2866.7837 - val_mae: 41.8365
Epoch 1703/2000
231/231 [==============================] - 0s 30us/step - loss: 2795.1767 - mae: 43.4909 - val_loss: 2867.2251 - val_mae: 41.7722
Epoch 1704/2000
231/231 [==============================] - 0s 43us/step - loss: 2790.3598 - mae: 43.3669 - val_loss: 2867.7451 - val_mae: 41.7497
Epoch 1705/2000
231/231 [==============================] - 0s 25us/step - loss: 2790.4111 - mae: 43.2686 - val_loss: 2865.8916 - val_mae: 41.7906
Epoch 1706/2000
231/231 [==============================] - 0s 31us/step - loss: 2786.3581 - mae: 43.3142 - val_loss: 2866.2732 - val_mae: 41.7756
Epoch 1707/2000
231/231 [==============================] - 0s 27us/step - loss: 2794.5574 - mae: 43.2970 - val_loss: 2865.8799 - val_mae: 41.8168
Epoch 1708/2000
231/231 [==============================] - 0s 37us/step - loss: 2786.9064 - mae: 43.3175 - val_loss: 2865.5637 - val_mae: 41.8219
Epoch 1709/2000
231/231 [==============================] - 0s 27us/step - loss: 2785.3450 - mae: 43.3154 - val_loss: 2865.4441 - val_mae: 41.8062
Epoch 1710/2000
231/231 [==============================] - 0s 22us/step - loss: 2786.4793 - mae: 43.3341 - val_loss: 2866.1736 - val_mae: 41.7717
Epoch 1711/2000
231/231 [==============================] - 0s 30us/step - loss: 2803.9728 - mae: 43.3518 - val_loss: 2865.5217 - val_mae: 41.7962
Epoch 1712/2000
231/231 [==============================] - 0s 24us/step - loss: 2785.2643 - mae: 43.3052 - val_loss: 2865.6238 - val_mae: 41.8020
Epoch 1713/2000
231/231 [==============================] - 0s 32us/step - loss: 2791.5527 - mae: 43.4071 - val_loss: 2866.7141 - val_mae: 41.7605
Epoch 1714/2000
231/231 [==============================] - 0s 28us/step - loss: 2784.6114 - mae: 43.2728 - val_loss: 2866.7874 - val_mae: 41.7667
Epoch 1715/2000
231/231 [==============================] - 0s 41us/step - loss: 2784.1117 - mae: 43.2643 - val_loss: 2866.4978 - val_mae: 41.7757
Epoch 1716/2000
231/231 [==============================] - 0s 34us/step - loss: 2784.9978 - mae: 43.2892 - val_loss: 2865.8677 - val_mae: 41.7892
Epoch 1717/2000
231/231 [==============================] - 0s 27us/step - loss: 2786.2067 - mae: 43.2983 - val_loss: 2865.9314 - val_mae: 41.8066
Epoch 1718/2000
231/231 [==============================] - 0s 22us/step - loss: 2792.7129 - mae: 43.3413 - val_loss: 2865.7515 - val_mae: 41.8272
Epoch 1719/2000
231/231 [==============================] - 0s 31us/step - loss: 2786.5327 - mae: 43.3734 - val_loss: 2866.4019 - val_mae: 41.7687
Epoch 1720/2000
231/231 [==============================] - 0s 33us/step - loss: 2783.7073 - mae: 43.2764 - val_loss: 2865.8359 - val_mae: 41.7630
Epoch 1721/2000
231/231 [==============================] - 0s 26us/step - loss: 2784.4835 - mae: 43.2953 - val_loss: 2866.4570 - val_mae: 41.7445
Epoch 1722/2000
231/231 [==============================] - 0s 24us/step - loss: 2784.2144 - mae: 43.2679 - val_loss: 2866.7129 - val_mae: 41.7429
Epoch 1723/2000
231/231 [==============================] - 0s 31us/step - loss: 2783.4484 - mae: 43.2656 - val_loss: 2866.8064 - val_mae: 41.7421
Epoch 1724/2000
231/231 [==============================] - 0s 36us/step - loss: 2799.9747 - mae: 43.4886 - val_loss: 2867.7764 - val_mae: 41.7246
Epoch 1725/2000
231/231 [==============================] - 0s 30us/step - loss: 2785.2563 - mae: 43.2551 - val_loss: 2867.1096 - val_mae: 41.7401
Epoch 1726/2000
231/231 [==============================] - 0s 28us/step - loss: 2793.4485 - mae: 43.3697 - val_loss: 2868.1033 - val_mae: 41.7188
Epoch 1727/2000
231/231 [==============================] - 0s 28us/step - loss: 2783.2892 - mae: 43.2248 - val_loss: 2867.3926 - val_mae: 41.7430
Epoch 1728/2000
231/231 [==============================] - 0s 33us/step - loss: 2782.8701 - mae: 43.2448 - val_loss: 2866.6919 - val_mae: 41.7549
Epoch 1729/2000
231/231 [==============================] - 0s 26us/step - loss: 2782.5303 - mae: 43.2692 - val_loss: 2867.1987 - val_mae: 41.7481
Epoch 1730/2000
231/231 [==============================] - 0s 30us/step - loss: 2787.2485 - mae: 43.2732 - val_loss: 2866.4209 - val_mae: 41.7885
Epoch 1731/2000
231/231 [==============================] - 0s 24us/step - loss: 2783.2629 - mae: 43.2740 - val_loss: 2865.9558 - val_mae: 41.7924
Epoch 1732/2000
231/231 [==============================] - 0s 32us/step - loss: 2783.2832 - mae: 43.3028 - val_loss: 2866.3723 - val_mae: 41.7457
Epoch 1733/2000
231/231 [==============================] - 0s 25us/step - loss: 2783.1524 - mae: 43.2592 - val_loss: 2866.3508 - val_mae: 41.7325
Epoch 1734/2000
231/231 [==============================] - 0s 26us/step - loss: 2782.3208 - mae: 43.2444 - val_loss: 2865.8997 - val_mae: 41.7413
Epoch 1735/2000
231/231 [==============================] - 0s 32us/step - loss: 2781.2233 - mae: 43.2419 - val_loss: 2865.5649 - val_mae: 41.7469
Epoch 1736/2000
231/231 [==============================] - 0s 22us/step - loss: 2783.2223 - mae: 43.2631 - val_loss: 2866.0540 - val_mae: 41.7235
Epoch 1737/2000
231/231 [==============================] - 0s 26us/step - loss: 2782.0228 - mae: 43.2274 - val_loss: 2864.8960 - val_mae: 41.7750
Epoch 1738/2000
231/231 [==============================] - 0s 31us/step - loss: 2790.1019 - mae: 43.3870 - val_loss: 2866.1199 - val_mae: 41.7132
Epoch 1739/2000
231/231 [==============================] - 0s 24us/step - loss: 2782.5154 - mae: 43.2463 - val_loss: 2866.2747 - val_mae: 41.7126
Epoch 1740/2000
231/231 [==============================] - 0s 37us/step - loss: 2782.2259 - mae: 43.2706 - val_loss: 2866.4333 - val_mae: 41.7105
Epoch 1741/2000
231/231 [==============================] - 0s 21us/step - loss: 2788.5677 - mae: 43.2476 - val_loss: 2864.7419 - val_mae: 41.7684
Epoch 1742/2000
231/231 [==============================] - 0s 25us/step - loss: 2788.1334 - mae: 43.3162 - val_loss: 2864.4600 - val_mae: 41.7903
Epoch 1743/2000
231/231 [==============================] - 0s 37us/step - loss: 2784.8287 - mae: 43.3074 - val_loss: 2864.2776 - val_mae: 41.7965
Epoch 1744/2000
231/231 [==============================] - 0s 30us/step - loss: 2781.3901 - mae: 43.3129 - val_loss: 2864.0964 - val_mae: 41.7628
Epoch 1745/2000
231/231 [==============================] - 0s 31us/step - loss: 2783.8281 - mae: 43.3192 - val_loss: 2865.3213 - val_mae: 41.7081
Epoch 1746/2000
231/231 [==============================] - 0s 32us/step - loss: 2783.5997 - mae: 43.2803 - val_loss: 2865.9924 - val_mae: 41.6935
Epoch 1747/2000
231/231 [==============================] - 0s 25us/step - loss: 2781.7881 - mae: 43.2075 - val_loss: 2864.5227 - val_mae: 41.7371
Epoch 1748/2000
231/231 [==============================] - 0s 26us/step - loss: 2787.9190 - mae: 43.2441 - val_loss: 2863.6812 - val_mae: 41.7707
Epoch 1749/2000
231/231 [==============================] - 0s 20us/step - loss: 2786.0931 - mae: 43.2707 - val_loss: 2863.2678 - val_mae: 41.7836
Epoch 1750/2000
231/231 [==============================] - 0s 22us/step - loss: 2782.1059 - mae: 43.2796 - val_loss: 2863.1580 - val_mae: 41.7696
Epoch 1751/2000
231/231 [==============================] - 0s 34us/step - loss: 2782.5825 - mae: 43.3165 - val_loss: 2862.7378 - val_mae: 41.7586
Epoch 1752/2000
231/231 [==============================] - 0s 21us/step - loss: 2784.6221 - mae: 43.3426 - val_loss: 2863.6636 - val_mae: 41.6983
Epoch 1753/2000
231/231 [==============================] - 0s 41us/step - loss: 2779.8534 - mae: 43.2342 - val_loss: 2863.4553 - val_mae: 41.6843
Epoch 1754/2000
231/231 [==============================] - 0s 30us/step - loss: 2779.3019 - mae: 43.2055 - val_loss: 2862.4629 - val_mae: 41.7025
Epoch 1755/2000
231/231 [==============================] - 0s 25us/step - loss: 2797.6774 - mae: 43.3209 - val_loss: 2861.9739 - val_mae: 41.7303
Epoch 1756/2000
231/231 [==============================] - 0s 31us/step - loss: 2780.0083 - mae: 43.2594 - val_loss: 2861.7019 - val_mae: 41.7165
Epoch 1757/2000
231/231 [==============================] - 0s 24us/step - loss: 2780.3562 - mae: 43.2925 - val_loss: 2862.1606 - val_mae: 41.6905
Epoch 1758/2000
231/231 [==============================] - 0s 20us/step - loss: 2780.4361 - mae: 43.2666 - val_loss: 2863.0959 - val_mae: 41.6742
Epoch 1759/2000
231/231 [==============================] - 0s 28us/step - loss: 2779.4166 - mae: 43.2204 - val_loss: 2863.1492 - val_mae: 41.6742
Epoch 1760/2000
231/231 [==============================] - 0s 20us/step - loss: 2785.2293 - mae: 43.3118 - val_loss: 2864.4089 - val_mae: 41.6555
Epoch 1761/2000
231/231 [==============================] - 0s 40us/step - loss: 2794.8465 - mae: 43.3662 - val_loss: 2864.6523 - val_mae: 41.6454
Epoch 1762/2000
231/231 [==============================] - 0s 22us/step - loss: 2780.1074 - mae: 43.1798 - val_loss: 2862.5664 - val_mae: 41.6826
Epoch 1763/2000
231/231 [==============================] - 0s 31us/step - loss: 2786.8515 - mae: 43.3006 - val_loss: 2863.5808 - val_mae: 41.6629
Epoch 1764/2000
231/231 [==============================] - 0s 29us/step - loss: 2779.7469 - mae: 43.1874 - val_loss: 2862.2717 - val_mae: 41.6914
Epoch 1765/2000
231/231 [==============================] - 0s 22us/step - loss: 2783.9064 - mae: 43.2525 - val_loss: 2861.9185 - val_mae: 41.7213
Epoch 1766/2000
231/231 [==============================] - 0s 31us/step - loss: 2780.8485 - mae: 43.2566 - val_loss: 2861.8450 - val_mae: 41.7368
Epoch 1767/2000
231/231 [==============================] - 0s 38us/step - loss: 2779.7749 - mae: 43.2996 - val_loss: 2862.3030 - val_mae: 41.6947
Epoch 1768/2000
231/231 [==============================] - 0s 32us/step - loss: 2778.9550 - mae: 43.2505 - val_loss: 2862.4753 - val_mae: 41.6849
Epoch 1769/2000
231/231 [==============================] - 0s 24us/step - loss: 2785.7238 - mae: 43.2441 - val_loss: 2861.4949 - val_mae: 41.7143
Epoch 1770/2000
231/231 [==============================] - 0s 21us/step - loss: 2778.1686 - mae: 43.2670 - val_loss: 2861.5618 - val_mae: 41.6860
Epoch 1771/2000
231/231 [==============================] - 0s 35us/step - loss: 2777.7613 - mae: 43.2083 - val_loss: 2861.1243 - val_mae: 41.6992
Epoch 1772/2000
231/231 [==============================] - 0s 29us/step - loss: 2779.8217 - mae: 43.2733 - val_loss: 2862.0413 - val_mae: 41.6699
Epoch 1773/2000
231/231 [==============================] - 0s 24us/step - loss: 2789.6455 - mae: 43.3192 - val_loss: 2861.3833 - val_mae: 41.7039
Epoch 1774/2000
231/231 [==============================] - 0s 23us/step - loss: 2779.5347 - mae: 43.2781 - val_loss: 2861.8228 - val_mae: 41.6720
Epoch 1775/2000
231/231 [==============================] - 0s 32us/step - loss: 2787.5652 - mae: 43.2029 - val_loss: 2861.3071 - val_mae: 41.7028
Epoch 1776/2000
231/231 [==============================] - 0s 40us/step - loss: 2776.9080 - mae: 43.2381 - val_loss: 2861.3064 - val_mae: 41.6904
Epoch 1777/2000
231/231 [==============================] - 0s 27us/step - loss: 2778.5019 - mae: 43.2368 - val_loss: 2861.4036 - val_mae: 41.6963
Epoch 1778/2000
231/231 [==============================] - 0s 22us/step - loss: 2776.8859 - mae: 43.2427 - val_loss: 2862.0317 - val_mae: 41.6794
Epoch 1779/2000
231/231 [==============================] - 0s 27us/step - loss: 2776.5009 - mae: 43.2115 - val_loss: 2861.9763 - val_mae: 41.6718
Epoch 1780/2000
231/231 [==============================] - 0s 24us/step - loss: 2775.9479 - mae: 43.2031 - val_loss: 2861.4917 - val_mae: 41.6650
Epoch 1781/2000
231/231 [==============================] - 0s 32us/step - loss: 2779.8834 - mae: 43.2536 - val_loss: 2862.0750 - val_mae: 41.6380
Epoch 1782/2000
231/231 [==============================] - 0s 27us/step - loss: 2780.0911 - mae: 43.1796 - val_loss: 2860.5842 - val_mae: 41.6846
Epoch 1783/2000
231/231 [==============================] - 0s 34us/step - loss: 2783.3660 - mae: 43.2045 - val_loss: 2860.0752 - val_mae: 41.7142
Epoch 1784/2000
231/231 [==============================] - 0s 43us/step - loss: 2779.6537 - mae: 43.2931 - val_loss: 2860.7378 - val_mae: 41.6626
Epoch 1785/2000
231/231 [==============================] - 0s 21us/step - loss: 2778.0124 - mae: 43.2014 - val_loss: 2860.4775 - val_mae: 41.6727
Epoch 1786/2000
231/231 [==============================] - 0s 24us/step - loss: 2800.7162 - mae: 43.3670 - val_loss: 2860.4202 - val_mae: 41.6873
Epoch 1787/2000
231/231 [==============================] - 0s 25us/step - loss: 2776.3946 - mae: 43.2375 - val_loss: 2860.4119 - val_mae: 41.6707
Epoch 1788/2000
231/231 [==============================] - 0s 32us/step - loss: 2782.6464 - mae: 43.2761 - val_loss: 2861.6587 - val_mae: 41.6482
Epoch 1789/2000
231/231 [==============================] - 0s 26us/step - loss: 2776.3192 - mae: 43.2019 - val_loss: 2861.8108 - val_mae: 41.6428
Epoch 1790/2000
231/231 [==============================] - 0s 28us/step - loss: 2780.5018 - mae: 43.2171 - val_loss: 2860.5994 - val_mae: 41.6737
Epoch 1791/2000
231/231 [==============================] - 0s 35us/step - loss: 2777.8574 - mae: 43.2218 - val_loss: 2859.7937 - val_mae: 41.6900
Epoch 1792/2000
231/231 [==============================] - 0s 22us/step - loss: 2776.8212 - mae: 43.2256 - val_loss: 2860.1812 - val_mae: 41.6942
Epoch 1793/2000
231/231 [==============================] - 0s 29us/step - loss: 2779.9107 - mae: 43.2989 - val_loss: 2860.9353 - val_mae: 41.6553
Epoch 1794/2000
231/231 [==============================] - 0s 27us/step - loss: 2775.5194 - mae: 43.1930 - val_loss: 2861.3953 - val_mae: 41.6520
Epoch 1795/2000
231/231 [==============================] - 0s 27us/step - loss: 2774.2126 - mae: 43.1689 - val_loss: 2860.6321 - val_mae: 41.6625
Epoch 1796/2000
231/231 [==============================] - 0s 41us/step - loss: 2774.6558 - mae: 43.1917 - val_loss: 2860.8711 - val_mae: 41.6716
Epoch 1797/2000
231/231 [==============================] - 0s 30us/step - loss: 2774.7208 - mae: 43.2260 - val_loss: 2861.7205 - val_mae: 41.6577
Epoch 1798/2000
231/231 [==============================] - 0s 32us/step - loss: 2778.0161 - mae: 43.1678 - val_loss: 2861.0386 - val_mae: 41.6980
Epoch 1799/2000
231/231 [==============================] - 0s 28us/step - loss: 2775.3271 - mae: 43.2071 - val_loss: 2860.6677 - val_mae: 41.7050
Epoch 1800/2000
231/231 [==============================] - 0s 39us/step - loss: 2773.9256 - mae: 43.2212 - val_loss: 2860.5090 - val_mae: 41.6759
Epoch 1801/2000
231/231 [==============================] - 0s 20us/step - loss: 2782.0935 - mae: 43.2516 - val_loss: 2860.0498 - val_mae: 41.7089
Epoch 1802/2000
231/231 [==============================] - 0s 28us/step - loss: 2773.7690 - mae: 43.2080 - val_loss: 2860.4058 - val_mae: 41.6949
Epoch 1803/2000
231/231 [==============================] - 0s 30us/step - loss: 2773.5245 - mae: 43.2222 - val_loss: 2861.0417 - val_mae: 41.6670
Epoch 1804/2000
231/231 [==============================] - 0s 25us/step - loss: 2773.8168 - mae: 43.1818 - val_loss: 2860.2915 - val_mae: 41.6840
Epoch 1805/2000
231/231 [==============================] - 0s 25us/step - loss: 2774.0306 - mae: 43.1871 - val_loss: 2860.3843 - val_mae: 41.6996
Epoch 1806/2000
231/231 [==============================] - 0s 37us/step - loss: 2779.1507 - mae: 43.2148 - val_loss: 2860.4160 - val_mae: 41.7194
Epoch 1807/2000
231/231 [==============================] - 0s 23us/step - loss: 2780.2635 - mae: 43.2728 - val_loss: 2860.0823 - val_mae: 41.7257
Epoch 1808/2000
231/231 [==============================] - 0s 36us/step - loss: 2773.4370 - mae: 43.2473 - val_loss: 2860.4463 - val_mae: 41.6853
Epoch 1809/2000
231/231 [==============================] - 0s 25us/step - loss: 2772.4890 - mae: 43.2077 - val_loss: 2861.1560 - val_mae: 41.6662
Epoch 1810/2000
231/231 [==============================] - 0s 30us/step - loss: 2782.0778 - mae: 43.2552 - val_loss: 2860.2878 - val_mae: 41.6986
Epoch 1811/2000
231/231 [==============================] - 0s 32us/step - loss: 2772.0319 - mae: 43.2225 - val_loss: 2860.5884 - val_mae: 41.6671
Epoch 1812/2000
231/231 [==============================] - 0s 24us/step - loss: 2782.9887 - mae: 43.3382 - val_loss: 2861.8582 - val_mae: 41.6324
Epoch 1813/2000
231/231 [==============================] - 0s 24us/step - loss: 2771.3151 - mae: 43.1450 - val_loss: 2861.4858 - val_mae: 41.6399
Epoch 1814/2000
231/231 [==============================] - 0s 33us/step - loss: 2776.0173 - mae: 43.1993 - val_loss: 2860.7119 - val_mae: 41.6763
Epoch 1815/2000
231/231 [==============================] - 0s 31us/step - loss: 2772.2213 - mae: 43.2136 - val_loss: 2861.7852 - val_mae: 41.6513
Epoch 1816/2000
231/231 [==============================] - 0s 32us/step - loss: 2778.3802 - mae: 43.2103 - val_loss: 2861.1218 - val_mae: 41.6871
Epoch 1817/2000
231/231 [==============================] - 0s 28us/step - loss: 2771.9680 - mae: 43.2310 - val_loss: 2861.5500 - val_mae: 41.6477
Epoch 1818/2000
231/231 [==============================] - 0s 32us/step - loss: 2771.1798 - mae: 43.1546 - val_loss: 2860.5449 - val_mae: 41.6572
Epoch 1819/2000
231/231 [==============================] - 0s 26us/step - loss: 2774.6252 - mae: 43.2179 - val_loss: 2861.2117 - val_mae: 41.6209
Epoch 1820/2000
231/231 [==============================] - 0s 22us/step - loss: 2774.9708 - mae: 43.1836 - val_loss: 2861.6169 - val_mae: 41.5990
Epoch 1821/2000
231/231 [==============================] - 0s 22us/step - loss: 2770.5964 - mae: 43.1271 - val_loss: 2860.8101 - val_mae: 41.6235
Epoch 1822/2000
231/231 [==============================] - 0s 29us/step - loss: 2773.4411 - mae: 43.1638 - val_loss: 2859.4216 - val_mae: 41.6595
Epoch 1823/2000
231/231 [==============================] - 0s 30us/step - loss: 2771.6905 - mae: 43.1698 - val_loss: 2859.6370 - val_mae: 41.6617
Epoch 1824/2000
231/231 [==============================] - 0s 29us/step - loss: 2787.9380 - mae: 43.3086 - val_loss: 2859.1487 - val_mae: 41.6792
Epoch 1825/2000
231/231 [==============================] - 0s 26us/step - loss: 2771.3562 - mae: 43.2234 - val_loss: 2859.3564 - val_mae: 41.6314
Epoch 1826/2000
231/231 [==============================] - 0s 31us/step - loss: 2776.4619 - mae: 43.2190 - val_loss: 2860.3457 - val_mae: 41.6027
Epoch 1827/2000
231/231 [==============================] - 0s 37us/step - loss: 2771.0397 - mae: 43.1359 - val_loss: 2860.2471 - val_mae: 41.6055
Epoch 1828/2000
231/231 [==============================] - 0s 30us/step - loss: 2772.8520 - mae: 43.1293 - val_loss: 2858.3552 - val_mae: 41.6329
Epoch 1829/2000
231/231 [==============================] - 0s 30us/step - loss: 2769.4794 - mae: 43.1695 - val_loss: 2858.5291 - val_mae: 41.6229
Epoch 1830/2000
231/231 [==============================] - 0s 23us/step - loss: 2780.4065 - mae: 43.2510 - val_loss: 2859.4407 - val_mae: 41.5916
Epoch 1831/2000
231/231 [==============================] - 0s 26us/step - loss: 2771.6606 - mae: 43.1791 - val_loss: 2860.2776 - val_mae: 41.5881
Epoch 1832/2000
231/231 [==============================] - 0s 25us/step - loss: 2772.2080 - mae: 43.1490 - val_loss: 2859.8354 - val_mae: 41.5831
Epoch 1833/2000
231/231 [==============================] - 0s 28us/step - loss: 2774.9698 - mae: 43.2033 - val_loss: 2860.3467 - val_mae: 41.5777
Epoch 1834/2000
231/231 [==============================] - 0s 25us/step - loss: 2778.3644 - mae: 43.1756 - val_loss: 2857.7607 - val_mae: 41.6075
Epoch 1835/2000
231/231 [==============================] - 0s 35us/step - loss: 2769.2327 - mae: 43.1287 - val_loss: 2857.5356 - val_mae: 41.6197
Epoch 1836/2000
231/231 [==============================] - 0s 23us/step - loss: 2769.0946 - mae: 43.1643 - val_loss: 2857.5366 - val_mae: 41.6118
Epoch 1837/2000
231/231 [==============================] - 0s 24us/step - loss: 2768.3097 - mae: 43.1548 - val_loss: 2858.0002 - val_mae: 41.6081
Epoch 1838/2000
231/231 [==============================] - 0s 29us/step - loss: 2768.5333 - mae: 43.1557 - val_loss: 2858.3950 - val_mae: 41.5991
Epoch 1839/2000
231/231 [==============================] - 0s 27us/step - loss: 2782.3911 - mae: 43.2432 - val_loss: 2857.6592 - val_mae: 41.6319
Epoch 1840/2000
231/231 [==============================] - 0s 26us/step - loss: 2769.8521 - mae: 43.1840 - val_loss: 2857.0825 - val_mae: 41.6374
Epoch 1841/2000
231/231 [==============================] - 0s 39us/step - loss: 2768.4439 - mae: 43.1716 - val_loss: 2856.8394 - val_mae: 41.6298
Epoch 1842/2000
231/231 [==============================] - 0s 23us/step - loss: 2769.7005 - mae: 43.2194 - val_loss: 2857.5786 - val_mae: 41.5905
Epoch 1843/2000
231/231 [==============================] - 0s 36us/step - loss: 2776.8080 - mae: 43.2117 - val_loss: 2857.0093 - val_mae: 41.6291
Epoch 1844/2000
231/231 [==============================] - 0s 29us/step - loss: 2774.4816 - mae: 43.1555 - val_loss: 2856.3464 - val_mae: 41.6470
Epoch 1845/2000
231/231 [==============================] - 0s 29us/step - loss: 2772.1089 - mae: 43.1745 - val_loss: 2856.7205 - val_mae: 41.6548
Epoch 1846/2000
231/231 [==============================] - 0s 29us/step - loss: 2770.4267 - mae: 43.2384 - val_loss: 2856.9612 - val_mae: 41.5985
Epoch 1847/2000
231/231 [==============================] - 0s 24us/step - loss: 2768.0231 - mae: 43.1379 - val_loss: 2856.2144 - val_mae: 41.6100
Epoch 1848/2000
231/231 [==============================] - 0s 21us/step - loss: 2767.0182 - mae: 43.1586 - val_loss: 2856.0828 - val_mae: 41.6004
Epoch 1849/2000
231/231 [==============================] - 0s 31us/step - loss: 2775.7333 - mae: 43.1591 - val_loss: 2855.5774 - val_mae: 41.6298
Epoch 1850/2000
231/231 [==============================] - 0s 37us/step - loss: 2767.2940 - mae: 43.1775 - val_loss: 2855.7354 - val_mae: 41.6047
Epoch 1851/2000
231/231 [==============================] - 0s 31us/step - loss: 2767.0350 - mae: 43.1609 - val_loss: 2856.1155 - val_mae: 41.5948
Epoch 1852/2000
231/231 [==============================] - 0s 24us/step - loss: 2770.9300 - mae: 43.1880 - val_loss: 2857.1609 - val_mae: 41.5617
Epoch 1853/2000
231/231 [==============================] - 0s 30us/step - loss: 2767.0138 - mae: 43.1108 - val_loss: 2856.7124 - val_mae: 41.5746
Epoch 1854/2000
231/231 [==============================] - 0s 21us/step - loss: 2768.4954 - mae: 43.1588 - val_loss: 2857.9189 - val_mae: 41.5613
Epoch 1855/2000
231/231 [==============================] - 0s 39us/step - loss: 2767.9471 - mae: 43.1565 - val_loss: 2858.2048 - val_mae: 41.5578
Epoch 1856/2000
231/231 [==============================] - 0s 25us/step - loss: 2767.2466 - mae: 43.0855 - val_loss: 2855.9897 - val_mae: 41.5927
Epoch 1857/2000
231/231 [==============================] - 0s 32us/step - loss: 2775.5548 - mae: 43.1660 - val_loss: 2855.3220 - val_mae: 41.6270
Epoch 1858/2000
231/231 [==============================] - 0s 32us/step - loss: 2766.7406 - mae: 43.1807 - val_loss: 2855.1433 - val_mae: 41.5861
Epoch 1859/2000
231/231 [==============================] - 0s 23us/step - loss: 2768.3161 - mae: 43.1870 - val_loss: 2856.2114 - val_mae: 41.5540
Epoch 1860/2000
231/231 [==============================] - 0s 20us/step - loss: 2777.6591 - mae: 43.2014 - val_loss: 2857.3047 - val_mae: 41.5427
Epoch 1861/2000
231/231 [==============================] - 0s 30us/step - loss: 2768.2979 - mae: 43.1082 - val_loss: 2857.2891 - val_mae: 41.5369
Epoch 1862/2000
231/231 [==============================] - 0s 21us/step - loss: 2766.0241 - mae: 43.0944 - val_loss: 2856.1423 - val_mae: 41.5573
Epoch 1863/2000
231/231 [==============================] - 0s 30us/step - loss: 2765.3238 - mae: 43.1195 - val_loss: 2856.3447 - val_mae: 41.5525
Epoch 1864/2000
231/231 [==============================] - 0s 22us/step - loss: 2765.6213 - mae: 43.1085 - val_loss: 2856.4028 - val_mae: 41.5526
Epoch 1865/2000
231/231 [==============================] - 0s 32us/step - loss: 2764.8421 - mae: 43.1069 - val_loss: 2856.0698 - val_mae: 41.5647
Epoch 1866/2000
231/231 [==============================] - 0s 41us/step - loss: 2781.2715 - mae: 43.2994 - val_loss: 2856.9626 - val_mae: 41.5407
Epoch 1867/2000
231/231 [==============================] - 0s 22us/step - loss: 2769.2667 - mae: 43.0927 - val_loss: 2855.3616 - val_mae: 41.5755
Epoch 1868/2000
231/231 [==============================] - 0s 23us/step - loss: 2765.6126 - mae: 43.1446 - val_loss: 2855.4521 - val_mae: 41.5923
Epoch 1869/2000
231/231 [==============================] - 0s 30us/step - loss: 2781.6896 - mae: 43.1712 - val_loss: 2855.3855 - val_mae: 41.6113
Epoch 1870/2000
231/231 [==============================] - 0s 25us/step - loss: 2770.9043 - mae: 43.1873 - val_loss: 2855.4756 - val_mae: 41.6210
Epoch 1871/2000
231/231 [==============================] - 0s 29us/step - loss: 2766.4800 - mae: 43.1875 - val_loss: 2855.4856 - val_mae: 41.6108
Epoch 1872/2000
231/231 [==============================] - 0s 31us/step - loss: 2764.3139 - mae: 43.1597 - val_loss: 2855.2229 - val_mae: 41.5873
Epoch 1873/2000
231/231 [==============================] - 0s 39us/step - loss: 2765.5924 - mae: 43.1456 - val_loss: 2855.0400 - val_mae: 41.5934
Epoch 1874/2000
231/231 [==============================] - 0s 24us/step - loss: 2769.5604 - mae: 43.1660 - val_loss: 2854.7639 - val_mae: 41.6073
Epoch 1875/2000
231/231 [==============================] - 0s 22us/step - loss: 2765.0588 - mae: 43.1840 - val_loss: 2854.9597 - val_mae: 41.5639
Epoch 1876/2000
231/231 [==============================] - 0s 24us/step - loss: 2765.7698 - mae: 43.1344 - val_loss: 2855.9080 - val_mae: 41.5385
Epoch 1877/2000
231/231 [==============================] - 0s 35us/step - loss: 2763.8833 - mae: 43.0853 - val_loss: 2854.7117 - val_mae: 41.5541
Epoch 1878/2000
231/231 [==============================] - 0s 33us/step - loss: 2763.1226 - mae: 43.1014 - val_loss: 2854.4822 - val_mae: 41.5632
Epoch 1879/2000
231/231 [==============================] - 0s 25us/step - loss: 2771.4777 - mae: 43.2469 - val_loss: 2855.6848 - val_mae: 41.5349
Epoch 1880/2000
231/231 [==============================] - 0s 22us/step - loss: 2763.8756 - mae: 43.0969 - val_loss: 2855.3635 - val_mae: 41.5329
Epoch 1881/2000
231/231 [==============================] - 0s 33us/step - loss: 2764.8297 - mae: 43.0691 - val_loss: 2854.1267 - val_mae: 41.5596
Epoch 1882/2000
231/231 [==============================] - 0s 31us/step - loss: 2763.9942 - mae: 43.1051 - val_loss: 2854.0513 - val_mae: 41.5645
Epoch 1883/2000
231/231 [==============================] - 0s 28us/step - loss: 2764.4168 - mae: 43.1705 - val_loss: 2855.2434 - val_mae: 41.5309
Epoch 1884/2000
231/231 [==============================] - 0s 30us/step - loss: 2763.7097 - mae: 43.1158 - val_loss: 2855.3447 - val_mae: 41.5233
Epoch 1885/2000
231/231 [==============================] - 0s 30us/step - loss: 2763.3428 - mae: 43.0852 - val_loss: 2855.1404 - val_mae: 41.5252
Epoch 1886/2000
231/231 [==============================] - 0s 39us/step - loss: 2785.7171 - mae: 43.2321 - val_loss: 2854.1548 - val_mae: 41.5349
Epoch 1887/2000
231/231 [==============================] - 0s 28us/step - loss: 2762.6192 - mae: 43.0987 - val_loss: 2853.7124 - val_mae: 41.5476
Epoch 1888/2000
231/231 [==============================] - 0s 29us/step - loss: 2767.0568 - mae: 43.1394 - val_loss: 2853.4873 - val_mae: 41.5661
Epoch 1889/2000
231/231 [==============================] - 0s 27us/step - loss: 2761.9021 - mae: 43.1310 - val_loss: 2853.2439 - val_mae: 41.5492
Epoch 1890/2000
231/231 [==============================] - 0s 28us/step - loss: 2762.1871 - mae: 43.1199 - val_loss: 2853.2556 - val_mae: 41.5457
Epoch 1891/2000
231/231 [==============================] - 0s 23us/step - loss: 2769.1167 - mae: 43.1941 - val_loss: 2854.2700 - val_mae: 41.5148
Epoch 1892/2000
231/231 [==============================] - 0s 31us/step - loss: 2761.4058 - mae: 43.0834 - val_loss: 2853.9873 - val_mae: 41.5130
Epoch 1893/2000
231/231 [==============================] - 0s 40us/step - loss: 2761.0867 - mae: 43.0763 - val_loss: 2852.8228 - val_mae: 41.5183
Epoch 1894/2000
231/231 [==============================] - 0s 22us/step - loss: 2762.9045 - mae: 43.1564 - val_loss: 2854.0225 - val_mae: 41.5061
Epoch 1895/2000
231/231 [==============================] - 0s 24us/step - loss: 2762.4712 - mae: 43.0949 - val_loss: 2854.2634 - val_mae: 41.5033
Epoch 1896/2000
231/231 [==============================] - 0s 30us/step - loss: 2768.0536 - mae: 43.0778 - val_loss: 2852.7480 - val_mae: 41.5321
Epoch 1897/2000
231/231 [==============================] - 0s 29us/step - loss: 2761.0678 - mae: 43.0804 - val_loss: 2852.7534 - val_mae: 41.5406
Epoch 1898/2000
231/231 [==============================] - 0s 32us/step - loss: 2760.8004 - mae: 43.0882 - val_loss: 2852.5823 - val_mae: 41.5446
Epoch 1899/2000
231/231 [==============================] - 0s 31us/step - loss: 2765.4565 - mae: 43.2007 - val_loss: 2853.9231 - val_mae: 41.5066
Epoch 1900/2000
231/231 [==============================] - 0s 41us/step - loss: 2766.0343 - mae: 43.1380 - val_loss: 2854.7917 - val_mae: 41.4952
Epoch 1901/2000
231/231 [==============================] - 0s 24us/step - loss: 2761.0291 - mae: 43.0507 - val_loss: 2852.8958 - val_mae: 41.5161
Epoch 1902/2000
231/231 [==============================] - 0s 20us/step - loss: 2760.8499 - mae: 43.0804 - val_loss: 2852.1494 - val_mae: 41.5381
Epoch 1903/2000
231/231 [==============================] - 0s 28us/step - loss: 2761.5775 - mae: 43.1259 - val_loss: 2852.4849 - val_mae: 41.5147
Epoch 1904/2000
231/231 [==============================] - 0s 25us/step - loss: 2759.8881 - mae: 43.0914 - val_loss: 2851.9849 - val_mae: 41.5210
Epoch 1905/2000
231/231 [==============================] - 0s 35us/step - loss: 2759.1733 - mae: 43.0919 - val_loss: 2851.9207 - val_mae: 41.5038
Epoch 1906/2000
231/231 [==============================] - 0s 29us/step - loss: 2759.5728 - mae: 43.0810 - val_loss: 2851.9946 - val_mae: 41.5010
Epoch 1907/2000
231/231 [==============================] - 0s 24us/step - loss: 2762.2924 - mae: 43.0625 - val_loss: 2850.4424 - val_mae: 41.5428
Epoch 1908/2000
231/231 [==============================] - 0s 35us/step - loss: 2758.7674 - mae: 43.1200 - val_loss: 2851.3516 - val_mae: 41.5044
Epoch 1909/2000
231/231 [==============================] - 0s 28us/step - loss: 2776.0597 - mae: 43.0737 - val_loss: 2850.9924 - val_mae: 41.5276
Epoch 1910/2000
231/231 [==============================] - 0s 30us/step - loss: 2763.7761 - mae: 43.2052 - val_loss: 2852.4851 - val_mae: 41.4953
Epoch 1911/2000
231/231 [==============================] - 0s 27us/step - loss: 2760.6474 - mae: 43.0816 - val_loss: 2851.7651 - val_mae: 41.5031
Epoch 1912/2000
231/231 [==============================] - 0s 44us/step - loss: 2761.3525 - mae: 43.0914 - val_loss: 2851.1165 - val_mae: 41.5201
Epoch 1913/2000
231/231 [==============================] - 0s 27us/step - loss: 2769.8857 - mae: 43.1710 - val_loss: 2851.1968 - val_mae: 41.5425
Epoch 1914/2000
231/231 [==============================] - 0s 22us/step - loss: 2773.6905 - mae: 43.2629 - val_loss: 2851.6150 - val_mae: 41.4927
Epoch 1915/2000
231/231 [==============================] - 0s 38us/step - loss: 2762.5849 - mae: 43.1005 - val_loss: 2852.5574 - val_mae: 41.4826
Epoch 1916/2000
231/231 [==============================] - 0s 24us/step - loss: 2760.8579 - mae: 43.1000 - val_loss: 2853.0122 - val_mae: 41.4794
Epoch 1917/2000
231/231 [==============================] - 0s 30us/step - loss: 2795.3763 - mae: 43.3240 - val_loss: 2852.9685 - val_mae: 41.4756
Epoch 1918/2000
231/231 [==============================] - 0s 26us/step - loss: 2759.6377 - mae: 43.0577 - val_loss: 2852.6880 - val_mae: 41.4753
Epoch 1919/2000
231/231 [==============================] - 0s 32us/step - loss: 2759.9904 - mae: 43.0490 - val_loss: 2851.0481 - val_mae: 41.4831
Epoch 1920/2000
231/231 [==============================] - 0s 32us/step - loss: 2757.3416 - mae: 43.0576 - val_loss: 2850.7192 - val_mae: 41.4839
Epoch 1921/2000
231/231 [==============================] - 0s 20us/step - loss: 2758.7192 - mae: 43.0700 - val_loss: 2850.6997 - val_mae: 41.4804
Epoch 1922/2000
231/231 [==============================] - 0s 26us/step - loss: 2758.3514 - mae: 43.0522 - val_loss: 2850.0234 - val_mae: 41.4884
Epoch 1923/2000
231/231 [==============================] - 0s 31us/step - loss: 2759.2458 - mae: 43.0958 - val_loss: 2850.6365 - val_mae: 41.4808
Epoch 1924/2000
231/231 [==============================] - 0s 20us/step - loss: 2758.7629 - mae: 43.0728 - val_loss: 2851.3469 - val_mae: 41.4778
Epoch 1925/2000
231/231 [==============================] - 0s 26us/step - loss: 2757.3839 - mae: 43.0522 - val_loss: 2850.7800 - val_mae: 41.4836
Epoch 1926/2000
231/231 [==============================] - 0s 22us/step - loss: 2760.3448 - mae: 43.0738 - val_loss: 2849.9602 - val_mae: 41.5024
Epoch 1927/2000
231/231 [==============================] - 0s 32us/step - loss: 2757.4742 - mae: 43.0750 - val_loss: 2850.0339 - val_mae: 41.4982
Epoch 1928/2000
231/231 [==============================] - 0s 38us/step - loss: 2762.9743 - mae: 43.0833 - val_loss: 2849.3984 - val_mae: 41.5210
Epoch 1929/2000
231/231 [==============================] - 0s 40us/step - loss: 2762.9672 - mae: 43.1164 - val_loss: 2849.3347 - val_mae: 41.5362
Epoch 1930/2000
231/231 [==============================] - 0s 37us/step - loss: 2759.7860 - mae: 43.1149 - val_loss: 2849.1479 - val_mae: 41.5331
Epoch 1931/2000
231/231 [==============================] - 0s 29us/step - loss: 2762.1895 - mae: 43.1460 - val_loss: 2849.3262 - val_mae: 41.5415
Epoch 1932/2000
231/231 [==============================] - 0s 25us/step - loss: 2758.1029 - mae: 43.1365 - val_loss: 2848.9463 - val_mae: 41.5151
Epoch 1933/2000
231/231 [==============================] - 0s 23us/step - loss: 2757.3810 - mae: 43.1183 - val_loss: 2848.9504 - val_mae: 41.5075
Epoch 1934/2000
231/231 [==============================] - 0s 31us/step - loss: 2757.2652 - mae: 43.1204 - val_loss: 2849.7627 - val_mae: 41.4751
Epoch 1935/2000
231/231 [==============================] - 0s 37us/step - loss: 2755.7888 - mae: 43.0623 - val_loss: 2850.1726 - val_mae: 41.4715
Epoch 1936/2000
231/231 [==============================] - 0s 30us/step - loss: 2756.4993 - mae: 43.0444 - val_loss: 2849.6306 - val_mae: 41.4878
Epoch 1937/2000
231/231 [==============================] - 0s 24us/step - loss: 2756.5902 - mae: 43.0663 - val_loss: 2849.3521 - val_mae: 41.4945
Epoch 1938/2000
231/231 [==============================] - 0s 28us/step - loss: 2755.4944 - mae: 43.0839 - val_loss: 2850.4202 - val_mae: 41.4714
Epoch 1939/2000
231/231 [==============================] - 0s 30us/step - loss: 2756.6238 - mae: 43.0899 - val_loss: 2851.9448 - val_mae: 41.4609
Epoch 1940/2000
231/231 [==============================] - 0s 32us/step - loss: 2771.8072 - mae: 43.2094 - val_loss: 2852.4404 - val_mae: 41.4538
Epoch 1941/2000
231/231 [==============================] - 0s 34us/step - loss: 2756.4371 - mae: 43.0195 - val_loss: 2852.0803 - val_mae: 41.4598
Epoch 1942/2000
231/231 [==============================] - 0s 33us/step - loss: 2757.9547 - mae: 43.0788 - val_loss: 2852.4773 - val_mae: 41.4566
Epoch 1943/2000
231/231 [==============================] - 0s 23us/step - loss: 2756.6027 - mae: 43.0143 - val_loss: 2850.5498 - val_mae: 41.4756
Epoch 1944/2000
231/231 [==============================] - 0s 25us/step - loss: 2754.2166 - mae: 43.0561 - val_loss: 2850.6880 - val_mae: 41.4699
Epoch 1945/2000
231/231 [==============================] - 0s 34us/step - loss: 2756.0443 - mae: 43.0383 - val_loss: 2849.8513 - val_mae: 41.4818
Epoch 1946/2000
231/231 [==============================] - 0s 24us/step - loss: 2754.8828 - mae: 43.0933 - val_loss: 2850.9250 - val_mae: 41.4625
Epoch 1947/2000
231/231 [==============================] - 0s 34us/step - loss: 2764.7469 - mae: 43.1176 - val_loss: 2849.7107 - val_mae: 41.4839
Epoch 1948/2000
231/231 [==============================] - 0s 22us/step - loss: 2753.4550 - mae: 43.0590 - val_loss: 2849.7019 - val_mae: 41.4716
Epoch 1949/2000
231/231 [==============================] - 0s 35us/step - loss: 2755.3097 - mae: 43.0750 - val_loss: 2850.3091 - val_mae: 41.4663
Epoch 1950/2000
231/231 [==============================] - 0s 37us/step - loss: 2758.1872 - mae: 43.0805 - val_loss: 2851.5420 - val_mae: 41.4467
Epoch 1951/2000
231/231 [==============================] - 0s 20us/step - loss: 2756.2696 - mae: 43.0234 - val_loss: 2849.9031 - val_mae: 41.4700
Epoch 1952/2000
231/231 [==============================] - 0s 25us/step - loss: 2754.7121 - mae: 43.0578 - val_loss: 2849.5815 - val_mae: 41.4659
Epoch 1953/2000
231/231 [==============================] - 0s 32us/step - loss: 2757.9947 - mae: 43.1629 - val_loss: 2851.3391 - val_mae: 41.4491
Epoch 1954/2000
231/231 [==============================] - 0s 27us/step - loss: 2756.1081 - mae: 43.0145 - val_loss: 2849.4277 - val_mae: 41.4706
Epoch 1955/2000
231/231 [==============================] - 0s 27us/step - loss: 2758.9014 - mae: 43.0787 - val_loss: 2849.0820 - val_mae: 41.4907
Epoch 1956/2000
231/231 [==============================] - 0s 21us/step - loss: 2754.6741 - mae: 43.1240 - val_loss: 2850.3337 - val_mae: 41.4602
Epoch 1957/2000
231/231 [==============================] - 0s 27us/step - loss: 2770.5518 - mae: 43.0669 - val_loss: 2849.7485 - val_mae: 41.4732
Epoch 1958/2000
231/231 [==============================] - 0s 31us/step - loss: 2757.6736 - mae: 43.1206 - val_loss: 2850.6948 - val_mae: 41.4549
Epoch 1959/2000
231/231 [==============================] - 0s 21us/step - loss: 2752.2867 - mae: 43.0316 - val_loss: 2850.6604 - val_mae: 41.4556
Epoch 1960/2000
231/231 [==============================] - 0s 26us/step - loss: 2754.1805 - mae: 43.0382 - val_loss: 2850.2935 - val_mae: 41.4681
Epoch 1961/2000
231/231 [==============================] - 0s 24us/step - loss: 2754.8467 - mae: 43.0288 - val_loss: 2849.6567 - val_mae: 41.4757
Epoch 1962/2000
231/231 [==============================] - 0s 26us/step - loss: 2757.5466 - mae: 43.1283 - val_loss: 2850.6912 - val_mae: 41.4525
Epoch 1963/2000
231/231 [==============================] - 0s 31us/step - loss: 2753.3508 - mae: 43.0420 - val_loss: 2850.9202 - val_mae: 41.4506
Epoch 1964/2000
231/231 [==============================] - 0s 22us/step - loss: 2752.4997 - mae: 43.0398 - val_loss: 2850.5007 - val_mae: 41.4426
Epoch 1965/2000
231/231 [==============================] - 0s 21us/step - loss: 2754.8197 - mae: 43.0275 - val_loss: 2849.1538 - val_mae: 41.4611
Epoch 1966/2000
231/231 [==============================] - 0s 29us/step - loss: 2759.5350 - mae: 43.1267 - val_loss: 2850.3557 - val_mae: 41.4422
Epoch 1967/2000
231/231 [==============================] - 0s 22us/step - loss: 2752.6291 - mae: 43.0247 - val_loss: 2850.6592 - val_mae: 41.4469
Epoch 1968/2000
231/231 [==============================] - 0s 42us/step - loss: 2757.1462 - mae: 43.0850 - val_loss: 2851.2852 - val_mae: 41.4364
Epoch 1969/2000
231/231 [==============================] - 0s 22us/step - loss: 2751.8796 - mae: 43.0147 - val_loss: 2850.6594 - val_mae: 41.4466
Epoch 1970/2000
231/231 [==============================] - 0s 29us/step - loss: 2751.4843 - mae: 43.0247 - val_loss: 2849.7715 - val_mae: 41.4522
Epoch 1971/2000
231/231 [==============================] - 0s 31us/step - loss: 2777.4104 - mae: 43.1830 - val_loss: 2849.1194 - val_mae: 41.4537
Epoch 1972/2000
231/231 [==============================] - 0s 26us/step - loss: 2753.2985 - mae: 43.0334 - val_loss: 2848.5730 - val_mae: 41.4590
Epoch 1973/2000
231/231 [==============================] - 0s 27us/step - loss: 2751.2925 - mae: 43.0471 - val_loss: 2848.2002 - val_mae: 41.4571
Epoch 1974/2000
231/231 [==============================] - 0s 30us/step - loss: 2752.0499 - mae: 43.0747 - val_loss: 2848.8325 - val_mae: 41.4436
Epoch 1975/2000
231/231 [==============================] - 0s 21us/step - loss: 2754.0022 - mae: 43.0543 - val_loss: 2849.9937 - val_mae: 41.4345
Epoch 1976/2000
231/231 [==============================] - 0s 30us/step - loss: 2762.2800 - mae: 43.0747 - val_loss: 2848.7407 - val_mae: 41.4506
Epoch 1977/2000
231/231 [==============================] - 0s 22us/step - loss: 2758.6917 - mae: 43.0824 - val_loss: 2848.4470 - val_mae: 41.4599
Epoch 1978/2000
231/231 [==============================] - 0s 22us/step - loss: 2750.0709 - mae: 43.0502 - val_loss: 2848.8430 - val_mae: 41.4536
Epoch 1979/2000
231/231 [==============================] - 0s 36us/step - loss: 2756.5523 - mae: 43.0444 - val_loss: 2848.0552 - val_mae: 41.4590
Epoch 1980/2000
231/231 [==============================] - 0s 26us/step - loss: 2753.0077 - mae: 43.0796 - val_loss: 2848.7007 - val_mae: 41.4426
Epoch 1981/2000
231/231 [==============================] - 0s 23us/step - loss: 2752.1584 - mae: 43.0419 - val_loss: 2848.6584 - val_mae: 41.4360
Epoch 1982/2000
231/231 [==============================] - 0s 33us/step - loss: 2749.3094 - mae: 43.0159 - val_loss: 2848.4197 - val_mae: 41.4343
Epoch 1983/2000
231/231 [==============================] - 0s 36us/step - loss: 2750.0558 - mae: 43.0369 - val_loss: 2849.3860 - val_mae: 41.4320
Epoch 1984/2000
231/231 [==============================] - 0s 22us/step - loss: 2749.3232 - mae: 43.0034 - val_loss: 2848.7881 - val_mae: 41.4312
Epoch 1985/2000
231/231 [==============================] - 0s 21us/step - loss: 2759.3374 - mae: 43.0312 - val_loss: 2847.6282 - val_mae: 41.4466
Epoch 1986/2000
231/231 [==============================] - 0s 30us/step - loss: 2751.5956 - mae: 43.0372 - val_loss: 2847.6362 - val_mae: 41.4503
Epoch 1987/2000
231/231 [==============================] - 0s 22us/step - loss: 2754.8469 - mae: 43.0880 - val_loss: 2849.0076 - val_mae: 41.4299
Epoch 1988/2000
231/231 [==============================] - 0s 35us/step - loss: 2749.3129 - mae: 43.0090 - val_loss: 2848.4304 - val_mae: 41.4346
Epoch 1989/2000
231/231 [==============================] - 0s 27us/step - loss: 2754.3444 - mae: 43.0431 - val_loss: 2847.5564 - val_mae: 41.4437
Epoch 1990/2000
231/231 [==============================] - 0s 37us/step - loss: 2749.3617 - mae: 43.0368 - val_loss: 2848.0186 - val_mae: 41.4407
Epoch 1991/2000
231/231 [==============================] - 0s 28us/step - loss: 2753.7284 - mae: 43.0734 - val_loss: 2849.7725 - val_mae: 41.4212
Epoch 1992/2000
231/231 [==============================] - 0s 21us/step - loss: 2750.3139 - mae: 43.0263 - val_loss: 2849.7107 - val_mae: 41.4194
Epoch 1993/2000
231/231 [==============================] - 0s 24us/step - loss: 2752.4158 - mae: 43.0568 - val_loss: 2850.8750 - val_mae: 41.4126
Epoch 1994/2000
231/231 [==============================] - 0s 30us/step - loss: 2753.5596 - mae: 42.9890 - val_loss: 2848.6863 - val_mae: 41.4342
Epoch 1995/2000
231/231 [==============================] - 0s 32us/step - loss: 2755.3733 - mae: 43.0288 - val_loss: 2847.8794 - val_mae: 41.4467
Epoch 1996/2000
231/231 [==============================] - 0s 27us/step - loss: 2751.7476 - mae: 43.1191 - val_loss: 2849.2278 - val_mae: 41.4301
Epoch 1997/2000
231/231 [==============================] - 0s 37us/step - loss: 2749.1091 - mae: 43.0326 - val_loss: 2850.0835 - val_mae: 41.4255
Epoch 1998/2000
231/231 [==============================] - 0s 38us/step - loss: 2747.7476 - mae: 42.9974 - val_loss: 2849.3828 - val_mae: 41.4231
Epoch 1999/2000
231/231 [==============================] - 0s 22us/step - loss: 2752.3693 - mae: 42.9895 - val_loss: 2848.4854 - val_mae: 41.4379
Epoch 2000/2000
231/231 [==============================] - 0s 23us/step - loss: 2749.3814 - mae: 42.9882 - val_loss: 2847.6357 - val_mae: 41.4390
133/133 [==============================] - 0s 35us/step

Optimizers:  <keras.optimizers.RMSprop object at 0x10a8eb250>
Epoch Sizes:  2000
Neurons or Units:  64
['loss', 'mae']
[3138.222527754934, 45.57014846801758]

Model: "sequential_8"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_22 (Dense)             (None, 128)               1408      
_________________________________________________________________
activation_15 (Activation)   (None, 128)               0         
_________________________________________________________________
dense_23 (Dense)             (None, 128)               16512     
_________________________________________________________________
activation_16 (Activation)   (None, 128)               0         
_________________________________________________________________
dense_24 (Dense)             (None, 1)                 129       
=================================================================
Total params: 18,049
Trainable params: 18,049
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/2000
231/231 [==============================] - 0s 540us/step - loss: 29787.3497 - mae: 154.4375 - val_loss: 29147.7109 - val_mae: 152.6916
Epoch 2/2000
231/231 [==============================] - 0s 44us/step - loss: 29753.5126 - mae: 154.3291 - val_loss: 29114.0605 - val_mae: 152.5829
Epoch 3/2000
231/231 [==============================] - 0s 32us/step - loss: 29717.6323 - mae: 154.2168 - val_loss: 29076.0566 - val_mae: 152.4605
Epoch 4/2000
231/231 [==============================] - 0s 26us/step - loss: 29677.7765 - mae: 154.0899 - val_loss: 29033.7402 - val_mae: 152.3245
Epoch 5/2000
231/231 [==============================] - 0s 36us/step - loss: 29633.2923 - mae: 153.9505 - val_loss: 28986.0645 - val_mae: 152.1715
Epoch 6/2000
231/231 [==============================] - 0s 26us/step - loss: 29583.3611 - mae: 153.7925 - val_loss: 28932.7480 - val_mae: 152.0005
Epoch 7/2000
231/231 [==============================] - 0s 38us/step - loss: 29527.6974 - mae: 153.6160 - val_loss: 28873.6641 - val_mae: 151.8110
Epoch 8/2000
231/231 [==============================] - 0s 24us/step - loss: 29465.8481 - mae: 153.4232 - val_loss: 28808.0391 - val_mae: 151.6004
Epoch 9/2000
231/231 [==============================] - 0s 32us/step - loss: 29397.4228 - mae: 153.2082 - val_loss: 28735.9355 - val_mae: 151.3687
Epoch 10/2000
231/231 [==============================] - 0s 42us/step - loss: 29322.4984 - mae: 152.9707 - val_loss: 28657.0586 - val_mae: 151.1156
Epoch 11/2000
231/231 [==============================] - 0s 23us/step - loss: 29240.8081 - mae: 152.7134 - val_loss: 28571.5723 - val_mae: 150.8408
Epoch 12/2000
231/231 [==============================] - 0s 24us/step - loss: 29152.6074 - mae: 152.4320 - val_loss: 28479.8184 - val_mae: 150.5458
Epoch 13/2000
231/231 [==============================] - 0s 32us/step - loss: 29058.3938 - mae: 152.1324 - val_loss: 28382.2852 - val_mae: 150.2316
Epoch 14/2000
231/231 [==============================] - 0s 31us/step - loss: 28956.4322 - mae: 151.8166 - val_loss: 28275.8809 - val_mae: 149.8889
Epoch 15/2000
231/231 [==============================] - 0s 27us/step - loss: 28845.7218 - mae: 151.4749 - val_loss: 28160.7285 - val_mae: 149.5182
Epoch 16/2000
231/231 [==============================] - 0s 24us/step - loss: 28727.4728 - mae: 151.0979 - val_loss: 28039.5098 - val_mae: 149.1273
Epoch 17/2000
231/231 [==============================] - 0s 34us/step - loss: 28602.2636 - mae: 150.7048 - val_loss: 27911.2031 - val_mae: 148.7125
Epoch 18/2000
231/231 [==============================] - 0s 23us/step - loss: 28470.1247 - mae: 150.2878 - val_loss: 27775.5664 - val_mae: 148.2734
Epoch 19/2000
231/231 [==============================] - 0s 30us/step - loss: 28329.7822 - mae: 149.8495 - val_loss: 27631.7832 - val_mae: 147.8065
Epoch 20/2000
231/231 [==============================] - 0s 30us/step - loss: 28182.5016 - mae: 149.3771 - val_loss: 27482.3398 - val_mae: 147.3204
Epoch 21/2000
231/231 [==============================] - 0s 26us/step - loss: 28028.9420 - mae: 148.8925 - val_loss: 27325.6348 - val_mae: 146.8089
Epoch 22/2000
231/231 [==============================] - 0s 33us/step - loss: 27867.4775 - mae: 148.3769 - val_loss: 27161.3066 - val_mae: 146.2714
Epoch 23/2000
231/231 [==============================] - 0s 27us/step - loss: 27698.2844 - mae: 147.8376 - val_loss: 26989.5020 - val_mae: 145.7077
Epoch 24/2000
231/231 [==============================] - 0s 28us/step - loss: 27521.3504 - mae: 147.2778 - val_loss: 26809.4941 - val_mae: 145.1150
Epoch 25/2000
231/231 [==============================] - 0s 25us/step - loss: 27336.9551 - mae: 146.6802 - val_loss: 26624.3730 - val_mae: 144.5024
Epoch 26/2000
231/231 [==============================] - 0s 27us/step - loss: 27145.5809 - mae: 146.0730 - val_loss: 26430.0176 - val_mae: 143.8574
Epoch 27/2000
231/231 [==============================] - 0s 41us/step - loss: 26946.7795 - mae: 145.4237 - val_loss: 26230.6875 - val_mae: 143.1925
Epoch 28/2000
231/231 [==============================] - 0s 26us/step - loss: 26740.6227 - mae: 144.7639 - val_loss: 26021.8809 - val_mae: 142.4937
Epoch 29/2000
231/231 [==============================] - 0s 33us/step - loss: 26528.4546 - mae: 144.0580 - val_loss: 25810.2832 - val_mae: 141.7816
Epoch 30/2000
231/231 [==============================] - 0s 34us/step - loss: 26309.5328 - mae: 143.3513 - val_loss: 25588.7383 - val_mae: 141.0325
Epoch 31/2000
231/231 [==============================] - 0s 27us/step - loss: 26081.8120 - mae: 142.6016 - val_loss: 25360.1465 - val_mae: 140.2565
Epoch 32/2000
231/231 [==============================] - 0s 29us/step - loss: 25847.0597 - mae: 141.8284 - val_loss: 25124.5879 - val_mae: 139.4524
Epoch 33/2000
231/231 [==============================] - 0s 31us/step - loss: 25604.3124 - mae: 141.0303 - val_loss: 24880.2715 - val_mae: 138.6140
Epoch 34/2000
231/231 [==============================] - 0s 41us/step - loss: 25353.8575 - mae: 140.2014 - val_loss: 24630.0430 - val_mae: 137.7496
Epoch 35/2000
231/231 [==============================] - 0s 32us/step - loss: 25097.0045 - mae: 139.3389 - val_loss: 24372.9258 - val_mae: 136.8558
Epoch 36/2000
231/231 [==============================] - 0s 35us/step - loss: 24834.6965 - mae: 138.4447 - val_loss: 24112.4023 - val_mae: 135.9433
Epoch 37/2000
231/231 [==============================] - 0s 23us/step - loss: 24566.3175 - mae: 137.5276 - val_loss: 23844.3027 - val_mae: 134.9995
Epoch 38/2000
231/231 [==============================] - 0s 36us/step - loss: 24289.3350 - mae: 136.5974 - val_loss: 23566.7520 - val_mae: 134.0165
Epoch 39/2000
231/231 [==============================] - 0s 30us/step - loss: 24004.3270 - mae: 135.6183 - val_loss: 23283.2305 - val_mae: 133.0047
Epoch 40/2000
231/231 [==============================] - 0s 30us/step - loss: 23713.6139 - mae: 134.6098 - val_loss: 22994.1699 - val_mae: 131.9647
Epoch 41/2000
231/231 [==============================] - 0s 37us/step - loss: 23418.4438 - mae: 133.5621 - val_loss: 22701.3477 - val_mae: 130.9038
Epoch 42/2000
231/231 [==============================] - 0s 26us/step - loss: 23114.9620 - mae: 132.5210 - val_loss: 22397.9707 - val_mae: 129.7962
Epoch 43/2000
231/231 [==============================] - 0s 28us/step - loss: 22804.7915 - mae: 131.4127 - val_loss: 22091.5215 - val_mae: 128.6677
Epoch 44/2000
231/231 [==============================] - 0s 28us/step - loss: 22487.7038 - mae: 130.3092 - val_loss: 21775.5293 - val_mae: 127.4933
Epoch 45/2000
231/231 [==============================] - 0s 27us/step - loss: 22163.4348 - mae: 129.1315 - val_loss: 21455.9316 - val_mae: 126.2958
Epoch 46/2000
231/231 [==============================] - 0s 30us/step - loss: 21835.6394 - mae: 127.9400 - val_loss: 21131.8906 - val_mae: 125.0700
Epoch 47/2000
231/231 [==============================] - 0s 25us/step - loss: 21503.8989 - mae: 126.7051 - val_loss: 20805.8281 - val_mae: 123.8246
Epoch 48/2000
231/231 [==============================] - 0s 30us/step - loss: 21168.1133 - mae: 125.4741 - val_loss: 20473.2324 - val_mae: 122.5406
Epoch 49/2000
231/231 [==============================] - 0s 38us/step - loss: 20825.1686 - mae: 124.2024 - val_loss: 20135.0352 - val_mae: 121.2227
Epoch 50/2000
231/231 [==============================] - 0s 26us/step - loss: 20476.6548 - mae: 122.8870 - val_loss: 19791.1992 - val_mae: 119.8690
Epoch 51/2000
231/231 [==============================] - 0s 33us/step - loss: 20126.0536 - mae: 121.5402 - val_loss: 19447.9531 - val_mae: 118.4992
Epoch 52/2000
231/231 [==============================] - 0s 29us/step - loss: 19774.0886 - mae: 120.1802 - val_loss: 19101.7539 - val_mae: 117.1001
Epoch 53/2000
231/231 [==============================] - 0s 35us/step - loss: 19412.1446 - mae: 118.8013 - val_loss: 18743.0156 - val_mae: 115.6374
Epoch 54/2000
231/231 [==============================] - 0s 27us/step - loss: 19043.1335 - mae: 117.3609 - val_loss: 18378.8848 - val_mae: 114.1332
Epoch 55/2000
231/231 [==============================] - 0s 35us/step - loss: 18676.6749 - mae: 115.8248 - val_loss: 18028.7285 - val_mae: 112.6652
Epoch 56/2000
231/231 [==============================] - 0s 34us/step - loss: 18308.3070 - mae: 114.3884 - val_loss: 17664.1074 - val_mae: 111.1185
Epoch 57/2000
231/231 [==============================] - 0s 26us/step - loss: 17933.2254 - mae: 112.8480 - val_loss: 17297.4004 - val_mae: 109.5419
Epoch 58/2000
231/231 [==============================] - 0s 26us/step - loss: 17556.7239 - mae: 111.2827 - val_loss: 16931.4531 - val_mae: 107.9449
Epoch 59/2000
231/231 [==============================] - 0s 37us/step - loss: 17176.5081 - mae: 109.7109 - val_loss: 16558.1836 - val_mae: 106.2940
Epoch 60/2000
231/231 [==============================] - 0s 43us/step - loss: 16790.5864 - mae: 108.0924 - val_loss: 16182.7285 - val_mae: 104.6081
Epoch 61/2000
231/231 [==============================] - 0s 31us/step - loss: 16404.8167 - mae: 106.4304 - val_loss: 15809.4121 - val_mae: 102.9185
Epoch 62/2000
231/231 [==============================] - 0s 31us/step - loss: 16020.2234 - mae: 104.7524 - val_loss: 15436.5723 - val_mae: 101.2684
Epoch 63/2000
231/231 [==============================] - 0s 22us/step - loss: 15632.5268 - mae: 103.0917 - val_loss: 15057.4404 - val_mae: 99.5625
Epoch 64/2000
231/231 [==============================] - 0s 31us/step - loss: 15239.4923 - mae: 101.3690 - val_loss: 14676.6045 - val_mae: 97.8175
Epoch 65/2000
231/231 [==============================] - 0s 26us/step - loss: 14848.4490 - mae: 99.6019 - val_loss: 14302.7363 - val_mae: 96.1164
Epoch 66/2000
231/231 [==============================] - 0s 33us/step - loss: 14458.2749 - mae: 97.9142 - val_loss: 13922.8809 - val_mae: 94.3670
Epoch 67/2000
231/231 [==============================] - 0s 31us/step - loss: 14066.1590 - mae: 96.1538 - val_loss: 13548.4258 - val_mae: 92.6082
Epoch 68/2000
231/231 [==============================] - 0s 29us/step - loss: 13678.0137 - mae: 94.3950 - val_loss: 13175.6338 - val_mae: 90.8272
Epoch 69/2000
231/231 [==============================] - 0s 23us/step - loss: 13295.1700 - mae: 92.6271 - val_loss: 12810.4443 - val_mae: 89.0830
Epoch 70/2000
231/231 [==============================] - 0s 34us/step - loss: 12912.2606 - mae: 90.9033 - val_loss: 12441.6279 - val_mae: 87.2827
Epoch 71/2000
231/231 [==============================] - 0s 27us/step - loss: 12527.6049 - mae: 89.1582 - val_loss: 12073.0664 - val_mae: 85.4428
Epoch 72/2000
231/231 [==============================] - 0s 28us/step - loss: 12144.7717 - mae: 87.4045 - val_loss: 11708.7793 - val_mae: 83.5908
Epoch 73/2000
231/231 [==============================] - 0s 26us/step - loss: 11764.9434 - mae: 85.6420 - val_loss: 11346.7930 - val_mae: 81.7737
Epoch 74/2000
231/231 [==============================] - 0s 27us/step - loss: 11387.9558 - mae: 83.9068 - val_loss: 10991.3818 - val_mae: 79.9927
Epoch 75/2000
231/231 [==============================] - 0s 31us/step - loss: 11018.8534 - mae: 82.1718 - val_loss: 10642.2412 - val_mae: 78.1946
Epoch 76/2000
231/231 [==============================] - 0s 20us/step - loss: 10652.2703 - mae: 80.4611 - val_loss: 10295.9297 - val_mae: 76.3843
Epoch 77/2000
231/231 [==============================] - 0s 23us/step - loss: 10289.5513 - mae: 78.6913 - val_loss: 9955.1045 - val_mae: 74.6244
Epoch 78/2000
231/231 [==============================] - 0s 34us/step - loss: 9932.6560 - mae: 77.0342 - val_loss: 9618.9570 - val_mae: 73.0297
Epoch 79/2000
231/231 [==============================] - 0s 30us/step - loss: 9579.6534 - mae: 75.4089 - val_loss: 9289.0381 - val_mae: 71.5566
Epoch 80/2000
231/231 [==============================] - 0s 32us/step - loss: 9232.3273 - mae: 73.8138 - val_loss: 8964.7500 - val_mae: 70.0969
Epoch 81/2000
231/231 [==============================] - 0s 24us/step - loss: 8890.5600 - mae: 72.2008 - val_loss: 8647.1641 - val_mae: 68.6724
Epoch 82/2000
231/231 [==============================] - 0s 32us/step - loss: 8558.9040 - mae: 70.5670 - val_loss: 8344.8721 - val_mae: 67.3072
Epoch 83/2000
231/231 [==============================] - 0s 26us/step - loss: 8238.4989 - mae: 69.0882 - val_loss: 8045.6084 - val_mae: 65.9030
Epoch 84/2000
231/231 [==============================] - 0s 32us/step - loss: 7921.8221 - mae: 67.6007 - val_loss: 7757.9302 - val_mae: 64.5425
Epoch 85/2000
231/231 [==============================] - 0s 26us/step - loss: 7619.7790 - mae: 66.1762 - val_loss: 7485.0986 - val_mae: 63.2109
Epoch 86/2000
231/231 [==============================] - 0s 36us/step - loss: 7332.9731 - mae: 64.8994 - val_loss: 7225.2358 - val_mae: 61.9616
Epoch 87/2000
231/231 [==============================] - 0s 37us/step - loss: 7049.4428 - mae: 63.5634 - val_loss: 6966.6108 - val_mae: 60.8519
Epoch 88/2000
231/231 [==============================] - 0s 27us/step - loss: 6770.3936 - mae: 62.3748 - val_loss: 6712.9976 - val_mae: 59.8152
Epoch 89/2000
231/231 [==============================] - 0s 36us/step - loss: 6498.9480 - mae: 61.1401 - val_loss: 6471.2808 - val_mae: 58.9786
Epoch 90/2000
231/231 [==============================] - 0s 28us/step - loss: 6240.0691 - mae: 59.9891 - val_loss: 6246.6484 - val_mae: 58.4036
Epoch 91/2000
231/231 [==============================] - 0s 39us/step - loss: 5998.6247 - mae: 59.0515 - val_loss: 6035.6899 - val_mae: 57.9431
Epoch 92/2000
231/231 [==============================] - 0s 28us/step - loss: 5771.5770 - mae: 58.1747 - val_loss: 5838.9863 - val_mae: 57.5263
Epoch 93/2000
231/231 [==============================] - 0s 41us/step - loss: 5553.1431 - mae: 57.3492 - val_loss: 5647.5591 - val_mae: 57.1073
Epoch 94/2000
231/231 [==============================] - 0s 30us/step - loss: 5345.6340 - mae: 56.6231 - val_loss: 5473.0664 - val_mae: 56.7055
Epoch 95/2000
231/231 [==============================] - 0s 22us/step - loss: 5153.8221 - mae: 55.9480 - val_loss: 5311.5762 - val_mae: 56.3921
Epoch 96/2000
231/231 [==============================] - 0s 32us/step - loss: 4973.4543 - mae: 55.2919 - val_loss: 5160.6777 - val_mae: 56.1504
Epoch 97/2000
231/231 [==============================] - 0s 24us/step - loss: 4805.7569 - mae: 54.7325 - val_loss: 5023.0396 - val_mae: 55.9185
Epoch 98/2000
231/231 [==============================] - 0s 35us/step - loss: 4651.1831 - mae: 54.1973 - val_loss: 4897.6079 - val_mae: 55.6909
Epoch 99/2000
231/231 [==============================] - 0s 26us/step - loss: 4509.1233 - mae: 53.7761 - val_loss: 4786.6055 - val_mae: 55.5083
Epoch 100/2000
231/231 [==============================] - 0s 34us/step - loss: 4381.3289 - mae: 53.3571 - val_loss: 4686.3672 - val_mae: 55.3351
Epoch 101/2000
231/231 [==============================] - 0s 28us/step - loss: 4265.0020 - mae: 53.0069 - val_loss: 4599.3550 - val_mae: 55.2704
Epoch 102/2000
231/231 [==============================] - 0s 34us/step - loss: 4160.5155 - mae: 52.7271 - val_loss: 4521.4448 - val_mae: 55.2553
Epoch 103/2000
231/231 [==============================] - 0s 29us/step - loss: 4067.3191 - mae: 52.5326 - val_loss: 4456.9312 - val_mae: 55.2589
Epoch 104/2000
231/231 [==============================] - 0s 34us/step - loss: 3988.2576 - mae: 52.3050 - val_loss: 4401.9946 - val_mae: 55.2962
Epoch 105/2000
231/231 [==============================] - 0s 48us/step - loss: 3918.5335 - mae: 52.1057 - val_loss: 4356.0366 - val_mae: 55.3288
Epoch 106/2000
231/231 [==============================] - 0s 21us/step - loss: 3856.9913 - mae: 51.9651 - val_loss: 4320.3477 - val_mae: 55.3468
Epoch 107/2000
231/231 [==============================] - 0s 24us/step - loss: 3807.5863 - mae: 51.8593 - val_loss: 4293.6743 - val_mae: 55.3458
Epoch 108/2000
231/231 [==============================] - 0s 31us/step - loss: 3768.8206 - mae: 51.7217 - val_loss: 4271.4839 - val_mae: 55.3426
Epoch 109/2000
231/231 [==============================] - 0s 36us/step - loss: 3735.2488 - mae: 51.6706 - val_loss: 4255.6846 - val_mae: 55.3304
Epoch 110/2000
231/231 [==============================] - 0s 33us/step - loss: 3707.9615 - mae: 51.5805 - val_loss: 4242.9155 - val_mae: 55.3068
Epoch 111/2000
231/231 [==============================] - 0s 41us/step - loss: 3687.0616 - mae: 51.5066 - val_loss: 4232.5210 - val_mae: 55.3058
Epoch 112/2000
231/231 [==============================] - 0s 33us/step - loss: 3668.0842 - mae: 51.4695 - val_loss: 4223.4927 - val_mae: 55.2666
Epoch 113/2000
231/231 [==============================] - 0s 25us/step - loss: 3653.4808 - mae: 51.3993 - val_loss: 4214.2437 - val_mae: 55.2228
Epoch 114/2000
231/231 [==============================] - 0s 25us/step - loss: 3638.7604 - mae: 51.2906 - val_loss: 4205.2231 - val_mae: 55.1856
Epoch 115/2000
231/231 [==============================] - 0s 32us/step - loss: 3627.3330 - mae: 51.2084 - val_loss: 4198.4346 - val_mae: 55.1716
Epoch 116/2000
231/231 [==============================] - 0s 37us/step - loss: 3621.7020 - mae: 51.1748 - val_loss: 4191.9775 - val_mae: 55.1524
Epoch 117/2000
231/231 [==============================] - 0s 27us/step - loss: 3604.8612 - mae: 51.1089 - val_loss: 4184.0659 - val_mae: 55.1051
Epoch 118/2000
231/231 [==============================] - 0s 35us/step - loss: 3588.1176 - mae: 51.0437 - val_loss: 4170.5400 - val_mae: 54.9734
Epoch 119/2000
231/231 [==============================] - 0s 48us/step - loss: 3578.4660 - mae: 50.9413 - val_loss: 4161.2861 - val_mae: 54.9055
Epoch 120/2000
231/231 [==============================] - 0s 28us/step - loss: 3566.7619 - mae: 50.8918 - val_loss: 4143.5312 - val_mae: 54.7257
Epoch 121/2000
231/231 [==============================] - 0s 26us/step - loss: 3553.4166 - mae: 50.7402 - val_loss: 4129.8921 - val_mae: 54.5936
Epoch 122/2000
231/231 [==============================] - 0s 28us/step - loss: 3552.1399 - mae: 50.7142 - val_loss: 4115.1313 - val_mae: 54.4379
Epoch 123/2000
231/231 [==============================] - 0s 35us/step - loss: 3529.3731 - mae: 50.5226 - val_loss: 4105.9106 - val_mae: 54.3716
Epoch 124/2000
231/231 [==============================] - 0s 30us/step - loss: 3517.4040 - mae: 50.4105 - val_loss: 4099.5562 - val_mae: 54.3348
Epoch 125/2000
231/231 [==============================] - 0s 24us/step - loss: 3504.1585 - mae: 50.3648 - val_loss: 4087.8921 - val_mae: 54.2198
Epoch 126/2000
231/231 [==============================] - 0s 31us/step - loss: 3495.8483 - mae: 50.2869 - val_loss: 4073.0510 - val_mae: 54.0641
Epoch 127/2000
231/231 [==============================] - 0s 38us/step - loss: 3485.9949 - mae: 50.1929 - val_loss: 4059.8760 - val_mae: 53.9198
Epoch 128/2000
231/231 [==============================] - 0s 29us/step - loss: 3471.8420 - mae: 50.0601 - val_loss: 4049.2397 - val_mae: 53.8236
Epoch 129/2000
231/231 [==============================] - 0s 40us/step - loss: 3457.4305 - mae: 49.9496 - val_loss: 4040.7808 - val_mae: 53.7515
Epoch 130/2000
231/231 [==============================] - 0s 38us/step - loss: 3495.3394 - mae: 50.0232 - val_loss: 4035.8718 - val_mae: 53.7143
Epoch 131/2000
231/231 [==============================] - 0s 32us/step - loss: 3437.9470 - mae: 49.8201 - val_loss: 4022.3411 - val_mae: 53.5698
Epoch 132/2000
231/231 [==============================] - 0s 35us/step - loss: 3427.3610 - mae: 49.7001 - val_loss: 4011.9299 - val_mae: 53.4617
Epoch 133/2000
231/231 [==============================] - 0s 28us/step - loss: 3416.8645 - mae: 49.6198 - val_loss: 4002.2151 - val_mae: 53.3630
Epoch 134/2000
231/231 [==============================] - 0s 33us/step - loss: 3417.1624 - mae: 49.5963 - val_loss: 3999.7197 - val_mae: 53.3807
Epoch 135/2000
231/231 [==============================] - 0s 33us/step - loss: 3405.4962 - mae: 49.4932 - val_loss: 3992.7190 - val_mae: 53.3303
Epoch 136/2000
231/231 [==============================] - 0s 46us/step - loss: 3389.4015 - mae: 49.4107 - val_loss: 3980.3967 - val_mae: 53.1904
Epoch 137/2000
231/231 [==============================] - 0s 27us/step - loss: 3377.8996 - mae: 49.3126 - val_loss: 3965.7161 - val_mae: 53.0018
Epoch 138/2000
231/231 [==============================] - 0s 26us/step - loss: 3368.7849 - mae: 49.1970 - val_loss: 3957.3882 - val_mae: 52.9227
Epoch 139/2000
231/231 [==============================] - 0s 35us/step - loss: 3363.2014 - mae: 49.1035 - val_loss: 3951.3855 - val_mae: 52.8854
Epoch 140/2000
231/231 [==============================] - 0s 27us/step - loss: 3366.1008 - mae: 49.1608 - val_loss: 3930.2974 - val_mae: 52.5749
Epoch 141/2000
231/231 [==============================] - 0s 33us/step - loss: 3342.3351 - mae: 48.9392 - val_loss: 3919.7100 - val_mae: 52.4472
Epoch 142/2000
231/231 [==============================] - 0s 26us/step - loss: 3343.5857 - mae: 48.8450 - val_loss: 3918.6418 - val_mae: 52.5149
Epoch 143/2000
231/231 [==============================] - 0s 25us/step - loss: 3334.8099 - mae: 48.8468 - val_loss: 3901.6870 - val_mae: 52.2598
Epoch 144/2000
231/231 [==============================] - 0s 28us/step - loss: 3338.1392 - mae: 48.8858 - val_loss: 3900.5740 - val_mae: 52.3158
Epoch 145/2000
231/231 [==============================] - 0s 33us/step - loss: 3311.2759 - mae: 48.6571 - val_loss: 3886.7344 - val_mae: 52.1284
Epoch 146/2000
231/231 [==============================] - 0s 34us/step - loss: 3303.1461 - mae: 48.5304 - val_loss: 3881.4465 - val_mae: 52.1020
Epoch 147/2000
231/231 [==============================] - 0s 31us/step - loss: 3293.3779 - mae: 48.4615 - val_loss: 3871.4429 - val_mae: 51.9879
Epoch 148/2000
231/231 [==============================] - 0s 32us/step - loss: 3287.0836 - mae: 48.3922 - val_loss: 3858.9177 - val_mae: 51.8323
Epoch 149/2000
231/231 [==============================] - 0s 28us/step - loss: 3294.2046 - mae: 48.4336 - val_loss: 3844.3896 - val_mae: 51.6111
Epoch 150/2000
231/231 [==============================] - 0s 30us/step - loss: 3285.2277 - mae: 48.3343 - val_loss: 3833.2986 - val_mae: 51.4621
Epoch 151/2000
231/231 [==============================] - 0s 40us/step - loss: 3266.6034 - mae: 48.1734 - val_loss: 3827.9268 - val_mae: 51.4604
Epoch 152/2000
231/231 [==============================] - 0s 32us/step - loss: 3264.4729 - mae: 48.1449 - val_loss: 3825.3547 - val_mae: 51.5040
Epoch 153/2000
231/231 [==============================] - 0s 29us/step - loss: 3252.5118 - mae: 48.0460 - val_loss: 3815.6560 - val_mae: 51.3928
Epoch 154/2000
231/231 [==============================] - 0s 32us/step - loss: 3244.7948 - mae: 47.9759 - val_loss: 3804.1682 - val_mae: 51.2380
Epoch 155/2000
231/231 [==============================] - 0s 40us/step - loss: 3241.5960 - mae: 47.9339 - val_loss: 3790.8269 - val_mae: 51.0319
Epoch 156/2000
231/231 [==============================] - 0s 25us/step - loss: 3231.6905 - mae: 47.8167 - val_loss: 3787.0808 - val_mae: 51.0521
Epoch 157/2000
231/231 [==============================] - 0s 27us/step - loss: 3235.8784 - mae: 47.8723 - val_loss: 3784.2573 - val_mae: 51.0584
Epoch 158/2000
231/231 [==============================] - 0s 29us/step - loss: 3231.2736 - mae: 47.7760 - val_loss: 3777.1528 - val_mae: 50.9916
Epoch 159/2000
231/231 [==============================] - 0s 25us/step - loss: 3213.3402 - mae: 47.6644 - val_loss: 3764.0486 - val_mae: 50.8255
Epoch 160/2000
231/231 [==============================] - 0s 38us/step - loss: 3205.5616 - mae: 47.5605 - val_loss: 3748.2678 - val_mae: 50.6049
Epoch 161/2000
231/231 [==============================] - 0s 28us/step - loss: 3236.6467 - mae: 47.7004 - val_loss: 3744.3892 - val_mae: 50.5930
Epoch 162/2000
231/231 [==============================] - 0s 35us/step - loss: 3194.5522 - mae: 47.4545 - val_loss: 3730.0925 - val_mae: 50.3969
Epoch 163/2000
231/231 [==============================] - 0s 37us/step - loss: 3190.6861 - mae: 47.3800 - val_loss: 3717.9351 - val_mae: 50.2376
Epoch 164/2000
231/231 [==============================] - 0s 23us/step - loss: 3197.7182 - mae: 47.3694 - val_loss: 3715.3674 - val_mae: 50.2713
Epoch 165/2000
231/231 [==============================] - 0s 28us/step - loss: 3176.3255 - mae: 47.2626 - val_loss: 3704.8760 - val_mae: 50.1470
Epoch 166/2000
231/231 [==============================] - 0s 36us/step - loss: 3175.0019 - mae: 47.2070 - val_loss: 3699.0342 - val_mae: 50.1131
Epoch 167/2000
231/231 [==============================] - 0s 32us/step - loss: 3166.5342 - mae: 47.1686 - val_loss: 3687.1599 - val_mae: 49.9713
Epoch 168/2000
231/231 [==============================] - 0s 26us/step - loss: 3165.8142 - mae: 47.1852 - val_loss: 3673.5388 - val_mae: 49.7748
Epoch 169/2000
231/231 [==============================] - 0s 30us/step - loss: 3161.9834 - mae: 47.0277 - val_loss: 3671.7898 - val_mae: 49.8169
Epoch 170/2000
231/231 [==============================] - 0s 35us/step - loss: 3162.3581 - mae: 47.0697 - val_loss: 3667.3770 - val_mae: 49.7987
Epoch 171/2000
231/231 [==============================] - 0s 34us/step - loss: 3145.1327 - mae: 46.9463 - val_loss: 3654.4578 - val_mae: 49.6362
Epoch 172/2000
231/231 [==============================] - 0s 33us/step - loss: 3143.3204 - mae: 46.9138 - val_loss: 3640.5957 - val_mae: 49.4417
Epoch 173/2000
231/231 [==============================] - 0s 24us/step - loss: 3137.2225 - mae: 46.8019 - val_loss: 3636.6704 - val_mae: 49.4469
Epoch 174/2000
231/231 [==============================] - 0s 33us/step - loss: 3134.5625 - mae: 46.7944 - val_loss: 3631.3708 - val_mae: 49.4160
Epoch 175/2000
231/231 [==============================] - 0s 44us/step - loss: 3135.3207 - mae: 46.7619 - val_loss: 3613.4724 - val_mae: 49.1534
Epoch 176/2000
231/231 [==============================] - 0s 29us/step - loss: 3121.4671 - mae: 46.6400 - val_loss: 3606.4255 - val_mae: 49.0982
Epoch 177/2000
231/231 [==============================] - 0s 32us/step - loss: 3118.2426 - mae: 46.5804 - val_loss: 3602.2068 - val_mae: 49.1034
Epoch 178/2000
231/231 [==============================] - 0s 27us/step - loss: 3117.5686 - mae: 46.6101 - val_loss: 3597.2964 - val_mae: 49.0686
Epoch 179/2000
231/231 [==============================] - 0s 37us/step - loss: 3115.9155 - mae: 46.5596 - val_loss: 3590.0220 - val_mae: 49.0090
Epoch 180/2000
231/231 [==============================] - 0s 30us/step - loss: 3103.1969 - mae: 46.5199 - val_loss: 3575.0515 - val_mae: 48.8040
Epoch 181/2000
231/231 [==============================] - 0s 36us/step - loss: 3101.9859 - mae: 46.4343 - val_loss: 3570.2849 - val_mae: 48.7783
Epoch 182/2000
231/231 [==============================] - 0s 41us/step - loss: 3100.4245 - mae: 46.4315 - val_loss: 3563.4526 - val_mae: 48.7386
Epoch 183/2000
231/231 [==============================] - 0s 39us/step - loss: 3089.5166 - mae: 46.3591 - val_loss: 3549.2979 - val_mae: 48.5333
Epoch 184/2000
231/231 [==============================] - 0s 49us/step - loss: 3086.8901 - mae: 46.2972 - val_loss: 3543.4824 - val_mae: 48.5082
Epoch 185/2000
231/231 [==============================] - 0s 45us/step - loss: 3081.9405 - mae: 46.2757 - val_loss: 3529.3176 - val_mae: 48.2597
Epoch 186/2000
231/231 [==============================] - 0s 29us/step - loss: 3083.5108 - mae: 46.2608 - val_loss: 3518.8660 - val_mae: 48.0846
Epoch 187/2000
231/231 [==============================] - 0s 47us/step - loss: 3096.6581 - mae: 46.3107 - val_loss: 3511.1116 - val_mae: 47.9678
Epoch 188/2000
231/231 [==============================] - 0s 33us/step - loss: 3072.6437 - mae: 46.0554 - val_loss: 3508.2651 - val_mae: 48.0742
Epoch 189/2000
231/231 [==============================] - 0s 29us/step - loss: 3067.8708 - mae: 46.0616 - val_loss: 3498.3650 - val_mae: 47.9151
Epoch 190/2000
231/231 [==============================] - 0s 24us/step - loss: 3062.9913 - mae: 46.0129 - val_loss: 3491.4119 - val_mae: 47.8727
Epoch 191/2000
231/231 [==============================] - 0s 36us/step - loss: 3061.1854 - mae: 45.9837 - val_loss: 3488.2900 - val_mae: 47.9326
Epoch 192/2000
231/231 [==============================] - 0s 29us/step - loss: 3061.4147 - mae: 45.9111 - val_loss: 3482.6133 - val_mae: 47.9335
Epoch 193/2000
231/231 [==============================] - 0s 27us/step - loss: 3052.1962 - mae: 45.9615 - val_loss: 3469.0562 - val_mae: 47.6925
Epoch 194/2000
231/231 [==============================] - 0s 24us/step - loss: 3051.0129 - mae: 45.8674 - val_loss: 3465.2349 - val_mae: 47.7343
Epoch 195/2000
231/231 [==============================] - 0s 32us/step - loss: 3044.6100 - mae: 45.8451 - val_loss: 3454.2012 - val_mae: 47.5592
Epoch 196/2000
231/231 [==============================] - 0s 33us/step - loss: 3080.2389 - mae: 46.1761 - val_loss: 3443.9236 - val_mae: 47.3734
Epoch 197/2000
231/231 [==============================] - 0s 28us/step - loss: 3038.8925 - mae: 45.7607 - val_loss: 3438.8010 - val_mae: 47.3776
Epoch 198/2000
231/231 [==============================] - 0s 41us/step - loss: 3053.9201 - mae: 45.9033 - val_loss: 3429.4749 - val_mae: 47.1807
Epoch 199/2000
231/231 [==============================] - 0s 33us/step - loss: 3033.3251 - mae: 45.6998 - val_loss: 3422.8621 - val_mae: 47.1467
Epoch 200/2000
231/231 [==============================] - 0s 24us/step - loss: 3042.9430 - mae: 45.7027 - val_loss: 3420.5679 - val_mae: 47.2673
Epoch 201/2000
231/231 [==============================] - 0s 26us/step - loss: 3033.1516 - mae: 45.6782 - val_loss: 3416.9470 - val_mae: 47.2704
Epoch 202/2000
231/231 [==============================] - 0s 33us/step - loss: 3026.3016 - mae: 45.6592 - val_loss: 3410.1719 - val_mae: 47.1993
Epoch 203/2000
231/231 [==============================] - 0s 40us/step - loss: 3022.3302 - mae: 45.6348 - val_loss: 3399.1040 - val_mae: 47.0115
Epoch 204/2000
231/231 [==============================] - 0s 27us/step - loss: 3020.7646 - mae: 45.5751 - val_loss: 3394.2341 - val_mae: 47.0255
Epoch 205/2000
231/231 [==============================] - 0s 41us/step - loss: 3017.2630 - mae: 45.5702 - val_loss: 3389.6047 - val_mae: 46.9969
Epoch 206/2000
231/231 [==============================] - 0s 28us/step - loss: 3019.7238 - mae: 45.5754 - val_loss: 3384.3806 - val_mae: 46.9869
Epoch 207/2000
231/231 [==============================] - 0s 25us/step - loss: 3013.1381 - mae: 45.5351 - val_loss: 3377.0784 - val_mae: 46.9065
Epoch 208/2000
231/231 [==============================] - 0s 31us/step - loss: 3021.9992 - mae: 45.4953 - val_loss: 3373.1462 - val_mae: 46.9051
Epoch 209/2000
231/231 [==============================] - 0s 32us/step - loss: 3016.5501 - mae: 45.5799 - val_loss: 3359.3647 - val_mae: 46.6114
Epoch 210/2000
231/231 [==============================] - 0s 38us/step - loss: 3004.2268 - mae: 45.3629 - val_loss: 3355.1565 - val_mae: 46.6504
Epoch 211/2000
231/231 [==============================] - 0s 25us/step - loss: 3000.0542 - mae: 45.3773 - val_loss: 3346.9656 - val_mae: 46.5299
Epoch 212/2000
231/231 [==============================] - 0s 26us/step - loss: 3001.5857 - mae: 45.3123 - val_loss: 3343.8569 - val_mae: 46.5764
Epoch 213/2000
231/231 [==============================] - 0s 26us/step - loss: 3013.0583 - mae: 45.5544 - val_loss: 3333.4963 - val_mae: 46.3423
Epoch 214/2000
231/231 [==============================] - 0s 39us/step - loss: 2998.7337 - mae: 45.3367 - val_loss: 3326.5396 - val_mae: 46.2497
Epoch 215/2000
231/231 [==============================] - 0s 30us/step - loss: 2991.0882 - mae: 45.2416 - val_loss: 3320.7388 - val_mae: 46.2354
Epoch 216/2000
231/231 [==============================] - 0s 34us/step - loss: 2989.3129 - mae: 45.2799 - val_loss: 3314.0686 - val_mae: 46.1606
Epoch 217/2000
231/231 [==============================] - 0s 37us/step - loss: 2996.7168 - mae: 45.1449 - val_loss: 3311.1045 - val_mae: 46.2704
Epoch 218/2000
231/231 [==============================] - 0s 26us/step - loss: 2984.5288 - mae: 45.2042 - val_loss: 3304.6753 - val_mae: 46.1877
Epoch 219/2000
231/231 [==============================] - 0s 33us/step - loss: 2982.2191 - mae: 45.1886 - val_loss: 3295.8132 - val_mae: 46.0115
Epoch 220/2000
231/231 [==============================] - 0s 26us/step - loss: 2982.0164 - mae: 45.1529 - val_loss: 3288.8867 - val_mae: 45.8981
Epoch 221/2000
231/231 [==============================] - 0s 42us/step - loss: 2982.0921 - mae: 45.0472 - val_loss: 3286.3137 - val_mae: 46.0148
Epoch 222/2000
231/231 [==============================] - 0s 25us/step - loss: 2994.1286 - mae: 45.2143 - val_loss: 3283.7637 - val_mae: 46.0512
Epoch 223/2000
231/231 [==============================] - 0s 34us/step - loss: 2974.9257 - mae: 45.1131 - val_loss: 3276.0740 - val_mae: 45.9382
Epoch 224/2000
231/231 [==============================] - 0s 29us/step - loss: 2972.6311 - mae: 45.0777 - val_loss: 3266.9216 - val_mae: 45.7409
Epoch 225/2000
231/231 [==============================] - 0s 25us/step - loss: 2971.6719 - mae: 45.0157 - val_loss: 3260.6008 - val_mae: 45.6262
Epoch 226/2000
231/231 [==============================] - 0s 28us/step - loss: 2969.0724 - mae: 44.9708 - val_loss: 3255.0542 - val_mae: 45.5643
Epoch 227/2000
231/231 [==============================] - 0s 30us/step - loss: 2965.5235 - mae: 44.9229 - val_loss: 3251.1443 - val_mae: 45.5850
Epoch 228/2000
231/231 [==============================] - 0s 39us/step - loss: 2965.1803 - mae: 44.8805 - val_loss: 3248.1272 - val_mae: 45.6305
Epoch 229/2000
231/231 [==============================] - 0s 33us/step - loss: 2975.0203 - mae: 44.9337 - val_loss: 3245.0854 - val_mae: 45.6571
Epoch 230/2000
231/231 [==============================] - 0s 41us/step - loss: 2960.1390 - mae: 44.9168 - val_loss: 3235.2366 - val_mae: 45.4714
Epoch 231/2000
231/231 [==============================] - 0s 34us/step - loss: 2962.7719 - mae: 44.8684 - val_loss: 3231.3203 - val_mae: 45.4887
Epoch 232/2000
231/231 [==============================] - 0s 31us/step - loss: 2956.7056 - mae: 44.8804 - val_loss: 3222.3367 - val_mae: 45.2897
Epoch 233/2000
231/231 [==============================] - 0s 32us/step - loss: 2963.0169 - mae: 44.8941 - val_loss: 3216.6628 - val_mae: 45.1412
Epoch 234/2000
231/231 [==============================] - 0s 29us/step - loss: 2955.0998 - mae: 44.8382 - val_loss: 3211.3501 - val_mae: 45.1018
Epoch 235/2000
231/231 [==============================] - 0s 23us/step - loss: 2953.3650 - mae: 44.7773 - val_loss: 3206.2012 - val_mae: 45.1012
Epoch 236/2000
231/231 [==============================] - 0s 22us/step - loss: 2952.1784 - mae: 44.7885 - val_loss: 3202.1799 - val_mae: 45.0429
Epoch 237/2000
231/231 [==============================] - 0s 36us/step - loss: 2947.9644 - mae: 44.7027 - val_loss: 3197.8416 - val_mae: 45.0449
Epoch 238/2000
231/231 [==============================] - 0s 26us/step - loss: 2956.0563 - mae: 44.7901 - val_loss: 3196.6370 - val_mae: 45.1488
Epoch 239/2000
231/231 [==============================] - 0s 34us/step - loss: 2949.2293 - mae: 44.7741 - val_loss: 3191.9890 - val_mae: 45.0994
Epoch 240/2000
231/231 [==============================] - 0s 22us/step - loss: 2944.8073 - mae: 44.7258 - val_loss: 3184.1770 - val_mae: 44.8901
Epoch 241/2000
231/231 [==============================] - 0s 36us/step - loss: 2941.9342 - mae: 44.6510 - val_loss: 3179.8567 - val_mae: 44.8787
Epoch 242/2000
231/231 [==============================] - 0s 34us/step - loss: 2945.1948 - mae: 44.6421 - val_loss: 3177.8376 - val_mae: 44.9194
Epoch 243/2000
231/231 [==============================] - 0s 27us/step - loss: 2944.1192 - mae: 44.6350 - val_loss: 3174.6921 - val_mae: 44.9039
Epoch 244/2000
231/231 [==============================] - 0s 33us/step - loss: 2944.5598 - mae: 44.7069 - val_loss: 3171.2888 - val_mae: 44.8715
Epoch 245/2000
231/231 [==============================] - 0s 29us/step - loss: 2942.7696 - mae: 44.6319 - val_loss: 3166.6055 - val_mae: 44.8140
Epoch 246/2000
231/231 [==============================] - 0s 36us/step - loss: 2937.9214 - mae: 44.6264 - val_loss: 3159.6809 - val_mae: 44.6113
Epoch 247/2000
231/231 [==============================] - 0s 27us/step - loss: 2939.9770 - mae: 44.6186 - val_loss: 3155.3276 - val_mae: 44.5244
Epoch 248/2000
231/231 [==============================] - 0s 30us/step - loss: 2934.5351 - mae: 44.5535 - val_loss: 3150.9778 - val_mae: 44.5484
Epoch 249/2000
231/231 [==============================] - 0s 39us/step - loss: 2931.8785 - mae: 44.5380 - val_loss: 3146.5940 - val_mae: 44.5365
Epoch 250/2000
231/231 [==============================] - 0s 25us/step - loss: 2930.8308 - mae: 44.5241 - val_loss: 3142.6570 - val_mae: 44.5328
Epoch 251/2000
231/231 [==============================] - 0s 32us/step - loss: 2932.1378 - mae: 44.5447 - val_loss: 3137.5334 - val_mae: 44.3561
Epoch 252/2000
231/231 [==============================] - 0s 32us/step - loss: 2931.7676 - mae: 44.5170 - val_loss: 3132.4648 - val_mae: 44.3276
Epoch 253/2000
231/231 [==============================] - 0s 37us/step - loss: 2934.0701 - mae: 44.5162 - val_loss: 3131.2744 - val_mae: 44.4991
Epoch 254/2000
231/231 [==============================] - 0s 27us/step - loss: 2927.8217 - mae: 44.5073 - val_loss: 3124.2793 - val_mae: 44.3651
Epoch 255/2000
231/231 [==============================] - 0s 28us/step - loss: 2926.0903 - mae: 44.4760 - val_loss: 3119.8704 - val_mae: 44.3107
Epoch 256/2000
231/231 [==============================] - 0s 31us/step - loss: 2929.1559 - mae: 44.4676 - val_loss: 3118.8848 - val_mae: 44.3747
Epoch 257/2000
231/231 [==============================] - 0s 29us/step - loss: 2931.3538 - mae: 44.4713 - val_loss: 3114.9526 - val_mae: 44.3465
Epoch 258/2000
231/231 [==============================] - 0s 28us/step - loss: 2924.3890 - mae: 44.4684 - val_loss: 3108.2002 - val_mae: 44.1661
Epoch 259/2000
231/231 [==============================] - 0s 37us/step - loss: 2935.4789 - mae: 44.5232 - val_loss: 3106.3647 - val_mae: 44.2534
Epoch 260/2000
231/231 [==============================] - 0s 38us/step - loss: 2922.3115 - mae: 44.4395 - val_loss: 3101.0281 - val_mae: 44.1129
Epoch 261/2000
231/231 [==============================] - 0s 27us/step - loss: 2931.1692 - mae: 44.4288 - val_loss: 3098.9087 - val_mae: 44.1904
Epoch 262/2000
231/231 [==============================] - 0s 27us/step - loss: 2921.0206 - mae: 44.4343 - val_loss: 3094.4028 - val_mae: 44.0353
Epoch 263/2000
231/231 [==============================] - 0s 35us/step - loss: 2936.5679 - mae: 44.4707 - val_loss: 3091.8660 - val_mae: 44.1096
Epoch 264/2000
231/231 [==============================] - 0s 31us/step - loss: 2919.7728 - mae: 44.3971 - val_loss: 3088.2219 - val_mae: 44.0352
Epoch 265/2000
231/231 [==============================] - 0s 32us/step - loss: 2959.4073 - mae: 44.7074 - val_loss: 3085.2942 - val_mae: 43.9382
Epoch 266/2000
231/231 [==============================] - 0s 28us/step - loss: 2917.0149 - mae: 44.3601 - val_loss: 3081.8638 - val_mae: 43.9489
Epoch 267/2000
231/231 [==============================] - 0s 37us/step - loss: 2917.8309 - mae: 44.3608 - val_loss: 3079.1716 - val_mae: 43.9652
Epoch 268/2000
231/231 [==============================] - 0s 37us/step - loss: 2917.6155 - mae: 44.3862 - val_loss: 3076.5183 - val_mae: 43.9590
Epoch 269/2000
231/231 [==============================] - 0s 22us/step - loss: 2916.7724 - mae: 44.3696 - val_loss: 3073.5339 - val_mae: 43.8630
Epoch 270/2000
231/231 [==============================] - 0s 33us/step - loss: 2914.7194 - mae: 44.3117 - val_loss: 3070.3789 - val_mae: 43.8862
Epoch 271/2000
231/231 [==============================] - 0s 37us/step - loss: 2913.6264 - mae: 44.3388 - val_loss: 3067.9541 - val_mae: 43.8186
Epoch 272/2000
231/231 [==============================] - 0s 28us/step - loss: 2920.1310 - mae: 44.3125 - val_loss: 3065.9429 - val_mae: 43.8849
Epoch 273/2000
231/231 [==============================] - 0s 35us/step - loss: 2919.5396 - mae: 44.3605 - val_loss: 3063.7930 - val_mae: 43.8677
Epoch 274/2000
231/231 [==============================] - 0s 36us/step - loss: 2916.1541 - mae: 44.3638 - val_loss: 3060.7500 - val_mae: 43.8431
Epoch 275/2000
231/231 [==============================] - 0s 25us/step - loss: 2911.5941 - mae: 44.3206 - val_loss: 3056.6335 - val_mae: 43.7467
Epoch 276/2000
231/231 [==============================] - 0s 28us/step - loss: 2917.4020 - mae: 44.3965 - val_loss: 3055.5840 - val_mae: 43.6175
Epoch 277/2000
231/231 [==============================] - 0s 38us/step - loss: 2928.9628 - mae: 44.3570 - val_loss: 3053.7942 - val_mae: 43.7319
Epoch 278/2000
231/231 [==============================] - 0s 42us/step - loss: 2920.6794 - mae: 44.3595 - val_loss: 3051.0791 - val_mae: 43.6025
Epoch 279/2000
231/231 [==============================] - 0s 30us/step - loss: 2908.7184 - mae: 44.2557 - val_loss: 3048.5925 - val_mae: 43.6316
Epoch 280/2000
231/231 [==============================] - 0s 37us/step - loss: 2908.9417 - mae: 44.2687 - val_loss: 3047.3628 - val_mae: 43.6238
Epoch 281/2000
231/231 [==============================] - 0s 40us/step - loss: 2912.0633 - mae: 44.3419 - val_loss: 3045.5225 - val_mae: 43.5281
Epoch 282/2000
231/231 [==============================] - 0s 25us/step - loss: 2909.6652 - mae: 44.2441 - val_loss: 3042.9202 - val_mae: 43.5942
Epoch 283/2000
231/231 [==============================] - 0s 24us/step - loss: 2916.5357 - mae: 44.3222 - val_loss: 3042.1873 - val_mae: 43.6481
Epoch 284/2000
231/231 [==============================] - 0s 33us/step - loss: 2911.5748 - mae: 44.2882 - val_loss: 3039.9170 - val_mae: 43.6226
Epoch 285/2000
231/231 [==============================] - 0s 33us/step - loss: 2926.8629 - mae: 44.3270 - val_loss: 3038.9014 - val_mae: 43.6372
Epoch 286/2000
231/231 [==============================] - 0s 28us/step - loss: 2921.1632 - mae: 44.4289 - val_loss: 3034.9453 - val_mae: 43.4732
Epoch 287/2000
231/231 [==============================] - 0s 32us/step - loss: 2908.0103 - mae: 44.2400 - val_loss: 3032.8972 - val_mae: 43.4701
Epoch 288/2000
231/231 [==============================] - 0s 29us/step - loss: 2908.3109 - mae: 44.2525 - val_loss: 3031.4639 - val_mae: 43.5121
Epoch 289/2000
231/231 [==============================] - 0s 32us/step - loss: 2906.0096 - mae: 44.2218 - val_loss: 3029.9873 - val_mae: 43.4980
Epoch 290/2000
231/231 [==============================] - 0s 30us/step - loss: 2915.2535 - mae: 44.3136 - val_loss: 3028.5647 - val_mae: 43.3764
Epoch 291/2000
231/231 [==============================] - 0s 32us/step - loss: 2907.6086 - mae: 44.2074 - val_loss: 3025.3530 - val_mae: 43.4461
Epoch 292/2000
231/231 [==============================] - 0s 31us/step - loss: 2911.2034 - mae: 44.3206 - val_loss: 3024.4009 - val_mae: 43.3436
Epoch 293/2000
231/231 [==============================] - 0s 29us/step - loss: 2905.1613 - mae: 44.1905 - val_loss: 3022.4121 - val_mae: 43.4096
Epoch 294/2000
231/231 [==============================] - 0s 27us/step - loss: 2903.5302 - mae: 44.2330 - val_loss: 3020.7214 - val_mae: 43.4164
Epoch 295/2000
231/231 [==============================] - 0s 33us/step - loss: 2920.6093 - mae: 44.2868 - val_loss: 3020.0068 - val_mae: 43.4629
Epoch 296/2000
231/231 [==============================] - 0s 27us/step - loss: 2904.5893 - mae: 44.2389 - val_loss: 3017.5847 - val_mae: 43.4139
Epoch 297/2000
231/231 [==============================] - 0s 37us/step - loss: 2909.2008 - mae: 44.2550 - val_loss: 3016.6804 - val_mae: 43.4349
Epoch 298/2000
231/231 [==============================] - 0s 28us/step - loss: 2903.3844 - mae: 44.2198 - val_loss: 3014.1628 - val_mae: 43.3807
Epoch 299/2000
231/231 [==============================] - 0s 35us/step - loss: 2902.0076 - mae: 44.2140 - val_loss: 3011.8550 - val_mae: 43.2763
Epoch 300/2000
231/231 [==============================] - 0s 44us/step - loss: 2908.3990 - mae: 44.2385 - val_loss: 3011.4229 - val_mae: 43.2023
Epoch 301/2000
231/231 [==============================] - 0s 28us/step - loss: 2928.3756 - mae: 44.3640 - val_loss: 3011.0847 - val_mae: 43.1608
Epoch 302/2000
231/231 [==============================] - 0s 25us/step - loss: 2912.6706 - mae: 44.2344 - val_loss: 3007.5122 - val_mae: 43.2639
Epoch 303/2000
231/231 [==============================] - 0s 31us/step - loss: 2909.5380 - mae: 44.2312 - val_loss: 3006.8699 - val_mae: 43.3175
Epoch 304/2000
231/231 [==============================] - 0s 36us/step - loss: 2910.2939 - mae: 44.2171 - val_loss: 3005.1401 - val_mae: 43.3339
Epoch 305/2000
231/231 [==============================] - 0s 32us/step - loss: 2899.6710 - mae: 44.1969 - val_loss: 3003.4536 - val_mae: 43.2685
Epoch 306/2000
231/231 [==============================] - 0s 26us/step - loss: 2899.9029 - mae: 44.1880 - val_loss: 3001.6628 - val_mae: 43.2007
Epoch 307/2000
231/231 [==============================] - 0s 36us/step - loss: 2901.3040 - mae: 44.1943 - val_loss: 3000.6821 - val_mae: 43.2024
Epoch 308/2000
231/231 [==============================] - 0s 28us/step - loss: 2898.8194 - mae: 44.1520 - val_loss: 2999.3770 - val_mae: 43.2187
Epoch 309/2000
231/231 [==============================] - 0s 27us/step - loss: 2898.1078 - mae: 44.1694 - val_loss: 2998.3533 - val_mae: 43.1575
Epoch 310/2000
231/231 [==============================] - 0s 30us/step - loss: 2900.0776 - mae: 44.1264 - val_loss: 2997.7454 - val_mae: 43.2122
Epoch 311/2000
231/231 [==============================] - 0s 33us/step - loss: 2915.0758 - mae: 44.3548 - val_loss: 2996.3376 - val_mae: 43.0675
Epoch 312/2000
231/231 [==============================] - 0s 43us/step - loss: 2900.3017 - mae: 44.2264 - val_loss: 2995.3318 - val_mae: 43.0456
Epoch 313/2000
231/231 [==============================] - 0s 26us/step - loss: 2896.8252 - mae: 44.1160 - val_loss: 2992.5181 - val_mae: 43.0550
Epoch 314/2000
231/231 [==============================] - 0s 31us/step - loss: 2902.0413 - mae: 44.1724 - val_loss: 2991.2820 - val_mae: 43.1343
Epoch 315/2000
231/231 [==============================] - 0s 30us/step - loss: 2896.3968 - mae: 44.1526 - val_loss: 2989.2930 - val_mae: 43.0793
Epoch 316/2000
231/231 [==============================] - 0s 33us/step - loss: 2895.4582 - mae: 44.1277 - val_loss: 2987.6941 - val_mae: 43.0276
Epoch 317/2000
231/231 [==============================] - 0s 37us/step - loss: 2903.4268 - mae: 44.2149 - val_loss: 2988.2195 - val_mae: 42.9480
Epoch 318/2000
231/231 [==============================] - 0s 38us/step - loss: 2897.5665 - mae: 44.1168 - val_loss: 2986.6157 - val_mae: 42.9531
Epoch 319/2000
231/231 [==============================] - 0s 26us/step - loss: 2900.4782 - mae: 44.1098 - val_loss: 2984.7729 - val_mae: 43.0793
Epoch 320/2000
231/231 [==============================] - 0s 27us/step - loss: 2900.0977 - mae: 44.1739 - val_loss: 2984.1587 - val_mae: 42.9341
Epoch 321/2000
231/231 [==============================] - 0s 34us/step - loss: 2894.9515 - mae: 44.0990 - val_loss: 2982.0818 - val_mae: 42.9877
Epoch 322/2000
231/231 [==============================] - 0s 33us/step - loss: 2894.8813 - mae: 44.1189 - val_loss: 2981.1130 - val_mae: 42.9535
Epoch 323/2000
231/231 [==============================] - 0s 41us/step - loss: 2934.9364 - mae: 44.4969 - val_loss: 2980.8376 - val_mae: 42.9050
Epoch 324/2000
231/231 [==============================] - 0s 37us/step - loss: 2897.5449 - mae: 44.1434 - val_loss: 2979.9756 - val_mae: 42.8827
Epoch 325/2000
231/231 [==============================] - 0s 34us/step - loss: 2912.6926 - mae: 44.1947 - val_loss: 2976.8164 - val_mae: 42.9665
Epoch 326/2000
231/231 [==============================] - 0s 25us/step - loss: 2907.1008 - mae: 44.1676 - val_loss: 2975.5630 - val_mae: 43.0225
Epoch 327/2000
231/231 [==============================] - 0s 23us/step - loss: 2901.7588 - mae: 44.2089 - val_loss: 2973.6743 - val_mae: 42.8952
Epoch 328/2000
231/231 [==============================] - 0s 40us/step - loss: 2895.7784 - mae: 44.1130 - val_loss: 2973.4041 - val_mae: 42.8655
Epoch 329/2000
231/231 [==============================] - 0s 34us/step - loss: 2892.0765 - mae: 44.0983 - val_loss: 2972.3960 - val_mae: 42.8693
Epoch 330/2000
231/231 [==============================] - 0s 25us/step - loss: 2898.7051 - mae: 44.1131 - val_loss: 2970.8899 - val_mae: 42.9457
Epoch 331/2000
231/231 [==============================] - 0s 29us/step - loss: 2891.2219 - mae: 44.1057 - val_loss: 2969.2930 - val_mae: 42.9013
Epoch 332/2000
231/231 [==============================] - 0s 36us/step - loss: 2899.6130 - mae: 44.2112 - val_loss: 2969.0820 - val_mae: 42.8095
Epoch 333/2000
231/231 [==============================] - 0s 31us/step - loss: 2893.0895 - mae: 44.0874 - val_loss: 2967.3066 - val_mae: 42.8204
Epoch 334/2000
231/231 [==============================] - 0s 26us/step - loss: 2890.4157 - mae: 44.0779 - val_loss: 2965.5447 - val_mae: 42.8394
Epoch 335/2000
231/231 [==============================] - 0s 29us/step - loss: 2892.1833 - mae: 44.0905 - val_loss: 2964.2563 - val_mae: 42.8815
Epoch 336/2000
231/231 [==============================] - 0s 26us/step - loss: 2936.9007 - mae: 44.5444 - val_loss: 2964.3799 - val_mae: 42.8038
Epoch 337/2000
231/231 [==============================] - 0s 34us/step - loss: 2895.3642 - mae: 44.0924 - val_loss: 2962.8884 - val_mae: 42.8461
Epoch 338/2000
231/231 [==============================] - 0s 26us/step - loss: 2889.4421 - mae: 44.0979 - val_loss: 2961.7310 - val_mae: 42.8122
Epoch 339/2000
231/231 [==============================] - 0s 39us/step - loss: 2921.5328 - mae: 44.3927 - val_loss: 2961.6064 - val_mae: 42.7454
Epoch 340/2000
231/231 [==============================] - 0s 33us/step - loss: 2890.2470 - mae: 44.0758 - val_loss: 2959.7852 - val_mae: 42.7705
Epoch 341/2000
231/231 [==============================] - 0s 28us/step - loss: 2890.3823 - mae: 44.1022 - val_loss: 2958.6733 - val_mae: 42.7509
Epoch 342/2000
231/231 [==============================] - 0s 24us/step - loss: 2891.2501 - mae: 44.0898 - val_loss: 2958.3213 - val_mae: 42.7304
Epoch 343/2000
231/231 [==============================] - 0s 30us/step - loss: 2892.5414 - mae: 44.1614 - val_loss: 2957.5532 - val_mae: 42.6934
Epoch 344/2000
231/231 [==============================] - 0s 26us/step - loss: 2897.2498 - mae: 44.1595 - val_loss: 2957.5681 - val_mae: 42.6680
Epoch 345/2000
231/231 [==============================] - 0s 23us/step - loss: 2889.5425 - mae: 44.0572 - val_loss: 2956.0981 - val_mae: 42.7274
Epoch 346/2000
231/231 [==============================] - 0s 21us/step - loss: 2888.2386 - mae: 44.0623 - val_loss: 2955.3538 - val_mae: 42.7462
Epoch 347/2000
231/231 [==============================] - 0s 29us/step - loss: 2890.2977 - mae: 44.0822 - val_loss: 2955.1025 - val_mae: 42.7900
Epoch 348/2000
231/231 [==============================] - 0s 25us/step - loss: 2888.3587 - mae: 44.0987 - val_loss: 2954.7671 - val_mae: 42.7329
Epoch 349/2000
231/231 [==============================] - 0s 32us/step - loss: 2891.9577 - mae: 44.1332 - val_loss: 2955.9519 - val_mae: 42.6577
Epoch 350/2000
231/231 [==============================] - 0s 24us/step - loss: 2888.3132 - mae: 44.0668 - val_loss: 2954.6074 - val_mae: 42.6726
Epoch 351/2000
231/231 [==============================] - 0s 34us/step - loss: 2924.9267 - mae: 44.3917 - val_loss: 2955.3086 - val_mae: 42.6402
Epoch 352/2000
231/231 [==============================] - 0s 30us/step - loss: 2888.3345 - mae: 44.0625 - val_loss: 2954.6370 - val_mae: 42.6567
Epoch 353/2000
231/231 [==============================] - 0s 27us/step - loss: 2887.7009 - mae: 44.0486 - val_loss: 2953.3223 - val_mae: 42.6757
Epoch 354/2000
231/231 [==============================] - 0s 33us/step - loss: 2889.2963 - mae: 44.0806 - val_loss: 2952.1846 - val_mae: 42.7348
Epoch 355/2000
231/231 [==============================] - 0s 29us/step - loss: 2889.0132 - mae: 44.0954 - val_loss: 2951.8669 - val_mae: 42.6368
Epoch 356/2000
231/231 [==============================] - 0s 43us/step - loss: 2887.7313 - mae: 44.0499 - val_loss: 2950.9053 - val_mae: 42.7189
Epoch 357/2000
231/231 [==============================] - 0s 40us/step - loss: 2889.9757 - mae: 44.0735 - val_loss: 2950.4355 - val_mae: 42.7610
Epoch 358/2000
231/231 [==============================] - 0s 34us/step - loss: 2889.8641 - mae: 44.1478 - val_loss: 2950.3540 - val_mae: 42.6234
Epoch 359/2000
231/231 [==============================] - 0s 28us/step - loss: 2885.1267 - mae: 44.0391 - val_loss: 2948.8306 - val_mae: 42.6676
Epoch 360/2000
231/231 [==============================] - 0s 41us/step - loss: 2886.8206 - mae: 44.0464 - val_loss: 2948.6057 - val_mae: 42.7238
Epoch 361/2000
231/231 [==============================] - 0s 30us/step - loss: 2898.4659 - mae: 44.1980 - val_loss: 2950.0632 - val_mae: 42.5781
Epoch 362/2000
231/231 [==============================] - 0s 31us/step - loss: 2885.8850 - mae: 44.0368 - val_loss: 2948.4688 - val_mae: 42.6001
Epoch 363/2000
231/231 [==============================] - 0s 31us/step - loss: 2894.3315 - mae: 44.1410 - val_loss: 2949.8594 - val_mae: 42.5466
Epoch 364/2000
231/231 [==============================] - 0s 25us/step - loss: 2891.9769 - mae: 44.0876 - val_loss: 2949.7598 - val_mae: 42.5379
Epoch 365/2000
231/231 [==============================] - 0s 32us/step - loss: 2893.5881 - mae: 44.0505 - val_loss: 2949.3804 - val_mae: 42.5296
Epoch 366/2000
231/231 [==============================] - 0s 24us/step - loss: 2885.6408 - mae: 44.0263 - val_loss: 2946.0920 - val_mae: 42.5949
Epoch 367/2000
231/231 [==============================] - 0s 31us/step - loss: 2886.1408 - mae: 44.0886 - val_loss: 2946.1531 - val_mae: 42.5515
Epoch 368/2000
231/231 [==============================] - 0s 32us/step - loss: 2909.3851 - mae: 44.3006 - val_loss: 2947.8647 - val_mae: 42.5135
Epoch 369/2000
231/231 [==============================] - 0s 38us/step - loss: 2886.0133 - mae: 44.0012 - val_loss: 2944.4702 - val_mae: 42.5932
Epoch 370/2000
231/231 [==============================] - 0s 36us/step - loss: 2883.9715 - mae: 44.0679 - val_loss: 2943.5881 - val_mae: 42.5656
Epoch 371/2000
231/231 [==============================] - 0s 33us/step - loss: 2883.6063 - mae: 44.0285 - val_loss: 2943.0303 - val_mae: 42.5283
Epoch 372/2000
231/231 [==============================] - 0s 47us/step - loss: 2883.1881 - mae: 44.0349 - val_loss: 2941.9126 - val_mae: 42.5312
Epoch 373/2000
231/231 [==============================] - 0s 29us/step - loss: 2885.2506 - mae: 44.0423 - val_loss: 2941.0691 - val_mae: 42.6227
Epoch 374/2000
231/231 [==============================] - 0s 33us/step - loss: 2883.2703 - mae: 44.0879 - val_loss: 2941.2439 - val_mae: 42.5087
Epoch 375/2000
231/231 [==============================] - 0s 28us/step - loss: 2883.1482 - mae: 44.0322 - val_loss: 2939.9065 - val_mae: 42.6146
Epoch 376/2000
231/231 [==============================] - 0s 42us/step - loss: 2902.5907 - mae: 44.2242 - val_loss: 2940.3003 - val_mae: 42.4651
Epoch 377/2000
231/231 [==============================] - 0s 25us/step - loss: 2889.2691 - mae: 44.1057 - val_loss: 2940.3179 - val_mae: 42.4454
Epoch 378/2000
231/231 [==============================] - 0s 25us/step - loss: 2920.8165 - mae: 44.3970 - val_loss: 2940.9395 - val_mae: 42.4357
Epoch 379/2000
231/231 [==============================] - 0s 28us/step - loss: 2893.8233 - mae: 44.0756 - val_loss: 2936.7964 - val_mae: 42.5065
Epoch 380/2000
231/231 [==============================] - 0s 28us/step - loss: 2913.0496 - mae: 44.3158 - val_loss: 2936.1206 - val_mae: 42.5813
Epoch 381/2000
231/231 [==============================] - ETA: 0s - loss: 2921.7395 - mae: 45.684 - 0s 38us/step - loss: 2880.3385 - mae: 44.0591 - val_loss: 2935.5435 - val_mae: 42.5420
Epoch 382/2000
231/231 [==============================] - 0s 27us/step - loss: 2883.7573 - mae: 44.0832 - val_loss: 2935.4763 - val_mae: 42.4722
Epoch 383/2000
231/231 [==============================] - 0s 38us/step - loss: 2891.8215 - mae: 44.1135 - val_loss: 2935.6870 - val_mae: 42.4340
Epoch 384/2000
231/231 [==============================] - 0s 31us/step - loss: 2881.6220 - mae: 44.0355 - val_loss: 2935.0095 - val_mae: 42.4319
Epoch 385/2000
231/231 [==============================] - 0s 23us/step - loss: 2887.1514 - mae: 44.0154 - val_loss: 2933.2056 - val_mae: 42.5212
Epoch 386/2000
231/231 [==============================] - 0s 25us/step - loss: 2890.5648 - mae: 44.1629 - val_loss: 2933.1084 - val_mae: 42.5944
Epoch 387/2000
231/231 [==============================] - 0s 39us/step - loss: 2894.8087 - mae: 44.1965 - val_loss: 2933.7261 - val_mae: 42.6517
Epoch 388/2000
231/231 [==============================] - 0s 35us/step - loss: 2884.0792 - mae: 44.1068 - val_loss: 2933.1479 - val_mae: 42.5969
Epoch 389/2000
231/231 [==============================] - 0s 24us/step - loss: 2879.7025 - mae: 44.0648 - val_loss: 2932.2141 - val_mae: 42.5219
Epoch 390/2000
231/231 [==============================] - 0s 22us/step - loss: 2879.4649 - mae: 44.0451 - val_loss: 2931.7603 - val_mae: 42.5303
Epoch 391/2000
231/231 [==============================] - 0s 33us/step - loss: 2883.5721 - mae: 44.1154 - val_loss: 2932.2202 - val_mae: 42.4205
Epoch 392/2000
231/231 [==============================] - 0s 25us/step - loss: 2884.5690 - mae: 44.0978 - val_loss: 2932.7307 - val_mae: 42.4031
Epoch 393/2000
231/231 [==============================] - 0s 34us/step - loss: 2879.8160 - mae: 44.0291 - val_loss: 2931.5400 - val_mae: 42.4132
Epoch 394/2000
231/231 [==============================] - 0s 24us/step - loss: 2879.5217 - mae: 44.0095 - val_loss: 2931.0483 - val_mae: 42.5060
Epoch 395/2000
231/231 [==============================] - 0s 31us/step - loss: 2883.0457 - mae: 44.0731 - val_loss: 2932.3350 - val_mae: 42.3986
Epoch 396/2000
231/231 [==============================] - 0s 30us/step - loss: 2888.0053 - mae: 44.1073 - val_loss: 2932.9587 - val_mae: 42.3822
Epoch 397/2000
231/231 [==============================] - 0s 27us/step - loss: 2883.5899 - mae: 44.0201 - val_loss: 2930.5396 - val_mae: 42.5064
Epoch 398/2000
231/231 [==============================] - 0s 23us/step - loss: 2885.2460 - mae: 44.0609 - val_loss: 2930.5764 - val_mae: 42.5983
Epoch 399/2000
231/231 [==============================] - 0s 25us/step - loss: 2878.3278 - mae: 44.0699 - val_loss: 2929.9651 - val_mae: 42.5002
Epoch 400/2000
231/231 [==============================] - 0s 28us/step - loss: 2876.7700 - mae: 44.0349 - val_loss: 2929.9834 - val_mae: 42.4782
Epoch 401/2000
231/231 [==============================] - 0s 41us/step - loss: 2877.6163 - mae: 44.0336 - val_loss: 2930.2341 - val_mae: 42.4949
Epoch 402/2000
231/231 [==============================] - 0s 29us/step - loss: 2887.6549 - mae: 44.2099 - val_loss: 2931.3486 - val_mae: 42.3815
Epoch 403/2000
231/231 [==============================] - 0s 35us/step - loss: 2878.3719 - mae: 43.9917 - val_loss: 2929.5020 - val_mae: 42.4773
Epoch 404/2000
231/231 [==============================] - 0s 37us/step - loss: 2888.5663 - mae: 44.0929 - val_loss: 2930.2876 - val_mae: 42.6071
Epoch 405/2000
231/231 [==============================] - 0s 23us/step - loss: 2881.3536 - mae: 44.0954 - val_loss: 2929.9299 - val_mae: 42.3948
Epoch 406/2000
231/231 [==============================] - 0s 25us/step - loss: 2887.5436 - mae: 44.1316 - val_loss: 2931.0352 - val_mae: 42.3721
Epoch 407/2000
231/231 [==============================] - 0s 34us/step - loss: 2887.1675 - mae: 44.1481 - val_loss: 2932.2456 - val_mae: 42.3734
Epoch 408/2000
231/231 [==============================] - 0s 40us/step - loss: 2877.7528 - mae: 43.9799 - val_loss: 2929.8291 - val_mae: 42.4134
Epoch 409/2000
231/231 [==============================] - 0s 29us/step - loss: 2893.8021 - mae: 44.1254 - val_loss: 2929.7087 - val_mae: 42.5481
Epoch 410/2000
231/231 [==============================] - 0s 23us/step - loss: 2886.7353 - mae: 44.0632 - val_loss: 2929.5164 - val_mae: 42.6043
Epoch 411/2000
231/231 [==============================] - 0s 30us/step - loss: 2893.1212 - mae: 44.2218 - val_loss: 2929.2556 - val_mae: 42.4183
Epoch 412/2000
231/231 [==============================] - 0s 26us/step - loss: 2879.8668 - mae: 44.0241 - val_loss: 2929.0203 - val_mae: 42.4916
Epoch 413/2000
231/231 [==============================] - 0s 32us/step - loss: 2896.2551 - mae: 44.2407 - val_loss: 2929.2551 - val_mae: 42.3974
Epoch 414/2000
231/231 [==============================] - 0s 23us/step - loss: 2875.6574 - mae: 44.0045 - val_loss: 2929.2915 - val_mae: 42.3997
Epoch 415/2000
231/231 [==============================] - 0s 31us/step - loss: 2884.3397 - mae: 44.0546 - val_loss: 2928.0022 - val_mae: 42.4892
Epoch 416/2000
231/231 [==============================] - 0s 32us/step - loss: 2880.7507 - mae: 44.0923 - val_loss: 2927.9827 - val_mae: 42.4001
Epoch 417/2000
231/231 [==============================] - 0s 25us/step - loss: 2874.1555 - mae: 44.0030 - val_loss: 2926.9084 - val_mae: 42.4033
Epoch 418/2000
231/231 [==============================] - 0s 25us/step - loss: 2892.6309 - mae: 44.1995 - val_loss: 2926.0042 - val_mae: 42.5124
Epoch 419/2000
231/231 [==============================] - 0s 28us/step - loss: 2874.6410 - mae: 44.0463 - val_loss: 2925.8784 - val_mae: 42.4430
Epoch 420/2000
231/231 [==============================] - 0s 32us/step - loss: 2895.2471 - mae: 44.3066 - val_loss: 2927.2126 - val_mae: 42.3801
Epoch 421/2000
231/231 [==============================] - 0s 34us/step - loss: 2882.4027 - mae: 44.1094 - val_loss: 2927.4861 - val_mae: 42.3611
Epoch 422/2000
231/231 [==============================] - 0s 35us/step - loss: 2875.3211 - mae: 43.9952 - val_loss: 2927.3721 - val_mae: 42.3719
Epoch 423/2000
231/231 [==============================] - 0s 40us/step - loss: 2879.0603 - mae: 44.0605 - val_loss: 2928.1929 - val_mae: 42.3732
Epoch 424/2000
231/231 [==============================] - 0s 26us/step - loss: 2878.7227 - mae: 44.0229 - val_loss: 2928.3325 - val_mae: 42.3687
Epoch 425/2000
231/231 [==============================] - 0s 29us/step - loss: 2879.5145 - mae: 44.0588 - val_loss: 2928.7258 - val_mae: 42.3658
Epoch 426/2000
231/231 [==============================] - 0s 39us/step - loss: 2881.3622 - mae: 43.9819 - val_loss: 2926.4871 - val_mae: 42.4397
Epoch 427/2000
231/231 [==============================] - 0s 37us/step - loss: 2876.1273 - mae: 44.0665 - val_loss: 2926.6604 - val_mae: 42.3903
Epoch 428/2000
231/231 [==============================] - 0s 24us/step - loss: 2874.1566 - mae: 44.0348 - val_loss: 2926.1709 - val_mae: 42.3850
Epoch 429/2000
231/231 [==============================] - 0s 24us/step - loss: 2871.8519 - mae: 43.9844 - val_loss: 2925.2869 - val_mae: 42.4171
Epoch 430/2000
231/231 [==============================] - 0s 40us/step - loss: 2878.9949 - mae: 44.1809 - val_loss: 2926.7937 - val_mae: 42.3688
Epoch 431/2000
231/231 [==============================] - 0s 36us/step - loss: 2873.4063 - mae: 44.0083 - val_loss: 2925.9773 - val_mae: 42.3726
Epoch 432/2000
231/231 [==============================] - 0s 28us/step - loss: 2886.3258 - mae: 44.1525 - val_loss: 2926.9312 - val_mae: 42.3469
Epoch 433/2000
231/231 [==============================] - 0s 43us/step - loss: 2872.8628 - mae: 43.9698 - val_loss: 2923.7048 - val_mae: 42.3912
Epoch 434/2000
231/231 [==============================] - 0s 29us/step - loss: 2870.3811 - mae: 43.9919 - val_loss: 2922.4739 - val_mae: 42.4017
Epoch 435/2000
231/231 [==============================] - 0s 32us/step - loss: 2870.4918 - mae: 43.9897 - val_loss: 2921.9280 - val_mae: 42.4167
Epoch 436/2000
231/231 [==============================] - 0s 29us/step - loss: 2870.9574 - mae: 43.9855 - val_loss: 2921.5740 - val_mae: 42.4413
Epoch 437/2000
231/231 [==============================] - 0s 31us/step - loss: 2881.7913 - mae: 44.0835 - val_loss: 2923.0901 - val_mae: 42.3315
Epoch 438/2000
231/231 [==============================] - 0s 26us/step - loss: 2898.0795 - mae: 44.3042 - val_loss: 2924.1765 - val_mae: 42.3150
Epoch 439/2000
231/231 [==============================] - 0s 48us/step - loss: 2872.7274 - mae: 43.9592 - val_loss: 2921.3718 - val_mae: 42.3749
Epoch 440/2000
231/231 [==============================] - 0s 37us/step - loss: 2876.7219 - mae: 44.0431 - val_loss: 2920.5459 - val_mae: 42.4396
Epoch 441/2000
231/231 [==============================] - 0s 30us/step - loss: 2875.2213 - mae: 44.0114 - val_loss: 2921.1396 - val_mae: 42.4884
Epoch 442/2000
231/231 [==============================] - 0s 31us/step - loss: 2883.3521 - mae: 44.1289 - val_loss: 2921.1221 - val_mae: 42.5362
Epoch 443/2000
231/231 [==============================] - 0s 27us/step - loss: 2871.3163 - mae: 44.0590 - val_loss: 2919.7869 - val_mae: 42.3990
Epoch 444/2000
231/231 [==============================] - 0s 40us/step - loss: 2874.9471 - mae: 43.9961 - val_loss: 2919.3149 - val_mae: 42.4628
Epoch 445/2000
231/231 [==============================] - 0s 29us/step - loss: 2869.9892 - mae: 44.0437 - val_loss: 2919.4819 - val_mae: 42.3821
Epoch 446/2000
231/231 [==============================] - 0s 32us/step - loss: 2874.4152 - mae: 43.9878 - val_loss: 2919.3958 - val_mae: 42.4600
Epoch 447/2000
231/231 [==============================] - 0s 26us/step - loss: 2871.1511 - mae: 44.0490 - val_loss: 2918.8542 - val_mae: 42.3616
Epoch 448/2000
231/231 [==============================] - 0s 33us/step - loss: 2871.6090 - mae: 44.0325 - val_loss: 2919.8926 - val_mae: 42.3125
Epoch 449/2000
231/231 [==============================] - 0s 30us/step - loss: 2870.3680 - mae: 43.9888 - val_loss: 2918.0063 - val_mae: 42.3623
Epoch 450/2000
231/231 [==============================] - 0s 28us/step - loss: 2868.5236 - mae: 43.9903 - val_loss: 2916.9473 - val_mae: 42.3691
Epoch 451/2000
231/231 [==============================] - 0s 29us/step - loss: 2871.7160 - mae: 44.0328 - val_loss: 2917.8088 - val_mae: 42.2790
Epoch 452/2000
231/231 [==============================] - 0s 33us/step - loss: 2891.5590 - mae: 44.0717 - val_loss: 2916.4321 - val_mae: 42.3953
Epoch 453/2000
231/231 [==============================] - 0s 41us/step - loss: 2875.4272 - mae: 44.0766 - val_loss: 2917.3345 - val_mae: 42.3033
Epoch 454/2000
231/231 [==============================] - 0s 27us/step - loss: 2877.0579 - mae: 43.9889 - val_loss: 2915.9619 - val_mae: 42.3898
Epoch 455/2000
231/231 [==============================] - 0s 33us/step - loss: 2869.4829 - mae: 43.9895 - val_loss: 2916.2271 - val_mae: 42.3870
Epoch 456/2000
231/231 [==============================] - 0s 26us/step - loss: 2868.2212 - mae: 43.9846 - val_loss: 2915.7122 - val_mae: 42.3775
Epoch 457/2000
231/231 [==============================] - 0s 41us/step - loss: 2875.9578 - mae: 44.0414 - val_loss: 2916.0684 - val_mae: 42.4525
Epoch 458/2000
231/231 [==============================] - 0s 22us/step - loss: 2868.4872 - mae: 44.0441 - val_loss: 2915.1624 - val_mae: 42.3752
Epoch 459/2000
231/231 [==============================] - 0s 37us/step - loss: 2877.2600 - mae: 44.0617 - val_loss: 2915.4062 - val_mae: 42.4514
Epoch 460/2000
231/231 [==============================] - 0s 38us/step - loss: 2876.2868 - mae: 44.1186 - val_loss: 2915.9016 - val_mae: 42.3109
Epoch 461/2000
231/231 [==============================] - 0s 30us/step - loss: 2868.1502 - mae: 43.9881 - val_loss: 2915.1758 - val_mae: 42.3064
Epoch 462/2000
231/231 [==============================] - 0s 34us/step - loss: 2867.1820 - mae: 43.9885 - val_loss: 2914.2351 - val_mae: 42.3196
Epoch 463/2000
231/231 [==============================] - 0s 27us/step - loss: 2867.5890 - mae: 43.9692 - val_loss: 2913.8340 - val_mae: 42.3555
Epoch 464/2000
231/231 [==============================] - 0s 33us/step - loss: 2869.1254 - mae: 43.9703 - val_loss: 2914.3884 - val_mae: 42.4125
Epoch 465/2000
231/231 [==============================] - 0s 32us/step - loss: 2874.2367 - mae: 44.0549 - val_loss: 2914.4919 - val_mae: 42.4623
Epoch 466/2000
231/231 [==============================] - 0s 36us/step - loss: 2878.4199 - mae: 44.1307 - val_loss: 2913.8596 - val_mae: 42.2787
Epoch 467/2000
231/231 [==============================] - 0s 38us/step - loss: 2872.5935 - mae: 44.0373 - val_loss: 2914.5300 - val_mae: 42.2471
Epoch 468/2000
231/231 [==============================] - 0s 27us/step - loss: 2870.9203 - mae: 44.0082 - val_loss: 2915.0945 - val_mae: 42.2525
Epoch 469/2000
231/231 [==============================] - 0s 31us/step - loss: 2866.5420 - mae: 43.9246 - val_loss: 2914.2805 - val_mae: 42.2956
Epoch 470/2000
231/231 [==============================] - 0s 32us/step - loss: 2877.5700 - mae: 43.9505 - val_loss: 2913.8586 - val_mae: 42.4005
Epoch 471/2000
231/231 [==============================] - 0s 29us/step - loss: 2870.9035 - mae: 44.0060 - val_loss: 2914.2688 - val_mae: 42.4179
Epoch 472/2000
231/231 [==============================] - 0s 40us/step - loss: 2872.7567 - mae: 44.0512 - val_loss: 2914.9839 - val_mae: 42.2872
Epoch 473/2000
231/231 [==============================] - 0s 33us/step - loss: 2878.1824 - mae: 44.0876 - val_loss: 2915.6606 - val_mae: 42.2448
Epoch 474/2000
231/231 [==============================] - 0s 39us/step - loss: 2866.1487 - mae: 43.9483 - val_loss: 2914.9236 - val_mae: 42.2761
Epoch 475/2000
231/231 [==============================] - 0s 30us/step - loss: 2864.5165 - mae: 43.9528 - val_loss: 2913.8582 - val_mae: 42.3064
Epoch 476/2000
231/231 [==============================] - 0s 30us/step - loss: 2866.8153 - mae: 43.9674 - val_loss: 2912.7583 - val_mae: 42.3800
Epoch 477/2000
231/231 [==============================] - 0s 34us/step - loss: 2865.4601 - mae: 43.9927 - val_loss: 2911.9006 - val_mae: 42.3525
Epoch 478/2000
231/231 [==============================] - 0s 39us/step - loss: 2866.4091 - mae: 44.0265 - val_loss: 2913.3179 - val_mae: 42.2734
Epoch 479/2000
231/231 [==============================] - 0s 40us/step - loss: 2878.3508 - mae: 44.0023 - val_loss: 2914.5854 - val_mae: 42.2256
Epoch 480/2000
231/231 [==============================] - 0s 62us/step - loss: 2864.2774 - mae: 43.9042 - val_loss: 2912.4927 - val_mae: 42.2895
Epoch 481/2000
231/231 [==============================] - 0s 32us/step - loss: 2867.5812 - mae: 43.9271 - val_loss: 2911.7410 - val_mae: 42.3851
Epoch 482/2000
231/231 [==============================] - 0s 42us/step - loss: 2869.9668 - mae: 44.0638 - val_loss: 2912.5842 - val_mae: 42.2674
Epoch 483/2000
231/231 [==============================] - 0s 45us/step - loss: 2878.6648 - mae: 44.0840 - val_loss: 2914.3145 - val_mae: 42.2251
Epoch 484/2000
231/231 [==============================] - 0s 32us/step - loss: 2869.9193 - mae: 43.9347 - val_loss: 2913.2783 - val_mae: 42.2399
Epoch 485/2000
231/231 [==============================] - 0s 38us/step - loss: 2864.1374 - mae: 43.9241 - val_loss: 2910.9565 - val_mae: 42.2999
Epoch 486/2000
231/231 [==============================] - 0s 44us/step - loss: 2863.0387 - mae: 43.9564 - val_loss: 2911.1675 - val_mae: 42.2918
Epoch 487/2000
231/231 [==============================] - 0s 25us/step - loss: 2877.2672 - mae: 43.9973 - val_loss: 2910.4570 - val_mae: 42.3734
Epoch 488/2000
231/231 [==============================] - 0s 25us/step - loss: 2877.3981 - mae: 43.9693 - val_loss: 2910.5288 - val_mae: 42.4197
Epoch 489/2000
231/231 [==============================] - 0s 36us/step - loss: 2862.3131 - mae: 44.0070 - val_loss: 2908.9319 - val_mae: 42.3199
Epoch 490/2000
231/231 [==============================] - 0s 39us/step - loss: 2861.7368 - mae: 43.9478 - val_loss: 2909.5559 - val_mae: 42.3276
Epoch 491/2000
231/231 [==============================] - 0s 27us/step - loss: 2861.6137 - mae: 43.9339 - val_loss: 2909.4014 - val_mae: 42.3283
Epoch 492/2000
231/231 [==============================] - 0s 28us/step - loss: 2876.8925 - mae: 44.0477 - val_loss: 2910.5337 - val_mae: 42.4000
Epoch 493/2000
231/231 [==============================] - 0s 31us/step - loss: 2863.1896 - mae: 44.0112 - val_loss: 2909.2078 - val_mae: 42.3399
Epoch 494/2000
231/231 [==============================] - 0s 36us/step - loss: 2860.9544 - mae: 43.9579 - val_loss: 2909.1233 - val_mae: 42.3029
Epoch 495/2000
231/231 [==============================] - 0s 31us/step - loss: 2860.7960 - mae: 43.9350 - val_loss: 2908.4492 - val_mae: 42.2885
Epoch 496/2000
231/231 [==============================] - 0s 34us/step - loss: 2862.7987 - mae: 43.9586 - val_loss: 2909.8489 - val_mae: 42.2328
Epoch 497/2000
231/231 [==============================] - 0s 35us/step - loss: 2860.6481 - mae: 43.9000 - val_loss: 2908.1035 - val_mae: 42.2873
Epoch 498/2000
231/231 [==============================] - 0s 24us/step - loss: 2863.0531 - mae: 43.9758 - val_loss: 2907.5969 - val_mae: 42.3374
Epoch 499/2000
231/231 [==============================] - 0s 25us/step - loss: 2874.5038 - mae: 44.0823 - val_loss: 2909.6189 - val_mae: 42.2195
Epoch 500/2000
231/231 [==============================] - 0s 41us/step - loss: 2865.2259 - mae: 43.9227 - val_loss: 2907.8523 - val_mae: 42.3316
Epoch 501/2000
231/231 [==============================] - 0s 28us/step - loss: 2864.4719 - mae: 44.0245 - val_loss: 2908.7390 - val_mae: 42.2290
Epoch 502/2000
231/231 [==============================] - 0s 30us/step - loss: 2860.1313 - mae: 43.9042 - val_loss: 2908.7737 - val_mae: 42.2294
Epoch 503/2000
231/231 [==============================] - 0s 36us/step - loss: 2872.0721 - mae: 44.0131 - val_loss: 2908.4358 - val_mae: 42.3355
Epoch 504/2000
231/231 [==============================] - 0s 35us/step - loss: 2861.2843 - mae: 43.9937 - val_loss: 2908.8635 - val_mae: 42.2430
Epoch 505/2000
231/231 [==============================] - 0s 27us/step - loss: 2892.9880 - mae: 44.1006 - val_loss: 2908.1643 - val_mae: 42.3053
Epoch 506/2000
231/231 [==============================] - 0s 26us/step - loss: 2865.9848 - mae: 43.9976 - val_loss: 2908.0195 - val_mae: 42.2459
Epoch 507/2000
231/231 [==============================] - 0s 34us/step - loss: 2860.3790 - mae: 43.9251 - val_loss: 2908.1079 - val_mae: 42.2204
Epoch 508/2000
231/231 [==============================] - 0s 31us/step - loss: 2858.5630 - mae: 43.8966 - val_loss: 2907.0049 - val_mae: 42.2394
Epoch 509/2000
231/231 [==============================] - 0s 32us/step - loss: 2878.3397 - mae: 44.0260 - val_loss: 2907.0955 - val_mae: 42.3122
Epoch 510/2000
231/231 [==============================] - 0s 25us/step - loss: 2865.0235 - mae: 44.0412 - val_loss: 2907.6133 - val_mae: 42.2325
Epoch 511/2000
231/231 [==============================] - 0s 48us/step - loss: 2860.0705 - mae: 43.8868 - val_loss: 2907.5417 - val_mae: 42.2811
Epoch 512/2000
231/231 [==============================] - 0s 30us/step - loss: 2858.0660 - mae: 43.9242 - val_loss: 2908.0479 - val_mae: 42.2966
Epoch 513/2000
231/231 [==============================] - 0s 34us/step - loss: 2860.9139 - mae: 43.9682 - val_loss: 2907.3752 - val_mae: 42.3172
Epoch 514/2000
231/231 [==============================] - 0s 31us/step - loss: 2872.9055 - mae: 43.9240 - val_loss: 2908.2188 - val_mae: 42.3581
Epoch 515/2000
231/231 [==============================] - 0s 34us/step - loss: 2863.0554 - mae: 43.9665 - val_loss: 2907.5872 - val_mae: 42.3512
Epoch 516/2000
231/231 [==============================] - 0s 26us/step - loss: 2860.2144 - mae: 43.9916 - val_loss: 2906.5903 - val_mae: 42.2778
Epoch 517/2000
231/231 [==============================] - 0s 26us/step - loss: 2856.5249 - mae: 43.8965 - val_loss: 2907.3347 - val_mae: 42.2890
Epoch 518/2000
231/231 [==============================] - 0s 41us/step - loss: 2865.5336 - mae: 43.9990 - val_loss: 2908.3376 - val_mae: 42.2044
Epoch 519/2000
231/231 [==============================] - 0s 27us/step - loss: 2862.6088 - mae: 43.8879 - val_loss: 2907.3196 - val_mae: 42.2962
Epoch 520/2000
231/231 [==============================] - 0s 29us/step - loss: 2856.0255 - mae: 43.9182 - val_loss: 2907.2002 - val_mae: 42.2751
Epoch 521/2000
231/231 [==============================] - 0s 23us/step - loss: 2882.1114 - mae: 44.0149 - val_loss: 2907.1631 - val_mae: 42.3249
Epoch 522/2000
231/231 [==============================] - 0s 33us/step - loss: 2864.3459 - mae: 44.0632 - val_loss: 2906.8721 - val_mae: 42.2329
Epoch 523/2000
231/231 [==============================] - 0s 30us/step - loss: 2856.0798 - mae: 43.8671 - val_loss: 2906.7065 - val_mae: 42.2708
Epoch 524/2000
231/231 [==============================] - 0s 29us/step - loss: 2872.3508 - mae: 43.9278 - val_loss: 2907.1313 - val_mae: 42.3213
Epoch 525/2000
231/231 [==============================] - 0s 39us/step - loss: 2863.2897 - mae: 43.9877 - val_loss: 2906.5923 - val_mae: 42.3323
Epoch 526/2000
231/231 [==============================] - 0s 35us/step - loss: 2861.3100 - mae: 44.0160 - val_loss: 2905.6257 - val_mae: 42.2450
Epoch 527/2000
231/231 [==============================] - 0s 33us/step - loss: 2855.7442 - mae: 43.9244 - val_loss: 2906.3340 - val_mae: 42.2136
Epoch 528/2000
231/231 [==============================] - 0s 26us/step - loss: 2854.2923 - mae: 43.8886 - val_loss: 2906.6436 - val_mae: 42.2126
Epoch 529/2000
231/231 [==============================] - 0s 44us/step - loss: 2854.3891 - mae: 43.8656 - val_loss: 2905.8701 - val_mae: 42.2559
Epoch 530/2000
231/231 [==============================] - 0s 26us/step - loss: 2854.4541 - mae: 43.8901 - val_loss: 2906.1243 - val_mae: 42.2587
Epoch 531/2000
231/231 [==============================] - 0s 29us/step - loss: 2853.3414 - mae: 43.8928 - val_loss: 2906.1130 - val_mae: 42.2362
Epoch 532/2000
231/231 [==============================] - 0s 36us/step - loss: 2853.7457 - mae: 43.8861 - val_loss: 2906.0574 - val_mae: 42.2567
Epoch 533/2000
231/231 [==============================] - 0s 37us/step - loss: 2865.3900 - mae: 43.9235 - val_loss: 2906.7029 - val_mae: 42.3230
Epoch 534/2000
231/231 [==============================] - 0s 26us/step - loss: 2856.4281 - mae: 43.9329 - val_loss: 2906.5464 - val_mae: 42.3055
Epoch 535/2000
231/231 [==============================] - 0s 27us/step - loss: 2853.1173 - mae: 43.9301 - val_loss: 2905.4604 - val_mae: 42.2497
Epoch 536/2000
231/231 [==============================] - 0s 29us/step - loss: 2861.6259 - mae: 43.9146 - val_loss: 2905.1118 - val_mae: 42.3025
Epoch 537/2000
231/231 [==============================] - 0s 23us/step - loss: 2859.4882 - mae: 44.0123 - val_loss: 2905.0220 - val_mae: 42.1638
Epoch 538/2000
231/231 [==============================] - 0s 33us/step - loss: 2857.9401 - mae: 43.8476 - val_loss: 2904.3496 - val_mae: 42.2612
Epoch 539/2000
231/231 [==============================] - 0s 28us/step - loss: 2853.9809 - mae: 43.9187 - val_loss: 2904.1687 - val_mae: 42.1827
Epoch 540/2000
231/231 [==============================] - 0s 33us/step - loss: 2851.9211 - mae: 43.8457 - val_loss: 2902.9595 - val_mae: 42.2043
Epoch 541/2000
231/231 [==============================] - 0s 31us/step - loss: 2851.1995 - mae: 43.8551 - val_loss: 2902.4595 - val_mae: 42.2092
Epoch 542/2000
231/231 [==============================] - 0s 26us/step - loss: 2850.6459 - mae: 43.8627 - val_loss: 2902.5322 - val_mae: 42.2002
Epoch 543/2000
231/231 [==============================] - 0s 23us/step - loss: 2861.0945 - mae: 43.9614 - val_loss: 2904.0405 - val_mae: 42.0953
Epoch 544/2000
231/231 [==============================] - 0s 35us/step - loss: 2855.8907 - mae: 43.7985 - val_loss: 2901.4495 - val_mae: 42.2431
Epoch 545/2000
231/231 [==============================] - 0s 33us/step - loss: 2863.8407 - mae: 43.9135 - val_loss: 2901.6052 - val_mae: 42.2834
Epoch 546/2000
231/231 [==============================] - 0s 35us/step - loss: 2858.5840 - mae: 44.0186 - val_loss: 2901.1436 - val_mae: 42.1512
Epoch 547/2000
231/231 [==============================] - 0s 30us/step - loss: 2851.5332 - mae: 43.8650 - val_loss: 2901.0720 - val_mae: 42.1329
Epoch 548/2000
231/231 [==============================] - 0s 34us/step - loss: 2859.7412 - mae: 43.9135 - val_loss: 2902.3816 - val_mae: 42.0930
Epoch 549/2000
231/231 [==============================] - 0s 28us/step - loss: 2854.6814 - mae: 43.7983 - val_loss: 2899.6460 - val_mae: 42.1979
Epoch 550/2000
231/231 [==============================] - 0s 27us/step - loss: 2850.8715 - mae: 43.8769 - val_loss: 2899.9548 - val_mae: 42.1530
Epoch 551/2000
231/231 [==============================] - 0s 35us/step - loss: 2849.6297 - mae: 43.8282 - val_loss: 2900.3623 - val_mae: 42.1733
Epoch 552/2000
231/231 [==============================] - 0s 34us/step - loss: 2849.6086 - mae: 43.8795 - val_loss: 2901.2683 - val_mae: 42.1434
Epoch 553/2000
231/231 [==============================] - 0s 30us/step - loss: 2858.1927 - mae: 43.7934 - val_loss: 2900.8020 - val_mae: 42.2534
Epoch 554/2000
231/231 [==============================] - 0s 27us/step - loss: 2878.0484 - mae: 44.0390 - val_loss: 2901.5122 - val_mae: 42.2773
Epoch 555/2000
231/231 [==============================] - 0s 30us/step - loss: 2850.7780 - mae: 43.9217 - val_loss: 2900.2314 - val_mae: 42.1975
Epoch 556/2000
231/231 [==============================] - 0s 25us/step - loss: 2849.5575 - mae: 43.8579 - val_loss: 2900.0356 - val_mae: 42.1843
Epoch 557/2000
231/231 [==============================] - 0s 37us/step - loss: 2847.8041 - mae: 43.8427 - val_loss: 2899.9346 - val_mae: 42.1563
Epoch 558/2000
231/231 [==============================] - 0s 27us/step - loss: 2853.4717 - mae: 43.8718 - val_loss: 2900.8865 - val_mae: 42.1049
Epoch 559/2000
231/231 [==============================] - 0s 26us/step - loss: 2856.8907 - mae: 43.9283 - val_loss: 2901.7659 - val_mae: 42.0753
Epoch 560/2000
231/231 [==============================] - 0s 42us/step - loss: 2860.0725 - mae: 43.9482 - val_loss: 2902.7815 - val_mae: 42.0635
Epoch 561/2000
231/231 [==============================] - 0s 34us/step - loss: 2852.9898 - mae: 43.8313 - val_loss: 2902.1479 - val_mae: 42.0778
Epoch 562/2000
231/231 [==============================] - 0s 36us/step - loss: 2848.7197 - mae: 43.8432 - val_loss: 2900.0466 - val_mae: 42.1064
Epoch 563/2000
231/231 [==============================] - 0s 26us/step - loss: 2848.5055 - mae: 43.8229 - val_loss: 2899.7375 - val_mae: 42.1079
Epoch 564/2000
231/231 [==============================] - 0s 38us/step - loss: 2849.0030 - mae: 43.8266 - val_loss: 2899.6099 - val_mae: 42.0903
Epoch 565/2000
231/231 [==============================] - 0s 26us/step - loss: 2850.9785 - mae: 43.8703 - val_loss: 2898.6499 - val_mae: 42.0764
Epoch 566/2000
231/231 [==============================] - 0s 30us/step - loss: 2846.3745 - mae: 43.7783 - val_loss: 2897.0095 - val_mae: 42.1618
Epoch 567/2000
231/231 [==============================] - 0s 37us/step - loss: 2849.7721 - mae: 43.8691 - val_loss: 2898.7146 - val_mae: 42.0826
Epoch 568/2000
231/231 [==============================] - 0s 25us/step - loss: 2849.5534 - mae: 43.7840 - val_loss: 2896.5193 - val_mae: 42.1949
Epoch 569/2000
231/231 [==============================] - 0s 26us/step - loss: 2853.3067 - mae: 43.9095 - val_loss: 2896.3630 - val_mae: 42.2214
Epoch 570/2000
231/231 [==============================] - 0s 28us/step - loss: 2846.3106 - mae: 43.8866 - val_loss: 2895.7637 - val_mae: 42.1043
Epoch 571/2000
231/231 [==============================] - 0s 38us/step - loss: 2845.3964 - mae: 43.8042 - val_loss: 2895.7903 - val_mae: 42.1213
Epoch 572/2000
231/231 [==============================] - 0s 29us/step - loss: 2854.7254 - mae: 43.8886 - val_loss: 2898.1133 - val_mae: 42.0377
Epoch 573/2000
231/231 [==============================] - 0s 34us/step - loss: 2845.2009 - mae: 43.7463 - val_loss: 2895.4956 - val_mae: 42.1432
Epoch 574/2000
231/231 [==============================] - 0s 33us/step - loss: 2863.8990 - mae: 44.0432 - val_loss: 2897.1714 - val_mae: 42.0527
Epoch 575/2000
231/231 [==============================] - 0s 26us/step - loss: 2847.0203 - mae: 43.7593 - val_loss: 2895.7153 - val_mae: 42.1435
Epoch 576/2000
231/231 [==============================] - 0s 25us/step - loss: 2847.7205 - mae: 43.8424 - val_loss: 2895.0923 - val_mae: 42.1740
Epoch 577/2000
231/231 [==============================] - 0s 30us/step - loss: 2845.7877 - mae: 43.8460 - val_loss: 2895.1816 - val_mae: 42.1661
Epoch 578/2000
231/231 [==============================] - 0s 23us/step - loss: 2843.7377 - mae: 43.8431 - val_loss: 2895.2830 - val_mae: 42.0970
Epoch 579/2000
231/231 [==============================] - 0s 35us/step - loss: 2849.9533 - mae: 43.8080 - val_loss: 2895.1179 - val_mae: 42.1696
Epoch 580/2000
231/231 [==============================] - 0s 28us/step - loss: 2845.9564 - mae: 43.7870 - val_loss: 2895.4060 - val_mae: 42.1788
Epoch 581/2000
231/231 [==============================] - 0s 32us/step - loss: 2845.0990 - mae: 43.8379 - val_loss: 2895.2354 - val_mae: 42.1593
Epoch 582/2000
231/231 [==============================] - 0s 42us/step - loss: 2849.7633 - mae: 43.8553 - val_loss: 2895.7588 - val_mae: 42.1931
Epoch 583/2000
231/231 [==============================] - 0s 23us/step - loss: 2851.2334 - mae: 43.9376 - val_loss: 2896.6548 - val_mae: 42.0604
Epoch 584/2000
231/231 [==============================] - 0s 27us/step - loss: 2865.0510 - mae: 43.8971 - val_loss: 2896.0698 - val_mae: 42.1545
Epoch 585/2000
231/231 [==============================] - 0s 34us/step - loss: 2844.9380 - mae: 43.8379 - val_loss: 2896.2590 - val_mae: 42.0907
Epoch 586/2000
231/231 [==============================] - 0s 41us/step - loss: 2841.9054 - mae: 43.7551 - val_loss: 2896.2498 - val_mae: 42.1334
Epoch 587/2000
231/231 [==============================] - 0s 26us/step - loss: 2841.3479 - mae: 43.7940 - val_loss: 2896.4075 - val_mae: 42.1007
Epoch 588/2000
231/231 [==============================] - 0s 26us/step - loss: 2841.3714 - mae: 43.7588 - val_loss: 2895.8367 - val_mae: 42.1411
Epoch 589/2000
231/231 [==============================] - 0s 39us/step - loss: 2845.5789 - mae: 43.8474 - val_loss: 2896.8586 - val_mae: 42.0509
Epoch 590/2000
231/231 [==============================] - 0s 31us/step - loss: 2840.6719 - mae: 43.7335 - val_loss: 2895.4402 - val_mae: 42.0939
Epoch 591/2000
231/231 [==============================] - 0s 30us/step - loss: 2847.4850 - mae: 43.8557 - val_loss: 2897.6223 - val_mae: 42.0352
Epoch 592/2000
231/231 [==============================] - 0s 26us/step - loss: 2844.7413 - mae: 43.7492 - val_loss: 2897.7776 - val_mae: 42.0402
Epoch 593/2000
231/231 [==============================] - 0s 30us/step - loss: 2858.8722 - mae: 43.8440 - val_loss: 2895.9778 - val_mae: 42.1602
Epoch 594/2000
231/231 [==============================] - 0s 35us/step - loss: 2841.1745 - mae: 43.8174 - val_loss: 2896.5037 - val_mae: 42.0930
Epoch 595/2000
231/231 [==============================] - 0s 30us/step - loss: 2842.1566 - mae: 43.8592 - val_loss: 2897.3672 - val_mae: 42.0596
Epoch 596/2000
231/231 [==============================] - 0s 39us/step - loss: 2841.4168 - mae: 43.7383 - val_loss: 2895.5713 - val_mae: 42.1212
Epoch 597/2000
231/231 [==============================] - 0s 32us/step - loss: 2869.1465 - mae: 44.0455 - val_loss: 2897.4167 - val_mae: 42.0618
Epoch 598/2000
231/231 [==============================] - 0s 25us/step - loss: 2840.5948 - mae: 43.7741 - val_loss: 2896.7205 - val_mae: 42.0612
Epoch 599/2000
231/231 [==============================] - 0s 29us/step - loss: 2847.1749 - mae: 43.7545 - val_loss: 2895.8369 - val_mae: 42.1419
Epoch 600/2000
231/231 [==============================] - 0s 40us/step - loss: 2839.7716 - mae: 43.8340 - val_loss: 2895.6204 - val_mae: 42.0817
Epoch 601/2000
231/231 [==============================] - 0s 32us/step - loss: 2850.3246 - mae: 43.7949 - val_loss: 2895.3450 - val_mae: 42.1515
Epoch 602/2000
231/231 [==============================] - 0s 25us/step - loss: 2840.2799 - mae: 43.7993 - val_loss: 2895.2456 - val_mae: 42.1544
Epoch 603/2000
231/231 [==============================] - 0s 34us/step - loss: 2840.4120 - mae: 43.7660 - val_loss: 2895.1470 - val_mae: 42.1621
Epoch 604/2000
231/231 [==============================] - 0s 30us/step - loss: 2846.9313 - mae: 43.9078 - val_loss: 2895.4019 - val_mae: 42.0596
Epoch 605/2000
231/231 [==============================] - 0s 39us/step - loss: 2840.6984 - mae: 43.7283 - val_loss: 2894.7925 - val_mae: 42.1269
Epoch 606/2000
231/231 [==============================] - 0s 25us/step - loss: 2846.0765 - mae: 43.8554 - val_loss: 2895.8003 - val_mae: 42.0441
Epoch 607/2000
231/231 [==============================] - 0s 50us/step - loss: 2838.2904 - mae: 43.7449 - val_loss: 2895.4207 - val_mae: 42.0349
Epoch 608/2000
231/231 [==============================] - 0s 24us/step - loss: 2837.7073 - mae: 43.7172 - val_loss: 2893.6997 - val_mae: 42.0784
Epoch 609/2000
231/231 [==============================] - 0s 24us/step - loss: 2837.0528 - mae: 43.7555 - val_loss: 2892.9802 - val_mae: 42.0557
Epoch 610/2000
231/231 [==============================] - 0s 34us/step - loss: 2844.1908 - mae: 43.8277 - val_loss: 2895.2544 - val_mae: 41.9948
Epoch 611/2000
231/231 [==============================] - 0s 32us/step - loss: 2850.1111 - mae: 43.7570 - val_loss: 2892.5195 - val_mae: 42.1109
Epoch 612/2000
231/231 [==============================] - 0s 37us/step - loss: 2835.7121 - mae: 43.7399 - val_loss: 2892.4883 - val_mae: 42.1106
Epoch 613/2000
231/231 [==============================] - 0s 26us/step - loss: 2839.4731 - mae: 43.7326 - val_loss: 2892.6470 - val_mae: 42.1392
Epoch 614/2000
231/231 [==============================] - 0s 35us/step - loss: 2839.8859 - mae: 43.8496 - val_loss: 2892.4995 - val_mae: 42.1457
Epoch 615/2000
231/231 [==============================] - 0s 33us/step - loss: 2836.3080 - mae: 43.7993 - val_loss: 2892.1519 - val_mae: 42.0801
Epoch 616/2000
231/231 [==============================] - 0s 35us/step - loss: 2834.1418 - mae: 43.7278 - val_loss: 2892.8738 - val_mae: 42.0587
Epoch 617/2000
231/231 [==============================] - 0s 40us/step - loss: 2845.7462 - mae: 43.8494 - val_loss: 2894.6531 - val_mae: 41.9829
Epoch 618/2000
231/231 [==============================] - 0s 31us/step - loss: 2840.2008 - mae: 43.7978 - val_loss: 2894.2131 - val_mae: 41.9816
Epoch 619/2000
231/231 [==============================] - 0s 25us/step - loss: 2835.6822 - mae: 43.6612 - val_loss: 2891.4919 - val_mae: 42.0879
Epoch 620/2000
231/231 [==============================] - 0s 23us/step - loss: 2838.6583 - mae: 43.7008 - val_loss: 2891.6768 - val_mae: 42.1386
Epoch 621/2000
231/231 [==============================] - 0s 23us/step - loss: 2836.5080 - mae: 43.7474 - val_loss: 2891.7473 - val_mae: 42.1382
Epoch 622/2000
231/231 [==============================] - 0s 23us/step - loss: 2856.7827 - mae: 43.8641 - val_loss: 2891.9792 - val_mae: 42.1633
Epoch 623/2000
231/231 [==============================] - 0s 31us/step - loss: 2834.1890 - mae: 43.7959 - val_loss: 2891.4832 - val_mae: 42.0956
Epoch 624/2000
231/231 [==============================] - 0s 25us/step - loss: 2838.0104 - mae: 43.7933 - val_loss: 2892.1594 - val_mae: 42.0162
Epoch 625/2000
231/231 [==============================] - 0s 23us/step - loss: 2846.4783 - mae: 43.7067 - val_loss: 2891.7954 - val_mae: 42.1117
Epoch 626/2000
231/231 [==============================] - 0s 34us/step - loss: 2841.7870 - mae: 43.8705 - val_loss: 2892.1726 - val_mae: 42.0180
Epoch 627/2000
231/231 [==============================] - 0s 29us/step - loss: 2853.6329 - mae: 43.8123 - val_loss: 2891.6514 - val_mae: 42.0963
Epoch 628/2000
231/231 [==============================] - 0s 27us/step - loss: 2833.0933 - mae: 43.7384 - val_loss: 2891.9905 - val_mae: 42.0932
Epoch 629/2000
231/231 [==============================] - 0s 25us/step - loss: 2832.3857 - mae: 43.7233 - val_loss: 2891.7739 - val_mae: 42.0871
Epoch 630/2000
231/231 [==============================] - 0s 32us/step - loss: 2833.4955 - mae: 43.7171 - val_loss: 2892.3645 - val_mae: 42.1106
Epoch 631/2000
231/231 [==============================] - 0s 29us/step - loss: 2838.9712 - mae: 43.7558 - val_loss: 2891.9978 - val_mae: 42.1340
Epoch 632/2000
231/231 [==============================] - 0s 25us/step - loss: 2832.3092 - mae: 43.7405 - val_loss: 2891.5549 - val_mae: 42.0889
Epoch 633/2000
231/231 [==============================] - 0s 25us/step - loss: 2832.2684 - mae: 43.7033 - val_loss: 2891.0786 - val_mae: 42.0999
Epoch 634/2000
231/231 [==============================] - 0s 34us/step - loss: 2830.2360 - mae: 43.7185 - val_loss: 2891.2329 - val_mae: 42.0680
Epoch 635/2000
231/231 [==============================] - 0s 32us/step - loss: 2829.6026 - mae: 43.6929 - val_loss: 2890.9744 - val_mae: 42.0529
Epoch 636/2000
231/231 [==============================] - 0s 28us/step - loss: 2831.3581 - mae: 43.7175 - val_loss: 2891.2273 - val_mae: 42.0933
Epoch 637/2000
231/231 [==============================] - 0s 26us/step - loss: 2832.1999 - mae: 43.6698 - val_loss: 2890.6418 - val_mae: 42.1024
Epoch 638/2000
231/231 [==============================] - 0s 50us/step - loss: 2833.0062 - mae: 43.7704 - val_loss: 2891.4353 - val_mae: 42.0175
Epoch 639/2000
231/231 [==============================] - 0s 29us/step - loss: 2836.1490 - mae: 43.7136 - val_loss: 2892.4492 - val_mae: 41.9508
Epoch 640/2000
231/231 [==============================] - 0s 25us/step - loss: 2831.4099 - mae: 43.7157 - val_loss: 2891.2920 - val_mae: 41.9555
Epoch 641/2000
231/231 [==============================] - 0s 30us/step - loss: 2833.5561 - mae: 43.6473 - val_loss: 2889.1909 - val_mae: 42.0889
Epoch 642/2000
231/231 [==============================] - 0s 30us/step - loss: 2840.2894 - mae: 43.7363 - val_loss: 2889.3740 - val_mae: 42.1189
Epoch 643/2000
231/231 [==============================] - 0s 30us/step - loss: 2830.0224 - mae: 43.7528 - val_loss: 2888.0754 - val_mae: 42.0066
Epoch 644/2000
231/231 [==============================] - 0s 23us/step - loss: 2874.8639 - mae: 44.1196 - val_loss: 2888.4067 - val_mae: 41.9719
Epoch 645/2000
231/231 [==============================] - 0s 43us/step - loss: 2827.8942 - mae: 43.6313 - val_loss: 2887.2241 - val_mae: 41.9957
Epoch 646/2000
231/231 [==============================] - 0s 29us/step - loss: 2830.3347 - mae: 43.6955 - val_loss: 2886.8247 - val_mae: 41.9948
Epoch 647/2000
231/231 [==============================] - 0s 36us/step - loss: 2829.6399 - mae: 43.6850 - val_loss: 2887.0823 - val_mae: 41.9632
Epoch 648/2000
231/231 [==============================] - 0s 34us/step - loss: 2830.9053 - mae: 43.6697 - val_loss: 2887.1052 - val_mae: 41.9440
Epoch 649/2000
231/231 [==============================] - 0s 37us/step - loss: 2835.7093 - mae: 43.6352 - val_loss: 2885.0876 - val_mae: 42.0417
Epoch 650/2000
231/231 [==============================] - 0s 31us/step - loss: 2834.7116 - mae: 43.7680 - val_loss: 2885.8970 - val_mae: 41.9602
Epoch 651/2000
231/231 [==============================] - 0s 31us/step - loss: 2835.1615 - mae: 43.6897 - val_loss: 2887.5210 - val_mae: 41.9240
Epoch 652/2000
231/231 [==============================] - 0s 34us/step - loss: 2826.9156 - mae: 43.6096 - val_loss: 2885.9016 - val_mae: 41.9667
Epoch 653/2000
231/231 [==============================] - 0s 37us/step - loss: 2831.9455 - mae: 43.6885 - val_loss: 2887.2461 - val_mae: 41.9242
Epoch 654/2000
231/231 [==============================] - 0s 36us/step - loss: 2841.6932 - mae: 43.7572 - val_loss: 2888.4531 - val_mae: 41.8966
Epoch 655/2000
231/231 [==============================] - 0s 37us/step - loss: 2829.5430 - mae: 43.5857 - val_loss: 2885.2219 - val_mae: 41.9946
Epoch 656/2000
231/231 [==============================] - 0s 37us/step - loss: 2829.4713 - mae: 43.6106 - val_loss: 2885.3320 - val_mae: 42.0462
Epoch 657/2000
231/231 [==============================] - 0s 24us/step - loss: 2828.5780 - mae: 43.6690 - val_loss: 2884.9514 - val_mae: 42.0485
Epoch 658/2000
231/231 [==============================] - 0s 25us/step - loss: 2824.5298 - mae: 43.6799 - val_loss: 2884.8655 - val_mae: 42.0074
Epoch 659/2000
231/231 [==============================] - 0s 33us/step - loss: 2831.3230 - mae: 43.6459 - val_loss: 2884.9736 - val_mae: 42.0421
Epoch 660/2000
231/231 [==============================] - 0s 31us/step - loss: 2823.8460 - mae: 43.6806 - val_loss: 2885.3044 - val_mae: 41.9744
Epoch 661/2000
231/231 [==============================] - 0s 39us/step - loss: 2824.1701 - mae: 43.6553 - val_loss: 2885.5759 - val_mae: 41.9413
Epoch 662/2000
231/231 [==============================] - 0s 50us/step - loss: 2827.8638 - mae: 43.5844 - val_loss: 2885.3704 - val_mae: 42.0348
Epoch 663/2000
231/231 [==============================] - 0s 32us/step - loss: 2827.9642 - mae: 43.6154 - val_loss: 2885.5251 - val_mae: 42.0533
Epoch 664/2000
231/231 [==============================] - 0s 24us/step - loss: 2826.6781 - mae: 43.7225 - val_loss: 2885.2051 - val_mae: 42.0478
Epoch 665/2000
231/231 [==============================] - 0s 29us/step - loss: 2831.8710 - mae: 43.7883 - val_loss: 2885.7422 - val_mae: 41.9045
Epoch 666/2000
231/231 [==============================] - 0s 29us/step - loss: 2825.8121 - mae: 43.6291 - val_loss: 2885.8413 - val_mae: 41.8937
Epoch 667/2000
231/231 [==============================] - 0s 34us/step - loss: 2836.6793 - mae: 43.6697 - val_loss: 2884.1814 - val_mae: 42.0113
Epoch 668/2000
231/231 [==============================] - 0s 27us/step - loss: 2822.7868 - mae: 43.6597 - val_loss: 2884.3333 - val_mae: 41.9334
Epoch 669/2000
231/231 [==============================] - 0s 36us/step - loss: 2838.1826 - mae: 43.7756 - val_loss: 2885.8445 - val_mae: 41.8653
Epoch 670/2000
231/231 [==============================] - 0s 24us/step - loss: 2825.2682 - mae: 43.5968 - val_loss: 2885.3159 - val_mae: 41.8796
Epoch 671/2000
231/231 [==============================] - 0s 27us/step - loss: 2821.3335 - mae: 43.5697 - val_loss: 2883.8027 - val_mae: 41.9130
Epoch 672/2000
231/231 [==============================] - 0s 25us/step - loss: 2827.4583 - mae: 43.5995 - val_loss: 2882.7078 - val_mae: 41.9895
Epoch 673/2000
231/231 [==============================] - 0s 23us/step - loss: 2821.2989 - mae: 43.6431 - val_loss: 2883.1226 - val_mae: 41.9386
Epoch 674/2000
231/231 [==============================] - 0s 45us/step - loss: 2826.3424 - mae: 43.6371 - val_loss: 2883.4688 - val_mae: 41.9966
Epoch 675/2000
231/231 [==============================] - 0s 26us/step - loss: 2839.3954 - mae: 43.8461 - val_loss: 2884.0908 - val_mae: 41.8839
Epoch 676/2000
231/231 [==============================] - 0s 25us/step - loss: 2830.8430 - mae: 43.5925 - val_loss: 2883.4094 - val_mae: 41.9707
Epoch 677/2000
231/231 [==============================] - 0s 35us/step - loss: 2821.8128 - mae: 43.6434 - val_loss: 2884.2075 - val_mae: 41.9114
Epoch 678/2000
231/231 [==============================] - 0s 26us/step - loss: 2821.0969 - mae: 43.6240 - val_loss: 2884.8218 - val_mae: 41.8910
Epoch 679/2000
231/231 [==============================] - 0s 44us/step - loss: 2819.1982 - mae: 43.5655 - val_loss: 2884.3179 - val_mae: 41.8978
Epoch 680/2000
231/231 [==============================] - 0s 23us/step - loss: 2822.3987 - mae: 43.5737 - val_loss: 2883.8462 - val_mae: 41.9693
Epoch 681/2000
231/231 [==============================] - 0s 38us/step - loss: 2821.6083 - mae: 43.6454 - val_loss: 2885.4292 - val_mae: 41.8853
Epoch 682/2000
231/231 [==============================] - 0s 25us/step - loss: 2826.1353 - mae: 43.5374 - val_loss: 2884.3828 - val_mae: 41.9825
Epoch 683/2000
231/231 [==============================] - 0s 26us/step - loss: 2820.1612 - mae: 43.6457 - val_loss: 2885.6707 - val_mae: 41.9081
Epoch 684/2000
231/231 [==============================] - 0s 29us/step - loss: 2818.6273 - mae: 43.5618 - val_loss: 2885.3496 - val_mae: 41.9355
Epoch 685/2000
231/231 [==============================] - 0s 25us/step - loss: 2847.0505 - mae: 43.9023 - val_loss: 2886.2217 - val_mae: 41.8646
Epoch 686/2000
231/231 [==============================] - 0s 34us/step - loss: 2819.5603 - mae: 43.5409 - val_loss: 2886.0281 - val_mae: 41.8779
Epoch 687/2000
231/231 [==============================] - 0s 25us/step - loss: 2820.7091 - mae: 43.5907 - val_loss: 2885.5334 - val_mae: 41.8667
Epoch 688/2000
231/231 [==============================] - 0s 25us/step - loss: 2817.8898 - mae: 43.5434 - val_loss: 2885.2791 - val_mae: 41.8808
Epoch 689/2000
231/231 [==============================] - 0s 38us/step - loss: 2816.9416 - mae: 43.5381 - val_loss: 2883.7471 - val_mae: 41.9236
Epoch 690/2000
231/231 [==============================] - 0s 26us/step - loss: 2824.7353 - mae: 43.6931 - val_loss: 2886.0469 - val_mae: 41.8522
Epoch 691/2000
231/231 [==============================] - 0s 29us/step - loss: 2818.0067 - mae: 43.5221 - val_loss: 2883.2297 - val_mae: 41.9190
Epoch 692/2000
231/231 [==============================] - 0s 38us/step - loss: 2817.5948 - mae: 43.5529 - val_loss: 2882.4470 - val_mae: 41.9566
Epoch 693/2000
231/231 [==============================] - 0s 36us/step - loss: 2816.8807 - mae: 43.5874 - val_loss: 2882.6895 - val_mae: 41.9599
Epoch 694/2000
231/231 [==============================] - 0s 31us/step - loss: 2817.6703 - mae: 43.5817 - val_loss: 2882.2058 - val_mae: 41.9744
Epoch 695/2000
231/231 [==============================] - 0s 31us/step - loss: 2815.5601 - mae: 43.5849 - val_loss: 2882.5774 - val_mae: 41.9166
Epoch 696/2000
231/231 [==============================] - 0s 48us/step - loss: 2816.3831 - mae: 43.5442 - val_loss: 2882.7832 - val_mae: 41.9373
Epoch 697/2000
231/231 [==============================] - 0s 28us/step - loss: 2820.3024 - mae: 43.5869 - val_loss: 2883.1104 - val_mae: 41.9904
Epoch 698/2000
231/231 [==============================] - 0s 24us/step - loss: 2820.1050 - mae: 43.6644 - val_loss: 2883.0684 - val_mae: 41.9766
Epoch 699/2000
231/231 [==============================] - 0s 39us/step - loss: 2815.1438 - mae: 43.5948 - val_loss: 2882.3650 - val_mae: 41.9209
Epoch 700/2000
231/231 [==============================] - 0s 37us/step - loss: 2858.1978 - mae: 44.1235 - val_loss: 2881.8726 - val_mae: 41.8671
Epoch 701/2000
231/231 [==============================] - 0s 27us/step - loss: 2815.4281 - mae: 43.5225 - val_loss: 2881.4009 - val_mae: 41.9099
Epoch 702/2000
231/231 [==============================] - 0s 33us/step - loss: 2815.5616 - mae: 43.5425 - val_loss: 2881.5010 - val_mae: 41.9331
Epoch 703/2000
231/231 [==============================] - 0s 39us/step - loss: 2814.7371 - mae: 43.5694 - val_loss: 2881.8589 - val_mae: 41.9237
Epoch 704/2000
231/231 [==============================] - 0s 25us/step - loss: 2816.5661 - mae: 43.5611 - val_loss: 2881.6558 - val_mae: 41.9500
Epoch 705/2000
231/231 [==============================] - 0s 28us/step - loss: 2813.0424 - mae: 43.5730 - val_loss: 2882.4961 - val_mae: 41.8876
Epoch 706/2000
231/231 [==============================] - 0s 35us/step - loss: 2815.9355 - mae: 43.5447 - val_loss: 2882.0833 - val_mae: 41.9378
Epoch 707/2000
231/231 [==============================] - 0s 39us/step - loss: 2828.9401 - mae: 43.6422 - val_loss: 2882.4290 - val_mae: 41.9747
Epoch 708/2000
231/231 [==============================] - 0s 27us/step - loss: 2821.2583 - mae: 43.6973 - val_loss: 2882.4595 - val_mae: 41.8464
Epoch 709/2000
231/231 [==============================] - 0s 27us/step - loss: 2825.0235 - mae: 43.6371 - val_loss: 2884.1880 - val_mae: 41.8041
Epoch 710/2000
231/231 [==============================] - 0s 33us/step - loss: 2817.8190 - mae: 43.5590 - val_loss: 2884.2910 - val_mae: 41.8042
Epoch 711/2000
231/231 [==============================] - 0s 25us/step - loss: 2812.0837 - mae: 43.4629 - val_loss: 2882.4839 - val_mae: 41.8496
Epoch 712/2000
231/231 [==============================] - 0s 40us/step - loss: 2812.4688 - mae: 43.5283 - val_loss: 2881.9641 - val_mae: 41.8412
Epoch 713/2000
231/231 [==============================] - 0s 30us/step - loss: 2824.6572 - mae: 43.5511 - val_loss: 2880.4866 - val_mae: 41.9291
Epoch 714/2000
231/231 [==============================] - 0s 42us/step - loss: 2812.4851 - mae: 43.5463 - val_loss: 2880.4077 - val_mae: 41.9239
Epoch 715/2000
231/231 [==============================] - 0s 29us/step - loss: 2813.5238 - mae: 43.5976 - val_loss: 2880.4849 - val_mae: 41.8301
Epoch 716/2000
231/231 [==============================] - 0s 26us/step - loss: 2810.1869 - mae: 43.4781 - val_loss: 2880.1733 - val_mae: 41.8474
Epoch 717/2000
231/231 [==============================] - 0s 37us/step - loss: 2813.1418 - mae: 43.5157 - val_loss: 2880.7959 - val_mae: 41.8012
Epoch 718/2000
231/231 [==============================] - 0s 28us/step - loss: 2823.2958 - mae: 43.6136 - val_loss: 2882.5544 - val_mae: 41.7697
Epoch 719/2000
231/231 [==============================] - 0s 37us/step - loss: 2813.0801 - mae: 43.4613 - val_loss: 2878.3923 - val_mae: 41.8683
Epoch 720/2000
231/231 [==============================] - 0s 27us/step - loss: 2809.6285 - mae: 43.5251 - val_loss: 2879.4336 - val_mae: 41.8258
Epoch 721/2000
231/231 [==============================] - 0s 46us/step - loss: 2811.1885 - mae: 43.5076 - val_loss: 2878.9080 - val_mae: 41.8436
Epoch 722/2000
231/231 [==============================] - 0s 28us/step - loss: 2824.7197 - mae: 43.5471 - val_loss: 2878.9453 - val_mae: 41.9143
Epoch 723/2000
231/231 [==============================] - 0s 24us/step - loss: 2811.0364 - mae: 43.5714 - val_loss: 2878.8894 - val_mae: 41.8170
Epoch 724/2000
231/231 [==============================] - 0s 31us/step - loss: 2808.0109 - mae: 43.4720 - val_loss: 2878.8220 - val_mae: 41.8280
Epoch 725/2000
231/231 [==============================] - 0s 28us/step - loss: 2833.5076 - mae: 43.7241 - val_loss: 2880.7317 - val_mae: 41.7706
Epoch 726/2000
231/231 [==============================] - 0s 41us/step - loss: 2811.5924 - mae: 43.4474 - val_loss: 2878.8062 - val_mae: 41.8477
Epoch 727/2000
231/231 [==============================] - 0s 28us/step - loss: 2806.9634 - mae: 43.4863 - val_loss: 2878.9924 - val_mae: 41.8549
Epoch 728/2000
231/231 [==============================] - 0s 41us/step - loss: 2808.1314 - mae: 43.4760 - val_loss: 2879.4683 - val_mae: 41.8547
Epoch 729/2000
231/231 [==============================] - 0s 28us/step - loss: 2808.6706 - mae: 43.4546 - val_loss: 2878.3091 - val_mae: 41.8733
Epoch 730/2000
231/231 [==============================] - 0s 39us/step - loss: 2825.5084 - mae: 43.7169 - val_loss: 2879.7629 - val_mae: 41.7777
Epoch 731/2000
231/231 [==============================] - 0s 24us/step - loss: 2808.8486 - mae: 43.4440 - val_loss: 2878.2761 - val_mae: 41.8491
Epoch 732/2000
231/231 [==============================] - 0s 32us/step - loss: 2806.0469 - mae: 43.4679 - val_loss: 2878.2446 - val_mae: 41.8589
Epoch 733/2000
231/231 [==============================] - 0s 32us/step - loss: 2807.0456 - mae: 43.4886 - val_loss: 2879.1819 - val_mae: 41.8124
Epoch 734/2000
231/231 [==============================] - 0s 26us/step - loss: 2805.5216 - mae: 43.4449 - val_loss: 2879.3008 - val_mae: 41.8311
Epoch 735/2000
231/231 [==============================] - 0s 36us/step - loss: 2807.3578 - mae: 43.4732 - val_loss: 2878.1868 - val_mae: 41.8634
Epoch 736/2000
231/231 [==============================] - 0s 38us/step - loss: 2817.5494 - mae: 43.7034 - val_loss: 2880.4917 - val_mae: 41.7595
Epoch 737/2000
231/231 [==============================] - 0s 29us/step - loss: 2806.9828 - mae: 43.4520 - val_loss: 2879.4390 - val_mae: 41.7722
Epoch 738/2000
231/231 [==============================] - 0s 30us/step - loss: 2810.5466 - mae: 43.5476 - val_loss: 2880.8213 - val_mae: 41.7450
Epoch 739/2000
231/231 [==============================] - 0s 29us/step - loss: 2816.3641 - mae: 43.5400 - val_loss: 2877.9897 - val_mae: 41.8543
Epoch 740/2000
231/231 [==============================] - 0s 33us/step - loss: 2810.5179 - mae: 43.5239 - val_loss: 2877.1292 - val_mae: 41.8737
Epoch 741/2000
231/231 [==============================] - 0s 29us/step - loss: 2805.9086 - mae: 43.5161 - val_loss: 2877.3079 - val_mae: 41.7799
Epoch 742/2000
231/231 [==============================] - 0s 33us/step - loss: 2806.0117 - mae: 43.4592 - val_loss: 2878.3013 - val_mae: 41.7564
Epoch 743/2000
231/231 [==============================] - 0s 32us/step - loss: 2806.9552 - mae: 43.4452 - val_loss: 2879.5449 - val_mae: 41.7460
Epoch 744/2000
231/231 [==============================] - 0s 33us/step - loss: 2808.5259 - mae: 43.4193 - val_loss: 2877.7366 - val_mae: 41.8452
Epoch 745/2000
231/231 [==============================] - 0s 27us/step - loss: 2812.6975 - mae: 43.4916 - val_loss: 2878.2729 - val_mae: 41.8851
Epoch 746/2000
231/231 [==============================] - 0s 29us/step - loss: 2808.6555 - mae: 43.6124 - val_loss: 2878.8491 - val_mae: 41.7612
Epoch 747/2000
231/231 [==============================] - 0s 42us/step - loss: 2803.9540 - mae: 43.4544 - val_loss: 2878.7583 - val_mae: 41.7555
Epoch 748/2000
231/231 [==============================] - 0s 29us/step - loss: 2818.2306 - mae: 43.4739 - val_loss: 2878.0439 - val_mae: 41.8452
Epoch 749/2000
231/231 [==============================] - 0s 35us/step - loss: 2802.0788 - mae: 43.4750 - val_loss: 2877.8809 - val_mae: 41.7823
Epoch 750/2000
231/231 [==============================] - 0s 29us/step - loss: 2802.2775 - mae: 43.4248 - val_loss: 2877.4097 - val_mae: 41.8170
Epoch 751/2000
231/231 [==============================] - 0s 37us/step - loss: 2801.2943 - mae: 43.4376 - val_loss: 2876.7976 - val_mae: 41.7792
Epoch 752/2000
231/231 [==============================] - 0s 37us/step - loss: 2800.9607 - mae: 43.4103 - val_loss: 2875.8416 - val_mae: 41.8023
Epoch 753/2000
231/231 [==============================] - 0s 36us/step - loss: 2814.3948 - mae: 43.5300 - val_loss: 2875.6594 - val_mae: 41.8557
Epoch 754/2000
231/231 [==============================] - 0s 34us/step - loss: 2808.9429 - mae: 43.5224 - val_loss: 2876.0156 - val_mae: 41.8574
Epoch 755/2000
231/231 [==============================] - 0s 27us/step - loss: 2804.5547 - mae: 43.5035 - val_loss: 2875.4280 - val_mae: 41.7885
Epoch 756/2000
231/231 [==============================] - 0s 31us/step - loss: 2811.7147 - mae: 43.5391 - val_loss: 2877.2075 - val_mae: 41.7039
Epoch 757/2000
231/231 [==============================] - 0s 32us/step - loss: 2800.5727 - mae: 43.3693 - val_loss: 2875.6455 - val_mae: 41.7583
Epoch 758/2000
231/231 [==============================] - 0s 42us/step - loss: 2799.6774 - mae: 43.4190 - val_loss: 2874.8513 - val_mae: 41.7368
Epoch 759/2000
231/231 [==============================] - 0s 27us/step - loss: 2801.7895 - mae: 43.3638 - val_loss: 2874.2527 - val_mae: 41.7957
Epoch 760/2000
231/231 [==============================] - 0s 27us/step - loss: 2799.3012 - mae: 43.4283 - val_loss: 2874.3108 - val_mae: 41.7934
Epoch 761/2000
231/231 [==============================] - 0s 31us/step - loss: 2803.3958 - mae: 43.4588 - val_loss: 2874.6006 - val_mae: 41.8233
Epoch 762/2000
231/231 [==============================] - 0s 34us/step - loss: 2826.0043 - mae: 43.5665 - val_loss: 2874.6333 - val_mae: 41.8371
Epoch 763/2000
231/231 [==============================] - 0s 35us/step - loss: 2802.7079 - mae: 43.4448 - val_loss: 2873.9211 - val_mae: 41.8136
Epoch 764/2000
231/231 [==============================] - 0s 38us/step - loss: 2799.6190 - mae: 43.4513 - val_loss: 2873.5918 - val_mae: 41.7570
Epoch 765/2000
231/231 [==============================] - 0s 37us/step - loss: 2802.9569 - mae: 43.4805 - val_loss: 2875.1670 - val_mae: 41.6858
Epoch 766/2000
231/231 [==============================] - 0s 29us/step - loss: 2831.7264 - mae: 43.7295 - val_loss: 2876.4253 - val_mae: 41.6533
Epoch 767/2000
231/231 [==============================] - 0s 29us/step - loss: 2798.3283 - mae: 43.3489 - val_loss: 2875.0308 - val_mae: 41.6770
Epoch 768/2000
231/231 [==============================] - 0s 35us/step - loss: 2815.1346 - mae: 43.4164 - val_loss: 2872.9033 - val_mae: 41.7473
Epoch 769/2000
231/231 [==============================] - 0s 30us/step - loss: 2801.5249 - mae: 43.4586 - val_loss: 2872.2712 - val_mae: 41.7752
Epoch 770/2000
231/231 [==============================] - 0s 38us/step - loss: 2802.5871 - mae: 43.5110 - val_loss: 2872.2937 - val_mae: 41.6970
Epoch 771/2000
231/231 [==============================] - 0s 37us/step - loss: 2801.3734 - mae: 43.4251 - val_loss: 2873.1960 - val_mae: 41.6677
Epoch 772/2000
231/231 [==============================] - 0s 38us/step - loss: 2802.1567 - mae: 43.4000 - val_loss: 2873.7976 - val_mae: 41.6522
Epoch 773/2000
231/231 [==============================] - 0s 30us/step - loss: 2796.2649 - mae: 43.3253 - val_loss: 2872.1875 - val_mae: 41.7025
Epoch 774/2000
231/231 [==============================] - 0s 27us/step - loss: 2799.7888 - mae: 43.3857 - val_loss: 2872.0259 - val_mae: 41.7615
Epoch 775/2000
231/231 [==============================] - 0s 34us/step - loss: 2808.5838 - mae: 43.5562 - val_loss: 2873.8999 - val_mae: 41.6814
Epoch 776/2000
231/231 [==============================] - 0s 28us/step - loss: 2811.9443 - mae: 43.4252 - val_loss: 2872.6333 - val_mae: 41.7477
Epoch 777/2000
231/231 [==============================] - 0s 36us/step - loss: 2794.5408 - mae: 43.3834 - val_loss: 2872.7485 - val_mae: 41.7287
Epoch 778/2000
231/231 [==============================] - 0s 30us/step - loss: 2797.4433 - mae: 43.3852 - val_loss: 2872.0229 - val_mae: 41.7552
Epoch 779/2000
231/231 [==============================] - 0s 45us/step - loss: 2794.4047 - mae: 43.3816 - val_loss: 2871.4155 - val_mae: 41.7281
Epoch 780/2000
231/231 [==============================] - 0s 27us/step - loss: 2800.1913 - mae: 43.4514 - val_loss: 2872.4910 - val_mae: 41.6619
Epoch 781/2000
231/231 [==============================] - 0s 28us/step - loss: 2799.0315 - mae: 43.3057 - val_loss: 2870.4219 - val_mae: 41.7273
Epoch 782/2000
231/231 [==============================] - 0s 38us/step - loss: 2799.3603 - mae: 43.4326 - val_loss: 2871.1824 - val_mae: 41.6560
Epoch 783/2000
231/231 [==============================] - 0s 38us/step - loss: 2792.8555 - mae: 43.3092 - val_loss: 2870.6833 - val_mae: 41.6720
Epoch 784/2000
231/231 [==============================] - 0s 37us/step - loss: 2805.5770 - mae: 43.3902 - val_loss: 2870.6211 - val_mae: 41.7486
Epoch 785/2000
231/231 [==============================] - 0s 41us/step - loss: 2792.0964 - mae: 43.3885 - val_loss: 2870.4541 - val_mae: 41.7013
Epoch 786/2000
231/231 [==============================] - 0s 38us/step - loss: 2791.6012 - mae: 43.3366 - val_loss: 2870.9260 - val_mae: 41.7099
Epoch 787/2000
231/231 [==============================] - 0s 37us/step - loss: 2815.3272 - mae: 43.5765 - val_loss: 2873.0735 - val_mae: 41.6489
Epoch 788/2000
231/231 [==============================] - 0s 34us/step - loss: 2795.0436 - mae: 43.3281 - val_loss: 2872.1707 - val_mae: 41.6672
Epoch 789/2000
231/231 [==============================] - 0s 37us/step - loss: 2790.7047 - mae: 43.2993 - val_loss: 2871.4624 - val_mae: 41.6937
Epoch 790/2000
231/231 [==============================] - 0s 42us/step - loss: 2797.6216 - mae: 43.3211 - val_loss: 2870.5088 - val_mae: 41.7358
Epoch 791/2000
231/231 [==============================] - 0s 34us/step - loss: 2795.5715 - mae: 43.3984 - val_loss: 2870.8235 - val_mae: 41.7413
Epoch 792/2000
231/231 [==============================] - 0s 29us/step - loss: 2793.9764 - mae: 43.4238 - val_loss: 2871.1475 - val_mae: 41.6480
Epoch 793/2000
231/231 [==============================] - 0s 39us/step - loss: 2796.5394 - mae: 43.3713 - val_loss: 2872.9878 - val_mae: 41.6121
Epoch 794/2000
231/231 [==============================] - 0s 25us/step - loss: 2794.0536 - mae: 43.3072 - val_loss: 2872.7583 - val_mae: 41.6121
Epoch 795/2000
231/231 [==============================] - 0s 42us/step - loss: 2803.0322 - mae: 43.3836 - val_loss: 2873.5151 - val_mae: 41.5846
Epoch 796/2000
231/231 [==============================] - 0s 39us/step - loss: 2795.7138 - mae: 43.3083 - val_loss: 2872.8423 - val_mae: 41.5884
Epoch 797/2000
231/231 [==============================] - 0s 26us/step - loss: 2790.1357 - mae: 43.2578 - val_loss: 2869.9949 - val_mae: 41.6410
Epoch 798/2000
231/231 [==============================] - 0s 25us/step - loss: 2789.7980 - mae: 43.3129 - val_loss: 2870.9856 - val_mae: 41.6365
Epoch 799/2000
231/231 [==============================] - 0s 32us/step - loss: 2828.4579 - mae: 43.7381 - val_loss: 2871.9312 - val_mae: 41.6074
Epoch 800/2000
231/231 [==============================] - 0s 41us/step - loss: 2788.7812 - mae: 43.2469 - val_loss: 2870.6941 - val_mae: 41.6206
Epoch 801/2000
231/231 [==============================] - 0s 28us/step - loss: 2799.5517 - mae: 43.3215 - val_loss: 2869.3306 - val_mae: 41.6838
Epoch 802/2000
231/231 [==============================] - 0s 36us/step - loss: 2792.3834 - mae: 43.3311 - val_loss: 2869.1731 - val_mae: 41.7069
Epoch 803/2000
231/231 [==============================] - 0s 31us/step - loss: 2789.7270 - mae: 43.3749 - val_loss: 2868.5884 - val_mae: 41.6453
Epoch 804/2000
231/231 [==============================] - 0s 28us/step - loss: 2791.7152 - mae: 43.2915 - val_loss: 2867.2576 - val_mae: 41.6868
Epoch 805/2000
231/231 [==============================] - 0s 33us/step - loss: 2794.6061 - mae: 43.4498 - val_loss: 2867.9517 - val_mae: 41.6107
Epoch 806/2000
231/231 [==============================] - 0s 38us/step - loss: 2788.1097 - mae: 43.2803 - val_loss: 2866.9895 - val_mae: 41.6290
Epoch 807/2000
231/231 [==============================] - 0s 33us/step - loss: 2786.8602 - mae: 43.2783 - val_loss: 2866.3750 - val_mae: 41.6540
Epoch 808/2000
231/231 [==============================] - 0s 25us/step - loss: 2788.3846 - mae: 43.3038 - val_loss: 2866.4314 - val_mae: 41.6833
Epoch 809/2000
231/231 [==============================] - 0s 31us/step - loss: 2788.8666 - mae: 43.3576 - val_loss: 2866.3125 - val_mae: 41.6441
Epoch 810/2000
231/231 [==============================] - 0s 25us/step - loss: 2784.9951 - mae: 43.2954 - val_loss: 2866.3196 - val_mae: 41.6235
Epoch 811/2000
231/231 [==============================] - 0s 34us/step - loss: 2792.6671 - mae: 43.3183 - val_loss: 2866.0112 - val_mae: 41.6664
Epoch 812/2000
231/231 [==============================] - 0s 23us/step - loss: 2786.5687 - mae: 43.2955 - val_loss: 2866.2061 - val_mae: 41.6671
Epoch 813/2000
231/231 [==============================] - 0s 42us/step - loss: 2790.2316 - mae: 43.2575 - val_loss: 2866.4614 - val_mae: 41.6967
Epoch 814/2000
231/231 [==============================] - 0s 38us/step - loss: 2785.5748 - mae: 43.3318 - val_loss: 2865.5090 - val_mae: 41.6311
Epoch 815/2000
231/231 [==============================] - 0s 28us/step - loss: 2785.2348 - mae: 43.2882 - val_loss: 2865.9487 - val_mae: 41.6336
Epoch 816/2000
231/231 [==============================] - 0s 41us/step - loss: 2787.0368 - mae: 43.3368 - val_loss: 2866.5552 - val_mae: 41.5773
Epoch 817/2000
231/231 [==============================] - 0s 47us/step - loss: 2811.6308 - mae: 43.2884 - val_loss: 2865.7383 - val_mae: 41.6526
Epoch 818/2000
231/231 [==============================] - 0s 29us/step - loss: 2803.4639 - mae: 43.5794 - val_loss: 2867.2876 - val_mae: 41.5664
Epoch 819/2000
231/231 [==============================] - 0s 46us/step - loss: 2784.1626 - mae: 43.2567 - val_loss: 2865.9319 - val_mae: 41.5672
Epoch 820/2000
231/231 [==============================] - 0s 22us/step - loss: 2783.6291 - mae: 43.2393 - val_loss: 2864.9070 - val_mae: 41.6045
Epoch 821/2000
231/231 [==============================] - 0s 37us/step - loss: 2784.3545 - mae: 43.2753 - val_loss: 2864.5068 - val_mae: 41.6286
Epoch 822/2000
231/231 [==============================] - 0s 34us/step - loss: 2785.2868 - mae: 43.2955 - val_loss: 2863.8315 - val_mae: 41.6332
Epoch 823/2000
231/231 [==============================] - 0s 32us/step - loss: 2784.3222 - mae: 43.3393 - val_loss: 2865.1611 - val_mae: 41.5546
Epoch 824/2000
231/231 [==============================] - 0s 30us/step - loss: 2786.7481 - mae: 43.2483 - val_loss: 2864.1184 - val_mae: 41.6317
Epoch 825/2000
231/231 [==============================] - 0s 29us/step - loss: 2784.4415 - mae: 43.3096 - val_loss: 2863.8987 - val_mae: 41.6229
Epoch 826/2000
231/231 [==============================] - 0s 36us/step - loss: 2783.3280 - mae: 43.3059 - val_loss: 2863.8296 - val_mae: 41.5530
Epoch 827/2000
231/231 [==============================] - 0s 34us/step - loss: 2802.2896 - mae: 43.4759 - val_loss: 2866.4912 - val_mae: 41.5028
Epoch 828/2000
231/231 [==============================] - 0s 28us/step - loss: 2794.6578 - mae: 43.3771 - val_loss: 2867.8721 - val_mae: 41.4997
Epoch 829/2000
231/231 [==============================] - 0s 38us/step - loss: 2784.3335 - mae: 43.2141 - val_loss: 2865.0994 - val_mae: 41.5073
Epoch 830/2000
231/231 [==============================] - 0s 34us/step - loss: 2781.6167 - mae: 43.2082 - val_loss: 2862.7302 - val_mae: 41.5319
Epoch 831/2000
231/231 [==============================] - 0s 27us/step - loss: 2785.0426 - mae: 43.3323 - val_loss: 2864.7117 - val_mae: 41.4978
Epoch 832/2000
231/231 [==============================] - 0s 29us/step - loss: 2781.4247 - mae: 43.2164 - val_loss: 2863.2017 - val_mae: 41.5302
Epoch 833/2000
231/231 [==============================] - 0s 28us/step - loss: 2784.4641 - mae: 43.2505 - val_loss: 2863.0122 - val_mae: 41.5938
Epoch 834/2000
231/231 [==============================] - 0s 41us/step - loss: 2781.4450 - mae: 43.2924 - val_loss: 2863.2332 - val_mae: 41.5663
Epoch 835/2000
231/231 [==============================] - 0s 26us/step - loss: 2778.9749 - mae: 43.2481 - val_loss: 2863.3420 - val_mae: 41.5385
Epoch 836/2000
231/231 [==============================] - 0s 39us/step - loss: 2786.4124 - mae: 43.3105 - val_loss: 2866.3545 - val_mae: 41.4809
Epoch 837/2000
231/231 [==============================] - 0s 35us/step - loss: 2787.2352 - mae: 43.2460 - val_loss: 2867.1953 - val_mae: 41.4785
Epoch 838/2000
231/231 [==============================] - 0s 30us/step - loss: 2789.9167 - mae: 43.3505 - val_loss: 2867.5583 - val_mae: 41.4803
Epoch 839/2000
231/231 [==============================] - 0s 33us/step - loss: 2779.8928 - mae: 43.1802 - val_loss: 2863.9285 - val_mae: 41.5217
Epoch 840/2000
231/231 [==============================] - 0s 24us/step - loss: 2823.4628 - mae: 43.7110 - val_loss: 2865.1736 - val_mae: 41.4997
Epoch 841/2000
231/231 [==============================] - 0s 28us/step - loss: 2783.6579 - mae: 43.2019 - val_loss: 2862.6296 - val_mae: 41.5435
Epoch 842/2000
231/231 [==============================] - 0s 27us/step - loss: 2779.0978 - mae: 43.2579 - val_loss: 2863.2646 - val_mae: 41.5337
Epoch 843/2000
231/231 [==============================] - 0s 31us/step - loss: 2776.8286 - mae: 43.2114 - val_loss: 2862.6147 - val_mae: 41.5314
Epoch 844/2000
231/231 [==============================] - 0s 31us/step - loss: 2778.3589 - mae: 43.2341 - val_loss: 2863.7817 - val_mae: 41.5202
Epoch 845/2000
231/231 [==============================] - 0s 24us/step - loss: 2778.7171 - mae: 43.2164 - val_loss: 2863.1045 - val_mae: 41.5562
Epoch 846/2000
231/231 [==============================] - 0s 25us/step - loss: 2777.5324 - mae: 43.2284 - val_loss: 2863.0981 - val_mae: 41.5498
Epoch 847/2000
231/231 [==============================] - 0s 37us/step - loss: 2778.8585 - mae: 43.2312 - val_loss: 2863.1899 - val_mae: 41.5777
Epoch 848/2000
231/231 [==============================] - 0s 23us/step - loss: 2795.5184 - mae: 43.2631 - val_loss: 2863.4126 - val_mae: 41.6095
Epoch 849/2000
231/231 [==============================] - 0s 35us/step - loss: 2778.8646 - mae: 43.3301 - val_loss: 2863.4141 - val_mae: 41.5259
Epoch 850/2000
231/231 [==============================] - 0s 27us/step - loss: 2790.5964 - mae: 43.2890 - val_loss: 2863.4238 - val_mae: 41.5803
Epoch 851/2000
231/231 [==============================] - 0s 33us/step - loss: 2788.1423 - mae: 43.4069 - val_loss: 2863.8411 - val_mae: 41.4949
Epoch 852/2000
231/231 [==============================] - 0s 28us/step - loss: 2785.4399 - mae: 43.2785 - val_loss: 2866.1548 - val_mae: 41.4848
Epoch 853/2000
231/231 [==============================] - 0s 37us/step - loss: 2777.0961 - mae: 43.1866 - val_loss: 2865.1245 - val_mae: 41.4945
Epoch 854/2000
231/231 [==============================] - 0s 27us/step - loss: 2778.1280 - mae: 43.1958 - val_loss: 2864.8108 - val_mae: 41.4821
Epoch 855/2000
231/231 [==============================] - 0s 32us/step - loss: 2775.0770 - mae: 43.1764 - val_loss: 2863.4146 - val_mae: 41.4795
Epoch 856/2000
231/231 [==============================] - 0s 36us/step - loss: 2774.9995 - mae: 43.1703 - val_loss: 2862.1377 - val_mae: 41.4943
Epoch 857/2000
231/231 [==============================] - 0s 28us/step - loss: 2773.5912 - mae: 43.1687 - val_loss: 2861.6736 - val_mae: 41.5115
Epoch 858/2000
231/231 [==============================] - 0s 26us/step - loss: 2776.5489 - mae: 43.2418 - val_loss: 2863.8235 - val_mae: 41.4766
Epoch 859/2000
231/231 [==============================] - 0s 28us/step - loss: 2773.8279 - mae: 43.1518 - val_loss: 2862.1558 - val_mae: 41.5223
Epoch 860/2000
231/231 [==============================] - 0s 32us/step - loss: 2775.4525 - mae: 43.2893 - val_loss: 2864.1106 - val_mae: 41.4752
Epoch 861/2000
231/231 [==============================] - 0s 31us/step - loss: 2772.6070 - mae: 43.1436 - val_loss: 2863.0964 - val_mae: 41.5142
Epoch 862/2000
231/231 [==============================] - 0s 24us/step - loss: 2778.0379 - mae: 43.1764 - val_loss: 2863.3389 - val_mae: 41.5717
Epoch 863/2000
231/231 [==============================] - 0s 35us/step - loss: 2775.4842 - mae: 43.2802 - val_loss: 2863.1079 - val_mae: 41.4917
Epoch 864/2000
231/231 [==============================] - 0s 32us/step - loss: 2785.4049 - mae: 43.1620 - val_loss: 2861.9551 - val_mae: 41.5591
Epoch 865/2000
231/231 [==============================] - 0s 31us/step - loss: 2796.9787 - mae: 43.3741 - val_loss: 2862.5439 - val_mae: 41.5829
Epoch 866/2000
231/231 [==============================] - 0s 40us/step - loss: 2775.6703 - mae: 43.2634 - val_loss: 2862.0342 - val_mae: 41.5575
Epoch 867/2000
231/231 [==============================] - 0s 26us/step - loss: 2773.5169 - mae: 43.2746 - val_loss: 2861.7727 - val_mae: 41.4909
Epoch 868/2000
231/231 [==============================] - 0s 38us/step - loss: 2770.6691 - mae: 43.1823 - val_loss: 2861.7307 - val_mae: 41.4796
Epoch 869/2000
231/231 [==============================] - 0s 24us/step - loss: 2770.0696 - mae: 43.1695 - val_loss: 2861.8667 - val_mae: 41.4774
Epoch 870/2000
231/231 [==============================] - 0s 37us/step - loss: 2782.8425 - mae: 43.2785 - val_loss: 2864.6890 - val_mae: 41.4492
Epoch 871/2000
231/231 [==============================] - 0s 34us/step - loss: 2772.3566 - mae: 43.1816 - val_loss: 2863.1511 - val_mae: 41.4638
Epoch 872/2000
231/231 [==============================] - 0s 28us/step - loss: 2770.4411 - mae: 43.1498 - val_loss: 2862.9248 - val_mae: 41.4699
Epoch 873/2000
231/231 [==============================] - 0s 23us/step - loss: 2771.0889 - mae: 43.1228 - val_loss: 2861.3108 - val_mae: 41.5080
Epoch 874/2000
231/231 [==============================] - 0s 32us/step - loss: 2776.0082 - mae: 43.2489 - val_loss: 2861.4873 - val_mae: 41.5521
Epoch 875/2000
231/231 [==============================] - 0s 34us/step - loss: 2771.6646 - mae: 43.1848 - val_loss: 2861.2778 - val_mae: 41.5252
Epoch 876/2000
231/231 [==============================] - 0s 29us/step - loss: 2784.6511 - mae: 43.2463 - val_loss: 2861.4985 - val_mae: 41.5652
Epoch 877/2000
231/231 [==============================] - 0s 34us/step - loss: 2770.3130 - mae: 43.2300 - val_loss: 2860.8828 - val_mae: 41.5303
Epoch 878/2000
231/231 [==============================] - 0s 34us/step - loss: 2770.2918 - mae: 43.2336 - val_loss: 2861.4448 - val_mae: 41.4924
Epoch 879/2000
231/231 [==============================] - 0s 56us/step - loss: 2769.2044 - mae: 43.2027 - val_loss: 2862.9839 - val_mae: 41.4535
Epoch 880/2000
231/231 [==============================] - 0s 42us/step - loss: 2771.2844 - mae: 43.1815 - val_loss: 2861.5977 - val_mae: 41.5065
Epoch 881/2000
231/231 [==============================] - 0s 41us/step - loss: 2769.0520 - mae: 43.2485 - val_loss: 2863.9053 - val_mae: 41.4433
Epoch 882/2000
231/231 [==============================] - 0s 33us/step - loss: 2779.8712 - mae: 43.1600 - val_loss: 2862.3250 - val_mae: 41.5136
Epoch 883/2000
231/231 [==============================] - 0s 29us/step - loss: 2781.5643 - mae: 43.3411 - val_loss: 2863.5796 - val_mae: 41.4357
Epoch 884/2000
231/231 [==============================] - 0s 32us/step - loss: 2772.2584 - mae: 43.1515 - val_loss: 2865.0046 - val_mae: 41.4289
Epoch 885/2000
231/231 [==============================] - 0s 46us/step - loss: 2772.5295 - mae: 43.1592 - val_loss: 2864.4685 - val_mae: 41.4230
Epoch 886/2000
231/231 [==============================] - 0s 30us/step - loss: 2780.4991 - mae: 43.2221 - val_loss: 2864.8877 - val_mae: 41.4085
Epoch 887/2000
231/231 [==============================] - 0s 42us/step - loss: 2767.8722 - mae: 43.0709 - val_loss: 2860.2852 - val_mae: 41.4408
Epoch 888/2000
231/231 [==============================] - 0s 35us/step - loss: 2767.9330 - mae: 43.1236 - val_loss: 2859.1938 - val_mae: 41.4690
Epoch 889/2000
231/231 [==============================] - 0s 37us/step - loss: 2765.6907 - mae: 43.1743 - val_loss: 2859.9998 - val_mae: 41.4447
Epoch 890/2000
231/231 [==============================] - 0s 40us/step - loss: 2764.8446 - mae: 43.1378 - val_loss: 2860.3135 - val_mae: 41.4415
Epoch 891/2000
231/231 [==============================] - 0s 42us/step - loss: 2763.9031 - mae: 43.1312 - val_loss: 2860.9036 - val_mae: 41.4368
Epoch 892/2000
231/231 [==============================] - 0s 41us/step - loss: 2775.8451 - mae: 43.1268 - val_loss: 2859.9785 - val_mae: 41.5003
Epoch 893/2000
231/231 [==============================] - 0s 38us/step - loss: 2801.0333 - mae: 43.5609 - val_loss: 2860.2598 - val_mae: 41.4349
Epoch 894/2000
231/231 [==============================] - 0s 26us/step - loss: 2766.8346 - mae: 43.1189 - val_loss: 2861.0427 - val_mae: 41.4250
Epoch 895/2000
231/231 [==============================] - 0s 32us/step - loss: 2763.9624 - mae: 43.1077 - val_loss: 2859.6440 - val_mae: 41.4237
Epoch 896/2000
231/231 [==============================] - 0s 25us/step - loss: 2765.3418 - mae: 43.1323 - val_loss: 2859.1008 - val_mae: 41.4176
Epoch 897/2000
231/231 [==============================] - 0s 31us/step - loss: 2773.6626 - mae: 43.2067 - val_loss: 2861.6943 - val_mae: 41.4035
Epoch 898/2000
231/231 [==============================] - 0s 31us/step - loss: 2767.4830 - mae: 43.0882 - val_loss: 2858.9648 - val_mae: 41.4364
Epoch 899/2000
231/231 [==============================] - 0s 28us/step - loss: 2772.7947 - mae: 43.2683 - val_loss: 2861.1963 - val_mae: 41.4103
Epoch 900/2000
231/231 [==============================] - 0s 24us/step - loss: 2781.3825 - mae: 43.1622 - val_loss: 2859.3438 - val_mae: 41.4463
Epoch 901/2000
231/231 [==============================] - 0s 40us/step - loss: 2764.3674 - mae: 43.1656 - val_loss: 2860.6821 - val_mae: 41.4278
Epoch 902/2000
231/231 [==============================] - 0s 36us/step - loss: 2763.3416 - mae: 43.1082 - val_loss: 2860.8003 - val_mae: 41.4238
Epoch 903/2000
231/231 [==============================] - 0s 49us/step - loss: 2764.6371 - mae: 43.1175 - val_loss: 2859.7839 - val_mae: 41.4450
Epoch 904/2000
231/231 [==============================] - 0s 47us/step - loss: 2773.4920 - mae: 43.3224 - val_loss: 2861.1306 - val_mae: 41.4062
Epoch 905/2000
231/231 [==============================] - 0s 36us/step - loss: 2786.3377 - mae: 43.1907 - val_loss: 2859.0107 - val_mae: 41.4312
Epoch 906/2000
231/231 [==============================] - 0s 36us/step - loss: 2769.6849 - mae: 43.1646 - val_loss: 2858.8357 - val_mae: 41.4534
Epoch 907/2000
231/231 [==============================] - 0s 42us/step - loss: 2792.9870 - mae: 43.4217 - val_loss: 2859.4668 - val_mae: 41.4056
Epoch 908/2000
231/231 [==============================] - 0s 50us/step - loss: 2761.5875 - mae: 43.0850 - val_loss: 2859.0757 - val_mae: 41.4123
Epoch 909/2000
231/231 [==============================] - 0s 27us/step - loss: 2763.1448 - mae: 43.0807 - val_loss: 2858.6519 - val_mae: 41.4200
Epoch 910/2000
231/231 [==============================] - 0s 40us/step - loss: 2763.7926 - mae: 43.1194 - val_loss: 2857.5222 - val_mae: 41.4280
Epoch 911/2000
231/231 [==============================] - 0s 23us/step - loss: 2762.8608 - mae: 43.1335 - val_loss: 2858.1086 - val_mae: 41.4202
Epoch 912/2000
231/231 [==============================] - 0s 46us/step - loss: 2775.2991 - mae: 43.1817 - val_loss: 2858.0522 - val_mae: 41.4481
Epoch 913/2000
231/231 [==============================] - 0s 30us/step - loss: 2770.4785 - mae: 43.2911 - val_loss: 2857.9463 - val_mae: 41.3833
Epoch 914/2000
231/231 [==============================] - 0s 31us/step - loss: 2764.9177 - mae: 43.0947 - val_loss: 2857.7378 - val_mae: 41.4062
Epoch 915/2000
231/231 [==============================] - 0s 44us/step - loss: 2768.5260 - mae: 43.1152 - val_loss: 2856.9973 - val_mae: 41.4282
Epoch 916/2000
231/231 [==============================] - 0s 31us/step - loss: 2767.4420 - mae: 43.1702 - val_loss: 2856.4790 - val_mae: 41.4384
Epoch 917/2000
231/231 [==============================] - 0s 27us/step - loss: 2761.2940 - mae: 43.1082 - val_loss: 2856.8093 - val_mae: 41.4145
Epoch 918/2000
231/231 [==============================] - 0s 38us/step - loss: 2759.1029 - mae: 43.1382 - val_loss: 2857.3789 - val_mae: 41.3822
Epoch 919/2000
231/231 [==============================] - 0s 27us/step - loss: 2760.8780 - mae: 43.0753 - val_loss: 2856.7458 - val_mae: 41.3941
Epoch 920/2000
231/231 [==============================] - 0s 24us/step - loss: 2762.7455 - mae: 43.1591 - val_loss: 2855.8391 - val_mae: 41.4070
Epoch 921/2000
231/231 [==============================] - 0s 38us/step - loss: 2786.9793 - mae: 43.4061 - val_loss: 2856.3884 - val_mae: 41.3609
Epoch 922/2000
231/231 [==============================] - 0s 31us/step - loss: 2765.2258 - mae: 43.0721 - val_loss: 2855.6221 - val_mae: 41.3828
Epoch 923/2000
231/231 [==============================] - 0s 28us/step - loss: 2761.6769 - mae: 43.1432 - val_loss: 2856.0723 - val_mae: 41.3605
Epoch 924/2000
231/231 [==============================] - 0s 22us/step - loss: 2777.4112 - mae: 43.3088 - val_loss: 2857.5994 - val_mae: 41.3371
Epoch 925/2000
231/231 [==============================] - 0s 25us/step - loss: 2758.8935 - mae: 43.0300 - val_loss: 2856.0916 - val_mae: 41.3590
Epoch 926/2000
231/231 [==============================] - 0s 27us/step - loss: 2761.9342 - mae: 43.0595 - val_loss: 2854.0198 - val_mae: 41.3704
Epoch 927/2000
231/231 [==============================] - 0s 27us/step - loss: 2764.1678 - mae: 43.1758 - val_loss: 2856.2563 - val_mae: 41.3499
Epoch 928/2000
231/231 [==============================] - 0s 34us/step - loss: 2763.4298 - mae: 43.1264 - val_loss: 2857.4790 - val_mae: 41.3401
Epoch 929/2000
231/231 [==============================] - 0s 26us/step - loss: 2756.6539 - mae: 43.0142 - val_loss: 2855.7151 - val_mae: 41.3600
Epoch 930/2000
231/231 [==============================] - 0s 23us/step - loss: 2756.6342 - mae: 43.0927 - val_loss: 2856.0110 - val_mae: 41.3464
Epoch 931/2000
231/231 [==============================] - 0s 28us/step - loss: 2773.0464 - mae: 43.1216 - val_loss: 2854.5798 - val_mae: 41.3726
Epoch 932/2000
231/231 [==============================] - 0s 28us/step - loss: 2755.8773 - mae: 43.0944 - val_loss: 2853.8711 - val_mae: 41.3580
Epoch 933/2000
231/231 [==============================] - 0s 32us/step - loss: 2756.7113 - mae: 43.1065 - val_loss: 2855.1260 - val_mae: 41.3349
Epoch 934/2000
231/231 [==============================] - 0s 32us/step - loss: 2756.2363 - mae: 43.0508 - val_loss: 2855.3892 - val_mae: 41.3227
Epoch 935/2000
231/231 [==============================] - 0s 35us/step - loss: 2781.7109 - mae: 43.2737 - val_loss: 2858.1042 - val_mae: 41.3096
Epoch 936/2000
231/231 [==============================] - 0s 33us/step - loss: 2756.0875 - mae: 43.0207 - val_loss: 2856.4409 - val_mae: 41.3204
Epoch 937/2000
231/231 [==============================] - 0s 28us/step - loss: 2756.3608 - mae: 43.0144 - val_loss: 2854.6780 - val_mae: 41.3335
Epoch 938/2000
231/231 [==============================] - 0s 26us/step - loss: 2754.6468 - mae: 43.0538 - val_loss: 2854.8113 - val_mae: 41.3395
Epoch 939/2000
231/231 [==============================] - 0s 24us/step - loss: 2755.7425 - mae: 43.0923 - val_loss: 2855.8296 - val_mae: 41.3167
Epoch 940/2000
231/231 [==============================] - 0s 31us/step - loss: 2778.5181 - mae: 43.2117 - val_loss: 2858.1782 - val_mae: 41.3010
Epoch 941/2000
231/231 [==============================] - 0s 36us/step - loss: 2753.8472 - mae: 42.9909 - val_loss: 2855.8508 - val_mae: 41.3130
Epoch 942/2000
231/231 [==============================] - 0s 30us/step - loss: 2753.4108 - mae: 43.0037 - val_loss: 2854.6475 - val_mae: 41.3365
Epoch 943/2000
231/231 [==============================] - 0s 36us/step - loss: 2754.4135 - mae: 43.0341 - val_loss: 2853.6606 - val_mae: 41.3420
Epoch 944/2000
231/231 [==============================] - 0s 24us/step - loss: 2759.2016 - mae: 43.0811 - val_loss: 2855.4805 - val_mae: 41.2985
Epoch 945/2000
231/231 [==============================] - 0s 24us/step - loss: 2758.0982 - mae: 43.0944 - val_loss: 2856.4980 - val_mae: 41.2954
Epoch 946/2000
231/231 [==============================] - 0s 26us/step - loss: 2753.2747 - mae: 42.9808 - val_loss: 2853.5740 - val_mae: 41.3304
Epoch 947/2000
231/231 [==============================] - 0s 25us/step - loss: 2752.0615 - mae: 43.0343 - val_loss: 2853.4663 - val_mae: 41.3311
Epoch 948/2000
231/231 [==============================] - 0s 34us/step - loss: 2752.5421 - mae: 43.0912 - val_loss: 2855.5381 - val_mae: 41.3059
Epoch 949/2000
231/231 [==============================] - 0s 25us/step - loss: 2758.5865 - mae: 43.0193 - val_loss: 2858.3293 - val_mae: 41.2884
Epoch 950/2000
231/231 [==============================] - 0s 22us/step - loss: 2752.8498 - mae: 42.9813 - val_loss: 2854.6177 - val_mae: 41.3216
Epoch 951/2000
231/231 [==============================] - 0s 25us/step - loss: 2774.7718 - mae: 43.1367 - val_loss: 2853.6968 - val_mae: 41.3687
Epoch 952/2000
231/231 [==============================] - 0s 33us/step - loss: 2756.3295 - mae: 43.0951 - val_loss: 2853.0134 - val_mae: 41.3723
Epoch 953/2000
231/231 [==============================] - 0s 22us/step - loss: 2757.4819 - mae: 43.1618 - val_loss: 2853.4424 - val_mae: 41.3788
Epoch 954/2000
231/231 [==============================] - 0s 26us/step - loss: 2755.8581 - mae: 43.1060 - val_loss: 2853.3103 - val_mae: 41.3648
Epoch 955/2000
231/231 [==============================] - 0s 22us/step - loss: 2775.1900 - mae: 43.2961 - val_loss: 2854.7554 - val_mae: 41.2935
Epoch 956/2000
231/231 [==============================] - 0s 27us/step - loss: 2751.1105 - mae: 43.0112 - val_loss: 2854.5508 - val_mae: 41.2870
Epoch 957/2000
231/231 [==============================] - 0s 34us/step - loss: 2749.9959 - mae: 42.9824 - val_loss: 2853.4194 - val_mae: 41.3045
Epoch 958/2000
231/231 [==============================] - 0s 30us/step - loss: 2774.3019 - mae: 43.1226 - val_loss: 2853.2500 - val_mae: 41.3590
Epoch 959/2000
231/231 [==============================] - 0s 35us/step - loss: 2750.4464 - mae: 43.0240 - val_loss: 2853.1892 - val_mae: 41.3471
Epoch 960/2000
231/231 [==============================] - 0s 47us/step - loss: 2749.9824 - mae: 43.0476 - val_loss: 2853.5957 - val_mae: 41.3189
Epoch 961/2000
231/231 [==============================] - 0s 30us/step - loss: 2755.7079 - mae: 43.0018 - val_loss: 2853.0981 - val_mae: 41.3491
Epoch 962/2000
231/231 [==============================] - 0s 39us/step - loss: 2749.0814 - mae: 43.0422 - val_loss: 2853.3467 - val_mae: 41.3165
Epoch 963/2000
231/231 [==============================] - 0s 32us/step - loss: 2748.0247 - mae: 43.0213 - val_loss: 2853.8647 - val_mae: 41.2862
Epoch 964/2000
231/231 [==============================] - 0s 37us/step - loss: 2755.1963 - mae: 43.1012 - val_loss: 2856.2261 - val_mae: 41.2556
Epoch 965/2000
231/231 [==============================] - 0s 36us/step - loss: 2752.7017 - mae: 42.9740 - val_loss: 2855.1577 - val_mae: 41.2507
Epoch 966/2000
231/231 [==============================] - 0s 46us/step - loss: 2763.8788 - mae: 43.0990 - val_loss: 2851.5828 - val_mae: 41.3072
Epoch 967/2000
231/231 [==============================] - 0s 34us/step - loss: 2754.2561 - mae: 43.0606 - val_loss: 2851.1155 - val_mae: 41.3336
Epoch 968/2000
231/231 [==============================] - 0s 36us/step - loss: 2750.6223 - mae: 43.0852 - val_loss: 2851.6274 - val_mae: 41.2614
Epoch 969/2000
231/231 [==============================] - 0s 37us/step - loss: 2747.7864 - mae: 43.0057 - val_loss: 2852.4871 - val_mae: 41.2602
Epoch 970/2000
231/231 [==============================] - 0s 30us/step - loss: 2747.9804 - mae: 42.9846 - val_loss: 2850.4775 - val_mae: 41.2868
Epoch 971/2000
231/231 [==============================] - 0s 28us/step - loss: 2748.4106 - mae: 42.9708 - val_loss: 2850.1909 - val_mae: 41.3017
Epoch 972/2000
231/231 [==============================] - 0s 47us/step - loss: 2746.4381 - mae: 43.0230 - val_loss: 2851.0828 - val_mae: 41.2603
Epoch 973/2000
231/231 [==============================] - 0s 31us/step - loss: 2745.5822 - mae: 42.9887 - val_loss: 2851.9788 - val_mae: 41.2543
Epoch 974/2000
231/231 [==============================] - 0s 29us/step - loss: 2755.9363 - mae: 43.0677 - val_loss: 2855.7090 - val_mae: 41.2295
Epoch 975/2000
231/231 [==============================] - 0s 31us/step - loss: 2748.3497 - mae: 42.9252 - val_loss: 2850.4705 - val_mae: 41.2866
Epoch 976/2000
231/231 [==============================] - 0s 46us/step - loss: 2773.0619 - mae: 43.2197 - val_loss: 2850.6118 - val_mae: 41.3313
Epoch 977/2000
231/231 [==============================] - 0s 39us/step - loss: 2760.2099 - mae: 43.1950 - val_loss: 2851.2964 - val_mae: 41.2272
Epoch 978/2000
231/231 [==============================] - 0s 29us/step - loss: 2752.1409 - mae: 42.9599 - val_loss: 2850.0190 - val_mae: 41.2895
Epoch 979/2000
231/231 [==============================] - 0s 54us/step - loss: 2748.3690 - mae: 43.0664 - val_loss: 2851.0737 - val_mae: 41.2252
Epoch 980/2000
231/231 [==============================] - 0s 52us/step - loss: 2743.6103 - mae: 42.9505 - val_loss: 2850.0813 - val_mae: 41.2383
Epoch 981/2000
231/231 [==============================] - 0s 49us/step - loss: 2747.6868 - mae: 43.0065 - val_loss: 2852.1802 - val_mae: 41.2071
Epoch 982/2000
231/231 [==============================] - 0s 25us/step - loss: 2746.3386 - mae: 42.9686 - val_loss: 2852.3450 - val_mae: 41.2126
Epoch 983/2000
231/231 [==============================] - 0s 38us/step - loss: 2757.8830 - mae: 42.9615 - val_loss: 2849.5991 - val_mae: 41.2862
Epoch 984/2000
231/231 [==============================] - 0s 30us/step - loss: 2747.7599 - mae: 43.0083 - val_loss: 2849.9492 - val_mae: 41.3032
Epoch 985/2000
231/231 [==============================] - 0s 40us/step - loss: 2749.3902 - mae: 43.0584 - val_loss: 2851.4998 - val_mae: 41.2112
Epoch 986/2000
231/231 [==============================] - 0s 35us/step - loss: 2771.5702 - mae: 43.2551 - val_loss: 2853.1340 - val_mae: 41.1983
Epoch 987/2000
231/231 [==============================] - 0s 39us/step - loss: 2746.9918 - mae: 42.9644 - val_loss: 2853.1807 - val_mae: 41.2001
Epoch 988/2000
231/231 [==============================] - 0s 30us/step - loss: 2750.0216 - mae: 43.0082 - val_loss: 2853.4238 - val_mae: 41.1973
Epoch 989/2000
231/231 [==============================] - 0s 24us/step - loss: 2748.1616 - mae: 42.9915 - val_loss: 2852.2241 - val_mae: 41.1928
Epoch 990/2000
231/231 [==============================] - 0s 44us/step - loss: 2744.1985 - mae: 42.9025 - val_loss: 2849.0068 - val_mae: 41.2398
Epoch 991/2000
231/231 [==============================] - 0s 30us/step - loss: 2743.0666 - mae: 42.9580 - val_loss: 2847.6252 - val_mae: 41.2642
Epoch 992/2000
231/231 [==============================] - 0s 34us/step - loss: 2746.6644 - mae: 42.9855 - val_loss: 2849.1575 - val_mae: 41.1896
Epoch 993/2000
231/231 [==============================] - 0s 24us/step - loss: 2742.8333 - mae: 42.9499 - val_loss: 2849.2620 - val_mae: 41.1839
Epoch 994/2000
231/231 [==============================] - 0s 45us/step - loss: 2741.2319 - mae: 42.9278 - val_loss: 2848.6580 - val_mae: 41.2046
Epoch 995/2000
231/231 [==============================] - 0s 30us/step - loss: 2742.6287 - mae: 42.9190 - val_loss: 2846.8015 - val_mae: 41.2534
Epoch 996/2000
231/231 [==============================] - 0s 27us/step - loss: 2748.9518 - mae: 43.0874 - val_loss: 2850.1904 - val_mae: 41.1617
Epoch 997/2000
231/231 [==============================] - 0s 27us/step - loss: 2741.7164 - mae: 42.9057 - val_loss: 2849.0745 - val_mae: 41.1849
Epoch 998/2000
231/231 [==============================] - 0s 38us/step - loss: 2746.3683 - mae: 42.9043 - val_loss: 2846.0261 - val_mae: 41.2657
Epoch 999/2000
231/231 [==============================] - 0s 31us/step - loss: 2743.3066 - mae: 43.0412 - val_loss: 2848.1655 - val_mae: 41.1707
Epoch 1000/2000
231/231 [==============================] - 0s 27us/step - loss: 2743.7711 - mae: 42.9454 - val_loss: 2849.2778 - val_mae: 41.1474
Epoch 1001/2000
231/231 [==============================] - 0s 34us/step - loss: 2742.0885 - mae: 42.9631 - val_loss: 2848.6013 - val_mae: 41.1508
Epoch 1002/2000
231/231 [==============================] - 0s 28us/step - loss: 2758.6382 - mae: 43.0243 - val_loss: 2850.3269 - val_mae: 41.1440
Epoch 1003/2000
231/231 [==============================] - 0s 34us/step - loss: 2741.5896 - mae: 42.9107 - val_loss: 2846.5864 - val_mae: 41.1541
Epoch 1004/2000
231/231 [==============================] - 0s 24us/step - loss: 2768.6810 - mae: 43.2347 - val_loss: 2848.6980 - val_mae: 41.1380
Epoch 1005/2000
231/231 [==============================] - 0s 33us/step - loss: 2739.5960 - mae: 42.8732 - val_loss: 2846.1934 - val_mae: 41.1639
Epoch 1006/2000
231/231 [==============================] - 0s 32us/step - loss: 2739.0867 - mae: 42.8953 - val_loss: 2844.5327 - val_mae: 41.2079
Epoch 1007/2000
231/231 [==============================] - 0s 33us/step - loss: 2745.0131 - mae: 43.0267 - val_loss: 2847.8215 - val_mae: 41.1538
Epoch 1008/2000
231/231 [==============================] - 0s 28us/step - loss: 2748.2847 - mae: 42.9682 - val_loss: 2849.0925 - val_mae: 41.1399
Epoch 1009/2000
231/231 [==============================] - 0s 55us/step - loss: 2743.1733 - mae: 42.8743 - val_loss: 2845.2964 - val_mae: 41.2220
Epoch 1010/2000
231/231 [==============================] - 0s 39us/step - loss: 2750.0570 - mae: 43.0706 - val_loss: 2847.5874 - val_mae: 41.1556
Epoch 1011/2000
231/231 [==============================] - 0s 31us/step - loss: 2738.0969 - mae: 42.8838 - val_loss: 2846.0649 - val_mae: 41.1988
Epoch 1012/2000
231/231 [==============================] - 0s 34us/step - loss: 2752.8896 - mae: 43.0831 - val_loss: 2848.0625 - val_mae: 41.1384
Epoch 1013/2000
231/231 [==============================] - 0s 30us/step - loss: 2744.1690 - mae: 42.9555 - val_loss: 2849.1467 - val_mae: 41.1417
Epoch 1014/2000
231/231 [==============================] - 0s 28us/step - loss: 2737.5488 - mae: 42.8672 - val_loss: 2846.4805 - val_mae: 41.1769
Epoch 1015/2000
231/231 [==============================] - 0s 28us/step - loss: 2743.7765 - mae: 42.9739 - val_loss: 2848.0713 - val_mae: 41.1449
Epoch 1016/2000
231/231 [==============================] - 0s 26us/step - loss: 2741.0609 - mae: 42.9322 - val_loss: 2848.0649 - val_mae: 41.1397
Epoch 1017/2000
231/231 [==============================] - 0s 32us/step - loss: 2739.9426 - mae: 42.8965 - val_loss: 2848.4595 - val_mae: 41.1451
Epoch 1018/2000
231/231 [==============================] - 0s 51us/step - loss: 2741.6475 - mae: 42.8667 - val_loss: 2845.3706 - val_mae: 41.2409
Epoch 1019/2000
231/231 [==============================] - 0s 62us/step - loss: 2743.2629 - mae: 42.9783 - val_loss: 2844.9412 - val_mae: 41.2709
Epoch 1020/2000
231/231 [==============================] - 0s 26us/step - loss: 2737.2465 - mae: 42.9756 - val_loss: 2846.1465 - val_mae: 41.2022
Epoch 1021/2000
231/231 [==============================] - 0s 31us/step - loss: 2736.4558 - mae: 42.8950 - val_loss: 2845.4910 - val_mae: 41.2153
Epoch 1022/2000
231/231 [==============================] - 0s 34us/step - loss: 2735.6892 - mae: 42.9166 - val_loss: 2846.6108 - val_mae: 41.2063
Epoch 1023/2000
231/231 [==============================] - 0s 28us/step - loss: 2741.8609 - mae: 42.9199 - val_loss: 2845.3853 - val_mae: 41.2736
Epoch 1024/2000
231/231 [==============================] - 0s 29us/step - loss: 2741.7413 - mae: 43.0314 - val_loss: 2848.2593 - val_mae: 41.1589
Epoch 1025/2000
231/231 [==============================] - 0s 28us/step - loss: 2743.6334 - mae: 42.9628 - val_loss: 2850.8501 - val_mae: 41.1549
Epoch 1026/2000
231/231 [==============================] - 0s 26us/step - loss: 2738.1206 - mae: 42.9186 - val_loss: 2850.3611 - val_mae: 41.1537
Epoch 1027/2000
231/231 [==============================] - 0s 33us/step - loss: 2735.7585 - mae: 42.8522 - val_loss: 2847.4792 - val_mae: 41.1640
Epoch 1028/2000
231/231 [==============================] - 0s 31us/step - loss: 2733.4766 - mae: 42.8584 - val_loss: 2845.5830 - val_mae: 41.2057
Epoch 1029/2000
231/231 [==============================] - 0s 36us/step - loss: 2733.8501 - mae: 42.8870 - val_loss: 2846.1003 - val_mae: 41.2104
Epoch 1030/2000
231/231 [==============================] - 0s 49us/step - loss: 2736.0383 - mae: 42.9568 - val_loss: 2849.0232 - val_mae: 41.1497
Epoch 1031/2000
231/231 [==============================] - 0s 27us/step - loss: 2733.7604 - mae: 42.8436 - val_loss: 2845.2141 - val_mae: 41.2329
Epoch 1032/2000
231/231 [==============================] - 0s 39us/step - loss: 2782.2639 - mae: 43.3761 - val_loss: 2845.7686 - val_mae: 41.1810
Epoch 1033/2000
231/231 [==============================] - 0s 29us/step - loss: 2732.6071 - mae: 42.8760 - val_loss: 2846.0225 - val_mae: 41.2001
Epoch 1034/2000
231/231 [==============================] - 0s 31us/step - loss: 2731.8091 - mae: 42.8776 - val_loss: 2846.3108 - val_mae: 41.1854
Epoch 1035/2000
231/231 [==============================] - 0s 30us/step - loss: 2738.4213 - mae: 42.8979 - val_loss: 2845.1079 - val_mae: 41.2395
Epoch 1036/2000
231/231 [==============================] - 0s 35us/step - loss: 2740.0141 - mae: 42.9727 - val_loss: 2845.8645 - val_mae: 41.2607
Epoch 1037/2000
231/231 [==============================] - 0s 38us/step - loss: 2733.1818 - mae: 42.9231 - val_loss: 2846.4832 - val_mae: 41.2313
Epoch 1038/2000
231/231 [==============================] - 0s 30us/step - loss: 2732.6098 - mae: 42.9052 - val_loss: 2848.0449 - val_mae: 41.1791
Epoch 1039/2000
231/231 [==============================] - 0s 29us/step - loss: 2734.1735 - mae: 42.9165 - val_loss: 2849.7805 - val_mae: 41.1456
Epoch 1040/2000
231/231 [==============================] - 0s 30us/step - loss: 2733.3832 - mae: 42.8298 - val_loss: 2845.7620 - val_mae: 41.2037
Epoch 1041/2000
231/231 [==============================] - 0s 24us/step - loss: 2731.8617 - mae: 42.8853 - val_loss: 2845.5159 - val_mae: 41.2229
Epoch 1042/2000
231/231 [==============================] - 0s 27us/step - loss: 2732.1751 - mae: 42.9164 - val_loss: 2847.5688 - val_mae: 41.1541
Epoch 1043/2000
231/231 [==============================] - 0s 30us/step - loss: 2734.1641 - mae: 42.8919 - val_loss: 2848.6174 - val_mae: 41.1265
Epoch 1044/2000
231/231 [==============================] - 0s 46us/step - loss: 2742.5002 - mae: 42.8657 - val_loss: 2844.9158 - val_mae: 41.2225
Epoch 1045/2000
231/231 [==============================] - 0s 42us/step - loss: 2730.4922 - mae: 42.9233 - val_loss: 2846.6218 - val_mae: 41.1530
Epoch 1046/2000
231/231 [==============================] - 0s 25us/step - loss: 2730.5392 - mae: 42.8512 - val_loss: 2845.2151 - val_mae: 41.1449
Epoch 1047/2000
231/231 [==============================] - 0s 25us/step - loss: 2733.7866 - mae: 42.8856 - val_loss: 2842.8135 - val_mae: 41.2100
Epoch 1048/2000
231/231 [==============================] - 0s 31us/step - loss: 2736.3488 - mae: 42.9752 - val_loss: 2846.3025 - val_mae: 41.1071
Epoch 1049/2000
231/231 [==============================] - 0s 31us/step - loss: 2728.9426 - mae: 42.8112 - val_loss: 2844.3540 - val_mae: 41.1384
Epoch 1050/2000
231/231 [==============================] - 0s 25us/step - loss: 2749.5829 - mae: 43.0253 - val_loss: 2847.1328 - val_mae: 41.1004
Epoch 1051/2000
231/231 [==============================] - 0s 22us/step - loss: 2729.7569 - mae: 42.8079 - val_loss: 2843.1270 - val_mae: 41.1459
Epoch 1052/2000
231/231 [==============================] - 0s 37us/step - loss: 2732.3184 - mae: 42.8515 - val_loss: 2842.1726 - val_mae: 41.1949
Epoch 1053/2000
231/231 [==============================] - 0s 27us/step - loss: 2728.3042 - mae: 42.8983 - val_loss: 2843.6421 - val_mae: 41.1346
Epoch 1054/2000
231/231 [==============================] - 0s 24us/step - loss: 2729.5218 - mae: 42.8211 - val_loss: 2842.6453 - val_mae: 41.1789
Epoch 1055/2000
231/231 [==============================] - 0s 38us/step - loss: 2728.2119 - mae: 42.8725 - val_loss: 2843.4216 - val_mae: 41.1497
Epoch 1056/2000
231/231 [==============================] - 0s 28us/step - loss: 2737.3293 - mae: 42.9307 - val_loss: 2847.4534 - val_mae: 41.0959
Epoch 1057/2000
231/231 [==============================] - 0s 36us/step - loss: 2759.6778 - mae: 42.9435 - val_loss: 2843.5149 - val_mae: 41.1631
Epoch 1058/2000
231/231 [==============================] - 0s 25us/step - loss: 2728.3372 - mae: 42.8293 - val_loss: 2842.3718 - val_mae: 41.1682
Epoch 1059/2000
231/231 [==============================] - 0s 39us/step - loss: 2727.2708 - mae: 42.8568 - val_loss: 2842.6331 - val_mae: 41.1394
Epoch 1060/2000
231/231 [==============================] - 0s 27us/step - loss: 2725.5428 - mae: 42.8236 - val_loss: 2842.5786 - val_mae: 41.1323
Epoch 1061/2000
231/231 [==============================] - 0s 27us/step - loss: 2727.0288 - mae: 42.8092 - val_loss: 2842.2283 - val_mae: 41.1724
Epoch 1062/2000
231/231 [==============================] - 0s 27us/step - loss: 2729.1093 - mae: 42.8646 - val_loss: 2840.8777 - val_mae: 41.1674
Epoch 1063/2000
231/231 [==============================] - 0s 43us/step - loss: 2734.1087 - mae: 42.8439 - val_loss: 2840.8218 - val_mae: 41.2044
Epoch 1064/2000
231/231 [==============================] - 0s 28us/step - loss: 2726.4240 - mae: 42.8841 - val_loss: 2841.7371 - val_mae: 41.1290
Epoch 1065/2000
231/231 [==============================] - 0s 37us/step - loss: 2733.4229 - mae: 42.9460 - val_loss: 2845.5327 - val_mae: 41.0741
Epoch 1066/2000
231/231 [==============================] - 0s 52us/step - loss: 2754.0932 - mae: 43.0068 - val_loss: 2847.6543 - val_mae: 41.0722
Epoch 1067/2000
231/231 [==============================] - 0s 29us/step - loss: 2726.3910 - mae: 42.7714 - val_loss: 2843.1299 - val_mae: 41.1027
Epoch 1068/2000
231/231 [==============================] - 0s 27us/step - loss: 2729.2114 - mae: 42.8275 - val_loss: 2841.6162 - val_mae: 41.1538
Epoch 1069/2000
231/231 [==============================] - 0s 43us/step - loss: 2727.5914 - mae: 42.8816 - val_loss: 2843.3447 - val_mae: 41.0980
Epoch 1070/2000
231/231 [==============================] - 0s 47us/step - loss: 2744.0390 - mae: 42.9293 - val_loss: 2840.9216 - val_mae: 41.1720
Epoch 1071/2000
231/231 [==============================] - 0s 29us/step - loss: 2724.9927 - mae: 42.8463 - val_loss: 2840.8389 - val_mae: 41.1551
Epoch 1072/2000
231/231 [==============================] - 0s 43us/step - loss: 2725.0046 - mae: 42.8499 - val_loss: 2842.7859 - val_mae: 41.1294
Epoch 1073/2000
231/231 [==============================] - 0s 31us/step - loss: 2729.6937 - mae: 42.8293 - val_loss: 2840.8247 - val_mae: 41.1745
Epoch 1074/2000
231/231 [==============================] - 0s 55us/step - loss: 2742.8301 - mae: 43.0520 - val_loss: 2840.9905 - val_mae: 41.2126
Epoch 1075/2000
231/231 [==============================] - 0s 39us/step - loss: 2725.7086 - mae: 42.8912 - val_loss: 2840.8582 - val_mae: 41.1331
Epoch 1076/2000
231/231 [==============================] - 0s 46us/step - loss: 2730.2177 - mae: 42.8302 - val_loss: 2839.7417 - val_mae: 41.1756
Epoch 1077/2000
231/231 [==============================] - 0s 53us/step - loss: 2730.5284 - mae: 42.9034 - val_loss: 2842.8718 - val_mae: 41.0999
Epoch 1078/2000
231/231 [==============================] - 0s 41us/step - loss: 2724.7079 - mae: 42.8384 - val_loss: 2844.3823 - val_mae: 41.0967
Epoch 1079/2000
231/231 [==============================] - 0s 37us/step - loss: 2727.2091 - mae: 42.8274 - val_loss: 2846.0610 - val_mae: 41.0883
Epoch 1080/2000
231/231 [==============================] - 0s 46us/step - loss: 2727.4570 - mae: 42.8306 - val_loss: 2845.8975 - val_mae: 41.0843
Epoch 1081/2000
231/231 [==============================] - 0s 46us/step - loss: 2743.6505 - mae: 43.0047 - val_loss: 2847.5774 - val_mae: 41.0699
Epoch 1082/2000
231/231 [==============================] - 0s 43us/step - loss: 2723.0965 - mae: 42.7658 - val_loss: 2844.4504 - val_mae: 41.1058
Epoch 1083/2000
231/231 [==============================] - 0s 27us/step - loss: 2723.1275 - mae: 42.7667 - val_loss: 2843.9841 - val_mae: 41.1052
Epoch 1084/2000
231/231 [==============================] - 0s 42us/step - loss: 2725.4747 - mae: 42.8037 - val_loss: 2844.3198 - val_mae: 41.0922
Epoch 1085/2000
231/231 [==============================] - 0s 48us/step - loss: 2722.6887 - mae: 42.7612 - val_loss: 2841.9097 - val_mae: 41.1603
Epoch 1086/2000
231/231 [==============================] - 0s 39us/step - loss: 2723.6358 - mae: 42.8341 - val_loss: 2842.2451 - val_mae: 41.1763
Epoch 1087/2000
231/231 [==============================] - 0s 33us/step - loss: 2722.6556 - mae: 42.7918 - val_loss: 2842.6064 - val_mae: 41.1777
Epoch 1088/2000
231/231 [==============================] - 0s 25us/step - loss: 2723.6253 - mae: 42.7696 - val_loss: 2842.1963 - val_mae: 41.2012
Epoch 1089/2000
231/231 [==============================] - 0s 32us/step - loss: 2721.8831 - mae: 42.8265 - val_loss: 2842.9954 - val_mae: 41.1294
Epoch 1090/2000
231/231 [==============================] - 0s 48us/step - loss: 2726.4221 - mae: 42.8429 - val_loss: 2841.8782 - val_mae: 41.2106
Epoch 1091/2000
231/231 [==============================] - 0s 42us/step - loss: 2726.8444 - mae: 42.8294 - val_loss: 2842.7947 - val_mae: 41.2292
Epoch 1092/2000
231/231 [==============================] - 0s 46us/step - loss: 2721.8213 - mae: 42.8252 - val_loss: 2843.0886 - val_mae: 41.1874
Epoch 1093/2000
231/231 [==============================] - 0s 30us/step - loss: 2721.1364 - mae: 42.8473 - val_loss: 2846.9080 - val_mae: 41.1192
Epoch 1094/2000
231/231 [==============================] - 0s 25us/step - loss: 2753.3075 - mae: 43.1091 - val_loss: 2844.4070 - val_mae: 41.1893
Epoch 1095/2000
231/231 [==============================] - 0s 38us/step - loss: 2719.3050 - mae: 42.7953 - val_loss: 2844.9995 - val_mae: 41.1705
Epoch 1096/2000
231/231 [==============================] - 0s 41us/step - loss: 2725.1265 - mae: 42.8066 - val_loss: 2844.9697 - val_mae: 41.2212
Epoch 1097/2000
231/231 [==============================] - 0s 28us/step - loss: 2721.9112 - mae: 42.8062 - val_loss: 2844.1580 - val_mae: 41.2133
Epoch 1098/2000
231/231 [==============================] - 0s 39us/step - loss: 2719.2120 - mae: 42.8094 - val_loss: 2844.5046 - val_mae: 41.1585
Epoch 1099/2000
231/231 [==============================] - 0s 26us/step - loss: 2719.7161 - mae: 42.7929 - val_loss: 2846.1523 - val_mae: 41.1267
Epoch 1100/2000
231/231 [==============================] - 0s 44us/step - loss: 2745.4551 - mae: 42.8459 - val_loss: 2843.6921 - val_mae: 41.1880
Epoch 1101/2000
231/231 [==============================] - 0s 45us/step - loss: 2718.8293 - mae: 42.8057 - val_loss: 2845.4250 - val_mae: 41.1633
Epoch 1102/2000
231/231 [==============================] - 0s 40us/step - loss: 2722.2754 - mae: 42.8449 - val_loss: 2846.5242 - val_mae: 41.1140
Epoch 1103/2000
231/231 [==============================] - 0s 34us/step - loss: 2718.7860 - mae: 42.7490 - val_loss: 2845.3962 - val_mae: 41.1608
Epoch 1104/2000
231/231 [==============================] - 0s 26us/step - loss: 2718.2141 - mae: 42.7924 - val_loss: 2847.2537 - val_mae: 41.1367
Epoch 1105/2000
231/231 [==============================] - 0s 38us/step - loss: 2739.9849 - mae: 43.0142 - val_loss: 2850.0403 - val_mae: 41.0946
Epoch 1106/2000
231/231 [==============================] - 0s 32us/step - loss: 2721.1930 - mae: 42.7249 - val_loss: 2844.8777 - val_mae: 41.1519
Epoch 1107/2000
231/231 [==============================] - 0s 29us/step - loss: 2718.5206 - mae: 42.7788 - val_loss: 2846.2834 - val_mae: 41.1268
Epoch 1108/2000
231/231 [==============================] - 0s 26us/step - loss: 2718.5617 - mae: 42.7598 - val_loss: 2845.6255 - val_mae: 41.1692
Epoch 1109/2000
231/231 [==============================] - 0s 33us/step - loss: 2726.2135 - mae: 42.8544 - val_loss: 2848.2952 - val_mae: 41.1075
Epoch 1110/2000
231/231 [==============================] - 0s 40us/step - loss: 2718.6688 - mae: 42.7682 - val_loss: 2848.1882 - val_mae: 41.1047
Epoch 1111/2000
231/231 [==============================] - 0s 28us/step - loss: 2716.5329 - mae: 42.7159 - val_loss: 2846.8708 - val_mae: 41.1138
Epoch 1112/2000
231/231 [==============================] - 0s 21us/step - loss: 2720.8457 - mae: 42.7957 - val_loss: 2849.4600 - val_mae: 41.0905
Epoch 1113/2000
231/231 [==============================] - 0s 39us/step - loss: 2717.3812 - mae: 42.7586 - val_loss: 2847.5005 - val_mae: 41.1073
Epoch 1114/2000
231/231 [==============================] - 0s 25us/step - loss: 2717.0679 - mae: 42.7245 - val_loss: 2846.6624 - val_mae: 41.1008
Epoch 1115/2000
231/231 [==============================] - 0s 29us/step - loss: 2718.2852 - mae: 42.7083 - val_loss: 2845.9604 - val_mae: 41.0896
Epoch 1116/2000
231/231 [==============================] - 0s 28us/step - loss: 2719.6912 - mae: 42.7670 - val_loss: 2848.0076 - val_mae: 41.0797
Epoch 1117/2000
231/231 [==============================] - 0s 33us/step - loss: 2715.7865 - mae: 42.7453 - val_loss: 2844.5674 - val_mae: 41.0952
Epoch 1118/2000
231/231 [==============================] - 0s 27us/step - loss: 2719.0619 - mae: 42.7620 - val_loss: 2845.5637 - val_mae: 41.0709
Epoch 1119/2000
231/231 [==============================] - 0s 35us/step - loss: 2726.0644 - mae: 42.8789 - val_loss: 2848.4968 - val_mae: 41.0513
Epoch 1120/2000
231/231 [==============================] - 0s 41us/step - loss: 2727.9130 - mae: 42.8084 - val_loss: 2849.7983 - val_mae: 41.0520
Epoch 1121/2000
231/231 [==============================] - 0s 37us/step - loss: 2719.5268 - mae: 42.6694 - val_loss: 2842.2910 - val_mae: 41.1301
Epoch 1122/2000
231/231 [==============================] - 0s 26us/step - loss: 2723.6677 - mae: 42.8246 - val_loss: 2845.8865 - val_mae: 41.0670
Epoch 1123/2000
231/231 [==============================] - 0s 32us/step - loss: 2724.9236 - mae: 42.8035 - val_loss: 2841.2820 - val_mae: 41.1309
Epoch 1124/2000
231/231 [==============================] - 0s 43us/step - loss: 2713.2822 - mae: 42.7347 - val_loss: 2842.1423 - val_mae: 41.1127
Epoch 1125/2000
231/231 [==============================] - 0s 40us/step - loss: 2714.8587 - mae: 42.7579 - val_loss: 2842.8350 - val_mae: 41.0903
Epoch 1126/2000
231/231 [==============================] - 0s 33us/step - loss: 2724.8712 - mae: 42.8153 - val_loss: 2846.2239 - val_mae: 41.0481
Epoch 1127/2000
231/231 [==============================] - 0s 40us/step - loss: 2716.5791 - mae: 42.7145 - val_loss: 2841.0701 - val_mae: 41.1100
Epoch 1128/2000
231/231 [==============================] - 0s 40us/step - loss: 2718.9883 - mae: 42.7889 - val_loss: 2843.7234 - val_mae: 41.0575
Epoch 1129/2000
231/231 [==============================] - 0s 34us/step - loss: 2726.0005 - mae: 42.8548 - val_loss: 2846.3533 - val_mae: 41.0356
Epoch 1130/2000
231/231 [==============================] - 0s 34us/step - loss: 2724.6317 - mae: 42.8433 - val_loss: 2847.3748 - val_mae: 41.0372
Epoch 1131/2000
231/231 [==============================] - 0s 30us/step - loss: 2716.5172 - mae: 42.7096 - val_loss: 2846.1445 - val_mae: 41.0510
Epoch 1132/2000
231/231 [==============================] - 0s 36us/step - loss: 2712.8565 - mae: 42.6929 - val_loss: 2844.7146 - val_mae: 41.0836
Epoch 1133/2000
231/231 [==============================] - 0s 39us/step - loss: 2720.0726 - mae: 42.7634 - val_loss: 2846.7300 - val_mae: 41.0611
Epoch 1134/2000
231/231 [==============================] - 0s 37us/step - loss: 2732.4789 - mae: 42.7826 - val_loss: 2841.6643 - val_mae: 41.1283
Epoch 1135/2000
231/231 [==============================] - 0s 33us/step - loss: 2714.4686 - mae: 42.7854 - val_loss: 2843.2617 - val_mae: 41.0876
Epoch 1136/2000
231/231 [==============================] - 0s 27us/step - loss: 2710.9804 - mae: 42.7005 - val_loss: 2843.3250 - val_mae: 41.0982
Epoch 1137/2000
231/231 [==============================] - 0s 39us/step - loss: 2711.3883 - mae: 42.7029 - val_loss: 2842.5679 - val_mae: 41.1150
Epoch 1138/2000
231/231 [==============================] - 0s 31us/step - loss: 2721.0153 - mae: 42.8153 - val_loss: 2845.5413 - val_mae: 41.0625
Epoch 1139/2000
231/231 [==============================] - 0s 42us/step - loss: 2714.9491 - mae: 42.7414 - val_loss: 2845.8342 - val_mae: 41.0712
Epoch 1140/2000
231/231 [==============================] - 0s 28us/step - loss: 2724.0296 - mae: 42.7143 - val_loss: 2847.8027 - val_mae: 41.0511
Epoch 1141/2000
231/231 [==============================] - 0s 23us/step - loss: 2713.0518 - mae: 42.6888 - val_loss: 2843.1860 - val_mae: 41.0752
Epoch 1142/2000
231/231 [==============================] - 0s 37us/step - loss: 2711.6705 - mae: 42.7035 - val_loss: 2841.3762 - val_mae: 41.1103
Epoch 1143/2000
231/231 [==============================] - 0s 34us/step - loss: 2710.8369 - mae: 42.7003 - val_loss: 2841.5144 - val_mae: 41.1063
Epoch 1144/2000
231/231 [==============================] - 0s 37us/step - loss: 2721.0839 - mae: 42.8925 - val_loss: 2845.4038 - val_mae: 41.0424
Epoch 1145/2000
231/231 [==============================] - 0s 33us/step - loss: 2724.0232 - mae: 42.7339 - val_loss: 2840.5674 - val_mae: 41.1222
Epoch 1146/2000
231/231 [==============================] - 0s 27us/step - loss: 2711.3484 - mae: 42.7183 - val_loss: 2841.0352 - val_mae: 41.1112
Epoch 1147/2000
231/231 [==============================] - 0s 37us/step - loss: 2710.7945 - mae: 42.7168 - val_loss: 2842.7202 - val_mae: 41.0686
Epoch 1148/2000
231/231 [==============================] - 0s 25us/step - loss: 2717.5047 - mae: 42.7897 - val_loss: 2845.6550 - val_mae: 41.0438
Epoch 1149/2000
231/231 [==============================] - 0s 30us/step - loss: 2714.9370 - mae: 42.7141 - val_loss: 2845.3518 - val_mae: 41.0491
Epoch 1150/2000
231/231 [==============================] - 0s 50us/step - loss: 2713.8190 - mae: 42.7039 - val_loss: 2844.2778 - val_mae: 41.0428
Epoch 1151/2000
231/231 [==============================] - 0s 28us/step - loss: 2726.3896 - mae: 42.9062 - val_loss: 2846.1116 - val_mae: 41.0206
Epoch 1152/2000
231/231 [==============================] - 0s 42us/step - loss: 2711.3897 - mae: 42.6621 - val_loss: 2841.3672 - val_mae: 41.0691
Epoch 1153/2000
231/231 [==============================] - 0s 27us/step - loss: 2717.6440 - mae: 42.7749 - val_loss: 2844.1846 - val_mae: 41.0319
Epoch 1154/2000
231/231 [==============================] - 0s 31us/step - loss: 2713.0631 - mae: 42.6796 - val_loss: 2840.3162 - val_mae: 41.0892
Epoch 1155/2000
231/231 [==============================] - 0s 41us/step - loss: 2711.7744 - mae: 42.7229 - val_loss: 2839.6748 - val_mae: 41.1114
Epoch 1156/2000
231/231 [==============================] - 0s 39us/step - loss: 2713.8972 - mae: 42.7388 - val_loss: 2840.0576 - val_mae: 41.1495
Epoch 1157/2000
231/231 [==============================] - 0s 34us/step - loss: 2717.6251 - mae: 42.8074 - val_loss: 2843.2959 - val_mae: 41.0444
Epoch 1158/2000
231/231 [==============================] - 0s 27us/step - loss: 2707.8549 - mae: 42.6568 - val_loss: 2840.9062 - val_mae: 41.0649
Epoch 1159/2000
231/231 [==============================] - 0s 30us/step - loss: 2707.0338 - mae: 42.6759 - val_loss: 2841.6299 - val_mae: 41.0627
Epoch 1160/2000
231/231 [==============================] - 0s 24us/step - loss: 2707.0861 - mae: 42.6712 - val_loss: 2841.1433 - val_mae: 41.0706
Epoch 1161/2000
231/231 [==============================] - 0s 27us/step - loss: 2719.6253 - mae: 42.7771 - val_loss: 2845.0352 - val_mae: 41.0157
Epoch 1162/2000
231/231 [==============================] - 0s 33us/step - loss: 2709.9937 - mae: 42.6567 - val_loss: 2840.8406 - val_mae: 41.0818
Epoch 1163/2000
231/231 [==============================] - 0s 26us/step - loss: 2706.7099 - mae: 42.6869 - val_loss: 2841.7258 - val_mae: 41.0773
Epoch 1164/2000
231/231 [==============================] - 0s 25us/step - loss: 2710.3571 - mae: 42.7045 - val_loss: 2840.9739 - val_mae: 41.1262
Epoch 1165/2000
231/231 [==============================] - 0s 23us/step - loss: 2711.2619 - mae: 42.7567 - val_loss: 2840.1047 - val_mae: 41.1003
Epoch 1166/2000
231/231 [==============================] - 0s 22us/step - loss: 2707.5634 - mae: 42.7233 - val_loss: 2842.5237 - val_mae: 41.0449
Epoch 1167/2000
231/231 [==============================] - 0s 26us/step - loss: 2707.8481 - mae: 42.6515 - val_loss: 2838.4714 - val_mae: 41.0927
Epoch 1168/2000
231/231 [==============================] - 0s 39us/step - loss: 2706.1444 - mae: 42.6874 - val_loss: 2839.7383 - val_mae: 41.0636
Epoch 1169/2000
231/231 [==============================] - 0s 26us/step - loss: 2709.8612 - mae: 42.6676 - val_loss: 2838.9368 - val_mae: 41.0983
Epoch 1170/2000
231/231 [==============================] - 0s 36us/step - loss: 2710.1970 - mae: 42.7251 - val_loss: 2838.2107 - val_mae: 41.1409
Epoch 1171/2000
231/231 [==============================] - 0s 33us/step - loss: 2724.3813 - mae: 42.6681 - val_loss: 2839.1467 - val_mae: 41.1926
Epoch 1172/2000
231/231 [==============================] - 0s 30us/step - loss: 2710.0707 - mae: 42.7549 - val_loss: 2842.3389 - val_mae: 41.0437
Epoch 1173/2000
231/231 [==============================] - 0s 22us/step - loss: 2708.7704 - mae: 42.7002 - val_loss: 2843.1917 - val_mae: 41.0470
Epoch 1174/2000
231/231 [==============================] - 0s 29us/step - loss: 2707.2390 - mae: 42.6544 - val_loss: 2840.2644 - val_mae: 41.1008
Epoch 1175/2000
231/231 [==============================] - 0s 31us/step - loss: 2705.2060 - mae: 42.6748 - val_loss: 2841.2546 - val_mae: 41.0739
Epoch 1176/2000
231/231 [==============================] - 0s 32us/step - loss: 2709.4333 - mae: 42.7318 - val_loss: 2844.6106 - val_mae: 41.0139
Epoch 1177/2000
231/231 [==============================] - 0s 34us/step - loss: 2716.8758 - mae: 42.6855 - val_loss: 2839.4832 - val_mae: 41.1311
Epoch 1178/2000
231/231 [==============================] - 0s 34us/step - loss: 2710.4972 - mae: 42.6679 - val_loss: 2839.2571 - val_mae: 41.1518
Epoch 1179/2000
231/231 [==============================] - 0s 24us/step - loss: 2706.3984 - mae: 42.7087 - val_loss: 2842.9050 - val_mae: 41.0520
Epoch 1180/2000
231/231 [==============================] - 0s 32us/step - loss: 2742.7768 - mae: 42.9380 - val_loss: 2844.9912 - val_mae: 41.0226
Epoch 1181/2000
231/231 [==============================] - 0s 33us/step - loss: 2706.9224 - mae: 42.6444 - val_loss: 2844.9070 - val_mae: 41.0236
Epoch 1182/2000
231/231 [==============================] - 0s 32us/step - loss: 2706.1907 - mae: 42.6220 - val_loss: 2840.5193 - val_mae: 41.0599
Epoch 1183/2000
231/231 [==============================] - 0s 40us/step - loss: 2714.9836 - mae: 42.7493 - val_loss: 2843.8069 - val_mae: 41.0230
Epoch 1184/2000
231/231 [==============================] - 0s 44us/step - loss: 2704.3598 - mae: 42.6391 - val_loss: 2841.3103 - val_mae: 41.0321
Epoch 1185/2000
231/231 [==============================] - 0s 34us/step - loss: 2706.4057 - mae: 42.6444 - val_loss: 2838.3052 - val_mae: 41.0617
Epoch 1186/2000
231/231 [==============================] - 0s 39us/step - loss: 2708.0658 - mae: 42.6309 - val_loss: 2837.5071 - val_mae: 41.1095
Epoch 1187/2000
231/231 [==============================] - 0s 37us/step - loss: 2704.4200 - mae: 42.6879 - val_loss: 2838.6858 - val_mae: 41.0677
Epoch 1188/2000
231/231 [==============================] - 0s 44us/step - loss: 2721.0158 - mae: 42.7430 - val_loss: 2837.4570 - val_mae: 41.1432
Epoch 1189/2000
231/231 [==============================] - 0s 40us/step - loss: 2706.7384 - mae: 42.6958 - val_loss: 2837.7170 - val_mae: 41.1137
Epoch 1190/2000
231/231 [==============================] - 0s 47us/step - loss: 2705.0305 - mae: 42.6921 - val_loss: 2838.8064 - val_mae: 41.0579
Epoch 1191/2000
231/231 [==============================] - 0s 32us/step - loss: 2716.7863 - mae: 42.7939 - val_loss: 2842.8618 - val_mae: 41.0115
Epoch 1192/2000
231/231 [==============================] - 0s 45us/step - loss: 2710.7043 - mae: 42.6799 - val_loss: 2839.1758 - val_mae: 41.0655
Epoch 1193/2000
231/231 [==============================] - 0s 50us/step - loss: 2707.2709 - mae: 42.6476 - val_loss: 2837.9075 - val_mae: 41.1118
Epoch 1194/2000
231/231 [==============================] - 0s 39us/step - loss: 2701.6857 - mae: 42.6594 - val_loss: 2838.8528 - val_mae: 41.0496
Epoch 1195/2000
231/231 [==============================] - 0s 32us/step - loss: 2703.0014 - mae: 42.6214 - val_loss: 2837.5708 - val_mae: 41.0550
Epoch 1196/2000
231/231 [==============================] - 0s 37us/step - loss: 2718.6936 - mae: 42.8534 - val_loss: 2841.2578 - val_mae: 40.9919
Epoch 1197/2000
231/231 [==============================] - 0s 22us/step - loss: 2713.3969 - mae: 42.7570 - val_loss: 2843.5642 - val_mae: 40.9759
Epoch 1198/2000
231/231 [==============================] - 0s 36us/step - loss: 2713.4727 - mae: 42.6286 - val_loss: 2844.5129 - val_mae: 40.9665
Epoch 1199/2000
231/231 [==============================] - 0s 30us/step - loss: 2702.4003 - mae: 42.5907 - val_loss: 2839.6997 - val_mae: 41.0051
Epoch 1200/2000
231/231 [==============================] - 0s 42us/step - loss: 2700.9381 - mae: 42.6203 - val_loss: 2838.0571 - val_mae: 41.0153
Epoch 1201/2000
231/231 [==============================] - 0s 34us/step - loss: 2701.2664 - mae: 42.6215 - val_loss: 2836.6731 - val_mae: 41.0206
Epoch 1202/2000
231/231 [==============================] - 0s 31us/step - loss: 2701.7047 - mae: 42.6642 - val_loss: 2839.6692 - val_mae: 40.9971
Epoch 1203/2000
231/231 [==============================] - 0s 37us/step - loss: 2701.9765 - mae: 42.6294 - val_loss: 2841.1721 - val_mae: 40.9881
Epoch 1204/2000
231/231 [==============================] - 0s 31us/step - loss: 2700.6235 - mae: 42.5905 - val_loss: 2837.4275 - val_mae: 41.0225
Epoch 1205/2000
231/231 [==============================] - 0s 44us/step - loss: 2721.5425 - mae: 42.6984 - val_loss: 2836.6997 - val_mae: 41.1126
Epoch 1206/2000
231/231 [==============================] - 0s 39us/step - loss: 2701.3884 - mae: 42.6711 - val_loss: 2838.5181 - val_mae: 41.0098
Epoch 1207/2000
231/231 [==============================] - 0s 30us/step - loss: 2712.9984 - mae: 42.6627 - val_loss: 2837.3303 - val_mae: 41.1018
Epoch 1208/2000
231/231 [==============================] - 0s 30us/step - loss: 2728.7773 - mae: 42.7306 - val_loss: 2837.9075 - val_mae: 41.1490
Epoch 1209/2000
231/231 [==============================] - 0s 31us/step - loss: 2700.4790 - mae: 42.6716 - val_loss: 2838.2612 - val_mae: 41.0800
Epoch 1210/2000
231/231 [==============================] - 0s 29us/step - loss: 2702.0641 - mae: 42.6562 - val_loss: 2837.9199 - val_mae: 41.0819
Epoch 1211/2000
231/231 [==============================] - 0s 25us/step - loss: 2699.3735 - mae: 42.6556 - val_loss: 2839.1199 - val_mae: 41.0610
Epoch 1212/2000
231/231 [==============================] - 0s 28us/step - loss: 2701.5069 - mae: 42.6520 - val_loss: 2839.5049 - val_mae: 41.0487
Epoch 1213/2000
231/231 [==============================] - 0s 30us/step - loss: 2703.2808 - mae: 42.7149 - val_loss: 2843.0886 - val_mae: 41.0012
Epoch 1214/2000
231/231 [==============================] - 0s 30us/step - loss: 2700.3650 - mae: 42.6059 - val_loss: 2839.8899 - val_mae: 41.0404
Epoch 1215/2000
231/231 [==============================] - 0s 31us/step - loss: 2701.6407 - mae: 42.6044 - val_loss: 2839.1658 - val_mae: 41.0749
Epoch 1216/2000
231/231 [==============================] - 0s 25us/step - loss: 2699.3934 - mae: 42.6629 - val_loss: 2843.0737 - val_mae: 41.0081
Epoch 1217/2000
231/231 [==============================] - 0s 28us/step - loss: 2699.8188 - mae: 42.5868 - val_loss: 2840.4575 - val_mae: 41.0662
Epoch 1218/2000
231/231 [==============================] - 0s 35us/step - loss: 2704.1097 - mae: 42.7018 - val_loss: 2846.1309 - val_mae: 40.9924
Epoch 1219/2000
231/231 [==============================] - 0s 27us/step - loss: 2699.4117 - mae: 42.6063 - val_loss: 2842.0837 - val_mae: 41.0197
Epoch 1220/2000
231/231 [==============================] - 0s 27us/step - loss: 2697.7636 - mae: 42.5836 - val_loss: 2840.5645 - val_mae: 41.0541
Epoch 1221/2000
231/231 [==============================] - 0s 35us/step - loss: 2710.2888 - mae: 42.7611 - val_loss: 2846.5759 - val_mae: 40.9820
Epoch 1222/2000
231/231 [==============================] - 0s 26us/step - loss: 2704.1354 - mae: 42.5942 - val_loss: 2841.3435 - val_mae: 41.0943
Epoch 1223/2000
231/231 [==============================] - 0s 35us/step - loss: 2697.1895 - mae: 42.6217 - val_loss: 2843.5745 - val_mae: 41.0209
Epoch 1224/2000
231/231 [==============================] - 0s 28us/step - loss: 2697.5128 - mae: 42.5880 - val_loss: 2844.4116 - val_mae: 41.0015
Epoch 1225/2000
231/231 [==============================] - 0s 37us/step - loss: 2717.6586 - mae: 42.6713 - val_loss: 2841.9460 - val_mae: 41.1183
Epoch 1226/2000
231/231 [==============================] - 0s 31us/step - loss: 2698.1175 - mae: 42.6314 - val_loss: 2844.2256 - val_mae: 41.0086
Epoch 1227/2000
231/231 [==============================] - 0s 33us/step - loss: 2697.3887 - mae: 42.5977 - val_loss: 2842.8882 - val_mae: 41.0031
Epoch 1228/2000
231/231 [==============================] - 0s 33us/step - loss: 2716.6280 - mae: 42.6548 - val_loss: 2840.6008 - val_mae: 41.0986
Epoch 1229/2000
231/231 [==============================] - 0s 30us/step - loss: 2698.5458 - mae: 42.5859 - val_loss: 2840.7615 - val_mae: 41.0790
Epoch 1230/2000
231/231 [==============================] - 0s 42us/step - loss: 2699.7818 - mae: 42.6453 - val_loss: 2843.0762 - val_mae: 40.9852
Epoch 1231/2000
231/231 [==============================] - 0s 33us/step - loss: 2720.0044 - mae: 42.6429 - val_loss: 2840.8901 - val_mae: 41.0745
Epoch 1232/2000
231/231 [==============================] - 0s 31us/step - loss: 2699.4676 - mae: 42.5979 - val_loss: 2839.8484 - val_mae: 41.0755
Epoch 1233/2000
231/231 [==============================] - 0s 46us/step - loss: 2695.8630 - mae: 42.6225 - val_loss: 2841.0874 - val_mae: 40.9995
Epoch 1234/2000
231/231 [==============================] - 0s 42us/step - loss: 2697.0108 - mae: 42.5896 - val_loss: 2840.1128 - val_mae: 41.0437
Epoch 1235/2000
231/231 [==============================] - 0s 45us/step - loss: 2695.8466 - mae: 42.5870 - val_loss: 2839.7610 - val_mae: 41.0173
Epoch 1236/2000
231/231 [==============================] - 0s 40us/step - loss: 2700.1520 - mae: 42.6457 - val_loss: 2844.0989 - val_mae: 40.9639
Epoch 1237/2000
231/231 [==============================] - 0s 27us/step - loss: 2697.3603 - mae: 42.5912 - val_loss: 2841.2197 - val_mae: 41.0597
Epoch 1238/2000
231/231 [==============================] - 0s 34us/step - loss: 2696.5596 - mae: 42.6042 - val_loss: 2843.0156 - val_mae: 40.9750
Epoch 1239/2000
231/231 [==============================] - 0s 43us/step - loss: 2693.6872 - mae: 42.5664 - val_loss: 2842.4546 - val_mae: 41.0007
Epoch 1240/2000
231/231 [==============================] - 0s 37us/step - loss: 2704.7937 - mae: 42.6887 - val_loss: 2847.1106 - val_mae: 40.9549
Epoch 1241/2000
231/231 [==============================] - 0s 46us/step - loss: 2721.6900 - mae: 42.7507 - val_loss: 2849.0330 - val_mae: 40.9427
Epoch 1242/2000
231/231 [==============================] - 0s 35us/step - loss: 2697.8511 - mae: 42.5396 - val_loss: 2842.3403 - val_mae: 40.9837
Epoch 1243/2000
231/231 [==============================] - 0s 33us/step - loss: 2721.2911 - mae: 42.9161 - val_loss: 2845.7463 - val_mae: 40.9465
Epoch 1244/2000
231/231 [==============================] - 0s 40us/step - loss: 2696.3778 - mae: 42.5682 - val_loss: 2845.8105 - val_mae: 40.9552
Epoch 1245/2000
231/231 [==============================] - 0s 33us/step - loss: 2699.2904 - mae: 42.5732 - val_loss: 2842.6282 - val_mae: 41.0318
Epoch 1246/2000
231/231 [==============================] - 0s 39us/step - loss: 2695.7690 - mae: 42.6275 - val_loss: 2845.0193 - val_mae: 40.9807
Epoch 1247/2000
231/231 [==============================] - 0s 33us/step - loss: 2693.1995 - mae: 42.5671 - val_loss: 2844.2593 - val_mae: 41.0160
Epoch 1248/2000
231/231 [==============================] - 0s 45us/step - loss: 2695.4793 - mae: 42.5816 - val_loss: 2843.2424 - val_mae: 41.0794
Epoch 1249/2000
231/231 [==============================] - 0s 42us/step - loss: 2694.7808 - mae: 42.5945 - val_loss: 2844.9561 - val_mae: 40.9912
Epoch 1250/2000
231/231 [==============================] - 0s 44us/step - loss: 2698.9192 - mae: 42.5731 - val_loss: 2847.3325 - val_mae: 40.9618
Epoch 1251/2000
231/231 [==============================] - 0s 28us/step - loss: 2692.8311 - mae: 42.5389 - val_loss: 2846.2041 - val_mae: 40.9831
Epoch 1252/2000
231/231 [==============================] - 0s 26us/step - loss: 2703.6763 - mae: 42.7362 - val_loss: 2849.3237 - val_mae: 40.9544
Epoch 1253/2000
231/231 [==============================] - 0s 35us/step - loss: 2697.2814 - mae: 42.5743 - val_loss: 2849.5425 - val_mae: 40.9578
Epoch 1254/2000
231/231 [==============================] - 0s 44us/step - loss: 2693.9740 - mae: 42.5425 - val_loss: 2846.3071 - val_mae: 40.9740
Epoch 1255/2000
231/231 [==============================] - 0s 31us/step - loss: 2691.6438 - mae: 42.5502 - val_loss: 2845.0933 - val_mae: 41.0205
Epoch 1256/2000
231/231 [==============================] - 0s 40us/step - loss: 2691.9762 - mae: 42.5632 - val_loss: 2844.8865 - val_mae: 41.0377
Epoch 1257/2000
231/231 [==============================] - 0s 44us/step - loss: 2691.7684 - mae: 42.5679 - val_loss: 2844.1443 - val_mae: 41.0853
Epoch 1258/2000
231/231 [==============================] - 0s 32us/step - loss: 2692.6883 - mae: 42.5682 - val_loss: 2843.9255 - val_mae: 41.0787
Epoch 1259/2000
231/231 [==============================] - 0s 33us/step - loss: 2692.4030 - mae: 42.5907 - val_loss: 2848.8503 - val_mae: 40.9603
Epoch 1260/2000
231/231 [==============================] - 0s 50us/step - loss: 2734.7946 - mae: 42.9834 - val_loss: 2849.5479 - val_mae: 40.9592
Epoch 1261/2000
231/231 [==============================] - 0s 42us/step - loss: 2710.7417 - mae: 42.7277 - val_loss: 2851.3538 - val_mae: 40.9522
Epoch 1262/2000
231/231 [==============================] - 0s 57us/step - loss: 2693.0631 - mae: 42.5283 - val_loss: 2848.1499 - val_mae: 40.9810
Epoch 1263/2000
231/231 [==============================] - 0s 32us/step - loss: 2691.6790 - mae: 42.5311 - val_loss: 2847.4517 - val_mae: 40.9929
Epoch 1264/2000
231/231 [==============================] - 0s 23us/step - loss: 2694.8396 - mae: 42.5782 - val_loss: 2847.9824 - val_mae: 40.9706
Epoch 1265/2000
231/231 [==============================] - 0s 33us/step - loss: 2692.5707 - mae: 42.5242 - val_loss: 2843.8535 - val_mae: 41.0182
Epoch 1266/2000
231/231 [==============================] - 0s 32us/step - loss: 2690.6568 - mae: 42.5552 - val_loss: 2844.3638 - val_mae: 41.0091
Epoch 1267/2000
231/231 [==============================] - 0s 27us/step - loss: 2697.0269 - mae: 42.6287 - val_loss: 2848.1074 - val_mae: 40.9608
Epoch 1268/2000
231/231 [==============================] - 0s 32us/step - loss: 2690.2904 - mae: 42.5457 - val_loss: 2844.6260 - val_mae: 40.9868
Epoch 1269/2000
231/231 [==============================] - 0s 42us/step - loss: 2688.9269 - mae: 42.5343 - val_loss: 2844.4944 - val_mae: 41.0152
Epoch 1270/2000
231/231 [==============================] - 0s 41us/step - loss: 2690.9942 - mae: 42.5545 - val_loss: 2843.3262 - val_mae: 41.0875
Epoch 1271/2000
231/231 [==============================] - 0s 31us/step - loss: 2704.5990 - mae: 42.6707 - val_loss: 2843.1353 - val_mae: 41.1742
Epoch 1272/2000
231/231 [==============================] - 0s 31us/step - loss: 2708.6454 - mae: 42.7614 - val_loss: 2846.7041 - val_mae: 40.9877
Epoch 1273/2000
231/231 [==============================] - 0s 54us/step - loss: 2694.3156 - mae: 42.5397 - val_loss: 2843.2617 - val_mae: 41.0911
Epoch 1274/2000
231/231 [==============================] - 0s 39us/step - loss: 2689.6543 - mae: 42.5478 - val_loss: 2842.6462 - val_mae: 41.0506
Epoch 1275/2000
231/231 [==============================] - 0s 36us/step - loss: 2690.3066 - mae: 42.5391 - val_loss: 2842.1582 - val_mae: 41.0680
Epoch 1276/2000
231/231 [==============================] - 0s 37us/step - loss: 2689.1341 - mae: 42.5625 - val_loss: 2844.1968 - val_mae: 40.9821
Epoch 1277/2000
231/231 [==============================] - 0s 32us/step - loss: 2705.5672 - mae: 42.7749 - val_loss: 2847.6038 - val_mae: 40.9351
Epoch 1278/2000
231/231 [==============================] - 0s 26us/step - loss: 2690.8293 - mae: 42.5259 - val_loss: 2844.2097 - val_mae: 41.0249
Epoch 1279/2000
231/231 [==============================] - 0s 39us/step - loss: 2694.2305 - mae: 42.5824 - val_loss: 2847.9363 - val_mae: 40.9618
Epoch 1280/2000
231/231 [==============================] - 0s 40us/step - loss: 2719.2113 - mae: 42.7453 - val_loss: 2850.2922 - val_mae: 40.9445
Epoch 1281/2000
231/231 [==============================] - 0s 43us/step - loss: 2689.1607 - mae: 42.5031 - val_loss: 2846.7974 - val_mae: 40.9757
Epoch 1282/2000
231/231 [==============================] - 0s 49us/step - loss: 2688.4221 - mae: 42.5427 - val_loss: 2846.7197 - val_mae: 40.9816
Epoch 1283/2000
231/231 [==============================] - 0s 46us/step - loss: 2692.2158 - mae: 42.5616 - val_loss: 2848.9697 - val_mae: 40.9631
Epoch 1284/2000
231/231 [==============================] - 0s 32us/step - loss: 2694.6498 - mae: 42.6168 - val_loss: 2849.8462 - val_mae: 40.9488
Epoch 1285/2000
231/231 [==============================] - 0s 37us/step - loss: 2688.7578 - mae: 42.5038 - val_loss: 2845.6658 - val_mae: 41.0363
Epoch 1286/2000
231/231 [==============================] - 0s 46us/step - loss: 2687.3973 - mae: 42.5353 - val_loss: 2846.0908 - val_mae: 41.0400
Epoch 1287/2000
231/231 [==============================] - 0s 37us/step - loss: 2690.2872 - mae: 42.5669 - val_loss: 2844.3293 - val_mae: 41.1003
Epoch 1288/2000
231/231 [==============================] - 0s 45us/step - loss: 2710.2190 - mae: 42.6360 - val_loss: 2843.2556 - val_mae: 41.1652
Epoch 1289/2000
231/231 [==============================] - 0s 35us/step - loss: 2692.6086 - mae: 42.6090 - val_loss: 2846.4744 - val_mae: 41.0149
Epoch 1290/2000
231/231 [==============================] - 0s 27us/step - loss: 2687.4871 - mae: 42.4920 - val_loss: 2845.5024 - val_mae: 41.0794
Epoch 1291/2000
231/231 [==============================] - 0s 38us/step - loss: 2696.5527 - mae: 42.5927 - val_loss: 2844.4338 - val_mae: 41.1514
Epoch 1292/2000
231/231 [==============================] - 0s 42us/step - loss: 2693.3839 - mae: 42.5916 - val_loss: 2844.7556 - val_mae: 41.1729
Epoch 1293/2000
231/231 [==============================] - 0s 44us/step - loss: 2698.4959 - mae: 42.6542 - val_loss: 2847.5957 - val_mae: 40.9995
Epoch 1294/2000
231/231 [==============================] - 0s 55us/step - loss: 2687.3971 - mae: 42.5094 - val_loss: 2848.5508 - val_mae: 40.9814
Epoch 1295/2000
231/231 [==============================] - 0s 41us/step - loss: 2689.5212 - mae: 42.5036 - val_loss: 2845.8181 - val_mae: 41.0816
Epoch 1296/2000
231/231 [==============================] - 0s 30us/step - loss: 2697.3509 - mae: 42.6717 - val_loss: 2849.3848 - val_mae: 40.9588
Epoch 1297/2000
231/231 [==============================] - 0s 36us/step - loss: 2692.1293 - mae: 42.5796 - val_loss: 2851.3130 - val_mae: 40.9489
Epoch 1298/2000
231/231 [==============================] - 0s 42us/step - loss: 2688.6714 - mae: 42.5128 - val_loss: 2846.7075 - val_mae: 41.0705
Epoch 1299/2000
231/231 [==============================] - 0s 35us/step - loss: 2688.6769 - mae: 42.5121 - val_loss: 2844.7886 - val_mae: 41.0936
Epoch 1300/2000
231/231 [==============================] - 0s 41us/step - loss: 2694.7329 - mae: 42.6584 - val_loss: 2848.5957 - val_mae: 40.9677
Epoch 1301/2000
231/231 [==============================] - 0s 48us/step - loss: 2686.6741 - mae: 42.5081 - val_loss: 2846.9573 - val_mae: 40.9778
Epoch 1302/2000
231/231 [==============================] - 0s 32us/step - loss: 2695.8339 - mae: 42.6248 - val_loss: 2850.0039 - val_mae: 40.9375
Epoch 1303/2000
231/231 [==============================] - 0s 36us/step - loss: 2687.1101 - mae: 42.4828 - val_loss: 2845.6318 - val_mae: 40.9747
Epoch 1304/2000
231/231 [==============================] - 0s 23us/step - loss: 2693.3581 - mae: 42.5051 - val_loss: 2842.6301 - val_mae: 41.1063
Epoch 1305/2000
231/231 [==============================] - 0s 29us/step - loss: 2688.4105 - mae: 42.5533 - val_loss: 2842.3015 - val_mae: 41.1236
Epoch 1306/2000
231/231 [==============================] - 0s 23us/step - loss: 2709.2170 - mae: 42.7640 - val_loss: 2845.6104 - val_mae: 40.9673
Epoch 1307/2000
231/231 [==============================] - 0s 33us/step - loss: 2692.9891 - mae: 42.5013 - val_loss: 2842.6514 - val_mae: 41.0758
Epoch 1308/2000
231/231 [==============================] - 0s 30us/step - loss: 2684.8437 - mae: 42.5300 - val_loss: 2843.4524 - val_mae: 41.0059
Epoch 1309/2000
231/231 [==============================] - 0s 27us/step - loss: 2684.0098 - mae: 42.4989 - val_loss: 2844.0322 - val_mae: 41.0304
Epoch 1310/2000
231/231 [==============================] - 0s 23us/step - loss: 2699.0731 - mae: 42.6458 - val_loss: 2847.9958 - val_mae: 40.9411
Epoch 1311/2000
231/231 [==============================] - 0s 34us/step - loss: 2703.5136 - mae: 42.5376 - val_loss: 2844.0498 - val_mae: 41.0775
Epoch 1312/2000
231/231 [==============================] - 0s 23us/step - loss: 2685.4571 - mae: 42.5152 - val_loss: 2843.9231 - val_mae: 41.0750
Epoch 1313/2000
231/231 [==============================] - 0s 24us/step - loss: 2683.3567 - mae: 42.5126 - val_loss: 2845.2600 - val_mae: 41.0617
Epoch 1314/2000
231/231 [==============================] - 0s 24us/step - loss: 2695.6642 - mae: 42.5769 - val_loss: 2843.5637 - val_mae: 41.1306
Epoch 1315/2000
231/231 [==============================] - 0s 23us/step - loss: 2702.6396 - mae: 42.7280 - val_loss: 2843.3857 - val_mae: 41.1774
Epoch 1316/2000
231/231 [==============================] - 0s 33us/step - loss: 2684.9843 - mae: 42.5432 - val_loss: 2844.2451 - val_mae: 41.0839
Epoch 1317/2000
231/231 [==============================] - 0s 29us/step - loss: 2683.2958 - mae: 42.5095 - val_loss: 2844.2090 - val_mae: 41.0665
Epoch 1318/2000
231/231 [==============================] - 0s 33us/step - loss: 2697.8887 - mae: 42.6639 - val_loss: 2848.3086 - val_mae: 40.9637
Epoch 1319/2000
231/231 [==============================] - 0s 36us/step - loss: 2684.9560 - mae: 42.4920 - val_loss: 2845.6230 - val_mae: 41.0366
Epoch 1320/2000
231/231 [==============================] - 0s 34us/step - loss: 2690.0668 - mae: 42.4931 - val_loss: 2844.2393 - val_mae: 41.1259
Epoch 1321/2000
231/231 [==============================] - 0s 28us/step - loss: 2686.2258 - mae: 42.5773 - val_loss: 2846.7117 - val_mae: 41.0304
Epoch 1322/2000
231/231 [==============================] - 0s 23us/step - loss: 2691.4085 - mae: 42.4916 - val_loss: 2849.9075 - val_mae: 40.9668
Epoch 1323/2000
231/231 [==============================] - 0s 35us/step - loss: 2691.3534 - mae: 42.5412 - val_loss: 2845.1074 - val_mae: 41.1009
Epoch 1324/2000
231/231 [==============================] - 0s 26us/step - loss: 2682.0847 - mae: 42.5128 - val_loss: 2846.4099 - val_mae: 41.0460
Epoch 1325/2000
231/231 [==============================] - 0s 27us/step - loss: 2684.2706 - mae: 42.4681 - val_loss: 2845.1575 - val_mae: 41.1015
Epoch 1326/2000
231/231 [==============================] - 0s 28us/step - loss: 2682.6831 - mae: 42.5060 - val_loss: 2844.4465 - val_mae: 41.0961
Epoch 1327/2000
231/231 [==============================] - 0s 33us/step - loss: 2682.7374 - mae: 42.4983 - val_loss: 2846.3198 - val_mae: 41.0159
Epoch 1328/2000
231/231 [==============================] - 0s 29us/step - loss: 2691.2150 - mae: 42.5435 - val_loss: 2843.9048 - val_mae: 41.1524
Epoch 1329/2000
231/231 [==============================] - 0s 31us/step - loss: 2696.3758 - mae: 42.6308 - val_loss: 2847.5901 - val_mae: 40.9679
Epoch 1330/2000
231/231 [==============================] - 0s 27us/step - loss: 2684.2218 - mae: 42.4952 - val_loss: 2847.0845 - val_mae: 40.9682
Epoch 1331/2000
231/231 [==============================] - 0s 31us/step - loss: 2682.0210 - mae: 42.4675 - val_loss: 2844.8328 - val_mae: 41.0644
Epoch 1332/2000
231/231 [==============================] - 0s 24us/step - loss: 2718.9931 - mae: 42.9100 - val_loss: 2847.0940 - val_mae: 40.9686
Epoch 1333/2000
231/231 [==============================] - 0s 32us/step - loss: 2687.7662 - mae: 42.4858 - val_loss: 2844.2979 - val_mae: 41.0761
Epoch 1334/2000
231/231 [==============================] - 0s 44us/step - loss: 2682.4613 - mae: 42.4920 - val_loss: 2843.9744 - val_mae: 41.0911
Epoch 1335/2000
231/231 [==============================] - 0s 30us/step - loss: 2686.9867 - mae: 42.5158 - val_loss: 2842.4766 - val_mae: 41.1269
Epoch 1336/2000
231/231 [==============================] - 0s 28us/step - loss: 2685.7642 - mae: 42.5370 - val_loss: 2843.0371 - val_mae: 41.1394
Epoch 1337/2000
231/231 [==============================] - 0s 22us/step - loss: 2686.1477 - mae: 42.5707 - val_loss: 2842.6660 - val_mae: 41.1386
Epoch 1338/2000
231/231 [==============================] - 0s 24us/step - loss: 2682.5461 - mae: 42.5132 - val_loss: 2844.0051 - val_mae: 41.0300
Epoch 1339/2000
231/231 [==============================] - 0s 28us/step - loss: 2682.6332 - mae: 42.4968 - val_loss: 2844.7439 - val_mae: 40.9881
Epoch 1340/2000
231/231 [==============================] - 0s 27us/step - loss: 2681.8101 - mae: 42.5093 - val_loss: 2845.5247 - val_mae: 40.9986
Epoch 1341/2000
231/231 [==============================] - 0s 33us/step - loss: 2700.8350 - mae: 42.6274 - val_loss: 2843.1687 - val_mae: 41.1303
Epoch 1342/2000
231/231 [==============================] - 0s 30us/step - loss: 2701.3003 - mae: 42.6862 - val_loss: 2843.0547 - val_mae: 41.1812
Epoch 1343/2000
231/231 [==============================] - 0s 28us/step - loss: 2682.4675 - mae: 42.5075 - val_loss: 2844.0081 - val_mae: 41.1399
Epoch 1344/2000
231/231 [==============================] - 0s 28us/step - loss: 2684.1066 - mae: 42.4822 - val_loss: 2844.6167 - val_mae: 41.1479
Epoch 1345/2000
231/231 [==============================] - 0s 22us/step - loss: 2686.1302 - mae: 42.5214 - val_loss: 2844.5461 - val_mae: 41.1667
Epoch 1346/2000
231/231 [==============================] - 0s 36us/step - loss: 2685.2689 - mae: 42.5121 - val_loss: 2843.8669 - val_mae: 41.1557
Epoch 1347/2000
231/231 [==============================] - 0s 24us/step - loss: 2681.2463 - mae: 42.5093 - val_loss: 2844.4629 - val_mae: 41.0731
Epoch 1348/2000
231/231 [==============================] - 0s 26us/step - loss: 2681.4960 - mae: 42.5300 - val_loss: 2847.5146 - val_mae: 41.0159
Epoch 1349/2000
231/231 [==============================] - 0s 30us/step - loss: 2680.5316 - mae: 42.4570 - val_loss: 2845.9609 - val_mae: 41.0476
Epoch 1350/2000
231/231 [==============================] - 0s 44us/step - loss: 2702.1122 - mae: 42.4770 - val_loss: 2844.8955 - val_mae: 41.1546
Epoch 1351/2000
231/231 [==============================] - 0s 25us/step - loss: 2680.6872 - mae: 42.5001 - val_loss: 2845.0859 - val_mae: 41.0961
Epoch 1352/2000
231/231 [==============================] - 0s 39us/step - loss: 2682.0380 - mae: 42.4993 - val_loss: 2845.5225 - val_mae: 41.1242
Epoch 1353/2000
231/231 [==============================] - 0s 31us/step - loss: 2684.3621 - mae: 42.5067 - val_loss: 2850.2988 - val_mae: 40.9965
Epoch 1354/2000
231/231 [==============================] - 0s 25us/step - loss: 2679.8570 - mae: 42.4534 - val_loss: 2848.1572 - val_mae: 41.0340
Epoch 1355/2000
231/231 [==============================] - 0s 24us/step - loss: 2695.0369 - mae: 42.5635 - val_loss: 2845.8555 - val_mae: 41.1656
Epoch 1356/2000
231/231 [==============================] - 0s 27us/step - loss: 2683.2169 - mae: 42.5029 - val_loss: 2845.7170 - val_mae: 41.1664
Epoch 1357/2000
231/231 [==============================] - 0s 32us/step - loss: 2681.2435 - mae: 42.5402 - val_loss: 2845.6577 - val_mae: 41.1408
Epoch 1358/2000
231/231 [==============================] - 0s 35us/step - loss: 2680.0588 - mae: 42.5161 - val_loss: 2846.2520 - val_mae: 41.1238
Epoch 1359/2000
231/231 [==============================] - 0s 22us/step - loss: 2678.3213 - mae: 42.4627 - val_loss: 2846.7512 - val_mae: 41.0980
Epoch 1360/2000
231/231 [==============================] - 0s 21us/step - loss: 2700.2987 - mae: 42.6452 - val_loss: 2846.4331 - val_mae: 41.1948
Epoch 1361/2000
231/231 [==============================] - 0s 29us/step - loss: 2679.5979 - mae: 42.5004 - val_loss: 2846.6724 - val_mae: 41.1436
Epoch 1362/2000
231/231 [==============================] - 0s 28us/step - loss: 2678.8283 - mae: 42.4844 - val_loss: 2849.0352 - val_mae: 41.0551
Epoch 1363/2000
231/231 [==============================] - 0s 26us/step - loss: 2679.8322 - mae: 42.4863 - val_loss: 2851.6907 - val_mae: 41.0333
Epoch 1364/2000
231/231 [==============================] - 0s 26us/step - loss: 2682.6529 - mae: 42.4660 - val_loss: 2847.6416 - val_mae: 41.1720
Epoch 1365/2000
231/231 [==============================] - 0s 32us/step - loss: 2680.7104 - mae: 42.4969 - val_loss: 2852.1492 - val_mae: 41.0358
Epoch 1366/2000
231/231 [==============================] - 0s 37us/step - loss: 2677.1770 - mae: 42.4358 - val_loss: 2850.5564 - val_mae: 41.0804
Epoch 1367/2000
231/231 [==============================] - 0s 33us/step - loss: 2682.9687 - mae: 42.5178 - val_loss: 2854.4543 - val_mae: 40.9761
Epoch 1368/2000
231/231 [==============================] - 0s 30us/step - loss: 2694.9630 - mae: 42.6274 - val_loss: 2856.9653 - val_mae: 40.9572
Epoch 1369/2000
231/231 [==============================] - 0s 32us/step - loss: 2678.2716 - mae: 42.4250 - val_loss: 2851.2336 - val_mae: 41.0461
Epoch 1370/2000
231/231 [==============================] - 0s 27us/step - loss: 2681.8767 - mae: 42.4370 - val_loss: 2852.8359 - val_mae: 40.9690
Epoch 1371/2000
231/231 [==============================] - 0s 30us/step - loss: 2680.4395 - mae: 42.4163 - val_loss: 2847.2280 - val_mae: 41.1239
Epoch 1372/2000
231/231 [==============================] - 0s 26us/step - loss: 2703.8242 - mae: 42.5641 - val_loss: 2845.9873 - val_mae: 41.1891
Epoch 1373/2000
231/231 [==============================] - 0s 30us/step - loss: 2678.0937 - mae: 42.4936 - val_loss: 2846.0935 - val_mae: 41.1229
Epoch 1374/2000
231/231 [==============================] - 0s 29us/step - loss: 2680.0276 - mae: 42.4891 - val_loss: 2846.1599 - val_mae: 41.1555
Epoch 1375/2000
231/231 [==============================] - 0s 30us/step - loss: 2677.3744 - mae: 42.4769 - val_loss: 2848.2073 - val_mae: 41.1100
Epoch 1376/2000
231/231 [==============================] - 0s 32us/step - loss: 2677.4259 - mae: 42.4619 - val_loss: 2850.5151 - val_mae: 41.0436
Epoch 1377/2000
231/231 [==============================] - 0s 27us/step - loss: 2677.5645 - mae: 42.4274 - val_loss: 2848.2612 - val_mae: 41.1139
Epoch 1378/2000
231/231 [==============================] - 0s 24us/step - loss: 2677.1492 - mae: 42.4333 - val_loss: 2849.1392 - val_mae: 41.1339
Epoch 1379/2000
231/231 [==============================] - 0s 31us/step - loss: 2680.8263 - mae: 42.5088 - val_loss: 2855.1934 - val_mae: 41.0068
Epoch 1380/2000
231/231 [==============================] - 0s 25us/step - loss: 2678.6341 - mae: 42.4239 - val_loss: 2854.0972 - val_mae: 41.0101
Epoch 1381/2000
231/231 [==============================] - 0s 37us/step - loss: 2675.5619 - mae: 42.3997 - val_loss: 2849.5266 - val_mae: 41.1169
Epoch 1382/2000
231/231 [==============================] - 0s 26us/step - loss: 2676.7443 - mae: 42.4452 - val_loss: 2854.1592 - val_mae: 40.9968
Epoch 1383/2000
231/231 [==============================] - 0s 32us/step - loss: 2682.1352 - mae: 42.4294 - val_loss: 2848.7520 - val_mae: 41.2008
Epoch 1384/2000
231/231 [==============================] - 0s 22us/step - loss: 2683.6477 - mae: 42.4595 - val_loss: 2848.6221 - val_mae: 41.2277
Epoch 1385/2000
231/231 [==============================] - 0s 41us/step - loss: 2681.4655 - mae: 42.4959 - val_loss: 2853.4282 - val_mae: 41.0067
Epoch 1386/2000
231/231 [==============================] - 0s 24us/step - loss: 2675.2920 - mae: 42.4011 - val_loss: 2849.2588 - val_mae: 41.1295
Epoch 1387/2000
231/231 [==============================] - 0s 26us/step - loss: 2682.2121 - mae: 42.4700 - val_loss: 2848.1479 - val_mae: 41.1998
Epoch 1388/2000
231/231 [==============================] - 0s 23us/step - loss: 2685.1976 - mae: 42.5198 - val_loss: 2853.0210 - val_mae: 40.9954
Epoch 1389/2000
231/231 [==============================] - 0s 26us/step - loss: 2675.3270 - mae: 42.4064 - val_loss: 2849.4561 - val_mae: 41.0513
Epoch 1390/2000
231/231 [==============================] - 0s 26us/step - loss: 2677.5499 - mae: 42.5034 - val_loss: 2852.3376 - val_mae: 40.9869
Epoch 1391/2000
231/231 [==============================] - 0s 23us/step - loss: 2688.4454 - mae: 42.5129 - val_loss: 2856.2812 - val_mae: 40.9356
Epoch 1392/2000
231/231 [==============================] - 0s 28us/step - loss: 2685.7186 - mae: 42.4514 - val_loss: 2849.4631 - val_mae: 41.1306
Epoch 1393/2000
231/231 [==============================] - 0s 32us/step - loss: 2680.6459 - mae: 42.4910 - val_loss: 2853.1892 - val_mae: 41.0135
Epoch 1394/2000
231/231 [==============================] - 0s 32us/step - loss: 2676.6268 - mae: 42.4186 - val_loss: 2850.3179 - val_mae: 41.1016
Epoch 1395/2000
231/231 [==============================] - 0s 27us/step - loss: 2675.3786 - mae: 42.4300 - val_loss: 2851.8003 - val_mae: 41.0510
Epoch 1396/2000
231/231 [==============================] - 0s 28us/step - loss: 2683.0528 - mae: 42.4667 - val_loss: 2848.7551 - val_mae: 41.1745
Epoch 1397/2000
231/231 [==============================] - 0s 33us/step - loss: 2674.0733 - mae: 42.4548 - val_loss: 2850.5737 - val_mae: 41.0716
Epoch 1398/2000
231/231 [==============================] - 0s 23us/step - loss: 2677.7063 - mae: 42.4322 - val_loss: 2849.1479 - val_mae: 41.1632
Epoch 1399/2000
231/231 [==============================] - 0s 27us/step - loss: 2687.4926 - mae: 42.5427 - val_loss: 2848.1440 - val_mae: 41.2123
Epoch 1400/2000
231/231 [==============================] - 0s 25us/step - loss: 2678.0109 - mae: 42.4884 - val_loss: 2850.5166 - val_mae: 41.0501
Epoch 1401/2000
231/231 [==============================] - 0s 28us/step - loss: 2674.4256 - mae: 42.4578 - val_loss: 2852.7854 - val_mae: 41.0185
Epoch 1402/2000
231/231 [==============================] - 0s 20us/step - loss: 2676.6111 - mae: 42.4853 - val_loss: 2854.3193 - val_mae: 40.9824
Epoch 1403/2000
231/231 [==============================] - 0s 31us/step - loss: 2699.3212 - mae: 42.7224 - val_loss: 2857.4028 - val_mae: 40.9404
Epoch 1404/2000
231/231 [==============================] - 0s 23us/step - loss: 2681.4937 - mae: 42.4357 - val_loss: 2850.9148 - val_mae: 41.1002
Epoch 1405/2000
231/231 [==============================] - ETA: 0s - loss: 2672.1287 - mae: 42.677 - 0s 23us/step - loss: 2674.9330 - mae: 42.4422 - val_loss: 2853.2341 - val_mae: 41.0376
Epoch 1406/2000
231/231 [==============================] - 0s 34us/step - loss: 2674.3588 - mae: 42.4115 - val_loss: 2853.1650 - val_mae: 41.0280
Epoch 1407/2000
231/231 [==============================] - 0s 25us/step - loss: 2675.1939 - mae: 42.4045 - val_loss: 2849.9595 - val_mae: 41.1340
Epoch 1408/2000
231/231 [==============================] - 0s 27us/step - loss: 2681.7909 - mae: 42.4562 - val_loss: 2849.4861 - val_mae: 41.1983
Epoch 1409/2000
231/231 [==============================] - 0s 37us/step - loss: 2674.3474 - mae: 42.4554 - val_loss: 2851.5950 - val_mae: 41.1663
Epoch 1410/2000
231/231 [==============================] - 0s 33us/step - loss: 2673.6217 - mae: 42.4415 - val_loss: 2853.1921 - val_mae: 41.1157
Epoch 1411/2000
231/231 [==============================] - 0s 26us/step - loss: 2698.6228 - mae: 42.6005 - val_loss: 2851.1216 - val_mae: 41.2041
Epoch 1412/2000
231/231 [==============================] - 0s 27us/step - loss: 2681.0052 - mae: 42.4626 - val_loss: 2851.2563 - val_mae: 41.2276
Epoch 1413/2000
231/231 [==============================] - 0s 34us/step - loss: 2682.4013 - mae: 42.5200 - val_loss: 2854.3259 - val_mae: 41.0794
Epoch 1414/2000
231/231 [==============================] - 0s 29us/step - loss: 2672.7624 - mae: 42.4008 - val_loss: 2851.6575 - val_mae: 41.1158
Epoch 1415/2000
231/231 [==============================] - 0s 28us/step - loss: 2670.5761 - mae: 42.4017 - val_loss: 2851.6887 - val_mae: 41.1067
Epoch 1416/2000
231/231 [==============================] - 0s 39us/step - loss: 2681.9524 - mae: 42.4270 - val_loss: 2849.4326 - val_mae: 41.1907
Epoch 1417/2000
231/231 [==============================] - 0s 37us/step - loss: 2689.2907 - mae: 42.6218 - val_loss: 2849.2134 - val_mae: 41.2347
Epoch 1418/2000
231/231 [==============================] - 0s 34us/step - loss: 2678.1559 - mae: 42.4952 - val_loss: 2852.8635 - val_mae: 41.0871
Epoch 1419/2000
231/231 [==============================] - 0s 49us/step - loss: 2674.5162 - mae: 42.4205 - val_loss: 2854.3030 - val_mae: 41.0300
Epoch 1420/2000
231/231 [==============================] - 0s 30us/step - loss: 2674.8679 - mae: 42.4422 - val_loss: 2856.2656 - val_mae: 41.0186
Epoch 1421/2000
231/231 [==============================] - 0s 29us/step - loss: 2671.0229 - mae: 42.3708 - val_loss: 2853.6421 - val_mae: 41.0973
Epoch 1422/2000
231/231 [==============================] - 0s 27us/step - loss: 2672.5600 - mae: 42.3846 - val_loss: 2852.3953 - val_mae: 41.1455
Epoch 1423/2000
231/231 [==============================] - 0s 31us/step - loss: 2701.7078 - mae: 42.6185 - val_loss: 2855.4680 - val_mae: 41.0321
Epoch 1424/2000
231/231 [==============================] - 0s 41us/step - loss: 2672.6969 - mae: 42.4066 - val_loss: 2856.7344 - val_mae: 41.0468
Epoch 1425/2000
231/231 [==============================] - 0s 27us/step - loss: 2674.9346 - mae: 42.3555 - val_loss: 2853.3298 - val_mae: 41.1504
Epoch 1426/2000
231/231 [==============================] - 0s 52us/step - loss: 2674.2042 - mae: 42.3872 - val_loss: 2852.9341 - val_mae: 41.1888
Epoch 1427/2000
231/231 [==============================] - 0s 30us/step - loss: 2687.1206 - mae: 42.5341 - val_loss: 2856.5408 - val_mae: 41.0457
Epoch 1428/2000
231/231 [==============================] - 0s 25us/step - loss: 2671.7523 - mae: 42.3970 - val_loss: 2856.7244 - val_mae: 41.0649
Epoch 1429/2000
231/231 [==============================] - 0s 38us/step - loss: 2680.5662 - mae: 42.5235 - val_loss: 2859.8628 - val_mae: 41.0074
Epoch 1430/2000
231/231 [==============================] - 0s 35us/step - loss: 2680.3644 - mae: 42.4437 - val_loss: 2860.6277 - val_mae: 40.9814
Epoch 1431/2000
231/231 [==============================] - 0s 31us/step - loss: 2674.6050 - mae: 42.3385 - val_loss: 2858.8665 - val_mae: 40.9987
Epoch 1432/2000
231/231 [==============================] - 0s 23us/step - loss: 2681.1935 - mae: 42.4325 - val_loss: 2853.4995 - val_mae: 41.1524
Epoch 1433/2000
231/231 [==============================] - 0s 27us/step - loss: 2673.2820 - mae: 42.3986 - val_loss: 2852.3894 - val_mae: 41.1908
Epoch 1434/2000
231/231 [==============================] - 0s 28us/step - loss: 2670.6365 - mae: 42.3938 - val_loss: 2853.4180 - val_mae: 41.1527
Epoch 1435/2000
231/231 [==============================] - 0s 32us/step - loss: 2669.1617 - mae: 42.3923 - val_loss: 2853.7422 - val_mae: 41.1446
Epoch 1436/2000
231/231 [==============================] - 0s 30us/step - loss: 2669.1700 - mae: 42.3907 - val_loss: 2855.7749 - val_mae: 41.1289
Epoch 1437/2000
231/231 [==============================] - 0s 32us/step - loss: 2688.4971 - mae: 42.4314 - val_loss: 2854.1746 - val_mae: 41.2297
Epoch 1438/2000
231/231 [==============================] - 0s 30us/step - loss: 2673.9616 - mae: 42.4325 - val_loss: 2858.0471 - val_mae: 41.1021
Epoch 1439/2000
231/231 [==============================] - 0s 28us/step - loss: 2671.1400 - mae: 42.3667 - val_loss: 2855.1755 - val_mae: 41.1742
Epoch 1440/2000
231/231 [==============================] - 0s 34us/step - loss: 2672.1381 - mae: 42.4218 - val_loss: 2856.3335 - val_mae: 41.0904
Epoch 1441/2000
231/231 [==============================] - 0s 24us/step - loss: 2668.4482 - mae: 42.3604 - val_loss: 2855.0935 - val_mae: 41.1392
Epoch 1442/2000
231/231 [==============================] - 0s 35us/step - loss: 2670.7363 - mae: 42.3826 - val_loss: 2858.0857 - val_mae: 41.0562
Epoch 1443/2000
231/231 [==============================] - 0s 23us/step - loss: 2685.1411 - mae: 42.4293 - val_loss: 2854.1194 - val_mae: 41.2035
Epoch 1444/2000
231/231 [==============================] - 0s 23us/step - loss: 2674.5623 - mae: 42.4254 - val_loss: 2854.1409 - val_mae: 41.2355
Epoch 1445/2000
231/231 [==============================] - 0s 44us/step - loss: 2671.5242 - mae: 42.3859 - val_loss: 2854.3225 - val_mae: 41.2121
Epoch 1446/2000
231/231 [==============================] - 0s 26us/step - loss: 2671.2128 - mae: 42.4124 - val_loss: 2854.0081 - val_mae: 41.2090
Epoch 1447/2000
231/231 [==============================] - 0s 30us/step - loss: 2669.4184 - mae: 42.3906 - val_loss: 2854.3164 - val_mae: 41.1872
Epoch 1448/2000
231/231 [==============================] - 0s 30us/step - loss: 2674.1709 - mae: 42.4724 - val_loss: 2860.4695 - val_mae: 41.0349
Epoch 1449/2000
231/231 [==============================] - 0s 37us/step - loss: 2679.4187 - mae: 42.3957 - val_loss: 2856.1614 - val_mae: 41.2134
Epoch 1450/2000
231/231 [==============================] - 0s 45us/step - loss: 2668.6327 - mae: 42.3899 - val_loss: 2858.5044 - val_mae: 41.1434
Epoch 1451/2000
231/231 [==============================] - 0s 40us/step - loss: 2667.3812 - mae: 42.3459 - val_loss: 2856.8032 - val_mae: 41.1565
Epoch 1452/2000
231/231 [==============================] - 0s 32us/step - loss: 2670.5499 - mae: 42.4022 - val_loss: 2856.2473 - val_mae: 41.2201
Epoch 1453/2000
231/231 [==============================] - 0s 29us/step - loss: 2674.5018 - mae: 42.4690 - val_loss: 2855.8157 - val_mae: 41.2581
Epoch 1454/2000
231/231 [==============================] - 0s 24us/step - loss: 2670.9037 - mae: 42.3984 - val_loss: 2856.0930 - val_mae: 41.2436
Epoch 1455/2000
231/231 [==============================] - 0s 31us/step - loss: 2669.9036 - mae: 42.4199 - val_loss: 2857.1243 - val_mae: 41.2246
Epoch 1456/2000
231/231 [==============================] - 0s 24us/step - loss: 2675.9850 - mae: 42.4572 - val_loss: 2862.2791 - val_mae: 41.0359
Epoch 1457/2000
231/231 [==============================] - 0s 31us/step - loss: 2667.2376 - mae: 42.3351 - val_loss: 2858.7061 - val_mae: 41.1114
Epoch 1458/2000
231/231 [==============================] - 0s 31us/step - loss: 2676.2251 - mae: 42.4526 - val_loss: 2863.5923 - val_mae: 41.0274
Epoch 1459/2000
231/231 [==============================] - 0s 33us/step - loss: 2668.5481 - mae: 42.3264 - val_loss: 2858.6418 - val_mae: 41.1852
Epoch 1460/2000
231/231 [==============================] - 0s 46us/step - loss: 2667.9514 - mae: 42.3862 - val_loss: 2861.2109 - val_mae: 41.1416
Epoch 1461/2000
231/231 [==============================] - 0s 28us/step - loss: 2672.2644 - mae: 42.3752 - val_loss: 2859.1357 - val_mae: 41.2624
Epoch 1462/2000
231/231 [==============================] - 0s 32us/step - loss: 2672.9755 - mae: 42.4050 - val_loss: 2857.6963 - val_mae: 41.2585
Epoch 1463/2000
231/231 [==============================] - 0s 31us/step - loss: 2672.7951 - mae: 42.4223 - val_loss: 2857.9683 - val_mae: 41.2766
Epoch 1464/2000
231/231 [==============================] - 0s 49us/step - loss: 2696.2269 - mae: 42.6291 - val_loss: 2858.1379 - val_mae: 41.3070
Epoch 1465/2000
231/231 [==============================] - 0s 26us/step - loss: 2668.2748 - mae: 42.3936 - val_loss: 2860.5066 - val_mae: 41.1757
Epoch 1466/2000
231/231 [==============================] - 0s 34us/step - loss: 2669.6232 - mae: 42.3561 - val_loss: 2859.3301 - val_mae: 41.2287
Epoch 1467/2000
231/231 [==============================] - 0s 40us/step - loss: 2668.6208 - mae: 42.4052 - val_loss: 2862.9343 - val_mae: 41.1023
Epoch 1468/2000
231/231 [==============================] - 0s 31us/step - loss: 2680.3498 - mae: 42.4434 - val_loss: 2866.5449 - val_mae: 41.0346
Epoch 1469/2000
231/231 [==============================] - 0s 38us/step - loss: 2671.0283 - mae: 42.3398 - val_loss: 2860.3423 - val_mae: 41.1857
Epoch 1470/2000
231/231 [==============================] - 0s 36us/step - loss: 2665.4765 - mae: 42.3430 - val_loss: 2861.6497 - val_mae: 41.1379
Epoch 1471/2000
231/231 [==============================] - 0s 46us/step - loss: 2679.0462 - mae: 42.3779 - val_loss: 2858.9114 - val_mae: 41.2527
Epoch 1472/2000
231/231 [==============================] - 0s 54us/step - loss: 2666.8916 - mae: 42.3759 - val_loss: 2861.2905 - val_mae: 41.1381
Epoch 1473/2000
231/231 [==============================] - 0s 38us/step - loss: 2665.0582 - mae: 42.3359 - val_loss: 2860.7427 - val_mae: 41.1279
Epoch 1474/2000
231/231 [==============================] - 0s 33us/step - loss: 2665.5098 - mae: 42.3358 - val_loss: 2858.4849 - val_mae: 41.1903
Epoch 1475/2000
231/231 [==============================] - 0s 31us/step - loss: 2666.3647 - mae: 42.3517 - val_loss: 2858.6267 - val_mae: 41.1798
Epoch 1476/2000
231/231 [==============================] - 0s 34us/step - loss: 2673.3517 - mae: 42.3984 - val_loss: 2863.8140 - val_mae: 41.0562
Epoch 1477/2000
231/231 [==============================] - 0s 37us/step - loss: 2675.4654 - mae: 42.3176 - val_loss: 2857.2385 - val_mae: 41.2128
Epoch 1478/2000
231/231 [==============================] - 0s 28us/step - loss: 2671.3790 - mae: 42.4278 - val_loss: 2862.2151 - val_mae: 41.0886
Epoch 1479/2000
231/231 [==============================] - 0s 25us/step - loss: 2666.5141 - mae: 42.3323 - val_loss: 2863.8057 - val_mae: 41.0810
Epoch 1480/2000
231/231 [==============================] - 0s 32us/step - loss: 2672.1142 - mae: 42.3591 - val_loss: 2859.2229 - val_mae: 41.2280
Epoch 1481/2000
231/231 [==============================] - 0s 28us/step - loss: 2665.1287 - mae: 42.3785 - val_loss: 2860.0435 - val_mae: 41.2180
Epoch 1482/2000
231/231 [==============================] - 0s 26us/step - loss: 2677.0625 - mae: 42.4718 - val_loss: 2864.6514 - val_mae: 41.0741
Epoch 1483/2000
231/231 [==============================] - 0s 37us/step - loss: 2665.6825 - mae: 42.3209 - val_loss: 2863.0552 - val_mae: 41.1399
Epoch 1484/2000
231/231 [==============================] - 0s 26us/step - loss: 2666.4404 - mae: 42.3333 - val_loss: 2864.8237 - val_mae: 41.0953
Epoch 1485/2000
231/231 [==============================] - 0s 20us/step - loss: 2673.2030 - mae: 42.4003 - val_loss: 2868.0002 - val_mae: 41.0670
Epoch 1486/2000
231/231 [==============================] - 0s 42us/step - loss: 2673.9851 - mae: 42.3948 - val_loss: 2868.6299 - val_mae: 41.0463
Epoch 1487/2000
231/231 [==============================] - 0s 30us/step - loss: 2669.5050 - mae: 42.3276 - val_loss: 2862.2280 - val_mae: 41.2006
Epoch 1488/2000
231/231 [==============================] - 0s 33us/step - loss: 2662.6354 - mae: 42.3273 - val_loss: 2861.9480 - val_mae: 41.2026
Epoch 1489/2000
231/231 [==============================] - 0s 30us/step - loss: 2668.0615 - mae: 42.3975 - val_loss: 2866.1423 - val_mae: 41.0919
Epoch 1490/2000
231/231 [==============================] - 0s 34us/step - loss: 2668.7844 - mae: 42.3023 - val_loss: 2861.1899 - val_mae: 41.2526
Epoch 1491/2000
231/231 [==============================] - 0s 28us/step - loss: 2667.3372 - mae: 42.3727 - val_loss: 2864.6013 - val_mae: 41.1123
Epoch 1492/2000
231/231 [==============================] - 0s 26us/step - loss: 2663.2603 - mae: 42.2983 - val_loss: 2861.7598 - val_mae: 41.2101
Epoch 1493/2000
231/231 [==============================] - 0s 33us/step - loss: 2677.6961 - mae: 42.4771 - val_loss: 2860.4451 - val_mae: 41.2983
Epoch 1494/2000
231/231 [==============================] - 0s 35us/step - loss: 2683.7889 - mae: 42.4843 - val_loss: 2863.6621 - val_mae: 41.1202
Epoch 1495/2000
231/231 [==============================] - 0s 22us/step - loss: 2662.8950 - mae: 42.3063 - val_loss: 2861.6899 - val_mae: 41.1748
Epoch 1496/2000
231/231 [==============================] - 0s 26us/step - loss: 2665.3487 - mae: 42.3315 - val_loss: 2863.1335 - val_mae: 41.1053
Epoch 1497/2000
231/231 [==============================] - 0s 31us/step - loss: 2675.1838 - mae: 42.3602 - val_loss: 2859.9541 - val_mae: 41.2429
Epoch 1498/2000
231/231 [==============================] - 0s 37us/step - loss: 2663.5723 - mae: 42.3359 - val_loss: 2862.1936 - val_mae: 41.1591
Epoch 1499/2000
231/231 [==============================] - 0s 24us/step - loss: 2663.5536 - mae: 42.3206 - val_loss: 2859.6968 - val_mae: 41.2044
Epoch 1500/2000
231/231 [==============================] - 0s 27us/step - loss: 2674.7821 - mae: 42.4301 - val_loss: 2864.5051 - val_mae: 41.0790
Epoch 1501/2000
231/231 [==============================] - 0s 30us/step - loss: 2669.9553 - mae: 42.3813 - val_loss: 2860.0107 - val_mae: 41.2151
Epoch 1502/2000
231/231 [==============================] - 0s 28us/step - loss: 2661.7553 - mae: 42.3181 - val_loss: 2860.7439 - val_mae: 41.1627
Epoch 1503/2000
231/231 [==============================] - 0s 23us/step - loss: 2664.2174 - mae: 42.3213 - val_loss: 2859.0098 - val_mae: 41.2151
Epoch 1504/2000
231/231 [==============================] - 0s 25us/step - loss: 2665.1785 - mae: 42.3926 - val_loss: 2862.9507 - val_mae: 41.0914
Epoch 1505/2000
231/231 [==============================] - 0s 43us/step - loss: 2668.3735 - mae: 42.3584 - val_loss: 2865.7761 - val_mae: 41.0494
Epoch 1506/2000
231/231 [==============================] - 0s 25us/step - loss: 2662.1681 - mae: 42.2886 - val_loss: 2861.8936 - val_mae: 41.1187
Epoch 1507/2000
231/231 [==============================] - 0s 29us/step - loss: 2663.8071 - mae: 42.3368 - val_loss: 2860.6943 - val_mae: 41.2031
Epoch 1508/2000
231/231 [==============================] - 0s 29us/step - loss: 2667.2860 - mae: 42.3471 - val_loss: 2865.3945 - val_mae: 41.0633
Epoch 1509/2000
231/231 [==============================] - 0s 37us/step - loss: 2686.2142 - mae: 42.4297 - val_loss: 2860.2656 - val_mae: 41.2166
Epoch 1510/2000
231/231 [==============================] - 0s 27us/step - loss: 2676.7186 - mae: 42.3613 - val_loss: 2864.5698 - val_mae: 41.0834
Epoch 1511/2000
231/231 [==============================] - 0s 28us/step - loss: 2661.1016 - mae: 42.2931 - val_loss: 2862.4580 - val_mae: 41.1290
Epoch 1512/2000
231/231 [==============================] - 0s 33us/step - loss: 2662.7265 - mae: 42.3236 - val_loss: 2864.1304 - val_mae: 41.0960
Epoch 1513/2000
231/231 [==============================] - 0s 34us/step - loss: 2663.4044 - mae: 42.3127 - val_loss: 2865.4209 - val_mae: 41.0832
Epoch 1514/2000
231/231 [==============================] - 0s 29us/step - loss: 2672.5057 - mae: 42.4247 - val_loss: 2868.4009 - val_mae: 41.0618
Epoch 1515/2000
231/231 [==============================] - 0s 31us/step - loss: 2663.2550 - mae: 42.2881 - val_loss: 2866.4294 - val_mae: 41.0949
Epoch 1516/2000
231/231 [==============================] - 0s 30us/step - loss: 2664.0905 - mae: 42.3023 - val_loss: 2862.2639 - val_mae: 41.2092
Epoch 1517/2000
231/231 [==============================] - 0s 33us/step - loss: 2667.2158 - mae: 42.3375 - val_loss: 2865.9800 - val_mae: 41.0902
Epoch 1518/2000
231/231 [==============================] - 0s 30us/step - loss: 2660.1369 - mae: 42.2661 - val_loss: 2863.9719 - val_mae: 41.1391
Epoch 1519/2000
231/231 [==============================] - 0s 28us/step - loss: 2677.3007 - mae: 42.3294 - val_loss: 2860.5190 - val_mae: 41.2543
Epoch 1520/2000
231/231 [==============================] - 0s 25us/step - loss: 2660.8479 - mae: 42.3159 - val_loss: 2861.1921 - val_mae: 41.2250
Epoch 1521/2000
231/231 [==============================] - 0s 34us/step - loss: 2668.0216 - mae: 42.3725 - val_loss: 2860.3992 - val_mae: 41.2822
Epoch 1522/2000
231/231 [==============================] - 0s 28us/step - loss: 2661.5385 - mae: 42.3117 - val_loss: 2861.5010 - val_mae: 41.2348
Epoch 1523/2000
231/231 [==============================] - 0s 24us/step - loss: 2664.2639 - mae: 42.3855 - val_loss: 2866.2546 - val_mae: 41.1394
Epoch 1524/2000
231/231 [==============================] - 0s 24us/step - loss: 2660.3716 - mae: 42.2699 - val_loss: 2863.0581 - val_mae: 41.1964
Epoch 1525/2000
231/231 [==============================] - 0s 30us/step - loss: 2661.5588 - mae: 42.3186 - val_loss: 2865.4834 - val_mae: 41.1106
Epoch 1526/2000
231/231 [==============================] - 0s 25us/step - loss: 2659.2500 - mae: 42.2686 - val_loss: 2862.4944 - val_mae: 41.1967
Epoch 1527/2000
231/231 [==============================] - 0s 30us/step - loss: 2669.9196 - mae: 42.4147 - val_loss: 2868.2932 - val_mae: 41.0825
Epoch 1528/2000
231/231 [==============================] - 0s 30us/step - loss: 2667.9640 - mae: 42.3510 - val_loss: 2869.6699 - val_mae: 41.0658
Epoch 1529/2000
231/231 [==============================] - 0s 29us/step - loss: 2666.4835 - mae: 42.2654 - val_loss: 2862.3840 - val_mae: 41.2260
Epoch 1530/2000
231/231 [==============================] - 0s 29us/step - loss: 2669.5371 - mae: 42.3347 - val_loss: 2861.8379 - val_mae: 41.2949
Epoch 1531/2000
231/231 [==============================] - 0s 24us/step - loss: 2659.7365 - mae: 42.3094 - val_loss: 2865.2219 - val_mae: 41.1734
Epoch 1532/2000
231/231 [==============================] - 0s 28us/step - loss: 2663.3779 - mae: 42.2979 - val_loss: 2862.7249 - val_mae: 41.2627
Epoch 1533/2000
231/231 [==============================] - 0s 33us/step - loss: 2666.1227 - mae: 42.3620 - val_loss: 2868.6401 - val_mae: 41.1338
Epoch 1534/2000
231/231 [==============================] - 0s 27us/step - loss: 2660.2333 - mae: 42.2751 - val_loss: 2866.6243 - val_mae: 41.2115
Epoch 1535/2000
231/231 [==============================] - 0s 30us/step - loss: 2659.0945 - mae: 42.2902 - val_loss: 2868.8904 - val_mae: 41.1786
Epoch 1536/2000
231/231 [==============================] - 0s 27us/step - loss: 2676.9104 - mae: 42.4882 - val_loss: 2872.7029 - val_mae: 41.1159
Epoch 1537/2000
231/231 [==============================] - 0s 40us/step - loss: 2666.4432 - mae: 42.2707 - val_loss: 2865.7410 - val_mae: 41.2510
Epoch 1538/2000
231/231 [==============================] - 0s 25us/step - loss: 2659.3227 - mae: 42.2910 - val_loss: 2867.8845 - val_mae: 41.2166
Epoch 1539/2000
231/231 [==============================] - 0s 28us/step - loss: 2680.3531 - mae: 42.3966 - val_loss: 2871.8337 - val_mae: 41.1282
Epoch 1540/2000
231/231 [==============================] - 0s 24us/step - loss: 2661.4360 - mae: 42.3305 - val_loss: 2871.5808 - val_mae: 41.1353
Epoch 1541/2000
231/231 [==============================] - 0s 37us/step - loss: 2669.1195 - mae: 42.2816 - val_loss: 2873.0393 - val_mae: 41.1124
Epoch 1542/2000
231/231 [==============================] - 0s 22us/step - loss: 2661.2490 - mae: 42.2534 - val_loss: 2867.4185 - val_mae: 41.1941
Epoch 1543/2000
231/231 [==============================] - 0s 24us/step - loss: 2658.8758 - mae: 42.2756 - val_loss: 2867.4795 - val_mae: 41.2176
Epoch 1544/2000
231/231 [==============================] - 0s 26us/step - loss: 2657.4618 - mae: 42.2728 - val_loss: 2866.2861 - val_mae: 41.2195
Epoch 1545/2000
231/231 [==============================] - 0s 28us/step - loss: 2660.4251 - mae: 42.2419 - val_loss: 2865.4521 - val_mae: 41.2778
Epoch 1546/2000
231/231 [==============================] - 0s 42us/step - loss: 2667.6721 - mae: 42.3830 - val_loss: 2863.7192 - val_mae: 41.3210
Epoch 1547/2000
231/231 [==============================] - 0s 26us/step - loss: 2663.0373 - mae: 42.2949 - val_loss: 2862.8784 - val_mae: 41.3055
Epoch 1548/2000
231/231 [==============================] - 0s 22us/step - loss: 2692.3717 - mae: 42.4731 - val_loss: 2865.4966 - val_mae: 41.1580
Epoch 1549/2000
231/231 [==============================] - 0s 23us/step - loss: 2663.0066 - mae: 42.3176 - val_loss: 2862.6809 - val_mae: 41.2267
Epoch 1550/2000
231/231 [==============================] - 0s 30us/step - loss: 2662.7474 - mae: 42.3077 - val_loss: 2864.9138 - val_mae: 41.1308
Epoch 1551/2000
231/231 [==============================] - 0s 27us/step - loss: 2662.7470 - mae: 42.2972 - val_loss: 2862.6519 - val_mae: 41.2037
Epoch 1552/2000
231/231 [==============================] - 0s 28us/step - loss: 2658.0009 - mae: 42.2829 - val_loss: 2862.8264 - val_mae: 41.2049
Epoch 1553/2000
231/231 [==============================] - 0s 39us/step - loss: 2658.6043 - mae: 42.2860 - val_loss: 2863.6165 - val_mae: 41.2349
Epoch 1554/2000
231/231 [==============================] - 0s 33us/step - loss: 2661.5201 - mae: 42.2656 - val_loss: 2862.4946 - val_mae: 41.2785
Epoch 1555/2000
231/231 [==============================] - 0s 27us/step - loss: 2680.3616 - mae: 42.3964 - val_loss: 2861.9597 - val_mae: 41.3148
Epoch 1556/2000
231/231 [==============================] - 0s 29us/step - loss: 2658.9263 - mae: 42.3141 - val_loss: 2864.4934 - val_mae: 41.2002
Epoch 1557/2000
231/231 [==============================] - 0s 46us/step - loss: 2672.6454 - mae: 42.3404 - val_loss: 2862.2092 - val_mae: 41.2670
Epoch 1558/2000
231/231 [==============================] - 0s 22us/step - loss: 2656.4319 - mae: 42.2855 - val_loss: 2862.8848 - val_mae: 41.2255
Epoch 1559/2000
231/231 [==============================] - 0s 26us/step - loss: 2659.4760 - mae: 42.3162 - val_loss: 2865.3657 - val_mae: 41.1400
Epoch 1560/2000
231/231 [==============================] - 0s 30us/step - loss: 2657.5969 - mae: 42.2609 - val_loss: 2866.1074 - val_mae: 41.1393
Epoch 1561/2000
231/231 [==============================] - 0s 36us/step - loss: 2667.2900 - mae: 42.2902 - val_loss: 2869.6799 - val_mae: 41.0970
Epoch 1562/2000
231/231 [==============================] - 0s 26us/step - loss: 2660.9456 - mae: 42.2404 - val_loss: 2863.2754 - val_mae: 41.2092
Epoch 1563/2000
231/231 [==============================] - 0s 25us/step - loss: 2656.9561 - mae: 42.2765 - val_loss: 2863.0981 - val_mae: 41.1614
Epoch 1564/2000
231/231 [==============================] - 0s 26us/step - loss: 2658.1478 - mae: 42.2742 - val_loss: 2862.0210 - val_mae: 41.2438
Epoch 1565/2000
231/231 [==============================] - 0s 29us/step - loss: 2659.2253 - mae: 42.2753 - val_loss: 2862.4814 - val_mae: 41.2749
Epoch 1566/2000
231/231 [==============================] - 0s 38us/step - loss: 2666.2469 - mae: 42.3287 - val_loss: 2867.7539 - val_mae: 41.1253
Epoch 1567/2000
231/231 [==============================] - 0s 26us/step - loss: 2656.1982 - mae: 42.2482 - val_loss: 2864.2021 - val_mae: 41.1698
Epoch 1568/2000
231/231 [==============================] - 0s 32us/step - loss: 2655.2264 - mae: 42.2568 - val_loss: 2864.0286 - val_mae: 41.1603
Epoch 1569/2000
231/231 [==============================] - 0s 30us/step - loss: 2664.7817 - mae: 42.3352 - val_loss: 2869.0403 - val_mae: 41.0945
Epoch 1570/2000
231/231 [==============================] - 0s 39us/step - loss: 2661.0175 - mae: 42.2886 - val_loss: 2869.7280 - val_mae: 41.1038
Epoch 1571/2000
231/231 [==============================] - 0s 27us/step - loss: 2657.6224 - mae: 42.2375 - val_loss: 2863.3809 - val_mae: 41.2314
Epoch 1572/2000
231/231 [==============================] - 0s 31us/step - loss: 2656.4659 - mae: 42.2749 - val_loss: 2862.5110 - val_mae: 41.2369
Epoch 1573/2000
231/231 [==============================] - 0s 52us/step - loss: 2657.4396 - mae: 42.2791 - val_loss: 2861.0483 - val_mae: 41.2515
Epoch 1574/2000
231/231 [==============================] - 0s 36us/step - loss: 2655.3891 - mae: 42.2789 - val_loss: 2865.0305 - val_mae: 41.1313
Epoch 1575/2000
231/231 [==============================] - 0s 29us/step - loss: 2656.8337 - mae: 42.2356 - val_loss: 2861.0164 - val_mae: 41.2412
Epoch 1576/2000
231/231 [==============================] - 0s 30us/step - loss: 2656.3340 - mae: 42.2746 - val_loss: 2866.8760 - val_mae: 41.1149
Epoch 1577/2000
231/231 [==============================] - 0s 33us/step - loss: 2655.7247 - mae: 42.2553 - val_loss: 2865.5027 - val_mae: 41.1745
Epoch 1578/2000
231/231 [==============================] - 0s 34us/step - loss: 2654.1706 - mae: 42.2224 - val_loss: 2862.6133 - val_mae: 41.2438
Epoch 1579/2000
231/231 [==============================] - 0s 37us/step - loss: 2656.2555 - mae: 42.2617 - val_loss: 2861.0471 - val_mae: 41.2492
Epoch 1580/2000
231/231 [==============================] - 0s 24us/step - loss: 2670.9170 - mae: 42.3339 - val_loss: 2868.1555 - val_mae: 41.0911
Epoch 1581/2000
231/231 [==============================] - 0s 24us/step - loss: 2673.7358 - mae: 42.3810 - val_loss: 2861.8984 - val_mae: 41.2386
Epoch 1582/2000
231/231 [==============================] - 0s 35us/step - loss: 2656.9660 - mae: 42.2776 - val_loss: 2861.8350 - val_mae: 41.2322
Epoch 1583/2000
231/231 [==============================] - 0s 35us/step - loss: 2656.0077 - mae: 42.2639 - val_loss: 2860.9456 - val_mae: 41.2524
Epoch 1584/2000
231/231 [==============================] - 0s 30us/step - loss: 2671.4848 - mae: 42.3804 - val_loss: 2866.1570 - val_mae: 41.1214
Epoch 1585/2000
231/231 [==============================] - 0s 27us/step - loss: 2682.6341 - mae: 42.3617 - val_loss: 2869.8748 - val_mae: 41.0969
Epoch 1586/2000
231/231 [==============================] - 0s 40us/step - loss: 2654.8517 - mae: 42.2146 - val_loss: 2867.5933 - val_mae: 41.1316
Epoch 1587/2000
231/231 [==============================] - 0s 33us/step - loss: 2658.3776 - mae: 42.2869 - val_loss: 2868.9243 - val_mae: 41.1470
Epoch 1588/2000
231/231 [==============================] - 0s 38us/step - loss: 2653.9348 - mae: 42.2119 - val_loss: 2866.4993 - val_mae: 41.1534
Epoch 1589/2000
231/231 [==============================] - 0s 31us/step - loss: 2657.1532 - mae: 42.2300 - val_loss: 2864.3457 - val_mae: 41.2278
Epoch 1590/2000
231/231 [==============================] - 0s 34us/step - loss: 2677.9575 - mae: 42.4107 - val_loss: 2863.1021 - val_mae: 41.2968
Epoch 1591/2000
231/231 [==============================] - 0s 21us/step - loss: 2653.3827 - mae: 42.2535 - val_loss: 2863.8479 - val_mae: 41.2284
Epoch 1592/2000
231/231 [==============================] - 0s 23us/step - loss: 2653.3658 - mae: 42.2310 - val_loss: 2864.5535 - val_mae: 41.1722
Epoch 1593/2000
231/231 [==============================] - 0s 42us/step - loss: 2652.8650 - mae: 42.2292 - val_loss: 2863.9141 - val_mae: 41.2177
Epoch 1594/2000
231/231 [==============================] - 0s 25us/step - loss: 2658.6507 - mae: 42.2614 - val_loss: 2867.9502 - val_mae: 41.1235
Epoch 1595/2000
231/231 [==============================] - 0s 30us/step - loss: 2656.0706 - mae: 42.2201 - val_loss: 2862.8103 - val_mae: 41.2213
Epoch 1596/2000
231/231 [==============================] - 0s 29us/step - loss: 2657.5749 - mae: 42.2818 - val_loss: 2868.2031 - val_mae: 41.1326
Epoch 1597/2000
231/231 [==============================] - 0s 34us/step - loss: 2658.7032 - mae: 42.2199 - val_loss: 2864.4534 - val_mae: 41.2577
Epoch 1598/2000
231/231 [==============================] - 0s 27us/step - loss: 2658.2503 - mae: 42.2777 - val_loss: 2863.2192 - val_mae: 41.2906
Epoch 1599/2000
231/231 [==============================] - 0s 23us/step - loss: 2654.7755 - mae: 42.2817 - val_loss: 2867.3364 - val_mae: 41.1642
Epoch 1600/2000
231/231 [==============================] - 0s 22us/step - loss: 2652.8141 - mae: 42.2162 - val_loss: 2865.9521 - val_mae: 41.1973
Epoch 1601/2000
231/231 [==============================] - 0s 34us/step - loss: 2657.1305 - mae: 42.2585 - val_loss: 2863.7322 - val_mae: 41.2708
Epoch 1602/2000
231/231 [==============================] - 0s 31us/step - loss: 2673.5463 - mae: 42.3811 - val_loss: 2868.8645 - val_mae: 41.1351
Epoch 1603/2000
231/231 [==============================] - 0s 29us/step - loss: 2653.3636 - mae: 42.2391 - val_loss: 2867.4819 - val_mae: 41.1460
Epoch 1604/2000
231/231 [==============================] - 0s 37us/step - loss: 2653.8648 - mae: 42.2531 - val_loss: 2869.0142 - val_mae: 41.1630
Epoch 1605/2000
231/231 [==============================] - 0s 25us/step - loss: 2660.5329 - mae: 42.3137 - val_loss: 2872.7981 - val_mae: 41.1350
Epoch 1606/2000
231/231 [==============================] - 0s 24us/step - loss: 2651.5727 - mae: 42.2012 - val_loss: 2869.1660 - val_mae: 41.1783
Epoch 1607/2000
231/231 [==============================] - 0s 30us/step - loss: 2666.2312 - mae: 42.3385 - val_loss: 2873.0967 - val_mae: 41.1220
Epoch 1608/2000
231/231 [==============================] - 0s 39us/step - loss: 2651.2200 - mae: 42.1894 - val_loss: 2869.3125 - val_mae: 41.1911
Epoch 1609/2000
231/231 [==============================] - 0s 28us/step - loss: 2666.3217 - mae: 42.2656 - val_loss: 2866.4028 - val_mae: 41.3012
Epoch 1610/2000
231/231 [==============================] - 0s 26us/step - loss: 2655.9789 - mae: 42.2714 - val_loss: 2870.3264 - val_mae: 41.1840
Epoch 1611/2000
231/231 [==============================] - 0s 24us/step - loss: 2670.0937 - mae: 42.2771 - val_loss: 2866.7800 - val_mae: 41.2959
Epoch 1612/2000
231/231 [==============================] - 0s 24us/step - loss: 2651.3531 - mae: 42.2108 - val_loss: 2866.6196 - val_mae: 41.2845
Epoch 1613/2000
231/231 [==============================] - 0s 37us/step - loss: 2651.3489 - mae: 42.2247 - val_loss: 2868.9163 - val_mae: 41.2134
Epoch 1614/2000
231/231 [==============================] - 0s 29us/step - loss: 2650.3677 - mae: 42.1960 - val_loss: 2867.9641 - val_mae: 41.2310
Epoch 1615/2000
231/231 [==============================] - 0s 23us/step - loss: 2670.0786 - mae: 42.3638 - val_loss: 2865.5156 - val_mae: 41.3116
Epoch 1616/2000
231/231 [==============================] - 0s 28us/step - loss: 2650.8714 - mae: 42.2441 - val_loss: 2866.1633 - val_mae: 41.2722
Epoch 1617/2000
231/231 [==============================] - 0s 39us/step - loss: 2652.6659 - mae: 42.2491 - val_loss: 2869.6191 - val_mae: 41.1940
Epoch 1618/2000
231/231 [==============================] - 0s 29us/step - loss: 2650.8619 - mae: 42.2024 - val_loss: 2869.0266 - val_mae: 41.1953
Epoch 1619/2000
231/231 [==============================] - 0s 27us/step - loss: 2665.2917 - mae: 42.3098 - val_loss: 2865.1909 - val_mae: 41.3049
Epoch 1620/2000
231/231 [==============================] - 0s 24us/step - loss: 2650.9573 - mae: 42.2259 - val_loss: 2867.7554 - val_mae: 41.2114
Epoch 1621/2000
231/231 [==============================] - 0s 33us/step - loss: 2655.7430 - mae: 42.2393 - val_loss: 2871.0911 - val_mae: 41.1535
Epoch 1622/2000
231/231 [==============================] - 0s 25us/step - loss: 2661.4250 - mae: 42.3266 - val_loss: 2874.1155 - val_mae: 41.1454
Epoch 1623/2000
231/231 [==============================] - 0s 29us/step - loss: 2663.4983 - mae: 42.2550 - val_loss: 2867.4844 - val_mae: 41.2747
Epoch 1624/2000
231/231 [==============================] - 0s 32us/step - loss: 2654.0564 - mae: 42.2386 - val_loss: 2869.2346 - val_mae: 41.1914
Epoch 1625/2000
231/231 [==============================] - 0s 24us/step - loss: 2657.1302 - mae: 42.2081 - val_loss: 2867.0798 - val_mae: 41.3004
Epoch 1626/2000
231/231 [==============================] - 0s 27us/step - loss: 2670.6369 - mae: 42.3873 - val_loss: 2870.6951 - val_mae: 41.1875
Epoch 1627/2000
231/231 [==============================] - 0s 25us/step - loss: 2672.6428 - mae: 42.4327 - val_loss: 2873.9084 - val_mae: 41.1515
Epoch 1628/2000
231/231 [==============================] - 0s 31us/step - loss: 2651.8001 - mae: 42.1885 - val_loss: 2873.1287 - val_mae: 41.1826
Epoch 1629/2000
231/231 [==============================] - 0s 24us/step - loss: 2652.4107 - mae: 42.1898 - val_loss: 2869.8123 - val_mae: 41.2580
Epoch 1630/2000
231/231 [==============================] - 0s 26us/step - loss: 2648.7635 - mae: 42.1914 - val_loss: 2868.9026 - val_mae: 41.2768
Epoch 1631/2000
231/231 [==============================] - 0s 22us/step - loss: 2681.9583 - mae: 42.4667 - val_loss: 2868.1230 - val_mae: 41.3500
Epoch 1632/2000
231/231 [==============================] - 0s 30us/step - loss: 2649.9498 - mae: 42.2126 - val_loss: 2869.1519 - val_mae: 41.2867
Epoch 1633/2000
231/231 [==============================] - 0s 31us/step - loss: 2663.6604 - mae: 42.2926 - val_loss: 2867.7803 - val_mae: 41.3473
Epoch 1634/2000
231/231 [==============================] - 0s 26us/step - loss: 2663.6101 - mae: 42.3372 - val_loss: 2867.9817 - val_mae: 41.3877
Epoch 1635/2000
231/231 [==============================] - 0s 31us/step - loss: 2649.4192 - mae: 42.2176 - val_loss: 2869.0652 - val_mae: 41.3354
Epoch 1636/2000
231/231 [==============================] - 0s 23us/step - loss: 2648.5888 - mae: 42.2019 - val_loss: 2870.4192 - val_mae: 41.2812
Epoch 1637/2000
231/231 [==============================] - 0s 31us/step - loss: 2649.2787 - mae: 42.1922 - val_loss: 2869.9021 - val_mae: 41.2516
Epoch 1638/2000
231/231 [==============================] - 0s 26us/step - loss: 2648.8510 - mae: 42.1735 - val_loss: 2868.0581 - val_mae: 41.2741
Epoch 1639/2000
231/231 [==============================] - 0s 28us/step - loss: 2647.8053 - mae: 42.1887 - val_loss: 2869.8013 - val_mae: 41.2563
Epoch 1640/2000
231/231 [==============================] - 0s 30us/step - loss: 2648.6764 - mae: 42.1861 - val_loss: 2868.5820 - val_mae: 41.2896
Epoch 1641/2000
231/231 [==============================] - 0s 32us/step - loss: 2657.8818 - mae: 42.2460 - val_loss: 2873.6833 - val_mae: 41.1807
Epoch 1642/2000
231/231 [==============================] - 0s 29us/step - loss: 2659.2896 - mae: 42.2356 - val_loss: 2867.9028 - val_mae: 41.3154
Epoch 1643/2000
231/231 [==============================] - 0s 29us/step - loss: 2654.8243 - mae: 42.2230 - val_loss: 2866.7659 - val_mae: 41.3528
Epoch 1644/2000
231/231 [==============================] - 0s 29us/step - loss: 2651.0880 - mae: 42.2335 - val_loss: 2870.0613 - val_mae: 41.2676
Epoch 1645/2000
231/231 [==============================] - 0s 26us/step - loss: 2654.7846 - mae: 42.2140 - val_loss: 2872.2815 - val_mae: 41.2058
Epoch 1646/2000
231/231 [==============================] - 0s 31us/step - loss: 2648.0947 - mae: 42.1611 - val_loss: 2869.6716 - val_mae: 41.2852
Epoch 1647/2000
231/231 [==============================] - 0s 36us/step - loss: 2648.2232 - mae: 42.1758 - val_loss: 2869.2297 - val_mae: 41.2811
Epoch 1648/2000
231/231 [==============================] - 0s 33us/step - loss: 2648.0322 - mae: 42.1724 - val_loss: 2868.4382 - val_mae: 41.2707
Epoch 1649/2000
231/231 [==============================] - 0s 23us/step - loss: 2658.7070 - mae: 42.3155 - val_loss: 2866.1409 - val_mae: 41.3624
Epoch 1650/2000
231/231 [==============================] - 0s 26us/step - loss: 2649.1206 - mae: 42.2026 - val_loss: 2867.0417 - val_mae: 41.3127
Epoch 1651/2000
231/231 [==============================] - 0s 23us/step - loss: 2681.4696 - mae: 42.4077 - val_loss: 2866.6260 - val_mae: 41.3668
Epoch 1652/2000
231/231 [==============================] - 0s 22us/step - loss: 2652.8388 - mae: 42.2576 - val_loss: 2870.4114 - val_mae: 41.2383
Epoch 1653/2000
231/231 [==============================] - 0s 30us/step - loss: 2650.3871 - mae: 42.2349 - val_loss: 2873.3237 - val_mae: 41.2162
Epoch 1654/2000
231/231 [==============================] - 0s 24us/step - loss: 2654.1406 - mae: 42.1714 - val_loss: 2868.6096 - val_mae: 41.3172
Epoch 1655/2000
231/231 [==============================] - 0s 20us/step - loss: 2647.1849 - mae: 42.1752 - val_loss: 2869.4429 - val_mae: 41.2679
Epoch 1656/2000
231/231 [==============================] - 0s 22us/step - loss: 2648.6176 - mae: 42.1824 - val_loss: 2870.6780 - val_mae: 41.2116
Epoch 1657/2000
231/231 [==============================] - 0s 30us/step - loss: 2652.3520 - mae: 42.2195 - val_loss: 2874.0491 - val_mae: 41.1926
Epoch 1658/2000
231/231 [==============================] - 0s 27us/step - loss: 2654.8879 - mae: 42.1875 - val_loss: 2868.3193 - val_mae: 41.3230
Epoch 1659/2000
231/231 [==============================] - 0s 22us/step - loss: 2652.7597 - mae: 42.1641 - val_loss: 2868.3582 - val_mae: 41.3708
Epoch 1660/2000
231/231 [==============================] - 0s 21us/step - loss: 2646.7861 - mae: 42.1856 - val_loss: 2870.1614 - val_mae: 41.2681
Epoch 1661/2000
231/231 [==============================] - 0s 29us/step - loss: 2648.4597 - mae: 42.1867 - val_loss: 2873.8333 - val_mae: 41.2512
Epoch 1662/2000
231/231 [==============================] - 0s 36us/step - loss: 2645.9263 - mae: 42.1432 - val_loss: 2871.8481 - val_mae: 41.2681
Epoch 1663/2000
231/231 [==============================] - 0s 20us/step - loss: 2650.4954 - mae: 42.1593 - val_loss: 2867.8157 - val_mae: 41.3464
Epoch 1664/2000
231/231 [==============================] - 0s 21us/step - loss: 2647.6466 - mae: 42.1938 - val_loss: 2872.1731 - val_mae: 41.2157
Epoch 1665/2000
231/231 [==============================] - 0s 23us/step - loss: 2670.3299 - mae: 42.3177 - val_loss: 2867.8711 - val_mae: 41.3288
Epoch 1666/2000
231/231 [==============================] - 0s 38us/step - loss: 2647.5124 - mae: 42.1961 - val_loss: 2870.7747 - val_mae: 41.2785
Epoch 1667/2000
231/231 [==============================] - 0s 31us/step - loss: 2663.9585 - mae: 42.3319 - val_loss: 2875.4236 - val_mae: 41.1973
Epoch 1668/2000
231/231 [==============================] - 0s 39us/step - loss: 2646.0377 - mae: 42.1395 - val_loss: 2874.2966 - val_mae: 41.2374
Epoch 1669/2000
231/231 [==============================] - 0s 27us/step - loss: 2647.9374 - mae: 42.1526 - val_loss: 2874.1284 - val_mae: 41.2499
Epoch 1670/2000
231/231 [==============================] - 0s 26us/step - loss: 2651.5364 - mae: 42.1914 - val_loss: 2876.8086 - val_mae: 41.2292
Epoch 1671/2000
231/231 [==============================] - 0s 24us/step - loss: 2646.1568 - mae: 42.1233 - val_loss: 2871.6697 - val_mae: 41.3013
Epoch 1672/2000
231/231 [==============================] - 0s 22us/step - loss: 2699.6833 - mae: 42.5789 - val_loss: 2873.7122 - val_mae: 41.2443
Epoch 1673/2000
231/231 [==============================] - 0s 22us/step - loss: 2650.3228 - mae: 42.1598 - val_loss: 2874.2798 - val_mae: 41.2094
Epoch 1674/2000
231/231 [==============================] - 0s 23us/step - loss: 2651.2773 - mae: 42.2190 - val_loss: 2875.9443 - val_mae: 41.1987
Epoch 1675/2000
231/231 [==============================] - 0s 28us/step - loss: 2647.0270 - mae: 42.1325 - val_loss: 2871.8433 - val_mae: 41.2492
Epoch 1676/2000
231/231 [==============================] - 0s 21us/step - loss: 2659.5757 - mae: 42.2389 - val_loss: 2874.7104 - val_mae: 41.1847
Epoch 1677/2000
231/231 [==============================] - 0s 24us/step - loss: 2651.4056 - mae: 42.1885 - val_loss: 2869.1167 - val_mae: 41.2577
Epoch 1678/2000
231/231 [==============================] - 0s 22us/step - loss: 2646.2531 - mae: 42.1457 - val_loss: 2867.6167 - val_mae: 41.2841
Epoch 1679/2000
231/231 [==============================] - 0s 34us/step - loss: 2644.7694 - mae: 42.1673 - val_loss: 2868.9712 - val_mae: 41.2491
Epoch 1680/2000
231/231 [==============================] - 0s 44us/step - loss: 2645.6616 - mae: 42.1665 - val_loss: 2868.5574 - val_mae: 41.2902
Epoch 1681/2000
231/231 [==============================] - 0s 25us/step - loss: 2650.9981 - mae: 42.1560 - val_loss: 2868.1348 - val_mae: 41.3427
Epoch 1682/2000
231/231 [==============================] - 0s 25us/step - loss: 2662.0966 - mae: 42.3587 - val_loss: 2872.4722 - val_mae: 41.2150
Epoch 1683/2000
231/231 [==============================] - 0s 38us/step - loss: 2647.2073 - mae: 42.1751 - val_loss: 2873.5095 - val_mae: 41.1985
Epoch 1684/2000
231/231 [==============================] - 0s 28us/step - loss: 2645.2730 - mae: 42.1461 - val_loss: 2872.7651 - val_mae: 41.2073
Epoch 1685/2000
231/231 [==============================] - 0s 35us/step - loss: 2645.6434 - mae: 42.1278 - val_loss: 2869.3752 - val_mae: 41.2871
Epoch 1686/2000
231/231 [==============================] - 0s 34us/step - loss: 2648.4380 - mae: 42.1766 - val_loss: 2867.1370 - val_mae: 41.3128
Epoch 1687/2000
231/231 [==============================] - ETA: 0s - loss: 2875.1604 - mae: 43.534 - 0s 41us/step - loss: 2645.9523 - mae: 42.1852 - val_loss: 2871.3723 - val_mae: 41.2369
Epoch 1688/2000
231/231 [==============================] - 0s 27us/step - loss: 2644.6550 - mae: 42.1416 - val_loss: 2869.6553 - val_mae: 41.3159
Epoch 1689/2000
231/231 [==============================] - 0s 28us/step - loss: 2660.2332 - mae: 42.1826 - val_loss: 2874.7993 - val_mae: 41.2051
Epoch 1690/2000
231/231 [==============================] - 0s 35us/step - loss: 2657.0572 - mae: 42.2159 - val_loss: 2868.6833 - val_mae: 41.3148
Epoch 1691/2000
231/231 [==============================] - 0s 31us/step - loss: 2644.1159 - mae: 42.1606 - val_loss: 2869.6409 - val_mae: 41.3041
Epoch 1692/2000
231/231 [==============================] - 0s 32us/step - loss: 2645.7202 - mae: 42.1296 - val_loss: 2872.6562 - val_mae: 41.2291
Epoch 1693/2000
231/231 [==============================] - 0s 33us/step - loss: 2644.1327 - mae: 42.1148 - val_loss: 2871.9507 - val_mae: 41.2408
Epoch 1694/2000
231/231 [==============================] - 0s 29us/step - loss: 2649.9079 - mae: 42.1727 - val_loss: 2868.0725 - val_mae: 41.3429
Epoch 1695/2000
231/231 [==============================] - 0s 40us/step - loss: 2656.5431 - mae: 42.1195 - val_loss: 2867.1094 - val_mae: 41.3808
Epoch 1696/2000
231/231 [==============================] - 0s 34us/step - loss: 2645.5172 - mae: 42.1846 - val_loss: 2870.4739 - val_mae: 41.2700
Epoch 1697/2000
231/231 [==============================] - 0s 40us/step - loss: 2643.0316 - mae: 42.1160 - val_loss: 2869.4133 - val_mae: 41.2589
Epoch 1698/2000
231/231 [==============================] - 0s 28us/step - loss: 2645.4517 - mae: 42.1441 - val_loss: 2873.1340 - val_mae: 41.1998
Epoch 1699/2000
231/231 [==============================] - 0s 34us/step - loss: 2644.3827 - mae: 42.1109 - val_loss: 2871.3105 - val_mae: 41.2092
Epoch 1700/2000
231/231 [==============================] - 0s 21us/step - loss: 2659.2407 - mae: 42.1821 - val_loss: 2866.7070 - val_mae: 41.3305
Epoch 1701/2000
231/231 [==============================] - 0s 34us/step - loss: 2643.2713 - mae: 42.1453 - val_loss: 2869.1306 - val_mae: 41.2481
Epoch 1702/2000
231/231 [==============================] - 0s 25us/step - loss: 2653.0222 - mae: 42.0904 - val_loss: 2867.2632 - val_mae: 41.3545
Epoch 1703/2000
231/231 [==============================] - 0s 24us/step - loss: 2642.2328 - mae: 42.1416 - val_loss: 2869.7710 - val_mae: 41.2808
Epoch 1704/2000
231/231 [==============================] - 0s 30us/step - loss: 2645.2178 - mae: 42.1553 - val_loss: 2872.8940 - val_mae: 41.2345
Epoch 1705/2000
231/231 [==============================] - 0s 30us/step - loss: 2641.7182 - mae: 42.1134 - val_loss: 2872.5161 - val_mae: 41.2687
Epoch 1706/2000
231/231 [==============================] - 0s 27us/step - loss: 2643.5181 - mae: 42.1082 - val_loss: 2870.9846 - val_mae: 41.3154
Epoch 1707/2000
231/231 [==============================] - 0s 27us/step - loss: 2645.8402 - mae: 42.1774 - val_loss: 2875.7241 - val_mae: 41.2122
Epoch 1708/2000
231/231 [==============================] - 0s 29us/step - loss: 2651.6080 - mae: 42.1519 - val_loss: 2878.2898 - val_mae: 41.1887
Epoch 1709/2000
231/231 [==============================] - 0s 39us/step - loss: 2643.0295 - mae: 42.0912 - val_loss: 2871.3062 - val_mae: 41.2692
Epoch 1710/2000
231/231 [==============================] - 0s 27us/step - loss: 2656.3330 - mae: 42.2077 - val_loss: 2876.8127 - val_mae: 41.2003
Epoch 1711/2000
231/231 [==============================] - 0s 28us/step - loss: 2644.1524 - mae: 42.0823 - val_loss: 2869.9260 - val_mae: 41.3177
Epoch 1712/2000
231/231 [==============================] - 0s 33us/step - loss: 2642.4325 - mae: 42.1160 - val_loss: 2869.6599 - val_mae: 41.2841
Epoch 1713/2000
231/231 [==============================] - 0s 40us/step - loss: 2640.3229 - mae: 42.0917 - val_loss: 2868.9041 - val_mae: 41.3018
Epoch 1714/2000
231/231 [==============================] - 0s 27us/step - loss: 2646.2893 - mae: 42.1956 - val_loss: 2875.0964 - val_mae: 41.2061
Epoch 1715/2000
231/231 [==============================] - 0s 25us/step - loss: 2640.8697 - mae: 42.0782 - val_loss: 2872.0251 - val_mae: 41.2487
Epoch 1716/2000
231/231 [==============================] - 0s 25us/step - loss: 2640.8352 - mae: 42.0898 - val_loss: 2872.0105 - val_mae: 41.2746
Epoch 1717/2000
231/231 [==============================] - 0s 41us/step - loss: 2646.8081 - mae: 42.1436 - val_loss: 2878.0120 - val_mae: 41.2333
Epoch 1718/2000
231/231 [==============================] - 0s 28us/step - loss: 2665.1294 - mae: 42.2950 - val_loss: 2880.0205 - val_mae: 41.2147
Epoch 1719/2000
231/231 [==============================] - 0s 32us/step - loss: 2641.4440 - mae: 42.0734 - val_loss: 2873.4312 - val_mae: 41.2972
Epoch 1720/2000
231/231 [==============================] - 0s 25us/step - loss: 2655.0069 - mae: 42.1525 - val_loss: 2870.2849 - val_mae: 41.3920
Epoch 1721/2000
231/231 [==============================] - 0s 35us/step - loss: 2641.7639 - mae: 42.1186 - val_loss: 2871.1372 - val_mae: 41.3175
Epoch 1722/2000
231/231 [==============================] - 0s 24us/step - loss: 2642.6429 - mae: 42.1113 - val_loss: 2874.8413 - val_mae: 41.2543
Epoch 1723/2000
231/231 [==============================] - 0s 28us/step - loss: 2644.1183 - mae: 42.0898 - val_loss: 2876.6277 - val_mae: 41.2254
Epoch 1724/2000
231/231 [==============================] - 0s 44us/step - loss: 2648.8063 - mae: 42.1668 - val_loss: 2878.7686 - val_mae: 41.2166
Epoch 1725/2000
231/231 [==============================] - 0s 23us/step - loss: 2640.4769 - mae: 42.0626 - val_loss: 2872.1482 - val_mae: 41.3028
Epoch 1726/2000
231/231 [==============================] - 0s 24us/step - loss: 2651.7223 - mae: 42.1450 - val_loss: 2869.5093 - val_mae: 41.3875
Epoch 1727/2000
231/231 [==============================] - 0s 26us/step - loss: 2640.1770 - mae: 42.1132 - val_loss: 2870.4070 - val_mae: 41.2974
Epoch 1728/2000
231/231 [==============================] - 0s 29us/step - loss: 2642.7823 - mae: 42.1165 - val_loss: 2869.5547 - val_mae: 41.3452
Epoch 1729/2000
231/231 [==============================] - 0s 33us/step - loss: 2650.7162 - mae: 42.1954 - val_loss: 2869.9827 - val_mae: 41.4144
Epoch 1730/2000
231/231 [==============================] - 0s 22us/step - loss: 2641.0814 - mae: 42.1398 - val_loss: 2874.6768 - val_mae: 41.3108
Epoch 1731/2000
231/231 [==============================] - 0s 25us/step - loss: 2642.7156 - mae: 42.0912 - val_loss: 2878.9824 - val_mae: 41.2661
Epoch 1732/2000
231/231 [==============================] - 0s 22us/step - loss: 2648.9236 - mae: 42.0869 - val_loss: 2873.3135 - val_mae: 41.4019
Epoch 1733/2000
231/231 [==============================] - 0s 30us/step - loss: 2646.3026 - mae: 42.1838 - val_loss: 2878.3455 - val_mae: 41.2923
Epoch 1734/2000
231/231 [==============================] - 0s 25us/step - loss: 2642.2600 - mae: 42.1161 - val_loss: 2879.8928 - val_mae: 41.2734
Epoch 1735/2000
231/231 [==============================] - 0s 23us/step - loss: 2651.0597 - mae: 42.1656 - val_loss: 2873.7739 - val_mae: 41.3923
Epoch 1736/2000
231/231 [==============================] - 0s 28us/step - loss: 2641.2444 - mae: 42.1389 - val_loss: 2877.7947 - val_mae: 41.3160
Epoch 1737/2000
231/231 [==============================] - 0s 30us/step - loss: 2645.8871 - mae: 42.1406 - val_loss: 2873.8914 - val_mae: 41.4088
Epoch 1738/2000
231/231 [==============================] - 0s 36us/step - loss: 2637.9017 - mae: 42.0924 - val_loss: 2876.5708 - val_mae: 41.3332
Epoch 1739/2000
231/231 [==============================] - 0s 22us/step - loss: 2640.7417 - mae: 42.1221 - val_loss: 2879.8374 - val_mae: 41.3062
Epoch 1740/2000
231/231 [==============================] - 0s 24us/step - loss: 2644.8331 - mae: 42.1215 - val_loss: 2874.7209 - val_mae: 41.4180
Epoch 1741/2000
231/231 [==============================] - 0s 33us/step - loss: 2641.4745 - mae: 42.1179 - val_loss: 2873.5664 - val_mae: 41.4077
Epoch 1742/2000
231/231 [==============================] - 0s 38us/step - loss: 2637.3663 - mae: 42.0901 - val_loss: 2875.4392 - val_mae: 41.3249
Epoch 1743/2000
231/231 [==============================] - 0s 27us/step - loss: 2645.4892 - mae: 42.1180 - val_loss: 2873.3340 - val_mae: 41.4359
Epoch 1744/2000
231/231 [==============================] - 0s 32us/step - loss: 2639.5133 - mae: 42.0686 - val_loss: 2874.5889 - val_mae: 41.4225
Epoch 1745/2000
231/231 [==============================] - 0s 29us/step - loss: 2652.7659 - mae: 42.1596 - val_loss: 2874.0222 - val_mae: 41.4738
Epoch 1746/2000
231/231 [==============================] - 0s 20us/step - loss: 2659.6744 - mae: 42.2565 - val_loss: 2878.4495 - val_mae: 41.3251
Epoch 1747/2000
231/231 [==============================] - 0s 23us/step - loss: 2640.5234 - mae: 42.0700 - val_loss: 2875.1150 - val_mae: 41.3984
Epoch 1748/2000
231/231 [==============================] - 0s 23us/step - loss: 2641.4017 - mae: 42.1459 - val_loss: 2879.0688 - val_mae: 41.3262
Epoch 1749/2000
231/231 [==============================] - 0s 20us/step - loss: 2640.8510 - mae: 42.0871 - val_loss: 2875.9185 - val_mae: 41.4111
Epoch 1750/2000
231/231 [==============================] - 0s 49us/step - loss: 2665.0116 - mae: 42.2689 - val_loss: 2875.6536 - val_mae: 41.4777
Epoch 1751/2000
231/231 [==============================] - 0s 23us/step - loss: 2638.3828 - mae: 42.0837 - val_loss: 2876.3135 - val_mae: 41.4079
Epoch 1752/2000
231/231 [==============================] - 0s 28us/step - loss: 2636.8379 - mae: 42.0621 - val_loss: 2876.2029 - val_mae: 41.4023
Epoch 1753/2000
231/231 [==============================] - 0s 30us/step - loss: 2636.8002 - mae: 42.0718 - val_loss: 2876.7759 - val_mae: 41.4198
Epoch 1754/2000
231/231 [==============================] - 0s 39us/step - loss: 2645.2213 - mae: 42.1327 - val_loss: 2882.1406 - val_mae: 41.3308
Epoch 1755/2000
231/231 [==============================] - 0s 23us/step - loss: 2644.1354 - mae: 42.1294 - val_loss: 2882.9453 - val_mae: 41.3093
Epoch 1756/2000
231/231 [==============================] - 0s 20us/step - loss: 2636.8358 - mae: 42.0471 - val_loss: 2879.3896 - val_mae: 41.3934
Epoch 1757/2000
231/231 [==============================] - 0s 24us/step - loss: 2644.7115 - mae: 42.1075 - val_loss: 2877.5740 - val_mae: 41.4747
Epoch 1758/2000
231/231 [==============================] - 0s 29us/step - loss: 2637.5889 - mae: 42.1010 - val_loss: 2878.3616 - val_mae: 41.4011
Epoch 1759/2000
231/231 [==============================] - 0s 32us/step - loss: 2637.5374 - mae: 42.1005 - val_loss: 2882.0461 - val_mae: 41.3502
Epoch 1760/2000
231/231 [==============================] - 0s 25us/step - loss: 2647.9613 - mae: 42.1599 - val_loss: 2885.6448 - val_mae: 41.3052
Epoch 1761/2000
231/231 [==============================] - 0s 21us/step - loss: 2639.3476 - mae: 42.0482 - val_loss: 2883.4844 - val_mae: 41.3271
Epoch 1762/2000
231/231 [==============================] - 0s 22us/step - loss: 2645.4318 - mae: 42.0923 - val_loss: 2877.4292 - val_mae: 41.4466
Epoch 1763/2000
231/231 [==============================] - 0s 33us/step - loss: 2653.4387 - mae: 42.2570 - val_loss: 2881.7156 - val_mae: 41.3234
Epoch 1764/2000
231/231 [==============================] - 0s 26us/step - loss: 2637.3374 - mae: 42.0721 - val_loss: 2882.3721 - val_mae: 41.3313
Epoch 1765/2000
231/231 [==============================] - 0s 24us/step - loss: 2636.2243 - mae: 42.0906 - val_loss: 2882.7273 - val_mae: 41.3581
Epoch 1766/2000
231/231 [==============================] - 0s 36us/step - loss: 2635.8250 - mae: 42.0307 - val_loss: 2881.9082 - val_mae: 41.3604
Epoch 1767/2000
231/231 [==============================] - 0s 26us/step - loss: 2638.1245 - mae: 42.0659 - val_loss: 2878.7832 - val_mae: 41.4551
Epoch 1768/2000
231/231 [==============================] - 0s 28us/step - loss: 2645.9752 - mae: 42.1232 - val_loss: 2883.5898 - val_mae: 41.3307
Epoch 1769/2000
231/231 [==============================] - 0s 30us/step - loss: 2639.7453 - mae: 42.0491 - val_loss: 2879.2969 - val_mae: 41.4485
Epoch 1770/2000
231/231 [==============================] - 0s 38us/step - loss: 2637.5988 - mae: 42.0588 - val_loss: 2879.8037 - val_mae: 41.4833
Epoch 1771/2000
231/231 [==============================] - 0s 28us/step - loss: 2637.1897 - mae: 42.0528 - val_loss: 2880.4700 - val_mae: 41.4928
Epoch 1772/2000
231/231 [==============================] - 0s 30us/step - loss: 2641.1008 - mae: 42.1273 - val_loss: 2880.7944 - val_mae: 41.5417
Epoch 1773/2000
231/231 [==============================] - 0s 27us/step - loss: 2639.3370 - mae: 42.0827 - val_loss: 2884.1074 - val_mae: 41.3926
Epoch 1774/2000
231/231 [==============================] - 0s 38us/step - loss: 2636.0533 - mae: 42.0371 - val_loss: 2881.7283 - val_mae: 41.4666
Epoch 1775/2000
231/231 [==============================] - 0s 40us/step - loss: 2647.2741 - mae: 42.1052 - val_loss: 2887.1311 - val_mae: 41.3485
Epoch 1776/2000
231/231 [==============================] - 0s 25us/step - loss: 2636.6622 - mae: 42.0567 - val_loss: 2885.3516 - val_mae: 41.3546
Epoch 1777/2000
231/231 [==============================] - 0s 26us/step - loss: 2633.5891 - mae: 42.0424 - val_loss: 2883.2451 - val_mae: 41.3821
Epoch 1778/2000
231/231 [==============================] - 0s 38us/step - loss: 2637.6691 - mae: 42.0826 - val_loss: 2886.9429 - val_mae: 41.3442
Epoch 1779/2000
231/231 [==============================] - 0s 22us/step - loss: 2635.2539 - mae: 42.0261 - val_loss: 2882.0403 - val_mae: 41.4632
Epoch 1780/2000
231/231 [==============================] - 0s 30us/step - loss: 2641.4419 - mae: 42.1110 - val_loss: 2888.5134 - val_mae: 41.3638
Epoch 1781/2000
231/231 [==============================] - 0s 33us/step - loss: 2653.8684 - mae: 42.1633 - val_loss: 2882.9771 - val_mae: 41.5030
Epoch 1782/2000
231/231 [==============================] - 0s 24us/step - loss: 2633.8595 - mae: 42.0548 - val_loss: 2885.0774 - val_mae: 41.4378
Epoch 1783/2000
231/231 [==============================] - 0s 25us/step - loss: 2634.0443 - mae: 42.0610 - val_loss: 2886.9180 - val_mae: 41.4349
Epoch 1784/2000
231/231 [==============================] - 0s 23us/step - loss: 2636.1323 - mae: 42.0254 - val_loss: 2890.3367 - val_mae: 41.4093
Epoch 1785/2000
231/231 [==============================] - 0s 29us/step - loss: 2647.4982 - mae: 42.1050 - val_loss: 2884.1682 - val_mae: 41.5223
Epoch 1786/2000
231/231 [==============================] - 0s 25us/step - loss: 2635.1096 - mae: 42.0514 - val_loss: 2886.4363 - val_mae: 41.4211
Epoch 1787/2000
231/231 [==============================] - 0s 31us/step - loss: 2633.4970 - mae: 42.0407 - val_loss: 2887.9736 - val_mae: 41.4309
Epoch 1788/2000
231/231 [==============================] - 0s 27us/step - loss: 2632.5122 - mae: 42.0179 - val_loss: 2885.8125 - val_mae: 41.4332
Epoch 1789/2000
231/231 [==============================] - 0s 23us/step - loss: 2634.4907 - mae: 42.0177 - val_loss: 2888.4163 - val_mae: 41.4094
Epoch 1790/2000
231/231 [==============================] - 0s 30us/step - loss: 2639.5926 - mae: 42.1218 - val_loss: 2889.1028 - val_mae: 41.3730
Epoch 1791/2000
231/231 [==============================] - 0s 26us/step - loss: 2633.8297 - mae: 42.0077 - val_loss: 2883.0942 - val_mae: 41.4569
Epoch 1792/2000
231/231 [==============================] - 0s 27us/step - loss: 2631.8237 - mae: 42.0331 - val_loss: 2885.5425 - val_mae: 41.4231
Epoch 1793/2000
231/231 [==============================] - 0s 26us/step - loss: 2640.8626 - mae: 42.0632 - val_loss: 2890.7356 - val_mae: 41.3621
Epoch 1794/2000
231/231 [==============================] - 0s 21us/step - loss: 2645.1419 - mae: 42.1642 - val_loss: 2892.8477 - val_mae: 41.3703
Epoch 1795/2000
231/231 [==============================] - 0s 23us/step - loss: 2642.9406 - mae: 42.1024 - val_loss: 2893.2080 - val_mae: 41.3796
Epoch 1796/2000
231/231 [==============================] - 0s 23us/step - loss: 2633.5946 - mae: 41.9917 - val_loss: 2885.4180 - val_mae: 41.4786
Epoch 1797/2000
231/231 [==============================] - 0s 24us/step - loss: 2631.5154 - mae: 42.0264 - val_loss: 2887.0520 - val_mae: 41.4498
Epoch 1798/2000
231/231 [==============================] - 0s 28us/step - loss: 2635.0403 - mae: 42.0048 - val_loss: 2884.8252 - val_mae: 41.5271
Epoch 1799/2000
231/231 [==============================] - 0s 30us/step - loss: 2639.9079 - mae: 42.0812 - val_loss: 2890.7788 - val_mae: 41.3974
Epoch 1800/2000
231/231 [==============================] - 0s 32us/step - loss: 2631.7535 - mae: 41.9930 - val_loss: 2886.5105 - val_mae: 41.4863
Epoch 1801/2000
231/231 [==============================] - 0s 22us/step - loss: 2631.3141 - mae: 42.0233 - val_loss: 2889.1453 - val_mae: 41.4304
Epoch 1802/2000
231/231 [==============================] - 0s 22us/step - loss: 2643.8542 - mae: 42.0922 - val_loss: 2893.1248 - val_mae: 41.4078
Epoch 1803/2000
231/231 [==============================] - 0s 29us/step - loss: 2632.5567 - mae: 41.9826 - val_loss: 2890.1499 - val_mae: 41.4359
Epoch 1804/2000
231/231 [==============================] - 0s 24us/step - loss: 2644.4253 - mae: 42.0586 - val_loss: 2885.8306 - val_mae: 41.5583
Epoch 1805/2000
231/231 [==============================] - 0s 22us/step - loss: 2639.2925 - mae: 42.0256 - val_loss: 2885.6060 - val_mae: 41.5915
Epoch 1806/2000
231/231 [==============================] - 0s 28us/step - loss: 2634.0096 - mae: 42.0426 - val_loss: 2889.4009 - val_mae: 41.4510
Epoch 1807/2000
231/231 [==============================] - 0s 30us/step - loss: 2635.5444 - mae: 42.0311 - val_loss: 2893.2375 - val_mae: 41.4373
Epoch 1808/2000
231/231 [==============================] - 0s 26us/step - loss: 2631.1220 - mae: 42.0149 - val_loss: 2890.8599 - val_mae: 41.4795
Epoch 1809/2000
231/231 [==============================] - 0s 25us/step - loss: 2650.0372 - mae: 42.1444 - val_loss: 2895.1951 - val_mae: 41.4320
Epoch 1810/2000
231/231 [==============================] - 0s 25us/step - loss: 2636.9663 - mae: 42.0149 - val_loss: 2889.0903 - val_mae: 41.5238
Epoch 1811/2000
231/231 [==============================] - 0s 23us/step - loss: 2632.4582 - mae: 42.0069 - val_loss: 2886.9275 - val_mae: 41.5495
Epoch 1812/2000
231/231 [==============================] - 0s 29us/step - loss: 2642.3357 - mae: 42.0584 - val_loss: 2884.7988 - val_mae: 41.5759
Epoch 1813/2000
231/231 [==============================] - 0s 27us/step - loss: 2631.6973 - mae: 42.0516 - val_loss: 2886.8262 - val_mae: 41.5286
Epoch 1814/2000
231/231 [==============================] - 0s 27us/step - loss: 2640.2282 - mae: 42.1315 - val_loss: 2885.6191 - val_mae: 41.5865
Epoch 1815/2000
231/231 [==============================] - 0s 30us/step - loss: 2633.9034 - mae: 42.0224 - val_loss: 2884.4590 - val_mae: 41.5620
Epoch 1816/2000
231/231 [==============================] - 0s 30us/step - loss: 2644.0287 - mae: 42.0787 - val_loss: 2883.8350 - val_mae: 41.5848
Epoch 1817/2000
231/231 [==============================] - 0s 30us/step - loss: 2631.5696 - mae: 42.0374 - val_loss: 2886.2458 - val_mae: 41.4567
Epoch 1818/2000
231/231 [==============================] - 0s 25us/step - loss: 2646.9690 - mae: 42.0539 - val_loss: 2884.4006 - val_mae: 41.5492
Epoch 1819/2000
231/231 [==============================] - 0s 23us/step - loss: 2642.5475 - mae: 42.0762 - val_loss: 2884.1538 - val_mae: 41.5832
Epoch 1820/2000
231/231 [==============================] - 0s 31us/step - loss: 2629.4282 - mae: 41.9940 - val_loss: 2884.7334 - val_mae: 41.5133
Epoch 1821/2000
231/231 [==============================] - 0s 30us/step - loss: 2638.6197 - mae: 42.0853 - val_loss: 2888.4060 - val_mae: 41.4074
Epoch 1822/2000
231/231 [==============================] - 0s 31us/step - loss: 2627.9777 - mae: 41.9702 - val_loss: 2886.6792 - val_mae: 41.4277
Epoch 1823/2000
231/231 [==============================] - 0s 24us/step - loss: 2640.3210 - mae: 42.0617 - val_loss: 2889.9277 - val_mae: 41.3793
Epoch 1824/2000
231/231 [==============================] - 0s 32us/step - loss: 2628.8287 - mae: 41.9512 - val_loss: 2886.3333 - val_mae: 41.4084
Epoch 1825/2000
231/231 [==============================] - 0s 25us/step - loss: 2632.8312 - mae: 41.9652 - val_loss: 2882.2383 - val_mae: 41.4987
Epoch 1826/2000
231/231 [==============================] - 0s 29us/step - loss: 2635.4228 - mae: 42.0866 - val_loss: 2887.9292 - val_mae: 41.4139
Epoch 1827/2000
231/231 [==============================] - 0s 27us/step - loss: 2630.2977 - mae: 41.9767 - val_loss: 2886.5215 - val_mae: 41.4760
Epoch 1828/2000
231/231 [==============================] - 0s 29us/step - loss: 2632.0443 - mae: 41.9728 - val_loss: 2884.7976 - val_mae: 41.5538
Epoch 1829/2000
231/231 [==============================] - 0s 25us/step - loss: 2628.2756 - mae: 41.9607 - val_loss: 2885.3730 - val_mae: 41.5236
Epoch 1830/2000
231/231 [==============================] - 0s 27us/step - loss: 2629.5610 - mae: 41.9906 - val_loss: 2886.6936 - val_mae: 41.4534
Epoch 1831/2000
231/231 [==============================] - 0s 33us/step - loss: 2628.2445 - mae: 41.9861 - val_loss: 2884.9712 - val_mae: 41.4537
Epoch 1832/2000
231/231 [==============================] - 0s 37us/step - loss: 2630.4402 - mae: 42.0045 - val_loss: 2885.3013 - val_mae: 41.4208
Epoch 1833/2000
231/231 [==============================] - 0s 25us/step - loss: 2637.8963 - mae: 41.9994 - val_loss: 2881.7627 - val_mae: 41.5629
Epoch 1834/2000
231/231 [==============================] - 0s 29us/step - loss: 2639.6899 - mae: 42.1022 - val_loss: 2888.9023 - val_mae: 41.4122
Epoch 1835/2000
231/231 [==============================] - 0s 36us/step - loss: 2629.9957 - mae: 41.9729 - val_loss: 2883.5242 - val_mae: 41.4764
Epoch 1836/2000
231/231 [==============================] - 0s 41us/step - loss: 2648.2715 - mae: 42.0832 - val_loss: 2881.7119 - val_mae: 41.5552
Epoch 1837/2000
231/231 [==============================] - 0s 26us/step - loss: 2632.9994 - mae: 42.0704 - val_loss: 2882.3323 - val_mae: 41.5637
Epoch 1838/2000
231/231 [==============================] - 0s 22us/step - loss: 2646.1712 - mae: 42.0755 - val_loss: 2882.3486 - val_mae: 41.5970
Epoch 1839/2000
231/231 [==============================] - 0s 30us/step - loss: 2633.4097 - mae: 42.0233 - val_loss: 2883.0635 - val_mae: 41.5865
Epoch 1840/2000
231/231 [==============================] - 0s 26us/step - loss: 2631.1065 - mae: 42.0579 - val_loss: 2885.7578 - val_mae: 41.4607
Epoch 1841/2000
231/231 [==============================] - 0s 24us/step - loss: 2627.3202 - mae: 41.9600 - val_loss: 2885.3167 - val_mae: 41.5040
Epoch 1842/2000
231/231 [==============================] - 0s 25us/step - loss: 2630.0080 - mae: 41.9898 - val_loss: 2884.5056 - val_mae: 41.5543
Epoch 1843/2000
231/231 [==============================] - 0s 23us/step - loss: 2631.1064 - mae: 42.0021 - val_loss: 2888.1851 - val_mae: 41.4364
Epoch 1844/2000
231/231 [==============================] - 0s 33us/step - loss: 2629.2740 - mae: 41.9860 - val_loss: 2890.1182 - val_mae: 41.4362
Epoch 1845/2000
231/231 [==============================] - 0s 25us/step - loss: 2629.5825 - mae: 41.9581 - val_loss: 2884.6946 - val_mae: 41.5123
Epoch 1846/2000
231/231 [==============================] - 0s 29us/step - loss: 2628.1365 - mae: 41.9697 - val_loss: 2883.8457 - val_mae: 41.4873
Epoch 1847/2000
231/231 [==============================] - 0s 32us/step - loss: 2638.5719 - mae: 42.0583 - val_loss: 2882.9338 - val_mae: 41.5781
Epoch 1848/2000
231/231 [==============================] - 0s 27us/step - loss: 2629.1423 - mae: 41.9854 - val_loss: 2882.4844 - val_mae: 41.5235
Epoch 1849/2000
231/231 [==============================] - 0s 27us/step - loss: 2628.8091 - mae: 42.0030 - val_loss: 2887.1919 - val_mae: 41.4337
Epoch 1850/2000
231/231 [==============================] - 0s 24us/step - loss: 2645.1054 - mae: 42.0425 - val_loss: 2882.7070 - val_mae: 41.5383
Epoch 1851/2000
231/231 [==============================] - 0s 29us/step - loss: 2626.2498 - mae: 41.9911 - val_loss: 2883.8579 - val_mae: 41.5173
Epoch 1852/2000
231/231 [==============================] - 0s 29us/step - loss: 2625.8386 - mae: 41.9698 - val_loss: 2885.9866 - val_mae: 41.4628
Epoch 1853/2000
231/231 [==============================] - 0s 23us/step - loss: 2626.7460 - mae: 41.9858 - val_loss: 2887.5024 - val_mae: 41.4289
Epoch 1854/2000
231/231 [==============================] - 0s 26us/step - loss: 2625.6841 - mae: 41.9539 - val_loss: 2884.8582 - val_mae: 41.4908
Epoch 1855/2000
231/231 [==============================] - 0s 34us/step - loss: 2624.5499 - mae: 41.9490 - val_loss: 2885.4551 - val_mae: 41.4499
Epoch 1856/2000
231/231 [==============================] - 0s 33us/step - loss: 2626.5487 - mae: 41.9440 - val_loss: 2883.6453 - val_mae: 41.5430
Epoch 1857/2000
231/231 [==============================] - 0s 38us/step - loss: 2642.5945 - mae: 42.1362 - val_loss: 2889.6372 - val_mae: 41.4131
Epoch 1858/2000
231/231 [==============================] - 0s 23us/step - loss: 2646.9751 - mae: 42.0362 - val_loss: 2884.0063 - val_mae: 41.5262
Epoch 1859/2000
231/231 [==============================] - 0s 38us/step - loss: 2624.5188 - mae: 41.9509 - val_loss: 2885.7925 - val_mae: 41.4731
Epoch 1860/2000
231/231 [==============================] - 0s 33us/step - loss: 2646.1473 - mae: 41.9978 - val_loss: 2890.7405 - val_mae: 41.4164
Epoch 1861/2000
231/231 [==============================] - 0s 33us/step - loss: 2630.2994 - mae: 41.9341 - val_loss: 2886.4824 - val_mae: 41.5101
Epoch 1862/2000
231/231 [==============================] - 0s 34us/step - loss: 2629.8033 - mae: 42.0250 - val_loss: 2885.7285 - val_mae: 41.5668
Epoch 1863/2000
231/231 [==============================] - 0s 37us/step - loss: 2639.4071 - mae: 42.0647 - val_loss: 2884.6921 - val_mae: 41.6054
Epoch 1864/2000
231/231 [==============================] - 0s 25us/step - loss: 2632.0615 - mae: 42.0573 - val_loss: 2885.6758 - val_mae: 41.6080
Epoch 1865/2000
231/231 [==============================] - 0s 28us/step - loss: 2627.7202 - mae: 41.9761 - val_loss: 2887.6350 - val_mae: 41.4890
Epoch 1866/2000
231/231 [==============================] - 0s 26us/step - loss: 2637.4649 - mae: 42.0123 - val_loss: 2890.8950 - val_mae: 41.4251
Epoch 1867/2000
231/231 [==============================] - 0s 37us/step - loss: 2629.2069 - mae: 41.9402 - val_loss: 2885.9871 - val_mae: 41.5207
Epoch 1868/2000
231/231 [==============================] - 0s 33us/step - loss: 2624.0570 - mae: 41.9537 - val_loss: 2887.7141 - val_mae: 41.4774
Epoch 1869/2000
231/231 [==============================] - 0s 27us/step - loss: 2625.1366 - mae: 41.9422 - val_loss: 2885.0017 - val_mae: 41.5006
Epoch 1870/2000
231/231 [==============================] - 0s 32us/step - loss: 2624.6952 - mae: 41.9332 - val_loss: 2884.6877 - val_mae: 41.5431
Epoch 1871/2000
231/231 [==============================] - 0s 28us/step - loss: 2628.5417 - mae: 42.0124 - val_loss: 2888.6313 - val_mae: 41.4330
Epoch 1872/2000
231/231 [==============================] - 0s 28us/step - loss: 2622.8083 - mae: 41.9159 - val_loss: 2885.8232 - val_mae: 41.4791
Epoch 1873/2000
231/231 [==============================] - 0s 43us/step - loss: 2623.5106 - mae: 41.9269 - val_loss: 2884.4424 - val_mae: 41.5168
Epoch 1874/2000
231/231 [==============================] - 0s 32us/step - loss: 2627.7971 - mae: 41.9089 - val_loss: 2882.4836 - val_mae: 41.5607
Epoch 1875/2000
231/231 [==============================] - 0s 26us/step - loss: 2629.4657 - mae: 42.0068 - val_loss: 2888.2446 - val_mae: 41.4128
Epoch 1876/2000
231/231 [==============================] - 0s 35us/step - loss: 2622.9505 - mae: 41.9080 - val_loss: 2883.6643 - val_mae: 41.4681
Epoch 1877/2000
231/231 [==============================] - 0s 32us/step - loss: 2626.8582 - mae: 41.9572 - val_loss: 2888.7642 - val_mae: 41.4236
Epoch 1878/2000
231/231 [==============================] - 0s 33us/step - loss: 2623.6710 - mae: 41.9565 - val_loss: 2887.2336 - val_mae: 41.4599
Epoch 1879/2000
231/231 [==============================] - 0s 25us/step - loss: 2623.7151 - mae: 41.9198 - val_loss: 2888.0784 - val_mae: 41.4435
Epoch 1880/2000
231/231 [==============================] - 0s 32us/step - loss: 2631.6574 - mae: 41.9784 - val_loss: 2883.5771 - val_mae: 41.6013
Epoch 1881/2000
231/231 [==============================] - 0s 34us/step - loss: 2623.0952 - mae: 41.9165 - val_loss: 2884.7031 - val_mae: 41.4809
Epoch 1882/2000
231/231 [==============================] - 0s 33us/step - loss: 2626.8832 - mae: 41.9586 - val_loss: 2882.0503 - val_mae: 41.5701
Epoch 1883/2000
231/231 [==============================] - 0s 28us/step - loss: 2624.8047 - mae: 41.9551 - val_loss: 2884.6812 - val_mae: 41.4524
Epoch 1884/2000
231/231 [==============================] - 0s 25us/step - loss: 2625.7336 - mae: 41.9378 - val_loss: 2888.6248 - val_mae: 41.3977
Epoch 1885/2000
231/231 [==============================] - 0s 23us/step - loss: 2622.7583 - mae: 41.9157 - val_loss: 2885.1653 - val_mae: 41.4466
Epoch 1886/2000
231/231 [==============================] - 0s 34us/step - loss: 2631.6461 - mae: 42.0854 - val_loss: 2891.8613 - val_mae: 41.4154
Epoch 1887/2000
231/231 [==============================] - 0s 31us/step - loss: 2623.1401 - mae: 41.8918 - val_loss: 2884.5449 - val_mae: 41.4846
Epoch 1888/2000
231/231 [==============================] - 0s 27us/step - loss: 2630.0097 - mae: 41.9868 - val_loss: 2890.4043 - val_mae: 41.4083
Epoch 1889/2000
231/231 [==============================] - 0s 24us/step - loss: 2622.5165 - mae: 41.8892 - val_loss: 2884.0151 - val_mae: 41.4870
Epoch 1890/2000
231/231 [==============================] - 0s 40us/step - loss: 2627.1150 - mae: 41.9350 - val_loss: 2888.3716 - val_mae: 41.4046
Epoch 1891/2000
231/231 [==============================] - 0s 26us/step - loss: 2623.2226 - mae: 41.8910 - val_loss: 2880.4795 - val_mae: 41.5153
Epoch 1892/2000
231/231 [==============================] - 0s 33us/step - loss: 2623.1700 - mae: 41.9463 - val_loss: 2880.5098 - val_mae: 41.5377
Epoch 1893/2000
231/231 [==============================] - 0s 30us/step - loss: 2622.2548 - mae: 41.9435 - val_loss: 2884.9426 - val_mae: 41.4247
Epoch 1894/2000
231/231 [==============================] - 0s 20us/step - loss: 2621.4943 - mae: 41.9163 - val_loss: 2883.3127 - val_mae: 41.5225
Epoch 1895/2000
231/231 [==============================] - 0s 25us/step - loss: 2626.1551 - mae: 41.9396 - val_loss: 2883.3193 - val_mae: 41.5936
Epoch 1896/2000
231/231 [==============================] - 0s 28us/step - loss: 2622.1823 - mae: 41.9373 - val_loss: 2889.1333 - val_mae: 41.4450
Epoch 1897/2000
231/231 [==============================] - 0s 40us/step - loss: 2622.8480 - mae: 41.8929 - val_loss: 2882.8201 - val_mae: 41.5816
Epoch 1898/2000
231/231 [==============================] - 0s 29us/step - loss: 2620.4934 - mae: 41.9365 - val_loss: 2887.3713 - val_mae: 41.4913
Epoch 1899/2000
231/231 [==============================] - 0s 36us/step - loss: 2626.1303 - mae: 41.9027 - val_loss: 2884.4739 - val_mae: 41.6336
Epoch 1900/2000
231/231 [==============================] - 0s 25us/step - loss: 2626.0986 - mae: 41.9609 - val_loss: 2883.3396 - val_mae: 41.5953
Epoch 1901/2000
231/231 [==============================] - 0s 44us/step - loss: 2621.7728 - mae: 41.9393 - val_loss: 2883.4443 - val_mae: 41.5165
Epoch 1902/2000
231/231 [==============================] - 0s 25us/step - loss: 2656.3226 - mae: 42.1293 - val_loss: 2883.0667 - val_mae: 41.5747
Epoch 1903/2000
231/231 [==============================] - 0s 31us/step - loss: 2624.0046 - mae: 41.9451 - val_loss: 2883.8940 - val_mae: 41.5892
Epoch 1904/2000
231/231 [==============================] - 0s 30us/step - loss: 2620.5836 - mae: 41.9328 - val_loss: 2884.3948 - val_mae: 41.5667
Epoch 1905/2000
231/231 [==============================] - 0s 27us/step - loss: 2620.6229 - mae: 41.9100 - val_loss: 2886.5249 - val_mae: 41.4712
Epoch 1906/2000
231/231 [==============================] - 0s 24us/step - loss: 2620.1360 - mae: 41.9014 - val_loss: 2883.8853 - val_mae: 41.5109
Epoch 1907/2000
231/231 [==============================] - 0s 28us/step - loss: 2637.1266 - mae: 42.1090 - val_loss: 2889.5051 - val_mae: 41.4156
Epoch 1908/2000
231/231 [==============================] - 0s 27us/step - loss: 2628.6813 - mae: 41.9595 - val_loss: 2883.9023 - val_mae: 41.5439
Epoch 1909/2000
231/231 [==============================] - 0s 40us/step - loss: 2629.0961 - mae: 41.9590 - val_loss: 2882.9824 - val_mae: 41.5934
Epoch 1910/2000
231/231 [==============================] - 0s 27us/step - loss: 2621.8568 - mae: 41.9466 - val_loss: 2884.1377 - val_mae: 41.5869
Epoch 1911/2000
231/231 [==============================] - 0s 29us/step - loss: 2619.2578 - mae: 41.9150 - val_loss: 2884.0420 - val_mae: 41.5211
Epoch 1912/2000
231/231 [==============================] - 0s 28us/step - loss: 2627.8648 - mae: 41.9773 - val_loss: 2882.9172 - val_mae: 41.5945
Epoch 1913/2000
231/231 [==============================] - 0s 24us/step - loss: 2619.6324 - mae: 41.9026 - val_loss: 2885.0708 - val_mae: 41.5666
Epoch 1914/2000
231/231 [==============================] - ETA: 0s - loss: 2351.6047 - mae: 39.831 - 0s 25us/step - loss: 2621.8011 - mae: 41.9415 - val_loss: 2890.2603 - val_mae: 41.4704
Epoch 1915/2000
231/231 [==============================] - 0s 27us/step - loss: 2623.4604 - mae: 41.8909 - val_loss: 2885.2104 - val_mae: 41.5772
Epoch 1916/2000
231/231 [==============================] - 0s 36us/step - loss: 2618.0313 - mae: 41.8699 - val_loss: 2887.4204 - val_mae: 41.5329
Epoch 1917/2000
231/231 [==============================] - 0s 32us/step - loss: 2621.0111 - mae: 41.9542 - val_loss: 2892.5249 - val_mae: 41.4918
Epoch 1918/2000
231/231 [==============================] - 0s 34us/step - loss: 2626.3612 - mae: 41.8907 - val_loss: 2888.0273 - val_mae: 41.6303
Epoch 1919/2000
231/231 [==============================] - 0s 34us/step - loss: 2627.7785 - mae: 41.9090 - val_loss: 2887.1208 - val_mae: 41.6571
Epoch 1920/2000
231/231 [==============================] - 0s 29us/step - loss: 2626.6937 - mae: 41.9133 - val_loss: 2887.0837 - val_mae: 41.6704
Epoch 1921/2000
231/231 [==============================] - 0s 24us/step - loss: 2630.1546 - mae: 41.9726 - val_loss: 2892.7737 - val_mae: 41.5133
Epoch 1922/2000
231/231 [==============================] - 0s 27us/step - loss: 2616.6650 - mae: 41.8491 - val_loss: 2890.7920 - val_mae: 41.5604
Epoch 1923/2000
231/231 [==============================] - 0s 34us/step - loss: 2616.8762 - mae: 41.8349 - val_loss: 2889.5740 - val_mae: 41.5905
Epoch 1924/2000
231/231 [==============================] - 0s 28us/step - loss: 2627.2860 - mae: 41.9179 - val_loss: 2887.7012 - val_mae: 41.6494
Epoch 1925/2000
231/231 [==============================] - 0s 22us/step - loss: 2618.0577 - mae: 41.8697 - val_loss: 2888.3831 - val_mae: 41.6156
Epoch 1926/2000
231/231 [==============================] - 0s 29us/step - loss: 2619.7597 - mae: 41.9046 - val_loss: 2887.7915 - val_mae: 41.6072
Epoch 1927/2000
231/231 [==============================] - 0s 32us/step - loss: 2628.4511 - mae: 41.9069 - val_loss: 2886.8931 - val_mae: 41.6634
Epoch 1928/2000
231/231 [==============================] - 0s 30us/step - loss: 2623.6381 - mae: 41.9586 - val_loss: 2886.5903 - val_mae: 41.6532
Epoch 1929/2000
231/231 [==============================] - 0s 22us/step - loss: 2616.6393 - mae: 41.8791 - val_loss: 2887.3594 - val_mae: 41.5817
Epoch 1930/2000
231/231 [==============================] - 0s 30us/step - loss: 2622.2676 - mae: 41.9472 - val_loss: 2892.7581 - val_mae: 41.4762
Epoch 1931/2000
231/231 [==============================] - 0s 33us/step - loss: 2619.8059 - mae: 41.8477 - val_loss: 2891.6025 - val_mae: 41.4979
Epoch 1932/2000
231/231 [==============================] - 0s 23us/step - loss: 2617.1454 - mae: 41.8752 - val_loss: 2890.2090 - val_mae: 41.5761
Epoch 1933/2000
231/231 [==============================] - 0s 23us/step - loss: 2615.0936 - mae: 41.8526 - val_loss: 2889.5461 - val_mae: 41.5592
Epoch 1934/2000
231/231 [==============================] - 0s 25us/step - loss: 2616.8766 - mae: 41.8558 - val_loss: 2888.9297 - val_mae: 41.6195
Epoch 1935/2000
231/231 [==============================] - 0s 28us/step - loss: 2614.7073 - mae: 41.8532 - val_loss: 2890.8860 - val_mae: 41.5467
Epoch 1936/2000
231/231 [==============================] - 0s 24us/step - loss: 2627.8653 - mae: 41.8322 - val_loss: 2888.3982 - val_mae: 41.6847
Epoch 1937/2000
231/231 [==============================] - 0s 22us/step - loss: 2622.0409 - mae: 41.9252 - val_loss: 2894.9832 - val_mae: 41.5056
Epoch 1938/2000
231/231 [==============================] - 0s 21us/step - loss: 2641.3084 - mae: 41.9783 - val_loss: 2889.9138 - val_mae: 41.6285
Epoch 1939/2000
231/231 [==============================] - 0s 23us/step - loss: 2616.8113 - mae: 41.8735 - val_loss: 2889.5349 - val_mae: 41.6341
Epoch 1940/2000
231/231 [==============================] - 0s 21us/step - loss: 2616.2695 - mae: 41.8390 - val_loss: 2888.6577 - val_mae: 41.6299
Epoch 1941/2000
231/231 [==============================] - 0s 29us/step - loss: 2615.9424 - mae: 41.8722 - val_loss: 2892.2788 - val_mae: 41.5701
Epoch 1942/2000
231/231 [==============================] - 0s 26us/step - loss: 2618.6488 - mae: 41.8450 - val_loss: 2890.0474 - val_mae: 41.6564
Epoch 1943/2000
231/231 [==============================] - 0s 27us/step - loss: 2618.9776 - mae: 41.8751 - val_loss: 2889.8284 - val_mae: 41.6806
Epoch 1944/2000
231/231 [==============================] - 0s 29us/step - loss: 2628.9435 - mae: 41.9194 - val_loss: 2894.8440 - val_mae: 41.5267
Epoch 1945/2000
231/231 [==============================] - 0s 30us/step - loss: 2629.6997 - mae: 41.9613 - val_loss: 2897.9976 - val_mae: 41.5045
Epoch 1946/2000
231/231 [==============================] - 0s 36us/step - loss: 2617.9916 - mae: 41.8515 - val_loss: 2896.6396 - val_mae: 41.5139
Epoch 1947/2000
231/231 [==============================] - 0s 33us/step - loss: 2615.5861 - mae: 41.8161 - val_loss: 2891.0769 - val_mae: 41.5981
Epoch 1948/2000
231/231 [==============================] - 0s 33us/step - loss: 2614.1950 - mae: 41.8191 - val_loss: 2892.9753 - val_mae: 41.5528
Epoch 1949/2000
231/231 [==============================] - 0s 25us/step - loss: 2613.5387 - mae: 41.8254 - val_loss: 2893.2588 - val_mae: 41.5491
Epoch 1950/2000
231/231 [==============================] - 0s 31us/step - loss: 2615.2925 - mae: 41.8475 - val_loss: 2889.7498 - val_mae: 41.6240
Epoch 1951/2000
231/231 [==============================] - 0s 32us/step - loss: 2615.1790 - mae: 41.8305 - val_loss: 2889.1157 - val_mae: 41.6145
Epoch 1952/2000
231/231 [==============================] - 0s 25us/step - loss: 2620.8777 - mae: 41.8757 - val_loss: 2895.6899 - val_mae: 41.4947
Epoch 1953/2000
231/231 [==============================] - 0s 30us/step - loss: 2623.4539 - mae: 41.8499 - val_loss: 2888.4470 - val_mae: 41.6402
Epoch 1954/2000
231/231 [==============================] - 0s 22us/step - loss: 2623.6330 - mae: 41.8817 - val_loss: 2888.2908 - val_mae: 41.6905
Epoch 1955/2000
231/231 [==============================] - 0s 34us/step - loss: 2613.1304 - mae: 41.8457 - val_loss: 2888.9790 - val_mae: 41.5880
Epoch 1956/2000
231/231 [==============================] - 0s 24us/step - loss: 2622.5768 - mae: 41.9389 - val_loss: 2888.0154 - val_mae: 41.6772
Epoch 1957/2000
231/231 [==============================] - 0s 29us/step - loss: 2616.9317 - mae: 41.8008 - val_loss: 2889.5364 - val_mae: 41.6789
Epoch 1958/2000
231/231 [==============================] - 0s 23us/step - loss: 2619.0910 - mae: 41.8744 - val_loss: 2889.1338 - val_mae: 41.6833
Epoch 1959/2000
231/231 [==============================] - 0s 27us/step - loss: 2612.2570 - mae: 41.8087 - val_loss: 2892.3091 - val_mae: 41.6033
Epoch 1960/2000
231/231 [==============================] - 0s 26us/step - loss: 2612.6126 - mae: 41.8286 - val_loss: 2891.3408 - val_mae: 41.6469
Epoch 1961/2000
231/231 [==============================] - 0s 26us/step - loss: 2612.9810 - mae: 41.8283 - val_loss: 2891.2678 - val_mae: 41.6550
Epoch 1962/2000
231/231 [==============================] - 0s 33us/step - loss: 2630.6511 - mae: 41.9598 - val_loss: 2889.9202 - val_mae: 41.7219
Epoch 1963/2000
231/231 [==============================] - 0s 29us/step - loss: 2613.8297 - mae: 41.8380 - val_loss: 2891.8933 - val_mae: 41.6839
Epoch 1964/2000
231/231 [==============================] - 0s 23us/step - loss: 2615.5131 - mae: 41.8169 - val_loss: 2891.2380 - val_mae: 41.6983
Epoch 1965/2000
231/231 [==============================] - 0s 22us/step - loss: 2615.5422 - mae: 41.8438 - val_loss: 2892.0815 - val_mae: 41.6943
Epoch 1966/2000
231/231 [==============================] - 0s 27us/step - loss: 2618.5905 - mae: 41.8624 - val_loss: 2896.2839 - val_mae: 41.5493
Epoch 1967/2000
231/231 [==============================] - 0s 32us/step - loss: 2610.6958 - mae: 41.7769 - val_loss: 2891.7476 - val_mae: 41.6219
Epoch 1968/2000
231/231 [==============================] - 0s 22us/step - loss: 2625.5791 - mae: 41.8971 - val_loss: 2897.5029 - val_mae: 41.5147
Epoch 1969/2000
231/231 [==============================] - 0s 24us/step - loss: 2614.1510 - mae: 41.7911 - val_loss: 2890.2693 - val_mae: 41.6444
Epoch 1970/2000
231/231 [==============================] - 0s 24us/step - loss: 2610.7440 - mae: 41.7974 - val_loss: 2892.6672 - val_mae: 41.5663
Epoch 1971/2000
231/231 [==============================] - 0s 30us/step - loss: 2610.2596 - mae: 41.7821 - val_loss: 2891.8796 - val_mae: 41.6115
Epoch 1972/2000
231/231 [==============================] - 0s 27us/step - loss: 2610.1149 - mae: 41.7667 - val_loss: 2891.3320 - val_mae: 41.6429
Epoch 1973/2000
231/231 [==============================] - 0s 35us/step - loss: 2626.3317 - mae: 41.9054 - val_loss: 2897.8142 - val_mae: 41.5210
Epoch 1974/2000
231/231 [==============================] - 0s 25us/step - loss: 2616.1038 - mae: 41.8348 - val_loss: 2898.6204 - val_mae: 41.5364
Epoch 1975/2000
231/231 [==============================] - 0s 24us/step - loss: 2612.7428 - mae: 41.7944 - val_loss: 2896.3757 - val_mae: 41.5812
Epoch 1976/2000
231/231 [==============================] - 0s 31us/step - loss: 2611.1875 - mae: 41.7947 - val_loss: 2891.5679 - val_mae: 41.6613
Epoch 1977/2000
231/231 [==============================] - 0s 26us/step - loss: 2619.3236 - mae: 41.8513 - val_loss: 2890.7314 - val_mae: 41.7282
Epoch 1978/2000
231/231 [==============================] - 0s 29us/step - loss: 2610.0016 - mae: 41.7955 - val_loss: 2892.9180 - val_mae: 41.6272
Epoch 1979/2000
231/231 [==============================] - 0s 41us/step - loss: 2630.9305 - mae: 42.0369 - val_loss: 2898.5229 - val_mae: 41.5370
Epoch 1980/2000
231/231 [==============================] - 0s 38us/step - loss: 2625.5421 - mae: 42.0017 - val_loss: 2900.3215 - val_mae: 41.5140
Epoch 1981/2000
231/231 [==============================] - 0s 23us/step - loss: 2611.7100 - mae: 41.7836 - val_loss: 2896.6125 - val_mae: 41.5277
Epoch 1982/2000
231/231 [==============================] - 0s 26us/step - loss: 2613.1846 - mae: 41.8301 - val_loss: 2898.7617 - val_mae: 41.5416
Epoch 1983/2000
231/231 [==============================] - 0s 27us/step - loss: 2614.8205 - mae: 41.8048 - val_loss: 2900.5464 - val_mae: 41.5458
Epoch 1984/2000
231/231 [==============================] - 0s 44us/step - loss: 2609.2440 - mae: 41.7700 - val_loss: 2896.4878 - val_mae: 41.5797
Epoch 1985/2000
231/231 [==============================] - 0s 30us/step - loss: 2609.2265 - mae: 41.7728 - val_loss: 2896.7327 - val_mae: 41.6081
Epoch 1986/2000
231/231 [==============================] - 0s 21us/step - loss: 2618.4298 - mae: 41.8003 - val_loss: 2901.5249 - val_mae: 41.5440
Epoch 1987/2000
231/231 [==============================] - 0s 35us/step - loss: 2620.2743 - mae: 41.7930 - val_loss: 2893.6450 - val_mae: 41.6777
Epoch 1988/2000
231/231 [==============================] - 0s 28us/step - loss: 2610.9395 - mae: 41.7369 - val_loss: 2892.6677 - val_mae: 41.6686
Epoch 1989/2000
231/231 [==============================] - 0s 25us/step - loss: 2608.0821 - mae: 41.7775 - val_loss: 2894.0955 - val_mae: 41.6239
Epoch 1990/2000
231/231 [==============================] - 0s 33us/step - loss: 2611.4620 - mae: 41.7855 - val_loss: 2892.1147 - val_mae: 41.6864
Epoch 1991/2000
231/231 [==============================] - 0s 31us/step - loss: 2614.2573 - mae: 41.8388 - val_loss: 2898.9675 - val_mae: 41.5652
Epoch 1992/2000
231/231 [==============================] - 0s 36us/step - loss: 2618.1122 - mae: 41.8407 - val_loss: 2902.2009 - val_mae: 41.5449
Epoch 1993/2000
231/231 [==============================] - 0s 27us/step - loss: 2649.3841 - mae: 41.9614 - val_loss: 2902.6516 - val_mae: 41.5271
Epoch 1994/2000
231/231 [==============================] - 0s 28us/step - loss: 2611.0369 - mae: 41.7598 - val_loss: 2898.4377 - val_mae: 41.5544
Epoch 1995/2000
231/231 [==============================] - 0s 34us/step - loss: 2607.2640 - mae: 41.7346 - val_loss: 2896.1926 - val_mae: 41.5938
Epoch 1996/2000
231/231 [==============================] - 0s 27us/step - loss: 2612.8221 - mae: 41.7665 - val_loss: 2893.5186 - val_mae: 41.6768
Epoch 1997/2000
231/231 [==============================] - 0s 23us/step - loss: 2611.5829 - mae: 41.8029 - val_loss: 2897.6738 - val_mae: 41.6002
Epoch 1998/2000
231/231 [==============================] - 0s 34us/step - loss: 2610.5276 - mae: 41.7492 - val_loss: 2894.2334 - val_mae: 41.6590
Epoch 1999/2000
231/231 [==============================] - 0s 26us/step - loss: 2626.5894 - mae: 41.9136 - val_loss: 2893.1665 - val_mae: 41.7346
Epoch 2000/2000
231/231 [==============================] - 0s 26us/step - loss: 2607.3087 - mae: 41.7714 - val_loss: 2894.5369 - val_mae: 41.6715
133/133 [==============================] - 0s 41us/step

Optimizers:  <keras.optimizers.RMSprop object at 0x10a8eb250>
Epoch Sizes:  2000
Neurons or Units:  128
['loss', 'mae']
[3128.988930150082, 44.609352111816406]

Model: "sequential_9"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_25 (Dense)             (None, 256)               2816      
_________________________________________________________________
activation_17 (Activation)   (None, 256)               0         
_________________________________________________________________
dense_26 (Dense)             (None, 256)               65792     
_________________________________________________________________
activation_18 (Activation)   (None, 256)               0         
_________________________________________________________________
dense_27 (Dense)             (None, 1)                 257       
=================================================================
Total params: 68,865
Trainable params: 68,865
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/2000
231/231 [==============================] - 0s 704us/step - loss: 29778.8524 - mae: 154.4088 - val_loss: 29114.0000 - val_mae: 152.5782
Epoch 2/2000
231/231 [==============================] - 0s 45us/step - loss: 29707.3391 - mae: 154.1805 - val_loss: 29024.7109 - val_mae: 152.2904
Epoch 3/2000
231/231 [==============================] - 0s 53us/step - loss: 29610.2082 - mae: 153.8712 - val_loss: 28906.8047 - val_mae: 151.9119
Epoch 4/2000
231/231 [==============================] - 0s 58us/step - loss: 29481.9241 - mae: 153.4700 - val_loss: 28754.9238 - val_mae: 151.4261
Epoch 5/2000
231/231 [==============================] - 0s 60us/step - loss: 29321.7504 - mae: 152.9618 - val_loss: 28572.8203 - val_mae: 150.8424
Epoch 6/2000
231/231 [==============================] - 0s 62us/step - loss: 29128.9801 - mae: 152.3614 - val_loss: 28357.4707 - val_mae: 150.1514
Epoch 7/2000
231/231 [==============================] - 0s 47us/step - loss: 28902.5470 - mae: 151.6483 - val_loss: 28110.1641 - val_mae: 149.3568
Epoch 8/2000
231/231 [==============================] - 0s 52us/step - loss: 28644.1210 - mae: 150.8425 - val_loss: 27832.2695 - val_mae: 148.4596
Epoch 9/2000
231/231 [==============================] - 0s 48us/step - loss: 28355.7634 - mae: 149.9318 - val_loss: 27527.0879 - val_mae: 147.4696
Epoch 10/2000
231/231 [==============================] - 0s 47us/step - loss: 28039.8421 - mae: 148.9342 - val_loss: 27194.8516 - val_mae: 146.3845
Epoch 11/2000
231/231 [==============================] - 0s 55us/step - loss: 27696.1452 - mae: 147.8374 - val_loss: 26835.8262 - val_mae: 145.2036
Epoch 12/2000
231/231 [==============================] - 0s 39us/step - loss: 27326.4722 - mae: 146.6480 - val_loss: 26453.1406 - val_mae: 143.9345
Epoch 13/2000
231/231 [==============================] - 0s 59us/step - loss: 26929.8613 - mae: 145.3736 - val_loss: 26042.6680 - val_mae: 142.5636
Epoch 14/2000
231/231 [==============================] - 0s 41us/step - loss: 26506.6443 - mae: 143.9931 - val_loss: 25607.7969 - val_mae: 141.0986
Epoch 15/2000
231/231 [==============================] - 0s 47us/step - loss: 26057.2752 - mae: 142.5372 - val_loss: 25147.1621 - val_mae: 139.5311
Epoch 16/2000
231/231 [==============================] - 0s 50us/step - loss: 25579.7545 - mae: 140.9733 - val_loss: 24659.3047 - val_mae: 137.8530
Epoch 17/2000
231/231 [==============================] - 0s 63us/step - loss: 25078.5178 - mae: 139.2935 - val_loss: 24151.0879 - val_mae: 136.0858
Epoch 18/2000
231/231 [==============================] - 0s 56us/step - loss: 24556.9660 - mae: 137.5154 - val_loss: 23626.7031 - val_mae: 134.2364
Epoch 19/2000
231/231 [==============================] - 0s 49us/step - loss: 24015.6207 - mae: 135.6953 - val_loss: 23079.1895 - val_mae: 132.2795
Epoch 20/2000
231/231 [==============================] - 0s 52us/step - loss: 23451.7350 - mae: 133.7435 - val_loss: 22508.4336 - val_mae: 130.2105
Epoch 21/2000
231/231 [==============================] - 0s 39us/step - loss: 22867.4850 - mae: 131.6717 - val_loss: 21929.7754 - val_mae: 128.0754
Epoch 22/2000
231/231 [==============================] - 0s 45us/step - loss: 22266.4745 - mae: 129.5655 - val_loss: 21324.3516 - val_mae: 125.8080
Epoch 23/2000
231/231 [==============================] - 0s 46us/step - loss: 21649.1903 - mae: 127.2618 - val_loss: 20716.3965 - val_mae: 123.4882
Epoch 24/2000
231/231 [==============================] - 0s 54us/step - loss: 21017.8293 - mae: 124.9890 - val_loss: 20081.5215 - val_mae: 121.0231
Epoch 25/2000
231/231 [==============================] - 0s 33us/step - loss: 20369.5618 - mae: 122.5057 - val_loss: 19447.1855 - val_mae: 118.5054
Epoch 26/2000
231/231 [==============================] - 0s 39us/step - loss: 19719.3604 - mae: 119.9772 - val_loss: 18805.8984 - val_mae: 115.9046
Epoch 27/2000
231/231 [==============================] - 0s 36us/step - loss: 19057.2797 - mae: 117.4133 - val_loss: 18151.0078 - val_mae: 113.1923
Epoch 28/2000
231/231 [==============================] - 0s 41us/step - loss: 18378.1975 - mae: 114.7080 - val_loss: 17484.0879 - val_mae: 110.3620
Epoch 29/2000
231/231 [==============================] - 0s 47us/step - loss: 17689.4703 - mae: 111.9093 - val_loss: 16809.4473 - val_mae: 107.4284
Epoch 30/2000
231/231 [==============================] - 0s 56us/step - loss: 16995.8713 - mae: 109.0187 - val_loss: 16133.5762 - val_mae: 104.4042
Epoch 31/2000
231/231 [==============================] - 0s 52us/step - loss: 16296.6043 - mae: 106.0407 - val_loss: 15453.9258 - val_mae: 101.3260
Epoch 32/2000
231/231 [==============================] - 0s 48us/step - loss: 15599.0483 - mae: 102.9638 - val_loss: 14781.2842 - val_mae: 98.2475
Epoch 33/2000
231/231 [==============================] - 0s 31us/step - loss: 14897.6254 - mae: 99.9243 - val_loss: 14101.6650 - val_mae: 95.1648
Epoch 34/2000
231/231 [==============================] - 0s 49us/step - loss: 14194.2537 - mae: 96.8017 - val_loss: 13423.3086 - val_mae: 91.9916
Epoch 35/2000
231/231 [==============================] - 0s 32us/step - loss: 13495.1927 - mae: 93.5920 - val_loss: 12764.5840 - val_mae: 88.8643
Epoch 36/2000
231/231 [==============================] - 0s 49us/step - loss: 12817.2130 - mae: 90.4641 - val_loss: 12122.5908 - val_mae: 85.6983
Epoch 37/2000
231/231 [==============================] - 0s 39us/step - loss: 12146.1559 - mae: 87.4442 - val_loss: 11485.2070 - val_mae: 82.4782
Epoch 38/2000
231/231 [==============================] - 0s 55us/step - loss: 11485.0791 - mae: 84.3927 - val_loss: 10865.0137 - val_mae: 79.3175
Epoch 39/2000
231/231 [==============================] - 0s 39us/step - loss: 10834.8373 - mae: 81.4416 - val_loss: 10244.1768 - val_mae: 76.0944
Epoch 40/2000
231/231 [==============================] - 0s 39us/step - loss: 10194.7341 - mae: 78.2751 - val_loss: 9667.2012 - val_mae: 73.2085
Epoch 41/2000
231/231 [==============================] - 0s 33us/step - loss: 9591.8812 - mae: 75.4653 - val_loss: 9111.3291 - val_mae: 70.7093
Epoch 42/2000
231/231 [==============================] - 0s 45us/step - loss: 9005.8301 - mae: 72.7053 - val_loss: 8570.7188 - val_mae: 68.2548
Epoch 43/2000
231/231 [==============================] - 0s 39us/step - loss: 8438.5702 - mae: 70.0535 - val_loss: 8056.7769 - val_mae: 65.8960
Epoch 44/2000
231/231 [==============================] - 0s 66us/step - loss: 7899.9600 - mae: 67.4706 - val_loss: 7573.2666 - val_mae: 63.5996
Epoch 45/2000
231/231 [==============================] - 0s 36us/step - loss: 7389.3607 - mae: 65.0883 - val_loss: 7123.8960 - val_mae: 61.6305
Epoch 46/2000
231/231 [==============================] - 0s 43us/step - loss: 6913.8254 - mae: 62.8672 - val_loss: 6707.8369 - val_mae: 59.9522
Epoch 47/2000
231/231 [==============================] - 0s 41us/step - loss: 6469.2068 - mae: 60.9677 - val_loss: 6321.7988 - val_mae: 58.7199
Epoch 48/2000
231/231 [==============================] - 0s 37us/step - loss: 6054.9343 - mae: 59.2907 - val_loss: 5959.3628 - val_mae: 57.8199
Epoch 49/2000
231/231 [==============================] - 0s 58us/step - loss: 5668.3833 - mae: 57.8421 - val_loss: 5650.1641 - val_mae: 57.1200
Epoch 50/2000
231/231 [==============================] - 0s 53us/step - loss: 5336.2290 - mae: 56.5738 - val_loss: 5378.7427 - val_mae: 56.5077
Epoch 51/2000
231/231 [==============================] - 0s 63us/step - loss: 5039.4064 - mae: 55.5201 - val_loss: 5141.3164 - val_mae: 56.0723
Epoch 52/2000
231/231 [==============================] - 0s 64us/step - loss: 4769.1347 - mae: 54.4645 - val_loss: 4923.9170 - val_mae: 55.6812
Epoch 53/2000
231/231 [==============================] - 0s 49us/step - loss: 4526.6092 - mae: 53.7710 - val_loss: 4744.5820 - val_mae: 55.4062
Epoch 54/2000
231/231 [==============================] - 0s 36us/step - loss: 4322.4087 - mae: 53.1271 - val_loss: 4600.2661 - val_mae: 55.2112
Epoch 55/2000
231/231 [==============================] - 0s 39us/step - loss: 4154.0648 - mae: 52.5585 - val_loss: 4483.1089 - val_mae: 55.1687
Epoch 56/2000
231/231 [==============================] - 0s 44us/step - loss: 4017.0802 - mae: 52.2676 - val_loss: 4396.5942 - val_mae: 55.1982
Epoch 57/2000
231/231 [==============================] - 0s 52us/step - loss: 3911.8366 - mae: 51.9852 - val_loss: 4327.5542 - val_mae: 55.2242
Epoch 58/2000
231/231 [==============================] - 0s 49us/step - loss: 3819.0464 - mae: 51.6999 - val_loss: 4280.8027 - val_mae: 55.2188
Epoch 59/2000
231/231 [==============================] - 0s 46us/step - loss: 3754.6415 - mae: 51.4954 - val_loss: 4246.5249 - val_mae: 55.1875
Epoch 60/2000
231/231 [==============================] - 0s 63us/step - loss: 3706.2987 - mae: 51.3879 - val_loss: 4223.1138 - val_mae: 55.1493
Epoch 61/2000
231/231 [==============================] - 0s 62us/step - loss: 3664.5340 - mae: 51.2627 - val_loss: 4205.0366 - val_mae: 55.0645
Epoch 62/2000
231/231 [==============================] - 0s 35us/step - loss: 3636.9400 - mae: 51.1372 - val_loss: 4191.7407 - val_mae: 55.0037
Epoch 63/2000
231/231 [==============================] - 0s 45us/step - loss: 3619.2173 - mae: 51.1165 - val_loss: 4174.3521 - val_mae: 54.8665
Epoch 64/2000
231/231 [==============================] - 0s 47us/step - loss: 3599.0947 - mae: 50.9919 - val_loss: 4157.4751 - val_mae: 54.7352
Epoch 65/2000
231/231 [==============================] - 0s 45us/step - loss: 3575.4361 - mae: 50.8000 - val_loss: 4143.5039 - val_mae: 54.6584
Epoch 66/2000
231/231 [==============================] - 0s 53us/step - loss: 3555.9374 - mae: 50.6931 - val_loss: 4127.3984 - val_mae: 54.5452
Epoch 67/2000
231/231 [==============================] - 0s 59us/step - loss: 3537.3138 - mae: 50.5869 - val_loss: 4110.2324 - val_mae: 54.4023
Epoch 68/2000
231/231 [==============================] - 0s 60us/step - loss: 3532.1723 - mae: 50.5839 - val_loss: 4088.4653 - val_mae: 54.1489
Epoch 69/2000
231/231 [==============================] - 0s 42us/step - loss: 3512.3007 - mae: 50.3536 - val_loss: 4069.3396 - val_mae: 53.9507
Epoch 70/2000
231/231 [==============================] - 0s 58us/step - loss: 3488.5308 - mae: 50.1373 - val_loss: 4059.6475 - val_mae: 53.9197
Epoch 71/2000
231/231 [==============================] - 0s 59us/step - loss: 3472.2908 - mae: 50.0522 - val_loss: 4041.8330 - val_mae: 53.7163
Epoch 72/2000
231/231 [==============================] - 0s 69us/step - loss: 3454.3584 - mae: 49.8815 - val_loss: 4033.1240 - val_mae: 53.6890
Epoch 73/2000
231/231 [==============================] - 0s 32us/step - loss: 3435.1486 - mae: 49.7692 - val_loss: 4014.7849 - val_mae: 53.5134
Epoch 74/2000
231/231 [==============================] - 0s 56us/step - loss: 3459.2552 - mae: 49.7657 - val_loss: 4015.1772 - val_mae: 53.6103
Epoch 75/2000
231/231 [==============================] - 0s 78us/step - loss: 3405.9332 - mae: 49.5640 - val_loss: 3983.7649 - val_mae: 53.2005
Epoch 76/2000
231/231 [==============================] - 0s 72us/step - loss: 3388.9069 - mae: 49.3558 - val_loss: 3966.8433 - val_mae: 53.0238
Epoch 77/2000
231/231 [==============================] - 0s 46us/step - loss: 3406.8903 - mae: 49.4197 - val_loss: 3938.8313 - val_mae: 52.5950
Epoch 78/2000
231/231 [==============================] - 0s 46us/step - loss: 3364.1936 - mae: 49.0601 - val_loss: 3926.8706 - val_mae: 52.5183
Epoch 79/2000
231/231 [==============================] - 0s 57us/step - loss: 3351.1843 - mae: 48.9496 - val_loss: 3921.2913 - val_mae: 52.5905
Epoch 80/2000
231/231 [==============================] - 0s 49us/step - loss: 3333.8581 - mae: 48.8719 - val_loss: 3904.3689 - val_mae: 52.4071
Epoch 81/2000
231/231 [==============================] - 0s 41us/step - loss: 3323.5716 - mae: 48.7458 - val_loss: 3877.9351 - val_mae: 52.0077
Epoch 82/2000
231/231 [==============================] - 0s 41us/step - loss: 3307.0106 - mae: 48.5708 - val_loss: 3868.9365 - val_mae: 51.9758
Epoch 83/2000
231/231 [==============================] - 0s 51us/step - loss: 3326.4785 - mae: 48.4778 - val_loss: 3871.2556 - val_mae: 52.1235
Epoch 84/2000
231/231 [==============================] - 0s 42us/step - loss: 3288.7990 - mae: 48.4093 - val_loss: 3847.6050 - val_mae: 51.8295
Epoch 85/2000
231/231 [==============================] - 0s 35us/step - loss: 3272.7343 - mae: 48.2896 - val_loss: 3825.6667 - val_mae: 51.5148
Epoch 86/2000
231/231 [==============================] - 0s 39us/step - loss: 3263.5629 - mae: 48.0510 - val_loss: 3818.8191 - val_mae: 51.5028
Epoch 87/2000
231/231 [==============================] - 0s 64us/step - loss: 3249.4525 - mae: 48.0103 - val_loss: 3786.4612 - val_mae: 50.9771
Epoch 88/2000
231/231 [==============================] - 0s 49us/step - loss: 3244.7393 - mae: 47.9068 - val_loss: 3767.7551 - val_mae: 50.6718
Epoch 89/2000
231/231 [==============================] - 0s 43us/step - loss: 3229.9080 - mae: 47.7530 - val_loss: 3771.7300 - val_mae: 50.9653
Epoch 90/2000
231/231 [==============================] - 0s 30us/step - loss: 3216.3651 - mae: 47.6596 - val_loss: 3749.9641 - val_mae: 50.6593
Epoch 91/2000
231/231 [==============================] - 0s 46us/step - loss: 3207.2007 - mae: 47.5317 - val_loss: 3739.1331 - val_mae: 50.5853
Epoch 92/2000
231/231 [==============================] - 0s 39us/step - loss: 3217.2034 - mae: 47.6096 - val_loss: 3737.1963 - val_mae: 50.6380
Epoch 93/2000
231/231 [==============================] - 0s 37us/step - loss: 3188.4912 - mae: 47.4403 - val_loss: 3694.2561 - val_mae: 49.9832
Epoch 94/2000
231/231 [==============================] - 0s 30us/step - loss: 3179.3544 - mae: 47.2502 - val_loss: 3679.9495 - val_mae: 49.8127
Epoch 95/2000
231/231 [==============================] - 0s 47us/step - loss: 3234.7612 - mae: 47.4477 - val_loss: 3682.7441 - val_mae: 49.9856
Epoch 96/2000
231/231 [==============================] - 0s 34us/step - loss: 3158.7216 - mae: 47.0826 - val_loss: 3661.9531 - val_mae: 49.7454
Epoch 97/2000
231/231 [==============================] - 0s 43us/step - loss: 3150.0205 - mae: 46.9883 - val_loss: 3645.1721 - val_mae: 49.5545
Epoch 98/2000
231/231 [==============================] - 0s 34us/step - loss: 3159.6860 - mae: 47.0608 - val_loss: 3623.3430 - val_mae: 49.2087
Epoch 99/2000
231/231 [==============================] - 0s 34us/step - loss: 3136.4270 - mae: 46.7900 - val_loss: 3615.1660 - val_mae: 49.2301
Epoch 100/2000
231/231 [==============================] - 0s 34us/step - loss: 3138.8389 - mae: 46.7547 - val_loss: 3614.6951 - val_mae: 49.3333
Epoch 101/2000
231/231 [==============================] - 0s 46us/step - loss: 3133.3565 - mae: 46.7857 - val_loss: 3604.3662 - val_mae: 49.2423
Epoch 102/2000
231/231 [==============================] - 0s 43us/step - loss: 3115.2833 - mae: 46.6956 - val_loss: 3582.3450 - val_mae: 48.9807
Epoch 103/2000
231/231 [==============================] - 0s 37us/step - loss: 3113.5500 - mae: 46.6277 - val_loss: 3553.4119 - val_mae: 48.5214
Epoch 104/2000
231/231 [==============================] - 0s 43us/step - loss: 3099.4027 - mae: 46.3530 - val_loss: 3549.4246 - val_mae: 48.6486
Epoch 105/2000
231/231 [==============================] - 0s 39us/step - loss: 3090.7518 - mae: 46.3829 - val_loss: 3529.7727 - val_mae: 48.4063
Epoch 106/2000
231/231 [==============================] - 0s 54us/step - loss: 3089.6923 - mae: 46.3325 - val_loss: 3512.9644 - val_mae: 48.1007
Epoch 107/2000
231/231 [==============================] - 0s 42us/step - loss: 3075.3734 - mae: 46.1518 - val_loss: 3505.5310 - val_mae: 48.1339
Epoch 108/2000
231/231 [==============================] - 0s 47us/step - loss: 3068.0230 - mae: 46.1309 - val_loss: 3493.4290 - val_mae: 48.0059
Epoch 109/2000
231/231 [==============================] - 0s 35us/step - loss: 3061.2092 - mae: 46.0316 - val_loss: 3479.8821 - val_mae: 47.8893
Epoch 110/2000
231/231 [==============================] - 0s 56us/step - loss: 3064.2083 - mae: 46.0936 - val_loss: 3458.5476 - val_mae: 47.4803
Epoch 111/2000
231/231 [==============================] - 0s 39us/step - loss: 3050.6505 - mae: 45.8196 - val_loss: 3457.9480 - val_mae: 47.7376
Epoch 112/2000
231/231 [==============================] - 0s 59us/step - loss: 3044.5937 - mae: 45.9476 - val_loss: 3434.6951 - val_mae: 47.3442
Epoch 113/2000
231/231 [==============================] - 0s 34us/step - loss: 3083.3788 - mae: 46.0813 - val_loss: 3421.4373 - val_mae: 47.0772
Epoch 114/2000
231/231 [==============================] - 0s 58us/step - loss: 3033.8333 - mae: 45.6444 - val_loss: 3415.6838 - val_mae: 47.2597
Epoch 115/2000
231/231 [==============================] - 0s 32us/step - loss: 3040.5906 - mae: 45.8774 - val_loss: 3397.3857 - val_mae: 46.8632
Epoch 116/2000
231/231 [==============================] - 0s 32us/step - loss: 3022.1666 - mae: 45.5397 - val_loss: 3389.0793 - val_mae: 47.0099
Epoch 117/2000
231/231 [==============================] - 0s 48us/step - loss: 3013.9504 - mae: 45.5738 - val_loss: 3375.7126 - val_mae: 46.8315
Epoch 118/2000
231/231 [==============================] - 0s 36us/step - loss: 3035.5639 - mae: 45.6520 - val_loss: 3379.1765 - val_mae: 47.0776
Epoch 119/2000
231/231 [==============================] - 0s 39us/step - loss: 3013.1334 - mae: 45.5758 - val_loss: 3360.0869 - val_mae: 46.8350
Epoch 120/2000
231/231 [==============================] - 0s 53us/step - loss: 3001.6389 - mae: 45.4721 - val_loss: 3343.4517 - val_mae: 46.4940
Epoch 121/2000
231/231 [==============================] - 0s 42us/step - loss: 3009.8102 - mae: 45.4141 - val_loss: 3344.6001 - val_mae: 46.7564
Epoch 122/2000
231/231 [==============================] - 0s 40us/step - loss: 3023.3538 - mae: 45.5920 - val_loss: 3321.4363 - val_mae: 46.1641
Epoch 123/2000
231/231 [==============================] - 0s 60us/step - loss: 2992.6637 - mae: 45.2348 - val_loss: 3317.5251 - val_mae: 46.3718
Epoch 124/2000
231/231 [==============================] - 0s 31us/step - loss: 2990.4452 - mae: 45.3164 - val_loss: 3310.1960 - val_mae: 46.2917
Epoch 125/2000
231/231 [==============================] - 0s 41us/step - loss: 2996.1547 - mae: 45.2997 - val_loss: 3307.4487 - val_mae: 46.3873
Epoch 126/2000
231/231 [==============================] - 0s 44us/step - loss: 2982.9466 - mae: 45.2035 - val_loss: 3292.2776 - val_mae: 46.1391
Epoch 127/2000
231/231 [==============================] - 0s 30us/step - loss: 3017.4060 - mae: 45.4406 - val_loss: 3289.9453 - val_mae: 46.2384
Epoch 128/2000
231/231 [==============================] - 0s 33us/step - loss: 2975.0812 - mae: 45.1952 - val_loss: 3272.2507 - val_mae: 45.9453
Epoch 129/2000
231/231 [==============================] - 0s 35us/step - loss: 2973.1591 - mae: 45.1010 - val_loss: 3264.5364 - val_mae: 45.9230
Epoch 130/2000
231/231 [==============================] - 0s 38us/step - loss: 2966.9348 - mae: 45.0621 - val_loss: 3249.8279 - val_mae: 45.5843
Epoch 131/2000
231/231 [==============================] - 0s 35us/step - loss: 2963.2542 - mae: 44.9436 - val_loss: 3243.2405 - val_mae: 45.6637
Epoch 132/2000
231/231 [==============================] - 0s 55us/step - loss: 2974.7051 - mae: 45.0994 - val_loss: 3242.8989 - val_mae: 45.7868
Epoch 133/2000
231/231 [==============================] - 0s 39us/step - loss: 2960.3233 - mae: 44.9897 - val_loss: 3223.9543 - val_mae: 45.2917
Epoch 134/2000
231/231 [==============================] - 0s 37us/step - loss: 2964.2768 - mae: 44.9257 - val_loss: 3214.8953 - val_mae: 45.1055
Epoch 135/2000
231/231 [==============================] - 0s 54us/step - loss: 2959.5084 - mae: 44.8356 - val_loss: 3205.7998 - val_mae: 45.0612
Epoch 136/2000
231/231 [==============================] - 0s 39us/step - loss: 2951.4487 - mae: 44.7781 - val_loss: 3196.4102 - val_mae: 45.0660
Epoch 137/2000
231/231 [==============================] - 0s 46us/step - loss: 2948.0039 - mae: 44.7410 - val_loss: 3192.5183 - val_mae: 45.1543
Epoch 138/2000
231/231 [==============================] - 0s 35us/step - loss: 2957.9603 - mae: 44.9129 - val_loss: 3183.9255 - val_mae: 44.7257
Epoch 139/2000
231/231 [==============================] - 0s 57us/step - loss: 2947.8474 - mae: 44.6426 - val_loss: 3177.8425 - val_mae: 45.0386
Epoch 140/2000
231/231 [==============================] - 0s 70us/step - loss: 2939.2118 - mae: 44.6706 - val_loss: 3166.0247 - val_mae: 44.7783
Epoch 141/2000
231/231 [==============================] - 0s 29us/step - loss: 2944.9383 - mae: 44.6684 - val_loss: 3165.2812 - val_mae: 44.9794
Epoch 142/2000
231/231 [==============================] - 0s 41us/step - loss: 2939.2394 - mae: 44.6690 - val_loss: 3150.0657 - val_mae: 44.5633
Epoch 143/2000
231/231 [==============================] - 0s 59us/step - loss: 2944.2387 - mae: 44.7010 - val_loss: 3145.4519 - val_mae: 44.4319
Epoch 144/2000
231/231 [==============================] - 0s 41us/step - loss: 2961.0043 - mae: 44.6614 - val_loss: 3146.5828 - val_mae: 44.8140
Epoch 145/2000
231/231 [==============================] - 0s 57us/step - loss: 2941.0421 - mae: 44.6357 - val_loss: 3137.2290 - val_mae: 44.6811
Epoch 146/2000
231/231 [==============================] - 0s 36us/step - loss: 2930.3065 - mae: 44.5747 - val_loss: 3127.1904 - val_mae: 44.4055
Epoch 147/2000
231/231 [==============================] - 0s 40us/step - loss: 2926.9681 - mae: 44.4861 - val_loss: 3122.7302 - val_mae: 44.4106
Epoch 148/2000
231/231 [==============================] - 0s 38us/step - loss: 2933.4372 - mae: 44.5570 - val_loss: 3117.9756 - val_mae: 44.1381
Epoch 149/2000
231/231 [==============================] - 0s 39us/step - loss: 2926.9904 - mae: 44.4257 - val_loss: 3111.3479 - val_mae: 44.3167
Epoch 150/2000
231/231 [==============================] - 0s 37us/step - loss: 2928.6105 - mae: 44.5086 - val_loss: 3109.0200 - val_mae: 44.3427
Epoch 151/2000
231/231 [==============================] - 0s 54us/step - loss: 2959.8155 - mae: 44.6940 - val_loss: 3109.5688 - val_mae: 44.3945
Epoch 152/2000
231/231 [==============================] - 0s 39us/step - loss: 2940.0476 - mae: 44.6515 - val_loss: 3102.3088 - val_mae: 44.2972
Epoch 153/2000
231/231 [==============================] - 0s 52us/step - loss: 2932.1751 - mae: 44.5522 - val_loss: 3091.1819 - val_mae: 43.9680
Epoch 154/2000
231/231 [==============================] - 0s 38us/step - loss: 2931.9614 - mae: 44.3968 - val_loss: 3088.6316 - val_mae: 43.8723
Epoch 155/2000
231/231 [==============================] - 0s 38us/step - loss: 2928.8865 - mae: 44.4184 - val_loss: 3085.1931 - val_mae: 43.8434
Epoch 156/2000
231/231 [==============================] - 0s 49us/step - loss: 2924.5402 - mae: 44.4378 - val_loss: 3079.1780 - val_mae: 43.8219
Epoch 157/2000
231/231 [==============================] - 0s 42us/step - loss: 2955.7359 - mae: 44.6226 - val_loss: 3080.2737 - val_mae: 43.7247
Epoch 158/2000
231/231 [==============================] - 0s 36us/step - loss: 2932.7832 - mae: 44.4232 - val_loss: 3075.1519 - val_mae: 43.7103
Epoch 159/2000
231/231 [==============================] - 0s 52us/step - loss: 2922.0275 - mae: 44.3676 - val_loss: 3068.4016 - val_mae: 43.7043
Epoch 160/2000
231/231 [==============================] - 0s 32us/step - loss: 2915.1955 - mae: 44.2801 - val_loss: 3062.9861 - val_mae: 43.8039
Epoch 161/2000
231/231 [==============================] - 0s 41us/step - loss: 2921.4890 - mae: 44.3924 - val_loss: 3061.0359 - val_mae: 43.8674
Epoch 162/2000
231/231 [==============================] - 0s 50us/step - loss: 2912.0859 - mae: 44.3192 - val_loss: 3053.1626 - val_mae: 43.6505
Epoch 163/2000
231/231 [==============================] - 0s 34us/step - loss: 2915.1420 - mae: 44.2717 - val_loss: 3052.3435 - val_mae: 43.7566
Epoch 164/2000
231/231 [==============================] - 0s 38us/step - loss: 2914.8853 - mae: 44.3244 - val_loss: 3047.3887 - val_mae: 43.6287
Epoch 165/2000
231/231 [==============================] - 0s 50us/step - loss: 2938.3684 - mae: 44.5254 - val_loss: 3048.2471 - val_mae: 43.7492
Epoch 166/2000
231/231 [==============================] - 0s 47us/step - loss: 2912.1232 - mae: 44.3337 - val_loss: 3038.5137 - val_mae: 43.4508
Epoch 167/2000
231/231 [==============================] - 0s 33us/step - loss: 2926.9091 - mae: 44.3933 - val_loss: 3037.9744 - val_mae: 43.3257
Epoch 168/2000
231/231 [==============================] - 0s 49us/step - loss: 2912.0574 - mae: 44.1750 - val_loss: 3030.2417 - val_mae: 43.5155
Epoch 169/2000
231/231 [==============================] - 0s 37us/step - loss: 2904.6340 - mae: 44.2225 - val_loss: 3024.8201 - val_mae: 43.3682
Epoch 170/2000
231/231 [==============================] - 0s 50us/step - loss: 2905.0304 - mae: 44.2070 - val_loss: 3022.2065 - val_mae: 43.4006
Epoch 171/2000
231/231 [==============================] - 0s 39us/step - loss: 2916.5738 - mae: 44.3559 - val_loss: 3022.7756 - val_mae: 43.1930
Epoch 172/2000
231/231 [==============================] - 0s 34us/step - loss: 2914.5295 - mae: 44.2111 - val_loss: 3018.1321 - val_mae: 43.4464
Epoch 173/2000
231/231 [==============================] - 0s 45us/step - loss: 2904.6776 - mae: 44.2308 - val_loss: 3012.5872 - val_mae: 43.2751
Epoch 174/2000
231/231 [==============================] - 0s 36us/step - loss: 2903.6481 - mae: 44.1554 - val_loss: 3011.1479 - val_mae: 43.3265
Epoch 175/2000
231/231 [==============================] - 0s 36us/step - loss: 2907.4777 - mae: 44.2259 - val_loss: 3009.8120 - val_mae: 43.3602
Epoch 176/2000
231/231 [==============================] - 0s 32us/step - loss: 2913.8130 - mae: 44.3730 - val_loss: 3010.5530 - val_mae: 43.0506
Epoch 177/2000
231/231 [==============================] - 0s 55us/step - loss: 2901.9220 - mae: 44.1315 - val_loss: 3003.1760 - val_mae: 43.1849
Epoch 178/2000
231/231 [==============================] - 0s 40us/step - loss: 2901.8833 - mae: 44.1598 - val_loss: 3002.4873 - val_mae: 43.2885
Epoch 179/2000
231/231 [==============================] - 0s 31us/step - loss: 2904.5679 - mae: 44.2258 - val_loss: 3003.6094 - val_mae: 43.0019
Epoch 180/2000
231/231 [==============================] - 0s 44us/step - loss: 2930.9974 - mae: 44.2967 - val_loss: 3000.7178 - val_mae: 43.3045
Epoch 181/2000
231/231 [==============================] - 0s 33us/step - loss: 2903.6097 - mae: 44.2571 - val_loss: 2996.3445 - val_mae: 43.0156
Epoch 182/2000
231/231 [==============================] - 0s 41us/step - loss: 2904.0366 - mae: 44.1833 - val_loss: 2996.1135 - val_mae: 42.9572
Epoch 183/2000
231/231 [==============================] - 0s 37us/step - loss: 2902.9639 - mae: 44.1408 - val_loss: 2993.2559 - val_mae: 42.9500
Epoch 184/2000
231/231 [==============================] - 0s 43us/step - loss: 2921.7656 - mae: 44.2671 - val_loss: 2991.6426 - val_mae: 43.1904
Epoch 185/2000
231/231 [==============================] - 0s 45us/step - loss: 2899.2784 - mae: 44.1903 - val_loss: 2986.5166 - val_mae: 42.9447
Epoch 186/2000
231/231 [==============================] - 0s 34us/step - loss: 2897.4579 - mae: 44.0802 - val_loss: 2984.0728 - val_mae: 42.9312
Epoch 187/2000
231/231 [==============================] - 0s 35us/step - loss: 2896.9830 - mae: 44.0463 - val_loss: 2981.9253 - val_mae: 42.9153
Epoch 188/2000
231/231 [==============================] - 0s 34us/step - loss: 2906.4556 - mae: 44.1781 - val_loss: 2984.0920 - val_mae: 42.8112
Epoch 189/2000
231/231 [==============================] - 0s 37us/step - loss: 2902.4983 - mae: 44.1110 - val_loss: 2979.7849 - val_mae: 43.0892
Epoch 190/2000
231/231 [==============================] - 0s 32us/step - loss: 2902.9697 - mae: 44.1955 - val_loss: 2978.6272 - val_mae: 42.7824
Epoch 191/2000
231/231 [==============================] - 0s 36us/step - loss: 2937.3982 - mae: 44.2888 - val_loss: 2975.4622 - val_mae: 43.0429
Epoch 192/2000
231/231 [==============================] - 0s 36us/step - loss: 2895.2525 - mae: 44.1710 - val_loss: 2971.1770 - val_mae: 42.8191
Epoch 193/2000
231/231 [==============================] - 0s 33us/step - loss: 2894.3274 - mae: 44.0739 - val_loss: 2970.4851 - val_mae: 42.8069
Epoch 194/2000
231/231 [==============================] - 0s 28us/step - loss: 2897.3699 - mae: 44.1583 - val_loss: 2970.5872 - val_mae: 42.7428
Epoch 195/2000
231/231 [==============================] - 0s 42us/step - loss: 2894.2263 - mae: 44.0822 - val_loss: 2968.7102 - val_mae: 42.7885
Epoch 196/2000
231/231 [==============================] - 0s 36us/step - loss: 2898.4148 - mae: 44.0950 - val_loss: 2967.0198 - val_mae: 42.9743
Epoch 197/2000
231/231 [==============================] - 0s 34us/step - loss: 2919.4144 - mae: 44.1937 - val_loss: 2970.0210 - val_mae: 43.0763
Epoch 198/2000
231/231 [==============================] - 0s 31us/step - loss: 2904.6933 - mae: 44.2286 - val_loss: 2966.3176 - val_mae: 42.9893
Epoch 199/2000
231/231 [==============================] - 0s 43us/step - loss: 2890.6911 - mae: 44.1095 - val_loss: 2961.7139 - val_mae: 42.7620
Epoch 200/2000
231/231 [==============================] - 0s 28us/step - loss: 2890.0236 - mae: 44.0411 - val_loss: 2959.9602 - val_mae: 42.7628
Epoch 201/2000
231/231 [==============================] - 0s 35us/step - loss: 2889.4327 - mae: 44.0355 - val_loss: 2958.1282 - val_mae: 42.7576
Epoch 202/2000
231/231 [==============================] - 0s 52us/step - loss: 2894.4101 - mae: 44.1437 - val_loss: 2961.0654 - val_mae: 42.5672
Epoch 203/2000
231/231 [==============================] - 0s 35us/step - loss: 2964.0664 - mae: 44.3744 - val_loss: 2962.1125 - val_mae: 42.5357
Epoch 204/2000
231/231 [==============================] - 0s 43us/step - loss: 2895.1940 - mae: 44.1636 - val_loss: 2955.9517 - val_mae: 42.5592
Epoch 205/2000
231/231 [==============================] - 0s 57us/step - loss: 2891.7482 - mae: 44.0392 - val_loss: 2954.8579 - val_mae: 42.6031
Epoch 206/2000
231/231 [==============================] - 0s 32us/step - loss: 2920.6786 - mae: 44.1725 - val_loss: 2955.2251 - val_mae: 42.8407
Epoch 207/2000
231/231 [==============================] - 0s 49us/step - loss: 2923.0202 - mae: 44.5105 - val_loss: 2953.4197 - val_mae: 42.5638
Epoch 208/2000
231/231 [==============================] - 0s 30us/step - loss: 2891.3919 - mae: 44.0980 - val_loss: 2952.5808 - val_mae: 42.5602
Epoch 209/2000
231/231 [==============================] - 0s 33us/step - loss: 2896.7539 - mae: 44.0357 - val_loss: 2949.8560 - val_mae: 42.7245
Epoch 210/2000
231/231 [==============================] - 0s 35us/step - loss: 2886.0568 - mae: 44.0548 - val_loss: 2949.6592 - val_mae: 42.6785
Epoch 211/2000
231/231 [==============================] - 0s 36us/step - loss: 2891.3622 - mae: 44.1379 - val_loss: 2949.7908 - val_mae: 42.5471
Epoch 212/2000
231/231 [==============================] - 0s 35us/step - loss: 2894.4389 - mae: 44.1003 - val_loss: 2949.0718 - val_mae: 42.7539
Epoch 213/2000
231/231 [==============================] - 0s 38us/step - loss: 2890.7846 - mae: 44.1228 - val_loss: 2946.7429 - val_mae: 42.5499
Epoch 214/2000
231/231 [==============================] - 0s 51us/step - loss: 2909.3610 - mae: 44.1789 - val_loss: 2951.1248 - val_mae: 42.4705
Epoch 215/2000
231/231 [==============================] - 0s 45us/step - loss: 2885.7575 - mae: 43.9484 - val_loss: 2944.7461 - val_mae: 42.5524
Epoch 216/2000
231/231 [==============================] - 0s 43us/step - loss: 2888.3781 - mae: 44.0422 - val_loss: 2944.7358 - val_mae: 42.4994
Epoch 217/2000
231/231 [==============================] - 0s 56us/step - loss: 2912.9206 - mae: 44.1071 - val_loss: 2945.4111 - val_mae: 42.7866
Epoch 218/2000
231/231 [==============================] - 0s 33us/step - loss: 2892.7770 - mae: 44.1857 - val_loss: 2944.4717 - val_mae: 42.4802
Epoch 219/2000
231/231 [==============================] - 0s 55us/step - loss: 2882.9781 - mae: 43.9807 - val_loss: 2943.0352 - val_mae: 42.5052
Epoch 220/2000
231/231 [==============================] - 0s 50us/step - loss: 2884.8607 - mae: 44.0236 - val_loss: 2944.4629 - val_mae: 42.4597
Epoch 221/2000
231/231 [==============================] - 0s 61us/step - loss: 2889.6266 - mae: 44.0378 - val_loss: 2943.5012 - val_mae: 42.6397
Epoch 222/2000
231/231 [==============================] - 0s 52us/step - loss: 2881.6941 - mae: 44.0394 - val_loss: 2941.4485 - val_mae: 42.4575
Epoch 223/2000
231/231 [==============================] - 0s 33us/step - loss: 2890.4915 - mae: 44.1316 - val_loss: 2944.9009 - val_mae: 42.4016
Epoch 224/2000
231/231 [==============================] - 0s 55us/step - loss: 2920.0613 - mae: 44.2916 - val_loss: 2948.6318 - val_mae: 42.3871
Epoch 225/2000
231/231 [==============================] - 0s 36us/step - loss: 2891.1202 - mae: 44.0694 - val_loss: 2941.2812 - val_mae: 42.3931
Epoch 226/2000
231/231 [==============================] - 0s 47us/step - loss: 2883.8359 - mae: 43.9558 - val_loss: 2938.4016 - val_mae: 42.4113
Epoch 227/2000
231/231 [==============================] - 0s 37us/step - loss: 2927.0355 - mae: 44.2496 - val_loss: 2943.4048 - val_mae: 42.3712
Epoch 228/2000
231/231 [==============================] - 0s 39us/step - loss: 2883.9471 - mae: 43.9359 - val_loss: 2936.2500 - val_mae: 42.4841
Epoch 229/2000
231/231 [==============================] - 0s 41us/step - loss: 2880.3022 - mae: 44.0185 - val_loss: 2936.4668 - val_mae: 42.3967
Epoch 230/2000
231/231 [==============================] - 0s 39us/step - loss: 2882.0156 - mae: 43.9848 - val_loss: 2935.9480 - val_mae: 42.4158
Epoch 231/2000
231/231 [==============================] - 0s 30us/step - loss: 2878.7725 - mae: 43.9444 - val_loss: 2934.2302 - val_mae: 42.5298
Epoch 232/2000
231/231 [==============================] - 0s 33us/step - loss: 2878.2920 - mae: 44.0225 - val_loss: 2934.1353 - val_mae: 42.3785
Epoch 233/2000
231/231 [==============================] - 0s 65us/step - loss: 2891.9631 - mae: 44.1755 - val_loss: 2937.0559 - val_mae: 42.3383
Epoch 234/2000
231/231 [==============================] - 0s 40us/step - loss: 2905.4638 - mae: 44.0404 - val_loss: 2931.8936 - val_mae: 42.6387
Epoch 235/2000
231/231 [==============================] - 0s 51us/step - loss: 2877.8405 - mae: 44.0571 - val_loss: 2929.5415 - val_mae: 42.3634
Epoch 236/2000
231/231 [==============================] - 0s 57us/step - loss: 2882.5190 - mae: 44.0495 - val_loss: 2931.2522 - val_mae: 42.3298
Epoch 237/2000
231/231 [==============================] - 0s 58us/step - loss: 2888.4560 - mae: 43.9738 - val_loss: 2929.7234 - val_mae: 42.6107
Epoch 238/2000
231/231 [==============================] - 0s 48us/step - loss: 2877.9133 - mae: 44.0567 - val_loss: 2928.2202 - val_mae: 42.3524
Epoch 239/2000
231/231 [==============================] - 0s 38us/step - loss: 2882.7309 - mae: 43.9463 - val_loss: 2929.0981 - val_mae: 42.6051
Epoch 240/2000
231/231 [==============================] - 0s 46us/step - loss: 2928.4221 - mae: 44.2748 - val_loss: 2930.2102 - val_mae: 42.6929
Epoch 241/2000
231/231 [==============================] - 0s 36us/step - loss: 2889.3400 - mae: 44.0608 - val_loss: 2926.6401 - val_mae: 42.5909
Epoch 242/2000
231/231 [==============================] - 0s 36us/step - loss: 2884.3029 - mae: 44.1264 - val_loss: 2926.6978 - val_mae: 42.3101
Epoch 243/2000
231/231 [==============================] - 0s 41us/step - loss: 2906.8376 - mae: 44.1251 - val_loss: 2926.4844 - val_mae: 42.5538
Epoch 244/2000
231/231 [==============================] - 0s 35us/step - loss: 2889.7329 - mae: 44.0795 - val_loss: 2927.5591 - val_mae: 42.5949
Epoch 245/2000
231/231 [==============================] - 0s 32us/step - loss: 2902.1747 - mae: 44.0159 - val_loss: 2927.3052 - val_mae: 42.6410
Epoch 246/2000
231/231 [==============================] - 0s 54us/step - loss: 2875.3157 - mae: 44.0680 - val_loss: 2922.7681 - val_mae: 42.4075
Epoch 247/2000
231/231 [==============================] - 0s 41us/step - loss: 2876.8183 - mae: 43.9585 - val_loss: 2923.2144 - val_mae: 42.4589
Epoch 248/2000
231/231 [==============================] - 0s 41us/step - loss: 2880.3342 - mae: 44.0748 - val_loss: 2924.7222 - val_mae: 42.2788
Epoch 249/2000
231/231 [==============================] - 0s 37us/step - loss: 2879.7004 - mae: 44.0144 - val_loss: 2926.6465 - val_mae: 42.2695
Epoch 250/2000
231/231 [==============================] - 0s 34us/step - loss: 2872.9027 - mae: 43.8730 - val_loss: 2921.9934 - val_mae: 42.3177
Epoch 251/2000
231/231 [==============================] - 0s 31us/step - loss: 2869.9616 - mae: 43.9329 - val_loss: 2922.6157 - val_mae: 42.3445
Epoch 252/2000
231/231 [==============================] - 0s 37us/step - loss: 2879.1522 - mae: 44.0162 - val_loss: 2923.6624 - val_mae: 42.5569
Epoch 253/2000
231/231 [==============================] - 0s 32us/step - loss: 2886.6861 - mae: 44.1520 - val_loss: 2923.2671 - val_mae: 42.5843
Epoch 254/2000
231/231 [==============================] - 0s 33us/step - loss: 2874.4702 - mae: 44.0505 - val_loss: 2921.6082 - val_mae: 42.2591
Epoch 255/2000
231/231 [==============================] - 0s 36us/step - loss: 2869.8860 - mae: 43.8958 - val_loss: 2920.6497 - val_mae: 42.3900
Epoch 256/2000
231/231 [==============================] - 0s 60us/step - loss: 2874.9205 - mae: 43.9697 - val_loss: 2921.7888 - val_mae: 42.5246
Epoch 257/2000
231/231 [==============================] - 0s 39us/step - loss: 2870.3008 - mae: 43.9996 - val_loss: 2919.7668 - val_mae: 42.3598
Epoch 258/2000
231/231 [==============================] - 0s 36us/step - loss: 2869.4738 - mae: 43.9746 - val_loss: 2920.9277 - val_mae: 42.2259
Epoch 259/2000
231/231 [==============================] - 0s 42us/step - loss: 2868.8743 - mae: 43.8201 - val_loss: 2919.1885 - val_mae: 42.2584
Epoch 260/2000
231/231 [==============================] - 0s 34us/step - loss: 2868.8424 - mae: 43.8902 - val_loss: 2917.6592 - val_mae: 42.3994
Epoch 261/2000
231/231 [==============================] - 0s 44us/step - loss: 2889.8375 - mae: 44.1568 - val_loss: 2926.0981 - val_mae: 42.1869
Epoch 262/2000
231/231 [==============================] - 0s 38us/step - loss: 2887.4816 - mae: 44.0616 - val_loss: 2923.1348 - val_mae: 42.1889
Epoch 263/2000
231/231 [==============================] - 0s 33us/step - loss: 2877.9695 - mae: 44.0326 - val_loss: 2919.2112 - val_mae: 42.1789
Epoch 264/2000
231/231 [==============================] - 0s 45us/step - loss: 2868.0775 - mae: 43.8411 - val_loss: 2915.8396 - val_mae: 42.2216
Epoch 265/2000
231/231 [==============================] - 0s 40us/step - loss: 2867.5202 - mae: 43.9334 - val_loss: 2916.4250 - val_mae: 42.2065
Epoch 266/2000
231/231 [==============================] - 0s 37us/step - loss: 2874.0669 - mae: 43.8565 - val_loss: 2916.8794 - val_mae: 42.4969
Epoch 267/2000
231/231 [==============================] - 0s 32us/step - loss: 2870.3894 - mae: 43.9931 - val_loss: 2914.4641 - val_mae: 42.3879
Epoch 268/2000
231/231 [==============================] - 0s 34us/step - loss: 2864.7976 - mae: 43.9535 - val_loss: 2912.8569 - val_mae: 42.2937
Epoch 269/2000
231/231 [==============================] - 0s 30us/step - loss: 2862.4089 - mae: 43.8890 - val_loss: 2912.3928 - val_mae: 42.2848
Epoch 270/2000
231/231 [==============================] - 0s 37us/step - loss: 2863.9573 - mae: 43.9395 - val_loss: 2914.8938 - val_mae: 42.1541
Epoch 271/2000
231/231 [==============================] - 0s 43us/step - loss: 2862.8841 - mae: 43.8161 - val_loss: 2913.0215 - val_mae: 42.3819
Epoch 272/2000
231/231 [==============================] - 0s 36us/step - loss: 2902.1422 - mae: 44.1595 - val_loss: 2918.4270 - val_mae: 42.5257
Epoch 273/2000
231/231 [==============================] - 0s 42us/step - loss: 2866.1217 - mae: 44.0001 - val_loss: 2913.3523 - val_mae: 42.2025
Epoch 274/2000
231/231 [==============================] - 0s 36us/step - loss: 2874.9135 - mae: 44.0222 - val_loss: 2918.2312 - val_mae: 42.0923
Epoch 275/2000
231/231 [==============================] - 0s 46us/step - loss: 2864.9087 - mae: 43.7743 - val_loss: 2913.3813 - val_mae: 42.3171
Epoch 276/2000
231/231 [==============================] - 0s 37us/step - loss: 2860.5132 - mae: 43.8408 - val_loss: 2911.8450 - val_mae: 42.2898
Epoch 277/2000
231/231 [==============================] - 0s 44us/step - loss: 2866.8685 - mae: 43.9424 - val_loss: 2913.7893 - val_mae: 42.3839
Epoch 278/2000
231/231 [==============================] - 0s 37us/step - loss: 2858.6872 - mae: 43.9303 - val_loss: 2912.7896 - val_mae: 42.1741
Epoch 279/2000
231/231 [==============================] - 0s 41us/step - loss: 2857.4713 - mae: 43.8551 - val_loss: 2911.6499 - val_mae: 42.1789
Epoch 280/2000
231/231 [==============================] - 0s 53us/step - loss: 2892.5063 - mae: 44.1650 - val_loss: 2918.6614 - val_mae: 42.0843
Epoch 281/2000
231/231 [==============================] - 0s 31us/step - loss: 2868.8853 - mae: 43.9439 - val_loss: 2915.4033 - val_mae: 42.1071
Epoch 282/2000
231/231 [==============================] - 0s 33us/step - loss: 2869.5672 - mae: 43.8301 - val_loss: 2915.7417 - val_mae: 42.0926
Epoch 283/2000
231/231 [==============================] - 0s 49us/step - loss: 2876.4584 - mae: 43.9979 - val_loss: 2916.7161 - val_mae: 42.0810
Epoch 284/2000
231/231 [==============================] - 0s 35us/step - loss: 2859.8880 - mae: 43.7384 - val_loss: 2911.2847 - val_mae: 42.1306
Epoch 285/2000
231/231 [==============================] - 0s 34us/step - loss: 2855.4325 - mae: 43.7920 - val_loss: 2909.3250 - val_mae: 42.2391
Epoch 286/2000
231/231 [==============================] - 0s 47us/step - loss: 2858.9136 - mae: 43.8318 - val_loss: 2910.3137 - val_mae: 42.3075
Epoch 287/2000
231/231 [==============================] - 0s 36us/step - loss: 2871.3890 - mae: 43.9877 - val_loss: 2911.7021 - val_mae: 42.3915
Epoch 288/2000
231/231 [==============================] - 0s 32us/step - loss: 2856.6025 - mae: 43.9198 - val_loss: 2907.5908 - val_mae: 42.2342
Epoch 289/2000
231/231 [==============================] - 0s 42us/step - loss: 2867.4755 - mae: 43.8167 - val_loss: 2909.2480 - val_mae: 42.3588
Epoch 290/2000
231/231 [==============================] - 0s 32us/step - loss: 2857.5558 - mae: 43.8483 - val_loss: 2907.1477 - val_mae: 42.2675
Epoch 291/2000
231/231 [==============================] - 0s 35us/step - loss: 2876.8411 - mae: 44.1165 - val_loss: 2911.8972 - val_mae: 42.0374
Epoch 292/2000
231/231 [==============================] - 0s 45us/step - loss: 2853.7603 - mae: 43.7405 - val_loss: 2903.8052 - val_mae: 42.1955
Epoch 293/2000
231/231 [==============================] - 0s 37us/step - loss: 2851.3316 - mae: 43.8548 - val_loss: 2904.6040 - val_mae: 42.0766
Epoch 294/2000
231/231 [==============================] - 0s 37us/step - loss: 2875.6065 - mae: 43.8920 - val_loss: 2904.5996 - val_mae: 42.2978
Epoch 295/2000
231/231 [==============================] - 0s 50us/step - loss: 2855.7005 - mae: 43.9108 - val_loss: 2902.4338 - val_mae: 42.0705
Epoch 296/2000
231/231 [==============================] - 0s 35us/step - loss: 2859.4144 - mae: 43.8097 - val_loss: 2904.0383 - val_mae: 42.0382
Epoch 297/2000
231/231 [==============================] - 0s 33us/step - loss: 2854.2430 - mae: 43.7643 - val_loss: 2903.0034 - val_mae: 42.2330
Epoch 298/2000
231/231 [==============================] - 0s 31us/step - loss: 2870.1598 - mae: 44.0413 - val_loss: 2907.0559 - val_mae: 42.0089
Epoch 299/2000
231/231 [==============================] - 0s 48us/step - loss: 2864.0643 - mae: 43.9160 - val_loss: 2906.5583 - val_mae: 41.9909
Epoch 300/2000
231/231 [==============================] - 0s 34us/step - loss: 2854.2956 - mae: 43.8331 - val_loss: 2903.9722 - val_mae: 42.0158
Epoch 301/2000
231/231 [==============================] - 0s 43us/step - loss: 2848.4344 - mae: 43.7245 - val_loss: 2900.4937 - val_mae: 42.0859
Epoch 302/2000
231/231 [==============================] - 0s 34us/step - loss: 2868.3828 - mae: 44.0961 - val_loss: 2905.9832 - val_mae: 41.9594
Epoch 303/2000
231/231 [==============================] - 0s 32us/step - loss: 2887.1384 - mae: 43.9794 - val_loss: 2908.3730 - val_mae: 41.9272
Epoch 304/2000
231/231 [==============================] - 0s 31us/step - loss: 2859.9346 - mae: 43.7671 - val_loss: 2904.4033 - val_mae: 41.9675
Epoch 305/2000
231/231 [==============================] - 0s 47us/step - loss: 2850.0841 - mae: 43.6778 - val_loss: 2899.8623 - val_mae: 42.1435
Epoch 306/2000
231/231 [==============================] - 0s 35us/step - loss: 2848.9356 - mae: 43.8291 - val_loss: 2900.1814 - val_mae: 42.0197
Epoch 307/2000
231/231 [==============================] - 0s 34us/step - loss: 2844.7004 - mae: 43.7524 - val_loss: 2899.3420 - val_mae: 42.0473
Epoch 308/2000
231/231 [==============================] - 0s 42us/step - loss: 2847.8246 - mae: 43.7839 - val_loss: 2901.3523 - val_mae: 42.0009
Epoch 309/2000
231/231 [==============================] - 0s 33us/step - loss: 2845.0940 - mae: 43.7417 - val_loss: 2898.6890 - val_mae: 42.0226
Epoch 310/2000
231/231 [==============================] - 0s 34us/step - loss: 2852.4772 - mae: 43.7961 - val_loss: 2903.4968 - val_mae: 41.9394
Epoch 311/2000
231/231 [==============================] - 0s 31us/step - loss: 2867.3959 - mae: 43.8419 - val_loss: 2904.9490 - val_mae: 41.9167
Epoch 312/2000
231/231 [==============================] - 0s 51us/step - loss: 2844.7389 - mae: 43.6618 - val_loss: 2897.6562 - val_mae: 42.0549
Epoch 313/2000
231/231 [==============================] - 0s 39us/step - loss: 2841.4246 - mae: 43.7473 - val_loss: 2897.5859 - val_mae: 41.9898
Epoch 314/2000
231/231 [==============================] - 0s 40us/step - loss: 2862.0309 - mae: 43.7004 - val_loss: 2900.3850 - val_mae: 42.2128
Epoch 315/2000
231/231 [==============================] - 0s 29us/step - loss: 2848.9235 - mae: 43.8317 - val_loss: 2896.6855 - val_mae: 42.1227
Epoch 316/2000
231/231 [==============================] - 0s 31us/step - loss: 2863.3708 - mae: 43.9725 - val_loss: 2900.0813 - val_mae: 41.8899
Epoch 317/2000
231/231 [==============================] - 0s 46us/step - loss: 2884.0538 - mae: 43.9174 - val_loss: 2903.8704 - val_mae: 41.8645
Epoch 318/2000
231/231 [==============================] - 0s 34us/step - loss: 2851.5651 - mae: 43.7887 - val_loss: 2898.6050 - val_mae: 41.9086
Epoch 319/2000
231/231 [==============================] - 0s 36us/step - loss: 2840.8288 - mae: 43.6187 - val_loss: 2894.2336 - val_mae: 42.0462
Epoch 320/2000
231/231 [==============================] - 0s 31us/step - loss: 2847.7630 - mae: 43.8583 - val_loss: 2898.1077 - val_mae: 41.9349
Epoch 321/2000
231/231 [==============================] - 0s 41us/step - loss: 2844.6461 - mae: 43.7427 - val_loss: 2897.3293 - val_mae: 41.9428
Epoch 322/2000
231/231 [==============================] - 0s 39us/step - loss: 2838.2478 - mae: 43.6205 - val_loss: 2895.2820 - val_mae: 42.0075
Epoch 323/2000
231/231 [==============================] - 0s 37us/step - loss: 2849.4970 - mae: 43.8525 - val_loss: 2898.9680 - val_mae: 41.8982
Epoch 324/2000
231/231 [==============================] - 0s 48us/step - loss: 2839.7516 - mae: 43.6376 - val_loss: 2895.3665 - val_mae: 41.9583
Epoch 325/2000
231/231 [==============================] - 0s 32us/step - loss: 2857.0265 - mae: 43.8719 - val_loss: 2900.0469 - val_mae: 41.8844
Epoch 326/2000
231/231 [==============================] - 0s 31us/step - loss: 2848.5808 - mae: 43.6527 - val_loss: 2899.5515 - val_mae: 41.9074
Epoch 327/2000
231/231 [==============================] - 0s 40us/step - loss: 2835.9252 - mae: 43.6510 - val_loss: 2894.6631 - val_mae: 41.9835
Epoch 328/2000
231/231 [==============================] - 0s 32us/step - loss: 2841.0595 - mae: 43.6642 - val_loss: 2896.3506 - val_mae: 42.1163
Epoch 329/2000
231/231 [==============================] - 0s 30us/step - loss: 2865.9353 - mae: 44.0232 - val_loss: 2898.3989 - val_mae: 41.8767
Epoch 330/2000
231/231 [==============================] - 0s 45us/step - loss: 2835.6433 - mae: 43.5843 - val_loss: 2892.5586 - val_mae: 42.0200
Epoch 331/2000
231/231 [==============================] - 0s 35us/step - loss: 2832.5264 - mae: 43.6702 - val_loss: 2892.8110 - val_mae: 42.0069
Epoch 332/2000
231/231 [==============================] - 0s 44us/step - loss: 2849.3213 - mae: 43.7551 - val_loss: 2894.6924 - val_mae: 42.1241
Epoch 333/2000
231/231 [==============================] - 0s 33us/step - loss: 2853.7305 - mae: 43.9357 - val_loss: 2894.8848 - val_mae: 41.8709
Epoch 334/2000
231/231 [==============================] - 0s 32us/step - loss: 2834.5308 - mae: 43.5859 - val_loss: 2892.2437 - val_mae: 42.0214
Epoch 335/2000
231/231 [==============================] - 0s 30us/step - loss: 2855.7253 - mae: 43.9161 - val_loss: 2895.7598 - val_mae: 41.8512
Epoch 336/2000
231/231 [==============================] - 0s 41us/step - loss: 2836.7514 - mae: 43.5906 - val_loss: 2893.4070 - val_mae: 41.8916
Epoch 337/2000
231/231 [==============================] - 0s 36us/step - loss: 2830.2782 - mae: 43.5948 - val_loss: 2892.8098 - val_mae: 41.9486
Epoch 338/2000
231/231 [==============================] - 0s 34us/step - loss: 2829.7161 - mae: 43.6396 - val_loss: 2893.0117 - val_mae: 41.9120
Epoch 339/2000
231/231 [==============================] - 0s 38us/step - loss: 2831.3251 - mae: 43.6361 - val_loss: 2893.7480 - val_mae: 41.8694
Epoch 340/2000
231/231 [==============================] - 0s 48us/step - loss: 2828.4222 - mae: 43.5831 - val_loss: 2890.9893 - val_mae: 41.9383
Epoch 341/2000
231/231 [==============================] - 0s 37us/step - loss: 2828.8948 - mae: 43.6190 - val_loss: 2890.9019 - val_mae: 41.9082
Epoch 342/2000
231/231 [==============================] - 0s 35us/step - loss: 2829.3561 - mae: 43.5956 - val_loss: 2891.3555 - val_mae: 41.8396
Epoch 343/2000
231/231 [==============================] - 0s 44us/step - loss: 2863.6532 - mae: 43.9812 - val_loss: 2897.5491 - val_mae: 41.7615
Epoch 344/2000
231/231 [==============================] - 0s 33us/step - loss: 2830.8603 - mae: 43.5310 - val_loss: 2889.2131 - val_mae: 41.9829
Epoch 345/2000
231/231 [==============================] - 0s 45us/step - loss: 2825.4105 - mae: 43.6310 - val_loss: 2887.7961 - val_mae: 41.8977
Epoch 346/2000
231/231 [==============================] - 0s 49us/step - loss: 2851.8975 - mae: 43.7169 - val_loss: 2891.5474 - val_mae: 42.0757
Epoch 347/2000
231/231 [==============================] - 0s 35us/step - loss: 2827.9650 - mae: 43.7261 - val_loss: 2889.4905 - val_mae: 41.8867
Epoch 348/2000
231/231 [==============================] - 0s 87us/step - loss: 2836.8097 - mae: 43.7002 - val_loss: 2893.4734 - val_mae: 41.7920
Epoch 349/2000
231/231 [==============================] - 0s 37us/step - loss: 2831.0984 - mae: 43.5693 - val_loss: 2888.0271 - val_mae: 41.8131
Epoch 350/2000
231/231 [==============================] - 0s 39us/step - loss: 2825.2062 - mae: 43.5187 - val_loss: 2884.0100 - val_mae: 41.9412
Epoch 351/2000
231/231 [==============================] - 0s 33us/step - loss: 2838.8707 - mae: 43.7370 - val_loss: 2887.1541 - val_mae: 42.0364
Epoch 352/2000
231/231 [==============================] - 0s 31us/step - loss: 2824.2938 - mae: 43.6723 - val_loss: 2884.4812 - val_mae: 41.8321
Epoch 353/2000
231/231 [==============================] - 0s 41us/step - loss: 2819.9261 - mae: 43.5217 - val_loss: 2883.7466 - val_mae: 41.8789
Epoch 354/2000
231/231 [==============================] - 0s 31us/step - loss: 2821.4639 - mae: 43.5616 - val_loss: 2883.6697 - val_mae: 41.8126
Epoch 355/2000
231/231 [==============================] - 0s 30us/step - loss: 2823.1506 - mae: 43.5260 - val_loss: 2883.5671 - val_mae: 41.9731
Epoch 356/2000
231/231 [==============================] - 0s 42us/step - loss: 2823.1287 - mae: 43.7023 - val_loss: 2888.5178 - val_mae: 41.7085
Epoch 357/2000
231/231 [==============================] - 0s 36us/step - loss: 2820.6866 - mae: 43.4846 - val_loss: 2880.2258 - val_mae: 41.8568
Epoch 358/2000
231/231 [==============================] - 0s 37us/step - loss: 2820.3582 - mae: 43.5703 - val_loss: 2879.5652 - val_mae: 41.9168
Epoch 359/2000
231/231 [==============================] - 0s 42us/step - loss: 2842.3927 - mae: 43.9037 - val_loss: 2887.9507 - val_mae: 41.6547
Epoch 360/2000
231/231 [==============================] - 0s 41us/step - loss: 2845.6727 - mae: 43.6253 - val_loss: 2887.4863 - val_mae: 41.6580
Epoch 361/2000
231/231 [==============================] - 0s 36us/step - loss: 2819.2591 - mae: 43.4439 - val_loss: 2876.8301 - val_mae: 41.8105
Epoch 362/2000
231/231 [==============================] - 0s 33us/step - loss: 2825.6847 - mae: 43.5998 - val_loss: 2878.3010 - val_mae: 41.8991
Epoch 363/2000
231/231 [==============================] - 0s 45us/step - loss: 2815.5012 - mae: 43.5915 - val_loss: 2877.5969 - val_mae: 41.7234
Epoch 364/2000
231/231 [==============================] - 0s 33us/step - loss: 2816.2614 - mae: 43.4538 - val_loss: 2876.1206 - val_mae: 41.8508
Epoch 365/2000
231/231 [==============================] - 0s 40us/step - loss: 2845.8302 - mae: 43.8968 - val_loss: 2879.6865 - val_mae: 41.6135
Epoch 366/2000
231/231 [==============================] - 0s 39us/step - loss: 2817.6701 - mae: 43.4288 - val_loss: 2874.1609 - val_mae: 41.6911
Epoch 367/2000
231/231 [==============================] - 0s 29us/step - loss: 2816.9558 - mae: 43.5245 - val_loss: 2873.1399 - val_mae: 41.6519
Epoch 368/2000
231/231 [==============================] - 0s 34us/step - loss: 2814.8581 - mae: 43.4421 - val_loss: 2872.4438 - val_mae: 41.6622
Epoch 369/2000
231/231 [==============================] - 0s 49us/step - loss: 2835.3781 - mae: 43.6083 - val_loss: 2879.2537 - val_mae: 41.5908
Epoch 370/2000
231/231 [==============================] - 0s 35us/step - loss: 2816.1808 - mae: 43.4101 - val_loss: 2874.9988 - val_mae: 41.6527
Epoch 371/2000
231/231 [==============================] - 0s 40us/step - loss: 2811.4242 - mae: 43.4296 - val_loss: 2873.3997 - val_mae: 41.7483
Epoch 372/2000
231/231 [==============================] - 0s 38us/step - loss: 2813.2102 - mae: 43.5421 - val_loss: 2876.8420 - val_mae: 41.6070
Epoch 373/2000
231/231 [==============================] - 0s 36us/step - loss: 2820.6161 - mae: 43.4721 - val_loss: 2877.8635 - val_mae: 41.5869
Epoch 374/2000
231/231 [==============================] - 0s 35us/step - loss: 2813.3395 - mae: 43.4026 - val_loss: 2872.0029 - val_mae: 41.7365
Epoch 375/2000
231/231 [==============================] - 0s 42us/step - loss: 2807.4498 - mae: 43.4700 - val_loss: 2872.9695 - val_mae: 41.6501
Epoch 376/2000
231/231 [==============================] - 0s 42us/step - loss: 2829.8744 - mae: 43.6091 - val_loss: 2881.3835 - val_mae: 41.5546
Epoch 377/2000
231/231 [==============================] - 0s 31us/step - loss: 2809.6508 - mae: 43.3534 - val_loss: 2870.6699 - val_mae: 41.7009
Epoch 378/2000
231/231 [==============================] - 0s 35us/step - loss: 2813.2568 - mae: 43.5587 - val_loss: 2876.6968 - val_mae: 41.5625
Epoch 379/2000
231/231 [==============================] - 0s 39us/step - loss: 2809.3985 - mae: 43.3590 - val_loss: 2870.8599 - val_mae: 41.7427
Epoch 380/2000
231/231 [==============================] - 0s 52us/step - loss: 2831.0271 - mae: 43.6162 - val_loss: 2874.2434 - val_mae: 41.8171
Epoch 381/2000
231/231 [==============================] - 0s 37us/step - loss: 2830.9460 - mae: 43.7905 - val_loss: 2873.8567 - val_mae: 41.5501
Epoch 382/2000
231/231 [==============================] - 0s 32us/step - loss: 2822.0796 - mae: 43.4060 - val_loss: 2869.6401 - val_mae: 41.7354
Epoch 383/2000
231/231 [==============================] - 0s 32us/step - loss: 2811.0450 - mae: 43.4550 - val_loss: 2869.5002 - val_mae: 41.6819
Epoch 384/2000
231/231 [==============================] - 0s 42us/step - loss: 2808.1850 - mae: 43.4961 - val_loss: 2870.8035 - val_mae: 41.5480
Epoch 385/2000
231/231 [==============================] - 0s 37us/step - loss: 2838.4774 - mae: 43.5522 - val_loss: 2868.3896 - val_mae: 41.7229
Epoch 386/2000
231/231 [==============================] - 0s 33us/step - loss: 2803.6415 - mae: 43.5077 - val_loss: 2865.7512 - val_mae: 41.6416
Epoch 387/2000
231/231 [==============================] - 0s 35us/step - loss: 2801.8995 - mae: 43.3994 - val_loss: 2864.4460 - val_mae: 41.5777
Epoch 388/2000
231/231 [==============================] - 0s 46us/step - loss: 2809.1743 - mae: 43.5227 - val_loss: 2866.1265 - val_mae: 41.4942
Epoch 389/2000
231/231 [==============================] - 0s 36us/step - loss: 2832.4358 - mae: 43.5091 - val_loss: 2863.9976 - val_mae: 41.6870
Epoch 390/2000
231/231 [==============================] - 0s 34us/step - loss: 2808.1290 - mae: 43.5703 - val_loss: 2864.0598 - val_mae: 41.5057
Epoch 391/2000
231/231 [==============================] - 0s 46us/step - loss: 2799.9591 - mae: 43.3160 - val_loss: 2862.5474 - val_mae: 41.5699
Epoch 392/2000
231/231 [==============================] - 0s 35us/step - loss: 2807.5982 - mae: 43.3510 - val_loss: 2863.3862 - val_mae: 41.6434
Epoch 393/2000
231/231 [==============================] - 0s 52us/step - loss: 2819.3043 - mae: 43.5742 - val_loss: 2865.7507 - val_mae: 41.6934
Epoch 394/2000
231/231 [==============================] - 0s 53us/step - loss: 2805.3620 - mae: 43.5339 - val_loss: 2863.9431 - val_mae: 41.4822
Epoch 395/2000
231/231 [==============================] - 0s 35us/step - loss: 2798.7033 - mae: 43.3013 - val_loss: 2862.4402 - val_mae: 41.5444
Epoch 396/2000
231/231 [==============================] - 0s 60us/step - loss: 2806.2158 - mae: 43.4122 - val_loss: 2863.9377 - val_mae: 41.6668
Epoch 397/2000
231/231 [==============================] - 0s 41us/step - loss: 2799.6680 - mae: 43.4631 - val_loss: 2864.9207 - val_mae: 41.4970
Epoch 398/2000
231/231 [==============================] - 0s 74us/step - loss: 2805.0379 - mae: 43.4191 - val_loss: 2867.8828 - val_mae: 41.4883
Epoch 399/2000
231/231 [==============================] - 0s 45us/step - loss: 2800.6415 - mae: 43.3541 - val_loss: 2862.5295 - val_mae: 41.5142
Epoch 400/2000
231/231 [==============================] - 0s 36us/step - loss: 2796.6568 - mae: 43.3507 - val_loss: 2862.7827 - val_mae: 41.4864
Epoch 401/2000
231/231 [==============================] - 0s 50us/step - loss: 2799.0436 - mae: 43.3753 - val_loss: 2862.0623 - val_mae: 41.4731
Epoch 402/2000
231/231 [==============================] - 0s 39us/step - loss: 2802.8759 - mae: 43.5385 - val_loss: 2868.1560 - val_mae: 41.4422
Epoch 403/2000
231/231 [==============================] - 0s 51us/step - loss: 2806.8980 - mae: 43.4979 - val_loss: 2867.6804 - val_mae: 41.4368
Epoch 404/2000
231/231 [==============================] - 0s 39us/step - loss: 2811.1683 - mae: 43.4060 - val_loss: 2868.9519 - val_mae: 41.4232
Epoch 405/2000
231/231 [==============================] - 0s 34us/step - loss: 2799.8780 - mae: 43.2372 - val_loss: 2863.9783 - val_mae: 41.4588
Epoch 406/2000
231/231 [==============================] - 0s 49us/step - loss: 2806.8581 - mae: 43.2519 - val_loss: 2863.7310 - val_mae: 41.6551
Epoch 407/2000
231/231 [==============================] - 0s 31us/step - loss: 2802.7319 - mae: 43.4359 - val_loss: 2859.7407 - val_mae: 41.5945
Epoch 408/2000
231/231 [==============================] - 0s 30us/step - loss: 2796.2354 - mae: 43.3523 - val_loss: 2859.3184 - val_mae: 41.5572
Epoch 409/2000
231/231 [==============================] - 0s 36us/step - loss: 2792.6834 - mae: 43.3817 - val_loss: 2860.4421 - val_mae: 41.4289
Epoch 410/2000
231/231 [==============================] - 0s 38us/step - loss: 2823.0780 - mae: 43.3342 - val_loss: 2860.1799 - val_mae: 41.6125
Epoch 411/2000
231/231 [==============================] - 0s 30us/step - loss: 2808.6469 - mae: 43.6431 - val_loss: 2862.0159 - val_mae: 41.4088
Epoch 412/2000
231/231 [==============================] - 0s 33us/step - loss: 2792.7947 - mae: 43.2241 - val_loss: 2856.9583 - val_mae: 41.4677
Epoch 413/2000
231/231 [==============================] - 0s 45us/step - loss: 2789.2986 - mae: 43.3066 - val_loss: 2857.7944 - val_mae: 41.4209
Epoch 414/2000
231/231 [==============================] - 0s 39us/step - loss: 2788.2645 - mae: 43.2369 - val_loss: 2856.4785 - val_mae: 41.4730
Epoch 415/2000
231/231 [==============================] - 0s 35us/step - loss: 2845.1230 - mae: 43.5810 - val_loss: 2858.4062 - val_mae: 41.5689
Epoch 416/2000
231/231 [==============================] - 0s 41us/step - loss: 2791.1128 - mae: 43.4281 - val_loss: 2855.6938 - val_mae: 41.4977
Epoch 417/2000
231/231 [==============================] - 0s 42us/step - loss: 2793.8941 - mae: 43.3199 - val_loss: 2856.4675 - val_mae: 41.5249
Epoch 418/2000
231/231 [==============================] - 0s 37us/step - loss: 2790.7033 - mae: 43.4021 - val_loss: 2855.2205 - val_mae: 41.4921
Epoch 419/2000
231/231 [==============================] - 0s 46us/step - loss: 2793.1623 - mae: 43.3566 - val_loss: 2856.0708 - val_mae: 41.4943
Epoch 420/2000
231/231 [==============================] - 0s 37us/step - loss: 2797.1304 - mae: 43.3414 - val_loss: 2857.1738 - val_mae: 41.5233
Epoch 421/2000
231/231 [==============================] - 0s 35us/step - loss: 2795.5562 - mae: 43.4506 - val_loss: 2857.6223 - val_mae: 41.5221
Epoch 422/2000
231/231 [==============================] - 0s 46us/step - loss: 2795.6949 - mae: 43.2886 - val_loss: 2857.2017 - val_mae: 41.5309
Epoch 423/2000
231/231 [==============================] - 0s 32us/step - loss: 2787.4460 - mae: 43.2816 - val_loss: 2855.0823 - val_mae: 41.4334
Epoch 424/2000
231/231 [==============================] - 0s 35us/step - loss: 2788.3271 - mae: 43.2403 - val_loss: 2853.7595 - val_mae: 41.4567
Epoch 425/2000
231/231 [==============================] - 0s 41us/step - loss: 2793.8336 - mae: 43.2579 - val_loss: 2855.6475 - val_mae: 41.5259
Epoch 426/2000
231/231 [==============================] - 0s 40us/step - loss: 2783.9540 - mae: 43.3924 - val_loss: 2853.5925 - val_mae: 41.3800
Epoch 427/2000
231/231 [==============================] - 0s 32us/step - loss: 2790.2351 - mae: 43.2421 - val_loss: 2856.0369 - val_mae: 41.5304
Epoch 428/2000
231/231 [==============================] - 0s 39us/step - loss: 2785.0459 - mae: 43.3873 - val_loss: 2858.3596 - val_mae: 41.3233
Epoch 429/2000
231/231 [==============================] - 0s 52us/step - loss: 2792.6367 - mae: 43.1739 - val_loss: 2856.4028 - val_mae: 41.5323
Epoch 430/2000
231/231 [==============================] - 0s 36us/step - loss: 2801.0616 - mae: 43.4407 - val_loss: 2855.5686 - val_mae: 41.5133
Epoch 431/2000
231/231 [==============================] - 0s 31us/step - loss: 2783.4874 - mae: 43.3695 - val_loss: 2855.3533 - val_mae: 41.3273
Epoch 432/2000
231/231 [==============================] - 0s 44us/step - loss: 2788.5269 - mae: 43.3359 - val_loss: 2861.5598 - val_mae: 41.3063
Epoch 433/2000
231/231 [==============================] - 0s 31us/step - loss: 2784.6066 - mae: 43.1367 - val_loss: 2853.6294 - val_mae: 41.4320
Epoch 434/2000
231/231 [==============================] - 0s 41us/step - loss: 2782.5787 - mae: 43.2675 - val_loss: 2854.6458 - val_mae: 41.4062
Epoch 435/2000
231/231 [==============================] - 0s 39us/step - loss: 2784.1041 - mae: 43.2949 - val_loss: 2859.3430 - val_mae: 41.3043
Epoch 436/2000
231/231 [==============================] - 0s 36us/step - loss: 2787.4359 - mae: 43.3039 - val_loss: 2860.4980 - val_mae: 41.3006
Epoch 437/2000
231/231 [==============================] - 0s 37us/step - loss: 2780.2064 - mae: 43.1040 - val_loss: 2855.4146 - val_mae: 41.4739
Epoch 438/2000
231/231 [==============================] - 0s 52us/step - loss: 2777.1608 - mae: 43.2251 - val_loss: 2853.6453 - val_mae: 41.3405
Epoch 439/2000
231/231 [==============================] - 0s 40us/step - loss: 2777.0755 - mae: 43.2374 - val_loss: 2859.4031 - val_mae: 41.2996
Epoch 440/2000
231/231 [==============================] - 0s 51us/step - loss: 2776.7254 - mae: 43.1060 - val_loss: 2856.3364 - val_mae: 41.4242
Epoch 441/2000
231/231 [==============================] - 0s 41us/step - loss: 2778.1901 - mae: 43.3114 - val_loss: 2865.8083 - val_mae: 41.2692
Epoch 442/2000
231/231 [==============================] - 0s 32us/step - loss: 2776.0474 - mae: 43.0534 - val_loss: 2854.3152 - val_mae: 41.3729
Epoch 443/2000
231/231 [==============================] - 0s 35us/step - loss: 2778.5701 - mae: 43.2679 - val_loss: 2862.7334 - val_mae: 41.2521
Epoch 444/2000
231/231 [==============================] - 0s 42us/step - loss: 2775.7655 - mae: 43.1338 - val_loss: 2852.2686 - val_mae: 41.2888
Epoch 445/2000
231/231 [==============================] - 0s 43us/step - loss: 2781.2740 - mae: 43.1459 - val_loss: 2857.4021 - val_mae: 41.5493
Epoch 446/2000
231/231 [==============================] - 0s 47us/step - loss: 2847.4770 - mae: 43.9887 - val_loss: 2854.2502 - val_mae: 41.2723
Epoch 447/2000
231/231 [==============================] - 0s 36us/step - loss: 2792.3414 - mae: 43.1889 - val_loss: 2851.2073 - val_mae: 41.3739
Epoch 448/2000
231/231 [==============================] - 0s 33us/step - loss: 2783.7916 - mae: 43.4058 - val_loss: 2852.9324 - val_mae: 41.2660
Epoch 449/2000
231/231 [==============================] - 0s 32us/step - loss: 2787.2552 - mae: 43.3155 - val_loss: 2857.6533 - val_mae: 41.2567
Epoch 450/2000
231/231 [==============================] - 0s 46us/step - loss: 2771.5623 - mae: 43.0822 - val_loss: 2851.9705 - val_mae: 41.2802
Epoch 451/2000
231/231 [==============================] - 0s 33us/step - loss: 2770.4103 - mae: 43.1259 - val_loss: 2849.8762 - val_mae: 41.2851
Epoch 452/2000
231/231 [==============================] - 0s 37us/step - loss: 2783.2633 - mae: 43.1555 - val_loss: 2851.5825 - val_mae: 41.3994
Epoch 453/2000
231/231 [==============================] - 0s 33us/step - loss: 2770.4889 - mae: 43.2294 - val_loss: 2851.4211 - val_mae: 41.3103
Epoch 454/2000
231/231 [==============================] - 0s 39us/step - loss: 2781.9191 - mae: 43.1956 - val_loss: 2852.9473 - val_mae: 41.4319
Epoch 455/2000
231/231 [==============================] - 0s 33us/step - loss: 2801.9716 - mae: 43.4441 - val_loss: 2853.1833 - val_mae: 41.4704
Epoch 456/2000
231/231 [==============================] - 0s 38us/step - loss: 2774.4399 - mae: 43.2790 - val_loss: 2849.3462 - val_mae: 41.3319
Epoch 457/2000
231/231 [==============================] - 0s 44us/step - loss: 2768.9876 - mae: 43.2019 - val_loss: 2850.9302 - val_mae: 41.2810
Epoch 458/2000
231/231 [==============================] - 0s 50us/step - loss: 2767.1852 - mae: 43.1141 - val_loss: 2850.7568 - val_mae: 41.2699
Epoch 459/2000
231/231 [==============================] - 0s 54us/step - loss: 2773.2557 - mae: 43.1237 - val_loss: 2851.3560 - val_mae: 41.3860
Epoch 460/2000
231/231 [==============================] - 0s 38us/step - loss: 2766.0435 - mae: 43.2248 - val_loss: 2849.9543 - val_mae: 41.2679
Epoch 461/2000
231/231 [==============================] - 0s 31us/step - loss: 2782.7642 - mae: 43.2963 - val_loss: 2856.7908 - val_mae: 41.1972
Epoch 462/2000
231/231 [==============================] - 0s 42us/step - loss: 2770.4883 - mae: 43.1077 - val_loss: 2846.8794 - val_mae: 41.2541
Epoch 463/2000
231/231 [==============================] - 0s 49us/step - loss: 2810.6417 - mae: 43.6577 - val_loss: 2854.4475 - val_mae: 41.1966
Epoch 464/2000
231/231 [==============================] - 0s 34us/step - loss: 2768.9605 - mae: 43.0431 - val_loss: 2846.4651 - val_mae: 41.2509
Epoch 465/2000
231/231 [==============================] - 0s 49us/step - loss: 2767.7632 - mae: 43.1347 - val_loss: 2844.5254 - val_mae: 41.2842
Epoch 466/2000
231/231 [==============================] - 0s 41us/step - loss: 2767.7528 - mae: 43.2147 - val_loss: 2847.1768 - val_mae: 41.2066
Epoch 467/2000
231/231 [==============================] - 0s 41us/step - loss: 2767.0051 - mae: 43.0598 - val_loss: 2845.4041 - val_mae: 41.3039
Epoch 468/2000
231/231 [==============================] - 0s 42us/step - loss: 2770.6163 - mae: 43.2162 - val_loss: 2852.5115 - val_mae: 41.1898
Epoch 469/2000
231/231 [==============================] - 0s 29us/step - loss: 2763.8732 - mae: 43.0097 - val_loss: 2846.1123 - val_mae: 41.2545
Epoch 470/2000
231/231 [==============================] - 0s 30us/step - loss: 2777.5931 - mae: 43.1380 - val_loss: 2849.6262 - val_mae: 41.4063
Epoch 471/2000
231/231 [==============================] - 0s 46us/step - loss: 2764.8095 - mae: 43.2055 - val_loss: 2848.9382 - val_mae: 41.2791
Epoch 472/2000
231/231 [==============================] - 0s 33us/step - loss: 2786.6647 - mae: 43.3780 - val_loss: 2857.9136 - val_mae: 41.1689
Epoch 473/2000
231/231 [==============================] - 0s 32us/step - loss: 2767.0908 - mae: 43.0594 - val_loss: 2851.9429 - val_mae: 41.1887
Epoch 474/2000
231/231 [==============================] - 0s 40us/step - loss: 2778.9886 - mae: 43.1606 - val_loss: 2852.2288 - val_mae: 41.1787
Epoch 475/2000
231/231 [==============================] - 0s 35us/step - loss: 2761.5726 - mae: 42.9936 - val_loss: 2848.0720 - val_mae: 41.2800
Epoch 476/2000
231/231 [==============================] - 0s 35us/step - loss: 2759.7598 - mae: 43.0953 - val_loss: 2846.8828 - val_mae: 41.2171
Epoch 477/2000
231/231 [==============================] - 0s 32us/step - loss: 2762.8725 - mae: 43.1230 - val_loss: 2853.1289 - val_mae: 41.1658
Epoch 478/2000
231/231 [==============================] - 0s 40us/step - loss: 2770.0020 - mae: 43.2228 - val_loss: 2853.4302 - val_mae: 41.1520
Epoch 479/2000
231/231 [==============================] - 0s 33us/step - loss: 2766.8933 - mae: 43.0380 - val_loss: 2852.4763 - val_mae: 41.1566
Epoch 480/2000
231/231 [==============================] - 0s 36us/step - loss: 2758.7707 - mae: 42.9484 - val_loss: 2847.0210 - val_mae: 41.3049
Epoch 481/2000
231/231 [==============================] - 0s 53us/step - loss: 2768.1163 - mae: 43.1957 - val_loss: 2846.6750 - val_mae: 41.3387
Epoch 482/2000
231/231 [==============================] - 0s 42us/step - loss: 2760.4198 - mae: 43.1821 - val_loss: 2851.2866 - val_mae: 41.1372
Epoch 483/2000
231/231 [==============================] - 0s 41us/step - loss: 2756.5520 - mae: 42.9565 - val_loss: 2846.8679 - val_mae: 41.2514
Epoch 484/2000
231/231 [==============================] - 0s 46us/step - loss: 2755.8396 - mae: 43.0885 - val_loss: 2850.5076 - val_mae: 41.1470
Epoch 485/2000
231/231 [==============================] - 0s 36us/step - loss: 2754.8064 - mae: 42.9943 - val_loss: 2846.9358 - val_mae: 41.2360
Epoch 486/2000
231/231 [==============================] - 0s 48us/step - loss: 2758.2332 - mae: 43.0010 - val_loss: 2847.2966 - val_mae: 41.3105
Epoch 487/2000
231/231 [==============================] - 0s 31us/step - loss: 2765.7864 - mae: 43.1247 - val_loss: 2848.7878 - val_mae: 41.3510
Epoch 488/2000
231/231 [==============================] - ETA: 0s - loss: 2914.6699 - mae: 44.336 - 0s 33us/step - loss: 2754.6533 - mae: 43.0657 - val_loss: 2852.0090 - val_mae: 41.0973
Epoch 489/2000
231/231 [==============================] - 0s 65us/step - loss: 2808.3980 - mae: 43.3995 - val_loss: 2857.7637 - val_mae: 41.0932
Epoch 490/2000
231/231 [==============================] - 0s 57us/step - loss: 2757.4546 - mae: 42.8981 - val_loss: 2845.0908 - val_mae: 41.1593
Epoch 491/2000
231/231 [==============================] - 0s 36us/step - loss: 2755.0734 - mae: 43.0132 - val_loss: 2844.4194 - val_mae: 41.2206
Epoch 492/2000
231/231 [==============================] - 0s 51us/step - loss: 2771.0445 - mae: 43.1693 - val_loss: 2845.2883 - val_mae: 41.3072
Epoch 493/2000
231/231 [==============================] - 0s 34us/step - loss: 2756.8608 - mae: 43.0933 - val_loss: 2842.2537 - val_mae: 41.2016
Epoch 494/2000
231/231 [==============================] - 0s 35us/step - loss: 2757.3088 - mae: 43.1501 - val_loss: 2843.5120 - val_mae: 41.2374
Epoch 495/2000
231/231 [==============================] - 0s 33us/step - loss: 2754.3343 - mae: 43.0349 - val_loss: 2844.5442 - val_mae: 41.1765
Epoch 496/2000
231/231 [==============================] - 0s 93us/step - loss: 2778.1705 - mae: 43.3530 - val_loss: 2853.8743 - val_mae: 41.0481
Epoch 497/2000
231/231 [==============================] - 0s 34us/step - loss: 2754.5034 - mae: 42.8846 - val_loss: 2842.7168 - val_mae: 41.1952
Epoch 498/2000
231/231 [==============================] - 0s 30us/step - loss: 2772.1950 - mae: 43.0198 - val_loss: 2844.1592 - val_mae: 41.2938
Epoch 499/2000
231/231 [==============================] - 0s 32us/step - loss: 2754.1068 - mae: 42.9716 - val_loss: 2843.1025 - val_mae: 41.2164
Epoch 500/2000
231/231 [==============================] - 0s 32us/step - loss: 2769.5515 - mae: 43.2225 - val_loss: 2850.3230 - val_mae: 41.0545
Epoch 501/2000
231/231 [==============================] - 0s 32us/step - loss: 2764.3020 - mae: 42.9398 - val_loss: 2851.5002 - val_mae: 41.0562
Epoch 502/2000
231/231 [==============================] - 0s 33us/step - loss: 2792.3368 - mae: 43.1369 - val_loss: 2844.0676 - val_mae: 41.2262
Epoch 503/2000
231/231 [==============================] - 0s 32us/step - loss: 2753.0852 - mae: 43.0508 - val_loss: 2845.2539 - val_mae: 41.2467
Epoch 504/2000
231/231 [==============================] - 0s 31us/step - loss: 2782.6312 - mae: 43.1836 - val_loss: 2847.6724 - val_mae: 41.3326
Epoch 505/2000
231/231 [==============================] - 0s 32us/step - loss: 2754.8158 - mae: 43.1417 - val_loss: 2846.8372 - val_mae: 41.1563
Epoch 506/2000
231/231 [==============================] - 0s 78us/step - loss: 2749.7035 - mae: 42.9313 - val_loss: 2845.8599 - val_mae: 41.2147
Epoch 507/2000
231/231 [==============================] - 0s 44us/step - loss: 2747.9337 - mae: 43.0390 - val_loss: 2848.4272 - val_mae: 41.1413
Epoch 508/2000
231/231 [==============================] - 0s 43us/step - loss: 2745.9055 - mae: 42.9371 - val_loss: 2847.1206 - val_mae: 41.1539
Epoch 509/2000
231/231 [==============================] - 0s 60us/step - loss: 2744.6999 - mae: 42.9199 - val_loss: 2847.1680 - val_mae: 41.1792
Epoch 510/2000
231/231 [==============================] - 0s 36us/step - loss: 2754.9851 - mae: 43.0446 - val_loss: 2852.3740 - val_mae: 41.0707
Epoch 511/2000
231/231 [==============================] - 0s 37us/step - loss: 2751.3957 - mae: 42.9266 - val_loss: 2850.2954 - val_mae: 41.0741
Epoch 512/2000
231/231 [==============================] - 0s 46us/step - loss: 2747.3632 - mae: 42.8689 - val_loss: 2848.9275 - val_mae: 41.0974
Epoch 513/2000
231/231 [==============================] - 0s 42us/step - loss: 2751.5613 - mae: 43.0400 - val_loss: 2851.7749 - val_mae: 41.0549
Epoch 514/2000
231/231 [==============================] - 0s 48us/step - loss: 2743.6791 - mae: 42.8175 - val_loss: 2844.9150 - val_mae: 41.1271
Epoch 515/2000
231/231 [==============================] - 0s 37us/step - loss: 2747.6657 - mae: 42.9237 - val_loss: 2849.9573 - val_mae: 41.0178
Epoch 516/2000
231/231 [==============================] - 0s 40us/step - loss: 2754.7771 - mae: 42.9185 - val_loss: 2844.6907 - val_mae: 41.2925
Epoch 517/2000
231/231 [==============================] - 0s 42us/step - loss: 2745.7205 - mae: 43.0280 - val_loss: 2843.5691 - val_mae: 41.1137
Epoch 518/2000
231/231 [==============================] - 0s 38us/step - loss: 2743.5025 - mae: 42.8713 - val_loss: 2842.4475 - val_mae: 41.1826
Epoch 519/2000
231/231 [==============================] - 0s 40us/step - loss: 2760.4479 - mae: 42.8485 - val_loss: 2844.2439 - val_mae: 41.2984
Epoch 520/2000
231/231 [==============================] - 0s 32us/step - loss: 2773.6312 - mae: 43.3059 - val_loss: 2844.6658 - val_mae: 41.3178
Epoch 521/2000
231/231 [==============================] - 0s 31us/step - loss: 2744.6883 - mae: 43.0388 - val_loss: 2843.9597 - val_mae: 41.0335
Epoch 522/2000
231/231 [==============================] - 0s 34us/step - loss: 2774.5059 - mae: 42.9472 - val_loss: 2843.0408 - val_mae: 41.2200
Epoch 523/2000
231/231 [==============================] - 0s 32us/step - loss: 2744.3785 - mae: 43.0184 - val_loss: 2842.0090 - val_mae: 41.1464
Epoch 524/2000
231/231 [==============================] - 0s 40us/step - loss: 2752.4723 - mae: 42.9155 - val_loss: 2842.1833 - val_mae: 41.2224
Epoch 525/2000
231/231 [==============================] - 0s 33us/step - loss: 2752.1978 - mae: 43.1067 - val_loss: 2844.7913 - val_mae: 40.9940
Epoch 526/2000
231/231 [==============================] - 0s 32us/step - loss: 2777.5584 - mae: 43.2382 - val_loss: 2850.9365 - val_mae: 40.9544
Epoch 527/2000
231/231 [==============================] - 0s 35us/step - loss: 2746.2677 - mae: 42.8020 - val_loss: 2840.7402 - val_mae: 41.0905
Epoch 528/2000
231/231 [==============================] - 0s 31us/step - loss: 2737.1364 - mae: 42.9011 - val_loss: 2841.2034 - val_mae: 41.0513
Epoch 529/2000
231/231 [==============================] - 0s 34us/step - loss: 2735.5604 - mae: 42.8395 - val_loss: 2839.6145 - val_mae: 41.0909
Epoch 530/2000
231/231 [==============================] - 0s 38us/step - loss: 2736.1287 - mae: 42.8873 - val_loss: 2838.5713 - val_mae: 41.1106
Epoch 531/2000
231/231 [==============================] - 0s 37us/step - loss: 2742.8273 - mae: 43.0096 - val_loss: 2840.1064 - val_mae: 41.0066
Epoch 532/2000
231/231 [==============================] - 0s 39us/step - loss: 2740.1705 - mae: 42.8794 - val_loss: 2842.6455 - val_mae: 40.9680
Epoch 533/2000
231/231 [==============================] - 0s 33us/step - loss: 2741.2717 - mae: 42.8577 - val_loss: 2843.5259 - val_mae: 40.9739
Epoch 534/2000
231/231 [==============================] - 0s 30us/step - loss: 2774.3242 - mae: 43.2075 - val_loss: 2848.1511 - val_mae: 40.9158
Epoch 535/2000
231/231 [==============================] - 0s 32us/step - loss: 2746.9202 - mae: 42.7989 - val_loss: 2837.3477 - val_mae: 41.1114
Epoch 536/2000
231/231 [==============================] - 0s 28us/step - loss: 2738.3211 - mae: 42.9074 - val_loss: 2836.7722 - val_mae: 41.1217
Epoch 537/2000
231/231 [==============================] - 0s 34us/step - loss: 2732.3005 - mae: 42.8919 - val_loss: 2836.5361 - val_mae: 41.0590
Epoch 538/2000
231/231 [==============================] - 0s 30us/step - loss: 2740.8273 - mae: 42.8307 - val_loss: 2837.0430 - val_mae: 41.1723
Epoch 539/2000
231/231 [==============================] - 0s 31us/step - loss: 2746.9968 - mae: 43.0545 - val_loss: 2843.2324 - val_mae: 40.9419
Epoch 540/2000
231/231 [==============================] - 0s 32us/step - loss: 2736.3085 - mae: 42.7804 - val_loss: 2836.9167 - val_mae: 41.0181
Epoch 541/2000
231/231 [==============================] - 0s 34us/step - loss: 2735.9105 - mae: 42.8547 - val_loss: 2837.4675 - val_mae: 40.9861
Epoch 542/2000
231/231 [==============================] - 0s 32us/step - loss: 2738.0665 - mae: 42.8245 - val_loss: 2834.3264 - val_mae: 41.1564
Epoch 543/2000
231/231 [==============================] - 0s 36us/step - loss: 2735.2734 - mae: 42.9575 - val_loss: 2836.7607 - val_mae: 40.9798
Epoch 544/2000
231/231 [==============================] - 0s 31us/step - loss: 2729.8243 - mae: 42.7914 - val_loss: 2834.6580 - val_mae: 40.9959
Epoch 545/2000
231/231 [==============================] - 0s 30us/step - loss: 2785.3371 - mae: 43.1427 - val_loss: 2835.5676 - val_mae: 41.1934
Epoch 546/2000
231/231 [==============================] - 0s 32us/step - loss: 2735.6236 - mae: 42.9869 - val_loss: 2838.2366 - val_mae: 40.9741
Epoch 547/2000
231/231 [==============================] - 0s 31us/step - loss: 2730.2228 - mae: 42.7700 - val_loss: 2834.2410 - val_mae: 41.0183
Epoch 548/2000
231/231 [==============================] - 0s 35us/step - loss: 2735.6855 - mae: 42.9250 - val_loss: 2841.2292 - val_mae: 40.9243
Epoch 549/2000
231/231 [==============================] - 0s 32us/step - loss: 2729.3471 - mae: 42.7344 - val_loss: 2834.7832 - val_mae: 41.0188
Epoch 550/2000
231/231 [==============================] - 0s 32us/step - loss: 2769.8668 - mae: 43.3047 - val_loss: 2843.6096 - val_mae: 40.8800
Epoch 551/2000
231/231 [==============================] - 0s 30us/step - loss: 2731.4739 - mae: 42.7565 - val_loss: 2836.6562 - val_mae: 40.9503
Epoch 552/2000
231/231 [==============================] - 0s 38us/step - loss: 2728.2622 - mae: 42.7680 - val_loss: 2834.6165 - val_mae: 40.9683
Epoch 553/2000
231/231 [==============================] - 0s 33us/step - loss: 2744.5476 - mae: 42.9733 - val_loss: 2842.6572 - val_mae: 40.8969
Epoch 554/2000
231/231 [==============================] - 0s 36us/step - loss: 2745.3585 - mae: 42.8050 - val_loss: 2833.6873 - val_mae: 41.1148
Epoch 555/2000
231/231 [==============================] - 0s 36us/step - loss: 2759.9271 - mae: 43.0371 - val_loss: 2836.3562 - val_mae: 41.2382
Epoch 556/2000
231/231 [==============================] - 0s 37us/step - loss: 2734.2529 - mae: 42.8474 - val_loss: 2835.0818 - val_mae: 41.1315
Epoch 557/2000
231/231 [==============================] - 0s 36us/step - loss: 2726.5588 - mae: 42.8562 - val_loss: 2836.1470 - val_mae: 40.9839
Epoch 558/2000
231/231 [==============================] - 0s 34us/step - loss: 2725.6955 - mae: 42.7385 - val_loss: 2835.3010 - val_mae: 41.0278
Epoch 559/2000
231/231 [==============================] - 0s 46us/step - loss: 2737.6289 - mae: 42.9210 - val_loss: 2842.6150 - val_mae: 40.9103
Epoch 560/2000
231/231 [==============================] - 0s 40us/step - loss: 2730.7443 - mae: 42.6900 - val_loss: 2838.9392 - val_mae: 40.9514
Epoch 561/2000
231/231 [==============================] - 0s 35us/step - loss: 2725.4491 - mae: 42.7009 - val_loss: 2836.9902 - val_mae: 40.9753
Epoch 562/2000
231/231 [==============================] - 0s 38us/step - loss: 2744.2058 - mae: 42.8624 - val_loss: 2843.9780 - val_mae: 40.8814
Epoch 563/2000
231/231 [==============================] - 0s 40us/step - loss: 2736.6352 - mae: 42.7238 - val_loss: 2834.2756 - val_mae: 41.1501
Epoch 564/2000
231/231 [==============================] - 0s 41us/step - loss: 2727.5235 - mae: 42.8868 - val_loss: 2837.3843 - val_mae: 40.9513
Epoch 565/2000
231/231 [==============================] - 0s 37us/step - loss: 2727.1778 - mae: 42.7607 - val_loss: 2836.6746 - val_mae: 40.9412
Epoch 566/2000
231/231 [==============================] - 0s 42us/step - loss: 2723.7775 - mae: 42.7212 - val_loss: 2834.9436 - val_mae: 41.0444
Epoch 567/2000
231/231 [==============================] - 0s 41us/step - loss: 2748.7086 - mae: 42.7163 - val_loss: 2834.6812 - val_mae: 41.2150
Epoch 568/2000
231/231 [==============================] - 0s 48us/step - loss: 2734.9091 - mae: 42.8966 - val_loss: 2832.2375 - val_mae: 41.1447
Epoch 569/2000
231/231 [==============================] - 0s 46us/step - loss: 2733.8828 - mae: 42.7415 - val_loss: 2829.6316 - val_mae: 41.1010
Epoch 570/2000
231/231 [==============================] - 0s 41us/step - loss: 2722.1400 - mae: 42.8418 - val_loss: 2831.2446 - val_mae: 40.9237
Epoch 571/2000
231/231 [==============================] - 0s 34us/step - loss: 2739.8094 - mae: 42.8286 - val_loss: 2832.6494 - val_mae: 41.1981
Epoch 572/2000
231/231 [==============================] - 0s 33us/step - loss: 2725.1950 - mae: 42.7883 - val_loss: 2832.1287 - val_mae: 41.0248
Epoch 573/2000
231/231 [==============================] - 0s 33us/step - loss: 2720.4252 - mae: 42.8086 - val_loss: 2837.2688 - val_mae: 40.9097
Epoch 574/2000
231/231 [==============================] - 0s 41us/step - loss: 2720.9272 - mae: 42.7007 - val_loss: 2833.6470 - val_mae: 40.9248
Epoch 575/2000
231/231 [==============================] - 0s 36us/step - loss: 2733.9098 - mae: 42.8648 - val_loss: 2835.7471 - val_mae: 41.2406
Epoch 576/2000
231/231 [==============================] - 0s 40us/step - loss: 2731.3093 - mae: 42.8107 - val_loss: 2834.5098 - val_mae: 41.1525
Epoch 577/2000
231/231 [==============================] - 0s 57us/step - loss: 2741.4184 - mae: 42.8634 - val_loss: 2836.2090 - val_mae: 41.2290
Epoch 578/2000
231/231 [==============================] - 0s 47us/step - loss: 2721.7961 - mae: 42.8168 - val_loss: 2836.5354 - val_mae: 40.9875
Epoch 579/2000
231/231 [==============================] - 0s 47us/step - loss: 2718.1899 - mae: 42.7127 - val_loss: 2838.9934 - val_mae: 40.9287
Epoch 580/2000
231/231 [==============================] - 0s 49us/step - loss: 2722.0470 - mae: 42.7244 - val_loss: 2837.7134 - val_mae: 41.1686
Epoch 581/2000
231/231 [==============================] - 0s 35us/step - loss: 2718.2574 - mae: 42.7493 - val_loss: 2837.3362 - val_mae: 41.0317
Epoch 582/2000
231/231 [==============================] - 0s 37us/step - loss: 2765.5713 - mae: 42.8885 - val_loss: 2838.7043 - val_mae: 41.2472
Epoch 583/2000
231/231 [==============================] - 0s 47us/step - loss: 2723.5309 - mae: 42.7385 - val_loss: 2834.8765 - val_mae: 41.0772
Epoch 584/2000
231/231 [==============================] - 0s 38us/step - loss: 2728.2329 - mae: 42.7795 - val_loss: 2834.5793 - val_mae: 41.1577
Epoch 585/2000
231/231 [==============================] - 0s 51us/step - loss: 2719.4893 - mae: 42.7296 - val_loss: 2833.7144 - val_mae: 41.0650
Epoch 586/2000
231/231 [==============================] - 0s 50us/step - loss: 2716.8361 - mae: 42.7635 - val_loss: 2837.6885 - val_mae: 40.8871
Epoch 587/2000
231/231 [==============================] - 0s 37us/step - loss: 2748.3578 - mae: 42.8971 - val_loss: 2833.6831 - val_mae: 41.1750
Epoch 588/2000
231/231 [==============================] - 0s 41us/step - loss: 2717.7622 - mae: 42.7993 - val_loss: 2834.5371 - val_mae: 40.9059
Epoch 589/2000
231/231 [==============================] - 0s 33us/step - loss: 2727.2949 - mae: 42.7405 - val_loss: 2833.6633 - val_mae: 41.1521
Epoch 590/2000
231/231 [==============================] - 0s 48us/step - loss: 2716.7056 - mae: 42.7872 - val_loss: 2833.4314 - val_mae: 40.8975
Epoch 591/2000
231/231 [==============================] - 0s 28us/step - loss: 2737.0119 - mae: 42.9715 - val_loss: 2841.0676 - val_mae: 40.8219
Epoch 592/2000
231/231 [==============================] - 0s 56us/step - loss: 2723.5991 - mae: 42.6731 - val_loss: 2838.4951 - val_mae: 40.8594
Epoch 593/2000
231/231 [==============================] - 0s 59us/step - loss: 2718.8531 - mae: 42.7828 - val_loss: 2835.7517 - val_mae: 40.8722
Epoch 594/2000
231/231 [==============================] - 0s 41us/step - loss: 2712.4094 - mae: 42.6701 - val_loss: 2831.4180 - val_mae: 40.9229
Epoch 595/2000
231/231 [==============================] - 0s 54us/step - loss: 2713.8642 - mae: 42.7117 - val_loss: 2832.1147 - val_mae: 40.8893
Epoch 596/2000
231/231 [==============================] - 0s 40us/step - loss: 2717.1330 - mae: 42.6923 - val_loss: 2830.2163 - val_mae: 41.1150
Epoch 597/2000
231/231 [==============================] - 0s 30us/step - loss: 2712.6180 - mae: 42.7542 - val_loss: 2831.6621 - val_mae: 40.8702
Epoch 598/2000
231/231 [==============================] - 0s 31us/step - loss: 2772.9283 - mae: 43.3287 - val_loss: 2839.9871 - val_mae: 40.8085
Epoch 599/2000
231/231 [==============================] - 0s 31us/step - loss: 2717.1318 - mae: 42.6460 - val_loss: 2830.1511 - val_mae: 40.8690
Epoch 600/2000
231/231 [==============================] - 0s 30us/step - loss: 2711.9332 - mae: 42.6536 - val_loss: 2830.4102 - val_mae: 40.9957
Epoch 601/2000
231/231 [==============================] - 0s 36us/step - loss: 2714.3638 - mae: 42.7137 - val_loss: 2831.7722 - val_mae: 41.0574
Epoch 602/2000
231/231 [==============================] - 0s 33us/step - loss: 2723.4642 - mae: 42.8354 - val_loss: 2841.2676 - val_mae: 40.8382
Epoch 603/2000
231/231 [==============================] - 0s 30us/step - loss: 2719.4375 - mae: 42.6387 - val_loss: 2833.7832 - val_mae: 41.0988
Epoch 604/2000
231/231 [==============================] - 0s 29us/step - loss: 2709.5706 - mae: 42.6937 - val_loss: 2835.0400 - val_mae: 40.9443
Epoch 605/2000
231/231 [==============================] - 0s 34us/step - loss: 2710.5547 - mae: 42.6689 - val_loss: 2832.3242 - val_mae: 41.0028
Epoch 606/2000
231/231 [==============================] - 0s 29us/step - loss: 2721.4663 - mae: 42.6888 - val_loss: 2834.5186 - val_mae: 41.2136
Epoch 607/2000
231/231 [==============================] - 0s 31us/step - loss: 2752.5210 - mae: 42.9163 - val_loss: 2835.9385 - val_mae: 41.2742
Epoch 608/2000
231/231 [==============================] - 0s 31us/step - loss: 2740.7486 - mae: 42.9322 - val_loss: 2835.9399 - val_mae: 41.2655
Epoch 609/2000
231/231 [==============================] - 0s 37us/step - loss: 2723.6812 - mae: 42.8821 - val_loss: 2838.1438 - val_mae: 40.8993
Epoch 610/2000
231/231 [==============================] - 0s 37us/step - loss: 2712.6094 - mae: 42.6835 - val_loss: 2838.6614 - val_mae: 40.8910
Epoch 611/2000
231/231 [==============================] - 0s 34us/step - loss: 2710.8109 - mae: 42.6377 - val_loss: 2837.0049 - val_mae: 40.8935
Epoch 612/2000
231/231 [==============================] - 0s 40us/step - loss: 2721.3506 - mae: 42.6838 - val_loss: 2833.0520 - val_mae: 41.1237
Epoch 613/2000
231/231 [==============================] - 0s 34us/step - loss: 2719.0112 - mae: 42.7805 - val_loss: 2833.6118 - val_mae: 41.1578
Epoch 614/2000
231/231 [==============================] - 0s 36us/step - loss: 2730.5293 - mae: 42.7491 - val_loss: 2833.8147 - val_mae: 41.1940
Epoch 615/2000
231/231 [==============================] - 0s 36us/step - loss: 2709.6133 - mae: 42.7279 - val_loss: 2834.3743 - val_mae: 40.9332
Epoch 616/2000
231/231 [==============================] - 0s 32us/step - loss: 2709.9274 - mae: 42.6424 - val_loss: 2833.9988 - val_mae: 41.0914
Epoch 617/2000
231/231 [==============================] - 0s 40us/step - loss: 2720.7765 - mae: 42.8333 - val_loss: 2842.1123 - val_mae: 40.8696
Epoch 618/2000
231/231 [==============================] - 0s 33us/step - loss: 2759.3973 - mae: 42.9414 - val_loss: 2848.9307 - val_mae: 40.8994
Epoch 619/2000
231/231 [==============================] - 0s 37us/step - loss: 2730.2417 - mae: 42.6598 - val_loss: 2836.7495 - val_mae: 41.0887
Epoch 620/2000
231/231 [==============================] - 0s 39us/step - loss: 2710.1265 - mae: 42.7078 - val_loss: 2840.3240 - val_mae: 40.9611
Epoch 621/2000
231/231 [==============================] - 0s 35us/step - loss: 2705.3022 - mae: 42.5836 - val_loss: 2837.7207 - val_mae: 40.9674
Epoch 622/2000
231/231 [==============================] - 0s 40us/step - loss: 2704.9214 - mae: 42.6327 - val_loss: 2837.0222 - val_mae: 40.9781
Epoch 623/2000
231/231 [==============================] - 0s 33us/step - loss: 2721.1412 - mae: 42.6289 - val_loss: 2835.8398 - val_mae: 41.2105
Epoch 624/2000
231/231 [==============================] - 0s 38us/step - loss: 2721.1217 - mae: 42.6275 - val_loss: 2834.5554 - val_mae: 41.2044
Epoch 625/2000
231/231 [==============================] - 0s 34us/step - loss: 2726.8005 - mae: 42.8311 - val_loss: 2836.6111 - val_mae: 41.2681
Epoch 626/2000
231/231 [==============================] - 0s 33us/step - loss: 2708.8970 - mae: 42.7131 - val_loss: 2834.6992 - val_mae: 40.9469
Epoch 627/2000
231/231 [==============================] - 0s 39us/step - loss: 2703.8171 - mae: 42.6388 - val_loss: 2836.1433 - val_mae: 40.9931
Epoch 628/2000
231/231 [==============================] - 0s 38us/step - loss: 2705.2345 - mae: 42.6232 - val_loss: 2834.2505 - val_mae: 41.0469
Epoch 629/2000
231/231 [==============================] - 0s 43us/step - loss: 2704.0362 - mae: 42.6445 - val_loss: 2837.8716 - val_mae: 40.8960
Epoch 630/2000
231/231 [==============================] - 0s 39us/step - loss: 2703.3125 - mae: 42.5680 - val_loss: 2836.2231 - val_mae: 40.9417
Epoch 631/2000
231/231 [==============================] - 0s 31us/step - loss: 2713.7689 - mae: 42.6383 - val_loss: 2843.7500 - val_mae: 40.8730
Epoch 632/2000
231/231 [==============================] - 0s 31us/step - loss: 2720.6395 - mae: 42.6205 - val_loss: 2833.5342 - val_mae: 41.2105
Epoch 633/2000
231/231 [==============================] - 0s 40us/step - loss: 2704.4319 - mae: 42.6709 - val_loss: 2831.8569 - val_mae: 41.0236
Epoch 634/2000
231/231 [==============================] - 0s 43us/step - loss: 2708.9551 - mae: 42.7354 - val_loss: 2838.3533 - val_mae: 40.8428
Epoch 635/2000
231/231 [==============================] - 0s 38us/step - loss: 2708.1853 - mae: 42.5440 - val_loss: 2829.4822 - val_mae: 41.1209
Epoch 636/2000
231/231 [==============================] - 0s 30us/step - loss: 2729.8455 - mae: 42.8938 - val_loss: 2838.4294 - val_mae: 40.8173
Epoch 637/2000
231/231 [==============================] - 0s 40us/step - loss: 2704.1156 - mae: 42.5110 - val_loss: 2827.2844 - val_mae: 40.9275
Epoch 638/2000
231/231 [==============================] - 0s 31us/step - loss: 2711.7886 - mae: 42.7731 - val_loss: 2835.4873 - val_mae: 40.8073
Epoch 639/2000
231/231 [==============================] - 0s 40us/step - loss: 2711.4285 - mae: 42.5970 - val_loss: 2828.2634 - val_mae: 41.1003
Epoch 640/2000
231/231 [==============================] - 0s 33us/step - loss: 2711.0670 - mae: 42.7157 - val_loss: 2835.8203 - val_mae: 40.8254
Epoch 641/2000
231/231 [==============================] - 0s 31us/step - loss: 2700.4167 - mae: 42.5720 - val_loss: 2831.7983 - val_mae: 40.8825
Epoch 642/2000
231/231 [==============================] - 0s 39us/step - loss: 2699.6663 - mae: 42.5563 - val_loss: 2827.8403 - val_mae: 41.0103
Epoch 643/2000
231/231 [==============================] - 0s 37us/step - loss: 2699.9599 - mae: 42.6447 - val_loss: 2833.8169 - val_mae: 40.8342
Epoch 644/2000
231/231 [==============================] - 0s 35us/step - loss: 2699.6910 - mae: 42.5676 - val_loss: 2831.0774 - val_mae: 40.9683
Epoch 645/2000
231/231 [==============================] - 0s 32us/step - loss: 2700.4649 - mae: 42.6036 - val_loss: 2831.6272 - val_mae: 41.0606
Epoch 646/2000
231/231 [==============================] - 0s 35us/step - loss: 2698.2200 - mae: 42.6195 - val_loss: 2836.7344 - val_mae: 40.8354
Epoch 647/2000
231/231 [==============================] - 0s 31us/step - loss: 2706.3551 - mae: 42.5140 - val_loss: 2834.9165 - val_mae: 40.8305
Epoch 648/2000
231/231 [==============================] - 0s 33us/step - loss: 2699.5140 - mae: 42.5955 - val_loss: 2832.8271 - val_mae: 40.8387
Epoch 649/2000
231/231 [==============================] - 0s 40us/step - loss: 2707.6674 - mae: 42.6712 - val_loss: 2840.7341 - val_mae: 40.8138
Epoch 650/2000
231/231 [==============================] - 0s 36us/step - loss: 2698.2168 - mae: 42.4888 - val_loss: 2829.3838 - val_mae: 41.1479
Epoch 651/2000
231/231 [==============================] - 0s 32us/step - loss: 2721.4821 - mae: 42.7322 - val_loss: 2831.4658 - val_mae: 41.2370
Epoch 652/2000
231/231 [==============================] - 0s 39us/step - loss: 2739.4903 - mae: 42.9686 - val_loss: 2839.0022 - val_mae: 40.8118
Epoch 653/2000
231/231 [==============================] - 0s 30us/step - loss: 2703.1568 - mae: 42.5469 - val_loss: 2829.9424 - val_mae: 41.0319
Epoch 654/2000
231/231 [==============================] - 0s 29us/step - loss: 2694.1615 - mae: 42.5473 - val_loss: 2829.7527 - val_mae: 40.9467
Epoch 655/2000
231/231 [==============================] - 0s 31us/step - loss: 2706.5875 - mae: 42.6875 - val_loss: 2839.3328 - val_mae: 40.8134
Epoch 656/2000
231/231 [==============================] - 0s 28us/step - loss: 2698.9594 - mae: 42.5218 - val_loss: 2832.6941 - val_mae: 40.9242
Epoch 657/2000
231/231 [==============================] - 0s 31us/step - loss: 2693.6107 - mae: 42.5072 - val_loss: 2831.4075 - val_mae: 41.0132
Epoch 658/2000
231/231 [==============================] - 0s 27us/step - loss: 2707.8457 - mae: 42.6649 - val_loss: 2843.1077 - val_mae: 40.8414
Epoch 659/2000
231/231 [==============================] - 0s 32us/step - loss: 2697.7014 - mae: 42.4848 - val_loss: 2832.4160 - val_mae: 41.0985
Epoch 660/2000
231/231 [==============================] - 0s 36us/step - loss: 2695.7053 - mae: 42.5339 - val_loss: 2831.1221 - val_mae: 41.0057
Epoch 661/2000
231/231 [==============================] - 0s 38us/step - loss: 2699.8194 - mae: 42.5727 - val_loss: 2839.1555 - val_mae: 40.8041
Epoch 662/2000
231/231 [==============================] - 0s 32us/step - loss: 2694.4573 - mae: 42.4678 - val_loss: 2827.9241 - val_mae: 41.0185
Epoch 663/2000
231/231 [==============================] - 0s 32us/step - loss: 2702.7803 - mae: 42.6370 - val_loss: 2828.8699 - val_mae: 41.1621
Epoch 664/2000
231/231 [==============================] - 0s 36us/step - loss: 2731.3201 - mae: 42.8460 - val_loss: 2837.3579 - val_mae: 40.7880
Epoch 665/2000
231/231 [==============================] - 0s 31us/step - loss: 2694.3768 - mae: 42.4792 - val_loss: 2830.9646 - val_mae: 40.8725
Epoch 666/2000
231/231 [==============================] - 0s 35us/step - loss: 2698.6383 - mae: 42.5400 - val_loss: 2827.3499 - val_mae: 41.0540
Epoch 667/2000
231/231 [==============================] - 0s 66us/step - loss: 2695.3388 - mae: 42.5604 - val_loss: 2825.4307 - val_mae: 40.9661
Epoch 668/2000
231/231 [==============================] - 0s 45us/step - loss: 2719.4105 - mae: 42.7190 - val_loss: 2828.5430 - val_mae: 41.1893
Epoch 669/2000
231/231 [==============================] - 0s 58us/step - loss: 2733.2153 - mae: 42.7108 - val_loss: 2829.6638 - val_mae: 41.2260
Epoch 670/2000
231/231 [==============================] - 0s 39us/step - loss: 2712.8115 - mae: 42.7202 - val_loss: 2828.4016 - val_mae: 41.1614
Epoch 671/2000
231/231 [==============================] - 0s 35us/step - loss: 2694.2192 - mae: 42.5892 - val_loss: 2830.6128 - val_mae: 40.8789
Epoch 672/2000
231/231 [==============================] - 0s 34us/step - loss: 2692.2109 - mae: 42.5163 - val_loss: 2833.2571 - val_mae: 40.8619
Epoch 673/2000
231/231 [==============================] - 0s 36us/step - loss: 2722.7748 - mae: 42.7663 - val_loss: 2841.7808 - val_mae: 40.7926
Epoch 674/2000
231/231 [==============================] - 0s 28us/step - loss: 2695.2130 - mae: 42.4527 - val_loss: 2832.0840 - val_mae: 40.9325
Epoch 675/2000
231/231 [==============================] - 0s 27us/step - loss: 2696.6898 - mae: 42.5660 - val_loss: 2831.3870 - val_mae: 41.0963
Epoch 676/2000
231/231 [==============================] - 0s 30us/step - loss: 2691.9177 - mae: 42.5433 - val_loss: 2833.5796 - val_mae: 40.8427
Epoch 677/2000
231/231 [==============================] - 0s 32us/step - loss: 2692.1575 - mae: 42.5358 - val_loss: 2834.0422 - val_mae: 40.8290
Epoch 678/2000
231/231 [==============================] - 0s 32us/step - loss: 2694.4794 - mae: 42.4625 - val_loss: 2829.3303 - val_mae: 41.0779
Epoch 679/2000
231/231 [==============================] - 0s 33us/step - loss: 2696.5523 - mae: 42.6034 - val_loss: 2833.9438 - val_mae: 40.7949
Epoch 680/2000
231/231 [==============================] - 0s 32us/step - loss: 2691.1931 - mae: 42.4730 - val_loss: 2831.1731 - val_mae: 40.9554
Epoch 681/2000
231/231 [==============================] - 0s 28us/step - loss: 2691.6178 - mae: 42.5002 - val_loss: 2834.7344 - val_mae: 40.8261
Epoch 682/2000
231/231 [==============================] - 0s 30us/step - loss: 2688.3471 - mae: 42.4282 - val_loss: 2832.6438 - val_mae: 40.8697
Epoch 683/2000
231/231 [==============================] - 0s 32us/step - loss: 2693.9138 - mae: 42.4888 - val_loss: 2837.7466 - val_mae: 40.8045
Epoch 684/2000
231/231 [==============================] - 0s 29us/step - loss: 2688.5175 - mae: 42.4252 - val_loss: 2830.3894 - val_mae: 41.1331
Epoch 685/2000
231/231 [==============================] - 0s 33us/step - loss: 2696.7504 - mae: 42.6527 - val_loss: 2832.3545 - val_mae: 41.0814
Epoch 686/2000
231/231 [==============================] - 0s 38us/step - loss: 2688.5788 - mae: 42.5264 - val_loss: 2840.7161 - val_mae: 40.8725
Epoch 687/2000
231/231 [==============================] - 0s 38us/step - loss: 2687.1304 - mae: 42.4355 - val_loss: 2832.5605 - val_mae: 41.0108
Epoch 688/2000
231/231 [==============================] - 0s 45us/step - loss: 2698.0495 - mae: 42.4819 - val_loss: 2833.0042 - val_mae: 41.2592
Epoch 689/2000
231/231 [==============================] - 0s 33us/step - loss: 2697.0714 - mae: 42.5947 - val_loss: 2831.6946 - val_mae: 41.1094
Epoch 690/2000
231/231 [==============================] - 0s 34us/step - loss: 2690.4965 - mae: 42.5201 - val_loss: 2846.6826 - val_mae: 40.8187
Epoch 691/2000
231/231 [==============================] - 0s 33us/step - loss: 2691.5151 - mae: 42.4048 - val_loss: 2835.2395 - val_mae: 41.2715
Epoch 692/2000
231/231 [==============================] - 0s 32us/step - loss: 2687.5913 - mae: 42.5404 - val_loss: 2839.5857 - val_mae: 40.8907
Epoch 693/2000
231/231 [==============================] - 0s 31us/step - loss: 2688.7415 - mae: 42.4448 - val_loss: 2836.2625 - val_mae: 41.2296
Epoch 694/2000
231/231 [==============================] - 0s 34us/step - loss: 2712.1101 - mae: 42.6846 - val_loss: 2835.8618 - val_mae: 41.2513
Epoch 695/2000
231/231 [==============================] - 0s 36us/step - loss: 2691.5560 - mae: 42.4808 - val_loss: 2833.2695 - val_mae: 41.0707
Epoch 696/2000
231/231 [==============================] - 0s 42us/step - loss: 2688.1371 - mae: 42.5108 - val_loss: 2840.6199 - val_mae: 40.8263
Epoch 697/2000
231/231 [==============================] - 0s 44us/step - loss: 2696.6739 - mae: 42.5080 - val_loss: 2836.0200 - val_mae: 41.2635
Epoch 698/2000
231/231 [==============================] - 0s 34us/step - loss: 2694.0955 - mae: 42.5900 - val_loss: 2846.3411 - val_mae: 40.8532
Epoch 699/2000
231/231 [==============================] - 0s 30us/step - loss: 2700.5516 - mae: 42.5232 - val_loss: 2846.8757 - val_mae: 40.8464
Epoch 700/2000
231/231 [==============================] - 0s 30us/step - loss: 2696.2873 - mae: 42.4450 - val_loss: 2844.7058 - val_mae: 40.8383
Epoch 701/2000
231/231 [==============================] - 0s 30us/step - loss: 2699.4523 - mae: 42.5852 - val_loss: 2845.0889 - val_mae: 40.8211
Epoch 702/2000
231/231 [==============================] - 0s 29us/step - loss: 2688.2090 - mae: 42.4316 - val_loss: 2838.4304 - val_mae: 40.8908
Epoch 703/2000
231/231 [==============================] - 0s 34us/step - loss: 2695.4709 - mae: 42.4983 - val_loss: 2833.9536 - val_mae: 41.1803
Epoch 704/2000
231/231 [==============================] - 0s 35us/step - loss: 2686.3742 - mae: 42.4976 - val_loss: 2833.8020 - val_mae: 40.9158
Epoch 705/2000
231/231 [==============================] - 0s 41us/step - loss: 2694.5343 - mae: 42.6378 - val_loss: 2844.2515 - val_mae: 40.8140
Epoch 706/2000
231/231 [==============================] - 0s 48us/step - loss: 2735.5416 - mae: 42.6869 - val_loss: 2848.6484 - val_mae: 40.8120
Epoch 707/2000
231/231 [==============================] - 0s 43us/step - loss: 2707.3836 - mae: 42.4480 - val_loss: 2832.9443 - val_mae: 41.0469
Epoch 708/2000
231/231 [==============================] - 0s 36us/step - loss: 2681.0696 - mae: 42.4343 - val_loss: 2834.2568 - val_mae: 41.0166
Epoch 709/2000
231/231 [==============================] - 0s 45us/step - loss: 2693.1731 - mae: 42.4431 - val_loss: 2840.5518 - val_mae: 40.8421
Epoch 710/2000
231/231 [==============================] - 0s 37us/step - loss: 2718.5149 - mae: 42.7078 - val_loss: 2844.4409 - val_mae: 40.7906
Epoch 711/2000
231/231 [==============================] - 0s 40us/step - loss: 2684.2499 - mae: 42.3767 - val_loss: 2835.9727 - val_mae: 40.9377
Epoch 712/2000
231/231 [==============================] - 0s 43us/step - loss: 2710.0696 - mae: 42.7462 - val_loss: 2843.7585 - val_mae: 40.8179
Epoch 713/2000
231/231 [==============================] - 0s 42us/step - loss: 2692.5061 - mae: 42.4756 - val_loss: 2833.9170 - val_mae: 41.0512
Epoch 714/2000
231/231 [==============================] - 0s 35us/step - loss: 2681.4481 - mae: 42.4436 - val_loss: 2834.6926 - val_mae: 41.0203
Epoch 715/2000
231/231 [==============================] - 0s 35us/step - loss: 2682.8185 - mae: 42.4914 - val_loss: 2838.8040 - val_mae: 40.9008
Epoch 716/2000
231/231 [==============================] - 0s 39us/step - loss: 2715.7619 - mae: 42.7816 - val_loss: 2845.9570 - val_mae: 40.8367
Epoch 717/2000
231/231 [==============================] - 0s 35us/step - loss: 2683.9048 - mae: 42.4004 - val_loss: 2840.0154 - val_mae: 40.9241
Epoch 718/2000
231/231 [==============================] - 0s 32us/step - loss: 2689.0149 - mae: 42.4544 - val_loss: 2842.3816 - val_mae: 40.8861
Epoch 719/2000
231/231 [==============================] - 0s 29us/step - loss: 2737.2244 - mae: 42.9044 - val_loss: 2849.0603 - val_mae: 40.8600
Epoch 720/2000
231/231 [==============================] - 0s 32us/step - loss: 2691.8944 - mae: 42.5103 - val_loss: 2843.9387 - val_mae: 40.8757
Epoch 721/2000
231/231 [==============================] - 0s 37us/step - loss: 2715.5081 - mae: 42.6526 - val_loss: 2847.4368 - val_mae: 40.8421
Epoch 722/2000
231/231 [==============================] - 0s 49us/step - loss: 2684.8053 - mae: 42.4620 - val_loss: 2842.7000 - val_mae: 40.9141
Epoch 723/2000
231/231 [==============================] - 0s 36us/step - loss: 2681.0533 - mae: 42.3889 - val_loss: 2842.4431 - val_mae: 40.9612
Epoch 724/2000
231/231 [==============================] - 0s 40us/step - loss: 2678.2217 - mae: 42.3567 - val_loss: 2838.5566 - val_mae: 41.0205
Epoch 725/2000
231/231 [==============================] - 0s 40us/step - loss: 2691.9840 - mae: 42.4915 - val_loss: 2838.4673 - val_mae: 41.1783
Epoch 726/2000
231/231 [==============================] - 0s 38us/step - loss: 2692.5788 - mae: 42.5289 - val_loss: 2844.3687 - val_mae: 40.9114
Epoch 727/2000
231/231 [==============================] - 0s 33us/step - loss: 2680.9911 - mae: 42.4159 - val_loss: 2843.2788 - val_mae: 40.9607
Epoch 728/2000
231/231 [==============================] - 0s 37us/step - loss: 2680.3562 - mae: 42.3603 - val_loss: 2841.6584 - val_mae: 40.9827
Epoch 729/2000
231/231 [==============================] - 0s 37us/step - loss: 2679.7884 - mae: 42.3781 - val_loss: 2837.7107 - val_mae: 40.9951
Epoch 730/2000
231/231 [==============================] - 0s 115us/step - loss: 2679.8434 - mae: 42.4362 - val_loss: 2843.6416 - val_mae: 40.9263
Epoch 731/2000
231/231 [==============================] - 0s 42us/step - loss: 2709.6562 - mae: 42.5824 - val_loss: 2852.2104 - val_mae: 40.8481
Epoch 732/2000
231/231 [==============================] - 0s 44us/step - loss: 2695.7806 - mae: 42.4369 - val_loss: 2845.6704 - val_mae: 40.8628
Epoch 733/2000
231/231 [==============================] - 0s 48us/step - loss: 2685.4721 - mae: 42.3969 - val_loss: 2837.7087 - val_mae: 41.1594
Epoch 734/2000
231/231 [==============================] - 0s 55us/step - loss: 2694.4034 - mae: 42.5577 - val_loss: 2837.8762 - val_mae: 41.2325
Epoch 735/2000
231/231 [==============================] - 0s 43us/step - loss: 2680.4719 - mae: 42.4514 - val_loss: 2841.1433 - val_mae: 40.9656
Epoch 736/2000
231/231 [==============================] - 0s 46us/step - loss: 2681.3200 - mae: 42.4114 - val_loss: 2840.9114 - val_mae: 40.9332
Epoch 737/2000
231/231 [==============================] - 0s 46us/step - loss: 2684.6351 - mae: 42.3671 - val_loss: 2838.6633 - val_mae: 41.2002
Epoch 738/2000
231/231 [==============================] - 0s 34us/step - loss: 2682.7005 - mae: 42.4481 - val_loss: 2842.8743 - val_mae: 40.8947
Epoch 739/2000
231/231 [==============================] - 0s 31us/step - loss: 2676.6962 - mae: 42.3563 - val_loss: 2837.9275 - val_mae: 41.0907
Epoch 740/2000
231/231 [==============================] - 0s 38us/step - loss: 2679.4428 - mae: 42.4069 - val_loss: 2837.2432 - val_mae: 41.1498
Epoch 741/2000
231/231 [==============================] - 0s 39us/step - loss: 2678.5132 - mae: 42.4136 - val_loss: 2835.4470 - val_mae: 41.0348
Epoch 742/2000
231/231 [==============================] - 0s 43us/step - loss: 2710.2728 - mae: 42.5619 - val_loss: 2838.3076 - val_mae: 41.2629
Epoch 743/2000
231/231 [==============================] - 0s 41us/step - loss: 2680.5075 - mae: 42.4780 - val_loss: 2843.1843 - val_mae: 40.9079
Epoch 744/2000
231/231 [==============================] - 0s 42us/step - loss: 2688.6854 - mae: 42.5067 - val_loss: 2851.2649 - val_mae: 40.8967
Epoch 745/2000
231/231 [==============================] - 0s 39us/step - loss: 2684.2311 - mae: 42.3998 - val_loss: 2849.8132 - val_mae: 40.8956
Epoch 746/2000
231/231 [==============================] - 0s 43us/step - loss: 2674.8903 - mae: 42.3190 - val_loss: 2840.0378 - val_mae: 41.0484
Epoch 747/2000
231/231 [==============================] - 0s 50us/step - loss: 2675.0650 - mae: 42.3924 - val_loss: 2842.1763 - val_mae: 41.1084
Epoch 748/2000
231/231 [==============================] - 0s 34us/step - loss: 2703.7785 - mae: 42.6335 - val_loss: 2853.3376 - val_mae: 40.8613
Epoch 749/2000
231/231 [==============================] - 0s 40us/step - loss: 2677.1458 - mae: 42.3561 - val_loss: 2842.6077 - val_mae: 41.0016
Epoch 750/2000
231/231 [==============================] - 0s 50us/step - loss: 2676.7589 - mae: 42.3522 - val_loss: 2839.2422 - val_mae: 41.1421
Epoch 751/2000
231/231 [==============================] - 0s 45us/step - loss: 2712.9865 - mae: 42.6766 - val_loss: 2849.0601 - val_mae: 40.8914
Epoch 752/2000
231/231 [==============================] - 0s 32us/step - loss: 2684.1529 - mae: 42.4358 - val_loss: 2849.2793 - val_mae: 40.9283
Epoch 753/2000
231/231 [==============================] - 0s 34us/step - loss: 2697.4606 - mae: 42.4795 - val_loss: 2853.7502 - val_mae: 40.8853
Epoch 754/2000
231/231 [==============================] - 0s 38us/step - loss: 2676.1582 - mae: 42.2881 - val_loss: 2841.7461 - val_mae: 41.0158
Epoch 755/2000
231/231 [==============================] - 0s 34us/step - loss: 2678.8207 - mae: 42.3980 - val_loss: 2848.1772 - val_mae: 40.9370
Epoch 756/2000
231/231 [==============================] - 0s 33us/step - loss: 2706.7185 - mae: 42.7081 - val_loss: 2855.0652 - val_mae: 40.8801
Epoch 757/2000
231/231 [==============================] - 0s 36us/step - loss: 2696.1249 - mae: 42.3690 - val_loss: 2842.2568 - val_mae: 41.1416
Epoch 758/2000
231/231 [==============================] - 0s 38us/step - loss: 2676.7055 - mae: 42.3433 - val_loss: 2840.9836 - val_mae: 41.0382
Epoch 759/2000
231/231 [==============================] - 0s 41us/step - loss: 2674.6165 - mae: 42.3787 - val_loss: 2844.1433 - val_mae: 40.9799
Epoch 760/2000
231/231 [==============================] - 0s 37us/step - loss: 2671.3112 - mae: 42.3133 - val_loss: 2842.6873 - val_mae: 41.0658
Epoch 761/2000
231/231 [==============================] - 0s 40us/step - loss: 2704.2029 - mae: 42.6016 - val_loss: 2842.1414 - val_mae: 41.2633
Epoch 762/2000
231/231 [==============================] - 0s 40us/step - loss: 2677.1981 - mae: 42.3920 - val_loss: 2841.7759 - val_mae: 40.9761
Epoch 763/2000
231/231 [==============================] - 0s 37us/step - loss: 2674.1814 - mae: 42.3545 - val_loss: 2844.4443 - val_mae: 40.9627
Epoch 764/2000
231/231 [==============================] - 0s 38us/step - loss: 2676.6921 - mae: 42.2468 - val_loss: 2844.1431 - val_mae: 40.9352
Epoch 765/2000
231/231 [==============================] - 0s 37us/step - loss: 2671.6341 - mae: 42.2985 - val_loss: 2837.3591 - val_mae: 41.1002
Epoch 766/2000
231/231 [==============================] - 0s 38us/step - loss: 2671.1731 - mae: 42.3104 - val_loss: 2837.3481 - val_mae: 41.0731
Epoch 767/2000
231/231 [==============================] - 0s 53us/step - loss: 2671.5323 - mae: 42.3306 - val_loss: 2836.6792 - val_mae: 41.0117
Epoch 768/2000
231/231 [==============================] - 0s 36us/step - loss: 2670.6400 - mae: 42.3324 - val_loss: 2842.0632 - val_mae: 40.9116
Epoch 769/2000
231/231 [==============================] - 0s 33us/step - loss: 2676.3236 - mae: 42.3057 - val_loss: 2836.0159 - val_mae: 41.1784
Epoch 770/2000
231/231 [==============================] - 0s 37us/step - loss: 2676.1101 - mae: 42.4151 - val_loss: 2850.3198 - val_mae: 40.8885
Epoch 771/2000
231/231 [==============================] - 0s 43us/step - loss: 2669.4419 - mae: 42.2271 - val_loss: 2840.2419 - val_mae: 41.1216
Epoch 772/2000
231/231 [==============================] - 0s 44us/step - loss: 2686.7221 - mae: 42.4547 - val_loss: 2841.2429 - val_mae: 41.3131
Epoch 773/2000
231/231 [==============================] - 0s 44us/step - loss: 2677.1132 - mae: 42.3957 - val_loss: 2849.8701 - val_mae: 40.8865
Epoch 774/2000
231/231 [==============================] - 0s 41us/step - loss: 2674.7859 - mae: 42.3777 - val_loss: 2845.1667 - val_mae: 40.9559
Epoch 775/2000
231/231 [==============================] - 0s 36us/step - loss: 2691.6463 - mae: 42.3197 - val_loss: 2854.7793 - val_mae: 40.8948
Epoch 776/2000
231/231 [==============================] - 0s 40us/step - loss: 2670.3688 - mae: 42.2650 - val_loss: 2842.0105 - val_mae: 41.0969
Epoch 777/2000
231/231 [==============================] - 0s 41us/step - loss: 2683.0378 - mae: 42.4673 - val_loss: 2842.2886 - val_mae: 41.2885
Epoch 778/2000
231/231 [==============================] - 0s 32us/step - loss: 2673.6554 - mae: 42.3804 - val_loss: 2847.7449 - val_mae: 40.9436
Epoch 779/2000
231/231 [==============================] - 0s 32us/step - loss: 2671.7468 - mae: 42.3091 - val_loss: 2848.3755 - val_mae: 40.9673
Epoch 780/2000
231/231 [==============================] - 0s 39us/step - loss: 2710.6200 - mae: 42.5899 - val_loss: 2842.8347 - val_mae: 41.2549
Epoch 781/2000
231/231 [==============================] - 0s 32us/step - loss: 2668.8110 - mae: 42.3267 - val_loss: 2842.1646 - val_mae: 41.0507
Epoch 782/2000
231/231 [==============================] - 0s 38us/step - loss: 2668.1365 - mae: 42.3076 - val_loss: 2840.2461 - val_mae: 41.1267
Epoch 783/2000
231/231 [==============================] - 0s 38us/step - loss: 2671.6734 - mae: 42.3274 - val_loss: 2841.3931 - val_mae: 41.0314
Epoch 784/2000
231/231 [==============================] - 0s 31us/step - loss: 2695.7739 - mae: 42.5565 - val_loss: 2842.6470 - val_mae: 41.2971
Epoch 785/2000
231/231 [==============================] - 0s 33us/step - loss: 2676.8602 - mae: 42.4668 - val_loss: 2842.4763 - val_mae: 41.2096
Epoch 786/2000
231/231 [==============================] - 0s 43us/step - loss: 2669.7398 - mae: 42.3348 - val_loss: 2848.8838 - val_mae: 40.9902
Epoch 787/2000
231/231 [==============================] - 0s 35us/step - loss: 2687.5681 - mae: 42.4176 - val_loss: 2855.9331 - val_mae: 40.9294
Epoch 788/2000
231/231 [==============================] - 0s 37us/step - loss: 2684.7328 - mae: 42.2597 - val_loss: 2843.2156 - val_mae: 41.2164
Epoch 789/2000
231/231 [==============================] - 0s 38us/step - loss: 2700.4780 - mae: 42.3999 - val_loss: 2845.3328 - val_mae: 41.3295
Epoch 790/2000
231/231 [==============================] - 0s 34us/step - loss: 2668.2952 - mae: 42.2991 - val_loss: 2844.9375 - val_mae: 41.0824
Epoch 791/2000
231/231 [==============================] - 0s 33us/step - loss: 2684.1274 - mae: 42.3834 - val_loss: 2843.8247 - val_mae: 41.2476
Epoch 792/2000
231/231 [==============================] - 0s 35us/step - loss: 2666.4825 - mae: 42.2669 - val_loss: 2841.3604 - val_mae: 41.0950
Epoch 793/2000
231/231 [==============================] - 0s 31us/step - loss: 2665.2129 - mae: 42.3048 - val_loss: 2846.3230 - val_mae: 40.9983
Epoch 794/2000
231/231 [==============================] - 0s 36us/step - loss: 2668.8779 - mae: 42.2952 - val_loss: 2843.4526 - val_mae: 41.1906
Epoch 795/2000
231/231 [==============================] - 0s 34us/step - loss: 2666.2050 - mae: 42.2952 - val_loss: 2845.7092 - val_mae: 41.0571
Epoch 796/2000
231/231 [==============================] - 0s 31us/step - loss: 2665.1561 - mae: 42.2749 - val_loss: 2843.9258 - val_mae: 41.1476
Epoch 797/2000
231/231 [==============================] - 0s 30us/step - loss: 2673.5507 - mae: 42.3292 - val_loss: 2855.2007 - val_mae: 40.9353
Epoch 798/2000
231/231 [==============================] - 0s 35us/step - loss: 2683.0558 - mae: 42.3302 - val_loss: 2844.9756 - val_mae: 41.2730
Epoch 799/2000
231/231 [==============================] - 0s 37us/step - loss: 2670.2791 - mae: 42.2574 - val_loss: 2842.1812 - val_mae: 41.1541
Epoch 800/2000
231/231 [==============================] - 0s 39us/step - loss: 2663.7781 - mae: 42.2786 - val_loss: 2844.1047 - val_mae: 41.1005
Epoch 801/2000
231/231 [==============================] - 0s 34us/step - loss: 2683.5326 - mae: 42.4082 - val_loss: 2857.7156 - val_mae: 40.9352
Epoch 802/2000
231/231 [==============================] - 0s 37us/step - loss: 2666.3689 - mae: 42.2190 - val_loss: 2843.7554 - val_mae: 41.0643
Epoch 803/2000
231/231 [==============================] - 0s 30us/step - loss: 2685.7804 - mae: 42.4721 - val_loss: 2843.7129 - val_mae: 41.3201
Epoch 804/2000
231/231 [==============================] - 0s 34us/step - loss: 2705.1872 - mae: 42.6355 - val_loss: 2845.3259 - val_mae: 41.3615
Epoch 805/2000
231/231 [==============================] - 0s 38us/step - loss: 2683.2743 - mae: 42.3952 - val_loss: 2844.5095 - val_mae: 41.3001
Epoch 806/2000
231/231 [==============================] - 0s 39us/step - loss: 2672.0462 - mae: 42.3408 - val_loss: 2847.7666 - val_mae: 41.0060
Epoch 807/2000
231/231 [==============================] - 0s 31us/step - loss: 2679.2064 - mae: 42.3544 - val_loss: 2853.7671 - val_mae: 40.9752
Epoch 808/2000
231/231 [==============================] - 0s 33us/step - loss: 2663.4955 - mae: 42.2152 - val_loss: 2845.6455 - val_mae: 41.1058
Epoch 809/2000
231/231 [==============================] - 0s 27us/step - loss: 2660.7083 - mae: 42.2141 - val_loss: 2846.2107 - val_mae: 41.0642
Epoch 810/2000
231/231 [==============================] - 0s 30us/step - loss: 2665.7047 - mae: 42.2908 - val_loss: 2851.1497 - val_mae: 41.0335
Epoch 811/2000
231/231 [==============================] - 0s 35us/step - loss: 2665.2258 - mae: 42.2361 - val_loss: 2844.8682 - val_mae: 41.2424
Epoch 812/2000
231/231 [==============================] - 0s 30us/step - loss: 2665.1801 - mae: 42.3035 - val_loss: 2851.2932 - val_mae: 41.0027
Epoch 813/2000
231/231 [==============================] - 0s 36us/step - loss: 2661.4573 - mae: 42.2009 - val_loss: 2842.4475 - val_mae: 41.1023
Epoch 814/2000
231/231 [==============================] - 0s 43us/step - loss: 2687.3098 - mae: 42.3920 - val_loss: 2844.1523 - val_mae: 41.3410
Epoch 815/2000
231/231 [==============================] - 0s 31us/step - loss: 2680.0280 - mae: 42.4860 - val_loss: 2844.3196 - val_mae: 41.3262
Epoch 816/2000
231/231 [==============================] - 0s 30us/step - loss: 2686.5602 - mae: 42.4781 - val_loss: 2852.0105 - val_mae: 40.9795
Epoch 817/2000
231/231 [==============================] - 0s 40us/step - loss: 2674.5195 - mae: 42.2709 - val_loss: 2851.9377 - val_mae: 40.9623
Epoch 818/2000
231/231 [==============================] - 0s 35us/step - loss: 2665.8632 - mae: 42.2485 - val_loss: 2844.4402 - val_mae: 40.9966
Epoch 819/2000
231/231 [==============================] - 0s 33us/step - loss: 2671.6920 - mae: 42.3221 - val_loss: 2841.6748 - val_mae: 41.2415
Epoch 820/2000
231/231 [==============================] - 0s 38us/step - loss: 2666.9954 - mae: 42.3161 - val_loss: 2848.2698 - val_mae: 40.9872
Epoch 821/2000
231/231 [==============================] - 0s 30us/step - loss: 2659.8146 - mae: 42.1947 - val_loss: 2842.0752 - val_mae: 41.1376
Epoch 822/2000
231/231 [==============================] - 0s 30us/step - loss: 2662.6136 - mae: 42.2512 - val_loss: 2845.3086 - val_mae: 40.9969
Epoch 823/2000
231/231 [==============================] - 0s 36us/step - loss: 2663.9215 - mae: 42.2744 - val_loss: 2843.1470 - val_mae: 41.2488
Epoch 824/2000
231/231 [==============================] - 0s 35us/step - loss: 2667.6241 - mae: 42.2744 - val_loss: 2851.8088 - val_mae: 40.9481
Epoch 825/2000
231/231 [==============================] - 0s 36us/step - loss: 2666.3689 - mae: 42.2179 - val_loss: 2850.4602 - val_mae: 40.9909
Epoch 826/2000
231/231 [==============================] - 0s 37us/step - loss: 2663.1496 - mae: 42.2570 - val_loss: 2846.7444 - val_mae: 41.1230
Epoch 827/2000
231/231 [==============================] - 0s 34us/step - loss: 2663.4003 - mae: 42.2329 - val_loss: 2844.3533 - val_mae: 41.2587
Epoch 828/2000
231/231 [==============================] - 0s 29us/step - loss: 2672.3378 - mae: 42.2985 - val_loss: 2858.3071 - val_mae: 40.9555
Epoch 829/2000
231/231 [==============================] - 0s 29us/step - loss: 2681.3307 - mae: 42.4143 - val_loss: 2857.9578 - val_mae: 40.9272
Epoch 830/2000
231/231 [==============================] - 0s 30us/step - loss: 2677.0669 - mae: 42.2282 - val_loss: 2856.2915 - val_mae: 40.9729
Epoch 831/2000
231/231 [==============================] - 0s 35us/step - loss: 2660.4857 - mae: 42.1144 - val_loss: 2848.6409 - val_mae: 41.0097
Epoch 832/2000
231/231 [==============================] - 0s 34us/step - loss: 2677.2591 - mae: 42.3364 - val_loss: 2847.3293 - val_mae: 41.3127
Epoch 833/2000
231/231 [==============================] - 0s 38us/step - loss: 2668.4617 - mae: 42.4241 - val_loss: 2848.0598 - val_mae: 41.2760
Epoch 834/2000
231/231 [==============================] - 0s 34us/step - loss: 2658.8446 - mae: 42.2362 - val_loss: 2848.1956 - val_mae: 41.1266
Epoch 835/2000
231/231 [==============================] - 0s 32us/step - loss: 2667.4273 - mae: 42.3636 - val_loss: 2859.3303 - val_mae: 41.0226
Epoch 836/2000
231/231 [==============================] - 0s 32us/step - loss: 2657.1206 - mae: 42.1671 - val_loss: 2852.3635 - val_mae: 41.1241
Epoch 837/2000
231/231 [==============================] - 0s 36us/step - loss: 2655.2716 - mae: 42.1563 - val_loss: 2850.3782 - val_mae: 41.1000
Epoch 838/2000
231/231 [==============================] - 0s 38us/step - loss: 2657.0601 - mae: 42.1910 - val_loss: 2848.7449 - val_mae: 41.1375
Epoch 839/2000
231/231 [==============================] - 0s 28us/step - loss: 2658.0470 - mae: 42.2350 - val_loss: 2858.8918 - val_mae: 41.0305
Epoch 840/2000
231/231 [==============================] - 0s 32us/step - loss: 2674.0939 - mae: 42.2242 - val_loss: 2865.6396 - val_mae: 41.0018
Epoch 841/2000
231/231 [==============================] - 0s 33us/step - loss: 2676.7405 - mae: 42.2833 - val_loss: 2862.3540 - val_mae: 40.9871
Epoch 842/2000
231/231 [==============================] - 0s 33us/step - loss: 2681.7774 - mae: 42.4081 - val_loss: 2864.3232 - val_mae: 40.9881
Epoch 843/2000
231/231 [==============================] - 0s 34us/step - loss: 2662.4742 - mae: 42.0771 - val_loss: 2858.4365 - val_mae: 41.0553
Epoch 844/2000
231/231 [==============================] - 0s 30us/step - loss: 2653.5055 - mae: 42.1631 - val_loss: 2854.0457 - val_mae: 41.1741
Epoch 845/2000
231/231 [==============================] - 0s 31us/step - loss: 2659.9154 - mae: 42.2331 - val_loss: 2864.1401 - val_mae: 41.0919
Epoch 846/2000
231/231 [==============================] - 0s 40us/step - loss: 2654.6144 - mae: 42.1344 - val_loss: 2854.5579 - val_mae: 41.1746
Epoch 847/2000
231/231 [==============================] - 0s 37us/step - loss: 2659.1783 - mae: 42.2237 - val_loss: 2864.5994 - val_mae: 41.0729
Epoch 848/2000
231/231 [==============================] - 0s 36us/step - loss: 2655.7503 - mae: 42.0687 - val_loss: 2855.9175 - val_mae: 41.1663
Epoch 849/2000
231/231 [==============================] - 0s 34us/step - loss: 2653.7621 - mae: 42.1426 - val_loss: 2856.1816 - val_mae: 41.2301
Epoch 850/2000
231/231 [==============================] - 0s 33us/step - loss: 2657.2415 - mae: 42.1828 - val_loss: 2863.4692 - val_mae: 41.0492
Epoch 851/2000
231/231 [==============================] - 0s 33us/step - loss: 2682.5750 - mae: 42.4422 - val_loss: 2870.9868 - val_mae: 41.0149
Epoch 852/2000
231/231 [==============================] - 0s 33us/step - loss: 2662.6772 - mae: 42.1446 - val_loss: 2852.8406 - val_mae: 41.3248
Epoch 853/2000
231/231 [==============================] - 0s 35us/step - loss: 2663.1588 - mae: 42.3123 - val_loss: 2864.4058 - val_mae: 41.0537
Epoch 854/2000
231/231 [==============================] - 0s 40us/step - loss: 2681.5354 - mae: 42.2020 - val_loss: 2854.5137 - val_mae: 41.3435
Epoch 855/2000
231/231 [==============================] - 0s 36us/step - loss: 2655.9117 - mae: 42.1766 - val_loss: 2853.4719 - val_mae: 41.1291
Epoch 856/2000
231/231 [==============================] - 0s 31us/step - loss: 2673.4169 - mae: 42.2135 - val_loss: 2852.2959 - val_mae: 41.3286
Epoch 857/2000
231/231 [==============================] - 0s 29us/step - loss: 2653.1830 - mae: 42.1755 - val_loss: 2851.5840 - val_mae: 41.1808
Epoch 858/2000
231/231 [==============================] - 0s 30us/step - loss: 2652.8983 - mae: 42.1880 - val_loss: 2854.9404 - val_mae: 41.1855
Epoch 859/2000
231/231 [==============================] - 0s 46us/step - loss: 2659.3473 - mae: 42.2311 - val_loss: 2854.8940 - val_mae: 41.3311
Epoch 860/2000
231/231 [==============================] - 0s 38us/step - loss: 2654.8969 - mae: 42.1942 - val_loss: 2855.3530 - val_mae: 41.2537
Epoch 861/2000
231/231 [==============================] - 0s 37us/step - loss: 2650.0291 - mae: 42.1417 - val_loss: 2860.1926 - val_mae: 41.1707
Epoch 862/2000
231/231 [==============================] - 0s 35us/step - loss: 2652.0248 - mae: 42.1210 - val_loss: 2857.0862 - val_mae: 41.2270
Epoch 863/2000
231/231 [==============================] - 0s 38us/step - loss: 2673.3241 - mae: 42.2383 - val_loss: 2872.3757 - val_mae: 41.0779
Epoch 864/2000
231/231 [==============================] - 0s 32us/step - loss: 2670.0872 - mae: 42.2282 - val_loss: 2867.9763 - val_mae: 41.0791
Epoch 865/2000
231/231 [==============================] - 0s 38us/step - loss: 2660.0337 - mae: 42.0670 - val_loss: 2858.2166 - val_mae: 41.0963
Epoch 866/2000
231/231 [==============================] - 0s 34us/step - loss: 2653.5007 - mae: 42.1793 - val_loss: 2859.5989 - val_mae: 41.0808
Epoch 867/2000
231/231 [==============================] - 0s 37us/step - loss: 2668.1853 - mae: 42.1839 - val_loss: 2852.7505 - val_mae: 41.3583
Epoch 868/2000
231/231 [==============================] - 0s 39us/step - loss: 2655.4754 - mae: 42.2025 - val_loss: 2860.5039 - val_mae: 41.0811
Epoch 869/2000
231/231 [==============================] - 0s 34us/step - loss: 2698.0527 - mae: 42.4211 - val_loss: 2868.7300 - val_mae: 41.0392
Epoch 870/2000
231/231 [==============================] - 0s 38us/step - loss: 2658.1133 - mae: 42.0977 - val_loss: 2858.3894 - val_mae: 41.0760
Epoch 871/2000
231/231 [==============================] - 0s 33us/step - loss: 2653.9427 - mae: 42.1457 - val_loss: 2860.8438 - val_mae: 41.0939
Epoch 872/2000
231/231 [==============================] - 0s 28us/step - loss: 2653.1965 - mae: 42.1152 - val_loss: 2862.3745 - val_mae: 41.1474
Epoch 873/2000
231/231 [==============================] - 0s 38us/step - loss: 2657.3758 - mae: 42.2374 - val_loss: 2865.5945 - val_mae: 41.1407
Epoch 874/2000
231/231 [==============================] - 0s 40us/step - loss: 2657.5005 - mae: 42.0792 - val_loss: 2857.6177 - val_mae: 41.3430
Epoch 875/2000
231/231 [==============================] - 0s 34us/step - loss: 2661.7738 - mae: 42.2481 - val_loss: 2867.3208 - val_mae: 41.1651
Epoch 876/2000
231/231 [==============================] - 0s 36us/step - loss: 2650.8991 - mae: 42.0834 - val_loss: 2865.6494 - val_mae: 41.2223
Epoch 877/2000
231/231 [==============================] - 0s 33us/step - loss: 2650.3641 - mae: 42.1052 - val_loss: 2868.1870 - val_mae: 41.2201
Epoch 878/2000
231/231 [==============================] - 0s 33us/step - loss: 2662.3579 - mae: 42.2044 - val_loss: 2862.1821 - val_mae: 41.4337
Epoch 879/2000
231/231 [==============================] - 0s 32us/step - loss: 2651.2069 - mae: 42.1115 - val_loss: 2864.6506 - val_mae: 41.1679
Epoch 880/2000
231/231 [==============================] - 0s 32us/step - loss: 2646.9878 - mae: 42.0737 - val_loss: 2860.5884 - val_mae: 41.2194
Epoch 881/2000
231/231 [==============================] - 0s 41us/step - loss: 2646.3266 - mae: 42.0652 - val_loss: 2861.7251 - val_mae: 41.1699
Epoch 882/2000
231/231 [==============================] - 0s 42us/step - loss: 2665.4041 - mae: 42.1712 - val_loss: 2858.8040 - val_mae: 41.4141
Epoch 883/2000
231/231 [==============================] - 0s 39us/step - loss: 2648.6193 - mae: 42.1198 - val_loss: 2863.9263 - val_mae: 41.1593
Epoch 884/2000
231/231 [==============================] - 0s 34us/step - loss: 2663.0570 - mae: 42.1825 - val_loss: 2871.0459 - val_mae: 41.1300
Epoch 885/2000
231/231 [==============================] - 0s 37us/step - loss: 2674.7475 - mae: 42.1498 - val_loss: 2860.8496 - val_mae: 41.3979
Epoch 886/2000
231/231 [==============================] - 0s 33us/step - loss: 2651.4863 - mae: 42.1741 - val_loss: 2861.8345 - val_mae: 41.2967
Epoch 887/2000
231/231 [==============================] - 0s 37us/step - loss: 2646.6657 - mae: 42.0625 - val_loss: 2862.5671 - val_mae: 41.1853
Epoch 888/2000
231/231 [==============================] - 0s 33us/step - loss: 2647.1527 - mae: 42.0642 - val_loss: 2856.5164 - val_mae: 41.3082
Epoch 889/2000
231/231 [==============================] - 0s 34us/step - loss: 2644.7454 - mae: 42.1006 - val_loss: 2857.4180 - val_mae: 41.2385
Epoch 890/2000
231/231 [==============================] - 0s 31us/step - loss: 2653.5755 - mae: 42.1049 - val_loss: 2856.6938 - val_mae: 41.3821
Epoch 891/2000
231/231 [==============================] - 0s 35us/step - loss: 2710.1074 - mae: 42.4198 - val_loss: 2857.6116 - val_mae: 41.4219
Epoch 892/2000
231/231 [==============================] - 0s 37us/step - loss: 2647.1103 - mae: 42.1148 - val_loss: 2856.5024 - val_mae: 41.2346
Epoch 893/2000
231/231 [==============================] - 0s 35us/step - loss: 2649.6804 - mae: 42.1494 - val_loss: 2858.4883 - val_mae: 41.3449
Epoch 894/2000
231/231 [==============================] - 0s 33us/step - loss: 2650.8685 - mae: 42.0139 - val_loss: 2860.1489 - val_mae: 41.3574
Epoch 895/2000
231/231 [==============================] - 0s 33us/step - loss: 2647.3233 - mae: 42.1063 - val_loss: 2859.5168 - val_mae: 41.3609
Epoch 896/2000
231/231 [==============================] - 0s 34us/step - loss: 2644.7121 - mae: 42.0894 - val_loss: 2857.7742 - val_mae: 41.2851
Epoch 897/2000
231/231 [==============================] - 0s 29us/step - loss: 2646.2046 - mae: 42.0618 - val_loss: 2855.7632 - val_mae: 41.2971
Epoch 898/2000
231/231 [==============================] - 0s 28us/step - loss: 2642.8101 - mae: 42.0453 - val_loss: 2857.5244 - val_mae: 41.2460
Epoch 899/2000
231/231 [==============================] - 0s 38us/step - loss: 2641.9521 - mae: 42.0508 - val_loss: 2857.8062 - val_mae: 41.2965
Epoch 900/2000
231/231 [==============================] - 0s 36us/step - loss: 2642.6226 - mae: 42.0544 - val_loss: 2857.4551 - val_mae: 41.3086
Epoch 901/2000
231/231 [==============================] - 0s 40us/step - loss: 2675.9371 - mae: 42.4317 - val_loss: 2872.7012 - val_mae: 41.1404
Epoch 902/2000
231/231 [==============================] - 0s 31us/step - loss: 2646.8762 - mae: 42.0213 - val_loss: 2861.1675 - val_mae: 41.1938
Epoch 903/2000
231/231 [==============================] - 0s 31us/step - loss: 2650.3895 - mae: 41.9938 - val_loss: 2856.7632 - val_mae: 41.3922
Epoch 904/2000
231/231 [==============================] - 0s 31us/step - loss: 2644.4073 - mae: 42.0716 - val_loss: 2863.6165 - val_mae: 41.1946
Epoch 905/2000
231/231 [==============================] - 0s 34us/step - loss: 2645.5894 - mae: 42.0361 - val_loss: 2863.3965 - val_mae: 41.2237
Epoch 906/2000
231/231 [==============================] - 0s 37us/step - loss: 2640.0311 - mae: 42.0051 - val_loss: 2862.0122 - val_mae: 41.2984
Epoch 907/2000
231/231 [==============================] - 0s 35us/step - loss: 2640.8871 - mae: 42.0370 - val_loss: 2865.8643 - val_mae: 41.3140
Epoch 908/2000
231/231 [==============================] - 0s 29us/step - loss: 2654.0842 - mae: 42.1651 - val_loss: 2865.9504 - val_mae: 41.5551
Epoch 909/2000
231/231 [==============================] - 0s 31us/step - loss: 2657.5701 - mae: 42.1742 - val_loss: 2862.0896 - val_mae: 41.4784
Epoch 910/2000
231/231 [==============================] - 0s 34us/step - loss: 2660.2276 - mae: 42.1438 - val_loss: 2875.2300 - val_mae: 41.1961
Epoch 911/2000
231/231 [==============================] - 0s 33us/step - loss: 2644.0431 - mae: 41.9876 - val_loss: 2859.1018 - val_mae: 41.3312
Epoch 912/2000
231/231 [==============================] - 0s 31us/step - loss: 2653.0671 - mae: 42.0327 - val_loss: 2859.8896 - val_mae: 41.4488
Epoch 913/2000
231/231 [==============================] - 0s 34us/step - loss: 2645.8954 - mae: 42.1183 - val_loss: 2864.1819 - val_mae: 41.3047
Epoch 914/2000
231/231 [==============================] - 0s 32us/step - loss: 2643.2146 - mae: 41.9939 - val_loss: 2870.9727 - val_mae: 41.2282
Epoch 915/2000
231/231 [==============================] - 0s 31us/step - loss: 2649.8112 - mae: 42.0092 - val_loss: 2861.6206 - val_mae: 41.4557
Epoch 916/2000
231/231 [==============================] - 0s 34us/step - loss: 2645.9233 - mae: 42.0921 - val_loss: 2871.6848 - val_mae: 41.2054
Epoch 917/2000
231/231 [==============================] - 0s 35us/step - loss: 2641.1711 - mae: 41.9642 - val_loss: 2861.3245 - val_mae: 41.2742
Epoch 918/2000
231/231 [==============================] - 0s 35us/step - loss: 2640.8075 - mae: 42.0263 - val_loss: 2860.3984 - val_mae: 41.3825
Epoch 919/2000
231/231 [==============================] - 0s 38us/step - loss: 2674.8399 - mae: 42.2831 - val_loss: 2862.8264 - val_mae: 41.5139
Epoch 920/2000
231/231 [==============================] - 0s 31us/step - loss: 2640.6582 - mae: 42.0606 - val_loss: 2861.7666 - val_mae: 41.2456
Epoch 921/2000
231/231 [==============================] - 0s 36us/step - loss: 2638.1794 - mae: 42.0103 - val_loss: 2860.8245 - val_mae: 41.2904
Epoch 922/2000
231/231 [==============================] - 0s 35us/step - loss: 2647.8652 - mae: 42.1506 - val_loss: 2870.8235 - val_mae: 41.1744
Epoch 923/2000
231/231 [==============================] - 0s 36us/step - loss: 2646.5886 - mae: 42.0093 - val_loss: 2867.3457 - val_mae: 41.1802
Epoch 924/2000
231/231 [==============================] - 0s 37us/step - loss: 2638.3164 - mae: 41.9705 - val_loss: 2859.8638 - val_mae: 41.3457
Epoch 925/2000
231/231 [==============================] - 0s 39us/step - loss: 2674.4136 - mae: 42.1663 - val_loss: 2872.9648 - val_mae: 41.1738
Epoch 926/2000
231/231 [==============================] - 0s 37us/step - loss: 2644.4340 - mae: 42.1237 - val_loss: 2866.0640 - val_mae: 41.2286
Epoch 927/2000
231/231 [==============================] - 0s 41us/step - loss: 2639.2129 - mae: 41.9981 - val_loss: 2862.3110 - val_mae: 41.3768
Epoch 928/2000
231/231 [==============================] - 0s 37us/step - loss: 2651.4809 - mae: 42.1131 - val_loss: 2873.6340 - val_mae: 41.2087
Epoch 929/2000
231/231 [==============================] - 0s 35us/step - loss: 2659.0524 - mae: 42.1114 - val_loss: 2872.5703 - val_mae: 41.1889
Epoch 930/2000
231/231 [==============================] - 0s 32us/step - loss: 2641.9505 - mae: 41.9722 - val_loss: 2860.7271 - val_mae: 41.3575
Epoch 931/2000
231/231 [==============================] - 0s 34us/step - loss: 2640.6811 - mae: 41.9965 - val_loss: 2860.7017 - val_mae: 41.3880
Epoch 932/2000
231/231 [==============================] - 0s 30us/step - loss: 2637.0149 - mae: 41.9918 - val_loss: 2867.9436 - val_mae: 41.2391
Epoch 933/2000
231/231 [==============================] - 0s 36us/step - loss: 2642.8686 - mae: 41.9895 - val_loss: 2861.1045 - val_mae: 41.4183
Epoch 934/2000
231/231 [==============================] - 0s 34us/step - loss: 2658.4826 - mae: 42.1871 - val_loss: 2873.3755 - val_mae: 41.2027
Epoch 935/2000
231/231 [==============================] - 0s 36us/step - loss: 2639.7773 - mae: 41.9496 - val_loss: 2861.3542 - val_mae: 41.3658
Epoch 936/2000
231/231 [==============================] - 0s 35us/step - loss: 2637.9980 - mae: 42.0082 - val_loss: 2868.2727 - val_mae: 41.2176
Epoch 937/2000
231/231 [==============================] - 0s 34us/step - loss: 2638.2336 - mae: 41.9815 - val_loss: 2865.6794 - val_mae: 41.3764
Epoch 938/2000
231/231 [==============================] - 0s 36us/step - loss: 2639.5837 - mae: 41.9830 - val_loss: 2873.7610 - val_mae: 41.2491
Epoch 939/2000
231/231 [==============================] - 0s 40us/step - loss: 2639.6423 - mae: 42.0023 - val_loss: 2871.5891 - val_mae: 41.2579
Epoch 940/2000
231/231 [==============================] - 0s 33us/step - loss: 2651.0077 - mae: 42.0998 - val_loss: 2879.8108 - val_mae: 41.2563
Epoch 941/2000
231/231 [==============================] - 0s 33us/step - loss: 2636.4722 - mae: 41.9132 - val_loss: 2871.2546 - val_mae: 41.4236
Epoch 942/2000
231/231 [==============================] - 0s 37us/step - loss: 2638.4201 - mae: 41.9163 - val_loss: 2868.8843 - val_mae: 41.5002
Epoch 943/2000
231/231 [==============================] - 0s 36us/step - loss: 2678.3720 - mae: 42.3527 - val_loss: 2871.1494 - val_mae: 41.6139
Epoch 944/2000
231/231 [==============================] - 0s 37us/step - loss: 2641.7733 - mae: 42.0091 - val_loss: 2873.4592 - val_mae: 41.3101
Epoch 945/2000
231/231 [==============================] - 0s 39us/step - loss: 2640.1468 - mae: 41.9272 - val_loss: 2867.7595 - val_mae: 41.4778
Epoch 946/2000
231/231 [==============================] - 0s 40us/step - loss: 2633.9450 - mae: 41.9357 - val_loss: 2871.0564 - val_mae: 41.3055
Epoch 947/2000
231/231 [==============================] - 0s 45us/step - loss: 2637.6528 - mae: 41.9446 - val_loss: 2874.3713 - val_mae: 41.2867
Epoch 948/2000
231/231 [==============================] - 0s 37us/step - loss: 2639.9196 - mae: 42.0252 - val_loss: 2875.9036 - val_mae: 41.3279
Epoch 949/2000
231/231 [==============================] - 0s 35us/step - loss: 2694.7314 - mae: 42.2330 - val_loss: 2882.1033 - val_mae: 41.2708
Epoch 950/2000
231/231 [==============================] - 0s 35us/step - loss: 2636.9040 - mae: 41.9029 - val_loss: 2870.6313 - val_mae: 41.2946
Epoch 951/2000
231/231 [==============================] - 0s 33us/step - loss: 2636.2389 - mae: 41.9313 - val_loss: 2865.2893 - val_mae: 41.4315
Epoch 952/2000
231/231 [==============================] - 0s 32us/step - loss: 2643.6724 - mae: 42.0684 - val_loss: 2875.2983 - val_mae: 41.2971
Epoch 953/2000
231/231 [==============================] - 0s 33us/step - loss: 2654.8245 - mae: 41.9796 - val_loss: 2868.4363 - val_mae: 41.5043
Epoch 954/2000
231/231 [==============================] - 0s 34us/step - loss: 2635.4756 - mae: 41.9477 - val_loss: 2867.9521 - val_mae: 41.3243
Epoch 955/2000
231/231 [==============================] - 0s 36us/step - loss: 2635.9469 - mae: 41.9686 - val_loss: 2872.2056 - val_mae: 41.3436
Epoch 956/2000
231/231 [==============================] - 0s 33us/step - loss: 2669.3118 - mae: 42.1527 - val_loss: 2868.3792 - val_mae: 41.5302
Epoch 957/2000
231/231 [==============================] - 0s 33us/step - loss: 2634.1115 - mae: 41.9287 - val_loss: 2869.4521 - val_mae: 41.4228
Epoch 958/2000
231/231 [==============================] - 0s 35us/step - loss: 2664.8255 - mae: 42.1786 - val_loss: 2879.2898 - val_mae: 41.2907
Epoch 959/2000
231/231 [==============================] - 0s 41us/step - loss: 2654.2711 - mae: 42.0113 - val_loss: 2870.1047 - val_mae: 41.4694
Epoch 960/2000
231/231 [==============================] - 0s 45us/step - loss: 2635.8070 - mae: 41.8715 - val_loss: 2870.5300 - val_mae: 41.5013
Epoch 961/2000
231/231 [==============================] - 0s 37us/step - loss: 2641.0276 - mae: 41.9827 - val_loss: 2873.9412 - val_mae: 41.3271
Epoch 962/2000
231/231 [==============================] - 0s 33us/step - loss: 2631.6614 - mae: 41.8962 - val_loss: 2867.5637 - val_mae: 41.4143
Epoch 963/2000
231/231 [==============================] - 0s 36us/step - loss: 2632.6098 - mae: 41.9354 - val_loss: 2867.2170 - val_mae: 41.4594
Epoch 964/2000
231/231 [==============================] - 0s 32us/step - loss: 2629.5481 - mae: 41.9174 - val_loss: 2868.8245 - val_mae: 41.3972
Epoch 965/2000
231/231 [==============================] - 0s 32us/step - loss: 2630.2151 - mae: 41.9225 - val_loss: 2870.8193 - val_mae: 41.3279
Epoch 966/2000
231/231 [==============================] - 0s 31us/step - loss: 2630.9297 - mae: 41.8770 - val_loss: 2865.9670 - val_mae: 41.4310
Epoch 967/2000
231/231 [==============================] - 0s 29us/step - loss: 2659.5254 - mae: 42.0801 - val_loss: 2867.1113 - val_mae: 41.5754
Epoch 968/2000
231/231 [==============================] - 0s 27us/step - loss: 2653.2972 - mae: 42.0145 - val_loss: 2866.1301 - val_mae: 41.5501
Epoch 969/2000
231/231 [==============================] - 0s 27us/step - loss: 2657.0987 - mae: 42.2147 - val_loss: 2868.3416 - val_mae: 41.6058
Epoch 970/2000
231/231 [==============================] - 0s 28us/step - loss: 2634.3772 - mae: 41.9781 - val_loss: 2870.6707 - val_mae: 41.4028
Epoch 971/2000
231/231 [==============================] - 0s 34us/step - loss: 2628.5964 - mae: 41.8936 - val_loss: 2871.7134 - val_mae: 41.4600
Epoch 972/2000
231/231 [==============================] - 0s 32us/step - loss: 2630.3203 - mae: 41.9208 - val_loss: 2872.5144 - val_mae: 41.4425
Epoch 973/2000
231/231 [==============================] - 0s 31us/step - loss: 2644.3227 - mae: 41.8531 - val_loss: 2871.9448 - val_mae: 41.6212
Epoch 974/2000
231/231 [==============================] - 0s 29us/step - loss: 2656.1948 - mae: 42.0650 - val_loss: 2871.9749 - val_mae: 41.6433
Epoch 975/2000
231/231 [==============================] - 0s 33us/step - loss: 2632.9020 - mae: 41.9240 - val_loss: 2873.2380 - val_mae: 41.3792
Epoch 976/2000
231/231 [==============================] - 0s 35us/step - loss: 2703.8852 - mae: 42.3398 - val_loss: 2869.4973 - val_mae: 41.5267
Epoch 977/2000
231/231 [==============================] - 0s 31us/step - loss: 2630.0048 - mae: 41.8986 - val_loss: 2869.9688 - val_mae: 41.4177
Epoch 978/2000
231/231 [==============================] - 0s 32us/step - loss: 2628.5275 - mae: 41.8987 - val_loss: 2870.3086 - val_mae: 41.3697
Epoch 979/2000
231/231 [==============================] - 0s 34us/step - loss: 2644.2663 - mae: 42.0470 - val_loss: 2874.7471 - val_mae: 41.3194
Epoch 980/2000
231/231 [==============================] - 0s 40us/step - loss: 2629.4913 - mae: 41.8590 - val_loss: 2866.9114 - val_mae: 41.4258
Epoch 981/2000
231/231 [==============================] - 0s 36us/step - loss: 2631.3721 - mae: 41.9051 - val_loss: 2864.1738 - val_mae: 41.4228
Epoch 982/2000
231/231 [==============================] - 0s 30us/step - loss: 2628.4256 - mae: 41.8783 - val_loss: 2869.4707 - val_mae: 41.3149
Epoch 983/2000
231/231 [==============================] - 0s 34us/step - loss: 2648.3695 - mae: 42.0952 - val_loss: 2879.0007 - val_mae: 41.3157
Epoch 984/2000
231/231 [==============================] - 0s 39us/step - loss: 2630.3383 - mae: 41.8649 - val_loss: 2869.6990 - val_mae: 41.3390
Epoch 985/2000
231/231 [==============================] - 0s 36us/step - loss: 2629.0727 - mae: 41.9142 - val_loss: 2868.6851 - val_mae: 41.4006
Epoch 986/2000
231/231 [==============================] - 0s 27us/step - loss: 2631.0326 - mae: 41.9834 - val_loss: 2875.5251 - val_mae: 41.3129
Epoch 987/2000
231/231 [==============================] - 0s 34us/step - loss: 2628.1439 - mae: 41.8298 - val_loss: 2866.2915 - val_mae: 41.3708
Epoch 988/2000
231/231 [==============================] - 0s 34us/step - loss: 2631.9448 - mae: 41.9221 - val_loss: 2866.0986 - val_mae: 41.5309
Epoch 989/2000
231/231 [==============================] - 0s 37us/step - loss: 2629.0008 - mae: 41.9211 - val_loss: 2865.8918 - val_mae: 41.4428
Epoch 990/2000
231/231 [==============================] - 0s 35us/step - loss: 2634.9903 - mae: 41.9041 - val_loss: 2863.9180 - val_mae: 41.5117
Epoch 991/2000
231/231 [==============================] - 0s 31us/step - loss: 2636.8329 - mae: 41.9924 - val_loss: 2878.0630 - val_mae: 41.2832
Epoch 992/2000
231/231 [==============================] - 0s 40us/step - loss: 2636.5404 - mae: 41.8568 - val_loss: 2875.5198 - val_mae: 41.3132
Epoch 993/2000
231/231 [==============================] - 0s 41us/step - loss: 2628.0558 - mae: 41.8395 - val_loss: 2868.5837 - val_mae: 41.5287
Epoch 994/2000
231/231 [==============================] - 0s 37us/step - loss: 2651.0003 - mae: 42.0024 - val_loss: 2871.5544 - val_mae: 41.6492
Epoch 995/2000
231/231 [==============================] - 0s 30us/step - loss: 2657.8254 - mae: 42.1608 - val_loss: 2878.8101 - val_mae: 41.3333
Epoch 996/2000
231/231 [==============================] - 0s 37us/step - loss: 2628.7821 - mae: 41.8261 - val_loss: 2870.3335 - val_mae: 41.4861
Epoch 997/2000
231/231 [==============================] - 0s 31us/step - loss: 2667.2976 - mae: 42.2059 - val_loss: 2879.3726 - val_mae: 41.3334
Epoch 998/2000
231/231 [==============================] - 0s 37us/step - loss: 2628.1419 - mae: 41.8818 - val_loss: 2872.8145 - val_mae: 41.3455
Epoch 999/2000
231/231 [==============================] - 0s 35us/step - loss: 2624.4480 - mae: 41.8212 - val_loss: 2869.3472 - val_mae: 41.4304
Epoch 1000/2000
231/231 [==============================] - 0s 34us/step - loss: 2640.3882 - mae: 41.8996 - val_loss: 2877.2188 - val_mae: 41.3008
Epoch 1001/2000
231/231 [==============================] - 0s 33us/step - loss: 2631.6648 - mae: 41.8633 - val_loss: 2868.2258 - val_mae: 41.4850
Epoch 1002/2000
231/231 [==============================] - 0s 34us/step - loss: 2626.7180 - mae: 41.8912 - val_loss: 2873.6296 - val_mae: 41.3380
Epoch 1003/2000
231/231 [==============================] - 0s 38us/step - loss: 2627.0179 - mae: 41.8649 - val_loss: 2870.3511 - val_mae: 41.4704
Epoch 1004/2000
231/231 [==============================] - 0s 36us/step - loss: 2632.4360 - mae: 41.8014 - val_loss: 2870.3198 - val_mae: 41.5673
Epoch 1005/2000
231/231 [==============================] - 0s 40us/step - loss: 2635.1869 - mae: 41.9315 - val_loss: 2879.6143 - val_mae: 41.3379
Epoch 1006/2000
231/231 [==============================] - 0s 44us/step - loss: 2627.1308 - mae: 41.8213 - val_loss: 2870.4985 - val_mae: 41.5003
Epoch 1007/2000
231/231 [==============================] - 0s 34us/step - loss: 2633.1363 - mae: 41.9022 - val_loss: 2875.4419 - val_mae: 41.3316
Epoch 1008/2000
231/231 [==============================] - 0s 33us/step - loss: 2657.7575 - mae: 42.0819 - val_loss: 2884.3982 - val_mae: 41.3327
Epoch 1009/2000
231/231 [==============================] - 0s 32us/step - loss: 2625.4369 - mae: 41.7932 - val_loss: 2869.3635 - val_mae: 41.4203
Epoch 1010/2000
231/231 [==============================] - 0s 31us/step - loss: 2622.8092 - mae: 41.8376 - val_loss: 2870.6550 - val_mae: 41.4194
Epoch 1011/2000
231/231 [==============================] - 0s 34us/step - loss: 2635.6430 - mae: 41.8686 - val_loss: 2881.9656 - val_mae: 41.3683
Epoch 1012/2000
231/231 [==============================] - 0s 33us/step - loss: 2631.8078 - mae: 41.8150 - val_loss: 2872.0745 - val_mae: 41.5831
Epoch 1013/2000
231/231 [==============================] - 0s 34us/step - loss: 2621.6106 - mae: 41.8255 - val_loss: 2871.9631 - val_mae: 41.4820
Epoch 1014/2000
231/231 [==============================] - 0s 36us/step - loss: 2641.9059 - mae: 41.9125 - val_loss: 2884.4292 - val_mae: 41.3905
Epoch 1015/2000
231/231 [==============================] - 0s 40us/step - loss: 2623.7990 - mae: 41.7761 - val_loss: 2872.3647 - val_mae: 41.4262
Epoch 1016/2000
231/231 [==============================] - 0s 30us/step - loss: 2630.4640 - mae: 41.8890 - val_loss: 2870.6514 - val_mae: 41.6073
Epoch 1017/2000
231/231 [==============================] - 0s 35us/step - loss: 2624.7346 - mae: 41.8430 - val_loss: 2877.5159 - val_mae: 41.4034
Epoch 1018/2000
231/231 [==============================] - 0s 33us/step - loss: 2623.4166 - mae: 41.8497 - val_loss: 2875.4785 - val_mae: 41.4417
Epoch 1019/2000
231/231 [==============================] - 0s 30us/step - loss: 2627.4086 - mae: 41.8216 - val_loss: 2873.1567 - val_mae: 41.6249
Epoch 1020/2000
231/231 [==============================] - 0s 35us/step - loss: 2649.1449 - mae: 42.0461 - val_loss: 2874.2432 - val_mae: 41.6958
Epoch 1021/2000
231/231 [==============================] - 0s 32us/step - loss: 2627.2388 - mae: 41.8217 - val_loss: 2873.7297 - val_mae: 41.5901
Epoch 1022/2000
231/231 [==============================] - 0s 37us/step - loss: 2633.3545 - mae: 41.8786 - val_loss: 2872.5815 - val_mae: 41.6463
Epoch 1023/2000
231/231 [==============================] - 0s 28us/step - loss: 2621.3560 - mae: 41.8099 - val_loss: 2874.6443 - val_mae: 41.5248
Epoch 1024/2000
231/231 [==============================] - 0s 32us/step - loss: 2626.7172 - mae: 41.8118 - val_loss: 2883.6213 - val_mae: 41.4521
Epoch 1025/2000
231/231 [==============================] - 0s 30us/step - loss: 2622.8031 - mae: 41.7927 - val_loss: 2880.0911 - val_mae: 41.4747
Epoch 1026/2000
231/231 [==============================] - 0s 32us/step - loss: 2619.0002 - mae: 41.7559 - val_loss: 2879.3162 - val_mae: 41.5282
Epoch 1027/2000
231/231 [==============================] - 0s 29us/step - loss: 2628.0941 - mae: 41.8367 - val_loss: 2890.3213 - val_mae: 41.4998
Epoch 1028/2000
231/231 [==============================] - 0s 28us/step - loss: 2633.0680 - mae: 41.9252 - val_loss: 2888.5725 - val_mae: 41.4698
Epoch 1029/2000
231/231 [==============================] - 0s 30us/step - loss: 2668.5576 - mae: 41.8727 - val_loss: 2876.8635 - val_mae: 41.6667
Epoch 1030/2000
231/231 [==============================] - 0s 37us/step - loss: 2650.1128 - mae: 41.9553 - val_loss: 2875.3162 - val_mae: 41.6846
Epoch 1031/2000
231/231 [==============================] - 0s 34us/step - loss: 2619.6512 - mae: 41.7754 - val_loss: 2874.2649 - val_mae: 41.5191
Epoch 1032/2000
231/231 [==============================] - 0s 36us/step - loss: 2622.4693 - mae: 41.7492 - val_loss: 2880.7249 - val_mae: 41.4460
Epoch 1033/2000
231/231 [==============================] - 0s 34us/step - loss: 2620.9848 - mae: 41.7541 - val_loss: 2876.4739 - val_mae: 41.5015
Epoch 1034/2000
231/231 [==============================] - 0s 30us/step - loss: 2619.8839 - mae: 41.7650 - val_loss: 2880.7896 - val_mae: 41.4791
Epoch 1035/2000
231/231 [==============================] - 0s 32us/step - loss: 2618.7002 - mae: 41.7565 - val_loss: 2877.1604 - val_mae: 41.4892
Epoch 1036/2000
231/231 [==============================] - 0s 36us/step - loss: 2634.4312 - mae: 41.9347 - val_loss: 2887.4182 - val_mae: 41.4378
Epoch 1037/2000
231/231 [==============================] - 0s 36us/step - loss: 2663.3027 - mae: 42.2412 - val_loss: 2892.6934 - val_mae: 41.4677
Epoch 1038/2000
231/231 [==============================] - 0s 33us/step - loss: 2623.8773 - mae: 41.7930 - val_loss: 2882.4822 - val_mae: 41.5369
Epoch 1039/2000
231/231 [==============================] - 0s 30us/step - loss: 2621.2085 - mae: 41.7542 - val_loss: 2876.7488 - val_mae: 41.5784
Epoch 1040/2000
231/231 [==============================] - 0s 32us/step - loss: 2622.7001 - mae: 41.7588 - val_loss: 2874.1970 - val_mae: 41.6012
Epoch 1041/2000
231/231 [==============================] - 0s 34us/step - loss: 2617.4357 - mae: 41.7431 - val_loss: 2875.5393 - val_mae: 41.5577
Epoch 1042/2000
231/231 [==============================] - 0s 33us/step - loss: 2628.9104 - mae: 41.9180 - val_loss: 2887.3345 - val_mae: 41.4638
Epoch 1043/2000
231/231 [==============================] - 0s 30us/step - loss: 2618.6341 - mae: 41.7280 - val_loss: 2879.1750 - val_mae: 41.5209
Epoch 1044/2000
231/231 [==============================] - 0s 33us/step - loss: 2655.7217 - mae: 41.9948 - val_loss: 2878.2065 - val_mae: 41.7126
Epoch 1045/2000
231/231 [==============================] - 0s 34us/step - loss: 2621.7335 - mae: 41.7952 - val_loss: 2880.3203 - val_mae: 41.4845
Epoch 1046/2000
231/231 [==============================] - 0s 40us/step - loss: 2616.2979 - mae: 41.7412 - val_loss: 2878.6892 - val_mae: 41.4669
Epoch 1047/2000
231/231 [==============================] - 0s 34us/step - loss: 2614.2419 - mae: 41.7368 - val_loss: 2879.0066 - val_mae: 41.5412
Epoch 1048/2000
231/231 [==============================] - 0s 30us/step - loss: 2632.0531 - mae: 41.8390 - val_loss: 2888.6833 - val_mae: 41.4445
Epoch 1049/2000
231/231 [==============================] - 0s 33us/step - loss: 2621.2376 - mae: 41.7754 - val_loss: 2881.9763 - val_mae: 41.4295
Epoch 1050/2000
231/231 [==============================] - 0s 36us/step - loss: 2660.0711 - mae: 41.9874 - val_loss: 2878.3682 - val_mae: 41.6939
Epoch 1051/2000
231/231 [==============================] - 0s 38us/step - loss: 2617.5062 - mae: 41.7352 - val_loss: 2880.3079 - val_mae: 41.5815
Epoch 1052/2000
231/231 [==============================] - 0s 34us/step - loss: 2614.0121 - mae: 41.7080 - val_loss: 2881.8743 - val_mae: 41.5748
Epoch 1053/2000
231/231 [==============================] - 0s 37us/step - loss: 2641.9057 - mae: 41.9441 - val_loss: 2892.8042 - val_mae: 41.4900
Epoch 1054/2000
231/231 [==============================] - 0s 32us/step - loss: 2621.5559 - mae: 41.7303 - val_loss: 2879.1533 - val_mae: 41.6073
Epoch 1055/2000
231/231 [==============================] - 0s 36us/step - loss: 2626.6565 - mae: 41.7993 - val_loss: 2880.7385 - val_mae: 41.6891
Epoch 1056/2000
231/231 [==============================] - 0s 33us/step - loss: 2617.8000 - mae: 41.7602 - val_loss: 2888.2693 - val_mae: 41.5231
Epoch 1057/2000
231/231 [==============================] - 0s 34us/step - loss: 2617.3373 - mae: 41.7116 - val_loss: 2887.0732 - val_mae: 41.5268
Epoch 1058/2000
231/231 [==============================] - 0s 31us/step - loss: 2613.1644 - mae: 41.7007 - val_loss: 2883.4895 - val_mae: 41.6263
Epoch 1059/2000
231/231 [==============================] - 0s 36us/step - loss: 2626.3913 - mae: 41.7723 - val_loss: 2882.0605 - val_mae: 41.7602
Epoch 1060/2000
231/231 [==============================] - 0s 46us/step - loss: 2620.2208 - mae: 41.7389 - val_loss: 2882.6221 - val_mae: 41.5200
Epoch 1061/2000
231/231 [==============================] - 0s 43us/step - loss: 2632.2631 - mae: 41.9558 - val_loss: 2892.1792 - val_mae: 41.4969
Epoch 1062/2000
231/231 [==============================] - 0s 30us/step - loss: 2617.4564 - mae: 41.7164 - val_loss: 2876.9624 - val_mae: 41.5318
Epoch 1063/2000
231/231 [==============================] - 0s 36us/step - loss: 2629.9552 - mae: 41.9165 - val_loss: 2889.9504 - val_mae: 41.4776
Epoch 1064/2000
231/231 [==============================] - 0s 37us/step - loss: 2614.7107 - mae: 41.6956 - val_loss: 2877.9019 - val_mae: 41.5741
Epoch 1065/2000
231/231 [==============================] - 0s 32us/step - loss: 2617.8008 - mae: 41.7596 - val_loss: 2877.9043 - val_mae: 41.6838
Epoch 1066/2000
231/231 [==============================] - 0s 37us/step - loss: 2613.5440 - mae: 41.7148 - val_loss: 2887.4165 - val_mae: 41.5255
Epoch 1067/2000
231/231 [==============================] - 0s 31us/step - loss: 2624.5910 - mae: 41.8033 - val_loss: 2891.4390 - val_mae: 41.5361
Epoch 1068/2000
231/231 [==============================] - 0s 35us/step - loss: 2637.3684 - mae: 41.8593 - val_loss: 2881.0369 - val_mae: 41.7774
Epoch 1069/2000
231/231 [==============================] - 0s 37us/step - loss: 2625.1573 - mae: 41.7176 - val_loss: 2879.2268 - val_mae: 41.7320
Epoch 1070/2000
231/231 [==============================] - 0s 38us/step - loss: 2631.8677 - mae: 41.8153 - val_loss: 2880.5220 - val_mae: 41.7808
Epoch 1071/2000
231/231 [==============================] - 0s 33us/step - loss: 2642.8637 - mae: 41.9064 - val_loss: 2882.4104 - val_mae: 41.8133
Epoch 1072/2000
231/231 [==============================] - 0s 29us/step - loss: 2623.5437 - mae: 41.8811 - val_loss: 2879.6794 - val_mae: 41.7239
Epoch 1073/2000
231/231 [==============================] - 0s 32us/step - loss: 2612.9728 - mae: 41.7212 - val_loss: 2881.2483 - val_mae: 41.6231
Epoch 1074/2000
231/231 [==============================] - 0s 31us/step - loss: 2619.9079 - mae: 41.7187 - val_loss: 2889.9900 - val_mae: 41.5453
Epoch 1075/2000
231/231 [==============================] - 0s 34us/step - loss: 2613.0006 - mae: 41.7112 - val_loss: 2884.7471 - val_mae: 41.5341
Epoch 1076/2000
231/231 [==============================] - 0s 32us/step - loss: 2617.2881 - mae: 41.7213 - val_loss: 2879.9143 - val_mae: 41.7191
Epoch 1077/2000
231/231 [==============================] - 0s 29us/step - loss: 2611.0903 - mae: 41.6914 - val_loss: 2882.9072 - val_mae: 41.5616
Epoch 1078/2000
231/231 [==============================] - 0s 30us/step - loss: 2621.2360 - mae: 41.8274 - val_loss: 2892.3342 - val_mae: 41.5459
Epoch 1079/2000
231/231 [==============================] - 0s 29us/step - loss: 2612.9075 - mae: 41.6959 - val_loss: 2887.6260 - val_mae: 41.6158
Epoch 1080/2000
231/231 [==============================] - 0s 30us/step - loss: 2633.2054 - mae: 41.9108 - val_loss: 2887.5098 - val_mae: 41.8411
Epoch 1081/2000
231/231 [==============================] - 0s 32us/step - loss: 2627.3404 - mae: 41.7359 - val_loss: 2884.0093 - val_mae: 41.7738
Epoch 1082/2000
231/231 [==============================] - 0s 34us/step - loss: 2637.1988 - mae: 41.8331 - val_loss: 2884.5774 - val_mae: 41.8085
Epoch 1083/2000
231/231 [==============================] - 0s 33us/step - loss: 2611.8747 - mae: 41.6370 - val_loss: 2883.7878 - val_mae: 41.6095
Epoch 1084/2000
231/231 [==============================] - 0s 44us/step - loss: 2609.0589 - mae: 41.6637 - val_loss: 2886.3918 - val_mae: 41.6053
Epoch 1085/2000
231/231 [==============================] - 0s 32us/step - loss: 2607.2329 - mae: 41.6375 - val_loss: 2885.4370 - val_mae: 41.6373
Epoch 1086/2000
231/231 [==============================] - 0s 35us/step - loss: 2623.9618 - mae: 41.8327 - val_loss: 2883.9233 - val_mae: 41.7937
Epoch 1087/2000
231/231 [==============================] - 0s 38us/step - loss: 2666.2953 - mae: 42.0288 - val_loss: 2885.1060 - val_mae: 41.8432
Epoch 1088/2000
231/231 [==============================] - 0s 37us/step - loss: 2638.3976 - mae: 41.8726 - val_loss: 2881.3906 - val_mae: 41.7918
Epoch 1089/2000
231/231 [==============================] - 0s 33us/step - loss: 2632.8607 - mae: 41.9311 - val_loss: 2882.0688 - val_mae: 41.7944
Epoch 1090/2000
231/231 [==============================] - 0s 31us/step - loss: 2613.9192 - mae: 41.6939 - val_loss: 2882.8635 - val_mae: 41.5678
Epoch 1091/2000
231/231 [==============================] - 0s 30us/step - loss: 2611.1934 - mae: 41.6558 - val_loss: 2886.5039 - val_mae: 41.5745
Epoch 1092/2000
231/231 [==============================] - 0s 35us/step - loss: 2614.1410 - mae: 41.7417 - val_loss: 2889.9888 - val_mae: 41.5515
Epoch 1093/2000
231/231 [==============================] - 0s 26us/step - loss: 2613.7651 - mae: 41.6803 - val_loss: 2887.8142 - val_mae: 41.5363
Epoch 1094/2000
231/231 [==============================] - 0s 32us/step - loss: 2635.2267 - mae: 41.8939 - val_loss: 2894.7903 - val_mae: 41.5350
Epoch 1095/2000
231/231 [==============================] - 0s 31us/step - loss: 2624.8811 - mae: 41.7892 - val_loss: 2893.0510 - val_mae: 41.5297
Epoch 1096/2000
231/231 [==============================] - 0s 31us/step - loss: 2653.1872 - mae: 41.9151 - val_loss: 2883.2029 - val_mae: 41.7096
Epoch 1097/2000
231/231 [==============================] - 0s 26us/step - loss: 2616.5167 - mae: 41.7005 - val_loss: 2885.6665 - val_mae: 41.7518
Epoch 1098/2000
231/231 [==============================] - 0s 30us/step - loss: 2611.0962 - mae: 41.6613 - val_loss: 2890.0266 - val_mae: 41.5931
Epoch 1099/2000
231/231 [==============================] - 0s 29us/step - loss: 2630.9936 - mae: 41.8251 - val_loss: 2887.1213 - val_mae: 41.7763
Epoch 1100/2000
231/231 [==============================] - 0s 33us/step - loss: 2608.3713 - mae: 41.6211 - val_loss: 2887.4641 - val_mae: 41.6781
Epoch 1101/2000
231/231 [==============================] - 0s 30us/step - loss: 2607.3811 - mae: 41.6281 - val_loss: 2887.3904 - val_mae: 41.6393
Epoch 1102/2000
231/231 [==============================] - 0s 30us/step - loss: 2606.2370 - mae: 41.6463 - val_loss: 2885.0415 - val_mae: 41.6408
Epoch 1103/2000
231/231 [==============================] - 0s 31us/step - loss: 2622.5018 - mae: 41.7648 - val_loss: 2885.5698 - val_mae: 41.7887
Epoch 1104/2000
231/231 [==============================] - 0s 29us/step - loss: 2609.6929 - mae: 41.6860 - val_loss: 2890.0156 - val_mae: 41.6248
Epoch 1105/2000
231/231 [==============================] - 0s 27us/step - loss: 2622.2463 - mae: 41.6991 - val_loss: 2899.8120 - val_mae: 41.6077
Epoch 1106/2000
231/231 [==============================] - 0s 33us/step - loss: 2617.7820 - mae: 41.6522 - val_loss: 2898.4678 - val_mae: 41.6112
Epoch 1107/2000
231/231 [==============================] - 0s 35us/step - loss: 2606.4706 - mae: 41.6063 - val_loss: 2887.0752 - val_mae: 41.6650
Epoch 1108/2000
231/231 [==============================] - 0s 39us/step - loss: 2625.4833 - mae: 41.8378 - val_loss: 2898.3933 - val_mae: 41.5909
Epoch 1109/2000
231/231 [==============================] - 0s 40us/step - loss: 2633.6705 - mae: 41.7416 - val_loss: 2900.7666 - val_mae: 41.5952
Epoch 1110/2000
231/231 [==============================] - 0s 32us/step - loss: 2617.8644 - mae: 41.6854 - val_loss: 2886.9866 - val_mae: 41.7466
Epoch 1111/2000
231/231 [==============================] - 0s 36us/step - loss: 2607.1038 - mae: 41.6354 - val_loss: 2884.6609 - val_mae: 41.6601
Epoch 1112/2000
231/231 [==============================] - 0s 36us/step - loss: 2612.3450 - mae: 41.6990 - val_loss: 2891.9778 - val_mae: 41.5501
Epoch 1113/2000
231/231 [==============================] - 0s 36us/step - loss: 2604.6180 - mae: 41.5954 - val_loss: 2885.6956 - val_mae: 41.6389
Epoch 1114/2000
231/231 [==============================] - 0s 39us/step - loss: 2610.4875 - mae: 41.6982 - val_loss: 2891.3264 - val_mae: 41.5455
Epoch 1115/2000
231/231 [==============================] - 0s 38us/step - loss: 2609.3080 - mae: 41.6370 - val_loss: 2888.5129 - val_mae: 41.5315
Epoch 1116/2000
231/231 [==============================] - 0s 45us/step - loss: 2625.3736 - mae: 41.7405 - val_loss: 2884.5422 - val_mae: 41.8089
Epoch 1117/2000
231/231 [==============================] - 0s 36us/step - loss: 2610.2011 - mae: 41.6682 - val_loss: 2894.2432 - val_mae: 41.5871
Epoch 1118/2000
231/231 [==============================] - 0s 40us/step - loss: 2610.7920 - mae: 41.6135 - val_loss: 2893.4192 - val_mae: 41.5883
Epoch 1119/2000
231/231 [==============================] - 0s 39us/step - loss: 2625.3179 - mae: 41.8231 - val_loss: 2899.3057 - val_mae: 41.5908
Epoch 1120/2000
231/231 [==============================] - 0s 43us/step - loss: 2611.1477 - mae: 41.5972 - val_loss: 2891.4822 - val_mae: 41.5982
Epoch 1121/2000
231/231 [==============================] - 0s 33us/step - loss: 2611.2730 - mae: 41.7232 - val_loss: 2884.5784 - val_mae: 41.7733
Epoch 1122/2000
231/231 [==============================] - 0s 31us/step - loss: 2604.4008 - mae: 41.6316 - val_loss: 2883.5747 - val_mae: 41.6425
Epoch 1123/2000
231/231 [==============================] - 0s 31us/step - loss: 2606.5858 - mae: 41.6201 - val_loss: 2890.9214 - val_mae: 41.5788
Epoch 1124/2000
231/231 [==============================] - 0s 36us/step - loss: 2610.3807 - mae: 41.6343 - val_loss: 2891.3018 - val_mae: 41.5755
Epoch 1125/2000
231/231 [==============================] - 0s 38us/step - loss: 2639.0531 - mae: 41.9032 - val_loss: 2900.2473 - val_mae: 41.6004
Epoch 1126/2000
231/231 [==============================] - 0s 39us/step - loss: 2609.8332 - mae: 41.6355 - val_loss: 2886.0107 - val_mae: 41.7004
Epoch 1127/2000
231/231 [==============================] - 0s 33us/step - loss: 2604.1564 - mae: 41.5691 - val_loss: 2884.4836 - val_mae: 41.7267
Epoch 1128/2000
231/231 [==============================] - 0s 32us/step - loss: 2606.1005 - mae: 41.6201 - val_loss: 2894.7039 - val_mae: 41.6542
Epoch 1129/2000
231/231 [==============================] - 0s 31us/step - loss: 2601.5014 - mae: 41.5245 - val_loss: 2889.6875 - val_mae: 41.7063
Epoch 1130/2000
231/231 [==============================] - 0s 31us/step - loss: 2649.5307 - mae: 41.8362 - val_loss: 2891.1282 - val_mae: 41.8984
Epoch 1131/2000
231/231 [==============================] - 0s 33us/step - loss: 2611.2285 - mae: 41.7335 - val_loss: 2890.2896 - val_mae: 41.8192
Epoch 1132/2000
231/231 [==============================] - 0s 35us/step - loss: 2611.3901 - mae: 41.5857 - val_loss: 2886.6213 - val_mae: 41.7735
Epoch 1133/2000
231/231 [==============================] - 0s 36us/step - loss: 2603.7158 - mae: 41.5361 - val_loss: 2885.9021 - val_mae: 41.7434
Epoch 1134/2000
231/231 [==============================] - 0s 36us/step - loss: 2626.9949 - mae: 41.7593 - val_loss: 2899.2725 - val_mae: 41.6421
Epoch 1135/2000
231/231 [==============================] - 0s 32us/step - loss: 2610.2253 - mae: 41.6643 - val_loss: 2896.0715 - val_mae: 41.6690
Epoch 1136/2000
231/231 [==============================] - 0s 34us/step - loss: 2634.1173 - mae: 41.7756 - val_loss: 2903.0525 - val_mae: 41.6730
Epoch 1137/2000
231/231 [==============================] - 0s 29us/step - loss: 2605.2518 - mae: 41.5669 - val_loss: 2890.9497 - val_mae: 41.6667
Epoch 1138/2000
231/231 [==============================] - 0s 32us/step - loss: 2610.7590 - mae: 41.6014 - val_loss: 2897.0496 - val_mae: 41.6660
Epoch 1139/2000
231/231 [==============================] - 0s 41us/step - loss: 2601.2949 - mae: 41.5475 - val_loss: 2891.0850 - val_mae: 41.7588
Epoch 1140/2000
231/231 [==============================] - 0s 27us/step - loss: 2608.8466 - mae: 41.5759 - val_loss: 2890.4656 - val_mae: 41.8592
Epoch 1141/2000
231/231 [==============================] - 0s 31us/step - loss: 2603.9174 - mae: 41.6175 - val_loss: 2893.7878 - val_mae: 41.6830
Epoch 1142/2000
231/231 [==============================] - 0s 33us/step - loss: 2635.7678 - mae: 41.9160 - val_loss: 2903.3174 - val_mae: 41.6726
Epoch 1143/2000
231/231 [==============================] - 0s 37us/step - loss: 2616.5874 - mae: 41.6516 - val_loss: 2901.3015 - val_mae: 41.6850
Epoch 1144/2000
231/231 [==============================] - 0s 29us/step - loss: 2600.7406 - mae: 41.5967 - val_loss: 2889.4790 - val_mae: 41.6938
Epoch 1145/2000
231/231 [==============================] - 0s 32us/step - loss: 2605.7963 - mae: 41.6208 - val_loss: 2887.3704 - val_mae: 41.8102
Epoch 1146/2000
231/231 [==============================] - 0s 36us/step - loss: 2612.6365 - mae: 41.6370 - val_loss: 2897.3125 - val_mae: 41.6417
Epoch 1147/2000
231/231 [==============================] - 0s 36us/step - loss: 2603.9904 - mae: 41.5557 - val_loss: 2886.3677 - val_mae: 41.7697
Epoch 1148/2000
231/231 [==============================] - 0s 32us/step - loss: 2605.3634 - mae: 41.5671 - val_loss: 2888.3792 - val_mae: 41.7444
Epoch 1149/2000
231/231 [==============================] - 0s 29us/step - loss: 2598.3356 - mae: 41.5500 - val_loss: 2890.3342 - val_mae: 41.7229
Epoch 1150/2000
231/231 [==============================] - 0s 31us/step - loss: 2605.3719 - mae: 41.5703 - val_loss: 2899.5281 - val_mae: 41.6667
Epoch 1151/2000
231/231 [==============================] - 0s 29us/step - loss: 2600.6696 - mae: 41.5311 - val_loss: 2892.3691 - val_mae: 41.7064
Epoch 1152/2000
231/231 [==============================] - 0s 30us/step - loss: 2605.3251 - mae: 41.5465 - val_loss: 2900.2288 - val_mae: 41.6631
Epoch 1153/2000
231/231 [==============================] - 0s 30us/step - loss: 2602.0202 - mae: 41.5652 - val_loss: 2893.5701 - val_mae: 41.6869
Epoch 1154/2000
231/231 [==============================] - 0s 32us/step - loss: 2664.6800 - mae: 42.1587 - val_loss: 2890.7676 - val_mae: 41.8818
Epoch 1155/2000
231/231 [==============================] - 0s 36us/step - loss: 2603.0237 - mae: 41.5886 - val_loss: 2895.1548 - val_mae: 41.7600
Epoch 1156/2000
231/231 [==============================] - 0s 39us/step - loss: 2598.3690 - mae: 41.5041 - val_loss: 2892.5840 - val_mae: 41.7173
Epoch 1157/2000
231/231 [==============================] - 0s 31us/step - loss: 2611.1270 - mae: 41.6954 - val_loss: 2889.7190 - val_mae: 41.8795
Epoch 1158/2000
231/231 [==============================] - 0s 33us/step - loss: 2598.6076 - mae: 41.5306 - val_loss: 2893.6687 - val_mae: 41.7534
Epoch 1159/2000
231/231 [==============================] - 0s 30us/step - loss: 2609.6016 - mae: 41.6205 - val_loss: 2892.2351 - val_mae: 41.9068
Epoch 1160/2000
231/231 [==============================] - 0s 28us/step - loss: 2601.2294 - mae: 41.6369 - val_loss: 2890.7922 - val_mae: 41.8070
Epoch 1161/2000
231/231 [==============================] - 0s 33us/step - loss: 2647.5707 - mae: 41.9907 - val_loss: 2891.0649 - val_mae: 41.9190
Epoch 1162/2000
231/231 [==============================] - 0s 32us/step - loss: 2597.8719 - mae: 41.5448 - val_loss: 2889.8118 - val_mae: 41.7126
Epoch 1163/2000
231/231 [==============================] - 0s 30us/step - loss: 2614.1030 - mae: 41.6054 - val_loss: 2889.5181 - val_mae: 41.8728
Epoch 1164/2000
231/231 [==============================] - 0s 32us/step - loss: 2612.7620 - mae: 41.4972 - val_loss: 2887.6724 - val_mae: 41.8690
Epoch 1165/2000
231/231 [==============================] - 0s 40us/step - loss: 2609.7101 - mae: 41.5153 - val_loss: 2885.8491 - val_mae: 41.8411
Epoch 1166/2000
231/231 [==============================] - 0s 37us/step - loss: 2601.4087 - mae: 41.6375 - val_loss: 2885.4028 - val_mae: 41.7660
Epoch 1167/2000
231/231 [==============================] - 0s 34us/step - loss: 2618.6035 - mae: 41.7495 - val_loss: 2896.2158 - val_mae: 41.6561
Epoch 1168/2000
231/231 [==============================] - 0s 40us/step - loss: 2601.4240 - mae: 41.5435 - val_loss: 2886.8643 - val_mae: 41.7356
Epoch 1169/2000
231/231 [==============================] - 0s 36us/step - loss: 2597.3418 - mae: 41.5916 - val_loss: 2886.2822 - val_mae: 41.7796
Epoch 1170/2000
231/231 [==============================] - 0s 39us/step - loss: 2598.2514 - mae: 41.5437 - val_loss: 2889.8403 - val_mae: 41.7413
Epoch 1171/2000
231/231 [==============================] - 0s 34us/step - loss: 2609.5447 - mae: 41.5950 - val_loss: 2900.4934 - val_mae: 41.6729
Epoch 1172/2000
231/231 [==============================] - 0s 36us/step - loss: 2601.5692 - mae: 41.5513 - val_loss: 2899.0544 - val_mae: 41.7043
Epoch 1173/2000
231/231 [==============================] - 0s 34us/step - loss: 2596.3710 - mae: 41.5088 - val_loss: 2891.5264 - val_mae: 41.8072
Epoch 1174/2000
231/231 [==============================] - 0s 34us/step - loss: 2594.4292 - mae: 41.4923 - val_loss: 2891.2832 - val_mae: 41.7751
Epoch 1175/2000
231/231 [==============================] - 0s 32us/step - loss: 2678.5510 - mae: 42.1045 - val_loss: 2898.8213 - val_mae: 41.6756
Epoch 1176/2000
231/231 [==============================] - 0s 35us/step - loss: 2595.9775 - mae: 41.4956 - val_loss: 2891.4534 - val_mae: 41.7404
Epoch 1177/2000
231/231 [==============================] - 0s 29us/step - loss: 2595.4498 - mae: 41.5109 - val_loss: 2894.9639 - val_mae: 41.7032
Epoch 1178/2000
231/231 [==============================] - 0s 32us/step - loss: 2595.0407 - mae: 41.4850 - val_loss: 2894.3997 - val_mae: 41.6884
Epoch 1179/2000
231/231 [==============================] - 0s 36us/step - loss: 2606.5274 - mae: 41.5600 - val_loss: 2888.3286 - val_mae: 41.8202
Epoch 1180/2000
231/231 [==============================] - 0s 38us/step - loss: 2593.8642 - mae: 41.4905 - val_loss: 2891.9458 - val_mae: 41.7255
Epoch 1181/2000
231/231 [==============================] - 0s 60us/step - loss: 2592.0305 - mae: 41.4712 - val_loss: 2892.3533 - val_mae: 41.7688
Epoch 1182/2000
231/231 [==============================] - 0s 60us/step - loss: 2600.3645 - mae: 41.5348 - val_loss: 2892.3022 - val_mae: 41.8637
Epoch 1183/2000
231/231 [==============================] - 0s 46us/step - loss: 2613.0052 - mae: 41.6808 - val_loss: 2893.6147 - val_mae: 41.9242
Epoch 1184/2000
231/231 [==============================] - 0s 37us/step - loss: 2596.3407 - mae: 41.5473 - val_loss: 2891.6279 - val_mae: 41.8008
Epoch 1185/2000
231/231 [==============================] - 0s 50us/step - loss: 2595.0880 - mae: 41.4967 - val_loss: 2890.9155 - val_mae: 41.6887
Epoch 1186/2000
231/231 [==============================] - 0s 38us/step - loss: 2590.5055 - mae: 41.4870 - val_loss: 2891.6895 - val_mae: 41.6999
Epoch 1187/2000
231/231 [==============================] - 0s 44us/step - loss: 2601.1181 - mae: 41.5441 - val_loss: 2901.7942 - val_mae: 41.7128
Epoch 1188/2000
231/231 [==============================] - 0s 31us/step - loss: 2618.8178 - mae: 41.6358 - val_loss: 2894.9436 - val_mae: 41.9601
Epoch 1189/2000
231/231 [==============================] - 0s 31us/step - loss: 2596.5705 - mae: 41.5704 - val_loss: 2893.0813 - val_mae: 41.8061
Epoch 1190/2000
231/231 [==============================] - 0s 29us/step - loss: 2592.0169 - mae: 41.4575 - val_loss: 2895.1938 - val_mae: 41.7768
Epoch 1191/2000
231/231 [==============================] - 0s 31us/step - loss: 2591.9084 - mae: 41.4915 - val_loss: 2895.2205 - val_mae: 41.8261
Epoch 1192/2000
231/231 [==============================] - 0s 31us/step - loss: 2605.8429 - mae: 41.4607 - val_loss: 2895.3745 - val_mae: 41.9676
Epoch 1193/2000
231/231 [==============================] - 0s 36us/step - loss: 2602.9700 - mae: 41.5658 - val_loss: 2908.6853 - val_mae: 41.7872
Epoch 1194/2000
231/231 [==============================] - 0s 39us/step - loss: 2614.1654 - mae: 41.6619 - val_loss: 2908.3474 - val_mae: 41.7655
Epoch 1195/2000
231/231 [==============================] - 0s 43us/step - loss: 2599.4432 - mae: 41.3638 - val_loss: 2902.7449 - val_mae: 41.7504
Epoch 1196/2000
231/231 [==============================] - 0s 39us/step - loss: 2594.6076 - mae: 41.4701 - val_loss: 2895.0750 - val_mae: 41.8877
Epoch 1197/2000
231/231 [==============================] - 0s 31us/step - loss: 2594.9895 - mae: 41.4138 - val_loss: 2893.3787 - val_mae: 41.8575
Epoch 1198/2000
231/231 [==============================] - 0s 32us/step - loss: 2594.0399 - mae: 41.5081 - val_loss: 2895.5205 - val_mae: 41.8697
Epoch 1199/2000
231/231 [==============================] - 0s 32us/step - loss: 2589.6700 - mae: 41.4323 - val_loss: 2898.0713 - val_mae: 41.7472
Epoch 1200/2000
231/231 [==============================] - 0s 29us/step - loss: 2597.6940 - mae: 41.5272 - val_loss: 2895.3313 - val_mae: 41.9851
Epoch 1201/2000
231/231 [==============================] - 0s 35us/step - loss: 2600.7153 - mae: 41.5285 - val_loss: 2908.8918 - val_mae: 41.7652
Epoch 1202/2000
231/231 [==============================] - 0s 39us/step - loss: 2594.5175 - mae: 41.4631 - val_loss: 2891.9956 - val_mae: 41.8494
Epoch 1203/2000
231/231 [==============================] - 0s 29us/step - loss: 2591.7134 - mae: 41.4288 - val_loss: 2891.0527 - val_mae: 41.8567
Epoch 1204/2000
231/231 [==============================] - 0s 34us/step - loss: 2621.2921 - mae: 41.7077 - val_loss: 2893.8655 - val_mae: 41.9822
Epoch 1205/2000
231/231 [==============================] - 0s 32us/step - loss: 2592.3687 - mae: 41.4802 - val_loss: 2897.6775 - val_mae: 41.7294
Epoch 1206/2000
231/231 [==============================] - 0s 34us/step - loss: 2590.0303 - mae: 41.4303 - val_loss: 2891.6978 - val_mae: 41.8590
Epoch 1207/2000
231/231 [==============================] - 0s 36us/step - loss: 2588.5725 - mae: 41.4143 - val_loss: 2899.7454 - val_mae: 41.7259
Epoch 1208/2000
231/231 [==============================] - 0s 35us/step - loss: 2590.7507 - mae: 41.3896 - val_loss: 2891.0432 - val_mae: 41.7221
Epoch 1209/2000
231/231 [==============================] - 0s 31us/step - loss: 2588.1911 - mae: 41.4025 - val_loss: 2890.7625 - val_mae: 41.8506
Epoch 1210/2000
231/231 [==============================] - 0s 37us/step - loss: 2589.3254 - mae: 41.4188 - val_loss: 2903.3159 - val_mae: 41.7223
Epoch 1211/2000
231/231 [==============================] - 0s 41us/step - loss: 2587.0584 - mae: 41.3768 - val_loss: 2893.0547 - val_mae: 41.7442
Epoch 1212/2000
231/231 [==============================] - 0s 29us/step - loss: 2591.5305 - mae: 41.4388 - val_loss: 2893.6401 - val_mae: 41.9456
Epoch 1213/2000
231/231 [==============================] - 0s 27us/step - loss: 2616.3071 - mae: 41.7500 - val_loss: 2909.9976 - val_mae: 41.7250
Epoch 1214/2000
231/231 [==============================] - 0s 30us/step - loss: 2601.7661 - mae: 41.5598 - val_loss: 2905.2749 - val_mae: 41.7255
Epoch 1215/2000
231/231 [==============================] - 0s 34us/step - loss: 2603.6572 - mae: 41.4837 - val_loss: 2906.8267 - val_mae: 41.7338
Epoch 1216/2000
231/231 [==============================] - 0s 36us/step - loss: 2588.8363 - mae: 41.4457 - val_loss: 2897.1443 - val_mae: 41.8279
Epoch 1217/2000
231/231 [==============================] - 0s 31us/step - loss: 2596.8863 - mae: 41.4822 - val_loss: 2906.6143 - val_mae: 41.7504
Epoch 1218/2000
231/231 [==============================] - 0s 36us/step - loss: 2600.5605 - mae: 41.5231 - val_loss: 2906.0042 - val_mae: 41.7521
Epoch 1219/2000
231/231 [==============================] - 0s 34us/step - loss: 2611.1625 - mae: 41.5828 - val_loss: 2909.6165 - val_mae: 41.7312
Epoch 1220/2000
231/231 [==============================] - 0s 36us/step - loss: 2596.2370 - mae: 41.4496 - val_loss: 2891.8655 - val_mae: 41.8600
Epoch 1221/2000
231/231 [==============================] - 0s 31us/step - loss: 2587.9954 - mae: 41.4180 - val_loss: 2898.3679 - val_mae: 41.7493
Epoch 1222/2000
231/231 [==============================] - 0s 35us/step - loss: 2598.3406 - mae: 41.5299 - val_loss: 2904.8518 - val_mae: 41.7356
Epoch 1223/2000
231/231 [==============================] - 0s 35us/step - loss: 2596.4141 - mae: 41.4852 - val_loss: 2900.8977 - val_mae: 41.7167
Epoch 1224/2000
231/231 [==============================] - 0s 33us/step - loss: 2619.0573 - mae: 41.6743 - val_loss: 2893.0161 - val_mae: 41.9059
Epoch 1225/2000
231/231 [==============================] - 0s 30us/step - loss: 2597.3156 - mae: 41.4212 - val_loss: 2894.3455 - val_mae: 41.9148
Epoch 1226/2000
231/231 [==============================] - 0s 29us/step - loss: 2585.4413 - mae: 41.4080 - val_loss: 2896.9082 - val_mae: 41.8370
Epoch 1227/2000
231/231 [==============================] - 0s 35us/step - loss: 2602.7817 - mae: 41.4408 - val_loss: 2895.5784 - val_mae: 41.9409
Epoch 1228/2000
231/231 [==============================] - 0s 31us/step - loss: 2589.2492 - mae: 41.4522 - val_loss: 2897.9741 - val_mae: 41.7483
Epoch 1229/2000
231/231 [==============================] - 0s 32us/step - loss: 2583.7900 - mae: 41.3636 - val_loss: 2892.9983 - val_mae: 41.7380
Epoch 1230/2000
231/231 [==============================] - 0s 44us/step - loss: 2597.6099 - mae: 41.4879 - val_loss: 2902.4924 - val_mae: 41.7187
Epoch 1231/2000
231/231 [==============================] - 0s 44us/step - loss: 2603.2360 - mae: 41.4311 - val_loss: 2891.9480 - val_mae: 41.8981
Epoch 1232/2000
231/231 [==============================] - 0s 36us/step - loss: 2585.5993 - mae: 41.4051 - val_loss: 2896.3096 - val_mae: 41.7943
Epoch 1233/2000
231/231 [==============================] - 0s 41us/step - loss: 2582.1037 - mae: 41.3571 - val_loss: 2894.1765 - val_mae: 41.7657
Epoch 1234/2000
231/231 [==============================] - 0s 40us/step - loss: 2582.2795 - mae: 41.3877 - val_loss: 2891.3740 - val_mae: 41.8286
Epoch 1235/2000
231/231 [==============================] - 0s 35us/step - loss: 2588.6847 - mae: 41.4122 - val_loss: 2890.4106 - val_mae: 41.8724
Epoch 1236/2000
231/231 [==============================] - 0s 32us/step - loss: 2585.1227 - mae: 41.3707 - val_loss: 2889.5073 - val_mae: 41.7961
Epoch 1237/2000
231/231 [==============================] - 0s 33us/step - loss: 2596.5000 - mae: 41.5161 - val_loss: 2892.7576 - val_mae: 41.9410
Epoch 1238/2000
231/231 [==============================] - 0s 32us/step - loss: 2587.6644 - mae: 41.4184 - val_loss: 2891.2388 - val_mae: 41.8051
Epoch 1239/2000
231/231 [==============================] - 0s 34us/step - loss: 2589.8912 - mae: 41.3952 - val_loss: 2905.7285 - val_mae: 41.7511
Epoch 1240/2000
231/231 [==============================] - 0s 32us/step - loss: 2603.6027 - mae: 41.5233 - val_loss: 2909.4600 - val_mae: 41.7829
Epoch 1241/2000
231/231 [==============================] - 0s 40us/step - loss: 2586.9008 - mae: 41.3674 - val_loss: 2893.9690 - val_mae: 41.8839
Epoch 1242/2000
231/231 [==============================] - 0s 38us/step - loss: 2584.2285 - mae: 41.3452 - val_loss: 2897.0254 - val_mae: 41.8881
Epoch 1243/2000
231/231 [==============================] - 0s 32us/step - loss: 2586.9624 - mae: 41.4131 - val_loss: 2907.4045 - val_mae: 41.8033
Epoch 1244/2000
231/231 [==============================] - 0s 31us/step - loss: 2584.5268 - mae: 41.3527 - val_loss: 2896.4363 - val_mae: 41.9346
Epoch 1245/2000
231/231 [==============================] - 0s 35us/step - loss: 2580.7846 - mae: 41.3184 - val_loss: 2896.4980 - val_mae: 41.7961
Epoch 1246/2000
231/231 [==============================] - 0s 35us/step - loss: 2663.8208 - mae: 41.9910 - val_loss: 2904.2241 - val_mae: 41.7523
Epoch 1247/2000
231/231 [==============================] - 0s 36us/step - loss: 2582.8360 - mae: 41.3512 - val_loss: 2895.6570 - val_mae: 41.8414
Epoch 1248/2000
231/231 [==============================] - 0s 35us/step - loss: 2604.6514 - mae: 41.5725 - val_loss: 2905.7871 - val_mae: 41.7859
Epoch 1249/2000
231/231 [==============================] - 0s 31us/step - loss: 2586.6961 - mae: 41.4030 - val_loss: 2903.0867 - val_mae: 41.7766
Epoch 1250/2000
231/231 [==============================] - 0s 32us/step - loss: 2580.8407 - mae: 41.3473 - val_loss: 2899.2947 - val_mae: 41.8114
Epoch 1251/2000
231/231 [==============================] - 0s 34us/step - loss: 2603.4287 - mae: 41.6436 - val_loss: 2909.1729 - val_mae: 41.7967
Epoch 1252/2000
231/231 [==============================] - 0s 32us/step - loss: 2583.0469 - mae: 41.3395 - val_loss: 2899.8018 - val_mae: 41.8492
Epoch 1253/2000
231/231 [==============================] - 0s 38us/step - loss: 2576.4483 - mae: 41.2987 - val_loss: 2898.7434 - val_mae: 41.8439
Epoch 1254/2000
231/231 [==============================] - 0s 37us/step - loss: 2578.3155 - mae: 41.3160 - val_loss: 2898.0068 - val_mae: 41.8386
Epoch 1255/2000
231/231 [==============================] - 0s 39us/step - loss: 2615.6207 - mae: 41.5639 - val_loss: 2899.0732 - val_mae: 42.0091
Epoch 1256/2000
231/231 [==============================] - 0s 34us/step - loss: 2579.4864 - mae: 41.3396 - val_loss: 2898.1194 - val_mae: 41.8707
Epoch 1257/2000
231/231 [==============================] - 0s 29us/step - loss: 2580.3245 - mae: 41.3504 - val_loss: 2898.4412 - val_mae: 41.9297
Epoch 1258/2000
231/231 [==============================] - 0s 27us/step - loss: 2580.1586 - mae: 41.3458 - val_loss: 2906.1064 - val_mae: 41.8344
Epoch 1259/2000
231/231 [==============================] - 0s 34us/step - loss: 2577.2369 - mae: 41.2952 - val_loss: 2901.4829 - val_mae: 41.9053
Epoch 1260/2000
231/231 [==============================] - 0s 34us/step - loss: 2584.7293 - mae: 41.3772 - val_loss: 2907.0115 - val_mae: 41.8169
Epoch 1261/2000
231/231 [==============================] - 0s 38us/step - loss: 2576.5436 - mae: 41.2937 - val_loss: 2898.8489 - val_mae: 41.8909
Epoch 1262/2000
231/231 [==============================] - 0s 38us/step - loss: 2576.5641 - mae: 41.3265 - val_loss: 2907.6130 - val_mae: 41.8292
Epoch 1263/2000
231/231 [==============================] - 0s 31us/step - loss: 2624.7106 - mae: 41.5196 - val_loss: 2902.2297 - val_mae: 42.0305
Epoch 1264/2000
231/231 [==============================] - 0s 37us/step - loss: 2583.9230 - mae: 41.3331 - val_loss: 2897.2537 - val_mae: 41.9263
Epoch 1265/2000
231/231 [==============================] - 0s 39us/step - loss: 2577.9679 - mae: 41.3300 - val_loss: 2901.4670 - val_mae: 41.8136
Epoch 1266/2000
231/231 [==============================] - 0s 34us/step - loss: 2574.3769 - mae: 41.2941 - val_loss: 2898.3030 - val_mae: 41.8871
Epoch 1267/2000
231/231 [==============================] - 0s 38us/step - loss: 2579.0133 - mae: 41.3165 - val_loss: 2905.4888 - val_mae: 41.7917
Epoch 1268/2000
231/231 [==============================] - 0s 37us/step - loss: 2577.0624 - mae: 41.3042 - val_loss: 2895.5972 - val_mae: 41.9057
Epoch 1269/2000
231/231 [==============================] - 0s 34us/step - loss: 2588.7978 - mae: 41.3611 - val_loss: 2909.2197 - val_mae: 41.7606
Epoch 1270/2000
231/231 [==============================] - 0s 30us/step - loss: 2595.4891 - mae: 41.3490 - val_loss: 2897.2517 - val_mae: 41.9600
Epoch 1271/2000
231/231 [==============================] - 0s 33us/step - loss: 2576.0341 - mae: 41.2474 - val_loss: 2896.5000 - val_mae: 41.8252
Epoch 1272/2000
231/231 [==============================] - 0s 31us/step - loss: 2577.0834 - mae: 41.2795 - val_loss: 2903.5999 - val_mae: 41.7653
Epoch 1273/2000
231/231 [==============================] - 0s 31us/step - loss: 2571.0894 - mae: 41.2748 - val_loss: 2897.8889 - val_mae: 41.8312
Epoch 1274/2000
231/231 [==============================] - 0s 34us/step - loss: 2573.9088 - mae: 41.2844 - val_loss: 2897.8557 - val_mae: 41.8787
Epoch 1275/2000
231/231 [==============================] - 0s 35us/step - loss: 2586.4079 - mae: 41.3841 - val_loss: 2911.3752 - val_mae: 41.7835
Epoch 1276/2000
231/231 [==============================] - 0s 30us/step - loss: 2585.6863 - mae: 41.3109 - val_loss: 2895.6125 - val_mae: 41.9519
Epoch 1277/2000
231/231 [==============================] - 0s 32us/step - loss: 2599.8682 - mae: 41.4733 - val_loss: 2896.6995 - val_mae: 41.9878
Epoch 1278/2000
231/231 [==============================] - 0s 34us/step - loss: 2572.4394 - mae: 41.2627 - val_loss: 2897.9976 - val_mae: 41.7848
Epoch 1279/2000
231/231 [==============================] - 0s 31us/step - loss: 2570.5939 - mae: 41.2316 - val_loss: 2901.0999 - val_mae: 41.7809
Epoch 1280/2000
231/231 [==============================] - 0s 33us/step - loss: 2578.1670 - mae: 41.3144 - val_loss: 2898.8521 - val_mae: 41.9746
Epoch 1281/2000
231/231 [==============================] - 0s 30us/step - loss: 2584.5372 - mae: 41.3539 - val_loss: 2910.2268 - val_mae: 41.8167
Epoch 1282/2000
231/231 [==============================] - 0s 31us/step - loss: 2573.1277 - mae: 41.2104 - val_loss: 2900.9321 - val_mae: 41.8691
Epoch 1283/2000
231/231 [==============================] - 0s 33us/step - loss: 2589.4062 - mae: 41.3558 - val_loss: 2902.2217 - val_mae: 42.0266
Epoch 1284/2000
231/231 [==============================] - 0s 37us/step - loss: 2571.9632 - mae: 41.2791 - val_loss: 2901.2258 - val_mae: 41.8744
Epoch 1285/2000
231/231 [==============================] - 0s 37us/step - loss: 2629.1971 - mae: 41.7638 - val_loss: 2911.2161 - val_mae: 41.8404
Epoch 1286/2000
231/231 [==============================] - 0s 38us/step - loss: 2577.9807 - mae: 41.2868 - val_loss: 2897.9014 - val_mae: 41.8640
Epoch 1287/2000
231/231 [==============================] - 0s 33us/step - loss: 2569.7068 - mae: 41.2118 - val_loss: 2899.7241 - val_mae: 41.8479
Epoch 1288/2000
231/231 [==============================] - 0s 32us/step - loss: 2568.8133 - mae: 41.2317 - val_loss: 2902.3784 - val_mae: 41.8979
Epoch 1289/2000
231/231 [==============================] - 0s 30us/step - loss: 2592.7127 - mae: 41.4826 - val_loss: 2913.3057 - val_mae: 41.8595
Epoch 1290/2000
231/231 [==============================] - 0s 35us/step - loss: 2572.3208 - mae: 41.2466 - val_loss: 2901.8518 - val_mae: 41.9381
Epoch 1291/2000
231/231 [==============================] - 0s 38us/step - loss: 2577.9189 - mae: 41.3288 - val_loss: 2909.4219 - val_mae: 41.8685
Epoch 1292/2000
231/231 [==============================] - 0s 36us/step - loss: 2583.3991 - mae: 41.2551 - val_loss: 2901.1404 - val_mae: 41.9973
Epoch 1293/2000
231/231 [==============================] - 0s 33us/step - loss: 2568.2324 - mae: 41.2601 - val_loss: 2902.4094 - val_mae: 41.9137
Epoch 1294/2000
231/231 [==============================] - 0s 32us/step - loss: 2573.5544 - mae: 41.2367 - val_loss: 2902.5640 - val_mae: 42.0022
Epoch 1295/2000
231/231 [==============================] - 0s 34us/step - loss: 2574.2838 - mae: 41.2318 - val_loss: 2903.5940 - val_mae: 42.0269
Epoch 1296/2000
231/231 [==============================] - 0s 30us/step - loss: 2578.8376 - mae: 41.2919 - val_loss: 2903.4377 - val_mae: 42.0379
Epoch 1297/2000
231/231 [==============================] - 0s 40us/step - loss: 2604.9880 - mae: 41.5859 - val_loss: 2906.7080 - val_mae: 42.1345
Epoch 1298/2000
231/231 [==============================] - 0s 34us/step - loss: 2569.4530 - mae: 41.2444 - val_loss: 2905.1445 - val_mae: 41.9720
Epoch 1299/2000
231/231 [==============================] - 0s 31us/step - loss: 2571.8183 - mae: 41.2618 - val_loss: 2905.1003 - val_mae: 42.0118
Epoch 1300/2000
231/231 [==============================] - 0s 28us/step - loss: 2587.1586 - mae: 41.2587 - val_loss: 2907.0884 - val_mae: 42.1124
Epoch 1301/2000
231/231 [==============================] - 0s 31us/step - loss: 2578.6593 - mae: 41.2808 - val_loss: 2904.3430 - val_mae: 42.0498
Epoch 1302/2000
231/231 [==============================] - 0s 37us/step - loss: 2578.2319 - mae: 41.3096 - val_loss: 2906.3167 - val_mae: 42.0790
Epoch 1303/2000
231/231 [==============================] - 0s 32us/step - loss: 2564.7127 - mae: 41.1893 - val_loss: 2906.5996 - val_mae: 41.9399
Epoch 1304/2000
231/231 [==============================] - 0s 32us/step - loss: 2566.8803 - mae: 41.2311 - val_loss: 2910.7566 - val_mae: 41.9619
Epoch 1305/2000
231/231 [==============================] - 0s 30us/step - loss: 2570.0754 - mae: 41.1819 - val_loss: 2915.9226 - val_mae: 41.9374
Epoch 1306/2000
231/231 [==============================] - 0s 37us/step - loss: 2565.6170 - mae: 41.2721 - val_loss: 2908.9912 - val_mae: 41.9442
Epoch 1307/2000
231/231 [==============================] - 0s 43us/step - loss: 2575.1480 - mae: 41.3010 - val_loss: 2919.5374 - val_mae: 41.9554
Epoch 1308/2000
231/231 [==============================] - 0s 36us/step - loss: 2588.7865 - mae: 41.2878 - val_loss: 2910.5234 - val_mae: 42.1310
Epoch 1309/2000
231/231 [==============================] - 0s 33us/step - loss: 2623.5801 - mae: 41.6615 - val_loss: 2913.3184 - val_mae: 41.9169
Epoch 1310/2000
231/231 [==============================] - 0s 30us/step - loss: 2567.2465 - mae: 41.1927 - val_loss: 2907.5771 - val_mae: 41.9872
Epoch 1311/2000
231/231 [==============================] - 0s 31us/step - loss: 2563.5412 - mae: 41.1765 - val_loss: 2907.2698 - val_mae: 41.9627
Epoch 1312/2000
231/231 [==============================] - 0s 37us/step - loss: 2565.7712 - mae: 41.1979 - val_loss: 2905.5596 - val_mae: 41.9675
Epoch 1313/2000
231/231 [==============================] - 0s 29us/step - loss: 2561.9980 - mae: 41.1503 - val_loss: 2907.4299 - val_mae: 41.9054
Epoch 1314/2000
231/231 [==============================] - 0s 35us/step - loss: 2562.5898 - mae: 41.1549 - val_loss: 2907.1714 - val_mae: 41.9283
Epoch 1315/2000
231/231 [==============================] - 0s 37us/step - loss: 2563.3247 - mae: 41.1587 - val_loss: 2901.8032 - val_mae: 41.9638
Epoch 1316/2000
231/231 [==============================] - 0s 39us/step - loss: 2562.6125 - mae: 41.1689 - val_loss: 2905.5884 - val_mae: 41.8918
Epoch 1317/2000
231/231 [==============================] - 0s 31us/step - loss: 2578.0962 - mae: 41.3283 - val_loss: 2916.3435 - val_mae: 41.8927
Epoch 1318/2000
231/231 [==============================] - 0s 38us/step - loss: 2565.7297 - mae: 41.2649 - val_loss: 2905.1863 - val_mae: 41.9195
Epoch 1319/2000
231/231 [==============================] - 0s 28us/step - loss: 2570.7816 - mae: 41.3011 - val_loss: 2903.0337 - val_mae: 42.0333
Epoch 1320/2000
231/231 [==============================] - 0s 31us/step - loss: 2567.8353 - mae: 41.2459 - val_loss: 2899.6501 - val_mae: 41.9288
Epoch 1321/2000
231/231 [==============================] - 0s 31us/step - loss: 2616.6598 - mae: 41.6247 - val_loss: 2910.1741 - val_mae: 41.8226
Epoch 1322/2000
231/231 [==============================] - 0s 31us/step - loss: 2563.9957 - mae: 41.1657 - val_loss: 2899.3674 - val_mae: 41.8767
Epoch 1323/2000
231/231 [==============================] - 0s 29us/step - loss: 2561.2190 - mae: 41.1276 - val_loss: 2904.9165 - val_mae: 41.8634
Epoch 1324/2000
231/231 [==============================] - 0s 30us/step - loss: 2572.1672 - mae: 41.1958 - val_loss: 2911.2146 - val_mae: 41.8625
Epoch 1325/2000
231/231 [==============================] - 0s 30us/step - loss: 2575.5873 - mae: 41.2797 - val_loss: 2913.4570 - val_mae: 41.8975
Epoch 1326/2000
231/231 [==============================] - 0s 32us/step - loss: 2560.0852 - mae: 41.1333 - val_loss: 2903.4211 - val_mae: 41.9259
Epoch 1327/2000
231/231 [==============================] - 0s 32us/step - loss: 2559.3442 - mae: 41.1034 - val_loss: 2899.2749 - val_mae: 41.8842
Epoch 1328/2000
231/231 [==============================] - 0s 36us/step - loss: 2563.7220 - mae: 41.2043 - val_loss: 2900.4460 - val_mae: 41.9898
Epoch 1329/2000
231/231 [==============================] - 0s 32us/step - loss: 2578.7826 - mae: 41.3536 - val_loss: 2903.2373 - val_mae: 42.0649
Epoch 1330/2000
231/231 [==============================] - 0s 40us/step - loss: 2561.4113 - mae: 41.1927 - val_loss: 2899.1814 - val_mae: 41.8840
Epoch 1331/2000
231/231 [==============================] - 0s 37us/step - loss: 2569.9540 - mae: 41.2422 - val_loss: 2911.8032 - val_mae: 41.8481
Epoch 1332/2000
231/231 [==============================] - 0s 34us/step - loss: 2559.4292 - mae: 41.1211 - val_loss: 2898.7849 - val_mae: 41.8509
Epoch 1333/2000
231/231 [==============================] - 0s 30us/step - loss: 2556.4386 - mae: 41.1093 - val_loss: 2899.6145 - val_mae: 41.8119
Epoch 1334/2000
231/231 [==============================] - 0s 33us/step - loss: 2558.2732 - mae: 41.1381 - val_loss: 2898.6675 - val_mae: 41.9275
Epoch 1335/2000
231/231 [==============================] - 0s 35us/step - loss: 2568.7457 - mae: 41.1674 - val_loss: 2898.1311 - val_mae: 41.9920
Epoch 1336/2000
231/231 [==============================] - 0s 30us/step - loss: 2612.1962 - mae: 41.4772 - val_loss: 2908.4783 - val_mae: 41.8079
Epoch 1337/2000
231/231 [==============================] - 0s 32us/step - loss: 2556.8258 - mae: 41.1179 - val_loss: 2901.9382 - val_mae: 41.8292
Epoch 1338/2000
231/231 [==============================] - 0s 30us/step - loss: 2562.4701 - mae: 41.1994 - val_loss: 2900.5698 - val_mae: 41.9644
Epoch 1339/2000
231/231 [==============================] - 0s 34us/step - loss: 2576.5715 - mae: 41.2754 - val_loss: 2903.1152 - val_mae: 42.0382
Epoch 1340/2000
231/231 [==============================] - 0s 36us/step - loss: 2561.7245 - mae: 41.1614 - val_loss: 2904.2451 - val_mae: 41.8259
Epoch 1341/2000
231/231 [==============================] - 0s 36us/step - loss: 2564.5687 - mae: 41.1498 - val_loss: 2908.6675 - val_mae: 41.8254
Epoch 1342/2000
231/231 [==============================] - 0s 33us/step - loss: 2560.2175 - mae: 41.0830 - val_loss: 2902.6282 - val_mae: 41.7982
Epoch 1343/2000
231/231 [==============================] - 0s 34us/step - loss: 2551.9121 - mae: 41.0734 - val_loss: 2900.1501 - val_mae: 41.8453
Epoch 1344/2000
231/231 [==============================] - 0s 29us/step - loss: 2558.6189 - mae: 41.1370 - val_loss: 2901.7559 - val_mae: 41.9837
Epoch 1345/2000
231/231 [==============================] - 0s 30us/step - loss: 2553.8336 - mae: 41.0530 - val_loss: 2905.0964 - val_mae: 41.8844
Epoch 1346/2000
231/231 [==============================] - 0s 30us/step - loss: 2551.3363 - mae: 41.0654 - val_loss: 2908.2427 - val_mae: 41.9033
Epoch 1347/2000
231/231 [==============================] - 0s 30us/step - loss: 2565.7141 - mae: 41.2522 - val_loss: 2920.3892 - val_mae: 41.9050
Epoch 1348/2000
231/231 [==============================] - 0s 32us/step - loss: 2574.2367 - mae: 41.2866 - val_loss: 2908.0645 - val_mae: 42.0878
Epoch 1349/2000
231/231 [==============================] - 0s 32us/step - loss: 2568.6097 - mae: 41.1083 - val_loss: 2905.1243 - val_mae: 42.0342
Epoch 1350/2000
231/231 [==============================] - 0s 35us/step - loss: 2564.5460 - mae: 41.1792 - val_loss: 2904.1387 - val_mae: 42.0290
Epoch 1351/2000
231/231 [==============================] - 0s 35us/step - loss: 2557.6394 - mae: 41.1362 - val_loss: 2905.8257 - val_mae: 41.9688
Epoch 1352/2000
231/231 [==============================] - 0s 30us/step - loss: 2573.4821 - mae: 41.1530 - val_loss: 2909.4854 - val_mae: 42.1052
Epoch 1353/2000
231/231 [==============================] - 0s 34us/step - loss: 2582.7230 - mae: 41.3068 - val_loss: 2916.4739 - val_mae: 41.9204
Epoch 1354/2000
231/231 [==============================] - 0s 31us/step - loss: 2553.3032 - mae: 41.0628 - val_loss: 2910.5803 - val_mae: 41.9361
Epoch 1355/2000
231/231 [==============================] - 0s 34us/step - loss: 2550.1232 - mae: 41.0324 - val_loss: 2906.4817 - val_mae: 41.8930
Epoch 1356/2000
231/231 [==============================] - 0s 36us/step - loss: 2553.2936 - mae: 41.0636 - val_loss: 2905.0107 - val_mae: 41.9652
Epoch 1357/2000
231/231 [==============================] - 0s 126us/step - loss: 2580.5857 - mae: 41.2689 - val_loss: 2917.0825 - val_mae: 41.8994
Epoch 1358/2000
231/231 [==============================] - 0s 59us/step - loss: 2556.2511 - mae: 41.1001 - val_loss: 2905.3711 - val_mae: 41.9476
Epoch 1359/2000
231/231 [==============================] - 0s 38us/step - loss: 2549.7995 - mae: 41.0528 - val_loss: 2907.0825 - val_mae: 41.8921
Epoch 1360/2000
231/231 [==============================] - 0s 43us/step - loss: 2586.9015 - mae: 41.3734 - val_loss: 2916.7571 - val_mae: 41.8842
Epoch 1361/2000
231/231 [==============================] - 0s 57us/step - loss: 2556.9180 - mae: 41.0833 - val_loss: 2901.4175 - val_mae: 41.9267
Epoch 1362/2000
231/231 [==============================] - 0s 44us/step - loss: 2549.8793 - mae: 41.0549 - val_loss: 2905.6785 - val_mae: 41.8668
Epoch 1363/2000
231/231 [==============================] - 0s 36us/step - loss: 2546.2873 - mae: 41.0016 - val_loss: 2905.6689 - val_mae: 41.9002
Epoch 1364/2000
231/231 [==============================] - 0s 42us/step - loss: 2577.8355 - mae: 41.3499 - val_loss: 2918.2178 - val_mae: 41.8835
Epoch 1365/2000
231/231 [==============================] - 0s 34us/step - loss: 2556.3626 - mae: 41.1051 - val_loss: 2911.8237 - val_mae: 41.8917
Epoch 1366/2000
231/231 [==============================] - 0s 41us/step - loss: 2550.7608 - mae: 41.0331 - val_loss: 2911.9050 - val_mae: 41.9232
Epoch 1367/2000
231/231 [==============================] - 0s 35us/step - loss: 2550.4960 - mae: 41.0198 - val_loss: 2905.1165 - val_mae: 41.9781
Epoch 1368/2000
231/231 [==============================] - 0s 35us/step - loss: 2546.1390 - mae: 40.9842 - val_loss: 2906.8782 - val_mae: 41.9311
Epoch 1369/2000
231/231 [==============================] - 0s 30us/step - loss: 2547.1861 - mae: 41.0195 - val_loss: 2909.9736 - val_mae: 41.9017
Epoch 1370/2000
231/231 [==============================] - 0s 34us/step - loss: 2546.8989 - mae: 41.0751 - val_loss: 2907.8218 - val_mae: 41.9046
Epoch 1371/2000
231/231 [==============================] - 0s 36us/step - loss: 2549.2610 - mae: 41.1146 - val_loss: 2914.1582 - val_mae: 41.9160
Epoch 1372/2000
231/231 [==============================] - 0s 32us/step - loss: 2556.3922 - mae: 41.1137 - val_loss: 2918.4421 - val_mae: 41.9244
Epoch 1373/2000
231/231 [==============================] - 0s 39us/step - loss: 2545.4932 - mae: 40.9884 - val_loss: 2904.6426 - val_mae: 41.9842
Epoch 1374/2000
231/231 [==============================] - 0s 33us/step - loss: 2548.7611 - mae: 41.0353 - val_loss: 2909.4575 - val_mae: 41.9501
Epoch 1375/2000
231/231 [==============================] - 0s 33us/step - loss: 2544.3263 - mae: 40.9724 - val_loss: 2909.2507 - val_mae: 41.9423
Epoch 1376/2000
231/231 [==============================] - 0s 26us/step - loss: 2547.9848 - mae: 41.0145 - val_loss: 2908.7354 - val_mae: 42.0622
Epoch 1377/2000
231/231 [==============================] - 0s 28us/step - loss: 2612.0858 - mae: 41.3462 - val_loss: 2910.4575 - val_mae: 42.1062
Epoch 1378/2000
231/231 [==============================] - 0s 32us/step - loss: 2563.5492 - mae: 41.1390 - val_loss: 2915.6384 - val_mae: 41.9361
Epoch 1379/2000
231/231 [==============================] - 0s 27us/step - loss: 2543.9541 - mae: 40.9873 - val_loss: 2911.7109 - val_mae: 41.9802
Epoch 1380/2000
231/231 [==============================] - 0s 30us/step - loss: 2572.8771 - mae: 41.2136 - val_loss: 2910.7454 - val_mae: 42.0956
Epoch 1381/2000
231/231 [==============================] - 0s 34us/step - loss: 2554.3243 - mae: 41.0061 - val_loss: 2907.7195 - val_mae: 42.0443
Epoch 1382/2000
231/231 [==============================] - 0s 29us/step - loss: 2556.5185 - mae: 41.0891 - val_loss: 2907.8162 - val_mae: 42.0588
Epoch 1383/2000
231/231 [==============================] - 0s 33us/step - loss: 2550.3758 - mae: 41.0649 - val_loss: 2908.0020 - val_mae: 41.9940
Epoch 1384/2000
231/231 [==============================] - 0s 36us/step - loss: 2545.4706 - mae: 40.9852 - val_loss: 2908.9905 - val_mae: 41.9998
Epoch 1385/2000
231/231 [==============================] - 0s 34us/step - loss: 2585.1497 - mae: 41.2584 - val_loss: 2909.3289 - val_mae: 42.1202
Epoch 1386/2000
231/231 [==============================] - 0s 31us/step - loss: 2558.6199 - mae: 41.1070 - val_loss: 2902.6338 - val_mae: 41.9930
Epoch 1387/2000
231/231 [==============================] - 0s 34us/step - loss: 2541.1727 - mae: 40.9373 - val_loss: 2906.0845 - val_mae: 41.9187
Epoch 1388/2000
231/231 [==============================] - 0s 38us/step - loss: 2544.9705 - mae: 41.0014 - val_loss: 2905.6431 - val_mae: 42.0096
Epoch 1389/2000
231/231 [==============================] - 0s 37us/step - loss: 2545.0233 - mae: 40.9546 - val_loss: 2912.1548 - val_mae: 41.9229
Epoch 1390/2000
231/231 [==============================] - 0s 33us/step - loss: 2539.9328 - mae: 40.9496 - val_loss: 2908.6360 - val_mae: 41.9438
Epoch 1391/2000
231/231 [==============================] - 0s 39us/step - loss: 2537.0546 - mae: 40.9130 - val_loss: 2907.0627 - val_mae: 41.9310
Epoch 1392/2000
231/231 [==============================] - 0s 40us/step - loss: 2544.4775 - mae: 40.9867 - val_loss: 2913.8921 - val_mae: 41.9442
Epoch 1393/2000
231/231 [==============================] - 0s 30us/step - loss: 2538.2454 - mae: 40.9110 - val_loss: 2908.0457 - val_mae: 41.9426
Epoch 1394/2000
231/231 [==============================] - 0s 32us/step - loss: 2538.1321 - mae: 40.9232 - val_loss: 2912.3193 - val_mae: 41.9686
Epoch 1395/2000
231/231 [==============================] - 0s 32us/step - loss: 2541.0368 - mae: 40.9521 - val_loss: 2904.4150 - val_mae: 41.9811
Epoch 1396/2000
231/231 [==============================] - 0s 35us/step - loss: 2536.1293 - mae: 40.9062 - val_loss: 2914.2566 - val_mae: 41.9595
Epoch 1397/2000
231/231 [==============================] - 0s 28us/step - loss: 2543.9328 - mae: 40.8685 - val_loss: 2912.8950 - val_mae: 41.9554
Epoch 1398/2000
231/231 [==============================] - 0s 33us/step - loss: 2542.8533 - mae: 40.9338 - val_loss: 2906.4956 - val_mae: 42.0860
Epoch 1399/2000
231/231 [==============================] - 0s 30us/step - loss: 2542.1004 - mae: 40.9809 - val_loss: 2922.6790 - val_mae: 41.9510
Epoch 1400/2000
231/231 [==============================] - 0s 34us/step - loss: 2544.0847 - mae: 40.9247 - val_loss: 2905.9175 - val_mae: 42.1250
Epoch 1401/2000
231/231 [==============================] - 0s 32us/step - loss: 2541.7411 - mae: 40.9688 - val_loss: 2920.9302 - val_mae: 41.9606
Epoch 1402/2000
231/231 [==============================] - 0s 30us/step - loss: 2547.0475 - mae: 40.9668 - val_loss: 2908.2920 - val_mae: 42.1393
Epoch 1403/2000
231/231 [==============================] - 0s 33us/step - loss: 2537.2088 - mae: 40.9414 - val_loss: 2907.0195 - val_mae: 41.9325
Epoch 1404/2000
231/231 [==============================] - 0s 31us/step - loss: 2536.3412 - mae: 40.9296 - val_loss: 2913.4988 - val_mae: 41.9716
Epoch 1405/2000
231/231 [==============================] - 0s 29us/step - loss: 2549.1198 - mae: 41.0233 - val_loss: 2921.4626 - val_mae: 41.9979
Epoch 1406/2000
231/231 [==============================] - 0s 36us/step - loss: 2536.7880 - mae: 40.9199 - val_loss: 2913.8140 - val_mae: 42.0275
Epoch 1407/2000
231/231 [==============================] - 0s 30us/step - loss: 2534.4679 - mae: 40.8671 - val_loss: 2912.6030 - val_mae: 42.1176
Epoch 1408/2000
231/231 [==============================] - 0s 35us/step - loss: 2550.3690 - mae: 40.9523 - val_loss: 2913.8801 - val_mae: 42.1702
Epoch 1409/2000
231/231 [==============================] - 0s 29us/step - loss: 2547.3646 - mae: 41.0216 - val_loss: 2926.0681 - val_mae: 42.0356
Epoch 1410/2000
231/231 [==============================] - 0s 44us/step - loss: 2541.9615 - mae: 40.9615 - val_loss: 2919.0034 - val_mae: 42.0643
Epoch 1411/2000
231/231 [==============================] - 0s 35us/step - loss: 2544.7453 - mae: 41.0171 - val_loss: 2925.4717 - val_mae: 42.0714
Epoch 1412/2000
231/231 [==============================] - 0s 31us/step - loss: 2534.4956 - mae: 40.8408 - val_loss: 2920.4170 - val_mae: 42.1076
Epoch 1413/2000
231/231 [==============================] - 0s 37us/step - loss: 2538.4940 - mae: 40.9104 - val_loss: 2927.7017 - val_mae: 42.1036
Epoch 1414/2000
231/231 [==============================] - 0s 32us/step - loss: 2533.5388 - mae: 40.8405 - val_loss: 2912.9619 - val_mae: 42.0578
Epoch 1415/2000
231/231 [==============================] - 0s 34us/step - loss: 2544.5622 - mae: 40.9751 - val_loss: 2924.3547 - val_mae: 42.0150
Epoch 1416/2000
231/231 [==============================] - 0s 31us/step - loss: 2531.4552 - mae: 40.8660 - val_loss: 2911.4368 - val_mae: 42.0086
Epoch 1417/2000
231/231 [==============================] - 0s 32us/step - loss: 2534.5920 - mae: 40.8524 - val_loss: 2918.6812 - val_mae: 42.0159
Epoch 1418/2000
231/231 [==============================] - 0s 31us/step - loss: 2529.6241 - mae: 40.8495 - val_loss: 2909.8894 - val_mae: 42.0760
Epoch 1419/2000
231/231 [==============================] - 0s 36us/step - loss: 2585.3333 - mae: 41.4474 - val_loss: 2919.9546 - val_mae: 41.9844
Epoch 1420/2000
231/231 [==============================] - 0s 38us/step - loss: 2539.5423 - mae: 40.9168 - val_loss: 2918.2517 - val_mae: 42.0188
Epoch 1421/2000
231/231 [==============================] - 0s 36us/step - loss: 2548.2852 - mae: 41.0364 - val_loss: 2923.0923 - val_mae: 42.0359
Epoch 1422/2000
231/231 [==============================] - 0s 44us/step - loss: 2532.3970 - mae: 40.8528 - val_loss: 2913.7319 - val_mae: 42.0718
Epoch 1423/2000
231/231 [==============================] - 0s 35us/step - loss: 2545.1739 - mae: 41.0168 - val_loss: 2922.2776 - val_mae: 42.0535
Epoch 1424/2000
231/231 [==============================] - 0s 29us/step - loss: 2529.9627 - mae: 40.8232 - val_loss: 2916.9004 - val_mae: 42.0493
Epoch 1425/2000
231/231 [==============================] - 0s 33us/step - loss: 2532.1543 - mae: 40.8494 - val_loss: 2912.9656 - val_mae: 42.1093
Epoch 1426/2000
231/231 [==============================] - 0s 33us/step - loss: 2526.6499 - mae: 40.8356 - val_loss: 2916.8494 - val_mae: 42.0742
Epoch 1427/2000
231/231 [==============================] - 0s 38us/step - loss: 2526.2890 - mae: 40.8025 - val_loss: 2911.1218 - val_mae: 42.0533
Epoch 1428/2000
231/231 [==============================] - 0s 35us/step - loss: 2531.4453 - mae: 40.8361 - val_loss: 2920.0020 - val_mae: 42.0866
Epoch 1429/2000
231/231 [==============================] - 0s 38us/step - loss: 2534.1866 - mae: 40.8177 - val_loss: 2911.9185 - val_mae: 42.1551
Epoch 1430/2000
231/231 [==============================] - 0s 36us/step - loss: 2532.1547 - mae: 40.8676 - val_loss: 2909.6680 - val_mae: 42.0818
Epoch 1431/2000
231/231 [==============================] - 0s 28us/step - loss: 2568.2057 - mae: 41.0549 - val_loss: 2920.7456 - val_mae: 42.0126
Epoch 1432/2000
231/231 [==============================] - 0s 33us/step - loss: 2538.1291 - mae: 40.8560 - val_loss: 2909.1250 - val_mae: 42.0671
Epoch 1433/2000
231/231 [==============================] - 0s 37us/step - loss: 2526.4161 - mae: 40.8325 - val_loss: 2911.7600 - val_mae: 42.0049
Epoch 1434/2000
231/231 [==============================] - 0s 31us/step - loss: 2526.5926 - mae: 40.8039 - val_loss: 2907.3113 - val_mae: 42.0494
Epoch 1435/2000
231/231 [==============================] - 0s 34us/step - loss: 2526.2598 - mae: 40.8183 - val_loss: 2912.6018 - val_mae: 42.0158
Epoch 1436/2000
231/231 [==============================] - 0s 38us/step - loss: 2524.6943 - mae: 40.8087 - val_loss: 2909.1738 - val_mae: 41.9982
Epoch 1437/2000
231/231 [==============================] - 0s 38us/step - loss: 2531.7780 - mae: 40.8725 - val_loss: 2918.8408 - val_mae: 42.0020
Epoch 1438/2000
231/231 [==============================] - 0s 33us/step - loss: 2532.1296 - mae: 40.8426 - val_loss: 2906.1653 - val_mae: 42.0659
Epoch 1439/2000
231/231 [==============================] - 0s 34us/step - loss: 2523.5849 - mae: 40.8454 - val_loss: 2913.2812 - val_mae: 42.0341
Epoch 1440/2000
231/231 [==============================] - 0s 31us/step - loss: 2551.2357 - mae: 40.9332 - val_loss: 2912.3113 - val_mae: 42.1723
Epoch 1441/2000
231/231 [==============================] - 0s 32us/step - loss: 2535.8399 - mae: 40.9039 - val_loss: 2911.2209 - val_mae: 42.1219
Epoch 1442/2000
231/231 [==============================] - 0s 30us/step - loss: 2530.5468 - mae: 40.8708 - val_loss: 2914.0615 - val_mae: 42.1264
Epoch 1443/2000
231/231 [==============================] - 0s 31us/step - loss: 2529.1208 - mae: 40.8247 - val_loss: 2910.6760 - val_mae: 42.0769
Epoch 1444/2000
231/231 [==============================] - 0s 34us/step - loss: 2520.3031 - mae: 40.7729 - val_loss: 2915.6873 - val_mae: 42.0418
Epoch 1445/2000
231/231 [==============================] - 0s 38us/step - loss: 2533.3294 - mae: 40.8964 - val_loss: 2915.6904 - val_mae: 42.1909
Epoch 1446/2000
231/231 [==============================] - 0s 35us/step - loss: 2543.1385 - mae: 40.9960 - val_loss: 2915.3499 - val_mae: 42.1884
Epoch 1447/2000
231/231 [==============================] - 0s 40us/step - loss: 2536.1170 - mae: 40.8918 - val_loss: 2913.9463 - val_mae: 42.1378
Epoch 1448/2000
231/231 [==============================] - 0s 35us/step - loss: 2521.9268 - mae: 40.7772 - val_loss: 2912.9065 - val_mae: 42.0332
Epoch 1449/2000
231/231 [==============================] - 0s 30us/step - loss: 2532.0116 - mae: 40.8444 - val_loss: 2921.8357 - val_mae: 42.0215
Epoch 1450/2000
231/231 [==============================] - 0s 32us/step - loss: 2533.9175 - mae: 40.9767 - val_loss: 2924.0974 - val_mae: 42.0298
Epoch 1451/2000
231/231 [==============================] - 0s 36us/step - loss: 2534.1909 - mae: 40.8353 - val_loss: 2913.0632 - val_mae: 42.1324
Epoch 1452/2000
231/231 [==============================] - 0s 36us/step - loss: 2531.3045 - mae: 40.8931 - val_loss: 2921.1572 - val_mae: 42.0259
Epoch 1453/2000
231/231 [==============================] - 0s 38us/step - loss: 2519.2860 - mae: 40.7650 - val_loss: 2917.6401 - val_mae: 42.0648
Epoch 1454/2000
231/231 [==============================] - 0s 31us/step - loss: 2537.1099 - mae: 40.8627 - val_loss: 2917.4260 - val_mae: 42.1776
Epoch 1455/2000
231/231 [==============================] - 0s 31us/step - loss: 2527.3853 - mae: 40.8761 - val_loss: 2914.3755 - val_mae: 42.1005
Epoch 1456/2000
231/231 [==============================] - 0s 34us/step - loss: 2515.7519 - mae: 40.7160 - val_loss: 2916.1543 - val_mae: 42.0559
Epoch 1457/2000
231/231 [==============================] - 0s 38us/step - loss: 2518.9718 - mae: 40.7289 - val_loss: 2919.5884 - val_mae: 42.1012
Epoch 1458/2000
231/231 [==============================] - 0s 37us/step - loss: 2514.5560 - mae: 40.7030 - val_loss: 2919.7893 - val_mae: 42.0999
Epoch 1459/2000
231/231 [==============================] - 0s 34us/step - loss: 2513.4165 - mae: 40.6848 - val_loss: 2920.7029 - val_mae: 42.1013
Epoch 1460/2000
231/231 [==============================] - 0s 33us/step - loss: 2522.2402 - mae: 40.7478 - val_loss: 2923.1558 - val_mae: 42.2319
Epoch 1461/2000
231/231 [==============================] - 0s 37us/step - loss: 2519.4990 - mae: 40.7949 - val_loss: 2923.6428 - val_mae: 42.1535
Epoch 1462/2000
231/231 [==============================] - 0s 28us/step - loss: 2524.6999 - mae: 40.7220 - val_loss: 2921.2820 - val_mae: 42.2102
Epoch 1463/2000
231/231 [==============================] - 0s 29us/step - loss: 2532.7005 - mae: 40.8860 - val_loss: 2936.5593 - val_mae: 42.1067
Epoch 1464/2000
231/231 [==============================] - 0s 32us/step - loss: 2517.3183 - mae: 40.7166 - val_loss: 2917.8904 - val_mae: 42.0901
Epoch 1465/2000
231/231 [==============================] - 0s 35us/step - loss: 2513.3382 - mae: 40.7085 - val_loss: 2918.1448 - val_mae: 42.0603
Epoch 1466/2000
231/231 [==============================] - 0s 31us/step - loss: 2516.8143 - mae: 40.7205 - val_loss: 2916.3757 - val_mae: 42.1250
Epoch 1467/2000
231/231 [==============================] - 0s 36us/step - loss: 2572.3023 - mae: 41.1007 - val_loss: 2920.1550 - val_mae: 42.2253
Epoch 1468/2000
231/231 [==============================] - 0s 32us/step - loss: 2522.3709 - mae: 40.7890 - val_loss: 2925.2039 - val_mae: 42.1069
Epoch 1469/2000
231/231 [==============================] - 0s 38us/step - loss: 2512.3779 - mae: 40.6452 - val_loss: 2918.9717 - val_mae: 42.0808
Epoch 1470/2000
231/231 [==============================] - 0s 37us/step - loss: 2516.3245 - mae: 40.7288 - val_loss: 2924.3447 - val_mae: 42.1065
Epoch 1471/2000
231/231 [==============================] - 0s 39us/step - loss: 2538.5722 - mae: 40.9604 - val_loss: 2933.4473 - val_mae: 42.1397
Epoch 1472/2000
231/231 [==============================] - 0s 36us/step - loss: 2513.9307 - mae: 40.6658 - val_loss: 2923.3276 - val_mae: 42.1473
Epoch 1473/2000
231/231 [==============================] - 0s 32us/step - loss: 2513.1083 - mae: 40.6998 - val_loss: 2919.1772 - val_mae: 42.1403
Epoch 1474/2000
231/231 [==============================] - 0s 36us/step - loss: 2520.3442 - mae: 40.8287 - val_loss: 2928.6836 - val_mae: 42.1118
Epoch 1475/2000
231/231 [==============================] - 0s 33us/step - loss: 2512.8722 - mae: 40.6882 - val_loss: 2924.1958 - val_mae: 42.1610
Epoch 1476/2000
231/231 [==============================] - 0s 40us/step - loss: 2528.1601 - mae: 40.7933 - val_loss: 2923.6592 - val_mae: 42.2390
Epoch 1477/2000
231/231 [==============================] - 0s 55us/step - loss: 2537.6303 - mae: 40.9353 - val_loss: 2928.6580 - val_mae: 42.1094
Epoch 1478/2000
231/231 [==============================] - 0s 51us/step - loss: 2512.3305 - mae: 40.6662 - val_loss: 2920.2998 - val_mae: 42.1419
Epoch 1479/2000
231/231 [==============================] - 0s 37us/step - loss: 2507.8810 - mae: 40.6739 - val_loss: 2921.4075 - val_mae: 42.1575
Epoch 1480/2000
231/231 [==============================] - 0s 36us/step - loss: 2513.4397 - mae: 40.6753 - val_loss: 2916.6428 - val_mae: 42.1085
Epoch 1481/2000
231/231 [==============================] - 0s 43us/step - loss: 2508.8285 - mae: 40.6522 - val_loss: 2920.6101 - val_mae: 42.1385
Epoch 1482/2000
231/231 [==============================] - 0s 33us/step - loss: 2513.9051 - mae: 40.6679 - val_loss: 2920.5691 - val_mae: 42.1053
Epoch 1483/2000
231/231 [==============================] - 0s 30us/step - loss: 2509.0216 - mae: 40.6533 - val_loss: 2916.2349 - val_mae: 42.1124
Epoch 1484/2000
231/231 [==============================] - 0s 33us/step - loss: 2511.5599 - mae: 40.6399 - val_loss: 2917.8679 - val_mae: 42.1620
Epoch 1485/2000
231/231 [==============================] - 0s 38us/step - loss: 2514.0757 - mae: 40.6571 - val_loss: 2917.5400 - val_mae: 42.1353
Epoch 1486/2000
231/231 [==============================] - 0s 35us/step - loss: 2507.7480 - mae: 40.6234 - val_loss: 2916.6909 - val_mae: 42.1155
Epoch 1487/2000
231/231 [==============================] - 0s 40us/step - loss: 2505.1589 - mae: 40.6174 - val_loss: 2924.0535 - val_mae: 42.1449
Epoch 1488/2000
231/231 [==============================] - 0s 40us/step - loss: 2503.3029 - mae: 40.6104 - val_loss: 2917.6069 - val_mae: 42.1608
Epoch 1489/2000
231/231 [==============================] - 0s 39us/step - loss: 2556.8865 - mae: 41.1255 - val_loss: 2930.3088 - val_mae: 42.1209
Epoch 1490/2000
231/231 [==============================] - 0s 34us/step - loss: 2511.7724 - mae: 40.6068 - val_loss: 2915.2334 - val_mae: 42.0921
Epoch 1491/2000
231/231 [==============================] - 0s 34us/step - loss: 2503.5959 - mae: 40.5942 - val_loss: 2914.4453 - val_mae: 42.0888
Epoch 1492/2000
231/231 [==============================] - 0s 38us/step - loss: 2568.4518 - mae: 41.1078 - val_loss: 2924.0840 - val_mae: 42.0744
Epoch 1493/2000
231/231 [==============================] - 0s 39us/step - loss: 2510.8596 - mae: 40.6343 - val_loss: 2919.0479 - val_mae: 42.0839
Epoch 1494/2000
231/231 [==============================] - 0s 29us/step - loss: 2507.7730 - mae: 40.6507 - val_loss: 2919.5525 - val_mae: 42.1139
Epoch 1495/2000
231/231 [==============================] - 0s 33us/step - loss: 2506.9999 - mae: 40.6053 - val_loss: 2917.3777 - val_mae: 42.1282
Epoch 1496/2000
231/231 [==============================] - 0s 40us/step - loss: 2505.5676 - mae: 40.5968 - val_loss: 2917.0330 - val_mae: 42.1204
Epoch 1497/2000
231/231 [==============================] - 0s 35us/step - loss: 2508.5723 - mae: 40.6786 - val_loss: 2926.0559 - val_mae: 42.1488
Epoch 1498/2000
231/231 [==============================] - 0s 33us/step - loss: 2509.4086 - mae: 40.5306 - val_loss: 2923.2456 - val_mae: 42.1390
Epoch 1499/2000
231/231 [==============================] - 0s 31us/step - loss: 2502.5370 - mae: 40.5759 - val_loss: 2919.1890 - val_mae: 42.1703
Epoch 1500/2000
231/231 [==============================] - 0s 34us/step - loss: 2501.2924 - mae: 40.5847 - val_loss: 2925.7109 - val_mae: 42.1988
Epoch 1501/2000
231/231 [==============================] - 0s 38us/step - loss: 2504.6189 - mae: 40.5658 - val_loss: 2921.4878 - val_mae: 42.2141
Epoch 1502/2000
231/231 [==============================] - 0s 35us/step - loss: 2506.8489 - mae: 40.6424 - val_loss: 2928.5952 - val_mae: 42.1664
Epoch 1503/2000
231/231 [==============================] - 0s 33us/step - loss: 2503.1378 - mae: 40.5857 - val_loss: 2924.5505 - val_mae: 42.1965
Epoch 1504/2000
231/231 [==============================] - 0s 38us/step - loss: 2502.1640 - mae: 40.6032 - val_loss: 2921.1204 - val_mae: 42.2301
Epoch 1505/2000
231/231 [==============================] - 0s 35us/step - loss: 2499.6898 - mae: 40.5539 - val_loss: 2920.1548 - val_mae: 42.1623
Epoch 1506/2000
231/231 [==============================] - 0s 40us/step - loss: 2502.8802 - mae: 40.5384 - val_loss: 2931.9688 - val_mae: 42.2209
Epoch 1507/2000
231/231 [==============================] - 0s 34us/step - loss: 2500.7383 - mae: 40.5615 - val_loss: 2920.6938 - val_mae: 42.1890
Epoch 1508/2000
231/231 [==============================] - 0s 36us/step - loss: 2501.7704 - mae: 40.6495 - val_loss: 2923.6101 - val_mae: 42.2299
Epoch 1509/2000
231/231 [==============================] - 0s 38us/step - loss: 2502.0500 - mae: 40.6042 - val_loss: 2925.8179 - val_mae: 42.1581
Epoch 1510/2000
231/231 [==============================] - 0s 31us/step - loss: 2519.5292 - mae: 40.5935 - val_loss: 2937.4041 - val_mae: 42.1629
Epoch 1511/2000
231/231 [==============================] - 0s 34us/step - loss: 2502.7796 - mae: 40.5741 - val_loss: 2916.9548 - val_mae: 42.1266
Epoch 1512/2000
231/231 [==============================] - 0s 35us/step - loss: 2499.3251 - mae: 40.5888 - val_loss: 2930.9702 - val_mae: 42.1391
Epoch 1513/2000
231/231 [==============================] - 0s 35us/step - loss: 2518.7043 - mae: 40.6653 - val_loss: 2923.9304 - val_mae: 42.2980
Epoch 1514/2000
231/231 [==============================] - 0s 38us/step - loss: 2500.1811 - mae: 40.5836 - val_loss: 2920.3757 - val_mae: 42.1615
Epoch 1515/2000
231/231 [==============================] - 0s 34us/step - loss: 2498.7483 - mae: 40.5838 - val_loss: 2930.3120 - val_mae: 42.2340
Epoch 1516/2000
231/231 [==============================] - 0s 43us/step - loss: 2498.9143 - mae: 40.5519 - val_loss: 2933.3738 - val_mae: 42.2453
Epoch 1517/2000
231/231 [==============================] - 0s 34us/step - loss: 2511.9488 - mae: 40.6326 - val_loss: 2931.8411 - val_mae: 42.3448
Epoch 1518/2000
231/231 [==============================] - 0s 37us/step - loss: 2500.4215 - mae: 40.4988 - val_loss: 2930.3254 - val_mae: 42.2718
Epoch 1519/2000
231/231 [==============================] - 0s 36us/step - loss: 2563.3255 - mae: 41.0470 - val_loss: 2934.6274 - val_mae: 42.3611
Epoch 1520/2000
231/231 [==============================] - 0s 35us/step - loss: 2499.6590 - mae: 40.5772 - val_loss: 2933.9031 - val_mae: 42.2732
Epoch 1521/2000
231/231 [==============================] - 0s 32us/step - loss: 2507.5236 - mae: 40.6693 - val_loss: 2940.4856 - val_mae: 42.2940
Epoch 1522/2000
231/231 [==============================] - 0s 34us/step - loss: 2496.2997 - mae: 40.4698 - val_loss: 2934.5369 - val_mae: 42.2888
Epoch 1523/2000
231/231 [==============================] - 0s 40us/step - loss: 2511.3480 - mae: 40.6995 - val_loss: 2941.4353 - val_mae: 42.2874
Epoch 1524/2000
231/231 [==============================] - 0s 34us/step - loss: 2496.4715 - mae: 40.5584 - val_loss: 2934.6199 - val_mae: 42.2811
Epoch 1525/2000
231/231 [==============================] - 0s 35us/step - loss: 2493.3185 - mae: 40.5091 - val_loss: 2930.6990 - val_mae: 42.2769
Epoch 1526/2000
231/231 [==============================] - 0s 40us/step - loss: 2510.2531 - mae: 40.7221 - val_loss: 2930.7385 - val_mae: 42.3196
Epoch 1527/2000
231/231 [==============================] - 0s 34us/step - loss: 2498.9140 - mae: 40.5987 - val_loss: 2934.7373 - val_mae: 42.2501
Epoch 1528/2000
231/231 [==============================] - 0s 34us/step - loss: 2493.1233 - mae: 40.4871 - val_loss: 2929.7542 - val_mae: 42.2735
Epoch 1529/2000
231/231 [==============================] - 0s 37us/step - loss: 2496.7749 - mae: 40.4838 - val_loss: 2931.8892 - val_mae: 42.3103
Epoch 1530/2000
231/231 [==============================] - 0s 38us/step - loss: 2493.1124 - mae: 40.5030 - val_loss: 2936.0247 - val_mae: 42.3301
Epoch 1531/2000
231/231 [==============================] - 0s 34us/step - loss: 2489.9257 - mae: 40.4796 - val_loss: 2933.4290 - val_mae: 42.3303
Epoch 1532/2000
231/231 [==============================] - 0s 28us/step - loss: 2489.5789 - mae: 40.4526 - val_loss: 2933.4832 - val_mae: 42.3339
Epoch 1533/2000
231/231 [==============================] - 0s 39us/step - loss: 2491.1378 - mae: 40.4913 - val_loss: 2936.0310 - val_mae: 42.3025
Epoch 1534/2000
231/231 [==============================] - 0s 35us/step - loss: 2492.2200 - mae: 40.4742 - val_loss: 2933.1777 - val_mae: 42.3321
Epoch 1535/2000
231/231 [==============================] - 0s 36us/step - loss: 2488.3059 - mae: 40.4272 - val_loss: 2937.7764 - val_mae: 42.3087
Epoch 1536/2000
231/231 [==============================] - 0s 40us/step - loss: 2498.5035 - mae: 40.5487 - val_loss: 2943.5764 - val_mae: 42.3068
Epoch 1537/2000
231/231 [==============================] - 0s 35us/step - loss: 2497.0204 - mae: 40.5324 - val_loss: 2942.9712 - val_mae: 42.3518
Epoch 1538/2000
231/231 [==============================] - 0s 35us/step - loss: 2522.0479 - mae: 40.6757 - val_loss: 2951.1826 - val_mae: 42.3385
Epoch 1539/2000
231/231 [==============================] - 0s 40us/step - loss: 2498.3927 - mae: 40.4654 - val_loss: 2929.8535 - val_mae: 42.2982
Epoch 1540/2000
231/231 [==============================] - 0s 32us/step - loss: 2491.0095 - mae: 40.4762 - val_loss: 2936.1536 - val_mae: 42.3020
Epoch 1541/2000
231/231 [==============================] - 0s 41us/step - loss: 2488.3454 - mae: 40.4228 - val_loss: 2932.1316 - val_mae: 42.3076
Epoch 1542/2000
231/231 [==============================] - 0s 32us/step - loss: 2511.1895 - mae: 40.4871 - val_loss: 2945.5437 - val_mae: 42.2921
Epoch 1543/2000
231/231 [==============================] - 0s 29us/step - loss: 2494.3720 - mae: 40.4945 - val_loss: 2935.6497 - val_mae: 42.3250
Epoch 1544/2000
231/231 [==============================] - 0s 37us/step - loss: 2494.8754 - mae: 40.4847 - val_loss: 2934.0327 - val_mae: 42.3520
Epoch 1545/2000
231/231 [==============================] - 0s 37us/step - loss: 2490.6751 - mae: 40.4677 - val_loss: 2941.1167 - val_mae: 42.3170
Epoch 1546/2000
231/231 [==============================] - 0s 39us/step - loss: 2495.6848 - mae: 40.5764 - val_loss: 2941.1499 - val_mae: 42.3458
Epoch 1547/2000
231/231 [==============================] - 0s 38us/step - loss: 2497.6549 - mae: 40.4400 - val_loss: 2935.5928 - val_mae: 42.3732
Epoch 1548/2000
231/231 [==============================] - 0s 33us/step - loss: 2488.7177 - mae: 40.4463 - val_loss: 2941.8152 - val_mae: 42.3517
Epoch 1549/2000
231/231 [==============================] - 0s 38us/step - loss: 2485.1782 - mae: 40.3660 - val_loss: 2932.4692 - val_mae: 42.3134
Epoch 1550/2000
231/231 [==============================] - 0s 37us/step - loss: 2483.9135 - mae: 40.4085 - val_loss: 2933.3708 - val_mae: 42.3229
Epoch 1551/2000
231/231 [==============================] - 0s 42us/step - loss: 2485.2169 - mae: 40.4262 - val_loss: 2936.7830 - val_mae: 42.3042
Epoch 1552/2000
231/231 [==============================] - 0s 36us/step - loss: 2489.8188 - mae: 40.4035 - val_loss: 2939.6687 - val_mae: 42.3127
Epoch 1553/2000
231/231 [==============================] - 0s 32us/step - loss: 2528.5073 - mae: 40.7726 - val_loss: 2948.6123 - val_mae: 42.3118
Epoch 1554/2000
231/231 [==============================] - 0s 36us/step - loss: 2517.0986 - mae: 40.7334 - val_loss: 2945.2512 - val_mae: 42.2913
Epoch 1555/2000
231/231 [==============================] - 0s 36us/step - loss: 2490.7544 - mae: 40.4434 - val_loss: 2930.2463 - val_mae: 42.2736
Epoch 1556/2000
231/231 [==============================] - 0s 37us/step - loss: 2482.9864 - mae: 40.3958 - val_loss: 2933.1177 - val_mae: 42.3102
Epoch 1557/2000
231/231 [==============================] - 0s 37us/step - loss: 2478.2637 - mae: 40.3312 - val_loss: 2933.6670 - val_mae: 42.3195
Epoch 1558/2000
231/231 [==============================] - 0s 36us/step - loss: 2482.9612 - mae: 40.3775 - val_loss: 2933.2539 - val_mae: 42.3101
Epoch 1559/2000
231/231 [==============================] - 0s 38us/step - loss: 2522.0686 - mae: 40.6717 - val_loss: 2936.4539 - val_mae: 42.3806
Epoch 1560/2000
231/231 [==============================] - 0s 32us/step - loss: 2483.0256 - mae: 40.3867 - val_loss: 2935.8125 - val_mae: 42.3053
Epoch 1561/2000
231/231 [==============================] - 0s 36us/step - loss: 2505.4975 - mae: 40.6120 - val_loss: 2942.9028 - val_mae: 42.2890
Epoch 1562/2000
231/231 [==============================] - 0s 32us/step - loss: 2481.9332 - mae: 40.3694 - val_loss: 2932.8669 - val_mae: 42.2849
Epoch 1563/2000
231/231 [==============================] - 0s 29us/step - loss: 2478.1312 - mae: 40.3543 - val_loss: 2931.9106 - val_mae: 42.2915
Epoch 1564/2000
231/231 [==============================] - 0s 38us/step - loss: 2481.3966 - mae: 40.3851 - val_loss: 2933.8445 - val_mae: 42.3395
Epoch 1565/2000
231/231 [==============================] - 0s 37us/step - loss: 2497.8478 - mae: 40.5174 - val_loss: 2946.9072 - val_mae: 42.3551
Epoch 1566/2000
231/231 [==============================] - 0s 38us/step - loss: 2490.1119 - mae: 40.3968 - val_loss: 2937.1404 - val_mae: 42.3266
Epoch 1567/2000
231/231 [==============================] - 0s 39us/step - loss: 2522.6451 - mae: 40.5190 - val_loss: 2944.9004 - val_mae: 42.3225
Epoch 1568/2000
231/231 [==============================] - 0s 36us/step - loss: 2484.2798 - mae: 40.3727 - val_loss: 2934.2815 - val_mae: 42.3180
Epoch 1569/2000
231/231 [==============================] - 0s 36us/step - loss: 2485.6137 - mae: 40.3783 - val_loss: 2936.9187 - val_mae: 42.3139
Epoch 1570/2000
231/231 [==============================] - 0s 35us/step - loss: 2510.1123 - mae: 40.5683 - val_loss: 2933.5068 - val_mae: 42.3376
Epoch 1571/2000
231/231 [==============================] - 0s 35us/step - loss: 2488.0882 - mae: 40.4440 - val_loss: 2936.0605 - val_mae: 42.3066
Epoch 1572/2000
231/231 [==============================] - 0s 37us/step - loss: 2476.8816 - mae: 40.3255 - val_loss: 2934.0068 - val_mae: 42.3144
Epoch 1573/2000
231/231 [==============================] - 0s 32us/step - loss: 2483.5123 - mae: 40.4096 - val_loss: 2937.0193 - val_mae: 42.2938
Epoch 1574/2000
231/231 [==============================] - 0s 44us/step - loss: 2475.2023 - mae: 40.3019 - val_loss: 2930.1108 - val_mae: 42.2834
Epoch 1575/2000
231/231 [==============================] - 0s 36us/step - loss: 2483.4327 - mae: 40.3495 - val_loss: 2931.4839 - val_mae: 42.3144
Epoch 1576/2000
231/231 [==============================] - 0s 41us/step - loss: 2478.2251 - mae: 40.3127 - val_loss: 2932.8083 - val_mae: 42.3151
Epoch 1577/2000
231/231 [==============================] - 0s 41us/step - loss: 2478.2372 - mae: 40.4032 - val_loss: 2936.2681 - val_mae: 42.3627
Epoch 1578/2000
231/231 [==============================] - 0s 38us/step - loss: 2493.1937 - mae: 40.4096 - val_loss: 2937.4651 - val_mae: 42.3750
Epoch 1579/2000
231/231 [==============================] - 0s 44us/step - loss: 2480.4352 - mae: 40.3703 - val_loss: 2945.6218 - val_mae: 42.3601
Epoch 1580/2000
231/231 [==============================] - 0s 38us/step - loss: 2501.5625 - mae: 40.4459 - val_loss: 2936.0757 - val_mae: 42.3630
Epoch 1581/2000
231/231 [==============================] - 0s 38us/step - loss: 2482.5298 - mae: 40.3967 - val_loss: 2930.3179 - val_mae: 42.2969
Epoch 1582/2000
231/231 [==============================] - 0s 43us/step - loss: 2473.9312 - mae: 40.3016 - val_loss: 2929.2458 - val_mae: 42.2942
Epoch 1583/2000
231/231 [==============================] - 0s 37us/step - loss: 2479.1564 - mae: 40.4308 - val_loss: 2933.4895 - val_mae: 42.3496
Epoch 1584/2000
231/231 [==============================] - 0s 34us/step - loss: 2484.9564 - mae: 40.3609 - val_loss: 2947.5952 - val_mae: 42.3781
Epoch 1585/2000
231/231 [==============================] - 0s 35us/step - loss: 2479.5329 - mae: 40.3197 - val_loss: 2934.5220 - val_mae: 42.3484
Epoch 1586/2000
231/231 [==============================] - 0s 32us/step - loss: 2475.8558 - mae: 40.3309 - val_loss: 2936.4260 - val_mae: 42.3796
Epoch 1587/2000
231/231 [==============================] - 0s 37us/step - loss: 2472.9567 - mae: 40.2429 - val_loss: 2934.7590 - val_mae: 42.3652
Epoch 1588/2000
231/231 [==============================] - 0s 32us/step - loss: 2473.6031 - mae: 40.2771 - val_loss: 2932.8091 - val_mae: 42.3460
Epoch 1589/2000
231/231 [==============================] - 0s 38us/step - loss: 2474.8728 - mae: 40.3134 - val_loss: 2939.9341 - val_mae: 42.3980
Epoch 1590/2000
231/231 [==============================] - 0s 35us/step - loss: 2468.4872 - mae: 40.2407 - val_loss: 2941.3633 - val_mae: 42.4134
Epoch 1591/2000
231/231 [==============================] - 0s 33us/step - loss: 2468.4930 - mae: 40.2454 - val_loss: 2939.5913 - val_mae: 42.4014
Epoch 1592/2000
231/231 [==============================] - 0s 33us/step - loss: 2468.7285 - mae: 40.2333 - val_loss: 2936.3003 - val_mae: 42.3798
Epoch 1593/2000
231/231 [==============================] - 0s 38us/step - loss: 2472.4097 - mae: 40.2400 - val_loss: 2933.0901 - val_mae: 42.3467
Epoch 1594/2000
231/231 [==============================] - 0s 40us/step - loss: 2474.3301 - mae: 40.2653 - val_loss: 2935.3335 - val_mae: 42.3589
Epoch 1595/2000
231/231 [==============================] - 0s 43us/step - loss: 2479.9955 - mae: 40.3496 - val_loss: 2938.0283 - val_mae: 42.4056
Epoch 1596/2000
231/231 [==============================] - 0s 33us/step - loss: 2550.2253 - mae: 40.9366 - val_loss: 2941.4292 - val_mae: 42.4352
Epoch 1597/2000
231/231 [==============================] - 0s 36us/step - loss: 2479.4496 - mae: 40.3399 - val_loss: 2943.3120 - val_mae: 42.3760
Epoch 1598/2000
231/231 [==============================] - 0s 42us/step - loss: 2468.5229 - mae: 40.2234 - val_loss: 2939.8040 - val_mae: 42.4032
Epoch 1599/2000
231/231 [==============================] - 0s 38us/step - loss: 2468.8345 - mae: 40.2295 - val_loss: 2939.1055 - val_mae: 42.3948
Epoch 1600/2000
231/231 [==============================] - 0s 35us/step - loss: 2470.2635 - mae: 40.2824 - val_loss: 2946.8376 - val_mae: 42.4241
Epoch 1601/2000
231/231 [==============================] - 0s 30us/step - loss: 2479.3977 - mae: 40.3009 - val_loss: 2944.1313 - val_mae: 42.4723
Epoch 1602/2000
231/231 [==============================] - 0s 36us/step - loss: 2494.8518 - mae: 40.5074 - val_loss: 2945.4980 - val_mae: 42.4822
Epoch 1603/2000
231/231 [==============================] - 0s 34us/step - loss: 2488.9607 - mae: 40.5146 - val_loss: 2944.4387 - val_mae: 42.4583
Epoch 1604/2000
231/231 [==============================] - 0s 33us/step - loss: 2475.9017 - mae: 40.3285 - val_loss: 2942.6187 - val_mae: 42.3846
Epoch 1605/2000
231/231 [==============================] - 0s 33us/step - loss: 2468.6039 - mae: 40.3123 - val_loss: 2946.3049 - val_mae: 42.4023
Epoch 1606/2000
231/231 [==============================] - 0s 34us/step - loss: 2495.6107 - mae: 40.3621 - val_loss: 2942.4648 - val_mae: 42.4142
Epoch 1607/2000
231/231 [==============================] - 0s 37us/step - loss: 2474.8745 - mae: 40.2660 - val_loss: 2942.0210 - val_mae: 42.4121
Epoch 1608/2000
231/231 [==============================] - 0s 36us/step - loss: 2467.0025 - mae: 40.2523 - val_loss: 2943.6167 - val_mae: 42.4315
Epoch 1609/2000
231/231 [==============================] - 0s 36us/step - loss: 2498.9468 - mae: 40.4571 - val_loss: 2952.2085 - val_mae: 42.4377
Epoch 1610/2000
231/231 [==============================] - 0s 32us/step - loss: 2477.7866 - mae: 40.2822 - val_loss: 2952.5874 - val_mae: 42.4468
Epoch 1611/2000
231/231 [==============================] - 0s 34us/step - loss: 2466.1656 - mae: 40.1776 - val_loss: 2946.7393 - val_mae: 42.4463
Epoch 1612/2000
231/231 [==============================] - 0s 35us/step - loss: 2463.5419 - mae: 40.1884 - val_loss: 2946.8938 - val_mae: 42.4431
Epoch 1613/2000
231/231 [==============================] - 0s 32us/step - loss: 2469.0758 - mae: 40.2061 - val_loss: 2945.8350 - val_mae: 42.4658
Epoch 1614/2000
231/231 [==============================] - 0s 35us/step - loss: 2465.6972 - mae: 40.2065 - val_loss: 2949.1511 - val_mae: 42.4631
Epoch 1615/2000
231/231 [==============================] - 0s 33us/step - loss: 2461.9183 - mae: 40.1154 - val_loss: 2946.9009 - val_mae: 42.4917
Epoch 1616/2000
231/231 [==============================] - 0s 32us/step - loss: 2462.8987 - mae: 40.1723 - val_loss: 2951.4214 - val_mae: 42.4990
Epoch 1617/2000
231/231 [==============================] - 0s 33us/step - loss: 2461.3116 - mae: 40.1459 - val_loss: 2949.3743 - val_mae: 42.5318
Epoch 1618/2000
231/231 [==============================] - 0s 34us/step - loss: 2470.8683 - mae: 40.2626 - val_loss: 2952.7549 - val_mae: 42.5736
Epoch 1619/2000
231/231 [==============================] - 0s 35us/step - loss: 2470.5952 - mae: 40.2661 - val_loss: 2962.2283 - val_mae: 42.5538
Epoch 1620/2000
231/231 [==============================] - 0s 38us/step - loss: 2459.8404 - mae: 40.0923 - val_loss: 2948.2683 - val_mae: 42.5309
Epoch 1621/2000
231/231 [==============================] - 0s 34us/step - loss: 2457.1493 - mae: 40.1128 - val_loss: 2952.6177 - val_mae: 42.5453
Epoch 1622/2000
231/231 [==============================] - 0s 32us/step - loss: 2473.1529 - mae: 40.2277 - val_loss: 2951.5789 - val_mae: 42.5584
Epoch 1623/2000
231/231 [==============================] - 0s 35us/step - loss: 2501.7055 - mae: 40.4765 - val_loss: 2958.9265 - val_mae: 42.5024
Epoch 1624/2000
231/231 [==============================] - 0s 34us/step - loss: 2463.7126 - mae: 40.1296 - val_loss: 2945.5254 - val_mae: 42.4737
Epoch 1625/2000
231/231 [==============================] - 0s 40us/step - loss: 2461.0353 - mae: 40.1666 - val_loss: 2947.5710 - val_mae: 42.4886
Epoch 1626/2000
231/231 [==============================] - 0s 37us/step - loss: 2458.4788 - mae: 40.1408 - val_loss: 2952.3877 - val_mae: 42.5216
Epoch 1627/2000
231/231 [==============================] - 0s 34us/step - loss: 2463.3792 - mae: 40.0792 - val_loss: 2952.2747 - val_mae: 42.5365
Epoch 1628/2000
231/231 [==============================] - 0s 36us/step - loss: 2456.7921 - mae: 40.1140 - val_loss: 2953.6350 - val_mae: 42.5359
Epoch 1629/2000
231/231 [==============================] - 0s 30us/step - loss: 2473.5555 - mae: 40.1951 - val_loss: 2962.9255 - val_mae: 42.5373
Epoch 1630/2000
231/231 [==============================] - 0s 34us/step - loss: 2468.1870 - mae: 40.1546 - val_loss: 2951.2356 - val_mae: 42.4848
Epoch 1631/2000
231/231 [==============================] - 0s 30us/step - loss: 2458.6520 - mae: 40.1369 - val_loss: 2951.0906 - val_mae: 42.5316
Epoch 1632/2000
231/231 [==============================] - 0s 31us/step - loss: 2472.1522 - mae: 40.2760 - val_loss: 2966.4973 - val_mae: 42.5755
Epoch 1633/2000
231/231 [==============================] - 0s 26us/step - loss: 2459.7373 - mae: 40.0912 - val_loss: 2955.5139 - val_mae: 42.5834
Epoch 1634/2000
231/231 [==============================] - 0s 28us/step - loss: 2468.1135 - mae: 40.1568 - val_loss: 2953.0234 - val_mae: 42.5621
Epoch 1635/2000
231/231 [==============================] - 0s 29us/step - loss: 2455.7849 - mae: 40.1035 - val_loss: 2959.8965 - val_mae: 42.5679
Epoch 1636/2000
231/231 [==============================] - 0s 32us/step - loss: 2453.6216 - mae: 40.0656 - val_loss: 2957.6245 - val_mae: 42.5960
Epoch 1637/2000
231/231 [==============================] - 0s 90us/step - loss: 2473.6590 - mae: 40.1957 - val_loss: 2970.1477 - val_mae: 42.6041
Epoch 1638/2000
231/231 [==============================] - 0s 48us/step - loss: 2457.9368 - mae: 40.0938 - val_loss: 2960.6333 - val_mae: 42.5930
Epoch 1639/2000
231/231 [==============================] - 0s 37us/step - loss: 2454.9888 - mae: 40.0761 - val_loss: 2958.6592 - val_mae: 42.5791
Epoch 1640/2000
231/231 [==============================] - 0s 31us/step - loss: 2453.8664 - mae: 40.0295 - val_loss: 2954.5244 - val_mae: 42.5454
Epoch 1641/2000
231/231 [==============================] - 0s 28us/step - loss: 2480.8059 - mae: 40.2643 - val_loss: 2967.2407 - val_mae: 42.5485
Epoch 1642/2000
231/231 [==============================] - 0s 26us/step - loss: 2472.9818 - mae: 40.1329 - val_loss: 2965.3005 - val_mae: 42.5505
Epoch 1643/2000
231/231 [==============================] - 0s 29us/step - loss: 2453.9422 - mae: 40.0934 - val_loss: 2959.0549 - val_mae: 42.5716
Epoch 1644/2000
231/231 [==============================] - 0s 34us/step - loss: 2469.8919 - mae: 40.1230 - val_loss: 2968.9104 - val_mae: 42.6069
Epoch 1645/2000
231/231 [==============================] - 0s 28us/step - loss: 2470.6941 - mae: 40.1112 - val_loss: 2969.1409 - val_mae: 42.5926
Epoch 1646/2000
231/231 [==============================] - 0s 33us/step - loss: 2455.5123 - mae: 40.0797 - val_loss: 2958.3918 - val_mae: 42.5499
Epoch 1647/2000
231/231 [==============================] - 0s 34us/step - loss: 2449.9516 - mae: 40.0235 - val_loss: 2951.9172 - val_mae: 42.5145
Epoch 1648/2000
231/231 [==============================] - 0s 33us/step - loss: 2477.1486 - mae: 40.3074 - val_loss: 2958.4060 - val_mae: 42.5804
Epoch 1649/2000
231/231 [==============================] - 0s 38us/step - loss: 2453.4182 - mae: 40.0796 - val_loss: 2962.1252 - val_mae: 42.6005
Epoch 1650/2000
231/231 [==============================] - 0s 34us/step - loss: 2447.9026 - mae: 39.9921 - val_loss: 2961.9583 - val_mae: 42.6243
Epoch 1651/2000
231/231 [==============================] - 0s 39us/step - loss: 2452.6675 - mae: 40.0213 - val_loss: 2972.7852 - val_mae: 42.6752
Epoch 1652/2000
231/231 [==============================] - 0s 34us/step - loss: 2472.3203 - mae: 40.2282 - val_loss: 2976.6345 - val_mae: 42.6700
Epoch 1653/2000
231/231 [==============================] - 0s 30us/step - loss: 2455.4297 - mae: 39.9943 - val_loss: 2964.9187 - val_mae: 42.5968
Epoch 1654/2000
231/231 [==============================] - 0s 37us/step - loss: 2474.0191 - mae: 40.2343 - val_loss: 2962.1560 - val_mae: 42.6201
Epoch 1655/2000
231/231 [==============================] - 0s 43us/step - loss: 2488.5316 - mae: 40.3207 - val_loss: 2965.2937 - val_mae: 42.6587
Epoch 1656/2000
231/231 [==============================] - 0s 40us/step - loss: 2449.0431 - mae: 40.0881 - val_loss: 2959.1597 - val_mae: 42.5893
Epoch 1657/2000
231/231 [==============================] - 0s 37us/step - loss: 2444.6199 - mae: 39.9820 - val_loss: 2959.6392 - val_mae: 42.5987
Epoch 1658/2000
231/231 [==============================] - 0s 41us/step - loss: 2442.9743 - mae: 39.9572 - val_loss: 2964.3442 - val_mae: 42.6447
Epoch 1659/2000
231/231 [==============================] - 0s 31us/step - loss: 2443.1756 - mae: 39.9668 - val_loss: 2969.0083 - val_mae: 42.6870
Epoch 1660/2000
231/231 [==============================] - 0s 31us/step - loss: 2446.6536 - mae: 39.9978 - val_loss: 2974.4744 - val_mae: 42.7006
Epoch 1661/2000
231/231 [==============================] - 0s 31us/step - loss: 2471.9315 - mae: 40.0940 - val_loss: 2979.8638 - val_mae: 42.7113
Epoch 1662/2000
231/231 [==============================] - 0s 33us/step - loss: 2446.1313 - mae: 40.0170 - val_loss: 2964.3691 - val_mae: 42.6767
Epoch 1663/2000
231/231 [==============================] - 0s 34us/step - loss: 2440.8588 - mae: 39.9774 - val_loss: 2962.4775 - val_mae: 42.6540
Epoch 1664/2000
231/231 [==============================] - 0s 41us/step - loss: 2441.3803 - mae: 39.9576 - val_loss: 2965.4893 - val_mae: 42.6671
Epoch 1665/2000
231/231 [==============================] - 0s 40us/step - loss: 2444.5022 - mae: 39.9970 - val_loss: 2969.0537 - val_mae: 42.7034
Epoch 1666/2000
231/231 [==============================] - 0s 33us/step - loss: 2450.1001 - mae: 39.9766 - val_loss: 2973.4619 - val_mae: 42.7023
Epoch 1667/2000
231/231 [==============================] - 0s 33us/step - loss: 2443.8042 - mae: 39.9561 - val_loss: 2959.3801 - val_mae: 42.6407
Epoch 1668/2000
231/231 [==============================] - 0s 30us/step - loss: 2465.6781 - mae: 40.0914 - val_loss: 2961.8499 - val_mae: 42.6597
Epoch 1669/2000
231/231 [==============================] - 0s 36us/step - loss: 2508.5957 - mae: 40.4016 - val_loss: 2965.1794 - val_mae: 42.6941
Epoch 1670/2000
231/231 [==============================] - 0s 34us/step - loss: 2458.5158 - mae: 40.0941 - val_loss: 2963.6401 - val_mae: 42.6712
Epoch 1671/2000
231/231 [==============================] - 0s 40us/step - loss: 2477.2633 - mae: 40.2387 - val_loss: 2961.8542 - val_mae: 42.6489
Epoch 1672/2000
231/231 [==============================] - 0s 40us/step - loss: 2451.3504 - mae: 39.9709 - val_loss: 2960.5156 - val_mae: 42.6427
Epoch 1673/2000
231/231 [==============================] - 0s 37us/step - loss: 2438.5455 - mae: 39.9224 - val_loss: 2962.5061 - val_mae: 42.6631
Epoch 1674/2000
231/231 [==============================] - 0s 31us/step - loss: 2444.2327 - mae: 39.9039 - val_loss: 2963.1770 - val_mae: 42.6735
Epoch 1675/2000
231/231 [==============================] - 0s 37us/step - loss: 2447.3646 - mae: 40.0011 - val_loss: 2966.0608 - val_mae: 42.7020
Epoch 1676/2000
231/231 [==============================] - 0s 40us/step - loss: 2446.7763 - mae: 40.0291 - val_loss: 2968.8694 - val_mae: 42.7350
Epoch 1677/2000
231/231 [==============================] - 0s 41us/step - loss: 2440.5801 - mae: 39.8894 - val_loss: 2965.8845 - val_mae: 42.6936
Epoch 1678/2000
231/231 [==============================] - 0s 41us/step - loss: 2446.2209 - mae: 39.9873 - val_loss: 2967.0110 - val_mae: 42.6859
Epoch 1679/2000
231/231 [==============================] - 0s 34us/step - loss: 2439.3155 - mae: 39.9408 - val_loss: 2974.5256 - val_mae: 42.7008
Epoch 1680/2000
231/231 [==============================] - 0s 36us/step - loss: 2445.0229 - mae: 39.9816 - val_loss: 2976.3188 - val_mae: 42.7267
Epoch 1681/2000
231/231 [==============================] - 0s 30us/step - loss: 2437.7193 - mae: 39.8801 - val_loss: 2969.2383 - val_mae: 42.7282
Epoch 1682/2000
231/231 [==============================] - 0s 30us/step - loss: 2438.4540 - mae: 39.9091 - val_loss: 2977.6912 - val_mae: 42.7613
Epoch 1683/2000
231/231 [==============================] - 0s 33us/step - loss: 2463.8049 - mae: 40.1089 - val_loss: 2985.7839 - val_mae: 42.7773
Epoch 1684/2000
231/231 [==============================] - 0s 36us/step - loss: 2467.1605 - mae: 40.2942 - val_loss: 2983.4106 - val_mae: 42.7505
Epoch 1685/2000
231/231 [==============================] - 0s 39us/step - loss: 2440.0287 - mae: 39.8830 - val_loss: 2968.2849 - val_mae: 42.7043
Epoch 1686/2000
231/231 [==============================] - 0s 42us/step - loss: 2433.7149 - mae: 39.8727 - val_loss: 2972.6804 - val_mae: 42.7340
Epoch 1687/2000
231/231 [==============================] - 0s 32us/step - loss: 2452.6193 - mae: 40.0631 - val_loss: 2975.1816 - val_mae: 42.7569
Epoch 1688/2000
231/231 [==============================] - 0s 35us/step - loss: 2440.7437 - mae: 39.9605 - val_loss: 2978.0039 - val_mae: 42.7329
Epoch 1689/2000
231/231 [==============================] - 0s 34us/step - loss: 2434.8274 - mae: 39.8199 - val_loss: 2973.4751 - val_mae: 42.7316
Epoch 1690/2000
231/231 [==============================] - 0s 32us/step - loss: 2448.8798 - mae: 40.0832 - val_loss: 2983.8267 - val_mae: 42.7688
Epoch 1691/2000
231/231 [==============================] - 0s 33us/step - loss: 2446.1489 - mae: 39.9334 - val_loss: 2969.8853 - val_mae: 42.7136
Epoch 1692/2000
231/231 [==============================] - 0s 35us/step - loss: 2455.1361 - mae: 39.9746 - val_loss: 2970.4983 - val_mae: 42.7062
Epoch 1693/2000
231/231 [==============================] - 0s 35us/step - loss: 2436.6746 - mae: 39.9466 - val_loss: 2971.6643 - val_mae: 42.7352
Epoch 1694/2000
231/231 [==============================] - 0s 33us/step - loss: 2434.7638 - mae: 39.8576 - val_loss: 2972.8564 - val_mae: 42.6899
Epoch 1695/2000
231/231 [==============================] - 0s 39us/step - loss: 2430.7783 - mae: 39.8545 - val_loss: 2968.9004 - val_mae: 42.6899
Epoch 1696/2000
231/231 [==============================] - 0s 43us/step - loss: 2481.7828 - mae: 40.2146 - val_loss: 2980.1245 - val_mae: 42.6929
Epoch 1697/2000
231/231 [==============================] - 0s 35us/step - loss: 2433.3286 - mae: 39.8233 - val_loss: 2971.5820 - val_mae: 42.7099
Epoch 1698/2000
231/231 [==============================] - 0s 36us/step - loss: 2432.1687 - mae: 39.8813 - val_loss: 2970.0061 - val_mae: 42.6765
Epoch 1699/2000
231/231 [==============================] - 0s 30us/step - loss: 2446.9031 - mae: 40.0157 - val_loss: 2979.5356 - val_mae: 42.6941
Epoch 1700/2000
231/231 [==============================] - 0s 33us/step - loss: 2433.1357 - mae: 39.8872 - val_loss: 2974.4788 - val_mae: 42.7201
Epoch 1701/2000
231/231 [==============================] - 0s 34us/step - loss: 2438.2041 - mae: 39.9518 - val_loss: 2974.7026 - val_mae: 42.7456
Epoch 1702/2000
231/231 [==============================] - 0s 33us/step - loss: 2429.4709 - mae: 39.7986 - val_loss: 2977.2346 - val_mae: 42.7858
Epoch 1703/2000
231/231 [==============================] - 0s 34us/step - loss: 2441.1103 - mae: 39.9274 - val_loss: 2977.7234 - val_mae: 42.7686
Epoch 1704/2000
231/231 [==============================] - 0s 33us/step - loss: 2437.5856 - mae: 39.9532 - val_loss: 2975.5496 - val_mae: 42.7564
Epoch 1705/2000
231/231 [==============================] - 0s 31us/step - loss: 2436.0384 - mae: 39.8257 - val_loss: 2976.7124 - val_mae: 42.7776
Epoch 1706/2000
231/231 [==============================] - 0s 29us/step - loss: 2425.5236 - mae: 39.7594 - val_loss: 2976.1948 - val_mae: 42.7522
Epoch 1707/2000
231/231 [==============================] - 0s 29us/step - loss: 2428.2145 - mae: 39.7822 - val_loss: 2972.3088 - val_mae: 42.7507
Epoch 1708/2000
231/231 [==============================] - 0s 29us/step - loss: 2429.7590 - mae: 39.8423 - val_loss: 2979.6890 - val_mae: 42.7406
Epoch 1709/2000
231/231 [==============================] - 0s 36us/step - loss: 2431.7771 - mae: 39.8010 - val_loss: 2975.6509 - val_mae: 42.7688
Epoch 1710/2000
231/231 [==============================] - 0s 41us/step - loss: 2429.7557 - mae: 39.7416 - val_loss: 2975.0652 - val_mae: 42.7710
Epoch 1711/2000
231/231 [==============================] - 0s 37us/step - loss: 2423.1219 - mae: 39.7350 - val_loss: 2979.5159 - val_mae: 42.7999
Epoch 1712/2000
231/231 [==============================] - 0s 41us/step - loss: 2440.9989 - mae: 39.8536 - val_loss: 2984.5105 - val_mae: 42.8297
Epoch 1713/2000
231/231 [==============================] - 0s 32us/step - loss: 2465.0484 - mae: 39.9528 - val_loss: 2985.3140 - val_mae: 42.8319
Epoch 1714/2000
231/231 [==============================] - 0s 37us/step - loss: 2462.6356 - mae: 40.0230 - val_loss: 2987.0601 - val_mae: 42.8558
Epoch 1715/2000
231/231 [==============================] - 0s 38us/step - loss: 2463.5047 - mae: 40.1823 - val_loss: 2988.4175 - val_mae: 42.8623
Epoch 1716/2000
231/231 [==============================] - 0s 27us/step - loss: 2426.4519 - mae: 39.7895 - val_loss: 2985.3950 - val_mae: 42.8559
Epoch 1717/2000
231/231 [==============================] - 0s 34us/step - loss: 2424.3626 - mae: 39.7556 - val_loss: 2980.3369 - val_mae: 42.8035
Epoch 1718/2000
231/231 [==============================] - 0s 28us/step - loss: 2426.3691 - mae: 39.8022 - val_loss: 2983.3135 - val_mae: 42.8263
Epoch 1719/2000
231/231 [==============================] - 0s 33us/step - loss: 2451.9224 - mae: 39.8850 - val_loss: 2991.7566 - val_mae: 42.8243
Epoch 1720/2000
231/231 [==============================] - 0s 38us/step - loss: 2427.7914 - mae: 39.7953 - val_loss: 2976.0491 - val_mae: 42.7462
Epoch 1721/2000
231/231 [==============================] - 0s 37us/step - loss: 2419.0699 - mae: 39.7102 - val_loss: 2978.8765 - val_mae: 42.7661
Epoch 1722/2000
231/231 [==============================] - 0s 35us/step - loss: 2422.5769 - mae: 39.7187 - val_loss: 2986.7866 - val_mae: 42.8188
Epoch 1723/2000
231/231 [==============================] - 0s 35us/step - loss: 2428.0523 - mae: 39.7685 - val_loss: 2989.4658 - val_mae: 42.8752
Epoch 1724/2000
231/231 [==============================] - 0s 37us/step - loss: 2434.6365 - mae: 39.7930 - val_loss: 2994.8950 - val_mae: 42.8832
Epoch 1725/2000
231/231 [==============================] - 0s 29us/step - loss: 2424.7513 - mae: 39.7289 - val_loss: 2988.0271 - val_mae: 42.8443
Epoch 1726/2000
231/231 [==============================] - 0s 38us/step - loss: 2447.0286 - mae: 39.9488 - val_loss: 2998.9854 - val_mae: 42.9254
Epoch 1727/2000
231/231 [==============================] - 0s 31us/step - loss: 2425.7349 - mae: 39.6827 - val_loss: 2994.8669 - val_mae: 42.9240
Epoch 1728/2000
231/231 [==============================] - 0s 37us/step - loss: 2440.9551 - mae: 39.9388 - val_loss: 3000.0793 - val_mae: 42.9187
Epoch 1729/2000
231/231 [==============================] - 0s 30us/step - loss: 2451.3004 - mae: 39.8646 - val_loss: 2990.7136 - val_mae: 42.8922
Epoch 1730/2000
231/231 [==============================] - 0s 30us/step - loss: 2452.0279 - mae: 39.9930 - val_loss: 2994.0601 - val_mae: 42.9045
Epoch 1731/2000
231/231 [==============================] - 0s 30us/step - loss: 2421.8050 - mae: 39.7822 - val_loss: 2987.0786 - val_mae: 42.8515
Epoch 1732/2000
231/231 [==============================] - 0s 31us/step - loss: 2433.0647 - mae: 39.8124 - val_loss: 2990.8335 - val_mae: 42.8831
Epoch 1733/2000
231/231 [==============================] - 0s 33us/step - loss: 2417.7478 - mae: 39.6971 - val_loss: 2989.3862 - val_mae: 42.8849
Epoch 1734/2000
231/231 [==============================] - 0s 35us/step - loss: 2445.2229 - mae: 39.8846 - val_loss: 2990.2568 - val_mae: 42.8718
Epoch 1735/2000
231/231 [==============================] - 0s 38us/step - loss: 2425.7170 - mae: 39.8052 - val_loss: 2991.9680 - val_mae: 42.9137
Epoch 1736/2000
231/231 [==============================] - 0s 35us/step - loss: 2425.3634 - mae: 39.7348 - val_loss: 2989.9016 - val_mae: 42.8839
Epoch 1737/2000
231/231 [==============================] - 0s 30us/step - loss: 2426.5908 - mae: 39.7715 - val_loss: 2993.1172 - val_mae: 42.8764
Epoch 1738/2000
231/231 [==============================] - 0s 33us/step - loss: 2432.6782 - mae: 39.9329 - val_loss: 2996.5364 - val_mae: 42.8864
Epoch 1739/2000
231/231 [==============================] - 0s 30us/step - loss: 2415.3658 - mae: 39.6682 - val_loss: 2988.3584 - val_mae: 42.8753
Epoch 1740/2000
231/231 [==============================] - 0s 35us/step - loss: 2423.6356 - mae: 39.7337 - val_loss: 2989.2639 - val_mae: 42.8653
Epoch 1741/2000
231/231 [==============================] - 0s 29us/step - loss: 2416.3087 - mae: 39.6657 - val_loss: 2985.3267 - val_mae: 42.8160
Epoch 1742/2000
231/231 [==============================] - 0s 36us/step - loss: 2413.5496 - mae: 39.6427 - val_loss: 2988.1177 - val_mae: 42.8253
Epoch 1743/2000
231/231 [==============================] - 0s 36us/step - loss: 2412.9165 - mae: 39.6221 - val_loss: 2990.6843 - val_mae: 42.8841
Epoch 1744/2000
231/231 [==============================] - 0s 38us/step - loss: 2412.1599 - mae: 39.6465 - val_loss: 2992.3044 - val_mae: 42.8788
Epoch 1745/2000
231/231 [==============================] - 0s 44us/step - loss: 2414.6199 - mae: 39.6097 - val_loss: 2989.9575 - val_mae: 42.8542
Epoch 1746/2000
231/231 [==============================] - 0s 28us/step - loss: 2412.0469 - mae: 39.6658 - val_loss: 2989.7834 - val_mae: 42.8522
Epoch 1747/2000
231/231 [==============================] - 0s 38us/step - loss: 2412.9352 - mae: 39.6267 - val_loss: 2993.9473 - val_mae: 42.8907
Epoch 1748/2000
231/231 [==============================] - 0s 33us/step - loss: 2437.1599 - mae: 39.9199 - val_loss: 2998.8135 - val_mae: 42.9299
Epoch 1749/2000
231/231 [==============================] - 0s 37us/step - loss: 2440.5244 - mae: 39.9134 - val_loss: 3002.6804 - val_mae: 42.8978
Epoch 1750/2000
231/231 [==============================] - 0s 29us/step - loss: 2411.7013 - mae: 39.6101 - val_loss: 2992.9380 - val_mae: 42.9013
Epoch 1751/2000
231/231 [==============================] - 0s 31us/step - loss: 2419.2092 - mae: 39.6567 - val_loss: 2994.4753 - val_mae: 42.8863
Epoch 1752/2000
231/231 [==============================] - 0s 37us/step - loss: 2413.7200 - mae: 39.6660 - val_loss: 2992.0410 - val_mae: 42.8572
Epoch 1753/2000
231/231 [==============================] - 0s 28us/step - loss: 2416.2685 - mae: 39.6569 - val_loss: 2995.0505 - val_mae: 42.9086
Epoch 1754/2000
231/231 [==============================] - 0s 30us/step - loss: 2410.0915 - mae: 39.6254 - val_loss: 2989.7239 - val_mae: 42.8735
Epoch 1755/2000
231/231 [==============================] - 0s 38us/step - loss: 2412.9023 - mae: 39.5904 - val_loss: 2990.5759 - val_mae: 42.8388
Epoch 1756/2000
231/231 [==============================] - 0s 33us/step - loss: 2413.3231 - mae: 39.6390 - val_loss: 2988.6655 - val_mae: 42.8522
Epoch 1757/2000
231/231 [==============================] - 0s 41us/step - loss: 2406.5114 - mae: 39.5917 - val_loss: 2996.4072 - val_mae: 42.8854
Epoch 1758/2000
231/231 [==============================] - 0s 34us/step - loss: 2408.6171 - mae: 39.5743 - val_loss: 2993.3508 - val_mae: 42.8871
Epoch 1759/2000
231/231 [==============================] - 0s 29us/step - loss: 2407.5677 - mae: 39.6558 - val_loss: 2996.5886 - val_mae: 42.9157
Epoch 1760/2000
231/231 [==============================] - 0s 32us/step - loss: 2403.2011 - mae: 39.5291 - val_loss: 2998.0837 - val_mae: 42.9654
Epoch 1761/2000
231/231 [==============================] - 0s 32us/step - loss: 2413.6958 - mae: 39.5858 - val_loss: 3009.7444 - val_mae: 42.9628
Epoch 1762/2000
231/231 [==============================] - 0s 37us/step - loss: 2414.1932 - mae: 39.6109 - val_loss: 2999.6484 - val_mae: 42.9567
Epoch 1763/2000
231/231 [==============================] - 0s 36us/step - loss: 2412.5315 - mae: 39.6157 - val_loss: 3007.9988 - val_mae: 42.9752
Epoch 1764/2000
231/231 [==============================] - 0s 37us/step - loss: 2452.9097 - mae: 39.7613 - val_loss: 3009.7485 - val_mae: 42.9687
Epoch 1765/2000
231/231 [==============================] - 0s 35us/step - loss: 2416.7047 - mae: 39.6028 - val_loss: 2996.5706 - val_mae: 42.9708
Epoch 1766/2000
231/231 [==============================] - 0s 31us/step - loss: 2410.5453 - mae: 39.6227 - val_loss: 2998.1001 - val_mae: 42.9282
Epoch 1767/2000
231/231 [==============================] - 0s 37us/step - loss: 2406.3582 - mae: 39.5389 - val_loss: 2996.2466 - val_mae: 42.9572
Epoch 1768/2000
231/231 [==============================] - 0s 35us/step - loss: 2400.8466 - mae: 39.5103 - val_loss: 2997.5190 - val_mae: 42.9404
Epoch 1769/2000
231/231 [==============================] - 0s 39us/step - loss: 2434.2579 - mae: 39.7273 - val_loss: 3002.3777 - val_mae: 42.9748
Epoch 1770/2000
231/231 [==============================] - 0s 31us/step - loss: 2411.0567 - mae: 39.6673 - val_loss: 3002.6826 - val_mae: 42.9981
Epoch 1771/2000
231/231 [==============================] - 0s 33us/step - loss: 2403.6726 - mae: 39.4842 - val_loss: 3009.1741 - val_mae: 43.0438
Epoch 1772/2000
231/231 [==============================] - 0s 37us/step - loss: 2401.7144 - mae: 39.5232 - val_loss: 3004.8696 - val_mae: 43.0339
Epoch 1773/2000
231/231 [==============================] - 0s 33us/step - loss: 2410.4000 - mae: 39.5617 - val_loss: 3014.7979 - val_mae: 43.0875
Epoch 1774/2000
231/231 [==============================] - 0s 33us/step - loss: 2464.0188 - mae: 39.8632 - val_loss: 3011.6680 - val_mae: 43.0952
Epoch 1775/2000
231/231 [==============================] - 0s 30us/step - loss: 2434.8531 - mae: 39.7789 - val_loss: 3012.4612 - val_mae: 43.0813
Epoch 1776/2000
231/231 [==============================] - 0s 28us/step - loss: 2416.9554 - mae: 39.5803 - val_loss: 3008.8979 - val_mae: 43.0550
Epoch 1777/2000
231/231 [==============================] - 0s 32us/step - loss: 2400.0529 - mae: 39.4980 - val_loss: 3005.5823 - val_mae: 43.0336
Epoch 1778/2000
231/231 [==============================] - 0s 37us/step - loss: 2421.3777 - mae: 39.6505 - val_loss: 3006.9268 - val_mae: 43.0463
Epoch 1779/2000
231/231 [==============================] - 0s 39us/step - loss: 2416.9951 - mae: 39.7120 - val_loss: 3002.8015 - val_mae: 42.9983
Epoch 1780/2000
231/231 [==============================] - 0s 35us/step - loss: 2435.5178 - mae: 39.7685 - val_loss: 3006.5554 - val_mae: 43.0035
Epoch 1781/2000
231/231 [==============================] - 0s 36us/step - loss: 2400.0468 - mae: 39.4824 - val_loss: 3004.9924 - val_mae: 43.0363
Epoch 1782/2000
231/231 [==============================] - 0s 31us/step - loss: 2398.8162 - mae: 39.4809 - val_loss: 3007.0684 - val_mae: 43.0314
Epoch 1783/2000
231/231 [==============================] - 0s 31us/step - loss: 2394.3759 - mae: 39.4419 - val_loss: 3005.1406 - val_mae: 43.0152
Epoch 1784/2000
231/231 [==============================] - 0s 29us/step - loss: 2401.5551 - mae: 39.5172 - val_loss: 3009.1396 - val_mae: 43.0676
Epoch 1785/2000
231/231 [==============================] - 0s 31us/step - loss: 2393.4132 - mae: 39.4075 - val_loss: 3006.7349 - val_mae: 43.0491
Epoch 1786/2000
231/231 [==============================] - 0s 32us/step - loss: 2395.2850 - mae: 39.4158 - val_loss: 3010.2280 - val_mae: 43.0456
Epoch 1787/2000
231/231 [==============================] - 0s 34us/step - loss: 2394.5199 - mae: 39.4291 - val_loss: 3004.6416 - val_mae: 43.0077
Epoch 1788/2000
231/231 [==============================] - 0s 30us/step - loss: 2395.8119 - mae: 39.4456 - val_loss: 3009.9580 - val_mae: 43.0579
Epoch 1789/2000
231/231 [==============================] - 0s 39us/step - loss: 2398.7895 - mae: 39.4520 - val_loss: 3015.2405 - val_mae: 43.1245
Epoch 1790/2000
231/231 [==============================] - 0s 35us/step - loss: 2397.2968 - mae: 39.4528 - val_loss: 3015.7156 - val_mae: 43.1259
Epoch 1791/2000
231/231 [==============================] - 0s 32us/step - loss: 2402.8990 - mae: 39.5836 - val_loss: 3010.4321 - val_mae: 43.0996
Epoch 1792/2000
231/231 [==============================] - 0s 37us/step - loss: 2422.5551 - mae: 39.6335 - val_loss: 3016.4976 - val_mae: 43.1190
Epoch 1793/2000
231/231 [==============================] - 0s 31us/step - loss: 2413.6814 - mae: 39.6903 - val_loss: 3008.2964 - val_mae: 43.0507
Epoch 1794/2000
231/231 [==============================] - 0s 35us/step - loss: 2392.1323 - mae: 39.4051 - val_loss: 3006.2268 - val_mae: 43.0133
Epoch 1795/2000
231/231 [==============================] - 0s 34us/step - loss: 2393.0803 - mae: 39.4830 - val_loss: 3009.3037 - val_mae: 43.0549
Epoch 1796/2000
231/231 [==============================] - 0s 34us/step - loss: 2390.0900 - mae: 39.3791 - val_loss: 3009.0996 - val_mae: 43.0881
Epoch 1797/2000
231/231 [==============================] - 0s 35us/step - loss: 2388.6490 - mae: 39.3912 - val_loss: 3009.0784 - val_mae: 43.0670
Epoch 1798/2000
231/231 [==============================] - 0s 36us/step - loss: 2397.0460 - mae: 39.4932 - val_loss: 3012.0549 - val_mae: 43.0859
Epoch 1799/2000
231/231 [==============================] - 0s 55us/step - loss: 2395.5616 - mae: 39.4605 - val_loss: 3012.0833 - val_mae: 43.1019
Epoch 1800/2000
231/231 [==============================] - 0s 38us/step - loss: 2395.9193 - mae: 39.4818 - val_loss: 3011.6711 - val_mae: 43.0758
Epoch 1801/2000
231/231 [==============================] - 0s 30us/step - loss: 2391.5742 - mae: 39.4045 - val_loss: 3018.6567 - val_mae: 43.0663
Epoch 1802/2000
231/231 [==============================] - 0s 33us/step - loss: 2393.9305 - mae: 39.4089 - val_loss: 3008.9468 - val_mae: 43.0608
Epoch 1803/2000
231/231 [==============================] - 0s 34us/step - loss: 2424.1611 - mae: 39.6577 - val_loss: 3016.2749 - val_mae: 43.1056
Epoch 1804/2000
231/231 [==============================] - 0s 37us/step - loss: 2404.7695 - mae: 39.5476 - val_loss: 3011.8914 - val_mae: 43.0705
Epoch 1805/2000
231/231 [==============================] - 0s 35us/step - loss: 2388.0067 - mae: 39.3909 - val_loss: 3008.3640 - val_mae: 43.0568
Epoch 1806/2000
231/231 [==============================] - 0s 34us/step - loss: 2395.7488 - mae: 39.4175 - val_loss: 3019.5312 - val_mae: 43.0900
Epoch 1807/2000
231/231 [==============================] - 0s 31us/step - loss: 2390.3242 - mae: 39.4317 - val_loss: 3006.3013 - val_mae: 43.0421
Epoch 1808/2000
231/231 [==============================] - 0s 31us/step - loss: 2397.7051 - mae: 39.4625 - val_loss: 3022.3318 - val_mae: 43.1364
Epoch 1809/2000
231/231 [==============================] - 0s 33us/step - loss: 2397.6458 - mae: 39.3887 - val_loss: 3013.2925 - val_mae: 43.0925
Epoch 1810/2000
231/231 [==============================] - 0s 30us/step - loss: 2389.1597 - mae: 39.3710 - val_loss: 3009.0430 - val_mae: 43.0239
Epoch 1811/2000
231/231 [==============================] - 0s 34us/step - loss: 2393.0089 - mae: 39.4492 - val_loss: 3014.2107 - val_mae: 43.0577
Epoch 1812/2000
231/231 [==============================] - 0s 34us/step - loss: 2387.2464 - mae: 39.3158 - val_loss: 3005.2102 - val_mae: 42.9994
Epoch 1813/2000
231/231 [==============================] - 0s 32us/step - loss: 2411.3825 - mae: 39.5213 - val_loss: 3011.9797 - val_mae: 43.0565
Epoch 1814/2000
231/231 [==============================] - 0s 40us/step - loss: 2392.8304 - mae: 39.4280 - val_loss: 3012.2900 - val_mae: 43.0884
Epoch 1815/2000
231/231 [==============================] - 0s 39us/step - loss: 2436.3110 - mae: 39.6223 - val_loss: 3020.2141 - val_mae: 43.0916
Epoch 1816/2000
231/231 [==============================] - 0s 30us/step - loss: 2387.1780 - mae: 39.3415 - val_loss: 3009.9734 - val_mae: 43.0761
Epoch 1817/2000
231/231 [==============================] - 0s 30us/step - loss: 2397.7697 - mae: 39.5103 - val_loss: 3013.8140 - val_mae: 43.0941
Epoch 1818/2000
231/231 [==============================] - 0s 35us/step - loss: 2396.7150 - mae: 39.3866 - val_loss: 3011.7573 - val_mae: 43.0880
Epoch 1819/2000
231/231 [==============================] - 0s 38us/step - loss: 2380.9923 - mae: 39.2720 - val_loss: 3007.8521 - val_mae: 43.0521
Epoch 1820/2000
231/231 [==============================] - 0s 38us/step - loss: 2385.3826 - mae: 39.2957 - val_loss: 3016.6443 - val_mae: 43.1117
Epoch 1821/2000
231/231 [==============================] - 0s 33us/step - loss: 2382.6737 - mae: 39.2777 - val_loss: 3008.1729 - val_mae: 43.0582
Epoch 1822/2000
231/231 [==============================] - 0s 32us/step - loss: 2382.3693 - mae: 39.2855 - val_loss: 3015.0327 - val_mae: 43.0944
Epoch 1823/2000
231/231 [==============================] - 0s 35us/step - loss: 2394.4267 - mae: 39.3937 - val_loss: 3015.8057 - val_mae: 43.0634
Epoch 1824/2000
231/231 [==============================] - 0s 39us/step - loss: 2381.7613 - mae: 39.2635 - val_loss: 3008.5601 - val_mae: 43.0409
Epoch 1825/2000
231/231 [==============================] - 0s 30us/step - loss: 2383.2862 - mae: 39.3448 - val_loss: 3014.7993 - val_mae: 43.1156
Epoch 1826/2000
231/231 [==============================] - 0s 33us/step - loss: 2412.5967 - mae: 39.4755 - val_loss: 3017.1252 - val_mae: 43.1160
Epoch 1827/2000
231/231 [==============================] - 0s 32us/step - loss: 2406.3089 - mae: 39.4156 - val_loss: 3021.7197 - val_mae: 43.1615
Epoch 1828/2000
231/231 [==============================] - 0s 39us/step - loss: 2382.0135 - mae: 39.2183 - val_loss: 3021.8132 - val_mae: 43.1821
Epoch 1829/2000
231/231 [==============================] - 0s 31us/step - loss: 2374.3562 - mae: 39.2253 - val_loss: 3022.1162 - val_mae: 43.1763
Epoch 1830/2000
231/231 [==============================] - 0s 33us/step - loss: 2376.2510 - mae: 39.2171 - val_loss: 3018.2109 - val_mae: 43.1601
Epoch 1831/2000
231/231 [==============================] - 0s 31us/step - loss: 2375.8499 - mae: 39.2249 - val_loss: 3022.7578 - val_mae: 43.2065
Epoch 1832/2000
231/231 [==============================] - 0s 32us/step - loss: 2394.6450 - mae: 39.3834 - val_loss: 3036.8650 - val_mae: 43.2651
Epoch 1833/2000
231/231 [==============================] - 0s 36us/step - loss: 2390.6146 - mae: 39.3844 - val_loss: 3029.7043 - val_mae: 43.2264
Epoch 1834/2000
231/231 [==============================] - 0s 36us/step - loss: 2389.9480 - mae: 39.2863 - val_loss: 3026.1812 - val_mae: 43.2036
Epoch 1835/2000
231/231 [==============================] - 0s 31us/step - loss: 2374.6962 - mae: 39.2283 - val_loss: 3023.3833 - val_mae: 43.1863
Epoch 1836/2000
231/231 [==============================] - 0s 30us/step - loss: 2388.7839 - mae: 39.3242 - val_loss: 3030.4277 - val_mae: 43.2221
Epoch 1837/2000
231/231 [==============================] - 0s 35us/step - loss: 2376.0430 - mae: 39.2859 - val_loss: 3019.1104 - val_mae: 43.1573
Epoch 1838/2000
231/231 [==============================] - 0s 29us/step - loss: 2381.7893 - mae: 39.2752 - val_loss: 3018.6538 - val_mae: 43.1386
Epoch 1839/2000
231/231 [==============================] - 0s 34us/step - loss: 2375.9023 - mae: 39.2247 - val_loss: 3025.5913 - val_mae: 43.1695
Epoch 1840/2000
231/231 [==============================] - 0s 30us/step - loss: 2382.2026 - mae: 39.2486 - val_loss: 3027.6045 - val_mae: 43.1750
Epoch 1841/2000
231/231 [==============================] - 0s 34us/step - loss: 2399.5350 - mae: 39.1619 - val_loss: 3033.8232 - val_mae: 43.2086
Epoch 1842/2000
231/231 [==============================] - 0s 35us/step - loss: 2381.3188 - mae: 39.2515 - val_loss: 3024.4211 - val_mae: 43.1935
Epoch 1843/2000
231/231 [==============================] - 0s 42us/step - loss: 2386.3332 - mae: 39.2684 - val_loss: 3032.1440 - val_mae: 43.1929
Epoch 1844/2000
231/231 [==============================] - 0s 40us/step - loss: 2392.5749 - mae: 39.3852 - val_loss: 3031.9319 - val_mae: 43.1989
Epoch 1845/2000
231/231 [==============================] - 0s 38us/step - loss: 2389.1780 - mae: 39.3815 - val_loss: 3029.5544 - val_mae: 43.1728
Epoch 1846/2000
231/231 [==============================] - 0s 29us/step - loss: 2371.3917 - mae: 39.1737 - val_loss: 3021.2961 - val_mae: 43.1367
Epoch 1847/2000
231/231 [==============================] - 0s 34us/step - loss: 2374.9057 - mae: 39.1934 - val_loss: 3018.1504 - val_mae: 43.1043
Epoch 1848/2000
231/231 [==============================] - 0s 30us/step - loss: 2395.6021 - mae: 39.5157 - val_loss: 3022.7102 - val_mae: 43.1338
Epoch 1849/2000
231/231 [==============================] - 0s 36us/step - loss: 2371.9450 - mae: 39.1746 - val_loss: 3021.4871 - val_mae: 43.1527
Epoch 1850/2000
231/231 [==============================] - 0s 33us/step - loss: 2383.1652 - mae: 39.2244 - val_loss: 3023.3330 - val_mae: 43.1459
Epoch 1851/2000
231/231 [==============================] - 0s 40us/step - loss: 2373.5884 - mae: 39.1819 - val_loss: 3025.1245 - val_mae: 43.1485
Epoch 1852/2000
231/231 [==============================] - 0s 34us/step - loss: 2374.0696 - mae: 39.1975 - val_loss: 3025.7356 - val_mae: 43.2006
Epoch 1853/2000
231/231 [==============================] - 0s 29us/step - loss: 2369.9267 - mae: 39.1292 - val_loss: 3030.1577 - val_mae: 43.2098
Epoch 1854/2000
231/231 [==============================] - 0s 32us/step - loss: 2382.3316 - mae: 39.1844 - val_loss: 3028.8184 - val_mae: 43.1676
Epoch 1855/2000
231/231 [==============================] - 0s 32us/step - loss: 2368.4065 - mae: 39.1129 - val_loss: 3019.8184 - val_mae: 43.1383
Epoch 1856/2000
231/231 [==============================] - 0s 36us/step - loss: 2384.0939 - mae: 39.3047 - val_loss: 3019.7373 - val_mae: 43.1116
Epoch 1857/2000
231/231 [==============================] - 0s 33us/step - loss: 2371.1277 - mae: 39.1774 - val_loss: 3016.6023 - val_mae: 43.1095
Epoch 1858/2000
231/231 [==============================] - 0s 33us/step - loss: 2379.0650 - mae: 39.2309 - val_loss: 3023.6836 - val_mae: 43.1516
Epoch 1859/2000
231/231 [==============================] - 0s 32us/step - loss: 2365.7529 - mae: 39.1343 - val_loss: 3030.2622 - val_mae: 43.2256
Epoch 1860/2000
231/231 [==============================] - 0s 35us/step - loss: 2365.3975 - mae: 39.0821 - val_loss: 3031.9719 - val_mae: 43.2499
Epoch 1861/2000
231/231 [==============================] - 0s 30us/step - loss: 2377.1092 - mae: 39.2154 - val_loss: 3038.9575 - val_mae: 43.2473
Epoch 1862/2000
231/231 [==============================] - 0s 40us/step - loss: 2391.4416 - mae: 39.2478 - val_loss: 3039.6777 - val_mae: 43.2424
Epoch 1863/2000
231/231 [==============================] - 0s 34us/step - loss: 2366.1995 - mae: 39.1050 - val_loss: 3026.5107 - val_mae: 43.1852
Epoch 1864/2000
231/231 [==============================] - 0s 30us/step - loss: 2370.4582 - mae: 39.1097 - val_loss: 3039.3774 - val_mae: 43.2741
Epoch 1865/2000
231/231 [==============================] - 0s 30us/step - loss: 2373.5190 - mae: 39.1096 - val_loss: 3029.6177 - val_mae: 43.2021
Epoch 1866/2000
231/231 [==============================] - 0s 33us/step - loss: 2370.0790 - mae: 39.1034 - val_loss: 3023.9004 - val_mae: 43.1496
Epoch 1867/2000
231/231 [==============================] - 0s 31us/step - loss: 2363.5993 - mae: 39.0767 - val_loss: 3026.2864 - val_mae: 43.1643
Epoch 1868/2000
231/231 [==============================] - 0s 33us/step - loss: 2361.4486 - mae: 39.0706 - val_loss: 3032.0024 - val_mae: 43.2307
Epoch 1869/2000
231/231 [==============================] - 0s 31us/step - loss: 2368.4023 - mae: 39.0069 - val_loss: 3031.5554 - val_mae: 43.1975
Epoch 1870/2000
231/231 [==============================] - 0s 30us/step - loss: 2365.6043 - mae: 39.1152 - val_loss: 3032.1338 - val_mae: 43.1824
Epoch 1871/2000
231/231 [==============================] - 0s 33us/step - loss: 2360.0960 - mae: 39.0062 - val_loss: 3024.5793 - val_mae: 43.1569
Epoch 1872/2000
231/231 [==============================] - 0s 35us/step - loss: 2379.4511 - mae: 39.1233 - val_loss: 3041.6565 - val_mae: 43.2164
Epoch 1873/2000
231/231 [==============================] - 0s 33us/step - loss: 2362.0655 - mae: 39.1007 - val_loss: 3027.4485 - val_mae: 43.1882
Epoch 1874/2000
231/231 [==============================] - 0s 35us/step - loss: 2366.3814 - mae: 39.0014 - val_loss: 3029.1936 - val_mae: 43.1733
Epoch 1875/2000
231/231 [==============================] - 0s 32us/step - loss: 2370.5798 - mae: 39.0839 - val_loss: 3031.2180 - val_mae: 43.2000
Epoch 1876/2000
231/231 [==============================] - 0s 29us/step - loss: 2369.6332 - mae: 39.1435 - val_loss: 3028.8250 - val_mae: 43.1810
Epoch 1877/2000
231/231 [==============================] - 0s 30us/step - loss: 2366.2573 - mae: 39.1011 - val_loss: 3034.4199 - val_mae: 43.2504
Epoch 1878/2000
231/231 [==============================] - 0s 30us/step - loss: 2355.7154 - mae: 39.0181 - val_loss: 3040.1221 - val_mae: 43.3176
Epoch 1879/2000
231/231 [==============================] - 0s 30us/step - loss: 2357.5583 - mae: 38.9906 - val_loss: 3033.6548 - val_mae: 43.2522
Epoch 1880/2000
231/231 [==============================] - 0s 35us/step - loss: 2359.4636 - mae: 39.0164 - val_loss: 3036.8154 - val_mae: 43.2988
Epoch 1881/2000
231/231 [==============================] - 0s 38us/step - loss: 2355.4684 - mae: 39.0028 - val_loss: 3046.0212 - val_mae: 43.3910
Epoch 1882/2000
231/231 [==============================] - 0s 36us/step - loss: 2358.3850 - mae: 38.9550 - val_loss: 3044.9753 - val_mae: 43.3414
Epoch 1883/2000
231/231 [==============================] - 0s 44us/step - loss: 2378.8554 - mae: 39.1931 - val_loss: 3046.1689 - val_mae: 43.3174
Epoch 1884/2000
231/231 [==============================] - 0s 31us/step - loss: 2378.3921 - mae: 39.1759 - val_loss: 3050.5408 - val_mae: 43.3257
Epoch 1885/2000
231/231 [==============================] - 0s 40us/step - loss: 2358.8694 - mae: 38.9788 - val_loss: 3036.2224 - val_mae: 43.2582
Epoch 1886/2000
231/231 [==============================] - 0s 28us/step - loss: 2350.4529 - mae: 38.9417 - val_loss: 3037.2080 - val_mae: 43.2714
Epoch 1887/2000
231/231 [==============================] - 0s 31us/step - loss: 2365.7283 - mae: 38.9963 - val_loss: 3045.8650 - val_mae: 43.2910
Epoch 1888/2000
231/231 [==============================] - 0s 38us/step - loss: 2353.6692 - mae: 38.9190 - val_loss: 3037.9893 - val_mae: 43.2594
Epoch 1889/2000
231/231 [==============================] - 0s 30us/step - loss: 2368.0580 - mae: 39.0261 - val_loss: 3043.8708 - val_mae: 43.3016
Epoch 1890/2000
231/231 [==============================] - 0s 32us/step - loss: 2370.0732 - mae: 39.0541 - val_loss: 3039.6812 - val_mae: 43.2628
Epoch 1891/2000
231/231 [==============================] - 0s 38us/step - loss: 2359.0661 - mae: 38.9851 - val_loss: 3033.5762 - val_mae: 43.2201
Epoch 1892/2000
231/231 [==============================] - 0s 35us/step - loss: 2379.4019 - mae: 39.2784 - val_loss: 3047.6997 - val_mae: 43.2770
Epoch 1893/2000
231/231 [==============================] - 0s 36us/step - loss: 2352.9432 - mae: 38.9472 - val_loss: 3032.3818 - val_mae: 43.2142
Epoch 1894/2000
231/231 [==============================] - 0s 36us/step - loss: 2386.0518 - mae: 39.1981 - val_loss: 3038.9692 - val_mae: 43.2457
Epoch 1895/2000
231/231 [==============================] - 0s 32us/step - loss: 2352.9927 - mae: 38.9513 - val_loss: 3041.2866 - val_mae: 43.3294
Epoch 1896/2000
231/231 [==============================] - 0s 36us/step - loss: 2349.3682 - mae: 38.9113 - val_loss: 3042.6204 - val_mae: 43.3242
Epoch 1897/2000
231/231 [==============================] - 0s 33us/step - loss: 2353.4310 - mae: 39.0374 - val_loss: 3044.2329 - val_mae: 43.3289
Epoch 1898/2000
231/231 [==============================] - 0s 31us/step - loss: 2346.5553 - mae: 38.8938 - val_loss: 3045.4592 - val_mae: 43.3623
Epoch 1899/2000
231/231 [==============================] - 0s 32us/step - loss: 2347.2404 - mae: 38.8973 - val_loss: 3041.6887 - val_mae: 43.3162
Epoch 1900/2000
231/231 [==============================] - 0s 31us/step - loss: 2355.4181 - mae: 38.9512 - val_loss: 3051.4504 - val_mae: 43.3706
Epoch 1901/2000
231/231 [==============================] - 0s 32us/step - loss: 2348.8794 - mae: 38.8553 - val_loss: 3040.7742 - val_mae: 43.3030
Epoch 1902/2000
231/231 [==============================] - 0s 38us/step - loss: 2354.9004 - mae: 38.9379 - val_loss: 3057.3447 - val_mae: 43.4400
Epoch 1903/2000
231/231 [==============================] - 0s 31us/step - loss: 2388.3386 - mae: 39.3540 - val_loss: 3061.5444 - val_mae: 43.4522
Epoch 1904/2000
231/231 [==============================] - 0s 38us/step - loss: 2352.7271 - mae: 38.8860 - val_loss: 3046.8711 - val_mae: 43.3742
Epoch 1905/2000
231/231 [==============================] - 0s 37us/step - loss: 2364.1013 - mae: 39.0981 - val_loss: 3048.3352 - val_mae: 43.3615
Epoch 1906/2000
231/231 [==============================] - 0s 37us/step - loss: 2346.9763 - mae: 38.9082 - val_loss: 3043.5886 - val_mae: 43.3225
Epoch 1907/2000
231/231 [==============================] - 0s 36us/step - loss: 2351.9196 - mae: 38.8653 - val_loss: 3046.3352 - val_mae: 43.3397
Epoch 1908/2000
231/231 [==============================] - 0s 30us/step - loss: 2345.6155 - mae: 38.8953 - val_loss: 3048.8481 - val_mae: 43.3910
Epoch 1909/2000
231/231 [==============================] - 0s 35us/step - loss: 2349.0169 - mae: 38.8885 - val_loss: 3057.8606 - val_mae: 43.4707
Epoch 1910/2000
231/231 [==============================] - 0s 34us/step - loss: 2349.9793 - mae: 38.8658 - val_loss: 3053.4282 - val_mae: 43.4246
Epoch 1911/2000
231/231 [==============================] - 0s 32us/step - loss: 2342.7959 - mae: 38.8456 - val_loss: 3047.8022 - val_mae: 43.3955
Epoch 1912/2000
231/231 [==============================] - 0s 36us/step - loss: 2353.5893 - mae: 38.9243 - val_loss: 3057.9929 - val_mae: 43.4209
Epoch 1913/2000
231/231 [==============================] - 0s 32us/step - loss: 2347.4338 - mae: 38.8432 - val_loss: 3052.7566 - val_mae: 43.3837
Epoch 1914/2000
231/231 [==============================] - 0s 35us/step - loss: 2343.5083 - mae: 38.9020 - val_loss: 3044.3464 - val_mae: 43.3404
Epoch 1915/2000
231/231 [==============================] - 0s 36us/step - loss: 2459.6513 - mae: 39.7175 - val_loss: 3046.6875 - val_mae: 43.3197
Epoch 1916/2000
231/231 [==============================] - 0s 43us/step - loss: 2347.3838 - mae: 38.8878 - val_loss: 3042.2014 - val_mae: 43.2919
Epoch 1917/2000
231/231 [==============================] - 0s 35us/step - loss: 2340.0165 - mae: 38.8028 - val_loss: 3043.2363 - val_mae: 43.3313
Epoch 1918/2000
231/231 [==============================] - 0s 34us/step - loss: 2347.2414 - mae: 38.8557 - val_loss: 3053.5557 - val_mae: 43.4317
Epoch 1919/2000
231/231 [==============================] - 0s 31us/step - loss: 2340.3848 - mae: 38.8089 - val_loss: 3054.4395 - val_mae: 43.4623
Epoch 1920/2000
231/231 [==============================] - 0s 30us/step - loss: 2339.1082 - mae: 38.8280 - val_loss: 3059.4973 - val_mae: 43.5126
Epoch 1921/2000
231/231 [==============================] - 0s 36us/step - loss: 2339.4596 - mae: 38.7891 - val_loss: 3061.2395 - val_mae: 43.5249
Epoch 1922/2000
231/231 [==============================] - 0s 31us/step - loss: 2347.0692 - mae: 38.8442 - val_loss: 3064.8547 - val_mae: 43.5142
Epoch 1923/2000
231/231 [==============================] - 0s 31us/step - loss: 2357.8254 - mae: 38.9474 - val_loss: 3060.8000 - val_mae: 43.4659
Epoch 1924/2000
231/231 [==============================] - 0s 36us/step - loss: 2366.0180 - mae: 38.9394 - val_loss: 3062.8958 - val_mae: 43.4743
Epoch 1925/2000
231/231 [==============================] - 0s 36us/step - loss: 2348.1513 - mae: 38.9216 - val_loss: 3063.9404 - val_mae: 43.5228
Epoch 1926/2000
231/231 [==============================] - 0s 31us/step - loss: 2341.3289 - mae: 38.8033 - val_loss: 3053.8015 - val_mae: 43.4070
Epoch 1927/2000
231/231 [==============================] - 0s 36us/step - loss: 2336.9901 - mae: 38.7716 - val_loss: 3058.1897 - val_mae: 43.4590
Epoch 1928/2000
231/231 [==============================] - 0s 35us/step - loss: 2335.5817 - mae: 38.7278 - val_loss: 3060.0439 - val_mae: 43.4913
Epoch 1929/2000
231/231 [==============================] - 0s 30us/step - loss: 2332.4854 - mae: 38.7311 - val_loss: 3057.3875 - val_mae: 43.4428
Epoch 1930/2000
231/231 [==============================] - 0s 33us/step - loss: 2337.9190 - mae: 38.7888 - val_loss: 3061.8345 - val_mae: 43.4532
Epoch 1931/2000
231/231 [==============================] - 0s 37us/step - loss: 2345.8171 - mae: 38.8152 - val_loss: 3061.6785 - val_mae: 43.4324
Epoch 1932/2000
231/231 [==============================] - 0s 32us/step - loss: 2365.9952 - mae: 39.0053 - val_loss: 3065.8596 - val_mae: 43.4604
Epoch 1933/2000
231/231 [==============================] - 0s 36us/step - loss: 2335.5049 - mae: 38.7446 - val_loss: 3058.1685 - val_mae: 43.4616
Epoch 1934/2000
231/231 [==============================] - 0s 36us/step - loss: 2349.8929 - mae: 38.7916 - val_loss: 3065.3743 - val_mae: 43.4997
Epoch 1935/2000
231/231 [==============================] - 0s 31us/step - loss: 2336.9514 - mae: 38.7568 - val_loss: 3058.3159 - val_mae: 43.4609
Epoch 1936/2000
231/231 [==============================] - 0s 32us/step - loss: 2335.3885 - mae: 38.7182 - val_loss: 3056.3142 - val_mae: 43.4205
Epoch 1937/2000
231/231 [==============================] - 0s 37us/step - loss: 2330.7166 - mae: 38.7173 - val_loss: 3063.2048 - val_mae: 43.5017
Epoch 1938/2000
231/231 [==============================] - 0s 33us/step - loss: 2340.7205 - mae: 38.9651 - val_loss: 3068.3882 - val_mae: 43.5231
Epoch 1939/2000
231/231 [==============================] - 0s 38us/step - loss: 2367.7722 - mae: 38.7920 - val_loss: 3073.2161 - val_mae: 43.5053
Epoch 1940/2000
231/231 [==============================] - 0s 33us/step - loss: 2334.9140 - mae: 38.6955 - val_loss: 3057.4565 - val_mae: 43.4358
Epoch 1941/2000
231/231 [==============================] - 0s 36us/step - loss: 2342.3190 - mae: 38.8543 - val_loss: 3067.1978 - val_mae: 43.5003
Epoch 1942/2000
231/231 [==============================] - 0s 41us/step - loss: 2331.0717 - mae: 38.6622 - val_loss: 3054.9941 - val_mae: 43.3944
Epoch 1943/2000
231/231 [==============================] - 0s 37us/step - loss: 2328.2170 - mae: 38.6927 - val_loss: 3056.0618 - val_mae: 43.4003
Epoch 1944/2000
231/231 [==============================] - 0s 33us/step - loss: 2346.0904 - mae: 38.8089 - val_loss: 3066.0645 - val_mae: 43.4284
Epoch 1945/2000
231/231 [==============================] - 0s 35us/step - loss: 2332.8946 - mae: 38.6950 - val_loss: 3060.6340 - val_mae: 43.4403
Epoch 1946/2000
231/231 [==============================] - 0s 33us/step - loss: 2338.2508 - mae: 38.7954 - val_loss: 3062.0549 - val_mae: 43.4195
Epoch 1947/2000
231/231 [==============================] - 0s 32us/step - loss: 2327.3484 - mae: 38.6440 - val_loss: 3059.0081 - val_mae: 43.4164
Epoch 1948/2000
231/231 [==============================] - 0s 36us/step - loss: 2360.5652 - mae: 38.9689 - val_loss: 3074.5981 - val_mae: 43.4883
Epoch 1949/2000
231/231 [==============================] - 0s 33us/step - loss: 2340.4198 - mae: 38.7363 - val_loss: 3067.4294 - val_mae: 43.5205
Epoch 1950/2000
231/231 [==============================] - 0s 32us/step - loss: 2340.7784 - mae: 38.7810 - val_loss: 3066.0115 - val_mae: 43.4579
Epoch 1951/2000
231/231 [==============================] - 0s 31us/step - loss: 2325.9320 - mae: 38.6601 - val_loss: 3068.1057 - val_mae: 43.5279
Epoch 1952/2000
231/231 [==============================] - 0s 31us/step - loss: 2321.7975 - mae: 38.6055 - val_loss: 3066.6184 - val_mae: 43.5090
Epoch 1953/2000
231/231 [==============================] - 0s 32us/step - loss: 2376.5419 - mae: 39.1659 - val_loss: 3078.0574 - val_mae: 43.5384
Epoch 1954/2000
231/231 [==============================] - 0s 42us/step - loss: 2329.2889 - mae: 38.6062 - val_loss: 3065.8127 - val_mae: 43.4779
Epoch 1955/2000
231/231 [==============================] - 0s 37us/step - loss: 2334.8824 - mae: 38.6218 - val_loss: 3076.5215 - val_mae: 43.5691
Epoch 1956/2000
231/231 [==============================] - 0s 28us/step - loss: 2323.8359 - mae: 38.5664 - val_loss: 3068.3062 - val_mae: 43.5238
Epoch 1957/2000
231/231 [==============================] - 0s 35us/step - loss: 2319.9902 - mae: 38.5680 - val_loss: 3070.6885 - val_mae: 43.5425
Epoch 1958/2000
231/231 [==============================] - 0s 32us/step - loss: 2350.4065 - mae: 38.8054 - val_loss: 3071.9905 - val_mae: 43.4979
Epoch 1959/2000
231/231 [==============================] - 0s 31us/step - loss: 2335.9349 - mae: 38.7018 - val_loss: 3065.3267 - val_mae: 43.4703
Epoch 1960/2000
231/231 [==============================] - 0s 33us/step - loss: 2327.1222 - mae: 38.6196 - val_loss: 3067.3252 - val_mae: 43.5041
Epoch 1961/2000
231/231 [==============================] - 0s 39us/step - loss: 2328.3257 - mae: 38.5718 - val_loss: 3073.2058 - val_mae: 43.5598
Epoch 1962/2000
231/231 [==============================] - 0s 34us/step - loss: 2331.7272 - mae: 38.7155 - val_loss: 3079.8774 - val_mae: 43.5925
Epoch 1963/2000
231/231 [==============================] - 0s 27us/step - loss: 2323.1324 - mae: 38.5757 - val_loss: 3065.1448 - val_mae: 43.4908
Epoch 1964/2000
231/231 [==============================] - 0s 39us/step - loss: 2316.6870 - mae: 38.5297 - val_loss: 3067.4285 - val_mae: 43.5278
Epoch 1965/2000
231/231 [==============================] - 0s 33us/step - loss: 2318.0758 - mae: 38.5432 - val_loss: 3068.7344 - val_mae: 43.5595
Epoch 1966/2000
231/231 [==============================] - 0s 39us/step - loss: 2324.9869 - mae: 38.5503 - val_loss: 3067.7622 - val_mae: 43.4908
Epoch 1967/2000
231/231 [==============================] - 0s 36us/step - loss: 2318.8767 - mae: 38.6054 - val_loss: 3067.5935 - val_mae: 43.5168
Epoch 1968/2000
231/231 [==============================] - 0s 30us/step - loss: 2318.8142 - mae: 38.4914 - val_loss: 3070.8130 - val_mae: 43.5761
Epoch 1969/2000
231/231 [==============================] - 0s 33us/step - loss: 2321.3509 - mae: 38.4771 - val_loss: 3073.0957 - val_mae: 43.5437
Epoch 1970/2000
231/231 [==============================] - 0s 29us/step - loss: 2324.2382 - mae: 38.6049 - val_loss: 3085.5459 - val_mae: 43.5860
Epoch 1971/2000
231/231 [==============================] - 0s 41us/step - loss: 2318.9467 - mae: 38.4517 - val_loss: 3066.5132 - val_mae: 43.4921
Epoch 1972/2000
231/231 [==============================] - 0s 34us/step - loss: 2373.6861 - mae: 38.8889 - val_loss: 3075.1196 - val_mae: 43.5474
Epoch 1973/2000
231/231 [==============================] - 0s 35us/step - loss: 2354.6961 - mae: 38.8202 - val_loss: 3073.8540 - val_mae: 43.5575
Epoch 1974/2000
231/231 [==============================] - 0s 38us/step - loss: 2322.5070 - mae: 38.5020 - val_loss: 3067.1626 - val_mae: 43.5428
Epoch 1975/2000
231/231 [==============================] - 0s 34us/step - loss: 2314.0560 - mae: 38.4862 - val_loss: 3064.6172 - val_mae: 43.5195
Epoch 1976/2000
231/231 [==============================] - 0s 33us/step - loss: 2311.3548 - mae: 38.4463 - val_loss: 3067.6177 - val_mae: 43.5381
Epoch 1977/2000
231/231 [==============================] - 0s 32us/step - loss: 2317.5722 - mae: 38.5158 - val_loss: 3069.1809 - val_mae: 43.5295
Epoch 1978/2000
231/231 [==============================] - 0s 31us/step - loss: 2336.1896 - mae: 38.6424 - val_loss: 3075.2590 - val_mae: 43.5611
Epoch 1979/2000
231/231 [==============================] - 0s 30us/step - loss: 2367.9674 - mae: 38.7824 - val_loss: 3077.8149 - val_mae: 43.5535
Epoch 1980/2000
231/231 [==============================] - 0s 29us/step - loss: 2322.6905 - mae: 38.4523 - val_loss: 3071.2175 - val_mae: 43.5529
Epoch 1981/2000
231/231 [==============================] - 0s 33us/step - loss: 2315.9761 - mae: 38.5185 - val_loss: 3069.8425 - val_mae: 43.5335
Epoch 1982/2000
231/231 [==============================] - 0s 34us/step - loss: 2311.1648 - mae: 38.4636 - val_loss: 3067.0869 - val_mae: 43.5226
Epoch 1983/2000
231/231 [==============================] - 0s 36us/step - loss: 2328.5868 - mae: 38.5387 - val_loss: 3075.3008 - val_mae: 43.5358
Epoch 1984/2000
231/231 [==============================] - 0s 29us/step - loss: 2344.9961 - mae: 38.7512 - val_loss: 3080.2158 - val_mae: 43.5781
Epoch 1985/2000
231/231 [==============================] - 0s 31us/step - loss: 2316.5680 - mae: 38.4284 - val_loss: 3067.9148 - val_mae: 43.5364
Epoch 1986/2000
231/231 [==============================] - 0s 38us/step - loss: 2306.2911 - mae: 38.3785 - val_loss: 3065.0930 - val_mae: 43.4960
Epoch 1987/2000
231/231 [==============================] - 0s 41us/step - loss: 2349.0894 - mae: 38.7511 - val_loss: 3071.1904 - val_mae: 43.4973
Epoch 1988/2000
231/231 [==============================] - 0s 34us/step - loss: 2313.5932 - mae: 38.4632 - val_loss: 3065.8867 - val_mae: 43.4839
Epoch 1989/2000
231/231 [==============================] - 0s 31us/step - loss: 2306.5435 - mae: 38.4022 - val_loss: 3067.3113 - val_mae: 43.5217
Epoch 1990/2000
231/231 [==============================] - 0s 39us/step - loss: 2308.8821 - mae: 38.3690 - val_loss: 3067.2996 - val_mae: 43.4857
Epoch 1991/2000
231/231 [==============================] - 0s 31us/step - loss: 2308.2144 - mae: 38.4135 - val_loss: 3071.8142 - val_mae: 43.5364
Epoch 1992/2000
231/231 [==============================] - 0s 30us/step - loss: 2309.3409 - mae: 38.3899 - val_loss: 3074.8088 - val_mae: 43.5702
Epoch 1993/2000
231/231 [==============================] - 0s 40us/step - loss: 2317.7458 - mae: 38.5463 - val_loss: 3080.9231 - val_mae: 43.5812
Epoch 1994/2000
231/231 [==============================] - 0s 32us/step - loss: 2321.2615 - mae: 38.4527 - val_loss: 3066.4783 - val_mae: 43.4456
Epoch 1995/2000
231/231 [==============================] - 0s 42us/step - loss: 2352.5873 - mae: 38.8895 - val_loss: 3074.4973 - val_mae: 43.5101
Epoch 1996/2000
231/231 [==============================] - 0s 31us/step - loss: 2324.7143 - mae: 38.5474 - val_loss: 3067.2554 - val_mae: 43.4522
Epoch 1997/2000
231/231 [==============================] - 0s 32us/step - loss: 2306.1489 - mae: 38.3892 - val_loss: 3065.7742 - val_mae: 43.4718
Epoch 1998/2000
231/231 [==============================] - 0s 38us/step - loss: 2312.3502 - mae: 38.4025 - val_loss: 3075.7107 - val_mae: 43.5466
Epoch 1999/2000
231/231 [==============================] - 0s 37us/step - loss: 2310.1666 - mae: 38.3868 - val_loss: 3067.3076 - val_mae: 43.5043
Epoch 2000/2000
231/231 [==============================] - 0s 31us/step - loss: 2304.8226 - mae: 38.3383 - val_loss: 3070.6008 - val_mae: 43.5164
133/133 [==============================] - 0s 31us/step

Optimizers:  <keras.optimizers.RMSprop object at 0x10a8eb250>
Epoch Sizes:  2000
Neurons or Units:  256
['loss', 'mae']
[3299.920636858259, 45.340763092041016]

Model: "sequential_10"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_28 (Dense)             (None, 64)                704       
_________________________________________________________________
activation_19 (Activation)   (None, 64)                0         
_________________________________________________________________
dense_29 (Dense)             (None, 64)                4160      
_________________________________________________________________
activation_20 (Activation)   (None, 64)                0         
_________________________________________________________________
dense_30 (Dense)             (None, 1)                 65        
=================================================================
Total params: 4,929
Trainable params: 4,929
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/500
231/231 [==============================] - 0s 825us/step - loss: 29788.8246 - mae: 154.4483 - val_loss: 29170.7441 - val_mae: 152.7709
Epoch 2/500
231/231 [==============================] - 0s 20us/step - loss: 29783.2642 - mae: 154.4305 - val_loss: 29164.6973 - val_mae: 152.7515
Epoch 3/500
231/231 [==============================] - 0s 26us/step - loss: 29777.0385 - mae: 154.4107 - val_loss: 29158.1367 - val_mae: 152.7304
Epoch 4/500
231/231 [==============================] - 0s 22us/step - loss: 29770.3426 - mae: 154.3892 - val_loss: 29151.2207 - val_mae: 152.7083
Epoch 5/500
231/231 [==============================] - 0s 24us/step - loss: 29763.2232 - mae: 154.3666 - val_loss: 29143.7168 - val_mae: 152.6842
Epoch 6/500
231/231 [==============================] - 0s 22us/step - loss: 29755.3801 - mae: 154.3419 - val_loss: 29135.5312 - val_mae: 152.6579
Epoch 7/500
231/231 [==============================] - 0s 24us/step - loss: 29747.0231 - mae: 154.3148 - val_loss: 29126.5293 - val_mae: 152.6291
Epoch 8/500
231/231 [==============================] - 0s 26us/step - loss: 29737.5437 - mae: 154.2853 - val_loss: 29116.6191 - val_mae: 152.5973
Epoch 9/500
231/231 [==============================] - 0s 21us/step - loss: 29727.3344 - mae: 154.2526 - val_loss: 29105.6895 - val_mae: 152.5623
Epoch 10/500
231/231 [==============================] - 0s 22us/step - loss: 29715.7770 - mae: 154.2167 - val_loss: 29093.6973 - val_mae: 152.5239
Epoch 11/500
231/231 [==============================] - 0s 25us/step - loss: 29703.6178 - mae: 154.1775 - val_loss: 29080.4961 - val_mae: 152.4816
Epoch 12/500
231/231 [==============================] - 0s 22us/step - loss: 29689.7506 - mae: 154.1343 - val_loss: 29065.9473 - val_mae: 152.4351
Epoch 13/500
231/231 [==============================] - 0s 29us/step - loss: 29674.5685 - mae: 154.0869 - val_loss: 29049.8887 - val_mae: 152.3839
Epoch 14/500
231/231 [==============================] - 0s 20us/step - loss: 29657.5841 - mae: 154.0346 - val_loss: 29032.1953 - val_mae: 152.3275
Epoch 15/500
231/231 [==============================] - 0s 23us/step - loss: 29639.2973 - mae: 153.9772 - val_loss: 29012.6934 - val_mae: 152.2654
Epoch 16/500
231/231 [==============================] - 0s 23us/step - loss: 29619.4620 - mae: 153.9142 - val_loss: 28991.2305 - val_mae: 152.1971
Epoch 17/500
231/231 [==============================] - 0s 24us/step - loss: 29597.1930 - mae: 153.8452 - val_loss: 28967.6582 - val_mae: 152.1221
Epoch 18/500
231/231 [==============================] - 0s 25us/step - loss: 29572.5511 - mae: 153.7693 - val_loss: 28941.9727 - val_mae: 152.0405
Epoch 19/500
231/231 [==============================] - 0s 23us/step - loss: 29546.0161 - mae: 153.6868 - val_loss: 28913.7480 - val_mae: 151.9509
Epoch 20/500
231/231 [==============================] - 0s 24us/step - loss: 29516.7184 - mae: 153.5967 - val_loss: 28882.9277 - val_mae: 151.8531
Epoch 21/500
231/231 [==============================] - 0s 26us/step - loss: 29485.2070 - mae: 153.4982 - val_loss: 28849.3203 - val_mae: 151.7464
Epoch 22/500
231/231 [==============================] - 0s 20us/step - loss: 29449.8323 - mae: 153.3903 - val_loss: 28812.7910 - val_mae: 151.6305
Epoch 23/500
231/231 [==============================] - 0s 23us/step - loss: 29411.8739 - mae: 153.2730 - val_loss: 28773.0820 - val_mae: 151.5046
Epoch 24/500
231/231 [==============================] - 0s 22us/step - loss: 29371.4701 - mae: 153.1473 - val_loss: 28729.9023 - val_mae: 151.3678
Epoch 25/500
231/231 [==============================] - 0s 20us/step - loss: 29326.1022 - mae: 153.0090 - val_loss: 28683.2441 - val_mae: 151.2199
Epoch 26/500
231/231 [==============================] - 0s 24us/step - loss: 29279.8591 - mae: 152.8614 - val_loss: 28632.6738 - val_mae: 151.0595
Epoch 27/500
231/231 [==============================] - 0s 23us/step - loss: 29227.2096 - mae: 152.7010 - val_loss: 28578.2988 - val_mae: 150.8870
Epoch 28/500
231/231 [==============================] - 0s 24us/step - loss: 29170.3765 - mae: 152.5270 - val_loss: 28519.7891 - val_mae: 150.7013
Epoch 29/500
231/231 [==============================] - 0s 26us/step - loss: 29109.5216 - mae: 152.3412 - val_loss: 28456.8691 - val_mae: 150.5014
Epoch 30/500
231/231 [==============================] - 0s 26us/step - loss: 29043.8513 - mae: 152.1397 - val_loss: 28389.3379 - val_mae: 150.2866
Epoch 31/500
231/231 [==============================] - 0s 23us/step - loss: 28974.8327 - mae: 151.9251 - val_loss: 28316.8770 - val_mae: 150.0559
Epoch 32/500
231/231 [==============================] - 0s 32us/step - loss: 28898.8843 - mae: 151.6931 - val_loss: 28239.4727 - val_mae: 149.8091
Epoch 33/500
231/231 [==============================] - 0s 25us/step - loss: 28819.3857 - mae: 151.4457 - val_loss: 28156.9922 - val_mae: 149.5456
Epoch 34/500
231/231 [==============================] - 0s 38us/step - loss: 28734.7571 - mae: 151.1838 - val_loss: 28068.9648 - val_mae: 149.2641
Epoch 35/500
231/231 [==============================] - 0s 34us/step - loss: 28642.4379 - mae: 150.9009 - val_loss: 27975.0996 - val_mae: 148.9633
Epoch 36/500
231/231 [==============================] - 0s 30us/step - loss: 28546.1292 - mae: 150.6010 - val_loss: 27875.2070 - val_mae: 148.6427
Epoch 37/500
231/231 [==============================] - 0s 32us/step - loss: 28443.7546 - mae: 150.2798 - val_loss: 27769.2070 - val_mae: 148.3019
Epoch 38/500
231/231 [==============================] - 0s 33us/step - loss: 28335.5200 - mae: 149.9425 - val_loss: 27657.2832 - val_mae: 147.9413
Epoch 39/500
231/231 [==============================] - 0s 28us/step - loss: 28217.9377 - mae: 149.5796 - val_loss: 27538.9297 - val_mae: 147.5591
Epoch 40/500
231/231 [==============================] - 0s 24us/step - loss: 28099.1679 - mae: 149.2003 - val_loss: 27413.6328 - val_mae: 147.1534
Epoch 41/500
231/231 [==============================] - 0s 27us/step - loss: 27966.8942 - mae: 148.7939 - val_loss: 27282.0020 - val_mae: 146.7258
Epoch 42/500
231/231 [==============================] - 0s 21us/step - loss: 27832.8233 - mae: 148.3680 - val_loss: 27143.1875 - val_mae: 146.2737
Epoch 43/500
231/231 [==============================] - 0s 21us/step - loss: 27691.0746 - mae: 147.9174 - val_loss: 26997.1406 - val_mae: 145.7967
Epoch 44/500
231/231 [==============================] - 0s 27us/step - loss: 27539.6478 - mae: 147.4445 - val_loss: 26843.9922 - val_mae: 145.2948
Epoch 45/500
231/231 [==============================] - 0s 24us/step - loss: 27383.6652 - mae: 146.9412 - val_loss: 26683.2695 - val_mae: 144.7662
Epoch 46/500
231/231 [==============================] - 0s 23us/step - loss: 27212.5683 - mae: 146.4138 - val_loss: 26515.4062 - val_mae: 144.2119
Epoch 47/500
231/231 [==============================] - 0s 24us/step - loss: 27047.7600 - mae: 145.8649 - val_loss: 26338.7500 - val_mae: 143.6266
Epoch 48/500
231/231 [==============================] - 0s 23us/step - loss: 26861.0464 - mae: 145.2783 - val_loss: 26154.8691 - val_mae: 143.0148
Epoch 49/500
231/231 [==============================] - 0s 23us/step - loss: 26674.3635 - mae: 144.6705 - val_loss: 25962.3672 - val_mae: 142.3717
Epoch 50/500
231/231 [==============================] - 0s 22us/step - loss: 26473.3623 - mae: 144.0319 - val_loss: 25761.9062 - val_mae: 141.6989
Epoch 51/500
231/231 [==============================] - 0s 22us/step - loss: 26269.7508 - mae: 143.3604 - val_loss: 25552.5918 - val_mae: 140.9932
Epoch 52/500
231/231 [==============================] - 0s 20us/step - loss: 26050.8639 - mae: 142.6565 - val_loss: 25335.1035 - val_mae: 140.2562
Epoch 53/500
231/231 [==============================] - 0s 24us/step - loss: 25827.9096 - mae: 141.9191 - val_loss: 25108.5859 - val_mae: 139.4847
Epoch 54/500
231/231 [==============================] - 0s 25us/step - loss: 25596.1046 - mae: 141.1503 - val_loss: 24873.1309 - val_mae: 138.6785
Epoch 55/500
231/231 [==============================] - 0s 22us/step - loss: 25355.6107 - mae: 140.3568 - val_loss: 24628.7520 - val_mae: 137.8370
Epoch 56/500
231/231 [==============================] - 0s 25us/step - loss: 25105.7500 - mae: 139.5196 - val_loss: 24375.7852 - val_mae: 136.9607
Epoch 57/500
231/231 [==============================] - 0s 25us/step - loss: 24841.6578 - mae: 138.6434 - val_loss: 24114.6855 - val_mae: 136.0503
Epoch 58/500
231/231 [==============================] - 0s 22us/step - loss: 24570.4237 - mae: 137.7379 - val_loss: 23845.5059 - val_mae: 135.1053
Epoch 59/500
231/231 [==============================] - 0s 21us/step - loss: 24294.2109 - mae: 136.7991 - val_loss: 23566.6172 - val_mae: 134.1191
Epoch 60/500
231/231 [==============================] - 0s 27us/step - loss: 24007.3551 - mae: 135.8185 - val_loss: 23278.8164 - val_mae: 133.0940
Epoch 61/500
231/231 [==============================] - 0s 24us/step - loss: 23707.6867 - mae: 134.7974 - val_loss: 22982.7012 - val_mae: 132.0311
Epoch 62/500
231/231 [==============================] - 0s 22us/step - loss: 23401.8932 - mae: 133.7399 - val_loss: 22678.4727 - val_mae: 130.9302
Epoch 63/500
231/231 [==============================] - 0s 24us/step - loss: 23094.5469 - mae: 132.6497 - val_loss: 22364.3984 - val_mae: 129.7843
Epoch 64/500
231/231 [==============================] - 0s 29us/step - loss: 22771.6857 - mae: 131.5144 - val_loss: 22042.3320 - val_mae: 128.5989
Epoch 65/500
231/231 [==============================] - 0s 24us/step - loss: 22438.0738 - mae: 130.3309 - val_loss: 21712.7109 - val_mae: 127.3743
Epoch 66/500
231/231 [==============================] - 0s 20us/step - loss: 22103.3838 - mae: 129.1223 - val_loss: 21375.4629 - val_mae: 126.1093
Epoch 67/500
231/231 [==============================] - 0s 23us/step - loss: 21750.0211 - mae: 127.8588 - val_loss: 21031.0156 - val_mae: 124.8040
Epoch 68/500
231/231 [==============================] - 0s 32us/step - loss: 21395.8148 - mae: 126.5632 - val_loss: 20678.9277 - val_mae: 123.4556
Epoch 69/500
231/231 [==============================] - 0s 26us/step - loss: 21036.5403 - mae: 125.2357 - val_loss: 20319.3906 - val_mae: 122.0638
Epoch 70/500
231/231 [==============================] - 0s 25us/step - loss: 20665.2875 - mae: 123.8497 - val_loss: 19953.4844 - val_mae: 120.6312
Epoch 71/500
231/231 [==============================] - 0s 21us/step - loss: 20287.6490 - mae: 122.4253 - val_loss: 19581.2812 - val_mae: 119.1564
Epoch 72/500
231/231 [==============================] - 0s 25us/step - loss: 19902.0895 - mae: 120.9606 - val_loss: 19203.3887 - val_mae: 117.6408
Epoch 73/500
231/231 [==============================] - 0s 23us/step - loss: 19503.5194 - mae: 119.4433 - val_loss: 18820.6719 - val_mae: 116.0860
Epoch 74/500
231/231 [==============================] - 0s 22us/step - loss: 19117.3569 - mae: 117.9116 - val_loss: 18431.0508 - val_mae: 114.4823
Epoch 75/500
231/231 [==============================] - 0s 22us/step - loss: 18723.4959 - mae: 116.3256 - val_loss: 18036.7793 - val_mae: 112.8371
Epoch 76/500
231/231 [==============================] - 0s 22us/step - loss: 18312.7829 - mae: 114.6925 - val_loss: 17638.7832 - val_mae: 111.1515
Epoch 77/500
231/231 [==============================] - 0s 22us/step - loss: 17901.5320 - mae: 113.0276 - val_loss: 17237.2168 - val_mae: 109.4253
Epoch 78/500
231/231 [==============================] - 0s 19us/step - loss: 17488.0625 - mae: 111.3210 - val_loss: 16832.4785 - val_mae: 107.6586
Epoch 79/500
231/231 [==============================] - 0s 22us/step - loss: 17069.6517 - mae: 109.5681 - val_loss: 16425.4375 - val_mae: 105.8524
Epoch 80/500
231/231 [==============================] - 0s 25us/step - loss: 16650.6517 - mae: 107.7976 - val_loss: 16016.3457 - val_mae: 104.0068
Epoch 81/500
231/231 [==============================] - 0s 27us/step - loss: 16226.0914 - mae: 105.9711 - val_loss: 15606.1924 - val_mae: 102.1673
Epoch 82/500
231/231 [==============================] - 0s 20us/step - loss: 15798.7692 - mae: 104.1315 - val_loss: 15195.5312 - val_mae: 100.3047
Epoch 83/500
231/231 [==============================] - 0s 21us/step - loss: 15375.2825 - mae: 102.2788 - val_loss: 14784.2715 - val_mae: 98.4563
Epoch 84/500
231/231 [==============================] - 0s 23us/step - loss: 14954.9947 - mae: 100.4046 - val_loss: 14373.5020 - val_mae: 96.5863
Epoch 85/500
231/231 [==============================] - 0s 24us/step - loss: 14527.2595 - mae: 98.5202 - val_loss: 13964.5869 - val_mae: 94.7114
Epoch 86/500
231/231 [==============================] - 0s 21us/step - loss: 14099.2733 - mae: 96.6208 - val_loss: 13557.5039 - val_mae: 92.8046
Epoch 87/500
231/231 [==============================] - 0s 25us/step - loss: 13672.7779 - mae: 94.6934 - val_loss: 13154.3057 - val_mae: 90.8958
Epoch 88/500
231/231 [==============================] - 0s 25us/step - loss: 13251.2112 - mae: 92.7871 - val_loss: 12752.8789 - val_mae: 88.9775
Epoch 89/500
231/231 [==============================] - 0s 29us/step - loss: 12844.3248 - mae: 90.9027 - val_loss: 12354.2324 - val_mae: 87.0272
Epoch 90/500
231/231 [==============================] - 0s 22us/step - loss: 12432.3005 - mae: 88.9904 - val_loss: 11959.8037 - val_mae: 85.0497
Epoch 91/500
231/231 [==============================] - 0s 26us/step - loss: 12020.4371 - mae: 87.1283 - val_loss: 11571.4111 - val_mae: 83.0510
Epoch 92/500
231/231 [==============================] - 0s 28us/step - loss: 11616.4515 - mae: 85.2746 - val_loss: 11189.2920 - val_mae: 81.0716
Epoch 93/500
231/231 [==============================] - 0s 24us/step - loss: 11222.7520 - mae: 83.4148 - val_loss: 10813.6973 - val_mae: 79.1217
Epoch 94/500
231/231 [==============================] - 0s 26us/step - loss: 10821.4117 - mae: 81.5738 - val_loss: 10447.1348 - val_mae: 77.2329
Epoch 95/500
231/231 [==============================] - 0s 28us/step - loss: 10440.0391 - mae: 79.7364 - val_loss: 10088.3984 - val_mae: 75.3798
Epoch 96/500
231/231 [==============================] - 0s 23us/step - loss: 10062.9505 - mae: 77.9552 - val_loss: 9738.1895 - val_mae: 73.7212
Epoch 97/500
231/231 [==============================] - 0s 24us/step - loss: 9694.5671 - mae: 76.1888 - val_loss: 9396.9180 - val_mae: 72.2394
Epoch 98/500
231/231 [==============================] - 0s 22us/step - loss: 9339.0631 - mae: 74.5122 - val_loss: 9064.4346 - val_mae: 70.7600
Epoch 99/500
231/231 [==============================] - 0s 21us/step - loss: 8988.2761 - mae: 72.8495 - val_loss: 8742.3008 - val_mae: 69.2758
Epoch 100/500
231/231 [==============================] - 0s 22us/step - loss: 8648.5485 - mae: 71.2388 - val_loss: 8430.8418 - val_mae: 67.8244
Epoch 101/500
231/231 [==============================] - 0s 26us/step - loss: 8313.1182 - mae: 69.6410 - val_loss: 8131.1362 - val_mae: 66.4338
Epoch 102/500
231/231 [==============================] - 0s 21us/step - loss: 7999.2775 - mae: 68.1069 - val_loss: 7841.7969 - val_mae: 65.0469
Epoch 103/500
231/231 [==============================] - 0s 28us/step - loss: 7693.5458 - mae: 66.6664 - val_loss: 7564.1162 - val_mae: 63.7981
Epoch 104/500
231/231 [==============================] - 0s 19us/step - loss: 7401.2653 - mae: 65.3063 - val_loss: 7298.3618 - val_mae: 62.6324
Epoch 105/500
231/231 [==============================] - 0s 22us/step - loss: 7121.6548 - mae: 63.9542 - val_loss: 7045.1758 - val_mae: 61.5826
Epoch 106/500
231/231 [==============================] - 0s 24us/step - loss: 6845.7828 - mae: 62.6918 - val_loss: 6805.1313 - val_mae: 60.6005
Epoch 107/500
231/231 [==============================] - 0s 24us/step - loss: 6587.1868 - mae: 61.5270 - val_loss: 6577.7607 - val_mae: 59.7935
Epoch 108/500
231/231 [==============================] - 0s 21us/step - loss: 6346.4807 - mae: 60.4864 - val_loss: 6362.5723 - val_mae: 59.1066
Epoch 109/500
231/231 [==============================] - 0s 23us/step - loss: 6117.0848 - mae: 59.4657 - val_loss: 6159.9180 - val_mae: 58.5248
Epoch 110/500
231/231 [==============================] - 0s 25us/step - loss: 5898.3724 - mae: 58.5492 - val_loss: 5970.2100 - val_mae: 58.0283
Epoch 111/500
231/231 [==============================] - 0s 24us/step - loss: 5687.8899 - mae: 57.7160 - val_loss: 5793.7583 - val_mae: 57.5642
Epoch 112/500
231/231 [==============================] - 0s 28us/step - loss: 5494.1987 - mae: 56.9773 - val_loss: 5629.4580 - val_mae: 57.1617
Epoch 113/500
231/231 [==============================] - 0s 31us/step - loss: 5314.1426 - mae: 56.2770 - val_loss: 5476.9517 - val_mae: 56.7731
Epoch 114/500
231/231 [==============================] - 0s 23us/step - loss: 5144.5277 - mae: 55.6960 - val_loss: 5336.2554 - val_mae: 56.4602
Epoch 115/500
231/231 [==============================] - 0s 28us/step - loss: 4990.1596 - mae: 55.1500 - val_loss: 5206.6455 - val_mae: 56.2196
Epoch 116/500
231/231 [==============================] - 0s 28us/step - loss: 4845.0222 - mae: 54.5636 - val_loss: 5087.6284 - val_mae: 55.9797
Epoch 117/500
231/231 [==============================] - ETA: 0s - loss: 5272.5605 - mae: 57.468 - 0s 27us/step - loss: 4715.8562 - mae: 54.1308 - val_loss: 4978.7900 - val_mae: 55.7629
Epoch 118/500
231/231 [==============================] - 0s 24us/step - loss: 4591.0067 - mae: 53.7499 - val_loss: 4880.5308 - val_mae: 55.5660
Epoch 119/500
231/231 [==============================] - 0s 26us/step - loss: 4479.4109 - mae: 53.3787 - val_loss: 4791.7202 - val_mae: 55.4124
Epoch 120/500
231/231 [==============================] - 0s 23us/step - loss: 4375.9465 - mae: 53.0350 - val_loss: 4711.8242 - val_mae: 55.3042
Epoch 121/500
231/231 [==============================] - 0s 26us/step - loss: 4289.3458 - mae: 52.8016 - val_loss: 4639.9443 - val_mae: 55.1967
Epoch 122/500
231/231 [==============================] - 0s 28us/step - loss: 4197.7550 - mae: 52.5305 - val_loss: 4576.6875 - val_mae: 55.1242
Epoch 123/500
231/231 [==============================] - 0s 24us/step - loss: 4123.8772 - mae: 52.3045 - val_loss: 4520.1738 - val_mae: 55.0651
Epoch 124/500
231/231 [==============================] - 0s 24us/step - loss: 4051.7693 - mae: 52.0877 - val_loss: 4470.3184 - val_mae: 55.0274
Epoch 125/500
231/231 [==============================] - 0s 25us/step - loss: 3989.6843 - mae: 51.8692 - val_loss: 4426.1528 - val_mae: 55.0135
Epoch 126/500
231/231 [==============================] - 0s 24us/step - loss: 3934.6094 - mae: 51.7098 - val_loss: 4387.0171 - val_mae: 55.0092
Epoch 127/500
231/231 [==============================] - 0s 25us/step - loss: 3888.3312 - mae: 51.5715 - val_loss: 4352.3799 - val_mae: 55.0019
Epoch 128/500
231/231 [==============================] - 0s 25us/step - loss: 3841.5613 - mae: 51.4383 - val_loss: 4322.2188 - val_mae: 54.9900
Epoch 129/500
231/231 [==============================] - 0s 22us/step - loss: 3806.9769 - mae: 51.3298 - val_loss: 4295.3604 - val_mae: 54.9734
Epoch 130/500
231/231 [==============================] - 0s 25us/step - loss: 3770.8176 - mae: 51.2482 - val_loss: 4272.1226 - val_mae: 54.9522
Epoch 131/500
231/231 [==============================] - 0s 25us/step - loss: 3735.1513 - mae: 51.1637 - val_loss: 4252.2686 - val_mae: 54.9283
Epoch 132/500
231/231 [==============================] - 0s 26us/step - loss: 3711.8955 - mae: 51.1121 - val_loss: 4234.7065 - val_mae: 54.9024
Epoch 133/500
231/231 [==============================] - 0s 26us/step - loss: 3688.1187 - mae: 51.0486 - val_loss: 4219.2573 - val_mae: 54.8719
Epoch 134/500
231/231 [==============================] - 0s 22us/step - loss: 3667.6383 - mae: 50.9961 - val_loss: 4205.6382 - val_mae: 54.8373
Epoch 135/500
231/231 [==============================] - 0s 25us/step - loss: 3645.4481 - mae: 50.9209 - val_loss: 4193.7461 - val_mae: 54.7993
Epoch 136/500
231/231 [==============================] - 0s 24us/step - loss: 3631.0996 - mae: 50.8751 - val_loss: 4182.7988 - val_mae: 54.7570
Epoch 137/500
231/231 [==============================] - 0s 22us/step - loss: 3616.8805 - mae: 50.8378 - val_loss: 4173.1860 - val_mae: 54.7136
Epoch 138/500
231/231 [==============================] - 0s 23us/step - loss: 3601.8949 - mae: 50.7754 - val_loss: 4164.4160 - val_mae: 54.6667
Epoch 139/500
231/231 [==============================] - 0s 21us/step - loss: 3588.2652 - mae: 50.7218 - val_loss: 4156.3066 - val_mae: 54.6287
Epoch 140/500
231/231 [==============================] - 0s 26us/step - loss: 3577.5971 - mae: 50.6784 - val_loss: 4148.7231 - val_mae: 54.5926
Epoch 141/500
231/231 [==============================] - 0s 23us/step - loss: 3568.8416 - mae: 50.6365 - val_loss: 4141.2529 - val_mae: 54.5514
Epoch 142/500
231/231 [==============================] - 0s 22us/step - loss: 3557.1539 - mae: 50.5707 - val_loss: 4134.3569 - val_mae: 54.5077
Epoch 143/500
231/231 [==============================] - 0s 22us/step - loss: 3548.2617 - mae: 50.5382 - val_loss: 4127.6011 - val_mae: 54.4612
Epoch 144/500
231/231 [==============================] - 0s 22us/step - loss: 3539.7299 - mae: 50.5012 - val_loss: 4120.8872 - val_mae: 54.4124
Epoch 145/500
231/231 [==============================] - 0s 24us/step - loss: 3531.4038 - mae: 50.4622 - val_loss: 4114.4805 - val_mae: 54.3631
Epoch 146/500
231/231 [==============================] - 0s 25us/step - loss: 3525.1500 - mae: 50.4300 - val_loss: 4107.7866 - val_mae: 54.3150
Epoch 147/500
231/231 [==============================] - 0s 25us/step - loss: 3518.0237 - mae: 50.3957 - val_loss: 4101.2568 - val_mae: 54.2663
Epoch 148/500
231/231 [==============================] - 0s 25us/step - loss: 3511.6441 - mae: 50.3648 - val_loss: 4094.8064 - val_mae: 54.2164
Epoch 149/500
231/231 [==============================] - 0s 22us/step - loss: 3503.0791 - mae: 50.3184 - val_loss: 4088.1453 - val_mae: 54.1638
Epoch 150/500
231/231 [==============================] - 0s 28us/step - loss: 3496.7821 - mae: 50.2776 - val_loss: 4081.3103 - val_mae: 54.1160
Epoch 151/500
231/231 [==============================] - 0s 25us/step - loss: 3490.1981 - mae: 50.2342 - val_loss: 4074.2241 - val_mae: 54.0645
Epoch 152/500
231/231 [==============================] - 0s 23us/step - loss: 3483.1721 - mae: 50.1871 - val_loss: 4067.3079 - val_mae: 54.0134
Epoch 153/500
231/231 [==============================] - 0s 26us/step - loss: 3477.6386 - mae: 50.1501 - val_loss: 4060.5298 - val_mae: 53.9636
Epoch 154/500
231/231 [==============================] - 0s 27us/step - loss: 3471.7065 - mae: 50.1127 - val_loss: 4053.9285 - val_mae: 53.9137
Epoch 155/500
231/231 [==============================] - 0s 23us/step - loss: 3464.5645 - mae: 50.0609 - val_loss: 4046.8796 - val_mae: 53.8559
Epoch 156/500
231/231 [==============================] - 0s 23us/step - loss: 3459.0965 - mae: 50.0216 - val_loss: 4039.9226 - val_mae: 53.7980
Epoch 157/500
231/231 [==============================] - 0s 22us/step - loss: 3453.2428 - mae: 49.9799 - val_loss: 4032.6587 - val_mae: 53.7370
Epoch 158/500
231/231 [==============================] - 0s 26us/step - loss: 3447.0207 - mae: 49.9295 - val_loss: 4026.0571 - val_mae: 53.6820
Epoch 159/500
231/231 [==============================] - 0s 24us/step - loss: 3441.2066 - mae: 49.8899 - val_loss: 4019.1770 - val_mae: 53.6233
Epoch 160/500
231/231 [==============================] - 0s 26us/step - loss: 3435.5801 - mae: 49.8445 - val_loss: 4012.0496 - val_mae: 53.5602
Epoch 161/500
231/231 [==============================] - 0s 24us/step - loss: 3429.9127 - mae: 49.7993 - val_loss: 4004.9778 - val_mae: 53.4986
Epoch 162/500
231/231 [==============================] - 0s 28us/step - loss: 3424.1138 - mae: 49.7537 - val_loss: 3998.0293 - val_mae: 53.4395
Epoch 163/500
231/231 [==============================] - 0s 19us/step - loss: 3418.7711 - mae: 49.7110 - val_loss: 3990.8511 - val_mae: 53.3765
Epoch 164/500
231/231 [==============================] - 0s 26us/step - loss: 3413.0786 - mae: 49.6660 - val_loss: 3984.0444 - val_mae: 53.3180
Epoch 165/500
231/231 [==============================] - 0s 20us/step - loss: 3407.6033 - mae: 49.6211 - val_loss: 3977.1262 - val_mae: 53.2588
Epoch 166/500
231/231 [==============================] - 0s 22us/step - loss: 3402.3128 - mae: 49.5786 - val_loss: 3970.4832 - val_mae: 53.2001
Epoch 167/500
231/231 [==============================] - 0s 26us/step - loss: 3397.2151 - mae: 49.5381 - val_loss: 3963.5105 - val_mae: 53.1349
Epoch 168/500
231/231 [==============================] - 0s 20us/step - loss: 3391.9871 - mae: 49.4921 - val_loss: 3956.6238 - val_mae: 53.0751
Epoch 169/500
231/231 [==============================] - 0s 26us/step - loss: 3386.8687 - mae: 49.4492 - val_loss: 3949.7170 - val_mae: 53.0131
Epoch 170/500
231/231 [==============================] - 0s 21us/step - loss: 3381.7659 - mae: 49.4092 - val_loss: 3943.3257 - val_mae: 52.9583
Epoch 171/500
231/231 [==============================] - 0s 22us/step - loss: 3376.5661 - mae: 49.3667 - val_loss: 3936.6960 - val_mae: 52.8962
Epoch 172/500
231/231 [==============================] - 0s 25us/step - loss: 3371.6760 - mae: 49.3260 - val_loss: 3930.3833 - val_mae: 52.8415
Epoch 173/500
231/231 [==============================] - 0s 20us/step - loss: 3366.4215 - mae: 49.2836 - val_loss: 3923.9204 - val_mae: 52.7809
Epoch 174/500
231/231 [==============================] - 0s 24us/step - loss: 3362.3345 - mae: 49.2501 - val_loss: 3917.6797 - val_mae: 52.7251
Epoch 175/500
231/231 [==============================] - 0s 23us/step - loss: 3356.8086 - mae: 49.2033 - val_loss: 3911.2593 - val_mae: 52.6649
Epoch 176/500
231/231 [==============================] - 0s 24us/step - loss: 3352.2428 - mae: 49.1650 - val_loss: 3904.9497 - val_mae: 52.6072
Epoch 177/500
231/231 [==============================] - 0s 26us/step - loss: 3347.7691 - mae: 49.1271 - val_loss: 3898.9604 - val_mae: 52.5507
Epoch 178/500
231/231 [==============================] - 0s 21us/step - loss: 3342.8579 - mae: 49.0863 - val_loss: 3892.7346 - val_mae: 52.4885
Epoch 179/500
231/231 [==============================] - 0s 24us/step - loss: 3338.3730 - mae: 49.0469 - val_loss: 3886.6553 - val_mae: 52.4291
Epoch 180/500
231/231 [==============================] - 0s 25us/step - loss: 3333.9682 - mae: 49.0068 - val_loss: 3880.6816 - val_mae: 52.3709
Epoch 181/500
231/231 [==============================] - 0s 26us/step - loss: 3329.5600 - mae: 48.9686 - val_loss: 3874.7205 - val_mae: 52.3140
Epoch 182/500
231/231 [==============================] - 0s 25us/step - loss: 3325.1770 - mae: 48.9311 - val_loss: 3868.9836 - val_mae: 52.2573
Epoch 183/500
231/231 [==============================] - 0s 25us/step - loss: 3320.9786 - mae: 48.8946 - val_loss: 3863.1340 - val_mae: 52.2014
Epoch 184/500
231/231 [==============================] - 0s 34us/step - loss: 3316.0504 - mae: 48.8528 - val_loss: 3857.4253 - val_mae: 52.1461
Epoch 185/500
231/231 [==============================] - 0s 22us/step - loss: 3312.2505 - mae: 48.8162 - val_loss: 3851.8330 - val_mae: 52.0929
Epoch 186/500
231/231 [==============================] - 0s 28us/step - loss: 3307.9464 - mae: 48.7807 - val_loss: 3846.2998 - val_mae: 52.0415
Epoch 187/500
231/231 [==============================] - 0s 23us/step - loss: 3303.8395 - mae: 48.7419 - val_loss: 3840.4951 - val_mae: 51.9844
Epoch 188/500
231/231 [==============================] - 0s 23us/step - loss: 3300.1554 - mae: 48.7087 - val_loss: 3835.0073 - val_mae: 51.9327
Epoch 189/500
231/231 [==============================] - 0s 23us/step - loss: 3296.1050 - mae: 48.6748 - val_loss: 3829.4561 - val_mae: 51.8762
Epoch 190/500
231/231 [==============================] - 0s 23us/step - loss: 3292.1310 - mae: 48.6352 - val_loss: 3824.2668 - val_mae: 51.8280
Epoch 191/500
231/231 [==============================] - 0s 22us/step - loss: 3287.9707 - mae: 48.5994 - val_loss: 3819.0610 - val_mae: 51.7761
Epoch 192/500
231/231 [==============================] - 0s 24us/step - loss: 3283.6665 - mae: 48.5605 - val_loss: 3813.8049 - val_mae: 51.7246
Epoch 193/500
231/231 [==============================] - 0s 25us/step - loss: 3280.1060 - mae: 48.5260 - val_loss: 3808.5884 - val_mae: 51.6724
Epoch 194/500
231/231 [==============================] - 0s 24us/step - loss: 3276.1636 - mae: 48.4914 - val_loss: 3803.5452 - val_mae: 51.6241
Epoch 195/500
231/231 [==============================] - 0s 22us/step - loss: 3272.6984 - mae: 48.4592 - val_loss: 3798.3484 - val_mae: 51.5730
Epoch 196/500
231/231 [==============================] - 0s 21us/step - loss: 3268.8061 - mae: 48.4222 - val_loss: 3793.3794 - val_mae: 51.5264
Epoch 197/500
231/231 [==============================] - 0s 22us/step - loss: 3265.2319 - mae: 48.3896 - val_loss: 3788.3403 - val_mae: 51.4774
Epoch 198/500
231/231 [==============================] - 0s 21us/step - loss: 3261.2428 - mae: 48.3524 - val_loss: 3783.4128 - val_mae: 51.4276
Epoch 199/500
231/231 [==============================] - 0s 22us/step - loss: 3257.8168 - mae: 48.3192 - val_loss: 3778.1821 - val_mae: 51.3748
Epoch 200/500
231/231 [==============================] - 0s 22us/step - loss: 3254.2652 - mae: 48.2845 - val_loss: 3772.9768 - val_mae: 51.3225
Epoch 201/500
231/231 [==============================] - 0s 21us/step - loss: 3250.5609 - mae: 48.2489 - val_loss: 3768.1206 - val_mae: 51.2731
Epoch 202/500
231/231 [==============================] - 0s 23us/step - loss: 3247.3319 - mae: 48.2150 - val_loss: 3763.2607 - val_mae: 51.2243
Epoch 203/500
231/231 [==============================] - 0s 26us/step - loss: 3244.0632 - mae: 48.1836 - val_loss: 3758.4790 - val_mae: 51.1758
Epoch 204/500
231/231 [==============================] - 0s 24us/step - loss: 3240.4576 - mae: 48.1486 - val_loss: 3753.6221 - val_mae: 51.1242
Epoch 205/500
231/231 [==============================] - 0s 20us/step - loss: 3236.8633 - mae: 48.1138 - val_loss: 3748.8440 - val_mae: 51.0737
Epoch 206/500
231/231 [==============================] - 0s 23us/step - loss: 3233.6761 - mae: 48.0813 - val_loss: 3744.0549 - val_mae: 51.0225
Epoch 207/500
231/231 [==============================] - 0s 21us/step - loss: 3230.2124 - mae: 48.0443 - val_loss: 3739.1489 - val_mae: 50.9696
Epoch 208/500
231/231 [==============================] - 0s 28us/step - loss: 3226.9250 - mae: 48.0105 - val_loss: 3734.2585 - val_mae: 50.9157
Epoch 209/500
231/231 [==============================] - 0s 23us/step - loss: 3223.9346 - mae: 47.9795 - val_loss: 3729.1775 - val_mae: 50.8563
Epoch 210/500
231/231 [==============================] - 0s 23us/step - loss: 3220.4878 - mae: 47.9416 - val_loss: 3724.3308 - val_mae: 50.8032
Epoch 211/500
231/231 [==============================] - 0s 25us/step - loss: 3217.6317 - mae: 47.9123 - val_loss: 3719.5410 - val_mae: 50.7498
Epoch 212/500
231/231 [==============================] - 0s 21us/step - loss: 3214.5648 - mae: 47.8800 - val_loss: 3714.7263 - val_mae: 50.6996
Epoch 213/500
231/231 [==============================] - 0s 24us/step - loss: 3211.3020 - mae: 47.8482 - val_loss: 3710.2432 - val_mae: 50.6531
Epoch 214/500
231/231 [==============================] - 0s 24us/step - loss: 3207.9513 - mae: 47.8149 - val_loss: 3705.7065 - val_mae: 50.6036
Epoch 215/500
231/231 [==============================] - 0s 23us/step - loss: 3205.0873 - mae: 47.7848 - val_loss: 3701.0244 - val_mae: 50.5507
Epoch 216/500
231/231 [==============================] - 0s 22us/step - loss: 3202.0914 - mae: 47.7533 - val_loss: 3696.8140 - val_mae: 50.5043
Epoch 217/500
231/231 [==============================] - 0s 27us/step - loss: 3199.1213 - mae: 47.7199 - val_loss: 3692.3875 - val_mae: 50.4550
Epoch 218/500
231/231 [==============================] - 0s 23us/step - loss: 3196.2584 - mae: 47.6909 - val_loss: 3687.9541 - val_mae: 50.4068
Epoch 219/500
231/231 [==============================] - 0s 22us/step - loss: 3192.8710 - mae: 47.6554 - val_loss: 3683.4519 - val_mae: 50.3572
Epoch 220/500
231/231 [==============================] - 0s 26us/step - loss: 3190.4337 - mae: 47.6289 - val_loss: 3678.9277 - val_mae: 50.3053
Epoch 221/500
231/231 [==============================] - 0s 21us/step - loss: 3187.7345 - mae: 47.5993 - val_loss: 3674.4216 - val_mae: 50.2533
Epoch 222/500
231/231 [==============================] - 0s 22us/step - loss: 3184.6305 - mae: 47.5667 - val_loss: 3670.2341 - val_mae: 50.2098
Epoch 223/500
231/231 [==============================] - 0s 25us/step - loss: 3181.8627 - mae: 47.5413 - val_loss: 3665.8789 - val_mae: 50.1607
Epoch 224/500
231/231 [==============================] - 0s 26us/step - loss: 3178.9363 - mae: 47.5096 - val_loss: 3661.7908 - val_mae: 50.1183
Epoch 225/500
231/231 [==============================] - 0s 23us/step - loss: 3175.9999 - mae: 47.4796 - val_loss: 3657.6921 - val_mae: 50.0739
Epoch 226/500
231/231 [==============================] - 0s 24us/step - loss: 3173.4047 - mae: 47.4523 - val_loss: 3653.6355 - val_mae: 50.0294
Epoch 227/500
231/231 [==============================] - 0s 22us/step - loss: 3170.7199 - mae: 47.4256 - val_loss: 3649.3823 - val_mae: 49.9847
Epoch 228/500
231/231 [==============================] - 0s 22us/step - loss: 3167.9568 - mae: 47.3965 - val_loss: 3645.2283 - val_mae: 49.9402
Epoch 229/500
231/231 [==============================] - 0s 21us/step - loss: 3165.3288 - mae: 47.3687 - val_loss: 3641.2805 - val_mae: 49.8985
Epoch 230/500
231/231 [==============================] - 0s 24us/step - loss: 3162.7083 - mae: 47.3419 - val_loss: 3637.2764 - val_mae: 49.8562
Epoch 231/500
231/231 [==============================] - 0s 22us/step - loss: 3160.1531 - mae: 47.3147 - val_loss: 3633.2239 - val_mae: 49.8128
Epoch 232/500
231/231 [==============================] - 0s 22us/step - loss: 3157.3758 - mae: 47.2814 - val_loss: 3629.1687 - val_mae: 49.7689
Epoch 233/500
231/231 [==============================] - 0s 22us/step - loss: 3154.8827 - mae: 47.2570 - val_loss: 3625.1565 - val_mae: 49.7258
Epoch 234/500
231/231 [==============================] - 0s 27us/step - loss: 3152.6567 - mae: 47.2330 - val_loss: 3621.0366 - val_mae: 49.6808
Epoch 235/500
231/231 [==============================] - 0s 29us/step - loss: 3149.9746 - mae: 47.2059 - val_loss: 3617.3613 - val_mae: 49.6408
Epoch 236/500
231/231 [==============================] - 0s 22us/step - loss: 3147.4179 - mae: 47.1805 - val_loss: 3613.6067 - val_mae: 49.5983
Epoch 237/500
231/231 [==============================] - 0s 24us/step - loss: 3145.1950 - mae: 47.1560 - val_loss: 3609.6819 - val_mae: 49.5579
Epoch 238/500
231/231 [==============================] - 0s 23us/step - loss: 3142.7286 - mae: 47.1314 - val_loss: 3605.7634 - val_mae: 49.5162
Epoch 239/500
231/231 [==============================] - 0s 24us/step - loss: 3140.2655 - mae: 47.1060 - val_loss: 3601.8967 - val_mae: 49.4731
Epoch 240/500
231/231 [==============================] - 0s 25us/step - loss: 3138.2042 - mae: 47.0830 - val_loss: 3597.9980 - val_mae: 49.4307
Epoch 241/500
231/231 [==============================] - 0s 22us/step - loss: 3135.6754 - mae: 47.0557 - val_loss: 3594.2981 - val_mae: 49.3892
Epoch 242/500
231/231 [==============================] - 0s 22us/step - loss: 3133.5254 - mae: 47.0323 - val_loss: 3590.7812 - val_mae: 49.3487
Epoch 243/500
231/231 [==============================] - 0s 23us/step - loss: 3131.0270 - mae: 47.0069 - val_loss: 3586.9092 - val_mae: 49.3027
Epoch 244/500
231/231 [==============================] - 0s 21us/step - loss: 3128.5920 - mae: 46.9788 - val_loss: 3583.5605 - val_mae: 49.2641
Epoch 245/500
231/231 [==============================] - 0s 23us/step - loss: 3126.8304 - mae: 46.9588 - val_loss: 3579.6890 - val_mae: 49.2194
Epoch 246/500
231/231 [==============================] - 0s 22us/step - loss: 3124.3650 - mae: 46.9308 - val_loss: 3576.1421 - val_mae: 49.1801
Epoch 247/500
231/231 [==============================] - 0s 22us/step - loss: 3122.5151 - mae: 46.9089 - val_loss: 3572.5430 - val_mae: 49.1417
Epoch 248/500
231/231 [==============================] - 0s 26us/step - loss: 3120.2134 - mae: 46.8882 - val_loss: 3568.7917 - val_mae: 49.1013
Epoch 249/500
231/231 [==============================] - 0s 22us/step - loss: 3118.0378 - mae: 46.8624 - val_loss: 3565.2122 - val_mae: 49.0598
Epoch 250/500
231/231 [==============================] - 0s 22us/step - loss: 3115.8885 - mae: 46.8381 - val_loss: 3561.5095 - val_mae: 49.0183
Epoch 251/500
231/231 [==============================] - 0s 23us/step - loss: 3113.8103 - mae: 46.8152 - val_loss: 3558.0613 - val_mae: 48.9803
Epoch 252/500
231/231 [==============================] - 0s 23us/step - loss: 3111.8315 - mae: 46.7943 - val_loss: 3554.5876 - val_mae: 48.9422
Epoch 253/500
231/231 [==============================] - 0s 22us/step - loss: 3109.7469 - mae: 46.7703 - val_loss: 3551.0034 - val_mae: 48.9006
Epoch 254/500
231/231 [==============================] - 0s 25us/step - loss: 3107.5506 - mae: 46.7439 - val_loss: 3547.7373 - val_mae: 48.8632
Epoch 255/500
231/231 [==============================] - 0s 22us/step - loss: 3105.7215 - mae: 46.7243 - val_loss: 3544.3469 - val_mae: 48.8245
Epoch 256/500
231/231 [==============================] - 0s 21us/step - loss: 3103.9177 - mae: 46.7019 - val_loss: 3540.7656 - val_mae: 48.7839
Epoch 257/500
231/231 [==============================] - 0s 22us/step - loss: 3101.9579 - mae: 46.6794 - val_loss: 3537.5149 - val_mae: 48.7491
Epoch 258/500
231/231 [==============================] - 0s 28us/step - loss: 3099.7642 - mae: 46.6551 - val_loss: 3534.0576 - val_mae: 48.7094
Epoch 259/500
231/231 [==============================] - 0s 28us/step - loss: 3098.0397 - mae: 46.6331 - val_loss: 3530.6519 - val_mae: 48.6708
Epoch 260/500
231/231 [==============================] - 0s 26us/step - loss: 3096.0477 - mae: 46.6132 - val_loss: 3527.4714 - val_mae: 48.6345
Epoch 261/500
231/231 [==============================] - 0s 23us/step - loss: 3094.0752 - mae: 46.5905 - val_loss: 3524.1985 - val_mae: 48.5969
Epoch 262/500
231/231 [==============================] - 0s 22us/step - loss: 3092.3404 - mae: 46.5706 - val_loss: 3520.7234 - val_mae: 48.5590
Epoch 263/500
231/231 [==============================] - 0s 23us/step - loss: 3090.3216 - mae: 46.5483 - val_loss: 3517.4507 - val_mae: 48.5217
Epoch 264/500
231/231 [==============================] - 0s 24us/step - loss: 3088.7876 - mae: 46.5297 - val_loss: 3514.4373 - val_mae: 48.4897
Epoch 265/500
231/231 [==============================] - 0s 21us/step - loss: 3086.8641 - mae: 46.5105 - val_loss: 3511.0505 - val_mae: 48.4501
Epoch 266/500
231/231 [==============================] - 0s 23us/step - loss: 3085.2636 - mae: 46.4899 - val_loss: 3507.9177 - val_mae: 48.4158
Epoch 267/500
231/231 [==============================] - 0s 21us/step - loss: 3083.2321 - mae: 46.4692 - val_loss: 3504.6240 - val_mae: 48.3765
Epoch 268/500
231/231 [==============================] - 0s 23us/step - loss: 3081.3271 - mae: 46.4470 - val_loss: 3501.5862 - val_mae: 48.3425
Epoch 269/500
231/231 [==============================] - 0s 24us/step - loss: 3079.8286 - mae: 46.4286 - val_loss: 3498.4282 - val_mae: 48.3059
Epoch 270/500
231/231 [==============================] - 0s 25us/step - loss: 3077.6670 - mae: 46.4055 - val_loss: 3495.5894 - val_mae: 48.2744
Epoch 271/500
231/231 [==============================] - 0s 29us/step - loss: 3076.2684 - mae: 46.3898 - val_loss: 3492.4316 - val_mae: 48.2391
Epoch 272/500
231/231 [==============================] - 0s 24us/step - loss: 3074.5098 - mae: 46.3698 - val_loss: 3489.3801 - val_mae: 48.2030
Epoch 273/500
231/231 [==============================] - 0s 25us/step - loss: 3073.1641 - mae: 46.3553 - val_loss: 3486.5105 - val_mae: 48.1731
Epoch 274/500
231/231 [==============================] - 0s 23us/step - loss: 3071.2310 - mae: 46.3303 - val_loss: 3483.3411 - val_mae: 48.1349
Epoch 275/500
231/231 [==============================] - 0s 23us/step - loss: 3069.5158 - mae: 46.3096 - val_loss: 3480.3828 - val_mae: 48.1019
Epoch 276/500
231/231 [==============================] - 0s 24us/step - loss: 3067.8453 - mae: 46.2891 - val_loss: 3477.3342 - val_mae: 48.0668
Epoch 277/500
231/231 [==============================] - 0s 25us/step - loss: 3066.5404 - mae: 46.2709 - val_loss: 3474.5178 - val_mae: 48.0358
Epoch 278/500
231/231 [==============================] - 0s 25us/step - loss: 3064.6500 - mae: 46.2521 - val_loss: 3471.8403 - val_mae: 48.0059
Epoch 279/500
231/231 [==============================] - 0s 28us/step - loss: 3063.1652 - mae: 46.2350 - val_loss: 3468.9656 - val_mae: 47.9731
Epoch 280/500
231/231 [==============================] - 0s 26us/step - loss: 3061.4852 - mae: 46.2170 - val_loss: 3466.2476 - val_mae: 47.9445
Epoch 281/500
231/231 [==============================] - 0s 26us/step - loss: 3060.0106 - mae: 46.2005 - val_loss: 3463.4475 - val_mae: 47.9158
Epoch 282/500
231/231 [==============================] - 0s 25us/step - loss: 3058.3743 - mae: 46.1803 - val_loss: 3460.5720 - val_mae: 47.8849
Epoch 283/500
231/231 [==============================] - 0s 24us/step - loss: 3057.3976 - mae: 46.1693 - val_loss: 3457.7456 - val_mae: 47.8561
Epoch 284/500
231/231 [==============================] - 0s 29us/step - loss: 3056.1438 - mae: 46.1537 - val_loss: 3454.5151 - val_mae: 47.8191
Epoch 285/500
231/231 [==============================] - 0s 25us/step - loss: 3054.0200 - mae: 46.1273 - val_loss: 3451.5898 - val_mae: 47.7912
Epoch 286/500
231/231 [==============================] - 0s 19us/step - loss: 3052.5684 - mae: 46.1110 - val_loss: 3448.5762 - val_mae: 47.7624
Epoch 287/500
231/231 [==============================] - 0s 21us/step - loss: 3051.0922 - mae: 46.0941 - val_loss: 3445.5830 - val_mae: 47.7346
Epoch 288/500
231/231 [==============================] - 0s 26us/step - loss: 3049.8401 - mae: 46.0806 - val_loss: 3442.9348 - val_mae: 47.7130
Epoch 289/500
231/231 [==============================] - 0s 21us/step - loss: 3048.4480 - mae: 46.0635 - val_loss: 3439.7883 - val_mae: 47.6811
Epoch 290/500
231/231 [==============================] - 0s 22us/step - loss: 3047.1505 - mae: 46.0479 - val_loss: 3436.8286 - val_mae: 47.6521
Epoch 291/500
231/231 [==============================] - 0s 26us/step - loss: 3045.6771 - mae: 46.0336 - val_loss: 3434.1812 - val_mae: 47.6309
Epoch 292/500
231/231 [==============================] - 0s 24us/step - loss: 3044.0657 - mae: 46.0162 - val_loss: 3431.2976 - val_mae: 47.6016
Epoch 293/500
231/231 [==============================] - 0s 27us/step - loss: 3042.8711 - mae: 46.0043 - val_loss: 3428.7795 - val_mae: 47.5807
Epoch 294/500
231/231 [==============================] - 0s 19us/step - loss: 3041.4150 - mae: 45.9878 - val_loss: 3425.7805 - val_mae: 47.5506
Epoch 295/500
231/231 [==============================] - 0s 25us/step - loss: 3040.1059 - mae: 45.9719 - val_loss: 3422.9348 - val_mae: 47.5213
Epoch 296/500
231/231 [==============================] - 0s 28us/step - loss: 3038.7433 - mae: 45.9568 - val_loss: 3419.9883 - val_mae: 47.4933
Epoch 297/500
231/231 [==============================] - 0s 24us/step - loss: 3037.4845 - mae: 45.9418 - val_loss: 3417.3010 - val_mae: 47.4671
Epoch 298/500
231/231 [==============================] - 0s 27us/step - loss: 3036.2731 - mae: 45.9270 - val_loss: 3414.3201 - val_mae: 47.4351
Epoch 299/500
231/231 [==============================] - 0s 22us/step - loss: 3034.8994 - mae: 45.9101 - val_loss: 3411.5693 - val_mae: 47.4101
Epoch 300/500
231/231 [==============================] - 0s 25us/step - loss: 3033.6661 - mae: 45.8968 - val_loss: 3408.7776 - val_mae: 47.3826
Epoch 301/500
231/231 [==============================] - 0s 26us/step - loss: 3032.4283 - mae: 45.8815 - val_loss: 3405.8726 - val_mae: 47.3514
Epoch 302/500
231/231 [==============================] - 0s 25us/step - loss: 3031.1148 - mae: 45.8639 - val_loss: 3403.3635 - val_mae: 47.3276
Epoch 303/500
231/231 [==============================] - 0s 27us/step - loss: 3030.0813 - mae: 45.8523 - val_loss: 3400.8296 - val_mae: 47.3047
Epoch 304/500
231/231 [==============================] - 0s 24us/step - loss: 3028.7935 - mae: 45.8377 - val_loss: 3398.0151 - val_mae: 47.2748
Epoch 305/500
231/231 [==============================] - 0s 23us/step - loss: 3027.4631 - mae: 45.8216 - val_loss: 3395.5686 - val_mae: 47.2473
Epoch 306/500
231/231 [==============================] - 0s 29us/step - loss: 3026.1942 - mae: 45.8056 - val_loss: 3393.1304 - val_mae: 47.2226
Epoch 307/500
231/231 [==============================] - 0s 31us/step - loss: 3025.0745 - mae: 45.7931 - val_loss: 3390.7310 - val_mae: 47.2008
Epoch 308/500
231/231 [==============================] - 0s 22us/step - loss: 3024.0373 - mae: 45.7812 - val_loss: 3388.0469 - val_mae: 47.1737
Epoch 309/500
231/231 [==============================] - 0s 24us/step - loss: 3022.8564 - mae: 45.7688 - val_loss: 3385.7429 - val_mae: 47.1533
Epoch 310/500
231/231 [==============================] - 0s 29us/step - loss: 3021.9973 - mae: 45.7578 - val_loss: 3383.3252 - val_mae: 47.1315
Epoch 311/500
231/231 [==============================] - 0s 25us/step - loss: 3020.9162 - mae: 45.7477 - val_loss: 3380.7988 - val_mae: 47.1043
Epoch 312/500
231/231 [==============================] - 0s 22us/step - loss: 3019.2096 - mae: 45.7287 - val_loss: 3378.0522 - val_mae: 47.0707
Epoch 313/500
231/231 [==============================] - 0s 26us/step - loss: 3018.3000 - mae: 45.7121 - val_loss: 3375.3979 - val_mae: 47.0408
Epoch 314/500
231/231 [==============================] - 0s 25us/step - loss: 3017.5014 - mae: 45.7007 - val_loss: 3372.6274 - val_mae: 47.0063
Epoch 315/500
231/231 [==============================] - 0s 21us/step - loss: 3016.2748 - mae: 45.6820 - val_loss: 3370.1084 - val_mae: 46.9769
Epoch 316/500
231/231 [==============================] - 0s 24us/step - loss: 3015.1764 - mae: 45.6681 - val_loss: 3367.7041 - val_mae: 46.9541
Epoch 317/500
231/231 [==============================] - 0s 19us/step - loss: 3014.1329 - mae: 45.6566 - val_loss: 3365.5120 - val_mae: 46.9348
Epoch 318/500
231/231 [==============================] - 0s 23us/step - loss: 3013.0365 - mae: 45.6444 - val_loss: 3363.5115 - val_mae: 46.9168
Epoch 319/500
231/231 [==============================] - 0s 22us/step - loss: 3011.8922 - mae: 45.6317 - val_loss: 3361.0542 - val_mae: 46.8917
Epoch 320/500
231/231 [==============================] - 0s 21us/step - loss: 3011.1645 - mae: 45.6232 - val_loss: 3358.6628 - val_mae: 46.8681
Epoch 321/500
231/231 [==============================] - 0s 24us/step - loss: 3009.9733 - mae: 45.6081 - val_loss: 3356.3042 - val_mae: 46.8415
Epoch 322/500
231/231 [==============================] - 0s 29us/step - loss: 3008.7513 - mae: 45.5954 - val_loss: 3354.0396 - val_mae: 46.8177
Epoch 323/500
231/231 [==============================] - 0s 23us/step - loss: 3007.9814 - mae: 45.5851 - val_loss: 3351.7412 - val_mae: 46.7927
Epoch 324/500
231/231 [==============================] - 0s 26us/step - loss: 3006.8270 - mae: 45.5734 - val_loss: 3349.5610 - val_mae: 46.7716
Epoch 325/500
231/231 [==============================] - 0s 23us/step - loss: 3006.0061 - mae: 45.5643 - val_loss: 3347.4236 - val_mae: 46.7534
Epoch 326/500
231/231 [==============================] - 0s 22us/step - loss: 3005.4017 - mae: 45.5573 - val_loss: 3345.2642 - val_mae: 46.7343
Epoch 327/500
231/231 [==============================] - 0s 20us/step - loss: 3004.0212 - mae: 45.5437 - val_loss: 3342.8059 - val_mae: 46.7053
Epoch 328/500
231/231 [==============================] - 0s 24us/step - loss: 3002.9281 - mae: 45.5304 - val_loss: 3340.4639 - val_mae: 46.6804
Epoch 329/500
231/231 [==============================] - 0s 26us/step - loss: 3002.2779 - mae: 45.5222 - val_loss: 3338.0974 - val_mae: 46.6602
Epoch 330/500
231/231 [==============================] - 0s 33us/step - loss: 3001.2281 - mae: 45.5111 - val_loss: 3335.5798 - val_mae: 46.6336
Epoch 331/500
231/231 [==============================] - 0s 22us/step - loss: 3000.5073 - mae: 45.5013 - val_loss: 3332.9839 - val_mae: 46.6057
Epoch 332/500
231/231 [==============================] - 0s 21us/step - loss: 2999.3152 - mae: 45.4904 - val_loss: 3330.8767 - val_mae: 46.5872
Epoch 333/500
231/231 [==============================] - 0s 21us/step - loss: 2998.3300 - mae: 45.4797 - val_loss: 3328.7512 - val_mae: 46.5658
Epoch 334/500
231/231 [==============================] - 0s 23us/step - loss: 2997.5236 - mae: 45.4709 - val_loss: 3326.8086 - val_mae: 46.5460
Epoch 335/500
231/231 [==============================] - 0s 24us/step - loss: 2996.7429 - mae: 45.4610 - val_loss: 3324.8018 - val_mae: 46.5269
Epoch 336/500
231/231 [==============================] - 0s 22us/step - loss: 2995.6563 - mae: 45.4492 - val_loss: 3322.8196 - val_mae: 46.5103
Epoch 337/500
231/231 [==============================] - 0s 22us/step - loss: 2994.9460 - mae: 45.4427 - val_loss: 3320.6553 - val_mae: 46.4888
Epoch 338/500
231/231 [==============================] - 0s 21us/step - loss: 2993.9931 - mae: 45.4339 - val_loss: 3318.6995 - val_mae: 46.4724
Epoch 339/500
231/231 [==============================] - 0s 24us/step - loss: 2993.4856 - mae: 45.4263 - val_loss: 3316.6428 - val_mae: 46.4540
Epoch 340/500
231/231 [==============================] - 0s 23us/step - loss: 2992.2381 - mae: 45.4147 - val_loss: 3314.6069 - val_mae: 46.4293
Epoch 341/500
231/231 [==============================] - 0s 23us/step - loss: 2991.3280 - mae: 45.4029 - val_loss: 3312.3042 - val_mae: 46.4008
Epoch 342/500
231/231 [==============================] - 0s 28us/step - loss: 2990.5695 - mae: 45.3916 - val_loss: 3309.8828 - val_mae: 46.3716
Epoch 343/500
231/231 [==============================] - 0s 31us/step - loss: 2989.9832 - mae: 45.3816 - val_loss: 3307.7490 - val_mae: 46.3497
Epoch 344/500
231/231 [==============================] - 0s 36us/step - loss: 2988.8660 - mae: 45.3696 - val_loss: 3305.4507 - val_mae: 46.3221
Epoch 345/500
231/231 [==============================] - 0s 19us/step - loss: 2988.1528 - mae: 45.3579 - val_loss: 3303.2393 - val_mae: 46.2948
Epoch 346/500
231/231 [==============================] - 0s 23us/step - loss: 2987.2640 - mae: 45.3481 - val_loss: 3300.9817 - val_mae: 46.2717
Epoch 347/500
231/231 [==============================] - 0s 24us/step - loss: 2987.0642 - mae: 45.3427 - val_loss: 3298.6921 - val_mae: 46.2520
Epoch 348/500
231/231 [==============================] - 0s 23us/step - loss: 2985.6255 - mae: 45.3298 - val_loss: 3296.5374 - val_mae: 46.2262
Epoch 349/500
231/231 [==============================] - 0s 28us/step - loss: 2984.9602 - mae: 45.3192 - val_loss: 3294.3447 - val_mae: 46.1994
Epoch 350/500
231/231 [==============================] - 0s 21us/step - loss: 2984.5468 - mae: 45.3123 - val_loss: 3292.3142 - val_mae: 46.1803
Epoch 351/500
231/231 [==============================] - 0s 26us/step - loss: 2983.3345 - mae: 45.2995 - val_loss: 3290.2944 - val_mae: 46.1539
Epoch 352/500
231/231 [==============================] - 0s 27us/step - loss: 2982.5760 - mae: 45.2878 - val_loss: 3288.2002 - val_mae: 46.1283
Epoch 353/500
231/231 [==============================] - 0s 29us/step - loss: 2981.8927 - mae: 45.2779 - val_loss: 3285.9722 - val_mae: 46.1011
Epoch 354/500
231/231 [==============================] - 0s 22us/step - loss: 2981.4056 - mae: 45.2686 - val_loss: 3283.8557 - val_mae: 46.0781
Epoch 355/500
231/231 [==============================] - 0s 24us/step - loss: 2980.4335 - mae: 45.2577 - val_loss: 3281.8752 - val_mae: 46.0540
Epoch 356/500
231/231 [==============================] - 0s 22us/step - loss: 2979.8747 - mae: 45.2486 - val_loss: 3279.6843 - val_mae: 46.0264
Epoch 357/500
231/231 [==============================] - 0s 27us/step - loss: 2979.1535 - mae: 45.2388 - val_loss: 3277.9226 - val_mae: 46.0096
Epoch 358/500
231/231 [==============================] - 0s 25us/step - loss: 2978.4082 - mae: 45.2289 - val_loss: 3275.8447 - val_mae: 45.9872
Epoch 359/500
231/231 [==============================] - 0s 23us/step - loss: 2977.7687 - mae: 45.2192 - val_loss: 3273.9944 - val_mae: 45.9640
Epoch 360/500
231/231 [==============================] - 0s 24us/step - loss: 2976.9781 - mae: 45.2097 - val_loss: 3272.2654 - val_mae: 45.9460
Epoch 361/500
231/231 [==============================] - 0s 21us/step - loss: 2976.5792 - mae: 45.2057 - val_loss: 3270.7131 - val_mae: 45.9360
Epoch 362/500
231/231 [==============================] - 0s 25us/step - loss: 2975.5669 - mae: 45.1947 - val_loss: 3268.9780 - val_mae: 45.9200
Epoch 363/500
231/231 [==============================] - 0s 23us/step - loss: 2974.8557 - mae: 45.1887 - val_loss: 3267.1980 - val_mae: 45.9058
Epoch 364/500
231/231 [==============================] - 0s 24us/step - loss: 2974.1235 - mae: 45.1815 - val_loss: 3265.4260 - val_mae: 45.8918
Epoch 365/500
231/231 [==============================] - 0s 25us/step - loss: 2973.6075 - mae: 45.1742 - val_loss: 3263.3857 - val_mae: 45.8685
Epoch 366/500
231/231 [==============================] - 0s 22us/step - loss: 2972.7970 - mae: 45.1656 - val_loss: 3261.2915 - val_mae: 45.8493
Epoch 367/500
231/231 [==============================] - 0s 19us/step - loss: 2972.4559 - mae: 45.1637 - val_loss: 3259.4475 - val_mae: 45.8374
Epoch 368/500
231/231 [==============================] - 0s 22us/step - loss: 2971.5718 - mae: 45.1546 - val_loss: 3257.5498 - val_mae: 45.8204
Epoch 369/500
231/231 [==============================] - 0s 28us/step - loss: 2970.9583 - mae: 45.1474 - val_loss: 3255.6987 - val_mae: 45.8012
Epoch 370/500
231/231 [==============================] - 0s 22us/step - loss: 2970.0851 - mae: 45.1386 - val_loss: 3253.9941 - val_mae: 45.7837
Epoch 371/500
231/231 [==============================] - 0s 19us/step - loss: 2969.6080 - mae: 45.1310 - val_loss: 3252.2273 - val_mae: 45.7663
Epoch 372/500
231/231 [==============================] - 0s 23us/step - loss: 2969.0094 - mae: 45.1245 - val_loss: 3250.6899 - val_mae: 45.7537
Epoch 373/500
231/231 [==============================] - 0s 21us/step - loss: 2968.6132 - mae: 45.1199 - val_loss: 3249.2690 - val_mae: 45.7409
Epoch 374/500
231/231 [==============================] - 0s 27us/step - loss: 2967.7352 - mae: 45.1089 - val_loss: 3247.2278 - val_mae: 45.7145
Epoch 375/500
231/231 [==============================] - 0s 28us/step - loss: 2967.0868 - mae: 45.1015 - val_loss: 3245.3596 - val_mae: 45.6926
Epoch 376/500
231/231 [==============================] - 0s 23us/step - loss: 2966.4982 - mae: 45.0937 - val_loss: 3243.5303 - val_mae: 45.6727
Epoch 377/500
231/231 [==============================] - 0s 22us/step - loss: 2965.8823 - mae: 45.0837 - val_loss: 3241.5999 - val_mae: 45.6501
Epoch 378/500
231/231 [==============================] - 0s 22us/step - loss: 2965.3788 - mae: 45.0775 - val_loss: 3239.9082 - val_mae: 45.6348
Epoch 379/500
231/231 [==============================] - 0s 23us/step - loss: 2964.5966 - mae: 45.0693 - val_loss: 3238.0210 - val_mae: 45.6163
Epoch 380/500
231/231 [==============================] - 0s 24us/step - loss: 2964.0309 - mae: 45.0627 - val_loss: 3236.1792 - val_mae: 45.5977
Epoch 381/500
231/231 [==============================] - 0s 27us/step - loss: 2963.3931 - mae: 45.0542 - val_loss: 3234.5046 - val_mae: 45.5816
Epoch 382/500
231/231 [==============================] - 0s 30us/step - loss: 2963.0776 - mae: 45.0511 - val_loss: 3232.7336 - val_mae: 45.5667
Epoch 383/500
231/231 [==============================] - 0s 21us/step - loss: 2962.4213 - mae: 45.0423 - val_loss: 3230.8811 - val_mae: 45.5441
Epoch 384/500
231/231 [==============================] - 0s 24us/step - loss: 2961.7351 - mae: 45.0343 - val_loss: 3229.2761 - val_mae: 45.5290
Epoch 385/500
231/231 [==============================] - 0s 22us/step - loss: 2961.5158 - mae: 45.0291 - val_loss: 3227.5513 - val_mae: 45.5138
Epoch 386/500
231/231 [==============================] - 0s 23us/step - loss: 2960.6074 - mae: 45.0197 - val_loss: 3225.8022 - val_mae: 45.4915
Epoch 387/500
231/231 [==============================] - 0s 33us/step - loss: 2960.0325 - mae: 45.0108 - val_loss: 3224.2029 - val_mae: 45.4724
Epoch 388/500
231/231 [==============================] - 0s 21us/step - loss: 2959.4148 - mae: 45.0022 - val_loss: 3222.5605 - val_mae: 45.4529
Epoch 389/500
231/231 [==============================] - 0s 22us/step - loss: 2958.8258 - mae: 44.9947 - val_loss: 3220.7683 - val_mae: 45.4328
Epoch 390/500
231/231 [==============================] - 0s 22us/step - loss: 2958.4573 - mae: 44.9884 - val_loss: 3218.8579 - val_mae: 45.4132
Epoch 391/500
231/231 [==============================] - 0s 24us/step - loss: 2957.9848 - mae: 44.9814 - val_loss: 3217.1775 - val_mae: 45.3940
Epoch 392/500
231/231 [==============================] - 0s 25us/step - loss: 2957.3115 - mae: 44.9721 - val_loss: 3215.4497 - val_mae: 45.3735
Epoch 393/500
231/231 [==============================] - 0s 24us/step - loss: 2957.1270 - mae: 44.9678 - val_loss: 3213.5728 - val_mae: 45.3489
Epoch 394/500
231/231 [==============================] - 0s 23us/step - loss: 2956.3086 - mae: 44.9549 - val_loss: 3212.0261 - val_mae: 45.3301
Epoch 395/500
231/231 [==============================] - 0s 24us/step - loss: 2955.7711 - mae: 44.9472 - val_loss: 3210.5400 - val_mae: 45.3131
Epoch 396/500
231/231 [==============================] - 0s 29us/step - loss: 2955.2449 - mae: 44.9413 - val_loss: 3209.1731 - val_mae: 45.2990
Epoch 397/500
231/231 [==============================] - 0s 24us/step - loss: 2954.7664 - mae: 44.9343 - val_loss: 3207.8540 - val_mae: 45.2885
Epoch 398/500
231/231 [==============================] - 0s 20us/step - loss: 2954.1414 - mae: 44.9271 - val_loss: 3206.4607 - val_mae: 45.2735
Epoch 399/500
231/231 [==============================] - 0s 22us/step - loss: 2953.9175 - mae: 44.9236 - val_loss: 3205.0515 - val_mae: 45.2617
Epoch 400/500
231/231 [==============================] - 0s 21us/step - loss: 2953.5525 - mae: 44.9181 - val_loss: 3203.5212 - val_mae: 45.2463
Epoch 401/500
231/231 [==============================] - 0s 23us/step - loss: 2952.9747 - mae: 44.9102 - val_loss: 3201.8723 - val_mae: 45.2277
Epoch 402/500
231/231 [==============================] - 0s 25us/step - loss: 2952.2913 - mae: 44.9005 - val_loss: 3199.9221 - val_mae: 45.2027
Epoch 403/500
231/231 [==============================] - 0s 24us/step - loss: 2951.9007 - mae: 44.8932 - val_loss: 3198.2966 - val_mae: 45.1831
Epoch 404/500
231/231 [==============================] - 0s 22us/step - loss: 2951.4409 - mae: 44.8870 - val_loss: 3196.8599 - val_mae: 45.1612
Epoch 405/500
231/231 [==============================] - 0s 26us/step - loss: 2950.8865 - mae: 44.8777 - val_loss: 3195.3799 - val_mae: 45.1443
Epoch 406/500
231/231 [==============================] - 0s 23us/step - loss: 2950.3220 - mae: 44.8697 - val_loss: 3194.0869 - val_mae: 45.1279
Epoch 407/500
231/231 [==============================] - 0s 24us/step - loss: 2950.1479 - mae: 44.8652 - val_loss: 3192.5198 - val_mae: 45.1109
Epoch 408/500
231/231 [==============================] - 0s 26us/step - loss: 2949.4949 - mae: 44.8568 - val_loss: 3191.2783 - val_mae: 45.0936
Epoch 409/500
231/231 [==============================] - 0s 23us/step - loss: 2949.4274 - mae: 44.8543 - val_loss: 3190.0208 - val_mae: 45.0810
Epoch 410/500
231/231 [==============================] - 0s 26us/step - loss: 2948.7501 - mae: 44.8453 - val_loss: 3188.7964 - val_mae: 45.0681
Epoch 411/500
231/231 [==============================] - 0s 21us/step - loss: 2948.1444 - mae: 44.8370 - val_loss: 3187.4507 - val_mae: 45.0499
Epoch 412/500
231/231 [==============================] - 0s 24us/step - loss: 2947.8328 - mae: 44.8324 - val_loss: 3185.7932 - val_mae: 45.0320
Epoch 413/500
231/231 [==============================] - 0s 24us/step - loss: 2947.5128 - mae: 44.8279 - val_loss: 3184.5474 - val_mae: 45.0199
Epoch 414/500
231/231 [==============================] - 0s 26us/step - loss: 2947.1608 - mae: 44.8215 - val_loss: 3183.1831 - val_mae: 44.9987
Epoch 415/500
231/231 [==============================] - 0s 23us/step - loss: 2946.4857 - mae: 44.8129 - val_loss: 3181.8757 - val_mae: 44.9851
Epoch 416/500
231/231 [==============================] - 0s 20us/step - loss: 2946.1580 - mae: 44.8082 - val_loss: 3180.5361 - val_mae: 44.9732
Epoch 417/500
231/231 [==============================] - 0s 26us/step - loss: 2945.8562 - mae: 44.8058 - val_loss: 3179.3303 - val_mae: 44.9608
Epoch 418/500
231/231 [==============================] - 0s 24us/step - loss: 2945.1267 - mae: 44.7972 - val_loss: 3177.9963 - val_mae: 44.9429
Epoch 419/500
231/231 [==============================] - 0s 21us/step - loss: 2944.7490 - mae: 44.7923 - val_loss: 3176.6809 - val_mae: 44.9270
Epoch 420/500
231/231 [==============================] - 0s 21us/step - loss: 2944.3834 - mae: 44.7862 - val_loss: 3175.3765 - val_mae: 44.9079
Epoch 421/500
231/231 [==============================] - 0s 21us/step - loss: 2943.9881 - mae: 44.7792 - val_loss: 3173.9189 - val_mae: 44.8904
Epoch 422/500
231/231 [==============================] - 0s 27us/step - loss: 2943.5380 - mae: 44.7744 - val_loss: 3172.8237 - val_mae: 44.8806
Epoch 423/500
231/231 [==============================] - 0s 20us/step - loss: 2943.2829 - mae: 44.7720 - val_loss: 3171.4658 - val_mae: 44.8700
Epoch 424/500
231/231 [==============================] - 0s 23us/step - loss: 2942.6994 - mae: 44.7654 - val_loss: 3170.1184 - val_mae: 44.8545
Epoch 425/500
231/231 [==============================] - 0s 23us/step - loss: 2942.2942 - mae: 44.7605 - val_loss: 3168.7327 - val_mae: 44.8402
Epoch 426/500
231/231 [==============================] - 0s 23us/step - loss: 2941.9425 - mae: 44.7563 - val_loss: 3167.6340 - val_mae: 44.8306
Epoch 427/500
231/231 [==============================] - 0s 22us/step - loss: 2941.7145 - mae: 44.7530 - val_loss: 3166.3291 - val_mae: 44.8175
Epoch 428/500
231/231 [==============================] - 0s 23us/step - loss: 2941.0699 - mae: 44.7468 - val_loss: 3164.7395 - val_mae: 44.7991
Epoch 429/500
231/231 [==============================] - 0s 20us/step - loss: 2940.8186 - mae: 44.7423 - val_loss: 3163.0623 - val_mae: 44.7769
Epoch 430/500
231/231 [==============================] - 0s 26us/step - loss: 2940.2669 - mae: 44.7350 - val_loss: 3161.7927 - val_mae: 44.7622
Epoch 431/500
231/231 [==============================] - 0s 23us/step - loss: 2939.9997 - mae: 44.7310 - val_loss: 3160.3926 - val_mae: 44.7473
Epoch 432/500
231/231 [==============================] - 0s 27us/step - loss: 2939.5182 - mae: 44.7268 - val_loss: 3159.0664 - val_mae: 44.7311
Epoch 433/500
231/231 [==============================] - 0s 26us/step - loss: 2939.4552 - mae: 44.7235 - val_loss: 3157.8440 - val_mae: 44.7220
Epoch 434/500
231/231 [==============================] - 0s 30us/step - loss: 2938.8362 - mae: 44.7177 - val_loss: 3156.5371 - val_mae: 44.7067
Epoch 435/500
231/231 [==============================] - 0s 28us/step - loss: 2938.6800 - mae: 44.7149 - val_loss: 3155.1943 - val_mae: 44.6901
Epoch 436/500
231/231 [==============================] - 0s 24us/step - loss: 2938.1281 - mae: 44.7072 - val_loss: 3154.2161 - val_mae: 44.6788
Epoch 437/500
231/231 [==============================] - 0s 23us/step - loss: 2937.8800 - mae: 44.7039 - val_loss: 3153.0957 - val_mae: 44.6676
Epoch 438/500
231/231 [==============================] - 0s 24us/step - loss: 2937.9643 - mae: 44.7048 - val_loss: 3152.1416 - val_mae: 44.6666
Epoch 439/500
231/231 [==============================] - 0s 23us/step - loss: 2937.0868 - mae: 44.6970 - val_loss: 3150.8303 - val_mae: 44.6519
Epoch 440/500
231/231 [==============================] - 0s 23us/step - loss: 2936.8109 - mae: 44.6926 - val_loss: 3149.4509 - val_mae: 44.6353
Epoch 441/500
231/231 [==============================] - 0s 31us/step - loss: 2936.4302 - mae: 44.6883 - val_loss: 3148.4001 - val_mae: 44.6250
Epoch 442/500
231/231 [==============================] - 0s 25us/step - loss: 2936.1316 - mae: 44.6848 - val_loss: 3147.3770 - val_mae: 44.6148
Epoch 443/500
231/231 [==============================] - 0s 24us/step - loss: 2935.6255 - mae: 44.6799 - val_loss: 3146.2588 - val_mae: 44.6060
Epoch 444/500
231/231 [==============================] - 0s 29us/step - loss: 2935.3590 - mae: 44.6764 - val_loss: 3145.0825 - val_mae: 44.5981
Epoch 445/500
231/231 [==============================] - 0s 22us/step - loss: 2935.1483 - mae: 44.6744 - val_loss: 3143.7461 - val_mae: 44.5864
Epoch 446/500
231/231 [==============================] - 0s 26us/step - loss: 2934.8912 - mae: 44.6713 - val_loss: 3142.4841 - val_mae: 44.5708
Epoch 447/500
231/231 [==============================] - 0s 21us/step - loss: 2934.4164 - mae: 44.6660 - val_loss: 3141.3809 - val_mae: 44.5617
Epoch 448/500
231/231 [==============================] - 0s 24us/step - loss: 2934.1210 - mae: 44.6629 - val_loss: 3140.4668 - val_mae: 44.5509
Epoch 449/500
231/231 [==============================] - 0s 21us/step - loss: 2933.7669 - mae: 44.6585 - val_loss: 3139.5278 - val_mae: 44.5444
Epoch 450/500
231/231 [==============================] - 0s 22us/step - loss: 2934.0069 - mae: 44.6607 - val_loss: 3138.4863 - val_mae: 44.5381
Epoch 451/500
231/231 [==============================] - 0s 24us/step - loss: 2933.1380 - mae: 44.6533 - val_loss: 3137.0911 - val_mae: 44.5202
Epoch 452/500
231/231 [==============================] - 0s 24us/step - loss: 2932.9119 - mae: 44.6489 - val_loss: 3135.7371 - val_mae: 44.5033
Epoch 453/500
231/231 [==============================] - 0s 25us/step - loss: 2932.6310 - mae: 44.6447 - val_loss: 3134.5935 - val_mae: 44.4899
Epoch 454/500
231/231 [==============================] - 0s 22us/step - loss: 2932.2490 - mae: 44.6397 - val_loss: 3133.1731 - val_mae: 44.4708
Epoch 455/500
231/231 [==============================] - 0s 23us/step - loss: 2931.9576 - mae: 44.6341 - val_loss: 3131.7812 - val_mae: 44.4545
Epoch 456/500
231/231 [==============================] - 0s 26us/step - loss: 2931.6471 - mae: 44.6298 - val_loss: 3130.5681 - val_mae: 44.4427
Epoch 457/500
231/231 [==============================] - 0s 28us/step - loss: 2932.0579 - mae: 44.6307 - val_loss: 3129.2778 - val_mae: 44.4233
Epoch 458/500
231/231 [==============================] - 0s 27us/step - loss: 2931.0974 - mae: 44.6217 - val_loss: 3128.4731 - val_mae: 44.4189
Epoch 459/500
231/231 [==============================] - 0s 22us/step - loss: 2930.7894 - mae: 44.6188 - val_loss: 3127.3374 - val_mae: 44.4095
Epoch 460/500
231/231 [==============================] - 0s 22us/step - loss: 2930.8429 - mae: 44.6176 - val_loss: 3126.2922 - val_mae: 44.3968
Epoch 461/500
231/231 [==============================] - 0s 22us/step - loss: 2930.1395 - mae: 44.6111 - val_loss: 3125.3738 - val_mae: 44.3916
Epoch 462/500
231/231 [==============================] - 0s 23us/step - loss: 2929.7921 - mae: 44.6090 - val_loss: 3124.6255 - val_mae: 44.3877
Epoch 463/500
231/231 [==============================] - 0s 24us/step - loss: 2929.6002 - mae: 44.6063 - val_loss: 3123.3943 - val_mae: 44.3756
Epoch 464/500
231/231 [==============================] - 0s 20us/step - loss: 2929.4170 - mae: 44.6032 - val_loss: 3122.2244 - val_mae: 44.3625
Epoch 465/500
231/231 [==============================] - 0s 27us/step - loss: 2929.1888 - mae: 44.6019 - val_loss: 3121.2993 - val_mae: 44.3560
Epoch 466/500
231/231 [==============================] - 0s 28us/step - loss: 2928.7110 - mae: 44.5955 - val_loss: 3120.3457 - val_mae: 44.3452
Epoch 467/500
231/231 [==============================] - 0s 30us/step - loss: 2928.6261 - mae: 44.5934 - val_loss: 3119.6035 - val_mae: 44.3353
Epoch 468/500
231/231 [==============================] - 0s 23us/step - loss: 2928.2828 - mae: 44.5883 - val_loss: 3118.8823 - val_mae: 44.3272
Epoch 469/500
231/231 [==============================] - 0s 21us/step - loss: 2928.0312 - mae: 44.5868 - val_loss: 3118.1240 - val_mae: 44.3227
Epoch 470/500
231/231 [==============================] - 0s 23us/step - loss: 2928.1631 - mae: 44.5857 - val_loss: 3117.4331 - val_mae: 44.3163
Epoch 471/500
231/231 [==============================] - 0s 21us/step - loss: 2927.3874 - mae: 44.5776 - val_loss: 3116.2361 - val_mae: 44.2981
Epoch 472/500
231/231 [==============================] - 0s 23us/step - loss: 2927.3854 - mae: 44.5727 - val_loss: 3115.1282 - val_mae: 44.2781
Epoch 473/500
231/231 [==============================] - 0s 25us/step - loss: 2926.9677 - mae: 44.5685 - val_loss: 3114.2073 - val_mae: 44.2685
Epoch 474/500
231/231 [==============================] - 0s 27us/step - loss: 2926.5891 - mae: 44.5639 - val_loss: 3113.1880 - val_mae: 44.2540
Epoch 475/500
231/231 [==============================] - 0s 21us/step - loss: 2927.0436 - mae: 44.5663 - val_loss: 3112.2048 - val_mae: 44.2419
Epoch 476/500
231/231 [==============================] - 0s 26us/step - loss: 2926.3909 - mae: 44.5563 - val_loss: 3110.8225 - val_mae: 44.2179
Epoch 477/500
231/231 [==============================] - 0s 25us/step - loss: 2925.7282 - mae: 44.5472 - val_loss: 3109.7578 - val_mae: 44.2013
Epoch 478/500
231/231 [==============================] - 0s 26us/step - loss: 2926.0440 - mae: 44.5474 - val_loss: 3108.5115 - val_mae: 44.1799
Epoch 479/500
231/231 [==============================] - 0s 24us/step - loss: 2925.4695 - mae: 44.5376 - val_loss: 3107.7014 - val_mae: 44.1693
Epoch 480/500
231/231 [==============================] - 0s 26us/step - loss: 2925.1744 - mae: 44.5340 - val_loss: 3106.7109 - val_mae: 44.1609
Epoch 481/500
231/231 [==============================] - 0s 29us/step - loss: 2924.9765 - mae: 44.5323 - val_loss: 3105.6926 - val_mae: 44.1521
Epoch 482/500
231/231 [==============================] - 0s 20us/step - loss: 2924.5557 - mae: 44.5271 - val_loss: 3105.1350 - val_mae: 44.1484
Epoch 483/500
231/231 [==============================] - 0s 25us/step - loss: 2924.5446 - mae: 44.5254 - val_loss: 3104.2397 - val_mae: 44.1423
Epoch 484/500
231/231 [==============================] - 0s 25us/step - loss: 2924.1950 - mae: 44.5234 - val_loss: 3102.9880 - val_mae: 44.1295
Epoch 485/500
231/231 [==============================] - 0s 25us/step - loss: 2923.8258 - mae: 44.5185 - val_loss: 3101.9490 - val_mae: 44.1164
Epoch 486/500
231/231 [==============================] - 0s 29us/step - loss: 2923.5959 - mae: 44.5149 - val_loss: 3100.9358 - val_mae: 44.1039
Epoch 487/500
231/231 [==============================] - 0s 31us/step - loss: 2923.5190 - mae: 44.5126 - val_loss: 3100.0103 - val_mae: 44.0974
Epoch 488/500
231/231 [==============================] - 0s 21us/step - loss: 2923.3276 - mae: 44.5102 - val_loss: 3099.0137 - val_mae: 44.0859
Epoch 489/500
231/231 [==============================] - 0s 20us/step - loss: 2923.0528 - mae: 44.5050 - val_loss: 3098.1091 - val_mae: 44.0791
Epoch 490/500
231/231 [==============================] - 0s 22us/step - loss: 2922.9962 - mae: 44.5048 - val_loss: 3097.5996 - val_mae: 44.0773
Epoch 491/500
231/231 [==============================] - 0s 21us/step - loss: 2922.9012 - mae: 44.5043 - val_loss: 3096.7673 - val_mae: 44.0704
Epoch 492/500
231/231 [==============================] - 0s 22us/step - loss: 2922.5781 - mae: 44.4990 - val_loss: 3095.6941 - val_mae: 44.0569
Epoch 493/500
231/231 [==============================] - 0s 21us/step - loss: 2921.8482 - mae: 44.4896 - val_loss: 3094.3911 - val_mae: 44.0357
Epoch 494/500
231/231 [==============================] - 0s 21us/step - loss: 2921.8343 - mae: 44.4848 - val_loss: 3093.3262 - val_mae: 44.0187
Epoch 495/500
231/231 [==============================] - 0s 25us/step - loss: 2921.6430 - mae: 44.4808 - val_loss: 3092.3416 - val_mae: 44.0065
Epoch 496/500
231/231 [==============================] - 0s 27us/step - loss: 2921.4324 - mae: 44.4772 - val_loss: 3091.2773 - val_mae: 43.9932
Epoch 497/500
231/231 [==============================] - 0s 22us/step - loss: 2921.2281 - mae: 44.4726 - val_loss: 3090.5332 - val_mae: 43.9836
Epoch 498/500
231/231 [==============================] - 0s 32us/step - loss: 2921.1260 - mae: 44.4692 - val_loss: 3089.8269 - val_mae: 43.9795
Epoch 499/500
231/231 [==============================] - 0s 27us/step - loss: 2921.1121 - mae: 44.4700 - val_loss: 3088.9309 - val_mae: 43.9673
Epoch 500/500
231/231 [==============================] - 0s 26us/step - loss: 2920.8919 - mae: 44.4666 - val_loss: 3088.1770 - val_mae: 43.9654
133/133 [==============================] - 0s 23us/step

Optimizers:  <keras.optimizers.Adam object at 0x14430ffd0>
Epoch Sizes:  500
Neurons or Units:  64
['loss', 'mae']
[3205.902325393562, 46.381587982177734]

Model: "sequential_11"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_31 (Dense)             (None, 128)               1408      
_________________________________________________________________
activation_21 (Activation)   (None, 128)               0         
_________________________________________________________________
dense_32 (Dense)             (None, 128)               16512     
_________________________________________________________________
activation_22 (Activation)   (None, 128)               0         
_________________________________________________________________
dense_33 (Dense)             (None, 1)                 129       
=================================================================
Total params: 18,049
Trainable params: 18,049
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/500
231/231 [==============================] - 0s 610us/step - loss: 29781.7899 - mae: 154.4204 - val_loss: 29136.8848 - val_mae: 152.6555
Epoch 2/500
231/231 [==============================] - 0s 24us/step - loss: 29734.1123 - mae: 154.2711 - val_loss: 29062.4863 - val_mae: 152.4149
Epoch 3/500
231/231 [==============================] - 0s 27us/step - loss: 29647.6426 - mae: 153.9930 - val_loss: 28930.9922 - val_mae: 151.9910
Epoch 4/500
231/231 [==============================] - 0s 25us/step - loss: 29496.0906 - mae: 153.5166 - val_loss: 28716.0996 - val_mae: 151.2997
Epoch 5/500
231/231 [==============================] - 0s 25us/step - loss: 29253.7079 - mae: 152.7541 - val_loss: 28391.3887 - val_mae: 150.2534
Epoch 6/500
231/231 [==============================] - 0s 28us/step - loss: 28890.5605 - mae: 151.6208 - val_loss: 27931.3516 - val_mae: 148.7627
Epoch 7/500
231/231 [==============================] - 0s 26us/step - loss: 28399.6870 - mae: 150.0464 - val_loss: 27312.6133 - val_mae: 146.7391
Epoch 8/500
231/231 [==============================] - 0s 26us/step - loss: 27717.5532 - mae: 147.8975 - val_loss: 26512.7812 - val_mae: 144.0875
Epoch 9/500
231/231 [==============================] - 0s 22us/step - loss: 26858.4205 - mae: 145.1270 - val_loss: 25514.8184 - val_mae: 140.7180
Epoch 10/500
231/231 [==============================] - 0s 34us/step - loss: 25786.5071 - mae: 141.6298 - val_loss: 24309.0820 - val_mae: 136.5461
Epoch 11/500
231/231 [==============================] - 0s 25us/step - loss: 24516.7884 - mae: 137.3072 - val_loss: 22893.2148 - val_mae: 131.4892
Epoch 12/500
231/231 [==============================] - 0s 24us/step - loss: 23016.3942 - mae: 132.1017 - val_loss: 21275.0566 - val_mae: 125.4703
Epoch 13/500
231/231 [==============================] - 0s 25us/step - loss: 21300.2148 - mae: 125.9671 - val_loss: 19472.4316 - val_mae: 118.4189
Epoch 14/500
231/231 [==============================] - 0s 43us/step - loss: 19437.0342 - mae: 118.7990 - val_loss: 17515.4941 - val_mae: 110.2700
Epoch 15/500
231/231 [==============================] - 0s 27us/step - loss: 17440.4817 - mae: 110.5546 - val_loss: 15453.1719 - val_mae: 101.0380
Epoch 16/500
231/231 [==============================] - 0s 28us/step - loss: 15318.4396 - mae: 101.4067 - val_loss: 13350.1523 - val_mae: 91.3595
Epoch 17/500
231/231 [==============================] - 0s 25us/step - loss: 13024.4924 - mae: 91.4898 - val_loss: 11284.7051 - val_mae: 81.1578
Epoch 18/500
231/231 [==============================] - 0s 28us/step - loss: 10879.8903 - mae: 81.6376 - val_loss: 9334.4121 - val_mae: 71.6652
Epoch 19/500
231/231 [==============================] - 0s 27us/step - loss: 8925.7510 - mae: 72.0847 - val_loss: 7595.5054 - val_mae: 63.7151
Epoch 20/500
231/231 [==============================] - 0s 27us/step - loss: 7132.0646 - mae: 63.8153 - val_loss: 6175.2168 - val_mae: 58.6941
Epoch 21/500
231/231 [==============================] - 0s 27us/step - loss: 5599.0251 - mae: 57.7506 - val_loss: 5160.2212 - val_mae: 56.8112
Epoch 22/500
231/231 [==============================] - 0s 23us/step - loss: 4566.7248 - mae: 53.9004 - val_loss: 4588.1792 - val_mae: 56.4366
Epoch 23/500
231/231 [==============================] - 0s 25us/step - loss: 3979.9774 - mae: 52.3703 - val_loss: 4441.7178 - val_mae: 56.9262
Epoch 24/500
231/231 [==============================] - 0s 24us/step - loss: 3790.7505 - mae: 52.7418 - val_loss: 4618.6997 - val_mae: 58.7227
Epoch 25/500
231/231 [==============================] - 0s 24us/step - loss: 3926.5817 - mae: 53.8156 - val_loss: 4937.2749 - val_mae: 60.6251
Epoch 26/500
231/231 [==============================] - 0s 25us/step - loss: 4132.5100 - mae: 54.9256 - val_loss: 5194.5786 - val_mae: 61.8736
Epoch 27/500
231/231 [==============================] - 0s 25us/step - loss: 4303.6403 - mae: 55.8432 - val_loss: 5276.0850 - val_mae: 62.1239
Epoch 28/500
231/231 [==============================] - 0s 23us/step - loss: 4335.5350 - mae: 55.9152 - val_loss: 5172.0703 - val_mae: 61.4042
Epoch 29/500
231/231 [==============================] - 0s 27us/step - loss: 4220.9842 - mae: 55.1378 - val_loss: 4940.6636 - val_mae: 60.0790
Epoch 30/500
231/231 [==============================] - 0s 34us/step - loss: 4015.2630 - mae: 53.9060 - val_loss: 4662.6499 - val_mae: 58.4223
Epoch 31/500
231/231 [==============================] - 0s 25us/step - loss: 3794.4586 - mae: 52.5453 - val_loss: 4403.9434 - val_mae: 56.7652
Epoch 32/500
231/231 [==============================] - 0s 26us/step - loss: 3591.7338 - mae: 51.0686 - val_loss: 4205.1489 - val_mae: 55.3323
Epoch 33/500
231/231 [==============================] - 0s 24us/step - loss: 3481.3529 - mae: 50.1891 - val_loss: 4067.5498 - val_mae: 54.1231
Epoch 34/500
231/231 [==============================] - 0s 27us/step - loss: 3416.0308 - mae: 49.7043 - val_loss: 3984.7817 - val_mae: 53.1078
Epoch 35/500
231/231 [==============================] - 0s 25us/step - loss: 3379.6438 - mae: 49.2430 - val_loss: 3940.5203 - val_mae: 52.4717
Epoch 36/500
231/231 [==============================] - 0s 24us/step - loss: 3358.2449 - mae: 48.8274 - val_loss: 3915.6653 - val_mae: 51.9809
Epoch 37/500
231/231 [==============================] - 0s 31us/step - loss: 3364.3489 - mae: 48.7292 - val_loss: 3895.5474 - val_mae: 51.5947
Epoch 38/500
231/231 [==============================] - 0s 53us/step - loss: 3358.8533 - mae: 48.5552 - val_loss: 3874.2991 - val_mae: 51.2763
Epoch 39/500
231/231 [==============================] - 0s 33us/step - loss: 3347.3788 - mae: 48.4257 - val_loss: 3848.7317 - val_mae: 51.0129
Epoch 40/500
231/231 [==============================] - 0s 35us/step - loss: 3323.8380 - mae: 48.2477 - val_loss: 3821.9541 - val_mae: 50.8092
Epoch 41/500
231/231 [==============================] - 0s 26us/step - loss: 3296.4655 - mae: 48.0846 - val_loss: 3794.8491 - val_mae: 50.6468
Epoch 42/500
231/231 [==============================] - 0s 26us/step - loss: 3269.1747 - mae: 47.9388 - val_loss: 3768.8411 - val_mae: 50.5230
Epoch 43/500
231/231 [==============================] - 0s 26us/step - loss: 3240.2582 - mae: 47.7896 - val_loss: 3745.4546 - val_mae: 50.4077
Epoch 44/500
231/231 [==============================] - 0s 25us/step - loss: 3211.2566 - mae: 47.6132 - val_loss: 3726.8943 - val_mae: 50.3410
Epoch 45/500
231/231 [==============================] - 0s 24us/step - loss: 3192.2141 - mae: 47.4852 - val_loss: 3712.8611 - val_mae: 50.3143
Epoch 46/500
231/231 [==============================] - 0s 26us/step - loss: 3174.6907 - mae: 47.3754 - val_loss: 3700.8613 - val_mae: 50.2617
Epoch 47/500
231/231 [==============================] - 0s 27us/step - loss: 3168.0490 - mae: 47.2792 - val_loss: 3691.0139 - val_mae: 50.2075
Epoch 48/500
231/231 [==============================] - 0s 26us/step - loss: 3158.4002 - mae: 47.1997 - val_loss: 3680.6687 - val_mae: 50.1323
Epoch 49/500
231/231 [==============================] - 0s 25us/step - loss: 3146.8579 - mae: 47.1273 - val_loss: 3666.6438 - val_mae: 50.0054
Epoch 50/500
231/231 [==============================] - 0s 28us/step - loss: 3140.3369 - mae: 47.0492 - val_loss: 3650.9890 - val_mae: 49.8629
Epoch 51/500
231/231 [==============================] - 0s 25us/step - loss: 3129.2481 - mae: 46.9460 - val_loss: 3631.7380 - val_mae: 49.6691
Epoch 52/500
231/231 [==============================] - 0s 24us/step - loss: 3119.5380 - mae: 46.8527 - val_loss: 3611.4031 - val_mae: 49.4546
Epoch 53/500
231/231 [==============================] - 0s 32us/step - loss: 3110.2510 - mae: 46.7488 - val_loss: 3591.6199 - val_mae: 49.2405
Epoch 54/500
231/231 [==============================] - 0s 25us/step - loss: 3100.4204 - mae: 46.6458 - val_loss: 3571.4775 - val_mae: 49.0174
Epoch 55/500
231/231 [==============================] - 0s 30us/step - loss: 3091.9399 - mae: 46.5471 - val_loss: 3552.4414 - val_mae: 48.7967
Epoch 56/500
231/231 [==============================] - 0s 31us/step - loss: 3084.3741 - mae: 46.4471 - val_loss: 3534.3467 - val_mae: 48.5808
Epoch 57/500
231/231 [==============================] - 0s 26us/step - loss: 3076.6963 - mae: 46.3356 - val_loss: 3518.9631 - val_mae: 48.4043
Epoch 58/500
231/231 [==============================] - 0s 26us/step - loss: 3070.6378 - mae: 46.2533 - val_loss: 3503.5603 - val_mae: 48.2131
Epoch 59/500
231/231 [==============================] - 0s 27us/step - loss: 3062.4566 - mae: 46.1526 - val_loss: 3489.9622 - val_mae: 48.0541
Epoch 60/500
231/231 [==============================] - 0s 36us/step - loss: 3056.8817 - mae: 46.0856 - val_loss: 3477.1155 - val_mae: 47.9132
Epoch 61/500
231/231 [==============================] - 0s 28us/step - loss: 3051.2695 - mae: 46.0173 - val_loss: 3465.2107 - val_mae: 47.7944
Epoch 62/500
231/231 [==============================] - 0s 24us/step - loss: 3046.3617 - mae: 45.9630 - val_loss: 3453.1221 - val_mae: 47.6724
Epoch 63/500
231/231 [==============================] - 0s 25us/step - loss: 3040.3620 - mae: 45.8941 - val_loss: 3442.3584 - val_mae: 47.5574
Epoch 64/500
231/231 [==============================] - 0s 26us/step - loss: 3036.4366 - mae: 45.8539 - val_loss: 3431.8630 - val_mae: 47.4641
Epoch 65/500
231/231 [==============================] - 0s 27us/step - loss: 3031.7439 - mae: 45.8119 - val_loss: 3420.6421 - val_mae: 47.3444
Epoch 66/500
231/231 [==============================] - 0s 34us/step - loss: 3026.0597 - mae: 45.7462 - val_loss: 3410.4248 - val_mae: 47.2591
Epoch 67/500
231/231 [==============================] - 0s 31us/step - loss: 3022.0272 - mae: 45.7071 - val_loss: 3400.8684 - val_mae: 47.1952
Epoch 68/500
231/231 [==============================] - 0s 26us/step - loss: 3017.2070 - mae: 45.6687 - val_loss: 3390.7664 - val_mae: 47.1136
Epoch 69/500
231/231 [==============================] - 0s 24us/step - loss: 3012.9842 - mae: 45.6278 - val_loss: 3381.0430 - val_mae: 47.0326
Epoch 70/500
231/231 [==============================] - 0s 24us/step - loss: 3008.5929 - mae: 45.5824 - val_loss: 3372.2993 - val_mae: 46.9518
Epoch 71/500
231/231 [==============================] - 0s 24us/step - loss: 3006.3654 - mae: 45.5480 - val_loss: 3362.7434 - val_mae: 46.8600
Epoch 72/500
231/231 [==============================] - 0s 40us/step - loss: 3002.2825 - mae: 45.5080 - val_loss: 3354.0442 - val_mae: 46.7879
Epoch 73/500
231/231 [==============================] - 0s 23us/step - loss: 2998.7603 - mae: 45.4681 - val_loss: 3345.6946 - val_mae: 46.7011
Epoch 74/500
231/231 [==============================] - 0s 27us/step - loss: 2995.3815 - mae: 45.4288 - val_loss: 3337.2756 - val_mae: 46.6207
Epoch 75/500
231/231 [==============================] - 0s 31us/step - loss: 2992.0222 - mae: 45.3950 - val_loss: 3329.5537 - val_mae: 46.5569
Epoch 76/500
231/231 [==============================] - 0s 37us/step - loss: 2989.7525 - mae: 45.3679 - val_loss: 3322.4419 - val_mae: 46.4951
Epoch 77/500
231/231 [==============================] - 0s 28us/step - loss: 2986.5930 - mae: 45.3287 - val_loss: 3314.3804 - val_mae: 46.4074
Epoch 78/500
231/231 [==============================] - 0s 29us/step - loss: 2983.4935 - mae: 45.2963 - val_loss: 3307.2144 - val_mae: 46.3376
Epoch 79/500
231/231 [==============================] - 0s 31us/step - loss: 2981.7308 - mae: 45.2678 - val_loss: 3299.2605 - val_mae: 46.2468
Epoch 80/500
231/231 [==============================] - 0s 29us/step - loss: 2978.5600 - mae: 45.2242 - val_loss: 3292.2805 - val_mae: 46.1699
Epoch 81/500
231/231 [==============================] - 0s 28us/step - loss: 2975.8825 - mae: 45.1938 - val_loss: 3285.1702 - val_mae: 46.0946
Epoch 82/500
231/231 [==============================] - 0s 30us/step - loss: 2973.5151 - mae: 45.1624 - val_loss: 3278.6311 - val_mae: 46.0204
Epoch 83/500
231/231 [==============================] - 0s 34us/step - loss: 2971.7830 - mae: 45.1313 - val_loss: 3271.8137 - val_mae: 45.9275
Epoch 84/500
231/231 [==============================] - 0s 25us/step - loss: 2969.2661 - mae: 45.0896 - val_loss: 3265.3508 - val_mae: 45.8473
Epoch 85/500
231/231 [==============================] - 0s 31us/step - loss: 2966.8999 - mae: 45.0594 - val_loss: 3259.0625 - val_mae: 45.7877
Epoch 86/500
231/231 [==============================] - 0s 31us/step - loss: 2964.4731 - mae: 45.0338 - val_loss: 3252.9802 - val_mae: 45.7200
Epoch 87/500
231/231 [==============================] - 0s 33us/step - loss: 2963.0964 - mae: 45.0100 - val_loss: 3246.7429 - val_mae: 45.6515
Epoch 88/500
231/231 [==============================] - 0s 51us/step - loss: 2960.9651 - mae: 44.9851 - val_loss: 3240.8127 - val_mae: 45.5836
Epoch 89/500
231/231 [==============================] - 0s 30us/step - loss: 2960.3227 - mae: 44.9702 - val_loss: 3235.5266 - val_mae: 45.5339
Epoch 90/500
231/231 [==============================] - 0s 31us/step - loss: 2957.1815 - mae: 44.9352 - val_loss: 3229.7661 - val_mae: 45.4639
Epoch 91/500
231/231 [==============================] - 0s 36us/step - loss: 2955.4159 - mae: 44.9080 - val_loss: 3224.8647 - val_mae: 45.4015
Epoch 92/500
231/231 [==============================] - 0s 41us/step - loss: 2953.7435 - mae: 44.8783 - val_loss: 3219.7261 - val_mae: 45.3309
Epoch 93/500
231/231 [==============================] - 0s 41us/step - loss: 2952.3466 - mae: 44.8555 - val_loss: 3215.0857 - val_mae: 45.2732
Epoch 94/500
231/231 [==============================] - 0s 32us/step - loss: 2950.1818 - mae: 44.8317 - val_loss: 3210.3044 - val_mae: 45.2174
Epoch 95/500
231/231 [==============================] - 0s 32us/step - loss: 2949.8156 - mae: 44.8187 - val_loss: 3205.7551 - val_mae: 45.1669
Epoch 96/500
231/231 [==============================] - 0s 28us/step - loss: 2948.4030 - mae: 44.7986 - val_loss: 3201.0715 - val_mae: 45.1020
Epoch 97/500
231/231 [==============================] - 0s 29us/step - loss: 2946.5611 - mae: 44.7734 - val_loss: 3196.4805 - val_mae: 45.0592
Epoch 98/500
231/231 [==============================] - 0s 27us/step - loss: 2944.9892 - mae: 44.7578 - val_loss: 3192.0020 - val_mae: 45.0133
Epoch 99/500
231/231 [==============================] - 0s 23us/step - loss: 2943.9129 - mae: 44.7479 - val_loss: 3187.3484 - val_mae: 44.9715
Epoch 100/500
231/231 [==============================] - 0s 28us/step - loss: 2942.8357 - mae: 44.7322 - val_loss: 3182.5935 - val_mae: 44.9240
Epoch 101/500
231/231 [==============================] - 0s 44us/step - loss: 2941.9473 - mae: 44.7125 - val_loss: 3177.5747 - val_mae: 44.8624
Epoch 102/500
231/231 [==============================] - 0s 40us/step - loss: 2940.8214 - mae: 44.6995 - val_loss: 3173.4312 - val_mae: 44.8274
Epoch 103/500
231/231 [==============================] - 0s 26us/step - loss: 2939.4171 - mae: 44.6832 - val_loss: 3168.7495 - val_mae: 44.7830
Epoch 104/500
231/231 [==============================] - 0s 43us/step - loss: 2940.2820 - mae: 44.6895 - val_loss: 3164.5757 - val_mae: 44.7164
Epoch 105/500
231/231 [==============================] - 0s 33us/step - loss: 2936.6092 - mae: 44.6459 - val_loss: 3160.3567 - val_mae: 44.6801
Epoch 106/500
231/231 [==============================] - 0s 38us/step - loss: 2935.9401 - mae: 44.6384 - val_loss: 3156.0159 - val_mae: 44.6456
Epoch 107/500
231/231 [==============================] - 0s 51us/step - loss: 2934.5703 - mae: 44.6294 - val_loss: 3151.6941 - val_mae: 44.6043
Epoch 108/500
231/231 [==============================] - 0s 44us/step - loss: 2933.2618 - mae: 44.6122 - val_loss: 3148.0566 - val_mae: 44.5677
Epoch 109/500
231/231 [==============================] - 0s 30us/step - loss: 2932.6746 - mae: 44.6013 - val_loss: 3144.5461 - val_mae: 44.5361
Epoch 110/500
231/231 [==============================] - 0s 26us/step - loss: 2931.8649 - mae: 44.5900 - val_loss: 3140.9709 - val_mae: 44.4992
Epoch 111/500
231/231 [==============================] - 0s 28us/step - loss: 2930.5123 - mae: 44.5759 - val_loss: 3137.3821 - val_mae: 44.4532
Epoch 112/500
231/231 [==============================] - 0s 34us/step - loss: 2929.8164 - mae: 44.5600 - val_loss: 3134.3638 - val_mae: 44.4151
Epoch 113/500
231/231 [==============================] - 0s 28us/step - loss: 2928.7962 - mae: 44.5486 - val_loss: 3131.2097 - val_mae: 44.3838
Epoch 114/500
231/231 [==============================] - 0s 28us/step - loss: 2927.7300 - mae: 44.5325 - val_loss: 3127.9312 - val_mae: 44.3516
Epoch 115/500
231/231 [==============================] - 0s 35us/step - loss: 2927.4845 - mae: 44.5257 - val_loss: 3124.3816 - val_mae: 44.3194
Epoch 116/500
231/231 [==============================] - 0s 28us/step - loss: 2926.1488 - mae: 44.5117 - val_loss: 3121.6870 - val_mae: 44.2905
Epoch 117/500
231/231 [==============================] - 0s 27us/step - loss: 2925.6370 - mae: 44.5030 - val_loss: 3119.0933 - val_mae: 44.2619
Epoch 118/500
231/231 [==============================] - 0s 26us/step - loss: 2924.9911 - mae: 44.4960 - val_loss: 3116.2922 - val_mae: 44.2424
Epoch 119/500
231/231 [==============================] - 0s 27us/step - loss: 2924.1553 - mae: 44.4870 - val_loss: 3113.6089 - val_mae: 44.2150
Epoch 120/500
231/231 [==============================] - 0s 30us/step - loss: 2923.0221 - mae: 44.4723 - val_loss: 3110.5498 - val_mae: 44.1837
Epoch 121/500
231/231 [==============================] - 0s 41us/step - loss: 2922.4983 - mae: 44.4668 - val_loss: 3107.8596 - val_mae: 44.1560
Epoch 122/500
231/231 [==============================] - 0s 25us/step - loss: 2921.6661 - mae: 44.4558 - val_loss: 3104.6304 - val_mae: 44.1225
Epoch 123/500
231/231 [==============================] - 0s 32us/step - loss: 2921.3140 - mae: 44.4480 - val_loss: 3101.5029 - val_mae: 44.0843
Epoch 124/500
231/231 [==============================] - 0s 25us/step - loss: 2920.4615 - mae: 44.4351 - val_loss: 3098.3467 - val_mae: 44.0517
Epoch 125/500
231/231 [==============================] - 0s 33us/step - loss: 2919.7527 - mae: 44.4235 - val_loss: 3095.4792 - val_mae: 44.0187
Epoch 126/500
231/231 [==============================] - 0s 28us/step - loss: 2919.4870 - mae: 44.4187 - val_loss: 3092.9998 - val_mae: 43.9864
Epoch 127/500
231/231 [==============================] - 0s 31us/step - loss: 2919.1415 - mae: 44.4067 - val_loss: 3090.2476 - val_mae: 43.9553
Epoch 128/500
231/231 [==============================] - 0s 27us/step - loss: 2917.7830 - mae: 44.3943 - val_loss: 3088.0754 - val_mae: 43.9390
Epoch 129/500
231/231 [==============================] - 0s 30us/step - loss: 2917.5263 - mae: 44.3943 - val_loss: 3086.1702 - val_mae: 43.9226
Epoch 130/500
231/231 [==============================] - 0s 23us/step - loss: 2916.8042 - mae: 44.3862 - val_loss: 3083.6099 - val_mae: 43.9047
Epoch 131/500
231/231 [==============================] - 0s 32us/step - loss: 2916.1994 - mae: 44.3829 - val_loss: 3081.5391 - val_mae: 43.8892
Epoch 132/500
231/231 [==============================] - 0s 28us/step - loss: 2916.7598 - mae: 44.3862 - val_loss: 3079.3115 - val_mae: 43.8767
Epoch 133/500
231/231 [==============================] - 0s 50us/step - loss: 2915.1860 - mae: 44.3732 - val_loss: 3076.4526 - val_mae: 43.8509
Epoch 134/500
231/231 [==============================] - 0s 32us/step - loss: 2915.2407 - mae: 44.3720 - val_loss: 3073.5789 - val_mae: 43.8305
Epoch 135/500
231/231 [==============================] - 0s 29us/step - loss: 2914.1293 - mae: 44.3651 - val_loss: 3071.2993 - val_mae: 43.8067
Epoch 136/500
231/231 [==============================] - 0s 22us/step - loss: 2913.4282 - mae: 44.3544 - val_loss: 3068.9819 - val_mae: 43.7722
Epoch 137/500
231/231 [==============================] - 0s 44us/step - loss: 2913.2033 - mae: 44.3456 - val_loss: 3066.8188 - val_mae: 43.7393
Epoch 138/500
231/231 [==============================] - 0s 26us/step - loss: 2912.4811 - mae: 44.3344 - val_loss: 3064.9390 - val_mae: 43.7173
Epoch 139/500
231/231 [==============================] - 0s 41us/step - loss: 2912.6932 - mae: 44.3312 - val_loss: 3063.1123 - val_mae: 43.6990
Epoch 140/500
231/231 [==============================] - 0s 30us/step - loss: 2913.6915 - mae: 44.3449 - val_loss: 3061.0671 - val_mae: 43.6817
Epoch 141/500
231/231 [==============================] - 0s 32us/step - loss: 2911.7797 - mae: 44.3238 - val_loss: 3059.1685 - val_mae: 43.6445
Epoch 142/500
231/231 [==============================] - 0s 26us/step - loss: 2911.7679 - mae: 44.3127 - val_loss: 3057.5498 - val_mae: 43.6145
Epoch 143/500
231/231 [==============================] - 0s 21us/step - loss: 2910.5661 - mae: 44.2959 - val_loss: 3056.6006 - val_mae: 43.5989
Epoch 144/500
231/231 [==============================] - 0s 29us/step - loss: 2911.1635 - mae: 44.2987 - val_loss: 3055.8540 - val_mae: 43.6010
Epoch 145/500
231/231 [==============================] - 0s 26us/step - loss: 2909.4069 - mae: 44.2865 - val_loss: 3054.3984 - val_mae: 43.5880
Epoch 146/500
231/231 [==============================] - 0s 25us/step - loss: 2909.0192 - mae: 44.2839 - val_loss: 3052.4619 - val_mae: 43.5742
Epoch 147/500
231/231 [==============================] - 0s 29us/step - loss: 2909.2012 - mae: 44.2904 - val_loss: 3050.7805 - val_mae: 43.5693
Epoch 148/500
231/231 [==============================] - 0s 58us/step - loss: 2908.1583 - mae: 44.2783 - val_loss: 3049.4385 - val_mae: 43.5562
Epoch 149/500
231/231 [==============================] - 0s 36us/step - loss: 2908.8487 - mae: 44.2798 - val_loss: 3048.3555 - val_mae: 43.5357
Epoch 150/500
231/231 [==============================] - 0s 24us/step - loss: 2907.2089 - mae: 44.2638 - val_loss: 3046.8286 - val_mae: 43.5257
Epoch 151/500
231/231 [==============================] - 0s 22us/step - loss: 2908.6602 - mae: 44.2783 - val_loss: 3045.1450 - val_mae: 43.5285
Epoch 152/500
231/231 [==============================] - 0s 25us/step - loss: 2906.7685 - mae: 44.2628 - val_loss: 3042.6599 - val_mae: 43.5068
Epoch 153/500
231/231 [==============================] - 0s 28us/step - loss: 2906.2710 - mae: 44.2568 - val_loss: 3040.9966 - val_mae: 43.4903
Epoch 154/500
231/231 [==============================] - 0s 30us/step - loss: 2905.8477 - mae: 44.2517 - val_loss: 3038.9880 - val_mae: 43.4835
Epoch 155/500
231/231 [==============================] - 0s 33us/step - loss: 2905.3689 - mae: 44.2513 - val_loss: 3037.6401 - val_mae: 43.4692
Epoch 156/500
231/231 [==============================] - 0s 29us/step - loss: 2905.0020 - mae: 44.2455 - val_loss: 3035.9126 - val_mae: 43.4558
Epoch 157/500
231/231 [==============================] - 0s 27us/step - loss: 2905.6214 - mae: 44.2474 - val_loss: 3034.6790 - val_mae: 43.4507
Epoch 158/500
231/231 [==============================] - 0s 27us/step - loss: 2904.1163 - mae: 44.2367 - val_loss: 3033.0618 - val_mae: 43.4316
Epoch 159/500
231/231 [==============================] - 0s 30us/step - loss: 2904.1902 - mae: 44.2384 - val_loss: 3030.9565 - val_mae: 43.4079
Epoch 160/500
231/231 [==============================] - 0s 25us/step - loss: 2903.4465 - mae: 44.2275 - val_loss: 3029.5798 - val_mae: 43.3908
Epoch 161/500
231/231 [==============================] - 0s 33us/step - loss: 2902.9038 - mae: 44.2209 - val_loss: 3027.9749 - val_mae: 43.3746
Epoch 162/500
231/231 [==============================] - 0s 28us/step - loss: 2902.9137 - mae: 44.2205 - val_loss: 3026.7732 - val_mae: 43.3572
Epoch 163/500
231/231 [==============================] - 0s 30us/step - loss: 2902.3538 - mae: 44.2122 - val_loss: 3024.8445 - val_mae: 43.3405
Epoch 164/500
231/231 [==============================] - 0s 27us/step - loss: 2902.6434 - mae: 44.2161 - val_loss: 3023.4382 - val_mae: 43.3215
Epoch 165/500
231/231 [==============================] - 0s 22us/step - loss: 2902.0807 - mae: 44.2042 - val_loss: 3021.7524 - val_mae: 43.3147
Epoch 166/500
231/231 [==============================] - 0s 22us/step - loss: 2901.3266 - mae: 44.2022 - val_loss: 3020.4739 - val_mae: 43.3028
Epoch 167/500
231/231 [==============================] - 0s 26us/step - loss: 2901.5939 - mae: 44.2002 - val_loss: 3018.7742 - val_mae: 43.2810
Epoch 168/500
231/231 [==============================] - 0s 30us/step - loss: 2900.5775 - mae: 44.1913 - val_loss: 3017.3550 - val_mae: 43.2724
Epoch 169/500
231/231 [==============================] - 0s 39us/step - loss: 2900.6564 - mae: 44.1945 - val_loss: 3015.9778 - val_mae: 43.2591
Epoch 170/500
231/231 [==============================] - 0s 27us/step - loss: 2900.2054 - mae: 44.1918 - val_loss: 3014.9146 - val_mae: 43.2559
Epoch 171/500
231/231 [==============================] - 0s 38us/step - loss: 2899.6777 - mae: 44.1863 - val_loss: 3013.5867 - val_mae: 43.2490
Epoch 172/500
231/231 [==============================] - 0s 24us/step - loss: 2899.7550 - mae: 44.1914 - val_loss: 3012.2231 - val_mae: 43.2422
Epoch 173/500
231/231 [==============================] - 0s 23us/step - loss: 2899.1866 - mae: 44.1879 - val_loss: 3011.4543 - val_mae: 43.2384
Epoch 174/500
231/231 [==============================] - 0s 28us/step - loss: 2899.3107 - mae: 44.1874 - val_loss: 3010.1523 - val_mae: 43.2249
Epoch 175/500
231/231 [==============================] - 0s 24us/step - loss: 2898.6014 - mae: 44.1818 - val_loss: 3008.9167 - val_mae: 43.2176
Epoch 176/500
231/231 [==============================] - 0s 24us/step - loss: 2898.5570 - mae: 44.1829 - val_loss: 3007.5076 - val_mae: 43.2033
Epoch 177/500
231/231 [==============================] - 0s 25us/step - loss: 2897.9912 - mae: 44.1781 - val_loss: 3006.6804 - val_mae: 43.1955
Epoch 178/500
231/231 [==============================] - 0s 26us/step - loss: 2897.9892 - mae: 44.1753 - val_loss: 3006.2280 - val_mae: 43.1877
Epoch 179/500
231/231 [==============================] - 0s 29us/step - loss: 2897.7465 - mae: 44.1696 - val_loss: 3005.7231 - val_mae: 43.1744
Epoch 180/500
231/231 [==============================] - 0s 25us/step - loss: 2897.1476 - mae: 44.1634 - val_loss: 3004.8425 - val_mae: 43.1639
Epoch 181/500
231/231 [==============================] - 0s 28us/step - loss: 2896.8027 - mae: 44.1580 - val_loss: 3003.7888 - val_mae: 43.1544
Epoch 182/500
231/231 [==============================] - 0s 26us/step - loss: 2896.9540 - mae: 44.1605 - val_loss: 3002.4177 - val_mae: 43.1425
Epoch 183/500
231/231 [==============================] - 0s 24us/step - loss: 2896.2411 - mae: 44.1533 - val_loss: 3001.4839 - val_mae: 43.1353
Epoch 184/500
231/231 [==============================] - 0s 25us/step - loss: 2896.2646 - mae: 44.1520 - val_loss: 3000.9333 - val_mae: 43.1265
Epoch 185/500
231/231 [==============================] - 0s 24us/step - loss: 2895.9552 - mae: 44.1490 - val_loss: 3000.3154 - val_mae: 43.1194
Epoch 186/500
231/231 [==============================] - 0s 26us/step - loss: 2895.8764 - mae: 44.1470 - val_loss: 2999.2996 - val_mae: 43.1099
Epoch 187/500
231/231 [==============================] - 0s 24us/step - loss: 2895.6552 - mae: 44.1504 - val_loss: 2998.7947 - val_mae: 43.1157
Epoch 188/500
231/231 [==============================] - 0s 28us/step - loss: 2895.1683 - mae: 44.1485 - val_loss: 2998.3113 - val_mae: 43.1095
Epoch 189/500
231/231 [==============================] - 0s 28us/step - loss: 2895.4989 - mae: 44.1471 - val_loss: 2997.2451 - val_mae: 43.0980
Epoch 190/500
231/231 [==============================] - 0s 27us/step - loss: 2894.4431 - mae: 44.1410 - val_loss: 2996.0220 - val_mae: 43.0903
Epoch 191/500
231/231 [==============================] - 0s 32us/step - loss: 2894.4339 - mae: 44.1473 - val_loss: 2994.8425 - val_mae: 43.0902
Epoch 192/500
231/231 [==============================] - 0s 25us/step - loss: 2894.2824 - mae: 44.1460 - val_loss: 2993.7034 - val_mae: 43.0785
Epoch 193/500
231/231 [==============================] - 0s 24us/step - loss: 2893.6609 - mae: 44.1422 - val_loss: 2992.4775 - val_mae: 43.0733
Epoch 194/500
231/231 [==============================] - 0s 23us/step - loss: 2895.6489 - mae: 44.1628 - val_loss: 2991.2620 - val_mae: 43.0759
Epoch 195/500
231/231 [==============================] - 0s 22us/step - loss: 2893.3182 - mae: 44.1437 - val_loss: 2990.0562 - val_mae: 43.0560
Epoch 196/500
231/231 [==============================] - 0s 26us/step - loss: 2893.0447 - mae: 44.1375 - val_loss: 2989.0742 - val_mae: 43.0342
Epoch 197/500
231/231 [==============================] - 0s 28us/step - loss: 2892.9646 - mae: 44.1323 - val_loss: 2988.4993 - val_mae: 43.0131
Epoch 198/500
231/231 [==============================] - 0s 25us/step - loss: 2894.5870 - mae: 44.1289 - val_loss: 2987.2207 - val_mae: 42.9910
Epoch 199/500
231/231 [==============================] - 0s 29us/step - loss: 2892.3381 - mae: 44.1157 - val_loss: 2986.1843 - val_mae: 42.9825
Epoch 200/500
231/231 [==============================] - 0s 23us/step - loss: 2892.1301 - mae: 44.1130 - val_loss: 2985.4104 - val_mae: 42.9768
Epoch 201/500
231/231 [==============================] - 0s 25us/step - loss: 2892.0554 - mae: 44.1135 - val_loss: 2984.7122 - val_mae: 42.9780
Epoch 202/500
231/231 [==============================] - 0s 23us/step - loss: 2891.8753 - mae: 44.1137 - val_loss: 2983.7607 - val_mae: 42.9624
Epoch 203/500
231/231 [==============================] - 0s 26us/step - loss: 2891.6668 - mae: 44.1106 - val_loss: 2982.3506 - val_mae: 42.9552
Epoch 204/500
231/231 [==============================] - 0s 25us/step - loss: 2890.7708 - mae: 44.1053 - val_loss: 2982.2075 - val_mae: 42.9502
Epoch 205/500
231/231 [==============================] - 0s 25us/step - loss: 2890.5567 - mae: 44.1016 - val_loss: 2981.9446 - val_mae: 42.9443
Epoch 206/500
231/231 [==============================] - 0s 24us/step - loss: 2890.3180 - mae: 44.0991 - val_loss: 2980.8545 - val_mae: 42.9333
Epoch 207/500
231/231 [==============================] - 0s 26us/step - loss: 2890.1481 - mae: 44.0967 - val_loss: 2980.4033 - val_mae: 42.9242
Epoch 208/500
231/231 [==============================] - 0s 34us/step - loss: 2890.3943 - mae: 44.0983 - val_loss: 2979.9858 - val_mae: 42.9214
Epoch 209/500
231/231 [==============================] - 0s 34us/step - loss: 2889.5584 - mae: 44.0903 - val_loss: 2979.3381 - val_mae: 42.9108
Epoch 210/500
231/231 [==============================] - 0s 24us/step - loss: 2889.2856 - mae: 44.0874 - val_loss: 2978.4407 - val_mae: 42.8989
Epoch 211/500
231/231 [==============================] - 0s 28us/step - loss: 2889.1973 - mae: 44.0846 - val_loss: 2977.6868 - val_mae: 42.8896
Epoch 212/500
231/231 [==============================] - 0s 35us/step - loss: 2889.5556 - mae: 44.0880 - val_loss: 2976.4219 - val_mae: 42.8709
Epoch 213/500
231/231 [==============================] - 0s 25us/step - loss: 2889.0609 - mae: 44.0789 - val_loss: 2975.6082 - val_mae: 42.8657
Epoch 214/500
231/231 [==============================] - 0s 27us/step - loss: 2888.7716 - mae: 44.0758 - val_loss: 2975.0391 - val_mae: 42.8578
Epoch 215/500
231/231 [==============================] - 0s 26us/step - loss: 2888.4034 - mae: 44.0727 - val_loss: 2974.3113 - val_mae: 42.8530
Epoch 216/500
231/231 [==============================] - 0s 25us/step - loss: 2887.9044 - mae: 44.0719 - val_loss: 2973.8059 - val_mae: 42.8537
Epoch 217/500
231/231 [==============================] - 0s 25us/step - loss: 2887.8328 - mae: 44.0742 - val_loss: 2973.1743 - val_mae: 42.8585
Epoch 218/500
231/231 [==============================] - 0s 21us/step - loss: 2888.0681 - mae: 44.0796 - val_loss: 2972.8528 - val_mae: 42.8678
Epoch 219/500
231/231 [==============================] - 0s 32us/step - loss: 2887.3150 - mae: 44.0772 - val_loss: 2972.2268 - val_mae: 42.8618
Epoch 220/500
231/231 [==============================] - 0s 33us/step - loss: 2887.0459 - mae: 44.0754 - val_loss: 2971.4817 - val_mae: 42.8619
Epoch 221/500
231/231 [==============================] - 0s 21us/step - loss: 2886.8803 - mae: 44.0768 - val_loss: 2970.9426 - val_mae: 42.8582
Epoch 222/500
231/231 [==============================] - 0s 24us/step - loss: 2887.2083 - mae: 44.0768 - val_loss: 2969.8857 - val_mae: 42.8387
Epoch 223/500
231/231 [==============================] - 0s 24us/step - loss: 2886.7015 - mae: 44.0743 - val_loss: 2969.4187 - val_mae: 42.8385
Epoch 224/500
231/231 [==============================] - 0s 24us/step - loss: 2887.4806 - mae: 44.0777 - val_loss: 2968.4868 - val_mae: 42.8338
Epoch 225/500
231/231 [==============================] - 0s 27us/step - loss: 2885.7358 - mae: 44.0666 - val_loss: 2967.3931 - val_mae: 42.8170
Epoch 226/500
231/231 [==============================] - 0s 28us/step - loss: 2885.6295 - mae: 44.0634 - val_loss: 2966.4043 - val_mae: 42.7953
Epoch 227/500
231/231 [==============================] - 0s 33us/step - loss: 2885.2947 - mae: 44.0568 - val_loss: 2965.5896 - val_mae: 42.7782
Epoch 228/500
231/231 [==============================] - 0s 25us/step - loss: 2885.7379 - mae: 44.0591 - val_loss: 2964.7744 - val_mae: 42.7598
Epoch 229/500
231/231 [==============================] - 0s 26us/step - loss: 2885.8054 - mae: 44.0560 - val_loss: 2964.2231 - val_mae: 42.7475
Epoch 230/500
231/231 [==============================] - 0s 26us/step - loss: 2885.6890 - mae: 44.0473 - val_loss: 2963.4880 - val_mae: 42.7432
Epoch 231/500
231/231 [==============================] - 0s 27us/step - loss: 2884.5980 - mae: 44.0504 - val_loss: 2962.1887 - val_mae: 42.7488
Epoch 232/500
231/231 [==============================] - 0s 25us/step - loss: 2886.5004 - mae: 44.0670 - val_loss: 2960.9197 - val_mae: 42.7602
Epoch 233/500
231/231 [==============================] - 0s 34us/step - loss: 2884.3331 - mae: 44.0573 - val_loss: 2960.6042 - val_mae: 42.7556
Epoch 234/500
231/231 [==============================] - 0s 36us/step - loss: 2884.0094 - mae: 44.0558 - val_loss: 2959.8315 - val_mae: 42.7502
Epoch 235/500
231/231 [==============================] - 0s 27us/step - loss: 2883.4158 - mae: 44.0513 - val_loss: 2958.7896 - val_mae: 42.7507
Epoch 236/500
231/231 [==============================] - 0s 28us/step - loss: 2883.5440 - mae: 44.0553 - val_loss: 2957.7231 - val_mae: 42.7533
Epoch 237/500
231/231 [==============================] - 0s 32us/step - loss: 2883.1687 - mae: 44.0555 - val_loss: 2957.0881 - val_mae: 42.7504
Epoch 238/500
231/231 [==============================] - 0s 26us/step - loss: 2883.0746 - mae: 44.0541 - val_loss: 2956.6748 - val_mae: 42.7432
Epoch 239/500
231/231 [==============================] - 0s 25us/step - loss: 2882.8157 - mae: 44.0523 - val_loss: 2956.3352 - val_mae: 42.7284
Epoch 240/500
231/231 [==============================] - 0s 25us/step - loss: 2882.8863 - mae: 44.0478 - val_loss: 2955.8684 - val_mae: 42.7126
Epoch 241/500
231/231 [==============================] - 0s 25us/step - loss: 2883.1487 - mae: 44.0430 - val_loss: 2955.3945 - val_mae: 42.6992
Epoch 242/500
231/231 [==============================] - 0s 26us/step - loss: 2881.8712 - mae: 44.0369 - val_loss: 2954.8770 - val_mae: 42.6968
Epoch 243/500
231/231 [==============================] - 0s 25us/step - loss: 2881.7042 - mae: 44.0341 - val_loss: 2954.7446 - val_mae: 42.6914
Epoch 244/500
231/231 [==============================] - 0s 27us/step - loss: 2881.6351 - mae: 44.0333 - val_loss: 2954.4343 - val_mae: 42.6861
Epoch 245/500
231/231 [==============================] - 0s 24us/step - loss: 2881.3493 - mae: 44.0314 - val_loss: 2954.2524 - val_mae: 42.6847
Epoch 246/500
231/231 [==============================] - 0s 24us/step - loss: 2882.2913 - mae: 44.0440 - val_loss: 2954.0244 - val_mae: 42.6894
Epoch 247/500
231/231 [==============================] - 0s 29us/step - loss: 2880.9240 - mae: 44.0353 - val_loss: 2953.4543 - val_mae: 42.6813
Epoch 248/500
231/231 [==============================] - 0s 30us/step - loss: 2880.9912 - mae: 44.0339 - val_loss: 2953.1167 - val_mae: 42.6707
Epoch 249/500
231/231 [==============================] - 0s 34us/step - loss: 2881.9764 - mae: 44.0399 - val_loss: 2952.6970 - val_mae: 42.6719
Epoch 250/500
231/231 [==============================] - 0s 31us/step - loss: 2880.9678 - mae: 44.0344 - val_loss: 2951.9968 - val_mae: 42.6548
Epoch 251/500
231/231 [==============================] - 0s 27us/step - loss: 2880.2449 - mae: 44.0232 - val_loss: 2951.6589 - val_mae: 42.6446
Epoch 252/500
231/231 [==============================] - 0s 28us/step - loss: 2879.9167 - mae: 44.0195 - val_loss: 2951.1255 - val_mae: 42.6338
Epoch 253/500
231/231 [==============================] - 0s 26us/step - loss: 2879.5820 - mae: 44.0137 - val_loss: 2951.0178 - val_mae: 42.6291
Epoch 254/500
231/231 [==============================] - 0s 26us/step - loss: 2879.2745 - mae: 44.0133 - val_loss: 2950.3982 - val_mae: 42.6246
Epoch 255/500
231/231 [==============================] - 0s 24us/step - loss: 2879.3417 - mae: 44.0147 - val_loss: 2949.9966 - val_mae: 42.6240
Epoch 256/500
231/231 [==============================] - 0s 26us/step - loss: 2879.4767 - mae: 44.0201 - val_loss: 2949.3997 - val_mae: 42.6200
Epoch 257/500
231/231 [==============================] - 0s 27us/step - loss: 2880.0574 - mae: 44.0177 - val_loss: 2949.0425 - val_mae: 42.6060
Epoch 258/500
231/231 [==============================] - 0s 22us/step - loss: 2878.5482 - mae: 44.0077 - val_loss: 2948.4685 - val_mae: 42.6036
Epoch 259/500
231/231 [==============================] - 0s 25us/step - loss: 2878.7157 - mae: 44.0115 - val_loss: 2948.0239 - val_mae: 42.5957
Epoch 260/500
231/231 [==============================] - 0s 29us/step - loss: 2878.3345 - mae: 44.0069 - val_loss: 2947.3997 - val_mae: 42.5893
Epoch 261/500
231/231 [==============================] - 0s 31us/step - loss: 2877.9200 - mae: 44.0073 - val_loss: 2946.8850 - val_mae: 42.5917
Epoch 262/500
231/231 [==============================] - 0s 23us/step - loss: 2878.7272 - mae: 44.0180 - val_loss: 2946.1489 - val_mae: 42.5959
Epoch 263/500
231/231 [==============================] - 0s 23us/step - loss: 2877.5277 - mae: 44.0112 - val_loss: 2945.8147 - val_mae: 42.5930
Epoch 264/500
231/231 [==============================] - 0s 27us/step - loss: 2877.5605 - mae: 44.0126 - val_loss: 2945.0901 - val_mae: 42.5843
Epoch 265/500
231/231 [==============================] - 0s 27us/step - loss: 2877.4495 - mae: 44.0067 - val_loss: 2945.1470 - val_mae: 42.5788
Epoch 266/500
231/231 [==============================] - 0s 25us/step - loss: 2877.6884 - mae: 44.0148 - val_loss: 2944.6853 - val_mae: 42.5823
Epoch 267/500
231/231 [==============================] - 0s 26us/step - loss: 2877.4753 - mae: 44.0100 - val_loss: 2944.4773 - val_mae: 42.5713
Epoch 268/500
231/231 [==============================] - 0s 23us/step - loss: 2877.1278 - mae: 44.0065 - val_loss: 2944.5771 - val_mae: 42.5729
Epoch 269/500
231/231 [==============================] - 0s 21us/step - loss: 2876.8672 - mae: 44.0055 - val_loss: 2943.6309 - val_mae: 42.5606
Epoch 270/500
231/231 [==============================] - 0s 26us/step - loss: 2876.2252 - mae: 43.9969 - val_loss: 2943.5276 - val_mae: 42.5547
Epoch 271/500
231/231 [==============================] - 0s 25us/step - loss: 2876.2126 - mae: 43.9993 - val_loss: 2943.1887 - val_mae: 42.5549
Epoch 272/500
231/231 [==============================] - 0s 28us/step - loss: 2875.8319 - mae: 43.9968 - val_loss: 2942.7661 - val_mae: 42.5480
Epoch 273/500
231/231 [==============================] - 0s 29us/step - loss: 2875.8206 - mae: 43.9945 - val_loss: 2942.3057 - val_mae: 42.5384
Epoch 274/500
231/231 [==============================] - 0s 24us/step - loss: 2876.0368 - mae: 43.9951 - val_loss: 2941.9443 - val_mae: 42.5417
Epoch 275/500
231/231 [==============================] - 0s 24us/step - loss: 2875.8038 - mae: 43.9994 - val_loss: 2941.6567 - val_mae: 42.5414
Epoch 276/500
231/231 [==============================] - 0s 26us/step - loss: 2875.6878 - mae: 43.9929 - val_loss: 2941.5930 - val_mae: 42.5294
Epoch 277/500
231/231 [==============================] - 0s 27us/step - loss: 2874.9883 - mae: 43.9876 - val_loss: 2941.1797 - val_mae: 42.5212
Epoch 278/500
231/231 [==============================] - 0s 29us/step - loss: 2874.8368 - mae: 43.9842 - val_loss: 2940.9453 - val_mae: 42.5157
Epoch 279/500
231/231 [==============================] - 0s 35us/step - loss: 2874.5314 - mae: 43.9825 - val_loss: 2940.8230 - val_mae: 42.5152
Epoch 280/500
231/231 [==============================] - 0s 25us/step - loss: 2874.4203 - mae: 43.9828 - val_loss: 2940.2681 - val_mae: 42.5097
Epoch 281/500
231/231 [==============================] - 0s 26us/step - loss: 2874.6677 - mae: 43.9850 - val_loss: 2939.8911 - val_mae: 42.5092
Epoch 282/500
231/231 [==============================] - 0s 29us/step - loss: 2873.8894 - mae: 43.9801 - val_loss: 2939.8369 - val_mae: 42.5011
Epoch 283/500
231/231 [==============================] - 0s 32us/step - loss: 2873.8707 - mae: 43.9766 - val_loss: 2939.7095 - val_mae: 42.4922
Epoch 284/500
231/231 [==============================] - 0s 27us/step - loss: 2874.1615 - mae: 43.9761 - val_loss: 2939.3010 - val_mae: 42.4820
Epoch 285/500
231/231 [==============================] - 0s 28us/step - loss: 2873.8304 - mae: 43.9712 - val_loss: 2938.9028 - val_mae: 42.4873
Epoch 286/500
231/231 [==============================] - 0s 29us/step - loss: 2873.1702 - mae: 43.9717 - val_loss: 2938.2375 - val_mae: 42.4865
Epoch 287/500
231/231 [==============================] - 0s 27us/step - loss: 2873.0616 - mae: 43.9708 - val_loss: 2938.1699 - val_mae: 42.4863
Epoch 288/500
231/231 [==============================] - 0s 32us/step - loss: 2872.9233 - mae: 43.9712 - val_loss: 2937.5364 - val_mae: 42.4839
Epoch 289/500
231/231 [==============================] - 0s 30us/step - loss: 2872.5253 - mae: 43.9715 - val_loss: 2936.7917 - val_mae: 42.4848
Epoch 290/500
231/231 [==============================] - 0s 26us/step - loss: 2873.5878 - mae: 43.9852 - val_loss: 2936.2854 - val_mae: 42.4875
Epoch 291/500
231/231 [==============================] - 0s 29us/step - loss: 2872.8528 - mae: 43.9792 - val_loss: 2935.8660 - val_mae: 42.4781
Epoch 292/500
231/231 [==============================] - 0s 27us/step - loss: 2872.1955 - mae: 43.9789 - val_loss: 2935.4937 - val_mae: 42.4816
Epoch 293/500
231/231 [==============================] - 0s 48us/step - loss: 2871.9240 - mae: 43.9759 - val_loss: 2934.8198 - val_mae: 42.4774
Epoch 294/500
231/231 [==============================] - 0s 30us/step - loss: 2871.5850 - mae: 43.9759 - val_loss: 2934.5417 - val_mae: 42.4733
Epoch 295/500
231/231 [==============================] - 0s 31us/step - loss: 2871.7918 - mae: 43.9767 - val_loss: 2934.4873 - val_mae: 42.4638
Epoch 296/500
231/231 [==============================] - 0s 26us/step - loss: 2871.1900 - mae: 43.9683 - val_loss: 2933.9463 - val_mae: 42.4556
Epoch 297/500
231/231 [==============================] - 0s 34us/step - loss: 2871.1217 - mae: 43.9672 - val_loss: 2933.2087 - val_mae: 42.4519
Epoch 298/500
231/231 [==============================] - 0s 25us/step - loss: 2870.8255 - mae: 43.9670 - val_loss: 2932.7920 - val_mae: 42.4492
Epoch 299/500
231/231 [==============================] - 0s 26us/step - loss: 2870.5726 - mae: 43.9636 - val_loss: 2932.0845 - val_mae: 42.4399
Epoch 300/500
231/231 [==============================] - 0s 35us/step - loss: 2870.2617 - mae: 43.9610 - val_loss: 2931.3899 - val_mae: 42.4295
Epoch 301/500
231/231 [==============================] - 0s 37us/step - loss: 2870.1783 - mae: 43.9586 - val_loss: 2931.2610 - val_mae: 42.4237
Epoch 302/500
231/231 [==============================] - 0s 37us/step - loss: 2870.1852 - mae: 43.9552 - val_loss: 2931.2549 - val_mae: 42.4143
Epoch 303/500
231/231 [==============================] - 0s 29us/step - loss: 2869.7346 - mae: 43.9492 - val_loss: 2931.0332 - val_mae: 42.4124
Epoch 304/500
231/231 [==============================] - 0s 30us/step - loss: 2870.5794 - mae: 43.9624 - val_loss: 2930.3608 - val_mae: 42.4123
Epoch 305/500
231/231 [==============================] - 0s 26us/step - loss: 2869.0849 - mae: 43.9497 - val_loss: 2930.2195 - val_mae: 42.4058
Epoch 306/500
231/231 [==============================] - 0s 34us/step - loss: 2869.1347 - mae: 43.9477 - val_loss: 2929.8506 - val_mae: 42.4033
Epoch 307/500
231/231 [==============================] - 0s 26us/step - loss: 2868.9813 - mae: 43.9486 - val_loss: 2929.8547 - val_mae: 42.3966
Epoch 308/500
231/231 [==============================] - 0s 32us/step - loss: 2869.2683 - mae: 43.9546 - val_loss: 2929.6990 - val_mae: 42.4012
Epoch 309/500
231/231 [==============================] - 0s 28us/step - loss: 2868.1693 - mae: 43.9435 - val_loss: 2930.0029 - val_mae: 42.3990
Epoch 310/500
231/231 [==============================] - 0s 29us/step - loss: 2868.1436 - mae: 43.9427 - val_loss: 2929.9785 - val_mae: 42.3908
Epoch 311/500
231/231 [==============================] - 0s 27us/step - loss: 2868.5059 - mae: 43.9400 - val_loss: 2930.1323 - val_mae: 42.3842
Epoch 312/500
231/231 [==============================] - 0s 33us/step - loss: 2867.6780 - mae: 43.9308 - val_loss: 2929.9976 - val_mae: 42.3866
Epoch 313/500
231/231 [==============================] - 0s 26us/step - loss: 2867.4669 - mae: 43.9379 - val_loss: 2929.2778 - val_mae: 42.4005
Epoch 314/500
231/231 [==============================] - 0s 32us/step - loss: 2866.8901 - mae: 43.9376 - val_loss: 2928.5403 - val_mae: 42.4016
Epoch 315/500
231/231 [==============================] - 0s 26us/step - loss: 2866.6625 - mae: 43.9392 - val_loss: 2928.1111 - val_mae: 42.4073
Epoch 316/500
231/231 [==============================] - 0s 31us/step - loss: 2867.1372 - mae: 43.9447 - val_loss: 2927.3513 - val_mae: 42.4243
Epoch 317/500
231/231 [==============================] - 0s 28us/step - loss: 2866.5174 - mae: 43.9548 - val_loss: 2927.1152 - val_mae: 42.4336
Epoch 318/500
231/231 [==============================] - 0s 31us/step - loss: 2866.3245 - mae: 43.9526 - val_loss: 2927.1855 - val_mae: 42.4304
Epoch 319/500
231/231 [==============================] - 0s 27us/step - loss: 2866.6419 - mae: 43.9539 - val_loss: 2926.6509 - val_mae: 42.4266
Epoch 320/500
231/231 [==============================] - 0s 31us/step - loss: 2866.3033 - mae: 43.9534 - val_loss: 2926.3906 - val_mae: 42.3922
Epoch 321/500
231/231 [==============================] - 0s 26us/step - loss: 2865.6532 - mae: 43.9324 - val_loss: 2925.9441 - val_mae: 42.3692
Epoch 322/500
231/231 [==============================] - 0s 28us/step - loss: 2865.0326 - mae: 43.9243 - val_loss: 2925.6436 - val_mae: 42.3557
Epoch 323/500
231/231 [==============================] - 0s 28us/step - loss: 2864.6447 - mae: 43.9179 - val_loss: 2925.3274 - val_mae: 42.3527
Epoch 324/500
231/231 [==============================] - 0s 33us/step - loss: 2864.5616 - mae: 43.9172 - val_loss: 2924.3735 - val_mae: 42.3438
Epoch 325/500
231/231 [==============================] - 0s 28us/step - loss: 2864.3413 - mae: 43.9154 - val_loss: 2923.8142 - val_mae: 42.3442
Epoch 326/500
231/231 [==============================] - 0s 32us/step - loss: 2868.6173 - mae: 43.9393 - val_loss: 2924.0251 - val_mae: 42.3254
Epoch 327/500
231/231 [==============================] - 0s 30us/step - loss: 2863.8037 - mae: 43.9078 - val_loss: 2923.7280 - val_mae: 42.3392
Epoch 328/500
231/231 [==============================] - 0s 40us/step - loss: 2863.2924 - mae: 43.9064 - val_loss: 2923.2439 - val_mae: 42.3624
Epoch 329/500
231/231 [==============================] - 0s 28us/step - loss: 2865.3119 - mae: 43.9425 - val_loss: 2922.7737 - val_mae: 42.3996
Epoch 330/500
231/231 [==============================] - 0s 27us/step - loss: 2863.2578 - mae: 43.9319 - val_loss: 2922.4229 - val_mae: 42.3956
Epoch 331/500
231/231 [==============================] - 0s 34us/step - loss: 2863.4839 - mae: 43.9350 - val_loss: 2921.7336 - val_mae: 42.4010
Epoch 332/500
231/231 [==============================] - 0s 49us/step - loss: 2862.9236 - mae: 43.9311 - val_loss: 2921.5586 - val_mae: 42.3844
Epoch 333/500
231/231 [==============================] - 0s 55us/step - loss: 2862.5059 - mae: 43.9252 - val_loss: 2921.5383 - val_mae: 42.3721
Epoch 334/500
231/231 [==============================] - 0s 39us/step - loss: 2862.3104 - mae: 43.9199 - val_loss: 2921.3845 - val_mae: 42.3576
Epoch 335/500
231/231 [==============================] - 0s 32us/step - loss: 2863.7175 - mae: 43.9246 - val_loss: 2920.9089 - val_mae: 42.3338
Epoch 336/500
231/231 [==============================] - 0s 27us/step - loss: 2861.5735 - mae: 43.9060 - val_loss: 2920.9958 - val_mae: 42.3345
Epoch 337/500
231/231 [==============================] - 0s 26us/step - loss: 2861.4673 - mae: 43.9070 - val_loss: 2920.6323 - val_mae: 42.3388
Epoch 338/500
231/231 [==============================] - 0s 28us/step - loss: 2861.2374 - mae: 43.9083 - val_loss: 2920.3821 - val_mae: 42.3325
Epoch 339/500
231/231 [==============================] - 0s 25us/step - loss: 2860.9567 - mae: 43.9059 - val_loss: 2919.9973 - val_mae: 42.3293
Epoch 340/500
231/231 [==============================] - 0s 28us/step - loss: 2861.4210 - mae: 43.9029 - val_loss: 2919.6484 - val_mae: 42.3082
Epoch 341/500
231/231 [==============================] - 0s 33us/step - loss: 2860.1823 - mae: 43.8930 - val_loss: 2919.2510 - val_mae: 42.3025
Epoch 342/500
231/231 [==============================] - 0s 30us/step - loss: 2860.0492 - mae: 43.8935 - val_loss: 2919.2302 - val_mae: 42.3015
Epoch 343/500
231/231 [==============================] - 0s 29us/step - loss: 2859.7175 - mae: 43.8903 - val_loss: 2919.1038 - val_mae: 42.2939
Epoch 344/500
231/231 [==============================] - 0s 34us/step - loss: 2860.4193 - mae: 43.8970 - val_loss: 2918.7551 - val_mae: 42.2944
Epoch 345/500
231/231 [==============================] - 0s 27us/step - loss: 2859.3442 - mae: 43.8856 - val_loss: 2918.3254 - val_mae: 42.2849
Epoch 346/500
231/231 [==============================] - 0s 25us/step - loss: 2858.9437 - mae: 43.8749 - val_loss: 2918.0364 - val_mae: 42.2673
Epoch 347/500
231/231 [==============================] - 0s 26us/step - loss: 2858.7780 - mae: 43.8660 - val_loss: 2917.7817 - val_mae: 42.2571
Epoch 348/500
231/231 [==============================] - 0s 30us/step - loss: 2858.7505 - mae: 43.8639 - val_loss: 2917.4922 - val_mae: 42.2502
Epoch 349/500
231/231 [==============================] - 0s 33us/step - loss: 2859.1348 - mae: 43.8670 - val_loss: 2917.4202 - val_mae: 42.2533
Epoch 350/500
231/231 [==============================] - 0s 27us/step - loss: 2858.0114 - mae: 43.8585 - val_loss: 2916.6248 - val_mae: 42.2473
Epoch 351/500
231/231 [==============================] - 0s 29us/step - loss: 2858.3748 - mae: 43.8659 - val_loss: 2915.8945 - val_mae: 42.2501
Epoch 352/500
231/231 [==============================] - 0s 30us/step - loss: 2857.4476 - mae: 43.8614 - val_loss: 2915.6438 - val_mae: 42.2516
Epoch 353/500
231/231 [==============================] - 0s 34us/step - loss: 2857.0402 - mae: 43.8602 - val_loss: 2915.0398 - val_mae: 42.2481
Epoch 354/500
231/231 [==============================] - 0s 27us/step - loss: 2857.3304 - mae: 43.8608 - val_loss: 2914.6169 - val_mae: 42.2424
Epoch 355/500
231/231 [==============================] - 0s 27us/step - loss: 2856.6472 - mae: 43.8561 - val_loss: 2913.8982 - val_mae: 42.2416
Epoch 356/500
231/231 [==============================] - 0s 32us/step - loss: 2856.8971 - mae: 43.8660 - val_loss: 2913.3362 - val_mae: 42.2498
Epoch 357/500
231/231 [==============================] - 0s 29us/step - loss: 2855.9754 - mae: 43.8635 - val_loss: 2912.9500 - val_mae: 42.2506
Epoch 358/500
231/231 [==============================] - 0s 27us/step - loss: 2855.7155 - mae: 43.8622 - val_loss: 2912.8674 - val_mae: 42.2500
Epoch 359/500
231/231 [==============================] - 0s 31us/step - loss: 2855.5632 - mae: 43.8615 - val_loss: 2912.3918 - val_mae: 42.2509
Epoch 360/500
231/231 [==============================] - 0s 24us/step - loss: 2855.6047 - mae: 43.8696 - val_loss: 2912.1768 - val_mae: 42.2547
Epoch 361/500
231/231 [==============================] - 0s 24us/step - loss: 2855.1425 - mae: 43.8641 - val_loss: 2912.2710 - val_mae: 42.2468
Epoch 362/500
231/231 [==============================] - 0s 31us/step - loss: 2854.7843 - mae: 43.8566 - val_loss: 2912.1582 - val_mae: 42.2462
Epoch 363/500
231/231 [==============================] - 0s 24us/step - loss: 2854.3571 - mae: 43.8556 - val_loss: 2912.0583 - val_mae: 42.2397
Epoch 364/500
231/231 [==============================] - 0s 28us/step - loss: 2854.1178 - mae: 43.8513 - val_loss: 2911.9792 - val_mae: 42.2377
Epoch 365/500
231/231 [==============================] - 0s 28us/step - loss: 2855.2983 - mae: 43.8541 - val_loss: 2911.5986 - val_mae: 42.2285
Epoch 366/500
231/231 [==============================] - 0s 33us/step - loss: 2854.3074 - mae: 43.8526 - val_loss: 2911.3176 - val_mae: 42.2375
Epoch 367/500
231/231 [==============================] - 0s 22us/step - loss: 2853.5720 - mae: 43.8492 - val_loss: 2910.8994 - val_mae: 42.2331
Epoch 368/500
231/231 [==============================] - 0s 24us/step - loss: 2853.1680 - mae: 43.8479 - val_loss: 2910.6914 - val_mae: 42.2345
Epoch 369/500
231/231 [==============================] - 0s 26us/step - loss: 2852.7331 - mae: 43.8464 - val_loss: 2910.6211 - val_mae: 42.2363
Epoch 370/500
231/231 [==============================] - 0s 24us/step - loss: 2852.8233 - mae: 43.8467 - val_loss: 2910.5422 - val_mae: 42.2323
Epoch 371/500
231/231 [==============================] - 0s 24us/step - loss: 2852.9041 - mae: 43.8523 - val_loss: 2910.1489 - val_mae: 42.2412
Epoch 372/500
231/231 [==============================] - 0s 26us/step - loss: 2852.3293 - mae: 43.8494 - val_loss: 2909.5154 - val_mae: 42.2364
Epoch 373/500
231/231 [==============================] - 0s 25us/step - loss: 2851.9155 - mae: 43.8470 - val_loss: 2909.1191 - val_mae: 42.2301
Epoch 374/500
231/231 [==============================] - 0s 28us/step - loss: 2851.8276 - mae: 43.8431 - val_loss: 2908.3706 - val_mae: 42.2197
Epoch 375/500
231/231 [==============================] - 0s 32us/step - loss: 2852.4436 - mae: 43.8418 - val_loss: 2908.4744 - val_mae: 42.2063
Epoch 376/500
231/231 [==============================] - 0s 31us/step - loss: 2851.2932 - mae: 43.8259 - val_loss: 2908.0371 - val_mae: 42.1981
Epoch 377/500
231/231 [==============================] - 0s 29us/step - loss: 2850.8015 - mae: 43.8222 - val_loss: 2907.9521 - val_mae: 42.2006
Epoch 378/500
231/231 [==============================] - 0s 27us/step - loss: 2850.5564 - mae: 43.8224 - val_loss: 2907.8684 - val_mae: 42.2021
Epoch 379/500
231/231 [==============================] - 0s 27us/step - loss: 2850.1873 - mae: 43.8220 - val_loss: 2907.9197 - val_mae: 42.2031
Epoch 380/500
231/231 [==============================] - 0s 23us/step - loss: 2850.1287 - mae: 43.8214 - val_loss: 2908.1499 - val_mae: 42.2004
Epoch 381/500
231/231 [==============================] - 0s 25us/step - loss: 2850.0917 - mae: 43.8217 - val_loss: 2908.1221 - val_mae: 42.2067
Epoch 382/500
231/231 [==============================] - 0s 31us/step - loss: 2849.3665 - mae: 43.8203 - val_loss: 2908.0537 - val_mae: 42.2043
Epoch 383/500
231/231 [==============================] - 0s 32us/step - loss: 2849.1177 - mae: 43.8197 - val_loss: 2907.6108 - val_mae: 42.2025
Epoch 384/500
231/231 [==============================] - 0s 22us/step - loss: 2849.7343 - mae: 43.8196 - val_loss: 2907.6514 - val_mae: 42.1953
Epoch 385/500
231/231 [==============================] - 0s 25us/step - loss: 2848.4750 - mae: 43.8113 - val_loss: 2907.6284 - val_mae: 42.1964
Epoch 386/500
231/231 [==============================] - 0s 25us/step - loss: 2848.1392 - mae: 43.8118 - val_loss: 2907.5574 - val_mae: 42.1985
Epoch 387/500
231/231 [==============================] - 0s 31us/step - loss: 2848.3031 - mae: 43.8230 - val_loss: 2907.8086 - val_mae: 42.2067
Epoch 388/500
231/231 [==============================] - 0s 25us/step - loss: 2849.1810 - mae: 43.8315 - val_loss: 2907.1921 - val_mae: 42.1939
Epoch 389/500
231/231 [==============================] - 0s 27us/step - loss: 2847.2739 - mae: 43.8099 - val_loss: 2906.9106 - val_mae: 42.1972
Epoch 390/500
231/231 [==============================] - 0s 27us/step - loss: 2847.3030 - mae: 43.8164 - val_loss: 2906.6521 - val_mae: 42.2044
Epoch 391/500
231/231 [==============================] - 0s 25us/step - loss: 2847.0213 - mae: 43.8134 - val_loss: 2906.5000 - val_mae: 42.2052
Epoch 392/500
231/231 [==============================] - 0s 33us/step - loss: 2846.7224 - mae: 43.8161 - val_loss: 2906.0667 - val_mae: 42.1945
Epoch 393/500
231/231 [==============================] - 0s 38us/step - loss: 2846.3540 - mae: 43.8092 - val_loss: 2905.8503 - val_mae: 42.1883
Epoch 394/500
231/231 [==============================] - 0s 33us/step - loss: 2847.1348 - mae: 43.8144 - val_loss: 2905.5825 - val_mae: 42.1769
Epoch 395/500
231/231 [==============================] - 0s 23us/step - loss: 2845.8836 - mae: 43.7962 - val_loss: 2905.1956 - val_mae: 42.1780
Epoch 396/500
231/231 [==============================] - 0s 33us/step - loss: 2845.8211 - mae: 43.7966 - val_loss: 2904.8386 - val_mae: 42.1698
Epoch 397/500
231/231 [==============================] - 0s 47us/step - loss: 2845.1513 - mae: 43.7903 - val_loss: 2904.3643 - val_mae: 42.1664
Epoch 398/500
231/231 [==============================] - 0s 32us/step - loss: 2844.8859 - mae: 43.7901 - val_loss: 2903.9053 - val_mae: 42.1663
Epoch 399/500
231/231 [==============================] - 0s 28us/step - loss: 2844.6824 - mae: 43.7910 - val_loss: 2903.7664 - val_mae: 42.1638
Epoch 400/500
231/231 [==============================] - 0s 29us/step - loss: 2844.4067 - mae: 43.7892 - val_loss: 2903.3564 - val_mae: 42.1587
Epoch 401/500
231/231 [==============================] - 0s 33us/step - loss: 2844.5126 - mae: 43.7903 - val_loss: 2903.0334 - val_mae: 42.1587
Epoch 402/500
231/231 [==============================] - 0s 27us/step - loss: 2843.5566 - mae: 43.7823 - val_loss: 2902.6299 - val_mae: 42.1496
Epoch 403/500
231/231 [==============================] - 0s 26us/step - loss: 2843.5320 - mae: 43.7784 - val_loss: 2901.9482 - val_mae: 42.1416
Epoch 404/500
231/231 [==============================] - 0s 31us/step - loss: 2844.0767 - mae: 43.7714 - val_loss: 2901.7400 - val_mae: 42.1282
Epoch 405/500
231/231 [==============================] - 0s 27us/step - loss: 2843.2183 - mae: 43.7656 - val_loss: 2900.9541 - val_mae: 42.1242
Epoch 406/500
231/231 [==============================] - 0s 25us/step - loss: 2842.6814 - mae: 43.7577 - val_loss: 2900.4202 - val_mae: 42.1154
Epoch 407/500
231/231 [==============================] - 0s 26us/step - loss: 2843.1411 - mae: 43.7520 - val_loss: 2900.2026 - val_mae: 42.1061
Epoch 408/500
231/231 [==============================] - 0s 22us/step - loss: 2842.8727 - mae: 43.7504 - val_loss: 2899.5852 - val_mae: 42.1021
Epoch 409/500
231/231 [==============================] - 0s 25us/step - loss: 2841.9399 - mae: 43.7456 - val_loss: 2898.9053 - val_mae: 42.1041
Epoch 410/500
231/231 [==============================] - 0s 26us/step - loss: 2841.8061 - mae: 43.7579 - val_loss: 2898.5498 - val_mae: 42.1154
Epoch 411/500
231/231 [==============================] - 0s 22us/step - loss: 2841.3029 - mae: 43.7629 - val_loss: 2898.4629 - val_mae: 42.1229
Epoch 412/500
231/231 [==============================] - 0s 32us/step - loss: 2840.8104 - mae: 43.7665 - val_loss: 2898.6082 - val_mae: 42.1262
Epoch 413/500
231/231 [==============================] - 0s 25us/step - loss: 2840.6009 - mae: 43.7673 - val_loss: 2898.3469 - val_mae: 42.1248
Epoch 414/500
231/231 [==============================] - 0s 25us/step - loss: 2840.3553 - mae: 43.7670 - val_loss: 2897.9937 - val_mae: 42.1211
Epoch 415/500
231/231 [==============================] - 0s 24us/step - loss: 2840.0808 - mae: 43.7649 - val_loss: 2897.4978 - val_mae: 42.1162
Epoch 416/500
231/231 [==============================] - 0s 28us/step - loss: 2841.4477 - mae: 43.7642 - val_loss: 2897.2754 - val_mae: 42.1022
Epoch 417/500
231/231 [==============================] - 0s 29us/step - loss: 2839.2892 - mae: 43.7466 - val_loss: 2897.3396 - val_mae: 42.0997
Epoch 418/500
231/231 [==============================] - 0s 29us/step - loss: 2839.2571 - mae: 43.7444 - val_loss: 2897.3181 - val_mae: 42.0942
Epoch 419/500
231/231 [==============================] - 0s 27us/step - loss: 2839.1774 - mae: 43.7439 - val_loss: 2896.7444 - val_mae: 42.0934
Epoch 420/500
231/231 [==============================] - 0s 30us/step - loss: 2838.9772 - mae: 43.7418 - val_loss: 2896.9177 - val_mae: 42.0860
Epoch 421/500
231/231 [==============================] - 0s 29us/step - loss: 2838.9568 - mae: 43.7332 - val_loss: 2896.7058 - val_mae: 42.0787
Epoch 422/500
231/231 [==============================] - 0s 24us/step - loss: 2837.6823 - mae: 43.7251 - val_loss: 2896.5029 - val_mae: 42.0799
Epoch 423/500
231/231 [==============================] - 0s 27us/step - loss: 2837.4739 - mae: 43.7273 - val_loss: 2896.3174 - val_mae: 42.0812
Epoch 424/500
231/231 [==============================] - 0s 25us/step - loss: 2838.4857 - mae: 43.7370 - val_loss: 2896.2371 - val_mae: 42.0778
Epoch 425/500
231/231 [==============================] - 0s 24us/step - loss: 2837.0433 - mae: 43.7277 - val_loss: 2895.5759 - val_mae: 42.0832
Epoch 426/500
231/231 [==============================] - 0s 27us/step - loss: 2836.8581 - mae: 43.7353 - val_loss: 2894.6011 - val_mae: 42.0837
Epoch 427/500
231/231 [==============================] - 0s 26us/step - loss: 2836.5474 - mae: 43.7359 - val_loss: 2893.9641 - val_mae: 42.0788
Epoch 428/500
231/231 [==============================] - 0s 32us/step - loss: 2837.5740 - mae: 43.7533 - val_loss: 2893.3352 - val_mae: 42.0779
Epoch 429/500
231/231 [==============================] - 0s 22us/step - loss: 2837.5276 - mae: 43.7563 - val_loss: 2892.6272 - val_mae: 42.0716
Epoch 430/500
231/231 [==============================] - 0s 23us/step - loss: 2835.4580 - mae: 43.7316 - val_loss: 2892.0527 - val_mae: 42.0541
Epoch 431/500
231/231 [==============================] - 0s 27us/step - loss: 2834.9830 - mae: 43.7102 - val_loss: 2891.6487 - val_mae: 42.0327
Epoch 432/500
231/231 [==============================] - 0s 32us/step - loss: 2834.5303 - mae: 43.6943 - val_loss: 2891.5215 - val_mae: 42.0182
Epoch 433/500
231/231 [==============================] - 0s 34us/step - loss: 2834.4019 - mae: 43.6825 - val_loss: 2891.6746 - val_mae: 42.0070
Epoch 434/500
231/231 [==============================] - 0s 30us/step - loss: 2834.1965 - mae: 43.6713 - val_loss: 2891.6277 - val_mae: 41.9927
Epoch 435/500
231/231 [==============================] - 0s 24us/step - loss: 2834.1530 - mae: 43.6607 - val_loss: 2891.6458 - val_mae: 41.9830
Epoch 436/500
231/231 [==============================] - 0s 31us/step - loss: 2834.0250 - mae: 43.6557 - val_loss: 2891.5513 - val_mae: 41.9801
Epoch 437/500
231/231 [==============================] - 0s 31us/step - loss: 2835.2263 - mae: 43.6668 - val_loss: 2891.2002 - val_mae: 41.9848
Epoch 438/500
231/231 [==============================] - 0s 22us/step - loss: 2833.2041 - mae: 43.6539 - val_loss: 2891.1895 - val_mae: 41.9806
Epoch 439/500
231/231 [==============================] - 0s 25us/step - loss: 2833.2096 - mae: 43.6544 - val_loss: 2891.0999 - val_mae: 41.9816
Epoch 440/500
231/231 [==============================] - 0s 30us/step - loss: 2833.3491 - mae: 43.6547 - val_loss: 2891.5134 - val_mae: 41.9784
Epoch 441/500
231/231 [==============================] - 0s 36us/step - loss: 2832.4335 - mae: 43.6432 - val_loss: 2891.4749 - val_mae: 41.9825
Epoch 442/500
231/231 [==============================] - 0s 27us/step - loss: 2833.1287 - mae: 43.6589 - val_loss: 2891.3308 - val_mae: 41.9988
Epoch 443/500
231/231 [==============================] - 0s 36us/step - loss: 2831.3978 - mae: 43.6570 - val_loss: 2891.2329 - val_mae: 42.0029
Epoch 444/500
231/231 [==============================] - 0s 28us/step - loss: 2831.4511 - mae: 43.6601 - val_loss: 2891.1179 - val_mae: 42.0040
Epoch 445/500
231/231 [==============================] - 0s 31us/step - loss: 2831.3285 - mae: 43.6690 - val_loss: 2891.0903 - val_mae: 42.0169
Epoch 446/500
231/231 [==============================] - 0s 26us/step - loss: 2831.6149 - mae: 43.6907 - val_loss: 2891.0056 - val_mae: 42.0267
Epoch 447/500
231/231 [==============================] - 0s 24us/step - loss: 2830.6116 - mae: 43.6847 - val_loss: 2891.0637 - val_mae: 42.0243
Epoch 448/500
231/231 [==============================] - 0s 24us/step - loss: 2830.1144 - mae: 43.6742 - val_loss: 2890.9487 - val_mae: 42.0174
Epoch 449/500
231/231 [==============================] - 0s 26us/step - loss: 2829.8172 - mae: 43.6708 - val_loss: 2890.0593 - val_mae: 42.0084
Epoch 450/500
231/231 [==============================] - 0s 22us/step - loss: 2829.3236 - mae: 43.6640 - val_loss: 2889.7441 - val_mae: 41.9961
Epoch 451/500
231/231 [==============================] - 0s 29us/step - loss: 2828.9356 - mae: 43.6497 - val_loss: 2889.4780 - val_mae: 41.9861
Epoch 452/500
231/231 [==============================] - 0s 24us/step - loss: 2828.6947 - mae: 43.6435 - val_loss: 2889.6379 - val_mae: 41.9838
Epoch 453/500
231/231 [==============================] - 0s 26us/step - loss: 2828.1106 - mae: 43.6366 - val_loss: 2889.7371 - val_mae: 41.9776
Epoch 454/500
231/231 [==============================] - 0s 27us/step - loss: 2827.9345 - mae: 43.6295 - val_loss: 2889.8127 - val_mae: 41.9694
Epoch 455/500
231/231 [==============================] - 0s 24us/step - loss: 2827.8247 - mae: 43.6254 - val_loss: 2890.1233 - val_mae: 41.9699
Epoch 456/500
231/231 [==============================] - 0s 29us/step - loss: 2828.1047 - mae: 43.6199 - val_loss: 2890.1267 - val_mae: 41.9599
Epoch 457/500
231/231 [==============================] - 0s 23us/step - loss: 2827.1087 - mae: 43.6086 - val_loss: 2890.0808 - val_mae: 41.9612
Epoch 458/500
231/231 [==============================] - 0s 29us/step - loss: 2828.3324 - mae: 43.6338 - val_loss: 2890.0469 - val_mae: 41.9711
Epoch 459/500
231/231 [==============================] - 0s 30us/step - loss: 2826.3892 - mae: 43.6160 - val_loss: 2889.6331 - val_mae: 41.9652
Epoch 460/500
231/231 [==============================] - 0s 31us/step - loss: 2826.2863 - mae: 43.6127 - val_loss: 2889.5732 - val_mae: 41.9688
Epoch 461/500
231/231 [==============================] - 0s 34us/step - loss: 2825.7207 - mae: 43.6146 - val_loss: 2889.5762 - val_mae: 41.9679
Epoch 462/500
231/231 [==============================] - 0s 28us/step - loss: 2826.0040 - mae: 43.6163 - val_loss: 2890.2334 - val_mae: 41.9676
Epoch 463/500
231/231 [==============================] - 0s 26us/step - loss: 2825.2173 - mae: 43.6139 - val_loss: 2890.4844 - val_mae: 41.9752
Epoch 464/500
231/231 [==============================] - 0s 31us/step - loss: 2825.5905 - mae: 43.6115 - val_loss: 2890.8005 - val_mae: 41.9718
Epoch 465/500
231/231 [==============================] - 0s 29us/step - loss: 2824.2929 - mae: 43.6041 - val_loss: 2890.5461 - val_mae: 41.9731
Epoch 466/500
231/231 [==============================] - 0s 33us/step - loss: 2823.9643 - mae: 43.6077 - val_loss: 2890.2476 - val_mae: 41.9761
Epoch 467/500
231/231 [==============================] - 0s 31us/step - loss: 2824.3184 - mae: 43.6202 - val_loss: 2890.0378 - val_mae: 41.9832
Epoch 468/500
231/231 [==============================] - 0s 26us/step - loss: 2823.5702 - mae: 43.6177 - val_loss: 2889.8728 - val_mae: 41.9828
Epoch 469/500
231/231 [==============================] - 0s 25us/step - loss: 2823.5414 - mae: 43.6119 - val_loss: 2889.6643 - val_mae: 41.9735
Epoch 470/500
231/231 [==============================] - 0s 90us/step - loss: 2823.3821 - mae: 43.6144 - val_loss: 2889.8196 - val_mae: 41.9747
Epoch 471/500
231/231 [==============================] - 0s 36us/step - loss: 2822.5075 - mae: 43.6064 - val_loss: 2889.7344 - val_mae: 41.9646
Epoch 472/500
231/231 [==============================] - 0s 31us/step - loss: 2822.1743 - mae: 43.5978 - val_loss: 2889.6135 - val_mae: 41.9587
Epoch 473/500
231/231 [==============================] - 0s 27us/step - loss: 2822.0300 - mae: 43.5897 - val_loss: 2889.1289 - val_mae: 41.9443
Epoch 474/500
231/231 [==============================] - 0s 27us/step - loss: 2823.5859 - mae: 43.5877 - val_loss: 2888.9634 - val_mae: 41.9296
Epoch 475/500
231/231 [==============================] - 0s 31us/step - loss: 2822.0222 - mae: 43.5727 - val_loss: 2888.7021 - val_mae: 41.9346
Epoch 476/500
231/231 [==============================] - 0s 32us/step - loss: 2820.7949 - mae: 43.5690 - val_loss: 2888.2874 - val_mae: 41.9329
Epoch 477/500
231/231 [==============================] - 0s 32us/step - loss: 2820.6802 - mae: 43.5708 - val_loss: 2887.8472 - val_mae: 41.9291
Epoch 478/500
231/231 [==============================] - 0s 23us/step - loss: 2820.2254 - mae: 43.5666 - val_loss: 2887.8074 - val_mae: 41.9253
Epoch 479/500
231/231 [==============================] - 0s 29us/step - loss: 2821.8548 - mae: 43.5689 - val_loss: 2888.1829 - val_mae: 41.9122
Epoch 480/500
231/231 [==============================] - 0s 39us/step - loss: 2819.5476 - mae: 43.5484 - val_loss: 2887.8176 - val_mae: 41.9117
Epoch 481/500
231/231 [==============================] - 0s 37us/step - loss: 2819.1197 - mae: 43.5451 - val_loss: 2887.2842 - val_mae: 41.9105
Epoch 482/500
231/231 [==============================] - 0s 26us/step - loss: 2818.6849 - mae: 43.5450 - val_loss: 2887.0842 - val_mae: 41.9119
Epoch 483/500
231/231 [==============================] - 0s 29us/step - loss: 2818.4019 - mae: 43.5500 - val_loss: 2886.6548 - val_mae: 41.9163
Epoch 484/500
231/231 [==============================] - 0s 25us/step - loss: 2818.2238 - mae: 43.5544 - val_loss: 2886.3113 - val_mae: 41.9171
Epoch 485/500
231/231 [==============================] - 0s 27us/step - loss: 2818.2613 - mae: 43.5592 - val_loss: 2886.1394 - val_mae: 41.9249
Epoch 486/500
231/231 [==============================] - 0s 28us/step - loss: 2820.0030 - mae: 43.5799 - val_loss: 2886.1819 - val_mae: 41.9310
Epoch 487/500
231/231 [==============================] - 0s 24us/step - loss: 2817.1335 - mae: 43.5665 - val_loss: 2886.3357 - val_mae: 41.9216
Epoch 488/500
231/231 [==============================] - 0s 24us/step - loss: 2816.6158 - mae: 43.5514 - val_loss: 2885.8240 - val_mae: 41.9093
Epoch 489/500
231/231 [==============================] - 0s 30us/step - loss: 2817.3213 - mae: 43.5458 - val_loss: 2885.7991 - val_mae: 41.8940
Epoch 490/500
231/231 [==============================] - 0s 24us/step - loss: 2815.8320 - mae: 43.5211 - val_loss: 2885.9766 - val_mae: 41.8896
Epoch 491/500
231/231 [==============================] - 0s 23us/step - loss: 2816.2222 - mae: 43.5279 - val_loss: 2885.6123 - val_mae: 41.8915
Epoch 492/500
231/231 [==============================] - 0s 24us/step - loss: 2815.8826 - mae: 43.5270 - val_loss: 2885.4875 - val_mae: 41.8899
Epoch 493/500
231/231 [==============================] - 0s 24us/step - loss: 2815.6424 - mae: 43.5174 - val_loss: 2885.8577 - val_mae: 41.8769
Epoch 494/500
231/231 [==============================] - 0s 27us/step - loss: 2814.8422 - mae: 43.5040 - val_loss: 2885.9324 - val_mae: 41.8720
Epoch 495/500
231/231 [==============================] - 0s 35us/step - loss: 2815.5815 - mae: 43.5090 - val_loss: 2886.2346 - val_mae: 41.8685
Epoch 496/500
231/231 [==============================] - 0s 30us/step - loss: 2813.6936 - mae: 43.4913 - val_loss: 2886.0549 - val_mae: 41.8776
Epoch 497/500
231/231 [==============================] - 0s 30us/step - loss: 2813.4352 - mae: 43.5000 - val_loss: 2886.6379 - val_mae: 41.8887
Epoch 498/500
231/231 [==============================] - 0s 36us/step - loss: 2814.3798 - mae: 43.5216 - val_loss: 2886.6831 - val_mae: 41.9034
Epoch 499/500
231/231 [==============================] - 0s 35us/step - loss: 2812.9153 - mae: 43.5197 - val_loss: 2886.6790 - val_mae: 41.9041
Epoch 500/500
231/231 [==============================] - 0s 27us/step - loss: 2812.8796 - mae: 43.5231 - val_loss: 2886.3899 - val_mae: 41.9029
133/133 [==============================] - 0s 32us/step

Optimizers:  <keras.optimizers.Adam object at 0x14430ffd0>
Epoch Sizes:  500
Neurons or Units:  128
['loss', 'mae']
[3165.581768752937, 45.90646743774414]

Model: "sequential_12"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_34 (Dense)             (None, 256)               2816      
_________________________________________________________________
activation_23 (Activation)   (None, 256)               0         
_________________________________________________________________
dense_35 (Dense)             (None, 256)               65792     
_________________________________________________________________
activation_24 (Activation)   (None, 256)               0         
_________________________________________________________________
dense_36 (Dense)             (None, 1)                 257       
=================================================================
Total params: 68,865
Trainable params: 68,865
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/500
231/231 [==============================] - 0s 626us/step - loss: 29782.5155 - mae: 154.4190 - val_loss: 29110.4336 - val_mae: 152.5653
Epoch 2/500
231/231 [==============================] - 0s 30us/step - loss: 29691.8010 - mae: 154.1317 - val_loss: 28937.0430 - val_mae: 152.0064
Epoch 3/500
231/231 [==============================] - 0s 51us/step - loss: 29476.6870 - mae: 153.4493 - val_loss: 28558.2773 - val_mae: 150.7898
Epoch 4/500
231/231 [==============================] - 0s 32us/step - loss: 29015.4348 - mae: 152.0317 - val_loss: 27857.6797 - val_mae: 148.5276
Epoch 5/500
231/231 [==============================] - 0s 35us/step - loss: 28217.9698 - mae: 149.4919 - val_loss: 26715.6992 - val_mae: 144.7812
Epoch 6/500
231/231 [==============================] - 0s 57us/step - loss: 26933.6203 - mae: 145.3768 - val_loss: 25021.6230 - val_mae: 139.0571
Epoch 7/500
231/231 [==============================] - 0s 45us/step - loss: 25096.2583 - mae: 139.2439 - val_loss: 22703.4395 - val_mae: 130.8428
Epoch 8/500
231/231 [==============================] - 0s 41us/step - loss: 22602.4765 - mae: 130.4931 - val_loss: 19751.3652 - val_mae: 119.6038
Epoch 9/500
231/231 [==============================] - 0s 48us/step - loss: 19389.8222 - mae: 118.6295 - val_loss: 16250.2295 - val_mae: 104.7708
Epoch 10/500
231/231 [==============================] - 0s 44us/step - loss: 15699.3373 - mae: 103.1899 - val_loss: 12439.0928 - val_mae: 87.0981
Epoch 11/500
231/231 [==============================] - 0s 37us/step - loss: 11647.5381 - mae: 84.9818 - val_loss: 8744.8457 - val_mae: 68.9757
Epoch 12/500
231/231 [==============================] - 0s 31us/step - loss: 7988.9001 - mae: 68.2291 - val_loss: 5807.4980 - val_mae: 57.6422
Epoch 13/500
231/231 [==============================] - 0s 31us/step - loss: 5026.2454 - mae: 55.4294 - val_loss: 4412.7759 - val_mae: 56.1408
Epoch 14/500
231/231 [==============================] - 0s 33us/step - loss: 3853.6849 - mae: 52.7074 - val_loss: 4982.2651 - val_mae: 60.9944
Epoch 15/500
231/231 [==============================] - 0s 31us/step - loss: 4514.2126 - mae: 57.0709 - val_loss: 6543.4580 - val_mae: 68.9667
Epoch 16/500
231/231 [==============================] - 0s 32us/step - loss: 5660.5367 - mae: 63.4089 - val_loss: 7127.0928 - val_mae: 72.3195
Epoch 17/500
231/231 [==============================] - 0s 31us/step - loss: 5918.9598 - mae: 64.4947 - val_loss: 6420.3965 - val_mae: 68.2750
Epoch 18/500
231/231 [==============================] - 0s 31us/step - loss: 5160.4631 - mae: 60.0468 - val_loss: 5220.7666 - val_mae: 61.0653
Epoch 19/500
231/231 [==============================] - 0s 32us/step - loss: 4138.9005 - mae: 54.1625 - val_loss: 4314.8042 - val_mae: 55.5739
Epoch 20/500
231/231 [==============================] - 0s 31us/step - loss: 3469.4588 - mae: 49.8612 - val_loss: 3897.2585 - val_mae: 52.2826
Epoch 21/500
231/231 [==============================] - 0s 40us/step - loss: 3288.0895 - mae: 48.3905 - val_loss: 3841.6216 - val_mae: 50.6387
Epoch 22/500
231/231 [==============================] - 0s 40us/step - loss: 3347.6421 - mae: 47.8708 - val_loss: 3925.2124 - val_mae: 50.1792
Epoch 23/500
231/231 [==============================] - 0s 42us/step - loss: 3527.1440 - mae: 48.4889 - val_loss: 3997.6125 - val_mae: 49.9979
Epoch 24/500
231/231 [==============================] - 0s 37us/step - loss: 3610.1839 - mae: 48.6125 - val_loss: 3978.7117 - val_mae: 49.6913
Epoch 25/500
231/231 [==============================] - 0s 34us/step - loss: 3589.6892 - mae: 48.5061 - val_loss: 3867.6482 - val_mae: 49.0544
Epoch 26/500
231/231 [==============================] - 0s 33us/step - loss: 3450.0401 - mae: 47.8400 - val_loss: 3730.3135 - val_mae: 48.3397
Epoch 27/500
231/231 [==============================] - 0s 37us/step - loss: 3292.1722 - mae: 46.9862 - val_loss: 3600.1189 - val_mae: 47.8025
Epoch 28/500
231/231 [==============================] - 0s 31us/step - loss: 3169.8728 - mae: 46.4409 - val_loss: 3515.3276 - val_mae: 47.6974
Epoch 29/500
231/231 [==============================] - 0s 30us/step - loss: 3090.7756 - mae: 46.0350 - val_loss: 3489.9092 - val_mae: 47.7832
Epoch 30/500
231/231 [==============================] - 0s 35us/step - loss: 3063.2566 - mae: 45.9868 - val_loss: 3502.1416 - val_mae: 48.0855
Epoch 31/500
231/231 [==============================] - 0s 37us/step - loss: 3063.0428 - mae: 45.9920 - val_loss: 3512.5469 - val_mae: 48.2447
Epoch 32/500
231/231 [==============================] - 0s 34us/step - loss: 3091.9112 - mae: 46.1458 - val_loss: 3504.1033 - val_mae: 48.1787
Epoch 33/500
231/231 [==============================] - 0s 29us/step - loss: 3088.1363 - mae: 46.0516 - val_loss: 3463.7002 - val_mae: 47.8326
Epoch 34/500
231/231 [==============================] - 0s 30us/step - loss: 3067.0352 - mae: 45.8792 - val_loss: 3407.1216 - val_mae: 47.3432
Epoch 35/500
231/231 [==============================] - 0s 31us/step - loss: 3030.3955 - mae: 45.6570 - val_loss: 3352.7085 - val_mae: 46.8126
Epoch 36/500
231/231 [==============================] - 0s 30us/step - loss: 2997.4850 - mae: 45.3421 - val_loss: 3308.9331 - val_mae: 46.3112
Epoch 37/500
231/231 [==============================] - 0s 30us/step - loss: 2981.7057 - mae: 45.2026 - val_loss: 3277.5229 - val_mae: 45.8252
Epoch 38/500
231/231 [==============================] - 0s 32us/step - loss: 2969.9948 - mae: 44.9869 - val_loss: 3258.1467 - val_mae: 45.4711
Epoch 39/500
231/231 [==============================] - 0s 33us/step - loss: 2973.3421 - mae: 44.9417 - val_loss: 3245.3071 - val_mae: 45.1766
Epoch 40/500
231/231 [==============================] - 0s 32us/step - loss: 2974.1574 - mae: 44.8544 - val_loss: 3231.3850 - val_mae: 44.9684
Epoch 41/500
231/231 [==============================] - 0s 29us/step - loss: 2974.8395 - mae: 44.8163 - val_loss: 3217.5256 - val_mae: 44.8016
Epoch 42/500
231/231 [==============================] - 0s 31us/step - loss: 2973.1218 - mae: 44.8113 - val_loss: 3202.1602 - val_mae: 44.7217
Epoch 43/500
231/231 [==============================] - 0s 30us/step - loss: 2962.0473 - mae: 44.7130 - val_loss: 3187.7620 - val_mae: 44.6488
Epoch 44/500
231/231 [==============================] - 0s 32us/step - loss: 2953.6265 - mae: 44.6512 - val_loss: 3174.3447 - val_mae: 44.6228
Epoch 45/500
231/231 [==============================] - 0s 35us/step - loss: 2945.9032 - mae: 44.6149 - val_loss: 3163.2778 - val_mae: 44.6101
Epoch 46/500
231/231 [==============================] - 0s 37us/step - loss: 2941.1607 - mae: 44.6042 - val_loss: 3155.3665 - val_mae: 44.6116
Epoch 47/500
231/231 [==============================] - 0s 40us/step - loss: 2937.6301 - mae: 44.5955 - val_loss: 3148.4585 - val_mae: 44.5911
Epoch 48/500
231/231 [==============================] - 0s 32us/step - loss: 2941.0636 - mae: 44.6268 - val_loss: 3143.6223 - val_mae: 44.5744
Epoch 49/500
231/231 [==============================] - 0s 34us/step - loss: 2937.8285 - mae: 44.6051 - val_loss: 3137.1543 - val_mae: 44.4945
Epoch 50/500
231/231 [==============================] - 0s 31us/step - loss: 2936.2352 - mae: 44.5804 - val_loss: 3129.6975 - val_mae: 44.4006
Epoch 51/500
231/231 [==============================] - 0s 29us/step - loss: 2934.2734 - mae: 44.5455 - val_loss: 3121.4541 - val_mae: 44.2939
Epoch 52/500
231/231 [==============================] - 0s 37us/step - loss: 2932.3968 - mae: 44.5157 - val_loss: 3114.9326 - val_mae: 44.2078
Epoch 53/500
231/231 [==============================] - 0s 34us/step - loss: 2927.6641 - mae: 44.4697 - val_loss: 3106.7505 - val_mae: 44.0970
Epoch 54/500
231/231 [==============================] - 0s 36us/step - loss: 2926.8697 - mae: 44.4386 - val_loss: 3099.0457 - val_mae: 43.9766
Epoch 55/500
231/231 [==============================] - 0s 31us/step - loss: 2922.8329 - mae: 44.3858 - val_loss: 3092.9497 - val_mae: 43.8786
Epoch 56/500
231/231 [==============================] - 0s 30us/step - loss: 2921.7546 - mae: 44.3507 - val_loss: 3088.2891 - val_mae: 43.8020
Epoch 57/500
231/231 [==============================] - 0s 30us/step - loss: 2923.0260 - mae: 44.3448 - val_loss: 3084.4216 - val_mae: 43.7164
Epoch 58/500
231/231 [==============================] - 0s 32us/step - loss: 2920.0646 - mae: 44.3050 - val_loss: 3079.1179 - val_mae: 43.6698
Epoch 59/500
231/231 [==============================] - 0s 32us/step - loss: 2917.8591 - mae: 44.2785 - val_loss: 3074.0327 - val_mae: 43.6227
Epoch 60/500
231/231 [==============================] - 0s 32us/step - loss: 2916.3441 - mae: 44.2690 - val_loss: 3068.7251 - val_mae: 43.5943
Epoch 61/500
231/231 [==============================] - 0s 29us/step - loss: 2914.5225 - mae: 44.2582 - val_loss: 3064.6343 - val_mae: 43.5745
Epoch 62/500
231/231 [==============================] - 0s 30us/step - loss: 2912.9970 - mae: 44.2503 - val_loss: 3060.0820 - val_mae: 43.5478
Epoch 63/500
231/231 [==============================] - 0s 34us/step - loss: 2913.0696 - mae: 44.2552 - val_loss: 3056.0735 - val_mae: 43.5399
Epoch 64/500
231/231 [==============================] - 0s 43us/step - loss: 2913.6314 - mae: 44.2531 - val_loss: 3051.7900 - val_mae: 43.5264
Epoch 65/500
231/231 [==============================] - 0s 38us/step - loss: 2910.6628 - mae: 44.2479 - val_loss: 3046.1968 - val_mae: 43.4691
Epoch 66/500
231/231 [==============================] - 0s 34us/step - loss: 2909.3175 - mae: 44.2266 - val_loss: 3042.7075 - val_mae: 43.4235
Epoch 67/500
231/231 [==============================] - 0s 65us/step - loss: 2907.6752 - mae: 44.2060 - val_loss: 3038.3699 - val_mae: 43.3811
Epoch 68/500
231/231 [==============================] - 0s 58us/step - loss: 2906.6141 - mae: 44.1997 - val_loss: 3034.4114 - val_mae: 43.3314
Epoch 69/500
231/231 [==============================] - 0s 60us/step - loss: 2906.6495 - mae: 44.1847 - val_loss: 3031.5923 - val_mae: 43.2875
Epoch 70/500
231/231 [==============================] - 0s 78us/step - loss: 2904.7805 - mae: 44.1699 - val_loss: 3027.9597 - val_mae: 43.2551
Epoch 71/500
231/231 [==============================] - 0s 38us/step - loss: 2903.7911 - mae: 44.1636 - val_loss: 3024.0200 - val_mae: 43.2281
Epoch 72/500
231/231 [==============================] - 0s 34us/step - loss: 2902.8161 - mae: 44.1569 - val_loss: 3020.1421 - val_mae: 43.2039
Epoch 73/500
231/231 [==============================] - 0s 31us/step - loss: 2901.8517 - mae: 44.1530 - val_loss: 3016.5898 - val_mae: 43.1795
Epoch 74/500
231/231 [==============================] - 0s 30us/step - loss: 2901.3670 - mae: 44.1471 - val_loss: 3013.6716 - val_mae: 43.1618
Epoch 75/500
231/231 [==============================] - 0s 35us/step - loss: 2900.3337 - mae: 44.1464 - val_loss: 3011.4780 - val_mae: 43.1432
Epoch 76/500
231/231 [==============================] - 0s 32us/step - loss: 2900.3401 - mae: 44.1450 - val_loss: 3008.7795 - val_mae: 43.1104
Epoch 77/500
231/231 [==============================] - 0s 31us/step - loss: 2898.7659 - mae: 44.1251 - val_loss: 3007.9753 - val_mae: 43.0943
Epoch 78/500
231/231 [==============================] - 0s 47us/step - loss: 2897.6334 - mae: 44.1145 - val_loss: 3006.3025 - val_mae: 43.0838
Epoch 79/500
231/231 [==============================] - 0s 73us/step - loss: 2897.0132 - mae: 44.1086 - val_loss: 3004.8945 - val_mae: 43.0709
Epoch 80/500
231/231 [==============================] - 0s 91us/step - loss: 2895.8414 - mae: 44.1003 - val_loss: 3002.7341 - val_mae: 43.0489
Epoch 81/500
231/231 [==============================] - 0s 39us/step - loss: 2895.1101 - mae: 44.0918 - val_loss: 2999.9592 - val_mae: 43.0204
Epoch 82/500
231/231 [==============================] - 0s 51us/step - loss: 2895.1797 - mae: 44.0961 - val_loss: 2997.6228 - val_mae: 42.9998
Epoch 83/500
231/231 [==============================] - 0s 49us/step - loss: 2893.8619 - mae: 44.0792 - val_loss: 2995.7573 - val_mae: 42.9757
Epoch 84/500
231/231 [==============================] - 0s 54us/step - loss: 2892.9491 - mae: 44.0676 - val_loss: 2993.8999 - val_mae: 42.9481
Epoch 85/500
231/231 [==============================] - 0s 43us/step - loss: 2892.3983 - mae: 44.0597 - val_loss: 2992.1826 - val_mae: 42.9264
Epoch 86/500
231/231 [==============================] - 0s 51us/step - loss: 2891.6905 - mae: 44.0492 - val_loss: 2989.6343 - val_mae: 42.8964
Epoch 87/500
231/231 [==============================] - 0s 56us/step - loss: 2890.8257 - mae: 44.0425 - val_loss: 2986.5044 - val_mae: 42.8674
Epoch 88/500
231/231 [==============================] - 0s 54us/step - loss: 2890.1806 - mae: 44.0364 - val_loss: 2985.2275 - val_mae: 42.8517
Epoch 89/500
231/231 [==============================] - 0s 34us/step - loss: 2889.5816 - mae: 44.0339 - val_loss: 2982.5264 - val_mae: 42.8332
Epoch 90/500
231/231 [==============================] - 0s 39us/step - loss: 2888.5669 - mae: 44.0240 - val_loss: 2980.5413 - val_mae: 42.8146
Epoch 91/500
231/231 [==============================] - 0s 45us/step - loss: 2888.2801 - mae: 44.0215 - val_loss: 2978.8008 - val_mae: 42.7954
Epoch 92/500
231/231 [==============================] - 0s 35us/step - loss: 2887.6294 - mae: 44.0166 - val_loss: 2976.2559 - val_mae: 42.7828
Epoch 93/500
231/231 [==============================] - 0s 34us/step - loss: 2886.5781 - mae: 44.0142 - val_loss: 2975.0081 - val_mae: 42.7819
Epoch 94/500
231/231 [==============================] - 0s 35us/step - loss: 2885.9471 - mae: 44.0118 - val_loss: 2973.3242 - val_mae: 42.7749
Epoch 95/500
231/231 [==============================] - 0s 31us/step - loss: 2885.1523 - mae: 44.0071 - val_loss: 2971.1179 - val_mae: 42.7807
Epoch 96/500
231/231 [==============================] - 0s 34us/step - loss: 2884.4129 - mae: 44.0103 - val_loss: 2969.2322 - val_mae: 42.7818
Epoch 97/500
231/231 [==============================] - 0s 32us/step - loss: 2886.0012 - mae: 44.0189 - val_loss: 2967.9199 - val_mae: 42.7611
Epoch 98/500
231/231 [==============================] - 0s 34us/step - loss: 2886.0712 - mae: 44.0243 - val_loss: 2966.2275 - val_mae: 42.7704
Epoch 99/500
231/231 [==============================] - 0s 32us/step - loss: 2883.6932 - mae: 44.0149 - val_loss: 2964.9929 - val_mae: 42.7413
Epoch 100/500
231/231 [==============================] - 0s 38us/step - loss: 2881.9372 - mae: 43.9964 - val_loss: 2963.3293 - val_mae: 42.7119
Epoch 101/500
231/231 [==============================] - 0s 57us/step - loss: 2881.2321 - mae: 43.9861 - val_loss: 2962.3774 - val_mae: 42.6806
Epoch 102/500
231/231 [==============================] - 0s 91us/step - loss: 2882.3493 - mae: 43.9772 - val_loss: 2961.4766 - val_mae: 42.6442
Epoch 103/500
231/231 [==============================] - 0s 62us/step - loss: 2880.1539 - mae: 43.9631 - val_loss: 2960.7380 - val_mae: 42.6309
Epoch 104/500
231/231 [==============================] - 0s 47us/step - loss: 2879.3455 - mae: 43.9547 - val_loss: 2959.4609 - val_mae: 42.6292
Epoch 105/500
231/231 [==============================] - 0s 76us/step - loss: 2878.1394 - mae: 43.9480 - val_loss: 2959.0149 - val_mae: 42.6153
Epoch 106/500
231/231 [==============================] - 0s 60us/step - loss: 2877.5590 - mae: 43.9419 - val_loss: 2958.7590 - val_mae: 42.6078
Epoch 107/500
231/231 [==============================] - 0s 51us/step - loss: 2877.8267 - mae: 43.9457 - val_loss: 2958.7368 - val_mae: 42.6170
Epoch 108/500
231/231 [==============================] - 0s 125us/step - loss: 2876.2524 - mae: 43.9401 - val_loss: 2957.9565 - val_mae: 42.6032
Epoch 109/500
231/231 [==============================] - 0s 83us/step - loss: 2875.5457 - mae: 43.9345 - val_loss: 2956.7239 - val_mae: 42.5862
Epoch 110/500
231/231 [==============================] - 0s 77us/step - loss: 2875.5964 - mae: 43.9357 - val_loss: 2955.2749 - val_mae: 42.5840
Epoch 111/500
231/231 [==============================] - 0s 61us/step - loss: 2874.6435 - mae: 43.9349 - val_loss: 2953.7864 - val_mae: 42.5606
Epoch 112/500
231/231 [==============================] - 0s 42us/step - loss: 2874.6166 - mae: 43.9321 - val_loss: 2952.7197 - val_mae: 42.5452
Epoch 113/500
231/231 [==============================] - 0s 53us/step - loss: 2873.8029 - mae: 43.9170 - val_loss: 2952.1917 - val_mae: 42.5550
Epoch 114/500
231/231 [==============================] - 0s 49us/step - loss: 2872.5206 - mae: 43.9231 - val_loss: 2951.5388 - val_mae: 42.5511
Epoch 115/500
231/231 [==============================] - 0s 44us/step - loss: 2871.3020 - mae: 43.9145 - val_loss: 2951.1294 - val_mae: 42.5424
Epoch 116/500
231/231 [==============================] - 0s 39us/step - loss: 2871.4180 - mae: 43.9074 - val_loss: 2951.5647 - val_mae: 42.5281
Epoch 117/500
231/231 [==============================] - 0s 36us/step - loss: 2871.9597 - mae: 43.9136 - val_loss: 2952.0742 - val_mae: 42.5291
Epoch 118/500
231/231 [==============================] - 0s 31us/step - loss: 2869.1686 - mae: 43.8962 - val_loss: 2951.4773 - val_mae: 42.5102
Epoch 119/500
231/231 [==============================] - 0s 51us/step - loss: 2868.2440 - mae: 43.8832 - val_loss: 2951.3667 - val_mae: 42.4998
Epoch 120/500
231/231 [==============================] - 0s 34us/step - loss: 2869.3303 - mae: 43.8904 - val_loss: 2949.7795 - val_mae: 42.4911
Epoch 121/500
231/231 [==============================] - 0s 109us/step - loss: 2867.0275 - mae: 43.8725 - val_loss: 2949.2939 - val_mae: 42.4743
Epoch 122/500
231/231 [==============================] - 0s 57us/step - loss: 2866.3400 - mae: 43.8698 - val_loss: 2948.5945 - val_mae: 42.4671
Epoch 123/500
231/231 [==============================] - 0s 55us/step - loss: 2865.6391 - mae: 43.8650 - val_loss: 2947.1282 - val_mae: 42.4515
Epoch 124/500
231/231 [==============================] - 0s 59us/step - loss: 2864.6532 - mae: 43.8554 - val_loss: 2946.5469 - val_mae: 42.4441
Epoch 125/500
231/231 [==============================] - 0s 80us/step - loss: 2864.1821 - mae: 43.8522 - val_loss: 2946.1245 - val_mae: 42.4341
Epoch 126/500
231/231 [==============================] - 0s 57us/step - loss: 2862.9709 - mae: 43.8412 - val_loss: 2945.5801 - val_mae: 42.4356
Epoch 127/500
231/231 [==============================] - 0s 56us/step - loss: 2863.5668 - mae: 43.8564 - val_loss: 2944.5588 - val_mae: 42.4406
Epoch 128/500
231/231 [==============================] - 0s 51us/step - loss: 2861.7610 - mae: 43.8482 - val_loss: 2943.1770 - val_mae: 42.4301
Epoch 129/500
231/231 [==============================] - 0s 72us/step - loss: 2860.8316 - mae: 43.8441 - val_loss: 2942.3650 - val_mae: 42.4215
Epoch 130/500
231/231 [==============================] - 0s 72us/step - loss: 2860.3656 - mae: 43.8412 - val_loss: 2941.7561 - val_mae: 42.4299
Epoch 131/500
231/231 [==============================] - 0s 93us/step - loss: 2859.8098 - mae: 43.8430 - val_loss: 2942.0464 - val_mae: 42.4239
Epoch 132/500
231/231 [==============================] - 0s 66us/step - loss: 2858.4715 - mae: 43.8307 - val_loss: 2940.8984 - val_mae: 42.4046
Epoch 133/500
231/231 [==============================] - 0s 76us/step - loss: 2857.5911 - mae: 43.8214 - val_loss: 2940.4016 - val_mae: 42.3956
Epoch 134/500
231/231 [==============================] - 0s 49us/step - loss: 2857.0341 - mae: 43.8187 - val_loss: 2939.4988 - val_mae: 42.3926
Epoch 135/500
231/231 [==============================] - 0s 69us/step - loss: 2855.9596 - mae: 43.8085 - val_loss: 2938.5496 - val_mae: 42.3792
Epoch 136/500
231/231 [==============================] - 0s 49us/step - loss: 2855.8049 - mae: 43.8091 - val_loss: 2937.8384 - val_mae: 42.3605
Epoch 137/500
231/231 [==============================] - 0s 55us/step - loss: 2855.0625 - mae: 43.8046 - val_loss: 2936.7949 - val_mae: 42.3658
Epoch 138/500
231/231 [==============================] - 0s 45us/step - loss: 2853.6652 - mae: 43.7941 - val_loss: 2935.7908 - val_mae: 42.3502
Epoch 139/500
231/231 [==============================] - 0s 37us/step - loss: 2854.3067 - mae: 43.8028 - val_loss: 2934.6182 - val_mae: 42.3455
Epoch 140/500
231/231 [==============================] - 0s 32us/step - loss: 2852.1844 - mae: 43.7840 - val_loss: 2934.0732 - val_mae: 42.3110
Epoch 141/500
231/231 [==============================] - 0s 35us/step - loss: 2853.3851 - mae: 43.7746 - val_loss: 2932.7422 - val_mae: 42.2745
Epoch 142/500
231/231 [==============================] - 0s 30us/step - loss: 2851.4338 - mae: 43.7558 - val_loss: 2930.9426 - val_mae: 42.2714
Epoch 143/500
231/231 [==============================] - 0s 32us/step - loss: 2852.2645 - mae: 43.7748 - val_loss: 2930.2681 - val_mae: 42.2821
Epoch 144/500
231/231 [==============================] - 0s 84us/step - loss: 2848.4047 - mae: 43.7448 - val_loss: 2929.9036 - val_mae: 42.2644
Epoch 145/500
231/231 [==============================] - 0s 120us/step - loss: 2848.3951 - mae: 43.7392 - val_loss: 2929.4753 - val_mae: 42.2434
Epoch 146/500
231/231 [==============================] - 0s 69us/step - loss: 2847.0876 - mae: 43.7224 - val_loss: 2929.1199 - val_mae: 42.2369
Epoch 147/500
231/231 [==============================] - 0s 70us/step - loss: 2846.2330 - mae: 43.7162 - val_loss: 2928.3503 - val_mae: 42.2337
Epoch 148/500
231/231 [==============================] - 0s 63us/step - loss: 2845.5040 - mae: 43.7104 - val_loss: 2928.1086 - val_mae: 42.2305
Epoch 149/500
231/231 [==============================] - 0s 73us/step - loss: 2845.1808 - mae: 43.7063 - val_loss: 2927.7332 - val_mae: 42.2247
Epoch 150/500
231/231 [==============================] - 0s 70us/step - loss: 2843.9959 - mae: 43.7006 - val_loss: 2926.6011 - val_mae: 42.2267
Epoch 151/500
231/231 [==============================] - 0s 75us/step - loss: 2845.7399 - mae: 43.7136 - val_loss: 2926.5452 - val_mae: 42.2569
Epoch 152/500
231/231 [==============================] - 0s 75us/step - loss: 2842.4639 - mae: 43.7090 - val_loss: 2925.2412 - val_mae: 42.2431
Epoch 153/500
231/231 [==============================] - 0s 57us/step - loss: 2842.6339 - mae: 43.7208 - val_loss: 2924.5166 - val_mae: 42.2453
Epoch 154/500
231/231 [==============================] - 0s 65us/step - loss: 2840.6999 - mae: 43.7056 - val_loss: 2922.9106 - val_mae: 42.2176
Epoch 155/500
231/231 [==============================] - 0s 62us/step - loss: 2839.1524 - mae: 43.6868 - val_loss: 2921.1235 - val_mae: 42.1967
Epoch 156/500
231/231 [==============================] - 0s 60us/step - loss: 2841.2659 - mae: 43.6932 - val_loss: 2920.2915 - val_mae: 42.1581
Epoch 157/500
231/231 [==============================] - 0s 56us/step - loss: 2840.4050 - mae: 43.6873 - val_loss: 2918.7800 - val_mae: 42.1596
Epoch 158/500
231/231 [==============================] - 0s 57us/step - loss: 2836.2061 - mae: 43.6477 - val_loss: 2917.3928 - val_mae: 42.1377
Epoch 159/500
231/231 [==============================] - 0s 47us/step - loss: 2835.6470 - mae: 43.6344 - val_loss: 2916.8462 - val_mae: 42.1209
Epoch 160/500
231/231 [==============================] - 0s 48us/step - loss: 2834.6039 - mae: 43.6205 - val_loss: 2916.2549 - val_mae: 42.1115
Epoch 161/500
231/231 [==============================] - 0s 47us/step - loss: 2834.2003 - mae: 43.6190 - val_loss: 2915.9641 - val_mae: 42.1096
Epoch 162/500
231/231 [==============================] - 0s 37us/step - loss: 2833.0127 - mae: 43.6090 - val_loss: 2915.8987 - val_mae: 42.1052
Epoch 163/500
231/231 [==============================] - 0s 38us/step - loss: 2832.3631 - mae: 43.6029 - val_loss: 2915.1631 - val_mae: 42.0973
Epoch 164/500
231/231 [==============================] - 0s 39us/step - loss: 2830.8259 - mae: 43.5868 - val_loss: 2914.7231 - val_mae: 42.0851
Epoch 165/500
231/231 [==============================] - 0s 38us/step - loss: 2830.5657 - mae: 43.5726 - val_loss: 2914.6123 - val_mae: 42.0709
Epoch 166/500
231/231 [==============================] - 0s 70us/step - loss: 2830.6111 - mae: 43.5694 - val_loss: 2914.7729 - val_mae: 42.0641
Epoch 167/500
231/231 [==============================] - 0s 72us/step - loss: 2828.2345 - mae: 43.5515 - val_loss: 2913.6292 - val_mae: 42.0650
Epoch 168/500
231/231 [==============================] - 0s 86us/step - loss: 2828.1164 - mae: 43.5654 - val_loss: 2912.4961 - val_mae: 42.0764
Epoch 169/500
231/231 [==============================] - 0s 49us/step - loss: 2827.6985 - mae: 43.5764 - val_loss: 2912.6262 - val_mae: 42.0799
Epoch 170/500
231/231 [==============================] - 0s 65us/step - loss: 2825.2384 - mae: 43.5652 - val_loss: 2911.5356 - val_mae: 42.0704
Epoch 171/500
231/231 [==============================] - 0s 55us/step - loss: 2824.5520 - mae: 43.5620 - val_loss: 2910.2834 - val_mae: 42.0614
Epoch 172/500
231/231 [==============================] - 0s 69us/step - loss: 2823.4213 - mae: 43.5522 - val_loss: 2909.1260 - val_mae: 42.0480
Epoch 173/500
231/231 [==============================] - 0s 75us/step - loss: 2822.4266 - mae: 43.5394 - val_loss: 2907.4670 - val_mae: 42.0300
Epoch 174/500
231/231 [==============================] - 0s 85us/step - loss: 2822.2597 - mae: 43.5255 - val_loss: 2906.5159 - val_mae: 42.0097
Epoch 175/500
231/231 [==============================] - 0s 71us/step - loss: 2821.1224 - mae: 43.5106 - val_loss: 2904.8625 - val_mae: 41.9948
Epoch 176/500
231/231 [==============================] - 0s 57us/step - loss: 2819.5817 - mae: 43.4987 - val_loss: 2903.9304 - val_mae: 41.9908
Epoch 177/500
231/231 [==============================] - 0s 79us/step - loss: 2818.6064 - mae: 43.4965 - val_loss: 2902.9036 - val_mae: 41.9846
Epoch 178/500
231/231 [==============================] - 0s 67us/step - loss: 2818.5093 - mae: 43.4941 - val_loss: 2902.8992 - val_mae: 41.9784
Epoch 179/500
231/231 [==============================] - 0s 53us/step - loss: 2817.4868 - mae: 43.4890 - val_loss: 2902.0164 - val_mae: 41.9745
Epoch 180/500
231/231 [==============================] - 0s 55us/step - loss: 2816.8648 - mae: 43.4818 - val_loss: 2901.5120 - val_mae: 41.9711
Epoch 181/500
231/231 [==============================] - 0s 37us/step - loss: 2814.8129 - mae: 43.4703 - val_loss: 2900.9709 - val_mae: 41.9755
Epoch 182/500
231/231 [==============================] - 0s 40us/step - loss: 2814.8806 - mae: 43.4902 - val_loss: 2900.3240 - val_mae: 41.9797
Epoch 183/500
231/231 [==============================] - 0s 46us/step - loss: 2813.5802 - mae: 43.4811 - val_loss: 2899.3406 - val_mae: 41.9674
Epoch 184/500
231/231 [==============================] - 0s 40us/step - loss: 2812.5784 - mae: 43.4724 - val_loss: 2898.2214 - val_mae: 41.9508
Epoch 185/500
231/231 [==============================] - 0s 37us/step - loss: 2811.9331 - mae: 43.4543 - val_loss: 2897.2249 - val_mae: 41.9297
Epoch 186/500
231/231 [==============================] - 0s 34us/step - loss: 2810.4776 - mae: 43.4390 - val_loss: 2896.7244 - val_mae: 41.9134
Epoch 187/500
231/231 [==============================] - 0s 41us/step - loss: 2810.1863 - mae: 43.4247 - val_loss: 2895.8484 - val_mae: 41.8968
Epoch 188/500
231/231 [==============================] - 0s 69us/step - loss: 2808.6796 - mae: 43.4123 - val_loss: 2894.9695 - val_mae: 41.8926
Epoch 189/500
231/231 [==============================] - 0s 66us/step - loss: 2807.9384 - mae: 43.4057 - val_loss: 2894.9065 - val_mae: 41.8856
Epoch 190/500
231/231 [==============================] - 0s 56us/step - loss: 2806.6309 - mae: 43.3950 - val_loss: 2894.2898 - val_mae: 41.8794
Epoch 191/500
231/231 [==============================] - 0s 63us/step - loss: 2805.7031 - mae: 43.3927 - val_loss: 2893.2222 - val_mae: 41.8744
Epoch 192/500
231/231 [==============================] - 0s 51us/step - loss: 2804.8027 - mae: 43.3869 - val_loss: 2893.0730 - val_mae: 41.8695
Epoch 193/500
231/231 [==============================] - 0s 57us/step - loss: 2803.8116 - mae: 43.3835 - val_loss: 2892.0002 - val_mae: 41.8635
Epoch 194/500
231/231 [==============================] - 0s 69us/step - loss: 2803.0389 - mae: 43.3775 - val_loss: 2891.8176 - val_mae: 41.8512
Epoch 195/500
231/231 [==============================] - 0s 86us/step - loss: 2802.0360 - mae: 43.3654 - val_loss: 2891.4927 - val_mae: 41.8487
Epoch 196/500
231/231 [==============================] - 0s 69us/step - loss: 2801.1950 - mae: 43.3598 - val_loss: 2890.8813 - val_mae: 41.8352
Epoch 197/500
231/231 [==============================] - 0s 62us/step - loss: 2800.7422 - mae: 43.3550 - val_loss: 2889.1040 - val_mae: 41.8223
Epoch 198/500
231/231 [==============================] - 0s 59us/step - loss: 2799.1613 - mae: 43.3451 - val_loss: 2888.4753 - val_mae: 41.8150
Epoch 199/500
231/231 [==============================] - 0s 62us/step - loss: 2799.0884 - mae: 43.3430 - val_loss: 2887.8291 - val_mae: 41.8027
Epoch 200/500
231/231 [==============================] - 0s 74us/step - loss: 2797.1810 - mae: 43.3307 - val_loss: 2887.9736 - val_mae: 41.7982
Epoch 201/500
231/231 [==============================] - 0s 70us/step - loss: 2796.0032 - mae: 43.3259 - val_loss: 2887.5581 - val_mae: 41.7958
Epoch 202/500
231/231 [==============================] - 0s 55us/step - loss: 2795.1653 - mae: 43.3235 - val_loss: 2886.5015 - val_mae: 41.7881
Epoch 203/500
231/231 [==============================] - 0s 41us/step - loss: 2794.2996 - mae: 43.3269 - val_loss: 2886.1262 - val_mae: 41.7844
Epoch 204/500
231/231 [==============================] - 0s 66us/step - loss: 2794.3359 - mae: 43.3397 - val_loss: 2885.8206 - val_mae: 41.7782
Epoch 205/500
231/231 [==============================] - 0s 71us/step - loss: 2792.5847 - mae: 43.3222 - val_loss: 2885.5039 - val_mae: 41.7610
Epoch 206/500
231/231 [==============================] - 0s 55us/step - loss: 2791.7011 - mae: 43.3044 - val_loss: 2885.7859 - val_mae: 41.7450
Epoch 207/500
231/231 [==============================] - 0s 55us/step - loss: 2790.6902 - mae: 43.2842 - val_loss: 2885.7600 - val_mae: 41.7233
Epoch 208/500
231/231 [==============================] - 0s 32us/step - loss: 2790.3686 - mae: 43.2575 - val_loss: 2885.4287 - val_mae: 41.7009
Epoch 209/500
231/231 [==============================] - 0s 31us/step - loss: 2788.6165 - mae: 43.2417 - val_loss: 2884.7942 - val_mae: 41.6923
Epoch 210/500
231/231 [==============================] - 0s 31us/step - loss: 2789.1879 - mae: 43.2484 - val_loss: 2883.8679 - val_mae: 41.6949
Epoch 211/500
231/231 [==============================] - 0s 34us/step - loss: 2787.7807 - mae: 43.2554 - val_loss: 2882.5410 - val_mae: 41.6889
Epoch 212/500
231/231 [==============================] - 0s 124us/step - loss: 2786.0995 - mae: 43.2385 - val_loss: 2882.8982 - val_mae: 41.6765
Epoch 213/500
231/231 [==============================] - 0s 74us/step - loss: 2785.1321 - mae: 43.2234 - val_loss: 2882.6597 - val_mae: 41.6652
Epoch 214/500
231/231 [==============================] - 0s 55us/step - loss: 2784.1575 - mae: 43.2114 - val_loss: 2882.2605 - val_mae: 41.6620
Epoch 215/500
231/231 [==============================] - 0s 76us/step - loss: 2782.8118 - mae: 43.2040 - val_loss: 2882.0691 - val_mae: 41.6645
Epoch 216/500
231/231 [==============================] - 0s 61us/step - loss: 2785.3305 - mae: 43.2342 - val_loss: 2881.7825 - val_mae: 41.6721
Epoch 217/500
231/231 [==============================] - 0s 81us/step - loss: 2782.7501 - mae: 43.2292 - val_loss: 2880.7485 - val_mae: 41.6626
Epoch 218/500
231/231 [==============================] - 0s 83us/step - loss: 2780.0939 - mae: 43.2031 - val_loss: 2879.5002 - val_mae: 41.6429
Epoch 219/500
231/231 [==============================] - 0s 65us/step - loss: 2779.0018 - mae: 43.1846 - val_loss: 2879.0908 - val_mae: 41.6236
Epoch 220/500
231/231 [==============================] - 0s 69us/step - loss: 2778.8135 - mae: 43.1695 - val_loss: 2878.2009 - val_mae: 41.6077
Epoch 221/500
231/231 [==============================] - 0s 72us/step - loss: 2778.4215 - mae: 43.1659 - val_loss: 2877.4731 - val_mae: 41.6027
Epoch 222/500
231/231 [==============================] - 0s 66us/step - loss: 2777.5483 - mae: 43.1646 - val_loss: 2876.5676 - val_mae: 41.6055
Epoch 223/500
231/231 [==============================] - 0s 65us/step - loss: 2776.2926 - mae: 43.1679 - val_loss: 2876.8003 - val_mae: 41.6122
Epoch 224/500
231/231 [==============================] - 0s 46us/step - loss: 2775.0723 - mae: 43.1638 - val_loss: 2876.4597 - val_mae: 41.6091
Epoch 225/500
231/231 [==============================] - 0s 32us/step - loss: 2774.1033 - mae: 43.1614 - val_loss: 2876.8579 - val_mae: 41.6132
Epoch 226/500
231/231 [==============================] - 0s 50us/step - loss: 2773.8276 - mae: 43.1788 - val_loss: 2875.7837 - val_mae: 41.6120
Epoch 227/500
231/231 [==============================] - 0s 62us/step - loss: 2773.0284 - mae: 43.1756 - val_loss: 2875.4006 - val_mae: 41.5997
Epoch 228/500
231/231 [==============================] - 0s 45us/step - loss: 2772.5780 - mae: 43.1789 - val_loss: 2875.4719 - val_mae: 41.6002
Epoch 229/500
231/231 [==============================] - 0s 43us/step - loss: 2770.9101 - mae: 43.1710 - val_loss: 2876.1130 - val_mae: 41.5927
Epoch 230/500
231/231 [==============================] - 0s 41us/step - loss: 2769.9702 - mae: 43.1497 - val_loss: 2875.7383 - val_mae: 41.5732
Epoch 231/500
231/231 [==============================] - 0s 39us/step - loss: 2769.5262 - mae: 43.1360 - val_loss: 2876.3008 - val_mae: 41.5532
Epoch 232/500
231/231 [==============================] - 0s 38us/step - loss: 2768.8155 - mae: 43.1152 - val_loss: 2876.7808 - val_mae: 41.5367
Epoch 233/500
231/231 [==============================] - 0s 33us/step - loss: 2767.8694 - mae: 43.0935 - val_loss: 2877.0154 - val_mae: 41.5270
Epoch 234/500
231/231 [==============================] - 0s 32us/step - loss: 2766.6633 - mae: 43.0943 - val_loss: 2877.6150 - val_mae: 41.5323
Epoch 235/500
231/231 [==============================] - 0s 32us/step - loss: 2767.7749 - mae: 43.1114 - val_loss: 2878.0374 - val_mae: 41.5380
Epoch 236/500
231/231 [==============================] - 0s 29us/step - loss: 2764.9979 - mae: 43.1005 - val_loss: 2878.5793 - val_mae: 41.5274
Epoch 237/500
231/231 [==============================] - 0s 86us/step - loss: 2764.4451 - mae: 43.0925 - val_loss: 2878.6089 - val_mae: 41.5028
Epoch 238/500
231/231 [==============================] - 0s 45us/step - loss: 2763.9188 - mae: 43.0722 - val_loss: 2876.9812 - val_mae: 41.4877
Epoch 239/500
231/231 [==============================] - 0s 45us/step - loss: 2763.3167 - mae: 43.0716 - val_loss: 2877.6475 - val_mae: 41.4865
Epoch 240/500
231/231 [==============================] - 0s 45us/step - loss: 2761.6829 - mae: 43.0566 - val_loss: 2877.6936 - val_mae: 41.4717
Epoch 241/500
231/231 [==============================] - 0s 58us/step - loss: 2760.6201 - mae: 43.0403 - val_loss: 2877.8948 - val_mae: 41.4554
Epoch 242/500
231/231 [==============================] - 0s 118us/step - loss: 2760.2377 - mae: 43.0148 - val_loss: 2877.4424 - val_mae: 41.4439
Epoch 243/500
231/231 [==============================] - 0s 60us/step - loss: 2759.6312 - mae: 42.9971 - val_loss: 2876.5659 - val_mae: 41.4346
Epoch 244/500
231/231 [==============================] - 0s 62us/step - loss: 2758.9532 - mae: 42.9999 - val_loss: 2876.7212 - val_mae: 41.4327
Epoch 245/500
231/231 [==============================] - 0s 61us/step - loss: 2757.4139 - mae: 43.0029 - val_loss: 2875.6030 - val_mae: 41.4334
Epoch 246/500
231/231 [==============================] - 0s 50us/step - loss: 2756.9119 - mae: 43.0144 - val_loss: 2875.4121 - val_mae: 41.4636
Epoch 247/500
231/231 [==============================] - 0s 67us/step - loss: 2756.0226 - mae: 43.0311 - val_loss: 2876.1812 - val_mae: 41.4837
Epoch 248/500
231/231 [==============================] - 0s 48us/step - loss: 2755.6856 - mae: 43.0399 - val_loss: 2875.7314 - val_mae: 41.4922
Epoch 249/500
231/231 [==============================] - 0s 54us/step - loss: 2754.5973 - mae: 43.0318 - val_loss: 2874.3953 - val_mae: 41.4764
Epoch 250/500
231/231 [==============================] - 0s 57us/step - loss: 2754.7593 - mae: 43.0305 - val_loss: 2873.1418 - val_mae: 41.4451
Epoch 251/500
231/231 [==============================] - 0s 53us/step - loss: 2752.4822 - mae: 42.9994 - val_loss: 2872.9048 - val_mae: 41.4314
Epoch 252/500
231/231 [==============================] - 0s 67us/step - loss: 2753.1155 - mae: 43.0101 - val_loss: 2872.5173 - val_mae: 41.4373
Epoch 253/500
231/231 [==============================] - 0s 63us/step - loss: 2752.8269 - mae: 43.0006 - val_loss: 2872.2810 - val_mae: 41.4007
Epoch 254/500
231/231 [==============================] - 0s 59us/step - loss: 2750.4888 - mae: 42.9743 - val_loss: 2871.6821 - val_mae: 41.3959
Epoch 255/500
231/231 [==============================] - 0s 63us/step - loss: 2751.4600 - mae: 42.9719 - val_loss: 2871.8057 - val_mae: 41.3704
Epoch 256/500
231/231 [==============================] - 0s 66us/step - loss: 2750.0489 - mae: 42.9534 - val_loss: 2872.0371 - val_mae: 41.3920
Epoch 257/500
231/231 [==============================] - 0s 44us/step - loss: 2747.5861 - mae: 42.9436 - val_loss: 2872.8198 - val_mae: 41.3893
Epoch 258/500
231/231 [==============================] - 0s 40us/step - loss: 2747.0295 - mae: 42.9339 - val_loss: 2873.6443 - val_mae: 41.3867
Epoch 259/500
231/231 [==============================] - 0s 35us/step - loss: 2746.2497 - mae: 42.9206 - val_loss: 2873.9749 - val_mae: 41.3868
Epoch 260/500
231/231 [==============================] - 0s 36us/step - loss: 2747.1322 - mae: 42.9281 - val_loss: 2874.0520 - val_mae: 41.4040
Epoch 261/500
231/231 [==============================] - 0s 35us/step - loss: 2746.9614 - mae: 42.9279 - val_loss: 2875.2747 - val_mae: 41.3934
Epoch 262/500
231/231 [==============================] - 0s 105us/step - loss: 2744.5948 - mae: 42.9086 - val_loss: 2875.2139 - val_mae: 41.3907
Epoch 263/500
231/231 [==============================] - 0s 72us/step - loss: 2743.3138 - mae: 42.8970 - val_loss: 2875.2795 - val_mae: 41.3967
Epoch 264/500
231/231 [==============================] - 0s 58us/step - loss: 2745.1707 - mae: 42.9357 - val_loss: 2874.9397 - val_mae: 41.4178
Epoch 265/500
231/231 [==============================] - 0s 71us/step - loss: 2742.2568 - mae: 42.9042 - val_loss: 2874.9380 - val_mae: 41.4043
Epoch 266/500
231/231 [==============================] - 0s 52us/step - loss: 2741.9379 - mae: 42.8990 - val_loss: 2874.3008 - val_mae: 41.4009
Epoch 267/500
231/231 [==============================] - 0s 55us/step - loss: 2741.2989 - mae: 42.8944 - val_loss: 2874.9678 - val_mae: 41.3928
Epoch 268/500
231/231 [==============================] - 0s 67us/step - loss: 2740.2577 - mae: 42.8766 - val_loss: 2873.2847 - val_mae: 41.3625
Epoch 269/500
231/231 [==============================] - 0s 73us/step - loss: 2738.9915 - mae: 42.8575 - val_loss: 2872.8091 - val_mae: 41.3514
Epoch 270/500
231/231 [==============================] - 0s 55us/step - loss: 2738.3058 - mae: 42.8439 - val_loss: 2872.2632 - val_mae: 41.3376
Epoch 271/500
231/231 [==============================] - 0s 52us/step - loss: 2738.0585 - mae: 42.8315 - val_loss: 2871.2903 - val_mae: 41.3235
Epoch 272/500
231/231 [==============================] - 0s 69us/step - loss: 2738.5743 - mae: 42.8329 - val_loss: 2869.6655 - val_mae: 41.3038
Epoch 273/500
231/231 [==============================] - 0s 112us/step - loss: 2736.1086 - mae: 42.8221 - val_loss: 2868.5789 - val_mae: 41.3023
Epoch 274/500
231/231 [==============================] - 0s 52us/step - loss: 2737.7671 - mae: 42.8469 - val_loss: 2868.3186 - val_mae: 41.3286
Epoch 275/500
231/231 [==============================] - 0s 81us/step - loss: 2734.5903 - mae: 42.8410 - val_loss: 2868.0300 - val_mae: 41.3235
Epoch 276/500
231/231 [==============================] - 0s 135us/step - loss: 2734.9079 - mae: 42.8414 - val_loss: 2868.1160 - val_mae: 41.3171
Epoch 277/500
231/231 [==============================] - 0s 59us/step - loss: 2733.3156 - mae: 42.8288 - val_loss: 2867.1528 - val_mae: 41.3101
Epoch 278/500
231/231 [==============================] - 0s 69us/step - loss: 2733.4139 - mae: 42.8336 - val_loss: 2864.9678 - val_mae: 41.2874
Epoch 279/500
231/231 [==============================] - 0s 43us/step - loss: 2731.8873 - mae: 42.8178 - val_loss: 2863.3555 - val_mae: 41.2767
Epoch 280/500
231/231 [==============================] - 0s 40us/step - loss: 2731.3012 - mae: 42.8139 - val_loss: 2861.6533 - val_mae: 41.2621
Epoch 281/500
231/231 [==============================] - 0s 46us/step - loss: 2731.1130 - mae: 42.8112 - val_loss: 2860.7612 - val_mae: 41.2419
Epoch 282/500
231/231 [==============================] - 0s 43us/step - loss: 2732.9868 - mae: 42.8246 - val_loss: 2859.7988 - val_mae: 41.2488
Epoch 283/500
231/231 [==============================] - 0s 43us/step - loss: 2729.6552 - mae: 42.7955 - val_loss: 2859.2998 - val_mae: 41.2232
Epoch 284/500
231/231 [==============================] - 0s 40us/step - loss: 2728.7425 - mae: 42.7818 - val_loss: 2859.0315 - val_mae: 41.2094
Epoch 285/500
231/231 [==============================] - 0s 32us/step - loss: 2727.5547 - mae: 42.7647 - val_loss: 2858.6633 - val_mae: 41.1901
Epoch 286/500
231/231 [==============================] - 0s 59us/step - loss: 2727.6148 - mae: 42.7452 - val_loss: 2858.4563 - val_mae: 41.1792
Epoch 287/500
231/231 [==============================] - 0s 94us/step - loss: 2727.2165 - mae: 42.7253 - val_loss: 2858.0654 - val_mae: 41.1674
Epoch 288/500
231/231 [==============================] - 0s 42us/step - loss: 2726.2179 - mae: 42.7211 - val_loss: 2857.7600 - val_mae: 41.1660
Epoch 289/500
231/231 [==============================] - 0s 90us/step - loss: 2725.9050 - mae: 42.7297 - val_loss: 2856.8669 - val_mae: 41.1662
Epoch 290/500
231/231 [==============================] - 0s 190us/step - loss: 2725.7940 - mae: 42.7344 - val_loss: 2857.6985 - val_mae: 41.1838
Epoch 291/500
231/231 [==============================] - 0s 54us/step - loss: 2724.3590 - mae: 42.7452 - val_loss: 2857.3735 - val_mae: 41.1886
Epoch 292/500
231/231 [==============================] - 0s 132us/step - loss: 2724.1104 - mae: 42.7513 - val_loss: 2857.7395 - val_mae: 41.1950
Epoch 293/500
231/231 [==============================] - 0s 65us/step - loss: 2723.6751 - mae: 42.7468 - val_loss: 2857.7690 - val_mae: 41.1884
Epoch 294/500
231/231 [==============================] - 0s 61us/step - loss: 2721.9977 - mae: 42.7233 - val_loss: 2858.4919 - val_mae: 41.1830
Epoch 295/500
231/231 [==============================] - 0s 50us/step - loss: 2721.5147 - mae: 42.7084 - val_loss: 2858.9307 - val_mae: 41.1822
Epoch 296/500
231/231 [==============================] - 0s 43us/step - loss: 2722.7841 - mae: 42.7020 - val_loss: 2859.9229 - val_mae: 41.1820
Epoch 297/500
231/231 [==============================] - 0s 82us/step - loss: 2721.1557 - mae: 42.6779 - val_loss: 2860.0652 - val_mae: 41.1909
Epoch 298/500
231/231 [==============================] - 0s 111us/step - loss: 2719.9018 - mae: 42.6800 - val_loss: 2860.4309 - val_mae: 41.1981
Epoch 299/500
231/231 [==============================] - 0s 59us/step - loss: 2720.0131 - mae: 42.6811 - val_loss: 2861.9387 - val_mae: 41.2137
Epoch 300/500
231/231 [==============================] - 0s 46us/step - loss: 2719.7639 - mae: 42.6697 - val_loss: 2862.7583 - val_mae: 41.2166
Epoch 301/500
231/231 [==============================] - 0s 53us/step - loss: 2717.7242 - mae: 42.6514 - val_loss: 2862.1843 - val_mae: 41.2164
Epoch 302/500
231/231 [==============================] - 0s 72us/step - loss: 2717.1697 - mae: 42.6591 - val_loss: 2861.8621 - val_mae: 41.2202
Epoch 303/500
231/231 [==============================] - 0s 43us/step - loss: 2716.4430 - mae: 42.6632 - val_loss: 2861.0640 - val_mae: 41.2160
Epoch 304/500
231/231 [==============================] - 0s 38us/step - loss: 2716.5438 - mae: 42.6677 - val_loss: 2861.2239 - val_mae: 41.2198
Epoch 305/500
231/231 [==============================] - 0s 40us/step - loss: 2716.7218 - mae: 42.6693 - val_loss: 2860.4302 - val_mae: 41.2282
Epoch 306/500
231/231 [==============================] - 0s 46us/step - loss: 2715.4706 - mae: 42.6810 - val_loss: 2859.8562 - val_mae: 41.2180
Epoch 307/500
231/231 [==============================] - 0s 40us/step - loss: 2714.7139 - mae: 42.6705 - val_loss: 2859.5071 - val_mae: 41.2184
Epoch 308/500
231/231 [==============================] - 0s 29us/step - loss: 2714.9301 - mae: 42.6743 - val_loss: 2859.2109 - val_mae: 41.2048
Epoch 309/500
231/231 [==============================] - 0s 49us/step - loss: 2712.6051 - mae: 42.6452 - val_loss: 2858.8818 - val_mae: 41.1982
Epoch 310/500
231/231 [==============================] - 0s 62us/step - loss: 2712.5903 - mae: 42.6461 - val_loss: 2858.4954 - val_mae: 41.1923
Epoch 311/500
231/231 [==============================] - 0s 61us/step - loss: 2711.9402 - mae: 42.6411 - val_loss: 2858.0500 - val_mae: 41.1815
Epoch 312/500
231/231 [==============================] - 0s 122us/step - loss: 2711.1469 - mae: 42.6318 - val_loss: 2857.7542 - val_mae: 41.1770
Epoch 313/500
231/231 [==============================] - 0s 89us/step - loss: 2710.6884 - mae: 42.6278 - val_loss: 2858.7781 - val_mae: 41.1765
Epoch 314/500
231/231 [==============================] - 0s 81us/step - loss: 2712.7097 - mae: 42.6408 - val_loss: 2859.2834 - val_mae: 41.1736
Epoch 315/500
231/231 [==============================] - 0s 81us/step - loss: 2712.8532 - mae: 42.6408 - val_loss: 2858.7290 - val_mae: 41.1860
Epoch 316/500
231/231 [==============================] - 0s 98us/step - loss: 2709.4121 - mae: 42.6150 - val_loss: 2858.8723 - val_mae: 41.1897
Epoch 317/500
231/231 [==============================] - 0s 72us/step - loss: 2708.4595 - mae: 42.6104 - val_loss: 2859.4722 - val_mae: 41.1887
Epoch 318/500
231/231 [==============================] - 0s 81us/step - loss: 2707.5475 - mae: 42.5989 - val_loss: 2859.2388 - val_mae: 41.1727
Epoch 319/500
231/231 [==============================] - 0s 66us/step - loss: 2707.3335 - mae: 42.5869 - val_loss: 2859.6060 - val_mae: 41.1686
Epoch 320/500
231/231 [==============================] - 0s 58us/step - loss: 2706.3039 - mae: 42.5723 - val_loss: 2859.0928 - val_mae: 41.1655
Epoch 321/500
231/231 [==============================] - 0s 39us/step - loss: 2706.3903 - mae: 42.5738 - val_loss: 2859.1443 - val_mae: 41.1639
Epoch 322/500
231/231 [==============================] - 0s 32us/step - loss: 2705.5144 - mae: 42.5696 - val_loss: 2859.1873 - val_mae: 41.1782
Epoch 323/500
231/231 [==============================] - 0s 32us/step - loss: 2704.6904 - mae: 42.5678 - val_loss: 2859.1250 - val_mae: 41.1797
Epoch 324/500
231/231 [==============================] - 0s 36us/step - loss: 2704.2949 - mae: 42.5721 - val_loss: 2859.7139 - val_mae: 41.1971
Epoch 325/500
231/231 [==============================] - 0s 44us/step - loss: 2704.9536 - mae: 42.5763 - val_loss: 2860.5110 - val_mae: 41.2184
Epoch 326/500
231/231 [==============================] - 0s 142us/step - loss: 2702.9377 - mae: 42.5680 - val_loss: 2861.5552 - val_mae: 41.2178
Epoch 327/500
231/231 [==============================] - 0s 40us/step - loss: 2702.4803 - mae: 42.5586 - val_loss: 2861.1060 - val_mae: 41.1984
Epoch 328/500
231/231 [==============================] - 0s 41us/step - loss: 2703.9848 - mae: 42.5711 - val_loss: 2860.5266 - val_mae: 41.1946
Epoch 329/500
231/231 [==============================] - 0s 48us/step - loss: 2702.4580 - mae: 42.5436 - val_loss: 2862.9385 - val_mae: 41.1985
Epoch 330/500
231/231 [==============================] - 0s 51us/step - loss: 2701.5081 - mae: 42.5188 - val_loss: 2864.0974 - val_mae: 41.1990
Epoch 331/500
231/231 [==============================] - 0s 42us/step - loss: 2700.3189 - mae: 42.5096 - val_loss: 2864.2690 - val_mae: 41.2024
Epoch 332/500
231/231 [==============================] - 0s 60us/step - loss: 2699.8963 - mae: 42.5109 - val_loss: 2864.1785 - val_mae: 41.2035
Epoch 333/500
231/231 [==============================] - 0s 102us/step - loss: 2699.0423 - mae: 42.5063 - val_loss: 2863.9658 - val_mae: 41.2055
Epoch 334/500
231/231 [==============================] - 0s 107us/step - loss: 2698.2743 - mae: 42.5080 - val_loss: 2863.9338 - val_mae: 41.2132
Epoch 335/500
231/231 [==============================] - 0s 67us/step - loss: 2698.4454 - mae: 42.5179 - val_loss: 2864.2146 - val_mae: 41.2360
Epoch 336/500
231/231 [==============================] - 0s 47us/step - loss: 2697.4979 - mae: 42.5190 - val_loss: 2863.8203 - val_mae: 41.2367
Epoch 337/500
231/231 [==============================] - 0s 52us/step - loss: 2697.3614 - mae: 42.5212 - val_loss: 2863.5383 - val_mae: 41.2427
Epoch 338/500
231/231 [==============================] - 0s 58us/step - loss: 2697.4451 - mae: 42.5187 - val_loss: 2863.0330 - val_mae: 41.2197
Epoch 339/500
231/231 [==============================] - 0s 320us/step - loss: 2695.5252 - mae: 42.5031 - val_loss: 2862.8723 - val_mae: 41.2131
Epoch 340/500
231/231 [==============================] - 0s 47us/step - loss: 2695.6508 - mae: 42.4970 - val_loss: 2863.0825 - val_mae: 41.2080
Epoch 341/500
231/231 [==============================] - 0s 66us/step - loss: 2694.7987 - mae: 42.4846 - val_loss: 2862.5999 - val_mae: 41.1890
Epoch 342/500
231/231 [==============================] - 0s 43us/step - loss: 2694.6427 - mae: 42.4851 - val_loss: 2861.6223 - val_mae: 41.1826
Epoch 343/500
231/231 [==============================] - 0s 44us/step - loss: 2693.9141 - mae: 42.4868 - val_loss: 2860.7468 - val_mae: 41.1721
Epoch 344/500
231/231 [==============================] - 0s 42us/step - loss: 2692.9724 - mae: 42.4753 - val_loss: 2860.5276 - val_mae: 41.1563
Epoch 345/500
231/231 [==============================] - 0s 44us/step - loss: 2693.4679 - mae: 42.4775 - val_loss: 2860.0488 - val_mae: 41.1497
Epoch 346/500
231/231 [==============================] - 0s 30us/step - loss: 2691.7663 - mae: 42.4608 - val_loss: 2860.3843 - val_mae: 41.1429
Epoch 347/500
231/231 [==============================] - 0s 40us/step - loss: 2691.9657 - mae: 42.4497 - val_loss: 2861.4207 - val_mae: 41.1431
Epoch 348/500
231/231 [==============================] - 0s 31us/step - loss: 2691.5463 - mae: 42.4368 - val_loss: 2860.7649 - val_mae: 41.1395
Epoch 349/500
231/231 [==============================] - 0s 34us/step - loss: 2690.4152 - mae: 42.4338 - val_loss: 2860.6162 - val_mae: 41.1336
Epoch 350/500
231/231 [==============================] - 0s 252us/step - loss: 2692.6144 - mae: 42.4591 - val_loss: 2859.0510 - val_mae: 41.1296
Epoch 351/500
231/231 [==============================] - 0s 67us/step - loss: 2690.1264 - mae: 42.4386 - val_loss: 2859.3789 - val_mae: 41.1249
Epoch 352/500
231/231 [==============================] - 0s 44us/step - loss: 2689.2807 - mae: 42.4216 - val_loss: 2859.8643 - val_mae: 41.1240
Epoch 353/500
231/231 [==============================] - 0s 52us/step - loss: 2689.1173 - mae: 42.4293 - val_loss: 2860.1106 - val_mae: 41.1410
Epoch 354/500
231/231 [==============================] - 0s 72us/step - loss: 2687.8840 - mae: 42.4225 - val_loss: 2858.9583 - val_mae: 41.1326
Epoch 355/500
231/231 [==============================] - 0s 38us/step - loss: 2687.6853 - mae: 42.4309 - val_loss: 2858.8821 - val_mae: 41.1459
Epoch 356/500
231/231 [==============================] - 0s 284us/step - loss: 2688.3512 - mae: 42.4340 - val_loss: 2858.8484 - val_mae: 41.1582
Epoch 357/500
231/231 [==============================] - 0s 189us/step - loss: 2686.4793 - mae: 42.4188 - val_loss: 2858.1538 - val_mae: 41.1282
Epoch 358/500
231/231 [==============================] - 0s 52us/step - loss: 2687.3271 - mae: 42.4240 - val_loss: 2857.8459 - val_mae: 41.1243
Epoch 359/500
231/231 [==============================] - 0s 71us/step - loss: 2685.6983 - mae: 42.3932 - val_loss: 2858.5312 - val_mae: 41.0969
Epoch 360/500
231/231 [==============================] - 0s 106us/step - loss: 2688.2518 - mae: 42.4079 - val_loss: 2859.4160 - val_mae: 41.0873
Epoch 361/500
231/231 [==============================] - 0s 149us/step - loss: 2684.9355 - mae: 42.3766 - val_loss: 2859.2144 - val_mae: 41.0913
Epoch 362/500
231/231 [==============================] - 0s 33us/step - loss: 2684.4646 - mae: 42.3822 - val_loss: 2858.4741 - val_mae: 41.1032
Epoch 363/500
231/231 [==============================] - 0s 32us/step - loss: 2683.1968 - mae: 42.3772 - val_loss: 2858.4055 - val_mae: 41.1182
Epoch 364/500
231/231 [==============================] - 0s 35us/step - loss: 2683.1807 - mae: 42.3798 - val_loss: 2857.9924 - val_mae: 41.1247
Epoch 365/500
231/231 [==============================] - 0s 175us/step - loss: 2682.3437 - mae: 42.3815 - val_loss: 2857.7085 - val_mae: 41.1441
Epoch 366/500
231/231 [==============================] - 0s 92us/step - loss: 2682.4283 - mae: 42.3939 - val_loss: 2857.4143 - val_mae: 41.1684
Epoch 367/500
231/231 [==============================] - 0s 53us/step - loss: 2682.8180 - mae: 42.3894 - val_loss: 2857.5457 - val_mae: 41.1626
Epoch 368/500
231/231 [==============================] - 0s 64us/step - loss: 2681.8038 - mae: 42.3887 - val_loss: 2857.3909 - val_mae: 41.1612
Epoch 369/500
231/231 [==============================] - 0s 58us/step - loss: 2681.8076 - mae: 42.3812 - val_loss: 2856.9934 - val_mae: 41.1784
Epoch 370/500
231/231 [==============================] - 0s 49us/step - loss: 2681.0521 - mae: 42.3728 - val_loss: 2857.6602 - val_mae: 41.1615
Epoch 371/500
231/231 [==============================] - 0s 63us/step - loss: 2679.6777 - mae: 42.3638 - val_loss: 2858.5127 - val_mae: 41.1604
Epoch 372/500
231/231 [==============================] - 0s 69us/step - loss: 2680.8260 - mae: 42.3701 - val_loss: 2859.3015 - val_mae: 41.1335
Epoch 373/500
231/231 [==============================] - 0s 68us/step - loss: 2679.1725 - mae: 42.3482 - val_loss: 2859.9736 - val_mae: 41.1460
Epoch 374/500
231/231 [==============================] - 0s 52us/step - loss: 2678.2696 - mae: 42.3376 - val_loss: 2861.0620 - val_mae: 41.1317
Epoch 375/500
231/231 [==============================] - 0s 54us/step - loss: 2677.4676 - mae: 42.3272 - val_loss: 2862.0559 - val_mae: 41.1347
Epoch 376/500
231/231 [==============================] - 0s 62us/step - loss: 2676.9884 - mae: 42.3204 - val_loss: 2862.9172 - val_mae: 41.1379
Epoch 377/500
231/231 [==============================] - 0s 66us/step - loss: 2677.3246 - mae: 42.3270 - val_loss: 2863.7239 - val_mae: 41.1479
Epoch 378/500
231/231 [==============================] - 0s 51us/step - loss: 2680.9924 - mae: 42.3442 - val_loss: 2864.1494 - val_mae: 41.1095
Epoch 379/500
231/231 [==============================] - 0s 45us/step - loss: 2677.1031 - mae: 42.3139 - val_loss: 2864.7380 - val_mae: 41.1202
Epoch 380/500
231/231 [==============================] - 0s 39us/step - loss: 2675.9799 - mae: 42.3129 - val_loss: 2864.8271 - val_mae: 41.1700
Epoch 381/500
231/231 [==============================] - 0s 50us/step - loss: 2676.0154 - mae: 42.3122 - val_loss: 2865.0732 - val_mae: 41.2067
Epoch 382/500
231/231 [==============================] - 0s 57us/step - loss: 2675.5228 - mae: 42.3282 - val_loss: 2863.4924 - val_mae: 41.2073
Epoch 383/500
231/231 [==============================] - 0s 30us/step - loss: 2674.8301 - mae: 42.3282 - val_loss: 2863.1526 - val_mae: 41.2005
Epoch 384/500
231/231 [==============================] - 0s 35us/step - loss: 2673.7916 - mae: 42.3177 - val_loss: 2863.6248 - val_mae: 41.1797
Epoch 385/500
231/231 [==============================] - ETA: 0s - loss: 2732.0154 - mae: 42.952 - 0s 194us/step - loss: 2672.8984 - mae: 42.3079 - val_loss: 2863.7146 - val_mae: 41.1442
Epoch 386/500
231/231 [==============================] - 0s 95us/step - loss: 2673.3205 - mae: 42.3035 - val_loss: 2864.5364 - val_mae: 41.1309
Epoch 387/500
231/231 [==============================] - 0s 59us/step - loss: 2672.2527 - mae: 42.2869 - val_loss: 2865.4746 - val_mae: 41.1063
Epoch 388/500
231/231 [==============================] - 0s 73us/step - loss: 2672.0532 - mae: 42.2773 - val_loss: 2865.8896 - val_mae: 41.0809
Epoch 389/500
231/231 [==============================] - 0s 80us/step - loss: 2672.3468 - mae: 42.2722 - val_loss: 2865.9641 - val_mae: 41.0677
Epoch 390/500
231/231 [==============================] - 0s 51us/step - loss: 2672.0442 - mae: 42.2678 - val_loss: 2865.1687 - val_mae: 41.0788
Epoch 391/500
231/231 [==============================] - 0s 47us/step - loss: 2671.4921 - mae: 42.2702 - val_loss: 2864.6858 - val_mae: 41.1079
Epoch 392/500
231/231 [==============================] - 0s 50us/step - loss: 2670.8567 - mae: 42.2710 - val_loss: 2863.4841 - val_mae: 41.1324
Epoch 393/500
231/231 [==============================] - 0s 47us/step - loss: 2669.8133 - mae: 42.2705 - val_loss: 2862.7944 - val_mae: 41.1378
Epoch 394/500
231/231 [==============================] - 0s 45us/step - loss: 2670.7521 - mae: 42.2837 - val_loss: 2862.2136 - val_mae: 41.1629
Epoch 395/500
231/231 [==============================] - 0s 262us/step - loss: 2669.9843 - mae: 42.2817 - val_loss: 2863.1699 - val_mae: 41.1853
Epoch 396/500
231/231 [==============================] - 0s 54us/step - loss: 2669.0976 - mae: 42.2718 - val_loss: 2863.7300 - val_mae: 41.1656
Epoch 397/500
231/231 [==============================] - 0s 43us/step - loss: 2668.0807 - mae: 42.2559 - val_loss: 2864.4780 - val_mae: 41.1576
Epoch 398/500
231/231 [==============================] - 0s 61us/step - loss: 2667.7255 - mae: 42.2477 - val_loss: 2865.6406 - val_mae: 41.1668
Epoch 399/500
231/231 [==============================] - 0s 96us/step - loss: 2668.6773 - mae: 42.2458 - val_loss: 2867.1548 - val_mae: 41.1584
Epoch 400/500
231/231 [==============================] - 0s 57us/step - loss: 2667.0389 - mae: 42.2249 - val_loss: 2868.0552 - val_mae: 41.1700
Epoch 401/500
231/231 [==============================] - 0s 75us/step - loss: 2666.4804 - mae: 42.2172 - val_loss: 2867.9541 - val_mae: 41.1734
Epoch 402/500
231/231 [==============================] - 0s 74us/step - loss: 2666.1007 - mae: 42.2210 - val_loss: 2868.1807 - val_mae: 41.1951
Epoch 403/500
231/231 [==============================] - 0s 50us/step - loss: 2665.7457 - mae: 42.2187 - val_loss: 2867.8652 - val_mae: 41.1957
Epoch 404/500
231/231 [==============================] - 0s 57us/step - loss: 2667.3363 - mae: 42.2421 - val_loss: 2867.3335 - val_mae: 41.2240
Epoch 405/500
231/231 [==============================] - 0s 40us/step - loss: 2664.9096 - mae: 42.2173 - val_loss: 2867.1296 - val_mae: 41.2113
Epoch 406/500
231/231 [==============================] - 0s 39us/step - loss: 2664.7994 - mae: 42.2115 - val_loss: 2866.9590 - val_mae: 41.1930
Epoch 407/500
231/231 [==============================] - 0s 95us/step - loss: 2663.9033 - mae: 42.2030 - val_loss: 2866.8628 - val_mae: 41.1848
Epoch 408/500
231/231 [==============================] - 0s 44us/step - loss: 2664.5895 - mae: 42.2125 - val_loss: 2865.7048 - val_mae: 41.1815
Epoch 409/500
231/231 [==============================] - 0s 52us/step - loss: 2663.3704 - mae: 42.2080 - val_loss: 2865.3406 - val_mae: 41.1560
Epoch 410/500
231/231 [==============================] - 0s 58us/step - loss: 2662.8260 - mae: 42.1958 - val_loss: 2865.5493 - val_mae: 41.1425
Epoch 411/500
231/231 [==============================] - 0s 43us/step - loss: 2663.1626 - mae: 42.2011 - val_loss: 2866.2463 - val_mae: 41.1572
Epoch 412/500
231/231 [==============================] - 0s 43us/step - loss: 2662.8021 - mae: 42.1905 - val_loss: 2866.6294 - val_mae: 41.1602
Epoch 413/500
231/231 [==============================] - 0s 44us/step - loss: 2661.4113 - mae: 42.1824 - val_loss: 2867.2942 - val_mae: 41.1371
Epoch 414/500
231/231 [==============================] - 0s 52us/step - loss: 2661.0914 - mae: 42.1741 - val_loss: 2867.8660 - val_mae: 41.1271
Epoch 415/500
231/231 [==============================] - 0s 45us/step - loss: 2661.2230 - mae: 42.1623 - val_loss: 2869.0652 - val_mae: 41.1365
Epoch 416/500
231/231 [==============================] - 0s 42us/step - loss: 2660.9088 - mae: 42.1584 - val_loss: 2868.3296 - val_mae: 41.1361
Epoch 417/500
231/231 [==============================] - 0s 39us/step - loss: 2660.2987 - mae: 42.1623 - val_loss: 2868.1899 - val_mae: 41.1634
Epoch 418/500
231/231 [==============================] - 0s 69us/step - loss: 2659.4001 - mae: 42.1567 - val_loss: 2868.7712 - val_mae: 41.1881
Epoch 419/500
231/231 [==============================] - 0s 33us/step - loss: 2659.0360 - mae: 42.1591 - val_loss: 2868.2356 - val_mae: 41.2107
Epoch 420/500
231/231 [==============================] - 0s 47us/step - loss: 2658.7270 - mae: 42.1551 - val_loss: 2867.5435 - val_mae: 41.2102
Epoch 421/500
231/231 [==============================] - 0s 48us/step - loss: 2658.3269 - mae: 42.1538 - val_loss: 2866.9146 - val_mae: 41.2218
Epoch 422/500
231/231 [==============================] - 0s 32us/step - loss: 2658.0107 - mae: 42.1503 - val_loss: 2866.3445 - val_mae: 41.2156
Epoch 423/500
231/231 [==============================] - 0s 34us/step - loss: 2657.7843 - mae: 42.1481 - val_loss: 2865.8804 - val_mae: 41.2117
Epoch 424/500
231/231 [==============================] - 0s 29us/step - loss: 2658.8048 - mae: 42.1529 - val_loss: 2866.0234 - val_mae: 41.1794
Epoch 425/500
231/231 [==============================] - 0s 32us/step - loss: 2657.0425 - mae: 42.1351 - val_loss: 2865.5886 - val_mae: 41.1758
Epoch 426/500
231/231 [==============================] - 0s 128us/step - loss: 2656.5955 - mae: 42.1318 - val_loss: 2866.1980 - val_mae: 41.1800
Epoch 427/500
231/231 [==============================] - 0s 61us/step - loss: 2655.8069 - mae: 42.1213 - val_loss: 2866.4595 - val_mae: 41.1686
Epoch 428/500
231/231 [==============================] - 0s 55us/step - loss: 2656.4894 - mae: 42.1229 - val_loss: 2867.5256 - val_mae: 41.1442
Epoch 429/500
231/231 [==============================] - 0s 50us/step - loss: 2655.5367 - mae: 42.1126 - val_loss: 2868.6453 - val_mae: 41.1599
Epoch 430/500
231/231 [==============================] - 0s 73us/step - loss: 2654.6872 - mae: 42.1044 - val_loss: 2868.5286 - val_mae: 41.1532
Epoch 431/500
231/231 [==============================] - 0s 80us/step - loss: 2655.9425 - mae: 42.1112 - val_loss: 2869.3047 - val_mae: 41.1446
Epoch 432/500
231/231 [==============================] - 0s 116us/step - loss: 2654.0206 - mae: 42.0942 - val_loss: 2869.1753 - val_mae: 41.1606
Epoch 433/500
231/231 [==============================] - 0s 75us/step - loss: 2653.1100 - mae: 42.0889 - val_loss: 2868.8735 - val_mae: 41.1888
Epoch 434/500
231/231 [==============================] - 0s 62us/step - loss: 2652.7566 - mae: 42.0923 - val_loss: 2868.0952 - val_mae: 41.2042
Epoch 435/500
231/231 [==============================] - 0s 76us/step - loss: 2655.2648 - mae: 42.1083 - val_loss: 2867.8408 - val_mae: 41.2483
Epoch 436/500
231/231 [==============================] - 0s 49us/step - loss: 2652.7689 - mae: 42.1037 - val_loss: 2867.5068 - val_mae: 41.2421
Epoch 437/500
231/231 [==============================] - 0s 78us/step - loss: 2652.3840 - mae: 42.1095 - val_loss: 2866.3030 - val_mae: 41.2130
Epoch 438/500
231/231 [==============================] - 0s 52us/step - loss: 2651.7397 - mae: 42.1015 - val_loss: 2866.4138 - val_mae: 41.2026
Epoch 439/500
231/231 [==============================] - 0s 51us/step - loss: 2651.5924 - mae: 42.1011 - val_loss: 2865.9001 - val_mae: 41.1550
Epoch 440/500
231/231 [==============================] - 0s 37us/step - loss: 2651.0257 - mae: 42.0960 - val_loss: 2866.2056 - val_mae: 41.1483
Epoch 441/500
231/231 [==============================] - 0s 43us/step - loss: 2650.6586 - mae: 42.0864 - val_loss: 2868.1899 - val_mae: 41.1365
Epoch 442/500
231/231 [==============================] - 0s 30us/step - loss: 2650.0849 - mae: 42.0791 - val_loss: 2868.6963 - val_mae: 41.1340
Epoch 443/500
231/231 [==============================] - 0s 31us/step - loss: 2650.1242 - mae: 42.0732 - val_loss: 2869.7827 - val_mae: 41.1507
Epoch 444/500
231/231 [==============================] - 0s 32us/step - loss: 2649.1275 - mae: 42.0670 - val_loss: 2869.8640 - val_mae: 41.1535
Epoch 445/500
231/231 [==============================] - 0s 32us/step - loss: 2649.3157 - mae: 42.0711 - val_loss: 2870.8425 - val_mae: 41.1564
Epoch 446/500
231/231 [==============================] - 0s 41us/step - loss: 2649.0007 - mae: 42.0658 - val_loss: 2870.0635 - val_mae: 41.1799
Epoch 447/500
231/231 [==============================] - 0s 52us/step - loss: 2648.8710 - mae: 42.0764 - val_loss: 2869.8469 - val_mae: 41.2015
Epoch 448/500
231/231 [==============================] - 0s 53us/step - loss: 2648.6881 - mae: 42.0673 - val_loss: 2869.6169 - val_mae: 41.1843
Epoch 449/500
231/231 [==============================] - 0s 109us/step - loss: 2647.0898 - mae: 42.0537 - val_loss: 2870.0369 - val_mae: 41.1957
Epoch 450/500
231/231 [==============================] - 0s 109us/step - loss: 2647.7825 - mae: 42.0497 - val_loss: 2870.5625 - val_mae: 41.2252
Epoch 451/500
231/231 [==============================] - 0s 98us/step - loss: 2646.7825 - mae: 42.0431 - val_loss: 2871.5232 - val_mae: 41.2313
Epoch 452/500
231/231 [==============================] - 0s 79us/step - loss: 2647.0271 - mae: 42.0423 - val_loss: 2872.1201 - val_mae: 41.2155
Epoch 453/500
231/231 [==============================] - 0s 63us/step - loss: 2646.0021 - mae: 42.0243 - val_loss: 2872.4023 - val_mae: 41.2329
Epoch 454/500
231/231 [==============================] - 0s 67us/step - loss: 2645.3602 - mae: 42.0274 - val_loss: 2871.7751 - val_mae: 41.2132
Epoch 455/500
231/231 [==============================] - 0s 161us/step - loss: 2645.0891 - mae: 42.0273 - val_loss: 2871.8120 - val_mae: 41.2188
Epoch 456/500
231/231 [==============================] - 0s 83us/step - loss: 2644.9557 - mae: 42.0302 - val_loss: 2872.5437 - val_mae: 41.2091
Epoch 457/500
231/231 [==============================] - 0s 39us/step - loss: 2645.4893 - mae: 42.0241 - val_loss: 2873.9485 - val_mae: 41.2165
Epoch 458/500
231/231 [==============================] - 0s 58us/step - loss: 2643.8745 - mae: 42.0134 - val_loss: 2873.1226 - val_mae: 41.2181
Epoch 459/500
231/231 [==============================] - 0s 44us/step - loss: 2643.2041 - mae: 42.0099 - val_loss: 2873.4475 - val_mae: 41.2316
Epoch 460/500
231/231 [==============================] - 0s 45us/step - loss: 2644.0236 - mae: 42.0208 - val_loss: 2873.9065 - val_mae: 41.2427
Epoch 461/500
231/231 [==============================] - 0s 48us/step - loss: 2642.6874 - mae: 42.0116 - val_loss: 2874.3887 - val_mae: 41.2789
Epoch 462/500
231/231 [==============================] - 0s 39us/step - loss: 2644.2172 - mae: 42.0363 - val_loss: 2874.7400 - val_mae: 41.3246
Epoch 463/500
231/231 [==============================] - 0s 36us/step - loss: 2642.9121 - mae: 42.0146 - val_loss: 2876.4443 - val_mae: 41.3372
Epoch 464/500
231/231 [==============================] - 0s 32us/step - loss: 2642.5435 - mae: 42.0060 - val_loss: 2876.5505 - val_mae: 41.2984
Epoch 465/500
231/231 [==============================] - 0s 32us/step - loss: 2652.6763 - mae: 42.0772 - val_loss: 2876.9978 - val_mae: 41.2343
Epoch 466/500
231/231 [==============================] - 0s 43us/step - loss: 2640.3616 - mae: 41.9830 - val_loss: 2876.3772 - val_mae: 41.2469
Epoch 467/500
231/231 [==============================] - 0s 119us/step - loss: 2641.1339 - mae: 41.9802 - val_loss: 2877.1184 - val_mae: 41.2831
Epoch 468/500
231/231 [==============================] - 0s 74us/step - loss: 2639.7901 - mae: 41.9751 - val_loss: 2877.0525 - val_mae: 41.2820
Epoch 469/500
231/231 [==============================] - 0s 70us/step - loss: 2642.2088 - mae: 41.9823 - val_loss: 2876.6382 - val_mae: 41.2517
Epoch 470/500
231/231 [==============================] - 0s 58us/step - loss: 2638.9412 - mae: 41.9667 - val_loss: 2876.5049 - val_mae: 41.2581
Epoch 471/500
231/231 [==============================] - 0s 53us/step - loss: 2639.7172 - mae: 41.9724 - val_loss: 2876.3420 - val_mae: 41.2806
Epoch 472/500
231/231 [==============================] - 0s 75us/step - loss: 2638.2778 - mae: 41.9594 - val_loss: 2875.9722 - val_mae: 41.2658
Epoch 473/500
231/231 [==============================] - 0s 68us/step - loss: 2643.2853 - mae: 41.9950 - val_loss: 2875.6836 - val_mae: 41.2790
Epoch 474/500
231/231 [==============================] - 0s 76us/step - loss: 2637.2913 - mae: 41.9498 - val_loss: 2875.2363 - val_mae: 41.2340
Epoch 475/500
231/231 [==============================] - 0s 54us/step - loss: 2637.9429 - mae: 41.9448 - val_loss: 2875.9326 - val_mae: 41.1765
Epoch 476/500
231/231 [==============================] - 0s 55us/step - loss: 2636.8715 - mae: 41.9332 - val_loss: 2875.4568 - val_mae: 41.1260
Epoch 477/500
231/231 [==============================] - 0s 66us/step - loss: 2637.4840 - mae: 41.9343 - val_loss: 2874.4363 - val_mae: 41.1153
Epoch 478/500
231/231 [==============================] - 0s 59us/step - loss: 2639.7877 - mae: 41.9639 - val_loss: 2873.7759 - val_mae: 41.0744
Epoch 479/500
231/231 [==============================] - 0s 62us/step - loss: 2637.1110 - mae: 41.9326 - val_loss: 2871.6313 - val_mae: 41.1047
Epoch 480/500
231/231 [==============================] - 0s 58us/step - loss: 2636.3542 - mae: 41.9455 - val_loss: 2870.3542 - val_mae: 41.1388
Epoch 481/500
231/231 [==============================] - 0s 61us/step - loss: 2636.7607 - mae: 41.9455 - val_loss: 2871.2791 - val_mae: 41.1834
Epoch 482/500
231/231 [==============================] - 0s 49us/step - loss: 2635.2249 - mae: 41.9352 - val_loss: 2871.6528 - val_mae: 41.1732
Epoch 483/500
231/231 [==============================] - 0s 76us/step - loss: 2634.6657 - mae: 41.9337 - val_loss: 2872.5171 - val_mae: 41.1783
Epoch 484/500
231/231 [==============================] - 0s 33us/step - loss: 2634.2853 - mae: 41.9325 - val_loss: 2872.1882 - val_mae: 41.1792
Epoch 485/500
231/231 [==============================] - 0s 37us/step - loss: 2634.0015 - mae: 41.9301 - val_loss: 2872.7981 - val_mae: 41.1955
Epoch 486/500
231/231 [==============================] - 0s 49us/step - loss: 2632.5862 - mae: 41.9147 - val_loss: 2872.8193 - val_mae: 41.2244
Epoch 487/500
231/231 [==============================] - 0s 48us/step - loss: 2634.1159 - mae: 41.9176 - val_loss: 2872.9299 - val_mae: 41.2663
Epoch 488/500
231/231 [==============================] - 0s 30us/step - loss: 2633.3887 - mae: 41.9215 - val_loss: 2873.2239 - val_mae: 41.2521
Epoch 489/500
231/231 [==============================] - 0s 29us/step - loss: 2632.1767 - mae: 41.9066 - val_loss: 2874.2395 - val_mae: 41.2462
Epoch 490/500
231/231 [==============================] - 0s 30us/step - loss: 2631.5152 - mae: 41.8966 - val_loss: 2874.8005 - val_mae: 41.2431
Epoch 491/500
231/231 [==============================] - 0s 34us/step - loss: 2631.1019 - mae: 41.8893 - val_loss: 2876.1079 - val_mae: 41.2449
Epoch 492/500
231/231 [==============================] - 0s 39us/step - loss: 2632.3805 - mae: 41.8990 - val_loss: 2877.0586 - val_mae: 41.2208
Epoch 493/500
231/231 [==============================] - 0s 40us/step - loss: 2632.0159 - mae: 41.8764 - val_loss: 2877.9126 - val_mae: 41.2428
Epoch 494/500
231/231 [==============================] - 0s 42us/step - loss: 2629.7050 - mae: 41.8633 - val_loss: 2878.0342 - val_mae: 41.2279
Epoch 495/500
231/231 [==============================] - 0s 36us/step - loss: 2629.7012 - mae: 41.8585 - val_loss: 2879.6650 - val_mae: 41.2328
Epoch 496/500
231/231 [==============================] - 0s 27us/step - loss: 2629.1053 - mae: 41.8514 - val_loss: 2880.6104 - val_mae: 41.2204
Epoch 497/500
231/231 [==============================] - 0s 35us/step - loss: 2630.4478 - mae: 41.8529 - val_loss: 2880.7688 - val_mae: 41.2279
Epoch 498/500
231/231 [==============================] - 0s 122us/step - loss: 2632.2223 - mae: 41.8724 - val_loss: 2880.0811 - val_mae: 41.2260
Epoch 499/500
231/231 [==============================] - 0s 41us/step - loss: 2628.0007 - mae: 41.8353 - val_loss: 2881.3152 - val_mae: 41.2038
Epoch 500/500
231/231 [==============================] - 0s 44us/step - loss: 2628.7602 - mae: 41.8331 - val_loss: 2883.3472 - val_mae: 41.2007
133/133 [==============================] - 0s 44us/step

Optimizers:  <keras.optimizers.Adam object at 0x14430ffd0>
Epoch Sizes:  500
Neurons or Units:  256
['loss', 'mae']
[3193.992570231732, 45.16111755371094]

Model: "sequential_13"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_37 (Dense)             (None, 64)                704       
_________________________________________________________________
activation_25 (Activation)   (None, 64)                0         
_________________________________________________________________
dense_38 (Dense)             (None, 64)                4160      
_________________________________________________________________
activation_26 (Activation)   (None, 64)                0         
_________________________________________________________________
dense_39 (Dense)             (None, 1)                 65        
=================================================================
Total params: 4,929
Trainable params: 4,929
Non-trainable params: 0
_________________________________________________________________
Train on 231 samples, validate on 78 samples
Epoch 1/1000
231/231 [==============================] - 0s 1ms/step - loss: 29786.9485 - mae: 154.4393 - val_loss: 29150.3887 - val_mae: 152.7048
Epoch 2/1000
231/231 [==============================] - 0s 21us/step - loss: 29754.9033 - mae: 154.3385 - val_loss: 29106.0938 - val_mae: 152.5620
Epoch 3/1000
231/231 [==============================] - 0s 30us/step - loss: 29705.0917 - mae: 154.1794 - val_loss: 29038.1289 - val_mae: 152.3438
Epoch 4/1000
231/231 [==============================] - 0s 40us/step - loss: 29628.5047 - mae: 153.9391 - val_loss: 28937.4238 - val_mae: 152.0223
Epoch 5/1000
231/231 [==============================] - 0s 37us/step - loss: 29517.5968 - mae: 153.5896 - val_loss: 28793.6934 - val_mae: 151.5652
Epoch 6/1000
231/231 [==============================] - 0s 22us/step - loss: 29361.8200 - mae: 153.1040 - val_loss: 28598.4316 - val_mae: 150.9444
Epoch 7/1000
231/231 [==============================] - 0s 27us/step - loss: 29151.2139 - mae: 152.4503 - val_loss: 28342.9570 - val_mae: 150.1302
Epoch 8/1000
231/231 [==============================] - 0s 21us/step - loss: 28875.1652 - mae: 151.5928 - val_loss: 28019.2988 - val_mae: 149.0943
Epoch 9/1000
231/231 [==============================] - 0s 23us/step - loss: 28530.8080 - mae: 150.5192 - val_loss: 27620.0332 - val_mae: 147.8085
Epoch 10/1000
231/231 [==============================] - 0s 23us/step - loss: 28105.3858 - mae: 149.1940 - val_loss: 27138.1680 - val_mae: 146.2440
Epoch 11/1000
231/231 [==============================] - 0s 21us/step - loss: 27595.7086 - mae: 147.5861 - val_loss: 26568.6738 - val_mae: 144.3752
Epoch 12/1000
231/231 [==============================] - 0s 22us/step - loss: 27009.7398 - mae: 145.6796 - val_loss: 25907.4766 - val_mae: 142.1758
Epoch 13/1000
231/231 [==============================] - 0s 26us/step - loss: 26305.6294 - mae: 143.4280 - val_loss: 25152.9766 - val_mae: 139.6258
Epoch 14/1000
231/231 [==============================] - 0s 26us/step - loss: 25496.0898 - mae: 140.8251 - val_loss: 24305.1406 - val_mae: 136.7048
Epoch 15/1000
231/231 [==============================] - 0s 26us/step - loss: 24617.3808 - mae: 137.8708 - val_loss: 23363.9844 - val_mae: 133.3896
Epoch 16/1000
231/231 [==============================] - 0s 25us/step - loss: 23646.9182 - mae: 134.5244 - val_loss: 22332.7949 - val_mae: 129.6636
Epoch 17/1000
231/231 [==============================] - 0s 22us/step - loss: 22558.1354 - mae: 130.7655 - val_loss: 21219.3828 - val_mae: 125.5199
Epoch 18/1000
231/231 [==============================] - 0s 27us/step - loss: 21408.1870 - mae: 126.5708 - val_loss: 20030.3340 - val_mae: 120.9423
Epoch 19/1000
231/231 [==============================] - 0s 24us/step - loss: 20188.9606 - mae: 121.9877 - val_loss: 18775.8516 - val_mae: 115.9221
Epoch 20/1000
231/231 [==============================] - 0s 23us/step - loss: 18873.0938 - mae: 116.9409 - val_loss: 17471.0430 - val_mae: 110.4645
Epoch 21/1000
231/231 [==============================] - 0s 26us/step - loss: 17547.8252 - mae: 111.4799 - val_loss: 16128.7305 - val_mae: 104.5603
Epoch 22/1000
231/231 [==============================] - 0s 25us/step - loss: 16142.5045 - mae: 105.6067 - val_loss: 14770.0859 - val_mae: 98.3854
Epoch 23/1000
231/231 [==============================] - 0s 20us/step - loss: 14733.9821 - mae: 99.4524 - val_loss: 13413.0283 - val_mae: 92.1421
Epoch 24/1000
231/231 [==============================] - 0s 23us/step - loss: 13308.9413 - mae: 93.1917 - val_loss: 12080.1494 - val_mae: 85.6869
Epoch 25/1000
231/231 [==============================] - 0s 21us/step - loss: 11967.3975 - mae: 86.7174 - val_loss: 10789.7246 - val_mae: 79.0746
Epoch 26/1000
231/231 [==============================] - 0s 51us/step - loss: 10631.5959 - mae: 80.6145 - val_loss: 9570.4219 - val_mae: 72.8777
Epoch 27/1000
231/231 [==============================] - 0s 37us/step - loss: 9350.4290 - mae: 74.6485 - val_loss: 8445.2090 - val_mae: 67.7905
Epoch 28/1000
231/231 [==============================] - 0s 28us/step - loss: 8152.1058 - mae: 68.8390 - val_loss: 7434.1953 - val_mae: 63.0571
Epoch 29/1000
231/231 [==============================] - 0s 25us/step - loss: 7162.6070 - mae: 63.9379 - val_loss: 6548.3042 - val_mae: 59.5578
Epoch 30/1000
231/231 [==============================] - 0s 29us/step - loss: 6195.3433 - mae: 59.7340 - val_loss: 5812.7114 - val_mae: 57.5525