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a/__pycache__/ts_models.cpython-38.pyc b/__pycache__/ts_models.cpython-38.pyc new file mode 100644 index 0000000..327de2d Binary files /dev/null and b/__pycache__/ts_models.cpython-38.pyc differ diff --git a/app.py b/app.py new file mode 100644 index 0000000..9f400b2 --- /dev/null +++ b/app.py @@ -0,0 +1,31 @@ +from flask import Flask, jsonify, render_template +from ts_models import multivariate_ts_lstm +import pandas as pd +import numpy as np +import sklearn +import json +import pickle + +app = Flask(__name__) + +# Define the route for the home page +@app.route('/') +def index(): + return render_template('index.html') + +@app.route('/data') +def data(): + # Read the contents of test.json + with open('test.json', 'r') as test_file: + test_data = json.load(test_file) + + # Read the contents of predictions.json + with open('predictions.json', 'r') as predictions_file: + predictions_data = json.load(predictions_file) + + # Access the data as needed + # For example, convert the data to lists and return as JSON + return jsonify(test=test_data, predictions=predictions_data) + +if __name__ == '__main__': + app.run() diff --git a/demo.ipynb b/demo.ipynb index 1f5ea1a..53f682d 100644 --- a/demo.ipynb +++ b/demo.ipynb @@ -14,7 +14,20 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-05-19 05:48:08.800055: I tensorflow/core/util/port.cc:110] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", + "2023-05-19 05:48:08.857002: I tensorflow/tsl/cuda/cudart_stub.cc:28] Could not find cuda drivers on your machine, GPU will not be used.\n", + "2023-05-19 05:48:09.073681: I tensorflow/tsl/cuda/cudart_stub.cc:28] Could not find cuda drivers on your machine, GPU will not be used.\n", + "2023-05-19 05:48:09.076790: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-05-19 05:48:10.699028: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" + ] + } + ], "source": [ "import ts_models" ] @@ -23,7 +36,16 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_4494/1912864649.py:5: MatplotlibDeprecationWarning: The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. 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"outputs": [], "source": [ @@ -465,28 +114,7 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 5246.049805, 5219.649902, 5340.25 , ..., 17790.099609,\n", - " 17750.300781, 17885.5 ])" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data" - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -495,15 +123,15 @@ "Text(0.5, 0, 'timestep')" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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tensorflow/compiler/xla/stream_executor/cuda/cuda_diagnostics.cc:203] kernel reported version is: NOT_FOUND: could not find kernel module information in driver version file contents: \"NVRM version: NVIDIA UNIX Open Kernel Module for x86_64 525.105.17 Release Build (dvs-builder@U16-T02-30-1) Tue Mar 28 22:29:15 UTC 2023\n", + "GCC version: gcc version 9.4.0 (Ubuntu 9.4.0-1ubuntu1~20.04.1) \n", + "\"\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1000\n", - "2/2 - 2s - loss: 0.0710 - mean_absolute_percentage_error: 308.9868 - val_loss: 0.0306 - val_mean_absolute_percentage_error: 21.6813 - 2s/epoch - 1s/step\n", + "2/2 - 1s - loss: 0.0946 - mean_absolute_percentage_error: 434.0169 - val_loss: 0.0412 - val_mean_absolute_percentage_error: 27.3876 - 925ms/epoch - 462ms/step\n", "Epoch 2/1000\n", - "2/2 - 0s - loss: 0.0104 - mean_absolute_percentage_error: 239.6748 - val_loss: 0.0468 - val_mean_absolute_percentage_error: 21.7507 - 61ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 0.0162 - mean_absolute_percentage_error: 179.8609 - val_loss: 0.0999 - val_mean_absolute_percentage_error: 39.9684 - 31ms/epoch - 16ms/step\n", "Epoch 3/1000\n", - "2/2 - 0s - loss: 9.2234e-04 - mean_absolute_percentage_error: 101.1228 - val_loss: 0.0922 - val_mean_absolute_percentage_error: 39.2290 - 80ms/epoch - 40ms/step\n", + "2/2 - 0s - loss: 0.0034 - mean_absolute_percentage_error: 97.1934 - val_loss: 0.1245 - val_mean_absolute_percentage_error: 46.4628 - 33ms/epoch - 16ms/step\n", "Epoch 4/1000\n", - "2/2 - 0s - loss: 0.0031 - mean_absolute_percentage_error: 88.1716 - val_loss: 0.0876 - val_mean_absolute_percentage_error: 37.2870 - 62ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 0.0031 - mean_absolute_percentage_error: 109.7998 - val_loss: 0.0708 - val_mean_absolute_percentage_error: 28.6339 - 35ms/epoch - 18ms/step\n", "Epoch 5/1000\n", - "2/2 - 0s - loss: 0.0017 - mean_absolute_percentage_error: 90.1652 - val_loss: 0.0584 - val_mean_absolute_percentage_error: 26.8252 - 80ms/epoch - 40ms/step\n", + "2/2 - 0s - loss: 8.4988e-04 - mean_absolute_percentage_error: 136.9564 - val_loss: 0.0452 - val_mean_absolute_percentage_error: 19.8003 - 31ms/epoch - 16ms/step\n", "Epoch 6/1000\n", - "2/2 - 0s - loss: 6.5772e-04 - mean_absolute_percentage_error: 115.2717 - val_loss: 0.0395 - val_mean_absolute_percentage_error: 19.1033 - 64ms/epoch - 32ms/step\n", + "2/2 - 0s - loss: 0.0016 - mean_absolute_percentage_error: 152.5899 - val_loss: 0.0446 - val_mean_absolute_percentage_error: 19.9648 - 31ms/epoch - 15ms/step\n", "Epoch 7/1000\n", - "2/2 - 0s - loss: 0.0015 - mean_absolute_percentage_error: 144.4167 - val_loss: 0.0378 - val_mean_absolute_percentage_error: 18.6402 - 71ms/epoch - 36ms/step\n", + "2/2 - 0s - loss: 7.3379e-04 - mean_absolute_percentage_error: 122.4856 - val_loss: 0.0566 - val_mean_absolute_percentage_error: 25.4769 - 34ms/epoch - 17ms/step\n", "Epoch 8/1000\n", - "2/2 - 0s - loss: 0.0012 - mean_absolute_percentage_error: 126.1410 - val_loss: 0.0477 - val_mean_absolute_percentage_error: 22.7849 - 57ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 5.5443e-04 - mean_absolute_percentage_error: 76.0559 - val_loss: 0.0658 - val_mean_absolute_percentage_error: 29.6347 - 34ms/epoch - 17ms/step\n", "Epoch 9/1000\n", - "2/2 - 0s - loss: 4.3497e-04 - mean_absolute_percentage_error: 106.1766 - val_loss: 0.0602 - val_mean_absolute_percentage_error: 28.2098 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 0.0010 - mean_absolute_percentage_error: 72.9315 - val_loss: 0.0601 - val_mean_absolute_percentage_error: 27.5835 - 31ms/epoch - 15ms/step\n", "Epoch 10/1000\n", - "2/2 - 0s - loss: 7.9691e-04 - mean_absolute_percentage_error: 81.9153 - val_loss: 0.0640 - val_mean_absolute_percentage_error: 29.8358 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 6.0607e-04 - mean_absolute_percentage_error: 72.1848 - val_loss: 0.0474 - val_mean_absolute_percentage_error: 22.2529 - 33ms/epoch - 16ms/step\n", "Epoch 11/1000\n", - "2/2 - 0s - loss: 9.2407e-04 - mean_absolute_percentage_error: 80.5835 - val_loss: 0.0560 - val_mean_absolute_percentage_error: 26.7853 - 63ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 4.8051e-04 - mean_absolute_percentage_error: 88.2830 - val_loss: 0.0395 - val_mean_absolute_percentage_error: 18.9534 - 32ms/epoch - 16ms/step\n", "Epoch 12/1000\n", - "2/2 - 0s - loss: 5.5110e-04 - mean_absolute_percentage_error: 83.1305 - val_loss: 0.0445 - val_mean_absolute_percentage_error: 22.0242 - 72ms/epoch - 36ms/step\n", + "2/2 - 0s - loss: 7.3535e-04 - mean_absolute_percentage_error: 101.8421 - val_loss: 0.0401 - val_mean_absolute_percentage_error: 19.3510 - 31ms/epoch - 15ms/step\n", "Epoch 13/1000\n", - "2/2 - 0s - loss: 4.6251e-04 - mean_absolute_percentage_error: 97.1787 - val_loss: 0.0381 - val_mean_absolute_percentage_error: 19.2472 - 83ms/epoch - 42ms/step\n", + "2/2 - 0s - loss: 4.9145e-04 - mean_absolute_percentage_error: 95.7752 - val_loss: 0.0467 - val_mean_absolute_percentage_error: 22.4063 - 31ms/epoch - 16ms/step\n", "Epoch 14/1000\n", - "2/2 - 0s - loss: 6.0743e-04 - mean_absolute_percentage_error: 100.2336 - val_loss: 0.0383 - val_mean_absolute_percentage_error: 19.4580 - 109ms/epoch - 54ms/step\n", + "2/2 - 0s - loss: 3.6715e-04 - mean_absolute_percentage_error: 74.2722 - val_loss: 0.0528 - val_mean_absolute_percentage_error: 25.2757 - 32ms/epoch - 16ms/step\n", "Epoch 15/1000\n", - "2/2 - 0s - loss: 4.8501e-04 - mean_absolute_percentage_error: 90.8570 - val_loss: 0.0427 - val_mean_absolute_percentage_error: 21.6220 - 70ms/epoch - 35ms/step\n", + "2/2 - 0s - loss: 5.5771e-04 - mean_absolute_percentage_error: 70.9554 - val_loss: 0.0518 - val_mean_absolute_percentage_error: 24.9281 - 32ms/epoch - 16ms/step\n", "Epoch 16/1000\n", - "2/2 - 0s - loss: 3.9691e-04 - mean_absolute_percentage_error: 79.6461 - val_loss: 0.0477 - val_mean_absolute_percentage_error: 23.9036 - 61ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 4.5036e-04 - mean_absolute_percentage_error: 76.2579 - val_loss: 0.0452 - val_mean_absolute_percentage_error: 22.0467 - 31ms/epoch - 15ms/step\n", "Epoch 17/1000\n", - "2/2 - 0s - loss: 4.5545e-04 - mean_absolute_percentage_error: 76.5198 - val_loss: 0.0479 - val_mean_absolute_percentage_error: 24.1081 - 63ms/epoch - 32ms/step\n", + "2/2 - 0s - loss: 3.6908e-04 - mean_absolute_percentage_error: 81.8426 - val_loss: 0.0399 - val_mean_absolute_percentage_error: 19.7133 - 35ms/epoch - 18ms/step\n", "Epoch 18/1000\n", - "2/2 - 0s - loss: 4.5016e-04 - mean_absolute_percentage_error: 75.0288 - val_loss: 0.0441 - val_mean_absolute_percentage_error: 22.5112 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 4.4322e-04 - mean_absolute_percentage_error: 91.9764 - val_loss: 0.0401 - val_mean_absolute_percentage_error: 19.8586 - 30ms/epoch - 15ms/step\n", "Epoch 19/1000\n", - "2/2 - 0s - loss: 4.0606e-04 - mean_absolute_percentage_error: 80.2980 - val_loss: 0.0391 - val_mean_absolute_percentage_error: 20.3488 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 3.7937e-04 - mean_absolute_percentage_error: 86.1484 - val_loss: 0.0439 - val_mean_absolute_percentage_error: 21.7138 - 34ms/epoch - 17ms/step\n", "Epoch 20/1000\n", - "2/2 - 0s - loss: 3.7623e-04 - mean_absolute_percentage_error: 81.7738 - val_loss: 0.0374 - val_mean_absolute_percentage_error: 19.6240 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.1484e-04 - mean_absolute_percentage_error: 77.4542 - val_loss: 0.0470 - val_mean_absolute_percentage_error: 23.3195 - 30ms/epoch - 15ms/step\n", "Epoch 21/1000\n", - "2/2 - 0s - loss: 3.8902e-04 - mean_absolute_percentage_error: 83.1071 - val_loss: 0.0384 - val_mean_absolute_percentage_error: 20.1325 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.7381e-04 - mean_absolute_percentage_error: 74.7770 - val_loss: 0.0463 - val_mean_absolute_percentage_error: 23.0716 - 31ms/epoch - 16ms/step\n", "Epoch 22/1000\n", - "2/2 - 0s - loss: 3.5479e-04 - mean_absolute_percentage_error: 78.2937 - val_loss: 0.0408 - val_mean_absolute_percentage_error: 21.3505 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4844e-04 - mean_absolute_percentage_error: 75.1102 - val_loss: 0.0425 - val_mean_absolute_percentage_error: 21.3252 - 31ms/epoch - 16ms/step\n", "Epoch 23/1000\n", - "2/2 - 0s - loss: 3.4376e-04 - mean_absolute_percentage_error: 74.9094 - val_loss: 0.0421 - val_mean_absolute_percentage_error: 21.9808 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.0340e-04 - mean_absolute_percentage_error: 80.1424 - val_loss: 0.0399 - val_mean_absolute_percentage_error: 20.1754 - 29ms/epoch - 15ms/step\n", "Epoch 24/1000\n", - "2/2 - 0s - loss: 3.5947e-04 - mean_absolute_percentage_error: 74.0689 - val_loss: 0.0414 - val_mean_absolute_percentage_error: 21.7209 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.2720e-04 - mean_absolute_percentage_error: 84.0445 - val_loss: 0.0396 - val_mean_absolute_percentage_error: 20.1672 - 28ms/epoch - 14ms/step\n", "Epoch 25/1000\n", - "2/2 - 0s - loss: 3.4066e-04 - mean_absolute_percentage_error: 74.4152 - val_loss: 0.0391 - val_mean_absolute_percentage_error: 20.7428 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.9885e-04 - mean_absolute_percentage_error: 82.1473 - val_loss: 0.0416 - val_mean_absolute_percentage_error: 21.2060 - 31ms/epoch - 15ms/step\n", "Epoch 26/1000\n", - "2/2 - 0s - loss: 3.2355e-04 - mean_absolute_percentage_error: 76.7877 - val_loss: 0.0373 - val_mean_absolute_percentage_error: 19.9434 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.8861e-04 - mean_absolute_percentage_error: 74.4552 - val_loss: 0.0429 - val_mean_absolute_percentage_error: 21.9684 - 29ms/epoch - 14ms/step\n", "Epoch 27/1000\n", - "2/2 - 0s - loss: 3.3390e-04 - mean_absolute_percentage_error: 79.0426 - val_loss: 0.0368 - val_mean_absolute_percentage_error: 19.7534 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.0690e-04 - mean_absolute_percentage_error: 72.9140 - val_loss: 0.0418 - val_mean_absolute_percentage_error: 21.5217 - 29ms/epoch - 15ms/step\n", "Epoch 28/1000\n", - "2/2 - 0s - loss: 3.3620e-04 - mean_absolute_percentage_error: 78.2305 - val_loss: 0.0378 - val_mean_absolute_percentage_error: 20.2981 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.8043e-04 - mean_absolute_percentage_error: 73.2304 - val_loss: 0.0393 - val_mean_absolute_percentage_error: 20.3665 - 27ms/epoch - 13ms/step\n", "Epoch 29/1000\n", - "2/2 - 0s - loss: 3.1520e-04 - mean_absolute_percentage_error: 77.1901 - val_loss: 0.0385 - val_mean_absolute_percentage_error: 20.6696 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.7721e-04 - mean_absolute_percentage_error: 78.1060 - val_loss: 0.0375 - val_mean_absolute_percentage_error: 19.5500 - 31ms/epoch - 16ms/step\n", "Epoch 30/1000\n", - "2/2 - 0s - loss: 3.1529e-04 - mean_absolute_percentage_error: 74.7298 - val_loss: 0.0388 - val_mean_absolute_percentage_error: 20.8489 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.9052e-04 - mean_absolute_percentage_error: 78.6242 - val_loss: 0.0377 - val_mean_absolute_percentage_error: 19.7275 - 29ms/epoch - 14ms/step\n", "Epoch 31/1000\n", - "2/2 - 0s - loss: 3.1401e-04 - mean_absolute_percentage_error: 74.4940 - val_loss: 0.0381 - val_mean_absolute_percentage_error: 20.5669 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.9009e-04 - mean_absolute_percentage_error: 75.6361 - val_loss: 0.0395 - val_mean_absolute_percentage_error: 20.7379 - 33ms/epoch - 16ms/step\n", "Epoch 32/1000\n", - "2/2 - 0s - loss: 3.0935e-04 - mean_absolute_percentage_error: 76.0845 - val_loss: 0.0365 - val_mean_absolute_percentage_error: 19.8527 - 62ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 2.6686e-04 - mean_absolute_percentage_error: 70.1376 - val_loss: 0.0388 - val_mean_absolute_percentage_error: 20.4974 - 31ms/epoch - 16ms/step\n", "Epoch 33/1000\n", - "2/2 - 0s - loss: 3.0392e-04 - mean_absolute_percentage_error: 76.5813 - val_loss: 0.0361 - val_mean_absolute_percentage_error: 19.7315 - 66ms/epoch - 33ms/step\n", + "2/2 - 0s - loss: 2.5829e-04 - mean_absolute_percentage_error: 69.3865 - val_loss: 0.0378 - val_mean_absolute_percentage_error: 20.0654 - 28ms/epoch - 14ms/step\n", "Epoch 34/1000\n", - "2/2 - 0s - loss: 3.0143e-04 - mean_absolute_percentage_error: 74.9251 - val_loss: 0.0366 - val_mean_absolute_percentage_error: 20.0414 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.5215e-04 - mean_absolute_percentage_error: 70.3470 - val_loss: 0.0365 - val_mean_absolute_percentage_error: 19.4773 - 29ms/epoch - 15ms/step\n", "Epoch 35/1000\n", - "2/2 - 0s - loss: 2.9273e-04 - mean_absolute_percentage_error: 73.2767 - val_loss: 0.0369 - val_mean_absolute_percentage_error: 20.2026 - 57ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 2.4856e-04 - mean_absolute_percentage_error: 70.5432 - val_loss: 0.0362 - val_mean_absolute_percentage_error: 19.4030 - 32ms/epoch - 16ms/step\n", "Epoch 36/1000\n", - "2/2 - 0s - loss: 2.9042e-04 - mean_absolute_percentage_error: 72.5559 - val_loss: 0.0366 - val_mean_absolute_percentage_error: 20.1414 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.4549e-04 - mean_absolute_percentage_error: 69.4784 - val_loss: 0.0362 - val_mean_absolute_percentage_error: 19.4875 - 32ms/epoch - 16ms/step\n", "Epoch 37/1000\n", - "2/2 - 0s - loss: 2.8751e-04 - mean_absolute_percentage_error: 72.1592 - val_loss: 0.0360 - val_mean_absolute_percentage_error: 19.8774 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.4127e-04 - mean_absolute_percentage_error: 66.1064 - val_loss: 0.0367 - val_mean_absolute_percentage_error: 19.8756 - 35ms/epoch - 18ms/step\n", "Epoch 38/1000\n", - "2/2 - 0s - loss: 2.8388e-04 - mean_absolute_percentage_error: 71.9295 - val_loss: 0.0354 - val_mean_absolute_percentage_error: 19.6462 - 57ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 2.3869e-04 - mean_absolute_percentage_error: 65.6171 - val_loss: 0.0359 - val_mean_absolute_percentage_error: 19.5395 - 33ms/epoch - 17ms/step\n", "Epoch 39/1000\n", - "2/2 - 0s - loss: 2.7858e-04 - mean_absolute_percentage_error: 71.5717 - val_loss: 0.0353 - val_mean_absolute_percentage_error: 19.6458 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 2.3809e-04 - mean_absolute_percentage_error: 66.8062 - val_loss: 0.0348 - val_mean_absolute_percentage_error: 18.9998 - 39ms/epoch - 19ms/step\n", "Epoch 40/1000\n", - "2/2 - 0s - loss: 2.7526e-04 - mean_absolute_percentage_error: 70.7735 - val_loss: 0.0351 - val_mean_absolute_percentage_error: 19.6180 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.2759e-04 - mean_absolute_percentage_error: 66.1257 - val_loss: 0.0347 - val_mean_absolute_percentage_error: 19.0665 - 33ms/epoch - 17ms/step\n", "Epoch 41/1000\n", - "2/2 - 0s - loss: 2.7155e-04 - mean_absolute_percentage_error: 69.8717 - val_loss: 0.0349 - val_mean_absolute_percentage_error: 19.5238 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 2.2301e-04 - mean_absolute_percentage_error: 64.4436 - val_loss: 0.0345 - val_mean_absolute_percentage_error: 19.0026 - 28ms/epoch - 14ms/step\n", "Epoch 42/1000\n", - "2/2 - 0s - loss: 2.6779e-04 - mean_absolute_percentage_error: 69.5086 - val_loss: 0.0345 - val_mean_absolute_percentage_error: 19.3962 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.2003e-04 - mean_absolute_percentage_error: 63.0903 - val_loss: 0.0341 - val_mean_absolute_percentage_error: 18.9226 - 30ms/epoch - 15ms/step\n", "Epoch 43/1000\n", - "2/2 - 0s - loss: 2.6448e-04 - mean_absolute_percentage_error: 69.1909 - val_loss: 0.0343 - val_mean_absolute_percentage_error: 19.3141 - 63ms/epoch - 32ms/step\n", + "2/2 - 0s - loss: 2.1571e-04 - mean_absolute_percentage_error: 62.1055 - val_loss: 0.0341 - val_mean_absolute_percentage_error: 18.9786 - 31ms/epoch - 15ms/step\n", "Epoch 44/1000\n", - "2/2 - 0s - loss: 2.6105e-04 - mean_absolute_percentage_error: 68.2923 - val_loss: 0.0341 - val_mean_absolute_percentage_error: 19.2712 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.1234e-04 - mean_absolute_percentage_error: 61.2710 - val_loss: 0.0333 - val_mean_absolute_percentage_error: 18.6090 - 28ms/epoch - 14ms/step\n", "Epoch 45/1000\n", - "2/2 - 0s - loss: 2.5854e-04 - mean_absolute_percentage_error: 68.0197 - val_loss: 0.0337 - val_mean_absolute_percentage_error: 19.1400 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.0712e-04 - mean_absolute_percentage_error: 62.3572 - val_loss: 0.0330 - val_mean_absolute_percentage_error: 18.5268 - 29ms/epoch - 14ms/step\n", "Epoch 46/1000\n", - "2/2 - 0s - loss: 2.5609e-04 - mean_absolute_percentage_error: 67.6378 - val_loss: 0.0338 - val_mean_absolute_percentage_error: 19.2383 - 80ms/epoch - 40ms/step\n", + "2/2 - 0s - loss: 2.0378e-04 - mean_absolute_percentage_error: 62.2017 - val_loss: 0.0328 - val_mean_absolute_percentage_error: 18.5111 - 28ms/epoch - 14ms/step\n", "Epoch 47/1000\n", - "2/2 - 0s - loss: 2.5281e-04 - mean_absolute_percentage_error: 66.9048 - val_loss: 0.0332 - val_mean_absolute_percentage_error: 18.9772 - 55ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 1.9912e-04 - mean_absolute_percentage_error: 61.3626 - val_loss: 0.0329 - val_mean_absolute_percentage_error: 18.6492 - 27ms/epoch - 14ms/step\n", "Epoch 48/1000\n", - "2/2 - 0s - loss: 2.4696e-04 - mean_absolute_percentage_error: 66.3098 - val_loss: 0.0332 - val_mean_absolute_percentage_error: 18.9801 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 1.9638e-04 - mean_absolute_percentage_error: 60.1018 - val_loss: 0.0325 - val_mean_absolute_percentage_error: 18.5003 - 31ms/epoch - 16ms/step\n", "Epoch 49/1000\n", - "2/2 - 0s - loss: 2.4390e-04 - mean_absolute_percentage_error: 65.7932 - val_loss: 0.0329 - val_mean_absolute_percentage_error: 18.9174 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 1.9614e-04 - mean_absolute_percentage_error: 59.3971 - val_loss: 0.0319 - val_mean_absolute_percentage_error: 18.2352 - 30ms/epoch - 15ms/step\n", "Epoch 50/1000\n", - "2/2 - 0s - loss: 2.4413e-04 - mean_absolute_percentage_error: 63.9779 - val_loss: 0.0330 - val_mean_absolute_percentage_error: 18.9769 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.8775e-04 - mean_absolute_percentage_error: 60.4044 - val_loss: 0.0309 - val_mean_absolute_percentage_error: 17.7321 - 33ms/epoch - 17ms/step\n", "Epoch 51/1000\n", - "2/2 - 0s - loss: 2.3687e-04 - mean_absolute_percentage_error: 63.8553 - val_loss: 0.0322 - val_mean_absolute_percentage_error: 18.6245 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 1.8894e-04 - mean_absolute_percentage_error: 59.6196 - val_loss: 0.0308 - val_mean_absolute_percentage_error: 17.7618 - 33ms/epoch - 16ms/step\n", "Epoch 52/1000\n", - "2/2 - 0s - loss: 2.3341e-04 - mean_absolute_percentage_error: 64.1116 - val_loss: 0.0318 - val_mean_absolute_percentage_error: 18.4387 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 1.8617e-04 - mean_absolute_percentage_error: 58.4268 - val_loss: 0.0308 - val_mean_absolute_percentage_error: 17.8602 - 37ms/epoch - 18ms/step\n", "Epoch 53/1000\n", - "2/2 - 0s - loss: 2.3254e-04 - mean_absolute_percentage_error: 64.0630 - val_loss: 0.0317 - val_mean_absolute_percentage_error: 18.4469 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 1.7731e-04 - mean_absolute_percentage_error: 55.7474 - val_loss: 0.0312 - val_mean_absolute_percentage_error: 18.2128 - 29ms/epoch - 14ms/step\n", "Epoch 54/1000\n", - "2/2 - 0s - loss: 2.2962e-04 - mean_absolute_percentage_error: 62.7265 - val_loss: 0.0315 - val_mean_absolute_percentage_error: 18.3848 - 55ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 1.8799e-04 - mean_absolute_percentage_error: 51.0477 - val_loss: 0.0305 - val_mean_absolute_percentage_error: 17.8692 - 28ms/epoch - 14ms/step\n", "Epoch 55/1000\n", - "2/2 - 0s - loss: 2.2404e-04 - mean_absolute_percentage_error: 62.1044 - val_loss: 0.0318 - val_mean_absolute_percentage_error: 18.5744 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 1.6879e-04 - mean_absolute_percentage_error: 52.3505 - val_loss: 0.0287 - val_mean_absolute_percentage_error: 16.8676 - 31ms/epoch - 15ms/step\n", "Epoch 56/1000\n", - "2/2 - 0s - loss: 2.2091e-04 - mean_absolute_percentage_error: 59.7722 - val_loss: 0.0321 - val_mean_absolute_percentage_error: 18.8006 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.7648e-04 - mean_absolute_percentage_error: 55.5623 - val_loss: 0.0284 - val_mean_absolute_percentage_error: 16.7651 - 32ms/epoch - 16ms/step\n", "Epoch 57/1000\n", - "2/2 - 0s - loss: 2.2144e-04 - mean_absolute_percentage_error: 59.3167 - val_loss: 0.0314 - val_mean_absolute_percentage_error: 18.4370 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 1.7852e-04 - mean_absolute_percentage_error: 51.3051 - val_loss: 0.0294 - val_mean_absolute_percentage_error: 17.4950 - 33ms/epoch - 17ms/step\n", "Epoch 58/1000\n", - "2/2 - 0s - loss: 2.1348e-04 - mean_absolute_percentage_error: 59.6940 - val_loss: 0.0308 - val_mean_absolute_percentage_error: 18.1497 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 1.6517e-04 - mean_absolute_percentage_error: 49.8788 - val_loss: 0.0290 - val_mean_absolute_percentage_error: 17.3646 - 32ms/epoch - 16ms/step\n", "Epoch 59/1000\n", - "2/2 - 0s - loss: 2.1783e-04 - mean_absolute_percentage_error: 61.4699 - val_loss: 0.0301 - val_mean_absolute_percentage_error: 17.8312 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 1.6024e-04 - mean_absolute_percentage_error: 50.9828 - val_loss: 0.0280 - val_mean_absolute_percentage_error: 16.7507 - 31ms/epoch - 15ms/step\n", "Epoch 60/1000\n", - "2/2 - 0s - loss: 2.0791e-04 - mean_absolute_percentage_error: 60.5455 - val_loss: 0.0306 - val_mean_absolute_percentage_error: 18.1528 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 1.5871e-04 - mean_absolute_percentage_error: 51.5317 - val_loss: 0.0279 - val_mean_absolute_percentage_error: 16.8343 - 32ms/epoch - 16ms/step\n", "Epoch 61/1000\n", - "2/2 - 0s - loss: 2.0422e-04 - mean_absolute_percentage_error: 58.3033 - val_loss: 0.0310 - val_mean_absolute_percentage_error: 18.3955 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.5491e-04 - mean_absolute_percentage_error: 51.2050 - val_loss: 0.0279 - val_mean_absolute_percentage_error: 16.8936 - 29ms/epoch - 14ms/step\n", "Epoch 62/1000\n", - "2/2 - 0s - loss: 2.0388e-04 - mean_absolute_percentage_error: 56.5942 - val_loss: 0.0303 - val_mean_absolute_percentage_error: 18.0912 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 1.5046e-04 - mean_absolute_percentage_error: 49.0771 - val_loss: 0.0274 - val_mean_absolute_percentage_error: 16.7005 - 29ms/epoch - 15ms/step\n", "Epoch 63/1000\n", - "2/2 - 0s - loss: 1.9968e-04 - mean_absolute_percentage_error: 56.4271 - val_loss: 0.0297 - val_mean_absolute_percentage_error: 17.7779 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 1.4924e-04 - mean_absolute_percentage_error: 49.8764 - val_loss: 0.0267 - val_mean_absolute_percentage_error: 16.3444 - 27ms/epoch - 14ms/step\n", "Epoch 64/1000\n", - "2/2 - 0s - loss: 1.9756e-04 - mean_absolute_percentage_error: 57.2943 - val_loss: 0.0288 - val_mean_absolute_percentage_error: 17.3030 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 1.4540e-04 - mean_absolute_percentage_error: 48.7559 - val_loss: 0.0270 - val_mean_absolute_percentage_error: 16.6471 - 29ms/epoch - 14ms/step\n", "Epoch 65/1000\n", - "2/2 - 0s - loss: 1.9464e-04 - mean_absolute_percentage_error: 57.0604 - val_loss: 0.0291 - val_mean_absolute_percentage_error: 17.5628 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.4130e-04 - mean_absolute_percentage_error: 45.6929 - val_loss: 0.0265 - val_mean_absolute_percentage_error: 16.4181 - 29ms/epoch - 14ms/step\n", "Epoch 66/1000\n", - "2/2 - 0s - loss: 1.8834e-04 - mean_absolute_percentage_error: 54.9427 - val_loss: 0.0299 - val_mean_absolute_percentage_error: 18.0263 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 1.3967e-04 - mean_absolute_percentage_error: 44.5961 - val_loss: 0.0258 - val_mean_absolute_percentage_error: 16.0043 - 28ms/epoch - 14ms/step\n", "Epoch 67/1000\n", - "2/2 - 0s - loss: 1.9600e-04 - mean_absolute_percentage_error: 52.4126 - val_loss: 0.0295 - val_mean_absolute_percentage_error: 17.8451 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 1.3514e-04 - mean_absolute_percentage_error: 43.6740 - val_loss: 0.0257 - val_mean_absolute_percentage_error: 16.0907 - 27ms/epoch - 14ms/step\n", "Epoch 68/1000\n", - "2/2 - 0s - loss: 1.9430e-04 - mean_absolute_percentage_error: 54.0871 - val_loss: 0.0276 - val_mean_absolute_percentage_error: 16.8235 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 1.3300e-04 - mean_absolute_percentage_error: 42.8354 - val_loss: 0.0257 - val_mean_absolute_percentage_error: 16.1317 - 30ms/epoch - 15ms/step\n", "Epoch 69/1000\n", - "2/2 - 0s - loss: 1.9467e-04 - mean_absolute_percentage_error: 55.4342 - val_loss: 0.0279 - val_mean_absolute_percentage_error: 17.0153 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 1.3147e-04 - mean_absolute_percentage_error: 42.8345 - val_loss: 0.0252 - val_mean_absolute_percentage_error: 15.8810 - 30ms/epoch - 15ms/step\n", "Epoch 70/1000\n", - "2/2 - 0s - loss: 1.8892e-04 - mean_absolute_percentage_error: 53.2434 - val_loss: 0.0296 - val_mean_absolute_percentage_error: 18.0960 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 1.3424e-04 - mean_absolute_percentage_error: 40.5155 - val_loss: 0.0249 - val_mean_absolute_percentage_error: 15.8134 - 36ms/epoch - 18ms/step\n", "Epoch 71/1000\n", - "2/2 - 0s - loss: 1.9153e-04 - mean_absolute_percentage_error: 48.6829 - val_loss: 0.0288 - val_mean_absolute_percentage_error: 17.6356 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 1.2600e-04 - mean_absolute_percentage_error: 41.3126 - val_loss: 0.0239 - val_mean_absolute_percentage_error: 15.1664 - 42ms/epoch - 21ms/step\n", "Epoch 72/1000\n", - "2/2 - 0s - loss: 1.8117e-04 - mean_absolute_percentage_error: 49.4954 - val_loss: 0.0266 - val_mean_absolute_percentage_error: 16.3818 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.2578e-04 - mean_absolute_percentage_error: 42.3620 - val_loss: 0.0242 - val_mean_absolute_percentage_error: 15.5146 - 35ms/epoch - 18ms/step\n", "Epoch 73/1000\n", - "2/2 - 0s - loss: 1.8079e-04 - mean_absolute_percentage_error: 52.8744 - val_loss: 0.0269 - val_mean_absolute_percentage_error: 16.6351 - 53ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 1.2342e-04 - mean_absolute_percentage_error: 37.2654 - val_loss: 0.0245 - val_mean_absolute_percentage_error: 15.9060 - 32ms/epoch - 16ms/step\n", "Epoch 74/1000\n", - "2/2 - 0s - loss: 1.6276e-04 - mean_absolute_percentage_error: 48.7389 - val_loss: 0.0283 - val_mean_absolute_percentage_error: 17.5502 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.2178e-04 - mean_absolute_percentage_error: 36.8609 - val_loss: 0.0232 - val_mean_absolute_percentage_error: 15.0129 - 30ms/epoch - 15ms/step\n", "Epoch 75/1000\n", - "2/2 - 0s - loss: 1.8695e-04 - mean_absolute_percentage_error: 46.5114 - val_loss: 0.0284 - val_mean_absolute_percentage_error: 17.6380 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.2925e-04 - mean_absolute_percentage_error: 42.1977 - val_loss: 0.0226 - val_mean_absolute_percentage_error: 14.6358 - 31ms/epoch - 15ms/step\n", "Epoch 76/1000\n", - "2/2 - 0s - loss: 1.7303e-04 - mean_absolute_percentage_error: 45.5760 - val_loss: 0.0259 - val_mean_absolute_percentage_error: 16.1660 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.1652e-04 - mean_absolute_percentage_error: 40.4759 - val_loss: 0.0240 - val_mean_absolute_percentage_error: 15.8790 - 31ms/epoch - 16ms/step\n", "Epoch 77/1000\n", - "2/2 - 0s - loss: 1.7428e-04 - mean_absolute_percentage_error: 49.7241 - val_loss: 0.0258 - val_mean_absolute_percentage_error: 16.1338 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.2121e-04 - mean_absolute_percentage_error: 35.1838 - val_loss: 0.0231 - val_mean_absolute_percentage_error: 15.3205 - 34ms/epoch - 17ms/step\n", "Epoch 78/1000\n", - "2/2 - 0s - loss: 1.6086e-04 - mean_absolute_percentage_error: 48.3640 - val_loss: 0.0275 - val_mean_absolute_percentage_error: 17.2761 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 1.1434e-04 - mean_absolute_percentage_error: 38.1388 - val_loss: 0.0221 - val_mean_absolute_percentage_error: 14.5968 - 30ms/epoch - 15ms/step\n", "Epoch 79/1000\n", - "2/2 - 0s - loss: 1.6114e-04 - mean_absolute_percentage_error: 43.4962 - val_loss: 0.0271 - val_mean_absolute_percentage_error: 17.0825 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 1.0925e-04 - mean_absolute_percentage_error: 37.9308 - val_loss: 0.0224 - val_mean_absolute_percentage_error: 15.0034 - 34ms/epoch - 17ms/step\n", "Epoch 80/1000\n", - "2/2 - 0s - loss: 1.4917e-04 - mean_absolute_percentage_error: 43.0401 - val_loss: 0.0254 - val_mean_absolute_percentage_error: 16.0459 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 1.0635e-04 - mean_absolute_percentage_error: 35.1251 - val_loss: 0.0220 - val_mean_absolute_percentage_error: 14.8569 - 47ms/epoch - 24ms/step\n", "Epoch 81/1000\n", - "2/2 - 0s - loss: 1.5122e-04 - mean_absolute_percentage_error: 45.8443 - val_loss: 0.0249 - val_mean_absolute_percentage_error: 15.7577 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.1240e-04 - mean_absolute_percentage_error: 36.1132 - val_loss: 0.0215 - val_mean_absolute_percentage_error: 14.5670 - 37ms/epoch - 18ms/step\n", "Epoch 82/1000\n", - "2/2 - 0s - loss: 1.4861e-04 - mean_absolute_percentage_error: 46.1272 - val_loss: 0.0259 - val_mean_absolute_percentage_error: 16.4742 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.0346e-04 - mean_absolute_percentage_error: 33.9523 - val_loss: 0.0216 - val_mean_absolute_percentage_error: 14.8455 - 30ms/epoch - 15ms/step\n", "Epoch 83/1000\n", - "2/2 - 0s - loss: 1.4764e-04 - mean_absolute_percentage_error: 40.3439 - val_loss: 0.0268 - val_mean_absolute_percentage_error: 17.1230 - 61ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 1.0225e-04 - mean_absolute_percentage_error: 31.0892 - val_loss: 0.0206 - val_mean_absolute_percentage_error: 14.0459 - 34ms/epoch - 17ms/step\n", "Epoch 84/1000\n", - "2/2 - 0s - loss: 1.4846e-04 - mean_absolute_percentage_error: 40.4802 - val_loss: 0.0250 - val_mean_absolute_percentage_error: 16.0272 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 1.0048e-04 - mean_absolute_percentage_error: 32.7403 - val_loss: 0.0202 - val_mean_absolute_percentage_error: 13.8691 - 30ms/epoch - 15ms/step\n", "Epoch 85/1000\n", - "2/2 - 0s - loss: 1.4074e-04 - mean_absolute_percentage_error: 42.7068 - val_loss: 0.0238 - val_mean_absolute_percentage_error: 15.2372 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 1.0190e-04 - mean_absolute_percentage_error: 32.3594 - val_loss: 0.0205 - val_mean_absolute_percentage_error: 14.2830 - 31ms/epoch - 16ms/step\n", "Epoch 86/1000\n", - "2/2 - 0s - loss: 1.4470e-04 - mean_absolute_percentage_error: 44.6097 - val_loss: 0.0249 - val_mean_absolute_percentage_error: 16.0556 - 53ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 9.6292e-05 - mean_absolute_percentage_error: 30.3023 - val_loss: 0.0199 - val_mean_absolute_percentage_error: 13.9099 - 32ms/epoch - 16ms/step\n", "Epoch 87/1000\n", - "2/2 - 0s - loss: 1.3632e-04 - mean_absolute_percentage_error: 40.5327 - val_loss: 0.0255 - val_mean_absolute_percentage_error: 16.5308 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 9.4946e-05 - mean_absolute_percentage_error: 30.7655 - val_loss: 0.0198 - val_mean_absolute_percentage_error: 13.9457 - 31ms/epoch - 15ms/step\n", "Epoch 88/1000\n", - "2/2 - 0s - loss: 1.3358e-04 - mean_absolute_percentage_error: 38.0621 - val_loss: 0.0240 - val_mean_absolute_percentage_error: 15.5846 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.0014e-04 - mean_absolute_percentage_error: 31.6356 - val_loss: 0.0197 - val_mean_absolute_percentage_error: 13.9948 - 30ms/epoch - 15ms/step\n", "Epoch 89/1000\n", - "2/2 - 0s - loss: 1.4275e-04 - mean_absolute_percentage_error: 42.6141 - val_loss: 0.0230 - val_mean_absolute_percentage_error: 14.9496 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 1.0159e-04 - mean_absolute_percentage_error: 29.4913 - val_loss: 0.0197 - val_mean_absolute_percentage_error: 14.1164 - 30ms/epoch - 15ms/step\n", "Epoch 90/1000\n", - "2/2 - 0s - loss: 1.3238e-04 - mean_absolute_percentage_error: 41.2540 - val_loss: 0.0245 - val_mean_absolute_percentage_error: 16.1016 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 8.8855e-05 - mean_absolute_percentage_error: 28.7537 - val_loss: 0.0184 - val_mean_absolute_percentage_error: 12.9736 - 34ms/epoch - 17ms/step\n", "Epoch 91/1000\n", - "2/2 - 0s - loss: 1.2866e-04 - mean_absolute_percentage_error: 35.6056 - val_loss: 0.0243 - val_mean_absolute_percentage_error: 15.9879 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 1.0757e-04 - mean_absolute_percentage_error: 32.2225 - val_loss: 0.0190 - val_mean_absolute_percentage_error: 13.7926 - 31ms/epoch - 15ms/step\n", "Epoch 92/1000\n", - "2/2 - 0s - loss: 1.3808e-04 - mean_absolute_percentage_error: 38.2866 - val_loss: 0.0228 - val_mean_absolute_percentage_error: 14.9735 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 9.0860e-05 - mean_absolute_percentage_error: 24.9457 - val_loss: 0.0196 - val_mean_absolute_percentage_error: 14.4579 - 32ms/epoch - 16ms/step\n", "Epoch 93/1000\n", - "2/2 - 0s - loss: 1.1961e-04 - mean_absolute_percentage_error: 37.3285 - val_loss: 0.0234 - val_mean_absolute_percentage_error: 15.4760 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 9.7699e-05 - mean_absolute_percentage_error: 26.9712 - val_loss: 0.0178 - val_mean_absolute_percentage_error: 12.8158 - 35ms/epoch - 18ms/step\n", "Epoch 94/1000\n", - "2/2 - 0s - loss: 1.1924e-04 - mean_absolute_percentage_error: 35.5818 - val_loss: 0.0236 - val_mean_absolute_percentage_error: 15.7025 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 9.3438e-05 - mean_absolute_percentage_error: 29.7624 - val_loss: 0.0179 - val_mean_absolute_percentage_error: 13.0720 - 34ms/epoch - 17ms/step\n", "Epoch 95/1000\n", - "2/2 - 0s - loss: 1.1473e-04 - mean_absolute_percentage_error: 33.7128 - val_loss: 0.0223 - val_mean_absolute_percentage_error: 14.8377 - 55ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 8.5131e-05 - mean_absolute_percentage_error: 27.7234 - val_loss: 0.0184 - val_mean_absolute_percentage_error: 13.7042 - 31ms/epoch - 15ms/step\n", "Epoch 96/1000\n", - "2/2 - 0s - loss: 1.1350e-04 - mean_absolute_percentage_error: 36.0306 - val_loss: 0.0219 - val_mean_absolute_percentage_error: 14.6334 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 8.8471e-05 - mean_absolute_percentage_error: 24.5946 - val_loss: 0.0178 - val_mean_absolute_percentage_error: 13.1895 - 31ms/epoch - 15ms/step\n", "Epoch 97/1000\n", - "2/2 - 0s - loss: 1.1267e-04 - mean_absolute_percentage_error: 35.9816 - val_loss: 0.0223 - val_mean_absolute_percentage_error: 15.0294 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 8.4659e-05 - mean_absolute_percentage_error: 25.8033 - val_loss: 0.0173 - val_mean_absolute_percentage_error: 12.7457 - 30ms/epoch - 15ms/step\n", "Epoch 98/1000\n", - "2/2 - 0s - loss: 1.0654e-04 - mean_absolute_percentage_error: 32.1088 - val_loss: 0.0226 - val_mean_absolute_percentage_error: 15.3302 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.3549e-05 - mean_absolute_percentage_error: 26.5740 - val_loss: 0.0177 - val_mean_absolute_percentage_error: 13.2990 - 32ms/epoch - 16ms/step\n", "Epoch 99/1000\n", - "2/2 - 0s - loss: 1.0907e-04 - mean_absolute_percentage_error: 30.9882 - val_loss: 0.0216 - val_mean_absolute_percentage_error: 14.6762 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 8.3932e-05 - mean_absolute_percentage_error: 24.1435 - val_loss: 0.0171 - val_mean_absolute_percentage_error: 12.8544 - 31ms/epoch - 16ms/step\n", "Epoch 100/1000\n", - "2/2 - 0s - loss: 1.1482e-04 - mean_absolute_percentage_error: 31.7554 - val_loss: 0.0210 - val_mean_absolute_percentage_error: 14.2971 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 8.5816e-05 - mean_absolute_percentage_error: 25.4634 - val_loss: 0.0169 - val_mean_absolute_percentage_error: 12.7211 - 31ms/epoch - 15ms/step\n", "Epoch 101/1000\n", - "2/2 - 0s - loss: 1.1629e-04 - mean_absolute_percentage_error: 28.5146 - val_loss: 0.0219 - val_mean_absolute_percentage_error: 15.0170 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.0840e-05 - mean_absolute_percentage_error: 23.4739 - val_loss: 0.0171 - val_mean_absolute_percentage_error: 13.1047 - 29ms/epoch - 15ms/step\n", "Epoch 102/1000\n", - "2/2 - 0s - loss: 1.0493e-04 - mean_absolute_percentage_error: 29.8741 - val_loss: 0.0203 - val_mean_absolute_percentage_error: 13.9143 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.1189e-05 - mean_absolute_percentage_error: 22.7015 - val_loss: 0.0162 - val_mean_absolute_percentage_error: 12.2649 - 33ms/epoch - 17ms/step\n", "Epoch 103/1000\n", - "2/2 - 0s - loss: 1.0975e-04 - mean_absolute_percentage_error: 31.4252 - val_loss: 0.0208 - val_mean_absolute_percentage_error: 14.3407 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.1959e-05 - mean_absolute_percentage_error: 24.3996 - val_loss: 0.0165 - val_mean_absolute_percentage_error: 12.6209 - 34ms/epoch - 17ms/step\n", "Epoch 104/1000\n", - "2/2 - 0s - loss: 9.4630e-05 - mean_absolute_percentage_error: 27.9010 - val_loss: 0.0218 - val_mean_absolute_percentage_error: 15.1750 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 7.8637e-05 - mean_absolute_percentage_error: 22.2824 - val_loss: 0.0165 - val_mean_absolute_percentage_error: 12.7604 - 30ms/epoch - 15ms/step\n", "Epoch 105/1000\n", - "2/2 - 0s - loss: 1.0748e-04 - mean_absolute_percentage_error: 28.1197 - val_loss: 0.0202 - val_mean_absolute_percentage_error: 14.0356 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 8.0715e-05 - mean_absolute_percentage_error: 22.9793 - val_loss: 0.0159 - val_mean_absolute_percentage_error: 12.1838 - 31ms/epoch - 15ms/step\n", "Epoch 106/1000\n", - "2/2 - 0s - loss: 9.7465e-05 - mean_absolute_percentage_error: 30.0603 - val_loss: 0.0197 - val_mean_absolute_percentage_error: 13.7207 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 7.8083e-05 - mean_absolute_percentage_error: 23.0747 - val_loss: 0.0161 - val_mean_absolute_percentage_error: 12.4878 - 33ms/epoch - 17ms/step\n", "Epoch 107/1000\n", - "2/2 - 0s - loss: 9.6372e-05 - mean_absolute_percentage_error: 30.9342 - val_loss: 0.0207 - val_mean_absolute_percentage_error: 14.5927 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.6962e-05 - mean_absolute_percentage_error: 22.0418 - val_loss: 0.0153 - val_mean_absolute_percentage_error: 11.7401 - 32ms/epoch - 16ms/step\n", "Epoch 108/1000\n", - "2/2 - 0s - loss: 9.7127e-05 - mean_absolute_percentage_error: 27.5676 - val_loss: 0.0199 - val_mean_absolute_percentage_error: 14.0041 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 8.3182e-05 - mean_absolute_percentage_error: 24.5139 - val_loss: 0.0153 - val_mean_absolute_percentage_error: 11.8215 - 30ms/epoch - 15ms/step\n", "Epoch 109/1000\n", - "2/2 - 0s - loss: 8.9971e-05 - mean_absolute_percentage_error: 29.9467 - val_loss: 0.0193 - val_mean_absolute_percentage_error: 13.5729 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.3532e-05 - mean_absolute_percentage_error: 22.9012 - val_loss: 0.0160 - val_mean_absolute_percentage_error: 12.6921 - 31ms/epoch - 16ms/step\n", "Epoch 110/1000\n", - "2/2 - 0s - loss: 9.2154e-05 - mean_absolute_percentage_error: 29.5431 - val_loss: 0.0197 - val_mean_absolute_percentage_error: 14.0340 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 7.7796e-05 - mean_absolute_percentage_error: 20.0525 - val_loss: 0.0147 - val_mean_absolute_percentage_error: 11.2830 - 29ms/epoch - 15ms/step\n", "Epoch 111/1000\n", - "2/2 - 0s - loss: 9.5517e-05 - mean_absolute_percentage_error: 24.7651 - val_loss: 0.0196 - val_mean_absolute_percentage_error: 13.9978 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.3929e-05 - mean_absolute_percentage_error: 22.8679 - val_loss: 0.0155 - val_mean_absolute_percentage_error: 12.3054 - 32ms/epoch - 16ms/step\n", "Epoch 112/1000\n", - "2/2 - 0s - loss: 8.6527e-05 - mean_absolute_percentage_error: 26.6546 - val_loss: 0.0179 - val_mean_absolute_percentage_error: 12.7258 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.1103e-04 - mean_absolute_percentage_error: 19.6346 - val_loss: 0.0147 - val_mean_absolute_percentage_error: 11.4453 - 28ms/epoch - 14ms/step\n", "Epoch 113/1000\n", - "2/2 - 0s - loss: 9.3909e-05 - mean_absolute_percentage_error: 25.9846 - val_loss: 0.0189 - val_mean_absolute_percentage_error: 13.6983 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 8.4368e-05 - mean_absolute_percentage_error: 22.6588 - val_loss: 0.0143 - val_mean_absolute_percentage_error: 11.1062 - 28ms/epoch - 14ms/step\n", "Epoch 114/1000\n", - "2/2 - 0s - loss: 9.7449e-05 - mean_absolute_percentage_error: 22.6988 - val_loss: 0.0186 - val_mean_absolute_percentage_error: 13.4845 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 8.8342e-05 - mean_absolute_percentage_error: 24.0089 - val_loss: 0.0157 - val_mean_absolute_percentage_error: 12.6847 - 29ms/epoch - 15ms/step\n", "Epoch 115/1000\n", - "2/2 - 0s - loss: 1.0672e-04 - mean_absolute_percentage_error: 26.2414 - val_loss: 0.0175 - val_mean_absolute_percentage_error: 12.5959 - 59ms/epoch - 30ms/step\n", + "2/2 - 0s - loss: 7.9248e-05 - mean_absolute_percentage_error: 20.6300 - val_loss: 0.0143 - val_mean_absolute_percentage_error: 11.1558 - 30ms/epoch - 15ms/step\n", "Epoch 116/1000\n", - "2/2 - 0s - loss: 8.1863e-05 - mean_absolute_percentage_error: 22.2599 - val_loss: 0.0192 - val_mean_absolute_percentage_error: 14.3360 - 53ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 8.1701e-05 - mean_absolute_percentage_error: 23.6504 - val_loss: 0.0149 - val_mean_absolute_percentage_error: 11.9378 - 27ms/epoch - 13ms/step\n", "Epoch 117/1000\n", - "2/2 - 0s - loss: 9.7475e-05 - mean_absolute_percentage_error: 21.3831 - val_loss: 0.0176 - val_mean_absolute_percentage_error: 12.8483 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 9.4593e-05 - mean_absolute_percentage_error: 20.7100 - val_loss: 0.0146 - val_mean_absolute_percentage_error: 11.6666 - 29ms/epoch - 15ms/step\n", "Epoch 118/1000\n", - "2/2 - 0s - loss: 8.8603e-05 - mean_absolute_percentage_error: 24.5869 - val_loss: 0.0173 - val_mean_absolute_percentage_error: 12.6400 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 7.9394e-05 - mean_absolute_percentage_error: 21.1716 - val_loss: 0.0142 - val_mean_absolute_percentage_error: 11.1969 - 28ms/epoch - 14ms/step\n", "Epoch 119/1000\n", - "2/2 - 0s - loss: 7.9867e-05 - mean_absolute_percentage_error: 25.3476 - val_loss: 0.0186 - val_mean_absolute_percentage_error: 13.9590 - 55ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 7.6406e-05 - mean_absolute_percentage_error: 22.7125 - val_loss: 0.0152 - val_mean_absolute_percentage_error: 12.4358 - 28ms/epoch - 14ms/step\n", "Epoch 120/1000\n", - "2/2 - 0s - loss: 9.3505e-05 - mean_absolute_percentage_error: 21.9444 - val_loss: 0.0170 - val_mean_absolute_percentage_error: 12.5169 - 57ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 7.6893e-05 - mean_absolute_percentage_error: 18.5720 - val_loss: 0.0139 - val_mean_absolute_percentage_error: 10.9051 - 28ms/epoch - 14ms/step\n", "Epoch 121/1000\n", - "2/2 - 0s - loss: 9.2622e-05 - mean_absolute_percentage_error: 26.9945 - val_loss: 0.0166 - val_mean_absolute_percentage_error: 12.1958 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.3356e-05 - mean_absolute_percentage_error: 24.3503 - val_loss: 0.0144 - val_mean_absolute_percentage_error: 11.5805 - 28ms/epoch - 14ms/step\n", "Epoch 122/1000\n", - "2/2 - 0s - loss: 8.3582e-05 - mean_absolute_percentage_error: 25.3051 - val_loss: 0.0185 - val_mean_absolute_percentage_error: 14.1511 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.7604e-05 - mean_absolute_percentage_error: 21.4052 - val_loss: 0.0151 - val_mean_absolute_percentage_error: 12.4737 - 30ms/epoch - 15ms/step\n", "Epoch 123/1000\n", - "2/2 - 0s - loss: 9.5560e-05 - mean_absolute_percentage_error: 21.6343 - val_loss: 0.0165 - val_mean_absolute_percentage_error: 12.2281 - 55ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 8.1593e-05 - mean_absolute_percentage_error: 19.0692 - val_loss: 0.0138 - val_mean_absolute_percentage_error: 10.9193 - 31ms/epoch - 15ms/step\n", "Epoch 124/1000\n", - "2/2 - 0s - loss: 8.3186e-05 - mean_absolute_percentage_error: 24.0781 - val_loss: 0.0167 - val_mean_absolute_percentage_error: 12.5644 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 8.2211e-05 - mean_absolute_percentage_error: 24.5556 - val_loss: 0.0139 - val_mean_absolute_percentage_error: 11.1680 - 29ms/epoch - 15ms/step\n", "Epoch 125/1000\n", - "2/2 - 0s - loss: 7.8001e-05 - mean_absolute_percentage_error: 22.6754 - val_loss: 0.0174 - val_mean_absolute_percentage_error: 13.2904 - 61ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 9.0001e-05 - mean_absolute_percentage_error: 22.6098 - val_loss: 0.0146 - val_mean_absolute_percentage_error: 11.9962 - 31ms/epoch - 16ms/step\n", "Epoch 126/1000\n", - "2/2 - 0s - loss: 8.2370e-05 - mean_absolute_percentage_error: 20.5312 - val_loss: 0.0163 - val_mean_absolute_percentage_error: 12.2402 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 7.4134e-05 - mean_absolute_percentage_error: 19.0746 - val_loss: 0.0135 - val_mean_absolute_percentage_error: 10.6740 - 30ms/epoch - 15ms/step\n", "Epoch 127/1000\n", - "2/2 - 0s - loss: 8.4996e-05 - mean_absolute_percentage_error: 22.6535 - val_loss: 0.0165 - val_mean_absolute_percentage_error: 12.5160 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 7.5842e-05 - mean_absolute_percentage_error: 23.2071 - val_loss: 0.0146 - val_mean_absolute_percentage_error: 12.1425 - 32ms/epoch - 16ms/step\n", "Epoch 128/1000\n", - "2/2 - 0s - loss: 7.9895e-05 - mean_absolute_percentage_error: 21.3505 - val_loss: 0.0161 - val_mean_absolute_percentage_error: 12.2120 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.5420e-05 - mean_absolute_percentage_error: 17.1930 - val_loss: 0.0140 - val_mean_absolute_percentage_error: 11.4279 - 30ms/epoch - 15ms/step\n", "Epoch 129/1000\n", - "2/2 - 0s - loss: 7.1981e-05 - mean_absolute_percentage_error: 20.7579 - val_loss: 0.0169 - val_mean_absolute_percentage_error: 13.1504 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.4089e-05 - mean_absolute_percentage_error: 21.7751 - val_loss: 0.0131 - val_mean_absolute_percentage_error: 10.3694 - 30ms/epoch - 15ms/step\n", "Epoch 130/1000\n", - "2/2 - 0s - loss: 7.9325e-05 - mean_absolute_percentage_error: 17.9095 - val_loss: 0.0158 - val_mean_absolute_percentage_error: 12.0976 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 8.1611e-05 - mean_absolute_percentage_error: 23.0451 - val_loss: 0.0144 - val_mean_absolute_percentage_error: 12.0402 - 31ms/epoch - 15ms/step\n", "Epoch 131/1000\n", - "2/2 - 0s - loss: 1.0497e-04 - mean_absolute_percentage_error: 21.0585 - val_loss: 0.0163 - val_mean_absolute_percentage_error: 12.6575 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 9.1238e-05 - mean_absolute_percentage_error: 18.4108 - val_loss: 0.0139 - val_mean_absolute_percentage_error: 11.3998 - 31ms/epoch - 16ms/step\n", "Epoch 132/1000\n", - "2/2 - 0s - loss: 8.8711e-05 - mean_absolute_percentage_error: 16.4492 - val_loss: 0.0170 - val_mean_absolute_percentage_error: 13.4346 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 1.0913e-04 - mean_absolute_percentage_error: 26.0187 - val_loss: 0.0133 - val_mean_absolute_percentage_error: 10.7355 - 32ms/epoch - 16ms/step\n", "Epoch 133/1000\n", - "2/2 - 0s - loss: 8.3084e-05 - mean_absolute_percentage_error: 18.0072 - val_loss: 0.0145 - val_mean_absolute_percentage_error: 10.8264 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 7.0908e-05 - mean_absolute_percentage_error: 17.8442 - val_loss: 0.0149 - val_mean_absolute_percentage_error: 12.6694 - 32ms/epoch - 16ms/step\n", "Epoch 134/1000\n", - "2/2 - 0s - loss: 9.7349e-05 - mean_absolute_percentage_error: 25.2280 - val_loss: 0.0167 - val_mean_absolute_percentage_error: 13.2571 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 8.6005e-05 - mean_absolute_percentage_error: 16.8174 - val_loss: 0.0128 - val_mean_absolute_percentage_error: 10.1676 - 31ms/epoch - 16ms/step\n", "Epoch 135/1000\n", - "2/2 - 0s - loss: 9.8007e-05 - mean_absolute_percentage_error: 17.0495 - val_loss: 0.0164 - val_mean_absolute_percentage_error: 12.9061 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 9.1690e-05 - mean_absolute_percentage_error: 25.2187 - val_loss: 0.0136 - val_mean_absolute_percentage_error: 11.1467 - 34ms/epoch - 17ms/step\n", "Epoch 136/1000\n", - "2/2 - 0s - loss: 6.4624e-05 - mean_absolute_percentage_error: 19.1691 - val_loss: 0.0144 - val_mean_absolute_percentage_error: 10.8450 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 7.0096e-05 - mean_absolute_percentage_error: 20.6404 - val_loss: 0.0142 - val_mean_absolute_percentage_error: 11.9262 - 36ms/epoch - 18ms/step\n", "Epoch 137/1000\n", - "2/2 - 0s - loss: 9.6625e-05 - mean_absolute_percentage_error: 25.7059 - val_loss: 0.0162 - val_mean_absolute_percentage_error: 12.8144 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 9.1578e-05 - mean_absolute_percentage_error: 18.4753 - val_loss: 0.0128 - val_mean_absolute_percentage_error: 10.2899 - 33ms/epoch - 16ms/step\n", "Epoch 138/1000\n", - "2/2 - 0s - loss: 7.5534e-05 - mean_absolute_percentage_error: 18.8991 - val_loss: 0.0165 - val_mean_absolute_percentage_error: 13.0895 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 7.1084e-05 - mean_absolute_percentage_error: 22.0100 - val_loss: 0.0140 - val_mean_absolute_percentage_error: 11.7469 - 31ms/epoch - 15ms/step\n", "Epoch 139/1000\n", - "2/2 - 0s - loss: 7.9685e-05 - mean_absolute_percentage_error: 19.4737 - val_loss: 0.0145 - val_mean_absolute_percentage_error: 11.0627 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 7.4397e-05 - mean_absolute_percentage_error: 16.7456 - val_loss: 0.0134 - val_mean_absolute_percentage_error: 11.0645 - 30ms/epoch - 15ms/step\n", "Epoch 140/1000\n", - "2/2 - 0s - loss: 9.1740e-05 - mean_absolute_percentage_error: 24.4197 - val_loss: 0.0148 - val_mean_absolute_percentage_error: 11.4605 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.4343e-05 - mean_absolute_percentage_error: 18.7846 - val_loss: 0.0130 - val_mean_absolute_percentage_error: 10.6751 - 31ms/epoch - 15ms/step\n", "Epoch 141/1000\n", - "2/2 - 0s - loss: 6.5534e-05 - mean_absolute_percentage_error: 21.4728 - val_loss: 0.0166 - val_mean_absolute_percentage_error: 13.3342 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.5093e-05 - mean_absolute_percentage_error: 19.5472 - val_loss: 0.0134 - val_mean_absolute_percentage_error: 11.2447 - 30ms/epoch - 15ms/step\n", "Epoch 142/1000\n", - "2/2 - 0s - loss: 1.0193e-04 - mean_absolute_percentage_error: 16.4215 - val_loss: 0.0150 - val_mean_absolute_percentage_error: 11.7380 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 7.0916e-05 - mean_absolute_percentage_error: 17.8165 - val_loss: 0.0133 - val_mean_absolute_percentage_error: 11.0297 - 32ms/epoch - 16ms/step\n", "Epoch 143/1000\n", - "2/2 - 0s - loss: 1.0943e-04 - mean_absolute_percentage_error: 20.7041 - val_loss: 0.0143 - val_mean_absolute_percentage_error: 10.9922 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.2390e-05 - mean_absolute_percentage_error: 21.2543 - val_loss: 0.0127 - val_mean_absolute_percentage_error: 10.3547 - 33ms/epoch - 16ms/step\n", "Epoch 144/1000\n", - "2/2 - 0s - loss: 9.7330e-05 - mean_absolute_percentage_error: 16.3422 - val_loss: 0.0170 - val_mean_absolute_percentage_error: 13.7836 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.9043e-05 - mean_absolute_percentage_error: 21.1891 - val_loss: 0.0136 - val_mean_absolute_percentage_error: 11.4984 - 41ms/epoch - 20ms/step\n", "Epoch 145/1000\n", - "2/2 - 0s - loss: 9.7444e-05 - mean_absolute_percentage_error: 15.2762 - val_loss: 0.0144 - val_mean_absolute_percentage_error: 11.1148 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.8984e-05 - mean_absolute_percentage_error: 19.3314 - val_loss: 0.0129 - val_mean_absolute_percentage_error: 10.7782 - 60ms/epoch - 30ms/step\n", "Epoch 146/1000\n", - "2/2 - 0s - loss: 8.0790e-05 - mean_absolute_percentage_error: 22.1572 - val_loss: 0.0145 - val_mean_absolute_percentage_error: 11.1500 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.3231e-05 - mean_absolute_percentage_error: 22.1953 - val_loss: 0.0126 - val_mean_absolute_percentage_error: 10.4012 - 39ms/epoch - 19ms/step\n", "Epoch 147/1000\n", - "2/2 - 0s - loss: 7.3042e-05 - mean_absolute_percentage_error: 22.3421 - val_loss: 0.0164 - val_mean_absolute_percentage_error: 13.2045 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.4389e-05 - mean_absolute_percentage_error: 21.7514 - val_loss: 0.0132 - val_mean_absolute_percentage_error: 11.3004 - 31ms/epoch - 16ms/step\n", "Epoch 148/1000\n", - "2/2 - 0s - loss: 9.1136e-05 - mean_absolute_percentage_error: 17.9005 - val_loss: 0.0152 - val_mean_absolute_percentage_error: 11.9603 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.8081e-05 - mean_absolute_percentage_error: 17.0136 - val_loss: 0.0127 - val_mean_absolute_percentage_error: 10.7102 - 31ms/epoch - 15ms/step\n", "Epoch 149/1000\n", - "2/2 - 0s - loss: 7.6815e-05 - mean_absolute_percentage_error: 23.8893 - val_loss: 0.0143 - val_mean_absolute_percentage_error: 11.0476 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 6.4335e-05 - mean_absolute_percentage_error: 17.4626 - val_loss: 0.0122 - val_mean_absolute_percentage_error: 10.1178 - 31ms/epoch - 16ms/step\n", "Epoch 150/1000\n", - "2/2 - 0s - loss: 7.1675e-05 - mean_absolute_percentage_error: 23.5750 - val_loss: 0.0160 - val_mean_absolute_percentage_error: 12.8611 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.3099e-05 - mean_absolute_percentage_error: 16.9635 - val_loss: 0.0130 - val_mean_absolute_percentage_error: 11.1482 - 30ms/epoch - 15ms/step\n", "Epoch 151/1000\n", - "2/2 - 0s - loss: 7.9765e-05 - mean_absolute_percentage_error: 18.4928 - val_loss: 0.0154 - val_mean_absolute_percentage_error: 12.2410 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.7077e-05 - mean_absolute_percentage_error: 15.8021 - val_loss: 0.0123 - val_mean_absolute_percentage_error: 10.3735 - 30ms/epoch - 15ms/step\n", "Epoch 152/1000\n", - "2/2 - 0s - loss: 7.9109e-05 - mean_absolute_percentage_error: 19.4273 - val_loss: 0.0141 - val_mean_absolute_percentage_error: 10.9567 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 6.4648e-05 - mean_absolute_percentage_error: 18.5146 - val_loss: 0.0123 - val_mean_absolute_percentage_error: 10.3660 - 28ms/epoch - 14ms/step\n", "Epoch 153/1000\n", - "2/2 - 0s - loss: 7.5504e-05 - mean_absolute_percentage_error: 18.7477 - val_loss: 0.0155 - val_mean_absolute_percentage_error: 12.5290 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.7250e-05 - mean_absolute_percentage_error: 19.2489 - val_loss: 0.0127 - val_mean_absolute_percentage_error: 10.9468 - 27ms/epoch - 14ms/step\n", "Epoch 154/1000\n", - "2/2 - 0s - loss: 7.5516e-05 - mean_absolute_percentage_error: 16.9272 - val_loss: 0.0147 - val_mean_absolute_percentage_error: 11.7159 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 6.1438e-05 - mean_absolute_percentage_error: 19.3302 - val_loss: 0.0119 - val_mean_absolute_percentage_error: 9.9772 - 29ms/epoch - 14ms/step\n", "Epoch 155/1000\n", - "2/2 - 0s - loss: 6.4737e-05 - mean_absolute_percentage_error: 20.7164 - val_loss: 0.0140 - val_mean_absolute_percentage_error: 10.9633 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.5210e-05 - mean_absolute_percentage_error: 19.5615 - val_loss: 0.0126 - val_mean_absolute_percentage_error: 10.8990 - 29ms/epoch - 14ms/step\n", "Epoch 156/1000\n", - "2/2 - 0s - loss: 7.0656e-05 - mean_absolute_percentage_error: 21.4966 - val_loss: 0.0150 - val_mean_absolute_percentage_error: 12.1071 - 65ms/epoch - 32ms/step\n", + "2/2 - 0s - loss: 6.2125e-05 - mean_absolute_percentage_error: 17.6081 - val_loss: 0.0123 - val_mean_absolute_percentage_error: 10.5820 - 29ms/epoch - 15ms/step\n", "Epoch 157/1000\n", - "2/2 - 0s - loss: 6.6334e-05 - mean_absolute_percentage_error: 18.1012 - val_loss: 0.0148 - val_mean_absolute_percentage_error: 11.9866 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.0514e-05 - mean_absolute_percentage_error: 17.9909 - val_loss: 0.0119 - val_mean_absolute_percentage_error: 10.1658 - 28ms/epoch - 14ms/step\n", "Epoch 158/1000\n", - "2/2 - 0s - loss: 6.4219e-05 - mean_absolute_percentage_error: 18.1609 - val_loss: 0.0141 - val_mean_absolute_percentage_error: 11.2958 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.3521e-05 - mean_absolute_percentage_error: 19.5356 - val_loss: 0.0121 - val_mean_absolute_percentage_error: 10.4914 - 29ms/epoch - 15ms/step\n", "Epoch 159/1000\n", - "2/2 - 0s - loss: 6.6002e-05 - mean_absolute_percentage_error: 20.3192 - val_loss: 0.0145 - val_mean_absolute_percentage_error: 11.7187 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 6.6468e-05 - mean_absolute_percentage_error: 17.5882 - val_loss: 0.0122 - val_mean_absolute_percentage_error: 10.6142 - 31ms/epoch - 16ms/step\n", "Epoch 160/1000\n", - "2/2 - 0s - loss: 6.4541e-05 - mean_absolute_percentage_error: 18.6494 - val_loss: 0.0148 - val_mean_absolute_percentage_error: 12.1636 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.7451e-05 - mean_absolute_percentage_error: 18.2804 - val_loss: 0.0114 - val_mean_absolute_percentage_error: 9.6623 - 29ms/epoch - 14ms/step\n", "Epoch 161/1000\n", - "2/2 - 0s - loss: 6.8183e-05 - mean_absolute_percentage_error: 16.8990 - val_loss: 0.0143 - val_mean_absolute_percentage_error: 11.6939 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.5670e-05 - mean_absolute_percentage_error: 20.3624 - val_loss: 0.0124 - val_mean_absolute_percentage_error: 10.9521 - 29ms/epoch - 15ms/step\n", "Epoch 162/1000\n", - "2/2 - 0s - loss: 6.2198e-05 - mean_absolute_percentage_error: 18.0436 - val_loss: 0.0138 - val_mean_absolute_percentage_error: 11.1772 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 7.4476e-05 - mean_absolute_percentage_error: 15.9220 - val_loss: 0.0117 - val_mean_absolute_percentage_error: 10.0898 - 39ms/epoch - 20ms/step\n", "Epoch 163/1000\n", - "2/2 - 0s - loss: 6.4065e-05 - mean_absolute_percentage_error: 17.0059 - val_loss: 0.0138 - val_mean_absolute_percentage_error: 11.3167 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 8.1054e-05 - mean_absolute_percentage_error: 23.2091 - val_loss: 0.0116 - val_mean_absolute_percentage_error: 9.9845 - 33ms/epoch - 16ms/step\n", "Epoch 164/1000\n", - "2/2 - 0s - loss: 6.2117e-05 - mean_absolute_percentage_error: 17.2270 - val_loss: 0.0137 - val_mean_absolute_percentage_error: 11.2295 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.1197e-05 - mean_absolute_percentage_error: 14.7721 - val_loss: 0.0126 - val_mean_absolute_percentage_error: 11.3088 - 31ms/epoch - 15ms/step\n", "Epoch 165/1000\n", - "2/2 - 0s - loss: 6.4721e-05 - mean_absolute_percentage_error: 16.7430 - val_loss: 0.0138 - val_mean_absolute_percentage_error: 11.3773 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 6.9597e-05 - mean_absolute_percentage_error: 13.6441 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.0958 - 33ms/epoch - 17ms/step\n", "Epoch 166/1000\n", - "2/2 - 0s - loss: 5.9349e-05 - mean_absolute_percentage_error: 16.2355 - val_loss: 0.0132 - val_mean_absolute_percentage_error: 10.7509 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 8.2505e-05 - mean_absolute_percentage_error: 20.8150 - val_loss: 0.0121 - val_mean_absolute_percentage_error: 10.7190 - 33ms/epoch - 16ms/step\n", "Epoch 167/1000\n", - "2/2 - 0s - loss: 6.2818e-05 - mean_absolute_percentage_error: 17.2575 - val_loss: 0.0135 - val_mean_absolute_percentage_error: 11.2165 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.8306e-05 - mean_absolute_percentage_error: 13.5519 - val_loss: 0.0120 - val_mean_absolute_percentage_error: 10.5738 - 35ms/epoch - 17ms/step\n", "Epoch 168/1000\n", - "2/2 - 0s - loss: 6.0913e-05 - mean_absolute_percentage_error: 15.1585 - val_loss: 0.0136 - val_mean_absolute_percentage_error: 11.4037 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.5300e-05 - mean_absolute_percentage_error: 15.7191 - val_loss: 0.0111 - val_mean_absolute_percentage_error: 9.3788 - 51ms/epoch - 26ms/step\n", "Epoch 169/1000\n", - "2/2 - 0s - loss: 5.9575e-05 - mean_absolute_percentage_error: 16.4875 - val_loss: 0.0130 - val_mean_absolute_percentage_error: 10.8002 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 6.9997e-05 - mean_absolute_percentage_error: 19.9992 - val_loss: 0.0123 - val_mean_absolute_percentage_error: 10.9257 - 50ms/epoch - 25ms/step\n", "Epoch 170/1000\n", - "2/2 - 0s - loss: 6.0426e-05 - mean_absolute_percentage_error: 16.9758 - val_loss: 0.0133 - val_mean_absolute_percentage_error: 11.1222 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.5845e-05 - mean_absolute_percentage_error: 16.5926 - val_loss: 0.0120 - val_mean_absolute_percentage_error: 10.5939 - 32ms/epoch - 16ms/step\n", "Epoch 171/1000\n", - "2/2 - 0s - loss: 6.0270e-05 - mean_absolute_percentage_error: 15.2227 - val_loss: 0.0132 - val_mean_absolute_percentage_error: 11.1381 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.6217e-05 - mean_absolute_percentage_error: 19.0482 - val_loss: 0.0113 - val_mean_absolute_percentage_error: 9.6103 - 31ms/epoch - 15ms/step\n", "Epoch 172/1000\n", - "2/2 - 0s - loss: 6.1205e-05 - mean_absolute_percentage_error: 14.3293 - val_loss: 0.0128 - val_mean_absolute_percentage_error: 10.6742 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 6.4769e-05 - mean_absolute_percentage_error: 21.8337 - val_loss: 0.0119 - val_mean_absolute_percentage_error: 10.4220 - 30ms/epoch - 15ms/step\n", "Epoch 173/1000\n", - "2/2 - 0s - loss: 5.7866e-05 - mean_absolute_percentage_error: 14.6538 - val_loss: 0.0132 - val_mean_absolute_percentage_error: 11.2997 - 41ms/epoch - 20ms/step\n", + "2/2 - 0s - loss: 5.7044e-05 - mean_absolute_percentage_error: 17.6514 - val_loss: 0.0119 - val_mean_absolute_percentage_error: 10.4814 - 30ms/epoch - 15ms/step\n", "Epoch 174/1000\n", - "2/2 - 0s - loss: 6.1688e-05 - mean_absolute_percentage_error: 12.9774 - val_loss: 0.0128 - val_mean_absolute_percentage_error: 10.8478 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.1385e-05 - mean_absolute_percentage_error: 17.0729 - val_loss: 0.0114 - val_mean_absolute_percentage_error: 9.9538 - 30ms/epoch - 15ms/step\n", "Epoch 175/1000\n", - "2/2 - 0s - loss: 5.8411e-05 - mean_absolute_percentage_error: 15.0825 - val_loss: 0.0123 - val_mean_absolute_percentage_error: 10.2886 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.6790e-05 - mean_absolute_percentage_error: 16.8351 - val_loss: 0.0118 - val_mean_absolute_percentage_error: 10.4624 - 53ms/epoch - 26ms/step\n", "Epoch 176/1000\n", - "2/2 - 0s - loss: 6.2443e-05 - mean_absolute_percentage_error: 16.1132 - val_loss: 0.0128 - val_mean_absolute_percentage_error: 10.8226 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 6.5086e-05 - mean_absolute_percentage_error: 14.7963 - val_loss: 0.0112 - val_mean_absolute_percentage_error: 9.7549 - 39ms/epoch - 20ms/step\n", "Epoch 177/1000\n", - "2/2 - 0s - loss: 5.6424e-05 - mean_absolute_percentage_error: 14.5717 - val_loss: 0.0130 - val_mean_absolute_percentage_error: 11.1496 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.1632e-05 - mean_absolute_percentage_error: 16.7921 - val_loss: 0.0112 - val_mean_absolute_percentage_error: 9.6561 - 28ms/epoch - 14ms/step\n", "Epoch 178/1000\n", - "2/2 - 0s - loss: 5.8203e-05 - mean_absolute_percentage_error: 13.1318 - val_loss: 0.0123 - val_mean_absolute_percentage_error: 10.4556 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.5206e-05 - mean_absolute_percentage_error: 15.2705 - val_loss: 0.0117 - val_mean_absolute_percentage_error: 10.4108 - 28ms/epoch - 14ms/step\n", "Epoch 179/1000\n", - "2/2 - 0s - loss: 6.2723e-05 - mean_absolute_percentage_error: 13.7491 - val_loss: 0.0125 - val_mean_absolute_percentage_error: 10.7236 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 6.9473e-05 - mean_absolute_percentage_error: 16.3066 - val_loss: 0.0112 - val_mean_absolute_percentage_error: 9.7755 - 32ms/epoch - 16ms/step\n", "Epoch 180/1000\n", - "2/2 - 0s - loss: 6.5312e-05 - mean_absolute_percentage_error: 12.9618 - val_loss: 0.0128 - val_mean_absolute_percentage_error: 11.0384 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.5742e-05 - mean_absolute_percentage_error: 17.9135 - val_loss: 0.0117 - val_mean_absolute_percentage_error: 10.4894 - 35ms/epoch - 18ms/step\n", "Epoch 181/1000\n", - "2/2 - 0s - loss: 5.9980e-05 - mean_absolute_percentage_error: 14.7614 - val_loss: 0.0119 - val_mean_absolute_percentage_error: 10.0058 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.8611e-05 - mean_absolute_percentage_error: 16.2230 - val_loss: 0.0110 - val_mean_absolute_percentage_error: 9.5521 - 31ms/epoch - 15ms/step\n", "Epoch 182/1000\n", - "2/2 - 0s - loss: 6.3780e-05 - mean_absolute_percentage_error: 15.2275 - val_loss: 0.0127 - val_mean_absolute_percentage_error: 11.0043 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.7410e-05 - mean_absolute_percentage_error: 18.9392 - val_loss: 0.0115 - val_mean_absolute_percentage_error: 10.3266 - 33ms/epoch - 16ms/step\n", "Epoch 183/1000\n", - "2/2 - 0s - loss: 5.9072e-05 - mean_absolute_percentage_error: 12.2882 - val_loss: 0.0121 - val_mean_absolute_percentage_error: 10.3062 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.8894e-05 - mean_absolute_percentage_error: 16.1400 - val_loss: 0.0112 - val_mean_absolute_percentage_error: 9.8882 - 38ms/epoch - 19ms/step\n", "Epoch 184/1000\n", - "2/2 - 0s - loss: 5.8509e-05 - mean_absolute_percentage_error: 14.0551 - val_loss: 0.0120 - val_mean_absolute_percentage_error: 10.2462 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.5037e-05 - mean_absolute_percentage_error: 18.0356 - val_loss: 0.0110 - val_mean_absolute_percentage_error: 9.5797 - 33ms/epoch - 17ms/step\n", "Epoch 185/1000\n", - "2/2 - 0s - loss: 5.4689e-05 - mean_absolute_percentage_error: 13.6228 - val_loss: 0.0128 - val_mean_absolute_percentage_error: 11.1904 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.9712e-05 - mean_absolute_percentage_error: 18.7685 - val_loss: 0.0113 - val_mean_absolute_percentage_error: 10.0426 - 32ms/epoch - 16ms/step\n", "Epoch 186/1000\n", - "2/2 - 0s - loss: 5.9933e-05 - mean_absolute_percentage_error: 12.1936 - val_loss: 0.0121 - val_mean_absolute_percentage_error: 10.3509 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.3930e-05 - mean_absolute_percentage_error: 15.7954 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.4435 - 33ms/epoch - 17ms/step\n", "Epoch 187/1000\n", - "2/2 - 0s - loss: 5.8169e-05 - mean_absolute_percentage_error: 13.4265 - val_loss: 0.0122 - val_mean_absolute_percentage_error: 10.5270 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.6184e-05 - mean_absolute_percentage_error: 17.4478 - val_loss: 0.0112 - val_mean_absolute_percentage_error: 10.0714 - 31ms/epoch - 15ms/step\n", "Epoch 188/1000\n", - "2/2 - 0s - loss: 5.8576e-05 - mean_absolute_percentage_error: 11.5133 - val_loss: 0.0125 - val_mean_absolute_percentage_error: 10.9161 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 5.5489e-05 - mean_absolute_percentage_error: 15.4248 - val_loss: 0.0111 - val_mean_absolute_percentage_error: 9.9221 - 31ms/epoch - 16ms/step\n", "Epoch 189/1000\n", - "2/2 - 0s - loss: 5.3555e-05 - mean_absolute_percentage_error: 13.3733 - val_loss: 0.0116 - val_mean_absolute_percentage_error: 9.8634 - 57ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 5.3856e-05 - mean_absolute_percentage_error: 15.2400 - val_loss: 0.0107 - val_mean_absolute_percentage_error: 9.4353 - 34ms/epoch - 17ms/step\n", "Epoch 190/1000\n", - "2/2 - 0s - loss: 7.3798e-05 - mean_absolute_percentage_error: 15.9170 - val_loss: 0.0125 - val_mean_absolute_percentage_error: 10.9800 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.4900e-05 - mean_absolute_percentage_error: 17.0194 - val_loss: 0.0109 - val_mean_absolute_percentage_error: 9.7469 - 36ms/epoch - 18ms/step\n", "Epoch 191/1000\n", - "2/2 - 0s - loss: 6.0404e-05 - mean_absolute_percentage_error: 10.9167 - val_loss: 0.0131 - val_mean_absolute_percentage_error: 11.6778 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.3537e-05 - mean_absolute_percentage_error: 16.0777 - val_loss: 0.0110 - val_mean_absolute_percentage_error: 9.8412 - 34ms/epoch - 17ms/step\n", "Epoch 192/1000\n", - "2/2 - 0s - loss: 5.9561e-05 - mean_absolute_percentage_error: 11.1229 - val_loss: 0.0113 - val_mean_absolute_percentage_error: 9.4611 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.3413e-05 - mean_absolute_percentage_error: 18.0902 - val_loss: 0.0107 - val_mean_absolute_percentage_error: 9.5820 - 28ms/epoch - 14ms/step\n", "Epoch 193/1000\n", - "2/2 - 0s - loss: 8.1044e-05 - mean_absolute_percentage_error: 17.7687 - val_loss: 0.0123 - val_mean_absolute_percentage_error: 10.7052 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.7363e-05 - mean_absolute_percentage_error: 18.1514 - val_loss: 0.0112 - val_mean_absolute_percentage_error: 10.2473 - 27ms/epoch - 14ms/step\n", "Epoch 194/1000\n", - "2/2 - 0s - loss: 6.0868e-05 - mean_absolute_percentage_error: 14.0054 - val_loss: 0.0133 - val_mean_absolute_percentage_error: 11.8441 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.9825e-05 - mean_absolute_percentage_error: 15.2719 - val_loss: 0.0107 - val_mean_absolute_percentage_error: 9.6588 - 30ms/epoch - 15ms/step\n", "Epoch 195/1000\n", - "2/2 - 0s - loss: 6.2322e-05 - mean_absolute_percentage_error: 14.8192 - val_loss: 0.0114 - val_mean_absolute_percentage_error: 9.5130 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.2988e-05 - mean_absolute_percentage_error: 16.4618 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.0464 - 34ms/epoch - 17ms/step\n", "Epoch 196/1000\n", - "2/2 - 0s - loss: 7.6480e-05 - mean_absolute_percentage_error: 18.3968 - val_loss: 0.0123 - val_mean_absolute_percentage_error: 10.7165 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.9343e-05 - mean_absolute_percentage_error: 18.8791 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.8455 - 33ms/epoch - 17ms/step\n", "Epoch 197/1000\n", - "2/2 - 0s - loss: 7.8976e-05 - mean_absolute_percentage_error: 14.1932 - val_loss: 0.0129 - val_mean_absolute_percentage_error: 11.3537 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.3368e-05 - mean_absolute_percentage_error: 15.3504 - val_loss: 0.0106 - val_mean_absolute_percentage_error: 9.6305 - 32ms/epoch - 16ms/step\n", "Epoch 198/1000\n", - "2/2 - 0s - loss: 5.4554e-05 - mean_absolute_percentage_error: 12.4320 - val_loss: 0.0112 - val_mean_absolute_percentage_error: 9.2893 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.1950e-05 - mean_absolute_percentage_error: 16.1745 - val_loss: 0.0104 - val_mean_absolute_percentage_error: 9.2867 - 30ms/epoch - 15ms/step\n", "Epoch 199/1000\n", - "2/2 - 0s - loss: 7.3771e-05 - mean_absolute_percentage_error: 17.4082 - val_loss: 0.0127 - val_mean_absolute_percentage_error: 11.1416 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.3700e-05 - mean_absolute_percentage_error: 16.3318 - val_loss: 0.0105 - val_mean_absolute_percentage_error: 9.5728 - 29ms/epoch - 14ms/step\n", "Epoch 200/1000\n", - "2/2 - 0s - loss: 6.5808e-05 - mean_absolute_percentage_error: 12.3572 - val_loss: 0.0131 - val_mean_absolute_percentage_error: 11.5667 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.1944e-05 - mean_absolute_percentage_error: 14.5978 - val_loss: 0.0103 - val_mean_absolute_percentage_error: 9.2042 - 30ms/epoch - 15ms/step\n", "Epoch 201/1000\n", - "2/2 - 0s - loss: 7.8893e-05 - mean_absolute_percentage_error: 11.4722 - val_loss: 0.0112 - val_mean_absolute_percentage_error: 9.2566 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.7164e-05 - mean_absolute_percentage_error: 18.3522 - val_loss: 0.0107 - val_mean_absolute_percentage_error: 9.8217 - 33ms/epoch - 16ms/step\n", "Epoch 202/1000\n", - "2/2 - 0s - loss: 6.9914e-05 - mean_absolute_percentage_error: 16.9854 - val_loss: 0.0128 - val_mean_absolute_percentage_error: 11.1962 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.4083e-05 - mean_absolute_percentage_error: 16.2891 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.9364 - 30ms/epoch - 15ms/step\n", "Epoch 203/1000\n", - "2/2 - 0s - loss: 6.2240e-05 - mean_absolute_percentage_error: 11.4547 - val_loss: 0.0127 - val_mean_absolute_percentage_error: 11.0522 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.3298e-05 - mean_absolute_percentage_error: 15.3023 - val_loss: 0.0101 - val_mean_absolute_percentage_error: 9.0088 - 35ms/epoch - 18ms/step\n", "Epoch 204/1000\n", - "2/2 - 0s - loss: 5.8477e-05 - mean_absolute_percentage_error: 12.8845 - val_loss: 0.0117 - val_mean_absolute_percentage_error: 9.8270 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.8002e-05 - mean_absolute_percentage_error: 17.7541 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.1707 - 37ms/epoch - 18ms/step\n", "Epoch 205/1000\n", - "2/2 - 0s - loss: 5.9347e-05 - mean_absolute_percentage_error: 16.2668 - val_loss: 0.0128 - val_mean_absolute_percentage_error: 11.1615 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.4090e-05 - mean_absolute_percentage_error: 14.4085 - val_loss: 0.0103 - val_mean_absolute_percentage_error: 9.4183 - 34ms/epoch - 17ms/step\n", "Epoch 206/1000\n", - "2/2 - 0s - loss: 5.6018e-05 - mean_absolute_percentage_error: 14.2032 - val_loss: 0.0124 - val_mean_absolute_percentage_error: 10.6824 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.0560e-05 - mean_absolute_percentage_error: 15.4352 - val_loss: 0.0101 - val_mean_absolute_percentage_error: 9.1885 - 31ms/epoch - 16ms/step\n", "Epoch 207/1000\n", - "2/2 - 0s - loss: 5.1645e-05 - mean_absolute_percentage_error: 14.9573 - val_loss: 0.0120 - val_mean_absolute_percentage_error: 10.2497 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.3545e-05 - mean_absolute_percentage_error: 15.9420 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.2514 - 32ms/epoch - 16ms/step\n", "Epoch 208/1000\n", - "2/2 - 0s - loss: 5.7257e-05 - mean_absolute_percentage_error: 17.0460 - val_loss: 0.0122 - val_mean_absolute_percentage_error: 10.5633 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.1739e-05 - mean_absolute_percentage_error: 16.4642 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.3603 - 30ms/epoch - 15ms/step\n", "Epoch 209/1000\n", - "2/2 - 0s - loss: 5.8657e-05 - mean_absolute_percentage_error: 15.0262 - val_loss: 0.0125 - val_mean_absolute_percentage_error: 10.9824 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.0139e-05 - mean_absolute_percentage_error: 15.3154 - val_loss: 0.0104 - val_mean_absolute_percentage_error: 9.6402 - 29ms/epoch - 14ms/step\n", "Epoch 210/1000\n", - "2/2 - 0s - loss: 5.1470e-05 - mean_absolute_percentage_error: 14.4691 - val_loss: 0.0115 - val_mean_absolute_percentage_error: 9.7478 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.1806e-05 - mean_absolute_percentage_error: 14.7754 - val_loss: 0.0101 - val_mean_absolute_percentage_error: 9.2116 - 26ms/epoch - 13ms/step\n", "Epoch 211/1000\n", - "2/2 - 0s - loss: 5.7312e-05 - mean_absolute_percentage_error: 14.5926 - val_loss: 0.0120 - val_mean_absolute_percentage_error: 10.4753 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.2296e-05 - mean_absolute_percentage_error: 14.5623 - val_loss: 0.0101 - val_mean_absolute_percentage_error: 9.2115 - 29ms/epoch - 15ms/step\n", "Epoch 212/1000\n", - "2/2 - 0s - loss: 6.6444e-05 - mean_absolute_percentage_error: 12.3447 - val_loss: 0.0122 - val_mean_absolute_percentage_error: 10.7152 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.3233e-05 - mean_absolute_percentage_error: 17.3325 - val_loss: 0.0103 - val_mean_absolute_percentage_error: 9.5027 - 28ms/epoch - 14ms/step\n", "Epoch 213/1000\n", - "2/2 - 0s - loss: 5.4628e-05 - mean_absolute_percentage_error: 13.2838 - val_loss: 0.0111 - val_mean_absolute_percentage_error: 9.4477 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.5717e-05 - mean_absolute_percentage_error: 15.4158 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.1499 - 29ms/epoch - 15ms/step\n", "Epoch 214/1000\n", - "2/2 - 0s - loss: 5.9775e-05 - mean_absolute_percentage_error: 13.8356 - val_loss: 0.0121 - val_mean_absolute_percentage_error: 10.7138 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.3200e-05 - mean_absolute_percentage_error: 16.3423 - val_loss: 0.0099 - val_mean_absolute_percentage_error: 9.0233 - 30ms/epoch - 15ms/step\n", "Epoch 215/1000\n", - "2/2 - 0s - loss: 5.2443e-05 - mean_absolute_percentage_error: 11.5549 - val_loss: 0.0117 - val_mean_absolute_percentage_error: 10.2930 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.2673e-05 - mean_absolute_percentage_error: 16.6872 - val_loss: 0.0104 - val_mean_absolute_percentage_error: 9.6801 - 28ms/epoch - 14ms/step\n", "Epoch 216/1000\n", - "2/2 - 0s - loss: 4.9016e-05 - mean_absolute_percentage_error: 12.3099 - val_loss: 0.0114 - val_mean_absolute_percentage_error: 9.8668 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.0690e-05 - mean_absolute_percentage_error: 14.6146 - val_loss: 0.0097 - val_mean_absolute_percentage_error: 8.8237 - 28ms/epoch - 14ms/step\n", "Epoch 217/1000\n", - "2/2 - 0s - loss: 5.0771e-05 - mean_absolute_percentage_error: 13.2628 - val_loss: 0.0118 - val_mean_absolute_percentage_error: 10.3838 - 55ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 5.4540e-05 - mean_absolute_percentage_error: 17.8960 - val_loss: 0.0101 - val_mean_absolute_percentage_error: 9.3846 - 31ms/epoch - 16ms/step\n", "Epoch 218/1000\n", - "2/2 - 0s - loss: 4.9915e-05 - mean_absolute_percentage_error: 12.1190 - val_loss: 0.0117 - val_mean_absolute_percentage_error: 10.4161 - 55ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 4.9285e-05 - mean_absolute_percentage_error: 14.9868 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 8.9873 - 28ms/epoch - 14ms/step\n", "Epoch 219/1000\n", - "2/2 - 0s - loss: 5.6434e-05 - mean_absolute_percentage_error: 14.2805 - val_loss: 0.0115 - val_mean_absolute_percentage_error: 10.1526 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 5.7489e-05 - mean_absolute_percentage_error: 15.9710 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.5823 - 27ms/epoch - 14ms/step\n", "Epoch 220/1000\n", - "2/2 - 0s - loss: 6.0378e-05 - mean_absolute_percentage_error: 12.8935 - val_loss: 0.0118 - val_mean_absolute_percentage_error: 10.5243 - 57ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 5.7823e-05 - mean_absolute_percentage_error: 13.3943 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.0116 - 29ms/epoch - 15ms/step\n", "Epoch 221/1000\n", - "2/2 - 0s - loss: 5.8396e-05 - mean_absolute_percentage_error: 11.9539 - val_loss: 0.0110 - val_mean_absolute_percentage_error: 9.5202 - 53ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 5.2719e-05 - mean_absolute_percentage_error: 14.9298 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 8.9771 - 29ms/epoch - 14ms/step\n", "Epoch 222/1000\n", - "2/2 - 0s - loss: 5.0658e-05 - mean_absolute_percentage_error: 12.3062 - val_loss: 0.0118 - val_mean_absolute_percentage_error: 10.6880 - 70ms/epoch - 35ms/step\n", + "2/2 - 0s - loss: 5.4033e-05 - mean_absolute_percentage_error: 15.8068 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.2227 - 33ms/epoch - 16ms/step\n", "Epoch 223/1000\n", - "2/2 - 0s - loss: 5.4538e-05 - mean_absolute_percentage_error: 10.3582 - val_loss: 0.0113 - val_mean_absolute_percentage_error: 10.0683 - 64ms/epoch - 32ms/step\n", + "2/2 - 0s - loss: 4.8996e-05 - mean_absolute_percentage_error: 16.5776 - val_loss: 0.0097 - val_mean_absolute_percentage_error: 8.8710 - 30ms/epoch - 15ms/step\n", "Epoch 224/1000\n", - "2/2 - 0s - loss: 4.7585e-05 - mean_absolute_percentage_error: 12.5586 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.3647 - 53ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 4.8944e-05 - mean_absolute_percentage_error: 16.4802 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.5729 - 40ms/epoch - 20ms/step\n", "Epoch 225/1000\n", - "2/2 - 0s - loss: 5.5218e-05 - mean_absolute_percentage_error: 11.1152 - val_loss: 0.0114 - val_mean_absolute_percentage_error: 10.2868 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 5.1098e-05 - mean_absolute_percentage_error: 13.5649 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 8.7248 - 35ms/epoch - 18ms/step\n", "Epoch 226/1000\n", - "2/2 - 0s - loss: 4.9527e-05 - mean_absolute_percentage_error: 10.0826 - val_loss: 0.0111 - val_mean_absolute_percentage_error: 9.8456 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 5.6156e-05 - mean_absolute_percentage_error: 17.3837 - val_loss: 0.0101 - val_mean_absolute_percentage_error: 9.5368 - 29ms/epoch - 14ms/step\n", "Epoch 227/1000\n", - "2/2 - 0s - loss: 5.1472e-05 - mean_absolute_percentage_error: 11.1670 - val_loss: 0.0109 - val_mean_absolute_percentage_error: 9.6792 - 58ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 5.1868e-05 - mean_absolute_percentage_error: 14.1378 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.3530 - 27ms/epoch - 13ms/step\n", "Epoch 228/1000\n", - "2/2 - 0s - loss: 5.3018e-05 - mean_absolute_percentage_error: 11.7593 - val_loss: 0.0115 - val_mean_absolute_percentage_error: 10.3972 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 6.3453e-05 - mean_absolute_percentage_error: 20.4228 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.1096 - 28ms/epoch - 14ms/step\n", "Epoch 229/1000\n", - "2/2 - 0s - loss: 4.7986e-05 - mean_absolute_percentage_error: 11.4520 - val_loss: 0.0107 - val_mean_absolute_percentage_error: 9.4071 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.7936e-05 - mean_absolute_percentage_error: 16.3874 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.6532 - 28ms/epoch - 14ms/step\n", "Epoch 230/1000\n", - "2/2 - 0s - loss: 5.4292e-05 - mean_absolute_percentage_error: 12.8827 - val_loss: 0.0112 - val_mean_absolute_percentage_error: 10.1533 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.6722e-05 - mean_absolute_percentage_error: 13.6697 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 8.6252 - 30ms/epoch - 15ms/step\n", "Epoch 231/1000\n", - "2/2 - 0s - loss: 7.0393e-05 - mean_absolute_percentage_error: 8.4377 - val_loss: 0.0114 - val_mean_absolute_percentage_error: 10.3989 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.9646e-05 - mean_absolute_percentage_error: 15.7443 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.4847 - 28ms/epoch - 14ms/step\n", "Epoch 232/1000\n", - "2/2 - 0s - loss: 7.0345e-05 - mean_absolute_percentage_error: 10.9512 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 8.8636 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 5.5375e-05 - mean_absolute_percentage_error: 12.4726 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 8.4599 - 29ms/epoch - 15ms/step\n", "Epoch 233/1000\n", - "2/2 - 0s - loss: 5.2865e-05 - mean_absolute_percentage_error: 12.0075 - val_loss: 0.0120 - val_mean_absolute_percentage_error: 11.1620 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.8345e-05 - mean_absolute_percentage_error: 17.3645 - val_loss: 0.0097 - val_mean_absolute_percentage_error: 8.9957 - 28ms/epoch - 14ms/step\n", "Epoch 234/1000\n", - "2/2 - 0s - loss: 7.8694e-05 - mean_absolute_percentage_error: 9.0300 - val_loss: 0.0109 - val_mean_absolute_percentage_error: 9.7613 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.6806e-05 - mean_absolute_percentage_error: 16.5011 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.3822 - 29ms/epoch - 14ms/step\n", "Epoch 235/1000\n", - "2/2 - 0s - loss: 5.1656e-05 - mean_absolute_percentage_error: 11.6818 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 8.6784 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.7899e-05 - mean_absolute_percentage_error: 16.8997 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 8.8146 - 28ms/epoch - 14ms/step\n", "Epoch 236/1000\n", - "2/2 - 0s - loss: 6.2717e-05 - mean_absolute_percentage_error: 14.2222 - val_loss: 0.0119 - val_mean_absolute_percentage_error: 11.0082 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.5539e-05 - mean_absolute_percentage_error: 18.5770 - val_loss: 0.0101 - val_mean_absolute_percentage_error: 9.6967 - 29ms/epoch - 15ms/step\n", "Epoch 237/1000\n", - "2/2 - 0s - loss: 6.2076e-05 - mean_absolute_percentage_error: 8.9603 - val_loss: 0.0110 - val_mean_absolute_percentage_error: 9.8748 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 7.6283e-05 - mean_absolute_percentage_error: 13.8644 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.4452 - 29ms/epoch - 14ms/step\n", "Epoch 238/1000\n", - "2/2 - 0s - loss: 4.4346e-05 - mean_absolute_percentage_error: 10.4561 - val_loss: 0.0104 - val_mean_absolute_percentage_error: 9.0773 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 7.6549e-05 - mean_absolute_percentage_error: 22.1664 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 8.8517 - 31ms/epoch - 15ms/step\n", "Epoch 239/1000\n", - "2/2 - 0s - loss: 5.2879e-05 - mean_absolute_percentage_error: 11.8229 - val_loss: 0.0112 - val_mean_absolute_percentage_error: 10.1179 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 6.2945e-05 - mean_absolute_percentage_error: 10.4508 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.2598 - 28ms/epoch - 14ms/step\n", "Epoch 240/1000\n", - "2/2 - 0s - loss: 5.4633e-05 - mean_absolute_percentage_error: 9.2944 - val_loss: 0.0111 - val_mean_absolute_percentage_error: 10.0613 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 4.9356e-05 - mean_absolute_percentage_error: 12.2601 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.2337 - 29ms/epoch - 15ms/step\n", "Epoch 241/1000\n", - "2/2 - 0s - loss: 6.6839e-05 - mean_absolute_percentage_error: 13.3563 - val_loss: 0.0106 - val_mean_absolute_percentage_error: 9.3710 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.0260e-05 - mean_absolute_percentage_error: 13.3799 - val_loss: 0.0104 - val_mean_absolute_percentage_error: 10.0443 - 28ms/epoch - 14ms/step\n", "Epoch 242/1000\n", - "2/2 - 0s - loss: 4.2799e-05 - mean_absolute_percentage_error: 11.4282 - val_loss: 0.0118 - val_mean_absolute_percentage_error: 10.9156 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.4160e-05 - mean_absolute_percentage_error: 16.2762 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 8.6046 - 31ms/epoch - 15ms/step\n", "Epoch 243/1000\n", - "2/2 - 0s - loss: 6.5812e-05 - mean_absolute_percentage_error: 8.6145 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.6607 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.2670e-05 - mean_absolute_percentage_error: 19.6835 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.5834 - 33ms/epoch - 17ms/step\n", "Epoch 244/1000\n", - "2/2 - 0s - loss: 6.0251e-05 - mean_absolute_percentage_error: 11.3308 - val_loss: 0.0103 - val_mean_absolute_percentage_error: 8.9971 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.1174e-05 - mean_absolute_percentage_error: 17.2036 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.1098 - 30ms/epoch - 15ms/step\n", "Epoch 245/1000\n", - "2/2 - 0s - loss: 5.2273e-05 - mean_absolute_percentage_error: 10.3668 - val_loss: 0.0119 - val_mean_absolute_percentage_error: 11.1398 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.1446e-05 - mean_absolute_percentage_error: 20.0777 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.0784 - 35ms/epoch - 17ms/step\n", "Epoch 246/1000\n", - "2/2 - 0s - loss: 6.3083e-05 - mean_absolute_percentage_error: 8.7361 - val_loss: 0.0107 - val_mean_absolute_percentage_error: 9.5341 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.4410e-05 - mean_absolute_percentage_error: 18.0169 - val_loss: 0.0099 - val_mean_absolute_percentage_error: 9.3179 - 29ms/epoch - 14ms/step\n", "Epoch 247/1000\n", - "2/2 - 0s - loss: 6.4888e-05 - mean_absolute_percentage_error: 12.5534 - val_loss: 0.0103 - val_mean_absolute_percentage_error: 9.0981 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.2361e-05 - mean_absolute_percentage_error: 21.1211 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 8.8702 - 52ms/epoch - 26ms/step\n", "Epoch 248/1000\n", - "2/2 - 0s - loss: 6.2743e-05 - mean_absolute_percentage_error: 9.8641 - val_loss: 0.0118 - val_mean_absolute_percentage_error: 11.0252 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.1168e-05 - mean_absolute_percentage_error: 13.9977 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.4331 - 34ms/epoch - 17ms/step\n", "Epoch 249/1000\n", - "2/2 - 0s - loss: 6.3650e-05 - mean_absolute_percentage_error: 9.2352 - val_loss: 0.0105 - val_mean_absolute_percentage_error: 9.2523 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.6036e-05 - mean_absolute_percentage_error: 13.9974 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.2835 - 31ms/epoch - 16ms/step\n", "Epoch 250/1000\n", - "2/2 - 0s - loss: 4.9310e-05 - mean_absolute_percentage_error: 12.4337 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.7546 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.7596e-05 - mean_absolute_percentage_error: 18.1588 - val_loss: 0.0099 - val_mean_absolute_percentage_error: 9.4627 - 34ms/epoch - 17ms/step\n", "Epoch 251/1000\n", - "2/2 - 0s - loss: 4.4319e-05 - mean_absolute_percentage_error: 10.7295 - val_loss: 0.0111 - val_mean_absolute_percentage_error: 10.0874 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.3097e-05 - mean_absolute_percentage_error: 13.9846 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.3757 - 31ms/epoch - 15ms/step\n", "Epoch 252/1000\n", - "2/2 - 0s - loss: 4.6987e-05 - mean_absolute_percentage_error: 10.3974 - val_loss: 0.0109 - val_mean_absolute_percentage_error: 9.8407 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.9072e-05 - mean_absolute_percentage_error: 19.6343 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.2795 - 34ms/epoch - 17ms/step\n", "Epoch 253/1000\n", - "2/2 - 0s - loss: 4.4856e-05 - mean_absolute_percentage_error: 10.1983 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.7605 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.5620e-05 - mean_absolute_percentage_error: 14.1587 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.0090 - 33ms/epoch - 17ms/step\n", "Epoch 254/1000\n", - "2/2 - 0s - loss: 4.3956e-05 - mean_absolute_percentage_error: 10.3298 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.7961 - 89ms/epoch - 45ms/step\n", + "2/2 - 0s - loss: 5.3115e-05 - mean_absolute_percentage_error: 17.0228 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.5527 - 32ms/epoch - 16ms/step\n", "Epoch 255/1000\n", - "2/2 - 0s - loss: 4.4546e-05 - mean_absolute_percentage_error: 10.4482 - val_loss: 0.0106 - val_mean_absolute_percentage_error: 9.6439 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.4254e-05 - mean_absolute_percentage_error: 15.3249 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.7195 - 28ms/epoch - 14ms/step\n", "Epoch 256/1000\n", - "2/2 - 0s - loss: 4.4634e-05 - mean_absolute_percentage_error: 10.7146 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.8936 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 5.8206e-05 - mean_absolute_percentage_error: 13.3348 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.3107 - 30ms/epoch - 15ms/step\n", "Epoch 257/1000\n", - "2/2 - 0s - loss: 4.4191e-05 - mean_absolute_percentage_error: 10.3744 - val_loss: 0.0108 - val_mean_absolute_percentage_error: 9.8906 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.0352e-05 - mean_absolute_percentage_error: 15.8445 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.3662 - 32ms/epoch - 16ms/step\n", "Epoch 258/1000\n", - "2/2 - 0s - loss: 4.6415e-05 - mean_absolute_percentage_error: 11.3467 - val_loss: 0.0104 - val_mean_absolute_percentage_error: 9.4779 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.0755e-05 - mean_absolute_percentage_error: 13.5188 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.4458 - 30ms/epoch - 15ms/step\n", "Epoch 259/1000\n", - "2/2 - 0s - loss: 4.3109e-05 - mean_absolute_percentage_error: 10.6015 - val_loss: 0.0106 - val_mean_absolute_percentage_error: 9.7915 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.9430e-05 - mean_absolute_percentage_error: 16.7786 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 8.8794 - 34ms/epoch - 17ms/step\n", "Epoch 260/1000\n", - "2/2 - 0s - loss: 4.3798e-05 - mean_absolute_percentage_error: 9.8522 - val_loss: 0.0104 - val_mean_absolute_percentage_error: 9.5005 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.2722e-05 - mean_absolute_percentage_error: 15.5537 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 8.7628 - 30ms/epoch - 15ms/step\n", "Epoch 261/1000\n", - "2/2 - 0s - loss: 4.2958e-05 - mean_absolute_percentage_error: 9.2304 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.2942 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.4374e-05 - mean_absolute_percentage_error: 20.0797 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 8.8153 - 30ms/epoch - 15ms/step\n", "Epoch 262/1000\n", - "2/2 - 0s - loss: 4.3801e-05 - mean_absolute_percentage_error: 10.2250 - val_loss: 0.0103 - val_mean_absolute_percentage_error: 9.4815 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.4695e-05 - mean_absolute_percentage_error: 16.1186 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.4879 - 33ms/epoch - 17ms/step\n", "Epoch 263/1000\n", - "2/2 - 0s - loss: 4.3577e-05 - mean_absolute_percentage_error: 9.3789 - val_loss: 0.0104 - val_mean_absolute_percentage_error: 9.6056 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.8708e-05 - mean_absolute_percentage_error: 15.8438 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.1892 - 33ms/epoch - 16ms/step\n", "Epoch 264/1000\n", - "2/2 - 0s - loss: 4.2174e-05 - mean_absolute_percentage_error: 9.0757 - val_loss: 0.0099 - val_mean_absolute_percentage_error: 9.0759 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.3116e-05 - mean_absolute_percentage_error: 19.6680 - val_loss: 0.0097 - val_mean_absolute_percentage_error: 9.3671 - 32ms/epoch - 16ms/step\n", "Epoch 265/1000\n", - "2/2 - 0s - loss: 4.5258e-05 - mean_absolute_percentage_error: 9.0611 - val_loss: 0.0101 - val_mean_absolute_percentage_error: 9.3178 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.1366e-05 - mean_absolute_percentage_error: 13.9093 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.3975 - 31ms/epoch - 16ms/step\n", "Epoch 266/1000\n", - "2/2 - 0s - loss: 4.3380e-05 - mean_absolute_percentage_error: 8.5961 - val_loss: 0.0101 - val_mean_absolute_percentage_error: 9.3000 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.3871e-05 - mean_absolute_percentage_error: 16.4510 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 9.0589 - 36ms/epoch - 18ms/step\n", "Epoch 267/1000\n", - "2/2 - 0s - loss: 4.1979e-05 - mean_absolute_percentage_error: 9.1987 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.1967 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.1915e-05 - mean_absolute_percentage_error: 12.8389 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.6973 - 39ms/epoch - 19ms/step\n", "Epoch 268/1000\n", - "2/2 - 0s - loss: 4.3144e-05 - mean_absolute_percentage_error: 9.5003 - val_loss: 0.0103 - val_mean_absolute_percentage_error: 9.6072 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 4.4354e-05 - mean_absolute_percentage_error: 14.5372 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.3345 - 38ms/epoch - 19ms/step\n", "Epoch 269/1000\n", - "2/2 - 0s - loss: 4.3177e-05 - mean_absolute_percentage_error: 8.4316 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.5686 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.1112e-05 - mean_absolute_percentage_error: 16.3166 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.2731 - 33ms/epoch - 16ms/step\n", "Epoch 270/1000\n", - "2/2 - 0s - loss: 4.1774e-05 - mean_absolute_percentage_error: 8.9476 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.0310 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 5.3408e-05 - mean_absolute_percentage_error: 19.8539 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.5501 - 34ms/epoch - 17ms/step\n", "Epoch 271/1000\n", - "2/2 - 0s - loss: 4.2743e-05 - mean_absolute_percentage_error: 10.3714 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.4081 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.4097e-05 - mean_absolute_percentage_error: 16.4549 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 9.2254 - 31ms/epoch - 15ms/step\n", "Epoch 272/1000\n", - "2/2 - 0s - loss: 4.1615e-05 - mean_absolute_percentage_error: 9.1223 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.3980 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.4387e-05 - mean_absolute_percentage_error: 17.4700 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.6951 - 30ms/epoch - 15ms/step\n", "Epoch 273/1000\n", - "2/2 - 0s - loss: 4.2154e-05 - mean_absolute_percentage_error: 8.5982 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.1645 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.9958e-05 - mean_absolute_percentage_error: 15.6345 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.4050 - 30ms/epoch - 15ms/step\n", "Epoch 274/1000\n", - "2/2 - 0s - loss: 4.1826e-05 - mean_absolute_percentage_error: 8.6153 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 8.8925 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.7736e-05 - mean_absolute_percentage_error: 17.4522 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.6141 - 32ms/epoch - 16ms/step\n", "Epoch 275/1000\n", - "2/2 - 0s - loss: 4.4337e-05 - mean_absolute_percentage_error: 9.3221 - val_loss: 0.0099 - val_mean_absolute_percentage_error: 9.2597 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.3251e-05 - mean_absolute_percentage_error: 13.9981 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.8948 - 30ms/epoch - 15ms/step\n", "Epoch 276/1000\n", - "2/2 - 0s - loss: 4.1955e-05 - mean_absolute_percentage_error: 7.7833 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.4617 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.3953e-05 - mean_absolute_percentage_error: 15.1685 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.1858 - 32ms/epoch - 16ms/step\n", "Epoch 277/1000\n", - "2/2 - 0s - loss: 5.7230e-05 - mean_absolute_percentage_error: 7.5961 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 8.9822 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.5717e-05 - mean_absolute_percentage_error: 15.4584 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 9.1310 - 30ms/epoch - 15ms/step\n", "Epoch 278/1000\n", - "2/2 - 0s - loss: 4.4184e-05 - mean_absolute_percentage_error: 8.2163 - val_loss: 0.0101 - val_mean_absolute_percentage_error: 9.6430 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.9717e-05 - mean_absolute_percentage_error: 15.2382 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.5303 - 29ms/epoch - 15ms/step\n", "Epoch 279/1000\n", - "2/2 - 0s - loss: 4.6861e-05 - mean_absolute_percentage_error: 8.6004 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 8.6035 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.9209e-05 - mean_absolute_percentage_error: 16.4174 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 9.0791 - 31ms/epoch - 15ms/step\n", "Epoch 280/1000\n", - "2/2 - 0s - loss: 4.3842e-05 - mean_absolute_percentage_error: 9.2511 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.4981 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.1864e-05 - mean_absolute_percentage_error: 14.7821 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.4777 - 32ms/epoch - 16ms/step\n", "Epoch 281/1000\n", - "2/2 - 0s - loss: 4.1781e-05 - mean_absolute_percentage_error: 7.6266 - val_loss: 0.0097 - val_mean_absolute_percentage_error: 9.1271 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 4.3766e-05 - mean_absolute_percentage_error: 17.8890 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.2804 - 31ms/epoch - 15ms/step\n", "Epoch 282/1000\n", - "2/2 - 0s - loss: 4.1838e-05 - mean_absolute_percentage_error: 9.2286 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 8.9553 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.6848e-05 - mean_absolute_percentage_error: 15.3220 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.8984 - 31ms/epoch - 15ms/step\n", "Epoch 283/1000\n", - "2/2 - 0s - loss: 3.9535e-05 - mean_absolute_percentage_error: 8.8151 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.5617 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.5188e-05 - mean_absolute_percentage_error: 14.5651 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.2314 - 31ms/epoch - 15ms/step\n", "Epoch 284/1000\n", - "2/2 - 0s - loss: 4.1942e-05 - mean_absolute_percentage_error: 8.0854 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 8.9575 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.3753e-05 - mean_absolute_percentage_error: 16.4339 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.6482 - 30ms/epoch - 15ms/step\n", "Epoch 285/1000\n", - "2/2 - 0s - loss: 5.0431e-05 - mean_absolute_percentage_error: 9.4953 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.2600 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.0061e-05 - mean_absolute_percentage_error: 14.7773 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.2121 - 33ms/epoch - 16ms/step\n", "Epoch 286/1000\n", - "2/2 - 0s - loss: 4.0567e-05 - mean_absolute_percentage_error: 7.2874 - val_loss: 0.0102 - val_mean_absolute_percentage_error: 9.8450 - 59ms/epoch - 30ms/step\n", + "2/2 - 0s - loss: 4.3049e-05 - mean_absolute_percentage_error: 14.0656 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 9.1279 - 40ms/epoch - 20ms/step\n", "Epoch 287/1000\n", - "2/2 - 0s - loss: 4.5929e-05 - mean_absolute_percentage_error: 9.2073 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 8.5780 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 4.5435e-05 - mean_absolute_percentage_error: 13.7172 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 7.9186 - 32ms/epoch - 16ms/step\n", "Epoch 288/1000\n", - "2/2 - 0s - loss: 4.3370e-05 - mean_absolute_percentage_error: 10.1374 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.2726 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.5550e-05 - mean_absolute_percentage_error: 19.8797 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 9.0581 - 31ms/epoch - 16ms/step\n", "Epoch 289/1000\n", - "2/2 - 0s - loss: 3.9927e-05 - mean_absolute_percentage_error: 7.9541 - val_loss: 0.0097 - val_mean_absolute_percentage_error: 9.1461 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.8205e-05 - mean_absolute_percentage_error: 14.5662 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.0321 - 31ms/epoch - 16ms/step\n", "Epoch 290/1000\n", - "2/2 - 0s - loss: 3.8814e-05 - mean_absolute_percentage_error: 8.6176 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 8.8351 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 5.7203e-05 - mean_absolute_percentage_error: 19.0019 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 9.1472 - 29ms/epoch - 14ms/step\n", "Epoch 291/1000\n", - "2/2 - 0s - loss: 4.1494e-05 - mean_absolute_percentage_error: 7.7085 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 8.9267 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.9875e-05 - mean_absolute_percentage_error: 14.0564 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 7.9453 - 28ms/epoch - 14ms/step\n", "Epoch 292/1000\n", - "2/2 - 0s - loss: 3.9094e-05 - mean_absolute_percentage_error: 7.9758 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 8.8930 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 8.1789e-05 - mean_absolute_percentage_error: 19.1171 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.8262 - 35ms/epoch - 17ms/step\n", "Epoch 293/1000\n", - "2/2 - 0s - loss: 3.9700e-05 - mean_absolute_percentage_error: 7.0195 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.0603 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.2872e-05 - mean_absolute_percentage_error: 13.4410 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.3166 - 28ms/epoch - 14ms/step\n", "Epoch 294/1000\n", - "2/2 - 0s - loss: 4.1733e-05 - mean_absolute_percentage_error: 8.6582 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 8.8928 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 7.0036e-05 - mean_absolute_percentage_error: 15.0875 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.0161 - 27ms/epoch - 14ms/step\n", "Epoch 295/1000\n", - "2/2 - 0s - loss: 4.1501e-05 - mean_absolute_percentage_error: 7.9792 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.1480 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.8820e-05 - mean_absolute_percentage_error: 11.5868 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 9.4974 - 28ms/epoch - 14ms/step\n", "Epoch 296/1000\n", - "2/2 - 0s - loss: 4.1335e-05 - mean_absolute_percentage_error: 7.7502 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 8.7804 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.9914e-05 - mean_absolute_percentage_error: 20.4431 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 7.9821 - 29ms/epoch - 15ms/step\n", "Epoch 297/1000\n", - "2/2 - 0s - loss: 4.1565e-05 - mean_absolute_percentage_error: 7.4855 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.1112 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 6.9349e-05 - mean_absolute_percentage_error: 19.6831 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 9.2229 - 28ms/epoch - 14ms/step\n", "Epoch 298/1000\n", - "2/2 - 0s - loss: 3.7702e-05 - mean_absolute_percentage_error: 7.9663 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.5021 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.7279e-05 - mean_absolute_percentage_error: 14.9250 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 7.9774 - 31ms/epoch - 16ms/step\n", "Epoch 299/1000\n", - "2/2 - 0s - loss: 4.2630e-05 - mean_absolute_percentage_error: 8.4510 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 8.9158 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.9017e-05 - mean_absolute_percentage_error: 21.6494 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.2822 - 28ms/epoch - 14ms/step\n", "Epoch 300/1000\n", - "2/2 - 0s - loss: 3.7820e-05 - mean_absolute_percentage_error: 8.6478 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 8.9484 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.7941e-05 - mean_absolute_percentage_error: 16.4492 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.2563 - 28ms/epoch - 14ms/step\n", "Epoch 301/1000\n", - "2/2 - 0s - loss: 3.7676e-05 - mean_absolute_percentage_error: 8.4675 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 8.9687 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.5242e-05 - mean_absolute_percentage_error: 20.1914 - val_loss: 0.0097 - val_mean_absolute_percentage_error: 9.3962 - 32ms/epoch - 16ms/step\n", "Epoch 302/1000\n", - "2/2 - 0s - loss: 3.9423e-05 - mean_absolute_percentage_error: 8.3517 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 8.9907 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.0336e-05 - mean_absolute_percentage_error: 16.6151 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.4419 - 33ms/epoch - 16ms/step\n", "Epoch 303/1000\n", - "2/2 - 0s - loss: 4.2545e-05 - mean_absolute_percentage_error: 6.9432 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.7131 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.9280e-05 - mean_absolute_percentage_error: 20.6148 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.7451 - 28ms/epoch - 14ms/step\n", "Epoch 304/1000\n", - "2/2 - 0s - loss: 4.0828e-05 - mean_absolute_percentage_error: 8.4264 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.5124 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.7961e-05 - mean_absolute_percentage_error: 17.7947 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.5735 - 31ms/epoch - 16ms/step\n", "Epoch 305/1000\n", - "2/2 - 0s - loss: 4.1820e-05 - mean_absolute_percentage_error: 6.5371 - val_loss: 0.0098 - val_mean_absolute_percentage_error: 9.5898 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.9490e-05 - mean_absolute_percentage_error: 20.1712 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.2222 - 36ms/epoch - 18ms/step\n", "Epoch 306/1000\n", - "2/2 - 0s - loss: 4.3279e-05 - mean_absolute_percentage_error: 6.4936 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.1564 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.2077e-05 - mean_absolute_percentage_error: 17.9951 - val_loss: 0.0097 - val_mean_absolute_percentage_error: 9.5815 - 31ms/epoch - 15ms/step\n", "Epoch 307/1000\n", - "2/2 - 0s - loss: 4.4747e-05 - mean_absolute_percentage_error: 10.4957 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.2484 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.3148e-05 - mean_absolute_percentage_error: 16.8486 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 7.9918 - 28ms/epoch - 14ms/step\n", "Epoch 308/1000\n", - "2/2 - 0s - loss: 3.9724e-05 - mean_absolute_percentage_error: 7.8248 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 9.2135 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.7072e-05 - mean_absolute_percentage_error: 20.7459 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.8304 - 29ms/epoch - 14ms/step\n", "Epoch 309/1000\n", - "2/2 - 0s - loss: 4.5120e-05 - mean_absolute_percentage_error: 8.0763 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.7815 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.3594e-05 - mean_absolute_percentage_error: 17.9237 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.8413 - 31ms/epoch - 16ms/step\n", "Epoch 310/1000\n", - "2/2 - 0s - loss: 3.6197e-05 - mean_absolute_percentage_error: 8.7444 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.2472 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.1714e-05 - mean_absolute_percentage_error: 16.9283 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.5299 - 32ms/epoch - 16ms/step\n", "Epoch 311/1000\n", - "2/2 - 0s - loss: 3.9439e-05 - mean_absolute_percentage_error: 7.6501 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.3742 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.2825e-05 - mean_absolute_percentage_error: 17.5675 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.7147 - 29ms/epoch - 14ms/step\n", "Epoch 312/1000\n", - "2/2 - 0s - loss: 4.0793e-05 - mean_absolute_percentage_error: 9.4294 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.7117 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.2685e-05 - mean_absolute_percentage_error: 16.3029 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.9409 - 31ms/epoch - 16ms/step\n", "Epoch 313/1000\n", - "2/2 - 0s - loss: 3.7086e-05 - mean_absolute_percentage_error: 6.6749 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 9.2404 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.5296e-05 - mean_absolute_percentage_error: 15.1599 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.1109 - 30ms/epoch - 15ms/step\n", "Epoch 314/1000\n", - "2/2 - 0s - loss: 3.8392e-05 - mean_absolute_percentage_error: 6.4658 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.3180 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.2032e-05 - mean_absolute_percentage_error: 18.2368 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.8601 - 33ms/epoch - 17ms/step\n", "Epoch 315/1000\n", - "2/2 - 0s - loss: 3.8905e-05 - mean_absolute_percentage_error: 8.7847 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.8449 - 60ms/epoch - 30ms/step\n", + "2/2 - 0s - loss: 4.8943e-05 - mean_absolute_percentage_error: 14.3312 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.6629 - 31ms/epoch - 16ms/step\n", "Epoch 316/1000\n", - "2/2 - 0s - loss: 3.8393e-05 - mean_absolute_percentage_error: 7.0932 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.8125 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.0539e-05 - mean_absolute_percentage_error: 18.6144 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.0367 - 30ms/epoch - 15ms/step\n", "Epoch 317/1000\n", - "2/2 - 0s - loss: 4.0177e-05 - mean_absolute_percentage_error: 10.0136 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.5664 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.2818e-05 - mean_absolute_percentage_error: 16.7530 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 9.0957 - 51ms/epoch - 26ms/step\n", "Epoch 318/1000\n", - "2/2 - 0s - loss: 4.2538e-05 - mean_absolute_percentage_error: 9.0485 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 8.9351 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.7560e-05 - mean_absolute_percentage_error: 14.0556 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 7.9371 - 36ms/epoch - 18ms/step\n", "Epoch 319/1000\n", - "2/2 - 0s - loss: 3.4963e-05 - mean_absolute_percentage_error: 7.7881 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.1297 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 4.8603e-05 - mean_absolute_percentage_error: 17.5316 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.5266 - 34ms/epoch - 17ms/step\n", "Epoch 320/1000\n", - "2/2 - 0s - loss: 4.0064e-05 - mean_absolute_percentage_error: 9.4278 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 9.0130 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.1771e-05 - mean_absolute_percentage_error: 13.8912 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.5026 - 33ms/epoch - 16ms/step\n", "Epoch 321/1000\n", - "2/2 - 0s - loss: 4.4848e-05 - mean_absolute_percentage_error: 7.3078 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.4560 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.4806e-05 - mean_absolute_percentage_error: 14.3074 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.1283 - 31ms/epoch - 16ms/step\n", "Epoch 322/1000\n", - "2/2 - 0s - loss: 4.6462e-05 - mean_absolute_percentage_error: 8.6730 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.4196 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.3587e-05 - mean_absolute_percentage_error: 13.4115 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.5379 - 31ms/epoch - 16ms/step\n", "Epoch 323/1000\n", - "2/2 - 0s - loss: 3.8022e-05 - mean_absolute_percentage_error: 8.5513 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.4726 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.4279e-05 - mean_absolute_percentage_error: 14.3301 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.1002 - 32ms/epoch - 16ms/step\n", "Epoch 324/1000\n", - "2/2 - 0s - loss: 4.2894e-05 - mean_absolute_percentage_error: 8.4347 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 7.9049 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.9568e-05 - mean_absolute_percentage_error: 14.2678 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.8130 - 29ms/epoch - 14ms/step\n", "Epoch 325/1000\n", - "2/2 - 0s - loss: 4.3900e-05 - mean_absolute_percentage_error: 10.3015 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 9.2221 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.2852e-05 - mean_absolute_percentage_error: 13.2785 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.8856 - 31ms/epoch - 15ms/step\n", "Epoch 326/1000\n", - "2/2 - 0s - loss: 4.6798e-05 - mean_absolute_percentage_error: 6.5226 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.5449 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.1191e-05 - mean_absolute_percentage_error: 15.4704 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.2302 - 29ms/epoch - 15ms/step\n", "Epoch 327/1000\n", - "2/2 - 0s - loss: 4.5406e-05 - mean_absolute_percentage_error: 11.0770 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.2159 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.0544e-05 - mean_absolute_percentage_error: 16.0747 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.4632 - 31ms/epoch - 16ms/step\n", "Epoch 328/1000\n", - "2/2 - 0s - loss: 3.5635e-05 - mean_absolute_percentage_error: 7.1412 - val_loss: 0.0097 - val_mean_absolute_percentage_error: 9.7065 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.4595e-05 - mean_absolute_percentage_error: 15.6948 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.1286 - 34ms/epoch - 17ms/step\n", "Epoch 329/1000\n", - "2/2 - 0s - loss: 4.6861e-05 - mean_absolute_percentage_error: 8.0797 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 7.9225 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.2248e-05 - mean_absolute_percentage_error: 15.9901 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.2081 - 30ms/epoch - 15ms/step\n", "Epoch 330/1000\n", - "2/2 - 0s - loss: 4.3532e-05 - mean_absolute_percentage_error: 9.3727 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.7875 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.3575e-05 - mean_absolute_percentage_error: 14.1024 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.5582 - 35ms/epoch - 17ms/step\n", "Epoch 331/1000\n", - "2/2 - 0s - loss: 3.5309e-05 - mean_absolute_percentage_error: 8.0078 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.8966 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.8154e-05 - mean_absolute_percentage_error: 15.7331 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.7780 - 34ms/epoch - 17ms/step\n", "Epoch 332/1000\n", - "2/2 - 0s - loss: 3.7446e-05 - mean_absolute_percentage_error: 8.6719 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.4044 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.7180e-05 - mean_absolute_percentage_error: 18.8164 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 9.4442 - 32ms/epoch - 16ms/step\n", "Epoch 333/1000\n", - "2/2 - 0s - loss: 3.6650e-05 - mean_absolute_percentage_error: 8.4266 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.5458 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 8.8234e-05 - mean_absolute_percentage_error: 12.2060 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.6816 - 30ms/epoch - 15ms/step\n", "Epoch 334/1000\n", - "2/2 - 0s - loss: 3.5703e-05 - mean_absolute_percentage_error: 8.2767 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.4332 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 8.5237e-05 - mean_absolute_percentage_error: 20.0100 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.4743 - 28ms/epoch - 14ms/step\n", "Epoch 335/1000\n", - "2/2 - 0s - loss: 3.4735e-05 - mean_absolute_percentage_error: 6.5913 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.6752 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 7.7139e-05 - mean_absolute_percentage_error: 10.0164 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.4556 - 28ms/epoch - 14ms/step\n", "Epoch 336/1000\n", - "2/2 - 0s - loss: 3.8823e-05 - mean_absolute_percentage_error: 6.7929 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.4916 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 5.0865e-05 - mean_absolute_percentage_error: 20.4560 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.8339 - 28ms/epoch - 14ms/step\n", "Epoch 337/1000\n", - "2/2 - 0s - loss: 4.2526e-05 - mean_absolute_percentage_error: 6.2248 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.5198 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.4312e-05 - mean_absolute_percentage_error: 19.3092 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.6892 - 29ms/epoch - 14ms/step\n", "Epoch 338/1000\n", - "2/2 - 0s - loss: 3.7210e-05 - mean_absolute_percentage_error: 9.8799 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.2065 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.4738e-05 - mean_absolute_percentage_error: 12.9862 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.7938 - 30ms/epoch - 15ms/step\n", "Epoch 339/1000\n", - "2/2 - 0s - loss: 3.7275e-05 - mean_absolute_percentage_error: 9.4625 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 9.0966 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.1885e-05 - mean_absolute_percentage_error: 22.0359 - val_loss: 0.0096 - val_mean_absolute_percentage_error: 9.5007 - 29ms/epoch - 14ms/step\n", "Epoch 340/1000\n", - "2/2 - 0s - loss: 3.6857e-05 - mean_absolute_percentage_error: 9.4948 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.0661 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.7338e-05 - mean_absolute_percentage_error: 15.9655 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.4419 - 35ms/epoch - 18ms/step\n", "Epoch 341/1000\n", - "2/2 - 0s - loss: 3.7360e-05 - mean_absolute_percentage_error: 10.0676 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.8291 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.1923e-05 - mean_absolute_percentage_error: 18.0169 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.3163 - 29ms/epoch - 15ms/step\n", "Epoch 342/1000\n", - "2/2 - 0s - loss: 3.6593e-05 - mean_absolute_percentage_error: 8.2809 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.4950 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.0440e-05 - mean_absolute_percentage_error: 15.7109 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.8923 - 31ms/epoch - 15ms/step\n", "Epoch 343/1000\n", - "2/2 - 0s - loss: 3.5067e-05 - mean_absolute_percentage_error: 8.4071 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.8138 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 4.9061e-05 - mean_absolute_percentage_error: 15.5823 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.3816 - 29ms/epoch - 14ms/step\n", "Epoch 344/1000\n", - "2/2 - 0s - loss: 4.4473e-05 - mean_absolute_percentage_error: 9.9579 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.8793 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 4.3131e-05 - mean_absolute_percentage_error: 15.4512 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.6749 - 30ms/epoch - 15ms/step\n", "Epoch 345/1000\n", - "2/2 - 0s - loss: 3.8310e-05 - mean_absolute_percentage_error: 6.6949 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.8004 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.8265e-05 - mean_absolute_percentage_error: 17.2806 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.0353 - 32ms/epoch - 16ms/step\n", "Epoch 346/1000\n", - "2/2 - 0s - loss: 3.4735e-05 - mean_absolute_percentage_error: 6.7354 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 7.8937 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.2661e-05 - mean_absolute_percentage_error: 18.3025 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.8695 - 31ms/epoch - 15ms/step\n", "Epoch 347/1000\n", - "2/2 - 0s - loss: 3.7201e-05 - mean_absolute_percentage_error: 8.7340 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 9.0851 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.2409e-05 - mean_absolute_percentage_error: 14.5958 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.2059 - 30ms/epoch - 15ms/step\n", "Epoch 348/1000\n", - "2/2 - 0s - loss: 4.2920e-05 - mean_absolute_percentage_error: 6.3784 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.2795 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.0061e-05 - mean_absolute_percentage_error: 16.7123 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.3590 - 33ms/epoch - 16ms/step\n", "Epoch 349/1000\n", - "2/2 - 0s - loss: 3.5903e-05 - mean_absolute_percentage_error: 10.2409 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.0702 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.8917e-05 - mean_absolute_percentage_error: 17.2491 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.7050 - 30ms/epoch - 15ms/step\n", "Epoch 350/1000\n", - "2/2 - 0s - loss: 3.6822e-05 - mean_absolute_percentage_error: 7.4839 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 8.9272 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.7722e-05 - mean_absolute_percentage_error: 15.8293 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.8669 - 29ms/epoch - 14ms/step\n", "Epoch 351/1000\n", - "2/2 - 0s - loss: 3.4293e-05 - mean_absolute_percentage_error: 8.5708 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.7816 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 7.6640e-05 - mean_absolute_percentage_error: 19.2603 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 9.1697 - 30ms/epoch - 15ms/step\n", "Epoch 352/1000\n", - "2/2 - 0s - loss: 4.0115e-05 - mean_absolute_percentage_error: 10.4742 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.7095 - 40ms/epoch - 20ms/step\n", + "2/2 - 0s - loss: 7.9802e-05 - mean_absolute_percentage_error: 11.2297 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.3074 - 31ms/epoch - 15ms/step\n", "Epoch 353/1000\n", - "2/2 - 0s - loss: 3.4832e-05 - mean_absolute_percentage_error: 7.4242 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.6073 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.7545e-05 - mean_absolute_percentage_error: 21.3822 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.7810 - 31ms/epoch - 16ms/step\n", "Epoch 354/1000\n", - "2/2 - 0s - loss: 3.3120e-05 - mean_absolute_percentage_error: 8.5896 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 7.9758 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.4807e-05 - mean_absolute_percentage_error: 20.6503 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 9.6185 - 31ms/epoch - 16ms/step\n", "Epoch 355/1000\n", - "2/2 - 0s - loss: 3.4142e-05 - mean_absolute_percentage_error: 8.4537 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.8031 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.8383e-05 - mean_absolute_percentage_error: 18.3234 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.7025 - 31ms/epoch - 15ms/step\n", "Epoch 356/1000\n", - "2/2 - 0s - loss: 4.6202e-05 - mean_absolute_percentage_error: 7.0621 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.7886 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.0058e-05 - mean_absolute_percentage_error: 18.2274 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 9.1358 - 37ms/epoch - 18ms/step\n", "Epoch 357/1000\n", - "2/2 - 0s - loss: 4.0085e-05 - mean_absolute_percentage_error: 9.7129 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.8799 - 40ms/epoch - 20ms/step\n", + "2/2 - 0s - loss: 5.1700e-05 - mean_absolute_percentage_error: 14.4353 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 7.9053 - 30ms/epoch - 15ms/step\n", "Epoch 358/1000\n", - "2/2 - 0s - loss: 3.2805e-05 - mean_absolute_percentage_error: 7.8264 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 9.1220 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.9264e-05 - mean_absolute_percentage_error: 18.7553 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.6494 - 30ms/epoch - 15ms/step\n", "Epoch 359/1000\n", - "2/2 - 0s - loss: 3.8974e-05 - mean_absolute_percentage_error: 6.5929 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.8099 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.5881e-05 - mean_absolute_percentage_error: 16.4544 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.3917 - 30ms/epoch - 15ms/step\n", "Epoch 360/1000\n", - "2/2 - 0s - loss: 3.8276e-05 - mean_absolute_percentage_error: 9.9150 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.2911 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.9269e-05 - mean_absolute_percentage_error: 21.5667 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.8288 - 31ms/epoch - 16ms/step\n", "Epoch 361/1000\n", - "2/2 - 0s - loss: 3.1723e-05 - mean_absolute_percentage_error: 8.6997 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.6326 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.8046e-05 - mean_absolute_percentage_error: 13.5985 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 9.5360 - 33ms/epoch - 17ms/step\n", "Epoch 362/1000\n", - "2/2 - 0s - loss: 3.3578e-05 - mean_absolute_percentage_error: 7.8957 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.0488 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.6399e-05 - mean_absolute_percentage_error: 12.6488 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.7181 - 29ms/epoch - 15ms/step\n", "Epoch 363/1000\n", - "2/2 - 0s - loss: 3.3945e-05 - mean_absolute_percentage_error: 9.4456 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.1621 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.7391e-05 - mean_absolute_percentage_error: 18.1224 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 9.2241 - 30ms/epoch - 15ms/step\n", "Epoch 364/1000\n", - "2/2 - 0s - loss: 3.2030e-05 - mean_absolute_percentage_error: 9.4678 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.5928 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.0107e-05 - mean_absolute_percentage_error: 14.6299 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.2589 - 31ms/epoch - 16ms/step\n", "Epoch 365/1000\n", - "2/2 - 0s - loss: 3.2898e-05 - mean_absolute_percentage_error: 7.8373 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.1903 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.0025e-05 - mean_absolute_percentage_error: 18.0503 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.3286 - 28ms/epoch - 14ms/step\n", "Epoch 366/1000\n", - "2/2 - 0s - loss: 3.4084e-05 - mean_absolute_percentage_error: 8.4785 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.3601 - 41ms/epoch - 20ms/step\n", + "2/2 - 0s - loss: 4.0173e-05 - mean_absolute_percentage_error: 17.7520 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.5788 - 49ms/epoch - 24ms/step\n", "Epoch 367/1000\n", - "2/2 - 0s - loss: 3.3718e-05 - mean_absolute_percentage_error: 7.3277 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.4531 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.9657e-05 - mean_absolute_percentage_error: 17.7471 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.1128 - 34ms/epoch - 17ms/step\n", "Epoch 368/1000\n", - "2/2 - 0s - loss: 3.1089e-05 - mean_absolute_percentage_error: 8.1266 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.8824 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.9146e-05 - mean_absolute_percentage_error: 17.0796 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.6512 - 34ms/epoch - 17ms/step\n", "Epoch 369/1000\n", - "2/2 - 0s - loss: 3.6396e-05 - mean_absolute_percentage_error: 10.0582 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.9657 - 63ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 3.9519e-05 - mean_absolute_percentage_error: 14.5250 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.1684 - 29ms/epoch - 14ms/step\n", "Epoch 370/1000\n", - "2/2 - 0s - loss: 4.0656e-05 - mean_absolute_percentage_error: 7.9674 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.2831 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.8127e-05 - mean_absolute_percentage_error: 16.2485 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.4492 - 29ms/epoch - 15ms/step\n", "Epoch 371/1000\n", - "2/2 - 0s - loss: 3.1728e-05 - mean_absolute_percentage_error: 8.7391 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.0180 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.7891e-05 - mean_absolute_percentage_error: 14.9189 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.3323 - 34ms/epoch - 17ms/step\n", "Epoch 372/1000\n", - "2/2 - 0s - loss: 3.0989e-05 - mean_absolute_percentage_error: 8.4995 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.5334 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.8461e-05 - mean_absolute_percentage_error: 15.6037 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.3643 - 29ms/epoch - 14ms/step\n", "Epoch 373/1000\n", - "2/2 - 0s - loss: 3.2647e-05 - mean_absolute_percentage_error: 7.8722 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.8205 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.7226e-05 - mean_absolute_percentage_error: 16.1648 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.4560 - 28ms/epoch - 14ms/step\n", "Epoch 374/1000\n", - "2/2 - 0s - loss: 3.3823e-05 - mean_absolute_percentage_error: 9.4712 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.0387 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.7815e-05 - mean_absolute_percentage_error: 15.9914 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.0393 - 28ms/epoch - 14ms/step\n", "Epoch 375/1000\n", - "2/2 - 0s - loss: 3.0620e-05 - mean_absolute_percentage_error: 8.5204 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.3561 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.8561e-05 - mean_absolute_percentage_error: 16.3656 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.1686 - 29ms/epoch - 15ms/step\n", "Epoch 376/1000\n", - "2/2 - 0s - loss: 3.1178e-05 - mean_absolute_percentage_error: 8.1973 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.0759 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.8861e-05 - mean_absolute_percentage_error: 16.7738 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.4824 - 34ms/epoch - 17ms/step\n", "Epoch 377/1000\n", - "2/2 - 0s - loss: 3.3126e-05 - mean_absolute_percentage_error: 8.5409 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.3361 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.0065e-05 - mean_absolute_percentage_error: 14.6970 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.2676 - 34ms/epoch - 17ms/step\n", "Epoch 378/1000\n", - "2/2 - 0s - loss: 3.5477e-05 - mean_absolute_percentage_error: 6.7265 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.8607 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.7352e-05 - mean_absolute_percentage_error: 15.2730 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.1939 - 32ms/epoch - 16ms/step\n", "Epoch 379/1000\n", - "2/2 - 0s - loss: 3.2727e-05 - mean_absolute_percentage_error: 8.9608 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.8619 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.6672e-05 - mean_absolute_percentage_error: 14.8853 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.1217 - 31ms/epoch - 15ms/step\n", "Epoch 380/1000\n", - "2/2 - 0s - loss: 2.9204e-05 - mean_absolute_percentage_error: 7.6328 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.6761 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.7090e-05 - mean_absolute_percentage_error: 15.5652 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.9959 - 32ms/epoch - 16ms/step\n", "Epoch 381/1000\n", - "2/2 - 0s - loss: 3.4749e-05 - mean_absolute_percentage_error: 7.7172 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.6271 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.0721e-05 - mean_absolute_percentage_error: 16.5425 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.8954 - 31ms/epoch - 16ms/step\n", "Epoch 382/1000\n", - "2/2 - 0s - loss: 3.5475e-05 - mean_absolute_percentage_error: 9.4254 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.5240 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.0213e-05 - mean_absolute_percentage_error: 16.5873 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.3516 - 31ms/epoch - 15ms/step\n", "Epoch 383/1000\n", - "2/2 - 0s - loss: 3.4378e-05 - mean_absolute_percentage_error: 7.3733 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.1078 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.8227e-05 - mean_absolute_percentage_error: 13.0853 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.7489 - 33ms/epoch - 16ms/step\n", "Epoch 384/1000\n", - "2/2 - 0s - loss: 3.8759e-05 - mean_absolute_percentage_error: 8.7490 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.1903 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 5.4488e-05 - mean_absolute_percentage_error: 19.2376 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.2450 - 32ms/epoch - 16ms/step\n", "Epoch 385/1000\n", - "2/2 - 0s - loss: 3.0204e-05 - mean_absolute_percentage_error: 8.5363 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.4876 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 7.1097e-05 - mean_absolute_percentage_error: 15.5556 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.0523 - 36ms/epoch - 18ms/step\n", "Epoch 386/1000\n", - "2/2 - 0s - loss: 3.5797e-05 - mean_absolute_percentage_error: 7.8854 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.8940 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 6.3659e-05 - mean_absolute_percentage_error: 16.3275 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.7585 - 32ms/epoch - 16ms/step\n", "Epoch 387/1000\n", - "2/2 - 0s - loss: 3.1979e-05 - mean_absolute_percentage_error: 9.2799 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.2643 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.2502e-05 - mean_absolute_percentage_error: 13.5122 - val_loss: 0.0090 - val_mean_absolute_percentage_error: 9.1764 - 29ms/epoch - 14ms/step\n", "Epoch 388/1000\n", - "2/2 - 0s - loss: 3.0291e-05 - mean_absolute_percentage_error: 8.2726 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.6491 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.1767e-05 - mean_absolute_percentage_error: 14.3275 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.6964 - 30ms/epoch - 15ms/step\n", "Epoch 389/1000\n", - "2/2 - 0s - loss: 3.0825e-05 - mean_absolute_percentage_error: 9.7176 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.5578 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.6939e-05 - mean_absolute_percentage_error: 20.6803 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.9493 - 29ms/epoch - 14ms/step\n", "Epoch 390/1000\n", - "2/2 - 0s - loss: 3.4786e-05 - mean_absolute_percentage_error: 7.1155 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.5922 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.4151e-05 - mean_absolute_percentage_error: 15.2473 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.8058 - 30ms/epoch - 15ms/step\n", "Epoch 391/1000\n", - "2/2 - 0s - loss: 3.3692e-05 - mean_absolute_percentage_error: 9.2952 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.0207 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.3994e-05 - mean_absolute_percentage_error: 18.2545 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.3435 - 29ms/epoch - 14ms/step\n", "Epoch 392/1000\n", - "2/2 - 0s - loss: 3.3965e-05 - mean_absolute_percentage_error: 7.0965 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.0989 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.3560e-05 - mean_absolute_percentage_error: 13.8716 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.0323 - 28ms/epoch - 14ms/step\n", "Epoch 393/1000\n", - "2/2 - 0s - loss: 3.2303e-05 - mean_absolute_percentage_error: 8.5560 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.7859 - 39ms/epoch - 19ms/step\n", + "2/2 - 0s - loss: 4.5903e-05 - mean_absolute_percentage_error: 16.0246 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.1949 - 31ms/epoch - 15ms/step\n", "Epoch 394/1000\n", - "2/2 - 0s - loss: 3.1971e-05 - mean_absolute_percentage_error: 8.1921 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.5760 - 59ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 3.4971e-05 - mean_absolute_percentage_error: 14.4914 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.8284 - 31ms/epoch - 16ms/step\n", "Epoch 395/1000\n", - "2/2 - 0s - loss: 3.1221e-05 - mean_absolute_percentage_error: 8.8600 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.4062 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 4.9810e-05 - mean_absolute_percentage_error: 13.0540 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.7938 - 30ms/epoch - 15ms/step\n", "Epoch 396/1000\n", - "2/2 - 0s - loss: 5.5942e-05 - mean_absolute_percentage_error: 12.6690 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 9.3363 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.8928e-05 - mean_absolute_percentage_error: 16.6688 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.8596 - 30ms/epoch - 15ms/step\n", "Epoch 397/1000\n", - "2/2 - 0s - loss: 6.0815e-05 - mean_absolute_percentage_error: 7.0554 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.7853 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.2822e-05 - mean_absolute_percentage_error: 15.3630 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.0574 - 33ms/epoch - 17ms/step\n", "Epoch 398/1000\n", - "2/2 - 0s - loss: 4.4165e-05 - mean_absolute_percentage_error: 12.3907 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.9805 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 4.1048e-05 - mean_absolute_percentage_error: 19.2968 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.5079 - 33ms/epoch - 16ms/step\n", "Epoch 399/1000\n", - "2/2 - 0s - loss: 5.5938e-05 - mean_absolute_percentage_error: 6.6805 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.0514 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.7223e-05 - mean_absolute_percentage_error: 17.2291 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.1049 - 32ms/epoch - 16ms/step\n", "Epoch 400/1000\n", - "2/2 - 0s - loss: 3.8704e-05 - mean_absolute_percentage_error: 12.2433 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.8483 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.7240e-05 - mean_absolute_percentage_error: 19.1991 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.1355 - 37ms/epoch - 18ms/step\n", "Epoch 401/1000\n", - "2/2 - 0s - loss: 3.5852e-05 - mean_absolute_percentage_error: 8.2342 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.8207 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.3038e-05 - mean_absolute_percentage_error: 13.3639 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.4210 - 30ms/epoch - 15ms/step\n", "Epoch 402/1000\n", - "2/2 - 0s - loss: 3.5898e-05 - mean_absolute_percentage_error: 8.8487 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.6009 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.5429e-05 - mean_absolute_percentage_error: 14.8957 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.7468 - 30ms/epoch - 15ms/step\n", "Epoch 403/1000\n", - "2/2 - 0s - loss: 4.4330e-05 - mean_absolute_percentage_error: 12.5413 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.5065 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.1885e-05 - mean_absolute_percentage_error: 14.1519 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.8686 - 32ms/epoch - 16ms/step\n", "Epoch 404/1000\n", - "2/2 - 0s - loss: 2.9781e-05 - mean_absolute_percentage_error: 9.0148 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.7034 - 41ms/epoch - 20ms/step\n", + "2/2 - 0s - loss: 4.7057e-05 - mean_absolute_percentage_error: 18.0937 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.7633 - 30ms/epoch - 15ms/step\n", "Epoch 405/1000\n", - "2/2 - 0s - loss: 3.6031e-05 - mean_absolute_percentage_error: 10.4721 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.5388 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.0028e-05 - mean_absolute_percentage_error: 19.3498 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.6158 - 28ms/epoch - 14ms/step\n", "Epoch 406/1000\n", - "2/2 - 0s - loss: 3.5913e-05 - mean_absolute_percentage_error: 7.8752 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.9459 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.9015e-05 - mean_absolute_percentage_error: 16.8206 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 7.9522 - 29ms/epoch - 15ms/step\n", "Epoch 407/1000\n", - "2/2 - 0s - loss: 3.1954e-05 - mean_absolute_percentage_error: 10.4118 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.8101 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.4391e-05 - mean_absolute_percentage_error: 19.1454 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.6795 - 32ms/epoch - 16ms/step\n", "Epoch 408/1000\n", - "2/2 - 0s - loss: 2.7909e-05 - mean_absolute_percentage_error: 8.2145 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.6824 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.3687e-05 - mean_absolute_percentage_error: 14.9375 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.1168 - 28ms/epoch - 14ms/step\n", "Epoch 409/1000\n", - "2/2 - 0s - loss: 3.3224e-05 - mean_absolute_percentage_error: 7.2098 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.5531 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.3983e-05 - mean_absolute_percentage_error: 15.5891 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.6874 - 27ms/epoch - 14ms/step\n", "Epoch 410/1000\n", - "2/2 - 0s - loss: 3.6496e-05 - mean_absolute_percentage_error: 10.2521 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.2341 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.7961e-05 - mean_absolute_percentage_error: 16.1871 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.3421 - 30ms/epoch - 15ms/step\n", "Epoch 411/1000\n", - "2/2 - 0s - loss: 3.1258e-05 - mean_absolute_percentage_error: 7.4422 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.0364 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.1412e-05 - mean_absolute_percentage_error: 14.7374 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.9533 - 33ms/epoch - 16ms/step\n", "Epoch 412/1000\n", - "2/2 - 0s - loss: 3.0747e-05 - mean_absolute_percentage_error: 10.2378 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.7872 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.1969e-05 - mean_absolute_percentage_error: 15.2885 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.5426 - 31ms/epoch - 16ms/step\n", "Epoch 413/1000\n", - "2/2 - 0s - loss: 2.9484e-05 - mean_absolute_percentage_error: 8.3779 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.3943 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.6026e-05 - mean_absolute_percentage_error: 13.3927 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.6915 - 39ms/epoch - 19ms/step\n", "Epoch 414/1000\n", - "2/2 - 0s - loss: 2.8776e-05 - mean_absolute_percentage_error: 9.2530 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.5004 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.0418e-05 - mean_absolute_percentage_error: 16.3319 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.9354 - 33ms/epoch - 17ms/step\n", "Epoch 415/1000\n", - "2/2 - 0s - loss: 3.7895e-05 - mean_absolute_percentage_error: 11.2129 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.7537 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.7134e-05 - mean_absolute_percentage_error: 14.4073 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.2201 - 51ms/epoch - 26ms/step\n", "Epoch 416/1000\n", - "2/2 - 0s - loss: 4.8605e-05 - mean_absolute_percentage_error: 7.7931 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.5352 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.3688e-05 - mean_absolute_percentage_error: 15.3625 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.5803 - 36ms/epoch - 18ms/step\n", "Epoch 417/1000\n", - "2/2 - 0s - loss: 5.5245e-05 - mean_absolute_percentage_error: 11.1543 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.0895 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.1431e-05 - mean_absolute_percentage_error: 16.7203 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.3648 - 32ms/epoch - 16ms/step\n", "Epoch 418/1000\n", - "2/2 - 0s - loss: 6.7973e-05 - mean_absolute_percentage_error: 9.5775 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.9377 - 55ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 3.7298e-05 - mean_absolute_percentage_error: 15.4563 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.6585 - 28ms/epoch - 14ms/step\n", "Epoch 419/1000\n", - "2/2 - 0s - loss: 4.3890e-05 - mean_absolute_percentage_error: 13.0837 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3045 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.8070e-05 - mean_absolute_percentage_error: 16.6986 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.9493 - 31ms/epoch - 15ms/step\n", "Epoch 420/1000\n", - "2/2 - 0s - loss: 5.9864e-05 - mean_absolute_percentage_error: 6.9249 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 10.2212 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.4551e-05 - mean_absolute_percentage_error: 14.0842 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.9611 - 29ms/epoch - 14ms/step\n", "Epoch 421/1000\n", - "2/2 - 0s - loss: 7.4978e-05 - mean_absolute_percentage_error: 6.1908 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3099 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.4473e-05 - mean_absolute_percentage_error: 14.4190 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8073 - 30ms/epoch - 15ms/step\n", "Epoch 422/1000\n", - "2/2 - 0s - loss: 1.0615e-04 - mean_absolute_percentage_error: 16.0109 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 10.0213 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4189e-05 - mean_absolute_percentage_error: 14.7431 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.0719 - 35ms/epoch - 17ms/step\n", "Epoch 423/1000\n", - "2/2 - 0s - loss: 1.1879e-04 - mean_absolute_percentage_error: 6.8860 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.3396 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4810e-05 - mean_absolute_percentage_error: 14.2008 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.7973 - 32ms/epoch - 16ms/step\n", "Epoch 424/1000\n", - "2/2 - 0s - loss: 9.3478e-05 - mean_absolute_percentage_error: 12.7268 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6208 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4380e-05 - mean_absolute_percentage_error: 15.8650 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.8697 - 30ms/epoch - 15ms/step\n", "Epoch 425/1000\n", - "2/2 - 0s - loss: 7.3615e-05 - mean_absolute_percentage_error: 16.4831 - val_loss: 0.0105 - val_mean_absolute_percentage_error: 11.0411 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.4180e-05 - mean_absolute_percentage_error: 16.0967 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.0849 - 34ms/epoch - 17ms/step\n", "Epoch 426/1000\n", - "2/2 - 0s - loss: 7.7506e-05 - mean_absolute_percentage_error: 14.6077 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6966 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 3.4866e-05 - mean_absolute_percentage_error: 15.5317 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.7680 - 36ms/epoch - 18ms/step\n", "Epoch 427/1000\n", - "2/2 - 0s - loss: 9.4971e-05 - mean_absolute_percentage_error: 19.7976 - val_loss: 0.0094 - val_mean_absolute_percentage_error: 9.1692 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 3.5478e-05 - mean_absolute_percentage_error: 14.6337 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.7738 - 34ms/epoch - 17ms/step\n", "Epoch 428/1000\n", - "2/2 - 0s - loss: 3.9270e-05 - mean_absolute_percentage_error: 10.5956 - val_loss: 0.0100 - val_mean_absolute_percentage_error: 9.9495 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.5920e-05 - mean_absolute_percentage_error: 16.3384 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.1077 - 30ms/epoch - 15ms/step\n", "Epoch 429/1000\n", - "2/2 - 0s - loss: 3.8429e-05 - mean_absolute_percentage_error: 12.8306 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.0056 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.5625e-05 - mean_absolute_percentage_error: 14.9379 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.0185 - 32ms/epoch - 16ms/step\n", "Epoch 430/1000\n", - "2/2 - 0s - loss: 5.5622e-05 - mean_absolute_percentage_error: 16.1348 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 9.0264 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.3988e-05 - mean_absolute_percentage_error: 14.5168 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6229 - 28ms/epoch - 14ms/step\n", "Epoch 431/1000\n", - "2/2 - 0s - loss: 4.4241e-05 - mean_absolute_percentage_error: 11.6322 - val_loss: 0.0095 - val_mean_absolute_percentage_error: 9.2611 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.6213e-05 - mean_absolute_percentage_error: 15.8738 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.1421 - 28ms/epoch - 14ms/step\n", "Epoch 432/1000\n", - "2/2 - 0s - loss: 3.2787e-05 - mean_absolute_percentage_error: 9.4668 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 7.9184 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.7923e-05 - mean_absolute_percentage_error: 13.4235 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6723 - 28ms/epoch - 14ms/step\n", "Epoch 433/1000\n", - "2/2 - 0s - loss: 5.3913e-05 - mean_absolute_percentage_error: 11.8164 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 9.0258 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.6851e-05 - mean_absolute_percentage_error: 16.7929 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8662 - 28ms/epoch - 14ms/step\n", "Epoch 434/1000\n", - "2/2 - 0s - loss: 3.9706e-05 - mean_absolute_percentage_error: 8.2547 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 8.8565 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.8882e-05 - mean_absolute_percentage_error: 14.8245 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7459 - 28ms/epoch - 14ms/step\n", "Epoch 435/1000\n", - "2/2 - 0s - loss: 3.7565e-05 - mean_absolute_percentage_error: 12.2826 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.1067 - 40ms/epoch - 20ms/step\n", + "2/2 - 0s - loss: 3.4193e-05 - mean_absolute_percentage_error: 15.5463 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6042 - 28ms/epoch - 14ms/step\n", "Epoch 436/1000\n", - "2/2 - 0s - loss: 3.3862e-05 - mean_absolute_percentage_error: 12.0402 - val_loss: 0.0093 - val_mean_absolute_percentage_error: 9.1138 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.5132e-05 - mean_absolute_percentage_error: 14.8879 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0406 - 29ms/epoch - 14ms/step\n", "Epoch 437/1000\n", - "2/2 - 0s - loss: 3.7079e-05 - mean_absolute_percentage_error: 9.2865 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 8.5188 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3864e-05 - mean_absolute_percentage_error: 12.8959 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.4940 - 29ms/epoch - 14ms/step\n", "Epoch 438/1000\n", - "2/2 - 0s - loss: 3.0123e-05 - mean_absolute_percentage_error: 10.6394 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.0010 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.5956e-05 - mean_absolute_percentage_error: 15.8436 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6282 - 31ms/epoch - 16ms/step\n", "Epoch 439/1000\n", - "2/2 - 0s - loss: 3.4846e-05 - mean_absolute_percentage_error: 12.3272 - val_loss: 0.0089 - val_mean_absolute_percentage_error: 8.7784 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.4684e-05 - mean_absolute_percentage_error: 14.7118 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8038 - 34ms/epoch - 17ms/step\n", "Epoch 440/1000\n", - "2/2 - 0s - loss: 3.2198e-05 - mean_absolute_percentage_error: 9.6921 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.2408 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.2745e-05 - mean_absolute_percentage_error: 14.9478 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0165 - 29ms/epoch - 15ms/step\n", "Epoch 441/1000\n", - "2/2 - 0s - loss: 2.9568e-05 - mean_absolute_percentage_error: 11.0660 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.0491 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3317e-05 - mean_absolute_percentage_error: 16.4760 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6436 - 27ms/epoch - 14ms/step\n", "Epoch 442/1000\n", - "2/2 - 0s - loss: 2.9077e-05 - mean_absolute_percentage_error: 10.1978 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.5611 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.5114e-05 - mean_absolute_percentage_error: 17.6570 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.2061 - 32ms/epoch - 16ms/step\n", "Epoch 443/1000\n", - "2/2 - 0s - loss: 3.1080e-05 - mean_absolute_percentage_error: 9.5656 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.2094 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.6685e-05 - mean_absolute_percentage_error: 14.9099 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7253 - 31ms/epoch - 15ms/step\n", "Epoch 444/1000\n", - "2/2 - 0s - loss: 2.9073e-05 - mean_absolute_percentage_error: 9.9268 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.0617 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.3421e-05 - mean_absolute_percentage_error: 14.5837 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6052 - 30ms/epoch - 15ms/step\n", "Epoch 445/1000\n", - "2/2 - 0s - loss: 3.2573e-05 - mean_absolute_percentage_error: 9.6762 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.9536 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4015e-05 - mean_absolute_percentage_error: 14.0791 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6582 - 33ms/epoch - 16ms/step\n", "Epoch 446/1000\n", - "2/2 - 0s - loss: 3.0647e-05 - mean_absolute_percentage_error: 10.1211 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.8702 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3501e-05 - mean_absolute_percentage_error: 13.8632 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9044 - 30ms/epoch - 15ms/step\n", "Epoch 447/1000\n", - "2/2 - 0s - loss: 3.0702e-05 - mean_absolute_percentage_error: 9.1930 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.1990 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4793e-05 - mean_absolute_percentage_error: 14.2449 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9641 - 31ms/epoch - 15ms/step\n", "Epoch 448/1000\n", - "2/2 - 0s - loss: 2.9622e-05 - mean_absolute_percentage_error: 7.9516 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6576 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 3.4561e-05 - mean_absolute_percentage_error: 14.4373 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5668 - 30ms/epoch - 15ms/step\n", "Epoch 449/1000\n", - "2/2 - 0s - loss: 2.9085e-05 - mean_absolute_percentage_error: 9.0893 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.1443 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.6615e-05 - mean_absolute_percentage_error: 17.3068 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0901 - 31ms/epoch - 16ms/step\n", "Epoch 450/1000\n", - "2/2 - 0s - loss: 3.1155e-05 - mean_absolute_percentage_error: 7.4985 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.8751 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.5932e-05 - mean_absolute_percentage_error: 15.3490 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6913 - 29ms/epoch - 15ms/step\n", "Epoch 451/1000\n", - "2/2 - 0s - loss: 3.3353e-05 - mean_absolute_percentage_error: 9.9278 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7019 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.4260e-05 - mean_absolute_percentage_error: 17.4069 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7483 - 29ms/epoch - 15ms/step\n", "Epoch 452/1000\n", - "2/2 - 0s - loss: 2.6848e-05 - mean_absolute_percentage_error: 8.0354 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.4154 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.4567e-05 - mean_absolute_percentage_error: 13.2008 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6706 - 34ms/epoch - 17ms/step\n", "Epoch 453/1000\n", - "2/2 - 0s - loss: 3.2646e-05 - mean_absolute_percentage_error: 7.4774 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6211 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.3638e-05 - mean_absolute_percentage_error: 14.0229 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6375 - 28ms/epoch - 14ms/step\n", "Epoch 454/1000\n", - "2/2 - 0s - loss: 2.9371e-05 - mean_absolute_percentage_error: 9.0227 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9066 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.4812e-05 - mean_absolute_percentage_error: 11.6885 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4355 - 28ms/epoch - 14ms/step\n", "Epoch 455/1000\n", - "2/2 - 0s - loss: 2.8214e-05 - mean_absolute_percentage_error: 7.9578 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0611 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.4053e-05 - mean_absolute_percentage_error: 18.2312 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.2382 - 27ms/epoch - 14ms/step\n", "Epoch 456/1000\n", - "2/2 - 0s - loss: 3.0897e-05 - mean_absolute_percentage_error: 9.5379 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6102 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.5245e-05 - mean_absolute_percentage_error: 12.7698 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4479 - 43ms/epoch - 21ms/step\n", "Epoch 457/1000\n", - "2/2 - 0s - loss: 2.7374e-05 - mean_absolute_percentage_error: 9.1954 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.2427 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.2789e-05 - mean_absolute_percentage_error: 21.6201 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9181 - 40ms/epoch - 20ms/step\n", "Epoch 458/1000\n", - "2/2 - 0s - loss: 3.1835e-05 - mean_absolute_percentage_error: 7.9353 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6274 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.0058e-05 - mean_absolute_percentage_error: 11.9990 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6421 - 34ms/epoch - 17ms/step\n", "Epoch 459/1000\n", - "2/2 - 0s - loss: 3.6954e-05 - mean_absolute_percentage_error: 9.8030 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7225 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.0716e-05 - mean_absolute_percentage_error: 15.9788 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6149 - 30ms/epoch - 15ms/step\n", "Epoch 460/1000\n", - "2/2 - 0s - loss: 3.5824e-05 - mean_absolute_percentage_error: 9.3007 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.3416 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.7274e-05 - mean_absolute_percentage_error: 14.2331 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6842 - 30ms/epoch - 15ms/step\n", "Epoch 461/1000\n", - "2/2 - 0s - loss: 2.7262e-05 - mean_absolute_percentage_error: 7.3745 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.3611 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.2291e-05 - mean_absolute_percentage_error: 12.0169 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4619 - 32ms/epoch - 16ms/step\n", "Epoch 462/1000\n", - "2/2 - 0s - loss: 3.5761e-05 - mean_absolute_percentage_error: 10.0410 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.2414 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.8979e-05 - mean_absolute_percentage_error: 14.8131 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.1951 - 30ms/epoch - 15ms/step\n", "Epoch 463/1000\n", - "2/2 - 0s - loss: 3.0298e-05 - mean_absolute_percentage_error: 7.9314 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.1794 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.2358e-05 - mean_absolute_percentage_error: 13.3615 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7309 - 32ms/epoch - 16ms/step\n", "Epoch 464/1000\n", - "2/2 - 0s - loss: 3.3196e-05 - mean_absolute_percentage_error: 8.3009 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6519 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.5280e-05 - mean_absolute_percentage_error: 17.7677 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.1801 - 35ms/epoch - 18ms/step\n", "Epoch 465/1000\n", - "2/2 - 0s - loss: 2.7854e-05 - mean_absolute_percentage_error: 9.4478 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.1853 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.2960e-05 - mean_absolute_percentage_error: 22.0869 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.6729 - 31ms/epoch - 16ms/step\n", "Epoch 466/1000\n", - "2/2 - 0s - loss: 2.9128e-05 - mean_absolute_percentage_error: 8.4375 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6664 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.0863e-05 - mean_absolute_percentage_error: 20.9112 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.4015 - 28ms/epoch - 14ms/step\n", "Epoch 467/1000\n", - "2/2 - 0s - loss: 2.7873e-05 - mean_absolute_percentage_error: 9.4153 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8443 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 4.0000e-05 - mean_absolute_percentage_error: 16.9805 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5098 - 29ms/epoch - 14ms/step\n", "Epoch 468/1000\n", - "2/2 - 0s - loss: 2.6359e-05 - mean_absolute_percentage_error: 8.7253 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7053 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 3.8442e-05 - mean_absolute_percentage_error: 15.0418 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 9.0239 - 28ms/epoch - 14ms/step\n", "Epoch 469/1000\n", - "2/2 - 0s - loss: 2.7654e-05 - mean_absolute_percentage_error: 8.7975 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7150 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.4342e-05 - mean_absolute_percentage_error: 15.9248 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5123 - 32ms/epoch - 16ms/step\n", "Epoch 470/1000\n", - "2/2 - 0s - loss: 2.6449e-05 - mean_absolute_percentage_error: 8.5592 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6795 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.1800e-05 - mean_absolute_percentage_error: 18.9053 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.8729 - 29ms/epoch - 14ms/step\n", "Epoch 471/1000\n", - "2/2 - 0s - loss: 2.6510e-05 - mean_absolute_percentage_error: 8.7229 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.7986 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 6.0190e-05 - mean_absolute_percentage_error: 12.8306 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6186 - 28ms/epoch - 14ms/step\n", "Epoch 472/1000\n", - "2/2 - 0s - loss: 2.6257e-05 - mean_absolute_percentage_error: 8.3306 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6633 - 41ms/epoch - 20ms/step\n", + "2/2 - 0s - loss: 5.0282e-05 - mean_absolute_percentage_error: 20.8813 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.0235 - 31ms/epoch - 15ms/step\n", "Epoch 473/1000\n", - "2/2 - 0s - loss: 2.7011e-05 - mean_absolute_percentage_error: 8.5920 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8004 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 4.2656e-05 - mean_absolute_percentage_error: 17.4742 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.3260 - 31ms/epoch - 16ms/step\n", "Epoch 474/1000\n", - "2/2 - 0s - loss: 2.6314e-05 - mean_absolute_percentage_error: 8.0205 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8304 - 59ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 3.0798e-05 - mean_absolute_percentage_error: 16.7435 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.5622 - 28ms/epoch - 14ms/step\n", "Epoch 475/1000\n", - "2/2 - 0s - loss: 2.6038e-05 - mean_absolute_percentage_error: 7.9568 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.4835 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 4.3158e-05 - mean_absolute_percentage_error: 17.4823 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 9.0390 - 29ms/epoch - 15ms/step\n", "Epoch 476/1000\n", - "2/2 - 0s - loss: 2.8690e-05 - mean_absolute_percentage_error: 8.8532 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8986 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.0603e-05 - mean_absolute_percentage_error: 14.9761 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5392 - 34ms/epoch - 17ms/step\n", "Epoch 477/1000\n", - "2/2 - 0s - loss: 3.0967e-05 - mean_absolute_percentage_error: 7.7300 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6311 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 5.3507e-05 - mean_absolute_percentage_error: 19.2085 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.6232 - 28ms/epoch - 14ms/step\n", "Epoch 478/1000\n", - "2/2 - 0s - loss: 2.6269e-05 - mean_absolute_percentage_error: 9.6211 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4290 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.1863e-05 - mean_absolute_percentage_error: 12.9759 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.8206 - 32ms/epoch - 16ms/step\n", "Epoch 479/1000\n", - "2/2 - 0s - loss: 2.6420e-05 - mean_absolute_percentage_error: 9.6994 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.3123 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.0488e-05 - mean_absolute_percentage_error: 16.8165 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.6614 - 32ms/epoch - 16ms/step\n", "Epoch 480/1000\n", - "2/2 - 0s - loss: 3.5032e-05 - mean_absolute_percentage_error: 7.8681 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4005 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.1299e-05 - mean_absolute_percentage_error: 14.4070 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.4478 - 29ms/epoch - 15ms/step\n", "Epoch 481/1000\n", - "2/2 - 0s - loss: 3.2465e-05 - mean_absolute_percentage_error: 10.2187 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5532 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.9018e-05 - mean_absolute_percentage_error: 15.0025 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.6256 - 28ms/epoch - 14ms/step\n", "Epoch 482/1000\n", - "2/2 - 0s - loss: 2.4069e-05 - mean_absolute_percentage_error: 8.5165 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.3693 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.8728e-05 - mean_absolute_percentage_error: 18.5735 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.3823 - 29ms/epoch - 15ms/step\n", "Epoch 483/1000\n", - "2/2 - 0s - loss: 3.2142e-05 - mean_absolute_percentage_error: 7.6756 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4069 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3198e-05 - mean_absolute_percentage_error: 15.7511 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.5577 - 28ms/epoch - 14ms/step\n", "Epoch 484/1000\n", - "2/2 - 0s - loss: 2.8872e-05 - mean_absolute_percentage_error: 9.3451 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7224 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.8259e-05 - mean_absolute_percentage_error: 18.8927 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.4624 - 28ms/epoch - 14ms/step\n", "Epoch 485/1000\n", - "2/2 - 0s - loss: 2.5342e-05 - mean_absolute_percentage_error: 8.6976 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8126 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.9579e-05 - mean_absolute_percentage_error: 15.3628 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.8500 - 32ms/epoch - 16ms/step\n", "Epoch 486/1000\n", - "2/2 - 0s - loss: 2.5498e-05 - mean_absolute_percentage_error: 8.7569 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6195 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.1533e-05 - mean_absolute_percentage_error: 14.9176 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6499 - 48ms/epoch - 24ms/step\n", "Epoch 487/1000\n", - "2/2 - 0s - loss: 2.5118e-05 - mean_absolute_percentage_error: 8.9897 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6627 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.6619e-05 - mean_absolute_percentage_error: 15.6865 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.3177 - 35ms/epoch - 18ms/step\n", "Epoch 488/1000\n", - "2/2 - 0s - loss: 2.5360e-05 - mean_absolute_percentage_error: 8.9950 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6141 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.4988e-05 - mean_absolute_percentage_error: 13.6098 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.5434 - 45ms/epoch - 23ms/step\n", "Epoch 489/1000\n", - "2/2 - 0s - loss: 2.5140e-05 - mean_absolute_percentage_error: 9.2503 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6210 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.5383e-05 - mean_absolute_percentage_error: 20.4108 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.8966 - 41ms/epoch - 21ms/step\n", "Epoch 490/1000\n", - "2/2 - 0s - loss: 2.4761e-05 - mean_absolute_percentage_error: 9.0196 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7216 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.9645e-05 - mean_absolute_percentage_error: 14.3378 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.0880 - 40ms/epoch - 20ms/step\n", "Epoch 491/1000\n", - "2/2 - 0s - loss: 2.4875e-05 - mean_absolute_percentage_error: 8.9559 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5017 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.5917e-05 - mean_absolute_percentage_error: 15.8972 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.4564 - 39ms/epoch - 19ms/step\n", "Epoch 492/1000\n", - "2/2 - 0s - loss: 2.6906e-05 - mean_absolute_percentage_error: 9.3699 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8457 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.5634e-05 - mean_absolute_percentage_error: 12.7506 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.3248 - 29ms/epoch - 14ms/step\n", "Epoch 493/1000\n", - "2/2 - 0s - loss: 2.6746e-05 - mean_absolute_percentage_error: 8.1143 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6088 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.3282e-05 - mean_absolute_percentage_error: 15.7556 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3461 - 31ms/epoch - 15ms/step\n", "Epoch 494/1000\n", - "2/2 - 0s - loss: 2.4791e-05 - mean_absolute_percentage_error: 8.6419 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3099 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.3732e-05 - mean_absolute_percentage_error: 16.3687 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.1951 - 31ms/epoch - 15ms/step\n", "Epoch 495/1000\n", - "2/2 - 0s - loss: 2.7904e-05 - mean_absolute_percentage_error: 8.9773 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7184 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.0310e-05 - mean_absolute_percentage_error: 14.9636 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.5874 - 29ms/epoch - 14ms/step\n", "Epoch 496/1000\n", - "2/2 - 0s - loss: 2.5813e-05 - mean_absolute_percentage_error: 8.3000 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4829 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.1242e-05 - mean_absolute_percentage_error: 15.0092 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9170 - 47ms/epoch - 24ms/step\n", "Epoch 497/1000\n", - "2/2 - 0s - loss: 2.6457e-05 - mean_absolute_percentage_error: 9.0931 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5683 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 3.3127e-05 - mean_absolute_percentage_error: 14.5350 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5114 - 33ms/epoch - 17ms/step\n", "Epoch 498/1000\n", - "2/2 - 0s - loss: 2.4442e-05 - mean_absolute_percentage_error: 9.0721 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7649 - 53ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 3.5545e-05 - mean_absolute_percentage_error: 17.9104 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.9880 - 29ms/epoch - 15ms/step\n", "Epoch 499/1000\n", - "2/2 - 0s - loss: 2.8104e-05 - mean_absolute_percentage_error: 8.8202 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4328 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3979e-05 - mean_absolute_percentage_error: 15.8015 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7429 - 36ms/epoch - 18ms/step\n", "Epoch 500/1000\n", - "2/2 - 0s - loss: 2.5620e-05 - mean_absolute_percentage_error: 9.6357 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6853 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.3200e-05 - mean_absolute_percentage_error: 17.5101 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7780 - 36ms/epoch - 18ms/step\n", "Epoch 501/1000\n", - "2/2 - 0s - loss: 2.5320e-05 - mean_absolute_percentage_error: 8.6149 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3427 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.9661e-05 - mean_absolute_percentage_error: 16.0102 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6163 - 28ms/epoch - 14ms/step\n", "Epoch 502/1000\n", - "2/2 - 0s - loss: 2.6466e-05 - mean_absolute_percentage_error: 9.7431 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5816 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.6349e-05 - mean_absolute_percentage_error: 15.8148 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7957 - 30ms/epoch - 15ms/step\n", "Epoch 503/1000\n", - "2/2 - 0s - loss: 2.5539e-05 - mean_absolute_percentage_error: 8.4269 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4987 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3048e-05 - mean_absolute_percentage_error: 14.6355 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8564 - 34ms/epoch - 17ms/step\n", "Epoch 504/1000\n", - "2/2 - 0s - loss: 2.4739e-05 - mean_absolute_percentage_error: 8.4603 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5071 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.1887e-05 - mean_absolute_percentage_error: 13.6362 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.5568 - 30ms/epoch - 15ms/step\n", "Epoch 505/1000\n", - "2/2 - 0s - loss: 2.3688e-05 - mean_absolute_percentage_error: 8.9457 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3733 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.4829e-05 - mean_absolute_percentage_error: 13.9434 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7416 - 35ms/epoch - 17ms/step\n", "Epoch 506/1000\n", - "2/2 - 0s - loss: 2.5103e-05 - mean_absolute_percentage_error: 8.9881 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6277 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.0696e-05 - mean_absolute_percentage_error: 15.8581 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.4745 - 33ms/epoch - 16ms/step\n", "Epoch 507/1000\n", - "2/2 - 0s - loss: 2.9924e-05 - mean_absolute_percentage_error: 8.9628 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6427 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.7225e-05 - mean_absolute_percentage_error: 16.5255 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8895 - 32ms/epoch - 16ms/step\n", "Epoch 508/1000\n", - "2/2 - 0s - loss: 2.9235e-05 - mean_absolute_percentage_error: 8.9942 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4080 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.1854e-05 - mean_absolute_percentage_error: 14.4354 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.5693 - 36ms/epoch - 18ms/step\n", "Epoch 509/1000\n", - "2/2 - 0s - loss: 2.9821e-05 - mean_absolute_percentage_error: 9.9760 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6004 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.0944e-05 - mean_absolute_percentage_error: 15.3065 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9547 - 37ms/epoch - 18ms/step\n", "Epoch 510/1000\n", - "2/2 - 0s - loss: 3.3924e-05 - mean_absolute_percentage_error: 8.1614 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4940 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3816e-05 - mean_absolute_percentage_error: 15.9737 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6978 - 37ms/epoch - 19ms/step\n", "Epoch 511/1000\n", - "2/2 - 0s - loss: 2.5751e-05 - mean_absolute_percentage_error: 11.0786 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3603 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.0119e-05 - mean_absolute_percentage_error: 15.6695 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9285 - 33ms/epoch - 17ms/step\n", "Epoch 512/1000\n", - "2/2 - 0s - loss: 2.2831e-05 - mean_absolute_percentage_error: 9.2339 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.0497 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3728e-05 - mean_absolute_percentage_error: 15.0792 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7402 - 31ms/epoch - 15ms/step\n", "Epoch 513/1000\n", - "2/2 - 0s - loss: 3.0626e-05 - mean_absolute_percentage_error: 9.5083 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.2889 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.1758e-05 - mean_absolute_percentage_error: 15.2050 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6924 - 31ms/epoch - 16ms/step\n", "Epoch 514/1000\n", - "2/2 - 0s - loss: 2.6371e-05 - mean_absolute_percentage_error: 10.0151 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6431 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.9959e-05 - mean_absolute_percentage_error: 15.4738 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5598 - 33ms/epoch - 16ms/step\n", "Epoch 515/1000\n", - "2/2 - 0s - loss: 2.4612e-05 - mean_absolute_percentage_error: 8.9196 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3841 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.1125e-05 - mean_absolute_percentage_error: 15.6867 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0677 - 31ms/epoch - 16ms/step\n", "Epoch 516/1000\n", - "2/2 - 0s - loss: 2.5569e-05 - mean_absolute_percentage_error: 9.2584 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4079 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.4130e-05 - mean_absolute_percentage_error: 13.4005 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4613 - 35ms/epoch - 18ms/step\n", "Epoch 517/1000\n", - "2/2 - 0s - loss: 2.3789e-05 - mean_absolute_percentage_error: 9.1948 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4492 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4598e-05 - mean_absolute_percentage_error: 17.2166 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9422 - 37ms/epoch - 18ms/step\n", "Epoch 518/1000\n", - "2/2 - 0s - loss: 2.3303e-05 - mean_absolute_percentage_error: 9.2647 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6412 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.2308e-05 - mean_absolute_percentage_error: 15.3058 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4447 - 34ms/epoch - 17ms/step\n", "Epoch 519/1000\n", - "2/2 - 0s - loss: 2.4604e-05 - mean_absolute_percentage_error: 8.6126 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.2797 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.4905e-05 - mean_absolute_percentage_error: 17.2296 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5199 - 30ms/epoch - 15ms/step\n", "Epoch 520/1000\n", - "2/2 - 0s - loss: 2.5146e-05 - mean_absolute_percentage_error: 9.9373 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5755 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.9373e-05 - mean_absolute_percentage_error: 16.1192 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.1930 - 31ms/epoch - 16ms/step\n", "Epoch 521/1000\n", - "2/2 - 0s - loss: 2.3687e-05 - mean_absolute_percentage_error: 9.4237 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4890 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.3961e-05 - mean_absolute_percentage_error: 13.3099 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.3889 - 37ms/epoch - 18ms/step\n", "Epoch 522/1000\n", - "2/2 - 0s - loss: 2.2996e-05 - mean_absolute_percentage_error: 10.0604 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3846 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.8046e-05 - mean_absolute_percentage_error: 15.1955 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9633 - 32ms/epoch - 16ms/step\n", "Epoch 523/1000\n", - "2/2 - 0s - loss: 2.3716e-05 - mean_absolute_percentage_error: 10.3830 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4289 - 57ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 3.1493e-05 - mean_absolute_percentage_error: 14.3812 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4510 - 30ms/epoch - 15ms/step\n", "Epoch 524/1000\n", - "2/2 - 0s - loss: 2.3137e-05 - mean_absolute_percentage_error: 9.6184 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5021 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4957e-05 - mean_absolute_percentage_error: 15.7683 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4637 - 33ms/epoch - 16ms/step\n", "Epoch 525/1000\n", - "2/2 - 0s - loss: 2.3265e-05 - mean_absolute_percentage_error: 8.5934 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3608 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.0988e-05 - mean_absolute_percentage_error: 14.4388 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6910 - 30ms/epoch - 15ms/step\n", "Epoch 526/1000\n", - "2/2 - 0s - loss: 2.5363e-05 - mean_absolute_percentage_error: 8.9848 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5710 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.5960e-05 - mean_absolute_percentage_error: 12.7038 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.3913 - 34ms/epoch - 17ms/step\n", "Epoch 527/1000\n", - "2/2 - 0s - loss: 2.4684e-05 - mean_absolute_percentage_error: 8.4849 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3525 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.7916e-05 - mean_absolute_percentage_error: 17.0824 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9293 - 32ms/epoch - 16ms/step\n", "Epoch 528/1000\n", - "2/2 - 0s - loss: 2.4186e-05 - mean_absolute_percentage_error: 9.3757 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4051 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.6134e-05 - mean_absolute_percentage_error: 14.3120 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5633 - 31ms/epoch - 15ms/step\n", "Epoch 529/1000\n", - "2/2 - 0s - loss: 2.3747e-05 - mean_absolute_percentage_error: 9.3267 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7548 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.0101e-05 - mean_absolute_percentage_error: 16.4909 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4231 - 31ms/epoch - 16ms/step\n", "Epoch 530/1000\n", - "2/2 - 0s - loss: 2.6877e-05 - mean_absolute_percentage_error: 8.3986 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.1528 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.9561e-05 - mean_absolute_percentage_error: 16.0827 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.1337 - 34ms/epoch - 17ms/step\n", "Epoch 531/1000\n", - "2/2 - 0s - loss: 3.6503e-05 - mean_absolute_percentage_error: 11.1537 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.2228 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.4921e-05 - mean_absolute_percentage_error: 12.8110 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3514 - 30ms/epoch - 15ms/step\n", "Epoch 532/1000\n", - "2/2 - 0s - loss: 5.1713e-05 - mean_absolute_percentage_error: 8.8226 - val_loss: 0.0067 - val_mean_absolute_percentage_error: 7.1240 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.3287e-05 - mean_absolute_percentage_error: 14.9008 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8792 - 37ms/epoch - 18ms/step\n", "Epoch 533/1000\n", - "2/2 - 0s - loss: 8.6326e-05 - mean_absolute_percentage_error: 13.5245 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 9.0299 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.7215e-05 - mean_absolute_percentage_error: 15.3482 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6948 - 34ms/epoch - 17ms/step\n", "Epoch 534/1000\n", - "2/2 - 0s - loss: 9.7041e-05 - mean_absolute_percentage_error: 8.6632 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2555 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.2932e-05 - mean_absolute_percentage_error: 13.7255 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3620 - 33ms/epoch - 17ms/step\n", "Epoch 535/1000\n", - "2/2 - 0s - loss: 5.2558e-05 - mean_absolute_percentage_error: 14.3139 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4151 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.2381e-05 - mean_absolute_percentage_error: 15.2751 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5325 - 33ms/epoch - 16ms/step\n", "Epoch 536/1000\n", - "2/2 - 0s - loss: 4.6408e-05 - mean_absolute_percentage_error: 13.5616 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.7927 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.9623e-05 - mean_absolute_percentage_error: 13.4747 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6081 - 33ms/epoch - 16ms/step\n", "Epoch 537/1000\n", - "2/2 - 0s - loss: 6.8460e-05 - mean_absolute_percentage_error: 15.8678 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4287 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.8752e-05 - mean_absolute_percentage_error: 15.3086 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.3891 - 46ms/epoch - 23ms/step\n", "Epoch 538/1000\n", - "2/2 - 0s - loss: 3.4029e-05 - mean_absolute_percentage_error: 10.8663 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 9.2333 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.0647e-05 - mean_absolute_percentage_error: 14.7347 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7166 - 38ms/epoch - 19ms/step\n", "Epoch 539/1000\n", - "2/2 - 0s - loss: 5.6036e-05 - mean_absolute_percentage_error: 12.5047 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4390 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.9318e-05 - mean_absolute_percentage_error: 14.2866 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3774 - 30ms/epoch - 15ms/step\n", "Epoch 540/1000\n", - "2/2 - 0s - loss: 4.6999e-05 - mean_absolute_percentage_error: 11.8839 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 9.1577 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.9960e-05 - mean_absolute_percentage_error: 15.0644 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7821 - 29ms/epoch - 14ms/step\n", "Epoch 541/1000\n", - "2/2 - 0s - loss: 5.6299e-05 - mean_absolute_percentage_error: 8.7540 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5630 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4411e-05 - mean_absolute_percentage_error: 13.6582 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.2972 - 32ms/epoch - 16ms/step\n", "Epoch 542/1000\n", - "2/2 - 0s - loss: 6.4954e-05 - mean_absolute_percentage_error: 13.2859 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.1109 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.6974e-05 - mean_absolute_percentage_error: 16.1318 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8012 - 31ms/epoch - 16ms/step\n", "Epoch 543/1000\n", - "2/2 - 0s - loss: 4.9652e-05 - mean_absolute_percentage_error: 7.2320 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.5375 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.7082e-05 - mean_absolute_percentage_error: 12.5799 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3231 - 36ms/epoch - 18ms/step\n", "Epoch 544/1000\n", - "2/2 - 0s - loss: 3.7885e-05 - mean_absolute_percentage_error: 12.6964 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5134 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 5.0220e-05 - mean_absolute_percentage_error: 17.0763 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.2175 - 34ms/epoch - 17ms/step\n", "Epoch 545/1000\n", - "2/2 - 0s - loss: 3.8210e-05 - mean_absolute_percentage_error: 12.9140 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 9.1165 - 68ms/epoch - 34ms/step\n", + "2/2 - 0s - loss: 5.8681e-05 - mean_absolute_percentage_error: 10.9870 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.2730 - 32ms/epoch - 16ms/step\n", "Epoch 546/1000\n", - "2/2 - 0s - loss: 4.5496e-05 - mean_absolute_percentage_error: 8.5090 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6860 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 5.8942e-05 - mean_absolute_percentage_error: 16.3462 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8891 - 32ms/epoch - 16ms/step\n", "Epoch 547/1000\n", - "2/2 - 0s - loss: 3.1370e-05 - mean_absolute_percentage_error: 12.0461 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.2174 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.5848e-05 - mean_absolute_percentage_error: 13.4096 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7069 - 29ms/epoch - 15ms/step\n", "Epoch 548/1000\n", - "2/2 - 0s - loss: 2.5378e-05 - mean_absolute_percentage_error: 10.1513 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.3162 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.6801e-05 - mean_absolute_percentage_error: 15.8717 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4990 - 30ms/epoch - 15ms/step\n", "Epoch 549/1000\n", - "2/2 - 0s - loss: 3.3508e-05 - mean_absolute_percentage_error: 10.0200 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7902 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 6.7758e-05 - mean_absolute_percentage_error: 17.6797 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6001 - 33ms/epoch - 17ms/step\n", "Epoch 550/1000\n", - "2/2 - 0s - loss: 2.3724e-05 - mean_absolute_percentage_error: 10.9830 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.3613 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.9336e-05 - mean_absolute_percentage_error: 17.4652 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8995 - 34ms/epoch - 17ms/step\n", "Epoch 551/1000\n", - "2/2 - 0s - loss: 3.1094e-05 - mean_absolute_percentage_error: 9.1553 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6229 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.2296e-05 - mean_absolute_percentage_error: 12.1643 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5557 - 32ms/epoch - 16ms/step\n", "Epoch 552/1000\n", - "2/2 - 0s - loss: 3.5972e-05 - mean_absolute_percentage_error: 11.0672 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7392 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.4853e-05 - mean_absolute_percentage_error: 18.8607 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6982 - 30ms/epoch - 15ms/step\n", "Epoch 553/1000\n", - "2/2 - 0s - loss: 2.3304e-05 - mean_absolute_percentage_error: 9.4328 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.4342 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.1390e-05 - mean_absolute_percentage_error: 14.7790 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.1106 - 30ms/epoch - 15ms/step\n", "Epoch 554/1000\n", - "2/2 - 0s - loss: 3.4218e-05 - mean_absolute_percentage_error: 7.7249 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4201 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 3.0445e-05 - mean_absolute_percentage_error: 16.4419 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4859 - 36ms/epoch - 18ms/step\n", "Epoch 555/1000\n", - "2/2 - 0s - loss: 2.8338e-05 - mean_absolute_percentage_error: 10.7518 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0451 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.6165e-05 - mean_absolute_percentage_error: 16.3833 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.6663 - 31ms/epoch - 16ms/step\n", "Epoch 556/1000\n", - "2/2 - 0s - loss: 2.6798e-05 - mean_absolute_percentage_error: 8.8886 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7102 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.8423e-05 - mean_absolute_percentage_error: 18.2770 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6180 - 33ms/epoch - 16ms/step\n", "Epoch 557/1000\n", - "2/2 - 0s - loss: 2.6500e-05 - mean_absolute_percentage_error: 9.7226 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6407 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.1596e-05 - mean_absolute_percentage_error: 18.6713 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.4232 - 35ms/epoch - 17ms/step\n", "Epoch 558/1000\n", - "2/2 - 0s - loss: 2.2659e-05 - mean_absolute_percentage_error: 10.1483 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.1324 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.7589e-05 - mean_absolute_percentage_error: 15.9031 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6068 - 31ms/epoch - 16ms/step\n", "Epoch 559/1000\n", - "2/2 - 0s - loss: 2.8618e-05 - mean_absolute_percentage_error: 9.8275 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5821 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.5129e-05 - mean_absolute_percentage_error: 18.1082 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8656 - 30ms/epoch - 15ms/step\n", "Epoch 560/1000\n", - "2/2 - 0s - loss: 2.3919e-05 - mean_absolute_percentage_error: 10.1438 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7137 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.8145e-05 - mean_absolute_percentage_error: 15.5947 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5748 - 32ms/epoch - 16ms/step\n", "Epoch 561/1000\n", - "2/2 - 0s - loss: 2.4435e-05 - mean_absolute_percentage_error: 9.0015 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6079 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.7725e-05 - mean_absolute_percentage_error: 16.5199 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.6615 - 33ms/epoch - 16ms/step\n", "Epoch 562/1000\n", - "2/2 - 0s - loss: 2.6516e-05 - mean_absolute_percentage_error: 9.5212 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5478 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.5186e-05 - mean_absolute_percentage_error: 15.7710 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.9730 - 33ms/epoch - 16ms/step\n", "Epoch 563/1000\n", - "2/2 - 0s - loss: 2.3087e-05 - mean_absolute_percentage_error: 9.2018 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8803 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 3.5223e-05 - mean_absolute_percentage_error: 15.3342 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6051 - 32ms/epoch - 16ms/step\n", "Epoch 564/1000\n", - "2/2 - 0s - loss: 2.5480e-05 - mean_absolute_percentage_error: 8.7152 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3300 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.7955e-05 - mean_absolute_percentage_error: 16.5302 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0377 - 34ms/epoch - 17ms/step\n", "Epoch 565/1000\n", - "2/2 - 0s - loss: 2.5859e-05 - mean_absolute_percentage_error: 9.4930 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8436 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.7760e-05 - mean_absolute_percentage_error: 14.9380 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4996 - 37ms/epoch - 18ms/step\n", "Epoch 566/1000\n", - "2/2 - 0s - loss: 3.1625e-05 - mean_absolute_percentage_error: 8.4088 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4199 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.0604e-05 - mean_absolute_percentage_error: 16.7128 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.1905 - 33ms/epoch - 17ms/step\n", "Epoch 567/1000\n", - "2/2 - 0s - loss: 3.6112e-05 - mean_absolute_percentage_error: 10.0839 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7832 - 59ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 3.5315e-05 - mean_absolute_percentage_error: 12.9253 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4751 - 29ms/epoch - 14ms/step\n", "Epoch 568/1000\n", - "2/2 - 0s - loss: 3.6272e-05 - mean_absolute_percentage_error: 10.0288 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9442 - 55ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 3.0885e-05 - mean_absolute_percentage_error: 15.0595 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9516 - 29ms/epoch - 15ms/step\n", "Epoch 569/1000\n", - "2/2 - 0s - loss: 3.5129e-05 - mean_absolute_percentage_error: 10.5519 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3413 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.0120e-05 - mean_absolute_percentage_error: 15.6534 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5022 - 35ms/epoch - 18ms/step\n", "Epoch 570/1000\n", - "2/2 - 0s - loss: 3.7936e-05 - mean_absolute_percentage_error: 13.3030 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.1926 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.9339e-05 - mean_absolute_percentage_error: 16.1077 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8865 - 34ms/epoch - 17ms/step\n", "Epoch 571/1000\n", - "2/2 - 0s - loss: 2.8220e-05 - mean_absolute_percentage_error: 9.7227 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3846 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.0793e-05 - mean_absolute_percentage_error: 14.7798 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6551 - 29ms/epoch - 15ms/step\n", "Epoch 572/1000\n", - "2/2 - 0s - loss: 2.6752e-05 - mean_absolute_percentage_error: 9.0573 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9802 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.2910e-05 - mean_absolute_percentage_error: 14.6471 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3740 - 31ms/epoch - 15ms/step\n", "Epoch 573/1000\n", - "2/2 - 0s - loss: 2.6229e-05 - mean_absolute_percentage_error: 7.8328 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4455 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.3539e-05 - mean_absolute_percentage_error: 14.8991 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6586 - 31ms/epoch - 16ms/step\n", "Epoch 574/1000\n", - "2/2 - 0s - loss: 2.7393e-05 - mean_absolute_percentage_error: 8.9843 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6833 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 3.1077e-05 - mean_absolute_percentage_error: 12.7968 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5848 - 35ms/epoch - 17ms/step\n", "Epoch 575/1000\n", - "2/2 - 0s - loss: 2.8376e-05 - mean_absolute_percentage_error: 8.5598 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6617 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4847e-05 - mean_absolute_percentage_error: 14.5978 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5630 - 46ms/epoch - 23ms/step\n", "Epoch 576/1000\n", - "2/2 - 0s - loss: 2.2775e-05 - mean_absolute_percentage_error: 8.5683 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4168 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.6911e-05 - mean_absolute_percentage_error: 14.4911 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.1521 - 51ms/epoch - 25ms/step\n", "Epoch 577/1000\n", - "2/2 - 0s - loss: 2.3337e-05 - mean_absolute_percentage_error: 10.2740 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.0958 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.5332e-05 - mean_absolute_percentage_error: 15.5618 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3797 - 37ms/epoch - 18ms/step\n", "Epoch 578/1000\n", - "2/2 - 0s - loss: 3.1584e-05 - mean_absolute_percentage_error: 9.7397 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3508 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.1465e-05 - mean_absolute_percentage_error: 15.8240 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9107 - 38ms/epoch - 19ms/step\n", "Epoch 579/1000\n", - "2/2 - 0s - loss: 4.9851e-05 - mean_absolute_percentage_error: 12.8394 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9962 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.0266e-05 - mean_absolute_percentage_error: 13.9615 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3544 - 38ms/epoch - 19ms/step\n", "Epoch 580/1000\n", - "2/2 - 0s - loss: 4.1758e-05 - mean_absolute_percentage_error: 8.6428 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.2271 - 53ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 3.1799e-05 - mean_absolute_percentage_error: 15.0254 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8799 - 41ms/epoch - 21ms/step\n", "Epoch 581/1000\n", - "2/2 - 0s - loss: 4.9760e-05 - mean_absolute_percentage_error: 10.6331 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2356 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 3.7701e-05 - mean_absolute_percentage_error: 11.8118 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3193 - 48ms/epoch - 24ms/step\n", "Epoch 582/1000\n", - "2/2 - 0s - loss: 3.7733e-05 - mean_absolute_percentage_error: 10.3626 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.5240 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.5287e-05 - mean_absolute_percentage_error: 15.3009 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5698 - 29ms/epoch - 15ms/step\n", "Epoch 583/1000\n", - "2/2 - 0s - loss: 3.6010e-05 - mean_absolute_percentage_error: 8.4022 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3258 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.1550e-05 - mean_absolute_percentage_error: 13.0315 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4876 - 30ms/epoch - 15ms/step\n", "Epoch 584/1000\n", - "2/2 - 0s - loss: 3.2653e-05 - mean_absolute_percentage_error: 11.1881 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8015 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.9268e-05 - mean_absolute_percentage_error: 14.6902 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3638 - 36ms/epoch - 18ms/step\n", "Epoch 585/1000\n", - "2/2 - 0s - loss: 2.6553e-05 - mean_absolute_percentage_error: 8.6355 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8066 - 53ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.9483e-05 - mean_absolute_percentage_error: 12.4319 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 8.0099 - 29ms/epoch - 15ms/step\n", "Epoch 586/1000\n", - "2/2 - 0s - loss: 3.1433e-05 - mean_absolute_percentage_error: 10.9328 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5378 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.5238e-05 - mean_absolute_percentage_error: 15.3431 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3470 - 29ms/epoch - 15ms/step\n", "Epoch 587/1000\n", - "2/2 - 0s - loss: 2.4268e-05 - mean_absolute_percentage_error: 10.1069 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.0091 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.9713e-05 - mean_absolute_percentage_error: 15.9293 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.1622 - 29ms/epoch - 14ms/step\n", "Epoch 588/1000\n", - "2/2 - 0s - loss: 2.5082e-05 - mean_absolute_percentage_error: 9.4409 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3693 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.4646e-05 - mean_absolute_percentage_error: 14.3620 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3227 - 31ms/epoch - 16ms/step\n", "Epoch 589/1000\n", - "2/2 - 0s - loss: 2.8899e-05 - mean_absolute_percentage_error: 11.3002 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8718 - 61ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 3.6681e-05 - mean_absolute_percentage_error: 16.9536 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8079 - 30ms/epoch - 15ms/step\n", "Epoch 590/1000\n", - "2/2 - 0s - loss: 2.6174e-05 - mean_absolute_percentage_error: 9.5469 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3642 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.0173e-05 - mean_absolute_percentage_error: 12.5068 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4755 - 29ms/epoch - 14ms/step\n", "Epoch 591/1000\n", - "2/2 - 0s - loss: 2.9109e-05 - mean_absolute_percentage_error: 11.7093 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6215 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.8009e-05 - mean_absolute_percentage_error: 14.1378 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5640 - 33ms/epoch - 17ms/step\n", "Epoch 592/1000\n", - "2/2 - 0s - loss: 2.7239e-05 - mean_absolute_percentage_error: 8.7501 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6494 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.8360e-05 - mean_absolute_percentage_error: 13.9516 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7753 - 34ms/epoch - 17ms/step\n", "Epoch 593/1000\n", - "2/2 - 0s - loss: 3.2967e-05 - mean_absolute_percentage_error: 9.6252 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3287 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.9255e-05 - mean_absolute_percentage_error: 12.5620 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4252 - 31ms/epoch - 16ms/step\n", "Epoch 594/1000\n", - "2/2 - 0s - loss: 2.7146e-05 - mean_absolute_percentage_error: 9.7004 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 8.0136 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.9457e-05 - mean_absolute_percentage_error: 14.3292 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5132 - 38ms/epoch - 19ms/step\n", "Epoch 595/1000\n", - "2/2 - 0s - loss: 4.2417e-05 - mean_absolute_percentage_error: 8.2440 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.2650 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.7401e-05 - mean_absolute_percentage_error: 14.2168 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7011 - 31ms/epoch - 16ms/step\n", "Epoch 596/1000\n", - "2/2 - 0s - loss: 3.3431e-05 - mean_absolute_percentage_error: 7.9720 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8964 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.8128e-05 - mean_absolute_percentage_error: 13.6598 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4583 - 29ms/epoch - 14ms/step\n", "Epoch 597/1000\n", - "2/2 - 0s - loss: 2.6486e-05 - mean_absolute_percentage_error: 10.3265 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2125 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.8270e-05 - mean_absolute_percentage_error: 14.3110 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5151 - 31ms/epoch - 15ms/step\n", "Epoch 598/1000\n", - "2/2 - 0s - loss: 2.8108e-05 - mean_absolute_percentage_error: 11.1704 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.0696 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.0761e-05 - mean_absolute_percentage_error: 15.0936 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9533 - 34ms/epoch - 17ms/step\n", "Epoch 599/1000\n", - "2/2 - 0s - loss: 3.0200e-05 - mean_absolute_percentage_error: 9.1761 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4043 - 40ms/epoch - 20ms/step\n", + "2/2 - 0s - loss: 3.3334e-05 - mean_absolute_percentage_error: 12.2110 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5118 - 31ms/epoch - 15ms/step\n", "Epoch 600/1000\n", - "2/2 - 0s - loss: 2.3684e-05 - mean_absolute_percentage_error: 10.5791 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4472 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.0533e-05 - mean_absolute_percentage_error: 14.4327 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7353 - 29ms/epoch - 15ms/step\n", "Epoch 601/1000\n", - "2/2 - 0s - loss: 2.6394e-05 - mean_absolute_percentage_error: 10.9667 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5802 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.0762e-05 - mean_absolute_percentage_error: 12.3825 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4255 - 29ms/epoch - 14ms/step\n", "Epoch 602/1000\n", - "2/2 - 0s - loss: 2.3169e-05 - mean_absolute_percentage_error: 10.0524 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4811 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.4231e-05 - mean_absolute_percentage_error: 14.1558 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9152 - 28ms/epoch - 14ms/step\n", "Epoch 603/1000\n", - "2/2 - 0s - loss: 2.1382e-05 - mean_absolute_percentage_error: 9.3509 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7568 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3089e-05 - mean_absolute_percentage_error: 13.4289 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4793 - 37ms/epoch - 19ms/step\n", "Epoch 604/1000\n", - "2/2 - 0s - loss: 2.5217e-05 - mean_absolute_percentage_error: 8.9101 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.2832 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7341e-05 - mean_absolute_percentage_error: 15.7533 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4224 - 33ms/epoch - 17ms/step\n", "Epoch 605/1000\n", - "2/2 - 0s - loss: 2.6894e-05 - mean_absolute_percentage_error: 10.5136 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4836 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.9649e-05 - mean_absolute_percentage_error: 13.7165 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5451 - 36ms/epoch - 18ms/step\n", "Epoch 606/1000\n", - "2/2 - 0s - loss: 2.1516e-05 - mean_absolute_percentage_error: 8.5331 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7352 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7644e-05 - mean_absolute_percentage_error: 13.9129 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4285 - 32ms/epoch - 16ms/step\n", "Epoch 607/1000\n", - "2/2 - 0s - loss: 2.7469e-05 - mean_absolute_percentage_error: 10.0936 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3129 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7106e-05 - mean_absolute_percentage_error: 12.2158 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5893 - 33ms/epoch - 16ms/step\n", "Epoch 608/1000\n", - "2/2 - 0s - loss: 2.1925e-05 - mean_absolute_percentage_error: 9.8353 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7404 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.7830e-05 - mean_absolute_percentage_error: 12.0887 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.2950 - 31ms/epoch - 16ms/step\n", "Epoch 609/1000\n", - "2/2 - 0s - loss: 2.4130e-05 - mean_absolute_percentage_error: 8.7677 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.2733 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.2187e-05 - mean_absolute_percentage_error: 14.4983 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9322 - 31ms/epoch - 16ms/step\n", "Epoch 610/1000\n", - "2/2 - 0s - loss: 2.5137e-05 - mean_absolute_percentage_error: 10.2862 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5993 - 59ms/epoch - 30ms/step\n", + "2/2 - 0s - loss: 3.2231e-05 - mean_absolute_percentage_error: 12.3260 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3642 - 32ms/epoch - 16ms/step\n", "Epoch 611/1000\n", - "2/2 - 0s - loss: 2.4822e-05 - mean_absolute_percentage_error: 9.1997 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4664 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 3.0633e-05 - mean_absolute_percentage_error: 16.0216 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6139 - 32ms/epoch - 16ms/step\n", "Epoch 612/1000\n", - "2/2 - 0s - loss: 2.0988e-05 - mean_absolute_percentage_error: 9.4984 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.2923 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7381e-05 - mean_absolute_percentage_error: 14.9006 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5636 - 69ms/epoch - 34ms/step\n", "Epoch 613/1000\n", - "2/2 - 0s - loss: 2.2968e-05 - mean_absolute_percentage_error: 10.4728 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6509 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.6941e-05 - mean_absolute_percentage_error: 14.4060 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5697 - 31ms/epoch - 16ms/step\n", "Epoch 614/1000\n", - "2/2 - 0s - loss: 2.2937e-05 - mean_absolute_percentage_error: 9.8056 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4253 - 53ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.8719e-05 - mean_absolute_percentage_error: 14.5581 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6535 - 35ms/epoch - 17ms/step\n", "Epoch 615/1000\n", - "2/2 - 0s - loss: 2.2409e-05 - mean_absolute_percentage_error: 9.9135 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3859 - 59ms/epoch - 30ms/step\n", + "2/2 - 0s - loss: 2.8204e-05 - mean_absolute_percentage_error: 13.0479 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3887 - 32ms/epoch - 16ms/step\n", "Epoch 616/1000\n", - "2/2 - 0s - loss: 2.1468e-05 - mean_absolute_percentage_error: 9.4819 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4156 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.8835e-05 - mean_absolute_percentage_error: 14.4589 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4344 - 29ms/epoch - 15ms/step\n", "Epoch 617/1000\n", - "2/2 - 0s - loss: 2.1285e-05 - mean_absolute_percentage_error: 9.4456 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4728 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.7147e-05 - mean_absolute_percentage_error: 14.0737 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6363 - 31ms/epoch - 16ms/step\n", "Epoch 618/1000\n", - "2/2 - 0s - loss: 2.1227e-05 - mean_absolute_percentage_error: 9.3551 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3651 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.9667e-05 - mean_absolute_percentage_error: 13.0374 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3513 - 30ms/epoch - 15ms/step\n", "Epoch 619/1000\n", - "2/2 - 0s - loss: 2.1472e-05 - mean_absolute_percentage_error: 9.3550 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4422 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.9812e-05 - mean_absolute_percentage_error: 15.6049 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6213 - 29ms/epoch - 14ms/step\n", "Epoch 620/1000\n", - "2/2 - 0s - loss: 2.2293e-05 - mean_absolute_percentage_error: 9.4668 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3249 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.6180e-05 - mean_absolute_percentage_error: 12.5572 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2941 - 29ms/epoch - 15ms/step\n", "Epoch 621/1000\n", - "2/2 - 0s - loss: 2.2121e-05 - mean_absolute_percentage_error: 9.6965 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4331 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.7761e-05 - mean_absolute_percentage_error: 16.5955 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8163 - 35ms/epoch - 18ms/step\n", "Epoch 622/1000\n", - "2/2 - 0s - loss: 2.1900e-05 - mean_absolute_percentage_error: 9.0902 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6076 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.7874e-05 - mean_absolute_percentage_error: 11.9748 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3130 - 29ms/epoch - 15ms/step\n", "Epoch 623/1000\n", - "2/2 - 0s - loss: 2.4332e-05 - mean_absolute_percentage_error: 9.1550 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2263 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.7764e-05 - mean_absolute_percentage_error: 15.9369 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7671 - 33ms/epoch - 17ms/step\n", "Epoch 624/1000\n", - "2/2 - 0s - loss: 2.4281e-05 - mean_absolute_percentage_error: 10.4601 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4062 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.6177e-05 - mean_absolute_percentage_error: 13.0524 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2429 - 42ms/epoch - 21ms/step\n", "Epoch 625/1000\n", - "2/2 - 0s - loss: 2.7977e-05 - mean_absolute_percentage_error: 9.6592 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3022 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 5.7744e-05 - mean_absolute_percentage_error: 16.6443 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.2144 - 34ms/epoch - 17ms/step\n", "Epoch 626/1000\n", - "2/2 - 0s - loss: 2.3529e-05 - mean_absolute_percentage_error: 9.5702 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2375 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.0327e-05 - mean_absolute_percentage_error: 11.2683 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3683 - 33ms/epoch - 16ms/step\n", "Epoch 627/1000\n", - "2/2 - 0s - loss: 2.3803e-05 - mean_absolute_percentage_error: 9.7967 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5614 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.5515e-05 - mean_absolute_percentage_error: 18.2088 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8640 - 32ms/epoch - 16ms/step\n", "Epoch 628/1000\n", - "2/2 - 0s - loss: 3.0993e-05 - mean_absolute_percentage_error: 8.9666 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.2990 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.6395e-05 - mean_absolute_percentage_error: 11.7622 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4974 - 32ms/epoch - 16ms/step\n", "Epoch 629/1000\n", - "2/2 - 0s - loss: 3.6557e-05 - mean_absolute_percentage_error: 10.1673 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4890 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.1611e-05 - mean_absolute_percentage_error: 16.5966 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5358 - 34ms/epoch - 17ms/step\n", "Epoch 630/1000\n", - "2/2 - 0s - loss: 4.6920e-05 - mean_absolute_percentage_error: 10.3171 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5431 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.1365e-05 - mean_absolute_percentage_error: 16.9896 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8272 - 39ms/epoch - 19ms/step\n", "Epoch 631/1000\n", - "2/2 - 0s - loss: 3.5802e-05 - mean_absolute_percentage_error: 10.4255 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7481 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.4295e-05 - mean_absolute_percentage_error: 18.7168 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4011 - 31ms/epoch - 15ms/step\n", "Epoch 632/1000\n", - "2/2 - 0s - loss: 4.1077e-05 - mean_absolute_percentage_error: 10.6833 - val_loss: 0.0067 - val_mean_absolute_percentage_error: 7.1497 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.5469e-05 - mean_absolute_percentage_error: 13.0805 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.1054 - 32ms/epoch - 16ms/step\n", "Epoch 633/1000\n", - "2/2 - 0s - loss: 3.2628e-05 - mean_absolute_percentage_error: 13.3420 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9739 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 3.2175e-05 - mean_absolute_percentage_error: 17.3935 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3178 - 29ms/epoch - 15ms/step\n", "Epoch 634/1000\n", - "2/2 - 0s - loss: 3.1315e-05 - mean_absolute_percentage_error: 9.2622 - val_loss: 0.0067 - val_mean_absolute_percentage_error: 7.1335 - 55ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 4.5702e-05 - mean_absolute_percentage_error: 13.1032 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9822 - 30ms/epoch - 15ms/step\n", "Epoch 635/1000\n", - "2/2 - 0s - loss: 3.2518e-05 - mean_absolute_percentage_error: 11.0315 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5671 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.5748e-05 - mean_absolute_percentage_error: 11.3914 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3739 - 31ms/epoch - 15ms/step\n", "Epoch 636/1000\n", - "2/2 - 0s - loss: 2.2436e-05 - mean_absolute_percentage_error: 7.7316 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2020 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.8901e-05 - mean_absolute_percentage_error: 13.6272 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 8.0264 - 34ms/epoch - 17ms/step\n", "Epoch 637/1000\n", - "2/2 - 0s - loss: 2.5485e-05 - mean_absolute_percentage_error: 9.2788 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6166 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.4599e-05 - mean_absolute_percentage_error: 13.0882 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5856 - 30ms/epoch - 15ms/step\n", "Epoch 638/1000\n", - "2/2 - 0s - loss: 2.5343e-05 - mean_absolute_percentage_error: 9.1119 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4074 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.5719e-05 - mean_absolute_percentage_error: 15.2574 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8352 - 30ms/epoch - 15ms/step\n", "Epoch 639/1000\n", - "2/2 - 0s - loss: 2.1700e-05 - mean_absolute_percentage_error: 10.2256 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3496 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.8718e-05 - mean_absolute_percentage_error: 14.8914 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4801 - 40ms/epoch - 20ms/step\n", "Epoch 640/1000\n", - "2/2 - 0s - loss: 2.0810e-05 - mean_absolute_percentage_error: 10.8920 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7009 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.0346e-05 - mean_absolute_percentage_error: 16.9992 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6159 - 35ms/epoch - 17ms/step\n", "Epoch 641/1000\n", - "2/2 - 0s - loss: 2.3856e-05 - mean_absolute_percentage_error: 11.3257 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2720 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.5885e-05 - mean_absolute_percentage_error: 13.9928 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4326 - 32ms/epoch - 16ms/step\n", "Epoch 642/1000\n", - "2/2 - 0s - loss: 2.3934e-05 - mean_absolute_percentage_error: 11.4255 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5297 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.8023e-05 - mean_absolute_percentage_error: 13.9323 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5852 - 30ms/epoch - 15ms/step\n", "Epoch 643/1000\n", - "2/2 - 0s - loss: 2.0914e-05 - mean_absolute_percentage_error: 9.5052 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3002 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.6518e-05 - mean_absolute_percentage_error: 12.1322 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3998 - 64ms/epoch - 32ms/step\n", "Epoch 644/1000\n", - "2/2 - 0s - loss: 2.2046e-05 - mean_absolute_percentage_error: 9.0155 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4334 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.7954e-05 - mean_absolute_percentage_error: 14.9202 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7979 - 33ms/epoch - 17ms/step\n", "Epoch 645/1000\n", - "2/2 - 0s - loss: 2.1955e-05 - mean_absolute_percentage_error: 9.7158 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4154 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.8852e-05 - mean_absolute_percentage_error: 14.0690 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4332 - 29ms/epoch - 15ms/step\n", "Epoch 646/1000\n", - "2/2 - 0s - loss: 2.3223e-05 - mean_absolute_percentage_error: 9.4923 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3489 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.0342e-05 - mean_absolute_percentage_error: 17.4540 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8180 - 32ms/epoch - 16ms/step\n", "Epoch 647/1000\n", - "2/2 - 0s - loss: 2.4129e-05 - mean_absolute_percentage_error: 11.1471 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4714 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.8689e-05 - mean_absolute_percentage_error: 14.4985 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6087 - 29ms/epoch - 14ms/step\n", "Epoch 648/1000\n", - "2/2 - 0s - loss: 2.3294e-05 - mean_absolute_percentage_error: 10.3932 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4936 - 59ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 2.5681e-05 - mean_absolute_percentage_error: 14.3981 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4299 - 36ms/epoch - 18ms/step\n", "Epoch 649/1000\n", - "2/2 - 0s - loss: 2.1784e-05 - mean_absolute_percentage_error: 11.8254 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2946 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.8031e-05 - mean_absolute_percentage_error: 12.2599 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5142 - 33ms/epoch - 17ms/step\n", "Epoch 650/1000\n", - "2/2 - 0s - loss: 2.0874e-05 - mean_absolute_percentage_error: 9.9959 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6288 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.6329e-05 - mean_absolute_percentage_error: 13.4240 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4808 - 35ms/epoch - 17ms/step\n", "Epoch 651/1000\n", - "2/2 - 0s - loss: 2.3837e-05 - mean_absolute_percentage_error: 9.5661 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2622 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.5552e-05 - mean_absolute_percentage_error: 13.0014 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5928 - 31ms/epoch - 16ms/step\n", "Epoch 652/1000\n", - "2/2 - 0s - loss: 2.0709e-05 - mean_absolute_percentage_error: 9.3704 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5586 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.6622e-05 - mean_absolute_percentage_error: 14.6590 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5361 - 30ms/epoch - 15ms/step\n", "Epoch 653/1000\n", - "2/2 - 0s - loss: 2.2205e-05 - mean_absolute_percentage_error: 8.7091 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3157 - 61ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 2.5991e-05 - mean_absolute_percentage_error: 14.3861 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5334 - 36ms/epoch - 18ms/step\n", "Epoch 654/1000\n", - "2/2 - 0s - loss: 2.0410e-05 - mean_absolute_percentage_error: 9.2450 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4102 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 2.7186e-05 - mean_absolute_percentage_error: 14.7104 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3846 - 34ms/epoch - 17ms/step\n", "Epoch 655/1000\n", - "2/2 - 0s - loss: 2.0086e-05 - mean_absolute_percentage_error: 9.6195 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4622 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.8579e-05 - mean_absolute_percentage_error: 14.6431 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7667 - 32ms/epoch - 16ms/step\n", "Epoch 656/1000\n", - "2/2 - 0s - loss: 2.0195e-05 - mean_absolute_percentage_error: 10.0633 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3597 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.9180e-05 - mean_absolute_percentage_error: 12.2988 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4013 - 31ms/epoch - 15ms/step\n", "Epoch 657/1000\n", - "2/2 - 0s - loss: 2.1034e-05 - mean_absolute_percentage_error: 11.0195 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5499 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.6818e-05 - mean_absolute_percentage_error: 14.1393 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5684 - 38ms/epoch - 19ms/step\n", "Epoch 658/1000\n", - "2/2 - 0s - loss: 2.1305e-05 - mean_absolute_percentage_error: 10.6681 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3610 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.7122e-05 - mean_absolute_percentage_error: 12.5488 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4152 - 32ms/epoch - 16ms/step\n", "Epoch 659/1000\n", - "2/2 - 0s - loss: 2.0170e-05 - mean_absolute_percentage_error: 10.7316 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2645 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.2851e-05 - mean_absolute_percentage_error: 14.3032 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9777 - 33ms/epoch - 17ms/step\n", "Epoch 660/1000\n", - "2/2 - 0s - loss: 2.1749e-05 - mean_absolute_percentage_error: 10.3100 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3419 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.7457e-05 - mean_absolute_percentage_error: 12.0600 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3336 - 34ms/epoch - 17ms/step\n", "Epoch 661/1000\n", - "2/2 - 0s - loss: 2.1458e-05 - mean_absolute_percentage_error: 8.6882 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3733 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.3785e-05 - mean_absolute_percentage_error: 16.5372 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6517 - 31ms/epoch - 15ms/step\n", "Epoch 662/1000\n", - "2/2 - 0s - loss: 2.5193e-05 - mean_absolute_percentage_error: 7.8205 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2359 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.8646e-05 - mean_absolute_percentage_error: 13.2252 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4226 - 34ms/epoch - 17ms/step\n", "Epoch 663/1000\n", - "2/2 - 0s - loss: 3.2881e-05 - mean_absolute_percentage_error: 11.7047 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6896 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.7087e-05 - mean_absolute_percentage_error: 14.6572 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5100 - 37ms/epoch - 19ms/step\n", "Epoch 664/1000\n", - "2/2 - 0s - loss: 2.5815e-05 - mean_absolute_percentage_error: 9.6782 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5824 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.5085e-05 - mean_absolute_percentage_error: 12.7338 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6244 - 38ms/epoch - 19ms/step\n", "Epoch 665/1000\n", - "2/2 - 0s - loss: 2.7032e-05 - mean_absolute_percentage_error: 10.6093 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3799 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7859e-05 - mean_absolute_percentage_error: 11.2014 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4142 - 33ms/epoch - 16ms/step\n", "Epoch 666/1000\n", - "2/2 - 0s - loss: 2.3159e-05 - mean_absolute_percentage_error: 9.6392 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7206 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.5194e-05 - mean_absolute_percentage_error: 12.2359 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7204 - 37ms/epoch - 19ms/step\n", "Epoch 667/1000\n", - "2/2 - 0s - loss: 2.7638e-05 - mean_absolute_percentage_error: 10.1784 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3060 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.7110e-05 - mean_absolute_percentage_error: 13.9565 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3991 - 32ms/epoch - 16ms/step\n", "Epoch 668/1000\n", - "2/2 - 0s - loss: 2.4911e-05 - mean_absolute_percentage_error: 9.2109 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8276 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.8769e-05 - mean_absolute_percentage_error: 16.7086 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8432 - 33ms/epoch - 16ms/step\n", "Epoch 669/1000\n", - "2/2 - 0s - loss: 2.7105e-05 - mean_absolute_percentage_error: 9.0523 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2315 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.9461e-05 - mean_absolute_percentage_error: 14.6131 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3854 - 35ms/epoch - 17ms/step\n", "Epoch 670/1000\n", - "2/2 - 0s - loss: 2.5268e-05 - mean_absolute_percentage_error: 10.8465 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9768 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.0491e-05 - mean_absolute_percentage_error: 16.8429 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7474 - 32ms/epoch - 16ms/step\n", "Epoch 671/1000\n", - "2/2 - 0s - loss: 2.7141e-05 - mean_absolute_percentage_error: 9.0840 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2893 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.8146e-05 - mean_absolute_percentage_error: 12.6527 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4470 - 31ms/epoch - 16ms/step\n", "Epoch 672/1000\n", - "2/2 - 0s - loss: 2.3069e-05 - mean_absolute_percentage_error: 11.3702 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7668 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.6329e-05 - mean_absolute_percentage_error: 13.5952 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5735 - 30ms/epoch - 15ms/step\n", "Epoch 673/1000\n", - "2/2 - 0s - loss: 2.2442e-05 - mean_absolute_percentage_error: 10.5423 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2568 - 57ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 2.5648e-05 - mean_absolute_percentage_error: 12.2657 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5632 - 32ms/epoch - 16ms/step\n", "Epoch 674/1000\n", - "2/2 - 0s - loss: 2.8392e-05 - mean_absolute_percentage_error: 11.5097 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.9157 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.5178e-05 - mean_absolute_percentage_error: 12.7503 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4567 - 36ms/epoch - 18ms/step\n", "Epoch 675/1000\n", - "2/2 - 0s - loss: 3.0686e-05 - mean_absolute_percentage_error: 9.1099 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2784 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.7119e-05 - mean_absolute_percentage_error: 14.9904 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4121 - 43ms/epoch - 21ms/step\n", "Epoch 676/1000\n", - "2/2 - 0s - loss: 2.5877e-05 - mean_absolute_percentage_error: 11.3483 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.5035 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7254e-05 - mean_absolute_percentage_error: 15.2094 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7665 - 29ms/epoch - 14ms/step\n", "Epoch 677/1000\n", - "2/2 - 0s - loss: 2.0804e-05 - mean_absolute_percentage_error: 9.4318 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5387 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.8338e-05 - mean_absolute_percentage_error: 12.9236 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3703 - 29ms/epoch - 14ms/step\n", "Epoch 678/1000\n", - "2/2 - 0s - loss: 1.9675e-05 - mean_absolute_percentage_error: 9.4483 - val_loss: 0.0066 - val_mean_absolute_percentage_error: 7.1510 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.0032e-05 - mean_absolute_percentage_error: 14.3036 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8002 - 29ms/epoch - 15ms/step\n", "Epoch 679/1000\n", - "2/2 - 0s - loss: 2.6577e-05 - mean_absolute_percentage_error: 11.1302 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6912 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.3878e-05 - mean_absolute_percentage_error: 11.3382 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2803 - 29ms/epoch - 14ms/step\n", "Epoch 680/1000\n", - "2/2 - 0s - loss: 2.3963e-05 - mean_absolute_percentage_error: 9.0332 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2390 - 58ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 3.4593e-05 - mean_absolute_percentage_error: 15.8145 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7915 - 57ms/epoch - 28ms/step\n", "Epoch 681/1000\n", - "2/2 - 0s - loss: 2.3819e-05 - mean_absolute_percentage_error: 10.5846 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5946 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.9959e-05 - mean_absolute_percentage_error: 12.7135 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3846 - 33ms/epoch - 16ms/step\n", "Epoch 682/1000\n", - "2/2 - 0s - loss: 2.2696e-05 - mean_absolute_percentage_error: 9.2801 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3691 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7472e-05 - mean_absolute_percentage_error: 15.0033 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6536 - 30ms/epoch - 15ms/step\n", "Epoch 683/1000\n", - "2/2 - 0s - loss: 2.0730e-05 - mean_absolute_percentage_error: 10.0586 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3498 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.0849e-05 - mean_absolute_percentage_error: 12.2888 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3137 - 33ms/epoch - 16ms/step\n", "Epoch 684/1000\n", - "2/2 - 0s - loss: 2.4525e-05 - mean_absolute_percentage_error: 8.9331 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3760 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3136e-05 - mean_absolute_percentage_error: 15.6096 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7914 - 29ms/epoch - 14ms/step\n", "Epoch 685/1000\n", - "2/2 - 0s - loss: 2.2910e-05 - mean_absolute_percentage_error: 9.5809 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3519 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.2793e-05 - mean_absolute_percentage_error: 11.9590 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3098 - 29ms/epoch - 15ms/step\n", "Epoch 686/1000\n", - "2/2 - 0s - loss: 2.3701e-05 - mean_absolute_percentage_error: 9.4006 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3403 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.4847e-05 - mean_absolute_percentage_error: 15.0948 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8379 - 31ms/epoch - 16ms/step\n", "Epoch 687/1000\n", - "2/2 - 0s - loss: 2.1206e-05 - mean_absolute_percentage_error: 9.7423 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3414 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.1522e-05 - mean_absolute_percentage_error: 12.1088 - val_loss: 0.0065 - val_mean_absolute_percentage_error: 7.2235 - 32ms/epoch - 16ms/step\n", "Epoch 688/1000\n", - "2/2 - 0s - loss: 1.8929e-05 - mean_absolute_percentage_error: 9.2549 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5962 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 6.9615e-05 - mean_absolute_percentage_error: 19.6094 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.5222 - 35ms/epoch - 18ms/step\n", "Epoch 689/1000\n", - "2/2 - 0s - loss: 2.2301e-05 - mean_absolute_percentage_error: 9.9071 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3573 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 7.3435e-05 - mean_absolute_percentage_error: 11.4241 - val_loss: 0.0066 - val_mean_absolute_percentage_error: 7.2495 - 34ms/epoch - 17ms/step\n", "Epoch 690/1000\n", - "2/2 - 0s - loss: 1.9537e-05 - mean_absolute_percentage_error: 9.9999 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.5178 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 7.1750e-05 - mean_absolute_percentage_error: 19.1089 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.1843 - 33ms/epoch - 17ms/step\n", "Epoch 691/1000\n", - "2/2 - 0s - loss: 2.0133e-05 - mean_absolute_percentage_error: 11.2493 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3793 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.3772e-05 - mean_absolute_percentage_error: 12.3895 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4332 - 33ms/epoch - 16ms/step\n", "Epoch 692/1000\n", - "2/2 - 0s - loss: 1.9980e-05 - mean_absolute_percentage_error: 10.9840 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4176 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.6267e-05 - mean_absolute_percentage_error: 16.9527 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7119 - 36ms/epoch - 18ms/step\n", "Epoch 693/1000\n", - "2/2 - 0s - loss: 1.9343e-05 - mean_absolute_percentage_error: 9.1217 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3484 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.0473e-05 - mean_absolute_percentage_error: 13.1297 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6675 - 31ms/epoch - 15ms/step\n", "Epoch 694/1000\n", - "2/2 - 0s - loss: 2.1111e-05 - mean_absolute_percentage_error: 9.6035 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5968 - 53ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 3.9072e-05 - mean_absolute_percentage_error: 12.9874 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8388 - 32ms/epoch - 16ms/step\n", "Epoch 695/1000\n", - "2/2 - 0s - loss: 2.2246e-05 - mean_absolute_percentage_error: 8.6741 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2698 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4125e-05 - mean_absolute_percentage_error: 13.3114 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6032 - 30ms/epoch - 15ms/step\n", "Epoch 696/1000\n", - "2/2 - 0s - loss: 2.1168e-05 - mean_absolute_percentage_error: 10.1759 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4509 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 3.4421e-05 - mean_absolute_percentage_error: 18.8790 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8465 - 32ms/epoch - 16ms/step\n", "Epoch 697/1000\n", - "2/2 - 0s - loss: 2.4601e-05 - mean_absolute_percentage_error: 9.3520 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2429 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7776e-05 - mean_absolute_percentage_error: 14.0068 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9380 - 31ms/epoch - 16ms/step\n", "Epoch 698/1000\n", - "2/2 - 0s - loss: 2.2347e-05 - mean_absolute_percentage_error: 10.6294 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3912 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.5226e-05 - mean_absolute_percentage_error: 14.8084 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6117 - 32ms/epoch - 16ms/step\n", "Epoch 699/1000\n", - "2/2 - 0s - loss: 1.9957e-05 - mean_absolute_percentage_error: 8.8486 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4448 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.8271e-05 - mean_absolute_percentage_error: 14.4833 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7709 - 31ms/epoch - 16ms/step\n", "Epoch 700/1000\n", - "2/2 - 0s - loss: 2.4485e-05 - mean_absolute_percentage_error: 9.4768 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5648 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.6799e-05 - mean_absolute_percentage_error: 13.7404 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4397 - 32ms/epoch - 16ms/step\n", "Epoch 701/1000\n", - "2/2 - 0s - loss: 2.4738e-05 - mean_absolute_percentage_error: 9.3127 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2841 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.0546e-05 - mean_absolute_percentage_error: 13.8317 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7353 - 38ms/epoch - 19ms/step\n", "Epoch 702/1000\n", - "2/2 - 0s - loss: 2.2247e-05 - mean_absolute_percentage_error: 10.6947 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4334 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.9869e-05 - mean_absolute_percentage_error: 14.0733 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4898 - 31ms/epoch - 16ms/step\n", "Epoch 703/1000\n", - "2/2 - 0s - loss: 1.8835e-05 - mean_absolute_percentage_error: 9.1456 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.5454 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.4671e-05 - mean_absolute_percentage_error: 13.0570 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6948 - 32ms/epoch - 16ms/step\n", "Epoch 704/1000\n", - "2/2 - 0s - loss: 1.9130e-05 - mean_absolute_percentage_error: 9.1430 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2284 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.4696e-05 - mean_absolute_percentage_error: 13.1182 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3361 - 36ms/epoch - 18ms/step\n", "Epoch 705/1000\n", - "2/2 - 0s - loss: 2.2683e-05 - mean_absolute_percentage_error: 10.6118 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4644 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.8267e-05 - mean_absolute_percentage_error: 14.2893 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7226 - 44ms/epoch - 22ms/step\n", "Epoch 706/1000\n", - "2/2 - 0s - loss: 2.1905e-05 - mean_absolute_percentage_error: 9.9228 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.5423 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.7285e-05 - mean_absolute_percentage_error: 12.6308 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3124 - 33ms/epoch - 17ms/step\n", "Epoch 707/1000\n", - "2/2 - 0s - loss: 2.0256e-05 - mean_absolute_percentage_error: 9.7063 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3530 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.7614e-05 - mean_absolute_percentage_error: 13.4430 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4619 - 33ms/epoch - 17ms/step\n", "Epoch 708/1000\n", - "2/2 - 0s - loss: 2.1592e-05 - mean_absolute_percentage_error: 10.3448 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.5358 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.4502e-05 - mean_absolute_percentage_error: 12.5758 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4326 - 36ms/epoch - 18ms/step\n", "Epoch 709/1000\n", - "2/2 - 0s - loss: 2.2453e-05 - mean_absolute_percentage_error: 9.2588 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2311 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.4512e-05 - mean_absolute_percentage_error: 12.0625 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3493 - 48ms/epoch - 24ms/step\n", "Epoch 710/1000\n", - "2/2 - 0s - loss: 2.2237e-05 - mean_absolute_percentage_error: 10.4110 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4895 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.5228e-05 - mean_absolute_percentage_error: 12.8882 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5899 - 58ms/epoch - 29ms/step\n", "Epoch 711/1000\n", - "2/2 - 0s - loss: 2.1053e-05 - mean_absolute_percentage_error: 8.9701 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3061 - 57ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 2.7012e-05 - mean_absolute_percentage_error: 11.2938 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2786 - 42ms/epoch - 21ms/step\n", "Epoch 712/1000\n", - "2/2 - 0s - loss: 2.1228e-05 - mean_absolute_percentage_error: 8.9553 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.5609 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7520e-05 - mean_absolute_percentage_error: 13.5060 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5716 - 31ms/epoch - 16ms/step\n", "Epoch 713/1000\n", - "2/2 - 0s - loss: 2.0733e-05 - mean_absolute_percentage_error: 8.8432 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4299 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.7421e-05 - mean_absolute_percentage_error: 11.8314 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3187 - 31ms/epoch - 16ms/step\n", "Epoch 714/1000\n", - "2/2 - 0s - loss: 2.6902e-05 - mean_absolute_percentage_error: 10.3599 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.8058 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.6513e-05 - mean_absolute_percentage_error: 14.3007 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8560 - 31ms/epoch - 15ms/step\n", "Epoch 715/1000\n", - "2/2 - 0s - loss: 2.8654e-05 - mean_absolute_percentage_error: 10.0055 - val_loss: 0.0067 - val_mean_absolute_percentage_error: 7.2427 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.5808e-05 - mean_absolute_percentage_error: 12.0026 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3417 - 36ms/epoch - 18ms/step\n", "Epoch 716/1000\n", - "2/2 - 0s - loss: 2.9284e-05 - mean_absolute_percentage_error: 12.9445 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.7484 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7148e-05 - mean_absolute_percentage_error: 14.1918 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4183 - 31ms/epoch - 16ms/step\n", "Epoch 717/1000\n", - "2/2 - 0s - loss: 2.4442e-05 - mean_absolute_percentage_error: 10.0838 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4973 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.6508e-05 - mean_absolute_percentage_error: 12.8351 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5804 - 31ms/epoch - 16ms/step\n", "Epoch 718/1000\n", - "2/2 - 0s - loss: 1.9423e-05 - mean_absolute_percentage_error: 9.2933 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2832 - 63ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 2.6545e-05 - mean_absolute_percentage_error: 10.7366 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3420 - 33ms/epoch - 17ms/step\n", "Epoch 719/1000\n", - "2/2 - 0s - loss: 1.8783e-05 - mean_absolute_percentage_error: 8.2279 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.5659 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.4641e-05 - mean_absolute_percentage_error: 13.0445 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7960 - 30ms/epoch - 15ms/step\n", "Epoch 720/1000\n", - "2/2 - 0s - loss: 2.0499e-05 - mean_absolute_percentage_error: 7.6707 - val_loss: 0.0067 - val_mean_absolute_percentage_error: 7.2177 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.8754e-05 - mean_absolute_percentage_error: 10.7958 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3609 - 30ms/epoch - 15ms/step\n", "Epoch 721/1000\n", - "2/2 - 0s - loss: 2.1821e-05 - mean_absolute_percentage_error: 9.4522 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.6981 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7413e-05 - mean_absolute_percentage_error: 12.5178 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5124 - 30ms/epoch - 15ms/step\n", "Epoch 722/1000\n", - "2/2 - 0s - loss: 2.2952e-05 - mean_absolute_percentage_error: 9.5454 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2559 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.6350e-05 - mean_absolute_percentage_error: 12.7917 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5711 - 30ms/epoch - 15ms/step\n", "Epoch 723/1000\n", - "2/2 - 0s - loss: 2.1995e-05 - mean_absolute_percentage_error: 11.3121 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.6929 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.8546e-05 - mean_absolute_percentage_error: 12.7097 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3386 - 30ms/epoch - 15ms/step\n", "Epoch 724/1000\n", - "2/2 - 0s - loss: 2.5416e-05 - mean_absolute_percentage_error: 10.7577 - val_loss: 0.0066 - val_mean_absolute_percentage_error: 7.1886 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.0775e-05 - mean_absolute_percentage_error: 14.1313 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7172 - 32ms/epoch - 16ms/step\n", "Epoch 725/1000\n", - "2/2 - 0s - loss: 3.1040e-05 - mean_absolute_percentage_error: 12.0511 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.8375 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.8644e-05 - mean_absolute_percentage_error: 11.4544 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3987 - 32ms/epoch - 16ms/step\n", "Epoch 726/1000\n", - "2/2 - 0s - loss: 3.0561e-05 - mean_absolute_percentage_error: 8.9493 - val_loss: 0.0066 - val_mean_absolute_percentage_error: 7.1909 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.1612e-05 - mean_absolute_percentage_error: 13.0693 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8322 - 36ms/epoch - 18ms/step\n", "Epoch 727/1000\n", - "2/2 - 0s - loss: 2.3469e-05 - mean_absolute_percentage_error: 10.0068 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4244 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.6438e-05 - mean_absolute_percentage_error: 11.8248 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3055 - 33ms/epoch - 17ms/step\n", "Epoch 728/1000\n", - "2/2 - 0s - loss: 2.5539e-05 - mean_absolute_percentage_error: 8.7834 - val_loss: 0.0067 - val_mean_absolute_percentage_error: 7.2097 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.4343e-05 - mean_absolute_percentage_error: 15.7484 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 8.0204 - 32ms/epoch - 16ms/step\n", "Epoch 729/1000\n", - "2/2 - 0s - loss: 2.3678e-05 - mean_absolute_percentage_error: 9.6253 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4831 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.6071e-05 - mean_absolute_percentage_error: 11.6254 - val_loss: 0.0067 - val_mean_absolute_percentage_error: 7.2552 - 32ms/epoch - 16ms/step\n", "Epoch 730/1000\n", - "2/2 - 0s - loss: 2.3271e-05 - mean_absolute_percentage_error: 8.4901 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.2861 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 7.7861e-05 - mean_absolute_percentage_error: 17.1302 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.5638 - 34ms/epoch - 17ms/step\n", "Epoch 731/1000\n", - "2/2 - 0s - loss: 2.0155e-05 - mean_absolute_percentage_error: 10.5072 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3531 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 7.0013e-05 - mean_absolute_percentage_error: 9.1831 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3867 - 32ms/epoch - 16ms/step\n", "Epoch 732/1000\n", - "2/2 - 0s - loss: 1.8189e-05 - mean_absolute_percentage_error: 10.1717 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.6281 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.7448e-05 - mean_absolute_percentage_error: 16.7985 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8375 - 31ms/epoch - 16ms/step\n", "Epoch 733/1000\n", - "2/2 - 0s - loss: 2.0349e-05 - mean_absolute_percentage_error: 10.7003 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.3050 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.7689e-05 - mean_absolute_percentage_error: 12.6495 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7525 - 31ms/epoch - 16ms/step\n", "Epoch 734/1000\n", - "2/2 - 0s - loss: 1.9317e-05 - mean_absolute_percentage_error: 10.7309 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4746 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.0293e-05 - mean_absolute_percentage_error: 14.5459 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4840 - 38ms/epoch - 19ms/step\n", "Epoch 735/1000\n", - "2/2 - 0s - loss: 1.9101e-05 - mean_absolute_percentage_error: 9.0680 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3402 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.5757e-05 - mean_absolute_percentage_error: 16.8471 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.6664 - 33ms/epoch - 16ms/step\n", "Epoch 736/1000\n", - "2/2 - 0s - loss: 1.8353e-05 - mean_absolute_percentage_error: 8.8065 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.4009 - 66ms/epoch - 33ms/step\n", + "2/2 - 0s - loss: 4.0593e-05 - mean_absolute_percentage_error: 14.6417 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3930 - 33ms/epoch - 16ms/step\n", "Epoch 737/1000\n", - "2/2 - 0s - loss: 1.9082e-05 - mean_absolute_percentage_error: 8.8205 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3811 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 5.1450e-05 - mean_absolute_percentage_error: 17.1633 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.5762 - 58ms/epoch - 29ms/step\n", "Epoch 738/1000\n", - "2/2 - 0s - loss: 2.1631e-05 - mean_absolute_percentage_error: 8.7888 - val_loss: 0.0067 - val_mean_absolute_percentage_error: 7.2032 - 53ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 4.5302e-05 - mean_absolute_percentage_error: 13.5568 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4508 - 39ms/epoch - 20ms/step\n", "Epoch 739/1000\n", - "2/2 - 0s - loss: 2.5835e-05 - mean_absolute_percentage_error: 10.4969 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.7728 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.4102e-05 - mean_absolute_percentage_error: 16.1757 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.0669 - 29ms/epoch - 14ms/step\n", "Epoch 740/1000\n", - "2/2 - 0s - loss: 3.1119e-05 - mean_absolute_percentage_error: 8.5675 - val_loss: 0.0065 - val_mean_absolute_percentage_error: 7.1722 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4270e-05 - mean_absolute_percentage_error: 11.0017 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6838 - 40ms/epoch - 20ms/step\n", "Epoch 741/1000\n", - "2/2 - 0s - loss: 3.8133e-05 - mean_absolute_percentage_error: 12.7288 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 8.0893 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.2542e-05 - mean_absolute_percentage_error: 15.3289 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6766 - 35ms/epoch - 17ms/step\n", "Epoch 742/1000\n", - "2/2 - 0s - loss: 4.5895e-05 - mean_absolute_percentage_error: 9.5148 - val_loss: 0.0065 - val_mean_absolute_percentage_error: 7.1793 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 4.1996e-05 - mean_absolute_percentage_error: 13.4576 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7822 - 37ms/epoch - 19ms/step\n", "Epoch 743/1000\n", - "2/2 - 0s - loss: 5.2414e-05 - mean_absolute_percentage_error: 13.6884 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 8.1541 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.4333e-05 - mean_absolute_percentage_error: 16.8023 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6267 - 37ms/epoch - 18ms/step\n", "Epoch 744/1000\n", - "2/2 - 0s - loss: 6.6145e-05 - mean_absolute_percentage_error: 9.1362 - val_loss: 0.0064 - val_mean_absolute_percentage_error: 7.2133 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.1349e-05 - mean_absolute_percentage_error: 11.7803 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.0573 - 35ms/epoch - 18ms/step\n", "Epoch 745/1000\n", - "2/2 - 0s - loss: 6.8908e-05 - mean_absolute_percentage_error: 14.5007 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9930 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.3260e-05 - mean_absolute_percentage_error: 12.4457 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3570 - 35ms/epoch - 18ms/step\n", "Epoch 746/1000\n", - "2/2 - 0s - loss: 6.3954e-05 - mean_absolute_percentage_error: 9.3397 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3897 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.0354e-05 - mean_absolute_percentage_error: 17.2811 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.3594 - 31ms/epoch - 16ms/step\n", "Epoch 747/1000\n", - "2/2 - 0s - loss: 4.8311e-05 - mean_absolute_percentage_error: 9.8767 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6011 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 4.1995e-05 - mean_absolute_percentage_error: 9.9693 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4123 - 33ms/epoch - 17ms/step\n", "Epoch 748/1000\n", - "2/2 - 0s - loss: 4.0187e-05 - mean_absolute_percentage_error: 9.8064 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8916 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.2268e-05 - mean_absolute_percentage_error: 13.5036 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9920 - 34ms/epoch - 17ms/step\n", "Epoch 749/1000\n", - "2/2 - 0s - loss: 2.6138e-05 - mean_absolute_percentage_error: 10.0263 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3734 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.5453e-05 - mean_absolute_percentage_error: 10.2906 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4545 - 31ms/epoch - 16ms/step\n", "Epoch 750/1000\n", - "2/2 - 0s - loss: 3.0319e-05 - mean_absolute_percentage_error: 12.3561 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.3248 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3531e-05 - mean_absolute_percentage_error: 13.8583 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7119 - 37ms/epoch - 19ms/step\n", "Epoch 751/1000\n", - "2/2 - 0s - loss: 3.3555e-05 - mean_absolute_percentage_error: 7.9189 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3298 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.5226e-05 - mean_absolute_percentage_error: 12.8644 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8624 - 31ms/epoch - 15ms/step\n", "Epoch 752/1000\n", - "2/2 - 0s - loss: 3.1252e-05 - mean_absolute_percentage_error: 10.3949 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.2312 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.0461e-05 - mean_absolute_percentage_error: 14.5877 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5266 - 34ms/epoch - 17ms/step\n", "Epoch 753/1000\n", - "2/2 - 0s - loss: 3.5280e-05 - mean_absolute_percentage_error: 7.5851 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4583 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.7943e-05 - mean_absolute_percentage_error: 11.7560 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6426 - 28ms/epoch - 14ms/step\n", "Epoch 754/1000\n", - "2/2 - 0s - loss: 2.7241e-05 - mean_absolute_percentage_error: 11.1330 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6043 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.6528e-05 - mean_absolute_percentage_error: 12.4477 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4241 - 31ms/epoch - 15ms/step\n", "Epoch 755/1000\n", - "2/2 - 0s - loss: 2.7240e-05 - mean_absolute_percentage_error: 11.3033 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9075 - 64ms/epoch - 32ms/step\n", + "2/2 - 0s - loss: 2.4410e-05 - mean_absolute_percentage_error: 10.2491 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7135 - 29ms/epoch - 14ms/step\n", "Epoch 756/1000\n", - "2/2 - 0s - loss: 2.3339e-05 - mean_absolute_percentage_error: 11.6736 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3484 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 2.9829e-05 - mean_absolute_percentage_error: 12.9601 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3898 - 31ms/epoch - 15ms/step\n", "Epoch 757/1000\n", - "2/2 - 0s - loss: 2.3027e-05 - mean_absolute_percentage_error: 12.0923 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.0729 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.3651e-05 - mean_absolute_percentage_error: 12.3821 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8321 - 30ms/epoch - 15ms/step\n", "Epoch 758/1000\n", - "2/2 - 0s - loss: 2.9454e-05 - mean_absolute_percentage_error: 9.2437 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3734 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.9579e-05 - mean_absolute_percentage_error: 10.7498 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.2678 - 41ms/epoch - 20ms/step\n", "Epoch 759/1000\n", - "2/2 - 0s - loss: 2.1765e-05 - mean_absolute_percentage_error: 9.5228 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7332 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.5291e-05 - mean_absolute_percentage_error: 14.4409 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8110 - 31ms/epoch - 16ms/step\n", "Epoch 760/1000\n", - "2/2 - 0s - loss: 2.1533e-05 - mean_absolute_percentage_error: 8.6762 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4753 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.2696e-05 - mean_absolute_percentage_error: 11.1734 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3878 - 33ms/epoch - 16ms/step\n", "Epoch 761/1000\n", - "2/2 - 0s - loss: 1.9527e-05 - mean_absolute_percentage_error: 9.3983 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4354 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.2052e-05 - mean_absolute_percentage_error: 13.0499 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4608 - 31ms/epoch - 16ms/step\n", "Epoch 762/1000\n", - "2/2 - 0s - loss: 1.9800e-05 - mean_absolute_percentage_error: 9.7552 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6917 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.1047e-05 - mean_absolute_percentage_error: 11.5682 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5559 - 32ms/epoch - 16ms/step\n", "Epoch 763/1000\n", - "2/2 - 0s - loss: 2.0088e-05 - mean_absolute_percentage_error: 9.8714 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4972 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.4706e-05 - mean_absolute_percentage_error: 10.2430 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3514 - 31ms/epoch - 16ms/step\n", "Epoch 764/1000\n", - "2/2 - 0s - loss: 2.0503e-05 - mean_absolute_percentage_error: 10.9435 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4661 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.0391e-05 - mean_absolute_percentage_error: 10.5621 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9118 - 33ms/epoch - 17ms/step\n", "Epoch 765/1000\n", - "2/2 - 0s - loss: 1.9594e-05 - mean_absolute_percentage_error: 10.5754 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5231 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.6671e-05 - mean_absolute_percentage_error: 13.7130 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3036 - 37ms/epoch - 18ms/step\n", "Epoch 766/1000\n", - "2/2 - 0s - loss: 1.9955e-05 - mean_absolute_percentage_error: 9.3912 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4986 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.3509e-05 - mean_absolute_percentage_error: 12.7555 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8784 - 34ms/epoch - 17ms/step\n", "Epoch 767/1000\n", - "2/2 - 0s - loss: 1.8764e-05 - mean_absolute_percentage_error: 8.7280 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4212 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.3793e-05 - mean_absolute_percentage_error: 10.3183 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3978 - 38ms/epoch - 19ms/step\n", "Epoch 768/1000\n", - "2/2 - 0s - loss: 2.0728e-05 - mean_absolute_percentage_error: 9.5078 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5576 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.4136e-05 - mean_absolute_percentage_error: 9.6049 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6658 - 36ms/epoch - 18ms/step\n", "Epoch 769/1000\n", - "2/2 - 0s - loss: 1.8858e-05 - mean_absolute_percentage_error: 10.2779 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4925 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.6240e-05 - mean_absolute_percentage_error: 9.3974 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3032 - 42ms/epoch - 21ms/step\n", "Epoch 770/1000\n", - "2/2 - 0s - loss: 1.9480e-05 - mean_absolute_percentage_error: 10.0287 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7008 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4069e-05 - mean_absolute_percentage_error: 12.5263 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9558 - 56ms/epoch - 28ms/step\n", "Epoch 771/1000\n", - "2/2 - 0s - loss: 2.0474e-05 - mean_absolute_percentage_error: 8.8089 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5798 - 65ms/epoch - 33ms/step\n", + "2/2 - 0s - loss: 3.4770e-05 - mean_absolute_percentage_error: 9.7206 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4313 - 36ms/epoch - 18ms/step\n", "Epoch 772/1000\n", - "2/2 - 0s - loss: 1.8868e-05 - mean_absolute_percentage_error: 8.5497 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5171 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.9205e-05 - mean_absolute_percentage_error: 13.4643 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6125 - 37ms/epoch - 18ms/step\n", "Epoch 773/1000\n", - "2/2 - 0s - loss: 1.8826e-05 - mean_absolute_percentage_error: 9.3496 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6308 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.6414e-05 - mean_absolute_percentage_error: 12.7447 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5855 - 42ms/epoch - 21ms/step\n", "Epoch 774/1000\n", - "2/2 - 0s - loss: 1.9190e-05 - mean_absolute_percentage_error: 9.8888 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5069 - 63ms/epoch - 31ms/step\n", + "2/2 - 0s - loss: 3.2483e-05 - mean_absolute_percentage_error: 11.7712 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5925 - 39ms/epoch - 19ms/step\n", "Epoch 775/1000\n", - "2/2 - 0s - loss: 1.9106e-05 - mean_absolute_percentage_error: 10.0381 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5405 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.1276e-05 - mean_absolute_percentage_error: 11.0165 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5390 - 31ms/epoch - 15ms/step\n", "Epoch 776/1000\n", - "2/2 - 0s - loss: 1.8624e-05 - mean_absolute_percentage_error: 9.0871 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5354 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.3010e-05 - mean_absolute_percentage_error: 10.8245 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4013 - 30ms/epoch - 15ms/step\n", "Epoch 777/1000\n", - "2/2 - 0s - loss: 1.8483e-05 - mean_absolute_percentage_error: 8.9659 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4564 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.4833e-05 - mean_absolute_percentage_error: 12.3596 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.2377 - 29ms/epoch - 14ms/step\n", "Epoch 778/1000\n", - "2/2 - 0s - loss: 1.8994e-05 - mean_absolute_percentage_error: 9.4183 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6183 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.4095e-05 - mean_absolute_percentage_error: 12.5310 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4248 - 30ms/epoch - 15ms/step\n", "Epoch 779/1000\n", - "2/2 - 0s - loss: 2.0329e-05 - mean_absolute_percentage_error: 8.9982 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6613 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.2502e-05 - mean_absolute_percentage_error: 15.9488 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.0739 - 29ms/epoch - 15ms/step\n", "Epoch 780/1000\n", - "2/2 - 0s - loss: 1.9750e-05 - mean_absolute_percentage_error: 8.8880 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4200 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.7171e-05 - mean_absolute_percentage_error: 12.2357 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3477 - 36ms/epoch - 18ms/step\n", "Epoch 781/1000\n", - "2/2 - 0s - loss: 1.9584e-05 - mean_absolute_percentage_error: 10.6374 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5320 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 6.2733e-05 - mean_absolute_percentage_error: 17.1717 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.1157 - 33ms/epoch - 17ms/step\n", "Epoch 782/1000\n", - "2/2 - 0s - loss: 1.8928e-05 - mean_absolute_percentage_error: 10.4928 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5231 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 4.3888e-05 - mean_absolute_percentage_error: 10.3014 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7143 - 29ms/epoch - 15ms/step\n", "Epoch 783/1000\n", - "2/2 - 0s - loss: 1.9026e-05 - mean_absolute_percentage_error: 9.9643 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4361 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.7943e-05 - mean_absolute_percentage_error: 15.0018 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4311 - 30ms/epoch - 15ms/step\n", "Epoch 784/1000\n", - "2/2 - 0s - loss: 2.1636e-05 - mean_absolute_percentage_error: 9.0929 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4454 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.9432e-05 - mean_absolute_percentage_error: 9.7722 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.4453 - 34ms/epoch - 17ms/step\n", "Epoch 785/1000\n", - "2/2 - 0s - loss: 1.8578e-05 - mean_absolute_percentage_error: 9.1845 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3733 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.4851e-05 - mean_absolute_percentage_error: 9.8132 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.3564 - 32ms/epoch - 16ms/step\n", "Epoch 786/1000\n", - "2/2 - 0s - loss: 1.8727e-05 - mean_absolute_percentage_error: 8.2659 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7226 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.7601e-05 - mean_absolute_percentage_error: 14.1157 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.6750 - 32ms/epoch - 16ms/step\n", "Epoch 787/1000\n", - "2/2 - 0s - loss: 2.4634e-05 - mean_absolute_percentage_error: 7.9239 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3027 - 59ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 5.7010e-05 - mean_absolute_percentage_error: 9.0584 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3694 - 38ms/epoch - 19ms/step\n", "Epoch 788/1000\n", - "2/2 - 0s - loss: 3.1019e-05 - mean_absolute_percentage_error: 11.3773 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7879 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 6.2609e-05 - mean_absolute_percentage_error: 16.3574 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0978 - 32ms/epoch - 16ms/step\n", "Epoch 789/1000\n", - "2/2 - 0s - loss: 4.2322e-05 - mean_absolute_percentage_error: 8.8451 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3495 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 6.9030e-05 - mean_absolute_percentage_error: 11.1138 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5117 - 32ms/epoch - 16ms/step\n", "Epoch 790/1000\n", - "2/2 - 0s - loss: 5.9148e-05 - mean_absolute_percentage_error: 14.8913 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8527 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 5.1631e-05 - mean_absolute_percentage_error: 13.8000 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6024 - 35ms/epoch - 18ms/step\n", "Epoch 791/1000\n", - "2/2 - 0s - loss: 3.5855e-05 - mean_absolute_percentage_error: 10.7571 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7704 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 5.9370e-05 - mean_absolute_percentage_error: 14.1620 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.3718 - 38ms/epoch - 19ms/step\n", "Epoch 792/1000\n", - "2/2 - 0s - loss: 3.5220e-05 - mean_absolute_percentage_error: 12.8655 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3197 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.6562e-05 - mean_absolute_percentage_error: 11.1048 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4695 - 41ms/epoch - 20ms/step\n", "Epoch 793/1000\n", - "2/2 - 0s - loss: 2.6441e-05 - mean_absolute_percentage_error: 7.6574 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.6395 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.2766e-05 - mean_absolute_percentage_error: 17.9462 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 8.6366 - 37ms/epoch - 19ms/step\n", "Epoch 794/1000\n", - "2/2 - 0s - loss: 3.9972e-05 - mean_absolute_percentage_error: 9.2523 - val_loss: 0.0067 - val_mean_absolute_percentage_error: 7.3350 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.6690e-05 - mean_absolute_percentage_error: 12.1180 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5022 - 31ms/epoch - 16ms/step\n", "Epoch 795/1000\n", - "2/2 - 0s - loss: 5.0347e-05 - mean_absolute_percentage_error: 12.5656 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.2714 - 72ms/epoch - 36ms/step\n", + "2/2 - 0s - loss: 3.6655e-05 - mean_absolute_percentage_error: 14.8130 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0293 - 37ms/epoch - 19ms/step\n", "Epoch 796/1000\n", - "2/2 - 0s - loss: 5.6901e-05 - mean_absolute_percentage_error: 8.8065 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4341 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.6718e-05 - mean_absolute_percentage_error: 11.4929 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6095 - 31ms/epoch - 15ms/step\n", "Epoch 797/1000\n", - "2/2 - 0s - loss: 5.6593e-05 - mean_absolute_percentage_error: 13.3791 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7765 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.6463e-05 - mean_absolute_percentage_error: 13.5557 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7478 - 30ms/epoch - 15ms/step\n", "Epoch 798/1000\n", - "2/2 - 0s - loss: 2.8564e-05 - mean_absolute_percentage_error: 7.3530 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.4173 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.6971e-05 - mean_absolute_percentage_error: 10.8631 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.1303 - 30ms/epoch - 15ms/step\n", "Epoch 799/1000\n", - "2/2 - 0s - loss: 4.4472e-05 - mean_absolute_percentage_error: 8.7535 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4846 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.5023e-05 - mean_absolute_percentage_error: 9.8514 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4840 - 32ms/epoch - 16ms/step\n", "Epoch 800/1000\n", - "2/2 - 0s - loss: 3.8263e-05 - mean_absolute_percentage_error: 12.0570 - val_loss: 0.0087 - val_mean_absolute_percentage_error: 8.9141 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 3.2482e-05 - mean_absolute_percentage_error: 14.1313 - val_loss: 0.0082 - val_mean_absolute_percentage_error: 8.3813 - 30ms/epoch - 15ms/step\n", "Epoch 801/1000\n", - "2/2 - 0s - loss: 4.7717e-05 - mean_absolute_percentage_error: 7.7090 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5833 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.6553e-05 - mean_absolute_percentage_error: 11.2287 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5609 - 30ms/epoch - 15ms/step\n", "Epoch 802/1000\n", - "2/2 - 0s - loss: 6.7243e-05 - mean_absolute_percentage_error: 14.1677 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.3133 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.2132e-05 - mean_absolute_percentage_error: 14.9546 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7122 - 33ms/epoch - 17ms/step\n", "Epoch 803/1000\n", - "2/2 - 0s - loss: 5.7126e-05 - mean_absolute_percentage_error: 8.0287 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.3237 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.0157e-05 - mean_absolute_percentage_error: 11.8912 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9142 - 30ms/epoch - 15ms/step\n", "Epoch 804/1000\n", - "2/2 - 0s - loss: 4.0529e-05 - mean_absolute_percentage_error: 10.6594 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6286 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.2889e-05 - mean_absolute_percentage_error: 9.8509 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5568 - 39ms/epoch - 20ms/step\n", "Epoch 805/1000\n", - "2/2 - 0s - loss: 3.9565e-05 - mean_absolute_percentage_error: 13.6196 - val_loss: 0.0091 - val_mean_absolute_percentage_error: 9.3352 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.2295e-05 - mean_absolute_percentage_error: 11.3645 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8972 - 50ms/epoch - 25ms/step\n", "Epoch 806/1000\n", - "2/2 - 0s - loss: 4.8248e-05 - mean_absolute_percentage_error: 8.7250 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6472 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.0736e-05 - mean_absolute_percentage_error: 12.9010 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4521 - 37ms/epoch - 18ms/step\n", "Epoch 807/1000\n", - "2/2 - 0s - loss: 4.4830e-05 - mean_absolute_percentage_error: 14.0964 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.0450 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.2890e-05 - mean_absolute_percentage_error: 13.7557 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0379 - 31ms/epoch - 16ms/step\n", "Epoch 808/1000\n", - "2/2 - 0s - loss: 2.0822e-05 - mean_absolute_percentage_error: 10.9884 - val_loss: 0.0086 - val_mean_absolute_percentage_error: 8.6337 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.5958e-05 - mean_absolute_percentage_error: 10.4521 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4495 - 28ms/epoch - 14ms/step\n", "Epoch 809/1000\n", - "2/2 - 0s - loss: 3.0123e-05 - mean_absolute_percentage_error: 10.5384 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5516 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.6239e-05 - mean_absolute_percentage_error: 12.1995 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.3154 - 34ms/epoch - 17ms/step\n", "Epoch 810/1000\n", - "2/2 - 0s - loss: 3.1404e-05 - mean_absolute_percentage_error: 10.0410 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.1256 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.0723e-05 - mean_absolute_percentage_error: 10.6351 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5051 - 29ms/epoch - 15ms/step\n", "Epoch 811/1000\n", - "2/2 - 0s - loss: 2.6690e-05 - mean_absolute_percentage_error: 8.1955 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8610 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.0271e-05 - mean_absolute_percentage_error: 13.2669 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.0904 - 32ms/epoch - 16ms/step\n", "Epoch 812/1000\n", - "2/2 - 0s - loss: 3.3582e-05 - mean_absolute_percentage_error: 12.2010 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5931 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.1587e-05 - mean_absolute_percentage_error: 9.3710 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6652 - 29ms/epoch - 14ms/step\n", "Epoch 813/1000\n", - "2/2 - 0s - loss: 1.8318e-05 - mean_absolute_percentage_error: 10.5993 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.2379 - 54ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 3.4668e-05 - mean_absolute_percentage_error: 11.6774 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7592 - 29ms/epoch - 14ms/step\n", "Epoch 814/1000\n", - "2/2 - 0s - loss: 2.8701e-05 - mean_absolute_percentage_error: 8.8821 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4216 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.5740e-05 - mean_absolute_percentage_error: 8.4579 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9515 - 33ms/epoch - 17ms/step\n", "Epoch 815/1000\n", - "2/2 - 0s - loss: 3.4383e-05 - mean_absolute_percentage_error: 11.7444 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5967 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.5252e-05 - mean_absolute_percentage_error: 13.5710 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4810 - 32ms/epoch - 16ms/step\n", "Epoch 816/1000\n", - "2/2 - 0s - loss: 2.8770e-05 - mean_absolute_percentage_error: 10.0407 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8995 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.9010e-05 - mean_absolute_percentage_error: 9.4664 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.3571 - 32ms/epoch - 16ms/step\n", "Epoch 817/1000\n", - "2/2 - 0s - loss: 2.4901e-05 - mean_absolute_percentage_error: 9.0541 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3676 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.4471e-05 - mean_absolute_percentage_error: 8.3427 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4327 - 29ms/epoch - 15ms/step\n", "Epoch 818/1000\n", - "2/2 - 0s - loss: 2.9452e-05 - mean_absolute_percentage_error: 9.6723 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.9878 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.1932e-05 - mean_absolute_percentage_error: 12.5459 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.1245 - 29ms/epoch - 15ms/step\n", "Epoch 819/1000\n", - "2/2 - 0s - loss: 2.5165e-05 - mean_absolute_percentage_error: 7.9849 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5677 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.6224e-05 - mean_absolute_percentage_error: 9.1294 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4827 - 36ms/epoch - 18ms/step\n", "Epoch 820/1000\n", - "2/2 - 0s - loss: 2.0567e-05 - mean_absolute_percentage_error: 10.9018 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6522 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.0813e-05 - mean_absolute_percentage_error: 12.2010 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6020 - 31ms/epoch - 15ms/step\n", "Epoch 821/1000\n", - "2/2 - 0s - loss: 1.9673e-05 - mean_absolute_percentage_error: 11.2070 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7626 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.6722e-05 - mean_absolute_percentage_error: 10.0627 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8422 - 28ms/epoch - 14ms/step\n", "Epoch 822/1000\n", - "2/2 - 0s - loss: 1.9636e-05 - mean_absolute_percentage_error: 9.4012 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6481 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.3275e-05 - mean_absolute_percentage_error: 9.8953 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4345 - 27ms/epoch - 14ms/step\n", "Epoch 823/1000\n", - "2/2 - 0s - loss: 1.9301e-05 - mean_absolute_percentage_error: 9.2295 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6109 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.0589e-05 - mean_absolute_percentage_error: 10.5448 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6887 - 35ms/epoch - 17ms/step\n", "Epoch 824/1000\n", - "2/2 - 0s - loss: 2.2823e-05 - mean_absolute_percentage_error: 8.2602 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6434 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.5723e-05 - mean_absolute_percentage_error: 8.4616 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5869 - 27ms/epoch - 14ms/step\n", "Epoch 825/1000\n", - "2/2 - 0s - loss: 2.1426e-05 - mean_absolute_percentage_error: 9.0368 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5944 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.4059e-05 - mean_absolute_percentage_error: 8.8219 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6824 - 30ms/epoch - 15ms/step\n", "Epoch 826/1000\n", - "2/2 - 0s - loss: 1.8433e-05 - mean_absolute_percentage_error: 10.1074 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.9809 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.4324e-05 - mean_absolute_percentage_error: 11.2948 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5488 - 30ms/epoch - 15ms/step\n", "Epoch 827/1000\n", - "2/2 - 0s - loss: 2.3694e-05 - mean_absolute_percentage_error: 9.8095 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5634 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.3292e-05 - mean_absolute_percentage_error: 11.0501 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8180 - 27ms/epoch - 14ms/step\n", "Epoch 828/1000\n", - "2/2 - 0s - loss: 2.1681e-05 - mean_absolute_percentage_error: 10.2166 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5582 - 53ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.4428e-05 - mean_absolute_percentage_error: 10.2749 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4122 - 30ms/epoch - 15ms/step\n", "Epoch 829/1000\n", - "2/2 - 0s - loss: 1.8489e-05 - mean_absolute_percentage_error: 9.5802 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 7.9968 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.6384e-05 - mean_absolute_percentage_error: 9.9657 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5731 - 27ms/epoch - 14ms/step\n", "Epoch 830/1000\n", - "2/2 - 0s - loss: 2.2751e-05 - mean_absolute_percentage_error: 8.7320 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4987 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.4621e-05 - mean_absolute_percentage_error: 8.7496 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4533 - 49ms/epoch - 25ms/step\n", "Epoch 831/1000\n", - "2/2 - 0s - loss: 2.2592e-05 - mean_absolute_percentage_error: 10.2662 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6616 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.6352e-05 - mean_absolute_percentage_error: 9.1602 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6333 - 39ms/epoch - 19ms/step\n", "Epoch 832/1000\n", - "2/2 - 0s - loss: 1.8182e-05 - mean_absolute_percentage_error: 9.2579 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8622 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.5798e-05 - mean_absolute_percentage_error: 8.2581 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5548 - 31ms/epoch - 15ms/step\n", "Epoch 833/1000\n", - "2/2 - 0s - loss: 2.3381e-05 - mean_absolute_percentage_error: 8.5941 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5294 - 57ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 2.7926e-05 - mean_absolute_percentage_error: 9.9674 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6513 - 29ms/epoch - 14ms/step\n", "Epoch 834/1000\n", - "2/2 - 0s - loss: 2.0325e-05 - mean_absolute_percentage_error: 9.4785 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8704 - 56ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 2.2539e-05 - mean_absolute_percentage_error: 9.9470 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8855 - 30ms/epoch - 15ms/step\n", "Epoch 835/1000\n", - "2/2 - 0s - loss: 2.2973e-05 - mean_absolute_percentage_error: 8.9441 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6416 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.4696e-05 - mean_absolute_percentage_error: 11.2095 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4267 - 29ms/epoch - 14ms/step\n", "Epoch 836/1000\n", - "2/2 - 0s - loss: 2.1128e-05 - mean_absolute_percentage_error: 9.9950 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5266 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.7935e-05 - mean_absolute_percentage_error: 10.1621 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6609 - 29ms/epoch - 15ms/step\n", "Epoch 837/1000\n", - "2/2 - 0s - loss: 1.8618e-05 - mean_absolute_percentage_error: 9.4218 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.9242 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.3485e-05 - mean_absolute_percentage_error: 9.1221 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5853 - 32ms/epoch - 16ms/step\n", "Epoch 838/1000\n", - "2/2 - 0s - loss: 2.2116e-05 - mean_absolute_percentage_error: 8.6927 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4561 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.2876e-05 - mean_absolute_percentage_error: 8.8750 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7106 - 27ms/epoch - 14ms/step\n", "Epoch 839/1000\n", - "2/2 - 0s - loss: 2.6868e-05 - mean_absolute_percentage_error: 9.4144 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6709 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.3699e-05 - mean_absolute_percentage_error: 9.8880 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6445 - 28ms/epoch - 14ms/step\n", "Epoch 840/1000\n", - "2/2 - 0s - loss: 2.3123e-05 - mean_absolute_percentage_error: 8.3171 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8490 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.2858e-05 - mean_absolute_percentage_error: 9.9607 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5967 - 30ms/epoch - 15ms/step\n", "Epoch 841/1000\n", - "2/2 - 0s - loss: 1.8307e-05 - mean_absolute_percentage_error: 9.1702 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3984 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.2662e-05 - mean_absolute_percentage_error: 10.8914 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6452 - 28ms/epoch - 14ms/step\n", "Epoch 842/1000\n", - "2/2 - 0s - loss: 2.6338e-05 - mean_absolute_percentage_error: 11.4901 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 7.9588 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.4517e-05 - mean_absolute_percentage_error: 11.0753 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5899 - 30ms/epoch - 15ms/step\n", "Epoch 843/1000\n", - "2/2 - 0s - loss: 2.6396e-05 - mean_absolute_percentage_error: 9.2149 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6270 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.2882e-05 - mean_absolute_percentage_error: 10.7620 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5782 - 27ms/epoch - 13ms/step\n", "Epoch 844/1000\n", - "2/2 - 0s - loss: 2.1643e-05 - mean_absolute_percentage_error: 11.1152 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5967 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.2907e-05 - mean_absolute_percentage_error: 9.4794 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5397 - 35ms/epoch - 17ms/step\n", "Epoch 845/1000\n", - "2/2 - 0s - loss: 2.0439e-05 - mean_absolute_percentage_error: 10.8866 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8822 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.2600e-05 - mean_absolute_percentage_error: 8.2223 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4289 - 32ms/epoch - 16ms/step\n", "Epoch 846/1000\n", - "2/2 - 0s - loss: 1.9925e-05 - mean_absolute_percentage_error: 10.0684 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4565 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.2631e-05 - mean_absolute_percentage_error: 8.5571 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6933 - 28ms/epoch - 14ms/step\n", "Epoch 847/1000\n", - "2/2 - 0s - loss: 2.1411e-05 - mean_absolute_percentage_error: 10.5133 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7912 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.3944e-05 - mean_absolute_percentage_error: 9.8814 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4795 - 29ms/epoch - 15ms/step\n", "Epoch 848/1000\n", - "2/2 - 0s - loss: 2.3092e-05 - mean_absolute_percentage_error: 8.5793 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.4989 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.3516e-05 - mean_absolute_percentage_error: 12.0209 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7544 - 30ms/epoch - 15ms/step\n", "Epoch 849/1000\n", - "2/2 - 0s - loss: 2.4630e-05 - mean_absolute_percentage_error: 8.2821 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5158 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.9152e-05 - mean_absolute_percentage_error: 10.0200 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4054 - 30ms/epoch - 15ms/step\n", "Epoch 850/1000\n", - "2/2 - 0s - loss: 2.1531e-05 - mean_absolute_percentage_error: 7.9038 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7961 - 55ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 3.1685e-05 - mean_absolute_percentage_error: 12.8067 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6825 - 31ms/epoch - 15ms/step\n", "Epoch 851/1000\n", - "2/2 - 0s - loss: 1.8376e-05 - mean_absolute_percentage_error: 10.1876 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4096 - 58ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 3.0736e-05 - mean_absolute_percentage_error: 10.8534 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4912 - 37ms/epoch - 19ms/step\n", "Epoch 852/1000\n", - "2/2 - 0s - loss: 2.3940e-05 - mean_absolute_percentage_error: 11.3634 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8594 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7147e-05 - mean_absolute_percentage_error: 11.5870 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4317 - 37ms/epoch - 19ms/step\n", "Epoch 853/1000\n", - "2/2 - 0s - loss: 2.5558e-05 - mean_absolute_percentage_error: 9.1153 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5293 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.2568e-05 - mean_absolute_percentage_error: 9.8877 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7226 - 31ms/epoch - 15ms/step\n", "Epoch 854/1000\n", - "2/2 - 0s - loss: 2.3204e-05 - mean_absolute_percentage_error: 9.6298 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4932 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.4282e-05 - mean_absolute_percentage_error: 8.4252 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4541 - 39ms/epoch - 20ms/step\n", "Epoch 855/1000\n", - "2/2 - 0s - loss: 1.7456e-05 - mean_absolute_percentage_error: 6.8512 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8924 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.8323e-05 - mean_absolute_percentage_error: 10.5771 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5245 - 37ms/epoch - 19ms/step\n", "Epoch 856/1000\n", - "2/2 - 0s - loss: 2.2526e-05 - mean_absolute_percentage_error: 6.9095 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.3936 - 57ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 2.4060e-05 - mean_absolute_percentage_error: 11.5637 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6284 - 38ms/epoch - 19ms/step\n", "Epoch 857/1000\n", - "2/2 - 0s - loss: 2.5345e-05 - mean_absolute_percentage_error: 10.2164 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7495 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.4306e-05 - mean_absolute_percentage_error: 10.5264 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6385 - 32ms/epoch - 16ms/step\n", "Epoch 858/1000\n", - "2/2 - 0s - loss: 2.0503e-05 - mean_absolute_percentage_error: 8.8895 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7254 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.3780e-05 - mean_absolute_percentage_error: 10.6650 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4977 - 36ms/epoch - 18ms/step\n", "Epoch 859/1000\n", - "2/2 - 0s - loss: 2.2369e-05 - mean_absolute_percentage_error: 8.8677 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4688 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.4873e-05 - mean_absolute_percentage_error: 11.0396 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5778 - 53ms/epoch - 27ms/step\n", "Epoch 860/1000\n", - "2/2 - 0s - loss: 1.7571e-05 - mean_absolute_percentage_error: 9.0553 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8353 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.1470e-05 - mean_absolute_percentage_error: 9.7755 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4173 - 29ms/epoch - 15ms/step\n", "Epoch 861/1000\n", - "2/2 - 0s - loss: 2.1954e-05 - mean_absolute_percentage_error: 8.3110 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5016 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.3242e-05 - mean_absolute_percentage_error: 10.1078 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8371 - 29ms/epoch - 15ms/step\n", "Epoch 862/1000\n", - "2/2 - 0s - loss: 1.8887e-05 - mean_absolute_percentage_error: 9.5944 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5613 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.6046e-05 - mean_absolute_percentage_error: 8.9263 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3752 - 29ms/epoch - 15ms/step\n", "Epoch 863/1000\n", - "2/2 - 0s - loss: 1.8509e-05 - mean_absolute_percentage_error: 8.7032 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6333 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.6234e-05 - mean_absolute_percentage_error: 10.8432 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7075 - 32ms/epoch - 16ms/step\n", "Epoch 864/1000\n", - "2/2 - 0s - loss: 1.8096e-05 - mean_absolute_percentage_error: 7.1789 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4990 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.4656e-05 - mean_absolute_percentage_error: 9.0043 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4969 - 29ms/epoch - 15ms/step\n", "Epoch 865/1000\n", - "2/2 - 0s - loss: 1.9224e-05 - mean_absolute_percentage_error: 9.3638 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7174 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.1968e-05 - mean_absolute_percentage_error: 11.1987 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4933 - 37ms/epoch - 18ms/step\n", "Epoch 866/1000\n", - "2/2 - 0s - loss: 1.9067e-05 - mean_absolute_percentage_error: 9.7788 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6332 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.1492e-05 - mean_absolute_percentage_error: 11.2693 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6928 - 31ms/epoch - 16ms/step\n", "Epoch 867/1000\n", - "2/2 - 0s - loss: 1.7462e-05 - mean_absolute_percentage_error: 9.5782 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4860 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.2774e-05 - mean_absolute_percentage_error: 10.4951 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3899 - 29ms/epoch - 14ms/step\n", "Epoch 868/1000\n", - "2/2 - 0s - loss: 1.8477e-05 - mean_absolute_percentage_error: 10.3405 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7005 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7006e-05 - mean_absolute_percentage_error: 12.0532 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5561 - 32ms/epoch - 16ms/step\n", "Epoch 869/1000\n", - "2/2 - 0s - loss: 1.9838e-05 - mean_absolute_percentage_error: 9.3721 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4469 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.2292e-05 - mean_absolute_percentage_error: 10.1963 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5491 - 31ms/epoch - 16ms/step\n", "Epoch 870/1000\n", - "2/2 - 0s - loss: 1.9898e-05 - mean_absolute_percentage_error: 8.3655 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5041 - 59ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 2.3824e-05 - mean_absolute_percentage_error: 9.5781 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5061 - 29ms/epoch - 14ms/step\n", "Epoch 871/1000\n", - "2/2 - 0s - loss: 1.7405e-05 - mean_absolute_percentage_error: 7.5743 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6843 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.1627e-05 - mean_absolute_percentage_error: 11.0706 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4679 - 30ms/epoch - 15ms/step\n", "Epoch 872/1000\n", - "2/2 - 0s - loss: 1.8711e-05 - mean_absolute_percentage_error: 7.5485 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4189 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.1876e-05 - mean_absolute_percentage_error: 11.1352 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8076 - 33ms/epoch - 17ms/step\n", "Epoch 873/1000\n", - "2/2 - 0s - loss: 2.8742e-05 - mean_absolute_percentage_error: 11.8908 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8544 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.6725e-05 - mean_absolute_percentage_error: 9.5227 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3337 - 25ms/epoch - 13ms/step\n", "Epoch 874/1000\n", - "2/2 - 0s - loss: 3.8526e-05 - mean_absolute_percentage_error: 10.1392 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4839 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.9223e-05 - mean_absolute_percentage_error: 11.6323 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7096 - 31ms/epoch - 16ms/step\n", "Epoch 875/1000\n", - "2/2 - 0s - loss: 3.4413e-05 - mean_absolute_percentage_error: 11.4243 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4346 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.3793e-05 - mean_absolute_percentage_error: 9.0874 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5185 - 30ms/epoch - 15ms/step\n", "Epoch 876/1000\n", - "2/2 - 0s - loss: 2.5162e-05 - mean_absolute_percentage_error: 6.6710 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.6209 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.1991e-05 - mean_absolute_percentage_error: 11.0075 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5352 - 29ms/epoch - 15ms/step\n", "Epoch 877/1000\n", - "2/2 - 0s - loss: 3.9660e-05 - mean_absolute_percentage_error: 11.4697 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4568 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.1505e-05 - mean_absolute_percentage_error: 10.5077 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5934 - 32ms/epoch - 16ms/step\n", "Epoch 878/1000\n", - "2/2 - 0s - loss: 4.8401e-05 - mean_absolute_percentage_error: 11.9901 - val_loss: 0.0083 - val_mean_absolute_percentage_error: 8.4604 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.1239e-05 - mean_absolute_percentage_error: 10.3719 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4912 - 29ms/epoch - 14ms/step\n", "Epoch 879/1000\n", - "2/2 - 0s - loss: 3.7388e-05 - mean_absolute_percentage_error: 8.6662 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7891 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.4189e-05 - mean_absolute_percentage_error: 10.7953 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4316 - 29ms/epoch - 14ms/step\n", "Epoch 880/1000\n", - "2/2 - 0s - loss: 2.2647e-05 - mean_absolute_percentage_error: 11.1529 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6821 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.5592e-05 - mean_absolute_percentage_error: 11.2364 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7947 - 35ms/epoch - 17ms/step\n", "Epoch 881/1000\n", - "2/2 - 0s - loss: 2.2559e-05 - mean_absolute_percentage_error: 8.5292 - val_loss: 0.0085 - val_mean_absolute_percentage_error: 8.5612 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.6180e-05 - mean_absolute_percentage_error: 8.4457 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4359 - 28ms/epoch - 14ms/step\n", "Epoch 882/1000\n", - "2/2 - 0s - loss: 2.8255e-05 - mean_absolute_percentage_error: 10.3584 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6600 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.4767e-05 - mean_absolute_percentage_error: 10.1946 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6861 - 31ms/epoch - 16ms/step\n", "Epoch 883/1000\n", - "2/2 - 0s - loss: 3.1295e-05 - mean_absolute_percentage_error: 12.5691 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.1325 - 53ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 2.7800e-05 - mean_absolute_percentage_error: 8.9428 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4241 - 30ms/epoch - 15ms/step\n", "Epoch 884/1000\n", - "2/2 - 0s - loss: 2.3985e-05 - mean_absolute_percentage_error: 8.4040 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.0929 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.2482e-05 - mean_absolute_percentage_error: 12.5021 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8923 - 32ms/epoch - 16ms/step\n", "Epoch 885/1000\n", - "2/2 - 0s - loss: 2.0900e-05 - mean_absolute_percentage_error: 8.2688 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5853 - 53ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 3.9670e-05 - mean_absolute_percentage_error: 11.4422 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3253 - 28ms/epoch - 14ms/step\n", "Epoch 886/1000\n", - "2/2 - 0s - loss: 2.4668e-05 - mean_absolute_percentage_error: 9.5449 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.0522 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.7197e-05 - mean_absolute_percentage_error: 14.2916 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 8.1041 - 28ms/epoch - 14ms/step\n", "Epoch 887/1000\n", - "2/2 - 0s - loss: 2.0640e-05 - mean_absolute_percentage_error: 8.4470 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.5796 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 5.0035e-05 - mean_absolute_percentage_error: 9.1035 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3561 - 33ms/epoch - 16ms/step\n", "Epoch 888/1000\n", - "2/2 - 0s - loss: 2.3494e-05 - mean_absolute_percentage_error: 11.6226 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8374 - 69ms/epoch - 35ms/step\n", + "2/2 - 0s - loss: 4.5044e-05 - mean_absolute_percentage_error: 12.5530 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7728 - 72ms/epoch - 36ms/step\n", "Epoch 889/1000\n", - "2/2 - 0s - loss: 1.8795e-05 - mean_absolute_percentage_error: 9.2835 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8805 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.2700e-05 - mean_absolute_percentage_error: 9.1608 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6085 - 29ms/epoch - 15ms/step\n", "Epoch 890/1000\n", - "2/2 - 0s - loss: 2.1013e-05 - mean_absolute_percentage_error: 8.8434 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5480 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.8340e-05 - mean_absolute_percentage_error: 11.6831 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4659 - 30ms/epoch - 15ms/step\n", "Epoch 891/1000\n", - "2/2 - 0s - loss: 1.7996e-05 - mean_absolute_percentage_error: 8.3427 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8705 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.9638e-05 - mean_absolute_percentage_error: 8.1513 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 8.0422 - 29ms/epoch - 15ms/step\n", "Epoch 892/1000\n", - "2/2 - 0s - loss: 2.1994e-05 - mean_absolute_percentage_error: 7.3809 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5220 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 3.2757e-05 - mean_absolute_percentage_error: 13.5864 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4962 - 27ms/epoch - 14ms/step\n", "Epoch 893/1000\n", - "2/2 - 0s - loss: 2.4164e-05 - mean_absolute_percentage_error: 8.3326 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6752 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.3032e-05 - mean_absolute_percentage_error: 10.7846 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.3558 - 33ms/epoch - 17ms/step\n", "Epoch 894/1000\n", - "2/2 - 0s - loss: 1.9053e-05 - mean_absolute_percentage_error: 9.1235 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.8457 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.1506e-05 - mean_absolute_percentage_error: 9.1903 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4381 - 31ms/epoch - 16ms/step\n", "Epoch 895/1000\n", - "2/2 - 0s - loss: 2.1075e-05 - mean_absolute_percentage_error: 9.7792 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4897 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4697e-05 - mean_absolute_percentage_error: 12.2988 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.4699 - 32ms/epoch - 16ms/step\n", "Epoch 896/1000\n", - "2/2 - 0s - loss: 1.9201e-05 - mean_absolute_percentage_error: 7.5864 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.7701 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.8034e-05 - mean_absolute_percentage_error: 10.1728 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5081 - 28ms/epoch - 14ms/step\n", "Epoch 897/1000\n", - "2/2 - 0s - loss: 2.0582e-05 - mean_absolute_percentage_error: 7.0051 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5690 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.6278e-05 - mean_absolute_percentage_error: 12.3985 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 8.4439 - 29ms/epoch - 15ms/step\n", "Epoch 898/1000\n", - "2/2 - 0s - loss: 1.9439e-05 - mean_absolute_percentage_error: 7.8210 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6467 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.2725e-05 - mean_absolute_percentage_error: 7.5462 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5728 - 28ms/epoch - 14ms/step\n", "Epoch 899/1000\n", - "2/2 - 0s - loss: 1.7438e-05 - mean_absolute_percentage_error: 10.5666 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6358 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.4043e-05 - mean_absolute_percentage_error: 13.3099 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9038 - 28ms/epoch - 14ms/step\n", "Epoch 900/1000\n", - "2/2 - 0s - loss: 1.8815e-05 - mean_absolute_percentage_error: 11.0986 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7118 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.3013e-05 - mean_absolute_percentage_error: 10.2856 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.1250 - 25ms/epoch - 13ms/step\n", "Epoch 901/1000\n", - "2/2 - 0s - loss: 1.8598e-05 - mean_absolute_percentage_error: 9.3485 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5585 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.4935e-05 - mean_absolute_percentage_error: 9.6567 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6376 - 33ms/epoch - 17ms/step\n", "Epoch 902/1000\n", - "2/2 - 0s - loss: 1.8691e-05 - mean_absolute_percentage_error: 8.6821 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6250 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.5900e-05 - mean_absolute_percentage_error: 13.4234 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.0724 - 37ms/epoch - 18ms/step\n", "Epoch 903/1000\n", - "2/2 - 0s - loss: 1.7311e-05 - mean_absolute_percentage_error: 7.2294 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7239 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.3595e-05 - mean_absolute_percentage_error: 11.3967 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4942 - 35ms/epoch - 17ms/step\n", "Epoch 904/1000\n", - "2/2 - 0s - loss: 1.7927e-05 - mean_absolute_percentage_error: 7.5181 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5608 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.3252e-05 - mean_absolute_percentage_error: 12.1654 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.1680 - 36ms/epoch - 18ms/step\n", "Epoch 905/1000\n", - "2/2 - 0s - loss: 1.8193e-05 - mean_absolute_percentage_error: 9.4700 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.6760 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 3.5326e-05 - mean_absolute_percentage_error: 7.5048 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5095 - 36ms/epoch - 18ms/step\n", "Epoch 906/1000\n", - "2/2 - 0s - loss: 1.7163e-05 - mean_absolute_percentage_error: 8.9880 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6117 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 4.3749e-05 - mean_absolute_percentage_error: 12.2641 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9854 - 34ms/epoch - 17ms/step\n", "Epoch 907/1000\n", - "2/2 - 0s - loss: 1.7276e-05 - mean_absolute_percentage_error: 8.8179 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6554 - 59ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 4.0289e-05 - mean_absolute_percentage_error: 8.3283 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5333 - 38ms/epoch - 19ms/step\n", "Epoch 908/1000\n", - "2/2 - 0s - loss: 1.7381e-05 - mean_absolute_percentage_error: 8.2608 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6671 - 55ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 4.7084e-05 - mean_absolute_percentage_error: 15.0895 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6991 - 41ms/epoch - 21ms/step\n", "Epoch 909/1000\n", - "2/2 - 0s - loss: 1.8036e-05 - mean_absolute_percentage_error: 8.2256 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5620 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 4.8319e-05 - mean_absolute_percentage_error: 11.6376 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8591 - 29ms/epoch - 15ms/step\n", "Epoch 910/1000\n", - "2/2 - 0s - loss: 1.8191e-05 - mean_absolute_percentage_error: 8.7563 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6399 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.3416e-05 - mean_absolute_percentage_error: 16.0590 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5627 - 29ms/epoch - 14ms/step\n", "Epoch 911/1000\n", - "2/2 - 0s - loss: 1.9031e-05 - mean_absolute_percentage_error: 8.1851 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6116 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.8208e-05 - mean_absolute_percentage_error: 13.7125 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 7.9981 - 29ms/epoch - 15ms/step\n", "Epoch 912/1000\n", - "2/2 - 0s - loss: 1.7591e-05 - mean_absolute_percentage_error: 8.0332 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4761 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.4406e-05 - mean_absolute_percentage_error: 13.1401 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6025 - 30ms/epoch - 15ms/step\n", "Epoch 913/1000\n", - "2/2 - 0s - loss: 1.7243e-05 - mean_absolute_percentage_error: 7.6209 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7827 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.9583e-05 - mean_absolute_percentage_error: 10.5935 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9301 - 29ms/epoch - 14ms/step\n", "Epoch 914/1000\n", - "2/2 - 0s - loss: 2.0511e-05 - mean_absolute_percentage_error: 8.0899 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.4821 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.6017e-05 - mean_absolute_percentage_error: 7.7366 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5004 - 33ms/epoch - 17ms/step\n", "Epoch 915/1000\n", - "2/2 - 0s - loss: 2.4045e-05 - mean_absolute_percentage_error: 11.1223 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6929 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4137e-05 - mean_absolute_percentage_error: 10.6505 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8902 - 33ms/epoch - 17ms/step\n", "Epoch 916/1000\n", - "2/2 - 0s - loss: 2.1275e-05 - mean_absolute_percentage_error: 9.4053 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7532 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.2013e-05 - mean_absolute_percentage_error: 11.1954 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4456 - 32ms/epoch - 16ms/step\n", "Epoch 917/1000\n", - "2/2 - 0s - loss: 2.2543e-05 - mean_absolute_percentage_error: 8.7284 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4467 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.6639e-05 - mean_absolute_percentage_error: 12.4170 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.1463 - 28ms/epoch - 14ms/step\n", "Epoch 918/1000\n", - "2/2 - 0s - loss: 1.7908e-05 - mean_absolute_percentage_error: 8.5994 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8578 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.9426e-05 - mean_absolute_percentage_error: 8.0811 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5035 - 32ms/epoch - 16ms/step\n", "Epoch 919/1000\n", - "2/2 - 0s - loss: 1.9991e-05 - mean_absolute_percentage_error: 8.0488 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4551 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.5429e-05 - mean_absolute_percentage_error: 10.6423 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6480 - 28ms/epoch - 14ms/step\n", "Epoch 920/1000\n", - "2/2 - 0s - loss: 2.1258e-05 - mean_absolute_percentage_error: 10.2834 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7558 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.3584e-05 - mean_absolute_percentage_error: 9.3654 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7092 - 30ms/epoch - 15ms/step\n", "Epoch 921/1000\n", - "2/2 - 0s - loss: 1.9199e-05 - mean_absolute_percentage_error: 8.8242 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6052 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.2632e-05 - mean_absolute_percentage_error: 9.2549 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5916 - 66ms/epoch - 33ms/step\n", "Epoch 922/1000\n", - "2/2 - 0s - loss: 1.8791e-05 - mean_absolute_percentage_error: 10.3316 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6207 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.3763e-05 - mean_absolute_percentage_error: 10.5356 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8529 - 32ms/epoch - 16ms/step\n", "Epoch 923/1000\n", - "2/2 - 0s - loss: 1.6797e-05 - mean_absolute_percentage_error: 8.8570 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7406 - 60ms/epoch - 30ms/step\n", + "2/2 - 0s - loss: 2.8100e-05 - mean_absolute_percentage_error: 9.7441 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6151 - 30ms/epoch - 15ms/step\n", "Epoch 924/1000\n", - "2/2 - 0s - loss: 2.2618e-05 - mean_absolute_percentage_error: 8.9035 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5258 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.4644e-05 - mean_absolute_percentage_error: 9.5060 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7746 - 32ms/epoch - 16ms/step\n", "Epoch 925/1000\n", - "2/2 - 0s - loss: 1.6360e-05 - mean_absolute_percentage_error: 7.7345 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7187 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.0322e-05 - mean_absolute_percentage_error: 9.5830 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4454 - 29ms/epoch - 14ms/step\n", "Epoch 926/1000\n", - "2/2 - 0s - loss: 1.8273e-05 - mean_absolute_percentage_error: 8.8418 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4368 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.7555e-05 - mean_absolute_percentage_error: 10.2112 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6985 - 29ms/epoch - 14ms/step\n", "Epoch 927/1000\n", - "2/2 - 0s - loss: 2.1159e-05 - mean_absolute_percentage_error: 9.3396 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5273 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.1368e-05 - mean_absolute_percentage_error: 7.3027 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5342 - 28ms/epoch - 14ms/step\n", "Epoch 928/1000\n", - "2/2 - 0s - loss: 1.7732e-05 - mean_absolute_percentage_error: 9.0520 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.3980 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.3166e-05 - mean_absolute_percentage_error: 8.1560 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9049 - 39ms/epoch - 19ms/step\n", "Epoch 929/1000\n", - "2/2 - 0s - loss: 1.7320e-05 - mean_absolute_percentage_error: 6.7324 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6432 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.9006e-05 - mean_absolute_percentage_error: 8.0224 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4807 - 30ms/epoch - 15ms/step\n", "Epoch 930/1000\n", - "2/2 - 0s - loss: 2.0993e-05 - mean_absolute_percentage_error: 6.2756 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3578 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.9418e-05 - mean_absolute_percentage_error: 11.8172 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7834 - 29ms/epoch - 15ms/step\n", "Epoch 931/1000\n", - "2/2 - 0s - loss: 1.8920e-05 - mean_absolute_percentage_error: 9.2072 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4549 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.8602e-05 - mean_absolute_percentage_error: 8.2557 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7538 - 29ms/epoch - 15ms/step\n", "Epoch 932/1000\n", - "2/2 - 0s - loss: 1.7102e-05 - mean_absolute_percentage_error: 9.9771 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4684 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.3451e-05 - mean_absolute_percentage_error: 9.5264 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4689 - 32ms/epoch - 16ms/step\n", "Epoch 933/1000\n", - "2/2 - 0s - loss: 1.8274e-05 - mean_absolute_percentage_error: 9.0416 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4677 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.9583e-05 - mean_absolute_percentage_error: 10.2997 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 8.1303 - 34ms/epoch - 17ms/step\n", "Epoch 934/1000\n", - "2/2 - 0s - loss: 1.6532e-05 - mean_absolute_percentage_error: 7.3778 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5255 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 3.1876e-05 - mean_absolute_percentage_error: 11.0468 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3966 - 32ms/epoch - 16ms/step\n", "Epoch 935/1000\n", - "2/2 - 0s - loss: 1.6920e-05 - mean_absolute_percentage_error: 7.4158 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4105 - 58ms/epoch - 29ms/step\n", + "2/2 - 0s - loss: 3.7883e-05 - mean_absolute_percentage_error: 8.0662 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.0384 - 28ms/epoch - 14ms/step\n", "Epoch 936/1000\n", - "2/2 - 0s - loss: 1.7020e-05 - mean_absolute_percentage_error: 8.6617 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6872 - 53ms/epoch - 27ms/step\n", + "2/2 - 0s - loss: 2.4059e-05 - mean_absolute_percentage_error: 6.8185 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.3741 - 29ms/epoch - 15ms/step\n", "Epoch 937/1000\n", - "2/2 - 0s - loss: 1.8206e-05 - mean_absolute_percentage_error: 7.9613 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4707 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.4872e-05 - mean_absolute_percentage_error: 11.3695 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.0565 - 30ms/epoch - 15ms/step\n", "Epoch 938/1000\n", - "2/2 - 0s - loss: 1.8050e-05 - mean_absolute_percentage_error: 9.4230 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5238 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7287e-05 - mean_absolute_percentage_error: 7.9565 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5117 - 29ms/epoch - 15ms/step\n", "Epoch 939/1000\n", - "2/2 - 0s - loss: 1.6999e-05 - mean_absolute_percentage_error: 8.5647 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6607 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.6194e-05 - mean_absolute_percentage_error: 11.5208 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9245 - 28ms/epoch - 14ms/step\n", "Epoch 940/1000\n", - "2/2 - 0s - loss: 1.9490e-05 - mean_absolute_percentage_error: 8.0800 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4947 - 51ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.6352e-05 - mean_absolute_percentage_error: 8.4208 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6019 - 43ms/epoch - 21ms/step\n", "Epoch 941/1000\n", - "2/2 - 0s - loss: 1.8282e-05 - mean_absolute_percentage_error: 9.6588 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6207 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.2132e-05 - mean_absolute_percentage_error: 10.0101 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.5943 - 28ms/epoch - 14ms/step\n", "Epoch 942/1000\n", - "2/2 - 0s - loss: 2.0220e-05 - mean_absolute_percentage_error: 9.0798 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6739 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.0431e-05 - mean_absolute_percentage_error: 9.4699 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9003 - 28ms/epoch - 14ms/step\n", "Epoch 943/1000\n", - "2/2 - 0s - loss: 1.8020e-05 - mean_absolute_percentage_error: 10.1885 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5244 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.3048e-05 - mean_absolute_percentage_error: 7.3016 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4757 - 32ms/epoch - 16ms/step\n", "Epoch 944/1000\n", - "2/2 - 0s - loss: 1.9484e-05 - mean_absolute_percentage_error: 10.0977 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7092 - 55ms/epoch - 28ms/step\n", + "2/2 - 0s - loss: 2.4665e-05 - mean_absolute_percentage_error: 9.8264 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7729 - 48ms/epoch - 24ms/step\n", "Epoch 945/1000\n", - "2/2 - 0s - loss: 1.8267e-05 - mean_absolute_percentage_error: 7.5478 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4155 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.1786e-05 - mean_absolute_percentage_error: 9.3050 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6985 - 36ms/epoch - 18ms/step\n", "Epoch 946/1000\n", - "2/2 - 0s - loss: 1.9175e-05 - mean_absolute_percentage_error: 7.3136 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7295 - 49ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.1781e-05 - mean_absolute_percentage_error: 9.2834 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5364 - 32ms/epoch - 16ms/step\n", "Epoch 947/1000\n", - "2/2 - 0s - loss: 1.8379e-05 - mean_absolute_percentage_error: 7.5960 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4136 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.1944e-05 - mean_absolute_percentage_error: 10.1070 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6757 - 33ms/epoch - 17ms/step\n", "Epoch 948/1000\n", - "2/2 - 0s - loss: 2.4555e-05 - mean_absolute_percentage_error: 11.1575 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8446 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.0645e-05 - mean_absolute_percentage_error: 8.9741 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6605 - 29ms/epoch - 15ms/step\n", "Epoch 949/1000\n", - "2/2 - 0s - loss: 2.4089e-05 - mean_absolute_percentage_error: 9.1071 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5160 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.0761e-05 - mean_absolute_percentage_error: 9.0079 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5776 - 28ms/epoch - 14ms/step\n", "Epoch 950/1000\n", - "2/2 - 0s - loss: 2.1392e-05 - mean_absolute_percentage_error: 9.7768 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5107 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.0944e-05 - mean_absolute_percentage_error: 8.9012 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6291 - 29ms/epoch - 15ms/step\n", "Epoch 951/1000\n", - "2/2 - 0s - loss: 2.6920e-05 - mean_absolute_percentage_error: 8.6196 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5244 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.2247e-05 - mean_absolute_percentage_error: 11.6931 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8772 - 34ms/epoch - 17ms/step\n", "Epoch 952/1000\n", - "2/2 - 0s - loss: 1.8494e-05 - mean_absolute_percentage_error: 7.4450 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3661 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.5448e-05 - mean_absolute_percentage_error: 8.0894 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6246 - 31ms/epoch - 16ms/step\n", "Epoch 953/1000\n", - "2/2 - 0s - loss: 2.1534e-05 - mean_absolute_percentage_error: 9.0299 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.9224 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.0620e-05 - mean_absolute_percentage_error: 9.4343 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4421 - 33ms/epoch - 17ms/step\n", "Epoch 954/1000\n", - "2/2 - 0s - loss: 2.4964e-05 - mean_absolute_percentage_error: 9.9646 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4369 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.4560e-05 - mean_absolute_percentage_error: 9.9406 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6975 - 34ms/epoch - 17ms/step\n", "Epoch 955/1000\n", - "2/2 - 0s - loss: 2.0039e-05 - mean_absolute_percentage_error: 9.5707 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8441 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.1462e-05 - mean_absolute_percentage_error: 8.1584 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4402 - 29ms/epoch - 14ms/step\n", "Epoch 956/1000\n", - "2/2 - 0s - loss: 2.1361e-05 - mean_absolute_percentage_error: 7.9283 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4693 - 41ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.4007e-05 - mean_absolute_percentage_error: 10.2616 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6590 - 30ms/epoch - 15ms/step\n", "Epoch 957/1000\n", - "2/2 - 0s - loss: 2.0974e-05 - mean_absolute_percentage_error: 9.1282 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6760 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.7800e-05 - mean_absolute_percentage_error: 11.7671 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5909 - 32ms/epoch - 16ms/step\n", "Epoch 958/1000\n", - "2/2 - 0s - loss: 2.3811e-05 - mean_absolute_percentage_error: 8.4871 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5359 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.0178e-05 - mean_absolute_percentage_error: 8.4298 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7455 - 28ms/epoch - 14ms/step\n", "Epoch 959/1000\n", - "2/2 - 0s - loss: 1.8942e-05 - mean_absolute_percentage_error: 10.1435 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4946 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.4181e-05 - mean_absolute_percentage_error: 8.2407 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4649 - 34ms/epoch - 17ms/step\n", "Epoch 960/1000\n", - "2/2 - 0s - loss: 2.0015e-05 - mean_absolute_percentage_error: 8.9608 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6974 - 74ms/epoch - 37ms/step\n", + "2/2 - 0s - loss: 2.0275e-05 - mean_absolute_percentage_error: 9.2517 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8854 - 34ms/epoch - 17ms/step\n", "Epoch 961/1000\n", - "2/2 - 0s - loss: 1.6187e-05 - mean_absolute_percentage_error: 7.9867 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4520 - 60ms/epoch - 30ms/step\n", + "2/2 - 0s - loss: 2.5248e-05 - mean_absolute_percentage_error: 7.3393 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4952 - 30ms/epoch - 15ms/step\n", "Epoch 962/1000\n", - "2/2 - 0s - loss: 2.1224e-05 - mean_absolute_percentage_error: 9.5595 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 7.8679 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.1478e-05 - mean_absolute_percentage_error: 9.5069 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7428 - 34ms/epoch - 17ms/step\n", "Epoch 963/1000\n", - "2/2 - 0s - loss: 2.0225e-05 - mean_absolute_percentage_error: 8.9471 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5215 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.4201e-05 - mean_absolute_percentage_error: 9.2473 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8063 - 36ms/epoch - 18ms/step\n", "Epoch 964/1000\n", - "2/2 - 0s - loss: 1.8538e-05 - mean_absolute_percentage_error: 10.1067 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6811 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.2191e-05 - mean_absolute_percentage_error: 10.7576 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6660 - 36ms/epoch - 18ms/step\n", "Epoch 965/1000\n", - "2/2 - 0s - loss: 1.8642e-05 - mean_absolute_percentage_error: 7.8494 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5491 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.0281e-05 - mean_absolute_percentage_error: 10.5133 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5285 - 37ms/epoch - 19ms/step\n", "Epoch 966/1000\n", - "2/2 - 0s - loss: 1.9248e-05 - mean_absolute_percentage_error: 9.3140 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6421 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.0978e-05 - mean_absolute_percentage_error: 10.2436 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5924 - 39ms/epoch - 20ms/step\n", "Epoch 967/1000\n", - "2/2 - 0s - loss: 1.5902e-05 - mean_absolute_percentage_error: 9.3697 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.7668 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.1062e-05 - mean_absolute_percentage_error: 8.1463 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4690 - 40ms/epoch - 20ms/step\n", "Epoch 968/1000\n", - "2/2 - 0s - loss: 1.9409e-05 - mean_absolute_percentage_error: 10.4886 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6359 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.4440e-05 - mean_absolute_percentage_error: 9.1128 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8016 - 34ms/epoch - 17ms/step\n", "Epoch 969/1000\n", - "2/2 - 0s - loss: 1.6537e-05 - mean_absolute_percentage_error: 7.8847 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6700 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.5376e-05 - mean_absolute_percentage_error: 7.4174 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4536 - 33ms/epoch - 17ms/step\n", "Epoch 970/1000\n", - "2/2 - 0s - loss: 1.6466e-05 - mean_absolute_percentage_error: 7.4705 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4679 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.2576e-05 - mean_absolute_percentage_error: 11.0901 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6528 - 34ms/epoch - 17ms/step\n", "Epoch 971/1000\n", - "2/2 - 0s - loss: 2.1386e-05 - mean_absolute_percentage_error: 8.6787 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6362 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.2079e-05 - mean_absolute_percentage_error: 11.3217 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9452 - 30ms/epoch - 15ms/step\n", "Epoch 972/1000\n", - "2/2 - 0s - loss: 1.6659e-05 - mean_absolute_percentage_error: 10.6470 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5316 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.4964e-05 - mean_absolute_percentage_error: 10.1971 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4190 - 30ms/epoch - 15ms/step\n", "Epoch 973/1000\n", - "2/2 - 0s - loss: 1.8719e-05 - mean_absolute_percentage_error: 10.8977 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6034 - 52ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.4395e-05 - mean_absolute_percentage_error: 11.3190 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.9243 - 35ms/epoch - 18ms/step\n", "Epoch 974/1000\n", - "2/2 - 0s - loss: 1.7741e-05 - mean_absolute_percentage_error: 7.7131 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4797 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.7956e-05 - mean_absolute_percentage_error: 8.3896 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.3742 - 30ms/epoch - 15ms/step\n", "Epoch 975/1000\n", - "2/2 - 0s - loss: 1.6588e-05 - mean_absolute_percentage_error: 7.2975 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4788 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.6789e-05 - mean_absolute_percentage_error: 10.1025 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6654 - 30ms/epoch - 15ms/step\n", "Epoch 976/1000\n", - "2/2 - 0s - loss: 1.5967e-05 - mean_absolute_percentage_error: 8.9586 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6613 - 43ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.2891e-05 - mean_absolute_percentage_error: 6.9767 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4707 - 33ms/epoch - 16ms/step\n", "Epoch 977/1000\n", - "2/2 - 0s - loss: 1.6111e-05 - mean_absolute_percentage_error: 10.0323 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4432 - 59ms/epoch - 30ms/step\n", + "2/2 - 0s - loss: 2.3816e-05 - mean_absolute_percentage_error: 8.5335 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6332 - 29ms/epoch - 15ms/step\n", "Epoch 978/1000\n", - "2/2 - 0s - loss: 2.1551e-05 - mean_absolute_percentage_error: 8.4140 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6935 - 49ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.0986e-05 - mean_absolute_percentage_error: 7.4504 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4428 - 30ms/epoch - 15ms/step\n", "Epoch 979/1000\n", - "2/2 - 0s - loss: 1.8925e-05 - mean_absolute_percentage_error: 8.1450 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4842 - 51ms/epoch - 26ms/step\n", + "2/2 - 0s - loss: 2.8191e-05 - mean_absolute_percentage_error: 10.6815 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6713 - 46ms/epoch - 23ms/step\n", "Epoch 980/1000\n", - "2/2 - 0s - loss: 1.9048e-05 - mean_absolute_percentage_error: 8.7999 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.7160 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.4845e-05 - mean_absolute_percentage_error: 7.4369 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5593 - 43ms/epoch - 22ms/step\n", "Epoch 981/1000\n", - "2/2 - 0s - loss: 1.8563e-05 - mean_absolute_percentage_error: 10.2790 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5047 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.0189e-05 - mean_absolute_percentage_error: 9.3351 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4966 - 28ms/epoch - 14ms/step\n", "Epoch 982/1000\n", - "2/2 - 0s - loss: 1.9200e-05 - mean_absolute_percentage_error: 10.5530 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8103 - 45ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.0132e-05 - mean_absolute_percentage_error: 10.2058 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.8220 - 31ms/epoch - 15ms/step\n", "Epoch 983/1000\n", - "2/2 - 0s - loss: 2.2461e-05 - mean_absolute_percentage_error: 6.9232 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.4913 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 2.6152e-05 - mean_absolute_percentage_error: 10.5558 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5224 - 33ms/epoch - 17ms/step\n", "Epoch 984/1000\n", - "2/2 - 0s - loss: 1.6655e-05 - mean_absolute_percentage_error: 10.2264 - val_loss: 0.0076 - val_mean_absolute_percentage_error: 7.8710 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.1797e-05 - mean_absolute_percentage_error: 9.7513 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6804 - 36ms/epoch - 18ms/step\n", "Epoch 985/1000\n", - "2/2 - 0s - loss: 2.1291e-05 - mean_absolute_percentage_error: 9.3826 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4839 - 47ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 1.9194e-05 - mean_absolute_percentage_error: 8.8328 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4279 - 34ms/epoch - 17ms/step\n", "Epoch 986/1000\n", - "2/2 - 0s - loss: 2.0187e-05 - mean_absolute_percentage_error: 10.1347 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6025 - 67ms/epoch - 33ms/step\n", + "2/2 - 0s - loss: 2.4913e-05 - mean_absolute_percentage_error: 8.7924 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.7696 - 34ms/epoch - 17ms/step\n", "Epoch 987/1000\n", - "2/2 - 0s - loss: 1.5833e-05 - mean_absolute_percentage_error: 8.0415 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5604 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.1521e-05 - mean_absolute_percentage_error: 8.2540 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4378 - 35ms/epoch - 18ms/step\n", "Epoch 988/1000\n", - "2/2 - 0s - loss: 1.5884e-05 - mean_absolute_percentage_error: 8.4714 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6853 - 44ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.1806e-05 - mean_absolute_percentage_error: 11.7083 - val_loss: 0.0078 - val_mean_absolute_percentage_error: 8.2452 - 33ms/epoch - 16ms/step\n", "Epoch 989/1000\n", - "2/2 - 0s - loss: 1.5940e-05 - mean_absolute_percentage_error: 10.1581 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5980 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 4.5162e-05 - mean_absolute_percentage_error: 7.8972 - val_loss: 0.0068 - val_mean_absolute_percentage_error: 7.3415 - 32ms/epoch - 16ms/step\n", "Epoch 990/1000\n", - "2/2 - 0s - loss: 1.5416e-05 - mean_absolute_percentage_error: 8.0513 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6077 - 47ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 5.0250e-05 - mean_absolute_percentage_error: 13.4459 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 8.0935 - 32ms/epoch - 16ms/step\n", "Epoch 991/1000\n", - "2/2 - 0s - loss: 1.5654e-05 - mean_absolute_percentage_error: 7.4447 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.5548 - 43ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 4.1396e-05 - mean_absolute_percentage_error: 7.0312 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4640 - 33ms/epoch - 17ms/step\n", "Epoch 992/1000\n", - "2/2 - 0s - loss: 1.7698e-05 - mean_absolute_percentage_error: 7.9820 - val_loss: 0.0075 - val_mean_absolute_percentage_error: 7.6974 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 2.6407e-05 - mean_absolute_percentage_error: 11.4340 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5688 - 49ms/epoch - 25ms/step\n", "Epoch 993/1000\n", - "2/2 - 0s - loss: 1.7080e-05 - mean_absolute_percentage_error: 7.9904 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6295 - 45ms/epoch - 22ms/step\n", + "2/2 - 0s - loss: 3.1270e-05 - mean_absolute_percentage_error: 9.4389 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6246 - 56ms/epoch - 28ms/step\n", "Epoch 994/1000\n", - "2/2 - 0s - loss: 1.5714e-05 - mean_absolute_percentage_error: 9.6747 - val_loss: 0.0072 - val_mean_absolute_percentage_error: 7.5284 - 63ms/epoch - 32ms/step\n", + "2/2 - 0s - loss: 2.2803e-05 - mean_absolute_percentage_error: 8.6048 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6016 - 40ms/epoch - 20ms/step\n", "Epoch 995/1000\n", - "2/2 - 0s - loss: 1.7217e-05 - mean_absolute_percentage_error: 9.4687 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4621 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 3.2028e-05 - mean_absolute_percentage_error: 7.9512 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6352 - 39ms/epoch - 20ms/step\n", "Epoch 996/1000\n", - "2/2 - 0s - loss: 1.9033e-05 - mean_absolute_percentage_error: 7.7215 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6118 - 48ms/epoch - 24ms/step\n", + "2/2 - 0s - loss: 3.4461e-05 - mean_absolute_percentage_error: 14.0799 - val_loss: 0.0073 - val_mean_absolute_percentage_error: 7.6231 - 36ms/epoch - 18ms/step\n", "Epoch 997/1000\n", - "2/2 - 0s - loss: 1.9190e-05 - mean_absolute_percentage_error: 6.5331 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4623 - 46ms/epoch - 23ms/step\n", + "2/2 - 0s - loss: 2.4158e-05 - mean_absolute_percentage_error: 11.1304 - val_loss: 0.0077 - val_mean_absolute_percentage_error: 8.0075 - 31ms/epoch - 16ms/step\n", "Epoch 998/1000\n", - "2/2 - 0s - loss: 2.0581e-05 - mean_absolute_percentage_error: 9.5818 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.6311 - 42ms/epoch - 21ms/step\n", + "2/2 - 0s - loss: 2.2448e-05 - mean_absolute_percentage_error: 11.0622 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.4223 - 35ms/epoch - 18ms/step\n", "Epoch 999/1000\n", - "2/2 - 0s - loss: 2.1028e-05 - mean_absolute_percentage_error: 8.2511 - val_loss: 0.0071 - val_mean_absolute_percentage_error: 7.4454 - 50ms/epoch - 25ms/step\n", + "2/2 - 0s - loss: 2.7528e-05 - mean_absolute_percentage_error: 12.0367 - val_loss: 0.0080 - val_mean_absolute_percentage_error: 8.4036 - 33ms/epoch - 16ms/step\n", "Epoch 1000/1000\n", - "2/2 - 0s - loss: 1.6450e-05 - mean_absolute_percentage_error: 8.1528 - val_loss: 0.0070 - val_mean_absolute_percentage_error: 7.4096 - 46ms/epoch - 23ms/step\n", - "2/2 [==============================] - 0s 4ms/step\n" + "2/2 - 0s - loss: 3.6688e-05 - mean_absolute_percentage_error: 8.1810 - val_loss: 0.0069 - val_mean_absolute_percentage_error: 7.4190 - 30ms/epoch - 15ms/step\n", + "2/2 [==============================] - 0s 3ms/step\n" ] }, { "data": { - "image/png": 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", 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", 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", 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X4u9mu4BR7snokABWCCGEEGKSSUvUEa3TDtgmOlxLakLYGPXIsySAFUIIIYSYZBRFYd2qlAH2w7qVKRO2HqwEsEIIIYQQk1BWSiTaAF+0AX3L/t92edqErgMrCxkIIYQQQkxCecUNdHRZefiOhXTbVKyqgmq38eybJzhUVM+qnKkyAiuEEEIIIbzHJ0ermR4zhemxocyaHs5FOVPJnBnJf12RzvHSRvbn1413F4dNAlghhBBCiEmmqbWLo8UNXJQV12dfdmoUOalR/PvDIjq6rOPQu5GTAFYIIYQQYpL57FgNGo3CkjkxLvffelkaHV1WtnxSMsY98wwJYIUQQgghJhFVVfnkaDUL0vUEB/q5bBMZFsiXlifxYW4lp2paxriHIycBrBBCCCHEJGKoaqKmsZ2L5vVNHzjb5QsTiY8K5oV3C7Db1THqnWdIACuEEEIIMYl8crSaqLBAZk0PH7Cdr4+G9VekU1rdzK4jp8eod54hAawQQgghxCTRabGy/2QdyzPj0LhRIistUcfyeXG8urOYpjbLGPTQMySAFUIIIYSYJPafrMPSbeOCzFi3j1m3MhlFgf/7qGgUe+ZZEsAKIYQQQkwSn+RVM2dGOFFhWrePmRLkz82rUvj8eC0nT5lGsXeeIwGsEEIIIcQkUN3QhqGyiYuy4od87IXz4khJCOOl9wqw2uyj0DvPkgBWCCGEEGIS+PRoNcGBvuSkRg35WI2icPsV6dQ2dvDO3vJR6J1n+Y53B4QQQgghxMhYbXZ2H6th6ZxY/Hx9hnWOhOgQrliUyJuflbFodjTmli7MrRZ0If6kJepQ3JgUNlYkgBVCCCGEmODyShpobrO4XDp2KK5fPoNP807z8LP7sFjPpBJE67SsW5XCgnT9SLvqEZJCIIQQQggxwX16tJppMSFMi5kyovMcLzXR1mF1Cl4B6swdPLU1j9wC44jO7ynDDmAtFgvXXnste/fudWw7cOAAa9euJTs7my996Ut89tlnTsds27aNyy67jKysLO69914aGxsd+1RV5dFHH2Xp0qUsXryYRx55BLv9zJtnMpm47777yMnJ4ZJLLuH1118fbteFEEIIISaNptYujhgauGje0CdvnU1VVTbvMNDfmlyqCpt3GlDV8V+1a1gBbFdXFw888ABFRWfqhTU0NPCtb32La665hjfffJOrr76ae+65h5qaGgCOHj3Kgw8+yIYNG9i0aRPNzc1s3LjRcfxzzz3Htm3bePLJJ3n88cd58803ee655xz7N27cSEtLC5s2beLb3/42Dz30EEePHh3u6xZCCCGEmBQ+O16DRqOwZE7MiM5TWGGmztwxYJs6UwdFlU0juo4nDDmANRgM3HzzzZSXO89QO3jwID4+Ptx1110kJibyrW99i4CAAA4fPgzASy+9xNVXX82aNWuYNWsWjzzyCLt27aKiogKAF154gfvvv5+FCxeydOlSvvvd7/Kvf/0LgPLycnbs2MEvfvEL0tLSWLduHddffz0vv/zyCF++EEIIIcTEpaoqnx6tZn5aFCFavxGdy9zq3kpc5tauEV3HE4YcwO7bt48lS5awadMmp+06nQ6z2cx7772Hqqp88MEHtLW1kZaWBsCRI0dYuHCho31cXBzx8fEcOXKE2tpaqqurWbRokWP/ggULqKqqoq6ujiNHjhAXF0dCQoLT/kOHDg35BQshhBDnO1VVKSg3sfdELQXlJq94JHw+8eT7X3y6meqG9mHVfj2XLsTfzXYBI77WSA25CsGtt97qcvvChQu57bbbuP/++9FoNNhsNn79618zc+ZMAOrq6oiOjnY6JjIykpqaGozGnoTgs/dHRfXUMOvd7+rY2tpat/ut0ShoNGNX/sHHR+P0byHOJfeIcIfcJ2IwQ71HDuTX8Z8Pi6gznXlUHB2u5SuXprJwVvQARwpP8PT7vzuvmsjQQDKTI9EMUObKnftkTlIE0eFap76dKyZcy+wZ4eNeUstjZbTa2tqoqKhgw4YNrFq1ivfee49f/OIXZGVlkZycTGdnJ/7+zpG9v78/FouFzs5Ox89n74OeyWIdHR39HuuuiIjgcXmzQ0PdX8pNnJ/kHhHukPtEDMade+TzvNM8+epR7OcM+NWZOnjy1aP88KuLWJY58pE84Zqn3/+OLiv7TtayZkUKkREhbh0z2H1y15cy+M3z+/v0EUCjwJ1fyiDCzWuNJo8FsM888wyqqrJhwwYA5s6dy9GjR3nhhRf46U9/SkBAQJ+A02KxoNVqnYLVgIAAx38DaLXafo8NDAx0u3+NjW1jPgIbGqqlubkD2wRYkk2MPblHhDvkPhGDcfceUVWVZ14/5jIwAbCr8Ozrx0ifGjruo2uT0Wi8/x8fPk1nl41FaVGYTG0DtnX3PpmVEMaGG+ex6cMias8aiY0J1/LlS1OZlRA26LVGIjw82K12Hgtgjx8/zqxZs5y2zZ4921GpICYmhvr6eqf99fX16PV6YmJ6Zs0ZjUZHnmtvWkHv/v6OdZfdrmLv764ZRTabHatVPnRE/+QeEe6Q+0QMZrB7pKDcNOCjYYBaUwcny0ykJeo83DsxGu//rsNVzJ4Rji4kwO2/D+78LclOiSIrOZLCCjNNbRZ0IQGkJoShKIrX/B3yWFJVdHQ0BoPBaVtJSYkjIM3KyiI3N9exr7q6murqarKysoiJiSE+Pt5pf25uLvHx8URHR5OdnU1VVZWjJFfv/uzsbE91XwghhJjUJtIM88nI0+9/TWM7RZVNI6792h9FUUifFs7i2TFet4wseHAEdt26ddx6663885//5NJLL+XDDz/k008/ZcuWLQDccsstrF+/nuzsbDIzM/nlL3/JypUrSUxMdOx/9NFHiY2NBeD3v/89X//61wFITExk+fLlfO973+PBBx8kLy+Pbdu28dJLL3mq+0IIIcSkNpFmmE9Gnn7/Pzl6mqAAX+anRY2kWxOWxwLY7OxsnnjiCR5//HEee+wxkpKS+Nvf/kZqaioAOTk5/OxnP+Pxxx+nqamJCy+8kJ///OeO4++8804aGhrYsGEDPj4+3HTTTdxxxx2O/Y888ggPPvggN998M3q9nl/96lfMmzfPU90XQgghJrXkqaEE+PnQ1W3rt010uJbUhLAx7NX5Iy1RR7ROO+BCAYoChkozM2Kn4O/n0287m93OZ3k1LJ0bg59v/+0mM0U9T4q/GY0tY3o9X18N4eHBmExtXpMvIryL3CPCHXKfiMG4c4/Y7Sp/33aC/SdrUVVcLhWqKHDPmkwWpLs/v0QMTW6Bkae25uEq8lIUyEiK4ESZidBgf9YsT+KCzFh8NGeyPVVVpbDCzJHiBt7ZW86Pv7qQGXGhbl17ovwt0eunuNXOYyOwQgghhPA+drvKP946yf6TdXzrSxkoisLmnQbnOqQ6LetWpUjwOsoWpOu5Z00mf3vjON1nVQKIDteybmXP+19ramfLxyU893Y+7+6v4MYVM8lOieJgYT2bdxicRnD/+vrx8/b3JgGsEEIIMUnZVZV/vpPP58druPu6uY5C+fPToiisMFNS3czmHcXcclkqWSnnZy7lWJs9XUe3zc6VixNJigt1muEPEBMexLe+lMGVi5t5ZWcxT7yaR2xkELWN7X1GbuvMHTy1Ne+8HDmXpV2EEEKISUhVVV56t4DdR6u5a/UclsyJcezrnWF+1eJpROu0HDbUD3Am4UknT5kBuHR+woAz/JPiQvnuV7L5fzfPo97c4TLtAEBVYfNOw3m3HLAEsEIIIcQko6oqL79fxM7Dp7njmlksy4h12U5RFHLSojhcVI/9PAuAxsuJskaiw7VE6QZfOU1RFPx9fbDaBv7d1Jk6KKps8lQXJwQJYIUQQohJRFVVNn1k4MODldx+VfqgdUJzUvU0tVkoPd08Rj08v50oa2TOjAi320v9XtckgBVCCCEmKFVVyT9l4uNDleSfMmG323llZzHv7a/gtsvTWJk9ddBzpEwNY0qQHweLjGPQ4/NbfVMHtaYO5s4Id/sYqd/rmkziEkIIISag3AJjn1npQYG+tHda+cqlqVy6IMGt82g0ClkpURwqrGfdypTR6q4ATpSZUBSYPd39ANad+rHnY/1eGYEVQgghJpjeeqLnBjXtnVYAIkMDh3S++al6ahrbqW5o81gfe6mqSkG5ib0naikoN513k43Odry0kaS4UIIC/dw+RlEU1q1Kob+VXBUF1q1M8bqlXkebjMAKIYQQE4iqqmzeYeh3Vjr0zEqfnxbldlAzZ0Y4/n4aDhYaWb0s2EM9dT1KfL7WnLWrKidPmViZM3hax7l668f2qd97Vv3Y840EsEIIIcQEUlhhHvBxMpyZlZ6WqHPrnP5+PmQmRXKoqJ7Vy2aMvJP0v+rU+Vq7tKK2ldaO7iHlv55tQbreUb+3qc3Sp37s+UZSCIQQQogJZLRmpeekRVFyuhlTy8hnsw82Snw+1i49XtZIgJ8PyVOHn6vaW793oPqx5wsJYIUQQogJZLRmpc9LjkKjKB5Z1GAoo8Tni+OljaRP0+HrI6GXJ8i7KIQQQkwgvbPSBzKcWekhWj/Sp+k4VDjyclpSu9SZpdtGUWXTkOq/ioFJACuEEEJMIKM5Kz0nNYqTp0yOagbDJbVLnRVWmrHa7MPOfxV9SQArhBBCTDC9s9J9NM5BanS4dkSTo3JS9djsKnklDSPq32iNEk9UJ0pNhIX4Ex/luQoP5zupQiCEEEJMQIkxIdjsKjetnMnMhAj8NCoz40JHNLEnMiyQ6TFTOFRkZMmcmGGfp3eU2FUVgp7951ft0hNljcyZHnHevN6xICOwQgghxAR0sqwRRYHLFk7jopyppE8L90iAlJMWxdHiBrqt9hGdZ0G6nqTY0D6jxACLZkWfNyW0mtsslNe1MjdJ0gc8SUZghRBCiAnoeJmJmXGhBAV69qN8fqqerZ+Ukl9uInNm5LDPU1nXSkl1M3dcnU5MeJCjdmluQR2fHK2mpd3ClCD3cmUnshOnGgFkApeHyQisEEIIMcHYVZWTZY3MHoWgaKo+GL0ucMTVCN78rIyosEAuyIhzql26+oIZAGz//JQHeuv9TpSamKoPPm8mrI0VCWCFEEKICaaitpW2TuuozGpXFIWcVD2HiuqxD3Ohgar6Ng7k13HNsul96p6GBvlz1eJpfHSwioamTk902WupqsrxL/JfhWdJACuEEEJMMMfLGvH304xoVaeBzE/T09RmobS6eVjHb/+sjPDQAC7MiHO5//JFiWgDfHh9d+lIuun1ahrbMbV0Sf7rKJAAVgghhJhgTpQ1kp4YPmqrOqVMDSNE68ehwqGvylXT2M7ek7Vcs3Q6fr6u+6cN8OXaC2awO6+a0/VtI+2u1zpRZsJHo5CeKAGsp0kAK4QQQkwglm4bhRVNzBnFovgajUJ2ShSHioaeB7v9szLCgv25aJ7r0ddeK7OnEjElkC0flwy3m17veGkjKVPDCPD3Ge+uTDoSwAohhBATSFFV0xerOo1uXmVOWhTVDe1UN7g/Qlpnaufz47VcvXQ6fr4DB21+vhrWXJREbqGRktPDS1XwZlabnfxyE3OSJP91NEgAK4QQQkwgJ8oaCQ3yY6p+dFd1mjsjAn8/DYeK3E8j2P75KUKC/FiRFe9W+2VzY5kaFcwrOw2ow5ww5q1Kq5vptNhGdaT8fCYBrBBCCDGBnCgzMWfG6K/q5O/nQ0ZSpNvltOrNHXx2rIarl0zD38+9R+YajcLaFTPJLzdzosw0ku56nRNlJoICfEmKDR3vrkxKEsAKIYQQE0RrRzflNS1jVhQ/JzWK4tPNmFu7Bm371p5TBAX6sjJ76pCukZ0SRfLUUF7ZVTzssl3e6HhZI7Onh6NxsRKZGDkJYIUQQogJ4uQpEyqM2WPprJQoNIrC4UHSCBqbO/nkaDVXLZ425AlLiqJw04pkTtW0kFswssUTvEVHl5WSqmbJfx1FEsAKIYQQE8SJskZiI4KICA0ck+uFaP1ISwzj4CDVCN7acwptgC+r5g9t9LVX+rRwMmdG8tquYqw2+7DO4U3yy03YVXVUFpoQPSSAFUIIISaI46WNo1594Fw5aXpOlpno6LK63G9q6eLjI9VcviiRQH/fYV9n7cUzqTV1sDuvetjn8BYnSk1EhQWi12nHuyuTlgSwQgghxARQZ+6gvqlzzGe156RGYbOr5JU0uNz/zt5y/H01XDo/YUTXmR47hcWzo3n901Is3bYRnWu8HS9rHJOJduczCWCFEEKICeBEWSMaRSF92tgGsFFhWqbFhHDQRTWCptYudh6u4vJFiQQFDn/0tdcNF8+kpb2bDw9WDvscqqpSUG5i74laCspNY16eq7G5k5rGduZK/uuoGvndJoQQQohRd6K0kaT4KR4JFIdqfqqed/aV0221Oy0P++6+Cnx9FC5bOLLR114x4UFclBXPW5+fYkVWPEGBfkM6PrfAyOYdBurMHY5t0Tot61alsCBd75E+DuZ4WSMKMHu65L+OJhmBFUIIIbyc3a5y8pSJOdPHZ1QvJ01Pp8VGQfmZWq3N7RY+OlTJpQsSCR5ioDmQ6y6YQbfVzlt7Tg1pJDW3wMhTW/OcglfoSb14amvemFU4OFFmYnrsFEK0nntPRF8yAiuEEEJ4ufK6Fto6reO2qlOCPpiosEAOFtWTMTMSgPf2VaAoClcsSvTotcKnBJAxM5K39pTz1p5yx/aBRlJVVWXzDgP9xbiqCpt3GpifFjWqeal2VeVEWSMXzXNvJTIxfDICK4QQQni546WNBPj5kDw1bFyurygK89P0HCysI7/cxK7DVbx/oIJLcqZ6fKQxt8DIIRdlu/obSbXbVfafrOsz8trneFMHRZVNHu3ruSrrWmlp75byWWNARmCFEEIIL3eizET6NB2+PuM37hQc6EtzWzePvHzIsW1/fh0z48M8ll/qzkjq8+/kc7KskbqmDoymnsoMNrt7E7XcWVFsJE6UmfD31ZCSoBvV6wgZgRVCCCG8mqXbRlFlE3PGcVJQboGRrZ+W9tle39Tp0fzSwgrzoCOprR3dHC1pwFejISslilsuS+XmVclunV8XEuCJbvbreFkjaYk6p4luYnTICKwQQgjhxYqqmrDa7MwZ4wUMeo1lfqm51eJWu5tWJrN4doxTH3ceOj1g8BsdriU1YfRSMLqtNgorzNxw0cxRu4Y4Q74iCCGEEF7sRGkjocH+TNUHj8v13RkV9VR+qS7E3812ziOpiqKwblUK/cXPigLrVqaM6gSuosomuq32cZtod76RAFYIIYTwYifKTMyZET5uqzq5OyrqifzStEQd0YMsv9rfSOqCdD33rMkkOlzbp/09azJHvQ7s8bJGQoP8SIgOGdXriB6SQiCEEEJ4qZZ2C+W1LVy6wDMLBQzHcEdFh6N3JPWprXkuUxYGG0ldkK5nfloUhRVm9pyoZdfh0zy4fgFTgtx7DSNxotTEnBkRaGT52DEhI7BCCCGElzp5yoQK4/pYeiSjosMx0pFU5Yvldq+7YAbQ8x6Ott4vGuOVp3w+khFYIYQQwkudKDMRFxlERGjguPVhpKOiw3H2SGpTmwVdSACpCWFDukZEaCDxUcEcK210mvDlSaqqUlhhJrfAiArMnq4bleuIviSAFUIIIbzUibJGspKjxrsbjlHRzTsN1JnOTOiKDteybqXr1bFGqnckdSQykiLYn1+HqqoezyHOLTCyeYfBaYLb7/59uN/VwoRnSQArhBBCeKE6Uzv1TZ3MSfKOWe2eGBUdaxlJEby3v4LT9W1M1XtuclVugdHliHTvamFjMWnsfCcBrBBCCOGFTpSZ0CgK6YneEcCCZ0ZFx1LvogLHShs9FsCOZV1c0T+ZxCWEEEJ4oRNljSTFTyEoUMaahsvfz4e0RB3HShs9ds6xrIsr+icBrBBCCOFl7HaVk6dMzJVZ7SOWkRRBYYUZS7fNI+cby7q4on8SwAohhBBe5lRtC22dVinL5AEZSRF0W+0UVpg9cr6xrIsr+icBrBBCCOFlTpQ1EuDnw8z40PHuyoQXHxVM+JQAj6URjHVdXOGaBLBCCCGElzlRZiJ9mg5fH/mYHilFUZibFOGxALa3Lm5/87NGoy6u6Ev+zxBCCCG8SFe3jaJKs6QPeFBGUgSn69tobO70yPkWpOtZc9HMPtvdXS1MjJxMbRRCCCG8iKGyCatNHdflYyebOTMiUBQ4VtrIxVnxHjlnY3MnEVP8ueu6uTRPkLq4k4kEsEIIIYQXOV7WSFiwP1Ojgse7K5NGiNaPpLhQjwWw3VYb+0/WsWr+VGZNoLq4k4mkEAghhBBe5ERZI3NmhMtInodlJEVwsqwRu72fFQiG4GhxA+1dVpbNjfVAz8RwSAArhBBCjDNVVSkoN7HrcBXlta3Mni6jep6WkRRJW6eV0urmEZ/rs2M1TI+dQryMko8bSSEQQgghxlFugZHNOwxOqzu9/mkZ2gA/mQzkQUnxU9AG+HKstJHkqcMvcdXa0c3R4gbWrUrxYO/EUMkIrBBCCDFOcguMPLU1r8/SpA3NnTy1NY/cAuM49Wzy8dFomDMjnGOlDSM6z/78OlQVlsyJ8VDPxHBIACuEEEKMA1VV2bzDgNpPSqaqwuadBtT+Goghy0iKoOR0M22d3cM+x+fHapiTFE5YsHsrconRIQGsEEIIMQ4KK8x9Rl7PVWfqoKiyaYx6NPllJEWiqnCyzDSs4+vMHRiqmrhAJm+NOwlghRBCiHFgbrW42a5rlHty/ogMCyQuMmjYaQR7jtUQ4O9DTprkJo83CWCFEEKIcaALce8RtC4kYJR7cn7pXVZ2qKkZqqry+fEaFqTpCfDzGaXeCXdJACuEEEKMg7REHdE67YBtosO1pCYMf8a86CsjKZLG5i6qG9qHdFxJdTO1pg6WZUj6gDeQAFYIIYQYB4qicN2FMwbYD+tWpsiCBh6WPk2Hr4+GY6WNQzru82M16EL8mS0rb3kFCWCFEEKIcWC3q+w9WUuAn4bI0ECnfdHhWu5Zkyl1YEdBgJ8P6YlhQ8qDtdrs7DtZx9I5sWg08oXCG8hCBkIIIcQ4eGN3KcdLGvl/X85i7owICivMNLVZ0IUEkJoQJiOvo2huUiRbPymh22rDz3fwfNZjJY20dnRL+oAXkRFYIYQQYowdNtTzxu4y1lw8k4ykSBRFIX1aOItnx5CWqJPgdZRlzIzAYrVTWOFeibLPjteQoA8mMTpklHsm3DXsANZisXDttdeyd+9ex7bTp0/zjW98g6ysLC6//HLeeustp2O2bdvGZZddRlZWFvfeey+NjWfyT1RV5dFHH2Xp0qUsXryYRx55BLvd7thvMpm47777yMnJ4ZJLLuH1118fbteFEEKIcVNraufvb54gOyWK1cumj3d3zktTo4IJnxLgVhpBe6eVw0X1MvrqZYYVwHZ1dfHAAw9QVFTk2Ga1WvnmN7+Jr68vW7Zs4c477+T73/8+hYWFABw9epQHH3yQDRs2sGnTJpqbm9m4caPj+Oeee45t27bx5JNP8vjjj/Pmm2/y3HPPOfZv3LiRlpYWNm3axLe//W0eeughjh49OtzXLYQQQoy5LouNP7+WR2iQH3ddOweNjLSOC0VRmDsjwq2JXAcK6rDZ7CydIwGsNxlyDqzBYOA73/lOn/ppu3btorq6mn//+9+EhIQwc+ZMPv74Yw4dOkRaWhovvfQSV199NWvWrAHgkUceYdWqVVRUVJCYmMgLL7zA/fffz8KFCwH47ne/y2OPPcadd95JeXk5O3bs4MMPPyQhIYG0tDQOHz7Myy+/zLx580b+LgghhBCjTFVVnn8nnzpzBw/dvpCgQJmGMp4yZkbwaV41ppYuwqf0X2t3z/EaZk0PH7CNGHtDHoHdt28fS5YsYdOmTX22L1u2jJCQM/khTz31FF/+8pcBOHLkiCM4BYiLiyM+Pp4jR45QW1tLdXU1ixYtcuxfsGABVVVV1NXVceTIEeLi4khISHDaf+jQoaF2XwghhBgXH+RWsudELV+7ejYJesmlHG9zZkSgwIBpBA1NneSXm7lA0ge8zpC//t16660ut1dUVDB16lQeffRRXn/9dcLDw7n//vu57LLLAKirqyM6OtrpmMjISGpqajAajQBO+6OiogAc+10dW1tb63a/NRplTEtf+PhonP4txLnkHhHukPtkcigoN/N/Hxm4cnEiF86L8+i55R4ZHt2UAJLiQzlRZmLV/ASXbfbl1+Lvq2HxnBh8fcf//VVVlSJTCU1dzYQFhJIaPtPtCX+T7T7x2POL9vZ2tmzZwjXXXMNf//pX9u7dy/3338+mTZvIzMyks7MTf3/nZfP8/f2xWCx0dnY6fj57H/RMFuvo6Oj3WHdFRASPy6zO0NCBV1kRQu4R4Q65TyauxuZOntqSx6wZEXzrpmx8RymAkHtk6BbNjeWt3aWEhgXhc84gl6qq7DlRy9LMOOJjx381tH2Vh3nxyGvUthod22JC9KzPWsvihGy3zzNZ7hOPBbA+Pj7odDp+8pOfoNFomDt3LgcOHOD//u//yMzMJCAgoE/AabFY0Gq1TsFqQECA478BtFptv8cGBjoXfh5IY2PbmI/AhoZqaW7uwGazD36AOO/IPSLcIffJxKOqKgXlZsytXUwJ8uO1XSUAfPP6ObQ0d3j8enKPDF9qfCgt7d0cOlFN8lTnILWsupmK2lZuXpWCydQ2Tj3scag2j6ePvICK8/yj2lYjv9/9N76ZdTs5MZkDnmOi3Cfh4cFutfNYABsdHY2iKGg0Z75ZJiUlUVBQAEBMTAz19fVOx9TX16PX64mJiQHAaDQ68lx70wp69/d3rLvsdhW7XR28oYfZbHasVu+9UcT4k3tEuEPuk4kht8DI5h0G6szOgeqNF88kJNBvVH+Hco8M3fSYELQBvhwx1DM9ZorTvk+PVhMa5MesabpxfV9VVeWVwm19glfHflReLdxGRsQct540T5b7xGPPMbKysigqKsJmszm2FRcXM3XqVMf+3Nxcx77q6mqqq6vJysoiJiaG+Ph4p/25ubnEx8cTHR1NdnY2VVVV1NTUOO3Pzs72VPeFEEKIEcktMPLU1rw+wSvAa5+UkFtgdHGUGE8+Gg1zpof3Kadls9vZc6KWxXNi8NGMb86owVxKfcfA9WqNHQ0UN5WNTYe8hMd+K9deey12u52f/vSnnDp1in/961988skn3HzzzQDccsstvP7662zevJn8/Hy+//3vs3LlShITEx37H330Ufbu3cvevXv5/e9/z+233w5AYmIiy5cv53vf+x75+fls3ryZbdu2cdttt3mq+0IIIcSwqarK5h0G1H4e9KkqbN5p6FOCUoy/uTMjKKlqpr3T6th2osxEc5vFK6oPNFma3WvX5d6qYpOFx1IIQkJCeO655/jJT37CtddeS3x8PH/84x+ZO3cuADk5OfzsZz/j8ccfp6mpiQsvvJCf//znjuPvvPNOGhoa2LBhAz4+Ptx0003ccccdjv2PPPIIDz74IDfffDN6vZ5f/epXUgNWCCGEVyisMLsceT1bnamDosom0hJ1Y9Mp4ZaMpAjsqsrJU40sSO+pePT58RriIoP6pBWMhzD/UPfaBYz/RLOxNKIAtje/tVdKSgovvfRSv+3Xrl3L2rVrXe7z8fFh48aNTqtznS0yMpK//vWvw++sEEIIMUrMre5VxTG3do1yT8RQRYVpiY0I4lhpTwDbabFysNDItctmjEv1onNND03EV+OL1W4dsF1NWy3JYd7R57EwOYqBCSGEEONIF+I/eCNAFyKrOXmjjKQIjpU0oqoqBwuNWLrtLJ0TM97dQlVV/lPw2qDBK8C/C17jb3kv0GJpHYOejT8JYIUQQogRSkvUEa0buL5mdLiW1ITz6zHvRJExM4KG5k4+P17DO3vKSdCHEBnmfqnO0fJB+S721vRMcJ82JQG9NtJpv14byQ3Jq4kJ6qnKdLT+OL/c9weON+SPeV/HmizELIQQQoyQoiisW5XCU1vzXE7kUhRYtzLlvHm8O9F0dPZUUHpm20nHto1P72HdqhQWpLtfstOTjhqP83rx2wDEB8fy3zl3E+ATgMFcSrOlmbCAMEfKwMUJy9hi2M7HVZ/TYmnlqSP/YEXCBaxJXo2/jx+qqlLYWIy1pQvf7gCSpkz8VANFPU+mRBqNLWN6PV9fDeHhwZhMbZOi3prwPLlHhDvkPplYfr/pMCdPmZzqjkeHa1m3cvQCIblHRqa3/Fl/XzzuWZM55kFsVWs1v8/9M102CyF+wXx/4X1EaiMGPe5Y/UleOrmZlu6eNILYoGiWxS/ik6o9TqW4orSR3JCymmx9xqi9huHS692bOCcjsEIIIYQH2FWVyrpWLp0/lflpepraLOhCAkhNCJvwo12Tlbvlz+anRY3Z77DF0srTR/9Jl82Cj+LDNzJvdyt4BciIms2DSx7gX/mbyas/SU17HVsM2/u0q+9o4Jm8F7krc71XBrHukBxYIYQQwgNKqppparOwID2a9GnhLJ4dQ1qiblQDn95Hw7vL91PYWCx1ZodoKOXPxkK33crf816godMEwC2zbiRFlzSkc0zxD+GbmXfwlbQbBmynorLVsH3C3jMyAiuEEEJ4wMFCI6FBfqRMHZuJWoeNx9hi2D5hHg17I28qf9ZbcaB3Ra1Lp13MsriFwzqXoijEBg9eRaF3Ba+hBsneQEZghRBCiBFSVZXcwjpy0vRoNKP/qPmw8RjP5L3YZ4nR3kfDh43HRr0Pk4E3lT/7sOJj9lQfACAjchZrkq8Z0fkm+wpeEsAKIYQQI1RpbMNo7mR+2uhP9lFVlS2G7ai4fvQ70R8Nj6WRlj9TVZUiUwkHag9TZCoZ9nt+rP4kWw1vARAXHMMdc29Fo4wsRJvsK3hJCoEQQggxQrkFdWgDfJg9PXzUr2Uwl/YZeT3XRH40PJZGUv5sJCkcqqpiMJfSZGnGarPyf4VbUVEJ9gviW/PuQOs78hq0KbokorSRA94rem0kyWEzRnyt8SABrBBCCDFCBwvryUqOwtdn9B9snmqpcKvdRH00PNYWpOu5Z00mm3caqDOdmdA1UPmz3hSOc0fB3Znd7yrwBVBQ+EbG7USds1jBcCmKwg0pq132s/d6a1JWT9gKGRLACiGEECNQZ2qn0tjK9RfOGNXrtFha2V76Pp9W7XGrfW7tEdIjUgnxCx7Vfk0GC9L1zE+LorDCPGj5M3dTOLKi5vY5vr/At/fINmu7J16OQ7Y+g7sy17PVsB3jWQGzXhvJmgk+2U8CWCGEEGIEDhbW4+erIXPm8EfOzn6kHOYfSoouyRH8dNu62Vm5m3fKPqLT1un2OY/UH6fo8xJWz7yCi+KX4qPxGXb/zgeKopA+bfAUEHdTOB767FcE+wXhq/jiq/HBV/GltPnUAIEv/Qa+I5GtzyArai6lLWXY/Cz4WgOYETJ9wo689pIAVgghhBiBg4VGMpIiCPAfXoDYby5l8jXYUdlqeIuGzkbHvkUxOaTokvhPwZZ+Hw3PDJtOcVMZ7dYONhe+zqdVe7gp9XpmRaQCAwfM3sJb++ju7H5zVxPmIaZxjFbusqIopEUkT6oV2ySAFUIIIYbJ3NqFoaqJO1fPHtbxA+VS/v3Yi07bZoZNZ23KdSSFTQMgxD9kwEfDBnMprxS9QUVLFdVttTxx+O9kRc1lVkQaH1Z87NX1Y725xq27s/vnRc0l2C+Ibns3VruN+o4GKltPD3qc5C67RwJYIYQQYpgOFdWjURSyUqKGfOxguZS9IgJ03JB6LTn6TKcRyMEeDafokvj+wvvYU32AN4rfoaW7lSP1xzlSf7zPNbxpadGRTJAaCym6JCICdDR2mftto9dGcnfm7U6/ryJTCX869NdBzz9Ry1qNNakDK4QQQgzTwYI60qfpCNH6DflYd3IpAW6btY750fNcPj7vfTR8wbSFpIbP7NNGo2i4IH4xDy/7HpckXDTgdbyhfuxEqHHbbbeiDFCjtb/Z/b1lrQYykctajTUJYIUQQohhaOvsJr/cPOzFC9zNpWyztg3r/GfT+mqZp587aLveHMz+eKpwf3+GUuN2PPQu99qbkxzsG+S0X6+N7HeEuLeslYLrPN6JXtZqrEkKgRBCCDEMRwz12OzqsAPYsV4pyd2A+Z/HX2Zp3CKy9BkkhMQ5AqqxyEv19uVPP6naw96aXACy9BncNfe/KG4qo9nSTFhAGMlhMwYMQCdzWauxJgGsEEIIMQwHC+uZGR9K+JSAYR0/1isluRswm7qaeLvsA94u+4DIwAiy9HMJ9gtmW8m7o56XGujj3ns5HnmiJU1lvFL0BgAxQXrWz74ZjUZDavjMIZ2nN3fZYC51O/AVfUkKgRBCCDFEXd02jpU0sGCYo6/Q80h5TkR6//s9/EjZnRzMEL9g0nUpaL7I8WzobOSjik94s+SdUc9Lre9o5DXD9kHbjUeeaFNXC8/kvYhNtRHg4883Mm8f0XKviqKQGj6TBTHZXlMebKKREVghhBBiiI6VNGKx2oedPgBQ125kT80BAHwUDTb1TG3O0Xik7M7SorfMupFsfQbt3e3k1Z/kiPEYxxrysam2Ac890vqlJU1lPH30eVq7B8/3XRiTM6YBn81u49ljL9JkaQFg/ewvExccM2bXF65JACuEEEIM0cFCI1P1wcREBA3e2AWr3cpzx/+NxWZBo2h4YP49dNuto/5I2d0czCC/IJbELWBJ3AL2VB/gxZP/N+i5h5uXur/mEC/lb8Zqt6Kg8KXkq9FrI9la/JZTHxUUVFQ+rdrDRVOXERYwZVjXG6rXDNsck8Yun7aSnOjMMbmuGJgEsEIIIcQQWG12jhjquXRBwrDPsa3kPcpbKgG4buaVzPhicYKxMNQczMjACLfOa7MPbXUnVVV5q/R93ir7AAB/jR93zL2FrC+C6KwvFmPo7WOntZO/HH2Olu5Wnj/xbzZk3+VIdRgt+2oOsrNyNwCzwlO5buaVo3o94T4JYIUQQkwIqqpSWGHG3GpBF+JPWqJuXHIHC8rNtHdZh50+UGgy8EH5LgDSdMlcNm2FJ7vnlt4cTHe4M9kM4IWTmyhuKuWapMsJCzgzYczVkrBWu5WX8jdzoPYw0DPB7FtZdzBtypkvBa76eOm0i/mw/GMKTAbeO7WDq2Zc6uYrHrrKltO8nP8qAOEBOr4291Z8NMNbLlh4ngSwQgghvF5ugZHNOwzUmTsc26J1WtatSmFB+vDzUIfVl0IjUWGBTIsJGfKxrd1tPH9iEyoqwb5B3D7ny6M+ijhSg+XOAmjQYMfOp6f3sq/mIJdOW8Fl0y4m32ToU3orMjAcH8WXug4jAIkh8Xwr62vo3KgscP3MqzCYSznVXMG2kvdI0c0cdt7tQNq62/lb3gt027vx1fhyd+bthPgHe/w6Yvi8+/8aIYQQ573cAiNPbc1zCl4B6swdPLU1j9wC45j1xa6qHCo0Mj9NP+TRX1VVeTn/Vcxf5IreOvsmwgN1o9BLz+vNndWfU8VAr43kG5m385NlP2Bx7HwUFCz2bt4u+4AHd/+KZ/Je6DNy29BpcgSvWVFz+X8L7nEreAXw1fjy9bm3ofUNREXlueMvuzXxyx29izTsrznEnw8/61is4Cvpa5kWOvx0ETE6ZARWCCGE11JVlc07DPRXoUlVYfNOA/PTosYknaCkqpmmNsuw0gc+O72PI8ZjAFwYv3jCFa0fLHf2q3O+wqWJF7O1+C1ONhbSaesc8HxaXy13ZvzXkB/LR2kjuHXWTTx77CXMXU28dHIz38z86oh+/64WaQCYHZHGsriFwz6vGD0yAiuEEMJrFVaY+4y8nqvO1EFR5diszHSw0EhokB8pU4dWSL+mrY7NZxXBvzH1+tHo3qgbrH5pwpR4NmTfxdqUawc9V4e1g9Lm8mH1Y370PJZPXQpAXv0Jx0Sr4ThsPMYzeS+6zPHNbyzi8BdfOoR3kQBWCCGE1zK3Wtxs1zXKPekZDc4trCMnTY9G4/5oX7fdyj+Pv0y3vRsfxYevzb2VAB//Uezp+Dt7EtdARrIk7I0p1xEfHAvAFsN2ypsrh3wOVVXZYtg+6os0CM+TAFYIIYTX0oW4F+jpQoa3nOtQVBrbMJo7h5w+8GbJO1S0ngbg+uSrSJwydTS651XcXbZ2JEvC+vv4cWfGbfhr/LCpNp49/i86rAOnLZwrv7Fo0OoKvYs0CO8iAawQQgivlZaoI1qnHbBNdLiW1IThB0Luyi2oQxvgw+zp4W4fc7KxkA/LPwZ66oheknjRaHXPq7izbK0nloSNDY7h5rQ1ANR3NPCfgtew2+0UmUo4UHuYIlOJy9HThg4TWw1v8fdjL7h1nZGMFIvRIZO4hBBCeC1FUVi3KoWntua5nMilKLBuZcqYTOA6WFhPVnIUvj4Dj/301j2tbTfyRvFbAAT7BbF+zs1eXzLLU9xZtnZNymqP/N6Wxi2kwGRgf+0hDtQeJr+xyKkyQZQ2khtSVpMVNZcCk4GPKz/jaP2JftMGXBnJSLEYHRLACiGE8GoL0vXcsyaTv795HIv1zGpPGgVmxIaOSR3YOlM7lcZWrr9wxoDt+pvNfmHcYrdLRU0W7i5bO1KKovCV9BsoNBlosrT0KatV39HAM3kvEOYfhtlyZiRVQSEjcjblLZU0WZr7Pb8nRoqF50kAK4QQwuvNnh6OzW7n0gUJpCaEoQsJwNTSydNvnOCIoZ6slKhRvf7Bwnr8fDVkzOx/WdXe2eyuRvbeL9/F9LBpE6501kgNddna4QrwCUAZYHRbBUfwGuwbxAXxi7lo6lIitRED/t48OVIsPEsCWCGEEF7vaEk9NjtctXgakWGBQM+j+k+OVvOv9wuZNT2cAL/RW+bzYKGRuTMiCPR3/bHp7mz2rKi5510wNJRla4fLYC51LBAxkMunreSapMvx9/FzbBurkWLhWRLACiGE8HoHC+uZHjvFEbxCT2D0X1ek8+Nn97L981OsvXh0giRzaxeGqibuXD273zYGc6nbs9lHY+nT891AKQBnS5wS7xS89hqrkWLhORLACiGE8GrdVht5xQ1cs2x6n32xEUFcvWQ6b+05xbK5McRFem69elVVKawws/tYDQowL7n/WfXuBlAym310eKJs11iMFAvPOT+mQwohhJiwjpea6Oq2saCf+qurl00nIjSAl94r9FjB+dwCIxuf3sNvXz7Ep0erUYFfvpBLboHRZfuyJvdWlJLZ7KNjrMp2Ce8hAawQQgivdrDQSGxEEPFRrkdX/f18uO3ydE6eMrH3ZO2Ir5dbYOSprXl9lrCtM3fw1NY8pyDWrtrZaniLHZWfDnpeCaBGT2/ZLgXXj/xlMtbkIwGsEEIIr2Wz2zlsqB909at5yZEsSNez6UMD7Z3WYV9PVVU27zC4rDnbsx827zSgqirddivPn/gP75fvBGCKf4gEUOOodzKW/pyRWL02krsy18tkrElGcmCFEEJ4raKKJlo7ut1avvWWS1N58O972fJJCbddnjas6xVWmPuMvJ6rztTBsVO1fNi4lSJzCQDTQxP59ryvUdxUJrPZx5FMxjp/SAArhBDCa+UWGgmfEsCMuCmDto0IDeRLy5PYvNPA8sw4pscOfsy5zK2WQdso/h38p/x5zNaeIDUzajZfm3sbAT7+EkB5AZmMdX6QFAIhhBBeSVVVDhUZmZ+qR+NmAHjZwgSmRgXzwrv52O1Dn9ClC/EfcL+ibSZgzh5H8Lp86lK+kXE7AT5njusNoBbEZJOiS5LgVYhRIAGsEEIIr1RW00Jjcxfz09xfZcvXR8P6K9MprW5h15HTQ7peR5eVT49Wn7VFRTOlEZ+IajRTGtGEGgmYsxfFvwuAL828mq+k3YCPZvQWUBBCuCYpBEIIIbzSwUIjwYG+pE3TDem41AQdy+fF8erOYuan6QkLHnhUFaCo0szf3zxBS0c3l8yfyq7Sg/gmFqAJbHe0UVVQFNCgYf2cm1kcO3+oL0kI4SEyAiuEEMIrHSw0kp0ahY9m6B9V61Ymoyjwfx8ZBmxntdl57eNifvOvg+hCAvjp1xeTkdNNQOphp+AVeoJXgKtnXCrBqxDjTAJYIYQQXqe6oY3qhna3qg+4MiXIn3WrUvj8eA35pxopKDex90QtBeUmx2IH1Q1t/OrFXN7eU86a5Un84LYc9GGBbDFsR6X//Nl9tQc9tmCCEGJ4JIVACCGE1zlYaCTAz4e5MyKGfY7l8+J4e+8pfr/pCLazJnRF67TMnq7j8+O1hIcG8r/rF5AU17MUaZGphPqzSmC5YuxooLipjBRd0rD7JoQYGQlghRBCeJ3cAiMZMyPw9xv+BKlDhfXUmTr6LEpQZ+6gztxBRlIE996QSYD/mWs0WZrdOndTV9Ow+yWEGDlJIRBCCOFVGps7KatpYcEw0wdg8BW1oCeQ9fdz/hgM8w916/xhAWHD7psQYuQkgBVCCOFVDhYa8dEozEt2v3zWudxdUauo0nkkNUWXhC5g4CBWr40kOWzGsPsmhBg5CWCFEEJ4lYOFRmZPDycocPhZbu6sqNXTrsvpZxUVH6X/tAUFhTUpq2VxAiHGmQSwQgghvEZLu4WCCvOwqw/0GmxFrTPtApx+3n16Hw2dJgBC/IKd9um1kdyVuZ5sfcaI+iaEGDmZxCWEEMJrHDbUgwo5qcNPHwBIS9QRrdMOmEYQHa4lNeFMLmtbdztvlrwDQHxwLD9YeD+lzeU0W5oJCwgjOWyGjLwK4SUkgBVCCDHmVFXFYC6lydJMmH8oKbokFEXhUGE9yQlhhJ0zMjpUiqKwblUKT23NczmRS1Fg3coUp4B0W8m7tHX3LF5wc9qX8PXxJTV85oj6IYQYHRLACiGEGFOHjcfYYtjuVG81ShvJ6ulXcazUxNqLPRM0LkjXc8+aTDbvNFBnOjMSGx2uZd3KFBakn0lTqGg5zSdVe3qOi84iNTzZI30QQowOCWCFEEKMmcPGYzyT92Kfla7qOxp4If9l7KHZzE9f4rHrLUjXMz8tisIKM01tFnQhAaQmhDmNvKqqyubCraio+Gv8uCFltceuL4QYHRLACiGEGBOqqg64TKuKinZGEfqwQI9eV1EU0qeF97t/f+0hipvKALhqxqWEB+o8en0hhOdJFQIhhBBjwmAuHXSZVrtfqyOYHAud1k62GrYDPVUGLpl28ZhdWwgxfBLACiGEGBPeuEzrO2Uf0WRpAeCm1Ovx08iDSSEmAglghRBCjAl3l2kNdbPdSNW21fFRxScAZETOJiNq9phcVwgxchLACiGEGBMpuiSitJGDtnur9H2M7QOnGoyUqqpsLnoDm2rDV/HhxtTrRvV6QgjPkgBWCCHEmFAUhWtmXDZou0JzMb/c9wfeP7UTm902Kn05Wn+Ck42FAFw6bQXRQSNbOEEIMbYkgBVCCDFmLHaL6x1dwdwx51aumnEpGkVDt72brcVv8bsDT1DeUgn0jJoWmUo4UHuYIlMJqqsVCtzpg62bV4veBEAXEMaVMy4Z1nmEEONHstWFEEKMmb3VBwGIC4rhy+lraOpq4d/vlDMvLo1FsbMAmB89j5fzX6WsuZyK1tP87sCTZETO5nRrNfWdjY5zRWkjuSFlNdn6jCH14cPyXTR8cZ61KasJ8PH30KsTQowVGYEVQggxJmrbjZQ2nwJgafxCUsOTiVaSMdWEsCDtzKpYU0Pi+M6Ce7gp9Xr8ffyxq3aO1h93Cl6hZ/GDZ/Je5LDxmNt9aOgw8e6pHQCk6mYyPzrLA69MCDHWhh3AWiwWrr32Wvbu3dtnX0tLCxdddBGvvfaa0/Zt27Zx2WWXkZWVxb333ktj45k/Rqqq8uijj7J06VIWL17MI488gt1ud+w3mUzcd9995OTkcMkll/D6668Pt+tCCCHGwb7qXAA0ioZFMfMByC0wog3wZdY5Cw1oFA2rEpfz4KIH8NP49XtOFZWthu0DphOcnXrw4olNdNu70Sgabk5b47QilxBi4hhWCkFXVxff+c53KCoqcrn/d7/7HXV1dU7bjh49yoMPPshPf/pTZs2axS9/+Us2btzI008/DcBzzz3Htm3bePLJJ7FarXzve98jMjKSO++8E4CNGzfS2dnJpk2bOHLkCA899BBJSUnMmzdvOC9BCCHEGLKrdvbW9KQPzI5II9Q/hIJyE5/mVZMUNwUfjetA0tRlptvePeC5jR0NvF++k+XxSwjyC3Lad9h4jC2G7X0WUJgdkUZ8SOwIXpEQYjwNOYA1GAx85zvf6ffb7oEDB9izZw96vd5p+0svvcTVV1/NmjVrAHjkkUdYtWoVFRUVJCYm8sILL3D//fezcOFCAL773e/y2GOPceedd1JeXs6OHTv48MMPSUhIIC0tjcOHD/Pyyy9LACuEEBNAkakEU5cZAL09lY1P76HO3AGAqaWLjU/vYd2qFBakO392uLv4wevFb/NG8TvEBceQoptJim4GnbYu/p3/msula080FHDYeGzI+bNCCO8w5BSCffv2sWTJEjZt2tRnn8Vi4Uc/+hE//vGP8fd3Too/cuSIIzgFiIuLIz4+niNHjlBbW0t1dTWLFi1y7F+wYAFVVVXU1dVx5MgR4uLiSEhIcNp/6NChoXZfCCHEONhb05M+4K8E8M77nY7gtVeduYOntuaRW2B02u7u4gfQk05wuq2Gj6s+4x/HX+bl/FddBq+9bQdLPRBCeK8hj8Deeuut/e7761//ypw5c1i+fHmffXV1dURHRztti4yMpKamBqOx5w/W2fujonpq8vXud3VsbW2t2/3WaBQ0/TyiGg0+PhqnfwtxLrlHhDsmw33Sae3isDEPANUch2r3cdlOVeGVnQYWz4l25KbOikpGr43E2NH/wgZ6bSR3Zt5GcVMZRaYSDKZSWrvbBu2XsaOBstZTpIbPHMar8h6T4R4Ro2+y3SceK6NlMBj4z3/+wxtvvOFyf2dnZ59RWX9/fywWC52dnY6fz94HPaO6HR0d/R7rroiI4HFJ1g8N1Y75NcXEIveIcMdEvk92lebRZev5e91aFTNg21pTB9XmLubOPLNi11fn38TvP/uby9FSRVH46vybmJ8wm/n0LAWrqirbCj7gxSOv9Wl/LqtvF+HhwUN5OV5rIt8jYuxMlvvEIwGsqqo89NBD3H///Y6R03MFBAT0CTgtFgtardYpWA0ICHD8N4BWq+332MDAQLf72NjYNuYjsKGhWpqbO7DZ7IMfIM47co8Id0yG++QDw24AQn3CqW3VDdq+/LSZ+PAzf99Tg1P55rzbea1oO3Xt9Y7t0UFRrE1dTWpwKiaT84hrtN/AgXIvX2tAn2Mnmslwj4jRN1HuE3e/UHokgD19+jSHDh2ioKCA3/72twB0dHTw8MMP89Zbb/HMM88QExNDfX2903H19fXo9XpiYnr+0BiNRkeea29aQe/+/o51l92uYrePfa6TzWbHavXeG0WMP7lHhDsm6n3S2GmisLEYgDlhmdQy+EBCaJB/n9eaGTmXjIg5GMylNFuaCQsIIzlsBoqiuHxfkqbMIEob2af6wNn02khmhEyfkO+rKxP1HhFja7LcJx4JYGNiYnjvvfectq1fv57169dz/fXXA5CVlUVubi5r164FoLq6murqarKysoiJiSE+Pp7c3FxHAJubm0t8fDzR0dFkZ2dTVVVFTU0NsbGxjv3Z2dme6L4QQohRsq/mkGMi1dVpyzi+p7DPBK6zRYdrSU0Ic7lPURS381UVReGGlNU8k/eiy4lcCgprUlZLHVghJiiPBLC+vr5Mnz69z7bIyEjH6Oott9zC+vXryc7OJjMzk1/+8pesXLmSxMREx/5HH33UEaD+/ve/5+tf/zoAiYmJLF++nO9973s8+OCD5OXlsW3bNl566SVPdF8IIcQoUFWVvTUHgJ5Vr6KCIlm3KoWntuS5rA2gKLBuZYrHgspsfQZ3Za5nq2G70yQwvTaSNcNYglYI4T08NolrMDk5OfzsZz/j8ccfp6mpiQsvvJCf//znjv133nknDQ0NbNiwAR8fH2666SbuuOMOx/5HHnmEBx98kJtvvhm9Xs+vfvUrqQErhBBerKy53JGzuiSup4zignQ9cZFB1Dd1YjnrMWZ0uJZ1K/vWgR2pbH0GWVFzXaYeCCEmLkU9T4rgGY0tY3o9X18N4eHBmExtkyLXRHie3CPCHRP5Pvl3wWt8WrUHf40fv17+IwJ9A2lqs/DAE59y+1XpxEYE0dRmQRcSQGpCmASVwzSR7xExdibKfaLXT3Gr3ZiNwAohhDh/dNu6ya09AkB2dCaBvj1VBQ4W1KEoCvPT9EwJ8h/oFEII0a/JUc1WCCGEV8lrOEmHtWey1pLYBY7t+/PrmD1dJ8GrEGJEJIAVQgjhcXure5aO1QWEkRaeDEBzm4WCCjMLZkUPdKgQQgxKAlghhBAe1Wxp4URjAQCLY+ejUXo+ag4WGlHoSR8QQoiRkABWCCGERx2oOYRd7Zkkcm76QPo0HaGSPiCEGCEJYIUQQnjUnpqe9IHpoYnEBvekCzS3WygoN7NI0geEEB4gAawQQgiPqWw5TVVrNQBLzxp9PVRoREWV9AEhhEdIACuEEMJj9n4x+uqr+LAgJtux/UB+HemJOkKDJX1ACDFyEsAKIYTwCJvdxv7aQwBkRM0h2C8IgNaObk6ekvQBIYTnSAArhBDCI042FtJiaQVgadyZ9IGDhUZUVdIHhBCeIwGsEEIIj+idvBXiF8yciHTH9gP5daQl6ggLCRivrgkhJhkJYIUQQoxYe3c7efUnAFgUk4OPxgfoTR8wsVDSB4QQHiQBrBBCiBHLrTuK1W4FYMlZ6QOHiozY7SoL0iV9QAjhOb7j3QEhhBATl6qqGMylfFj+MQBxQTEkhMQ79h/IN5KaEIZO0geEEB4kAawQQohhOWw8xhbDduo7GhzbmrtbOFJ/nGx9Bm2d3Zwoa+TLl6SMYy+FEJORpBAIIYQYssPGYzyT96JT8ArQ1t3OM3kvcth4jMNF9djsKgvSJf9VCOFZMgIrhBBiSFRVZYthOyqq6/2obDVsJ6zySlISwgifIukDQgjPkhFYIYQQQ2Iwl/YZeT2XsaOBk8ZiFsnoqxBiFEgAK4QQYkiaLM1utVN9O6X6gBBiVEgAK4QQYkjC/EPdahcXFkFEaOAo90YIcT6SAFYIIcSQpOiSiNJGDthG7QziwhlzxqhHQojzjQSwQgghhkRRFK6beWX/+1GwVKSzaHbMGPZKCHE+kSoEQgghhsxis7jcrtdG4m+ci6qNlfQBIcSokQBWCCHEkKiqys7K3QDEBkXzlfQbaLa0EBYQRnxgAv/zxG7WXizVB4QQo0cCWCGEEENiMJdQ1VoNwMrE5aSGJzv27TlRg9VmZ+EsqT4ghBg9kgMrhBBiSHZWfgaA1lfL4tj5TvsO5BtJigslKkw7Hl0TQpwnJIAVQgjhtsZOE0eMxwC4IG4RAT7+jn2dFit5JQ0y+iqEGHUSwAohhHDbJ1V7UFFRULg44QKnfUeLG+i22lkoq28JIUaZBLBCCCHcYrF1s7tqLwCZUXOI0kY47d+fX8eM2CnodZI+IIQYXRLACiGEcMuB2kO0WdsBWHHO6GuXxUZecQOLZsnoqxBi9EkVAiGEEINyKp0VHEN6eIpje2GFmdxCIxarnfnpkv8qhBh9EsAKIYQYlMFceqZ0VsIFKIpCboGRzTsM1Jk7HO3+uOkI61alsEACWSHEKJIUAiGEEIPa9cXoq9Y3kMWxC8gtMPLU1jyn4BWgztzBU1vzyC0wjkc3hRDnCQlghRBCDMjUaeZI/XEAlsUtwl/jx+YdBlTVdXtVhc07Daj9NRBCiBGSAFYIIcSAPq76HLtqR0FhRcIFFFaY+4y8nqvO1EFRZdMY9VAIcb6RAFYIIUS/LLZudp/uKZ2VETWbKG0k5laLW8eaW7tGs2tCiPOYBLBCCCH6daD2MG3dPaWzViZcCIAuxH+gQxx0IQGj1i8hxPlNAlghhBAuqarqmLwVGxTtKJ2VlqgjepDFCqLDtaQmhI16H4UQ5ycJYIUQQrhU3FRGZetpAFYkXIiiKAAoisK6VSl88WMfigLrVqY42gshhKdJACuEEMKlnU6ls+Y77VuQrueeNRlozolRo8O13LMmU+rACiFGlSxkIIQQog9Tp5kjxmNAT+msQN+++awJ+hDsKty0MpmosEB0IQGkJoTJyKsQYtRJACuEEKKPs0tnXTz1ApdtCivMKMDK7KkEBcrHiRBi7EgKgRBCCCfOpbNmoQ+KdNmusMJMYkyIBK9CiDEnAawQQggnuWeVzlrxReksVworzaQl6MaoV0IIcYYEsEIIIRzOLZ01KzzVZTtTSxdGcydpibox7J0QQvSQ5z5CCCFQVRWDuZRCk4EKR+msC/qdkFVYYQYgVQJYIcQ4kABWCCHOc4eNx9hi2E59R4Njm4KC1rf/xQoKK8zERgQRFuzeqlxCCOFJEsAKIcR57LDxGM/kvYiK6rRdReX5E//Bz8ePbH1Gn+MKK82kJcpKW0KI8SE5sEIIcZ5SVZUthu19glfHflS2Grajqs77Wzu6qTK2Sf6rEGLcSAArhBDnKYO51CltwBVjRwPFTWVO24oqzQBSgUAIMW4kgBVCiPNUk6XZvXZdTU4/F1U0ET4lgMiwwNHolhBCDEoCWCGEOE+F+Ye61y7AOde1oMJMeqJOlowVQowbCWCFEOI8laJLIkrrepWtXnptJMlhMxw/d1qslNe2SPksIcS4kgBWCCHOU4qicEPKahRcj6QqKKxJWe000lp8uhmbXZUJXEKIcSUBrBBiQlNVlYJyE3tP1FJQbuozY14MLFufwYXxi/ts12sjuStzfZ8SWkUVZkK0fsRHBo1VF4UQog+pAyuEmLByC4xs3mGgztzh2Bat07JuVQoL0vXj2LOJpcnSAkB4gI4bUq4hLCCM5LAZLnNcCyvMpCaESf6rEGJcyQisEGJCyi0w8tTWPKfgFaDO3MFTW/PILTCOU88mlm67lQKTAYCc6EwWxGSToktyGaBabXaKTzdL+oAQYtxJACuEmHBUVWXzDgP9ZQuoKmzeaZB0AjcUm0ux2CwAzIlMH7BtWU0L3Va7BLBCiHEnAawQwiuoqkqRqYQDtYcpMpUMGHwWVpj7jLyeq87UQVFl04BtBJxoKADAX+NHim7mgG0LK8wE+PswLSZkLLomhBD9khxYIcS4O2w8xhbDdqdVoaK0kdyQsrrPJCIAc6vFrfOaW7s81sfJ6nhjTwCbFp6Cn2bgj4TCCjMp8aH4aGTsQwgxvuSvkBBiXB02HuOZvBf7LGla39HAM3kvcth4zGl7l8XGsdKBlz/tpQsJ8Fg/J6PGThM1bbUAzB0kfcBuVymqbJL0ASGEV5ARWCHEuFFVlS2G7ai4ThdQUdlq2E5W1FxU4PNjNbz2cQnNbV0EBfjS3mXt99zR4VpSE8L63S/g+BfpAwBzImcN2LbS2EpHl1UCWCGEV5AAVggxbgzm0j4jr+cydjSwsyiPjz/r4lRNCwtnRbNuZTLlta08tTXP5UQuRYF1K1Ok1NMgevNfY4L0RGkjBmxbWGHG10chKc695WeFEGI0SQArhBhzqqpSaCrmNcM2t9r/5+AO4pSF/PC2+Y4RQL1Oyz1rMvm/nUU0WE+j+HWhdgegtoTz1atmSx3YQVjtVgpMRcDg1QcACiubmBEXir+fz2h3TQghBiUBrBDCo1RVxWAupcnSTJh/qFNNUZvdRm7dET4s/5jK1tNun9M3ugqzpo49LZVozIsdRfZ9ImoJnPcJAWeP4nYFsbfKwsVZ8Z5+aZNKSVMZXb3lsyIGDmBVVaWwwsxF8+LGomtCCDEoCWCFmEB6AwlzqwVdiD9piTqvekzeXzWBa2ZcTrOlmZ2VuzF3nSltpfXR0mGxgk93/ye1a0Bjp9vezd6aXPbW5BIbFM300ET21Rzsmz8b0E6puoN38iO4atYST7/ESaM3/9VP40fqIOWz6kwdNLdZSE3QjUHPhBBicBLACjFBePuyqb3VBM4NKOs7Gnjh5H+ctkVro1iVeBER1mT+9O6H+KccwlUcrqpgKc7ijktyqLCf4EDNITptXdS011HTXtdvXxQF3jr1LpenLZKST/3ozX9NC0/Gz8dvwLYFFWYUBVKmyqQ4IYR3GPZfdovFwrXXXsvevXsd2w4fPsxXvvIVcnJyuPLKK9m8ebPTMZ999hnXXnstWVlZ3H777VRUVDjt/+c//8lFF11ETk4O//u//0tHx5kP6q6uLv73f/+XhQsXsnz5cv7xj38Mt+tCTDjevmzqYNUEes0Mnc7dmbfzo6Xf5eKEZbS1q9hNMVgMOdg7g5za2juDerabYvC3hnNL+lp+tfxH3DZrHbFB0YP2yebXytaDuSN6XZOVqdPM6bYawL3816IKM4nRIQQFypiHEMI7DCuA7erq4oEHHqCoqMixzWg08o1vfIPFixezZcsW7r//fn7+85+zc+dOAE6fPs29997L2rVreeWVV4iIiOCee+5xrLbz7rvv8uSTT/Kzn/2M559/niNHjvC73/3Ocf5HHnmEY8eO8fzzz/Pwww/z5JNP8s4774zgpQsxMUyEZVPdqSYA8KWUa8jSZ6BRev706EL8AbCbYug6ehFdJxdjMWTRdWIxXUcvwm6K+aJdTz3XAB9/LohfxNVJl7nVr13Himnv7L/U1vnqxFnls+ZGDFw+C6Cw0kyapA8IIbzIkANYg8HAzTffTHl5udP2Dz74gKioKB544AFmzJjB6tWrWbNmDW+++SYAmzdvJiMjg69//eukpqby61//mqqqKvbt2wfACy+8wFe/+lVWrVrFvHnz+OlPf8qrr75KR0cH7e3tbN68mQcffJC5c+dy+eWXc9ddd/Gvf/3LA2+BEN5tIiyb2mRpdq9dl3Mf0xJ1ROu0X/ykYG+JwNYYh701AujJKXBVzzXM371STpZOf97YXepW2/NJ7+pb0doo9EGRA7Y1tXRhNHdK/VchhFcZcgC7b98+lixZwqZNm5y2X3TRRfz617/u0761tRWAI0eOsHDhQsd2rVbL3LlzOXz4MDabjby8PKf92dnZdHd3k5+fT35+PlarlZycHMf+BQsWcOTIEex2+1BfghATykRYNtXdgDIswDkQVRSFG1f2P4Gov3quKbokorQDB156bSSrM3P4MLeS6oY2t/p3PrDarRQ0DqF8VoUZgFQJYIUQXmTICU233nqry+0JCQkkJCQ4fm5oaGD79u3cd999QE+KQXS0c95aZGQkNTU1NDc309XV5bTf19cXnU5HTU0NGo2G8PBw/P39HfujoqLo6urCbDYTETFwAW4AjUZBoxm72do+PhqnfwtxLnfvkYFWmzpbZFggvr7jc7/NikpGr43EOEAaQXRQFOmRM/sEo1ZbT+pDRGgAjc1ngvCYcC1fvjSVhbNc57velHYtTx95wWXerYLCjWnXMjdyBrvzavjPhwa+e0u2V1VscJen/5YUN5bTaet5nzOjZw96zxRVNREXGURkWKBHri88Tz5vhDsm230yKhn5nZ2d3HfffURFRfHlL38ZgI6ODqcAFMDf3x+LxUJnZ6fjZ1f7VVV1uQ96JpO5IyIieFw+vEJDtYM3EucdVVU5aTRgMpsJD9QxW993lLG2sZ1/bjvOp0dO4+ujwWrr/2lDXFQwS+ZNHdcA7b9y1vLHz/7ucp+iKNyecyMRESFO27utdl7fXcaF8+L5we0LOV7SgKm5i4iwQOYkRQz4ei4JX0pISCAvHnmN2tYzk9hiQ/T8V9ZaFidkA3DXmkx+9c99GKpbWTw3duQvdJx46m+JobwEAD8fP5YkZeLv6z9g++KqJjJT9ISHB3vk+mL0yOeNcMdkuU88HsC2tbVxzz33UFZWxssvv4xW2/NGBQQE9Ak2LRYLoaGhBAQEOH4+d79Wq8Vms7ncBxAY6N6oQGNj25iPwIaGamlu7sA2QOAhzj+HavN4tXCb02ilXhvJjWnXkhOTSUeXlTd3l/Hu3nKCtb5847o5BPr78ORrrpdNBbjughmYze1j9Apca25x/Zg+OiiKtamrSQ1OxWRybvNhbiXGxnb+37p5mM3tTI3QMjWi52+GO68nNTiVny77Pj/Y9TOaLC1k6efy7ew7UBTFca30qVPISIrg6S1HmREdjN84jVIPl6f/luRW5gGQHp5MW0s3bfRfg7el3cKpmhauWjytz+9OeA/5vBHumCj3ibtflj0awLa2tnLXXXdRXl7O888/z4wZMxz7YmJiqK+vd2pfX1/P7Nmz0el0BAQEUF9fT3JyMgBWqxWz2Yxer0dVVUwmE1arFV/fni4bjUYCAwMJDXUv985uV7Hbx36Wts1mx2r13htFjK3+aqUaOxp4+sgLLAu5hv17NHRabFy1ZBpXL51GoH/PPX/Pmkw27zRQZzozoSsyNIC2Tisf5laQkxpFwDgt86mqKu+W7gQgKjCC22bfRIullbCAMMeqWef+f2DptvH6JyUsnRtDTHjQiP4/iQuOpcnSQpfVgs2mwjnv75cvTeXhZ/fx9p5TXLN0+rCvM5488bfE1GmmqrUagNnh6YOeL/+UCYDk+FD5OzYByOeNcMdkuU88FsDa7XY2bNhAZWUlL774oiMQ7ZWVlUVu7pmajB0dHZw4cYINGzag0WjIzMwkNzeXJUt6Vs45fPgwvr6+zJrVU+LF19eXw4cPOyZ65ebmkpmZiUaKlIsJQlVV/nPijX5rpaqofFq/g+ykm1i3IoWIUOenCwvS9cxPi6KwwkxTmwVdSACpCWGUVrfwu38f4i9bj7FhbSa+45DflG8qciwNe9n0FaSFpwx6zI5DVTS3dfOl5Ukjvn5UUCSYivrNwZ0aFcwlC6by5u4yls2NJXxKwIivORGdbCx0/Le7E7giQgMk/1UI4XU89kn3yiuvsHfvXn7xi18QGhqK0WjEaDRiNpsBuPHGGzl48CB/+9vfKCoqYuPGjSQkJDgC1ltvvZVnn32WDz74gKNHj/KTn/yEm2++Ga1Wi1arZc2aNfzkJz/h6NGjfPDBB/zjH//g9ttv91T3hRh1BnMJLTbzgG00ge1csjyoT/DaS1EU0qeFs3h2jGMZ2Znxody7NoPjpY08/3b+uNSD/eDULgBC/IJZErtwkNbQabGy/fNTLJ8XR3R40KDtB6P/oiJBY6cJq931pLc1y5Pw89Xwys7iEV9voupdPjZKG0l0UNSg7QsrmkhL8K7lioUQAjw4Avvuu+9it9v55je/6bR98eLFvPjiiyQkJPDEE0/wq1/9ij//+c/k5OTw5z//2fGHcfXq1VRVVfHjH/8Yi8XCFVdcwfe+9z3HeTZu3MhPfvITvvrVrxISEsJ9993HFVdc4anuCzHq8k/XuNXug+I9JGTHo/XtG8SqqorBXEqTpZkw/1BSdEkoikJGUiR3rp7N3948QWiwP+tWDT4C6ikVLafJN/WUZVqRcAH+gyxLCvD+gUo6LVauu2CGR/rQG8CqqDR2mogO6ru0blCgHzeumMnz7xSwav7U825ZVJvdRv4X5bPmujH62mmxcqqmheXz4ka7a0IIMWQjCmALCs6s5vLss88O2n7FihWsWLGi3/133303d999t8t9Wq2W3/72t/z2t78dekeF8AJqt3uPYY81H2bjp8fJic5kWdxCUnQz0SgaDhuPscWw3WnFqyhtJDekrCZbn8HSubE0t3fznw+LCA3258rF00brpTj5sLxn9NVP48fFUy8YtH1bZzfv7C1nZfZUjz2a1mvPjCYaOxpdBrAAF82LZ8ehKv71XgFfvjSVplYLuhB/x2j2ZFbSdIpOW0/FlzkRgwewxaebsauqLGAghPBKsrC1EGOkmcFHYFW7gqJR6bZ3s6/mIPtqDhIZGMH00EQO1R3tkz9b39HAM3kvclfmerL1GVyxKJHmNgubPjIQGuTPsozRLRvV0GEit+4IAMviFhHiP/js0Xf3VWCz2Vm9zHOTqaK0Z2pBGzvqAdcBmkajsDA9mtc+LuGRlw85tkfrtKxblcKCdNeB72Rw4ovVt3w1vqSFJw/SGooqzIRo/YiPHHmKhxBCeJrMgBJDoqoqRaYSDtQepshUMi75lhONqqq8Xvw2nzfu+uLn/tqBtmYR312wgeVTlzpSCBo6GzlYd2TAyV9bDdsdv4sbV8xkeWYc/3jrJHklDY4+FJSb2HuiloJyk8d+bzsqP8Gu2lFQuHTaRYO2b2638P6BCi5dmEBYiOcmUvn7+DtWA6tv738xhdwCI1s+Kemzvc7cwVNb88gtMLo4anI43pAPQKpuJv4+A9d+hZ4JXKkJYZN+ZFoIMTHJCKxw22CPsEVfdtXOpsKtfFq1B4BQ33Dqi+LxjStFE3imzqm9MwhrRTp3rlxBUpiepLBp3JhyHUeMx/io/BPKWysHvI6xo4HipjJHTuxXr06npd3Cn7fkcd2FM/jkcDV15jPltzwx4tje3c7u0/sAyInOHHRpV4C395xCAa5e4vlSVvqgSJoszf1WIlBVlc07DAN+gdi808D8tKhJF7SZu5oc5bPmRs4atL3VZqf4dDNrL+5/mV8hhBhPMgIr3NJbv7T+nOCg9xH2YeOxceqZ97LZbTx/4j+O4HVqSBwbl27gxoxVdB29iK6Ti7EYsug6sZjQiiv41srLnAJKfx8/FsXmcOn0i926XlNXk+O/fTQavrUmg4gpgby6s8QpeAXPjDh+UrUHi61nQZHLpvWf297L1NLFRweruGJRIiHawSd6DVVvAN1fAFtYYe7zPpyrztRBUWXTgG0mohMNQyufVVbdQrfVLvmvQgivJSOwYlCqqrLFsH3QR9hZUXNdjlypqkphhRnzeTRhptvWzbPHXyKv/iQAM8Om8+15XyfIT0tLRy3BgX5suP5SVMUHP43KzLjQft+T3kfjgwkLcJ5V7+878PKzIxlx7LZ1s6PyU6DnkfT00MRBj9n2eRn+vhquWDQ6k8t6J3I1dDRgV+1oFOfv5+ZW95adNrd2ebxv4+3EF+kDUYERRGvdKJ9VaSbA34dpMSGDthVCiPEgAawYlMFc2mfk9VxnP8I+W26Bkc07DB5/fO3NOq2dPH30eQrNPfVGZ0ek8Y3M2wnw8UdVVfafrGPhrGjmJkUSHh6MydQ24KooKbokorSRA/4O9NpIksNmOG0rrDBT39Q5YF97RxyHOtK2r/YgLZZWAC6fvnLQ9vXmDj4+fJobLp5JUODo/NnpLaVlVW2Yu5qICAx32q8LGTzvs6fd5FrkwGa3OcqczYmc5daXlcIKMylTw/CRhWKEEF5K/jqJQTVZmt1r1+X86DW3wMhTW/NG5fG1tzh3UlurpY3HD//dEbxm6zP55rw7CPhi0kxJdTP1TZ0snh3j9jUUReGGlNUo9B94fCn56j6ByWiNONpVOx+WfwxAfHCsWyWZ3thdRrDWj0vnJwzpWkOhPysH1+hiIldaoo5onXbAc0SHa0lNmFz1YUuby+mw9nyRcaf+q92u9nypmWTvgxBicpERWDGo4TzCPh8mzLia1Oaj+GBTbQAsjV3IrbNuxEfj49i/70QdYcH+pA9xxDNbn8FdmevZatjuMsezvqOxz7bRGnE8Vn+S2vaeLx+XTrt40N9fTWM7u49V85VLUwnw9xmw7UicPYmsvqOBdJwXc1AUhXWrUnhqa57L+1JRYN3KlAl7P/ant/qAu+WzKo2tdHRZJf9VCOHVJIAVg0rRJTHFP8TxyNiVcx9hD2XCzET8oOyd1HZuXnBv8JoROYvbZt/klIdpV1X259eycFY0Gs3Qg6RsfQZZUXMxmEtptjQzxS+E1wzbqWit4s2Sd5kVkUrilKmO9r0jjgP9HoYz4vj+FwsX6ALCWBiTPWj71z8tRRcSwMrs+CFdZ6iC/LQE+wXR1t3e70SuBel67lmTyeadBupMZ6W1hGtZt3JyprWc/GL52MHKZ/Xmqn9ytBofDcyInTJWXRRCiCGTAFYMqtvejd3ef46mgsKalNVOI1eTecLMYJPaAGrbjX0e+Rd9MZFtyRDSB86lKAqp4WdKG30t41Z+s+9PWOzd/PP4v/nBov92LOU6GiOOJU2nKGkqA2BV4nJ8NX3/hJw9aa/bamPviVpuvyodP9/RG33tpddG0dZd3m8ACz1B7Py0KAorzLy7r5zS6hZ+fffSSTfyCtDU1UJF62kA5kSk9dvOVa76w//YP6lz1YUQE5vkwIpBvX9qJ23Wnpqlof7OozKBPgGOVaDONpknzAxlUtvZ9p2sIyI0gJlT3UvJcEdMkJ61qdcBUNNex9bit5z29444Roc7535qA3y5Z03mkIOTD74YfQ30CeTC+CV99ucWGNn49B5++/Ihnn7jOP94Kx+NRiE4YGy+K+sdpbTqB2ynKArp08KZlxJFc7sFm31yLsjRu/oW9EzgcuV8yFUXQkw+MgIrBtTQYeL98p0ApIensCHrLoqbythW+h4Gc8+KRnNdTOIZrcfX3mA4k9psdjsHCuq4MCMOjYdH+pbHL+FY/UmONZxkV+Vu5kbOcpqsc/aIY1ObhWOljXx+rIaZ8UMLpGvbjRw1Hu+55tQljpXCevUGQueO9trtKn994zgajWbUR/POrgWrquqgo6rROi2qCg1NncRETL4lU3vLZ0UGhhMT1Pe9Px9y1YUQk5OMwIoBbTFso9tuRaNouCn1ejQaDanhM7l6xqUAdNq6HJNEztb7+Lq/z7yJPGFmOJPa8k+ZaWnvZvGcaI/3R1EU/mv2Oqb49dTsfOnk//XJV+4dcVw8O4ZbLk0l0N+H7Z+XDek6H5Z/jIqKj+LDqsTlTvvcDYRGe+nh3hFYi81CS3f/Odu9eqsSDJavPZH0Lhv8+fFqjtf3LGDQX/ms83lxByHExCYBrOhXQaOBQ8Y8AC6euoz4kFjHvrTwZEcgt6/2kMvjc9KiiAwNxM/H+TabEuQ3rMfX3iJFl0RUYMSAbc6d1LbvZC3ROi3TY0ZnYswU/xBum30TAM2WFv6d/2q/waI2wJerlkzj4yOnaRikTmyvZksLe2tyAVgUk4PunEUTvCUQ0gcNXErrXBGhgfhoFKcJXRPZ2Skcz+74jC57z+83oCO2T1ub3Y7Bzd/HRMxVF0JMbpJCIFyy2W28UvQGACF+waxOutxpv0bRsDA2mw/LP+Z4/Unau9sJ8nN+BLv3RC31TZ1svG0+dlWlqc3Cm5+VoQ8LnLDBK/SMZk6dEk99Z9/SVdB3UpvVZie3wMglC6aO6ohzZtQcLpq6jE+qPudI/XE+r97PBfGLXba9ZH4C7+6rYPvnZdx+levcyLPtqvwMq90K9JTOOpe3TNrTn7XKVH1HA8m6GQO212gUosICMXrpCKyqqhQ2FmNt6cK3O4CkKTP6vYfOpHCoaKaY8Ikp6zmHHba930K0TzUhWj+KTzdhqGyitLqFrm6bW/2YiLnqQojJTQJY4dInp/dwuq0GgOtnXtUnOAVYFDOfD8s/xqraOFSXx4VTz0zq6bbaeG1XCfPT9KSeVSbLaO5g22en6Lba8fOdmA8Aypsryas/AYCfxo9ue7djn14byZqU1U6T2o6VNtLeZWXxrOFXH3DX2pTVFJoM1LYb2Vz0Bim6mUQH9V06VBvgy9VLp/HarhKuWTqdKBcF/lVVdUxY21HxCQBzI2c5jcT38pZJeyF+wQT6BNBp6xp0IlcvvU7rlSOwruoMR2kjueGc+wvOpHAoulr8EwvQBLaftVODEtrAs9t7ljUODfYnOT6U65fPIDk+lGe3n8Ro7n8kfqLmqgshJjcJYEUfrZY2tpW8B0BiSDzL4he5bJcQEkdccAzVbbXsqz3oFMB+mFuFqaWLB76c5XRM5sxIXt1VQmGFmblJAz+G90ZWu5WX8jdjV+0E+Pjzv4sewNRlptnSTFhAGMlhfUfI9p+sJT4qmKn64FHvn7+PP1+d8xUezf0zFpuF50/8hwfmf9tpMYVel+Qk8O7ect78rIyvXTPbaZ+r4AlgRug0l9f1lkl7iqIQpY2ksvX0gKW0zqYP11JYbh7Vfg1Vf3WG6zsaeCbvxT6VPworzNQrZfinHOqTd6742PFPOYTFkMM3Lr6ExbOine7Rm1elnneLOwghJr6JOQQmRtWbJe/QYe0JRNalrXEqxn82RVFYHDMf6Ckt1dhpAqCts5vtn5exIjueuEjnoC0xOoTwKQEcLXYvuPA2753aQVVrNQBrkq8hKiiC1PCZLIjJJkWX1OeD3tJt42BRPYtnR49ZEDA9NJHVSVcAUNZczjunPnLZLsDfh2uWTmd3Xg11pjMjdr3Bk6tSYW+Vvs9h47E+2xVF4eqlroPbnv1jFwjpz6pE4I5onRajuWPUJ5i5a7A6wyoqrxS+gbG9gRZLKxabhcbmTvwSCwacNOmXWAAuKjP0V2otOlw7oXPVhRCTm4zACicVLVXsPr0P6JmsM1gO4YKYbF4veRuAAzWHuWLGKrZ/fgqrTeX65Ul92iuKQubMSI4W13PLZake7/9oqmqt5p2ynmAwRZfE8qlLBz0mr6SBLouNxSNYvGA4rpi+kuMN+ZQ0lfFO2YfMDk/FptppsjQT5h/qCLZX5kzl7b3lvLm7jDuvneNW8LTVsJ2sqLlOgZDdrrLneC3Bgb4EBfhiPGty2FivctVbSqvejUlc0BPAWqx2mtosXpHr6U6dYVOXmZ/s+a3TNk1gP40d+9tp960D+qaAnFtqTRcSQGpCmIy8CiG8lgSwwkFVVTYXvo6Kir+PP2tSrhn0mEhtOCm6JAzmUvbWHiRHt4QPDlSyetl0woJd50XOS47k4yOnqW1snzC1N212Gy+d3IxNteGn8eW2WTf1OzJ9tr0n65gWE0LsGL9OjaLhq3O+wq/3/ZFOWxd/PPRX7OqZ1dTOzqVcvWw6//6ogPnZ/pR15Lu9SEOK7swXlO2fl1FYaeb7t+SQlqgb10CotxJBm7Xd5eTCPu2/GHmsM3V4RQDrbp3h4ZgSOsCKel+UWhNCiIlAAljhkFt72LF61FXTL+lTKqk/i2PmYzCXUtNWy8u7cwkK9OXKxYn9tp8zIxwfjcLRkgYunyAB7EcVn1DeUgnAtTOvJNpFUfhzdVqsHDXUuxyJHgtR2giWxi5kZ9Vup+AVenMpXyA9PJU2ezuB86t5prD/4OZcZy/SYKhs4vVPy7jughmOAGg8A6GzKxEYOxqYPlgA+8UENqO5g7SzJhyOF3frDF838yoiA8Ox2CxUtp7m46rPBz1GFyiTsYQQk4PkwAoAumwWtnyxDGmUNpJLEi9y+9ic6Ex8lZ5JQifMeaxZnkSgf//fjQL9fUmfppswebC1bXVsK+2Z1DY9NNHt9+awoR6L1c7iWZ5fvMAdqqpyrLHvIhOO/UC+qYiK1irQuB+8wplFGto7u3n6jePMnBrKdRfOGEFvPac3Bxbcy4MN8PMhLMTfayoRpOiSiHSjzvCV01exKDaHC6cu4ea0NUQEDK02sRBCTGQSwAoA3iv7CPMXo2o3pV6Hn4+f28cG+QUxN6pnFrufvoYL5w2e7zkvOYqCchNdFvfqUI4Xu2rnpfxXsNqt+Cg+/NesdW6lDgDsO1FHcnyoyxJVY8GdXEqAmWHTuWbG5QRULCW99SZHDml/egMhVVV5/p0C2rus3H3dHHw03vHnJCwgFF9Nzxcod14/nJnI5Q0URXFKz+iz/5w6w73H6Jqz6Cd12eUxQggxkXnHJ44YV8b2Bj4o3wXA7Ig0MiJnD3JEX7FKCgCqbyfFTaWDtp+XHInVpnLilOvFALzFx5WfU/JFWsXVMy5zWQPVlfbObo6VNrBojCdvnc3dXMqVCReyeublrMleypETrVysvxQF14HO2YHQp0er2Z9fxx1XzyIqbHyCdFc0isaxUpo7q3EBg5YAG0tWu5UCkwHAEYj30msj+5TQAqg0tnLiSABLglc7jUAPdIwQQkxkkgM7ClRVJf+Uie4yE34KJMeHet3IR2+R+iZLc88qS6oNjaLhptTrh9xXu6pyYL+CkuiHqulmf+0hZkUMXGEgNiKI6HAtecUN5KR6Z5me+o5GXv8irSIhJJ4rpq90+9iDhfXYbCqLxil9ANzPpexNB7ggI5Ztn5WRnxfAXcvXs9Ww3ekR/NmLNFQ3tPGvDwq5OCtuXF9jf/RBkdS01w2pFuwRL0lp2V972PE05GtzbiU0MBibnwVfawAzQqa7/P/ztV0lROkCuXXRUnw0F2Mwlw5Ym1gIISY6CWA9LLfAyOYdBqfRnGidlnWrxq6M0GD6K1I/N2IWscFDD0b2HK+hsraDRfPmcqzpMIfr8vhy2g34D5KGMG9mJLmFRlQXtSnHm6qqvJz/ChZ7NxpFw3/NXudyMYD+7MuvJS1RR/iU8ZvVnqJLIkobOeBj9LPzIn19NFx/YRL/eOsk112wiIeXft9lINRttfP068eJDA3klkvTxujVDE3vRK56N1fjitZpae3opqPLijZg/P4s2lU7H5zaCUBsUDTz9HPw9/MlPDwYk6kNq7VvrnJhhZnDhnq+ef1cfH16Hqqlhs8cy24LIcSYkxQCD+pdi/zcR5F15g6e2ppHboFxnHp2xkBF6o81nHRZpH4g3VYbWz4uYUGanstm9qzE1Wnrciy1OpB5yZGYWrqoMrYN6Zpj4bPqfY7HuJdPW0nilKluH9vSbuFEqYnFs8d3ZFJRFG5IWe1WOkCvZRkxRIdref3TUhRFcblIwys7iznd0MY3r59LgL/7Qf1Y6s3jbbK00GWzDNr+7FJa4+lY/Ulq2usAuGzaikHzrVVV5ZWdxUyLCWHRON9vQggxliSA9ZDetcj7W8xHVWHzTsO4rvbjbpH6ofSxZ8lYCzeuTCZZl0R4gA6A/bWHBj02fZoOfz8NR0u849GtqqoUmUrYVbmbVwrfBHpGwa6ecemQztP7RWVB+vgHFNn6DO7KXO92XqSPRsOXLkziUFE9ZTV9c2iPFtfz/oEK1q1MYVrMlFHt+0ic/XrdmcgVfVYprfH0fvlOAHQBYSyKzRm0/eGiegxVTaxbmYLGy55iCCHEaJIUAg8prDAPOgmkztRBUWXTuNWadGdWuqsi9f1p7ehm22dlrMiJdxTqXxiTzfvlOznekE+rpY0Q/+B+j/fz9WHO9AiOGuq5Zun0ob0YD+svrWJJ7IIhVWQA2HeyltnTdYT2s5DDWMvWZ5AVNdftvMglc2J487MytnxcwjVLp2NutaAL8Sc6XMuz208yLzmSyxYmjPGrGJqoc0ppTQ2JG7B9iNYPbYDPuE7kKjaXUdJ0CoBVicv7TOA6l81u59WPS5gzI5y5SQOX0BJCiMlGAlgPMbcO/piyp13XKPekf+7OSj+7SP25VFWlsMKMudXCwcI6rHY71194JthdHDuf98t3YlftHKw7ysUJywa81rzkSF56r5C2zm6CA4cWKHpKb1qFq5HpN0reITpY7/YMbnNrFwXlZu64epanuzkivekA7tBoFOYlR/Le/grySs5UifDz1eDno+Hrq2d7Xc7yuSIDw9EoGuyq3a0RWEVR0Ou045pC8H75DgC0vlqWxy8ZtP1neTWcrm/jrmuHXjVECCEmOkkh8BBdiHujbeO5VGWYv3uPfMP6WYErt8DIxqf38NuXD/H0G8fZn2/Ez0eDofJMwBsfEusY7dpfe3DQa2XOjMSuqhwvHZ9yWp5OqziQX4dGozDfSybsDUdugZH3D1T02d5ttdNhsVJU0f8XHG/ho/EhIrBnNTBju3sTufTjWAv2dGsNefUnAbh46jICfQMHbG/ptrH101IWz45mRqx71SaEEGIykQDWQ9ISdY48uv5Eh2tJTRifpRy7bd18dnr/oO36W62nvwlqbZ3WPhPUFsX05O6VNJ0adPQrMiyQBH3wuK3Kdbwh3+20CnfsO1lHRlLEuI0mj9REyOV2V28erLultMZzMYPeOsy+Gl9WJl44aPsPD1bS3Gbhhoul2oAQ4vwkAayHKIrCulUp9PdkVVFg3cqUcXn02tTVzJ8OPc2+QUZE+1utZ6hBzcKYbMfM9/01hwftX2ZyJHklDdg9FBT1TsY6UHuYIlNJn2DLrto52VDIc8df5m95z7t1zoHSKno1NHViqGpi8ZzxW7xgpIaSy+3tegNYd1fj0odraWjuxGob2rK6I2XqNDsmPS6NXUDoIE9K2jq72f7ZKS7OjicmPGgsuiiEEF5HcmA9aEG6nnvWZLJ5p8Eply7Q34c7V88Zlzqwp5orePro847818yoOSyInsf20vf7LVJ/rqFOUAsP1JGqm0mhuZj9tQe5asYlAwbu82ZG8vaecsqqW5gZP7LHoa4mY0VpI7khZTWxQdHsrcllX81BR6F4d/WXVnG2/fl1+PlqyE6JGnK/vcVEyOV2V+9ErsZOM1a7ddBJUdE6Lara80UkJmLsAsOPKj7BrtpRULh02opB27+151RP7vkFM0a/c0II4aUkgPWwBel65qdFUXy6GauqcDC/hg8PVJIYEzLmfTlQc4iX8jfTbbcCcNX0S1g98wo0ioaFMTluz0ofTlCzKHY+heZiatuNVLRUMS20/1nrKQlhaAN8OVpc7xTAnr1aWJh/qFMtUlf6m4xV39HA3/Ne6NM+yFfLgugsPj11GNWvs9/zKpZgZoa6rpJw9qS2XUeqyJwZMa6F8EdqIuRyu6t3BFZFpaHTREzQwF8ge1OA6swdYxbAtnW38+npvQBkR2cSHTTwl5/G5k4+OFDJVYunETYBfgdCCDFaJu4nrRdTFIVZ08MJDw8mdeoU9p2o5a3PT43ZzHS7aufNknd571TPrGY/jS/rZ9/Mgphspz66Oyt9SpB7+ZxnBzU50RlsKtyC1W5lX+3BAQNYH42GjKQIjhY3sOainj4NNJLqapR4sMlYvRQU5kbOYmncQjKiZlNS2cIHZV34pxxymf6hqtB1Kg1DVXOf8meuVl3r6LKRW2D0mlXXhqo3l3ugEffxzOUeCv1ZwaCxvX7QADYiNBAfjTKmlQg+rvwcyxcLLVwxbeWg7d/YXUqAnw9XLZk2yj0TQgjvJjmwo6znw2Y6u/OqqW/y/Afjufme7d0d/C3veUfwqgsI44H59zgFr0NRWt3Myx8UDtru3KBG66slM7KnvM+B2sPY7LYBj5+XHElZTQtNbZZ+Vwur72jgmbwXOVB7mNOtNRwxHuOD8l38O/9VfrP/cbdyHb+ReTvfzvoac8PnkF/WxLbPT2E3xWAx5GDvdB51s3cG9Ww3xfDxkdOUVjc78iP7m9TW3GbxmlXXhsObc7mHKjLwTG1UdyZyaTQKUWGBYzaRy2LrZmflpwCkh6cM+CUPoKq+jU+OVnPdBTMm9Ci/EEJ4gvwVHAMrc+J5a88p3t5Tzvor0z12XlejlD6KDza1J1hMCp3GNzK/SljA0FdM6i3T8+6+cqbFTOErl6SwqZ+JXP0FNYti53PImEeLpZVCUzGzI9P6vV7mzJ7HvUcN9XzQPnBZq+eOvzzk19PrSHEtO3ZayT9lwmK1E/rF6LLdFEOXKRrNFBOKXxeqJQB7azh8MRlt74kaPjtWg7+vhumxU6gytg06qW1+WtSECPTO1V8ud3S4lnUrUybM6LK/jx+6gDDMXU1Dmsg1ViOwe6r309rds4zy5dNXumyjqir5p0x0l5l4fZeBiCkBrMxxf1ljIYSYrCSAHQOB/r5cuTiR1z8t5doLZhA+ZeS5a/3le/YGr2m6ZO7JvhO/fiaunJ27qQvxJy1R5wi2CivMPPfWSRqau7hxRTJXLk7ER6MhMkw7pKBmbmQ6wb5BtFnb2Vd7cMAANjTYn6S4KewpP0l9sPsltTSKhojAcIJ9tZxqqRy0/Se5jaSG61hz0UwykyOJi9Dyv3/b+8VIqoK9pe+KRtHhWn729cVU1LViqGriUJGR9i7rgNcZ71XXRqo3l7uwwkxTmwVdSACpCWETLiDXayMxdzUNqZRWQbl5dDsF2Ow2Pij/GIDEkHhmhaf2aeMqRSU0yI+jxQ0T5kuEEEKMFglgx8gl8xN4Z285b+85xa2X9w3khjJhyZ18T1OXGV/Fx+U+Vx+M0Totay5KoriqmQ8PVpIyNYz7b5pHXOSZpWCHGtT4anzJic7k09N7OVh3lPTwFCIDI1y+NrtqJz6pnYNNe/p9TWe7fNpKLohfRERgOL4aX/JPNfKY8XE0ge39HmPvDGLDlSvJOqdKwLpVKTy1NW/A0WV/Px+Sp4aRPDUMXUgAhW4U858IM/UHoigK6dPCx7sbI6LXRlJkLnF7BDZap+XTo9WoqjqqwfohYx4NnT2Ld1w+fWWfa/WmqJx7Tza3d/PU1jzuWZMpQawQ4rwmAewY0Qb4cvmiRLZ/foprlk13mvDk7oSlpq4WSprKyK094nbx/RRdktP2/j4Y68wd/O3NE/j6KNxyWSqXzk9Ao+n7AT7UoCY8UAeA1W7lxZP/1+e1mTrNfF69n8+rD9BoNUHwACc7S0bUbKLPmpTT1NZNd0X6gJOxuivS6Urqm4s71Efmk2mm/mSn1/Z8WanvaMSu2tEoA6f968O1WKx2zK0WjzwpcUVVVT44tROAqMAIsvWZffa7U3d5oqaoCCGEJ0gAO4YuW5DAu/vKeWdvOV+5tOeR4UCln57Je5EL4xdjsXdTYi6jvnNoy62eW3x/sA9GgLDgAC5bkOCRD8bDxmNsK3mvz/be15YQEk9l62nn1271xcdXg43+S3e5Wi1MF+LvmIzll1jgNBJr7wyiuyIduymm36ByKKPLk2mm/mQXFdSTW21TbZg6zURq+6aInK23lJbR3DFqAWy+qYiK1tMAXDptBT4a5yclQ627LIQQ5yMJYMdQUKAfly1I5N395VyzdDpTgvwGTAVQUR01Is/m7+PvKL0zkHOL77vzwdjQ3OmRD8bB0hxUVCpaqxw/zwpP5YL4RRzc74Ohvoi22L0uj+1vtbC0RB3hUwIwDTAZa7Cg0t3R5d6Z+oOlHcjo2PjrrQULPU8lBgtg9WcFsKMVHL7/xejrFL8QlsYt7LN/Mi0mIYQQo0UC2FGgqiqFjcVYW7rw7Q4gacqZRQIuX5TIewcqeHd/OZmZdrdy80L9p5Aenkqybjozw2YQGxTNz/Y+OuCxrkYpx/KD0WAudeu1LY6Zz+qZlztWTbKn1PH5ViNfu+DLfFjt/mph5lYLXd296QF9J2N5OqicLDP1J7uocwLYWfSdLHU2fz8fdCH+Hq9E0JvjXtxURoHJAMDKxAvx9+lbY1lSVIQQYnASwHrYYPmsqk8Xc3Ja2dH4Op8crXfrnDelXtenjusNKatdph6A61HK0/Vt7DtZ69b1PPHB2Lt07WAyomY5BRlzZ4SjURSsjdE8vPT7bq0W1tVt4/FXjhLo78OXV6Wwfc+pMQkqJ8tM/clM6xtIiF8wrd1tGDvc+/9Nr9N6tBasq78JAOEBOpftJUVFCCEGJwGsBw22lGlMkJ669npUVBQd2AZeNMrh3FQAgGx9BqsirmdHzQeo/m2O7YolmFWxl5Gtz8CuqhwraeD9A5UcL21kSpAfwYG+tHX2XwLKUx+MYf6hgzei72sLCvQjJSGMo8UNrJqfMOhqYXZV5dltJ6hpbGfjf81nWswUls+LG7OgcjLM1J/s9NooWrvbqO9wL4c8WqelurH/ahZD0d/fBIAXT/4fAb4BfZ4oSIqKEEIMTgJYD3GntFVt+5nVmQKZQqcxktCpDTRbWvo9xlUqAPRUE3jr3S5UdXmffM+3lC6aT5+ksMJMramDGbFT+Ma1c1g0O5ojhoYx+WBM0SURpY0ccpoDQFZyJK9/Wkq31Yafr+tSYL1e/6SU3AIj967NZFpMz4INElSKs0VpIyltPoWx3c0R2HAtR4rdr0XcH3fywLcatpMVNbfP/3ML0vWsuWgmWz4ucdouKSpCCNFDAlgPcTfnc3ncElZOW45W1fGDv35OUpyNo7w3pAlLztUE+uZ7qip8crSaRbP03HntHJLjQx3nGKvcTUVRhpzm0CszOZLNO4vJLzc7VuhyZc/xGt78rIybViYzP00+0IVr+i8qEdR3NLhV3zVap6W1o5uOLuuIlmx1529Cf+XuAOx2laCA/9/evQc3WeZ7AP++SdokbdombZJyKRSlXEopbSlL1SOr4h04A8vF2cMoMl5gB5Ad3css5YyAjsMCs6tnF10XWWZROauH7cqshz3g4iquKxcttqUCpUVsC5WSQNJrmjTJe/5I85a0ufViQprvZ8aRPu/T9Gl5bL8+fZ7fI8ePlxXABRkSZCJuHZ3KlVciIjDADptw93xOTp+I0cmZAIC7Csfgs/IreOyR5fi/hkNhH1gKp5oAANxbPA45Y/tvB4jU3s1Cw3Q8lf8YDtQdDPtzA4Cx+mRkpCpRdeFawAB74XIL9vztHO6YPgoPl4wf1nHTyOKtROBwd6PV0YY0ZfDtLQadpxLBVYsN2aMGfg2zV7jfE/qWu/M6+811TM1OR+6EdOh0ybBYOuB0ugc9HiKikYQBdpgMZs/nwyXZ+PjLJlytT8Om28M7sAQMTzWBSP2avdAwHQX6vLA/N+/Y8ifqUXXBjOX3TerX91pLF377l9OYMDoFjz80lStSFFTfUlqhAuyNtWCHEmAHuw8cAOwOFy40tUr1oomIyFfwa2kobN49n8H03fOpS1Hi+wWj8cHJBnQ5XJikuxXFmYVBr5EFALUy+L5Qr5ulzI4gCGF/bl4zJmbAZO3ClT6HabocTvymrAoJchnW/SAfCQpOYQrOexsXAJ/fBASiUSdArZSH9VuOYAbzPcGr9rIVLreIqdncy01E5A9/+g8T755PAf7DWaA9n/Nuy0aXw4WPv7zs9/1u5BZF/LOqCXsOng3ZN9bL7OSO10EuE/DhF5dw4kwzahoscLndeOP9M7hqteHHS2cgNTm8epkU35ITkqCSqwAA5jAOcgmCAINWPeRasIP9ngAAZ+stSEtOxJiMpCGNgYhopOIWgmE0mD2f6akq3DljNP7vRD3GGTXo6HJCq0nE5HFanx9sNQ0W/OnDWjQ0t6NkWiamjNPirQ9qRmyZneqL1yGXCfjHl5fxj55wn6RUoNPuxI+XzkCWURPlEVKsEAQBhqQMNLZdDmsFFvBsIxiOWrCFhulYcOsDeP/rwz7tofaBn6u3IDdbF9P/DRMRfZcYYIeZd8/nxbZv4EpwQOFUYoImO+gPouxMDY5WNOHX/1MptRm1aiy7JwfjjMnY/9EFlJ834dYxqSh9rFg6mJWSlDgib4IqrzH5LfXVaXdCAOAMt4AuUQ+DemAB1qBT4+KZq8PysRNlvbdtPTp1GQxJ+qD7wDu7uvHNlTbcVTh2WD4+EdFIxAD7HRAEAZPTJ4Z1cri8xoS3Pjjfr/2q1YZX3zsNmQxIS1bi6X+fhpJpmZDd8ENvJN4E5VsizM9zAPs/rsPMyfqY/jwpsrx7UQeyAnu9rQtOlxsK+dB2WtW3XQIAZCYZcfuY74XsX9NghSgCudz/SkQUEANsFIUKawCgTlTgpadLoEr0/1c10or2h1Mi7KrFhtpLLZg8ThuZQVHM8x7ksjlt6OjuRHJC8L2lRq0aouipeJGZPrR9qA2tngCbnZoVVv+z9Rbo01Qw9FRDICKi/niIK4rCCWsdXU40NLdHaETRNxwlwoj6Mqh7L/sw2UIf5JJqwQ5xH2xntw1Xez5edsq4sN7nbIOF1QeIiEJggI0ihrX+tJrwKgvcLCXCKDYYknpLaZk7Q28jSE9RQS4ThlyJoKFn+wAQ3gpsS4cDl00dmMYAS0QUFANsFDGs9Td5nFYqJB9IrJcIo8hLTUxBQs9hqnD2wcpkAvRpqiFXIqhvbfS8niBDlmZMyP41DRYA4AosEVEIDLBRxLDWnyAIWHZPDgKdzxoJJcIo8mSCDPqebQQDqUQw1BVY7wGuscmjkCBPCNHbs/91dEZSXP1PKxHRYDDARhHDmn/FUwxYsygfRp1vuDfq1FizKD+mS4RR9HgPckWyFqx3BXZ8apj7X7+xsPoAEVEYWIUgyrxhbSTWcx2KkVgijKKrdwU29CEuwBNgP636FqIoDmretdjbYLW3AACyU0LvfzW32HDVamOAJSIKAwPsTYBhzb+RViKMosu7AtvmaEeX0w6VIviv6Q06NRxON6ztDuhSBv4r/Ya2RunP4azAnqu3QgA454mIwsAAe5NgWCP6bhmSMqQ/m23XkJUS/FCVd3+6yWobVICt76n/miBTYExyZsj+Z+stGJ+ZAo069F5ZIqJ4xz2wRBQXDOreABvOPljvRQKDPchV37MCm6UZC7lMHrSvKIo418D9r0RE4WKAJaK4oFNqIRM83/LMYQTYxAQ5tJrEQV1mIIrigG7garbYYGmzs3wWEVGYGGCJKC7IZXJkqDwBcSAHuQZTieB6lwXt3R0AgOww9r+e/eY65DIhrkrmERENBQMsEcWN3lJa18PrP8hasPU33MA1PowKBGfrLbhldCrUSh5LICIKx6ADrMPhwIIFC3DixAmprbGxEStXrkRhYSHmzZuHTz/91Od9PvvsMyxYsAAFBQVYsWIFGhsbfZ7/8Y9/xJw5c1BUVITS0lLYbL0/OOx2O0pLSzFr1izceeed2LNnz2CHTkRxynuQy9T53a7AercPqOQqGG+4xtYftyjiXIOV2weIiAZgUAHWbrfjueeeQ21trdQmiiLWrl0LvV6PsrIyLFy4EOvWrUNTUxMAoKmpCWvXrsXixYvx5z//Genp6VizZg1EUQQAHD58GDt37sQLL7yAvXv3orKyEjt27JBef/v27aiursbevXuxadMm7Ny5E4cOHRrK505EcUbfc5DLam9Bt9sZsr9Bp0a7rRs2e+i+N5IuMEgZK+27DeTS1Xa027oxjQGWiChsAw6wdXV1eOSRR9DQ0ODTfvz4cTQ2NuKFF17AxIkTsXr1ahQWFqKsrAwAsH//fkyfPh1PPPEEJk2ahK1bt+Ly5cs4efIkAODNN9/E448/jnvuuQczZszAli1bUFZWBpvNhs7OTuzfvx8bN25EXl4e7r//fjz11FPYt2/fMHwJiCheeCsRiBBxLYxtBEZtEoCBVSJwi240tF0GEN7+13P1FiQoZJg4NjXsj0FEFO8GvOHq5MmTKCkpwbPPPovCwkKpvbKyEtOmTUNSUpLUVlxcjIqKCun5rFmzpGdqtRp5eXmoqKjArFmzcPr0aaxbt056XlhYiO7ubpw7dw6iKMLpdKKoqMjntV9//XW43W7IZKFzuEwmQCaL3MUAcrnM599EfXGORN4oTe/Ndtcd15GVNipo/9F6z/eza21dmBjmAasrHWZ0uboAALdox0GhCP73e67RiklZWqhV/uu/cp5QKJwjFI6RNk8GHGCXL1/ut91kMsFoNPq0ZWRk4MqVKyGft7a2wm63+zxXKBTQarW4cuUKZDIZdDodEhMTped6vR52ux1WqxXp6ekhx52enhyVm61SU9UR/5gUWzhHIic5dRwECBAhogNt0OmSg/bXapOQpFKgrcsVsq/X6Zar0p8Lxk+BLjnw+7lcbtQ0WLF07qSQr895QqFwjlA4Rso8GbYjrzabzSdgAkBiYiIcDkfI511dXdLb/p6Louj3GQDp9UO5fr0j4iuwqalqtLba4HK5I/ZxKXZwjkSHTpWG611WfGNugsXQEbK/QatGfVMLLJbQfQHgzLd1AICUhGTI7UpYHIHfr+5SC2x2J27J1AR8fc4TCoVzhMIRK/Mk3MWCYQuwSqUSVqvVp83hcEClUknP+4ZNh8OB1NRUKJVK6e2+z9VqNVwul99nAKTXD8XtFuF2i2F/PsPF5XLD6bx5JwpFH+dIZOlVGbjeZcXVDnNYX3dDmgrN1zvD/ju6aPUc4BqXmgWXSwQQ+PtO9dfXoEqUY5wxOeTrc55QKJwjFI6RMk+GbSNEZmYmzGbf0jRms1naFhDoucFggFarhVKp9HnudDphtVphMBiQmZkJi8UCp7P3JLDJZIJKpUJqKg8+EFH4vKW0wrmNCxhYLViX24VL7T0HuFLCuMCg3oIp47SQh7GPn4iIeg3bd82CggJ89dVX0nYAACgvL0dBQYH0vLy8XHpms9lw5swZFBQUQCaTIT8/3+d5RUUFFAoFpk6ditzcXCgUCulAmPe18/PzwzrARUTk5S2lZe66DpfbFbK/UavG9bYuOMP4lVtTR7NUnivUFbLdThfqLrcgl+WziIgGbNjS3+zZszF69Ghs2LABtbW12LVrF6qqqrB06VIAwJIlS3Dq1Cns2rULtbW12LBhA7KyslBSUgLAczjsD3/4A44cOYKqqips3rwZjzzyCNRqNdRqNRYtWoTNmzejqqoKR44cwZ49e7BixYrhGj4RxQnvbVxu0Q2LvSVkf6NWDVEEzC1dIfs2tPZezhKqhNaFy63odrp5gQER0SAMW4CVy+V47bXXYDKZsHjxYvz1r3/Fq6++ijFjxgAAsrKy8Nvf/hZlZWVYunQprFYrXn31VakywPz587F69Wo8//zzeOKJJzBjxgz87Gc/k15/w4YNyMvLw+OPP44tW7bgmWeewQMPPDBcwyeiOOGtBQsAJlvoG7kMOs+J3XC2EdS3eQKsTqlFamJK0L5n6i3QqBOQZdSEfF0iIvI1pENcNTU1Pm9nZ2fj7bffDtj/rrvuwl133RXw+apVq7Bq1Sq/z9RqNbZt24Zt27YNbrBERAD06t6ye6bOa8gNUYUvPUUFuUwI60pZ7xWyobYPAJ4LDKaO10IWhfJ+RESxjhtIiSiuqBQqpCR6Vj3DOcglkwnQa9UhA2y3qxuXOzx1r8enBA+wNrsTF79t5f5XIqJBYoAlorjj3UZgCrMSgVEbuhLBpfYmuEXPQa9Q+19rL7XA5RaROyH0JSxERNQfAywRxR3vQa5wS2kZw1iBre/ZPgCEXoE9V2+BLkWJTN3IuBGHiCjSGGCJKO7oVZ6Vz+ZOE85b6iCKwS85Meg8ATZYP+8BLqNaj6SE4MH0bL0FU8fronK9NRHRSMAAS0RxpcJUjU8uHwMAuEQX/uvLXdh8fDsqTNUB38eoVcPhdMPaHvjqau8K7PgQB7jabd1oaG7j/lcioiFggCWiuFFhqsbu02+hrbvdp91su4bdp98KGGK9pbQCbSOwObtwtdMEIPT+15oGC0QAU7O1Axs8ERFJGGCJKC6Iooj36g5ChP9tACJEHKg76HebgCFNBSBwLdjGtsvS64a6QvZsvQVGrRr6NO5/JSIaLAZYIooLddaLIQ9tmWzXcKHlm37tiQlyaDWJuBpgBba+5wYuAQKyUsYE/Rhn6y3IncDtA0REQ8EAS0RxocXRGl6/ANfLBqtEUN/m2f86OjkTSnliwNe2ttvx7bVO7n8lIhoiBlgiigtpianh9VOm+W036ALXgm3oWYENtf/1XL0FADBlPAMsEdFQMMASUVzI0d4Cfc8FBoEY1BmYmDbB77NAK7BtjnZc6/IE00BXyIqiiJoGC45WNkGfpkJqUsLABk9ERD4YYIkoLgiCgB/kzIeAwLVXF+XMD1ib1aBTo93Wjc4up097Q1vvBQb+DnCV15iw4ffHse2/v0RNgxXmli5s+P1xlNeYBvmZEBERAywRxY1Cw3Q8lf+YdJXsjRQyRcDVVwAwapMA9C+l1dBT/1UhyDFGM8rnWXmNCa8dON3v8NdVqw2vHTjNEEtENEiKaA+AiCiSCg3TUaDPQ531IlodrbC7HNh37s9wup34e8PHWJyzwO/7GW+oBZs9KkVq997ANVYzBgpZ77dUURSx/6M6BLq8SxSB/R/XYeZkPW/kIiIaIK7AElHcEQQBk3S3ojizEHeMmY1Cw3QAwCeXjqHF3ub3fZJVCqiVCp/VVFEUpRu4+u5/Pd9oDVh2y+uqxYbaS/6rHhARUWAMsEQU9+bdcj8AoNvdjb83fOS3jyAIMGp9KxFY7S1odXgC7/g+FQiCXTvr288+mCETEcU1BlgiintjNaMx0zgDAPDPy8dhDVAL1qDzrURQ73OAy3cFVqsJXA/Wt59yoMMlIop7DLBERPCswgoQ4HQ78UG9/1XYviuw3hu4EuWJGJVslNrbbd04WtEU8mMadWpMyvJfd5aIiAJjgCUigucWreLMAgDAvy6fgKXL2q+PUafG9bYuOF1uAL0VCManjIVMkEEURXx+7ir+843jqLpwDXNnjkWg81mCACy7O4cHuIiIBoFVCIiIesybcB/KmyvhFF04XP8RfjjlBz7P9WkqiCLwYfklZGdqpBqw2SnjYG234+0PzuPUeRNmTjbg0QcmQ6tRIjc7Hfs/rvNZuTXq1Fh2dw6Kpxgi+vkREY0UDLBERD0yk4343qginLxyCp81ncT94+9Ghtpz7Wt5jQnvfHgeAPDuP+ogKDugKvCE0k5rMv7zf09AIRewZtF0FE8xSCurxVMMmDlZj/ONVrR0OKDVKDEpK40rr0REQ8AAS0R0g4cn3IsvmivgEl04XP8hlk9dKl1IcGNNV1ly70Gvjz7twO2TbsUP750Ejbr/NbGCIGDKeF0khk9EFBe4B5aI6AbGJANmj5oJADj27RcwdZr9Xkgg03gCrOhMQGpCGp6cn+s3vBIR0fBjgCUi6uPhCfdCJsjgFt34n68O+b2QQEhuBQC4O1LR0t7NCwmIiCKIAZaIqA+9OgO3j54FADjbdhqCsqNPDxGypJ4A2+4pg8ULCYiIIocBlojIjwez74VckEOECMXYCz7PBHU7BLkLAODu8ARYXkhARBQ5DLBERH5kqHW4Y8xsAIAiowmCql16duMBLndHGi8kICKKMAZYIqIAHsy+BwpBDghAwg2rsN4AKzqUEJwqXkhARBRhDLBERAHoVFr829gSAIA841tkZHYD6A2wCQ4d1izK54UEREQRxgBLRBTEA9n3QCHzlMye+j0TfvIf+VBoPNsJHsqfwfBKRBQFDLBEREFolWmYM/Y2AMCpq1Wo7f4cbrgBAONTsqI5NCKiuMUAS0QUwv3j74FckAMA/t7wsdT+7vn3UGGqjtKoiIjiFwMsEVEIF1vr4RJd/dqvdVmw+/RbDLFERBHGAEtEFIQoiniv7mDg5xBxoO4gxL53zRIR0XeGAZaIKIg660WYbdeC9jHZruFCyzeRGRARETHAEhEF0+JoDa+fvSV0JyIiGhYMsEREQaQlpobXT8mbuIiIIoUBlogoiBztLdCrM4L2MagzMDFtQmQGREREDLBERMEIgoAf5MyHAP9XxQoQsChnPq+SJSKKIAZYIqIQCg3T8VT+YzD0WYk1qDPwVP5jKDRMj9LIiIjikyLaAyAiigWFhuko0OehznoRrY5WpCnTMDFtAldeiYiigAGWiChMgiBgku7WaA+DiCjucQsBEREREcUUBlgiIiIiiikMsEREREQUUxhgiYiIiCimMMASERERUUxhgCUiIiKimMIAS0REREQxhQGWiIiIiGIKAywRERERxRQGWCIiIiKKKQywRERERBRTGGCJiIiIKKYIoiiK0R4EEREREVG4uAJLRERERDGFAZaIiIiIYgoDLBERERHFFAZYIiIiIoopDLBEREREFFMYYImIiIgopjDAEhEREVFMYYAlIiIiopjCAEtEREREMYUBloiIiIhiCgPsMLPb7SgtLcWsWbNw5513Ys+ePdEeEt1EHA4HFixYgBMnTkhtjY2NWLlyJQoLCzFv3jx8+umnURwhRUtzczPWr1+P2bNnY86cOdi6dSvsdjsAzhHqVV9fjyeffBJFRUW4++67sXv3bukZ5wn1tWrVKvziF7+Q3j5z5gyWLVuGgoICLFmyBNXV1VEc3dAwwA6z7du3o7q6Gnv37sWmTZuwc+dOHDp0KNrDopuA3W7Hc889h9raWqlNFEWsXbsWer0eZWVlWLhwIdatW4empqYojpQiTRRFrF+/HjabDfv27cPLL7+Mjz76CK+88grnCEncbjdWrVoFnU6H9957D1u2bMHvfvc7vP/++5wn1M/Bgwdx9OhR6e3Ozk6sWrUKs2bNwl/+8hcUFRVh9erV6OzsjOIoB08R7QGMJJ2dndi/fz/eeOMN5OXlIS8vD7W1tdi3bx8eeuihaA+Poqiurg4/+clPIIqiT/vx48fR2NiId955B0lJSZg4cSKOHTuGsrIyPPPMM1EaLUXa119/jYqKCvzrX/+CXq8HAKxfvx7btm3D97//fc4RAgCYzWbk5uZi8+bN0Gg0mDBhAm6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You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", + "2023-05-20 14:02:43.922070: I tensorflow/tsl/cuda/cudart_stub.cc:28] Could not find cuda drivers on your machine, GPU will not be used.\n", + "2023-05-20 14:02:44.051867: I tensorflow/tsl/cuda/cudart_stub.cc:28] Could not find cuda drivers on your machine, GPU will not be used.\n", + "2023-05-20 14:02:44.052632: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-05-20 14:02:44.785329: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" + ] + } + ], "source": [ "from ts_models import multivariate_ts_lstm" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -2672,7 +2326,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -2686,7 +2340,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -2701,7 +2355,7 @@ " [0.88868853, 0.81165869, 0.89583139]])" ] }, - "execution_count": 26, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -2712,7 +2366,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -2720,18 +2374,37 @@ "output_type": "stream", "text": [ "Total number of samples in the original training data = 1140\n", - "Total number of samples in the generated data = 35\n", - "Model: \"sequential_2\"\n", + "Total number of samples in the generated data = 35\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-05-20 14:02:53.755971: E tensorflow/compiler/xla/stream_executor/cuda/cuda_driver.cc:266] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n", + "2023-05-20 14:02:53.756048: I tensorflow/compiler/xla/stream_executor/cuda/cuda_diagnostics.cc:168] retrieving CUDA diagnostic information for host: abhyuday-HP-Pavilion-Gaming-Laptop-15-dk2xxx\n", + "2023-05-20 14:02:53.756055: I tensorflow/compiler/xla/stream_executor/cuda/cuda_diagnostics.cc:175] hostname: abhyuday-HP-Pavilion-Gaming-Laptop-15-dk2xxx\n", + "2023-05-20 14:02:53.756225: I tensorflow/compiler/xla/stream_executor/cuda/cuda_diagnostics.cc:199] libcuda reported version is: 525.105.17\n", + "2023-05-20 14:02:53.756253: I tensorflow/compiler/xla/stream_executor/cuda/cuda_diagnostics.cc:203] kernel reported version is: NOT_FOUND: could not find kernel module information in driver version file contents: \"NVRM version: NVIDIA UNIX Open Kernel Module for x86_64 525.105.17 Release Build (dvs-builder@U16-T02-30-1) Tue Mar 28 22:29:15 UTC 2023\n", + "GCC version: gcc version 9.4.0 (Ubuntu 9.4.0-1ubuntu1~20.04.1) \n", + "\"\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", - " lstm_2 (LSTM) (None, 21, 50) 10800 \n", + " lstm (LSTM) (None, 21, 50) 10800 \n", " \n", - " lstm_3 (LSTM) (None, 50) 20200 \n", + " lstm_1 (LSTM) (None, 50) 20200 \n", " \n", - " dense_3 (Dense) (None, 32) 1632 \n", + " dense (Dense) (None, 32) 1632 \n", " \n", - " dense_4 (Dense) (None, 3) 99 \n", + " dense_1 (Dense) (None, 3) 99 \n", " \n", "=================================================================\n", "Total params: 32,731\n", @@ -2745,81 +2418,101 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\ved14\\OneDrive\\Desktop\\projects\\ts_models\\ts_models.py:218: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n", - " history=model.fit_generator(generator=train_generator,\n" + "/home/abhyuday/Desktop/ForecastPro-main/ts_models.py:218: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n", + " history=model.fit_generator(generator=train_generator,\n", + "2023-05-20 14:02:54.298858: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'Placeholder/_0' with dtype int32\n", + "\t [[{{node Placeholder/_0}}]]\n", + "2023-05-20 14:02:57.622434: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'Placeholder/_0' with dtype int32\n", + "\t [[{{node Placeholder/_0}}]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "35/35 - 6s - loss: 0.0174 - mean_absolute_percentage_error: 82.8445 - val_loss: 0.1165 - val_mean_absolute_percentage_error: 40.2019 - 6s/epoch - 160ms/step\n", + "35/35 - 4s - loss: 0.0191 - mean_absolute_percentage_error: 93.7295 - val_loss: 0.0382 - val_mean_absolute_percentage_error: 22.1352 - 4s/epoch - 103ms/step\n", "Epoch 2/50\n", - "35/35 - 1s - loss: 0.0032 - mean_absolute_percentage_error: 35.6260 - val_loss: 0.0628 - val_mean_absolute_percentage_error: 22.8377 - 1s/epoch - 32ms/step\n", + "35/35 - 1s - loss: 0.0028 - mean_absolute_percentage_error: 73.8174 - val_loss: 0.2574 - val_mean_absolute_percentage_error: 45.9668 - 687ms/epoch - 20ms/step\n", "Epoch 3/50\n", - "35/35 - 1s - loss: 0.0014 - mean_absolute_percentage_error: 30.2488 - val_loss: 0.0438 - val_mean_absolute_percentage_error: 18.7190 - 1s/epoch - 32ms/step\n", + "35/35 - 1s - loss: 0.0012 - mean_absolute_percentage_error: 36.2644 - val_loss: 0.0430 - val_mean_absolute_percentage_error: 18.9935 - 633ms/epoch - 18ms/step\n", "Epoch 4/50\n", - "35/35 - 1s - loss: 0.0013 - mean_absolute_percentage_error: 24.0369 - val_loss: 0.0252 - val_mean_absolute_percentage_error: 17.2283 - 1s/epoch - 33ms/step\n", + "35/35 - 1s - loss: 0.0011 - mean_absolute_percentage_error: 26.3581 - val_loss: 0.0215 - val_mean_absolute_percentage_error: 14.8982 - 544ms/epoch - 16ms/step\n", "Epoch 5/50\n", - "35/35 - 1s - loss: 0.0011 - mean_absolute_percentage_error: 27.9893 - val_loss: 0.0305 - val_mean_absolute_percentage_error: 17.0215 - 1s/epoch - 32ms/step\n", + "35/35 - 1s - loss: 0.0011 - mean_absolute_percentage_error: 29.6405 - val_loss: 0.0199 - val_mean_absolute_percentage_error: 15.5290 - 647ms/epoch - 18ms/step\n", "Epoch 6/50\n", - "35/35 - 1s - loss: 9.3608e-04 - mean_absolute_percentage_error: 23.1502 - val_loss: 0.0498 - val_mean_absolute_percentage_error: 22.7541 - 1s/epoch - 33ms/step\n", + "35/35 - 1s - loss: 0.0022 - mean_absolute_percentage_error: 31.3819 - val_loss: 0.0397 - val_mean_absolute_percentage_error: 20.7230 - 771ms/epoch - 22ms/step\n", "Epoch 7/50\n", - "35/35 - 1s - loss: 0.0010 - mean_absolute_percentage_error: 28.1097 - val_loss: 0.0047 - val_mean_absolute_percentage_error: 7.1408 - 1s/epoch - 35ms/step\n", + "35/35 - 1s - loss: 0.0012 - mean_absolute_percentage_error: 30.2818 - val_loss: 0.0326 - val_mean_absolute_percentage_error: 18.1826 - 982ms/epoch - 28ms/step\n", "Epoch 8/50\n", - "35/35 - 1s - loss: 0.0010 - mean_absolute_percentage_error: 26.0795 - val_loss: 0.0251 - val_mean_absolute_percentage_error: 17.1731 - 1s/epoch - 34ms/step\n", + "35/35 - 1s - loss: 8.5774e-04 - mean_absolute_percentage_error: 26.2616 - val_loss: 0.0296 - val_mean_absolute_percentage_error: 16.2399 - 689ms/epoch - 20ms/step\n", "Epoch 9/50\n", - "35/35 - 1s - loss: 9.4249e-04 - mean_absolute_percentage_error: 29.1327 - val_loss: 0.0179 - val_mean_absolute_percentage_error: 13.5782 - 1s/epoch - 36ms/step\n", + "35/35 - 1s - loss: 8.0393e-04 - mean_absolute_percentage_error: 20.5603 - val_loss: 0.0397 - val_mean_absolute_percentage_error: 19.2676 - 672ms/epoch - 19ms/step\n", "Epoch 10/50\n", - "35/35 - 1s - loss: 7.5028e-04 - mean_absolute_percentage_error: 22.3069 - val_loss: 0.0135 - val_mean_absolute_percentage_error: 12.3194 - 1s/epoch - 35ms/step\n", + "35/35 - 1s - loss: 9.8252e-04 - mean_absolute_percentage_error: 21.4315 - val_loss: 0.0317 - val_mean_absolute_percentage_error: 16.9389 - 551ms/epoch - 16ms/step\n", "Epoch 11/50\n", - "35/35 - 1s - loss: 8.7628e-04 - mean_absolute_percentage_error: 19.6765 - val_loss: 0.0105 - val_mean_absolute_percentage_error: 11.0758 - 1s/epoch - 34ms/step\n", + "35/35 - 1s - loss: 8.7272e-04 - mean_absolute_percentage_error: 23.8814 - val_loss: 0.0081 - val_mean_absolute_percentage_error: 9.5302 - 540ms/epoch - 15ms/step\n", "Epoch 12/50\n", - "35/35 - 1s - loss: 6.3852e-04 - mean_absolute_percentage_error: 22.1977 - val_loss: 0.0088 - val_mean_absolute_percentage_error: 9.3825 - 1s/epoch - 34ms/step\n", + "35/35 - 1s - loss: 8.6089e-04 - mean_absolute_percentage_error: 26.1590 - val_loss: 0.0254 - val_mean_absolute_percentage_error: 16.3370 - 543ms/epoch - 16ms/step\n", "Epoch 13/50\n", - "35/35 - 1s - loss: 6.4870e-04 - mean_absolute_percentage_error: 16.0427 - val_loss: 0.0160 - val_mean_absolute_percentage_error: 13.4667 - 1s/epoch - 34ms/step\n", + "35/35 - 1s - loss: 6.2830e-04 - mean_absolute_percentage_error: 18.5048 - val_loss: 0.0186 - val_mean_absolute_percentage_error: 13.2277 - 528ms/epoch - 15ms/step\n", "Epoch 14/50\n", - "35/35 - 1s - loss: 7.0320e-04 - mean_absolute_percentage_error: 18.6035 - val_loss: 0.0058 - val_mean_absolute_percentage_error: 7.3524 - 1s/epoch - 34ms/step\n", + "35/35 - 1s - loss: 6.7194e-04 - mean_absolute_percentage_error: 19.7797 - val_loss: 0.0185 - val_mean_absolute_percentage_error: 13.1699 - 537ms/epoch - 15ms/step\n", "Epoch 15/50\n", - "35/35 - 1s - loss: 4.6844e-04 - mean_absolute_percentage_error: 14.4727 - val_loss: 0.0044 - val_mean_absolute_percentage_error: 6.8684 - 1s/epoch - 35ms/step\n", + "35/35 - 1s - loss: 6.9296e-04 - mean_absolute_percentage_error: 18.6463 - val_loss: 0.0289 - val_mean_absolute_percentage_error: 15.3825 - 537ms/epoch - 15ms/step\n", "Epoch 16/50\n", - "35/35 - 1s - loss: 4.8469e-04 - mean_absolute_percentage_error: 15.9594 - val_loss: 0.0040 - val_mean_absolute_percentage_error: 6.6027 - 1s/epoch - 35ms/step\n", + "35/35 - 1s - loss: 7.9382e-04 - mean_absolute_percentage_error: 20.1421 - val_loss: 0.0116 - val_mean_absolute_percentage_error: 10.8502 - 575ms/epoch - 16ms/step\n", "Epoch 17/50\n", - "35/35 - 1s - loss: 5.0955e-04 - mean_absolute_percentage_error: 13.9280 - val_loss: 0.0042 - val_mean_absolute_percentage_error: 6.3654 - 1s/epoch - 34ms/step\n", + "35/35 - 1s - loss: 5.7792e-04 - mean_absolute_percentage_error: 18.4786 - val_loss: 0.0079 - val_mean_absolute_percentage_error: 9.7499 - 564ms/epoch - 16ms/step\n", "Epoch 18/50\n", - "35/35 - 1s - loss: 4.6491e-04 - mean_absolute_percentage_error: 15.3548 - val_loss: 0.0396 - val_mean_absolute_percentage_error: 16.7725 - 1s/epoch - 34ms/step\n", + "35/35 - 1s - loss: 7.0224e-04 - mean_absolute_percentage_error: 20.6973 - val_loss: 0.0135 - val_mean_absolute_percentage_error: 11.9628 - 553ms/epoch - 16ms/step\n", "Epoch 19/50\n", - "35/35 - 1s - loss: 6.1635e-04 - mean_absolute_percentage_error: 17.4236 - val_loss: 0.0074 - val_mean_absolute_percentage_error: 7.8869 - 1s/epoch - 35ms/step\n", + "35/35 - 1s - loss: 5.7693e-04 - mean_absolute_percentage_error: 21.4739 - val_loss: 0.0115 - val_mean_absolute_percentage_error: 11.3902 - 523ms/epoch - 15ms/step\n", "Epoch 20/50\n", - "35/35 - 1s - loss: 4.6841e-04 - mean_absolute_percentage_error: 15.1945 - val_loss: 0.0055 - val_mean_absolute_percentage_error: 7.2262 - 1s/epoch - 35ms/step\n", + "35/35 - 1s - loss: 4.5731e-04 - mean_absolute_percentage_error: 17.3712 - val_loss: 0.0109 - val_mean_absolute_percentage_error: 10.5180 - 528ms/epoch - 15ms/step\n", "Epoch 21/50\n", - "35/35 - 1s - loss: 3.9299e-04 - mean_absolute_percentage_error: 15.7208 - val_loss: 0.0171 - val_mean_absolute_percentage_error: 11.0676 - 1s/epoch - 36ms/step\n", + "35/35 - 1s - loss: 4.8053e-04 - mean_absolute_percentage_error: 14.8253 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 10.4121 - 520ms/epoch - 15ms/step\n", "Epoch 22/50\n", - "35/35 - 1s - loss: 6.6316e-04 - mean_absolute_percentage_error: 21.2146 - val_loss: 0.0130 - val_mean_absolute_percentage_error: 10.9799 - 1s/epoch - 35ms/step\n", + "35/35 - 1s - loss: 5.0610e-04 - mean_absolute_percentage_error: 21.3618 - val_loss: 0.0110 - val_mean_absolute_percentage_error: 10.8129 - 525ms/epoch - 15ms/step\n", "Epoch 23/50\n", - "35/35 - 1s - loss: 5.3245e-04 - mean_absolute_percentage_error: 20.0827 - val_loss: 0.0281 - val_mean_absolute_percentage_error: 14.0503 - 1s/epoch - 35ms/step\n", + "35/35 - 1s - loss: 4.2571e-04 - mean_absolute_percentage_error: 16.5657 - val_loss: 0.0134 - val_mean_absolute_percentage_error: 11.1687 - 524ms/epoch - 15ms/step\n", "Epoch 24/50\n", - "35/35 - 1s - loss: 4.5140e-04 - mean_absolute_percentage_error: 15.3646 - val_loss: 0.0105 - val_mean_absolute_percentage_error: 9.1723 - 1s/epoch - 35ms/step\n", + "35/35 - 1s - loss: 6.5624e-04 - mean_absolute_percentage_error: 17.2064 - val_loss: 0.0150 - val_mean_absolute_percentage_error: 13.1060 - 550ms/epoch - 16ms/step\n", "Epoch 25/50\n", - "35/35 - 1s - loss: 4.1949e-04 - mean_absolute_percentage_error: 21.8433 - val_loss: 0.0203 - val_mean_absolute_percentage_error: 12.4360 - 1s/epoch - 34ms/step\n", + "35/35 - 1s - loss: 5.0372e-04 - mean_absolute_percentage_error: 16.3391 - val_loss: 0.0159 - val_mean_absolute_percentage_error: 12.1378 - 599ms/epoch - 17ms/step\n", "Epoch 26/50\n", - "35/35 - 1s - loss: 4.2565e-04 - mean_absolute_percentage_error: 18.8571 - val_loss: 0.0149 - val_mean_absolute_percentage_error: 11.3883 - 1s/epoch - 35ms/step\n", + "35/35 - 1s - loss: 4.4315e-04 - mean_absolute_percentage_error: 15.9767 - val_loss: 0.0143 - val_mean_absolute_percentage_error: 12.1011 - 540ms/epoch - 15ms/step\n", "Epoch 27/50\n", - "Restoring model weights from the end of the best epoch: 7.\n", - "35/35 - 1s - loss: 3.8251e-04 - mean_absolute_percentage_error: 15.2730 - val_loss: 0.0084 - val_mean_absolute_percentage_error: 9.5508 - 1s/epoch - 35ms/step\n", - "Epoch 27: early stopping\n" + "35/35 - 1s - loss: 3.6952e-04 - mean_absolute_percentage_error: 13.3665 - val_loss: 0.0294 - val_mean_absolute_percentage_error: 15.5521 - 778ms/epoch - 22ms/step\n", + "Epoch 28/50\n", + "35/35 - 1s - loss: 5.0680e-04 - mean_absolute_percentage_error: 16.3146 - val_loss: 0.0132 - val_mean_absolute_percentage_error: 11.7646 - 802ms/epoch - 23ms/step\n", + "Epoch 29/50\n", + "35/35 - 1s - loss: 3.8344e-04 - mean_absolute_percentage_error: 14.9989 - val_loss: 0.0092 - val_mean_absolute_percentage_error: 10.1925 - 738ms/epoch - 21ms/step\n", + "Epoch 30/50\n", + "35/35 - 1s - loss: 3.6275e-04 - mean_absolute_percentage_error: 16.2407 - val_loss: 0.0099 - val_mean_absolute_percentage_error: 9.6192 - 748ms/epoch - 21ms/step\n", + "Epoch 31/50\n", + "Restoring model weights from the end of the best epoch: 11.\n", + "35/35 - 1s - loss: 3.4232e-04 - mean_absolute_percentage_error: 17.8728 - val_loss: 0.0157 - val_mean_absolute_percentage_error: 12.0085 - 728ms/epoch - 21ms/step\n", + "Epoch 31: early stopping\n" ] }, { "data": { - "image/png": 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zw2TlWHUiIvIuTOoDFKGLAMDOckRE5H2Y1AfIOayNneWIiMjLMKkPUCRXayMiIi/FpD5AnFWOiIi8FZP6AHECGiIi8lZM6gMUrA5CgErLpE5ERF6HSX2ABEFApC4CNS1cV52IiLwLk7oLInThaLW1osXaonQoRERETkzqLohkZzkiIvJCHkvqkiRh5cqVyMnJwZIlS1BcXNxl+9atW7FgwQLk5ORg06ZNAACLxYJly5Zh0aJFWLx4MYqKijwV3qCwsxwREXkjjyX1LVu2wGw2Y+PGjVi2bBnWr1/v3GaxWLBu3Tq89NJL2LBhAzZu3Iiqqip8/fXXsFqtePvtt3HbbbfhkUce8VR4gxLBsepEROSF1J46cV5eHrKzswEA6enpKCwsdG4rKipCYmIiQkNDAQBZWVnIzc1FWloabDYbJEmC0WiEWu2x8AaFs8oREZE38ljWNBqN0Ov1zucqlQpWqxVqtRpGoxEGg8G5LTg4GEajEUFBQTh16hQuvvhi1NXV4ZlnnunzfcLDg6BWq9wae3S0odftASGJQC7QJDf1ue9wwrJwDcvNNSw317DcXOMr5eaxpK7X62EymZzPJUly1rxP32YymWAwGPDKK69gzpw5WLZsGcrKynDddddh8+bNCAgI6PF96urcu1padLQBVVVNve4jyzK0Ki3KGir73He46E+50ZlYbq5hubmG5eYabyu33i4wPHZPPTMzE9u2bQMAFBQUIC0tzbktNTUVxcXFqK+vh9lsRm5uLjIyMhASEuKswYeGhsJqtcJms3kqRJcJgoAIXThqW+uVDoWIiMjJYzX1efPm4bvvvsOiRYsgyzLWrl2LzZs3o7m5GTk5OVixYgWWLl0KWZaxYMECxMbG4vrrr8d9992HxYsXw2Kx4A9/+AOCgoI8FeKgROrCUW6qQLOlBUGaQKXDISIi8lxSF0URq1at6vJaamqq8/HcuXMxd+7cLtuDg4Px6KOPeiokt4rsNKyNSZ2IiLwBJ59xEYe1ERGRt2FSdxEnoCEiIm/DpO4ix1SxTOpEROQtmNRdFKmLAMDmdyIi8h5M6i7Sa4KhETWobalVOhQiIiIATOous6+rHs6aOhEReQ0m9UGI0IWj2dqCFmur0qEQERExqQ9GBDvLERGRF2FSH4RIDmsjIiIvwqQ+CI6kXsMlWImIyAswqQ9ChHNYG3vAExGR8pjUB6FjVrl6ZQMhIiICk/qghGj10Ihq1LKmTkREXoBJfRAc66pzrDoREXkDJvVBitCFw2RpRivHqhMRkcKY1AcpkvfViYjISzCpDxKXYCUiIm/BpD5IzrHqTOpERKQwJvVBigjkWHUiIvIOTOqD5LynzlnliIhIYUzqg2TQ6qEWVGx+JyIixTGpD5IoiIjQhbOjHBERKY5J3Q0idOEwWkxos5mVDoWIiIYxJnU3iOS66kRE5AWY1N3AuVpbC3vAExGRcpjU3SBCFwaAs8oREZGymNTdILK9ps7mdyIiUhKTuhs47qlzAhoiIlISk7obhGgNUHGsOhERKYxJ3Q3sY9XDOKscEREpikndTSJ04WiyGGG2WZQOhYiIhikmdTeJ5BKsRESkMCZ1N3GOVWdSJyIihTCpu0nHrHLsAU9ERMpgUneTiPbm9xp2liMiIoUwqbtJXHAMREHEoboipUMhIqJhikndTfSaYIwLH4PippOobK5SOhwiIhqGmNTdaEZsBgAgr2K3wpEQEdFw1K+kvmfPHrz88sswm8248cYbMXv2bGzbts3TsfmcqdGToBHV2FWRD1mWlQ6HiIiGmX4l9TVr1mDs2LH47LPPoNPp8MEHH+DRRx/t9RhJkrBy5Urk5ORgyZIlKC4u7rJ969atWLBgAXJycrBp0ybn688++yxycnJw5ZVX4p133nHhR1JOoFqHyVETUdFchRJjqdLhEBHRMNOvpC5JEubMmYOvvvoKv/jFLzBixAjYbLZej9myZQvMZjM2btyIZcuWYf369c5tFosF69atw0svvYQNGzZg48aNqKqqws6dO5Gfn4+33noLGzZsQHl5+eB+OgXMiE0HAOyqyFc2ECIiGnb6ldQDAwPx0ksvYefOnTjvvPPw2muvITg4uNdj8vLykJ2dDQBIT09HYWGhc1tRURESExMRGhoKrVaLrKws5Obm4ttvv0VaWhpuu+023HzzzTj33HNd/8kUMjFyPALVOuRV7IYkS0qHQ0REw4i6Pzs9/PDDeOedd/DYY48hNDQUFRUV+Pvf/97rMUajEXq93vlcpVLBarVCrVbDaDTCYDA4twUHB8NoNKKurg6lpaV45plnUFJSgltuuQWffvopBEHo8X3Cw4OgVqv682P0W3S0oe+denHWqExsPbYdNajAxOg0N0Xl/QZbbsMVy801LDfXsNxc4yvl1q+kHh4ejgsuuADjx4/H5s2bIUkStFptr8fo9XqYTCbnc0mSoFaru91mMplgMBgQFhaGlJQUaLVapKSkICAgALW1tYiMjOzxferqmvvzI/RbdLQBVVVNgzrH5NDJ2Irt+Pyn7YgWRrgpMu/mjnIbjlhurmG5uYbl5hpvK7feLjD61fy+fPlybN68GXv27MHjjz8OvV6Pe++9t9djMjMznT3kCwoKkJbWUWNNTU1FcXEx6uvrYTabkZubi4yMDGRlZeGbb76BLMuoqKhAS0sLwsLC+hOiVxkbnoJQrQH5lXtglaxKh0NERMNEv2rqJSUlePTRR/HQQw9h4cKFuOmmm7BgwYJej5k3bx6+++47LFq0CLIsY+3atdi8eTOam5uRk5ODFStWYOnSpZBlGQsWLEBsbCxiY2Oxa9cuLFy4ELIsY+XKlVCp3Nu0PhREQURWbDq2nvwGB2oPYUrURKVDIiKiYaBfSd1ms6G2thZbtmzB448/jqqqKrS1tfV6jCiKWLVqVZfXUlNTnY/nzp2LuXPnnnHcPffc05+QvN709qS+qzyfSZ2IiIZEv5L60qVLcdVVV2Hu3LlIS0vDhRdeiDvvvNPTsfm0REMCYgKjsKd6P1qtbdCpA5QOiYiI/Fy/kvr8+fNx4YUX4vjx4zhw4AD+85//ODu9UfcEQcD02HR8fHwL9lTvw8y4TKVDIiIiP9evzLx3717ceeedCAsLgyRJqK6uxpNPPolp06Z5Oj6f5kjquRUFTOpERORx/UrqDz74IP75z386k3hBQQFWr16Nd99916PB+brY4BgkGkbiQO0hNJmNMGj1fR9ERETkon4NaWtubu5SK09PT++zoxzZTY/NgCRLyK/cq3QoRETk5/qV1ENDQ7Flyxbn888//9wnx48rISt2GgQIyOVc8ERE5GH9an5fvXo1li9fjj//+c8AgFGjRuGhhx7yaGD+IiwgFGPCknG4/ihqW+sQoQtXOiQiIvJTvSb1JUuWOOdd1+l0SEhIgCzLCAwMxAMPPIDXXnttSIL0dTNiM3C4/ijyKnZjXtK5SodDRER+qtek/vvf/36o4vBr6TFTsPHQv7CrIp9JnYiIPKbXpD5z5syhisOvBWuCMDFyHPZW70epsRzx+jilQyIiIj/Ur45yNHgzYtMBAHkVBYrGQURE/otJfYhMiZoIrUqLXRUFkGVZ6XCIiMgPMakPEa1Ki2lRk1HTWovjjSeUDoeIiPwQk/oQmhGXDgDYxSZ4IiLyACb1ITQ+fCz0mmD8WLEbNsmmdDhERORnmNSHkEpUITNmKposRhyqK1I6HCIi8jNM6kNsemwGAGAXp40lIiI3Y1IfYsmhiYjQhWN3VSHMNovS4bhFQ1sTjtedVDoMIqJhj0l9iImCiOmx6Wi1taGw5oDS4bjFy/vewP1fPIQ2m1npUIiIhjUmdQVMb5+IJtcPesHXttbhcP1RmG0WVDZXKx0OEdGwxqSugJH6EYgPjsO+6gNotrQoHc6g5FXsdj6ubK5SMBIiImJSV8j02HRYZRsKqgqVDmVQOk97W9XCmjoRkZKY1BWS5WyC991e8BWmSpw0liIuKAYA2PxORKQwJnWFRAVGICU0CYfqitDQ1qh0OC7JrbQ3vc9LOhcqQWTzOxGRwpjUFTQ9NgMyZORV7u57Zy8jyzLyKnZDI6qRHj0Zsfpo1tSJiBTGpK6gzJipEAXRJ3vBlxjLUNFcicmRE6BT6zDCEAOTtRlGi0np0IiIhi0mdQUZtHqMDx+L4saTPlfLdXSQcwzPG2GIBQBU+djPQUTkT5jUFeZIink+VFuXZRm5FQXQqQIwMXI8ACDewM5yRERKY1JX2LToSdCIauyqyIcsy0qH0y/HGotR11aPadGToVVpAABxekdSZ2c5IiKlMKkrTKfWYXLURFQ0V6HEWKp0OP2S2z7hTFbsNOdr8e3N7xUcq05EpBgmdS8wo70J3hdWbrNJNvxYuRvBmiCMDx/rfD08MBRaUcOaOhGRgpjUvcDEyPEIVOuQV7EbkiwpHU6vDtcfRZPZiIzoKVCJKufrgiAgJigaVc3VPnMbgYjI3zCpewGNqEZG9BTUtzXgSP0xpcPp1em93juLCYqCWbKgweybk+kQEfk6JnUvMSMuEwCwq9x7m+CtkhX5VYUI1YYgNSz5jO0xgVEA2FmOiEgpTOpeYkxYMsICQpFftQcWm0XpcLp1oPYQWqwtyIqdBlE486MTExQNAKjgsDYiIkUwqXsJURAxIzYDLdZWFNYcVDqcbuX20vQO2JvfAdbUiYiUwqTuRWbEZQAAdpX/qHAkZzLbzNhTvR9RgZFINCR0u4+jps4JaIiIlMGk7kVG6kdgpH4ECmsOwmRpVjqcLvZWH4DZZsb0mGkQBKHbfYI1QQjWBHFddSIihXgsqUuShJUrVyInJwdLlixBcXFxl+1bt27FggULkJOTg02bNnXZVlNTg5///OcoKiryVHhea0ZsBmyyDT9W7lE6lC4cvd6zemh6d4gJjEJVSw1sks3zQRERURceS+pbtmyB2WzGxo0bsWzZMqxfv965zWKxYN26dXjppZewYcMGbNy4EVVVVc5tK1euhE6n81RoXm16bDoECF7VBN9ibcG+moOID45DvD6u131jgqIhyRJqWuuGKDoiInLwWFLPy8tDdnY2ACA9PR2FhYXObUVFRUhMTERoaCi0Wi2ysrKQm5sLAPjb3/6GRYsWISYmxlOhebVwXRjGhqeiqOE4qltqlQ4HAFBQtQ9W2dZlWtiesLMcEZFy1J46sdFohF6vdz5XqVSwWq1Qq9UwGo0wGAzObcHBwTAajXj//fcRERGB7OxsPPfcc/16n/DwIKjVqr53HIDoaEPfO3nQ+WPOwqFdR3DAuB9XJl6saCwAsHe//YJs3oSzEa3vuWyiow0Y0zoKOAo0i02Kl6OvYDm5Rolys9gsyCvdi5kJ6d0O6/QF/Ly5xlfKzWNJXa/Xw2QyOZ9LkgS1Wt3tNpPJBIPBgA0bNkAQBHz//fc4cOAA/vSnP+Hpp59GdHR0j+9TV+feDmXR0QZUVTW59ZwDlRo4BhpRjS+LdmBO1Nk9dkwbCk1mI/ZWHESSYRRULTpUtXRfNo5y01nsF3LHqk6hKkLZcvQF3vB580VKldtXJ7/DO4c/xA2TFvc4tNOb8fPmGm8rt94uMDx2qZmZmYlt27YBAAoKCpCWlubclpqaiuLiYtTX18NsNiM3NxcZGRl444038Prrr2PDhg2YMGEC/va3v/Wa0P1VoDqwfeW2Spw0nlI0lvzKvZBkCdP70fQOANHO5nf2gCf/U9x0EgBwtKG4jz2JlOGxmvq8efPw3XffYdGiRZBlGWvXrsXmzZvR3NyMnJwcrFixAkuXLoUsy1iwYAFiY2M9FYpPmhmbgfzKPdhVnt/juPChkFtRAAECMvuZ1ANUWoQFhKKC99TJD5U02ZdHPtF4UuFIiLrnsaQuiiJWrVrV5bXU1FTn47lz52Lu3Lk9Hr9hwwZPheYTJkaOQ7A6CLkVBbg89ZIuK6INlbrWehQ1HMPYsBSEBYT2+7iYwCgcqi+C2WaBVqXxYIREQ8dis6C8uRIAUGIshU2yKfJ3SdQb3+zpMQyoRTUyY6eh0dyEQ3XKjNfPq9wNAP3q9d6Zowc8J6Ehf1JmqnAujWyRrCg1lSscEdGZmNS92Mz2aWN/qFBmzHpeRQFEQURG9NQBHeeYLraK99XJj5QY7U3vSSGjAADFbIInL8Sk7sWSQ5IQqYtAQVUh2mzmIX3vyuYqnGg6hfHhY6HXBg/o2Bh2liM/dLL9fvrZ8TMBAMWNJUqGQ9QtJnUvJggCZsZl2BdTqdo3pO+dV2Fvendl2I5jXfWKFnaWI/9RYiyFKIjIipkGjahx9oQn8iZM6l5uRuzQN8HLsozcigKoRTWmRk8a8PGRgREQBZE1dfIbkizhlLEUsUHR0Kl1GGWIR5mpAuYhbkEj6guTupeLDY5BkmEUDtYeRpPZOCTvWWoqR3lzJSZHjkegeuBz8KtFNSJ14ZwqlvxGdUst2mxmJOjjAQBJhlGQZMl5n53IWzCp+4AZcRmQZMnZJO5puf1cka03MUHRMFpMaLa0uCcoIgU5kneCwZ7UE0Psc0fwvjp5GyZ1H5AVOw2iIA5JE7wsy8ir2I0AlRaTIye4fB7HfXUOayN/4Jh0xllTZw948lJM6j4gRGvA+PCxKG486fGZ2o43nkRNay2mRk0e1MQxjh7wnFmO/IGzpt6e1KMDIxGo1rGzHHkdJnUfMaN9zPqu8nyPvk9ee9N7f+d674ljrDo7y5E/KGkqRVhAqHN4pyiISDQkoLK5mreYyKswqfuIadGToVVpsav8R8iy7JH3kGQJP1buRrA6COMjxg7qXFxXnfxFk9mIBnOjs5bu4GiCP9HE++rkPZjUfUSASotpUZNR3VqLY40nPPIeR+qPosHchPSYyVCLg1sWICwgFBpRzXvq5POc99MNXZO6Y6GlE+wsR16ESd2HzHQ2wXumw1zuICacOZ0oiIgOjEJlc7XHWhaIhoLjfvqoM2rq7T3geV+dvAiTug8ZFz4GBq0eeZW7YZWsbj23VbKioHIvQrUGjAlLccs5Y4Ki0GprQ+MQja8n8oTTh7M5hAeEwaDRc1gbeRUmdR+iElWYHpsOk6UZB2oPufXcB2sPw2RtRmaMfficO3R0luN9dfJdJ5tKoVPpEKEL7/K6IAhICklAXVs9Gs1NCkVH1BWTuo+ZGZsJwP294B1N7wNdZrU3jrHqlZwDnnxUm82MyuYqjNSP6PZiN5Hj1cnLMKn7mFGGkYgNisGe6n1osba65ZxmmwV7qgsRqQvH6JBEt5wT6LwEa43bzkk0lEqN5ZAhY9RpTe8OSQbOLEfehUndxwiCgBmxGbBIVhRUFQ76fGabGW8efBdtNjOyYtMhCIIborTjsDbydadPOnM6Dmsjb8Ok7oNmxKUDGHwv+OqWWvw97ynsqsjH6JBEnJ94jhui66DXBCNQrUMFh7WRjyppOgXgzE5yDgatHhG6cBQ3nuQoD/IKTOo+KCowEimho3Gorgj1bQ0uneNAzSH8bdejKDGW4uz4Wbgr82boNcFujVMQBMQERqO6uRqSLLn13ERDocRYBlEQERcc2+M+SYYEGC0m1LbWD11gRD1gUvdRM+MyIEN2rqjWX7Is47PjW/Hk7hdhtpmxePwCLB6/AJpBTjbTk5igKFhlG7/wyOfY11Avw4jg2F7/PpyLu3C8OnkBJnUflREzFSpBhR8G0ATfam3FC4Ub8NHRTxEaEII/ZN2Cs+NneTDKjvvqVZwDnnxMZXM1LJKlx/vpDo5JaDizHHkDJnUfpdcEY1LkeJwyluGUsazP/StMlXgo9wkUVBVibFgKVsy406093XviGNZWwWFt5GP6up/uMMqQAAECh7X1wipZsas83+2TZtGZmNR9WH9XbttdtQ//l/s4ypsrcd6oOfh9+u9g0OqHIkSu1kY+q6T9YrmvmnqgWoeYoGicaDrFviM9+Lz4K7yy/y18efJbpUPxe0zqPmxK5AToVDrkVhR0+2UiyRI2H/0Mz+19FTZZwvUTr8bCsZdBJaqGLMZoDmsjH9XXcLbOkkIS0Gpr5cVrNyw2C74u2Q4A+L5sF0cJeBiTug/TqDTIjJmCurZ6FNUf67Kt2dKMp/e8jE+Pf4FIXQTuzrrNWbMfSoFqHUK0Bn7ZkU+RZRknm04hUheOIE1gn/snGTizXE9yKwrQZDFCLahQ0VzlsVUmyY5J3cc5EvUPnZrgTxnL8Lddj2F/zU+YEJGGP824o8/7gp4UExSF2tY6WHg/jXxEg7kRRoupX7V0oPOKbews15ksy9h68huIgoirxl0OANhRtkvZoPwck7qPGxOWgrCAUORX7YHFZkFuRQEezn0C1a21uChpLm6ddiOCNUGKxhgTGAUZMmpaOF0s+QbHGuoj+3kxnKCPhyiIOMGaehc/1R1BqakcGdFTcNaIGQgLCEVexW6YbWalQ/NbTOo+ThREzIjNQIu1FU/tfgkv73sToiDid1OuxfzUi9y24tpgODrLVbAJnnyEo5Pc6Wuo90Sj0mBkcBxKjKWwSTZPhuZTvji5DQAwNzEboiBiVlwWWm1tbpnimrqn/Dc+DZqjCf5QfRFig2KwfPrvkR49WeGoOnhyDniTpRk/lP/IL1Jyq57WUO9NYsgoWCQrSk3lngrLp5SbKrC/5iekhI52Dp+dPSILAPB9Wa6Sofk1JnU/MFI/Aj8bMROzR0zH8um3Iy44RumQuvDksLb/HPscr+5/G68d2MjhROQ2JU2nEKQORHhAWL+Pcd5XZxM8AGBr+/C180dlO1+LCYpGauhoHKo7gpqWWqVC82tM6n7imgkLsWTCVQhU65QO5QxRgZEQILh9XXVJllBQuQeAvYftO4c+5HAZGrRWayuqWmqQoI8f0KqFic4e8OwsZzSb8EN5HiJ1EZgaPanLtrNGzAAA7CjPUyI0v8ekTh6nEdWI0IW7farY440n0GBuQnr0ZMQHx2Hbqe/x76OfufU9aPg5ZbQ3nw90xEh8+xzxnAMe+ObUDlgkK84bNeeMfj0ZMVOhVWmxsyyXrWsewKROQyImKAoN5ia0Wlvdds78yr0A7Ff+t6f/DlGBkfi0eCu2nPjabe9Bw89AJp3pTCWqkKAfiTJTxbDu3W2RrPj61HfQqXQ4a8T0M7br1AHIjJ6KmtY6HKk/qkCE/o1JnYaEs7Ocm9ZWl2UZ+ZV7EajWYVzEWIQGGHBH+u8QFhCKD478B9tLf3DL+9Dw098537uTFJIASZacFwbDUV5FAZrMRpwdPxO6Hm4Hzm5P9uww535M6jQkYgLd21nuRFMJ6trqMTlyonNZzMjACPw+/bcI1gThzYPv4cf2++1EA1FiLIVaVCMuaOAdTp3LsA7T++qdJ5v5ecLZPe43JiwZUYGRyK/cixY3tt4RkzoNEXcPa3M0vWfETOnyelxwLG6bthQBKi1e2fcW9tX85Jb3o+HBJtlQaqpAfHCsS2skJBmGdw/4Q3VFOGUsQ0b0FEQGhve4nyAImB03HRbJgh8rdw9hhP6PSZ2GRMewtsHPKifLMvKr9iJApcWEiLQztieFjMLNU6+HKAh4fu9rKKo/Puj3pOGhorkKVsk64PvpDtFBUdCpdMO2s9zW9slmzus0jK0ns0dkQYCAHWyCdysmdRoSEbowqAWVW4a1lRjLUN1Sg8mRE6BVabrdZ2x4KpZO/g1ssg1P73kJJ5uG7z1O6r+T7ffT+zs97OlEQURiSAIqm6vRbGlxZ2her9xUicKag0gJTUJyaGKf+4frwjAufAyONhSjwlQ5BBEODx5L6pIkYeXKlcjJycGSJUtQXFzcZfvWrVuxYMEC5OTkYNOmTQAAi8WC5cuXY/HixVi4cCG++OILT4VHQ0wUREQFRqKyuXrQY8kLquxN7+mnNb2fbkrURFw7IQet1jY8WfACKrj8K/XB1Z7vnTma4E8Ms8VdviyxTzbTn1q6g6N3PMesu4/HkvqWLVtgNpuxceNGLFu2DOvXr3dus1gsWLduHV566SVs2LABGzduRFVVFT766COEhYXhzTffxPPPP4/Vq1d7KjxSQExQNFqsLTBaTC6fw97rfQ80ogaTIsf3uf+MuAxclXY5mixGPJ7/POpa611+b/J/jjnfE/QjXD6Ho7PccErqRosJO8vyEKkLx7SoSX0f0G5q9GQEqnXYWZbnsTHrsizjcF0RmsxGj5zf23gsqefl5SE7237Flp6ejsLCjgn8i4qKkJiYiNDQUGi1WmRlZSE3NxcXXXQR7rzzTud+KtXAO6qQ9+roLOd6D/gyUwUqmqswKXIcAlTafh1zTsJZmJ9yEera6vF4wfPD5o+bBkaWZZxqKkV0YGSPQ7H6o2O62OGT1L89tRMWyYJzR80ZUAdDrUqDrNh0NJgbcaD2kEdiy6sowCP5z2LtD//E0Ybivg/wcWpPndhoNEKv1zufq1QqWK1WqNVqGI1GGAwG57bg4GAYjUYEBwc7j73jjjtw11139fk+4eFBUKvdm/yjow1970Rn6KvcUhsTsOUE0Ko2ulzGX1faO+KckzpzQOf4TdRlELQ2fHTwczy772U8cO4fEKQNdCkGd+PnzTXuLrdqUy1M1mZMiRs/qHNHyXqEBhhQYjrllb9bd8dksVnwzfbtCFTrMH/KeQjSDOzv6hLx5/j21A78WFuAc8fPcGtsdS0N2HTkQ2hUGjRZjHg0/1n8NmsR5qb0PNyuJ974u+yOx5K6Xq+HydTRzCpJEtRqdbfbTCaTM8mXlZXhtttuw+LFizF//vw+36eurtmtcUdHG1BV1eTWcw4H/Sm3QJv9Iu9IxUlM0ru2ity3x3KhFlRI1I4e8O/pFyMuQE1jA74r/QGrtz6O29OXQtvP2r6n8PPmGk+U254qe00xWhsz6HOP0o9EYc1BHD1VBoNW3/cBQ8QT5bazLA/1rY2YOyobpnorTBjY+UPkCMQFxyK3ZDeOl1YgWBPklrhkWcYze16FydyMq9IuR2xQNF4sfB3P7HodB8qOYsGY+f1uVfC2v9PeLjA81vyemZmJbdvstaqCggKkpXUMPUpNTUVxcTHq6+thNpuRm5uLjIwMVFdX48Ybb8Ty5cuxcOFCT4VGChnsam0VzVUoNZVjQmSaSwvXCIKAReOuRGbMVBQ1HMMLha/DKlldioX8T0cnOdfvpzskOieh8e+hbY7JZgQIODdhjkvnEAQBZ42YDqtsw66KfLfFtqM8D4U1B5AWPgbZI2djfMRY3DP9DsQHx+Hrku1+eyvOY0l93rx50Gq1WLRoEdatW4d7770XmzdvxsaNG6HRaLBixQosXboUixYtwoIFCxAbG4tnnnkGjY2NeOqpp7BkyRIsWbIEra2cbchfhGgNCFBpXZ6ApsAx4Uz0VJdjEAUR101chIkR47Cv5iBe288lW8nO2UnOxeFsnQ2XSWgO1xehxFiK9JjeJ5vpy4zYTIiCiB2lu9wSV11rPd499BF0qgD8ZvyvnYvKRAdFYlnWbUiPnozD9Ufxf7mP+91wV481v4uiiFWrVnV5LTU11fl47ty5mDt3bpft999/P+6//35PhUQKEwQBMUHRKDdVQJKlM1Zv6kt+1V6IgogpURMGFYdaVON3U5bgiYIXkFe5G6KgwqJxV0CnDhjUecm3lTSdgl4TjFBtyKDP5Zwu1s97wG89+Q2ArmumuyI0wIBJkeOwt/oASppKB3VhJcsy3jj4LlptrVg8fsEZFxs6dQCWTv4NPju+Ff8+9l/8Pe9JLJnwa2TFpg/qZ/AWnHymkwPHa/Hfnf7fO1JJMYFRsEhWNLQ1Dui46pZanGw6hfHhYxHkhntuWpUWt0y7AYmGBOyq+BEP/vAPHKw9POjzkm9qtrSgprUOowwjB7SGek8MWj0idOEobjw56HkZvFVFcxX2Vh9AckgikkOTBn2+2Y511gc5w9y3pTtxoPYQJkaOw89GzOx2H1EQcXHyBbhpynUQBQEv7XsTHxZ94hetdkzqnXxVUIrHNxWguNx7OkT4G8ewtoFOBNMx4YxrHey6E6gOxB+zbsVFSXNR39aAxwuex1sH3+MCE8PQKTdMOnO6JEMCjBYTar1kboRDdUV4audrKDNVuOV8X560TzYzN/Ect5xvcuR46DXB2FWR73Jfl+qWWrx/5N8IVAfimvEL+7xAmxY9CXdn3Y7owEj8t/hLPLPnFbRYfXsmQCb1TrKn2jvIfMLause42lkuv9Le9D4tyn1JHQA0ohrzUy/C8qzbER8ch29Ld+LBnf/AgRrPjJkl7+SOSWdO19EEr/x99VZrG17Z9xa+Ov491v7wT/zryMdotba5fD6TpRk7ynIRMcDJZnqjFtWYEZcBo8WEwuoDAz5ekiW8fmATzDYzfj32MoQFhPbruHh9HO6Z/ntMiEjDvpqDeCj3CZ+etpZJvZNJyRFIiQ/FroOVqHTzUDmy61hXvf819brWehxvPIGxYSnQa4M9EldiSAL+NOMOXDL6AjSYG/HE7hfwxoF3fP6qvSeyLKO+rUHpMLzGyUGsod6TRMd0sV4wCc3nJ75Cg7kRsxMyER4Qis9PfIXVOx9GfuVel24PfHtqh32ymYSzXVrNridntTfBu7LO+raS73G4/iimRE3EzLjMAR0bpAnCrdNuxAWJP0dFcxX+L/cJly4svAGTeieCIGDB3DGQZeDTH5S/uvZHMYEDn1WuoMo+G2F6dO9zvQ+WWlTjlym/wD3T70CCPh7by3Zhzc5/+Owfd08kWcKGA5vw5+8exK5y9w0h8mUlxlJoRI2zJckdEkNGAlC+B3xNSy22nPgaYQGhuHXWtbh/1jJcNPp8GM1GvFC4AU/ufnFAI1KskhVfl2yHThWAn8W7d7KYkfoRGGUYif21P6Ghrf+3QSubq/Cvoo8RrA7C1eMWuNQvQhREXDHml7hu4iLYZCue2fMKPju+1ef6RDCpn+bsqfGIDtPh2z1laDC63jxF3QvSBEGvCUbVAJJ6fuVeCBAwLdq9Te89GWWIxz3Tf49Lk3+BJrMRT+95Ga/t34hmi++33siyjPcP/xs72xfQeOfQh2g0D+8+JFbJinJTJUbqRwx4REZvAtWBiA2KxommU4p2wPrgyH9glay4PPUS6NQB0Kq0mJ9yIe6b9UdMiEjDgdpDeHDnP/Dvo5/BbLP0eb4fK/egwdyIn8XPRKDa/bMyzh4xHZIs4Yd+LvLiuEi1SBbkjLscoQGDm/ltZlwm/ph5K0IDQvDR0U/x8r43B3WrYqgxqZ9GpRJx0awkWG0SPs9VvtnMH8UERaG6tRY2ydbnvg1tjTjacBwpoaMH/cc6ECpRhYuTL8CfZtyBUYaR2FmehzU7/4691fuHLAZP+PT4F/iy5FvEBcfikuR5MFmbsemnfykdlqLKTJWwyTa33k93SDSMQqutdVDrHQzGobojyK/ai5TQJEw/bchWbFA0bpu2FEsn/wZ6rR6fHP+iz8+4LMvYemJb+2QzA59qtT9mxGZALaiwoyy3X7XkrSe/wdGGYmTETHXbsDTH7bjU0NHIq9yNv3zx8IBH7CiFSb0bc6bEISRYiy/zS9DcyhnH3C0mMBqSLKG6tbbPfXdXFUKGjIw+lln1lJH6EViedTvmp1wEk6UZz+x5Ba/sexsmH6y1byvZjn8f+y8ideH4ffpvcfHo85ESOhr5VXudE/sMRyUeuJ/u0LG4y9A3wdskG949vBkAsHDsZd02SQuCgMyYqfjLrGU4P/Ec1LXV45k9r+DZPa+ipuXMv88j9Udx0liK9OjJiAyM8EjcwZogTImehPLmShzvo9zKTBXYfPQzGDR6LEq7wq1xhGgNuCPjJpwdPwvF9SV45MdnfGKVRyb1bmjUKsybnoCWNhu+KjildDh+p2O1tr7v4+U776cPTdN7d1SiCheNnos/zbgTSYZR2FXxI1bvfBi7qwr7PthL5JbnY9OhD2HQ6HF7+m8RFhAKURDxm/ELoRbVePvQBz55oeIOHdPDjnT7uZWchGZ72Q84ZSzD7BHTnXH0RKfW4coxl+LeGXdhTFgy9lTvw+qdf8enx7fC0ml42Rftk824axhbT5zrrJf1PMOcTbJhw/5NsEpWXD3+So90olWLalw97kpcPuFCVLZU45Efn0FNS53b38edmNR7cF5GAgIDVPjvrpOwWPtuJqb+6++wtiazEYfripAckohwXdgQRNa7eH0clmXdistTL0GLtRXP7X0NLxW+4fVX7/tqDuLVAxsRoArAbem/7dIZLDY4Br8cPQ9NZiPea6/VDTclxlIIEDBSH+f2cyfo4yEKIk4McU292dKMzUc/g04VgMtSLu73cfH6ONyVcTOum7gIOnUANh/9FGvbJ2aqbK5CYfUBjA5JRIobJpvpzYSINIQFhCKvcneP9/k/P/EViptOYkZspkf72wiCgKun/AoXj74A1a21eCT/GVR304rhLZjUexCkU+PcjJFoNJnx3d5ypcPxKx3D2npP6nuq90GGjHSFmt67oxJVmJd0Lu6dcSeSQxKRV7kbK79fj1f3v41T7WOdvUlR/XE8v3cDVIKIW6bdgFHdNDGfn3gOEtv7DeyrOahAlMqRZRklTWWICYr2yIp9WpUG8cFxKDGW9qsPibt8fGwLTJZmXDT6/AH3RREEATPjMrFy1nL8POFsVDXX4PGC5/FY/vOQIWPuIKeE7Q9REDEzLhMt1tZuW8ROGcvw8bEtCNUacFXaZR6PRxAEXJryC1yafCFqW+vwzx+fVqyfRF+Y1Hsxb/ooqFUiPtlZDJvk+9MHeovowEgAfdfU89vv83p6KJsr4oJj8cesW/Gb8b9GTGAUfij/EWt/+CeeKHgBB2sPe8UwmFPGMjy952XYZBt+O3kJxoQld7ufSlThmvZFL946+P6wmlGvprUWrbZWj3SSc0gKSYBFsqLUNDSVgzJTBb4+tR3RgZE4d5RrK6cBQJAmEFel/Qp/mnEHRockoq6tHuEBYUN2K2y2swm+65h1q2TFa/s3wibbsHj8QrdMG91fFyefj8tTL0F9WwMe+fFplHvhJDVM6r0I0wdgzpQ4VNW3Iu8n11YWozNpVVqEB4T1ek+92dKMn+qOINEwElEe6pAzWKIg4qz4GfjzrD/ilqk3YGxYCg7UHsLjBc9j/a5H8UP5j0NaO+vMUbtqsbZgyYSrMLmPRXASDPG4MOk81LXV419FHw9RlMoraV+ha5TB/ffTHZIMQ7cMqyzLeO/wZkiyhAVj50MjDn7NrlGGkViWdStumnItbpl2g1snm+lNbFA0UkJH46e6I6ht7biP/enxrSgxluKsETP6/Fx7wrykc7Fg7Hw0mJvwSP4zKDV6V0suk3ofLpyVCEEAPv6+2CtqX/4iJigK9W0NaLOZu92+p3o/JFka1DKrQ0UUREyOmoC7Mm/GPdN/j4yYqThlLMOr+9/GA9//DV+c2IbWIaz9OuaxbzIb8eu0X/V7dq0LR5+PEcGx+PbUDhyqK/JwlN6hxANzvp+uY211z3eWK6w5gAO1hzAhIg2TI92X8ERBxLToyRjpwRaN7pw1YjpkyNhZZh+zfqKxBJ8Vb0V4QBgWjL10SGPpbO6obFyVdjmazEY8mv+s8+LQGzCp9yE2PAgzxsfgRKUR+457b+cIX+PorNXTJDTOpnc3LuAyFJJCRuG3k3+Dv551D36e8DOYLCa8f+TfuH/7WvzryMcen5rVZGnGkwUvoqa1FpckzxvQWGKNqMZvJvwaAgS8cfBdmHu44PInjqQ+0uC5ZBUfHAuNqPb4HPAWyYr3Dm+GKIhYMHa+W1abU1pmzFRoRQ12lOXCYrPgtQMbIckSfjPh1x6Z+GYgfp7wMywetwAmSzMey38OJ7xkmV0m9X64eJa9p+fH33OhF3fprbNci7UVB2sPYaR+hFun7RxKUYGRuCrtcqw++z5cmnwh1IIan5/4Ciu3r8eG/Zs80mTXZjPj6d0vo9RUjp8nnI1LRl8w4HOMDknE3FHZqG6pweajn7k9Rm9zsqkUoVoDQrSem9hIJaqQoB+JMlOFRy+Uvjr5LapaanDOyLMwIjjWY+8zlHRqHTJipqK6tRZP73kZZaYKZI88C+MjxiodGgDg7JGzcM2EX6PZ2oLH8p/H8cYTSofEpN4fSXEGTEqOwMET9Sgq5SIY7tDbHPCF1QdglW2Kjk13F70mGBcnn49VP7sXV4+7EpGB4dhRnosHf/gHntr9EgrK9vVras6+WCUrnt/7Go41FmNGbCYWDqKmdmnKLxAdGIkvT36LYw3Kf0l5itFsQn1bAxI8eD/dISkkAZIsOVeDc7eGtiZ8evwLBGuC8MvkeR55D6U4Osz9VHcEkboIXJ56icIRdXXWiOm4dmIOWq2teDz/eRxtOK5oPEzq/XTJbHtt/ZMd/vslN5R6m4Amv33t9IwY77+f3l9alQZzRs7GX2bdjZumXIuU0NHYV3MQa7c9geXfPIBHfnwG/zn2OQ7XFXWZ7KM/JFnCq/vfxoHaQ5gcOQFLJvx6UHOYa1VaXDP+15Ah4/WD7ww4Hl8xFPfTHZyT0Hios9zmo5+i1daGS5MvHNLe4ENhTFgyonT2zrJLJvwaOnWAwhGdaWZcJm6YtBhmyYLHC17A4bqjisUy+K6Rw8T4xDAkjwjBj4eqUFptQnyUZ5YAHS4idREQBfGMmnqrtQ37aw4iLijGb5oQO3N0OJoWPRlHG4pxsOkgdpcewJH6YzhcfxQfw35vOzl0NNLCUjE2PAWjQ0ZB3UMvZlmWsfGnD/Bj5R6khiZj6eTfuKV38tjwFGSPPAvfnPoenx7/AvNTLhz0Ob2NM6l7YHrY0yUZHNPFuv++a3HjSewoy8VI/QjMGTnL7edXmiiI+N2Ua9FgbsTY8FSlw+lRVuw0qEQVXip8A0/ufhE3T71ekdsETOr9JAgCLpmdhCc/2ItPd57Ajb8c+qEU/kQlqhAVGHHGuur7a3+CRbJ61YQznpISmoRZYyajKqEJJkszjtQfxaG6IhyuP4pDdUdwqO4IcAzQihqkhI7G2PBUpIWnIsmQ4Ezcm49+hm9LdyJBH49bpl0PrUrjtvguT70YhdUH8N/iL5ERPWVIkt9QcvRY9uQYdYfooCjoVDqccHNnOVmW8e7hjyBDxsKx8926ypw3STDEIwHe//lLj56M301Zghf2bsAze17GTVOuw8TIcUMaA5P6AGSkRSEuIgjf7yvH5dnJiAjRKR2ST4sJjEZh8wGYLM0Ibm8ydCwskuGFE854UrAmyFmDB+z3e4/UH8Wh+iIcrjuKg3WHcbDuMAB783hq6GiEakOwozwXMYFRuC19qdt7A+vUOiwevwBP7n4Rrx/YhOXTfz9kY5SHQomxFAEqLaLaJ0PyJFEQkRiSgEN1R9BibXHb7yqvogBHG4qRHj0FaeFj3HJOGpwpURNx09Tr8dzeV/Hsnlfw2ylLMCVq4pC9v39e1nmIKAi4eHYibJKM/+4a+lWX/E3HfXV7E7zZZsHemgOIDowc8vGw3kavDUZ6zBRclXY5/jzrj1g/ZyWWTv4Nzhl5FiICwnCg9hB2lOciLCAUt6f/zmO9tydGjsPsuOk4aSzFlhNfe+Q9lGC2WVDRXIWR7XOzDwVHE/yJRvcsEtVmM+ODoo+hFtW4Yswv3XJOco9JkeNwy9QbIAgint+7YUiXbGZNfYDOmhSHf31zDF8XlOLSn42GPtB9zZ3DTefOcsmhiThQ+xPMNjPSo6f4xRhbdzJo9ciMmYrM9s6DjeYmHK0/jsSQBETowj363gvGXor9tT/h4+NbMC16MuKCYzz6fkOhzFQOSZaGpJOcQ8eKbScxLmLwterPi79EfVsDLkqa67WzLg5n4yPG4rZpN+KpPS/j21M7h6y2zpr6AKlVIi6cMQptFhu25nnHZAO+KiawfbW29rHq+ZX2hRuUWjvdl4RoDUiPmeLxhA4AQZog5Iy7AlbJitcPvANJ9v11EJz30z046czpEt3YWa6mpRZbTnyNUG0I5iWdN+jzkWeMDU/FX2ffg+smLhqy92RSd8E56fEI1qmxJa8EbWYuy+qqzjV1i2TF3ur9iNCFO7/8yHukR09GZsxUHGssxtcl25UOZ9AcPd9HeWAN9Z5E6MKg1wRjf81BbNi/CbvK89FkNrp0rg+KPoZFsuLyMZd45RAv6hAaEIIgzdDNfsek7gKdVo3zsxJgbLHgmz3eM+evrwkNCIFW1KCyuRo/1R5Gq60V6dGT2fTupa5KuxzBmiB8VPQJqltqlA5nUEqMpRAFcUiHTQqCgF8knQeNSoMd5bl4Zf9bWPHtKqz94Z/44Mh/cKD2UL8mIjpcV4T8yj1IDknE9Nh0zwdOPoX31F10flYCPt15Ap/9cALnZoyEWsXro4ESBRHRQVGobKl2zvXuTxPO+BuDVo+FYy/Dq/vfxhsH38Md6b/zyQswx8xucUEx0LhxCGB/nJ94Ds4bNQclxlIcrD2Mg7WHUVR/DKeMZdhy4mtoRDVSQ5MxPmIsxkekYaQ+rktHPkmW8M7hjwAAC9Mu89shbOQ6JnUXGYK0yJ4Wjy/ySvDDgQr8bPLw7q3tqpjAKJwyliGvsgCh2hCMbu9MRN5pRmwG8ip2o7DmALac+BrZI2dDp/atoZ1VLTUw28wYOYSd5DoTBRGJhgQkGhLwi6TzYLaZcaT+mD3J13X8Q9HH0GuCnQl+QsRYFFYfwCljGWbHTcfokERF4ifvxqQ+CBfOHIUvfzyFT3acwOxJcRB9sNaiNMeCLY4JZ1jz8G6CIODq8Vdi9Y6/419FH+PDok8wIjgWo0NGYXRoIkaHJGJEcKxX/x471lD3jslMtCotJkaOc05S0tDWhJ/qDrfX5A8ht6IAuRUFAOwXBAEqLS5LvUjBiMmbMakPQlRoIGZNjMX3+8qx50gN0sdGKR2Sz3F0lgOADD9YwGU4CAsIxR+zbsGu8nwcbzyB4saTKDWVY3vZLgBAgEqLJENHkh8dkojQAM+tgjZQQznnuytCAwyYGZeJmXGZkGUZZaYKHKw7jAO1h3C84QTmp1yI0IAQpcMkL8WkPkgXz07E9/vK8Z8dxzFtTKRP3mNUkqOmbtDokRqWrHA01F8j9SMwcoz9lpNNsqHMVIHjjSdwrPEEjjeexKH6IhyqL3LuH6ELx+iQUUgOScTo0ESM0o8c8vvZDkOxhrq7CIKAeH0c4vVxmDsqW+lwyAcwqQ9SQrQe6WOiUHCkGodLGpA2KkzpkHxKfHAsDFo95sTP8uomW+qZSlTZ5+Y2xGPOyNkAgBZrC4obS3Cs4QSON9r//Vi5Bz9W7gFgb0YOUgciQKVFgCoAOnUAAlT2fzpVAALUAQhQaTs9tr/ueN6kCkFVQyOskhVWyQpL+//O57LjsQ1WydL+v/31o/XFCA+wDy8j8jdM6m5wyewkFBypxsc7ipnUB0in1mHd2X9ROgxys0B1YHsHL/sqVbIso6a11pnkTzSdQrOlGa22NtS11aPV1AYZ8pDFl85bPeSnmNTdYExCKNISQrGnqAbHyhqRPIL3uwaCtyz8nyAIiAqMRFRgJGbEZZyxXZZlWCQr2mxtaLO1odXahlZbG9psZufzzts0OhGWVglqUQ2NqIba+U8FjaixPxZU3Wy3Px+KmfiIlMCk7iaXnJWEQ+/swepXc5EQrcfklAhMSo5AWkIoNGr/WdmKyBMEQYBWpYFWpYEB+j73j442oKqqaQgiI/ItTOpuMiUlEjdcMh4/7K/ATycbUFJlxKc7T0CrFjEuMRyTkyMwOSUCcRFBrJkSEZFHMKm7iSAIyJ4aj+yp8TBbbDh0sh6Fx2pReKwWe4/WYO/RGuALIDIkAJOSIzA5ORITRocjWMdV3oiIyD2Y1D1Aq1FhckokJqdEAgBqG1udCf7A8Vps212GbbvLIAhASnwIJidHYlJyBFJGhEAUWYsnIiLXMKkPgYgQHc6ZFo9zpsVDkmQcK2/EvqP2JF9U2oCiU4348NtjUKsEqFUiBEGAKACiKDgf2/8XIIodjwXHPrC/rlaJ0KhEaNSd/rU/V5/2XKNWdd2uEqFRC1CJItQqASqVCJVoj8fxXC22/68SnNtU7TF2JskyJMn+zybJkGX7/5IM5+vOfdq3deY8W6fzdn6H0+9eCI6ycJZRpzLr9TEvoIjIv3gsqUuShL/+9a/46aefoNVqsWbNGiQlJTm3b926FU8++STUajUWLFiAq666qs9j/IEoCkiND0VqfCgum5OM5lYL9h+vQ+GxWpyoaGpPdPbewJLc/rg9+cmyDKvNvqiD3J4g5fZ9JFmGzSbDahv6ta5Voj1JOpK4LxEFAar2iyn7RU7HY7Wq/WJI1XFBpFbbL2o0apX9f5XoLHubJMMmSe3/d3rNJsF2+j7tj9VqESIAjVqEVmO/0NK2X3Rp1SI0GhEBahU0GhFa9WnbNaLzwqTLcDC5y3/2x/JpG9tfk52fNfv/Mjo+e45tcvvnq/NzWZYhCMIZcTtj1Ijtr3U8V4n+PQ+B4+LVZpNhlSRYbfbfvbX9M2C12X/3soyuF8zdXEirVEN/0Wn/fpFhttpgtkgwW2xos9gft1ltMJttkGGPXdUet+OxutNjldi+rZvHvJj2PI8l9S1btsBsNmPjxo0oKCjA+vXr8fTTTwMALBYL1q1bh3fffReBgYG4+uqrcd555yE/P7/HY/xVkE6D6eNjMH18jFvOZ08wEizWTv/689xig02yXxRY2xOO1eZIPvbXrO3JyGqTumy3ShJUKhGSTXa2MIid/oBVYqcatNjRCuHYJoiCsybeTe7pOnq5PTt1TVhdL36cF0WdWwc6JSfnxVD7dpskwWK1/zwWq4RWsw1NzRbnc3dfpti/6OxfgIIgoM1s87mLIVeoRKHTRYm9RarzxYbjoXxaUTguNtp3AwAIogDJJrVfhHTs5zje8SlxPpbb36HTuR0tPIIACHA87vQ/0PW19n0AdLpwa//baP+bcCdRENqTfafEL4oQRXRqkWpvzTvjNXRttWp/XatVw2hqQ5tFak/eNvvj9uQtnV74HiJ2ilkQBai6iVXs5ueC4Gi1s++LLr87++udf6cQ2tcXP/1C4rSf8/Sf+vTnGrUKVqvN2XJqP6Ujho7ydvxsjrdzPJ45IdZt3/F98VhSz8vLQ3a2fVrD9PR0FBYWOrcVFRUhMTERoaGhAICsrCzk5uaioKCgx2Oof0RBgKhWDfkwOn8dYuSofTkudhwXQdb2CyKrTYLoSNJiR22r2+eqji9hB0e5SVJ7DckqwdL+hWuxSvYak+N1q/3L12KV2p/b0DmP9HaLwv6a0M1+HbckHAns9OeOL6zTn9tjbo/LamuPu2vsls6xd9rHYpWcSdgeUceXJYSO+J2XewK63JZRqwTYbHLHfu1JuPOXvuB43OkL3pGoHcm+o+XBnvRPb404fR/HxaFKFBCgUXV7a8pxW8r5vFNCVqns0TkuCuwXxo6L5I6Lg841+64X2ZK9tU6SOt3Cao/LeVsLfSZntcoev1ajQqBWhbBgLbQae+uP4/WA9tYhx2ONWgVRsMfuaH3o2iol9fC4o0IgnxZz11tx6PLc2TLZ6We1/012XLRJMpwXbI7fEdD1d3ratVzHZ7+PF4QuL3S6QHSBWi36flI3Go3Q6zvGm6pUKlitVqjVahiNRhgMHQs8BAcHw2g09npMT8LDg6B2cwKLjvaexSd8CcvNNSw38oQuCbP9MQAEaFRQqfz7VognOVoGcfptq05lLJ12cRgSrB2yocweS+p6vR4mk8n5XJIkZ3I+fZvJZILBYOj1mJ7U1TW7NW5/rXF6GsvNNSw317DcXMNyc81gy626xezGaHqvCHjsci0zMxPbtm0DABQUFCAtLc25LTU1FcXFxaivr4fZbEZubi4yMjJ6PYaIiIh657Ga+rx58/Ddd99h0aJFkGUZa9euxebNm9Hc3IycnBysWLECS5cuhSzLWLBgAWJjY7s9hoiIiPpHkOU+elR4OXc3JbF5yjUsN9ew3FzDcnMNy8013lZuijS/ExER0dBiUiciIvITTOpERER+gkmdiIjITzCpExER+QkmdSIiIj/BpE5EROQnmNSJiIj8hM9PPkNERER2rKkTERH5CSZ1IiIiP8GkTkRE5CeY1ImIiPwEkzoREZGfYFInIiLyE2qlA/AWkiThr3/9K3766SdotVqsWbMGSUlJSoflEy6//HIYDPb1fRMSErBu3TqFI/Juu3fvxsMPP4wNGzaguLgYK1asgCAIGDt2LB544AGIIq+1u9O53Pbt24ebb74Zo0ePBgBcffXVuOSSS5QN0MtYLBbcd999OHXqFMxmM2655RaMGTOGn7c+dFducXFxPvN5Y1Jvt2XLFpjNZmzcuBEFBQVYv349nn76aaXD8nptbW0AgA0bNigciW94/vnn8dFHHyEwMBAAsG7dOtx1112YNWsWVq5ciS+++ALz5s1TOErvc3q57d+/HzfccANuvPFGhSPzXh999BHCwsLw0EMPoa6uDldccQXGjx/Pz1sfuiu32267zWc+b7xEa5eXl4fs7GwAQHp6OgoLCxWOyDccPHgQLS0tuPHGG3HttdeioKBA6ZC8WmJiIh5//HHn83379mHmzJkAgHPOOQfbt29XKjSvdnq5FRYW4quvvsI111yD++67D0ajUcHovNNFF12EO++80/lcpVLx89YP3ZWbL33emNTbGY1G6PV653OVSgWr1apgRL5Bp9Nh6dKlePHFF/G///u/uPvuu1luvbjwwguhVnc0kMmyDEEQAADBwcFoampSKjSvdnq5TZ06Fffccw/eeOMNjBo1Ck8++aSC0Xmn4OBg6PV6GI1G3HHHHbjrrrv4eeuH7srNlz5vTOrt9Ho9TCaT87kkSV2+RKh7ycnJuOyyyyAIApKTkxEWFoaqqiqlw/IZne9nmkwmhISEKBiN75g3bx4mT57sfLx//36FI/JOZWVluPbaa/GrX/0K8+fP5+etn04vN1/6vDGpt8vMzMS2bdsAAAUFBUhLS1M4It/w7rvvYv369QCAiooKGI1GREdHKxyV75g4cSJ27twJANi2bRumT5+ucES+YenSpdizZw8A4Pvvv8ekSZMUjsj7VFdX48Ybb8Ty5cuxcOFCAPy89Ud35eZLnzcu6NLO0fv90KFDkGUZa9euRWpqqtJheT2z2Yx7770XpaWlEAQBd999NzIzM5UOy6uVlJTgj3/8IzZt2oRjx47hL3/5CywWC1JSUrBmzRqoVCqlQ/RKnctt3759WL16NTQaDaKiorB69eout88IWLNmDT755BOkpKQ4X/vzn/+MNWvW8PPWi+7K7a677sJDDz3kE583JnUiIiI/weZ3IiIiP8GkTkRE5CeY1ImIiPwEkzoREZGfYFInIiLyE0zqROQR77//PlasWKF0GETDCpM6ERGRn+A8qETD3HPPPYdPPvkENpsNc+bMwdVXX41bb70VKSkpOHLkCOLj4/HQQw8hLCwMX375JR555BFIkoRRo0Zh1apViIqKwvbt27F+/XrIsoz4+Hj8/e9/BwAUFxdjyZIlKC0txVlnnYU1a9Yo/NMS+TfW1ImGsW3btqGwsBDvvvsu/vWvf6GiogKbN2/GoUOHsHjxYvznP/9BamoqnnjiCdTU1GDlypV48sknsXnzZmRmZmLVqlUwm824++678be//Q2bN29GWloaPvjgAwD2ObQff/xxfPLJJ9i2bRsOHz6s8E9M5N9YUycaxr7//nvs2bMHV155JQCgtbUVsixj9OjRmDVrFgDg8ssvx913342zzz4bU6dORUJCAgAgJycHzz33HH766SfExsZiwoQJAIBly5YBsN9Tnz59OsLCwgDYl0+tq6sb4p+QaHhhUicaxmw2G6677jrccMMNAIDGxkaUl5fjD3/4g3MfWZahUqkgSVKXY2VZhtVqhUajcS7nCQBNTU3OFQ87r3QoCAI4KzWRZ7H5nWgYmz17Nj788EOYTCZYrVbcdtttKCwsxLFjx3DgwAEAwHvvvYdzzjkH06ZNw+7du1FSUgIA2LhxI2bNmoXk5GTU1NTgyJEjAIAXXngBb731lmI/E9Fwxpo60TA2d+5cHDx4EFdddRVsNhuys7MxY8YMhIaG4rHHHsOJEycwbtw4rFmzBkFBQVi1ahVuv/12WCwWxMfH48EHH0RAQAAeeugh3HPPPbBYLEhMTMT//d//4bPPPlP6xyMadrhKGxF1UVJSgmuvvRZbt25VOhQiGiA2vxMREfkJ1tSJiIj8BGvqREREfoJJnYiIyE8wqRMREfkJJnUiIiI/waRORETkJ5jUiYiI/MT/A7URR7cw7rtdAAAAAElFTkSuQmCC", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-05-20 14:03:18.384616: I tensorflow/core/common_runtime/executor.cc:1197] [/device:CPU:0] (DEBUG INFO) Executor start aborting (this does not indicate an error and you can ignore this message): INVALID_ARGUMENT: You must feed a value for placeholder tensor 'Placeholder/_0' with dtype int32\n", + "\t [[{{node Placeholder/_0}}]]\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -2834,54 +2527,80 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.48844404, 0.42727413, 0.47113671],\n", - " [0.49386472, 0.42868618, 0.4655962 ],\n", - " [0.49177125, 0.42216507, 0.48353312],\n", - " ...,\n", - " [0.91652336, 0.85127306, 0.91809901],\n", - " [0.87895251, 0.81076018, 0.8999536 ],\n", - " [0.88868853, 0.81165869, 0.89583139]])" + "(380, 3)" ] }, - "execution_count": 28, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "test" + "test.shape" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.44849795, 0.41096866, 0.48573786],\n", - " [0.44881928, 0.41099268, 0.48686698],\n", - " [0.44930065, 0.4111911 , 0.48808202],\n", - " ...,\n", - " [0.9163923 , 0.8349272 , 0.9748058 ],\n", - " [0.91798675, 0.83626634, 0.97800606],\n", - " [0.916981 , 0.83546776, 0.97858214]], dtype=float32)" + "(359, 3)" ] }, - "execution_count": 29, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "predictions" + "predictions.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'predictions' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[39mprint\u001b[39m(predictions\u001b[39m.\u001b[39mlength())\n", + "\u001b[0;31mNameError\u001b[0m: name 'predictions' is not defined" + ] + } + ], + "source": [ + "print(predictions.length())" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "print(type(predictions))" ] }, { @@ -2995,7 +2714,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.8.10" }, "vscode": { "interpreter": { diff --git a/demo.py b/demo.py new file mode 100644 index 0000000..d0c4bfb --- /dev/null +++ b/demo.py @@ -0,0 +1,71 @@ +import ts_models + +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import seaborn as sns +plt.style.use('seaborn') + +df=pd.read_csv('data\^NSEI.csv') +df + +df + +df=df.fillna(method='bfill') + +import tensorflow as tf + +data=np.array(df['Open']) +#data=tf.convert_to_tensor(data) + +"""#### UNIVARIATE FITTING FOR TCS SHARE PRICE FROM 2017 TO 30 JAN 2023""" + +from ts_models import univariate_ts_rnn +model=univariate_ts_rnn(epochs=1000, + batch_size=32, + hidden_layers=128, + time_steps=30, + normalize=True, + split=0.58) + +data + +plt.plot(data) +plt.title('TCSStockPrice') +plt.xlabel('timestep') + +model.train(data=data) + +"""#### MULTIVARIATE TIME SERIES FORECASTING FOR NFLX, AMZ,DPZ""" + +from ts_models import multivariate_ts_lstm + +model=multivariate_ts_lstm(n_past_days=21,batch_size=32) + +import sklearn +import pandas as pd +import numpy as np +data=pd.read_csv('data/portfolio_data.csv')[['AMZN','NFLX','DPZ']] +data=sklearn.preprocessing.MinMaxScaler().fit_transform(data) +data=np.array(data) + +data + +test,predictions=model.train_predict(data) + +test + +predictions + +import matplotlib.pyplot as plt +temp_df=pd.concat([pd.DataFrame(predictions[:,1]),pd.DataFrame(test[:len(predictions),1])],axis=1) +temp_df.plot(linewidth=1.7,marker = 'o') +plt.legend(['forecasted','actual']) +plt.title('Stock') + +import seaborn as sns +import numpy as np +sns.kdeplot(np.abs((test[:len(predictions)]-predictions).flatten()/(test[:len(predictions)]).flatten())) +plt.title('Relative Error Density') + +(test[:len(predictions)]-predictions).flatten().mean() diff --git a/index.html b/index.html new file mode 100644 index 0000000..f5ef797 --- /dev/null +++ b/index.html @@ -0,0 +1,53 @@ + + + + Test and Prediction Data + + +

Test and Prediction Data

+ +
+

Test Data

+
    +
    + +
    +

    Prediction Data

    +
      +
      + + + + diff --git a/predictions.json b/predictions.json new file mode 100644 index 0000000..ea2e493 --- /dev/null +++ b/predictions.json @@ -0,0 +1 @@ +[[0.46664756536483765, 0.4221603572368622, 0.5259369015693665], [0.4657556116580963, 0.4205775260925293, 0.5272940993309021], [0.46534648537635803, 0.4197274446487427, 0.5290156602859497], [0.46501174569129944, 0.4189681112766266, 0.5299062728881836], [0.4646834135055542, 0.41828906536102295, 0.5302708745002747], [0.46448206901550293, 0.4179174304008484, 0.5302954912185669], [0.4647396206855774, 0.41806560754776, 0.5308048725128174], [0.46546491980552673, 0.4186534285545349, 0.5321837663650513], [0.4666023552417755, 0.41953757405281067, 0.5341726541519165], [0.46772173047065735, 0.4201764762401581, 0.5366333723068237], [0.4685179889202118, 0.42067378759384155, 0.5382326245307922], [0.4692874848842621, 0.4211560785770416, 0.540640652179718], [0.47011324763298035, 0.42174646258354187, 0.5444158315658569], [0.4707399010658264, 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      Test and Prediction Data

      + +
      +

      Test Data

      +
        +
        + +
        +

        Prediction Data

        +
          +
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+++ b/trained_model.py @@ -0,0 +1,30 @@ +from flask import Flask, jsonify, render_template +from ts_models import multivariate_ts_lstm +import pandas as pd +import numpy as np +import sklearn +import json +import pickle + +data = pd.read_csv('data/portfolio_data.csv')[['AMZN', 'NFLX', 'DPZ']] +data = sklearn.preprocessing.MinMaxScaler().fit_transform(data) +data = np.array(data) + +model = multivariate_ts_lstm(n_past_days=21, batch_size=32) +test, predictions = model.train_predict(data) + +test_json = json.dumps(test.tolist()) +predictions_json = json.dumps(predictions.tolist()) + +# Convert test and predictions to JSON format +test_json = json.dumps(test.tolist()) +predictions_json = json.dumps(predictions.tolist()) + +# Write the JSON data to separate files +with open('test.json', 'w') as test_file: + test_file.write(test_json) + +with open('predictions.json', 'w') as predictions_file: + predictions_file.write(predictions_json) + +# return 'JSON files generated successfully.' \ No newline at end of file