Bootstrapping_LSTM.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fba7c664",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "420cc4c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import random\n",
    "import sys\n",
    "import eli5\n",
    "\n",
    "import d2d\n",
    "import importlib\n",
    "importlib.reload(d2d)\n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a099035b",
   "metadata": {},
   "outputs": [],
   "source": [
    "seeds = list(np.arange(1,101,1))\n",
    "\n",
    "\n",
    "history = {}\n",
    "val_performance = {}\n",
    "performance = {}\n",
    "\n",
    "residuals = {}\n",
    "true_discharge_vals = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2d646489",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-14 12:50:13.383939: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudnn.so.8'; dlerror: libcudnn.so.8: cannot open shared object file: No such file or directory\n",
      "2022-11-14 12:50:13.383968: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1934] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.\n",
      "Skipping registering GPU devices...\n",
      "2022-11-14 12:50:13.384348: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F AVX512_VNNI FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2308\n",
      "Fold number: 1\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 157ms/step - loss: 0.8885 - mean_absolute_error: 0.7713 - val_loss: 0.4671 - val_mean_absolute_error: 0.5267\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.4042 - mean_absolute_error: 0.5023 - val_loss: 0.3507 - val_mean_absolute_error: 0.4524\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2825 - mean_absolute_error: 0.4138 - val_loss: 0.3426 - val_mean_absolute_error: 0.4245\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.1987 - mean_absolute_error: 0.3318 - val_loss: 0.2871 - val_mean_absolute_error: 0.3775\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1438 - mean_absolute_error: 0.2804 - val_loss: 0.2575 - val_mean_absolute_error: 0.3356\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1075 - mean_absolute_error: 0.2435 - val_loss: 0.2160 - val_mean_absolute_error: 0.2866\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0814 - mean_absolute_error: 0.2050 - val_loss: 0.1954 - val_mean_absolute_error: 0.2450\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0611 - mean_absolute_error: 0.1701 - val_loss: 0.1976 - val_mean_absolute_error: 0.2546\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0503 - mean_absolute_error: 0.1552 - val_loss: 0.1839 - val_mean_absolute_error: 0.2294\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0299 - mean_absolute_error: 0.1179 - val_loss: 0.1879 - val_mean_absolute_error: 0.2267\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0259 - mean_absolute_error: 0.1082 - val_loss: 0.1871 - val_mean_absolute_error: 0.2229\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0189 - mean_absolute_error: 0.0885 - val_loss: 0.1814 - val_mean_absolute_error: 0.2149\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0188 - mean_absolute_error: 0.0893 - val_loss: 0.1718 - val_mean_absolute_error: 0.1931\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0164 - mean_absolute_error: 0.0788 - val_loss: 0.1675 - val_mean_absolute_error: 0.2007\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0179 - mean_absolute_error: 0.0814 - val_loss: 0.1592 - val_mean_absolute_error: 0.1798\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0117 - mean_absolute_error: 0.0681 - val_loss: 0.1659 - val_mean_absolute_error: 0.1975\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0103 - mean_absolute_error: 0.0668 - val_loss: 0.1638 - val_mean_absolute_error: 0.1907\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0139 - mean_absolute_error: 0.0784 - val_loss: 0.1652 - val_mean_absolute_error: 0.2030\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0105 - mean_absolute_error: 0.0679 - val_loss: 0.1674 - val_mean_absolute_error: 0.1985\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0141 - mean_absolute_error: 0.0838 - val_loss: 0.1692 - val_mean_absolute_error: 0.1999\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0109 - mean_absolute_error: 0.0692 - val_loss: 0.1723 - val_mean_absolute_error: 0.2187\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0180 - mean_absolute_error: 0.0949 - val_loss: 0.1760 - val_mean_absolute_error: 0.1985\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0150 - mean_absolute_error: 0.0813 - val_loss: 0.1932 - val_mean_absolute_error: 0.2312\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0342 - mean_absolute_error: 0.1244 - val_loss: 0.1631 - val_mean_absolute_error: 0.1968\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0392 - mean_absolute_error: 0.1357 - val_loss: 0.2610 - val_mean_absolute_error: 0.3171\n",
      "2/2 [==============================] - 0s 48ms/step - loss: 0.2610 - mean_absolute_error: 0.3171\n",
      "1/1 [==============================] - 0s 347ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 2\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 166ms/step - loss: 1.1304 - mean_absolute_error: 0.8493 - val_loss: 0.5909 - val_mean_absolute_error: 0.6019\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.5716 - mean_absolute_error: 0.5767 - val_loss: 0.3836 - val_mean_absolute_error: 0.4816\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.4010 - mean_absolute_error: 0.4897 - val_loss: 0.3564 - val_mean_absolute_error: 0.4615\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3057 - mean_absolute_error: 0.4167 - val_loss: 0.2563 - val_mean_absolute_error: 0.3905\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2248 - mean_absolute_error: 0.3546 - val_loss: 0.2545 - val_mean_absolute_error: 0.3748\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1880 - mean_absolute_error: 0.3125 - val_loss: 0.2378 - val_mean_absolute_error: 0.3338\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1814 - mean_absolute_error: 0.2976 - val_loss: 0.2126 - val_mean_absolute_error: 0.3365\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1508 - mean_absolute_error: 0.2757 - val_loss: 0.2080 - val_mean_absolute_error: 0.3269\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1178 - mean_absolute_error: 0.2379 - val_loss: 0.2001 - val_mean_absolute_error: 0.2932\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0943 - mean_absolute_error: 0.2150 - val_loss: 0.1962 - val_mean_absolute_error: 0.2934\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0818 - mean_absolute_error: 0.2024 - val_loss: 0.1664 - val_mean_absolute_error: 0.2761\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0585 - mean_absolute_error: 0.1663 - val_loss: 0.1667 - val_mean_absolute_error: 0.2438\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0477 - mean_absolute_error: 0.1516 - val_loss: 0.1486 - val_mean_absolute_error: 0.2211\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0373 - mean_absolute_error: 0.1347 - val_loss: 0.1426 - val_mean_absolute_error: 0.2186\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0325 - mean_absolute_error: 0.1283 - val_loss: 0.1567 - val_mean_absolute_error: 0.2343\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0274 - mean_absolute_error: 0.1191 - val_loss: 0.1431 - val_mean_absolute_error: 0.2107\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0210 - mean_absolute_error: 0.1020 - val_loss: 0.1375 - val_mean_absolute_error: 0.1969\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0159 - mean_absolute_error: 0.0873 - val_loss: 0.1502 - val_mean_absolute_error: 0.2031\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0175 - mean_absolute_error: 0.0843 - val_loss: 0.1515 - val_mean_absolute_error: 0.2137\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0222 - mean_absolute_error: 0.0996 - val_loss: 0.1352 - val_mean_absolute_error: 0.1972\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0130 - mean_absolute_error: 0.0787 - val_loss: 0.1362 - val_mean_absolute_error: 0.1997\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0132 - mean_absolute_error: 0.0814 - val_loss: 0.1409 - val_mean_absolute_error: 0.1802\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0078 - mean_absolute_error: 0.0608 - val_loss: 0.1412 - val_mean_absolute_error: 0.1843\n",
      "Epoch 24/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0097 - mean_absolute_error: 0.0681 - val_loss: 0.1352 - val_mean_absolute_error: 0.1737\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0063 - mean_absolute_error: 0.0542 - val_loss: 0.1328 - val_mean_absolute_error: 0.1780\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0083 - mean_absolute_error: 0.0638 - val_loss: 0.1344 - val_mean_absolute_error: 0.1679\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0069 - mean_absolute_error: 0.0569 - val_loss: 0.1382 - val_mean_absolute_error: 0.1748\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0092 - mean_absolute_error: 0.0649 - val_loss: 0.1346 - val_mean_absolute_error: 0.1724\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0058 - mean_absolute_error: 0.0524 - val_loss: 0.1326 - val_mean_absolute_error: 0.1774\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0089 - mean_absolute_error: 0.0657 - val_loss: 0.1380 - val_mean_absolute_error: 0.1751\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0086 - mean_absolute_error: 0.0651 - val_loss: 0.1340 - val_mean_absolute_error: 0.1658\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0091 - mean_absolute_error: 0.0659 - val_loss: 0.1343 - val_mean_absolute_error: 0.1830\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0062 - mean_absolute_error: 0.0572 - val_loss: 0.1327 - val_mean_absolute_error: 0.1637\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0059 - mean_absolute_error: 0.0523 - val_loss: 0.1377 - val_mean_absolute_error: 0.1784\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0078 - mean_absolute_error: 0.0618 - val_loss: 0.1303 - val_mean_absolute_error: 0.1522\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0048 - mean_absolute_error: 0.0486 - val_loss: 0.1332 - val_mean_absolute_error: 0.1757\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0050 - mean_absolute_error: 0.0523 - val_loss: 0.1368 - val_mean_absolute_error: 0.1593\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0030 - mean_absolute_error: 0.0381 - val_loss: 0.1346 - val_mean_absolute_error: 0.1645\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0043 - mean_absolute_error: 0.0456 - val_loss: 0.1309 - val_mean_absolute_error: 0.1604\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0022 - mean_absolute_error: 0.0324 - val_loss: 0.1317 - val_mean_absolute_error: 0.1573\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0025 - mean_absolute_error: 0.0347 - val_loss: 0.1371 - val_mean_absolute_error: 0.1625\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0021 - mean_absolute_error: 0.0314 - val_loss: 0.1346 - val_mean_absolute_error: 0.1537\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0023 - mean_absolute_error: 0.0327 - val_loss: 0.1335 - val_mean_absolute_error: 0.1609\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0016 - mean_absolute_error: 0.0295 - val_loss: 0.1333 - val_mean_absolute_error: 0.1507\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0014 - mean_absolute_error: 0.0258 - val_loss: 0.1367 - val_mean_absolute_error: 0.1609\n",
      "2/2 [==============================] - 0s 44ms/step - loss: 0.1367 - mean_absolute_error: 0.1609\n",
      "1/1 [==============================] - 0s 330ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 3\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 262ms/step - loss: 1.1784 - mean_absolute_error: 0.8903 - val_loss: 0.4151 - val_mean_absolute_error: 0.5200\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4722 - mean_absolute_error: 0.5358 - val_loss: 0.3881 - val_mean_absolute_error: 0.4904\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3297 - mean_absolute_error: 0.4616 - val_loss: 0.3635 - val_mean_absolute_error: 0.4775\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2299 - mean_absolute_error: 0.3540 - val_loss: 0.2756 - val_mean_absolute_error: 0.3699\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1700 - mean_absolute_error: 0.3031 - val_loss: 0.2232 - val_mean_absolute_error: 0.3477\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1215 - mean_absolute_error: 0.2542 - val_loss: 0.1989 - val_mean_absolute_error: 0.3128\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0835 - mean_absolute_error: 0.2118 - val_loss: 0.1685 - val_mean_absolute_error: 0.2783\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0622 - mean_absolute_error: 0.1817 - val_loss: 0.1445 - val_mean_absolute_error: 0.2434\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0481 - mean_absolute_error: 0.1604 - val_loss: 0.1411 - val_mean_absolute_error: 0.2235\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0321 - mean_absolute_error: 0.1257 - val_loss: 0.1388 - val_mean_absolute_error: 0.2179\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0243 - mean_absolute_error: 0.1074 - val_loss: 0.1293 - val_mean_absolute_error: 0.1948\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0191 - mean_absolute_error: 0.0919 - val_loss: 0.1266 - val_mean_absolute_error: 0.1812\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0134 - mean_absolute_error: 0.0723 - val_loss: 0.1266 - val_mean_absolute_error: 0.1711\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0100 - mean_absolute_error: 0.0630 - val_loss: 0.1266 - val_mean_absolute_error: 0.1699\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0081 - mean_absolute_error: 0.0535 - val_loss: 0.1213 - val_mean_absolute_error: 0.1602\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0070 - mean_absolute_error: 0.0478 - val_loss: 0.1260 - val_mean_absolute_error: 0.1584\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0048 - mean_absolute_error: 0.0384 - val_loss: 0.1241 - val_mean_absolute_error: 0.1538\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0039 - mean_absolute_error: 0.0334 - val_loss: 0.1264 - val_mean_absolute_error: 0.1514\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0031 - mean_absolute_error: 0.0292 - val_loss: 0.1256 - val_mean_absolute_error: 0.1471\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0025 - mean_absolute_error: 0.0252 - val_loss: 0.1253 - val_mean_absolute_error: 0.1452\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0022 - mean_absolute_error: 0.0224 - val_loss: 0.1240 - val_mean_absolute_error: 0.1443\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0019 - mean_absolute_error: 0.0208 - val_loss: 0.1218 - val_mean_absolute_error: 0.1425\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0018 - mean_absolute_error: 0.0200 - val_loss: 0.1210 - val_mean_absolute_error: 0.1436\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0015 - mean_absolute_error: 0.0196 - val_loss: 0.1203 - val_mean_absolute_error: 0.1426\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0014 - mean_absolute_error: 0.0204 - val_loss: 0.1239 - val_mean_absolute_error: 0.1429\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0020 - mean_absolute_error: 0.0270 - val_loss: 0.1306 - val_mean_absolute_error: 0.1472\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0035 - mean_absolute_error: 0.0375 - val_loss: 0.1492 - val_mean_absolute_error: 0.1803\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0056 - mean_absolute_error: 0.0498 - val_loss: 0.1816 - val_mean_absolute_error: 0.2364\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0147 - mean_absolute_error: 0.0895 - val_loss: 0.1565 - val_mean_absolute_error: 0.2022\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0358 - mean_absolute_error: 0.1329 - val_loss: 0.1386 - val_mean_absolute_error: 0.2374\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0655 - mean_absolute_error: 0.1866 - val_loss: 0.1673 - val_mean_absolute_error: 0.2678\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0963 - mean_absolute_error: 0.2199 - val_loss: 0.1901 - val_mean_absolute_error: 0.2880\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0691 - mean_absolute_error: 0.1953 - val_loss: 0.1412 - val_mean_absolute_error: 0.2445\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0438 - mean_absolute_error: 0.1582 - val_loss: 0.1289 - val_mean_absolute_error: 0.2250\n",
      "2/2 [==============================] - 0s 44ms/step - loss: 0.1289 - mean_absolute_error: 0.2250\n",
      "1/1 [==============================] - 0s 322ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 4\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 147ms/step - loss: 0.8850 - mean_absolute_error: 0.7351 - val_loss: 0.3163 - val_mean_absolute_error: 0.4300\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4337 - mean_absolute_error: 0.5103 - val_loss: 0.2246 - val_mean_absolute_error: 0.3579\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2444 - mean_absolute_error: 0.3814 - val_loss: 0.2083 - val_mean_absolute_error: 0.3362\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1629 - mean_absolute_error: 0.3110 - val_loss: 0.2032 - val_mean_absolute_error: 0.3268\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1248 - mean_absolute_error: 0.2652 - val_loss: 0.1764 - val_mean_absolute_error: 0.3019\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0965 - mean_absolute_error: 0.2267 - val_loss: 0.1710 - val_mean_absolute_error: 0.2714\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0780 - mean_absolute_error: 0.1968 - val_loss: 0.1658 - val_mean_absolute_error: 0.2490\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0525 - mean_absolute_error: 0.1645 - val_loss: 0.1427 - val_mean_absolute_error: 0.2305\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0441 - mean_absolute_error: 0.1477 - val_loss: 0.1624 - val_mean_absolute_error: 0.2758\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0530 - mean_absolute_error: 0.1600 - val_loss: 0.1464 - val_mean_absolute_error: 0.2341\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0386 - mean_absolute_error: 0.1347 - val_loss: 0.1491 - val_mean_absolute_error: 0.2294\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0369 - mean_absolute_error: 0.1274 - val_loss: 0.1347 - val_mean_absolute_error: 0.2340\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0342 - mean_absolute_error: 0.1207 - val_loss: 0.1242 - val_mean_absolute_error: 0.1987\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0197 - mean_absolute_error: 0.0965 - val_loss: 0.1397 - val_mean_absolute_error: 0.2157\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0156 - mean_absolute_error: 0.0872 - val_loss: 0.1324 - val_mean_absolute_error: 0.2001\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0144 - mean_absolute_error: 0.0830 - val_loss: 0.1303 - val_mean_absolute_error: 0.2069\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0123 - mean_absolute_error: 0.0729 - val_loss: 0.1327 - val_mean_absolute_error: 0.1996\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0142 - mean_absolute_error: 0.0792 - val_loss: 0.1474 - val_mean_absolute_error: 0.2157\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0097 - mean_absolute_error: 0.0683 - val_loss: 0.1465 - val_mean_absolute_error: 0.2214\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0156 - mean_absolute_error: 0.0864 - val_loss: 0.1289 - val_mean_absolute_error: 0.2049\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0130 - mean_absolute_error: 0.0798 - val_loss: 0.1279 - val_mean_absolute_error: 0.2160\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0157 - mean_absolute_error: 0.0924 - val_loss: 0.1446 - val_mean_absolute_error: 0.2225\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0095 - mean_absolute_error: 0.0704 - val_loss: 0.1395 - val_mean_absolute_error: 0.2083\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.1395 - mean_absolute_error: 0.2083\n",
      "1/1 [==============================] - 0s 333ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 5\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 151ms/step - loss: 0.9770 - mean_absolute_error: 0.8044 - val_loss: 0.6981 - val_mean_absolute_error: 0.6657\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.5844 - mean_absolute_error: 0.6205 - val_loss: 0.4212 - val_mean_absolute_error: 0.5432\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.4237 - mean_absolute_error: 0.5152 - val_loss: 0.4091 - val_mean_absolute_error: 0.5248\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.3325 - mean_absolute_error: 0.4427 - val_loss: 0.3463 - val_mean_absolute_error: 0.4586\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2971 - mean_absolute_error: 0.3992 - val_loss: 0.3615 - val_mean_absolute_error: 0.4489\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2556 - mean_absolute_error: 0.3588 - val_loss: 0.2690 - val_mean_absolute_error: 0.3752\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2131 - mean_absolute_error: 0.3303 - val_loss: 0.2244 - val_mean_absolute_error: 0.3469\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1651 - mean_absolute_error: 0.2808 - val_loss: 0.2082 - val_mean_absolute_error: 0.3313\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1227 - mean_absolute_error: 0.2334 - val_loss: 0.1868 - val_mean_absolute_error: 0.3077\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0960 - mean_absolute_error: 0.2053 - val_loss: 0.1801 - val_mean_absolute_error: 0.2949\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0783 - mean_absolute_error: 0.1814 - val_loss: 0.1737 - val_mean_absolute_error: 0.2762\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0527 - mean_absolute_error: 0.1613 - val_loss: 0.1652 - val_mean_absolute_error: 0.2612\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0389 - mean_absolute_error: 0.1313 - val_loss: 0.1658 - val_mean_absolute_error: 0.2624\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0305 - mean_absolute_error: 0.1105 - val_loss: 0.1502 - val_mean_absolute_error: 0.2314\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0285 - mean_absolute_error: 0.1063 - val_loss: 0.1405 - val_mean_absolute_error: 0.2226\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0293 - mean_absolute_error: 0.1160 - val_loss: 0.1406 - val_mean_absolute_error: 0.2259\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0219 - mean_absolute_error: 0.0967 - val_loss: 0.1553 - val_mean_absolute_error: 0.2230\n",
      "Epoch 18/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0177 - mean_absolute_error: 0.0889 - val_loss: 0.1332 - val_mean_absolute_error: 0.2098\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0135 - mean_absolute_error: 0.0748 - val_loss: 0.1183 - val_mean_absolute_error: 0.1872\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0092 - mean_absolute_error: 0.0651 - val_loss: 0.1157 - val_mean_absolute_error: 0.1871\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0067 - mean_absolute_error: 0.0553 - val_loss: 0.1166 - val_mean_absolute_error: 0.1752\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0070 - mean_absolute_error: 0.0537 - val_loss: 0.1258 - val_mean_absolute_error: 0.1839\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0082 - mean_absolute_error: 0.0575 - val_loss: 0.1303 - val_mean_absolute_error: 0.1954\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0072 - mean_absolute_error: 0.0547 - val_loss: 0.1321 - val_mean_absolute_error: 0.2017\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0128 - mean_absolute_error: 0.0745 - val_loss: 0.1299 - val_mean_absolute_error: 0.1956\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0152 - mean_absolute_error: 0.0801 - val_loss: 0.1366 - val_mean_absolute_error: 0.2272\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0186 - mean_absolute_error: 0.0961 - val_loss: 0.1263 - val_mean_absolute_error: 0.2039\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0173 - mean_absolute_error: 0.0854 - val_loss: 0.1391 - val_mean_absolute_error: 0.2090\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0114 - mean_absolute_error: 0.0799 - val_loss: 0.1295 - val_mean_absolute_error: 0.2053\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0105 - mean_absolute_error: 0.0727 - val_loss: 0.1189 - val_mean_absolute_error: 0.1673\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.1189 - mean_absolute_error: 0.1673\n",
      "WARNING:tensorflow:5 out of the last 5 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f431368c950> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n",
      "1/1 [==============================] - 0s 343ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 6\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.9132 - mean_absolute_error: 0.7323 - val_loss: 0.7097 - val_mean_absolute_error: 0.6420\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.5431 - mean_absolute_error: 0.5740 - val_loss: 0.3781 - val_mean_absolute_error: 0.4836\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.3331 - mean_absolute_error: 0.4319 - val_loss: 0.3766 - val_mean_absolute_error: 0.4753\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.2360 - mean_absolute_error: 0.3696 - val_loss: 0.2934 - val_mean_absolute_error: 0.4186\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1926 - mean_absolute_error: 0.3362 - val_loss: 0.2370 - val_mean_absolute_error: 0.3632\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1563 - mean_absolute_error: 0.2812 - val_loss: 0.1954 - val_mean_absolute_error: 0.3254\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1326 - mean_absolute_error: 0.2504 - val_loss: 0.1756 - val_mean_absolute_error: 0.2928\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0994 - mean_absolute_error: 0.2125 - val_loss: 0.1731 - val_mean_absolute_error: 0.2828\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0765 - mean_absolute_error: 0.1836 - val_loss: 0.1605 - val_mean_absolute_error: 0.2549\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0588 - mean_absolute_error: 0.1552 - val_loss: 0.1538 - val_mean_absolute_error: 0.2387\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0448 - mean_absolute_error: 0.1332 - val_loss: 0.1499 - val_mean_absolute_error: 0.2294\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0328 - mean_absolute_error: 0.1135 - val_loss: 0.1354 - val_mean_absolute_error: 0.2235\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0298 - mean_absolute_error: 0.1048 - val_loss: 0.1425 - val_mean_absolute_error: 0.2261\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0278 - mean_absolute_error: 0.0960 - val_loss: 0.1410 - val_mean_absolute_error: 0.2199\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0230 - mean_absolute_error: 0.0871 - val_loss: 0.1331 - val_mean_absolute_error: 0.2083\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0232 - mean_absolute_error: 0.0917 - val_loss: 0.1298 - val_mean_absolute_error: 0.1987\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0186 - mean_absolute_error: 0.0814 - val_loss: 0.1252 - val_mean_absolute_error: 0.1948\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0163 - mean_absolute_error: 0.0718 - val_loss: 0.1288 - val_mean_absolute_error: 0.1987\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0145 - mean_absolute_error: 0.0688 - val_loss: 0.1222 - val_mean_absolute_error: 0.1773\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0144 - mean_absolute_error: 0.0686 - val_loss: 0.1189 - val_mean_absolute_error: 0.1798\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0194 - mean_absolute_error: 0.0799 - val_loss: 0.1418 - val_mean_absolute_error: 0.2345\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0243 - mean_absolute_error: 0.0989 - val_loss: 0.1199 - val_mean_absolute_error: 0.1848\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0142 - mean_absolute_error: 0.0762 - val_loss: 0.1185 - val_mean_absolute_error: 0.1902\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0173 - mean_absolute_error: 0.0725 - val_loss: 0.1268 - val_mean_absolute_error: 0.1951\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0242 - mean_absolute_error: 0.0879 - val_loss: 0.1214 - val_mean_absolute_error: 0.2004\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0226 - mean_absolute_error: 0.0954 - val_loss: 0.1135 - val_mean_absolute_error: 0.1859\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0193 - mean_absolute_error: 0.0885 - val_loss: 0.1159 - val_mean_absolute_error: 0.1903\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0210 - mean_absolute_error: 0.0845 - val_loss: 0.1292 - val_mean_absolute_error: 0.1973\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0163 - mean_absolute_error: 0.0768 - val_loss: 0.1276 - val_mean_absolute_error: 0.2008\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0143 - mean_absolute_error: 0.0745 - val_loss: 0.1235 - val_mean_absolute_error: 0.1980\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0154 - mean_absolute_error: 0.0780 - val_loss: 0.1288 - val_mean_absolute_error: 0.1875\n",
      "Epoch 32/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0237 - mean_absolute_error: 0.0895 - val_loss: 0.1224 - val_mean_absolute_error: 0.2114\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0274 - mean_absolute_error: 0.1125 - val_loss: 0.1239 - val_mean_absolute_error: 0.2043\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0225 - mean_absolute_error: 0.0987 - val_loss: 0.1189 - val_mean_absolute_error: 0.2232\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0239 - mean_absolute_error: 0.1135 - val_loss: 0.0953 - val_mean_absolute_error: 0.1675\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0179 - mean_absolute_error: 0.0957 - val_loss: 0.1139 - val_mean_absolute_error: 0.2290\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0241 - mean_absolute_error: 0.1163 - val_loss: 0.0995 - val_mean_absolute_error: 0.1863\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0186 - mean_absolute_error: 0.0993 - val_loss: 0.1114 - val_mean_absolute_error: 0.2096\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0214 - mean_absolute_error: 0.1056 - val_loss: 0.0936 - val_mean_absolute_error: 0.1825\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0190 - mean_absolute_error: 0.1032 - val_loss: 0.0926 - val_mean_absolute_error: 0.1850\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0187 - mean_absolute_error: 0.1010 - val_loss: 0.1050 - val_mean_absolute_error: 0.1973\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0155 - mean_absolute_error: 0.0952 - val_loss: 0.0892 - val_mean_absolute_error: 0.1599\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0151 - mean_absolute_error: 0.0847 - val_loss: 0.0976 - val_mean_absolute_error: 0.1869\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0112 - mean_absolute_error: 0.0762 - val_loss: 0.0947 - val_mean_absolute_error: 0.1699\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0118 - mean_absolute_error: 0.0717 - val_loss: 0.0871 - val_mean_absolute_error: 0.1573\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0079 - mean_absolute_error: 0.0606 - val_loss: 0.1101 - val_mean_absolute_error: 0.1798\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0124 - mean_absolute_error: 0.0677 - val_loss: 0.1145 - val_mean_absolute_error: 0.1715\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0079 - mean_absolute_error: 0.0587 - val_loss: 0.1159 - val_mean_absolute_error: 0.1781\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0078 - mean_absolute_error: 0.0574 - val_loss: 0.1184 - val_mean_absolute_error: 0.1781\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0143 - mean_absolute_error: 0.0754 - val_loss: 0.1215 - val_mean_absolute_error: 0.1855\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0148 - mean_absolute_error: 0.0747 - val_loss: 0.1213 - val_mean_absolute_error: 0.1973\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0148 - mean_absolute_error: 0.0803 - val_loss: 0.1194 - val_mean_absolute_error: 0.1854\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0173 - mean_absolute_error: 0.0785 - val_loss: 0.1238 - val_mean_absolute_error: 0.2019\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0122 - mean_absolute_error: 0.0741 - val_loss: 0.1170 - val_mean_absolute_error: 0.1883\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0093 - mean_absolute_error: 0.0628 - val_loss: 0.1197 - val_mean_absolute_error: 0.1898\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.1197 - mean_absolute_error: 0.1898\n",
      "WARNING:tensorflow:6 out of the last 6 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f4314539cb0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n",
      "1/1 [==============================] - 0s 338ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 7\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 152ms/step - loss: 0.8411 - mean_absolute_error: 0.7438 - val_loss: 0.4727 - val_mean_absolute_error: 0.5494\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.4169 - mean_absolute_error: 0.5027 - val_loss: 0.3251 - val_mean_absolute_error: 0.4248\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2621 - mean_absolute_error: 0.4071 - val_loss: 0.2524 - val_mean_absolute_error: 0.3695\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1776 - mean_absolute_error: 0.3254 - val_loss: 0.2065 - val_mean_absolute_error: 0.3265\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1286 - mean_absolute_error: 0.2754 - val_loss: 0.1765 - val_mean_absolute_error: 0.2913\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0989 - mean_absolute_error: 0.2408 - val_loss: 0.1812 - val_mean_absolute_error: 0.3057\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0704 - mean_absolute_error: 0.1945 - val_loss: 0.1667 - val_mean_absolute_error: 0.2606\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0643 - mean_absolute_error: 0.1847 - val_loss: 0.1696 - val_mean_absolute_error: 0.2608\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0725 - mean_absolute_error: 0.1832 - val_loss: 0.1445 - val_mean_absolute_error: 0.2341\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0483 - mean_absolute_error: 0.1427 - val_loss: 0.1216 - val_mean_absolute_error: 0.2062\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0352 - mean_absolute_error: 0.1304 - val_loss: 0.1251 - val_mean_absolute_error: 0.2072\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0319 - mean_absolute_error: 0.1199 - val_loss: 0.1083 - val_mean_absolute_error: 0.1822\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0238 - mean_absolute_error: 0.1042 - val_loss: 0.1078 - val_mean_absolute_error: 0.1747\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0167 - mean_absolute_error: 0.0857 - val_loss: 0.1092 - val_mean_absolute_error: 0.1712\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0152 - mean_absolute_error: 0.0783 - val_loss: 0.1165 - val_mean_absolute_error: 0.1783\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0125 - mean_absolute_error: 0.0651 - val_loss: 0.1127 - val_mean_absolute_error: 0.1716\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0140 - mean_absolute_error: 0.0726 - val_loss: 0.1043 - val_mean_absolute_error: 0.1615\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0101 - mean_absolute_error: 0.0601 - val_loss: 0.1022 - val_mean_absolute_error: 0.1686\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0148 - mean_absolute_error: 0.0794 - val_loss: 0.0988 - val_mean_absolute_error: 0.1490\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0166 - mean_absolute_error: 0.0846 - val_loss: 0.1240 - val_mean_absolute_error: 0.1997\n",
      "Epoch 21/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0208 - mean_absolute_error: 0.1006 - val_loss: 0.1131 - val_mean_absolute_error: 0.1686\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0276 - mean_absolute_error: 0.1051 - val_loss: 0.1246 - val_mean_absolute_error: 0.2111\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0180 - mean_absolute_error: 0.0923 - val_loss: 0.1034 - val_mean_absolute_error: 0.1649\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0192 - mean_absolute_error: 0.0939 - val_loss: 0.1320 - val_mean_absolute_error: 0.2118\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0301 - mean_absolute_error: 0.1180 - val_loss: 0.1138 - val_mean_absolute_error: 0.2004\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0151 - mean_absolute_error: 0.0821 - val_loss: 0.1058 - val_mean_absolute_error: 0.1713\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0145 - mean_absolute_error: 0.0841 - val_loss: 0.1150 - val_mean_absolute_error: 0.1925\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0103 - mean_absolute_error: 0.0675 - val_loss: 0.0920 - val_mean_absolute_error: 0.1586\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0059 - mean_absolute_error: 0.0482 - val_loss: 0.0951 - val_mean_absolute_error: 0.1388\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0044 - mean_absolute_error: 0.0386 - val_loss: 0.0967 - val_mean_absolute_error: 0.1446\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0039 - mean_absolute_error: 0.0350 - val_loss: 0.0906 - val_mean_absolute_error: 0.1380\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0029 - mean_absolute_error: 0.0259 - val_loss: 0.0917 - val_mean_absolute_error: 0.1292\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0027 - mean_absolute_error: 0.0233 - val_loss: 0.0935 - val_mean_absolute_error: 0.1337\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0024 - mean_absolute_error: 0.0205 - val_loss: 0.0917 - val_mean_absolute_error: 0.1252\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0021 - mean_absolute_error: 0.0170 - val_loss: 0.0922 - val_mean_absolute_error: 0.1291\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0022 - mean_absolute_error: 0.0176 - val_loss: 0.0928 - val_mean_absolute_error: 0.1262\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0020 - mean_absolute_error: 0.0160 - val_loss: 0.0930 - val_mean_absolute_error: 0.1280\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0020 - mean_absolute_error: 0.0169 - val_loss: 0.0920 - val_mean_absolute_error: 0.1258\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0019 - mean_absolute_error: 0.0150 - val_loss: 0.0922 - val_mean_absolute_error: 0.1277\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0020 - mean_absolute_error: 0.0172 - val_loss: 0.0925 - val_mean_absolute_error: 0.1253\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0018 - mean_absolute_error: 0.0154 - val_loss: 0.0929 - val_mean_absolute_error: 0.1292\n",
      "2/2 [==============================] - 0s 42ms/step - loss: 0.0929 - mean_absolute_error: 0.1292\n",
      "1/1 [==============================] - 0s 328ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 8\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 1.0249 - mean_absolute_error: 0.8145 - val_loss: 0.5515 - val_mean_absolute_error: 0.6655\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4922 - mean_absolute_error: 0.5625 - val_loss: 0.4444 - val_mean_absolute_error: 0.5353\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3378 - mean_absolute_error: 0.4422 - val_loss: 0.3355 - val_mean_absolute_error: 0.4763\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2552 - mean_absolute_error: 0.3694 - val_loss: 0.3025 - val_mean_absolute_error: 0.3961\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2064 - mean_absolute_error: 0.3114 - val_loss: 0.2391 - val_mean_absolute_error: 0.3617\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1563 - mean_absolute_error: 0.2684 - val_loss: 0.1985 - val_mean_absolute_error: 0.3111\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1150 - mean_absolute_error: 0.2234 - val_loss: 0.1817 - val_mean_absolute_error: 0.3031\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0944 - mean_absolute_error: 0.2029 - val_loss: 0.1828 - val_mean_absolute_error: 0.2985\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0722 - mean_absolute_error: 0.1769 - val_loss: 0.1765 - val_mean_absolute_error: 0.2880\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0591 - mean_absolute_error: 0.1526 - val_loss: 0.1620 - val_mean_absolute_error: 0.2718\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0461 - mean_absolute_error: 0.1314 - val_loss: 0.1458 - val_mean_absolute_error: 0.2502\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0352 - mean_absolute_error: 0.1159 - val_loss: 0.1294 - val_mean_absolute_error: 0.2415\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0300 - mean_absolute_error: 0.1090 - val_loss: 0.1183 - val_mean_absolute_error: 0.2234\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0247 - mean_absolute_error: 0.0988 - val_loss: 0.1269 - val_mean_absolute_error: 0.2221\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0257 - mean_absolute_error: 0.1071 - val_loss: 0.1634 - val_mean_absolute_error: 0.2815\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0321 - mean_absolute_error: 0.1197 - val_loss: 0.1627 - val_mean_absolute_error: 0.2793\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0451 - mean_absolute_error: 0.1479 - val_loss: 0.1291 - val_mean_absolute_error: 0.2500\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0431 - mean_absolute_error: 0.1580 - val_loss: 0.1672 - val_mean_absolute_error: 0.2828\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0377 - mean_absolute_error: 0.1476 - val_loss: 0.1811 - val_mean_absolute_error: 0.2773\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0320 - mean_absolute_error: 0.1307 - val_loss: 0.1802 - val_mean_absolute_error: 0.2806\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0277 - mean_absolute_error: 0.1179 - val_loss: 0.1643 - val_mean_absolute_error: 0.2632\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0260 - mean_absolute_error: 0.1198 - val_loss: 0.1459 - val_mean_absolute_error: 0.2297\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0162 - mean_absolute_error: 0.0892 - val_loss: 0.1383 - val_mean_absolute_error: 0.2223\n",
      "2/2 [==============================] - 0s 42ms/step - loss: 0.1383 - mean_absolute_error: 0.2223\n",
      "1/1 [==============================] - 0s 306ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 9\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 150ms/step - loss: 1.0624 - mean_absolute_error: 0.8448 - val_loss: 0.7156 - val_mean_absolute_error: 0.7216\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5209 - mean_absolute_error: 0.5974 - val_loss: 0.4171 - val_mean_absolute_error: 0.5285\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.3276 - mean_absolute_error: 0.4480 - val_loss: 0.3144 - val_mean_absolute_error: 0.4314\n",
      "Epoch 4/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2330 - mean_absolute_error: 0.3710 - val_loss: 0.2946 - val_mean_absolute_error: 0.4128\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1880 - mean_absolute_error: 0.3252 - val_loss: 0.2498 - val_mean_absolute_error: 0.3592\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1546 - mean_absolute_error: 0.2831 - val_loss: 0.2097 - val_mean_absolute_error: 0.3301\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1232 - mean_absolute_error: 0.2466 - val_loss: 0.2189 - val_mean_absolute_error: 0.3281\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1156 - mean_absolute_error: 0.2347 - val_loss: 0.1763 - val_mean_absolute_error: 0.2850\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0843 - mean_absolute_error: 0.1962 - val_loss: 0.1834 - val_mean_absolute_error: 0.2960\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0815 - mean_absolute_error: 0.1979 - val_loss: 0.1481 - val_mean_absolute_error: 0.2618\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0624 - mean_absolute_error: 0.1649 - val_loss: 0.1383 - val_mean_absolute_error: 0.2391\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0528 - mean_absolute_error: 0.1491 - val_loss: 0.1322 - val_mean_absolute_error: 0.2224\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0420 - mean_absolute_error: 0.1276 - val_loss: 0.1204 - val_mean_absolute_error: 0.2076\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0365 - mean_absolute_error: 0.1173 - val_loss: 0.1286 - val_mean_absolute_error: 0.2014\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0334 - mean_absolute_error: 0.1105 - val_loss: 0.1628 - val_mean_absolute_error: 0.2336\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0337 - mean_absolute_error: 0.1140 - val_loss: 0.1110 - val_mean_absolute_error: 0.1833\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0255 - mean_absolute_error: 0.0971 - val_loss: 0.0987 - val_mean_absolute_error: 0.1711\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0199 - mean_absolute_error: 0.0820 - val_loss: 0.1082 - val_mean_absolute_error: 0.1813\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0178 - mean_absolute_error: 0.0813 - val_loss: 0.0984 - val_mean_absolute_error: 0.1631\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0143 - mean_absolute_error: 0.0686 - val_loss: 0.1112 - val_mean_absolute_error: 0.1710\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0136 - mean_absolute_error: 0.0672 - val_loss: 0.1096 - val_mean_absolute_error: 0.1707\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0120 - mean_absolute_error: 0.0683 - val_loss: 0.0951 - val_mean_absolute_error: 0.1519\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0104 - mean_absolute_error: 0.0594 - val_loss: 0.1059 - val_mean_absolute_error: 0.1599\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0108 - mean_absolute_error: 0.0616 - val_loss: 0.1151 - val_mean_absolute_error: 0.1814\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0107 - mean_absolute_error: 0.0685 - val_loss: 0.0941 - val_mean_absolute_error: 0.1487\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0090 - mean_absolute_error: 0.0611 - val_loss: 0.0942 - val_mean_absolute_error: 0.1407\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0071 - mean_absolute_error: 0.0549 - val_loss: 0.1261 - val_mean_absolute_error: 0.1872\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0080 - mean_absolute_error: 0.0600 - val_loss: 0.0989 - val_mean_absolute_error: 0.1500\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0069 - mean_absolute_error: 0.0567 - val_loss: 0.0884 - val_mean_absolute_error: 0.1376\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0065 - mean_absolute_error: 0.0542 - val_loss: 0.1090 - val_mean_absolute_error: 0.1579\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0062 - mean_absolute_error: 0.0517 - val_loss: 0.1054 - val_mean_absolute_error: 0.1645\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0056 - mean_absolute_error: 0.0533 - val_loss: 0.0906 - val_mean_absolute_error: 0.1427\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0052 - mean_absolute_error: 0.0479 - val_loss: 0.1017 - val_mean_absolute_error: 0.1471\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0047 - mean_absolute_error: 0.0475 - val_loss: 0.1090 - val_mean_absolute_error: 0.1703\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0049 - mean_absolute_error: 0.0502 - val_loss: 0.0935 - val_mean_absolute_error: 0.1398\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0058 - mean_absolute_error: 0.0507 - val_loss: 0.0920 - val_mean_absolute_error: 0.1344\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0045 - mean_absolute_error: 0.0486 - val_loss: 0.1246 - val_mean_absolute_error: 0.1851\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0062 - mean_absolute_error: 0.0541 - val_loss: 0.0977 - val_mean_absolute_error: 0.1442\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0058 - mean_absolute_error: 0.0557 - val_loss: 0.0896 - val_mean_absolute_error: 0.1404\n",
      "2/2 [==============================] - 0s 41ms/step - loss: 0.0896 - mean_absolute_error: 0.1404\n",
      "1/1 [==============================] - 0s 345ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 10\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 154ms/step - loss: 0.7681 - mean_absolute_error: 0.6921 - val_loss: 0.4885 - val_mean_absolute_error: 0.5408\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4101 - mean_absolute_error: 0.5145 - val_loss: 0.3876 - val_mean_absolute_error: 0.4601\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2593 - mean_absolute_error: 0.3969 - val_loss: 0.3280 - val_mean_absolute_error: 0.3970\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1767 - mean_absolute_error: 0.3171 - val_loss: 0.3111 - val_mean_absolute_error: 0.3891\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1242 - mean_absolute_error: 0.2724 - val_loss: 0.2612 - val_mean_absolute_error: 0.3441\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0904 - mean_absolute_error: 0.2242 - val_loss: 0.2282 - val_mean_absolute_error: 0.3153\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0806 - mean_absolute_error: 0.2071 - val_loss: 0.2296 - val_mean_absolute_error: 0.3004\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0738 - mean_absolute_error: 0.1965 - val_loss: 0.2015 - val_mean_absolute_error: 0.2809\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0584 - mean_absolute_error: 0.1816 - val_loss: 0.2252 - val_mean_absolute_error: 0.3159\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0876 - mean_absolute_error: 0.2103 - val_loss: 0.2108 - val_mean_absolute_error: 0.2721\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0563 - mean_absolute_error: 0.1731 - val_loss: 0.2020 - val_mean_absolute_error: 0.2832\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0797 - mean_absolute_error: 0.1887 - val_loss: 0.2040 - val_mean_absolute_error: 0.2949\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0622 - mean_absolute_error: 0.1817 - val_loss: 0.1973 - val_mean_absolute_error: 0.2869\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0587 - mean_absolute_error: 0.1697 - val_loss: 0.1705 - val_mean_absolute_error: 0.2509\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0540 - mean_absolute_error: 0.1558 - val_loss: 0.1643 - val_mean_absolute_error: 0.2537\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0531 - mean_absolute_error: 0.1604 - val_loss: 0.1467 - val_mean_absolute_error: 0.2356\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0376 - mean_absolute_error: 0.1338 - val_loss: 0.1464 - val_mean_absolute_error: 0.2309\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0264 - mean_absolute_error: 0.1201 - val_loss: 0.1448 - val_mean_absolute_error: 0.2090\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0189 - mean_absolute_error: 0.0955 - val_loss: 0.1367 - val_mean_absolute_error: 0.1920\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0122 - mean_absolute_error: 0.0785 - val_loss: 0.1300 - val_mean_absolute_error: 0.1777\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0084 - mean_absolute_error: 0.0657 - val_loss: 0.1396 - val_mean_absolute_error: 0.1919\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0098 - mean_absolute_error: 0.0689 - val_loss: 0.1298 - val_mean_absolute_error: 0.1765\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0092 - mean_absolute_error: 0.0673 - val_loss: 0.1336 - val_mean_absolute_error: 0.1869\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0113 - mean_absolute_error: 0.0680 - val_loss: 0.1388 - val_mean_absolute_error: 0.1868\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0171 - mean_absolute_error: 0.0872 - val_loss: 0.1530 - val_mean_absolute_error: 0.2087\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0127 - mean_absolute_error: 0.0742 - val_loss: 0.1522 - val_mean_absolute_error: 0.2079\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0223 - mean_absolute_error: 0.1056 - val_loss: 0.1415 - val_mean_absolute_error: 0.1924\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0131 - mean_absolute_error: 0.0741 - val_loss: 0.1352 - val_mean_absolute_error: 0.1805\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0161 - mean_absolute_error: 0.0867 - val_loss: 0.1529 - val_mean_absolute_error: 0.2174\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0142 - mean_absolute_error: 0.0810 - val_loss: 0.1347 - val_mean_absolute_error: 0.1743\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0088 - mean_absolute_error: 0.0614 - val_loss: 0.1401 - val_mean_absolute_error: 0.1924\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0125 - mean_absolute_error: 0.0765 - val_loss: 0.1479 - val_mean_absolute_error: 0.1919\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1479 - mean_absolute_error: 0.1919\n",
      "1/1 [==============================] - 0s 320ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 11\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 151ms/step - loss: 0.9999 - mean_absolute_error: 0.7979 - val_loss: 0.4810 - val_mean_absolute_error: 0.5233\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.4288 - mean_absolute_error: 0.5138 - val_loss: 0.3877 - val_mean_absolute_error: 0.5236\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.3278 - mean_absolute_error: 0.4380 - val_loss: 0.2287 - val_mean_absolute_error: 0.3824\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2246 - mean_absolute_error: 0.3531 - val_loss: 0.2325 - val_mean_absolute_error: 0.3684\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1792 - mean_absolute_error: 0.3091 - val_loss: 0.1939 - val_mean_absolute_error: 0.3255\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1399 - mean_absolute_error: 0.2613 - val_loss: 0.1927 - val_mean_absolute_error: 0.3094\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1032 - mean_absolute_error: 0.2271 - val_loss: 0.1825 - val_mean_absolute_error: 0.2974\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0899 - mean_absolute_error: 0.2077 - val_loss: 0.1717 - val_mean_absolute_error: 0.2839\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0783 - mean_absolute_error: 0.1929 - val_loss: 0.1673 - val_mean_absolute_error: 0.2834\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0611 - mean_absolute_error: 0.1761 - val_loss: 0.1580 - val_mean_absolute_error: 0.2579\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0471 - mean_absolute_error: 0.1478 - val_loss: 0.1692 - val_mean_absolute_error: 0.2411\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0359 - mean_absolute_error: 0.1263 - val_loss: 0.1672 - val_mean_absolute_error: 0.2389\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0302 - mean_absolute_error: 0.1108 - val_loss: 0.1716 - val_mean_absolute_error: 0.2406\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0291 - mean_absolute_error: 0.1048 - val_loss: 0.1601 - val_mean_absolute_error: 0.2207\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0223 - mean_absolute_error: 0.0898 - val_loss: 0.1552 - val_mean_absolute_error: 0.2229\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0183 - mean_absolute_error: 0.0804 - val_loss: 0.1669 - val_mean_absolute_error: 0.2276\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0196 - mean_absolute_error: 0.0876 - val_loss: 0.1641 - val_mean_absolute_error: 0.2184\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0189 - mean_absolute_error: 0.0873 - val_loss: 0.1655 - val_mean_absolute_error: 0.2420\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0247 - mean_absolute_error: 0.1020 - val_loss: 0.1312 - val_mean_absolute_error: 0.1975\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0191 - mean_absolute_error: 0.0821 - val_loss: 0.1622 - val_mean_absolute_error: 0.2500\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0212 - mean_absolute_error: 0.1002 - val_loss: 0.1393 - val_mean_absolute_error: 0.2184\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0166 - mean_absolute_error: 0.0871 - val_loss: 0.1513 - val_mean_absolute_error: 0.2300\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0210 - mean_absolute_error: 0.1005 - val_loss: 0.1525 - val_mean_absolute_error: 0.2297\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0151 - mean_absolute_error: 0.0812 - val_loss: 0.1486 - val_mean_absolute_error: 0.2184\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0199 - mean_absolute_error: 0.0911 - val_loss: 0.1445 - val_mean_absolute_error: 0.2248\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0185 - mean_absolute_error: 0.0907 - val_loss: 0.1437 - val_mean_absolute_error: 0.2050\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0124 - mean_absolute_error: 0.0763 - val_loss: 0.1357 - val_mean_absolute_error: 0.1909\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0081 - mean_absolute_error: 0.0591 - val_loss: 0.1315 - val_mean_absolute_error: 0.1888\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0070 - mean_absolute_error: 0.0550 - val_loss: 0.1378 - val_mean_absolute_error: 0.1998\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1378 - mean_absolute_error: 0.1998\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 306ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 12\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 150ms/step - loss: 0.9151 - mean_absolute_error: 0.7512 - val_loss: 0.7635 - val_mean_absolute_error: 0.6913\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4615 - mean_absolute_error: 0.5433 - val_loss: 0.6287 - val_mean_absolute_error: 0.5740\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2918 - mean_absolute_error: 0.4131 - val_loss: 0.4203 - val_mean_absolute_error: 0.4600\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2030 - mean_absolute_error: 0.3441 - val_loss: 0.4051 - val_mean_absolute_error: 0.4433\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1437 - mean_absolute_error: 0.2826 - val_loss: 0.3535 - val_mean_absolute_error: 0.4099\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0968 - mean_absolute_error: 0.2280 - val_loss: 0.3052 - val_mean_absolute_error: 0.3667\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0730 - mean_absolute_error: 0.1965 - val_loss: 0.2546 - val_mean_absolute_error: 0.3271\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0554 - mean_absolute_error: 0.1634 - val_loss: 0.2400 - val_mean_absolute_error: 0.3126\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0442 - mean_absolute_error: 0.1468 - val_loss: 0.2401 - val_mean_absolute_error: 0.3133\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0367 - mean_absolute_error: 0.1298 - val_loss: 0.2295 - val_mean_absolute_error: 0.2903\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0249 - mean_absolute_error: 0.1012 - val_loss: 0.2066 - val_mean_absolute_error: 0.2563\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0192 - mean_absolute_error: 0.0877 - val_loss: 0.2025 - val_mean_absolute_error: 0.2636\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0154 - mean_absolute_error: 0.0816 - val_loss: 0.2036 - val_mean_absolute_error: 0.2549\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0201 - mean_absolute_error: 0.0896 - val_loss: 0.1989 - val_mean_absolute_error: 0.2372\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0225 - mean_absolute_error: 0.0994 - val_loss: 0.2295 - val_mean_absolute_error: 0.2866\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0315 - mean_absolute_error: 0.1265 - val_loss: 0.2221 - val_mean_absolute_error: 0.2750\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0698 - mean_absolute_error: 0.1581 - val_loss: 0.2198 - val_mean_absolute_error: 0.2969\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0585 - mean_absolute_error: 0.1735 - val_loss: 0.2347 - val_mean_absolute_error: 0.3007\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0472 - mean_absolute_error: 0.1506 - val_loss: 0.2141 - val_mean_absolute_error: 0.2856\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0284 - mean_absolute_error: 0.1155 - val_loss: 0.2102 - val_mean_absolute_error: 0.2623\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0229 - mean_absolute_error: 0.1057 - val_loss: 0.2113 - val_mean_absolute_error: 0.2921\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0283 - mean_absolute_error: 0.1222 - val_loss: 0.1941 - val_mean_absolute_error: 0.2543\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0266 - mean_absolute_error: 0.1185 - val_loss: 0.2107 - val_mean_absolute_error: 0.2842\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0297 - mean_absolute_error: 0.1253 - val_loss: 0.2099 - val_mean_absolute_error: 0.2437\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0159 - mean_absolute_error: 0.0895 - val_loss: 0.2158 - val_mean_absolute_error: 0.2786\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0159 - mean_absolute_error: 0.0905 - val_loss: 0.2011 - val_mean_absolute_error: 0.2545\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0181 - mean_absolute_error: 0.0874 - val_loss: 0.1910 - val_mean_absolute_error: 0.2294\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0139 - mean_absolute_error: 0.0746 - val_loss: 0.1935 - val_mean_absolute_error: 0.2604\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0132 - mean_absolute_error: 0.0803 - val_loss: 0.1879 - val_mean_absolute_error: 0.2278\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0105 - mean_absolute_error: 0.0675 - val_loss: 0.1841 - val_mean_absolute_error: 0.2285\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0101 - mean_absolute_error: 0.0644 - val_loss: 0.1884 - val_mean_absolute_error: 0.2370\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0086 - mean_absolute_error: 0.0587 - val_loss: 0.1843 - val_mean_absolute_error: 0.2205\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0073 - mean_absolute_error: 0.0520 - val_loss: 0.1803 - val_mean_absolute_error: 0.2281\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0089 - mean_absolute_error: 0.0587 - val_loss: 0.1815 - val_mean_absolute_error: 0.2130\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0054 - mean_absolute_error: 0.0458 - val_loss: 0.1889 - val_mean_absolute_error: 0.2410\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0060 - mean_absolute_error: 0.0538 - val_loss: 0.1780 - val_mean_absolute_error: 0.2119\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0050 - mean_absolute_error: 0.0472 - val_loss: 0.1745 - val_mean_absolute_error: 0.2219\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0082 - mean_absolute_error: 0.0608 - val_loss: 0.1948 - val_mean_absolute_error: 0.2308\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0067 - mean_absolute_error: 0.0544 - val_loss: 0.1976 - val_mean_absolute_error: 0.2494\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0076 - mean_absolute_error: 0.0679 - val_loss: 0.1730 - val_mean_absolute_error: 0.2271\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0078 - mean_absolute_error: 0.0639 - val_loss: 0.1803 - val_mean_absolute_error: 0.2148\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0071 - mean_absolute_error: 0.0637 - val_loss: 0.2028 - val_mean_absolute_error: 0.2569\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0063 - mean_absolute_error: 0.0609 - val_loss: 0.1925 - val_mean_absolute_error: 0.2261\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0066 - mean_absolute_error: 0.0606 - val_loss: 0.1864 - val_mean_absolute_error: 0.2437\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0098 - mean_absolute_error: 0.0763 - val_loss: 0.1927 - val_mean_absolute_error: 0.2201\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0056 - mean_absolute_error: 0.0557 - val_loss: 0.2007 - val_mean_absolute_error: 0.2558\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0075 - mean_absolute_error: 0.0684 - val_loss: 0.1767 - val_mean_absolute_error: 0.2240\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0071 - mean_absolute_error: 0.0638 - val_loss: 0.1757 - val_mean_absolute_error: 0.2062\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0048 - mean_absolute_error: 0.0522 - val_loss: 0.1961 - val_mean_absolute_error: 0.2513\n",
      "Epoch 50/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0052 - mean_absolute_error: 0.0568 - val_loss: 0.1792 - val_mean_absolute_error: 0.2090\n",
      "2/2 [==============================] - 0s 42ms/step - loss: 0.1792 - mean_absolute_error: 0.2090\n",
      "1/1 [==============================] - 0s 314ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 13\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 0.7652 - mean_absolute_error: 0.6807 - val_loss: 0.4351 - val_mean_absolute_error: 0.4876\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3799 - mean_absolute_error: 0.4809 - val_loss: 0.3146 - val_mean_absolute_error: 0.4584\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2406 - mean_absolute_error: 0.3862 - val_loss: 0.2108 - val_mean_absolute_error: 0.3503\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1953 - mean_absolute_error: 0.3314 - val_loss: 0.1682 - val_mean_absolute_error: 0.3095\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1534 - mean_absolute_error: 0.2858 - val_loss: 0.1448 - val_mean_absolute_error: 0.2726\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1187 - mean_absolute_error: 0.2456 - val_loss: 0.1229 - val_mean_absolute_error: 0.2502\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1089 - mean_absolute_error: 0.2427 - val_loss: 0.1137 - val_mean_absolute_error: 0.2419\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0900 - mean_absolute_error: 0.2169 - val_loss: 0.0818 - val_mean_absolute_error: 0.2096\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0670 - mean_absolute_error: 0.1912 - val_loss: 0.0779 - val_mean_absolute_error: 0.1858\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0501 - mean_absolute_error: 0.1549 - val_loss: 0.0640 - val_mean_absolute_error: 0.1626\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0406 - mean_absolute_error: 0.1396 - val_loss: 0.0590 - val_mean_absolute_error: 0.1638\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0314 - mean_absolute_error: 0.1220 - val_loss: 0.0556 - val_mean_absolute_error: 0.1549\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0272 - mean_absolute_error: 0.1135 - val_loss: 0.0394 - val_mean_absolute_error: 0.1250\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0251 - mean_absolute_error: 0.1053 - val_loss: 0.0387 - val_mean_absolute_error: 0.1235\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0189 - mean_absolute_error: 0.0951 - val_loss: 0.0351 - val_mean_absolute_error: 0.1244\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0172 - mean_absolute_error: 0.0918 - val_loss: 0.0373 - val_mean_absolute_error: 0.1166\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0148 - mean_absolute_error: 0.0869 - val_loss: 0.0372 - val_mean_absolute_error: 0.1165\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0122 - mean_absolute_error: 0.0759 - val_loss: 0.0263 - val_mean_absolute_error: 0.0954\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0086 - mean_absolute_error: 0.0621 - val_loss: 0.0282 - val_mean_absolute_error: 0.0985\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0082 - mean_absolute_error: 0.0635 - val_loss: 0.0298 - val_mean_absolute_error: 0.0940\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0084 - mean_absolute_error: 0.0633 - val_loss: 0.0337 - val_mean_absolute_error: 0.1106\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0087 - mean_absolute_error: 0.0675 - val_loss: 0.0246 - val_mean_absolute_error: 0.0931\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0064 - mean_absolute_error: 0.0602 - val_loss: 0.0277 - val_mean_absolute_error: 0.1024\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0073 - mean_absolute_error: 0.0607 - val_loss: 0.0289 - val_mean_absolute_error: 0.1008\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0082 - mean_absolute_error: 0.0664 - val_loss: 0.0375 - val_mean_absolute_error: 0.1239\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0099 - mean_absolute_error: 0.0773 - val_loss: 0.0278 - val_mean_absolute_error: 0.0946\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0093 - mean_absolute_error: 0.0686 - val_loss: 0.0295 - val_mean_absolute_error: 0.0952\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0088 - mean_absolute_error: 0.0658 - val_loss: 0.0307 - val_mean_absolute_error: 0.1083\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0137 - mean_absolute_error: 0.0860 - val_loss: 0.0425 - val_mean_absolute_error: 0.1399\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0129 - mean_absolute_error: 0.0870 - val_loss: 0.0235 - val_mean_absolute_error: 0.0915\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0099 - mean_absolute_error: 0.0736 - val_loss: 0.0252 - val_mean_absolute_error: 0.1006\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0093 - mean_absolute_error: 0.0724 - val_loss: 0.0271 - val_mean_absolute_error: 0.0932\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0084 - mean_absolute_error: 0.0664 - val_loss: 0.0277 - val_mean_absolute_error: 0.0931\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0062 - mean_absolute_error: 0.0599 - val_loss: 0.0224 - val_mean_absolute_error: 0.0934\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0058 - mean_absolute_error: 0.0575 - val_loss: 0.0210 - val_mean_absolute_error: 0.0698\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0045 - mean_absolute_error: 0.0478 - val_loss: 0.0269 - val_mean_absolute_error: 0.0913\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0034 - mean_absolute_error: 0.0455 - val_loss: 0.0205 - val_mean_absolute_error: 0.0769\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0027 - mean_absolute_error: 0.0385 - val_loss: 0.0200 - val_mean_absolute_error: 0.0625\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0020 - mean_absolute_error: 0.0321 - val_loss: 0.0237 - val_mean_absolute_error: 0.0731\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0015 - mean_absolute_error: 0.0291 - val_loss: 0.0216 - val_mean_absolute_error: 0.0638\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 9.7439e-04 - mean_absolute_error: 0.0225 - val_loss: 0.0204 - val_mean_absolute_error: 0.0612\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 8.5969e-04 - mean_absolute_error: 0.0208 - val_loss: 0.0222 - val_mean_absolute_error: 0.0652\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 7.0887e-04 - mean_absolute_error: 0.0205 - val_loss: 0.0216 - val_mean_absolute_error: 0.0587\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 6.4656e-04 - mean_absolute_error: 0.0182 - val_loss: 0.0201 - val_mean_absolute_error: 0.0611\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 6.9421e-04 - mean_absolute_error: 0.0186 - val_loss: 0.0213 - val_mean_absolute_error: 0.0602\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 4.9028e-04 - mean_absolute_error: 0.0151 - val_loss: 0.0223 - val_mean_absolute_error: 0.0634\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 4.5928e-04 - mean_absolute_error: 0.0163 - val_loss: 0.0204 - val_mean_absolute_error: 0.0599\n",
      "Epoch 48/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 94ms/step - loss: 5.6126e-04 - mean_absolute_error: 0.0169 - val_loss: 0.0204 - val_mean_absolute_error: 0.0598\n",
      "2/2 [==============================] - 0s 47ms/step - loss: 0.0204 - mean_absolute_error: 0.0598\n",
      "1/1 [==============================] - 0s 337ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 14\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 0.8118 - mean_absolute_error: 0.7138 - val_loss: 0.7249 - val_mean_absolute_error: 0.6987\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5142 - mean_absolute_error: 0.5534 - val_loss: 0.3832 - val_mean_absolute_error: 0.4617\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.3279 - mean_absolute_error: 0.4303 - val_loss: 0.3719 - val_mean_absolute_error: 0.4368\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2366 - mean_absolute_error: 0.3589 - val_loss: 0.3561 - val_mean_absolute_error: 0.4451\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2085 - mean_absolute_error: 0.3301 - val_loss: 0.2763 - val_mean_absolute_error: 0.3662\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1566 - mean_absolute_error: 0.2779 - val_loss: 0.2551 - val_mean_absolute_error: 0.3630\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1343 - mean_absolute_error: 0.2525 - val_loss: 0.3535 - val_mean_absolute_error: 0.4494\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1780 - mean_absolute_error: 0.2832 - val_loss: 0.2950 - val_mean_absolute_error: 0.3767\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1151 - mean_absolute_error: 0.2369 - val_loss: 0.2586 - val_mean_absolute_error: 0.3665\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0991 - mean_absolute_error: 0.2125 - val_loss: 0.2465 - val_mean_absolute_error: 0.3279\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0679 - mean_absolute_error: 0.1739 - val_loss: 0.2146 - val_mean_absolute_error: 0.3192\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0526 - mean_absolute_error: 0.1473 - val_loss: 0.2014 - val_mean_absolute_error: 0.2924\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0425 - mean_absolute_error: 0.1325 - val_loss: 0.1990 - val_mean_absolute_error: 0.2832\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0314 - mean_absolute_error: 0.1077 - val_loss: 0.1902 - val_mean_absolute_error: 0.2646\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0229 - mean_absolute_error: 0.0901 - val_loss: 0.1819 - val_mean_absolute_error: 0.2558\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0186 - mean_absolute_error: 0.0795 - val_loss: 0.1807 - val_mean_absolute_error: 0.2533\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0146 - mean_absolute_error: 0.0682 - val_loss: 0.1820 - val_mean_absolute_error: 0.2454\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0110 - mean_absolute_error: 0.0592 - val_loss: 0.1814 - val_mean_absolute_error: 0.2369\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0081 - mean_absolute_error: 0.0523 - val_loss: 0.1813 - val_mean_absolute_error: 0.2359\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0067 - mean_absolute_error: 0.0479 - val_loss: 0.1822 - val_mean_absolute_error: 0.2345\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0062 - mean_absolute_error: 0.0463 - val_loss: 0.1840 - val_mean_absolute_error: 0.2265\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0061 - mean_absolute_error: 0.0462 - val_loss: 0.1898 - val_mean_absolute_error: 0.2353\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0059 - mean_absolute_error: 0.0470 - val_loss: 0.1978 - val_mean_absolute_error: 0.2500\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0058 - mean_absolute_error: 0.0488 - val_loss: 0.1964 - val_mean_absolute_error: 0.2445\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0093 - mean_absolute_error: 0.0639 - val_loss: 0.1937 - val_mean_absolute_error: 0.2495\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0110 - mean_absolute_error: 0.0715 - val_loss: 0.2129 - val_mean_absolute_error: 0.2971\n",
      "2/2 [==============================] - 0s 45ms/step - loss: 0.2129 - mean_absolute_error: 0.2971\n",
      "1/1 [==============================] - 0s 352ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 15\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 160ms/step - loss: 1.0867 - mean_absolute_error: 0.8305 - val_loss: 0.7026 - val_mean_absolute_error: 0.6838\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.6341 - mean_absolute_error: 0.6569 - val_loss: 0.5423 - val_mean_absolute_error: 0.6116\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.4498 - mean_absolute_error: 0.5433 - val_loss: 0.4587 - val_mean_absolute_error: 0.5358\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3549 - mean_absolute_error: 0.4554 - val_loss: 0.4188 - val_mean_absolute_error: 0.5161\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.3163 - mean_absolute_error: 0.4206 - val_loss: 0.3872 - val_mean_absolute_error: 0.4942\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.2561 - mean_absolute_error: 0.3718 - val_loss: 0.3309 - val_mean_absolute_error: 0.4406\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2000 - mean_absolute_error: 0.3118 - val_loss: 0.2515 - val_mean_absolute_error: 0.3747\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1615 - mean_absolute_error: 0.2813 - val_loss: 0.2148 - val_mean_absolute_error: 0.3461\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1367 - mean_absolute_error: 0.2521 - val_loss: 0.2350 - val_mean_absolute_error: 0.3631\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.1101 - mean_absolute_error: 0.2309 - val_loss: 0.2169 - val_mean_absolute_error: 0.3294\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0898 - mean_absolute_error: 0.1975 - val_loss: 0.1764 - val_mean_absolute_error: 0.2929\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0700 - mean_absolute_error: 0.1746 - val_loss: 0.1412 - val_mean_absolute_error: 0.2557\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0546 - mean_absolute_error: 0.1526 - val_loss: 0.1281 - val_mean_absolute_error: 0.2416\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0526 - mean_absolute_error: 0.1497 - val_loss: 0.1292 - val_mean_absolute_error: 0.2448\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0453 - mean_absolute_error: 0.1350 - val_loss: 0.1295 - val_mean_absolute_error: 0.2268\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0408 - mean_absolute_error: 0.1296 - val_loss: 0.0973 - val_mean_absolute_error: 0.1976\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0308 - mean_absolute_error: 0.1091 - val_loss: 0.1247 - val_mean_absolute_error: 0.2194\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0290 - mean_absolute_error: 0.0988 - val_loss: 0.0985 - val_mean_absolute_error: 0.1914\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0243 - mean_absolute_error: 0.0906 - val_loss: 0.1089 - val_mean_absolute_error: 0.2032\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0203 - mean_absolute_error: 0.0824 - val_loss: 0.1183 - val_mean_absolute_error: 0.2088\n",
      "Epoch 21/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0175 - mean_absolute_error: 0.0738 - val_loss: 0.1035 - val_mean_absolute_error: 0.1863\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0149 - mean_absolute_error: 0.0649 - val_loss: 0.1129 - val_mean_absolute_error: 0.1907\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0124 - mean_absolute_error: 0.0576 - val_loss: 0.0970 - val_mean_absolute_error: 0.1627\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0109 - mean_absolute_error: 0.0501 - val_loss: 0.0970 - val_mean_absolute_error: 0.1612\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0093 - mean_absolute_error: 0.0448 - val_loss: 0.0979 - val_mean_absolute_error: 0.1553\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0082 - mean_absolute_error: 0.0379 - val_loss: 0.0942 - val_mean_absolute_error: 0.1492\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0076 - mean_absolute_error: 0.0342 - val_loss: 0.0975 - val_mean_absolute_error: 0.1503\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0072 - mean_absolute_error: 0.0316 - val_loss: 0.0979 - val_mean_absolute_error: 0.1530\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0076 - mean_absolute_error: 0.0310 - val_loss: 0.0895 - val_mean_absolute_error: 0.1410\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0065 - mean_absolute_error: 0.0282 - val_loss: 0.0994 - val_mean_absolute_error: 0.1486\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0049 - mean_absolute_error: 0.0252 - val_loss: 0.0989 - val_mean_absolute_error: 0.1475\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0047 - mean_absolute_error: 0.0253 - val_loss: 0.0868 - val_mean_absolute_error: 0.1333\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0047 - mean_absolute_error: 0.0289 - val_loss: 0.0868 - val_mean_absolute_error: 0.1372\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0041 - mean_absolute_error: 0.0292 - val_loss: 0.1024 - val_mean_absolute_error: 0.1525\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0046 - mean_absolute_error: 0.0351 - val_loss: 0.0911 - val_mean_absolute_error: 0.1484\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0048 - mean_absolute_error: 0.0363 - val_loss: 0.0751 - val_mean_absolute_error: 0.1293\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0063 - mean_absolute_error: 0.0418 - val_loss: 0.1004 - val_mean_absolute_error: 0.1544\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0057 - mean_absolute_error: 0.0394 - val_loss: 0.1080 - val_mean_absolute_error: 0.1613\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0066 - mean_absolute_error: 0.0430 - val_loss: 0.0719 - val_mean_absolute_error: 0.1239\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0060 - mean_absolute_error: 0.0408 - val_loss: 0.0779 - val_mean_absolute_error: 0.1323\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0061 - mean_absolute_error: 0.0422 - val_loss: 0.1087 - val_mean_absolute_error: 0.1620\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0064 - mean_absolute_error: 0.0425 - val_loss: 0.0811 - val_mean_absolute_error: 0.1324\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0053 - mean_absolute_error: 0.0371 - val_loss: 0.0740 - val_mean_absolute_error: 0.1267\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0048 - mean_absolute_error: 0.0400 - val_loss: 0.1117 - val_mean_absolute_error: 0.1641\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0049 - mean_absolute_error: 0.0406 - val_loss: 0.0868 - val_mean_absolute_error: 0.1386\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0039 - mean_absolute_error: 0.0360 - val_loss: 0.0725 - val_mean_absolute_error: 0.1269\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0050 - mean_absolute_error: 0.0400 - val_loss: 0.1081 - val_mean_absolute_error: 0.1609\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0048 - mean_absolute_error: 0.0413 - val_loss: 0.0960 - val_mean_absolute_error: 0.1446\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0038 - mean_absolute_error: 0.0363 - val_loss: 0.0745 - val_mean_absolute_error: 0.1302\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.0745 - mean_absolute_error: 0.1302\n",
      "1/1 [==============================] - 0s 308ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 16\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 143ms/step - loss: 0.8398 - mean_absolute_error: 0.7267 - val_loss: 0.4349 - val_mean_absolute_error: 0.5253\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5031 - mean_absolute_error: 0.5660 - val_loss: 0.2687 - val_mean_absolute_error: 0.4413\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2937 - mean_absolute_error: 0.4197 - val_loss: 0.1785 - val_mean_absolute_error: 0.3197\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1931 - mean_absolute_error: 0.3238 - val_loss: 0.1851 - val_mean_absolute_error: 0.2961\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1467 - mean_absolute_error: 0.2791 - val_loss: 0.1616 - val_mean_absolute_error: 0.2723\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0960 - mean_absolute_error: 0.2236 - val_loss: 0.1322 - val_mean_absolute_error: 0.2323\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0711 - mean_absolute_error: 0.1926 - val_loss: 0.1366 - val_mean_absolute_error: 0.2414\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0526 - mean_absolute_error: 0.1591 - val_loss: 0.1150 - val_mean_absolute_error: 0.1963\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0372 - mean_absolute_error: 0.1372 - val_loss: 0.1372 - val_mean_absolute_error: 0.2215\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0259 - mean_absolute_error: 0.1131 - val_loss: 0.1125 - val_mean_absolute_error: 0.1942\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0204 - mean_absolute_error: 0.1015 - val_loss: 0.1048 - val_mean_absolute_error: 0.1765\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0192 - mean_absolute_error: 0.1017 - val_loss: 0.1190 - val_mean_absolute_error: 0.1969\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0271 - mean_absolute_error: 0.1189 - val_loss: 0.1151 - val_mean_absolute_error: 0.1800\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0266 - mean_absolute_error: 0.1092 - val_loss: 0.1309 - val_mean_absolute_error: 0.2200\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0248 - mean_absolute_error: 0.1163 - val_loss: 0.1002 - val_mean_absolute_error: 0.1671\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0294 - mean_absolute_error: 0.1197 - val_loss: 0.1208 - val_mean_absolute_error: 0.2022\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0346 - mean_absolute_error: 0.1399 - val_loss: 0.1200 - val_mean_absolute_error: 0.1807\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0281 - mean_absolute_error: 0.1279 - val_loss: 0.1305 - val_mean_absolute_error: 0.2244\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0324 - mean_absolute_error: 0.1337 - val_loss: 0.1115 - val_mean_absolute_error: 0.1956\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0274 - mean_absolute_error: 0.1271 - val_loss: 0.1192 - val_mean_absolute_error: 0.1837\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0291 - mean_absolute_error: 0.1275 - val_loss: 0.1440 - val_mean_absolute_error: 0.2343\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0242 - mean_absolute_error: 0.1119 - val_loss: 0.1053 - val_mean_absolute_error: 0.1720\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0174 - mean_absolute_error: 0.1002 - val_loss: 0.1140 - val_mean_absolute_error: 0.1680\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0161 - mean_absolute_error: 0.0936 - val_loss: 0.1283 - val_mean_absolute_error: 0.1931\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0194 - mean_absolute_error: 0.0981 - val_loss: 0.1131 - val_mean_absolute_error: 0.1798\n",
      "2/2 [==============================] - 0s 42ms/step - loss: 0.1131 - mean_absolute_error: 0.1798\n",
      "1/1 [==============================] - 0s 304ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 17\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 145ms/step - loss: 0.7684 - mean_absolute_error: 0.7298 - val_loss: 0.4564 - val_mean_absolute_error: 0.5114\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.4076 - mean_absolute_error: 0.4919 - val_loss: 0.3670 - val_mean_absolute_error: 0.4460\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3189 - mean_absolute_error: 0.4494 - val_loss: 0.3024 - val_mean_absolute_error: 0.3997\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2057 - mean_absolute_error: 0.3400 - val_loss: 0.2651 - val_mean_absolute_error: 0.3526\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1647 - mean_absolute_error: 0.2935 - val_loss: 0.2189 - val_mean_absolute_error: 0.3181\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1165 - mean_absolute_error: 0.2455 - val_loss: 0.1766 - val_mean_absolute_error: 0.2844\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0908 - mean_absolute_error: 0.2009 - val_loss: 0.1717 - val_mean_absolute_error: 0.2704\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0759 - mean_absolute_error: 0.1815 - val_loss: 0.1343 - val_mean_absolute_error: 0.2364\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0588 - mean_absolute_error: 0.1577 - val_loss: 0.1232 - val_mean_absolute_error: 0.2186\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0480 - mean_absolute_error: 0.1422 - val_loss: 0.1099 - val_mean_absolute_error: 0.2085\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0471 - mean_absolute_error: 0.1411 - val_loss: 0.1252 - val_mean_absolute_error: 0.2414\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0628 - mean_absolute_error: 0.1779 - val_loss: 0.1085 - val_mean_absolute_error: 0.2213\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0559 - mean_absolute_error: 0.1671 - val_loss: 0.0959 - val_mean_absolute_error: 0.2001\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0393 - mean_absolute_error: 0.1382 - val_loss: 0.0881 - val_mean_absolute_error: 0.1809\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0328 - mean_absolute_error: 0.1294 - val_loss: 0.0901 - val_mean_absolute_error: 0.1829\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0299 - mean_absolute_error: 0.1162 - val_loss: 0.0883 - val_mean_absolute_error: 0.1789\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0338 - mean_absolute_error: 0.1257 - val_loss: 0.0865 - val_mean_absolute_error: 0.1844\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0249 - mean_absolute_error: 0.1068 - val_loss: 0.0790 - val_mean_absolute_error: 0.1638\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0218 - mean_absolute_error: 0.1032 - val_loss: 0.0863 - val_mean_absolute_error: 0.1745\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0190 - mean_absolute_error: 0.0947 - val_loss: 0.0794 - val_mean_absolute_error: 0.1550\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0139 - mean_absolute_error: 0.0782 - val_loss: 0.0759 - val_mean_absolute_error: 0.1450\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0105 - mean_absolute_error: 0.0659 - val_loss: 0.0800 - val_mean_absolute_error: 0.1507\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0095 - mean_absolute_error: 0.0625 - val_loss: 0.0767 - val_mean_absolute_error: 0.1397\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0070 - mean_absolute_error: 0.0483 - val_loss: 0.0767 - val_mean_absolute_error: 0.1339\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0057 - mean_absolute_error: 0.0438 - val_loss: 0.0776 - val_mean_absolute_error: 0.1317\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0049 - mean_absolute_error: 0.0365 - val_loss: 0.0768 - val_mean_absolute_error: 0.1259\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0048 - mean_absolute_error: 0.0367 - val_loss: 0.0758 - val_mean_absolute_error: 0.1250\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0040 - mean_absolute_error: 0.0309 - val_loss: 0.0754 - val_mean_absolute_error: 0.1236\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0041 - mean_absolute_error: 0.0337 - val_loss: 0.0763 - val_mean_absolute_error: 0.1236\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0037 - mean_absolute_error: 0.0314 - val_loss: 0.0776 - val_mean_absolute_error: 0.1287\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0046 - mean_absolute_error: 0.0385 - val_loss: 0.0757 - val_mean_absolute_error: 0.1190\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0041 - mean_absolute_error: 0.0340 - val_loss: 0.0760 - val_mean_absolute_error: 0.1336\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0050 - mean_absolute_error: 0.0419 - val_loss: 0.0740 - val_mean_absolute_error: 0.1191\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0055 - mean_absolute_error: 0.0466 - val_loss: 0.0807 - val_mean_absolute_error: 0.1468\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0075 - mean_absolute_error: 0.0564 - val_loss: 0.0779 - val_mean_absolute_error: 0.1326\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0097 - mean_absolute_error: 0.0666 - val_loss: 0.0754 - val_mean_absolute_error: 0.1394\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0073 - mean_absolute_error: 0.0585 - val_loss: 0.0715 - val_mean_absolute_error: 0.1356\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0094 - mean_absolute_error: 0.0674 - val_loss: 0.0786 - val_mean_absolute_error: 0.1456\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0078 - mean_absolute_error: 0.0599 - val_loss: 0.0792 - val_mean_absolute_error: 0.1439\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0092 - mean_absolute_error: 0.0687 - val_loss: 0.0742 - val_mean_absolute_error: 0.1453\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0072 - mean_absolute_error: 0.0596 - val_loss: 0.0698 - val_mean_absolute_error: 0.1292\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0064 - mean_absolute_error: 0.0564 - val_loss: 0.0788 - val_mean_absolute_error: 0.1486\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0072 - mean_absolute_error: 0.0583 - val_loss: 0.0753 - val_mean_absolute_error: 0.1279\n",
      "Epoch 44/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0056 - mean_absolute_error: 0.0520 - val_loss: 0.0750 - val_mean_absolute_error: 0.1515\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0085 - mean_absolute_error: 0.0649 - val_loss: 0.0711 - val_mean_absolute_error: 0.1317\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0078 - mean_absolute_error: 0.0618 - val_loss: 0.0782 - val_mean_absolute_error: 0.1478\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0084 - mean_absolute_error: 0.0666 - val_loss: 0.0756 - val_mean_absolute_error: 0.1415\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0068 - mean_absolute_error: 0.0581 - val_loss: 0.0709 - val_mean_absolute_error: 0.1347\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0071 - mean_absolute_error: 0.0585 - val_loss: 0.0797 - val_mean_absolute_error: 0.1531\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0085 - mean_absolute_error: 0.0657 - val_loss: 0.0719 - val_mean_absolute_error: 0.1286\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0054 - mean_absolute_error: 0.0495 - val_loss: 0.0722 - val_mean_absolute_error: 0.1349\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.0722 - mean_absolute_error: 0.1349\n",
      "1/1 [==============================] - 0s 310ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 18\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 165ms/step - loss: 1.1061 - mean_absolute_error: 0.8270 - val_loss: 0.6071 - val_mean_absolute_error: 0.6625\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.6180 - mean_absolute_error: 0.6086 - val_loss: 0.3789 - val_mean_absolute_error: 0.4782\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.3921 - mean_absolute_error: 0.4897 - val_loss: 0.4252 - val_mean_absolute_error: 0.5104\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.2974 - mean_absolute_error: 0.4175 - val_loss: 0.3475 - val_mean_absolute_error: 0.4434\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.2088 - mean_absolute_error: 0.3461 - val_loss: 0.3023 - val_mean_absolute_error: 0.4104\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1767 - mean_absolute_error: 0.3160 - val_loss: 0.2870 - val_mean_absolute_error: 0.3874\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1330 - mean_absolute_error: 0.2660 - val_loss: 0.2671 - val_mean_absolute_error: 0.3754\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0974 - mean_absolute_error: 0.2231 - val_loss: 0.2420 - val_mean_absolute_error: 0.3552\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0887 - mean_absolute_error: 0.2156 - val_loss: 0.2313 - val_mean_absolute_error: 0.3299\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0705 - mean_absolute_error: 0.1848 - val_loss: 0.2433 - val_mean_absolute_error: 0.3293\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0585 - mean_absolute_error: 0.1706 - val_loss: 0.2052 - val_mean_absolute_error: 0.2946\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0364 - mean_absolute_error: 0.1354 - val_loss: 0.1952 - val_mean_absolute_error: 0.2890\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0301 - mean_absolute_error: 0.1232 - val_loss: 0.2133 - val_mean_absolute_error: 0.3000\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0343 - mean_absolute_error: 0.1275 - val_loss: 0.2096 - val_mean_absolute_error: 0.2841\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0349 - mean_absolute_error: 0.1262 - val_loss: 0.1951 - val_mean_absolute_error: 0.2960\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0304 - mean_absolute_error: 0.1305 - val_loss: 0.1938 - val_mean_absolute_error: 0.2745\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0303 - mean_absolute_error: 0.1272 - val_loss: 0.2413 - val_mean_absolute_error: 0.3152\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0307 - mean_absolute_error: 0.1298 - val_loss: 0.1896 - val_mean_absolute_error: 0.2667\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0186 - mean_absolute_error: 0.0977 - val_loss: 0.1890 - val_mean_absolute_error: 0.2579\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0168 - mean_absolute_error: 0.1002 - val_loss: 0.2181 - val_mean_absolute_error: 0.2849\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0164 - mean_absolute_error: 0.0897 - val_loss: 0.2176 - val_mean_absolute_error: 0.2756\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0169 - mean_absolute_error: 0.0915 - val_loss: 0.1979 - val_mean_absolute_error: 0.2802\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0178 - mean_absolute_error: 0.0921 - val_loss: 0.1925 - val_mean_absolute_error: 0.2438\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0112 - mean_absolute_error: 0.0723 - val_loss: 0.2086 - val_mean_absolute_error: 0.2655\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0115 - mean_absolute_error: 0.0762 - val_loss: 0.1899 - val_mean_absolute_error: 0.2535\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0103 - mean_absolute_error: 0.0723 - val_loss: 0.1860 - val_mean_absolute_error: 0.2350\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0087 - mean_absolute_error: 0.0658 - val_loss: 0.2074 - val_mean_absolute_error: 0.2555\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0079 - mean_absolute_error: 0.0613 - val_loss: 0.1904 - val_mean_absolute_error: 0.2252\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0061 - mean_absolute_error: 0.0530 - val_loss: 0.1933 - val_mean_absolute_error: 0.2477\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0067 - mean_absolute_error: 0.0573 - val_loss: 0.1970 - val_mean_absolute_error: 0.2393\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0052 - mean_absolute_error: 0.0487 - val_loss: 0.1921 - val_mean_absolute_error: 0.2268\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0043 - mean_absolute_error: 0.0451 - val_loss: 0.1900 - val_mean_absolute_error: 0.2424\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0048 - mean_absolute_error: 0.0478 - val_loss: 0.1892 - val_mean_absolute_error: 0.2164\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0035 - mean_absolute_error: 0.0384 - val_loss: 0.1955 - val_mean_absolute_error: 0.2374\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0041 - mean_absolute_error: 0.0439 - val_loss: 0.1841 - val_mean_absolute_error: 0.2142\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0029 - mean_absolute_error: 0.0354 - val_loss: 0.1869 - val_mean_absolute_error: 0.2309\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0034 - mean_absolute_error: 0.0398 - val_loss: 0.1914 - val_mean_absolute_error: 0.2264\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0028 - mean_absolute_error: 0.0342 - val_loss: 0.1890 - val_mean_absolute_error: 0.2218\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0028 - mean_absolute_error: 0.0351 - val_loss: 0.1847 - val_mean_absolute_error: 0.2279\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0029 - mean_absolute_error: 0.0368 - val_loss: 0.1858 - val_mean_absolute_error: 0.2162\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0025 - mean_absolute_error: 0.0330 - val_loss: 0.1917 - val_mean_absolute_error: 0.2313\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0029 - mean_absolute_error: 0.0376 - val_loss: 0.1852 - val_mean_absolute_error: 0.2106\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0024 - mean_absolute_error: 0.0319 - val_loss: 0.1862 - val_mean_absolute_error: 0.2360\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0033 - mean_absolute_error: 0.0414 - val_loss: 0.1864 - val_mean_absolute_error: 0.2101\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0023 - mean_absolute_error: 0.0319 - val_loss: 0.1929 - val_mean_absolute_error: 0.2358\n",
      "2/2 [==============================] - 0s 43ms/step - loss: 0.1929 - mean_absolute_error: 0.2358\n",
      "1/1 [==============================] - 0s 316ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 19\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 156ms/step - loss: 0.8503 - mean_absolute_error: 0.7293 - val_loss: 0.3786 - val_mean_absolute_error: 0.4388\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3770 - mean_absolute_error: 0.4808 - val_loss: 0.3694 - val_mean_absolute_error: 0.4872\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2878 - mean_absolute_error: 0.4059 - val_loss: 0.2566 - val_mean_absolute_error: 0.3936\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2360 - mean_absolute_error: 0.3682 - val_loss: 0.2521 - val_mean_absolute_error: 0.3692\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1524 - mean_absolute_error: 0.2893 - val_loss: 0.1879 - val_mean_absolute_error: 0.3179\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1121 - mean_absolute_error: 0.2444 - val_loss: 0.1707 - val_mean_absolute_error: 0.2887\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1206 - mean_absolute_error: 0.2498 - val_loss: 0.1654 - val_mean_absolute_error: 0.2912\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0747 - mean_absolute_error: 0.1998 - val_loss: 0.1607 - val_mean_absolute_error: 0.2908\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0653 - mean_absolute_error: 0.1811 - val_loss: 0.1405 - val_mean_absolute_error: 0.2602\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0483 - mean_absolute_error: 0.1550 - val_loss: 0.1334 - val_mean_absolute_error: 0.2414\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0369 - mean_absolute_error: 0.1340 - val_loss: 0.1198 - val_mean_absolute_error: 0.2252\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0305 - mean_absolute_error: 0.1214 - val_loss: 0.1260 - val_mean_absolute_error: 0.2468\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0347 - mean_absolute_error: 0.1354 - val_loss: 0.1108 - val_mean_absolute_error: 0.2087\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0234 - mean_absolute_error: 0.1095 - val_loss: 0.1189 - val_mean_absolute_error: 0.2141\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0336 - mean_absolute_error: 0.1271 - val_loss: 0.1033 - val_mean_absolute_error: 0.1965\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0170 - mean_absolute_error: 0.0876 - val_loss: 0.1080 - val_mean_absolute_error: 0.1972\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0176 - mean_absolute_error: 0.0955 - val_loss: 0.0943 - val_mean_absolute_error: 0.1840\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0156 - mean_absolute_error: 0.0892 - val_loss: 0.1014 - val_mean_absolute_error: 0.1855\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0119 - mean_absolute_error: 0.0759 - val_loss: 0.1086 - val_mean_absolute_error: 0.2061\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0163 - mean_absolute_error: 0.0894 - val_loss: 0.0951 - val_mean_absolute_error: 0.1696\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0236 - mean_absolute_error: 0.0914 - val_loss: 0.0971 - val_mean_absolute_error: 0.1860\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0245 - mean_absolute_error: 0.1003 - val_loss: 0.0858 - val_mean_absolute_error: 0.1617\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0220 - mean_absolute_error: 0.0923 - val_loss: 0.0983 - val_mean_absolute_error: 0.1807\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0130 - mean_absolute_error: 0.0780 - val_loss: 0.0974 - val_mean_absolute_error: 0.1858\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0173 - mean_absolute_error: 0.0906 - val_loss: 0.0892 - val_mean_absolute_error: 0.1631\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0185 - mean_absolute_error: 0.0948 - val_loss: 0.1256 - val_mean_absolute_error: 0.2157\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0288 - mean_absolute_error: 0.1135 - val_loss: 0.0963 - val_mean_absolute_error: 0.1686\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0211 - mean_absolute_error: 0.1029 - val_loss: 0.1168 - val_mean_absolute_error: 0.2150\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0267 - mean_absolute_error: 0.1159 - val_loss: 0.1015 - val_mean_absolute_error: 0.1780\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0132 - mean_absolute_error: 0.0886 - val_loss: 0.0907 - val_mean_absolute_error: 0.1606\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0116 - mean_absolute_error: 0.0783 - val_loss: 0.1007 - val_mean_absolute_error: 0.1969\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0122 - mean_absolute_error: 0.0804 - val_loss: 0.0980 - val_mean_absolute_error: 0.1849\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.0980 - mean_absolute_error: 0.1849\n",
      "1/1 [==============================] - 0s 345ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 20\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 1.0586 - mean_absolute_error: 0.8164 - val_loss: 0.6958 - val_mean_absolute_error: 0.6917\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.4863 - mean_absolute_error: 0.5527 - val_loss: 0.5513 - val_mean_absolute_error: 0.5289\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3800 - mean_absolute_error: 0.4745 - val_loss: 0.3962 - val_mean_absolute_error: 0.4682\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2764 - mean_absolute_error: 0.4138 - val_loss: 0.4042 - val_mean_absolute_error: 0.4286\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.2193 - mean_absolute_error: 0.3449 - val_loss: 0.3324 - val_mean_absolute_error: 0.3824\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1787 - mean_absolute_error: 0.3057 - val_loss: 0.3765 - val_mean_absolute_error: 0.3885\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1627 - mean_absolute_error: 0.2765 - val_loss: 0.3219 - val_mean_absolute_error: 0.3733\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1420 - mean_absolute_error: 0.2484 - val_loss: 0.2979 - val_mean_absolute_error: 0.3483\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1051 - mean_absolute_error: 0.2151 - val_loss: 0.2929 - val_mean_absolute_error: 0.3392\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0806 - mean_absolute_error: 0.1880 - val_loss: 0.2476 - val_mean_absolute_error: 0.3066\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0624 - mean_absolute_error: 0.1624 - val_loss: 0.2592 - val_mean_absolute_error: 0.3011\n",
      "Epoch 12/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0668 - mean_absolute_error: 0.1703 - val_loss: 0.2722 - val_mean_absolute_error: 0.3283\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0795 - mean_absolute_error: 0.1844 - val_loss: 0.2414 - val_mean_absolute_error: 0.3121\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0607 - mean_absolute_error: 0.1581 - val_loss: 0.2299 - val_mean_absolute_error: 0.2822\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0368 - mean_absolute_error: 0.1285 - val_loss: 0.2285 - val_mean_absolute_error: 0.2728\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0272 - mean_absolute_error: 0.1101 - val_loss: 0.1954 - val_mean_absolute_error: 0.2373\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0189 - mean_absolute_error: 0.0927 - val_loss: 0.1867 - val_mean_absolute_error: 0.2198\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0174 - mean_absolute_error: 0.0788 - val_loss: 0.1828 - val_mean_absolute_error: 0.2124\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0164 - mean_absolute_error: 0.0727 - val_loss: 0.1882 - val_mean_absolute_error: 0.2212\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0160 - mean_absolute_error: 0.0788 - val_loss: 0.2144 - val_mean_absolute_error: 0.2502\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0180 - mean_absolute_error: 0.0907 - val_loss: 0.2124 - val_mean_absolute_error: 0.2214\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0255 - mean_absolute_error: 0.1018 - val_loss: 0.2332 - val_mean_absolute_error: 0.2927\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0300 - mean_absolute_error: 0.1228 - val_loss: 0.1955 - val_mean_absolute_error: 0.2137\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0214 - mean_absolute_error: 0.0892 - val_loss: 0.2281 - val_mean_absolute_error: 0.2658\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0313 - mean_absolute_error: 0.1233 - val_loss: 0.2128 - val_mean_absolute_error: 0.2451\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0241 - mean_absolute_error: 0.1080 - val_loss: 0.2191 - val_mean_absolute_error: 0.2766\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0278 - mean_absolute_error: 0.1237 - val_loss: 0.2298 - val_mean_absolute_error: 0.2717\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0228 - mean_absolute_error: 0.1073 - val_loss: 0.1892 - val_mean_absolute_error: 0.2144\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1892 - mean_absolute_error: 0.2144\n",
      "1/1 [==============================] - 0s 329ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 21\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 151ms/step - loss: 1.1527 - mean_absolute_error: 0.8612 - val_loss: 0.5612 - val_mean_absolute_error: 0.5968\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.5349 - mean_absolute_error: 0.5610 - val_loss: 0.5117 - val_mean_absolute_error: 0.5153\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3555 - mean_absolute_error: 0.4578 - val_loss: 0.3602 - val_mean_absolute_error: 0.4417\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2335 - mean_absolute_error: 0.3726 - val_loss: 0.2924 - val_mean_absolute_error: 0.3963\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1972 - mean_absolute_error: 0.3312 - val_loss: 0.2872 - val_mean_absolute_error: 0.3874\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1570 - mean_absolute_error: 0.2915 - val_loss: 0.2327 - val_mean_absolute_error: 0.3441\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1351 - mean_absolute_error: 0.2688 - val_loss: 0.2473 - val_mean_absolute_error: 0.3220\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0987 - mean_absolute_error: 0.2267 - val_loss: 0.2159 - val_mean_absolute_error: 0.3117\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0770 - mean_absolute_error: 0.1970 - val_loss: 0.1933 - val_mean_absolute_error: 0.2797\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0618 - mean_absolute_error: 0.1764 - val_loss: 0.1713 - val_mean_absolute_error: 0.2608\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0473 - mean_absolute_error: 0.1492 - val_loss: 0.1628 - val_mean_absolute_error: 0.2491\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0386 - mean_absolute_error: 0.1335 - val_loss: 0.1567 - val_mean_absolute_error: 0.2395\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0304 - mean_absolute_error: 0.1169 - val_loss: 0.1479 - val_mean_absolute_error: 0.2244\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0252 - mean_absolute_error: 0.1009 - val_loss: 0.1462 - val_mean_absolute_error: 0.2169\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0198 - mean_absolute_error: 0.0858 - val_loss: 0.1429 - val_mean_absolute_error: 0.2072\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0156 - mean_absolute_error: 0.0745 - val_loss: 0.1359 - val_mean_absolute_error: 0.1961\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0133 - mean_absolute_error: 0.0683 - val_loss: 0.1366 - val_mean_absolute_error: 0.1937\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0157 - mean_absolute_error: 0.0680 - val_loss: 0.1358 - val_mean_absolute_error: 0.1897\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0186 - mean_absolute_error: 0.0653 - val_loss: 0.1367 - val_mean_absolute_error: 0.1885\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0119 - mean_absolute_error: 0.0569 - val_loss: 0.1419 - val_mean_absolute_error: 0.1905\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0116 - mean_absolute_error: 0.0599 - val_loss: 0.1358 - val_mean_absolute_error: 0.1812\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0129 - mean_absolute_error: 0.0580 - val_loss: 0.1434 - val_mean_absolute_error: 0.2179\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0166 - mean_absolute_error: 0.0787 - val_loss: 0.1316 - val_mean_absolute_error: 0.2024\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0148 - mean_absolute_error: 0.0745 - val_loss: 0.1480 - val_mean_absolute_error: 0.2162\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0150 - mean_absolute_error: 0.0807 - val_loss: 0.1429 - val_mean_absolute_error: 0.1967\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0135 - mean_absolute_error: 0.0727 - val_loss: 0.1363 - val_mean_absolute_error: 0.2240\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0160 - mean_absolute_error: 0.0850 - val_loss: 0.1276 - val_mean_absolute_error: 0.1887\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0139 - mean_absolute_error: 0.0751 - val_loss: 0.1533 - val_mean_absolute_error: 0.2251\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0187 - mean_absolute_error: 0.0877 - val_loss: 0.1298 - val_mean_absolute_error: 0.2021\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0186 - mean_absolute_error: 0.0843 - val_loss: 0.1311 - val_mean_absolute_error: 0.2025\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0153 - mean_absolute_error: 0.0753 - val_loss: 0.1421 - val_mean_absolute_error: 0.2157\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0157 - mean_absolute_error: 0.0849 - val_loss: 0.1339 - val_mean_absolute_error: 0.1910\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0112 - mean_absolute_error: 0.0661 - val_loss: 0.1271 - val_mean_absolute_error: 0.2064\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0118 - mean_absolute_error: 0.0748 - val_loss: 0.1374 - val_mean_absolute_error: 0.2003\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0090 - mean_absolute_error: 0.0608 - val_loss: 0.1346 - val_mean_absolute_error: 0.1889\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0068 - mean_absolute_error: 0.0494 - val_loss: 0.1273 - val_mean_absolute_error: 0.1958\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0070 - mean_absolute_error: 0.0539 - val_loss: 0.1307 - val_mean_absolute_error: 0.1772\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0050 - mean_absolute_error: 0.0356 - val_loss: 0.1338 - val_mean_absolute_error: 0.1795\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0049 - mean_absolute_error: 0.0383 - val_loss: 0.1249 - val_mean_absolute_error: 0.1809\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0046 - mean_absolute_error: 0.0352 - val_loss: 0.1241 - val_mean_absolute_error: 0.1698\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0039 - mean_absolute_error: 0.0283 - val_loss: 0.1313 - val_mean_absolute_error: 0.1788\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0038 - mean_absolute_error: 0.0306 - val_loss: 0.1271 - val_mean_absolute_error: 0.1662\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0032 - mean_absolute_error: 0.0236 - val_loss: 0.1224 - val_mean_absolute_error: 0.1721\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0034 - mean_absolute_error: 0.0282 - val_loss: 0.1257 - val_mean_absolute_error: 0.1640\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0030 - mean_absolute_error: 0.0220 - val_loss: 0.1294 - val_mean_absolute_error: 0.1708\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0030 - mean_absolute_error: 0.0248 - val_loss: 0.1239 - val_mean_absolute_error: 0.1657\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0028 - mean_absolute_error: 0.0218 - val_loss: 0.1224 - val_mean_absolute_error: 0.1687\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0028 - mean_absolute_error: 0.0239 - val_loss: 0.1265 - val_mean_absolute_error: 0.1659\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0027 - mean_absolute_error: 0.0214 - val_loss: 0.1288 - val_mean_absolute_error: 0.1697\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0028 - mean_absolute_error: 0.0238 - val_loss: 0.1233 - val_mean_absolute_error: 0.1681\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0028 - mean_absolute_error: 0.0232 - val_loss: 0.1217 - val_mean_absolute_error: 0.1694\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0028 - mean_absolute_error: 0.0251 - val_loss: 0.1267 - val_mean_absolute_error: 0.1682\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0028 - mean_absolute_error: 0.0242 - val_loss: 0.1311 - val_mean_absolute_error: 0.1750\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0031 - mean_absolute_error: 0.0291 - val_loss: 0.1244 - val_mean_absolute_error: 0.1714\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0030 - mean_absolute_error: 0.0273 - val_loss: 0.1217 - val_mean_absolute_error: 0.1767\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0034 - mean_absolute_error: 0.0325 - val_loss: 0.1271 - val_mean_absolute_error: 0.1701\n",
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0032 - mean_absolute_error: 0.0300 - val_loss: 0.1360 - val_mean_absolute_error: 0.1868\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0042 - mean_absolute_error: 0.0400 - val_loss: 0.1256 - val_mean_absolute_error: 0.1746\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0038 - mean_absolute_error: 0.0348 - val_loss: 0.1220 - val_mean_absolute_error: 0.1871\n",
      "Epoch 60/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0049 - mean_absolute_error: 0.0452 - val_loss: 0.1281 - val_mean_absolute_error: 0.1760\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0043 - mean_absolute_error: 0.0401 - val_loss: 0.1422 - val_mean_absolute_error: 0.1989\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0062 - mean_absolute_error: 0.0537 - val_loss: 0.1251 - val_mean_absolute_error: 0.1871\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0057 - mean_absolute_error: 0.0483 - val_loss: 0.1210 - val_mean_absolute_error: 0.1893\n",
      "Epoch 64/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0060 - mean_absolute_error: 0.0531 - val_loss: 0.1355 - val_mean_absolute_error: 0.1963\n",
      "Epoch 65/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0063 - mean_absolute_error: 0.0538 - val_loss: 0.1389 - val_mean_absolute_error: 0.1893\n",
      "Epoch 66/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0065 - mean_absolute_error: 0.0547 - val_loss: 0.1247 - val_mean_absolute_error: 0.2114\n",
      "Epoch 67/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0084 - mean_absolute_error: 0.0678 - val_loss: 0.1222 - val_mean_absolute_error: 0.1713\n",
      "Epoch 68/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0052 - mean_absolute_error: 0.0472 - val_loss: 0.1431 - val_mean_absolute_error: 0.2039\n",
      "Epoch 69/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0062 - mean_absolute_error: 0.0566 - val_loss: 0.1215 - val_mean_absolute_error: 0.1921\n",
      "Epoch 70/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0059 - mean_absolute_error: 0.0525 - val_loss: 0.1196 - val_mean_absolute_error: 0.1737\n",
      "Epoch 71/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0045 - mean_absolute_error: 0.0446 - val_loss: 0.1355 - val_mean_absolute_error: 0.2004\n",
      "Epoch 72/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0057 - mean_absolute_error: 0.0553 - val_loss: 0.1235 - val_mean_absolute_error: 0.1729\n",
      "Epoch 73/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0045 - mean_absolute_error: 0.0424 - val_loss: 0.1200 - val_mean_absolute_error: 0.1837\n",
      "Epoch 74/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0046 - mean_absolute_error: 0.0464 - val_loss: 0.1302 - val_mean_absolute_error: 0.1916\n",
      "Epoch 75/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0046 - mean_absolute_error: 0.0459 - val_loss: 0.1260 - val_mean_absolute_error: 0.1675\n",
      "Epoch 76/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0034 - mean_absolute_error: 0.0349 - val_loss: 0.1207 - val_mean_absolute_error: 0.1881\n",
      "Epoch 77/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0042 - mean_absolute_error: 0.0440 - val_loss: 0.1271 - val_mean_absolute_error: 0.1777\n",
      "Epoch 78/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0030 - mean_absolute_error: 0.0324 - val_loss: 0.1269 - val_mean_absolute_error: 0.1695\n",
      "Epoch 79/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0026 - mean_absolute_error: 0.0290 - val_loss: 0.1199 - val_mean_absolute_error: 0.1780\n",
      "Epoch 80/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0029 - mean_absolute_error: 0.0338 - val_loss: 0.1234 - val_mean_absolute_error: 0.1637\n",
      "2/2 [==============================] - 0s 47ms/step - loss: 0.1234 - mean_absolute_error: 0.1637\n",
      "1/1 [==============================] - 0s 309ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 22\n",
      "Epoch 1/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 2s 151ms/step - loss: 0.9637 - mean_absolute_error: 0.7526 - val_loss: 0.6602 - val_mean_absolute_error: 0.6976\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4997 - mean_absolute_error: 0.5799 - val_loss: 0.5741 - val_mean_absolute_error: 0.6060\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.3837 - mean_absolute_error: 0.4827 - val_loss: 0.5148 - val_mean_absolute_error: 0.5261\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.3109 - mean_absolute_error: 0.4161 - val_loss: 0.4610 - val_mean_absolute_error: 0.4844\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2402 - mean_absolute_error: 0.3668 - val_loss: 0.3659 - val_mean_absolute_error: 0.4217\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2092 - mean_absolute_error: 0.3294 - val_loss: 0.3490 - val_mean_absolute_error: 0.3858\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2020 - mean_absolute_error: 0.3176 - val_loss: 0.3371 - val_mean_absolute_error: 0.3811\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1880 - mean_absolute_error: 0.3047 - val_loss: 0.3317 - val_mean_absolute_error: 0.3811\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1586 - mean_absolute_error: 0.2810 - val_loss: 0.2718 - val_mean_absolute_error: 0.3362\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1341 - mean_absolute_error: 0.2519 - val_loss: 0.2035 - val_mean_absolute_error: 0.2954\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1140 - mean_absolute_error: 0.2376 - val_loss: 0.1970 - val_mean_absolute_error: 0.2838\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0990 - mean_absolute_error: 0.2181 - val_loss: 0.1949 - val_mean_absolute_error: 0.2729\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0784 - mean_absolute_error: 0.1887 - val_loss: 0.1765 - val_mean_absolute_error: 0.2666\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0663 - mean_absolute_error: 0.1739 - val_loss: 0.1714 - val_mean_absolute_error: 0.2487\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0517 - mean_absolute_error: 0.1490 - val_loss: 0.1670 - val_mean_absolute_error: 0.2388\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0428 - mean_absolute_error: 0.1330 - val_loss: 0.1409 - val_mean_absolute_error: 0.2248\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0382 - mean_absolute_error: 0.1284 - val_loss: 0.1411 - val_mean_absolute_error: 0.2196\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0311 - mean_absolute_error: 0.1159 - val_loss: 0.1505 - val_mean_absolute_error: 0.2208\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0277 - mean_absolute_error: 0.1078 - val_loss: 0.1275 - val_mean_absolute_error: 0.2187\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0257 - mean_absolute_error: 0.1033 - val_loss: 0.1294 - val_mean_absolute_error: 0.1997\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0192 - mean_absolute_error: 0.0867 - val_loss: 0.1252 - val_mean_absolute_error: 0.1921\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0165 - mean_absolute_error: 0.0789 - val_loss: 0.1227 - val_mean_absolute_error: 0.1844\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0142 - mean_absolute_error: 0.0702 - val_loss: 0.1209 - val_mean_absolute_error: 0.1890\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0126 - mean_absolute_error: 0.0674 - val_loss: 0.1245 - val_mean_absolute_error: 0.1814\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0108 - mean_absolute_error: 0.0631 - val_loss: 0.1447 - val_mean_absolute_error: 0.1930\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0118 - mean_absolute_error: 0.0669 - val_loss: 0.1356 - val_mean_absolute_error: 0.1878\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0120 - mean_absolute_error: 0.0667 - val_loss: 0.1253 - val_mean_absolute_error: 0.2078\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0146 - mean_absolute_error: 0.0771 - val_loss: 0.1336 - val_mean_absolute_error: 0.1994\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0140 - mean_absolute_error: 0.0740 - val_loss: 0.1504 - val_mean_absolute_error: 0.1953\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0183 - mean_absolute_error: 0.0878 - val_loss: 0.1463 - val_mean_absolute_error: 0.2332\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0176 - mean_absolute_error: 0.0886 - val_loss: 0.1268 - val_mean_absolute_error: 0.1950\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0156 - mean_absolute_error: 0.0824 - val_loss: 0.1563 - val_mean_absolute_error: 0.2296\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0204 - mean_absolute_error: 0.0952 - val_loss: 0.1384 - val_mean_absolute_error: 0.2312\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.1384 - mean_absolute_error: 0.2312\n",
      "1/1 [==============================] - 0s 316ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 23\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 1.1030 - mean_absolute_error: 0.8487 - val_loss: 0.3464 - val_mean_absolute_error: 0.4694\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4979 - mean_absolute_error: 0.5361 - val_loss: 0.3097 - val_mean_absolute_error: 0.4654\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3384 - mean_absolute_error: 0.4531 - val_loss: 0.2831 - val_mean_absolute_error: 0.4248\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2487 - mean_absolute_error: 0.3569 - val_loss: 0.2391 - val_mean_absolute_error: 0.3629\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2111 - mean_absolute_error: 0.3283 - val_loss: 0.1902 - val_mean_absolute_error: 0.3105\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1797 - mean_absolute_error: 0.2940 - val_loss: 0.1849 - val_mean_absolute_error: 0.3061\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1505 - mean_absolute_error: 0.2719 - val_loss: 0.1643 - val_mean_absolute_error: 0.2878\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1193 - mean_absolute_error: 0.2321 - val_loss: 0.1480 - val_mean_absolute_error: 0.2750\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0912 - mean_absolute_error: 0.2046 - val_loss: 0.1237 - val_mean_absolute_error: 0.2414\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0802 - mean_absolute_error: 0.1881 - val_loss: 0.1112 - val_mean_absolute_error: 0.2330\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0607 - mean_absolute_error: 0.1690 - val_loss: 0.0977 - val_mean_absolute_error: 0.2273\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0370 - mean_absolute_error: 0.1325 - val_loss: 0.1069 - val_mean_absolute_error: 0.2200\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0290 - mean_absolute_error: 0.1133 - val_loss: 0.0998 - val_mean_absolute_error: 0.2033\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0221 - mean_absolute_error: 0.0958 - val_loss: 0.0888 - val_mean_absolute_error: 0.1823\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0166 - mean_absolute_error: 0.0785 - val_loss: 0.0893 - val_mean_absolute_error: 0.1728\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0130 - mean_absolute_error: 0.0678 - val_loss: 0.0896 - val_mean_absolute_error: 0.1686\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0128 - mean_absolute_error: 0.0682 - val_loss: 0.0842 - val_mean_absolute_error: 0.1619\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0108 - mean_absolute_error: 0.0618 - val_loss: 0.0796 - val_mean_absolute_error: 0.1632\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0101 - mean_absolute_error: 0.0640 - val_loss: 0.0804 - val_mean_absolute_error: 0.1548\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0077 - mean_absolute_error: 0.0526 - val_loss: 0.0810 - val_mean_absolute_error: 0.1585\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0079 - mean_absolute_error: 0.0588 - val_loss: 0.0759 - val_mean_absolute_error: 0.1460\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0082 - mean_absolute_error: 0.0602 - val_loss: 0.0723 - val_mean_absolute_error: 0.1551\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0076 - mean_absolute_error: 0.0615 - val_loss: 0.0733 - val_mean_absolute_error: 0.1491\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0064 - mean_absolute_error: 0.0547 - val_loss: 0.0758 - val_mean_absolute_error: 0.1497\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0051 - mean_absolute_error: 0.0472 - val_loss: 0.0729 - val_mean_absolute_error: 0.1435\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0067 - mean_absolute_error: 0.0574 - val_loss: 0.0686 - val_mean_absolute_error: 0.1526\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0058 - mean_absolute_error: 0.0541 - val_loss: 0.0695 - val_mean_absolute_error: 0.1460\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0055 - mean_absolute_error: 0.0532 - val_loss: 0.0707 - val_mean_absolute_error: 0.1452\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0040 - mean_absolute_error: 0.0443 - val_loss: 0.0679 - val_mean_absolute_error: 0.1396\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0047 - mean_absolute_error: 0.0494 - val_loss: 0.0650 - val_mean_absolute_error: 0.1469\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0038 - mean_absolute_error: 0.0444 - val_loss: 0.0670 - val_mean_absolute_error: 0.1394\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0034 - mean_absolute_error: 0.0418 - val_loss: 0.0685 - val_mean_absolute_error: 0.1415\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0025 - mean_absolute_error: 0.0349 - val_loss: 0.0660 - val_mean_absolute_error: 0.1356\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0030 - mean_absolute_error: 0.0390 - val_loss: 0.0646 - val_mean_absolute_error: 0.1414\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0024 - mean_absolute_error: 0.0344 - val_loss: 0.0657 - val_mean_absolute_error: 0.1344\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0024 - mean_absolute_error: 0.0344 - val_loss: 0.0669 - val_mean_absolute_error: 0.1365\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0019 - mean_absolute_error: 0.0302 - val_loss: 0.0657 - val_mean_absolute_error: 0.1348\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0026 - mean_absolute_error: 0.0366 - val_loss: 0.0642 - val_mean_absolute_error: 0.1383\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0021 - mean_absolute_error: 0.0319 - val_loss: 0.0648 - val_mean_absolute_error: 0.1361\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0025 - mean_absolute_error: 0.0352 - val_loss: 0.0662 - val_mean_absolute_error: 0.1331\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0019 - mean_absolute_error: 0.0304 - val_loss: 0.0664 - val_mean_absolute_error: 0.1405\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0030 - mean_absolute_error: 0.0402 - val_loss: 0.0643 - val_mean_absolute_error: 0.1348\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0023 - mean_absolute_error: 0.0339 - val_loss: 0.0644 - val_mean_absolute_error: 0.1440\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0033 - mean_absolute_error: 0.0425 - val_loss: 0.0663 - val_mean_absolute_error: 0.1298\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0027 - mean_absolute_error: 0.0362 - val_loss: 0.0676 - val_mean_absolute_error: 0.1491\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0042 - mean_absolute_error: 0.0477 - val_loss: 0.0650 - val_mean_absolute_error: 0.1333\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0036 - mean_absolute_error: 0.0424 - val_loss: 0.0652 - val_mean_absolute_error: 0.1552\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0049 - mean_absolute_error: 0.0529 - val_loss: 0.0664 - val_mean_absolute_error: 0.1342\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.0664 - mean_absolute_error: 0.1342\n",
      "1/1 [==============================] - 0s 347ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 24\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 151ms/step - loss: 0.8902 - mean_absolute_error: 0.7445 - val_loss: 0.5358 - val_mean_absolute_error: 0.5788\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.4371 - mean_absolute_error: 0.5152 - val_loss: 0.4151 - val_mean_absolute_error: 0.5116\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2771 - mean_absolute_error: 0.4046 - val_loss: 0.3725 - val_mean_absolute_error: 0.4535\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2247 - mean_absolute_error: 0.3432 - val_loss: 0.2716 - val_mean_absolute_error: 0.3898\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1651 - mean_absolute_error: 0.2961 - val_loss: 0.2844 - val_mean_absolute_error: 0.3996\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1731 - mean_absolute_error: 0.3057 - val_loss: 0.3073 - val_mean_absolute_error: 0.3816\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1165 - mean_absolute_error: 0.2407 - val_loss: 0.2111 - val_mean_absolute_error: 0.3329\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0874 - mean_absolute_error: 0.2048 - val_loss: 0.1819 - val_mean_absolute_error: 0.2790\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0639 - mean_absolute_error: 0.1682 - val_loss: 0.1690 - val_mean_absolute_error: 0.2675\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0502 - mean_absolute_error: 0.1446 - val_loss: 0.1401 - val_mean_absolute_error: 0.2431\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0435 - mean_absolute_error: 0.1300 - val_loss: 0.1292 - val_mean_absolute_error: 0.2516\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0345 - mean_absolute_error: 0.1222 - val_loss: 0.1348 - val_mean_absolute_error: 0.2549\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0270 - mean_absolute_error: 0.1070 - val_loss: 0.1497 - val_mean_absolute_error: 0.2422\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0206 - mean_absolute_error: 0.0975 - val_loss: 0.1458 - val_mean_absolute_error: 0.2331\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0178 - mean_absolute_error: 0.0901 - val_loss: 0.1144 - val_mean_absolute_error: 0.2162\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0131 - mean_absolute_error: 0.0769 - val_loss: 0.1083 - val_mean_absolute_error: 0.2163\n",
      "Epoch 17/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0175 - mean_absolute_error: 0.0942 - val_loss: 0.1295 - val_mean_absolute_error: 0.2031\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0172 - mean_absolute_error: 0.0920 - val_loss: 0.1825 - val_mean_absolute_error: 0.2984\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0312 - mean_absolute_error: 0.1334 - val_loss: 0.1224 - val_mean_absolute_error: 0.2013\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0274 - mean_absolute_error: 0.1182 - val_loss: 0.1343 - val_mean_absolute_error: 0.2707\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0313 - mean_absolute_error: 0.1360 - val_loss: 0.1206 - val_mean_absolute_error: 0.2177\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0172 - mean_absolute_error: 0.0928 - val_loss: 0.1573 - val_mean_absolute_error: 0.2547\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0259 - mean_absolute_error: 0.1172 - val_loss: 0.1212 - val_mean_absolute_error: 0.2330\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0150 - mean_absolute_error: 0.0877 - val_loss: 0.1189 - val_mean_absolute_error: 0.1915\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0085 - mean_absolute_error: 0.0648 - val_loss: 0.1315 - val_mean_absolute_error: 0.2225\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0079 - mean_absolute_error: 0.0643 - val_loss: 0.1029 - val_mean_absolute_error: 0.1870\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0084 - mean_absolute_error: 0.0587 - val_loss: 0.1119 - val_mean_absolute_error: 0.2023\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0098 - mean_absolute_error: 0.0696 - val_loss: 0.1356 - val_mean_absolute_error: 0.2218\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0079 - mean_absolute_error: 0.0653 - val_loss: 0.1138 - val_mean_absolute_error: 0.1828\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0061 - mean_absolute_error: 0.0557 - val_loss: 0.1033 - val_mean_absolute_error: 0.1887\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0066 - mean_absolute_error: 0.0586 - val_loss: 0.1256 - val_mean_absolute_error: 0.1975\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0039 - mean_absolute_error: 0.0455 - val_loss: 0.1119 - val_mean_absolute_error: 0.1763\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0034 - mean_absolute_error: 0.0371 - val_loss: 0.1083 - val_mean_absolute_error: 0.1722\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0021 - mean_absolute_error: 0.0329 - val_loss: 0.1089 - val_mean_absolute_error: 0.1735\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0015 - mean_absolute_error: 0.0270 - val_loss: 0.1108 - val_mean_absolute_error: 0.1705\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0014 - mean_absolute_error: 0.0223 - val_loss: 0.1079 - val_mean_absolute_error: 0.1635\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.1079 - mean_absolute_error: 0.1635\n",
      "1/1 [==============================] - 0s 315ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 25\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.9268 - mean_absolute_error: 0.7388 - val_loss: 0.6317 - val_mean_absolute_error: 0.5962\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3942 - mean_absolute_error: 0.4791 - val_loss: 0.4308 - val_mean_absolute_error: 0.4981\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2510 - mean_absolute_error: 0.3774 - val_loss: 0.3490 - val_mean_absolute_error: 0.4438\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1842 - mean_absolute_error: 0.3143 - val_loss: 0.3510 - val_mean_absolute_error: 0.4210\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1319 - mean_absolute_error: 0.2717 - val_loss: 0.3370 - val_mean_absolute_error: 0.4049\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1063 - mean_absolute_error: 0.2375 - val_loss: 0.2061 - val_mean_absolute_error: 0.3551\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0864 - mean_absolute_error: 0.2078 - val_loss: 0.1910 - val_mean_absolute_error: 0.3101\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0552 - mean_absolute_error: 0.1573 - val_loss: 0.1563 - val_mean_absolute_error: 0.2764\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0407 - mean_absolute_error: 0.1441 - val_loss: 0.1503 - val_mean_absolute_error: 0.2621\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0294 - mean_absolute_error: 0.1246 - val_loss: 0.1443 - val_mean_absolute_error: 0.2454\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0240 - mean_absolute_error: 0.1123 - val_loss: 0.1287 - val_mean_absolute_error: 0.2277\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0191 - mean_absolute_error: 0.1005 - val_loss: 0.1437 - val_mean_absolute_error: 0.2314\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0155 - mean_absolute_error: 0.0830 - val_loss: 0.1333 - val_mean_absolute_error: 0.2256\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0168 - mean_absolute_error: 0.0892 - val_loss: 0.1285 - val_mean_absolute_error: 0.2127\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0195 - mean_absolute_error: 0.0936 - val_loss: 0.1487 - val_mean_absolute_error: 0.2413\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0183 - mean_absolute_error: 0.0966 - val_loss: 0.1351 - val_mean_absolute_error: 0.2199\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0356 - mean_absolute_error: 0.1246 - val_loss: 0.1401 - val_mean_absolute_error: 0.2369\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0293 - mean_absolute_error: 0.1181 - val_loss: 0.1839 - val_mean_absolute_error: 0.2865\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0471 - mean_absolute_error: 0.1503 - val_loss: 0.1700 - val_mean_absolute_error: 0.2677\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0387 - mean_absolute_error: 0.1468 - val_loss: 0.1486 - val_mean_absolute_error: 0.2340\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0275 - mean_absolute_error: 0.1119 - val_loss: 0.1810 - val_mean_absolute_error: 0.2695\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0289 - mean_absolute_error: 0.1240 - val_loss: 0.1519 - val_mean_absolute_error: 0.2608\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0223 - mean_absolute_error: 0.1102 - val_loss: 0.1261 - val_mean_absolute_error: 0.2187\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0118 - mean_absolute_error: 0.0737 - val_loss: 0.1386 - val_mean_absolute_error: 0.2150\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0100 - mean_absolute_error: 0.0717 - val_loss: 0.1511 - val_mean_absolute_error: 0.2386\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0090 - mean_absolute_error: 0.0691 - val_loss: 0.1375 - val_mean_absolute_error: 0.2172\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0044 - mean_absolute_error: 0.0454 - val_loss: 0.1314 - val_mean_absolute_error: 0.1950\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0022 - mean_absolute_error: 0.0314 - val_loss: 0.1303 - val_mean_absolute_error: 0.1974\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0024 - mean_absolute_error: 0.0344 - val_loss: 0.1291 - val_mean_absolute_error: 0.1933\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0014 - mean_absolute_error: 0.0262 - val_loss: 0.1286 - val_mean_absolute_error: 0.1872\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 8.7438e-04 - mean_absolute_error: 0.0198 - val_loss: 0.1287 - val_mean_absolute_error: 0.1876\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 8.6245e-04 - mean_absolute_error: 0.0206 - val_loss: 0.1280 - val_mean_absolute_error: 0.1872\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 5.7436e-04 - mean_absolute_error: 0.0155 - val_loss: 0.1283 - val_mean_absolute_error: 0.1841\n",
      "2/2 [==============================] - 0s 45ms/step - loss: 0.1283 - mean_absolute_error: 0.1841\n",
      "1/1 [==============================] - 0s 321ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 26\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 147ms/step - loss: 0.9398 - mean_absolute_error: 0.7482 - val_loss: 0.5931 - val_mean_absolute_error: 0.6136\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5043 - mean_absolute_error: 0.5490 - val_loss: 0.3960 - val_mean_absolute_error: 0.4744\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.3465 - mean_absolute_error: 0.4764 - val_loss: 0.3346 - val_mean_absolute_error: 0.4418\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2473 - mean_absolute_error: 0.3754 - val_loss: 0.2848 - val_mean_absolute_error: 0.4060\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1995 - mean_absolute_error: 0.3316 - val_loss: 0.2638 - val_mean_absolute_error: 0.3671\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1419 - mean_absolute_error: 0.2695 - val_loss: 0.2666 - val_mean_absolute_error: 0.3637\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1128 - mean_absolute_error: 0.2472 - val_loss: 0.2402 - val_mean_absolute_error: 0.3383\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0797 - mean_absolute_error: 0.2054 - val_loss: 0.2245 - val_mean_absolute_error: 0.3169\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0549 - mean_absolute_error: 0.1614 - val_loss: 0.2268 - val_mean_absolute_error: 0.3017\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0510 - mean_absolute_error: 0.1555 - val_loss: 0.2152 - val_mean_absolute_error: 0.2995\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0407 - mean_absolute_error: 0.1387 - val_loss: 0.1897 - val_mean_absolute_error: 0.2650\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0269 - mean_absolute_error: 0.1112 - val_loss: 0.1986 - val_mean_absolute_error: 0.2606\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0225 - mean_absolute_error: 0.0985 - val_loss: 0.2001 - val_mean_absolute_error: 0.2475\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0179 - mean_absolute_error: 0.0852 - val_loss: 0.1934 - val_mean_absolute_error: 0.2439\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0149 - mean_absolute_error: 0.0786 - val_loss: 0.2089 - val_mean_absolute_error: 0.2506\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0117 - mean_absolute_error: 0.0673 - val_loss: 0.2130 - val_mean_absolute_error: 0.2483\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0092 - mean_absolute_error: 0.0579 - val_loss: 0.2144 - val_mean_absolute_error: 0.2508\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0101 - mean_absolute_error: 0.0550 - val_loss: 0.2242 - val_mean_absolute_error: 0.2658\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0104 - mean_absolute_error: 0.0610 - val_loss: 0.2174 - val_mean_absolute_error: 0.2585\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0111 - mean_absolute_error: 0.0675 - val_loss: 0.2145 - val_mean_absolute_error: 0.2473\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0125 - mean_absolute_error: 0.0757 - val_loss: 0.2547 - val_mean_absolute_error: 0.3028\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.2547 - mean_absolute_error: 0.3028\n",
      "1/1 [==============================] - 0s 321ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 27\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.9031 - mean_absolute_error: 0.7462 - val_loss: 0.5526 - val_mean_absolute_error: 0.5672\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.4810 - mean_absolute_error: 0.5400 - val_loss: 0.5801 - val_mean_absolute_error: 0.6138\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.3694 - mean_absolute_error: 0.4657 - val_loss: 0.4035 - val_mean_absolute_error: 0.4883\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2805 - mean_absolute_error: 0.3971 - val_loss: 0.4493 - val_mean_absolute_error: 0.4843\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1996 - mean_absolute_error: 0.3329 - val_loss: 0.3813 - val_mean_absolute_error: 0.4505\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.1465 - mean_absolute_error: 0.2689 - val_loss: 0.3698 - val_mean_absolute_error: 0.4324\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0993 - mean_absolute_error: 0.2152 - val_loss: 0.2608 - val_mean_absolute_error: 0.3426\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0779 - mean_absolute_error: 0.1858 - val_loss: 0.2454 - val_mean_absolute_error: 0.3373\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0687 - mean_absolute_error: 0.1747 - val_loss: 0.3330 - val_mean_absolute_error: 0.3936\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0699 - mean_absolute_error: 0.1883 - val_loss: 0.2530 - val_mean_absolute_error: 0.3374\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0518 - mean_absolute_error: 0.1507 - val_loss: 0.2346 - val_mean_absolute_error: 0.3078\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0373 - mean_absolute_error: 0.1255 - val_loss: 0.2430 - val_mean_absolute_error: 0.3066\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0289 - mean_absolute_error: 0.1148 - val_loss: 0.2162 - val_mean_absolute_error: 0.2663\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0223 - mean_absolute_error: 0.0989 - val_loss: 0.1917 - val_mean_absolute_error: 0.2727\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0256 - mean_absolute_error: 0.1058 - val_loss: 0.2037 - val_mean_absolute_error: 0.2657\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0182 - mean_absolute_error: 0.0887 - val_loss: 0.2052 - val_mean_absolute_error: 0.2519\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0164 - mean_absolute_error: 0.0798 - val_loss: 0.1706 - val_mean_absolute_error: 0.2453\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0171 - mean_absolute_error: 0.0880 - val_loss: 0.1843 - val_mean_absolute_error: 0.2507\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0146 - mean_absolute_error: 0.0762 - val_loss: 0.1750 - val_mean_absolute_error: 0.2425\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0249 - mean_absolute_error: 0.1040 - val_loss: 0.2249 - val_mean_absolute_error: 0.2924\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0377 - mean_absolute_error: 0.1368 - val_loss: 0.1908 - val_mean_absolute_error: 0.2795\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0235 - mean_absolute_error: 0.1088 - val_loss: 0.1834 - val_mean_absolute_error: 0.2716\n",
      "Epoch 23/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0199 - mean_absolute_error: 0.0974 - val_loss: 0.1967 - val_mean_absolute_error: 0.2665\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0143 - mean_absolute_error: 0.0816 - val_loss: 0.1740 - val_mean_absolute_error: 0.2352\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0095 - mean_absolute_error: 0.0647 - val_loss: 0.1671 - val_mean_absolute_error: 0.2399\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0098 - mean_absolute_error: 0.0654 - val_loss: 0.1801 - val_mean_absolute_error: 0.2413\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0077 - mean_absolute_error: 0.0551 - val_loss: 0.1765 - val_mean_absolute_error: 0.2342\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0071 - mean_absolute_error: 0.0527 - val_loss: 0.1638 - val_mean_absolute_error: 0.2318\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0068 - mean_absolute_error: 0.0504 - val_loss: 0.1663 - val_mean_absolute_error: 0.2263\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0072 - mean_absolute_error: 0.0500 - val_loss: 0.1827 - val_mean_absolute_error: 0.2401\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0065 - mean_absolute_error: 0.0519 - val_loss: 0.1671 - val_mean_absolute_error: 0.2144\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0060 - mean_absolute_error: 0.0475 - val_loss: 0.1626 - val_mean_absolute_error: 0.2331\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0067 - mean_absolute_error: 0.0529 - val_loss: 0.1716 - val_mean_absolute_error: 0.2183\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0054 - mean_absolute_error: 0.0445 - val_loss: 0.1780 - val_mean_absolute_error: 0.2349\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0069 - mean_absolute_error: 0.0527 - val_loss: 0.1646 - val_mean_absolute_error: 0.2277\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0058 - mean_absolute_error: 0.0476 - val_loss: 0.1624 - val_mean_absolute_error: 0.2232\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0065 - mean_absolute_error: 0.0511 - val_loss: 0.1817 - val_mean_absolute_error: 0.2391\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0067 - mean_absolute_error: 0.0544 - val_loss: 0.1684 - val_mean_absolute_error: 0.2132\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0061 - mean_absolute_error: 0.0488 - val_loss: 0.1652 - val_mean_absolute_error: 0.2415\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0071 - mean_absolute_error: 0.0572 - val_loss: 0.1702 - val_mean_absolute_error: 0.2142\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0051 - mean_absolute_error: 0.0438 - val_loss: 0.1799 - val_mean_absolute_error: 0.2358\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0068 - mean_absolute_error: 0.0558 - val_loss: 0.1650 - val_mean_absolute_error: 0.2312\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0056 - mean_absolute_error: 0.0489 - val_loss: 0.1638 - val_mean_absolute_error: 0.2173\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0050 - mean_absolute_error: 0.0445 - val_loss: 0.1841 - val_mean_absolute_error: 0.2369\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0067 - mean_absolute_error: 0.0574 - val_loss: 0.1653 - val_mean_absolute_error: 0.2086\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0047 - mean_absolute_error: 0.0420 - val_loss: 0.1646 - val_mean_absolute_error: 0.2351\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.1646 - mean_absolute_error: 0.2351\n",
      "1/1 [==============================] - 0s 303ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 28\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 160ms/step - loss: 1.0843 - mean_absolute_error: 0.8578 - val_loss: 0.6315 - val_mean_absolute_error: 0.6095\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.5362 - mean_absolute_error: 0.5470 - val_loss: 0.4262 - val_mean_absolute_error: 0.4882\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3442 - mean_absolute_error: 0.4560 - val_loss: 0.3324 - val_mean_absolute_error: 0.4499\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.2401 - mean_absolute_error: 0.3640 - val_loss: 0.2907 - val_mean_absolute_error: 0.4053\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1745 - mean_absolute_error: 0.3017 - val_loss: 0.2233 - val_mean_absolute_error: 0.3424\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1379 - mean_absolute_error: 0.2737 - val_loss: 0.2071 - val_mean_absolute_error: 0.3263\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1081 - mean_absolute_error: 0.2365 - val_loss: 0.1918 - val_mean_absolute_error: 0.2873\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0875 - mean_absolute_error: 0.2061 - val_loss: 0.2158 - val_mean_absolute_error: 0.3076\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0718 - mean_absolute_error: 0.1909 - val_loss: 0.2065 - val_mean_absolute_error: 0.3035\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0597 - mean_absolute_error: 0.1823 - val_loss: 0.2154 - val_mean_absolute_error: 0.2994\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0495 - mean_absolute_error: 0.1519 - val_loss: 0.1892 - val_mean_absolute_error: 0.2688\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0485 - mean_absolute_error: 0.1456 - val_loss: 0.1991 - val_mean_absolute_error: 0.2673\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0473 - mean_absolute_error: 0.1516 - val_loss: 0.1796 - val_mean_absolute_error: 0.2633\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0396 - mean_absolute_error: 0.1357 - val_loss: 0.1436 - val_mean_absolute_error: 0.2068\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0365 - mean_absolute_error: 0.1218 - val_loss: 0.1984 - val_mean_absolute_error: 0.2551\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0563 - mean_absolute_error: 0.1650 - val_loss: 0.1903 - val_mean_absolute_error: 0.2718\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0463 - mean_absolute_error: 0.1509 - val_loss: 0.1547 - val_mean_absolute_error: 0.2349\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0355 - mean_absolute_error: 0.1371 - val_loss: 0.1669 - val_mean_absolute_error: 0.2288\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0364 - mean_absolute_error: 0.1302 - val_loss: 0.1665 - val_mean_absolute_error: 0.2425\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0284 - mean_absolute_error: 0.1171 - val_loss: 0.1495 - val_mean_absolute_error: 0.2257\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0248 - mean_absolute_error: 0.1154 - val_loss: 0.1555 - val_mean_absolute_error: 0.2077\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0168 - mean_absolute_error: 0.0909 - val_loss: 0.1621 - val_mean_absolute_error: 0.2207\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0147 - mean_absolute_error: 0.0872 - val_loss: 0.1447 - val_mean_absolute_error: 0.1974\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0131 - mean_absolute_error: 0.0829 - val_loss: 0.1493 - val_mean_absolute_error: 0.1866\n",
      "2/2 [==============================] - 0s 43ms/step - loss: 0.1493 - mean_absolute_error: 0.1866\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 308ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 29\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 155ms/step - loss: 0.8135 - mean_absolute_error: 0.7418 - val_loss: 0.7210 - val_mean_absolute_error: 0.7290\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.4967 - mean_absolute_error: 0.5639 - val_loss: 0.4479 - val_mean_absolute_error: 0.4867\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3286 - mean_absolute_error: 0.4218 - val_loss: 0.4643 - val_mean_absolute_error: 0.5363\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2679 - mean_absolute_error: 0.3834 - val_loss: 0.4255 - val_mean_absolute_error: 0.4821\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2098 - mean_absolute_error: 0.3276 - val_loss: 0.3725 - val_mean_absolute_error: 0.4315\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1682 - mean_absolute_error: 0.2872 - val_loss: 0.3871 - val_mean_absolute_error: 0.4356\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1413 - mean_absolute_error: 0.2649 - val_loss: 0.2858 - val_mean_absolute_error: 0.3707\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1059 - mean_absolute_error: 0.2194 - val_loss: 0.2825 - val_mean_absolute_error: 0.3641\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0915 - mean_absolute_error: 0.2006 - val_loss: 0.3081 - val_mean_absolute_error: 0.3601\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0762 - mean_absolute_error: 0.1800 - val_loss: 0.2961 - val_mean_absolute_error: 0.3395\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0580 - mean_absolute_error: 0.1526 - val_loss: 0.2825 - val_mean_absolute_error: 0.3235\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0471 - mean_absolute_error: 0.1325 - val_loss: 0.2747 - val_mean_absolute_error: 0.3215\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0377 - mean_absolute_error: 0.1186 - val_loss: 0.2606 - val_mean_absolute_error: 0.3121\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0291 - mean_absolute_error: 0.1129 - val_loss: 0.2680 - val_mean_absolute_error: 0.3054\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0260 - mean_absolute_error: 0.0998 - val_loss: 0.2498 - val_mean_absolute_error: 0.2877\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0192 - mean_absolute_error: 0.0898 - val_loss: 0.2341 - val_mean_absolute_error: 0.2696\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0136 - mean_absolute_error: 0.0720 - val_loss: 0.2278 - val_mean_absolute_error: 0.2619\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0113 - mean_absolute_error: 0.0686 - val_loss: 0.2326 - val_mean_absolute_error: 0.2661\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0139 - mean_absolute_error: 0.0728 - val_loss: 0.2661 - val_mean_absolute_error: 0.3283\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0206 - mean_absolute_error: 0.0956 - val_loss: 0.2408 - val_mean_absolute_error: 0.2802\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0173 - mean_absolute_error: 0.0923 - val_loss: 0.2320 - val_mean_absolute_error: 0.3098\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0231 - mean_absolute_error: 0.1063 - val_loss: 0.2215 - val_mean_absolute_error: 0.2894\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0226 - mean_absolute_error: 0.1053 - val_loss: 0.2753 - val_mean_absolute_error: 0.3460\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0266 - mean_absolute_error: 0.1214 - val_loss: 0.2325 - val_mean_absolute_error: 0.2726\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0138 - mean_absolute_error: 0.0835 - val_loss: 0.2171 - val_mean_absolute_error: 0.2841\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0245 - mean_absolute_error: 0.1022 - val_loss: 0.2136 - val_mean_absolute_error: 0.2616\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0168 - mean_absolute_error: 0.0928 - val_loss: 0.2423 - val_mean_absolute_error: 0.2950\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0135 - mean_absolute_error: 0.0888 - val_loss: 0.1946 - val_mean_absolute_error: 0.2560\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0135 - mean_absolute_error: 0.0785 - val_loss: 0.1834 - val_mean_absolute_error: 0.2456\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0085 - mean_absolute_error: 0.0711 - val_loss: 0.2072 - val_mean_absolute_error: 0.2806\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0096 - mean_absolute_error: 0.0742 - val_loss: 0.2000 - val_mean_absolute_error: 0.2475\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0053 - mean_absolute_error: 0.0530 - val_loss: 0.1748 - val_mean_absolute_error: 0.2339\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0072 - mean_absolute_error: 0.0538 - val_loss: 0.1820 - val_mean_absolute_error: 0.2329\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0059 - mean_absolute_error: 0.0565 - val_loss: 0.1911 - val_mean_absolute_error: 0.2331\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0056 - mean_absolute_error: 0.0536 - val_loss: 0.1792 - val_mean_absolute_error: 0.2477\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0058 - mean_absolute_error: 0.0574 - val_loss: 0.1733 - val_mean_absolute_error: 0.2161\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0034 - mean_absolute_error: 0.0418 - val_loss: 0.1816 - val_mean_absolute_error: 0.2378\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0035 - mean_absolute_error: 0.0449 - val_loss: 0.1730 - val_mean_absolute_error: 0.2149\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0019 - mean_absolute_error: 0.0303 - val_loss: 0.1723 - val_mean_absolute_error: 0.2170\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0016 - mean_absolute_error: 0.0282 - val_loss: 0.1793 - val_mean_absolute_error: 0.2177\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0014 - mean_absolute_error: 0.0254 - val_loss: 0.1798 - val_mean_absolute_error: 0.2139\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0013 - mean_absolute_error: 0.0242 - val_loss: 0.1741 - val_mean_absolute_error: 0.2141\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0010 - mean_absolute_error: 0.0224 - val_loss: 0.1743 - val_mean_absolute_error: 0.2073\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 8.6869e-04 - mean_absolute_error: 0.0191 - val_loss: 0.1793 - val_mean_absolute_error: 0.2166\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0012 - mean_absolute_error: 0.0227 - val_loss: 0.1810 - val_mean_absolute_error: 0.2120\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0012 - mean_absolute_error: 0.0225 - val_loss: 0.1781 - val_mean_absolute_error: 0.2130\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0010 - mean_absolute_error: 0.0220 - val_loss: 0.1725 - val_mean_absolute_error: 0.2109\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0011 - mean_absolute_error: 0.0223 - val_loss: 0.1790 - val_mean_absolute_error: 0.2143\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0012 - mean_absolute_error: 0.0230 - val_loss: 0.1850 - val_mean_absolute_error: 0.2248\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 40ms/step - loss: 0.1850 - mean_absolute_error: 0.2248\n",
      "1/1 [==============================] - 0s 310ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 30\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 157ms/step - loss: 0.8379 - mean_absolute_error: 0.7171 - val_loss: 0.4485 - val_mean_absolute_error: 0.5267\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.3933 - mean_absolute_error: 0.4731 - val_loss: 0.3800 - val_mean_absolute_error: 0.4408\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2379 - mean_absolute_error: 0.3735 - val_loss: 0.2767 - val_mean_absolute_error: 0.3908\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1862 - mean_absolute_error: 0.3215 - val_loss: 0.2743 - val_mean_absolute_error: 0.3898\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1726 - mean_absolute_error: 0.3057 - val_loss: 0.2742 - val_mean_absolute_error: 0.4065\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1306 - mean_absolute_error: 0.2605 - val_loss: 0.2526 - val_mean_absolute_error: 0.3702\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1030 - mean_absolute_error: 0.2374 - val_loss: 0.2230 - val_mean_absolute_error: 0.3332\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0813 - mean_absolute_error: 0.2028 - val_loss: 0.2086 - val_mean_absolute_error: 0.3091\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0651 - mean_absolute_error: 0.1773 - val_loss: 0.2330 - val_mean_absolute_error: 0.3408\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0608 - mean_absolute_error: 0.1783 - val_loss: 0.1991 - val_mean_absolute_error: 0.2979\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0510 - mean_absolute_error: 0.1653 - val_loss: 0.1748 - val_mean_absolute_error: 0.2836\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0553 - mean_absolute_error: 0.1625 - val_loss: 0.1915 - val_mean_absolute_error: 0.2733\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0505 - mean_absolute_error: 0.1382 - val_loss: 0.2197 - val_mean_absolute_error: 0.3114\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0441 - mean_absolute_error: 0.1390 - val_loss: 0.1602 - val_mean_absolute_error: 0.2523\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0392 - mean_absolute_error: 0.1302 - val_loss: 0.1487 - val_mean_absolute_error: 0.2360\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0234 - mean_absolute_error: 0.1101 - val_loss: 0.1619 - val_mean_absolute_error: 0.2429\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0144 - mean_absolute_error: 0.0867 - val_loss: 0.1559 - val_mean_absolute_error: 0.2361\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0149 - mean_absolute_error: 0.0908 - val_loss: 0.1319 - val_mean_absolute_error: 0.2158\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0108 - mean_absolute_error: 0.0731 - val_loss: 0.1282 - val_mean_absolute_error: 0.1934\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0090 - mean_absolute_error: 0.0634 - val_loss: 0.1452 - val_mean_absolute_error: 0.2083\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0071 - mean_absolute_error: 0.0590 - val_loss: 0.1430 - val_mean_absolute_error: 0.2017\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0072 - mean_absolute_error: 0.0568 - val_loss: 0.1293 - val_mean_absolute_error: 0.1936\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0071 - mean_absolute_error: 0.0566 - val_loss: 0.1300 - val_mean_absolute_error: 0.1870\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0065 - mean_absolute_error: 0.0538 - val_loss: 0.1416 - val_mean_absolute_error: 0.1957\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0051 - mean_absolute_error: 0.0476 - val_loss: 0.1443 - val_mean_absolute_error: 0.2042\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0059 - mean_absolute_error: 0.0527 - val_loss: 0.1287 - val_mean_absolute_error: 0.1900\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0057 - mean_absolute_error: 0.0523 - val_loss: 0.1292 - val_mean_absolute_error: 0.1961\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0061 - mean_absolute_error: 0.0541 - val_loss: 0.1372 - val_mean_absolute_error: 0.1863\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0044 - mean_absolute_error: 0.0450 - val_loss: 0.1482 - val_mean_absolute_error: 0.2143\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.1482 - mean_absolute_error: 0.2143\n",
      "1/1 [==============================] - 0s 319ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 31\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.9713 - mean_absolute_error: 0.7935 - val_loss: 0.5338 - val_mean_absolute_error: 0.6125\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5129 - mean_absolute_error: 0.5618 - val_loss: 0.4100 - val_mean_absolute_error: 0.5234\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.3392 - mean_absolute_error: 0.4471 - val_loss: 0.3514 - val_mean_absolute_error: 0.4610\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2840 - mean_absolute_error: 0.3956 - val_loss: 0.3353 - val_mean_absolute_error: 0.4208\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2288 - mean_absolute_error: 0.3491 - val_loss: 0.2883 - val_mean_absolute_error: 0.3792\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1752 - mean_absolute_error: 0.3039 - val_loss: 0.2631 - val_mean_absolute_error: 0.3524\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1396 - mean_absolute_error: 0.2699 - val_loss: 0.2527 - val_mean_absolute_error: 0.3494\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1176 - mean_absolute_error: 0.2443 - val_loss: 0.2279 - val_mean_absolute_error: 0.3008\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0927 - mean_absolute_error: 0.2042 - val_loss: 0.1974 - val_mean_absolute_error: 0.2670\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0729 - mean_absolute_error: 0.1807 - val_loss: 0.1988 - val_mean_absolute_error: 0.2604\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0604 - mean_absolute_error: 0.1630 - val_loss: 0.1946 - val_mean_absolute_error: 0.2598\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0587 - mean_absolute_error: 0.1600 - val_loss: 0.1743 - val_mean_absolute_error: 0.2206\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0457 - mean_absolute_error: 0.1305 - val_loss: 0.1705 - val_mean_absolute_error: 0.2343\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0433 - mean_absolute_error: 0.1341 - val_loss: 0.1500 - val_mean_absolute_error: 0.1915\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0414 - mean_absolute_error: 0.1266 - val_loss: 0.1772 - val_mean_absolute_error: 0.2405\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0403 - mean_absolute_error: 0.1269 - val_loss: 0.1489 - val_mean_absolute_error: 0.1945\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0273 - mean_absolute_error: 0.0972 - val_loss: 0.1294 - val_mean_absolute_error: 0.1707\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0227 - mean_absolute_error: 0.0849 - val_loss: 0.1291 - val_mean_absolute_error: 0.1687\n",
      "Epoch 19/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0185 - mean_absolute_error: 0.0724 - val_loss: 0.1240 - val_mean_absolute_error: 0.1650\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0295 - mean_absolute_error: 0.0887 - val_loss: 0.1370 - val_mean_absolute_error: 0.2072\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0417 - mean_absolute_error: 0.1297 - val_loss: 0.1144 - val_mean_absolute_error: 0.1777\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0321 - mean_absolute_error: 0.1120 - val_loss: 0.1369 - val_mean_absolute_error: 0.2191\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0349 - mean_absolute_error: 0.1335 - val_loss: 0.1236 - val_mean_absolute_error: 0.2000\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0298 - mean_absolute_error: 0.1225 - val_loss: 0.1447 - val_mean_absolute_error: 0.2209\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0380 - mean_absolute_error: 0.1429 - val_loss: 0.1218 - val_mean_absolute_error: 0.1817\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0299 - mean_absolute_error: 0.1237 - val_loss: 0.1152 - val_mean_absolute_error: 0.1923\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0237 - mean_absolute_error: 0.1032 - val_loss: 0.1017 - val_mean_absolute_error: 0.1595\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0298 - mean_absolute_error: 0.1150 - val_loss: 0.1398 - val_mean_absolute_error: 0.2110\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0372 - mean_absolute_error: 0.1379 - val_loss: 0.1414 - val_mean_absolute_error: 0.2021\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0303 - mean_absolute_error: 0.1267 - val_loss: 0.1236 - val_mean_absolute_error: 0.2050\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0256 - mean_absolute_error: 0.1142 - val_loss: 0.1181 - val_mean_absolute_error: 0.1945\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0256 - mean_absolute_error: 0.1126 - val_loss: 0.1056 - val_mean_absolute_error: 0.1550\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0182 - mean_absolute_error: 0.0853 - val_loss: 0.1204 - val_mean_absolute_error: 0.1783\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0193 - mean_absolute_error: 0.0895 - val_loss: 0.1140 - val_mean_absolute_error: 0.1608\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0167 - mean_absolute_error: 0.0811 - val_loss: 0.1151 - val_mean_absolute_error: 0.1481\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0134 - mean_absolute_error: 0.0651 - val_loss: 0.1176 - val_mean_absolute_error: 0.1579\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0113 - mean_absolute_error: 0.0586 - val_loss: 0.1087 - val_mean_absolute_error: 0.1426\n",
      "2/2 [==============================] - 0s 48ms/step - loss: 0.1087 - mean_absolute_error: 0.1426\n",
      "1/1 [==============================] - 0s 346ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 32\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 150ms/step - loss: 0.8708 - mean_absolute_error: 0.7663 - val_loss: 0.6175 - val_mean_absolute_error: 0.6044\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3971 - mean_absolute_error: 0.5023 - val_loss: 0.3885 - val_mean_absolute_error: 0.4958\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.2604 - mean_absolute_error: 0.4051 - val_loss: 0.3167 - val_mean_absolute_error: 0.4414\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1675 - mean_absolute_error: 0.3140 - val_loss: 0.2241 - val_mean_absolute_error: 0.3574\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1178 - mean_absolute_error: 0.2519 - val_loss: 0.1653 - val_mean_absolute_error: 0.3088\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0718 - mean_absolute_error: 0.1927 - val_loss: 0.1463 - val_mean_absolute_error: 0.2743\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0565 - mean_absolute_error: 0.1717 - val_loss: 0.1399 - val_mean_absolute_error: 0.2597\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0426 - mean_absolute_error: 0.1381 - val_loss: 0.1372 - val_mean_absolute_error: 0.2449\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0333 - mean_absolute_error: 0.1178 - val_loss: 0.1280 - val_mean_absolute_error: 0.2226\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0230 - mean_absolute_error: 0.0960 - val_loss: 0.1363 - val_mean_absolute_error: 0.2192\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0201 - mean_absolute_error: 0.0838 - val_loss: 0.1388 - val_mean_absolute_error: 0.2259\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0183 - mean_absolute_error: 0.0803 - val_loss: 0.1309 - val_mean_absolute_error: 0.2214\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0318 - mean_absolute_error: 0.1005 - val_loss: 0.1404 - val_mean_absolute_error: 0.2155\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0438 - mean_absolute_error: 0.1340 - val_loss: 0.2151 - val_mean_absolute_error: 0.3252\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0573 - mean_absolute_error: 0.1616 - val_loss: 0.1443 - val_mean_absolute_error: 0.2166\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0310 - mean_absolute_error: 0.1171 - val_loss: 0.1527 - val_mean_absolute_error: 0.2473\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0262 - mean_absolute_error: 0.1127 - val_loss: 0.1449 - val_mean_absolute_error: 0.2151\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0213 - mean_absolute_error: 0.0938 - val_loss: 0.1565 - val_mean_absolute_error: 0.2354\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0191 - mean_absolute_error: 0.0914 - val_loss: 0.1315 - val_mean_absolute_error: 0.2154\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1315 - mean_absolute_error: 0.2154\n",
      "1/1 [==============================] - 0s 322ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 33\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 146ms/step - loss: 0.8700 - mean_absolute_error: 0.7372 - val_loss: 0.4377 - val_mean_absolute_error: 0.5095\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3502 - mean_absolute_error: 0.4603 - val_loss: 0.3630 - val_mean_absolute_error: 0.4740\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2454 - mean_absolute_error: 0.3817 - val_loss: 0.2980 - val_mean_absolute_error: 0.4069\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.2207 - mean_absolute_error: 0.3627 - val_loss: 0.2293 - val_mean_absolute_error: 0.3132\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1417 - mean_absolute_error: 0.2804 - val_loss: 0.2150 - val_mean_absolute_error: 0.3223\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0936 - mean_absolute_error: 0.2174 - val_loss: 0.2149 - val_mean_absolute_error: 0.3295\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0824 - mean_absolute_error: 0.1994 - val_loss: 0.1833 - val_mean_absolute_error: 0.2669\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0545 - mean_absolute_error: 0.1577 - val_loss: 0.1628 - val_mean_absolute_error: 0.2449\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0395 - mean_absolute_error: 0.1337 - val_loss: 0.1537 - val_mean_absolute_error: 0.2316\n",
      "Epoch 10/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0277 - mean_absolute_error: 0.1121 - val_loss: 0.1641 - val_mean_absolute_error: 0.2510\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0264 - mean_absolute_error: 0.1032 - val_loss: 0.1734 - val_mean_absolute_error: 0.2411\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0231 - mean_absolute_error: 0.0899 - val_loss: 0.1519 - val_mean_absolute_error: 0.2107\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0170 - mean_absolute_error: 0.0843 - val_loss: 0.1553 - val_mean_absolute_error: 0.2056\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0217 - mean_absolute_error: 0.1003 - val_loss: 0.1617 - val_mean_absolute_error: 0.2352\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0273 - mean_absolute_error: 0.1084 - val_loss: 0.2143 - val_mean_absolute_error: 0.3145\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0402 - mean_absolute_error: 0.1437 - val_loss: 0.1546 - val_mean_absolute_error: 0.2087\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0177 - mean_absolute_error: 0.0946 - val_loss: 0.1623 - val_mean_absolute_error: 0.2287\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0180 - mean_absolute_error: 0.0948 - val_loss: 0.1540 - val_mean_absolute_error: 0.2154\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0200 - mean_absolute_error: 0.0879 - val_loss: 0.1984 - val_mean_absolute_error: 0.2689\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0223 - mean_absolute_error: 0.1037 - val_loss: 0.1568 - val_mean_absolute_error: 0.2214\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0122 - mean_absolute_error: 0.0824 - val_loss: 0.1614 - val_mean_absolute_error: 0.2205\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0151 - mean_absolute_error: 0.0913 - val_loss: 0.1582 - val_mean_absolute_error: 0.2298\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.1582 - mean_absolute_error: 0.2298\n",
      "1/1 [==============================] - 0s 309ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 34\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 148ms/step - loss: 0.8035 - mean_absolute_error: 0.7273 - val_loss: 0.6486 - val_mean_absolute_error: 0.6003\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.4116 - mean_absolute_error: 0.4916 - val_loss: 0.4235 - val_mean_absolute_error: 0.5030\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.2518 - mean_absolute_error: 0.3869 - val_loss: 0.3851 - val_mean_absolute_error: 0.4489\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1665 - mean_absolute_error: 0.3147 - val_loss: 0.3730 - val_mean_absolute_error: 0.4176\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1564 - mean_absolute_error: 0.2810 - val_loss: 0.4029 - val_mean_absolute_error: 0.4079\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1468 - mean_absolute_error: 0.2589 - val_loss: 0.3127 - val_mean_absolute_error: 0.3587\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1238 - mean_absolute_error: 0.2504 - val_loss: 0.3183 - val_mean_absolute_error: 0.3649\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1101 - mean_absolute_error: 0.2301 - val_loss: 0.2875 - val_mean_absolute_error: 0.3603\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0814 - mean_absolute_error: 0.2008 - val_loss: 0.2475 - val_mean_absolute_error: 0.3104\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0634 - mean_absolute_error: 0.1809 - val_loss: 0.2651 - val_mean_absolute_error: 0.3108\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0520 - mean_absolute_error: 0.1552 - val_loss: 0.2631 - val_mean_absolute_error: 0.3026\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0431 - mean_absolute_error: 0.1381 - val_loss: 0.2932 - val_mean_absolute_error: 0.2861\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0325 - mean_absolute_error: 0.1237 - val_loss: 0.2865 - val_mean_absolute_error: 0.2825\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0248 - mean_absolute_error: 0.1060 - val_loss: 0.2792 - val_mean_absolute_error: 0.2716\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0258 - mean_absolute_error: 0.1092 - val_loss: 0.2648 - val_mean_absolute_error: 0.2698\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0303 - mean_absolute_error: 0.1151 - val_loss: 0.2513 - val_mean_absolute_error: 0.2771\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0368 - mean_absolute_error: 0.1266 - val_loss: 0.2758 - val_mean_absolute_error: 0.2933\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0446 - mean_absolute_error: 0.1463 - val_loss: 0.2705 - val_mean_absolute_error: 0.2699\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0270 - mean_absolute_error: 0.1188 - val_loss: 0.2925 - val_mean_absolute_error: 0.3122\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.2925 - mean_absolute_error: 0.3122\n",
      "1/1 [==============================] - 0s 324ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 35\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 1.2346 - mean_absolute_error: 0.8654 - val_loss: 0.7642 - val_mean_absolute_error: 0.6687\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.7052 - mean_absolute_error: 0.6463 - val_loss: 0.3492 - val_mean_absolute_error: 0.4584\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4064 - mean_absolute_error: 0.5175 - val_loss: 0.3606 - val_mean_absolute_error: 0.4740\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3022 - mean_absolute_error: 0.4351 - val_loss: 0.2894 - val_mean_absolute_error: 0.3914\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2523 - mean_absolute_error: 0.3659 - val_loss: 0.2673 - val_mean_absolute_error: 0.3566\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2073 - mean_absolute_error: 0.3237 - val_loss: 0.2258 - val_mean_absolute_error: 0.3186\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1661 - mean_absolute_error: 0.2832 - val_loss: 0.1957 - val_mean_absolute_error: 0.2943\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1387 - mean_absolute_error: 0.2491 - val_loss: 0.1748 - val_mean_absolute_error: 0.2717\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1124 - mean_absolute_error: 0.2205 - val_loss: 0.1612 - val_mean_absolute_error: 0.2549\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0968 - mean_absolute_error: 0.2021 - val_loss: 0.1538 - val_mean_absolute_error: 0.2449\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0860 - mean_absolute_error: 0.1875 - val_loss: 0.1486 - val_mean_absolute_error: 0.2330\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0634 - mean_absolute_error: 0.1615 - val_loss: 0.1315 - val_mean_absolute_error: 0.2138\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0528 - mean_absolute_error: 0.1465 - val_loss: 0.1360 - val_mean_absolute_error: 0.2202\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0362 - mean_absolute_error: 0.1234 - val_loss: 0.1218 - val_mean_absolute_error: 0.2002\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0365 - mean_absolute_error: 0.1254 - val_loss: 0.1243 - val_mean_absolute_error: 0.2049\n",
      "Epoch 16/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0273 - mean_absolute_error: 0.1065 - val_loss: 0.1136 - val_mean_absolute_error: 0.1914\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0218 - mean_absolute_error: 0.0922 - val_loss: 0.1203 - val_mean_absolute_error: 0.1950\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0199 - mean_absolute_error: 0.0847 - val_loss: 0.1302 - val_mean_absolute_error: 0.2190\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0252 - mean_absolute_error: 0.0946 - val_loss: 0.1159 - val_mean_absolute_error: 0.1885\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0268 - mean_absolute_error: 0.1062 - val_loss: 0.1139 - val_mean_absolute_error: 0.1856\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0145 - mean_absolute_error: 0.0776 - val_loss: 0.1136 - val_mean_absolute_error: 0.1849\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0155 - mean_absolute_error: 0.0748 - val_loss: 0.1040 - val_mean_absolute_error: 0.1724\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0161 - mean_absolute_error: 0.0770 - val_loss: 0.1119 - val_mean_absolute_error: 0.1722\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0112 - mean_absolute_error: 0.0662 - val_loss: 0.1104 - val_mean_absolute_error: 0.1681\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0100 - mean_absolute_error: 0.0588 - val_loss: 0.1135 - val_mean_absolute_error: 0.1744\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0090 - mean_absolute_error: 0.0562 - val_loss: 0.1156 - val_mean_absolute_error: 0.1745\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0076 - mean_absolute_error: 0.0498 - val_loss: 0.1066 - val_mean_absolute_error: 0.1553\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0068 - mean_absolute_error: 0.0484 - val_loss: 0.1142 - val_mean_absolute_error: 0.1618\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0053 - mean_absolute_error: 0.0425 - val_loss: 0.1100 - val_mean_absolute_error: 0.1597\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0048 - mean_absolute_error: 0.0374 - val_loss: 0.1026 - val_mean_absolute_error: 0.1523\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0040 - mean_absolute_error: 0.0322 - val_loss: 0.1094 - val_mean_absolute_error: 0.1588\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0036 - mean_absolute_error: 0.0296 - val_loss: 0.1145 - val_mean_absolute_error: 0.1636\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0034 - mean_absolute_error: 0.0277 - val_loss: 0.1071 - val_mean_absolute_error: 0.1507\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0033 - mean_absolute_error: 0.0268 - val_loss: 0.1047 - val_mean_absolute_error: 0.1475\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0031 - mean_absolute_error: 0.0266 - val_loss: 0.1113 - val_mean_absolute_error: 0.1571\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0029 - mean_absolute_error: 0.0265 - val_loss: 0.1109 - val_mean_absolute_error: 0.1564\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0025 - mean_absolute_error: 0.0254 - val_loss: 0.1036 - val_mean_absolute_error: 0.1486\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0024 - mean_absolute_error: 0.0258 - val_loss: 0.1049 - val_mean_absolute_error: 0.1457\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0022 - mean_absolute_error: 0.0251 - val_loss: 0.1159 - val_mean_absolute_error: 0.1688\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0027 - mean_absolute_error: 0.0300 - val_loss: 0.1113 - val_mean_absolute_error: 0.1576\n",
      "2/2 [==============================] - 0s 42ms/step - loss: 0.1113 - mean_absolute_error: 0.1576\n",
      "1/1 [==============================] - 0s 329ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 36\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 1.0392 - mean_absolute_error: 0.8098 - val_loss: 0.5279 - val_mean_absolute_error: 0.6308\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4715 - mean_absolute_error: 0.5484 - val_loss: 0.3766 - val_mean_absolute_error: 0.4974\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3076 - mean_absolute_error: 0.4440 - val_loss: 0.3113 - val_mean_absolute_error: 0.4482\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2543 - mean_absolute_error: 0.4019 - val_loss: 0.3411 - val_mean_absolute_error: 0.4892\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2007 - mean_absolute_error: 0.3519 - val_loss: 0.2236 - val_mean_absolute_error: 0.3556\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1423 - mean_absolute_error: 0.2820 - val_loss: 0.1989 - val_mean_absolute_error: 0.3397\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1071 - mean_absolute_error: 0.2414 - val_loss: 0.1516 - val_mean_absolute_error: 0.2774\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0830 - mean_absolute_error: 0.2070 - val_loss: 0.1370 - val_mean_absolute_error: 0.2602\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0704 - mean_absolute_error: 0.1856 - val_loss: 0.1168 - val_mean_absolute_error: 0.2265\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0616 - mean_absolute_error: 0.1750 - val_loss: 0.1076 - val_mean_absolute_error: 0.2268\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0564 - mean_absolute_error: 0.1649 - val_loss: 0.1042 - val_mean_absolute_error: 0.2213\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0409 - mean_absolute_error: 0.1386 - val_loss: 0.0924 - val_mean_absolute_error: 0.1972\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0310 - mean_absolute_error: 0.1198 - val_loss: 0.0865 - val_mean_absolute_error: 0.1815\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0258 - mean_absolute_error: 0.1049 - val_loss: 0.0756 - val_mean_absolute_error: 0.1626\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0200 - mean_absolute_error: 0.0894 - val_loss: 0.0723 - val_mean_absolute_error: 0.1529\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0165 - mean_absolute_error: 0.0783 - val_loss: 0.0695 - val_mean_absolute_error: 0.1410\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0130 - mean_absolute_error: 0.0665 - val_loss: 0.0673 - val_mean_absolute_error: 0.1307\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0106 - mean_absolute_error: 0.0570 - val_loss: 0.0664 - val_mean_absolute_error: 0.1254\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0089 - mean_absolute_error: 0.0506 - val_loss: 0.0656 - val_mean_absolute_error: 0.1206\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0076 - mean_absolute_error: 0.0450 - val_loss: 0.0653 - val_mean_absolute_error: 0.1177\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0067 - mean_absolute_error: 0.0401 - val_loss: 0.0660 - val_mean_absolute_error: 0.1194\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0064 - mean_absolute_error: 0.0386 - val_loss: 0.0665 - val_mean_absolute_error: 0.1248\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0073 - mean_absolute_error: 0.0438 - val_loss: 0.0648 - val_mean_absolute_error: 0.1166\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0077 - mean_absolute_error: 0.0444 - val_loss: 0.0674 - val_mean_absolute_error: 0.1229\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0080 - mean_absolute_error: 0.0491 - val_loss: 0.0795 - val_mean_absolute_error: 0.1617\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0145 - mean_absolute_error: 0.0775 - val_loss: 0.0651 - val_mean_absolute_error: 0.1219\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0143 - mean_absolute_error: 0.0732 - val_loss: 0.0899 - val_mean_absolute_error: 0.1906\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0197 - mean_absolute_error: 0.0936 - val_loss: 0.0699 - val_mean_absolute_error: 0.1454\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0179 - mean_absolute_error: 0.0890 - val_loss: 0.0830 - val_mean_absolute_error: 0.1841\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0152 - mean_absolute_error: 0.0871 - val_loss: 0.0670 - val_mean_absolute_error: 0.1327\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0148 - mean_absolute_error: 0.0745 - val_loss: 0.0761 - val_mean_absolute_error: 0.1617\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0151 - mean_absolute_error: 0.0856 - val_loss: 0.0713 - val_mean_absolute_error: 0.1455\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0088 - mean_absolute_error: 0.0620 - val_loss: 0.0733 - val_mean_absolute_error: 0.1580\n",
      "2/2 [==============================] - 0s 37ms/step - loss: 0.0733 - mean_absolute_error: 0.1580\n",
      "1/1 [==============================] - 0s 309ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 37\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 163ms/step - loss: 0.9846 - mean_absolute_error: 0.7953 - val_loss: 0.3683 - val_mean_absolute_error: 0.5003\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.5739 - mean_absolute_error: 0.5932 - val_loss: 0.3077 - val_mean_absolute_error: 0.4174\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3825 - mean_absolute_error: 0.4599 - val_loss: 0.2356 - val_mean_absolute_error: 0.3915\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2528 - mean_absolute_error: 0.3855 - val_loss: 0.2260 - val_mean_absolute_error: 0.3488\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1810 - mean_absolute_error: 0.2998 - val_loss: 0.1348 - val_mean_absolute_error: 0.2625\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1332 - mean_absolute_error: 0.2557 - val_loss: 0.1143 - val_mean_absolute_error: 0.2444\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1025 - mean_absolute_error: 0.2183 - val_loss: 0.1108 - val_mean_absolute_error: 0.2214\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0790 - mean_absolute_error: 0.1903 - val_loss: 0.0871 - val_mean_absolute_error: 0.2030\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0616 - mean_absolute_error: 0.1636 - val_loss: 0.0866 - val_mean_absolute_error: 0.1912\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0496 - mean_absolute_error: 0.1445 - val_loss: 0.0773 - val_mean_absolute_error: 0.1654\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0396 - mean_absolute_error: 0.1277 - val_loss: 0.0707 - val_mean_absolute_error: 0.1532\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0308 - mean_absolute_error: 0.1070 - val_loss: 0.0672 - val_mean_absolute_error: 0.1364\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0257 - mean_absolute_error: 0.0966 - val_loss: 0.0508 - val_mean_absolute_error: 0.1206\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0193 - mean_absolute_error: 0.0814 - val_loss: 0.0644 - val_mean_absolute_error: 0.1154\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0153 - mean_absolute_error: 0.0708 - val_loss: 0.0644 - val_mean_absolute_error: 0.1137\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0130 - mean_absolute_error: 0.0624 - val_loss: 0.0614 - val_mean_absolute_error: 0.1134\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0113 - mean_absolute_error: 0.0556 - val_loss: 0.0576 - val_mean_absolute_error: 0.0970\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0101 - mean_absolute_error: 0.0551 - val_loss: 0.0529 - val_mean_absolute_error: 0.1171\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0107 - mean_absolute_error: 0.0586 - val_loss: 0.0496 - val_mean_absolute_error: 0.1274\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0108 - mean_absolute_error: 0.0636 - val_loss: 0.0454 - val_mean_absolute_error: 0.0911\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0141 - mean_absolute_error: 0.0713 - val_loss: 0.0699 - val_mean_absolute_error: 0.1530\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0216 - mean_absolute_error: 0.0982 - val_loss: 0.0974 - val_mean_absolute_error: 0.1907\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0337 - mean_absolute_error: 0.1307 - val_loss: 0.0697 - val_mean_absolute_error: 0.1661\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0440 - mean_absolute_error: 0.1489 - val_loss: 0.1096 - val_mean_absolute_error: 0.2446\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0760 - mean_absolute_error: 0.1993 - val_loss: 0.0798 - val_mean_absolute_error: 0.1906\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0439 - mean_absolute_error: 0.1467 - val_loss: 0.0985 - val_mean_absolute_error: 0.2149\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0416 - mean_absolute_error: 0.1413 - val_loss: 0.0674 - val_mean_absolute_error: 0.1500\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0344 - mean_absolute_error: 0.1241 - val_loss: 0.0741 - val_mean_absolute_error: 0.1887\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0320 - mean_absolute_error: 0.1256 - val_loss: 0.0526 - val_mean_absolute_error: 0.1149\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0217 - mean_absolute_error: 0.0967 - val_loss: 0.0715 - val_mean_absolute_error: 0.1662\n",
      "2/2 [==============================] - 0s 45ms/step - loss: 0.0715 - mean_absolute_error: 0.1662\n",
      "1/1 [==============================] - 0s 319ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 38\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 150ms/step - loss: 0.8912 - mean_absolute_error: 0.7533 - val_loss: 0.5834 - val_mean_absolute_error: 0.6051\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3995 - mean_absolute_error: 0.4997 - val_loss: 0.3871 - val_mean_absolute_error: 0.4876\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2569 - mean_absolute_error: 0.3922 - val_loss: 0.3262 - val_mean_absolute_error: 0.4300\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1849 - mean_absolute_error: 0.3169 - val_loss: 0.2578 - val_mean_absolute_error: 0.3610\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.1474 - mean_absolute_error: 0.2749 - val_loss: 0.2141 - val_mean_absolute_error: 0.3078\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1065 - mean_absolute_error: 0.2304 - val_loss: 0.1874 - val_mean_absolute_error: 0.2970\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0899 - mean_absolute_error: 0.2068 - val_loss: 0.2368 - val_mean_absolute_error: 0.3420\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0953 - mean_absolute_error: 0.2213 - val_loss: 0.2213 - val_mean_absolute_error: 0.3103\n",
      "Epoch 9/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0738 - mean_absolute_error: 0.1945 - val_loss: 0.1686 - val_mean_absolute_error: 0.2719\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0756 - mean_absolute_error: 0.1866 - val_loss: 0.1689 - val_mean_absolute_error: 0.2926\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0639 - mean_absolute_error: 0.1795 - val_loss: 0.1646 - val_mean_absolute_error: 0.2696\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0434 - mean_absolute_error: 0.1537 - val_loss: 0.1697 - val_mean_absolute_error: 0.2612\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0333 - mean_absolute_error: 0.1266 - val_loss: 0.1806 - val_mean_absolute_error: 0.2655\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0240 - mean_absolute_error: 0.1099 - val_loss: 0.1446 - val_mean_absolute_error: 0.2319\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0155 - mean_absolute_error: 0.0880 - val_loss: 0.1264 - val_mean_absolute_error: 0.2156\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0133 - mean_absolute_error: 0.0825 - val_loss: 0.1211 - val_mean_absolute_error: 0.2179\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0167 - mean_absolute_error: 0.0884 - val_loss: 0.1180 - val_mean_absolute_error: 0.1928\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0156 - mean_absolute_error: 0.0893 - val_loss: 0.2019 - val_mean_absolute_error: 0.2968\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0318 - mean_absolute_error: 0.1263 - val_loss: 0.2240 - val_mean_absolute_error: 0.2793\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0437 - mean_absolute_error: 0.1414 - val_loss: 0.1706 - val_mean_absolute_error: 0.2831\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0435 - mean_absolute_error: 0.1379 - val_loss: 0.1622 - val_mean_absolute_error: 0.2722\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0339 - mean_absolute_error: 0.1265 - val_loss: 0.1790 - val_mean_absolute_error: 0.2544\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0203 - mean_absolute_error: 0.0980 - val_loss: 0.1483 - val_mean_absolute_error: 0.2167\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0140 - mean_absolute_error: 0.0798 - val_loss: 0.1497 - val_mean_absolute_error: 0.2192\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0124 - mean_absolute_error: 0.0745 - val_loss: 0.1582 - val_mean_absolute_error: 0.2195\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0114 - mean_absolute_error: 0.0727 - val_loss: 0.1758 - val_mean_absolute_error: 0.2401\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0126 - mean_absolute_error: 0.0795 - val_loss: 0.1562 - val_mean_absolute_error: 0.2075\n",
      "2/2 [==============================] - 0s 45ms/step - loss: 0.1562 - mean_absolute_error: 0.2075\n",
      "1/1 [==============================] - 0s 302ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 39\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.7761 - mean_absolute_error: 0.7069 - val_loss: 0.3955 - val_mean_absolute_error: 0.5067\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.4579 - mean_absolute_error: 0.5150 - val_loss: 0.3764 - val_mean_absolute_error: 0.4597\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2963 - mean_absolute_error: 0.4322 - val_loss: 0.2633 - val_mean_absolute_error: 0.4007\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.2111 - mean_absolute_error: 0.3460 - val_loss: 0.2526 - val_mean_absolute_error: 0.4085\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.1818 - mean_absolute_error: 0.3234 - val_loss: 0.2281 - val_mean_absolute_error: 0.3770\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1440 - mean_absolute_error: 0.2831 - val_loss: 0.2119 - val_mean_absolute_error: 0.3456\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1340 - mean_absolute_error: 0.2565 - val_loss: 0.2019 - val_mean_absolute_error: 0.3493\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1145 - mean_absolute_error: 0.2420 - val_loss: 0.1587 - val_mean_absolute_error: 0.2718\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0846 - mean_absolute_error: 0.1978 - val_loss: 0.1460 - val_mean_absolute_error: 0.2499\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0617 - mean_absolute_error: 0.1677 - val_loss: 0.1315 - val_mean_absolute_error: 0.2401\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0476 - mean_absolute_error: 0.1477 - val_loss: 0.1358 - val_mean_absolute_error: 0.2336\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0411 - mean_absolute_error: 0.1380 - val_loss: 0.1250 - val_mean_absolute_error: 0.2317\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0308 - mean_absolute_error: 0.1202 - val_loss: 0.1299 - val_mean_absolute_error: 0.2243\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0214 - mean_absolute_error: 0.0997 - val_loss: 0.1299 - val_mean_absolute_error: 0.2178\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0161 - mean_absolute_error: 0.0855 - val_loss: 0.1211 - val_mean_absolute_error: 0.1956\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0127 - mean_absolute_error: 0.0740 - val_loss: 0.1247 - val_mean_absolute_error: 0.1993\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0110 - mean_absolute_error: 0.0697 - val_loss: 0.1190 - val_mean_absolute_error: 0.1858\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0100 - mean_absolute_error: 0.0653 - val_loss: 0.1418 - val_mean_absolute_error: 0.2263\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0154 - mean_absolute_error: 0.0839 - val_loss: 0.1212 - val_mean_absolute_error: 0.1971\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0134 - mean_absolute_error: 0.0781 - val_loss: 0.1346 - val_mean_absolute_error: 0.2216\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0185 - mean_absolute_error: 0.1002 - val_loss: 0.1173 - val_mean_absolute_error: 0.1864\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0119 - mean_absolute_error: 0.0812 - val_loss: 0.1433 - val_mean_absolute_error: 0.2366\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0186 - mean_absolute_error: 0.0979 - val_loss: 0.1248 - val_mean_absolute_error: 0.2052\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0119 - mean_absolute_error: 0.0825 - val_loss: 0.1123 - val_mean_absolute_error: 0.1797\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0095 - mean_absolute_error: 0.0699 - val_loss: 0.1426 - val_mean_absolute_error: 0.2277\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0127 - mean_absolute_error: 0.0861 - val_loss: 0.1151 - val_mean_absolute_error: 0.1878\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0086 - mean_absolute_error: 0.0674 - val_loss: 0.1102 - val_mean_absolute_error: 0.1774\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0063 - mean_absolute_error: 0.0579 - val_loss: 0.1277 - val_mean_absolute_error: 0.1960\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0066 - mean_absolute_error: 0.0596 - val_loss: 0.1156 - val_mean_absolute_error: 0.1739\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0039 - mean_absolute_error: 0.0430 - val_loss: 0.1101 - val_mean_absolute_error: 0.1636\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0041 - mean_absolute_error: 0.0458 - val_loss: 0.1171 - val_mean_absolute_error: 0.1815\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0036 - mean_absolute_error: 0.0454 - val_loss: 0.1079 - val_mean_absolute_error: 0.1578\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0021 - mean_absolute_error: 0.0312 - val_loss: 0.1095 - val_mean_absolute_error: 0.1594\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0019 - mean_absolute_error: 0.0315 - val_loss: 0.1120 - val_mean_absolute_error: 0.1629\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0014 - mean_absolute_error: 0.0276 - val_loss: 0.1094 - val_mean_absolute_error: 0.1522\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0012 - mean_absolute_error: 0.0235 - val_loss: 0.1088 - val_mean_absolute_error: 0.1563\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0012 - mean_absolute_error: 0.0256 - val_loss: 0.1086 - val_mean_absolute_error: 0.1473\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 8.5433e-04 - mean_absolute_error: 0.0204 - val_loss: 0.1123 - val_mean_absolute_error: 0.1606\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0012 - mean_absolute_error: 0.0259 - val_loss: 0.1086 - val_mean_absolute_error: 0.1494\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 9.6298e-04 - mean_absolute_error: 0.0220 - val_loss: 0.1082 - val_mean_absolute_error: 0.1535\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0014 - mean_absolute_error: 0.0269 - val_loss: 0.1107 - val_mean_absolute_error: 0.1542\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0010 - mean_absolute_error: 0.0239 - val_loss: 0.1131 - val_mean_absolute_error: 0.1618\n",
      "2/2 [==============================] - 0s 48ms/step - loss: 0.1131 - mean_absolute_error: 0.1618\n",
      "1/1 [==============================] - 0s 317ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 40\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 156ms/step - loss: 0.7594 - mean_absolute_error: 0.6979 - val_loss: 0.4836 - val_mean_absolute_error: 0.4820\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4125 - mean_absolute_error: 0.4795 - val_loss: 0.2692 - val_mean_absolute_error: 0.4027\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2864 - mean_absolute_error: 0.3906 - val_loss: 0.2800 - val_mean_absolute_error: 0.3781\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2188 - mean_absolute_error: 0.3439 - val_loss: 0.2830 - val_mean_absolute_error: 0.3841\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1943 - mean_absolute_error: 0.3221 - val_loss: 0.2093 - val_mean_absolute_error: 0.3437\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1357 - mean_absolute_error: 0.2671 - val_loss: 0.1825 - val_mean_absolute_error: 0.3148\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1089 - mean_absolute_error: 0.2305 - val_loss: 0.1767 - val_mean_absolute_error: 0.3009\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0871 - mean_absolute_error: 0.2003 - val_loss: 0.1745 - val_mean_absolute_error: 0.2900\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0696 - mean_absolute_error: 0.1741 - val_loss: 0.1334 - val_mean_absolute_error: 0.2479\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0509 - mean_absolute_error: 0.1478 - val_loss: 0.1502 - val_mean_absolute_error: 0.2672\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0631 - mean_absolute_error: 0.1580 - val_loss: 0.1585 - val_mean_absolute_error: 0.2696\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0699 - mean_absolute_error: 0.1694 - val_loss: 0.1664 - val_mean_absolute_error: 0.2699\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0476 - mean_absolute_error: 0.1386 - val_loss: 0.1276 - val_mean_absolute_error: 0.2242\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0349 - mean_absolute_error: 0.1105 - val_loss: 0.1294 - val_mean_absolute_error: 0.2372\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0384 - mean_absolute_error: 0.1167 - val_loss: 0.1383 - val_mean_absolute_error: 0.2251\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0286 - mean_absolute_error: 0.0954 - val_loss: 0.1363 - val_mean_absolute_error: 0.2205\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0233 - mean_absolute_error: 0.0886 - val_loss: 0.1261 - val_mean_absolute_error: 0.2354\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0239 - mean_absolute_error: 0.0903 - val_loss: 0.1120 - val_mean_absolute_error: 0.2071\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0214 - mean_absolute_error: 0.0814 - val_loss: 0.1167 - val_mean_absolute_error: 0.2149\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0171 - mean_absolute_error: 0.0798 - val_loss: 0.1175 - val_mean_absolute_error: 0.2114\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0142 - mean_absolute_error: 0.0637 - val_loss: 0.0988 - val_mean_absolute_error: 0.2108\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0121 - mean_absolute_error: 0.0682 - val_loss: 0.0899 - val_mean_absolute_error: 0.1802\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0099 - mean_absolute_error: 0.0611 - val_loss: 0.1072 - val_mean_absolute_error: 0.1993\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0080 - mean_absolute_error: 0.0571 - val_loss: 0.1087 - val_mean_absolute_error: 0.1950\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0066 - mean_absolute_error: 0.0525 - val_loss: 0.1049 - val_mean_absolute_error: 0.2160\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0087 - mean_absolute_error: 0.0651 - val_loss: 0.0940 - val_mean_absolute_error: 0.1903\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0094 - mean_absolute_error: 0.0660 - val_loss: 0.1023 - val_mean_absolute_error: 0.2000\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0089 - mean_absolute_error: 0.0662 - val_loss: 0.1318 - val_mean_absolute_error: 0.2233\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0162 - mean_absolute_error: 0.0871 - val_loss: 0.0951 - val_mean_absolute_error: 0.1978\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0120 - mean_absolute_error: 0.0780 - val_loss: 0.1202 - val_mean_absolute_error: 0.2544\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0202 - mean_absolute_error: 0.1074 - val_loss: 0.1203 - val_mean_absolute_error: 0.2209\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0100 - mean_absolute_error: 0.0729 - val_loss: 0.1160 - val_mean_absolute_error: 0.1991\n",
      "2/2 [==============================] - 0s 45ms/step - loss: 0.1160 - mean_absolute_error: 0.1991\n",
      "1/1 [==============================] - 0s 330ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 41\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 150ms/step - loss: 0.8249 - mean_absolute_error: 0.7241 - val_loss: 0.5216 - val_mean_absolute_error: 0.5786\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.4561 - mean_absolute_error: 0.5275 - val_loss: 0.5075 - val_mean_absolute_error: 0.5755\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3345 - mean_absolute_error: 0.4485 - val_loss: 0.2869 - val_mean_absolute_error: 0.3969\n",
      "Epoch 4/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2139 - mean_absolute_error: 0.3361 - val_loss: 0.3028 - val_mean_absolute_error: 0.3957\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1565 - mean_absolute_error: 0.2893 - val_loss: 0.2555 - val_mean_absolute_error: 0.3412\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1131 - mean_absolute_error: 0.2385 - val_loss: 0.2242 - val_mean_absolute_error: 0.3022\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0829 - mean_absolute_error: 0.2016 - val_loss: 0.1874 - val_mean_absolute_error: 0.2623\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0666 - mean_absolute_error: 0.1804 - val_loss: 0.1815 - val_mean_absolute_error: 0.2479\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0490 - mean_absolute_error: 0.1544 - val_loss: 0.1685 - val_mean_absolute_error: 0.2219\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0367 - mean_absolute_error: 0.1356 - val_loss: 0.1632 - val_mean_absolute_error: 0.2206\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0262 - mean_absolute_error: 0.1105 - val_loss: 0.1542 - val_mean_absolute_error: 0.2061\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0192 - mean_absolute_error: 0.0935 - val_loss: 0.1485 - val_mean_absolute_error: 0.1990\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0123 - mean_absolute_error: 0.0726 - val_loss: 0.1420 - val_mean_absolute_error: 0.1821\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0097 - mean_absolute_error: 0.0653 - val_loss: 0.1340 - val_mean_absolute_error: 0.1677\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0096 - mean_absolute_error: 0.0686 - val_loss: 0.1317 - val_mean_absolute_error: 0.1653\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0117 - mean_absolute_error: 0.0721 - val_loss: 0.1211 - val_mean_absolute_error: 0.1676\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0185 - mean_absolute_error: 0.0908 - val_loss: 0.1625 - val_mean_absolute_error: 0.2565\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0255 - mean_absolute_error: 0.1115 - val_loss: 0.1569 - val_mean_absolute_error: 0.2276\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0301 - mean_absolute_error: 0.1186 - val_loss: 0.1573 - val_mean_absolute_error: 0.2476\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0345 - mean_absolute_error: 0.1433 - val_loss: 0.1300 - val_mean_absolute_error: 0.1907\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0299 - mean_absolute_error: 0.1238 - val_loss: 0.1825 - val_mean_absolute_error: 0.2915\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0236 - mean_absolute_error: 0.1117 - val_loss: 0.1417 - val_mean_absolute_error: 0.1950\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0217 - mean_absolute_error: 0.1054 - val_loss: 0.1490 - val_mean_absolute_error: 0.1923\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0247 - mean_absolute_error: 0.1112 - val_loss: 0.1589 - val_mean_absolute_error: 0.2525\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0333 - mean_absolute_error: 0.1364 - val_loss: 0.1092 - val_mean_absolute_error: 0.1731\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0231 - mean_absolute_error: 0.1120 - val_loss: 0.1434 - val_mean_absolute_error: 0.2320\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0258 - mean_absolute_error: 0.1187 - val_loss: 0.1314 - val_mean_absolute_error: 0.2147\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0170 - mean_absolute_error: 0.0968 - val_loss: 0.1453 - val_mean_absolute_error: 0.1900\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0152 - mean_absolute_error: 0.0898 - val_loss: 0.1468 - val_mean_absolute_error: 0.1901\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0139 - mean_absolute_error: 0.0883 - val_loss: 0.1388 - val_mean_absolute_error: 0.1774\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0091 - mean_absolute_error: 0.0695 - val_loss: 0.1430 - val_mean_absolute_error: 0.1813\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0061 - mean_absolute_error: 0.0585 - val_loss: 0.1477 - val_mean_absolute_error: 0.1770\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0054 - mean_absolute_error: 0.0573 - val_loss: 0.1434 - val_mean_absolute_error: 0.1622\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0039 - mean_absolute_error: 0.0442 - val_loss: 0.1437 - val_mean_absolute_error: 0.1795\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0039 - mean_absolute_error: 0.0456 - val_loss: 0.1456 - val_mean_absolute_error: 0.1615\n",
      "2/2 [==============================] - 0s 47ms/step - loss: 0.1456 - mean_absolute_error: 0.1615\n",
      "1/1 [==============================] - 0s 312ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 42\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 161ms/step - loss: 1.0060 - mean_absolute_error: 0.8107 - val_loss: 0.6685 - val_mean_absolute_error: 0.5815\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4682 - mean_absolute_error: 0.5264 - val_loss: 0.4695 - val_mean_absolute_error: 0.5249\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3250 - mean_absolute_error: 0.4666 - val_loss: 0.4669 - val_mean_absolute_error: 0.4949\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.2344 - mean_absolute_error: 0.3780 - val_loss: 0.3853 - val_mean_absolute_error: 0.4272\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1960 - mean_absolute_error: 0.3379 - val_loss: 0.3021 - val_mean_absolute_error: 0.3703\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1467 - mean_absolute_error: 0.2935 - val_loss: 0.2916 - val_mean_absolute_error: 0.3426\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1045 - mean_absolute_error: 0.2456 - val_loss: 0.2843 - val_mean_absolute_error: 0.3147\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0736 - mean_absolute_error: 0.2036 - val_loss: 0.2578 - val_mean_absolute_error: 0.2878\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0609 - mean_absolute_error: 0.1812 - val_loss: 0.2511 - val_mean_absolute_error: 0.2851\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0436 - mean_absolute_error: 0.1495 - val_loss: 0.2501 - val_mean_absolute_error: 0.2858\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0436 - mean_absolute_error: 0.1398 - val_loss: 0.2291 - val_mean_absolute_error: 0.2805\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0341 - mean_absolute_error: 0.1292 - val_loss: 0.2123 - val_mean_absolute_error: 0.2647\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0375 - mean_absolute_error: 0.1332 - val_loss: 0.1937 - val_mean_absolute_error: 0.2570\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0283 - mean_absolute_error: 0.1166 - val_loss: 0.2429 - val_mean_absolute_error: 0.2611\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0301 - mean_absolute_error: 0.1132 - val_loss: 0.2416 - val_mean_absolute_error: 0.2658\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0352 - mean_absolute_error: 0.1241 - val_loss: 0.2548 - val_mean_absolute_error: 0.2863\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0362 - mean_absolute_error: 0.1306 - val_loss: 0.2143 - val_mean_absolute_error: 0.2575\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0318 - mean_absolute_error: 0.1225 - val_loss: 0.2008 - val_mean_absolute_error: 0.2575\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0313 - mean_absolute_error: 0.1207 - val_loss: 0.1836 - val_mean_absolute_error: 0.2324\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0574 - mean_absolute_error: 0.1660 - val_loss: 0.3234 - val_mean_absolute_error: 0.3468\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0647 - mean_absolute_error: 0.1866 - val_loss: 0.2115 - val_mean_absolute_error: 0.2660\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0390 - mean_absolute_error: 0.1440 - val_loss: 0.2203 - val_mean_absolute_error: 0.2522\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0295 - mean_absolute_error: 0.1196 - val_loss: 0.2627 - val_mean_absolute_error: 0.2777\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0285 - mean_absolute_error: 0.1130 - val_loss: 0.2117 - val_mean_absolute_error: 0.2457\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0169 - mean_absolute_error: 0.0875 - val_loss: 0.2091 - val_mean_absolute_error: 0.2467\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0151 - mean_absolute_error: 0.0793 - val_loss: 0.2088 - val_mean_absolute_error: 0.2285\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0133 - mean_absolute_error: 0.0665 - val_loss: 0.2182 - val_mean_absolute_error: 0.2412\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0145 - mean_absolute_error: 0.0783 - val_loss: 0.2084 - val_mean_absolute_error: 0.2305\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0128 - mean_absolute_error: 0.0725 - val_loss: 0.1961 - val_mean_absolute_error: 0.2442\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.1961 - mean_absolute_error: 0.2442\n",
      "1/1 [==============================] - 0s 329ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 43\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 147ms/step - loss: 0.8558 - mean_absolute_error: 0.7186 - val_loss: 0.3669 - val_mean_absolute_error: 0.4441\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.3719 - mean_absolute_error: 0.4699 - val_loss: 0.2765 - val_mean_absolute_error: 0.4134\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2804 - mean_absolute_error: 0.4118 - val_loss: 0.2743 - val_mean_absolute_error: 0.3989\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2025 - mean_absolute_error: 0.3443 - val_loss: 0.2081 - val_mean_absolute_error: 0.3198\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1381 - mean_absolute_error: 0.2741 - val_loss: 0.1514 - val_mean_absolute_error: 0.2623\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0911 - mean_absolute_error: 0.2190 - val_loss: 0.1277 - val_mean_absolute_error: 0.2348\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0698 - mean_absolute_error: 0.1889 - val_loss: 0.1242 - val_mean_absolute_error: 0.2266\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0534 - mean_absolute_error: 0.1611 - val_loss: 0.0984 - val_mean_absolute_error: 0.1858\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0418 - mean_absolute_error: 0.1431 - val_loss: 0.0958 - val_mean_absolute_error: 0.1704\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0300 - mean_absolute_error: 0.1195 - val_loss: 0.0927 - val_mean_absolute_error: 0.1570\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0213 - mean_absolute_error: 0.1041 - val_loss: 0.0935 - val_mean_absolute_error: 0.1441\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0150 - mean_absolute_error: 0.0821 - val_loss: 0.0900 - val_mean_absolute_error: 0.1425\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0144 - mean_absolute_error: 0.0804 - val_loss: 0.0834 - val_mean_absolute_error: 0.1229\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0138 - mean_absolute_error: 0.0803 - val_loss: 0.0746 - val_mean_absolute_error: 0.1250\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0154 - mean_absolute_error: 0.0884 - val_loss: 0.0684 - val_mean_absolute_error: 0.1167\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0131 - mean_absolute_error: 0.0759 - val_loss: 0.0775 - val_mean_absolute_error: 0.1407\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0112 - mean_absolute_error: 0.0772 - val_loss: 0.0860 - val_mean_absolute_error: 0.1535\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0156 - mean_absolute_error: 0.0893 - val_loss: 0.0656 - val_mean_absolute_error: 0.1180\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0182 - mean_absolute_error: 0.0953 - val_loss: 0.0838 - val_mean_absolute_error: 0.1682\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0255 - mean_absolute_error: 0.1130 - val_loss: 0.0695 - val_mean_absolute_error: 0.1389\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0271 - mean_absolute_error: 0.1124 - val_loss: 0.0933 - val_mean_absolute_error: 0.1887\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0273 - mean_absolute_error: 0.1215 - val_loss: 0.0629 - val_mean_absolute_error: 0.1443\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0195 - mean_absolute_error: 0.1045 - val_loss: 0.0589 - val_mean_absolute_error: 0.1304\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0190 - mean_absolute_error: 0.0950 - val_loss: 0.0830 - val_mean_absolute_error: 0.1653\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0292 - mean_absolute_error: 0.1118 - val_loss: 0.0550 - val_mean_absolute_error: 0.1280\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0221 - mean_absolute_error: 0.1046 - val_loss: 0.0657 - val_mean_absolute_error: 0.1400\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0136 - mean_absolute_error: 0.0869 - val_loss: 0.0711 - val_mean_absolute_error: 0.1447\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0128 - mean_absolute_error: 0.0882 - val_loss: 0.0639 - val_mean_absolute_error: 0.1350\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0088 - mean_absolute_error: 0.0738 - val_loss: 0.0608 - val_mean_absolute_error: 0.1169\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0066 - mean_absolute_error: 0.0619 - val_loss: 0.0666 - val_mean_absolute_error: 0.1327\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0063 - mean_absolute_error: 0.0618 - val_loss: 0.0573 - val_mean_absolute_error: 0.1061\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0042 - mean_absolute_error: 0.0491 - val_loss: 0.0514 - val_mean_absolute_error: 0.0916\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0031 - mean_absolute_error: 0.0407 - val_loss: 0.0552 - val_mean_absolute_error: 0.1130\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0033 - mean_absolute_error: 0.0441 - val_loss: 0.0507 - val_mean_absolute_error: 0.0896\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0023 - mean_absolute_error: 0.0355 - val_loss: 0.0503 - val_mean_absolute_error: 0.0863\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0018 - mean_absolute_error: 0.0311 - val_loss: 0.0547 - val_mean_absolute_error: 0.1016\n",
      "Epoch 37/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0020 - mean_absolute_error: 0.0335 - val_loss: 0.0524 - val_mean_absolute_error: 0.0842\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0014 - mean_absolute_error: 0.0262 - val_loss: 0.0500 - val_mean_absolute_error: 0.0879\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0014 - mean_absolute_error: 0.0281 - val_loss: 0.0524 - val_mean_absolute_error: 0.0905\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0013 - mean_absolute_error: 0.0264 - val_loss: 0.0538 - val_mean_absolute_error: 0.0880\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0012 - mean_absolute_error: 0.0242 - val_loss: 0.0510 - val_mean_absolute_error: 0.0895\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0013 - mean_absolute_error: 0.0269 - val_loss: 0.0508 - val_mean_absolute_error: 0.0805\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0011 - mean_absolute_error: 0.0237 - val_loss: 0.0551 - val_mean_absolute_error: 0.0978\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0014 - mean_absolute_error: 0.0278 - val_loss: 0.0524 - val_mean_absolute_error: 0.0826\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0011 - mean_absolute_error: 0.0241 - val_loss: 0.0506 - val_mean_absolute_error: 0.0857\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0013 - mean_absolute_error: 0.0262 - val_loss: 0.0536 - val_mean_absolute_error: 0.0925\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0014 - mean_absolute_error: 0.0269 - val_loss: 0.0553 - val_mean_absolute_error: 0.0916\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0014 - mean_absolute_error: 0.0267 - val_loss: 0.0522 - val_mean_absolute_error: 0.0911\n",
      "2/2 [==============================] - 0s 41ms/step - loss: 0.0522 - mean_absolute_error: 0.0911\n",
      "1/1 [==============================] - 0s 321ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 44\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 149ms/step - loss: 1.2981 - mean_absolute_error: 0.9069 - val_loss: 0.7606 - val_mean_absolute_error: 0.7154\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.7162 - mean_absolute_error: 0.7024 - val_loss: 0.5618 - val_mean_absolute_error: 0.6048\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.4383 - mean_absolute_error: 0.5294 - val_loss: 0.3808 - val_mean_absolute_error: 0.4834\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.3243 - mean_absolute_error: 0.4372 - val_loss: 0.2989 - val_mean_absolute_error: 0.3970\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2485 - mean_absolute_error: 0.3715 - val_loss: 0.2384 - val_mean_absolute_error: 0.3590\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1991 - mean_absolute_error: 0.3323 - val_loss: 0.2103 - val_mean_absolute_error: 0.3305\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1583 - mean_absolute_error: 0.2896 - val_loss: 0.1862 - val_mean_absolute_error: 0.3058\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1358 - mean_absolute_error: 0.2591 - val_loss: 0.1776 - val_mean_absolute_error: 0.2855\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1170 - mean_absolute_error: 0.2352 - val_loss: 0.1669 - val_mean_absolute_error: 0.2510\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0943 - mean_absolute_error: 0.2072 - val_loss: 0.1511 - val_mean_absolute_error: 0.2492\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0856 - mean_absolute_error: 0.1924 - val_loss: 0.1527 - val_mean_absolute_error: 0.2420\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0712 - mean_absolute_error: 0.1712 - val_loss: 0.1424 - val_mean_absolute_error: 0.2268\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0589 - mean_absolute_error: 0.1498 - val_loss: 0.1324 - val_mean_absolute_error: 0.2120\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0494 - mean_absolute_error: 0.1349 - val_loss: 0.1263 - val_mean_absolute_error: 0.1992\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0409 - mean_absolute_error: 0.1212 - val_loss: 0.1214 - val_mean_absolute_error: 0.1975\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0336 - mean_absolute_error: 0.1080 - val_loss: 0.1099 - val_mean_absolute_error: 0.1821\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0265 - mean_absolute_error: 0.0954 - val_loss: 0.1141 - val_mean_absolute_error: 0.1831\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0271 - mean_absolute_error: 0.1004 - val_loss: 0.1263 - val_mean_absolute_error: 0.1933\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0233 - mean_absolute_error: 0.0924 - val_loss: 0.1084 - val_mean_absolute_error: 0.1782\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0192 - mean_absolute_error: 0.0845 - val_loss: 0.1017 - val_mean_absolute_error: 0.1695\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0142 - mean_absolute_error: 0.0738 - val_loss: 0.0880 - val_mean_absolute_error: 0.1578\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0155 - mean_absolute_error: 0.0796 - val_loss: 0.1143 - val_mean_absolute_error: 0.1733\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0146 - mean_absolute_error: 0.0822 - val_loss: 0.1231 - val_mean_absolute_error: 0.1869\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0140 - mean_absolute_error: 0.0773 - val_loss: 0.1209 - val_mean_absolute_error: 0.1825\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0175 - mean_absolute_error: 0.0847 - val_loss: 0.1049 - val_mean_absolute_error: 0.1801\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0211 - mean_absolute_error: 0.0957 - val_loss: 0.1008 - val_mean_absolute_error: 0.1841\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0193 - mean_absolute_error: 0.0970 - val_loss: 0.1089 - val_mean_absolute_error: 0.1705\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0179 - mean_absolute_error: 0.0968 - val_loss: 0.1497 - val_mean_absolute_error: 0.2145\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0251 - mean_absolute_error: 0.1100 - val_loss: 0.1238 - val_mean_absolute_error: 0.1814\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0205 - mean_absolute_error: 0.0995 - val_loss: 0.1120 - val_mean_absolute_error: 0.1934\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0216 - mean_absolute_error: 0.1059 - val_loss: 0.1094 - val_mean_absolute_error: 0.1682\n",
      "2/2 [==============================] - 0s 45ms/step - loss: 0.1094 - mean_absolute_error: 0.1682\n",
      "1/1 [==============================] - 0s 315ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 45\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.8447 - mean_absolute_error: 0.7391 - val_loss: 0.4067 - val_mean_absolute_error: 0.4646\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3640 - mean_absolute_error: 0.4734 - val_loss: 0.2672 - val_mean_absolute_error: 0.4187\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2515 - mean_absolute_error: 0.3932 - val_loss: 0.2044 - val_mean_absolute_error: 0.3467\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1471 - mean_absolute_error: 0.2809 - val_loss: 0.1799 - val_mean_absolute_error: 0.3209\n",
      "Epoch 5/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1243 - mean_absolute_error: 0.2556 - val_loss: 0.1683 - val_mean_absolute_error: 0.2908\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0829 - mean_absolute_error: 0.2066 - val_loss: 0.1441 - val_mean_absolute_error: 0.2524\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0618 - mean_absolute_error: 0.1718 - val_loss: 0.1334 - val_mean_absolute_error: 0.2328\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0438 - mean_absolute_error: 0.1447 - val_loss: 0.1324 - val_mean_absolute_error: 0.2233\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0307 - mean_absolute_error: 0.1239 - val_loss: 0.1143 - val_mean_absolute_error: 0.1995\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0222 - mean_absolute_error: 0.1011 - val_loss: 0.1123 - val_mean_absolute_error: 0.1949\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0211 - mean_absolute_error: 0.0945 - val_loss: 0.1129 - val_mean_absolute_error: 0.1787\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0147 - mean_absolute_error: 0.0791 - val_loss: 0.1160 - val_mean_absolute_error: 0.1812\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0127 - mean_absolute_error: 0.0728 - val_loss: 0.1023 - val_mean_absolute_error: 0.1689\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0103 - mean_absolute_error: 0.0675 - val_loss: 0.1020 - val_mean_absolute_error: 0.1724\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0108 - mean_absolute_error: 0.0694 - val_loss: 0.1069 - val_mean_absolute_error: 0.1589\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0079 - mean_absolute_error: 0.0585 - val_loss: 0.1145 - val_mean_absolute_error: 0.1889\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0074 - mean_absolute_error: 0.0587 - val_loss: 0.1091 - val_mean_absolute_error: 0.1693\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0077 - mean_absolute_error: 0.0607 - val_loss: 0.0977 - val_mean_absolute_error: 0.1580\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0076 - mean_absolute_error: 0.0635 - val_loss: 0.1040 - val_mean_absolute_error: 0.1898\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0152 - mean_absolute_error: 0.0898 - val_loss: 0.1024 - val_mean_absolute_error: 0.1478\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0166 - mean_absolute_error: 0.0875 - val_loss: 0.1392 - val_mean_absolute_error: 0.2378\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0163 - mean_absolute_error: 0.0981 - val_loss: 0.1072 - val_mean_absolute_error: 0.1719\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0130 - mean_absolute_error: 0.0802 - val_loss: 0.1017 - val_mean_absolute_error: 0.1882\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0112 - mean_absolute_error: 0.0827 - val_loss: 0.1019 - val_mean_absolute_error: 0.1627\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0131 - mean_absolute_error: 0.0794 - val_loss: 0.1238 - val_mean_absolute_error: 0.1871\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0081 - mean_absolute_error: 0.0673 - val_loss: 0.1244 - val_mean_absolute_error: 0.1775\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0057 - mean_absolute_error: 0.0573 - val_loss: 0.1096 - val_mean_absolute_error: 0.1544\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0040 - mean_absolute_error: 0.0430 - val_loss: 0.1074 - val_mean_absolute_error: 0.1571\n",
      "2/2 [==============================] - 0s 41ms/step - loss: 0.1074 - mean_absolute_error: 0.1571\n",
      "1/1 [==============================] - 0s 316ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 46\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 154ms/step - loss: 0.9838 - mean_absolute_error: 0.7866 - val_loss: 0.5073 - val_mean_absolute_error: 0.5408\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.4811 - mean_absolute_error: 0.5619 - val_loss: 0.5195 - val_mean_absolute_error: 0.5407\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3280 - mean_absolute_error: 0.4365 - val_loss: 0.3171 - val_mean_absolute_error: 0.4237\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2151 - mean_absolute_error: 0.3505 - val_loss: 0.2623 - val_mean_absolute_error: 0.3413\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1437 - mean_absolute_error: 0.2648 - val_loss: 0.2266 - val_mean_absolute_error: 0.3502\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1036 - mean_absolute_error: 0.2301 - val_loss: 0.2003 - val_mean_absolute_error: 0.2996\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0699 - mean_absolute_error: 0.1854 - val_loss: 0.1722 - val_mean_absolute_error: 0.2683\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0496 - mean_absolute_error: 0.1508 - val_loss: 0.1633 - val_mean_absolute_error: 0.2589\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0334 - mean_absolute_error: 0.1259 - val_loss: 0.1586 - val_mean_absolute_error: 0.2467\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0249 - mean_absolute_error: 0.1050 - val_loss: 0.1447 - val_mean_absolute_error: 0.2302\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0199 - mean_absolute_error: 0.0915 - val_loss: 0.1460 - val_mean_absolute_error: 0.2211\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0198 - mean_absolute_error: 0.0889 - val_loss: 0.1669 - val_mean_absolute_error: 0.2430\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0138 - mean_absolute_error: 0.0776 - val_loss: 0.1581 - val_mean_absolute_error: 0.2186\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0192 - mean_absolute_error: 0.0918 - val_loss: 0.1633 - val_mean_absolute_error: 0.2611\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0285 - mean_absolute_error: 0.1128 - val_loss: 0.1837 - val_mean_absolute_error: 0.2920\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0331 - mean_absolute_error: 0.1305 - val_loss: 0.1250 - val_mean_absolute_error: 0.2223\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0404 - mean_absolute_error: 0.1380 - val_loss: 0.1702 - val_mean_absolute_error: 0.3001\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0446 - mean_absolute_error: 0.1572 - val_loss: 0.1609 - val_mean_absolute_error: 0.2695\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0249 - mean_absolute_error: 0.1207 - val_loss: 0.1366 - val_mean_absolute_error: 0.2124\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0190 - mean_absolute_error: 0.0960 - val_loss: 0.1459 - val_mean_absolute_error: 0.2433\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0179 - mean_absolute_error: 0.0965 - val_loss: 0.1452 - val_mean_absolute_error: 0.2396\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0109 - mean_absolute_error: 0.0771 - val_loss: 0.1300 - val_mean_absolute_error: 0.1945\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0057 - mean_absolute_error: 0.0564 - val_loss: 0.1328 - val_mean_absolute_error: 0.1879\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0056 - mean_absolute_error: 0.0523 - val_loss: 0.1317 - val_mean_absolute_error: 0.1954\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0038 - mean_absolute_error: 0.0446 - val_loss: 0.1268 - val_mean_absolute_error: 0.1867\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0021 - mean_absolute_error: 0.0316 - val_loss: 0.1260 - val_mean_absolute_error: 0.1758\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1260 - mean_absolute_error: 0.1758\n",
      "1/1 [==============================] - 0s 306ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 47\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 150ms/step - loss: 1.0758 - mean_absolute_error: 0.8093 - val_loss: 0.5897 - val_mean_absolute_error: 0.6346\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5087 - mean_absolute_error: 0.5686 - val_loss: 0.4689 - val_mean_absolute_error: 0.5227\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3370 - mean_absolute_error: 0.4374 - val_loss: 0.4317 - val_mean_absolute_error: 0.4773\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2878 - mean_absolute_error: 0.3927 - val_loss: 0.3811 - val_mean_absolute_error: 0.4701\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2515 - mean_absolute_error: 0.3721 - val_loss: 0.3362 - val_mean_absolute_error: 0.4371\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2065 - mean_absolute_error: 0.3319 - val_loss: 0.3339 - val_mean_absolute_error: 0.4331\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1831 - mean_absolute_error: 0.3011 - val_loss: 0.3096 - val_mean_absolute_error: 0.3976\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1559 - mean_absolute_error: 0.2815 - val_loss: 0.2685 - val_mean_absolute_error: 0.3701\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1404 - mean_absolute_error: 0.2570 - val_loss: 0.2489 - val_mean_absolute_error: 0.3556\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1239 - mean_absolute_error: 0.2379 - val_loss: 0.2232 - val_mean_absolute_error: 0.3284\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1017 - mean_absolute_error: 0.2093 - val_loss: 0.2152 - val_mean_absolute_error: 0.3167\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0794 - mean_absolute_error: 0.1840 - val_loss: 0.2133 - val_mean_absolute_error: 0.3038\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0636 - mean_absolute_error: 0.1661 - val_loss: 0.2008 - val_mean_absolute_error: 0.2965\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0611 - mean_absolute_error: 0.1579 - val_loss: 0.1793 - val_mean_absolute_error: 0.2784\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0528 - mean_absolute_error: 0.1497 - val_loss: 0.1651 - val_mean_absolute_error: 0.2605\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0374 - mean_absolute_error: 0.1215 - val_loss: 0.1569 - val_mean_absolute_error: 0.2491\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0374 - mean_absolute_error: 0.1233 - val_loss: 0.1576 - val_mean_absolute_error: 0.2483\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0308 - mean_absolute_error: 0.1126 - val_loss: 0.1422 - val_mean_absolute_error: 0.2283\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0236 - mean_absolute_error: 0.0956 - val_loss: 0.1471 - val_mean_absolute_error: 0.2279\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0203 - mean_absolute_error: 0.0848 - val_loss: 0.1591 - val_mean_absolute_error: 0.2418\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0315 - mean_absolute_error: 0.1088 - val_loss: 0.1793 - val_mean_absolute_error: 0.2535\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0230 - mean_absolute_error: 0.0959 - val_loss: 0.1654 - val_mean_absolute_error: 0.2452\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0188 - mean_absolute_error: 0.0874 - val_loss: 0.1603 - val_mean_absolute_error: 0.2351\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0155 - mean_absolute_error: 0.0757 - val_loss: 0.1566 - val_mean_absolute_error: 0.2278\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0131 - mean_absolute_error: 0.0614 - val_loss: 0.1628 - val_mean_absolute_error: 0.2426\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0152 - mean_absolute_error: 0.0739 - val_loss: 0.1612 - val_mean_absolute_error: 0.2380\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0162 - mean_absolute_error: 0.0739 - val_loss: 0.1602 - val_mean_absolute_error: 0.2293\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0136 - mean_absolute_error: 0.0632 - val_loss: 0.1660 - val_mean_absolute_error: 0.2606\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.1660 - mean_absolute_error: 0.2606\n",
      "1/1 [==============================] - 0s 314ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 48\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 142ms/step - loss: 0.8755 - mean_absolute_error: 0.7464 - val_loss: 0.6020 - val_mean_absolute_error: 0.5933\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.4254 - mean_absolute_error: 0.4947 - val_loss: 0.4550 - val_mean_absolute_error: 0.5511\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2813 - mean_absolute_error: 0.4173 - val_loss: 0.2727 - val_mean_absolute_error: 0.3911\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2073 - mean_absolute_error: 0.3375 - val_loss: 0.2167 - val_mean_absolute_error: 0.3501\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1534 - mean_absolute_error: 0.2923 - val_loss: 0.1903 - val_mean_absolute_error: 0.3173\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1195 - mean_absolute_error: 0.2579 - val_loss: 0.1601 - val_mean_absolute_error: 0.3027\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0935 - mean_absolute_error: 0.2209 - val_loss: 0.1365 - val_mean_absolute_error: 0.2608\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0669 - mean_absolute_error: 0.1885 - val_loss: 0.1165 - val_mean_absolute_error: 0.2287\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0609 - mean_absolute_error: 0.1681 - val_loss: 0.1205 - val_mean_absolute_error: 0.2433\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0453 - mean_absolute_error: 0.1489 - val_loss: 0.1216 - val_mean_absolute_error: 0.2221\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0395 - mean_absolute_error: 0.1382 - val_loss: 0.1298 - val_mean_absolute_error: 0.2423\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0331 - mean_absolute_error: 0.1273 - val_loss: 0.1238 - val_mean_absolute_error: 0.2175\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0268 - mean_absolute_error: 0.1146 - val_loss: 0.1271 - val_mean_absolute_error: 0.2174\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0209 - mean_absolute_error: 0.1041 - val_loss: 0.1161 - val_mean_absolute_error: 0.2083\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0160 - mean_absolute_error: 0.0874 - val_loss: 0.1060 - val_mean_absolute_error: 0.1844\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0139 - mean_absolute_error: 0.0843 - val_loss: 0.1087 - val_mean_absolute_error: 0.1912\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0123 - mean_absolute_error: 0.0797 - val_loss: 0.1078 - val_mean_absolute_error: 0.1817\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0108 - mean_absolute_error: 0.0682 - val_loss: 0.1149 - val_mean_absolute_error: 0.1754\n",
      "Epoch 19/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0082 - mean_absolute_error: 0.0626 - val_loss: 0.1159 - val_mean_absolute_error: 0.1724\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0063 - mean_absolute_error: 0.0536 - val_loss: 0.1095 - val_mean_absolute_error: 0.1816\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0079 - mean_absolute_error: 0.0628 - val_loss: 0.1067 - val_mean_absolute_error: 0.1668\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0057 - mean_absolute_error: 0.0534 - val_loss: 0.1179 - val_mean_absolute_error: 0.1793\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0062 - mean_absolute_error: 0.0586 - val_loss: 0.1122 - val_mean_absolute_error: 0.1765\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0061 - mean_absolute_error: 0.0534 - val_loss: 0.1079 - val_mean_absolute_error: 0.1899\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0083 - mean_absolute_error: 0.0633 - val_loss: 0.1028 - val_mean_absolute_error: 0.1699\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0074 - mean_absolute_error: 0.0608 - val_loss: 0.1131 - val_mean_absolute_error: 0.1836\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0088 - mean_absolute_error: 0.0671 - val_loss: 0.1084 - val_mean_absolute_error: 0.1886\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0083 - mean_absolute_error: 0.0643 - val_loss: 0.1042 - val_mean_absolute_error: 0.1872\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0107 - mean_absolute_error: 0.0723 - val_loss: 0.1071 - val_mean_absolute_error: 0.1856\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0088 - mean_absolute_error: 0.0671 - val_loss: 0.1104 - val_mean_absolute_error: 0.1775\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0100 - mean_absolute_error: 0.0676 - val_loss: 0.1140 - val_mean_absolute_error: 0.2121\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0128 - mean_absolute_error: 0.0787 - val_loss: 0.1080 - val_mean_absolute_error: 0.1640\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0065 - mean_absolute_error: 0.0542 - val_loss: 0.1071 - val_mean_absolute_error: 0.1746\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0060 - mean_absolute_error: 0.0531 - val_loss: 0.1150 - val_mean_absolute_error: 0.1929\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0134 - mean_absolute_error: 0.0686 - val_loss: 0.1090 - val_mean_absolute_error: 0.2003\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.1090 - mean_absolute_error: 0.2003\n",
      "1/1 [==============================] - 0s 304ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 49\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 160ms/step - loss: 0.8137 - mean_absolute_error: 0.7504 - val_loss: 0.5041 - val_mean_absolute_error: 0.5337\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4092 - mean_absolute_error: 0.4923 - val_loss: 0.3928 - val_mean_absolute_error: 0.4753\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2552 - mean_absolute_error: 0.3928 - val_loss: 0.3501 - val_mean_absolute_error: 0.4371\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1770 - mean_absolute_error: 0.3059 - val_loss: 0.2459 - val_mean_absolute_error: 0.3508\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1227 - mean_absolute_error: 0.2515 - val_loss: 0.2131 - val_mean_absolute_error: 0.3165\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0845 - mean_absolute_error: 0.2057 - val_loss: 0.2060 - val_mean_absolute_error: 0.3087\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0785 - mean_absolute_error: 0.1991 - val_loss: 0.1643 - val_mean_absolute_error: 0.2761\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0579 - mean_absolute_error: 0.1732 - val_loss: 0.1631 - val_mean_absolute_error: 0.2543\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0395 - mean_absolute_error: 0.1382 - val_loss: 0.1422 - val_mean_absolute_error: 0.2332\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0369 - mean_absolute_error: 0.1272 - val_loss: 0.1402 - val_mean_absolute_error: 0.2294\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0556 - mean_absolute_error: 0.1617 - val_loss: 0.1588 - val_mean_absolute_error: 0.2693\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0426 - mean_absolute_error: 0.1510 - val_loss: 0.1388 - val_mean_absolute_error: 0.2288\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0291 - mean_absolute_error: 0.1176 - val_loss: 0.1191 - val_mean_absolute_error: 0.2081\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0189 - mean_absolute_error: 0.0965 - val_loss: 0.1125 - val_mean_absolute_error: 0.1940\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0160 - mean_absolute_error: 0.0803 - val_loss: 0.1135 - val_mean_absolute_error: 0.1949\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0160 - mean_absolute_error: 0.0806 - val_loss: 0.1043 - val_mean_absolute_error: 0.1698\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0166 - mean_absolute_error: 0.0801 - val_loss: 0.1146 - val_mean_absolute_error: 0.1940\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0249 - mean_absolute_error: 0.0953 - val_loss: 0.1326 - val_mean_absolute_error: 0.2062\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0271 - mean_absolute_error: 0.1050 - val_loss: 0.1055 - val_mean_absolute_error: 0.1777\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0253 - mean_absolute_error: 0.1044 - val_loss: 0.1135 - val_mean_absolute_error: 0.2313\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0306 - mean_absolute_error: 0.1266 - val_loss: 0.1097 - val_mean_absolute_error: 0.1963\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0290 - mean_absolute_error: 0.1199 - val_loss: 0.1279 - val_mean_absolute_error: 0.2174\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0233 - mean_absolute_error: 0.1074 - val_loss: 0.1117 - val_mean_absolute_error: 0.1916\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0271 - mean_absolute_error: 0.1174 - val_loss: 0.1086 - val_mean_absolute_error: 0.1986\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0214 - mean_absolute_error: 0.1013 - val_loss: 0.1090 - val_mean_absolute_error: 0.1998\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0193 - mean_absolute_error: 0.0992 - val_loss: 0.1143 - val_mean_absolute_error: 0.2067\n",
      "2/2 [==============================] - 0s 41ms/step - loss: 0.1143 - mean_absolute_error: 0.2067\n",
      "1/1 [==============================] - 0s 310ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 50\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 148ms/step - loss: 0.8534 - mean_absolute_error: 0.7139 - val_loss: 0.6010 - val_mean_absolute_error: 0.5949\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.4052 - mean_absolute_error: 0.4920 - val_loss: 0.4321 - val_mean_absolute_error: 0.4932\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2691 - mean_absolute_error: 0.3929 - val_loss: 0.3612 - val_mean_absolute_error: 0.4390\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2141 - mean_absolute_error: 0.3481 - val_loss: 0.2827 - val_mean_absolute_error: 0.3976\n",
      "Epoch 5/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1781 - mean_absolute_error: 0.3039 - val_loss: 0.2297 - val_mean_absolute_error: 0.3638\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1328 - mean_absolute_error: 0.2608 - val_loss: 0.1680 - val_mean_absolute_error: 0.2913\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0923 - mean_absolute_error: 0.2144 - val_loss: 0.1365 - val_mean_absolute_error: 0.2561\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0655 - mean_absolute_error: 0.1775 - val_loss: 0.1124 - val_mean_absolute_error: 0.2250\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0487 - mean_absolute_error: 0.1456 - val_loss: 0.1036 - val_mean_absolute_error: 0.2069\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0364 - mean_absolute_error: 0.1240 - val_loss: 0.0991 - val_mean_absolute_error: 0.1951\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0259 - mean_absolute_error: 0.0992 - val_loss: 0.0880 - val_mean_absolute_error: 0.1775\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0195 - mean_absolute_error: 0.0821 - val_loss: 0.0837 - val_mean_absolute_error: 0.1682\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0161 - mean_absolute_error: 0.0732 - val_loss: 0.0780 - val_mean_absolute_error: 0.1628\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0135 - mean_absolute_error: 0.0659 - val_loss: 0.0772 - val_mean_absolute_error: 0.1634\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0146 - mean_absolute_error: 0.0735 - val_loss: 0.0761 - val_mean_absolute_error: 0.1548\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0208 - mean_absolute_error: 0.0857 - val_loss: 0.0799 - val_mean_absolute_error: 0.1490\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0331 - mean_absolute_error: 0.1190 - val_loss: 0.1517 - val_mean_absolute_error: 0.2678\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0644 - mean_absolute_error: 0.1778 - val_loss: 0.1071 - val_mean_absolute_error: 0.2208\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0630 - mean_absolute_error: 0.1738 - val_loss: 0.1303 - val_mean_absolute_error: 0.2600\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0630 - mean_absolute_error: 0.1850 - val_loss: 0.0796 - val_mean_absolute_error: 0.1853\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0407 - mean_absolute_error: 0.1415 - val_loss: 0.0667 - val_mean_absolute_error: 0.1563\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0286 - mean_absolute_error: 0.1235 - val_loss: 0.0785 - val_mean_absolute_error: 0.1791\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0203 - mean_absolute_error: 0.1023 - val_loss: 0.0729 - val_mean_absolute_error: 0.1572\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0144 - mean_absolute_error: 0.0833 - val_loss: 0.0807 - val_mean_absolute_error: 0.1565\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0132 - mean_absolute_error: 0.0810 - val_loss: 0.0796 - val_mean_absolute_error: 0.1671\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0109 - mean_absolute_error: 0.0712 - val_loss: 0.0649 - val_mean_absolute_error: 0.1351\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0090 - mean_absolute_error: 0.0612 - val_loss: 0.0727 - val_mean_absolute_error: 0.1372\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0081 - mean_absolute_error: 0.0550 - val_loss: 0.0743 - val_mean_absolute_error: 0.1473\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0062 - mean_absolute_error: 0.0447 - val_loss: 0.0666 - val_mean_absolute_error: 0.1213\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0052 - mean_absolute_error: 0.0381 - val_loss: 0.0725 - val_mean_absolute_error: 0.1309\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0057 - mean_absolute_error: 0.0408 - val_loss: 0.0708 - val_mean_absolute_error: 0.1244\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0049 - mean_absolute_error: 0.0334 - val_loss: 0.0697 - val_mean_absolute_error: 0.1289\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0045 - mean_absolute_error: 0.0330 - val_loss: 0.0683 - val_mean_absolute_error: 0.1200\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0042 - mean_absolute_error: 0.0292 - val_loss: 0.0696 - val_mean_absolute_error: 0.1211\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0043 - mean_absolute_error: 0.0303 - val_loss: 0.0698 - val_mean_absolute_error: 0.1219\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0039 - mean_absolute_error: 0.0250 - val_loss: 0.0690 - val_mean_absolute_error: 0.1267\n",
      "2/2 [==============================] - 0s 45ms/step - loss: 0.0690 - mean_absolute_error: 0.1267\n",
      "1/1 [==============================] - 0s 312ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 51\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 149ms/step - loss: 0.8062 - mean_absolute_error: 0.7328 - val_loss: 0.4176 - val_mean_absolute_error: 0.4967\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.5197 - mean_absolute_error: 0.5553 - val_loss: 0.3690 - val_mean_absolute_error: 0.4810\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3550 - mean_absolute_error: 0.4623 - val_loss: 0.3273 - val_mean_absolute_error: 0.4383\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2553 - mean_absolute_error: 0.3840 - val_loss: 0.2745 - val_mean_absolute_error: 0.3995\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1794 - mean_absolute_error: 0.3297 - val_loss: 0.2338 - val_mean_absolute_error: 0.3583\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1375 - mean_absolute_error: 0.2696 - val_loss: 0.2164 - val_mean_absolute_error: 0.3296\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1375 - mean_absolute_error: 0.2611 - val_loss: 0.2621 - val_mean_absolute_error: 0.3628\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1320 - mean_absolute_error: 0.2476 - val_loss: 0.2655 - val_mean_absolute_error: 0.3559\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0970 - mean_absolute_error: 0.2137 - val_loss: 0.2415 - val_mean_absolute_error: 0.3258\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0821 - mean_absolute_error: 0.1864 - val_loss: 0.2236 - val_mean_absolute_error: 0.3094\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0640 - mean_absolute_error: 0.1661 - val_loss: 0.2268 - val_mean_absolute_error: 0.3282\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0682 - mean_absolute_error: 0.1690 - val_loss: 0.2190 - val_mean_absolute_error: 0.2958\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0500 - mean_absolute_error: 0.1447 - val_loss: 0.1739 - val_mean_absolute_error: 0.2677\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0388 - mean_absolute_error: 0.1310 - val_loss: 0.1706 - val_mean_absolute_error: 0.2560\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0335 - mean_absolute_error: 0.1172 - val_loss: 0.1693 - val_mean_absolute_error: 0.2441\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0266 - mean_absolute_error: 0.1075 - val_loss: 0.1531 - val_mean_absolute_error: 0.2344\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0246 - mean_absolute_error: 0.0949 - val_loss: 0.1545 - val_mean_absolute_error: 0.2299\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0188 - mean_absolute_error: 0.0831 - val_loss: 0.1551 - val_mean_absolute_error: 0.2200\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0172 - mean_absolute_error: 0.0794 - val_loss: 0.1493 - val_mean_absolute_error: 0.2138\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0131 - mean_absolute_error: 0.0667 - val_loss: 0.1481 - val_mean_absolute_error: 0.2021\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0114 - mean_absolute_error: 0.0606 - val_loss: 0.1474 - val_mean_absolute_error: 0.2021\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0095 - mean_absolute_error: 0.0579 - val_loss: 0.1450 - val_mean_absolute_error: 0.2024\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0082 - mean_absolute_error: 0.0525 - val_loss: 0.1416 - val_mean_absolute_error: 0.2077\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0078 - mean_absolute_error: 0.0518 - val_loss: 0.1402 - val_mean_absolute_error: 0.1926\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0067 - mean_absolute_error: 0.0493 - val_loss: 0.1493 - val_mean_absolute_error: 0.2017\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0069 - mean_absolute_error: 0.0548 - val_loss: 0.1369 - val_mean_absolute_error: 0.1858\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0073 - mean_absolute_error: 0.0575 - val_loss: 0.1347 - val_mean_absolute_error: 0.1982\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0115 - mean_absolute_error: 0.0720 - val_loss: 0.1389 - val_mean_absolute_error: 0.2133\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0114 - mean_absolute_error: 0.0772 - val_loss: 0.1441 - val_mean_absolute_error: 0.2022\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0109 - mean_absolute_error: 0.0705 - val_loss: 0.1446 - val_mean_absolute_error: 0.2181\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0102 - mean_absolute_error: 0.0756 - val_loss: 0.1328 - val_mean_absolute_error: 0.1847\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0076 - mean_absolute_error: 0.0600 - val_loss: 0.1426 - val_mean_absolute_error: 0.2227\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0115 - mean_absolute_error: 0.0795 - val_loss: 0.1380 - val_mean_absolute_error: 0.1855\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0070 - mean_absolute_error: 0.0582 - val_loss: 0.1439 - val_mean_absolute_error: 0.2129\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0097 - mean_absolute_error: 0.0718 - val_loss: 0.1311 - val_mean_absolute_error: 0.1801\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0077 - mean_absolute_error: 0.0630 - val_loss: 0.1416 - val_mean_absolute_error: 0.2235\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0125 - mean_absolute_error: 0.0855 - val_loss: 0.1407 - val_mean_absolute_error: 0.1957\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0060 - mean_absolute_error: 0.0571 - val_loss: 0.1376 - val_mean_absolute_error: 0.1982\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0081 - mean_absolute_error: 0.0669 - val_loss: 0.1343 - val_mean_absolute_error: 0.2011\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0066 - mean_absolute_error: 0.0603 - val_loss: 0.1368 - val_mean_absolute_error: 0.1906\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0054 - mean_absolute_error: 0.0534 - val_loss: 0.1389 - val_mean_absolute_error: 0.1961\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0048 - mean_absolute_error: 0.0519 - val_loss: 0.1296 - val_mean_absolute_error: 0.1773\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0028 - mean_absolute_error: 0.0379 - val_loss: 0.1342 - val_mean_absolute_error: 0.1873\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0039 - mean_absolute_error: 0.0445 - val_loss: 0.1367 - val_mean_absolute_error: 0.1847\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0034 - mean_absolute_error: 0.0396 - val_loss: 0.1325 - val_mean_absolute_error: 0.1749\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0025 - mean_absolute_error: 0.0364 - val_loss: 0.1320 - val_mean_absolute_error: 0.1780\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0016 - mean_absolute_error: 0.0270 - val_loss: 0.1328 - val_mean_absolute_error: 0.1695\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0013 - mean_absolute_error: 0.0248 - val_loss: 0.1336 - val_mean_absolute_error: 0.1726\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0011 - mean_absolute_error: 0.0226 - val_loss: 0.1316 - val_mean_absolute_error: 0.1647\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 9.8060e-04 - mean_absolute_error: 0.0214 - val_loss: 0.1321 - val_mean_absolute_error: 0.1722\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 9.4902e-04 - mean_absolute_error: 0.0209 - val_loss: 0.1325 - val_mean_absolute_error: 0.1655\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 9.0242e-04 - mean_absolute_error: 0.0196 - val_loss: 0.1334 - val_mean_absolute_error: 0.1705\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1334 - mean_absolute_error: 0.1705\n",
      "1/1 [==============================] - 0s 330ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 52\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 0.9876 - mean_absolute_error: 0.7806 - val_loss: 0.5115 - val_mean_absolute_error: 0.5374\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.5472 - mean_absolute_error: 0.5737 - val_loss: 0.4103 - val_mean_absolute_error: 0.5276\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3532 - mean_absolute_error: 0.4492 - val_loss: 0.3601 - val_mean_absolute_error: 0.4765\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2712 - mean_absolute_error: 0.3837 - val_loss: 0.3241 - val_mean_absolute_error: 0.4247\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2041 - mean_absolute_error: 0.3167 - val_loss: 0.2518 - val_mean_absolute_error: 0.3541\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1519 - mean_absolute_error: 0.2705 - val_loss: 0.2359 - val_mean_absolute_error: 0.3351\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1205 - mean_absolute_error: 0.2348 - val_loss: 0.2362 - val_mean_absolute_error: 0.3283\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0944 - mean_absolute_error: 0.2074 - val_loss: 0.1938 - val_mean_absolute_error: 0.2770\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0670 - mean_absolute_error: 0.1658 - val_loss: 0.1709 - val_mean_absolute_error: 0.2608\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0475 - mean_absolute_error: 0.1424 - val_loss: 0.1504 - val_mean_absolute_error: 0.2297\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0385 - mean_absolute_error: 0.1238 - val_loss: 0.1362 - val_mean_absolute_error: 0.2046\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0363 - mean_absolute_error: 0.1120 - val_loss: 0.1567 - val_mean_absolute_error: 0.2400\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0291 - mean_absolute_error: 0.1083 - val_loss: 0.1560 - val_mean_absolute_error: 0.2301\n",
      "Epoch 14/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0281 - mean_absolute_error: 0.1051 - val_loss: 0.1570 - val_mean_absolute_error: 0.2246\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0326 - mean_absolute_error: 0.1176 - val_loss: 0.1601 - val_mean_absolute_error: 0.2385\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0382 - mean_absolute_error: 0.1301 - val_loss: 0.1619 - val_mean_absolute_error: 0.2357\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0315 - mean_absolute_error: 0.1190 - val_loss: 0.1483 - val_mean_absolute_error: 0.2153\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0288 - mean_absolute_error: 0.1161 - val_loss: 0.1702 - val_mean_absolute_error: 0.2373\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0296 - mean_absolute_error: 0.1205 - val_loss: 0.1555 - val_mean_absolute_error: 0.2161\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0180 - mean_absolute_error: 0.0847 - val_loss: 0.1499 - val_mean_absolute_error: 0.2166\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0154 - mean_absolute_error: 0.0789 - val_loss: 0.1572 - val_mean_absolute_error: 0.2190\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.1572 - mean_absolute_error: 0.2190\n",
      "1/1 [==============================] - 0s 328ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 53\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 1.0148 - mean_absolute_error: 0.8090 - val_loss: 0.9852 - val_mean_absolute_error: 0.7743\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5288 - mean_absolute_error: 0.5786 - val_loss: 0.6447 - val_mean_absolute_error: 0.5866\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2962 - mean_absolute_error: 0.4263 - val_loss: 0.4500 - val_mean_absolute_error: 0.4676\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2385 - mean_absolute_error: 0.3661 - val_loss: 0.3962 - val_mean_absolute_error: 0.4145\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1781 - mean_absolute_error: 0.3177 - val_loss: 0.3832 - val_mean_absolute_error: 0.4079\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1402 - mean_absolute_error: 0.2704 - val_loss: 0.3476 - val_mean_absolute_error: 0.3793\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1182 - mean_absolute_error: 0.2408 - val_loss: 0.3234 - val_mean_absolute_error: 0.3668\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0986 - mean_absolute_error: 0.2194 - val_loss: 0.3058 - val_mean_absolute_error: 0.3453\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0810 - mean_absolute_error: 0.1927 - val_loss: 0.3103 - val_mean_absolute_error: 0.3599\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0713 - mean_absolute_error: 0.1820 - val_loss: 0.2837 - val_mean_absolute_error: 0.3280\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0611 - mean_absolute_error: 0.1628 - val_loss: 0.2761 - val_mean_absolute_error: 0.3087\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0533 - mean_absolute_error: 0.1499 - val_loss: 0.2778 - val_mean_absolute_error: 0.3104\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0403 - mean_absolute_error: 0.1305 - val_loss: 0.2703 - val_mean_absolute_error: 0.2976\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0361 - mean_absolute_error: 0.1188 - val_loss: 0.2587 - val_mean_absolute_error: 0.2810\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0267 - mean_absolute_error: 0.1004 - val_loss: 0.2510 - val_mean_absolute_error: 0.2703\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0215 - mean_absolute_error: 0.0930 - val_loss: 0.2483 - val_mean_absolute_error: 0.2608\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0171 - mean_absolute_error: 0.0852 - val_loss: 0.2336 - val_mean_absolute_error: 0.2513\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0156 - mean_absolute_error: 0.0804 - val_loss: 0.2498 - val_mean_absolute_error: 0.2410\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0194 - mean_absolute_error: 0.0851 - val_loss: 0.2921 - val_mean_absolute_error: 0.2646\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0159 - mean_absolute_error: 0.0838 - val_loss: 0.2903 - val_mean_absolute_error: 0.2811\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0199 - mean_absolute_error: 0.0988 - val_loss: 0.2677 - val_mean_absolute_error: 0.2570\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0147 - mean_absolute_error: 0.0945 - val_loss: 0.2621 - val_mean_absolute_error: 0.2606\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0113 - mean_absolute_error: 0.0754 - val_loss: 0.2550 - val_mean_absolute_error: 0.2431\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0135 - mean_absolute_error: 0.0826 - val_loss: 0.2575 - val_mean_absolute_error: 0.2321\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0099 - mean_absolute_error: 0.0724 - val_loss: 0.2744 - val_mean_absolute_error: 0.2612\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0146 - mean_absolute_error: 0.0877 - val_loss: 0.2631 - val_mean_absolute_error: 0.2316\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0117 - mean_absolute_error: 0.0814 - val_loss: 0.2575 - val_mean_absolute_error: 0.2592\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.2575 - mean_absolute_error: 0.2592\n",
      "1/1 [==============================] - 0s 346ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 54\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 157ms/step - loss: 1.3908 - mean_absolute_error: 0.9282 - val_loss: 0.6533 - val_mean_absolute_error: 0.6727\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.5549 - mean_absolute_error: 0.6064 - val_loss: 0.6077 - val_mean_absolute_error: 0.5978\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3690 - mean_absolute_error: 0.4606 - val_loss: 0.4686 - val_mean_absolute_error: 0.5250\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.3114 - mean_absolute_error: 0.4270 - val_loss: 0.4377 - val_mean_absolute_error: 0.4890\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.2359 - mean_absolute_error: 0.3567 - val_loss: 0.4284 - val_mean_absolute_error: 0.4361\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1949 - mean_absolute_error: 0.3097 - val_loss: 0.4043 - val_mean_absolute_error: 0.4200\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1482 - mean_absolute_error: 0.2702 - val_loss: 0.3576 - val_mean_absolute_error: 0.3838\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1429 - mean_absolute_error: 0.2466 - val_loss: 0.3580 - val_mean_absolute_error: 0.3604\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1357 - mean_absolute_error: 0.2433 - val_loss: 0.3278 - val_mean_absolute_error: 0.3628\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1246 - mean_absolute_error: 0.2347 - val_loss: 0.3323 - val_mean_absolute_error: 0.3569\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1042 - mean_absolute_error: 0.2148 - val_loss: 0.2939 - val_mean_absolute_error: 0.3353\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0951 - mean_absolute_error: 0.2069 - val_loss: 0.2929 - val_mean_absolute_error: 0.3262\n",
      "Epoch 13/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0747 - mean_absolute_error: 0.1837 - val_loss: 0.2527 - val_mean_absolute_error: 0.3112\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0651 - mean_absolute_error: 0.1698 - val_loss: 0.2735 - val_mean_absolute_error: 0.3100\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0531 - mean_absolute_error: 0.1535 - val_loss: 0.2484 - val_mean_absolute_error: 0.2886\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0441 - mean_absolute_error: 0.1373 - val_loss: 0.2314 - val_mean_absolute_error: 0.2816\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0348 - mean_absolute_error: 0.1195 - val_loss: 0.2328 - val_mean_absolute_error: 0.2731\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0258 - mean_absolute_error: 0.1021 - val_loss: 0.2204 - val_mean_absolute_error: 0.2595\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0275 - mean_absolute_error: 0.0981 - val_loss: 0.2160 - val_mean_absolute_error: 0.2478\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0235 - mean_absolute_error: 0.0909 - val_loss: 0.2133 - val_mean_absolute_error: 0.2385\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0160 - mean_absolute_error: 0.0776 - val_loss: 0.2103 - val_mean_absolute_error: 0.2356\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0137 - mean_absolute_error: 0.0721 - val_loss: 0.2078 - val_mean_absolute_error: 0.2304\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0128 - mean_absolute_error: 0.0698 - val_loss: 0.2055 - val_mean_absolute_error: 0.2327\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0117 - mean_absolute_error: 0.0675 - val_loss: 0.1972 - val_mean_absolute_error: 0.2226\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0095 - mean_absolute_error: 0.0620 - val_loss: 0.1984 - val_mean_absolute_error: 0.2152\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0079 - mean_absolute_error: 0.0541 - val_loss: 0.1997 - val_mean_absolute_error: 0.2134\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0064 - mean_absolute_error: 0.0471 - val_loss: 0.1945 - val_mean_absolute_error: 0.2072\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0052 - mean_absolute_error: 0.0415 - val_loss: 0.1980 - val_mean_absolute_error: 0.2046\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0045 - mean_absolute_error: 0.0369 - val_loss: 0.1983 - val_mean_absolute_error: 0.1999\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0041 - mean_absolute_error: 0.0347 - val_loss: 0.2027 - val_mean_absolute_error: 0.2001\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0042 - mean_absolute_error: 0.0363 - val_loss: 0.1973 - val_mean_absolute_error: 0.1965\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0042 - mean_absolute_error: 0.0384 - val_loss: 0.1965 - val_mean_absolute_error: 0.2002\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0042 - mean_absolute_error: 0.0384 - val_loss: 0.1911 - val_mean_absolute_error: 0.2017\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0070 - mean_absolute_error: 0.0462 - val_loss: 0.2052 - val_mean_absolute_error: 0.1976\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0060 - mean_absolute_error: 0.0451 - val_loss: 0.2097 - val_mean_absolute_error: 0.2109\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0072 - mean_absolute_error: 0.0563 - val_loss: 0.2120 - val_mean_absolute_error: 0.2126\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0088 - mean_absolute_error: 0.0639 - val_loss: 0.1954 - val_mean_absolute_error: 0.2053\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0090 - mean_absolute_error: 0.0664 - val_loss: 0.2070 - val_mean_absolute_error: 0.2293\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0195 - mean_absolute_error: 0.0920 - val_loss: 0.2103 - val_mean_absolute_error: 0.2299\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0286 - mean_absolute_error: 0.1069 - val_loss: 0.2438 - val_mean_absolute_error: 0.2727\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0308 - mean_absolute_error: 0.1193 - val_loss: 0.2066 - val_mean_absolute_error: 0.2367\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0233 - mean_absolute_error: 0.1144 - val_loss: 0.2073 - val_mean_absolute_error: 0.2244\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0224 - mean_absolute_error: 0.1046 - val_loss: 0.1856 - val_mean_absolute_error: 0.2233\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0207 - mean_absolute_error: 0.0993 - val_loss: 0.2200 - val_mean_absolute_error: 0.2318\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0120 - mean_absolute_error: 0.0816 - val_loss: 0.1826 - val_mean_absolute_error: 0.2143\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0133 - mean_absolute_error: 0.0832 - val_loss: 0.1994 - val_mean_absolute_error: 0.2178\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0097 - mean_absolute_error: 0.0698 - val_loss: 0.1838 - val_mean_absolute_error: 0.2021\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0071 - mean_absolute_error: 0.0641 - val_loss: 0.1964 - val_mean_absolute_error: 0.2130\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0071 - mean_absolute_error: 0.0620 - val_loss: 0.1970 - val_mean_absolute_error: 0.1977\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0058 - mean_absolute_error: 0.0556 - val_loss: 0.1868 - val_mean_absolute_error: 0.1978\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0038 - mean_absolute_error: 0.0449 - val_loss: 0.1891 - val_mean_absolute_error: 0.1852\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0032 - mean_absolute_error: 0.0396 - val_loss: 0.1928 - val_mean_absolute_error: 0.1909\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0028 - mean_absolute_error: 0.0353 - val_loss: 0.1889 - val_mean_absolute_error: 0.1807\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0020 - mean_absolute_error: 0.0301 - val_loss: 0.1874 - val_mean_absolute_error: 0.1827\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0018 - mean_absolute_error: 0.0264 - val_loss: 0.1922 - val_mean_absolute_error: 0.1781\n",
      "2/2 [==============================] - 0s 47ms/step - loss: 0.1922 - mean_absolute_error: 0.1781\n",
      "1/1 [==============================] - 0s 306ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 55\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 149ms/step - loss: 0.7488 - mean_absolute_error: 0.6641 - val_loss: 0.5654 - val_mean_absolute_error: 0.5621\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.4243 - mean_absolute_error: 0.5058 - val_loss: 0.3976 - val_mean_absolute_error: 0.4843\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2376 - mean_absolute_error: 0.3746 - val_loss: 0.3501 - val_mean_absolute_error: 0.4137\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1472 - mean_absolute_error: 0.2888 - val_loss: 0.3508 - val_mean_absolute_error: 0.3912\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1236 - mean_absolute_error: 0.2450 - val_loss: 0.2805 - val_mean_absolute_error: 0.3501\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0832 - mean_absolute_error: 0.2084 - val_loss: 0.2986 - val_mean_absolute_error: 0.3500\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0508 - mean_absolute_error: 0.1598 - val_loss: 0.2703 - val_mean_absolute_error: 0.3135\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0440 - mean_absolute_error: 0.1457 - val_loss: 0.2615 - val_mean_absolute_error: 0.3028\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0370 - mean_absolute_error: 0.1325 - val_loss: 0.2406 - val_mean_absolute_error: 0.2916\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0218 - mean_absolute_error: 0.1095 - val_loss: 0.2222 - val_mean_absolute_error: 0.2676\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0205 - mean_absolute_error: 0.0994 - val_loss: 0.2166 - val_mean_absolute_error: 0.2571\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0151 - mean_absolute_error: 0.0838 - val_loss: 0.2078 - val_mean_absolute_error: 0.2366\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0083 - mean_absolute_error: 0.0637 - val_loss: 0.2143 - val_mean_absolute_error: 0.2517\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0084 - mean_absolute_error: 0.0685 - val_loss: 0.2012 - val_mean_absolute_error: 0.2178\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0062 - mean_absolute_error: 0.0536 - val_loss: 0.2068 - val_mean_absolute_error: 0.2470\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0094 - mean_absolute_error: 0.0680 - val_loss: 0.2083 - val_mean_absolute_error: 0.2291\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0086 - mean_absolute_error: 0.0633 - val_loss: 0.2177 - val_mean_absolute_error: 0.2695\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0106 - mean_absolute_error: 0.0707 - val_loss: 0.2033 - val_mean_absolute_error: 0.2331\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0110 - mean_absolute_error: 0.0728 - val_loss: 0.2072 - val_mean_absolute_error: 0.2671\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0145 - mean_absolute_error: 0.0853 - val_loss: 0.1984 - val_mean_absolute_error: 0.2267\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0094 - mean_absolute_error: 0.0673 - val_loss: 0.2127 - val_mean_absolute_error: 0.2627\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0098 - mean_absolute_error: 0.0719 - val_loss: 0.2052 - val_mean_absolute_error: 0.2349\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0081 - mean_absolute_error: 0.0567 - val_loss: 0.2100 - val_mean_absolute_error: 0.2553\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0098 - mean_absolute_error: 0.0708 - val_loss: 0.2203 - val_mean_absolute_error: 0.2595\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0093 - mean_absolute_error: 0.0690 - val_loss: 0.2121 - val_mean_absolute_error: 0.2441\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0092 - mean_absolute_error: 0.0696 - val_loss: 0.2066 - val_mean_absolute_error: 0.2639\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0114 - mean_absolute_error: 0.0797 - val_loss: 0.2056 - val_mean_absolute_error: 0.2379\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0057 - mean_absolute_error: 0.0541 - val_loss: 0.2034 - val_mean_absolute_error: 0.2327\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0059 - mean_absolute_error: 0.0571 - val_loss: 0.1946 - val_mean_absolute_error: 0.2367\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0059 - mean_absolute_error: 0.0560 - val_loss: 0.2003 - val_mean_absolute_error: 0.2188\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0038 - mean_absolute_error: 0.0436 - val_loss: 0.2045 - val_mean_absolute_error: 0.2260\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0035 - mean_absolute_error: 0.0446 - val_loss: 0.1942 - val_mean_absolute_error: 0.2215\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0028 - mean_absolute_error: 0.0394 - val_loss: 0.1978 - val_mean_absolute_error: 0.2087\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0020 - mean_absolute_error: 0.0315 - val_loss: 0.1999 - val_mean_absolute_error: 0.2153\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0018 - mean_absolute_error: 0.0320 - val_loss: 0.1936 - val_mean_absolute_error: 0.2140\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0018 - mean_absolute_error: 0.0307 - val_loss: 0.1953 - val_mean_absolute_error: 0.2021\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0013 - mean_absolute_error: 0.0256 - val_loss: 0.2013 - val_mean_absolute_error: 0.2171\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0014 - mean_absolute_error: 0.0279 - val_loss: 0.1932 - val_mean_absolute_error: 0.2050\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0011 - mean_absolute_error: 0.0241 - val_loss: 0.1948 - val_mean_absolute_error: 0.2013\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0010 - mean_absolute_error: 0.0232 - val_loss: 0.2006 - val_mean_absolute_error: 0.2147\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0010 - mean_absolute_error: 0.0229 - val_loss: 0.1942 - val_mean_absolute_error: 0.1986\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 7.3894e-04 - mean_absolute_error: 0.0189 - val_loss: 0.1930 - val_mean_absolute_error: 0.2056\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 9.5983e-04 - mean_absolute_error: 0.0231 - val_loss: 0.1998 - val_mean_absolute_error: 0.2083\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 7.4292e-04 - mean_absolute_error: 0.0200 - val_loss: 0.1974 - val_mean_absolute_error: 0.2044\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 7.4765e-04 - mean_absolute_error: 0.0203 - val_loss: 0.1925 - val_mean_absolute_error: 0.2052\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 7.9617e-04 - mean_absolute_error: 0.0209 - val_loss: 0.1968 - val_mean_absolute_error: 0.1991\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 6.1865e-04 - mean_absolute_error: 0.0178 - val_loss: 0.2007 - val_mean_absolute_error: 0.2123\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 8.1097e-04 - mean_absolute_error: 0.0212 - val_loss: 0.1939 - val_mean_absolute_error: 0.1970\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 5.3856e-04 - mean_absolute_error: 0.0165 - val_loss: 0.1942 - val_mean_absolute_error: 0.2059\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 8.8209e-04 - mean_absolute_error: 0.0220 - val_loss: 0.2002 - val_mean_absolute_error: 0.2050\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 6.0860e-04 - mean_absolute_error: 0.0182 - val_loss: 0.1994 - val_mean_absolute_error: 0.2099\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 8.3377e-04 - mean_absolute_error: 0.0217 - val_loss: 0.1931 - val_mean_absolute_error: 0.2024\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 7.1668e-04 - mean_absolute_error: 0.0200 - val_loss: 0.1965 - val_mean_absolute_error: 0.2045\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 9.0967e-04 - mean_absolute_error: 0.0228 - val_loss: 0.2024 - val_mean_absolute_error: 0.2120\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 9.2545e-04 - mean_absolute_error: 0.0221 - val_loss: 0.1987 - val_mean_absolute_error: 0.2089\n",
      "2/2 [==============================] - 0s 48ms/step - loss: 0.1987 - mean_absolute_error: 0.2089\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 310ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 56\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 159ms/step - loss: 0.9955 - mean_absolute_error: 0.7837 - val_loss: 0.4545 - val_mean_absolute_error: 0.5098\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.5268 - mean_absolute_error: 0.5571 - val_loss: 0.4181 - val_mean_absolute_error: 0.5052\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.3526 - mean_absolute_error: 0.4512 - val_loss: 0.3583 - val_mean_absolute_error: 0.4688\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2584 - mean_absolute_error: 0.3796 - val_loss: 0.2906 - val_mean_absolute_error: 0.4074\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2024 - mean_absolute_error: 0.3453 - val_loss: 0.2987 - val_mean_absolute_error: 0.4041\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1506 - mean_absolute_error: 0.2821 - val_loss: 0.2718 - val_mean_absolute_error: 0.3738\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1444 - mean_absolute_error: 0.2683 - val_loss: 0.2395 - val_mean_absolute_error: 0.3287\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1095 - mean_absolute_error: 0.2303 - val_loss: 0.2374 - val_mean_absolute_error: 0.3258\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0706 - mean_absolute_error: 0.1954 - val_loss: 0.2523 - val_mean_absolute_error: 0.3312\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0575 - mean_absolute_error: 0.1702 - val_loss: 0.1980 - val_mean_absolute_error: 0.2916\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0480 - mean_absolute_error: 0.1535 - val_loss: 0.1852 - val_mean_absolute_error: 0.2683\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0413 - mean_absolute_error: 0.1431 - val_loss: 0.2128 - val_mean_absolute_error: 0.2723\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0290 - mean_absolute_error: 0.1149 - val_loss: 0.2138 - val_mean_absolute_error: 0.2646\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0225 - mean_absolute_error: 0.1030 - val_loss: 0.2050 - val_mean_absolute_error: 0.2577\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0167 - mean_absolute_error: 0.0874 - val_loss: 0.1978 - val_mean_absolute_error: 0.2533\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0145 - mean_absolute_error: 0.0762 - val_loss: 0.1941 - val_mean_absolute_error: 0.2309\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0128 - mean_absolute_error: 0.0670 - val_loss: 0.2004 - val_mean_absolute_error: 0.2456\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0136 - mean_absolute_error: 0.0705 - val_loss: 0.1878 - val_mean_absolute_error: 0.2256\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0143 - mean_absolute_error: 0.0746 - val_loss: 0.1874 - val_mean_absolute_error: 0.2601\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0165 - mean_absolute_error: 0.0776 - val_loss: 0.1948 - val_mean_absolute_error: 0.2639\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0175 - mean_absolute_error: 0.0840 - val_loss: 0.1870 - val_mean_absolute_error: 0.2253\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.1870 - mean_absolute_error: 0.2253\n",
      "1/1 [==============================] - 0s 323ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 57\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 0.9822 - mean_absolute_error: 0.8006 - val_loss: 0.6548 - val_mean_absolute_error: 0.6404\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.5240 - mean_absolute_error: 0.5808 - val_loss: 0.4556 - val_mean_absolute_error: 0.5283\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3580 - mean_absolute_error: 0.4588 - val_loss: 0.3695 - val_mean_absolute_error: 0.4634\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2787 - mean_absolute_error: 0.3992 - val_loss: 0.3136 - val_mean_absolute_error: 0.4227\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2113 - mean_absolute_error: 0.3346 - val_loss: 0.2579 - val_mean_absolute_error: 0.3609\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1654 - mean_absolute_error: 0.2975 - val_loss: 0.2121 - val_mean_absolute_error: 0.3300\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1331 - mean_absolute_error: 0.2608 - val_loss: 0.1822 - val_mean_absolute_error: 0.2927\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1117 - mean_absolute_error: 0.2304 - val_loss: 0.1686 - val_mean_absolute_error: 0.2837\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0976 - mean_absolute_error: 0.2177 - val_loss: 0.1435 - val_mean_absolute_error: 0.2511\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0741 - mean_absolute_error: 0.1912 - val_loss: 0.1330 - val_mean_absolute_error: 0.2358\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0536 - mean_absolute_error: 0.1597 - val_loss: 0.1299 - val_mean_absolute_error: 0.2261\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0510 - mean_absolute_error: 0.1405 - val_loss: 0.1252 - val_mean_absolute_error: 0.2066\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0426 - mean_absolute_error: 0.1220 - val_loss: 0.1175 - val_mean_absolute_error: 0.1956\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0332 - mean_absolute_error: 0.0987 - val_loss: 0.1084 - val_mean_absolute_error: 0.1871\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0324 - mean_absolute_error: 0.0938 - val_loss: 0.1067 - val_mean_absolute_error: 0.1935\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0312 - mean_absolute_error: 0.0986 - val_loss: 0.1045 - val_mean_absolute_error: 0.1776\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0265 - mean_absolute_error: 0.0910 - val_loss: 0.1145 - val_mean_absolute_error: 0.1994\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0263 - mean_absolute_error: 0.0959 - val_loss: 0.1209 - val_mean_absolute_error: 0.1968\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0224 - mean_absolute_error: 0.0919 - val_loss: 0.1085 - val_mean_absolute_error: 0.1686\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0235 - mean_absolute_error: 0.0986 - val_loss: 0.1089 - val_mean_absolute_error: 0.1902\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0231 - mean_absolute_error: 0.1006 - val_loss: 0.0981 - val_mean_absolute_error: 0.1707\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0213 - mean_absolute_error: 0.0897 - val_loss: 0.1000 - val_mean_absolute_error: 0.1575\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0202 - mean_absolute_error: 0.0892 - val_loss: 0.1035 - val_mean_absolute_error: 0.1914\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0254 - mean_absolute_error: 0.1057 - val_loss: 0.1113 - val_mean_absolute_error: 0.1794\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0131 - mean_absolute_error: 0.0715 - val_loss: 0.1055 - val_mean_absolute_error: 0.1775\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0121 - mean_absolute_error: 0.0711 - val_loss: 0.1025 - val_mean_absolute_error: 0.1664\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0112 - mean_absolute_error: 0.0665 - val_loss: 0.1011 - val_mean_absolute_error: 0.1530\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0115 - mean_absolute_error: 0.0686 - val_loss: 0.1038 - val_mean_absolute_error: 0.1777\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0139 - mean_absolute_error: 0.0753 - val_loss: 0.1025 - val_mean_absolute_error: 0.1599\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0175 - mean_absolute_error: 0.0849 - val_loss: 0.1221 - val_mean_absolute_error: 0.2090\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0170 - mean_absolute_error: 0.0905 - val_loss: 0.1210 - val_mean_absolute_error: 0.2022\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.1210 - mean_absolute_error: 0.2022\n",
      "1/1 [==============================] - 0s 326ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 58\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 154ms/step - loss: 0.7771 - mean_absolute_error: 0.6827 - val_loss: 0.4592 - val_mean_absolute_error: 0.5259\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3946 - mean_absolute_error: 0.4978 - val_loss: 0.3409 - val_mean_absolute_error: 0.4294\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2423 - mean_absolute_error: 0.3697 - val_loss: 0.2666 - val_mean_absolute_error: 0.3610\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1902 - mean_absolute_error: 0.3200 - val_loss: 0.2677 - val_mean_absolute_error: 0.3348\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1678 - mean_absolute_error: 0.2853 - val_loss: 0.2660 - val_mean_absolute_error: 0.3175\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1275 - mean_absolute_error: 0.2529 - val_loss: 0.2532 - val_mean_absolute_error: 0.3334\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1101 - mean_absolute_error: 0.2192 - val_loss: 0.2526 - val_mean_absolute_error: 0.3077\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0820 - mean_absolute_error: 0.1923 - val_loss: 0.2350 - val_mean_absolute_error: 0.2686\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0662 - mean_absolute_error: 0.1579 - val_loss: 0.2210 - val_mean_absolute_error: 0.2601\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0581 - mean_absolute_error: 0.1482 - val_loss: 0.1879 - val_mean_absolute_error: 0.2493\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0803 - mean_absolute_error: 0.1771 - val_loss: 0.2034 - val_mean_absolute_error: 0.2787\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0670 - mean_absolute_error: 0.1744 - val_loss: 0.1826 - val_mean_absolute_error: 0.2363\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0500 - mean_absolute_error: 0.1423 - val_loss: 0.1853 - val_mean_absolute_error: 0.2390\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0430 - mean_absolute_error: 0.1301 - val_loss: 0.1737 - val_mean_absolute_error: 0.2229\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0292 - mean_absolute_error: 0.1045 - val_loss: 0.1668 - val_mean_absolute_error: 0.2104\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0234 - mean_absolute_error: 0.0894 - val_loss: 0.1707 - val_mean_absolute_error: 0.2058\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0225 - mean_absolute_error: 0.0896 - val_loss: 0.1681 - val_mean_absolute_error: 0.1916\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0186 - mean_absolute_error: 0.0767 - val_loss: 0.1710 - val_mean_absolute_error: 0.2030\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0139 - mean_absolute_error: 0.0718 - val_loss: 0.1715 - val_mean_absolute_error: 0.1930\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0139 - mean_absolute_error: 0.0713 - val_loss: 0.1771 - val_mean_absolute_error: 0.2012\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0152 - mean_absolute_error: 0.0769 - val_loss: 0.1740 - val_mean_absolute_error: 0.1939\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0200 - mean_absolute_error: 0.0879 - val_loss: 0.1713 - val_mean_absolute_error: 0.2026\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0141 - mean_absolute_error: 0.0790 - val_loss: 0.1688 - val_mean_absolute_error: 0.2081\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0190 - mean_absolute_error: 0.0954 - val_loss: 0.1721 - val_mean_absolute_error: 0.2010\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0180 - mean_absolute_error: 0.0927 - val_loss: 0.1739 - val_mean_absolute_error: 0.2052\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.1739 - mean_absolute_error: 0.2052\n",
      "1/1 [==============================] - 0s 332ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 59\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 1.0190 - mean_absolute_error: 0.8054 - val_loss: 0.5382 - val_mean_absolute_error: 0.5514\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4076 - mean_absolute_error: 0.4961 - val_loss: 0.3724 - val_mean_absolute_error: 0.4666\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2836 - mean_absolute_error: 0.4248 - val_loss: 0.3192 - val_mean_absolute_error: 0.3860\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1836 - mean_absolute_error: 0.3329 - val_loss: 0.3070 - val_mean_absolute_error: 0.3587\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1297 - mean_absolute_error: 0.2637 - val_loss: 0.2711 - val_mean_absolute_error: 0.3306\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0942 - mean_absolute_error: 0.2181 - val_loss: 0.2295 - val_mean_absolute_error: 0.2981\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0805 - mean_absolute_error: 0.2022 - val_loss: 0.2132 - val_mean_absolute_error: 0.2761\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0614 - mean_absolute_error: 0.1780 - val_loss: 0.1967 - val_mean_absolute_error: 0.2529\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0470 - mean_absolute_error: 0.1535 - val_loss: 0.2035 - val_mean_absolute_error: 0.2535\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0339 - mean_absolute_error: 0.1317 - val_loss: 0.1829 - val_mean_absolute_error: 0.2367\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0312 - mean_absolute_error: 0.1220 - val_loss: 0.1828 - val_mean_absolute_error: 0.2442\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0270 - mean_absolute_error: 0.1107 - val_loss: 0.1747 - val_mean_absolute_error: 0.2256\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0206 - mean_absolute_error: 0.1001 - val_loss: 0.1659 - val_mean_absolute_error: 0.2132\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0144 - mean_absolute_error: 0.0818 - val_loss: 0.1511 - val_mean_absolute_error: 0.1936\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0160 - mean_absolute_error: 0.0867 - val_loss: 0.1590 - val_mean_absolute_error: 0.2204\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0194 - mean_absolute_error: 0.0924 - val_loss: 0.1618 - val_mean_absolute_error: 0.1989\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0167 - mean_absolute_error: 0.0901 - val_loss: 0.1687 - val_mean_absolute_error: 0.2055\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0112 - mean_absolute_error: 0.0747 - val_loss: 0.1607 - val_mean_absolute_error: 0.1877\n",
      "Epoch 19/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0176 - mean_absolute_error: 0.0931 - val_loss: 0.1753 - val_mean_absolute_error: 0.2330\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0193 - mean_absolute_error: 0.0894 - val_loss: 0.1633 - val_mean_absolute_error: 0.1958\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0117 - mean_absolute_error: 0.0698 - val_loss: 0.1599 - val_mean_absolute_error: 0.1855\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0055 - mean_absolute_error: 0.0505 - val_loss: 0.1557 - val_mean_absolute_error: 0.1830\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0055 - mean_absolute_error: 0.0514 - val_loss: 0.1439 - val_mean_absolute_error: 0.1694\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0056 - mean_absolute_error: 0.0484 - val_loss: 0.1524 - val_mean_absolute_error: 0.1873\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0068 - mean_absolute_error: 0.0528 - val_loss: 0.1499 - val_mean_absolute_error: 0.1652\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0044 - mean_absolute_error: 0.0435 - val_loss: 0.1582 - val_mean_absolute_error: 0.1785\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0053 - mean_absolute_error: 0.0508 - val_loss: 0.1509 - val_mean_absolute_error: 0.1631\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0076 - mean_absolute_error: 0.0570 - val_loss: 0.1479 - val_mean_absolute_error: 0.1898\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0146 - mean_absolute_error: 0.0716 - val_loss: 0.1652 - val_mean_absolute_error: 0.2117\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0239 - mean_absolute_error: 0.1019 - val_loss: 0.1572 - val_mean_absolute_error: 0.1895\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0122 - mean_absolute_error: 0.0782 - val_loss: 0.1636 - val_mean_absolute_error: 0.1984\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0125 - mean_absolute_error: 0.0809 - val_loss: 0.1526 - val_mean_absolute_error: 0.1820\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0126 - mean_absolute_error: 0.0787 - val_loss: 0.1511 - val_mean_absolute_error: 0.2039\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1511 - mean_absolute_error: 0.2039\n",
      "1/1 [==============================] - 0s 335ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 60\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.9657 - mean_absolute_error: 0.7680 - val_loss: 0.6337 - val_mean_absolute_error: 0.6194\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.5156 - mean_absolute_error: 0.5647 - val_loss: 0.4693 - val_mean_absolute_error: 0.4849\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2903 - mean_absolute_error: 0.4016 - val_loss: 0.3856 - val_mean_absolute_error: 0.4334\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2181 - mean_absolute_error: 0.3467 - val_loss: 0.3747 - val_mean_absolute_error: 0.4291\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1593 - mean_absolute_error: 0.2906 - val_loss: 0.3510 - val_mean_absolute_error: 0.4232\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1336 - mean_absolute_error: 0.2663 - val_loss: 0.3185 - val_mean_absolute_error: 0.3800\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0917 - mean_absolute_error: 0.2168 - val_loss: 0.2644 - val_mean_absolute_error: 0.3554\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0693 - mean_absolute_error: 0.1886 - val_loss: 0.2505 - val_mean_absolute_error: 0.3315\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0685 - mean_absolute_error: 0.1796 - val_loss: 0.2861 - val_mean_absolute_error: 0.3370\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0485 - mean_absolute_error: 0.1520 - val_loss: 0.2329 - val_mean_absolute_error: 0.3028\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0324 - mean_absolute_error: 0.1233 - val_loss: 0.2308 - val_mean_absolute_error: 0.2827\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0346 - mean_absolute_error: 0.1244 - val_loss: 0.2772 - val_mean_absolute_error: 0.3107\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0281 - mean_absolute_error: 0.1116 - val_loss: 0.2317 - val_mean_absolute_error: 0.2849\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0252 - mean_absolute_error: 0.1136 - val_loss: 0.2339 - val_mean_absolute_error: 0.2739\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0188 - mean_absolute_error: 0.0963 - val_loss: 0.2452 - val_mean_absolute_error: 0.2718\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0158 - mean_absolute_error: 0.0878 - val_loss: 0.2360 - val_mean_absolute_error: 0.2678\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0145 - mean_absolute_error: 0.0826 - val_loss: 0.2369 - val_mean_absolute_error: 0.2535\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0103 - mean_absolute_error: 0.0733 - val_loss: 0.2255 - val_mean_absolute_error: 0.2548\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0079 - mean_absolute_error: 0.0605 - val_loss: 0.2372 - val_mean_absolute_error: 0.2550\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0079 - mean_absolute_error: 0.0599 - val_loss: 0.2471 - val_mean_absolute_error: 0.2649\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0059 - mean_absolute_error: 0.0544 - val_loss: 0.2290 - val_mean_absolute_error: 0.2385\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0078 - mean_absolute_error: 0.0600 - val_loss: 0.2122 - val_mean_absolute_error: 0.2347\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0090 - mean_absolute_error: 0.0651 - val_loss: 0.2176 - val_mean_absolute_error: 0.2524\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0140 - mean_absolute_error: 0.0802 - val_loss: 0.2480 - val_mean_absolute_error: 0.2671\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0184 - mean_absolute_error: 0.0950 - val_loss: 0.2703 - val_mean_absolute_error: 0.3000\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0156 - mean_absolute_error: 0.0924 - val_loss: 0.2324 - val_mean_absolute_error: 0.2551\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0207 - mean_absolute_error: 0.0970 - val_loss: 0.2162 - val_mean_absolute_error: 0.2883\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0327 - mean_absolute_error: 0.1338 - val_loss: 0.2689 - val_mean_absolute_error: 0.3043\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0285 - mean_absolute_error: 0.1170 - val_loss: 0.2715 - val_mean_absolute_error: 0.3045\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0221 - mean_absolute_error: 0.1116 - val_loss: 0.2309 - val_mean_absolute_error: 0.2727\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0185 - mean_absolute_error: 0.0967 - val_loss: 0.2211 - val_mean_absolute_error: 0.2408\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0179 - mean_absolute_error: 0.0953 - val_loss: 0.2592 - val_mean_absolute_error: 0.2981\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.2592 - mean_absolute_error: 0.2981\n",
      "1/1 [==============================] - 0s 337ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 61\n",
      "Epoch 1/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 2s 153ms/step - loss: 1.0910 - mean_absolute_error: 0.7953 - val_loss: 0.5290 - val_mean_absolute_error: 0.5576\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.5548 - mean_absolute_error: 0.6067 - val_loss: 0.3890 - val_mean_absolute_error: 0.4762\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3221 - mean_absolute_error: 0.4520 - val_loss: 0.4141 - val_mean_absolute_error: 0.4459\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2882 - mean_absolute_error: 0.4150 - val_loss: 0.3423 - val_mean_absolute_error: 0.3943\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2255 - mean_absolute_error: 0.3445 - val_loss: 0.2810 - val_mean_absolute_error: 0.3319\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1741 - mean_absolute_error: 0.2936 - val_loss: 0.2306 - val_mean_absolute_error: 0.3036\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1294 - mean_absolute_error: 0.2501 - val_loss: 0.2183 - val_mean_absolute_error: 0.3042\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1079 - mean_absolute_error: 0.2268 - val_loss: 0.2010 - val_mean_absolute_error: 0.2848\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0788 - mean_absolute_error: 0.1907 - val_loss: 0.1826 - val_mean_absolute_error: 0.2594\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0575 - mean_absolute_error: 0.1625 - val_loss: 0.1723 - val_mean_absolute_error: 0.2408\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0434 - mean_absolute_error: 0.1317 - val_loss: 0.1503 - val_mean_absolute_error: 0.2190\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0564 - mean_absolute_error: 0.1477 - val_loss: 0.1545 - val_mean_absolute_error: 0.2291\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0542 - mean_absolute_error: 0.1558 - val_loss: 0.1819 - val_mean_absolute_error: 0.2529\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0418 - mean_absolute_error: 0.1355 - val_loss: 0.1655 - val_mean_absolute_error: 0.2292\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0252 - mean_absolute_error: 0.1065 - val_loss: 0.1466 - val_mean_absolute_error: 0.1968\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0201 - mean_absolute_error: 0.0955 - val_loss: 0.1462 - val_mean_absolute_error: 0.1985\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0162 - mean_absolute_error: 0.0855 - val_loss: 0.1693 - val_mean_absolute_error: 0.2216\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0133 - mean_absolute_error: 0.0777 - val_loss: 0.1488 - val_mean_absolute_error: 0.1871\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0102 - mean_absolute_error: 0.0648 - val_loss: 0.1458 - val_mean_absolute_error: 0.1864\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0081 - mean_absolute_error: 0.0595 - val_loss: 0.1495 - val_mean_absolute_error: 0.1823\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0072 - mean_absolute_error: 0.0510 - val_loss: 0.1657 - val_mean_absolute_error: 0.2074\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0078 - mean_absolute_error: 0.0600 - val_loss: 0.1494 - val_mean_absolute_error: 0.1770\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0077 - mean_absolute_error: 0.0550 - val_loss: 0.1478 - val_mean_absolute_error: 0.1807\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0081 - mean_absolute_error: 0.0531 - val_loss: 0.1448 - val_mean_absolute_error: 0.1700\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0071 - mean_absolute_error: 0.0526 - val_loss: 0.1563 - val_mean_absolute_error: 0.1836\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0061 - mean_absolute_error: 0.0497 - val_loss: 0.1692 - val_mean_absolute_error: 0.2008\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0046 - mean_absolute_error: 0.0423 - val_loss: 0.1626 - val_mean_absolute_error: 0.1856\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0053 - mean_absolute_error: 0.0487 - val_loss: 0.1472 - val_mean_absolute_error: 0.1768\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0076 - mean_absolute_error: 0.0581 - val_loss: 0.1487 - val_mean_absolute_error: 0.2043\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0147 - mean_absolute_error: 0.0826 - val_loss: 0.1997 - val_mean_absolute_error: 0.2375\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0518 - mean_absolute_error: 0.1465 - val_loss: 0.2118 - val_mean_absolute_error: 0.2545\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0564 - mean_absolute_error: 0.1634 - val_loss: 0.2634 - val_mean_absolute_error: 0.3217\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0559 - mean_absolute_error: 0.1780 - val_loss: 0.1964 - val_mean_absolute_error: 0.2307\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0506 - mean_absolute_error: 0.1681 - val_loss: 0.2540 - val_mean_absolute_error: 0.2706\n",
      "2/2 [==============================] - 0s 37ms/step - loss: 0.2540 - mean_absolute_error: 0.2706\n",
      "1/1 [==============================] - 0s 310ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 62\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 146ms/step - loss: 1.1256 - mean_absolute_error: 0.8571 - val_loss: 0.5616 - val_mean_absolute_error: 0.6311\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.4809 - mean_absolute_error: 0.5439 - val_loss: 0.3584 - val_mean_absolute_error: 0.4855\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3481 - mean_absolute_error: 0.4554 - val_loss: 0.3249 - val_mean_absolute_error: 0.4656\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.2941 - mean_absolute_error: 0.3972 - val_loss: 0.2496 - val_mean_absolute_error: 0.3960\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2115 - mean_absolute_error: 0.3276 - val_loss: 0.2397 - val_mean_absolute_error: 0.3833\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1784 - mean_absolute_error: 0.3083 - val_loss: 0.1926 - val_mean_absolute_error: 0.3196\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1337 - mean_absolute_error: 0.2490 - val_loss: 0.1778 - val_mean_absolute_error: 0.3112\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1072 - mean_absolute_error: 0.2245 - val_loss: 0.1672 - val_mean_absolute_error: 0.2929\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0975 - mean_absolute_error: 0.2139 - val_loss: 0.1531 - val_mean_absolute_error: 0.2720\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0812 - mean_absolute_error: 0.2005 - val_loss: 0.1519 - val_mean_absolute_error: 0.2717\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0658 - mean_absolute_error: 0.1762 - val_loss: 0.1604 - val_mean_absolute_error: 0.2672\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0528 - mean_absolute_error: 0.1535 - val_loss: 0.1408 - val_mean_absolute_error: 0.2440\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0430 - mean_absolute_error: 0.1335 - val_loss: 0.1487 - val_mean_absolute_error: 0.2435\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0432 - mean_absolute_error: 0.1289 - val_loss: 0.1321 - val_mean_absolute_error: 0.2143\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0378 - mean_absolute_error: 0.1167 - val_loss: 0.1246 - val_mean_absolute_error: 0.2088\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0330 - mean_absolute_error: 0.1112 - val_loss: 0.1295 - val_mean_absolute_error: 0.2113\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0262 - mean_absolute_error: 0.0987 - val_loss: 0.1284 - val_mean_absolute_error: 0.2140\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0226 - mean_absolute_error: 0.0898 - val_loss: 0.1203 - val_mean_absolute_error: 0.2065\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0220 - mean_absolute_error: 0.0859 - val_loss: 0.1203 - val_mean_absolute_error: 0.2072\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0190 - mean_absolute_error: 0.0804 - val_loss: 0.1168 - val_mean_absolute_error: 0.2038\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0163 - mean_absolute_error: 0.0752 - val_loss: 0.1143 - val_mean_absolute_error: 0.1968\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0179 - mean_absolute_error: 0.0722 - val_loss: 0.1132 - val_mean_absolute_error: 0.1969\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0167 - mean_absolute_error: 0.0743 - val_loss: 0.1119 - val_mean_absolute_error: 0.2064\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0160 - mean_absolute_error: 0.0727 - val_loss: 0.1127 - val_mean_absolute_error: 0.1962\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0130 - mean_absolute_error: 0.0615 - val_loss: 0.1066 - val_mean_absolute_error: 0.1842\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0111 - mean_absolute_error: 0.0583 - val_loss: 0.1088 - val_mean_absolute_error: 0.1966\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0110 - mean_absolute_error: 0.0635 - val_loss: 0.1080 - val_mean_absolute_error: 0.1836\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0112 - mean_absolute_error: 0.0652 - val_loss: 0.1148 - val_mean_absolute_error: 0.2103\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0135 - mean_absolute_error: 0.0719 - val_loss: 0.1225 - val_mean_absolute_error: 0.2052\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0130 - mean_absolute_error: 0.0667 - val_loss: 0.1173 - val_mean_absolute_error: 0.1948\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0175 - mean_absolute_error: 0.0808 - val_loss: 0.1155 - val_mean_absolute_error: 0.2113\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0172 - mean_absolute_error: 0.0821 - val_loss: 0.1168 - val_mean_absolute_error: 0.2005\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0135 - mean_absolute_error: 0.0745 - val_loss: 0.1267 - val_mean_absolute_error: 0.2063\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0109 - mean_absolute_error: 0.0692 - val_loss: 0.1170 - val_mean_absolute_error: 0.1922\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0093 - mean_absolute_error: 0.0564 - val_loss: 0.1103 - val_mean_absolute_error: 0.1921\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1103 - mean_absolute_error: 0.1921\n",
      "1/1 [==============================] - 0s 297ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 63\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 5s 158ms/step - loss: 0.8940 - mean_absolute_error: 0.7582 - val_loss: 0.7107 - val_mean_absolute_error: 0.6268\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.4270 - mean_absolute_error: 0.4947 - val_loss: 0.4855 - val_mean_absolute_error: 0.5393\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2742 - mean_absolute_error: 0.4054 - val_loss: 0.4916 - val_mean_absolute_error: 0.5176\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2371 - mean_absolute_error: 0.3459 - val_loss: 0.3773 - val_mean_absolute_error: 0.4492\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1787 - mean_absolute_error: 0.3121 - val_loss: 0.3174 - val_mean_absolute_error: 0.4047\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1297 - mean_absolute_error: 0.2668 - val_loss: 0.2818 - val_mean_absolute_error: 0.3769\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0952 - mean_absolute_error: 0.2215 - val_loss: 0.2422 - val_mean_absolute_error: 0.3278\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0771 - mean_absolute_error: 0.1888 - val_loss: 0.2099 - val_mean_absolute_error: 0.3235\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0548 - mean_absolute_error: 0.1598 - val_loss: 0.2128 - val_mean_absolute_error: 0.3065\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0472 - mean_absolute_error: 0.1370 - val_loss: 0.2020 - val_mean_absolute_error: 0.2854\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0399 - mean_absolute_error: 0.1235 - val_loss: 0.1958 - val_mean_absolute_error: 0.2673\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0381 - mean_absolute_error: 0.1170 - val_loss: 0.2067 - val_mean_absolute_error: 0.2873\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0670 - mean_absolute_error: 0.1644 - val_loss: 0.2135 - val_mean_absolute_error: 0.2966\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0579 - mean_absolute_error: 0.1570 - val_loss: 0.2107 - val_mean_absolute_error: 0.2810\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0560 - mean_absolute_error: 0.1609 - val_loss: 0.1988 - val_mean_absolute_error: 0.3101\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0722 - mean_absolute_error: 0.1825 - val_loss: 0.2284 - val_mean_absolute_error: 0.3548\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0966 - mean_absolute_error: 0.2185 - val_loss: 0.2378 - val_mean_absolute_error: 0.3119\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0704 - mean_absolute_error: 0.1811 - val_loss: 0.2137 - val_mean_absolute_error: 0.2737\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0432 - mean_absolute_error: 0.1313 - val_loss: 0.1760 - val_mean_absolute_error: 0.2667\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0315 - mean_absolute_error: 0.1147 - val_loss: 0.1847 - val_mean_absolute_error: 0.2654\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0280 - mean_absolute_error: 0.1102 - val_loss: 0.1759 - val_mean_absolute_error: 0.2406\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0205 - mean_absolute_error: 0.0819 - val_loss: 0.1599 - val_mean_absolute_error: 0.2271\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0173 - mean_absolute_error: 0.0822 - val_loss: 0.1605 - val_mean_absolute_error: 0.2145\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0134 - mean_absolute_error: 0.0639 - val_loss: 0.1605 - val_mean_absolute_error: 0.2088\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0115 - mean_absolute_error: 0.0571 - val_loss: 0.1541 - val_mean_absolute_error: 0.2004\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0099 - mean_absolute_error: 0.0481 - val_loss: 0.1525 - val_mean_absolute_error: 0.1916\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0091 - mean_absolute_error: 0.0436 - val_loss: 0.1506 - val_mean_absolute_error: 0.1905\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0089 - mean_absolute_error: 0.0378 - val_loss: 0.1554 - val_mean_absolute_error: 0.1918\n",
      "Epoch 29/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0084 - mean_absolute_error: 0.0382 - val_loss: 0.1524 - val_mean_absolute_error: 0.1865\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0079 - mean_absolute_error: 0.0340 - val_loss: 0.1520 - val_mean_absolute_error: 0.1892\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0085 - mean_absolute_error: 0.0402 - val_loss: 0.1545 - val_mean_absolute_error: 0.1829\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0080 - mean_absolute_error: 0.0358 - val_loss: 0.1588 - val_mean_absolute_error: 0.1950\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0090 - mean_absolute_error: 0.0440 - val_loss: 0.1545 - val_mean_absolute_error: 0.1819\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0091 - mean_absolute_error: 0.0446 - val_loss: 0.1519 - val_mean_absolute_error: 0.1980\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0098 - mean_absolute_error: 0.0482 - val_loss: 0.1533 - val_mean_absolute_error: 0.2031\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0125 - mean_absolute_error: 0.0625 - val_loss: 0.1588 - val_mean_absolute_error: 0.1987\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0116 - mean_absolute_error: 0.0583 - val_loss: 0.1679 - val_mean_absolute_error: 0.2207\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.1679 - mean_absolute_error: 0.2207\n",
      "1/1 [==============================] - 0s 323ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 64\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 156ms/step - loss: 1.0293 - mean_absolute_error: 0.8428 - val_loss: 0.7152 - val_mean_absolute_error: 0.6509\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.5716 - mean_absolute_error: 0.5895 - val_loss: 0.4719 - val_mean_absolute_error: 0.5399\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3960 - mean_absolute_error: 0.5084 - val_loss: 0.3894 - val_mean_absolute_error: 0.4671\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2852 - mean_absolute_error: 0.4023 - val_loss: 0.3095 - val_mean_absolute_error: 0.4150\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2269 - mean_absolute_error: 0.3646 - val_loss: 0.2964 - val_mean_absolute_error: 0.3868\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1769 - mean_absolute_error: 0.3059 - val_loss: 0.2815 - val_mean_absolute_error: 0.3447\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1373 - mean_absolute_error: 0.2649 - val_loss: 0.2288 - val_mean_absolute_error: 0.3159\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1068 - mean_absolute_error: 0.2269 - val_loss: 0.2110 - val_mean_absolute_error: 0.2792\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0797 - mean_absolute_error: 0.1960 - val_loss: 0.2255 - val_mean_absolute_error: 0.2689\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0667 - mean_absolute_error: 0.1802 - val_loss: 0.2267 - val_mean_absolute_error: 0.2679\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0553 - mean_absolute_error: 0.1629 - val_loss: 0.2346 - val_mean_absolute_error: 0.2717\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0427 - mean_absolute_error: 0.1372 - val_loss: 0.2263 - val_mean_absolute_error: 0.2485\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0329 - mean_absolute_error: 0.1177 - val_loss: 0.2180 - val_mean_absolute_error: 0.2337\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0267 - mean_absolute_error: 0.1042 - val_loss: 0.2145 - val_mean_absolute_error: 0.2261\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0232 - mean_absolute_error: 0.0972 - val_loss: 0.2096 - val_mean_absolute_error: 0.2144\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0190 - mean_absolute_error: 0.0859 - val_loss: 0.2074 - val_mean_absolute_error: 0.2151\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0151 - mean_absolute_error: 0.0770 - val_loss: 0.1955 - val_mean_absolute_error: 0.2077\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0159 - mean_absolute_error: 0.0779 - val_loss: 0.1864 - val_mean_absolute_error: 0.1993\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0138 - mean_absolute_error: 0.0742 - val_loss: 0.1988 - val_mean_absolute_error: 0.1896\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0125 - mean_absolute_error: 0.0732 - val_loss: 0.2074 - val_mean_absolute_error: 0.2106\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0115 - mean_absolute_error: 0.0711 - val_loss: 0.2114 - val_mean_absolute_error: 0.2294\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0114 - mean_absolute_error: 0.0717 - val_loss: 0.2037 - val_mean_absolute_error: 0.2038\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0142 - mean_absolute_error: 0.0781 - val_loss: 0.2092 - val_mean_absolute_error: 0.2130\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0176 - mean_absolute_error: 0.0852 - val_loss: 0.2390 - val_mean_absolute_error: 0.2818\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0221 - mean_absolute_error: 0.1019 - val_loss: 0.1884 - val_mean_absolute_error: 0.1940\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0185 - mean_absolute_error: 0.0950 - val_loss: 0.2248 - val_mean_absolute_error: 0.2764\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0188 - mean_absolute_error: 0.0997 - val_loss: 0.2041 - val_mean_absolute_error: 0.2020\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0118 - mean_absolute_error: 0.0796 - val_loss: 0.2174 - val_mean_absolute_error: 0.2395\n",
      "2/2 [==============================] - 0s 47ms/step - loss: 0.2174 - mean_absolute_error: 0.2395\n",
      "1/1 [==============================] - 0s 313ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 65\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 150ms/step - loss: 0.9032 - mean_absolute_error: 0.7814 - val_loss: 0.7645 - val_mean_absolute_error: 0.6933\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5351 - mean_absolute_error: 0.5848 - val_loss: 0.4387 - val_mean_absolute_error: 0.5348\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.3731 - mean_absolute_error: 0.4823 - val_loss: 0.3267 - val_mean_absolute_error: 0.4640\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2637 - mean_absolute_error: 0.3875 - val_loss: 0.3229 - val_mean_absolute_error: 0.4188\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2140 - mean_absolute_error: 0.3343 - val_loss: 0.2461 - val_mean_absolute_error: 0.3664\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1484 - mean_absolute_error: 0.2797 - val_loss: 0.2181 - val_mean_absolute_error: 0.3515\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1193 - mean_absolute_error: 0.2552 - val_loss: 0.1879 - val_mean_absolute_error: 0.3111\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0904 - mean_absolute_error: 0.2086 - val_loss: 0.1495 - val_mean_absolute_error: 0.2708\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0689 - mean_absolute_error: 0.1782 - val_loss: 0.1324 - val_mean_absolute_error: 0.2505\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0541 - mean_absolute_error: 0.1527 - val_loss: 0.1344 - val_mean_absolute_error: 0.2547\n",
      "Epoch 11/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0387 - mean_absolute_error: 0.1303 - val_loss: 0.1082 - val_mean_absolute_error: 0.2162\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0295 - mean_absolute_error: 0.1106 - val_loss: 0.1039 - val_mean_absolute_error: 0.2103\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0241 - mean_absolute_error: 0.0988 - val_loss: 0.0946 - val_mean_absolute_error: 0.1962\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0208 - mean_absolute_error: 0.0908 - val_loss: 0.0995 - val_mean_absolute_error: 0.1970\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0184 - mean_absolute_error: 0.0844 - val_loss: 0.1125 - val_mean_absolute_error: 0.2047\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0146 - mean_absolute_error: 0.0701 - val_loss: 0.1066 - val_mean_absolute_error: 0.1980\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0174 - mean_absolute_error: 0.0842 - val_loss: 0.0927 - val_mean_absolute_error: 0.1743\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0213 - mean_absolute_error: 0.0915 - val_loss: 0.0836 - val_mean_absolute_error: 0.1896\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0271 - mean_absolute_error: 0.1091 - val_loss: 0.0880 - val_mean_absolute_error: 0.1949\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0335 - mean_absolute_error: 0.1282 - val_loss: 0.1402 - val_mean_absolute_error: 0.2467\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0272 - mean_absolute_error: 0.1101 - val_loss: 0.1082 - val_mean_absolute_error: 0.1984\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0193 - mean_absolute_error: 0.0974 - val_loss: 0.0819 - val_mean_absolute_error: 0.1835\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0128 - mean_absolute_error: 0.0790 - val_loss: 0.0982 - val_mean_absolute_error: 0.1799\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0096 - mean_absolute_error: 0.0663 - val_loss: 0.1208 - val_mean_absolute_error: 0.2038\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0086 - mean_absolute_error: 0.0616 - val_loss: 0.0912 - val_mean_absolute_error: 0.1678\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0061 - mean_absolute_error: 0.0518 - val_loss: 0.0847 - val_mean_absolute_error: 0.1693\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0071 - mean_absolute_error: 0.0595 - val_loss: 0.1086 - val_mean_absolute_error: 0.1936\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0067 - mean_absolute_error: 0.0541 - val_loss: 0.1019 - val_mean_absolute_error: 0.1740\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0051 - mean_absolute_error: 0.0494 - val_loss: 0.0839 - val_mean_absolute_error: 0.1727\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0049 - mean_absolute_error: 0.0492 - val_loss: 0.0915 - val_mean_absolute_error: 0.1625\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0042 - mean_absolute_error: 0.0443 - val_loss: 0.1082 - val_mean_absolute_error: 0.1868\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0045 - mean_absolute_error: 0.0469 - val_loss: 0.0917 - val_mean_absolute_error: 0.1617\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.0917 - mean_absolute_error: 0.1617\n",
      "1/1 [==============================] - 0s 362ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 66\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 149ms/step - loss: 1.2738 - mean_absolute_error: 0.8962 - val_loss: 0.7244 - val_mean_absolute_error: 0.6945\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4768 - mean_absolute_error: 0.5422 - val_loss: 0.5984 - val_mean_absolute_error: 0.5774\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3127 - mean_absolute_error: 0.4215 - val_loss: 0.4036 - val_mean_absolute_error: 0.4635\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2331 - mean_absolute_error: 0.3439 - val_loss: 0.3753 - val_mean_absolute_error: 0.4304\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1965 - mean_absolute_error: 0.2959 - val_loss: 0.3576 - val_mean_absolute_error: 0.4072\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1520 - mean_absolute_error: 0.2614 - val_loss: 0.3331 - val_mean_absolute_error: 0.3945\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.1291 - mean_absolute_error: 0.2337 - val_loss: 0.2958 - val_mean_absolute_error: 0.3714\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1045 - mean_absolute_error: 0.2070 - val_loss: 0.2850 - val_mean_absolute_error: 0.3577\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0836 - mean_absolute_error: 0.1847 - val_loss: 0.2713 - val_mean_absolute_error: 0.3437\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0693 - mean_absolute_error: 0.1650 - val_loss: 0.3106 - val_mean_absolute_error: 0.3406\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0576 - mean_absolute_error: 0.1473 - val_loss: 0.3207 - val_mean_absolute_error: 0.3437\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0537 - mean_absolute_error: 0.1411 - val_loss: 0.2853 - val_mean_absolute_error: 0.3238\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0416 - mean_absolute_error: 0.1206 - val_loss: 0.2778 - val_mean_absolute_error: 0.3072\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0352 - mean_absolute_error: 0.1115 - val_loss: 0.2645 - val_mean_absolute_error: 0.2876\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0291 - mean_absolute_error: 0.1004 - val_loss: 0.2574 - val_mean_absolute_error: 0.2754\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0246 - mean_absolute_error: 0.0895 - val_loss: 0.2529 - val_mean_absolute_error: 0.2709\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0204 - mean_absolute_error: 0.0780 - val_loss: 0.2563 - val_mean_absolute_error: 0.2641\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0169 - mean_absolute_error: 0.0687 - val_loss: 0.2632 - val_mean_absolute_error: 0.2581\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0145 - mean_absolute_error: 0.0637 - val_loss: 0.2570 - val_mean_absolute_error: 0.2519\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0127 - mean_absolute_error: 0.0591 - val_loss: 0.2662 - val_mean_absolute_error: 0.2580\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0174 - mean_absolute_error: 0.0683 - val_loss: 0.2428 - val_mean_absolute_error: 0.2436\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0237 - mean_absolute_error: 0.0862 - val_loss: 0.2563 - val_mean_absolute_error: 0.2450\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0175 - mean_absolute_error: 0.0861 - val_loss: 0.2554 - val_mean_absolute_error: 0.2588\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0145 - mean_absolute_error: 0.0772 - val_loss: 0.2410 - val_mean_absolute_error: 0.2605\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0126 - mean_absolute_error: 0.0740 - val_loss: 0.2529 - val_mean_absolute_error: 0.2691\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0131 - mean_absolute_error: 0.0742 - val_loss: 0.2596 - val_mean_absolute_error: 0.2504\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0149 - mean_absolute_error: 0.0773 - val_loss: 0.2751 - val_mean_absolute_error: 0.2812\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0219 - mean_absolute_error: 0.0962 - val_loss: 0.2638 - val_mean_absolute_error: 0.2811\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0234 - mean_absolute_error: 0.1033 - val_loss: 0.2712 - val_mean_absolute_error: 0.2658\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0237 - mean_absolute_error: 0.1018 - val_loss: 0.2886 - val_mean_absolute_error: 0.2987\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0192 - mean_absolute_error: 0.0946 - val_loss: 0.2733 - val_mean_absolute_error: 0.2573\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0137 - mean_absolute_error: 0.0763 - val_loss: 0.2792 - val_mean_absolute_error: 0.2677\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0132 - mean_absolute_error: 0.0765 - val_loss: 0.2643 - val_mean_absolute_error: 0.2587\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0106 - mean_absolute_error: 0.0637 - val_loss: 0.2592 - val_mean_absolute_error: 0.2527\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.2592 - mean_absolute_error: 0.2527\n",
      "1/1 [==============================] - 0s 309ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 67\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 154ms/step - loss: 1.0860 - mean_absolute_error: 0.8390 - val_loss: 0.6416 - val_mean_absolute_error: 0.6930\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.5132 - mean_absolute_error: 0.5944 - val_loss: 0.4981 - val_mean_absolute_error: 0.5555\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.3548 - mean_absolute_error: 0.4699 - val_loss: 0.3818 - val_mean_absolute_error: 0.4658\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2753 - mean_absolute_error: 0.4146 - val_loss: 0.3586 - val_mean_absolute_error: 0.4566\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2127 - mean_absolute_error: 0.3581 - val_loss: 0.3478 - val_mean_absolute_error: 0.4220\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1570 - mean_absolute_error: 0.2904 - val_loss: 0.3266 - val_mean_absolute_error: 0.4040\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1399 - mean_absolute_error: 0.2765 - val_loss: 0.3133 - val_mean_absolute_error: 0.3837\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1061 - mean_absolute_error: 0.2325 - val_loss: 0.2909 - val_mean_absolute_error: 0.3736\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0806 - mean_absolute_error: 0.1960 - val_loss: 0.2867 - val_mean_absolute_error: 0.3469\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0612 - mean_absolute_error: 0.1672 - val_loss: 0.2570 - val_mean_absolute_error: 0.3315\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0521 - mean_absolute_error: 0.1523 - val_loss: 0.2285 - val_mean_absolute_error: 0.3149\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0431 - mean_absolute_error: 0.1372 - val_loss: 0.2304 - val_mean_absolute_error: 0.3076\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0326 - mean_absolute_error: 0.1179 - val_loss: 0.2669 - val_mean_absolute_error: 0.3206\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0317 - mean_absolute_error: 0.1202 - val_loss: 0.2481 - val_mean_absolute_error: 0.3053\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0254 - mean_absolute_error: 0.1051 - val_loss: 0.2173 - val_mean_absolute_error: 0.2902\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0201 - mean_absolute_error: 0.0939 - val_loss: 0.2510 - val_mean_absolute_error: 0.3016\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0173 - mean_absolute_error: 0.0850 - val_loss: 0.2303 - val_mean_absolute_error: 0.2928\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0143 - mean_absolute_error: 0.0798 - val_loss: 0.2376 - val_mean_absolute_error: 0.2927\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0117 - mean_absolute_error: 0.0661 - val_loss: 0.2209 - val_mean_absolute_error: 0.2796\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0099 - mean_absolute_error: 0.0630 - val_loss: 0.2422 - val_mean_absolute_error: 0.2856\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0083 - mean_absolute_error: 0.0570 - val_loss: 0.2329 - val_mean_absolute_error: 0.2783\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0070 - mean_absolute_error: 0.0506 - val_loss: 0.2394 - val_mean_absolute_error: 0.2780\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0062 - mean_absolute_error: 0.0481 - val_loss: 0.2349 - val_mean_absolute_error: 0.2799\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0092 - mean_absolute_error: 0.0646 - val_loss: 0.2110 - val_mean_absolute_error: 0.2624\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0080 - mean_absolute_error: 0.0593 - val_loss: 0.2127 - val_mean_absolute_error: 0.2600\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0060 - mean_absolute_error: 0.0501 - val_loss: 0.2275 - val_mean_absolute_error: 0.2694\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0074 - mean_absolute_error: 0.0530 - val_loss: 0.2221 - val_mean_absolute_error: 0.2575\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0048 - mean_absolute_error: 0.0449 - val_loss: 0.2159 - val_mean_absolute_error: 0.2525\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0037 - mean_absolute_error: 0.0388 - val_loss: 0.2121 - val_mean_absolute_error: 0.2473\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0040 - mean_absolute_error: 0.0400 - val_loss: 0.2114 - val_mean_absolute_error: 0.2540\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0044 - mean_absolute_error: 0.0438 - val_loss: 0.2104 - val_mean_absolute_error: 0.2531\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0044 - mean_absolute_error: 0.0439 - val_loss: 0.2247 - val_mean_absolute_error: 0.2569\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0043 - mean_absolute_error: 0.0456 - val_loss: 0.2217 - val_mean_absolute_error: 0.2583\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0070 - mean_absolute_error: 0.0490 - val_loss: 0.1899 - val_mean_absolute_error: 0.2514\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0052 - mean_absolute_error: 0.0536 - val_loss: 0.2075 - val_mean_absolute_error: 0.2602\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0048 - mean_absolute_error: 0.0495 - val_loss: 0.2042 - val_mean_absolute_error: 0.2528\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0047 - mean_absolute_error: 0.0515 - val_loss: 0.2223 - val_mean_absolute_error: 0.2676\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0037 - mean_absolute_error: 0.0436 - val_loss: 0.2171 - val_mean_absolute_error: 0.2549\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0025 - mean_absolute_error: 0.0374 - val_loss: 0.2112 - val_mean_absolute_error: 0.2570\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0022 - mean_absolute_error: 0.0333 - val_loss: 0.2105 - val_mean_absolute_error: 0.2450\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0018 - mean_absolute_error: 0.0291 - val_loss: 0.2188 - val_mean_absolute_error: 0.2547\n",
      "Epoch 42/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0019 - mean_absolute_error: 0.0280 - val_loss: 0.2175 - val_mean_absolute_error: 0.2539\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0020 - mean_absolute_error: 0.0319 - val_loss: 0.2116 - val_mean_absolute_error: 0.2559\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0018 - mean_absolute_error: 0.0303 - val_loss: 0.2130 - val_mean_absolute_error: 0.2478\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.2130 - mean_absolute_error: 0.2478\n",
      "1/1 [==============================] - 0s 327ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 68\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 151ms/step - loss: 0.7779 - mean_absolute_error: 0.7137 - val_loss: 0.5945 - val_mean_absolute_error: 0.6106\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4149 - mean_absolute_error: 0.5055 - val_loss: 0.4294 - val_mean_absolute_error: 0.4897\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2465 - mean_absolute_error: 0.3760 - val_loss: 0.2754 - val_mean_absolute_error: 0.3924\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1773 - mean_absolute_error: 0.3220 - val_loss: 0.2429 - val_mean_absolute_error: 0.3682\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1331 - mean_absolute_error: 0.2708 - val_loss: 0.2493 - val_mean_absolute_error: 0.3613\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1210 - mean_absolute_error: 0.2497 - val_loss: 0.2441 - val_mean_absolute_error: 0.3517\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1186 - mean_absolute_error: 0.2534 - val_loss: 0.1820 - val_mean_absolute_error: 0.2821\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0746 - mean_absolute_error: 0.1994 - val_loss: 0.1621 - val_mean_absolute_error: 0.2527\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0575 - mean_absolute_error: 0.1730 - val_loss: 0.1788 - val_mean_absolute_error: 0.2439\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0409 - mean_absolute_error: 0.1441 - val_loss: 0.1350 - val_mean_absolute_error: 0.2111\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0322 - mean_absolute_error: 0.1270 - val_loss: 0.1330 - val_mean_absolute_error: 0.2299\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0262 - mean_absolute_error: 0.1115 - val_loss: 0.1004 - val_mean_absolute_error: 0.1734\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0270 - mean_absolute_error: 0.1124 - val_loss: 0.1177 - val_mean_absolute_error: 0.1958\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0237 - mean_absolute_error: 0.1101 - val_loss: 0.1154 - val_mean_absolute_error: 0.2036\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0279 - mean_absolute_error: 0.1217 - val_loss: 0.1136 - val_mean_absolute_error: 0.2053\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0284 - mean_absolute_error: 0.1101 - val_loss: 0.1266 - val_mean_absolute_error: 0.1996\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0329 - mean_absolute_error: 0.1242 - val_loss: 0.1212 - val_mean_absolute_error: 0.2095\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0246 - mean_absolute_error: 0.1098 - val_loss: 0.1079 - val_mean_absolute_error: 0.1706\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0190 - mean_absolute_error: 0.0934 - val_loss: 0.1419 - val_mean_absolute_error: 0.2239\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0203 - mean_absolute_error: 0.1013 - val_loss: 0.1096 - val_mean_absolute_error: 0.1640\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0135 - mean_absolute_error: 0.0783 - val_loss: 0.1152 - val_mean_absolute_error: 0.1950\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0192 - mean_absolute_error: 0.0956 - val_loss: 0.0958 - val_mean_absolute_error: 0.1737\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0153 - mean_absolute_error: 0.0836 - val_loss: 0.1095 - val_mean_absolute_error: 0.1646\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0132 - mean_absolute_error: 0.0731 - val_loss: 0.1128 - val_mean_absolute_error: 0.1789\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0120 - mean_absolute_error: 0.0736 - val_loss: 0.0937 - val_mean_absolute_error: 0.1405\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0103 - mean_absolute_error: 0.0571 - val_loss: 0.1030 - val_mean_absolute_error: 0.1527\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0102 - mean_absolute_error: 0.0601 - val_loss: 0.1065 - val_mean_absolute_error: 0.1439\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0072 - mean_absolute_error: 0.0439 - val_loss: 0.1093 - val_mean_absolute_error: 0.1456\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0068 - mean_absolute_error: 0.0435 - val_loss: 0.1054 - val_mean_absolute_error: 0.1469\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0061 - mean_absolute_error: 0.0416 - val_loss: 0.1170 - val_mean_absolute_error: 0.1430\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0054 - mean_absolute_error: 0.0360 - val_loss: 0.1116 - val_mean_absolute_error: 0.1503\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0052 - mean_absolute_error: 0.0365 - val_loss: 0.1209 - val_mean_absolute_error: 0.1569\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0049 - mean_absolute_error: 0.0417 - val_loss: 0.1169 - val_mean_absolute_error: 0.1469\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0034 - mean_absolute_error: 0.0379 - val_loss: 0.1144 - val_mean_absolute_error: 0.1520\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0046 - mean_absolute_error: 0.0452 - val_loss: 0.1109 - val_mean_absolute_error: 0.1484\n",
      "2/2 [==============================] - 0s 44ms/step - loss: 0.1109 - mean_absolute_error: 0.1484\n",
      "1/1 [==============================] - 0s 319ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 69\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 0.7314 - mean_absolute_error: 0.6812 - val_loss: 0.3840 - val_mean_absolute_error: 0.4838\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3707 - mean_absolute_error: 0.4890 - val_loss: 0.2860 - val_mean_absolute_error: 0.4155\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2471 - mean_absolute_error: 0.3859 - val_loss: 0.2745 - val_mean_absolute_error: 0.3912\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1705 - mean_absolute_error: 0.3082 - val_loss: 0.2410 - val_mean_absolute_error: 0.3457\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1048 - mean_absolute_error: 0.2427 - val_loss: 0.1834 - val_mean_absolute_error: 0.2874\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0742 - mean_absolute_error: 0.1998 - val_loss: 0.1779 - val_mean_absolute_error: 0.2490\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0495 - mean_absolute_error: 0.1559 - val_loss: 0.1818 - val_mean_absolute_error: 0.2437\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0425 - mean_absolute_error: 0.1425 - val_loss: 0.1581 - val_mean_absolute_error: 0.2198\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0380 - mean_absolute_error: 0.1311 - val_loss: 0.1663 - val_mean_absolute_error: 0.2272\n",
      "Epoch 10/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0318 - mean_absolute_error: 0.1158 - val_loss: 0.1892 - val_mean_absolute_error: 0.2781\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0334 - mean_absolute_error: 0.1185 - val_loss: 0.2176 - val_mean_absolute_error: 0.3158\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0565 - mean_absolute_error: 0.1609 - val_loss: 0.1577 - val_mean_absolute_error: 0.2287\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0541 - mean_absolute_error: 0.1478 - val_loss: 0.1848 - val_mean_absolute_error: 0.2720\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0657 - mean_absolute_error: 0.1755 - val_loss: 0.1633 - val_mean_absolute_error: 0.2414\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0564 - mean_absolute_error: 0.1592 - val_loss: 0.2016 - val_mean_absolute_error: 0.2798\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0407 - mean_absolute_error: 0.1446 - val_loss: 0.1853 - val_mean_absolute_error: 0.2391\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0299 - mean_absolute_error: 0.1240 - val_loss: 0.1517 - val_mean_absolute_error: 0.2458\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0264 - mean_absolute_error: 0.1179 - val_loss: 0.1538 - val_mean_absolute_error: 0.2080\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0138 - mean_absolute_error: 0.0844 - val_loss: 0.1617 - val_mean_absolute_error: 0.2035\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0134 - mean_absolute_error: 0.0803 - val_loss: 0.1541 - val_mean_absolute_error: 0.2105\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0115 - mean_absolute_error: 0.0759 - val_loss: 0.1317 - val_mean_absolute_error: 0.1797\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0074 - mean_absolute_error: 0.0582 - val_loss: 0.1442 - val_mean_absolute_error: 0.1952\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0070 - mean_absolute_error: 0.0585 - val_loss: 0.1400 - val_mean_absolute_error: 0.1765\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0054 - mean_absolute_error: 0.0489 - val_loss: 0.1333 - val_mean_absolute_error: 0.1768\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0051 - mean_absolute_error: 0.0484 - val_loss: 0.1348 - val_mean_absolute_error: 0.1768\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0039 - mean_absolute_error: 0.0415 - val_loss: 0.1395 - val_mean_absolute_error: 0.1740\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0039 - mean_absolute_error: 0.0417 - val_loss: 0.1351 - val_mean_absolute_error: 0.1749\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0033 - mean_absolute_error: 0.0371 - val_loss: 0.1294 - val_mean_absolute_error: 0.1659\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0029 - mean_absolute_error: 0.0372 - val_loss: 0.1335 - val_mean_absolute_error: 0.1724\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0025 - mean_absolute_error: 0.0328 - val_loss: 0.1374 - val_mean_absolute_error: 0.1734\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0030 - mean_absolute_error: 0.0375 - val_loss: 0.1321 - val_mean_absolute_error: 0.1694\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0028 - mean_absolute_error: 0.0346 - val_loss: 0.1279 - val_mean_absolute_error: 0.1736\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0036 - mean_absolute_error: 0.0433 - val_loss: 0.1289 - val_mean_absolute_error: 0.1632\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0028 - mean_absolute_error: 0.0344 - val_loss: 0.1401 - val_mean_absolute_error: 0.1885\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0048 - mean_absolute_error: 0.0509 - val_loss: 0.1322 - val_mean_absolute_error: 0.1603\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0043 - mean_absolute_error: 0.0457 - val_loss: 0.1277 - val_mean_absolute_error: 0.1932\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0071 - mean_absolute_error: 0.0624 - val_loss: 0.1190 - val_mean_absolute_error: 0.1596\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0057 - mean_absolute_error: 0.0541 - val_loss: 0.1394 - val_mean_absolute_error: 0.2034\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0085 - mean_absolute_error: 0.0690 - val_loss: 0.1391 - val_mean_absolute_error: 0.1797\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0085 - mean_absolute_error: 0.0673 - val_loss: 0.1351 - val_mean_absolute_error: 0.2046\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0104 - mean_absolute_error: 0.0769 - val_loss: 0.1196 - val_mean_absolute_error: 0.1723\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0093 - mean_absolute_error: 0.0697 - val_loss: 0.1396 - val_mean_absolute_error: 0.2094\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0100 - mean_absolute_error: 0.0765 - val_loss: 0.1393 - val_mean_absolute_error: 0.1796\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0084 - mean_absolute_error: 0.0682 - val_loss: 0.1351 - val_mean_absolute_error: 0.2057\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0103 - mean_absolute_error: 0.0755 - val_loss: 0.1166 - val_mean_absolute_error: 0.1656\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0067 - mean_absolute_error: 0.0576 - val_loss: 0.1332 - val_mean_absolute_error: 0.1959\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0111 - mean_absolute_error: 0.0767 - val_loss: 0.1339 - val_mean_absolute_error: 0.1844\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0078 - mean_absolute_error: 0.0647 - val_loss: 0.1148 - val_mean_absolute_error: 0.1726\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0099 - mean_absolute_error: 0.0763 - val_loss: 0.1103 - val_mean_absolute_error: 0.1787\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0080 - mean_absolute_error: 0.0681 - val_loss: 0.1173 - val_mean_absolute_error: 0.1748\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0070 - mean_absolute_error: 0.0629 - val_loss: 0.1145 - val_mean_absolute_error: 0.1770\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0075 - mean_absolute_error: 0.0571 - val_loss: 0.1028 - val_mean_absolute_error: 0.1629\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0060 - mean_absolute_error: 0.0573 - val_loss: 0.1101 - val_mean_absolute_error: 0.1766\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0058 - mean_absolute_error: 0.0552 - val_loss: 0.1090 - val_mean_absolute_error: 0.1567\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0046 - mean_absolute_error: 0.0498 - val_loss: 0.1179 - val_mean_absolute_error: 0.1826\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0060 - mean_absolute_error: 0.0605 - val_loss: 0.1027 - val_mean_absolute_error: 0.1514\n",
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0047 - mean_absolute_error: 0.0511 - val_loss: 0.1085 - val_mean_absolute_error: 0.1771\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0052 - mean_absolute_error: 0.0561 - val_loss: 0.1117 - val_mean_absolute_error: 0.1515\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0034 - mean_absolute_error: 0.0439 - val_loss: 0.1117 - val_mean_absolute_error: 0.1692\n",
      "Epoch 60/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0036 - mean_absolute_error: 0.0479 - val_loss: 0.1074 - val_mean_absolute_error: 0.1463\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0024 - mean_absolute_error: 0.0345 - val_loss: 0.1111 - val_mean_absolute_error: 0.1665\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0031 - mean_absolute_error: 0.0431 - val_loss: 0.1076 - val_mean_absolute_error: 0.1478\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0022 - mean_absolute_error: 0.0360 - val_loss: 0.1068 - val_mean_absolute_error: 0.1600\n",
      "Epoch 64/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0031 - mean_absolute_error: 0.0452 - val_loss: 0.0976 - val_mean_absolute_error: 0.1425\n",
      "Epoch 65/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0020 - mean_absolute_error: 0.0318 - val_loss: 0.1024 - val_mean_absolute_error: 0.1580\n",
      "Epoch 66/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0022 - mean_absolute_error: 0.0375 - val_loss: 0.0999 - val_mean_absolute_error: 0.1444\n",
      "Epoch 67/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0015 - mean_absolute_error: 0.0285 - val_loss: 0.0990 - val_mean_absolute_error: 0.1498\n",
      "Epoch 68/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0018 - mean_absolute_error: 0.0329 - val_loss: 0.0986 - val_mean_absolute_error: 0.1448\n",
      "Epoch 69/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0013 - mean_absolute_error: 0.0263 - val_loss: 0.1019 - val_mean_absolute_error: 0.1483\n",
      "Epoch 70/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0013 - mean_absolute_error: 0.0282 - val_loss: 0.1072 - val_mean_absolute_error: 0.1483\n",
      "Epoch 71/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0013 - mean_absolute_error: 0.0260 - val_loss: 0.0991 - val_mean_absolute_error: 0.1414\n",
      "Epoch 72/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0013 - mean_absolute_error: 0.0270 - val_loss: 0.0990 - val_mean_absolute_error: 0.1453\n",
      "Epoch 73/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0012 - mean_absolute_error: 0.0263 - val_loss: 0.0999 - val_mean_absolute_error: 0.1419\n",
      "Epoch 74/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 9.8139e-04 - mean_absolute_error: 0.0237 - val_loss: 0.0996 - val_mean_absolute_error: 0.1429\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.0996 - mean_absolute_error: 0.1429\n",
      "1/1 [==============================] - 0s 340ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 70\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 1.2862 - mean_absolute_error: 0.8855 - val_loss: 0.5600 - val_mean_absolute_error: 0.6017\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5365 - mean_absolute_error: 0.5808 - val_loss: 0.4582 - val_mean_absolute_error: 0.5437\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.3880 - mean_absolute_error: 0.4921 - val_loss: 0.3641 - val_mean_absolute_error: 0.4931\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3366 - mean_absolute_error: 0.4457 - val_loss: 0.2741 - val_mean_absolute_error: 0.4054\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2942 - mean_absolute_error: 0.3938 - val_loss: 0.2278 - val_mean_absolute_error: 0.3666\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2469 - mean_absolute_error: 0.3586 - val_loss: 0.2007 - val_mean_absolute_error: 0.3353\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2088 - mean_absolute_error: 0.3257 - val_loss: 0.1586 - val_mean_absolute_error: 0.2925\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1765 - mean_absolute_error: 0.2883 - val_loss: 0.1411 - val_mean_absolute_error: 0.2687\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1466 - mean_absolute_error: 0.2569 - val_loss: 0.1243 - val_mean_absolute_error: 0.2444\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1212 - mean_absolute_error: 0.2312 - val_loss: 0.1114 - val_mean_absolute_error: 0.2269\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1030 - mean_absolute_error: 0.2139 - val_loss: 0.0993 - val_mean_absolute_error: 0.2068\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0815 - mean_absolute_error: 0.1895 - val_loss: 0.0857 - val_mean_absolute_error: 0.1927\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0678 - mean_absolute_error: 0.1721 - val_loss: 0.0759 - val_mean_absolute_error: 0.1762\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0541 - mean_absolute_error: 0.1500 - val_loss: 0.0724 - val_mean_absolute_error: 0.1633\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0439 - mean_absolute_error: 0.1317 - val_loss: 0.0662 - val_mean_absolute_error: 0.1483\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0361 - mean_absolute_error: 0.1167 - val_loss: 0.0733 - val_mean_absolute_error: 0.1442\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0330 - mean_absolute_error: 0.1097 - val_loss: 0.0523 - val_mean_absolute_error: 0.1268\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0291 - mean_absolute_error: 0.0975 - val_loss: 0.0547 - val_mean_absolute_error: 0.1246\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0265 - mean_absolute_error: 0.0987 - val_loss: 0.0545 - val_mean_absolute_error: 0.1234\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0310 - mean_absolute_error: 0.0980 - val_loss: 0.0442 - val_mean_absolute_error: 0.1140\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0256 - mean_absolute_error: 0.0878 - val_loss: 0.0460 - val_mean_absolute_error: 0.1119\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0247 - mean_absolute_error: 0.0841 - val_loss: 0.0421 - val_mean_absolute_error: 0.1011\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0209 - mean_absolute_error: 0.0761 - val_loss: 0.0448 - val_mean_absolute_error: 0.1082\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0144 - mean_absolute_error: 0.0678 - val_loss: 0.0580 - val_mean_absolute_error: 0.1085\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0141 - mean_absolute_error: 0.0656 - val_loss: 0.0600 - val_mean_absolute_error: 0.1081\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0119 - mean_absolute_error: 0.0585 - val_loss: 0.0599 - val_mean_absolute_error: 0.1091\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0099 - mean_absolute_error: 0.0524 - val_loss: 0.0573 - val_mean_absolute_error: 0.1017\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0091 - mean_absolute_error: 0.0490 - val_loss: 0.0589 - val_mean_absolute_error: 0.1068\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0096 - mean_absolute_error: 0.0542 - val_loss: 0.0601 - val_mean_absolute_error: 0.1025\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0075 - mean_absolute_error: 0.0450 - val_loss: 0.0567 - val_mean_absolute_error: 0.1023\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0067 - mean_absolute_error: 0.0431 - val_loss: 0.0558 - val_mean_absolute_error: 0.0983\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0065 - mean_absolute_error: 0.0424 - val_loss: 0.0600 - val_mean_absolute_error: 0.1078\n",
      "2/2 [==============================] - 0s 43ms/step - loss: 0.0600 - mean_absolute_error: 0.1078\n",
      "1/1 [==============================] - 0s 314ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 71\n",
      "Epoch 1/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 2s 155ms/step - loss: 0.8070 - mean_absolute_error: 0.7285 - val_loss: 0.5474 - val_mean_absolute_error: 0.5537\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.4540 - mean_absolute_error: 0.5277 - val_loss: 0.3392 - val_mean_absolute_error: 0.4417\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.3088 - mean_absolute_error: 0.4082 - val_loss: 0.3056 - val_mean_absolute_error: 0.4246\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1970 - mean_absolute_error: 0.3442 - val_loss: 0.2654 - val_mean_absolute_error: 0.3716\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1653 - mean_absolute_error: 0.2845 - val_loss: 0.1965 - val_mean_absolute_error: 0.3135\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1179 - mean_absolute_error: 0.2415 - val_loss: 0.1693 - val_mean_absolute_error: 0.2950\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0873 - mean_absolute_error: 0.2068 - val_loss: 0.1265 - val_mean_absolute_error: 0.2378\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0645 - mean_absolute_error: 0.1763 - val_loss: 0.1252 - val_mean_absolute_error: 0.2309\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0617 - mean_absolute_error: 0.1652 - val_loss: 0.1670 - val_mean_absolute_error: 0.2806\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0675 - mean_absolute_error: 0.1672 - val_loss: 0.1649 - val_mean_absolute_error: 0.2688\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0627 - mean_absolute_error: 0.1645 - val_loss: 0.1342 - val_mean_absolute_error: 0.2158\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0381 - mean_absolute_error: 0.1303 - val_loss: 0.1262 - val_mean_absolute_error: 0.2253\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0329 - mean_absolute_error: 0.1264 - val_loss: 0.1099 - val_mean_absolute_error: 0.2029\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0436 - mean_absolute_error: 0.1494 - val_loss: 0.1296 - val_mean_absolute_error: 0.2149\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0225 - mean_absolute_error: 0.1071 - val_loss: 0.1025 - val_mean_absolute_error: 0.1838\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0202 - mean_absolute_error: 0.1007 - val_loss: 0.0915 - val_mean_absolute_error: 0.1783\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0176 - mean_absolute_error: 0.0942 - val_loss: 0.1091 - val_mean_absolute_error: 0.1745\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0112 - mean_absolute_error: 0.0748 - val_loss: 0.1055 - val_mean_absolute_error: 0.1764\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0128 - mean_absolute_error: 0.0757 - val_loss: 0.0863 - val_mean_absolute_error: 0.1581\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0125 - mean_absolute_error: 0.0771 - val_loss: 0.0869 - val_mean_absolute_error: 0.1576\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0169 - mean_absolute_error: 0.0876 - val_loss: 0.1074 - val_mean_absolute_error: 0.1594\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0097 - mean_absolute_error: 0.0668 - val_loss: 0.1120 - val_mean_absolute_error: 0.1695\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0097 - mean_absolute_error: 0.0659 - val_loss: 0.0893 - val_mean_absolute_error: 0.1486\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0086 - mean_absolute_error: 0.0622 - val_loss: 0.0875 - val_mean_absolute_error: 0.1530\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0117 - mean_absolute_error: 0.0759 - val_loss: 0.1092 - val_mean_absolute_error: 0.1720\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0121 - mean_absolute_error: 0.0708 - val_loss: 0.0946 - val_mean_absolute_error: 0.1430\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0108 - mean_absolute_error: 0.0686 - val_loss: 0.0888 - val_mean_absolute_error: 0.1502\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0182 - mean_absolute_error: 0.0927 - val_loss: 0.1112 - val_mean_absolute_error: 0.1564\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0115 - mean_absolute_error: 0.0684 - val_loss: 0.1279 - val_mean_absolute_error: 0.1834\n",
      "2/2 [==============================] - 0s 41ms/step - loss: 0.1279 - mean_absolute_error: 0.1834\n",
      "1/1 [==============================] - 0s 325ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 72\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 157ms/step - loss: 0.8465 - mean_absolute_error: 0.7468 - val_loss: 0.4387 - val_mean_absolute_error: 0.5231\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.4528 - mean_absolute_error: 0.5188 - val_loss: 0.3149 - val_mean_absolute_error: 0.4580\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2863 - mean_absolute_error: 0.4280 - val_loss: 0.2344 - val_mean_absolute_error: 0.3923\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.2198 - mean_absolute_error: 0.3512 - val_loss: 0.2079 - val_mean_absolute_error: 0.3276\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1761 - mean_absolute_error: 0.3069 - val_loss: 0.1934 - val_mean_absolute_error: 0.3062\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1368 - mean_absolute_error: 0.2687 - val_loss: 0.1906 - val_mean_absolute_error: 0.2935\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1007 - mean_absolute_error: 0.2187 - val_loss: 0.1653 - val_mean_absolute_error: 0.2610\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0725 - mean_absolute_error: 0.1870 - val_loss: 0.1661 - val_mean_absolute_error: 0.2549\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0512 - mean_absolute_error: 0.1558 - val_loss: 0.1410 - val_mean_absolute_error: 0.2196\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0382 - mean_absolute_error: 0.1302 - val_loss: 0.1323 - val_mean_absolute_error: 0.2056\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0276 - mean_absolute_error: 0.1094 - val_loss: 0.1439 - val_mean_absolute_error: 0.2030\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0201 - mean_absolute_error: 0.0904 - val_loss: 0.1450 - val_mean_absolute_error: 0.1874\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0148 - mean_absolute_error: 0.0756 - val_loss: 0.1366 - val_mean_absolute_error: 0.1747\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0111 - mean_absolute_error: 0.0635 - val_loss: 0.1357 - val_mean_absolute_error: 0.1711\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0098 - mean_absolute_error: 0.0567 - val_loss: 0.1413 - val_mean_absolute_error: 0.1843\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0084 - mean_absolute_error: 0.0527 - val_loss: 0.1493 - val_mean_absolute_error: 0.2000\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0114 - mean_absolute_error: 0.0606 - val_loss: 0.1402 - val_mean_absolute_error: 0.1842\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0140 - mean_absolute_error: 0.0779 - val_loss: 0.1378 - val_mean_absolute_error: 0.1954\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0136 - mean_absolute_error: 0.0784 - val_loss: 0.1451 - val_mean_absolute_error: 0.2032\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0142 - mean_absolute_error: 0.0844 - val_loss: 0.1292 - val_mean_absolute_error: 0.1662\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0152 - mean_absolute_error: 0.0793 - val_loss: 0.1617 - val_mean_absolute_error: 0.2438\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0166 - mean_absolute_error: 0.0897 - val_loss: 0.1293 - val_mean_absolute_error: 0.1781\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0129 - mean_absolute_error: 0.0809 - val_loss: 0.1372 - val_mean_absolute_error: 0.2072\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0166 - mean_absolute_error: 0.0944 - val_loss: 0.1167 - val_mean_absolute_error: 0.1509\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0107 - mean_absolute_error: 0.0715 - val_loss: 0.1253 - val_mean_absolute_error: 0.2186\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0130 - mean_absolute_error: 0.0807 - val_loss: 0.0956 - val_mean_absolute_error: 0.1518\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0096 - mean_absolute_error: 0.0708 - val_loss: 0.0998 - val_mean_absolute_error: 0.1888\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0138 - mean_absolute_error: 0.0830 - val_loss: 0.1013 - val_mean_absolute_error: 0.1749\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0093 - mean_absolute_error: 0.0672 - val_loss: 0.0949 - val_mean_absolute_error: 0.1582\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0073 - mean_absolute_error: 0.0588 - val_loss: 0.0895 - val_mean_absolute_error: 0.1650\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0087 - mean_absolute_error: 0.0627 - val_loss: 0.0916 - val_mean_absolute_error: 0.1397\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0052 - mean_absolute_error: 0.0477 - val_loss: 0.0964 - val_mean_absolute_error: 0.1608\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0055 - mean_absolute_error: 0.0497 - val_loss: 0.0908 - val_mean_absolute_error: 0.1475\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0041 - mean_absolute_error: 0.0399 - val_loss: 0.0920 - val_mean_absolute_error: 0.1279\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0033 - mean_absolute_error: 0.0341 - val_loss: 0.0947 - val_mean_absolute_error: 0.1507\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0032 - mean_absolute_error: 0.0341 - val_loss: 0.0918 - val_mean_absolute_error: 0.1326\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0025 - mean_absolute_error: 0.0264 - val_loss: 0.0941 - val_mean_absolute_error: 0.1277\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0024 - mean_absolute_error: 0.0252 - val_loss: 0.0980 - val_mean_absolute_error: 0.1422\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0022 - mean_absolute_error: 0.0228 - val_loss: 0.0972 - val_mean_absolute_error: 0.1260\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0019 - mean_absolute_error: 0.0189 - val_loss: 0.0973 - val_mean_absolute_error: 0.1310\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.0973 - mean_absolute_error: 0.1310\n",
      "1/1 [==============================] - 0s 309ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 73\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 149ms/step - loss: 1.0258 - mean_absolute_error: 0.7876 - val_loss: 0.7276 - val_mean_absolute_error: 0.6909\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.4391 - mean_absolute_error: 0.5274 - val_loss: 0.5878 - val_mean_absolute_error: 0.6129\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3059 - mean_absolute_error: 0.4351 - val_loss: 0.4257 - val_mean_absolute_error: 0.5096\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2431 - mean_absolute_error: 0.3772 - val_loss: 0.3487 - val_mean_absolute_error: 0.4498\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1869 - mean_absolute_error: 0.3206 - val_loss: 0.3089 - val_mean_absolute_error: 0.4005\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1554 - mean_absolute_error: 0.2835 - val_loss: 0.2905 - val_mean_absolute_error: 0.3902\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1278 - mean_absolute_error: 0.2580 - val_loss: 0.2534 - val_mean_absolute_error: 0.3616\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1019 - mean_absolute_error: 0.2308 - val_loss: 0.2172 - val_mean_absolute_error: 0.3256\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0820 - mean_absolute_error: 0.2021 - val_loss: 0.2060 - val_mean_absolute_error: 0.3081\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0637 - mean_absolute_error: 0.1741 - val_loss: 0.2087 - val_mean_absolute_error: 0.2946\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0521 - mean_absolute_error: 0.1501 - val_loss: 0.2006 - val_mean_absolute_error: 0.2770\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0424 - mean_absolute_error: 0.1306 - val_loss: 0.1900 - val_mean_absolute_error: 0.2588\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0337 - mean_absolute_error: 0.1100 - val_loss: 0.1812 - val_mean_absolute_error: 0.2510\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0292 - mean_absolute_error: 0.1029 - val_loss: 0.1730 - val_mean_absolute_error: 0.2380\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0223 - mean_absolute_error: 0.0873 - val_loss: 0.1686 - val_mean_absolute_error: 0.2305\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0180 - mean_absolute_error: 0.0768 - val_loss: 0.1689 - val_mean_absolute_error: 0.2305\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0154 - mean_absolute_error: 0.0718 - val_loss: 0.1578 - val_mean_absolute_error: 0.2162\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0128 - mean_absolute_error: 0.0643 - val_loss: 0.1565 - val_mean_absolute_error: 0.2065\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0113 - mean_absolute_error: 0.0586 - val_loss: 0.1588 - val_mean_absolute_error: 0.2110\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0107 - mean_absolute_error: 0.0551 - val_loss: 0.1517 - val_mean_absolute_error: 0.2019\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0087 - mean_absolute_error: 0.0506 - val_loss: 0.1510 - val_mean_absolute_error: 0.1966\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0069 - mean_absolute_error: 0.0458 - val_loss: 0.1510 - val_mean_absolute_error: 0.1978\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0058 - mean_absolute_error: 0.0433 - val_loss: 0.1430 - val_mean_absolute_error: 0.1865\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0052 - mean_absolute_error: 0.0438 - val_loss: 0.1451 - val_mean_absolute_error: 0.1994\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0055 - mean_absolute_error: 0.0465 - val_loss: 0.1562 - val_mean_absolute_error: 0.2163\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0087 - mean_absolute_error: 0.0618 - val_loss: 0.1376 - val_mean_absolute_error: 0.1862\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0068 - mean_absolute_error: 0.0553 - val_loss: 0.1515 - val_mean_absolute_error: 0.2193\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0100 - mean_absolute_error: 0.0685 - val_loss: 0.1351 - val_mean_absolute_error: 0.1841\n",
      "Epoch 29/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0100 - mean_absolute_error: 0.0695 - val_loss: 0.1738 - val_mean_absolute_error: 0.2530\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0147 - mean_absolute_error: 0.0884 - val_loss: 0.1681 - val_mean_absolute_error: 0.2109\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0123 - mean_absolute_error: 0.0791 - val_loss: 0.1567 - val_mean_absolute_error: 0.2325\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0163 - mean_absolute_error: 0.0968 - val_loss: 0.1461 - val_mean_absolute_error: 0.2283\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0103 - mean_absolute_error: 0.0773 - val_loss: 0.1665 - val_mean_absolute_error: 0.2141\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0101 - mean_absolute_error: 0.0661 - val_loss: 0.1458 - val_mean_absolute_error: 0.2068\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0086 - mean_absolute_error: 0.0670 - val_loss: 0.1444 - val_mean_absolute_error: 0.2144\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0052 - mean_absolute_error: 0.0535 - val_loss: 0.1662 - val_mean_absolute_error: 0.2086\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0071 - mean_absolute_error: 0.0557 - val_loss: 0.1370 - val_mean_absolute_error: 0.1972\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0061 - mean_absolute_error: 0.0557 - val_loss: 0.1416 - val_mean_absolute_error: 0.2163\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.1416 - mean_absolute_error: 0.2163\n",
      "1/1 [==============================] - 0s 301ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 74\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 5s 611ms/step - loss: 1.2018 - mean_absolute_error: 0.8633 - val_loss: 0.6645 - val_mean_absolute_error: 0.6581\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5376 - mean_absolute_error: 0.5768 - val_loss: 0.4465 - val_mean_absolute_error: 0.5024\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.3543 - mean_absolute_error: 0.4550 - val_loss: 0.3361 - val_mean_absolute_error: 0.4283\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2443 - mean_absolute_error: 0.3845 - val_loss: 0.2674 - val_mean_absolute_error: 0.3635\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1858 - mean_absolute_error: 0.3085 - val_loss: 0.2769 - val_mean_absolute_error: 0.3414\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1502 - mean_absolute_error: 0.2791 - val_loss: 0.2090 - val_mean_absolute_error: 0.2967\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1183 - mean_absolute_error: 0.2451 - val_loss: 0.1943 - val_mean_absolute_error: 0.2764\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0827 - mean_absolute_error: 0.2002 - val_loss: 0.1676 - val_mean_absolute_error: 0.2534\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0653 - mean_absolute_error: 0.1778 - val_loss: 0.1576 - val_mean_absolute_error: 0.2343\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0534 - mean_absolute_error: 0.1563 - val_loss: 0.1609 - val_mean_absolute_error: 0.2294\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0434 - mean_absolute_error: 0.1380 - val_loss: 0.1445 - val_mean_absolute_error: 0.2224\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0350 - mean_absolute_error: 0.1215 - val_loss: 0.1514 - val_mean_absolute_error: 0.2147\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0341 - mean_absolute_error: 0.1132 - val_loss: 0.1533 - val_mean_absolute_error: 0.2119\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0264 - mean_absolute_error: 0.1021 - val_loss: 0.1423 - val_mean_absolute_error: 0.1985\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0204 - mean_absolute_error: 0.0898 - val_loss: 0.1405 - val_mean_absolute_error: 0.1846\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0175 - mean_absolute_error: 0.0781 - val_loss: 0.1448 - val_mean_absolute_error: 0.1924\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0140 - mean_absolute_error: 0.0713 - val_loss: 0.1440 - val_mean_absolute_error: 0.1953\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0125 - mean_absolute_error: 0.0680 - val_loss: 0.1468 - val_mean_absolute_error: 0.1968\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0123 - mean_absolute_error: 0.0705 - val_loss: 0.1408 - val_mean_absolute_error: 0.1852\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0130 - mean_absolute_error: 0.0691 - val_loss: 0.1411 - val_mean_absolute_error: 0.1909\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0105 - mean_absolute_error: 0.0678 - val_loss: 0.1486 - val_mean_absolute_error: 0.2140\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0128 - mean_absolute_error: 0.0797 - val_loss: 0.1385 - val_mean_absolute_error: 0.1728\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0181 - mean_absolute_error: 0.0900 - val_loss: 0.1645 - val_mean_absolute_error: 0.2261\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0230 - mean_absolute_error: 0.1069 - val_loss: 0.1846 - val_mean_absolute_error: 0.2488\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0285 - mean_absolute_error: 0.1233 - val_loss: 0.1809 - val_mean_absolute_error: 0.2401\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0279 - mean_absolute_error: 0.1248 - val_loss: 0.1614 - val_mean_absolute_error: 0.2197\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0234 - mean_absolute_error: 0.1158 - val_loss: 0.1723 - val_mean_absolute_error: 0.2160\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0167 - mean_absolute_error: 0.0979 - val_loss: 0.1559 - val_mean_absolute_error: 0.2024\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0118 - mean_absolute_error: 0.0771 - val_loss: 0.1676 - val_mean_absolute_error: 0.2146\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0089 - mean_absolute_error: 0.0709 - val_loss: 0.1491 - val_mean_absolute_error: 0.1863\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0062 - mean_absolute_error: 0.0580 - val_loss: 0.1622 - val_mean_absolute_error: 0.1877\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0064 - mean_absolute_error: 0.0579 - val_loss: 0.1573 - val_mean_absolute_error: 0.1909\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.1573 - mean_absolute_error: 0.1909\n",
      "1/1 [==============================] - 0s 331ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 75\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 151ms/step - loss: 1.2213 - mean_absolute_error: 0.8780 - val_loss: 0.5219 - val_mean_absolute_error: 0.6037\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.5644 - mean_absolute_error: 0.5979 - val_loss: 0.3451 - val_mean_absolute_error: 0.4766\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3872 - mean_absolute_error: 0.4756 - val_loss: 0.3024 - val_mean_absolute_error: 0.4254\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.3129 - mean_absolute_error: 0.4353 - val_loss: 0.3075 - val_mean_absolute_error: 0.4443\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2673 - mean_absolute_error: 0.3970 - val_loss: 0.2436 - val_mean_absolute_error: 0.3752\n",
      "Epoch 6/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2181 - mean_absolute_error: 0.3449 - val_loss: 0.2238 - val_mean_absolute_error: 0.3475\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1729 - mean_absolute_error: 0.3047 - val_loss: 0.1944 - val_mean_absolute_error: 0.3184\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1508 - mean_absolute_error: 0.2785 - val_loss: 0.1865 - val_mean_absolute_error: 0.3078\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1195 - mean_absolute_error: 0.2465 - val_loss: 0.1806 - val_mean_absolute_error: 0.2977\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0986 - mean_absolute_error: 0.2237 - val_loss: 0.1689 - val_mean_absolute_error: 0.2775\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0764 - mean_absolute_error: 0.1940 - val_loss: 0.1617 - val_mean_absolute_error: 0.2606\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0598 - mean_absolute_error: 0.1706 - val_loss: 0.1578 - val_mean_absolute_error: 0.2465\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0489 - mean_absolute_error: 0.1493 - val_loss: 0.1545 - val_mean_absolute_error: 0.2342\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0382 - mean_absolute_error: 0.1269 - val_loss: 0.1514 - val_mean_absolute_error: 0.2311\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0311 - mean_absolute_error: 0.1116 - val_loss: 0.1448 - val_mean_absolute_error: 0.2181\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0263 - mean_absolute_error: 0.1014 - val_loss: 0.1438 - val_mean_absolute_error: 0.2071\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0218 - mean_absolute_error: 0.0887 - val_loss: 0.1459 - val_mean_absolute_error: 0.2039\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0186 - mean_absolute_error: 0.0840 - val_loss: 0.1428 - val_mean_absolute_error: 0.1951\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0266 - mean_absolute_error: 0.1084 - val_loss: 0.1311 - val_mean_absolute_error: 0.1929\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0207 - mean_absolute_error: 0.0913 - val_loss: 0.1320 - val_mean_absolute_error: 0.2203\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0284 - mean_absolute_error: 0.1121 - val_loss: 0.1336 - val_mean_absolute_error: 0.1922\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0293 - mean_absolute_error: 0.1097 - val_loss: 0.1640 - val_mean_absolute_error: 0.2282\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0280 - mean_absolute_error: 0.1171 - val_loss: 0.1222 - val_mean_absolute_error: 0.1995\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0177 - mean_absolute_error: 0.0914 - val_loss: 0.1300 - val_mean_absolute_error: 0.1931\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0137 - mean_absolute_error: 0.0762 - val_loss: 0.1613 - val_mean_absolute_error: 0.2242\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0165 - mean_absolute_error: 0.0908 - val_loss: 0.1216 - val_mean_absolute_error: 0.1887\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0100 - mean_absolute_error: 0.0655 - val_loss: 0.1294 - val_mean_absolute_error: 0.1777\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0068 - mean_absolute_error: 0.0509 - val_loss: 0.1411 - val_mean_absolute_error: 0.1800\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0073 - mean_absolute_error: 0.0541 - val_loss: 0.1263 - val_mean_absolute_error: 0.1700\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0054 - mean_absolute_error: 0.0422 - val_loss: 0.1302 - val_mean_absolute_error: 0.1646\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0046 - mean_absolute_error: 0.0370 - val_loss: 0.1357 - val_mean_absolute_error: 0.1695\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0045 - mean_absolute_error: 0.0383 - val_loss: 0.1280 - val_mean_absolute_error: 0.1612\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0039 - mean_absolute_error: 0.0326 - val_loss: 0.1265 - val_mean_absolute_error: 0.1623\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0035 - mean_absolute_error: 0.0306 - val_loss: 0.1320 - val_mean_absolute_error: 0.1619\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0031 - mean_absolute_error: 0.0280 - val_loss: 0.1329 - val_mean_absolute_error: 0.1615\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0032 - mean_absolute_error: 0.0298 - val_loss: 0.1270 - val_mean_absolute_error: 0.1575\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1270 - mean_absolute_error: 0.1575\n",
      "1/1 [==============================] - 0s 317ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 76\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 155ms/step - loss: 0.8700 - mean_absolute_error: 0.7218 - val_loss: 0.4560 - val_mean_absolute_error: 0.5333\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.4492 - mean_absolute_error: 0.5215 - val_loss: 0.3932 - val_mean_absolute_error: 0.4911\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2746 - mean_absolute_error: 0.3929 - val_loss: 0.3611 - val_mean_absolute_error: 0.4447\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2256 - mean_absolute_error: 0.3630 - val_loss: 0.2532 - val_mean_absolute_error: 0.3623\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1521 - mean_absolute_error: 0.2773 - val_loss: 0.2318 - val_mean_absolute_error: 0.3120\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1071 - mean_absolute_error: 0.2375 - val_loss: 0.2316 - val_mean_absolute_error: 0.3181\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0864 - mean_absolute_error: 0.2095 - val_loss: 0.1958 - val_mean_absolute_error: 0.2825\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0730 - mean_absolute_error: 0.1795 - val_loss: 0.1875 - val_mean_absolute_error: 0.2941\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0687 - mean_absolute_error: 0.1783 - val_loss: 0.1601 - val_mean_absolute_error: 0.2408\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0558 - mean_absolute_error: 0.1543 - val_loss: 0.1962 - val_mean_absolute_error: 0.3023\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0582 - mean_absolute_error: 0.1673 - val_loss: 0.1409 - val_mean_absolute_error: 0.2143\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0424 - mean_absolute_error: 0.1318 - val_loss: 0.1822 - val_mean_absolute_error: 0.2805\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0439 - mean_absolute_error: 0.1373 - val_loss: 0.1456 - val_mean_absolute_error: 0.2306\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0452 - mean_absolute_error: 0.1374 - val_loss: 0.1974 - val_mean_absolute_error: 0.2987\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0609 - mean_absolute_error: 0.1743 - val_loss: 0.1279 - val_mean_absolute_error: 0.2167\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0336 - mean_absolute_error: 0.1207 - val_loss: 0.1359 - val_mean_absolute_error: 0.2184\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0281 - mean_absolute_error: 0.1142 - val_loss: 0.1498 - val_mean_absolute_error: 0.2332\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0223 - mean_absolute_error: 0.0961 - val_loss: 0.1276 - val_mean_absolute_error: 0.1910\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0164 - mean_absolute_error: 0.0722 - val_loss: 0.1319 - val_mean_absolute_error: 0.2031\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0154 - mean_absolute_error: 0.0768 - val_loss: 0.1352 - val_mean_absolute_error: 0.2048\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0129 - mean_absolute_error: 0.0649 - val_loss: 0.1271 - val_mean_absolute_error: 0.1875\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0115 - mean_absolute_error: 0.0576 - val_loss: 0.1270 - val_mean_absolute_error: 0.1927\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0112 - mean_absolute_error: 0.0578 - val_loss: 0.1254 - val_mean_absolute_error: 0.1779\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0088 - mean_absolute_error: 0.0429 - val_loss: 0.1287 - val_mean_absolute_error: 0.1928\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0091 - mean_absolute_error: 0.0493 - val_loss: 0.1232 - val_mean_absolute_error: 0.1726\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0075 - mean_absolute_error: 0.0387 - val_loss: 0.1255 - val_mean_absolute_error: 0.1869\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0079 - mean_absolute_error: 0.0481 - val_loss: 0.1267 - val_mean_absolute_error: 0.1725\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0051 - mean_absolute_error: 0.0367 - val_loss: 0.1281 - val_mean_absolute_error: 0.1861\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0062 - mean_absolute_error: 0.0448 - val_loss: 0.1242 - val_mean_absolute_error: 0.1702\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0055 - mean_absolute_error: 0.0385 - val_loss: 0.1252 - val_mean_absolute_error: 0.1884\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0060 - mean_absolute_error: 0.0481 - val_loss: 0.1245 - val_mean_absolute_error: 0.1691\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0084 - mean_absolute_error: 0.0418 - val_loss: 0.1318 - val_mean_absolute_error: 0.2011\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0071 - mean_absolute_error: 0.0538 - val_loss: 0.1245 - val_mean_absolute_error: 0.1695\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0059 - mean_absolute_error: 0.0490 - val_loss: 0.1235 - val_mean_absolute_error: 0.1911\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0090 - mean_absolute_error: 0.0621 - val_loss: 0.1236 - val_mean_absolute_error: 0.1758\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.1236 - mean_absolute_error: 0.1758\n",
      "1/1 [==============================] - 0s 317ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 77\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 1.0661 - mean_absolute_error: 0.8450 - val_loss: 0.5823 - val_mean_absolute_error: 0.6573\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.5717 - mean_absolute_error: 0.6213 - val_loss: 0.4149 - val_mean_absolute_error: 0.5322\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3673 - mean_absolute_error: 0.4790 - val_loss: 0.3276 - val_mean_absolute_error: 0.4624\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3250 - mean_absolute_error: 0.4382 - val_loss: 0.3007 - val_mean_absolute_error: 0.4576\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2897 - mean_absolute_error: 0.4041 - val_loss: 0.2501 - val_mean_absolute_error: 0.4019\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2315 - mean_absolute_error: 0.3527 - val_loss: 0.2201 - val_mean_absolute_error: 0.3531\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1984 - mean_absolute_error: 0.3105 - val_loss: 0.1971 - val_mean_absolute_error: 0.3196\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1752 - mean_absolute_error: 0.2838 - val_loss: 0.1820 - val_mean_absolute_error: 0.3032\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1415 - mean_absolute_error: 0.2509 - val_loss: 0.1599 - val_mean_absolute_error: 0.2765\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1296 - mean_absolute_error: 0.2413 - val_loss: 0.1537 - val_mean_absolute_error: 0.2753\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1072 - mean_absolute_error: 0.2182 - val_loss: 0.1530 - val_mean_absolute_error: 0.2782\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0866 - mean_absolute_error: 0.1950 - val_loss: 0.1462 - val_mean_absolute_error: 0.2683\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0711 - mean_absolute_error: 0.1750 - val_loss: 0.1205 - val_mean_absolute_error: 0.2348\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0581 - mean_absolute_error: 0.1545 - val_loss: 0.1128 - val_mean_absolute_error: 0.2210\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0488 - mean_absolute_error: 0.1392 - val_loss: 0.1075 - val_mean_absolute_error: 0.2100\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0407 - mean_absolute_error: 0.1236 - val_loss: 0.1000 - val_mean_absolute_error: 0.1910\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0397 - mean_absolute_error: 0.1212 - val_loss: 0.1079 - val_mean_absolute_error: 0.2032\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0346 - mean_absolute_error: 0.1122 - val_loss: 0.1335 - val_mean_absolute_error: 0.2514\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0474 - mean_absolute_error: 0.1425 - val_loss: 0.1441 - val_mean_absolute_error: 0.2592\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0414 - mean_absolute_error: 0.1296 - val_loss: 0.1378 - val_mean_absolute_error: 0.2374\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0321 - mean_absolute_error: 0.1090 - val_loss: 0.1238 - val_mean_absolute_error: 0.2138\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0271 - mean_absolute_error: 0.0984 - val_loss: 0.1209 - val_mean_absolute_error: 0.2110\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0265 - mean_absolute_error: 0.0932 - val_loss: 0.1218 - val_mean_absolute_error: 0.2119\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0266 - mean_absolute_error: 0.0942 - val_loss: 0.1143 - val_mean_absolute_error: 0.1962\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0227 - mean_absolute_error: 0.0806 - val_loss: 0.1120 - val_mean_absolute_error: 0.1890\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0239 - mean_absolute_error: 0.0884 - val_loss: 0.1152 - val_mean_absolute_error: 0.1922\n",
      "2/2 [==============================] - 0s 41ms/step - loss: 0.1152 - mean_absolute_error: 0.1922\n",
      "1/1 [==============================] - 0s 313ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 78\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 150ms/step - loss: 0.7350 - mean_absolute_error: 0.6862 - val_loss: 0.4116 - val_mean_absolute_error: 0.4898\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.4170 - mean_absolute_error: 0.5110 - val_loss: 0.4061 - val_mean_absolute_error: 0.4596\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2687 - mean_absolute_error: 0.3974 - val_loss: 0.3595 - val_mean_absolute_error: 0.4276\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2131 - mean_absolute_error: 0.3445 - val_loss: 0.3128 - val_mean_absolute_error: 0.3965\n",
      "Epoch 5/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1869 - mean_absolute_error: 0.3113 - val_loss: 0.2470 - val_mean_absolute_error: 0.3445\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1332 - mean_absolute_error: 0.2669 - val_loss: 0.2154 - val_mean_absolute_error: 0.3265\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0949 - mean_absolute_error: 0.2200 - val_loss: 0.1864 - val_mean_absolute_error: 0.3031\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0820 - mean_absolute_error: 0.2024 - val_loss: 0.1907 - val_mean_absolute_error: 0.2939\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0731 - mean_absolute_error: 0.1974 - val_loss: 0.1555 - val_mean_absolute_error: 0.2509\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0561 - mean_absolute_error: 0.1663 - val_loss: 0.1564 - val_mean_absolute_error: 0.2384\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0484 - mean_absolute_error: 0.1525 - val_loss: 0.1711 - val_mean_absolute_error: 0.2626\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0616 - mean_absolute_error: 0.1779 - val_loss: 0.1480 - val_mean_absolute_error: 0.2367\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0510 - mean_absolute_error: 0.1586 - val_loss: 0.1702 - val_mean_absolute_error: 0.2680\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0554 - mean_absolute_error: 0.1709 - val_loss: 0.1504 - val_mean_absolute_error: 0.2197\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0261 - mean_absolute_error: 0.1104 - val_loss: 0.1461 - val_mean_absolute_error: 0.2142\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0203 - mean_absolute_error: 0.1021 - val_loss: 0.1448 - val_mean_absolute_error: 0.2145\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0185 - mean_absolute_error: 0.0883 - val_loss: 0.1301 - val_mean_absolute_error: 0.1968\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0156 - mean_absolute_error: 0.0825 - val_loss: 0.1243 - val_mean_absolute_error: 0.1830\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0126 - mean_absolute_error: 0.0754 - val_loss: 0.1209 - val_mean_absolute_error: 0.1754\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0094 - mean_absolute_error: 0.0630 - val_loss: 0.1298 - val_mean_absolute_error: 0.1928\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0104 - mean_absolute_error: 0.0678 - val_loss: 0.1241 - val_mean_absolute_error: 0.1729\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0104 - mean_absolute_error: 0.0588 - val_loss: 0.1217 - val_mean_absolute_error: 0.1719\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0089 - mean_absolute_error: 0.0623 - val_loss: 0.1147 - val_mean_absolute_error: 0.1657\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0076 - mean_absolute_error: 0.0560 - val_loss: 0.1189 - val_mean_absolute_error: 0.1843\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0106 - mean_absolute_error: 0.0688 - val_loss: 0.1079 - val_mean_absolute_error: 0.1601\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0094 - mean_absolute_error: 0.0630 - val_loss: 0.1090 - val_mean_absolute_error: 0.1690\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0090 - mean_absolute_error: 0.0672 - val_loss: 0.1067 - val_mean_absolute_error: 0.1589\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0073 - mean_absolute_error: 0.0574 - val_loss: 0.1140 - val_mean_absolute_error: 0.1880\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0120 - mean_absolute_error: 0.0760 - val_loss: 0.1080 - val_mean_absolute_error: 0.1660\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0102 - mean_absolute_error: 0.0643 - val_loss: 0.1070 - val_mean_absolute_error: 0.1711\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0097 - mean_absolute_error: 0.0662 - val_loss: 0.1076 - val_mean_absolute_error: 0.1612\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0082 - mean_absolute_error: 0.0578 - val_loss: 0.1289 - val_mean_absolute_error: 0.1997\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0108 - mean_absolute_error: 0.0701 - val_loss: 0.1155 - val_mean_absolute_error: 0.1635\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0081 - mean_absolute_error: 0.0587 - val_loss: 0.1174 - val_mean_absolute_error: 0.1878\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0106 - mean_absolute_error: 0.0743 - val_loss: 0.1233 - val_mean_absolute_error: 0.1738\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0102 - mean_absolute_error: 0.0648 - val_loss: 0.1322 - val_mean_absolute_error: 0.2020\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0181 - mean_absolute_error: 0.0857 - val_loss: 0.1258 - val_mean_absolute_error: 0.1744\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.1258 - mean_absolute_error: 0.1744\n",
      "1/1 [==============================] - 0s 308ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 79\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 158ms/step - loss: 0.8719 - mean_absolute_error: 0.7548 - val_loss: 0.3619 - val_mean_absolute_error: 0.4622\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4592 - mean_absolute_error: 0.5305 - val_loss: 0.3375 - val_mean_absolute_error: 0.4629\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3244 - mean_absolute_error: 0.4473 - val_loss: 0.2228 - val_mean_absolute_error: 0.3441\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2563 - mean_absolute_error: 0.3775 - val_loss: 0.2229 - val_mean_absolute_error: 0.3385\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1779 - mean_absolute_error: 0.3073 - val_loss: 0.1890 - val_mean_absolute_error: 0.2856\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1467 - mean_absolute_error: 0.2678 - val_loss: 0.1802 - val_mean_absolute_error: 0.2815\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1234 - mean_absolute_error: 0.2394 - val_loss: 0.1827 - val_mean_absolute_error: 0.2913\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1111 - mean_absolute_error: 0.2327 - val_loss: 0.1839 - val_mean_absolute_error: 0.2904\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0958 - mean_absolute_error: 0.2147 - val_loss: 0.1948 - val_mean_absolute_error: 0.2886\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0798 - mean_absolute_error: 0.1878 - val_loss: 0.1781 - val_mean_absolute_error: 0.2570\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0965 - mean_absolute_error: 0.2079 - val_loss: 0.1762 - val_mean_absolute_error: 0.2729\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0774 - mean_absolute_error: 0.1954 - val_loss: 0.1970 - val_mean_absolute_error: 0.2903\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0566 - mean_absolute_error: 0.1652 - val_loss: 0.1656 - val_mean_absolute_error: 0.2429\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0370 - mean_absolute_error: 0.1307 - val_loss: 0.1511 - val_mean_absolute_error: 0.2148\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0340 - mean_absolute_error: 0.1228 - val_loss: 0.1446 - val_mean_absolute_error: 0.2092\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0280 - mean_absolute_error: 0.1090 - val_loss: 0.1441 - val_mean_absolute_error: 0.2016\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0229 - mean_absolute_error: 0.0952 - val_loss: 0.1423 - val_mean_absolute_error: 0.1894\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0187 - mean_absolute_error: 0.0826 - val_loss: 0.1406 - val_mean_absolute_error: 0.1847\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0170 - mean_absolute_error: 0.0760 - val_loss: 0.1465 - val_mean_absolute_error: 0.1838\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0139 - mean_absolute_error: 0.0638 - val_loss: 0.1496 - val_mean_absolute_error: 0.1836\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0119 - mean_absolute_error: 0.0574 - val_loss: 0.1470 - val_mean_absolute_error: 0.1787\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0101 - mean_absolute_error: 0.0507 - val_loss: 0.1455 - val_mean_absolute_error: 0.1762\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0099 - mean_absolute_error: 0.0515 - val_loss: 0.1466 - val_mean_absolute_error: 0.1711\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0094 - mean_absolute_error: 0.0494 - val_loss: 0.1537 - val_mean_absolute_error: 0.1862\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0084 - mean_absolute_error: 0.0511 - val_loss: 0.1554 - val_mean_absolute_error: 0.1867\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0109 - mean_absolute_error: 0.0601 - val_loss: 0.1518 - val_mean_absolute_error: 0.1718\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0110 - mean_absolute_error: 0.0664 - val_loss: 0.1568 - val_mean_absolute_error: 0.2065\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0172 - mean_absolute_error: 0.0893 - val_loss: 0.1531 - val_mean_absolute_error: 0.1976\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.1531 - mean_absolute_error: 0.1976\n",
      "1/1 [==============================] - 0s 305ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 80\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 148ms/step - loss: 1.0579 - mean_absolute_error: 0.8095 - val_loss: 0.4189 - val_mean_absolute_error: 0.5129\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.5098 - mean_absolute_error: 0.5594 - val_loss: 0.3431 - val_mean_absolute_error: 0.4547\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.3901 - mean_absolute_error: 0.4960 - val_loss: 0.2927 - val_mean_absolute_error: 0.4172\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2896 - mean_absolute_error: 0.4143 - val_loss: 0.2542 - val_mean_absolute_error: 0.3757\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2253 - mean_absolute_error: 0.3587 - val_loss: 0.2153 - val_mean_absolute_error: 0.3440\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1648 - mean_absolute_error: 0.2979 - val_loss: 0.1703 - val_mean_absolute_error: 0.2931\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1261 - mean_absolute_error: 0.2548 - val_loss: 0.1431 - val_mean_absolute_error: 0.2664\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0906 - mean_absolute_error: 0.2131 - val_loss: 0.1315 - val_mean_absolute_error: 0.2441\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0895 - mean_absolute_error: 0.2067 - val_loss: 0.1335 - val_mean_absolute_error: 0.2420\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0773 - mean_absolute_error: 0.1940 - val_loss: 0.1233 - val_mean_absolute_error: 0.2300\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0598 - mean_absolute_error: 0.1608 - val_loss: 0.1181 - val_mean_absolute_error: 0.2088\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0452 - mean_absolute_error: 0.1413 - val_loss: 0.1142 - val_mean_absolute_error: 0.2026\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0421 - mean_absolute_error: 0.1306 - val_loss: 0.1027 - val_mean_absolute_error: 0.1764\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0339 - mean_absolute_error: 0.1128 - val_loss: 0.1003 - val_mean_absolute_error: 0.1749\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0314 - mean_absolute_error: 0.1042 - val_loss: 0.1092 - val_mean_absolute_error: 0.1825\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0344 - mean_absolute_error: 0.1128 - val_loss: 0.0914 - val_mean_absolute_error: 0.1598\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0258 - mean_absolute_error: 0.1006 - val_loss: 0.0906 - val_mean_absolute_error: 0.1545\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0196 - mean_absolute_error: 0.0897 - val_loss: 0.1004 - val_mean_absolute_error: 0.1715\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0186 - mean_absolute_error: 0.0900 - val_loss: 0.0862 - val_mean_absolute_error: 0.1393\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0129 - mean_absolute_error: 0.0718 - val_loss: 0.0774 - val_mean_absolute_error: 0.1335\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0097 - mean_absolute_error: 0.0598 - val_loss: 0.0785 - val_mean_absolute_error: 0.1309\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0077 - mean_absolute_error: 0.0517 - val_loss: 0.0828 - val_mean_absolute_error: 0.1382\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0070 - mean_absolute_error: 0.0493 - val_loss: 0.0776 - val_mean_absolute_error: 0.1218\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0062 - mean_absolute_error: 0.0439 - val_loss: 0.0756 - val_mean_absolute_error: 0.1238\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0052 - mean_absolute_error: 0.0388 - val_loss: 0.0775 - val_mean_absolute_error: 0.1185\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0046 - mean_absolute_error: 0.0346 - val_loss: 0.0794 - val_mean_absolute_error: 0.1228\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0036 - mean_absolute_error: 0.0340 - val_loss: 0.0777 - val_mean_absolute_error: 0.1128\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0030 - mean_absolute_error: 0.0309 - val_loss: 0.0757 - val_mean_absolute_error: 0.1143\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0032 - mean_absolute_error: 0.0328 - val_loss: 0.0773 - val_mean_absolute_error: 0.1156\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0034 - mean_absolute_error: 0.0329 - val_loss: 0.0829 - val_mean_absolute_error: 0.1289\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0043 - mean_absolute_error: 0.0424 - val_loss: 0.0794 - val_mean_absolute_error: 0.1141\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0044 - mean_absolute_error: 0.0396 - val_loss: 0.0764 - val_mean_absolute_error: 0.1285\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0063 - mean_absolute_error: 0.0518 - val_loss: 0.0766 - val_mean_absolute_error: 0.1191\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0078 - mean_absolute_error: 0.0567 - val_loss: 0.0961 - val_mean_absolute_error: 0.1638\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.0961 - mean_absolute_error: 0.1638\n",
      "1/1 [==============================] - 0s 334ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 81\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 148ms/step - loss: 1.1659 - mean_absolute_error: 0.8658 - val_loss: 0.4590 - val_mean_absolute_error: 0.5552\n",
      "Epoch 2/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 95ms/step - loss: 0.4411 - mean_absolute_error: 0.5227 - val_loss: 0.3615 - val_mean_absolute_error: 0.4888\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.3036 - mean_absolute_error: 0.4213 - val_loss: 0.2950 - val_mean_absolute_error: 0.4450\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2079 - mean_absolute_error: 0.3430 - val_loss: 0.2285 - val_mean_absolute_error: 0.3607\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1597 - mean_absolute_error: 0.2862 - val_loss: 0.2044 - val_mean_absolute_error: 0.3301\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1322 - mean_absolute_error: 0.2470 - val_loss: 0.1844 - val_mean_absolute_error: 0.2936\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1005 - mean_absolute_error: 0.2134 - val_loss: 0.1713 - val_mean_absolute_error: 0.2880\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0804 - mean_absolute_error: 0.1915 - val_loss: 0.1609 - val_mean_absolute_error: 0.2644\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0672 - mean_absolute_error: 0.1724 - val_loss: 0.1587 - val_mean_absolute_error: 0.2549\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0555 - mean_absolute_error: 0.1490 - val_loss: 0.1586 - val_mean_absolute_error: 0.2413\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0528 - mean_absolute_error: 0.1418 - val_loss: 0.1489 - val_mean_absolute_error: 0.2406\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0476 - mean_absolute_error: 0.1339 - val_loss: 0.1205 - val_mean_absolute_error: 0.2006\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0392 - mean_absolute_error: 0.1198 - val_loss: 0.1266 - val_mean_absolute_error: 0.2164\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0334 - mean_absolute_error: 0.1091 - val_loss: 0.1200 - val_mean_absolute_error: 0.2002\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0271 - mean_absolute_error: 0.0931 - val_loss: 0.1209 - val_mean_absolute_error: 0.2006\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0223 - mean_absolute_error: 0.0887 - val_loss: 0.1462 - val_mean_absolute_error: 0.2443\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0269 - mean_absolute_error: 0.1056 - val_loss: 0.1295 - val_mean_absolute_error: 0.2177\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0259 - mean_absolute_error: 0.1071 - val_loss: 0.1130 - val_mean_absolute_error: 0.2061\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0279 - mean_absolute_error: 0.1093 - val_loss: 0.1368 - val_mean_absolute_error: 0.2556\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0313 - mean_absolute_error: 0.1264 - val_loss: 0.1297 - val_mean_absolute_error: 0.2078\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0261 - mean_absolute_error: 0.1152 - val_loss: 0.1722 - val_mean_absolute_error: 0.2789\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0434 - mean_absolute_error: 0.1458 - val_loss: 0.1212 - val_mean_absolute_error: 0.2262\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0319 - mean_absolute_error: 0.1257 - val_loss: 0.1197 - val_mean_absolute_error: 0.2146\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0211 - mean_absolute_error: 0.1062 - val_loss: 0.1558 - val_mean_absolute_error: 0.2499\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0266 - mean_absolute_error: 0.1133 - val_loss: 0.1164 - val_mean_absolute_error: 0.1957\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0318 - mean_absolute_error: 0.1141 - val_loss: 0.1136 - val_mean_absolute_error: 0.2088\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0368 - mean_absolute_error: 0.1214 - val_loss: 0.1748 - val_mean_absolute_error: 0.2676\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0450 - mean_absolute_error: 0.1403 - val_loss: 0.1075 - val_mean_absolute_error: 0.1841\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0432 - mean_absolute_error: 0.1262 - val_loss: 0.1072 - val_mean_absolute_error: 0.2166\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0334 - mean_absolute_error: 0.1120 - val_loss: 0.1298 - val_mean_absolute_error: 0.2225\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0310 - mean_absolute_error: 0.1088 - val_loss: 0.1002 - val_mean_absolute_error: 0.1693\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0220 - mean_absolute_error: 0.0785 - val_loss: 0.1021 - val_mean_absolute_error: 0.1660\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0152 - mean_absolute_error: 0.0662 - val_loss: 0.1109 - val_mean_absolute_error: 0.1866\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0143 - mean_absolute_error: 0.0630 - val_loss: 0.0966 - val_mean_absolute_error: 0.1581\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0119 - mean_absolute_error: 0.0487 - val_loss: 0.0990 - val_mean_absolute_error: 0.1542\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0103 - mean_absolute_error: 0.0420 - val_loss: 0.1046 - val_mean_absolute_error: 0.1659\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0100 - mean_absolute_error: 0.0405 - val_loss: 0.0957 - val_mean_absolute_error: 0.1471\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0085 - mean_absolute_error: 0.0358 - val_loss: 0.0954 - val_mean_absolute_error: 0.1485\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0071 - mean_absolute_error: 0.0355 - val_loss: 0.1013 - val_mean_absolute_error: 0.1604\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0070 - mean_absolute_error: 0.0350 - val_loss: 0.0964 - val_mean_absolute_error: 0.1492\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0065 - mean_absolute_error: 0.0323 - val_loss: 0.0917 - val_mean_absolute_error: 0.1482\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0055 - mean_absolute_error: 0.0310 - val_loss: 0.0963 - val_mean_absolute_error: 0.1480\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0050 - mean_absolute_error: 0.0295 - val_loss: 0.0985 - val_mean_absolute_error: 0.1553\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0052 - mean_absolute_error: 0.0294 - val_loss: 0.0917 - val_mean_absolute_error: 0.1435\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0050 - mean_absolute_error: 0.0307 - val_loss: 0.0916 - val_mean_absolute_error: 0.1481\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0048 - mean_absolute_error: 0.0301 - val_loss: 0.0990 - val_mean_absolute_error: 0.1570\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0048 - mean_absolute_error: 0.0317 - val_loss: 0.0973 - val_mean_absolute_error: 0.1553\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0047 - mean_absolute_error: 0.0327 - val_loss: 0.0892 - val_mean_absolute_error: 0.1509\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0049 - mean_absolute_error: 0.0348 - val_loss: 0.0916 - val_mean_absolute_error: 0.1478\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0046 - mean_absolute_error: 0.0335 - val_loss: 0.1021 - val_mean_absolute_error: 0.1693\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0053 - mean_absolute_error: 0.0409 - val_loss: 0.0938 - val_mean_absolute_error: 0.1497\n",
      "Epoch 52/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0049 - mean_absolute_error: 0.0404 - val_loss: 0.0862 - val_mean_absolute_error: 0.1593\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0058 - mean_absolute_error: 0.0467 - val_loss: 0.0910 - val_mean_absolute_error: 0.1449\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0052 - mean_absolute_error: 0.0434 - val_loss: 0.1071 - val_mean_absolute_error: 0.1852\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0074 - mean_absolute_error: 0.0562 - val_loss: 0.0884 - val_mean_absolute_error: 0.1452\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0066 - mean_absolute_error: 0.0536 - val_loss: 0.0857 - val_mean_absolute_error: 0.1694\n",
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0082 - mean_absolute_error: 0.0622 - val_loss: 0.0982 - val_mean_absolute_error: 0.1632\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0073 - mean_absolute_error: 0.0589 - val_loss: 0.1057 - val_mean_absolute_error: 0.1872\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0095 - mean_absolute_error: 0.0683 - val_loss: 0.0829 - val_mean_absolute_error: 0.1614\n",
      "Epoch 60/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0084 - mean_absolute_error: 0.0617 - val_loss: 0.0858 - val_mean_absolute_error: 0.1524\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0070 - mean_absolute_error: 0.0568 - val_loss: 0.1080 - val_mean_absolute_error: 0.1913\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0086 - mean_absolute_error: 0.0629 - val_loss: 0.0835 - val_mean_absolute_error: 0.1499\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0070 - mean_absolute_error: 0.0569 - val_loss: 0.0778 - val_mean_absolute_error: 0.1542\n",
      "Epoch 64/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0057 - mean_absolute_error: 0.0502 - val_loss: 0.0962 - val_mean_absolute_error: 0.1714\n",
      "Epoch 65/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0061 - mean_absolute_error: 0.0528 - val_loss: 0.0878 - val_mean_absolute_error: 0.1482\n",
      "Epoch 66/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0045 - mean_absolute_error: 0.0450 - val_loss: 0.0815 - val_mean_absolute_error: 0.1544\n",
      "Epoch 67/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0057 - mean_absolute_error: 0.0519 - val_loss: 0.0925 - val_mean_absolute_error: 0.1561\n",
      "Epoch 68/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0050 - mean_absolute_error: 0.0490 - val_loss: 0.0910 - val_mean_absolute_error: 0.1567\n",
      "Epoch 69/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0045 - mean_absolute_error: 0.0445 - val_loss: 0.0803 - val_mean_absolute_error: 0.1513\n",
      "Epoch 70/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0047 - mean_absolute_error: 0.0454 - val_loss: 0.0865 - val_mean_absolute_error: 0.1388\n",
      "Epoch 71/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0034 - mean_absolute_error: 0.0380 - val_loss: 0.0922 - val_mean_absolute_error: 0.1592\n",
      "Epoch 72/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0038 - mean_absolute_error: 0.0401 - val_loss: 0.0800 - val_mean_absolute_error: 0.1435\n",
      "Epoch 73/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0035 - mean_absolute_error: 0.0373 - val_loss: 0.0834 - val_mean_absolute_error: 0.1334\n",
      "2/2 [==============================] - 0s 45ms/step - loss: 0.0834 - mean_absolute_error: 0.1334\n",
      "1/1 [==============================] - 0s 312ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 82\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 1.1455 - mean_absolute_error: 0.8311 - val_loss: 0.6968 - val_mean_absolute_error: 0.6600\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5125 - mean_absolute_error: 0.5837 - val_loss: 0.4723 - val_mean_absolute_error: 0.5352\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3820 - mean_absolute_error: 0.4788 - val_loss: 0.4119 - val_mean_absolute_error: 0.4859\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3072 - mean_absolute_error: 0.4171 - val_loss: 0.3532 - val_mean_absolute_error: 0.4615\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2988 - mean_absolute_error: 0.4121 - val_loss: 0.3087 - val_mean_absolute_error: 0.4092\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2230 - mean_absolute_error: 0.3298 - val_loss: 0.3001 - val_mean_absolute_error: 0.3931\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2207 - mean_absolute_error: 0.3312 - val_loss: 0.2861 - val_mean_absolute_error: 0.3803\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1756 - mean_absolute_error: 0.2918 - val_loss: 0.2580 - val_mean_absolute_error: 0.3483\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1523 - mean_absolute_error: 0.2673 - val_loss: 0.2465 - val_mean_absolute_error: 0.3364\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1260 - mean_absolute_error: 0.2434 - val_loss: 0.2382 - val_mean_absolute_error: 0.3223\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1025 - mean_absolute_error: 0.2105 - val_loss: 0.2278 - val_mean_absolute_error: 0.2995\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0846 - mean_absolute_error: 0.1910 - val_loss: 0.2130 - val_mean_absolute_error: 0.2795\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0687 - mean_absolute_error: 0.1679 - val_loss: 0.2039 - val_mean_absolute_error: 0.2633\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0569 - mean_absolute_error: 0.1562 - val_loss: 0.1885 - val_mean_absolute_error: 0.2510\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0472 - mean_absolute_error: 0.1426 - val_loss: 0.1839 - val_mean_absolute_error: 0.2408\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0400 - mean_absolute_error: 0.1316 - val_loss: 0.1742 - val_mean_absolute_error: 0.2266\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0345 - mean_absolute_error: 0.1182 - val_loss: 0.1769 - val_mean_absolute_error: 0.2322\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0285 - mean_absolute_error: 0.1120 - val_loss: 0.1691 - val_mean_absolute_error: 0.2246\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0267 - mean_absolute_error: 0.1096 - val_loss: 0.1620 - val_mean_absolute_error: 0.2100\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0260 - mean_absolute_error: 0.1065 - val_loss: 0.1630 - val_mean_absolute_error: 0.2173\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0229 - mean_absolute_error: 0.0964 - val_loss: 0.1634 - val_mean_absolute_error: 0.2193\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0164 - mean_absolute_error: 0.0853 - val_loss: 0.1480 - val_mean_absolute_error: 0.1937\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0123 - mean_absolute_error: 0.0747 - val_loss: 0.1592 - val_mean_absolute_error: 0.1953\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0117 - mean_absolute_error: 0.0726 - val_loss: 0.1722 - val_mean_absolute_error: 0.2038\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0098 - mean_absolute_error: 0.0643 - val_loss: 0.1710 - val_mean_absolute_error: 0.2040\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0080 - mean_absolute_error: 0.0613 - val_loss: 0.1504 - val_mean_absolute_error: 0.1772\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0074 - mean_absolute_error: 0.0548 - val_loss: 0.1553 - val_mean_absolute_error: 0.1797\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0078 - mean_absolute_error: 0.0566 - val_loss: 0.1659 - val_mean_absolute_error: 0.1945\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0075 - mean_absolute_error: 0.0521 - val_loss: 0.1630 - val_mean_absolute_error: 0.1939\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0067 - mean_absolute_error: 0.0531 - val_loss: 0.1422 - val_mean_absolute_error: 0.1694\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0050 - mean_absolute_error: 0.0436 - val_loss: 0.1423 - val_mean_absolute_error: 0.1695\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0048 - mean_absolute_error: 0.0431 - val_loss: 0.1503 - val_mean_absolute_error: 0.1793\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0047 - mean_absolute_error: 0.0399 - val_loss: 0.1524 - val_mean_absolute_error: 0.1852\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0048 - mean_absolute_error: 0.0464 - val_loss: 0.1407 - val_mean_absolute_error: 0.1644\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0046 - mean_absolute_error: 0.0436 - val_loss: 0.1408 - val_mean_absolute_error: 0.1656\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0054 - mean_absolute_error: 0.0496 - val_loss: 0.1569 - val_mean_absolute_error: 0.1847\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0054 - mean_absolute_error: 0.0464 - val_loss: 0.1506 - val_mean_absolute_error: 0.1835\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0055 - mean_absolute_error: 0.0534 - val_loss: 0.1364 - val_mean_absolute_error: 0.1650\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0055 - mean_absolute_error: 0.0530 - val_loss: 0.1393 - val_mean_absolute_error: 0.1594\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0057 - mean_absolute_error: 0.0534 - val_loss: 0.1587 - val_mean_absolute_error: 0.1942\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.0067 - mean_absolute_error: 0.0566 - val_loss: 0.1399 - val_mean_absolute_error: 0.1627\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0050 - mean_absolute_error: 0.0508 - val_loss: 0.1331 - val_mean_absolute_error: 0.1671\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0060 - mean_absolute_error: 0.0585 - val_loss: 0.1474 - val_mean_absolute_error: 0.1720\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0052 - mean_absolute_error: 0.0502 - val_loss: 0.1589 - val_mean_absolute_error: 0.1868\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0056 - mean_absolute_error: 0.0538 - val_loss: 0.1398 - val_mean_absolute_error: 0.1674\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0051 - mean_absolute_error: 0.0530 - val_loss: 0.1462 - val_mean_absolute_error: 0.1640\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0041 - mean_absolute_error: 0.0434 - val_loss: 0.1654 - val_mean_absolute_error: 0.1920\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0050 - mean_absolute_error: 0.0501 - val_loss: 0.1474 - val_mean_absolute_error: 0.1739\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0036 - mean_absolute_error: 0.0430 - val_loss: 0.1394 - val_mean_absolute_error: 0.1596\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0022 - mean_absolute_error: 0.0332 - val_loss: 0.1447 - val_mean_absolute_error: 0.1758\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0021 - mean_absolute_error: 0.0339 - val_loss: 0.1389 - val_mean_absolute_error: 0.1577\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0012 - mean_absolute_error: 0.0249 - val_loss: 0.1398 - val_mean_absolute_error: 0.1559\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1398 - mean_absolute_error: 0.1559\n",
      "1/1 [==============================] - 0s 316ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 83\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 154ms/step - loss: 0.7959 - mean_absolute_error: 0.7167 - val_loss: 0.4106 - val_mean_absolute_error: 0.4854\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.3802 - mean_absolute_error: 0.4787 - val_loss: 0.3818 - val_mean_absolute_error: 0.4739\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3009 - mean_absolute_error: 0.4295 - val_loss: 0.3044 - val_mean_absolute_error: 0.4136\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2059 - mean_absolute_error: 0.3408 - val_loss: 0.2393 - val_mean_absolute_error: 0.3693\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1537 - mean_absolute_error: 0.2875 - val_loss: 0.1773 - val_mean_absolute_error: 0.3188\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1008 - mean_absolute_error: 0.2277 - val_loss: 0.1386 - val_mean_absolute_error: 0.2684\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0835 - mean_absolute_error: 0.1981 - val_loss: 0.1206 - val_mean_absolute_error: 0.2501\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0742 - mean_absolute_error: 0.1858 - val_loss: 0.1325 - val_mean_absolute_error: 0.2489\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0578 - mean_absolute_error: 0.1643 - val_loss: 0.0936 - val_mean_absolute_error: 0.2076\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0450 - mean_absolute_error: 0.1418 - val_loss: 0.1029 - val_mean_absolute_error: 0.2198\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0707 - mean_absolute_error: 0.1794 - val_loss: 0.1388 - val_mean_absolute_error: 0.2417\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0725 - mean_absolute_error: 0.1814 - val_loss: 0.1532 - val_mean_absolute_error: 0.2721\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0856 - mean_absolute_error: 0.2064 - val_loss: 0.1638 - val_mean_absolute_error: 0.2834\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0654 - mean_absolute_error: 0.1784 - val_loss: 0.1303 - val_mean_absolute_error: 0.2411\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0605 - mean_absolute_error: 0.1697 - val_loss: 0.1185 - val_mean_absolute_error: 0.2150\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0515 - mean_absolute_error: 0.1589 - val_loss: 0.1191 - val_mean_absolute_error: 0.2137\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0333 - mean_absolute_error: 0.1286 - val_loss: 0.1264 - val_mean_absolute_error: 0.2304\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0315 - mean_absolute_error: 0.1222 - val_loss: 0.0902 - val_mean_absolute_error: 0.1840\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0222 - mean_absolute_error: 0.0985 - val_loss: 0.0808 - val_mean_absolute_error: 0.1734\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0232 - mean_absolute_error: 0.1013 - val_loss: 0.0832 - val_mean_absolute_error: 0.1594\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0193 - mean_absolute_error: 0.0899 - val_loss: 0.1148 - val_mean_absolute_error: 0.2009\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0199 - mean_absolute_error: 0.0941 - val_loss: 0.0886 - val_mean_absolute_error: 0.1630\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0155 - mean_absolute_error: 0.0826 - val_loss: 0.0868 - val_mean_absolute_error: 0.1736\n",
      "Epoch 24/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0188 - mean_absolute_error: 0.0913 - val_loss: 0.0842 - val_mean_absolute_error: 0.1468\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0135 - mean_absolute_error: 0.0787 - val_loss: 0.1113 - val_mean_absolute_error: 0.1976\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0177 - mean_absolute_error: 0.0921 - val_loss: 0.0804 - val_mean_absolute_error: 0.1505\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0113 - mean_absolute_error: 0.0696 - val_loss: 0.0822 - val_mean_absolute_error: 0.1596\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0163 - mean_absolute_error: 0.0830 - val_loss: 0.0914 - val_mean_absolute_error: 0.1584\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0114 - mean_absolute_error: 0.0739 - val_loss: 0.0871 - val_mean_absolute_error: 0.1543\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0105 - mean_absolute_error: 0.0660 - val_loss: 0.0737 - val_mean_absolute_error: 0.1483\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0099 - mean_absolute_error: 0.0650 - val_loss: 0.0773 - val_mean_absolute_error: 0.1365\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0073 - mean_absolute_error: 0.0507 - val_loss: 0.0894 - val_mean_absolute_error: 0.1596\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0086 - mean_absolute_error: 0.0619 - val_loss: 0.0714 - val_mean_absolute_error: 0.1340\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0071 - mean_absolute_error: 0.0531 - val_loss: 0.0745 - val_mean_absolute_error: 0.1375\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0095 - mean_absolute_error: 0.0635 - val_loss: 0.0906 - val_mean_absolute_error: 0.1564\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0076 - mean_absolute_error: 0.0574 - val_loss: 0.0837 - val_mean_absolute_error: 0.1435\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0084 - mean_absolute_error: 0.0597 - val_loss: 0.0750 - val_mean_absolute_error: 0.1509\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0091 - mean_absolute_error: 0.0659 - val_loss: 0.0821 - val_mean_absolute_error: 0.1361\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0071 - mean_absolute_error: 0.0546 - val_loss: 0.0978 - val_mean_absolute_error: 0.1684\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0092 - mean_absolute_error: 0.0644 - val_loss: 0.0743 - val_mean_absolute_error: 0.1398\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0067 - mean_absolute_error: 0.0545 - val_loss: 0.0771 - val_mean_absolute_error: 0.1358\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0081 - mean_absolute_error: 0.0579 - val_loss: 0.0992 - val_mean_absolute_error: 0.1694\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0075 - mean_absolute_error: 0.0585 - val_loss: 0.0823 - val_mean_absolute_error: 0.1379\n",
      "2/2 [==============================] - 0s 40ms/step - loss: 0.0823 - mean_absolute_error: 0.1379\n",
      "1/1 [==============================] - 0s 313ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 84\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 160ms/step - loss: 0.6699 - mean_absolute_error: 0.6455 - val_loss: 0.5395 - val_mean_absolute_error: 0.5549\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.3612 - mean_absolute_error: 0.4667 - val_loss: 0.3521 - val_mean_absolute_error: 0.4290\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.2389 - mean_absolute_error: 0.3700 - val_loss: 0.3080 - val_mean_absolute_error: 0.4012\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1475 - mean_absolute_error: 0.2840 - val_loss: 0.3120 - val_mean_absolute_error: 0.3875\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1115 - mean_absolute_error: 0.2381 - val_loss: 0.2700 - val_mean_absolute_error: 0.3474\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0782 - mean_absolute_error: 0.2023 - val_loss: 0.2310 - val_mean_absolute_error: 0.3161\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0591 - mean_absolute_error: 0.1707 - val_loss: 0.2451 - val_mean_absolute_error: 0.3112\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0461 - mean_absolute_error: 0.1452 - val_loss: 0.2580 - val_mean_absolute_error: 0.3145\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0392 - mean_absolute_error: 0.1342 - val_loss: 0.2263 - val_mean_absolute_error: 0.2879\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0379 - mean_absolute_error: 0.1302 - val_loss: 0.2159 - val_mean_absolute_error: 0.3002\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0345 - mean_absolute_error: 0.1210 - val_loss: 0.2140 - val_mean_absolute_error: 0.3038\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0399 - mean_absolute_error: 0.1333 - val_loss: 0.2128 - val_mean_absolute_error: 0.2737\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0344 - mean_absolute_error: 0.1270 - val_loss: 0.2782 - val_mean_absolute_error: 0.3429\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0403 - mean_absolute_error: 0.1419 - val_loss: 0.2137 - val_mean_absolute_error: 0.2620\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0292 - mean_absolute_error: 0.1161 - val_loss: 0.2200 - val_mean_absolute_error: 0.3139\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0372 - mean_absolute_error: 0.1390 - val_loss: 0.2692 - val_mean_absolute_error: 0.3322\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0596 - mean_absolute_error: 0.1624 - val_loss: 0.2714 - val_mean_absolute_error: 0.3222\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0533 - mean_absolute_error: 0.1602 - val_loss: 0.2552 - val_mean_absolute_error: 0.3305\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0437 - mean_absolute_error: 0.1511 - val_loss: 0.2333 - val_mean_absolute_error: 0.2825\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0215 - mean_absolute_error: 0.1046 - val_loss: 0.2681 - val_mean_absolute_error: 0.3019\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0265 - mean_absolute_error: 0.1090 - val_loss: 0.2491 - val_mean_absolute_error: 0.2725\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0159 - mean_absolute_error: 0.0840 - val_loss: 0.2506 - val_mean_absolute_error: 0.2621\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.2506 - mean_absolute_error: 0.2621\n",
      "1/1 [==============================] - 0s 315ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 85\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.9929 - mean_absolute_error: 0.7785 - val_loss: 0.5767 - val_mean_absolute_error: 0.5897\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4070 - mean_absolute_error: 0.5111 - val_loss: 0.4690 - val_mean_absolute_error: 0.5212\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2770 - mean_absolute_error: 0.3948 - val_loss: 0.3548 - val_mean_absolute_error: 0.4325\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1978 - mean_absolute_error: 0.3234 - val_loss: 0.2621 - val_mean_absolute_error: 0.3515\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1505 - mean_absolute_error: 0.2778 - val_loss: 0.2628 - val_mean_absolute_error: 0.3538\n",
      "Epoch 6/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1421 - mean_absolute_error: 0.2549 - val_loss: 0.2336 - val_mean_absolute_error: 0.3265\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.1231 - mean_absolute_error: 0.2408 - val_loss: 0.2207 - val_mean_absolute_error: 0.3190\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1056 - mean_absolute_error: 0.2179 - val_loss: 0.2083 - val_mean_absolute_error: 0.3079\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0811 - mean_absolute_error: 0.1932 - val_loss: 0.2050 - val_mean_absolute_error: 0.3057\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0659 - mean_absolute_error: 0.1698 - val_loss: 0.1813 - val_mean_absolute_error: 0.2815\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0496 - mean_absolute_error: 0.1436 - val_loss: 0.1734 - val_mean_absolute_error: 0.2719\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0404 - mean_absolute_error: 0.1281 - val_loss: 0.1593 - val_mean_absolute_error: 0.2564\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0322 - mean_absolute_error: 0.1123 - val_loss: 0.1489 - val_mean_absolute_error: 0.2365\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0278 - mean_absolute_error: 0.0984 - val_loss: 0.1407 - val_mean_absolute_error: 0.2219\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0231 - mean_absolute_error: 0.0895 - val_loss: 0.1384 - val_mean_absolute_error: 0.2159\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0188 - mean_absolute_error: 0.0789 - val_loss: 0.1353 - val_mean_absolute_error: 0.2076\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0134 - mean_absolute_error: 0.0675 - val_loss: 0.1316 - val_mean_absolute_error: 0.2014\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0110 - mean_absolute_error: 0.0600 - val_loss: 0.1296 - val_mean_absolute_error: 0.1974\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0092 - mean_absolute_error: 0.0514 - val_loss: 0.1272 - val_mean_absolute_error: 0.1924\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0076 - mean_absolute_error: 0.0441 - val_loss: 0.1278 - val_mean_absolute_error: 0.1877\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0064 - mean_absolute_error: 0.0395 - val_loss: 0.1260 - val_mean_absolute_error: 0.1843\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0059 - mean_absolute_error: 0.0368 - val_loss: 0.1269 - val_mean_absolute_error: 0.1846\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0063 - mean_absolute_error: 0.0412 - val_loss: 0.1224 - val_mean_absolute_error: 0.1828\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0054 - mean_absolute_error: 0.0398 - val_loss: 0.1296 - val_mean_absolute_error: 0.1996\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0057 - mean_absolute_error: 0.0492 - val_loss: 0.1231 - val_mean_absolute_error: 0.1849\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0060 - mean_absolute_error: 0.0522 - val_loss: 0.1368 - val_mean_absolute_error: 0.2124\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0089 - mean_absolute_error: 0.0656 - val_loss: 0.1252 - val_mean_absolute_error: 0.2015\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0144 - mean_absolute_error: 0.0864 - val_loss: 0.1526 - val_mean_absolute_error: 0.2457\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0150 - mean_absolute_error: 0.0917 - val_loss: 0.1395 - val_mean_absolute_error: 0.2255\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0204 - mean_absolute_error: 0.1018 - val_loss: 0.1647 - val_mean_absolute_error: 0.2620\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0212 - mean_absolute_error: 0.1078 - val_loss: 0.1392 - val_mean_absolute_error: 0.2030\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0149 - mean_absolute_error: 0.0845 - val_loss: 0.1504 - val_mean_absolute_error: 0.2343\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0166 - mean_absolute_error: 0.0966 - val_loss: 0.1525 - val_mean_absolute_error: 0.2415\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1525 - mean_absolute_error: 0.2415\n",
      "1/1 [==============================] - 0s 326ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 86\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 145ms/step - loss: 0.8640 - mean_absolute_error: 0.7423 - val_loss: 0.5866 - val_mean_absolute_error: 0.6005\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4965 - mean_absolute_error: 0.5508 - val_loss: 0.4865 - val_mean_absolute_error: 0.5173\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3437 - mean_absolute_error: 0.4420 - val_loss: 0.3728 - val_mean_absolute_error: 0.4522\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.2587 - mean_absolute_error: 0.3666 - val_loss: 0.3179 - val_mean_absolute_error: 0.3894\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.2182 - mean_absolute_error: 0.3375 - val_loss: 0.2716 - val_mean_absolute_error: 0.3551\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1931 - mean_absolute_error: 0.3181 - val_loss: 0.3045 - val_mean_absolute_error: 0.3786\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1721 - mean_absolute_error: 0.2873 - val_loss: 0.2987 - val_mean_absolute_error: 0.3562\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1435 - mean_absolute_error: 0.2497 - val_loss: 0.2686 - val_mean_absolute_error: 0.3250\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1318 - mean_absolute_error: 0.2431 - val_loss: 0.2635 - val_mean_absolute_error: 0.3119\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1160 - mean_absolute_error: 0.2296 - val_loss: 0.2517 - val_mean_absolute_error: 0.3007\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1002 - mean_absolute_error: 0.2095 - val_loss: 0.2389 - val_mean_absolute_error: 0.2893\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0807 - mean_absolute_error: 0.1822 - val_loss: 0.2196 - val_mean_absolute_error: 0.2697\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0623 - mean_absolute_error: 0.1553 - val_loss: 0.1800 - val_mean_absolute_error: 0.2437\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0491 - mean_absolute_error: 0.1350 - val_loss: 0.1684 - val_mean_absolute_error: 0.2340\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0536 - mean_absolute_error: 0.1500 - val_loss: 0.1572 - val_mean_absolute_error: 0.2354\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0403 - mean_absolute_error: 0.1341 - val_loss: 0.1761 - val_mean_absolute_error: 0.2545\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0405 - mean_absolute_error: 0.1292 - val_loss: 0.1725 - val_mean_absolute_error: 0.2331\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0294 - mean_absolute_error: 0.1125 - val_loss: 0.1616 - val_mean_absolute_error: 0.2075\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0251 - mean_absolute_error: 0.1019 - val_loss: 0.1577 - val_mean_absolute_error: 0.2041\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0194 - mean_absolute_error: 0.0878 - val_loss: 0.1362 - val_mean_absolute_error: 0.1804\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0145 - mean_absolute_error: 0.0735 - val_loss: 0.1293 - val_mean_absolute_error: 0.1663\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0145 - mean_absolute_error: 0.0719 - val_loss: 0.1294 - val_mean_absolute_error: 0.1868\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0136 - mean_absolute_error: 0.0730 - val_loss: 0.1174 - val_mean_absolute_error: 0.1708\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0111 - mean_absolute_error: 0.0643 - val_loss: 0.1351 - val_mean_absolute_error: 0.1808\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0095 - mean_absolute_error: 0.0579 - val_loss: 0.1386 - val_mean_absolute_error: 0.1769\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0095 - mean_absolute_error: 0.0566 - val_loss: 0.1205 - val_mean_absolute_error: 0.1545\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0067 - mean_absolute_error: 0.0436 - val_loss: 0.1183 - val_mean_absolute_error: 0.1522\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0080 - mean_absolute_error: 0.0527 - val_loss: 0.1298 - val_mean_absolute_error: 0.1605\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0062 - mean_absolute_error: 0.0431 - val_loss: 0.1399 - val_mean_absolute_error: 0.1742\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0083 - mean_absolute_error: 0.0558 - val_loss: 0.1210 - val_mean_absolute_error: 0.1462\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0060 - mean_absolute_error: 0.0444 - val_loss: 0.1195 - val_mean_absolute_error: 0.1584\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0078 - mean_absolute_error: 0.0540 - val_loss: 0.1252 - val_mean_absolute_error: 0.1552\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0064 - mean_absolute_error: 0.0466 - val_loss: 0.1354 - val_mean_absolute_error: 0.1655\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.1354 - mean_absolute_error: 0.1655\n",
      "1/1 [==============================] - 0s 312ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 87\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 6s 156ms/step - loss: 1.0008 - mean_absolute_error: 0.7996 - val_loss: 0.5497 - val_mean_absolute_error: 0.5808\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.5063 - mean_absolute_error: 0.5680 - val_loss: 0.3023 - val_mean_absolute_error: 0.4003\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3450 - mean_absolute_error: 0.4320 - val_loss: 0.2847 - val_mean_absolute_error: 0.3828\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2434 - mean_absolute_error: 0.3743 - val_loss: 0.2526 - val_mean_absolute_error: 0.3584\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1920 - mean_absolute_error: 0.3163 - val_loss: 0.2334 - val_mean_absolute_error: 0.3464\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1736 - mean_absolute_error: 0.2927 - val_loss: 0.1779 - val_mean_absolute_error: 0.2884\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1258 - mean_absolute_error: 0.2452 - val_loss: 0.1621 - val_mean_absolute_error: 0.2820\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1031 - mean_absolute_error: 0.2272 - val_loss: 0.1337 - val_mean_absolute_error: 0.2606\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0752 - mean_absolute_error: 0.1936 - val_loss: 0.1355 - val_mean_absolute_error: 0.2473\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0634 - mean_absolute_error: 0.1767 - val_loss: 0.1127 - val_mean_absolute_error: 0.2238\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0472 - mean_absolute_error: 0.1476 - val_loss: 0.1114 - val_mean_absolute_error: 0.2237\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0346 - mean_absolute_error: 0.1234 - val_loss: 0.1122 - val_mean_absolute_error: 0.2209\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0274 - mean_absolute_error: 0.1090 - val_loss: 0.1021 - val_mean_absolute_error: 0.2093\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0216 - mean_absolute_error: 0.0947 - val_loss: 0.1108 - val_mean_absolute_error: 0.2152\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0170 - mean_absolute_error: 0.0834 - val_loss: 0.1102 - val_mean_absolute_error: 0.2101\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0148 - mean_absolute_error: 0.0740 - val_loss: 0.0995 - val_mean_absolute_error: 0.1913\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0117 - mean_absolute_error: 0.0642 - val_loss: 0.1027 - val_mean_absolute_error: 0.1929\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0089 - mean_absolute_error: 0.0559 - val_loss: 0.0959 - val_mean_absolute_error: 0.1826\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0074 - mean_absolute_error: 0.0508 - val_loss: 0.0956 - val_mean_absolute_error: 0.1797\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0059 - mean_absolute_error: 0.0424 - val_loss: 0.0954 - val_mean_absolute_error: 0.1763\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0051 - mean_absolute_error: 0.0371 - val_loss: 0.0960 - val_mean_absolute_error: 0.1782\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0049 - mean_absolute_error: 0.0373 - val_loss: 0.0937 - val_mean_absolute_error: 0.1745\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0040 - mean_absolute_error: 0.0333 - val_loss: 0.0943 - val_mean_absolute_error: 0.1724\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0033 - mean_absolute_error: 0.0290 - val_loss: 0.0941 - val_mean_absolute_error: 0.1712\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0030 - mean_absolute_error: 0.0275 - val_loss: 0.0939 - val_mean_absolute_error: 0.1688\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0029 - mean_absolute_error: 0.0269 - val_loss: 0.0933 - val_mean_absolute_error: 0.1657\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0027 - mean_absolute_error: 0.0248 - val_loss: 0.0941 - val_mean_absolute_error: 0.1682\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0028 - mean_absolute_error: 0.0270 - val_loss: 0.0984 - val_mean_absolute_error: 0.1840\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0049 - mean_absolute_error: 0.0398 - val_loss: 0.1039 - val_mean_absolute_error: 0.1975\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0100 - mean_absolute_error: 0.0618 - val_loss: 0.0957 - val_mean_absolute_error: 0.1799\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0126 - mean_absolute_error: 0.0715 - val_loss: 0.1026 - val_mean_absolute_error: 0.1954\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0121 - mean_absolute_error: 0.0728 - val_loss: 0.1266 - val_mean_absolute_error: 0.2356\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0305 - mean_absolute_error: 0.1233 - val_loss: 0.1095 - val_mean_absolute_error: 0.2132\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0385 - mean_absolute_error: 0.1353 - val_loss: 0.1165 - val_mean_absolute_error: 0.2323\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0420 - mean_absolute_error: 0.1495 - val_loss: 0.1243 - val_mean_absolute_error: 0.2284\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0222 - mean_absolute_error: 0.1132 - val_loss: 0.1110 - val_mean_absolute_error: 0.2111\n",
      "2/2 [==============================] - 0s 44ms/step - loss: 0.1110 - mean_absolute_error: 0.2111\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 317ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 88\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.8306 - mean_absolute_error: 0.7284 - val_loss: 0.5517 - val_mean_absolute_error: 0.6043\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.5394 - mean_absolute_error: 0.5943 - val_loss: 0.4521 - val_mean_absolute_error: 0.5445\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4063 - mean_absolute_error: 0.4939 - val_loss: 0.3226 - val_mean_absolute_error: 0.4361\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.3161 - mean_absolute_error: 0.4235 - val_loss: 0.3209 - val_mean_absolute_error: 0.4032\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2449 - mean_absolute_error: 0.3610 - val_loss: 0.2913 - val_mean_absolute_error: 0.3929\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2039 - mean_absolute_error: 0.3258 - val_loss: 0.2570 - val_mean_absolute_error: 0.3691\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1570 - mean_absolute_error: 0.2752 - val_loss: 0.2365 - val_mean_absolute_error: 0.3320\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1229 - mean_absolute_error: 0.2342 - val_loss: 0.1773 - val_mean_absolute_error: 0.2839\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1110 - mean_absolute_error: 0.2199 - val_loss: 0.1589 - val_mean_absolute_error: 0.2727\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0910 - mean_absolute_error: 0.1991 - val_loss: 0.1392 - val_mean_absolute_error: 0.2447\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1044 - mean_absolute_error: 0.2152 - val_loss: 0.2440 - val_mean_absolute_error: 0.3513\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1250 - mean_absolute_error: 0.2501 - val_loss: 0.1848 - val_mean_absolute_error: 0.2686\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0884 - mean_absolute_error: 0.1997 - val_loss: 0.1545 - val_mean_absolute_error: 0.2525\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0657 - mean_absolute_error: 0.1721 - val_loss: 0.1662 - val_mean_absolute_error: 0.2567\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0524 - mean_absolute_error: 0.1574 - val_loss: 0.1530 - val_mean_absolute_error: 0.2356\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0445 - mean_absolute_error: 0.1385 - val_loss: 0.1627 - val_mean_absolute_error: 0.2369\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0338 - mean_absolute_error: 0.1180 - val_loss: 0.1573 - val_mean_absolute_error: 0.2209\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0272 - mean_absolute_error: 0.1028 - val_loss: 0.1422 - val_mean_absolute_error: 0.2050\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0226 - mean_absolute_error: 0.0899 - val_loss: 0.1448 - val_mean_absolute_error: 0.1965\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0187 - mean_absolute_error: 0.0793 - val_loss: 0.1351 - val_mean_absolute_error: 0.1891\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0157 - mean_absolute_error: 0.0694 - val_loss: 0.1335 - val_mean_absolute_error: 0.1859\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0130 - mean_absolute_error: 0.0619 - val_loss: 0.1366 - val_mean_absolute_error: 0.1788\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0114 - mean_absolute_error: 0.0578 - val_loss: 0.1374 - val_mean_absolute_error: 0.1783\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0103 - mean_absolute_error: 0.0566 - val_loss: 0.1365 - val_mean_absolute_error: 0.1807\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0093 - mean_absolute_error: 0.0526 - val_loss: 0.1419 - val_mean_absolute_error: 0.1790\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0087 - mean_absolute_error: 0.0487 - val_loss: 0.1372 - val_mean_absolute_error: 0.1790\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0081 - mean_absolute_error: 0.0483 - val_loss: 0.1364 - val_mean_absolute_error: 0.1675\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0076 - mean_absolute_error: 0.0486 - val_loss: 0.1429 - val_mean_absolute_error: 0.1742\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0072 - mean_absolute_error: 0.0493 - val_loss: 0.1375 - val_mean_absolute_error: 0.1705\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0065 - mean_absolute_error: 0.0474 - val_loss: 0.1379 - val_mean_absolute_error: 0.1884\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0064 - mean_absolute_error: 0.0487 - val_loss: 0.1417 - val_mean_absolute_error: 0.1639\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1417 - mean_absolute_error: 0.1639\n",
      "1/1 [==============================] - 0s 310ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 89\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.9415 - mean_absolute_error: 0.7355 - val_loss: 0.5247 - val_mean_absolute_error: 0.5646\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.4643 - mean_absolute_error: 0.5355 - val_loss: 0.4251 - val_mean_absolute_error: 0.5019\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3479 - mean_absolute_error: 0.4257 - val_loss: 0.4117 - val_mean_absolute_error: 0.4781\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.3063 - mean_absolute_error: 0.3930 - val_loss: 0.3390 - val_mean_absolute_error: 0.4088\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2414 - mean_absolute_error: 0.3381 - val_loss: 0.2448 - val_mean_absolute_error: 0.3712\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1764 - mean_absolute_error: 0.2800 - val_loss: 0.2423 - val_mean_absolute_error: 0.3650\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1321 - mean_absolute_error: 0.2481 - val_loss: 0.2106 - val_mean_absolute_error: 0.3296\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1167 - mean_absolute_error: 0.2313 - val_loss: 0.2069 - val_mean_absolute_error: 0.3311\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1105 - mean_absolute_error: 0.2280 - val_loss: 0.1696 - val_mean_absolute_error: 0.2859\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0975 - mean_absolute_error: 0.2055 - val_loss: 0.1373 - val_mean_absolute_error: 0.2605\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0789 - mean_absolute_error: 0.1836 - val_loss: 0.1331 - val_mean_absolute_error: 0.2577\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0650 - mean_absolute_error: 0.1696 - val_loss: 0.1245 - val_mean_absolute_error: 0.2364\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0458 - mean_absolute_error: 0.1367 - val_loss: 0.1056 - val_mean_absolute_error: 0.2125\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0397 - mean_absolute_error: 0.1255 - val_loss: 0.0997 - val_mean_absolute_error: 0.2031\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0359 - mean_absolute_error: 0.1180 - val_loss: 0.0874 - val_mean_absolute_error: 0.1911\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0278 - mean_absolute_error: 0.1006 - val_loss: 0.0945 - val_mean_absolute_error: 0.1915\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0245 - mean_absolute_error: 0.0917 - val_loss: 0.0886 - val_mean_absolute_error: 0.1763\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0334 - mean_absolute_error: 0.1010 - val_loss: 0.0942 - val_mean_absolute_error: 0.1967\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0496 - mean_absolute_error: 0.1379 - val_loss: 0.1170 - val_mean_absolute_error: 0.2126\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0387 - mean_absolute_error: 0.1261 - val_loss: 0.1114 - val_mean_absolute_error: 0.2203\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0330 - mean_absolute_error: 0.1189 - val_loss: 0.1241 - val_mean_absolute_error: 0.2233\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0335 - mean_absolute_error: 0.1222 - val_loss: 0.0928 - val_mean_absolute_error: 0.1838\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0281 - mean_absolute_error: 0.1091 - val_loss: 0.1134 - val_mean_absolute_error: 0.2279\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0333 - mean_absolute_error: 0.1210 - val_loss: 0.0971 - val_mean_absolute_error: 0.1836\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0312 - mean_absolute_error: 0.1098 - val_loss: 0.1447 - val_mean_absolute_error: 0.2445\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1447 - mean_absolute_error: 0.2445\n",
      "1/1 [==============================] - 0s 311ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 90\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 156ms/step - loss: 0.9773 - mean_absolute_error: 0.8161 - val_loss: 0.6836 - val_mean_absolute_error: 0.6813\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5220 - mean_absolute_error: 0.5340 - val_loss: 0.4148 - val_mean_absolute_error: 0.5086\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2859 - mean_absolute_error: 0.4091 - val_loss: 0.4419 - val_mean_absolute_error: 0.5213\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2719 - mean_absolute_error: 0.3870 - val_loss: 0.3946 - val_mean_absolute_error: 0.4740\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1883 - mean_absolute_error: 0.3188 - val_loss: 0.3441 - val_mean_absolute_error: 0.4343\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1349 - mean_absolute_error: 0.2685 - val_loss: 0.2984 - val_mean_absolute_error: 0.4067\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1048 - mean_absolute_error: 0.2389 - val_loss: 0.2587 - val_mean_absolute_error: 0.3437\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0833 - mean_absolute_error: 0.2037 - val_loss: 0.2529 - val_mean_absolute_error: 0.3313\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0712 - mean_absolute_error: 0.1804 - val_loss: 0.2355 - val_mean_absolute_error: 0.3141\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0539 - mean_absolute_error: 0.1537 - val_loss: 0.2226 - val_mean_absolute_error: 0.2912\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0422 - mean_absolute_error: 0.1305 - val_loss: 0.2208 - val_mean_absolute_error: 0.2771\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0305 - mean_absolute_error: 0.1102 - val_loss: 0.2137 - val_mean_absolute_error: 0.2681\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0243 - mean_absolute_error: 0.0941 - val_loss: 0.2107 - val_mean_absolute_error: 0.2596\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0195 - mean_absolute_error: 0.0792 - val_loss: 0.2099 - val_mean_absolute_error: 0.2573\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0156 - mean_absolute_error: 0.0692 - val_loss: 0.2119 - val_mean_absolute_error: 0.2570\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0152 - mean_absolute_error: 0.0673 - val_loss: 0.2167 - val_mean_absolute_error: 0.2508\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0137 - mean_absolute_error: 0.0621 - val_loss: 0.2243 - val_mean_absolute_error: 0.2564\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0170 - mean_absolute_error: 0.0713 - val_loss: 0.2196 - val_mean_absolute_error: 0.2502\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0204 - mean_absolute_error: 0.0884 - val_loss: 0.2296 - val_mean_absolute_error: 0.2816\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0182 - mean_absolute_error: 0.0839 - val_loss: 0.2218 - val_mean_absolute_error: 0.2466\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0157 - mean_absolute_error: 0.0797 - val_loss: 0.2232 - val_mean_absolute_error: 0.2609\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0123 - mean_absolute_error: 0.0673 - val_loss: 0.2204 - val_mean_absolute_error: 0.2579\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0108 - mean_absolute_error: 0.0581 - val_loss: 0.2286 - val_mean_absolute_error: 0.2495\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0082 - mean_absolute_error: 0.0570 - val_loss: 0.2262 - val_mean_absolute_error: 0.2574\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.2262 - mean_absolute_error: 0.2574\n",
      "1/1 [==============================] - 0s 310ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 91\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 152ms/step - loss: 0.9708 - mean_absolute_error: 0.7892 - val_loss: 0.5807 - val_mean_absolute_error: 0.6495\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.4800 - mean_absolute_error: 0.5649 - val_loss: 0.4273 - val_mean_absolute_error: 0.5574\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.3148 - mean_absolute_error: 0.4379 - val_loss: 0.3431 - val_mean_absolute_error: 0.5006\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2614 - mean_absolute_error: 0.3971 - val_loss: 0.2498 - val_mean_absolute_error: 0.4197\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1906 - mean_absolute_error: 0.3265 - val_loss: 0.1828 - val_mean_absolute_error: 0.3461\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1388 - mean_absolute_error: 0.2694 - val_loss: 0.1485 - val_mean_absolute_error: 0.3015\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1107 - mean_absolute_error: 0.2392 - val_loss: 0.1242 - val_mean_absolute_error: 0.2681\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0880 - mean_absolute_error: 0.2089 - val_loss: 0.1282 - val_mean_absolute_error: 0.2630\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0742 - mean_absolute_error: 0.1880 - val_loss: 0.1138 - val_mean_absolute_error: 0.2431\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0568 - mean_absolute_error: 0.1634 - val_loss: 0.1108 - val_mean_absolute_error: 0.2396\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0513 - mean_absolute_error: 0.1527 - val_loss: 0.0952 - val_mean_absolute_error: 0.2205\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0452 - mean_absolute_error: 0.1431 - val_loss: 0.0890 - val_mean_absolute_error: 0.2033\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0355 - mean_absolute_error: 0.1282 - val_loss: 0.0858 - val_mean_absolute_error: 0.1946\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0271 - mean_absolute_error: 0.1084 - val_loss: 0.0784 - val_mean_absolute_error: 0.1840\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0195 - mean_absolute_error: 0.0894 - val_loss: 0.0708 - val_mean_absolute_error: 0.1685\n",
      "Epoch 16/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0152 - mean_absolute_error: 0.0764 - val_loss: 0.0657 - val_mean_absolute_error: 0.1552\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0116 - mean_absolute_error: 0.0657 - val_loss: 0.0639 - val_mean_absolute_error: 0.1525\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0112 - mean_absolute_error: 0.0638 - val_loss: 0.0625 - val_mean_absolute_error: 0.1572\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0117 - mean_absolute_error: 0.0648 - val_loss: 0.0633 - val_mean_absolute_error: 0.1648\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0147 - mean_absolute_error: 0.0722 - val_loss: 0.0600 - val_mean_absolute_error: 0.1556\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0171 - mean_absolute_error: 0.0786 - val_loss: 0.0746 - val_mean_absolute_error: 0.1820\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0251 - mean_absolute_error: 0.1043 - val_loss: 0.1481 - val_mean_absolute_error: 0.2975\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0643 - mean_absolute_error: 0.1776 - val_loss: 0.0658 - val_mean_absolute_error: 0.1670\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0386 - mean_absolute_error: 0.1370 - val_loss: 0.0837 - val_mean_absolute_error: 0.2108\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0372 - mean_absolute_error: 0.1356 - val_loss: 0.0748 - val_mean_absolute_error: 0.1757\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0161 - mean_absolute_error: 0.0857 - val_loss: 0.0754 - val_mean_absolute_error: 0.1725\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0153 - mean_absolute_error: 0.0825 - val_loss: 0.0625 - val_mean_absolute_error: 0.1546\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0113 - mean_absolute_error: 0.0722 - val_loss: 0.0635 - val_mean_absolute_error: 0.1507\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0135 - mean_absolute_error: 0.0726 - val_loss: 0.0790 - val_mean_absolute_error: 0.1654\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0096 - mean_absolute_error: 0.0635 - val_loss: 0.0811 - val_mean_absolute_error: 0.1651\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.0811 - mean_absolute_error: 0.1651\n",
      "1/1 [==============================] - 0s 314ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 92\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 156ms/step - loss: 1.1095 - mean_absolute_error: 0.8358 - val_loss: 0.7134 - val_mean_absolute_error: 0.7217\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.5594 - mean_absolute_error: 0.5978 - val_loss: 0.4099 - val_mean_absolute_error: 0.4932\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3615 - mean_absolute_error: 0.4727 - val_loss: 0.3428 - val_mean_absolute_error: 0.4501\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2880 - mean_absolute_error: 0.4032 - val_loss: 0.3539 - val_mean_absolute_error: 0.4418\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2332 - mean_absolute_error: 0.3630 - val_loss: 0.3133 - val_mean_absolute_error: 0.4010\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1843 - mean_absolute_error: 0.3139 - val_loss: 0.3216 - val_mean_absolute_error: 0.4021\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1607 - mean_absolute_error: 0.2890 - val_loss: 0.3283 - val_mean_absolute_error: 0.3769\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1191 - mean_absolute_error: 0.2415 - val_loss: 0.2483 - val_mean_absolute_error: 0.3257\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0869 - mean_absolute_error: 0.1998 - val_loss: 0.2070 - val_mean_absolute_error: 0.2911\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0702 - mean_absolute_error: 0.1716 - val_loss: 0.1502 - val_mean_absolute_error: 0.2468\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0536 - mean_absolute_error: 0.1505 - val_loss: 0.1328 - val_mean_absolute_error: 0.2260\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0440 - mean_absolute_error: 0.1344 - val_loss: 0.1236 - val_mean_absolute_error: 0.2084\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0352 - mean_absolute_error: 0.1177 - val_loss: 0.1210 - val_mean_absolute_error: 0.2039\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0276 - mean_absolute_error: 0.0996 - val_loss: 0.0990 - val_mean_absolute_error: 0.1785\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0188 - mean_absolute_error: 0.0822 - val_loss: 0.0945 - val_mean_absolute_error: 0.1715\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0147 - mean_absolute_error: 0.0694 - val_loss: 0.0925 - val_mean_absolute_error: 0.1667\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0119 - mean_absolute_error: 0.0598 - val_loss: 0.0898 - val_mean_absolute_error: 0.1603\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0102 - mean_absolute_error: 0.0547 - val_loss: 0.0876 - val_mean_absolute_error: 0.1528\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0085 - mean_absolute_error: 0.0484 - val_loss: 0.0890 - val_mean_absolute_error: 0.1532\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0074 - mean_absolute_error: 0.0438 - val_loss: 0.0899 - val_mean_absolute_error: 0.1545\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0088 - mean_absolute_error: 0.0500 - val_loss: 0.0911 - val_mean_absolute_error: 0.1547\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0118 - mean_absolute_error: 0.0626 - val_loss: 0.0975 - val_mean_absolute_error: 0.1804\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0131 - mean_absolute_error: 0.0739 - val_loss: 0.0995 - val_mean_absolute_error: 0.1958\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0259 - mean_absolute_error: 0.1062 - val_loss: 0.0897 - val_mean_absolute_error: 0.1621\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0244 - mean_absolute_error: 0.1064 - val_loss: 0.1269 - val_mean_absolute_error: 0.2470\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0292 - mean_absolute_error: 0.1280 - val_loss: 0.1057 - val_mean_absolute_error: 0.1808\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0196 - mean_absolute_error: 0.0944 - val_loss: 0.1162 - val_mean_absolute_error: 0.2125\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0241 - mean_absolute_error: 0.1079 - val_loss: 0.0889 - val_mean_absolute_error: 0.1607\n",
      "2/2 [==============================] - 0s 41ms/step - loss: 0.0889 - mean_absolute_error: 0.1607\n",
      "1/1 [==============================] - 0s 334ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 93\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 165ms/step - loss: 1.0178 - mean_absolute_error: 0.8105 - val_loss: 0.4374 - val_mean_absolute_error: 0.5375\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4755 - mean_absolute_error: 0.5431 - val_loss: 0.3285 - val_mean_absolute_error: 0.4391\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3626 - mean_absolute_error: 0.4586 - val_loss: 0.3265 - val_mean_absolute_error: 0.4346\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3275 - mean_absolute_error: 0.4231 - val_loss: 0.3432 - val_mean_absolute_error: 0.4030\n",
      "Epoch 5/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 90ms/step - loss: 0.2303 - mean_absolute_error: 0.3458 - val_loss: 0.3089 - val_mean_absolute_error: 0.3803\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2006 - mean_absolute_error: 0.3172 - val_loss: 0.2459 - val_mean_absolute_error: 0.3158\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1361 - mean_absolute_error: 0.2502 - val_loss: 0.2045 - val_mean_absolute_error: 0.2942\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1110 - mean_absolute_error: 0.2322 - val_loss: 0.2170 - val_mean_absolute_error: 0.2856\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0896 - mean_absolute_error: 0.1997 - val_loss: 0.2147 - val_mean_absolute_error: 0.2733\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0772 - mean_absolute_error: 0.1839 - val_loss: 0.1856 - val_mean_absolute_error: 0.2400\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0568 - mean_absolute_error: 0.1572 - val_loss: 0.1623 - val_mean_absolute_error: 0.2245\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0470 - mean_absolute_error: 0.1432 - val_loss: 0.1631 - val_mean_absolute_error: 0.2328\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0461 - mean_absolute_error: 0.1378 - val_loss: 0.1544 - val_mean_absolute_error: 0.2211\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0330 - mean_absolute_error: 0.1197 - val_loss: 0.1602 - val_mean_absolute_error: 0.2034\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0261 - mean_absolute_error: 0.1057 - val_loss: 0.1524 - val_mean_absolute_error: 0.1946\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0196 - mean_absolute_error: 0.0887 - val_loss: 0.1369 - val_mean_absolute_error: 0.1928\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0203 - mean_absolute_error: 0.0919 - val_loss: 0.1501 - val_mean_absolute_error: 0.2120\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0252 - mean_absolute_error: 0.0997 - val_loss: 0.1395 - val_mean_absolute_error: 0.1859\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0242 - mean_absolute_error: 0.1031 - val_loss: 0.1450 - val_mean_absolute_error: 0.2024\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0211 - mean_absolute_error: 0.0966 - val_loss: 0.1457 - val_mean_absolute_error: 0.1933\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0142 - mean_absolute_error: 0.0789 - val_loss: 0.1479 - val_mean_absolute_error: 0.1850\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0142 - mean_absolute_error: 0.0775 - val_loss: 0.1437 - val_mean_absolute_error: 0.1812\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0129 - mean_absolute_error: 0.0792 - val_loss: 0.1354 - val_mean_absolute_error: 0.1760\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0104 - mean_absolute_error: 0.0690 - val_loss: 0.1357 - val_mean_absolute_error: 0.1783\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0115 - mean_absolute_error: 0.0721 - val_loss: 0.1403 - val_mean_absolute_error: 0.1765\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0104 - mean_absolute_error: 0.0678 - val_loss: 0.1473 - val_mean_absolute_error: 0.1949\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0196 - mean_absolute_error: 0.0825 - val_loss: 0.1366 - val_mean_absolute_error: 0.1819\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0111 - mean_absolute_error: 0.0692 - val_loss: 0.1316 - val_mean_absolute_error: 0.1726\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0075 - mean_absolute_error: 0.0605 - val_loss: 0.1372 - val_mean_absolute_error: 0.1668\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0060 - mean_absolute_error: 0.0507 - val_loss: 0.1433 - val_mean_absolute_error: 0.1729\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0058 - mean_absolute_error: 0.0552 - val_loss: 0.1372 - val_mean_absolute_error: 0.1646\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0067 - mean_absolute_error: 0.0568 - val_loss: 0.1420 - val_mean_absolute_error: 0.1703\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0077 - mean_absolute_error: 0.0609 - val_loss: 0.1615 - val_mean_absolute_error: 0.2288\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0139 - mean_absolute_error: 0.0823 - val_loss: 0.1626 - val_mean_absolute_error: 0.2222\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.0220 - mean_absolute_error: 0.1075 - val_loss: 0.1364 - val_mean_absolute_error: 0.1778\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0188 - mean_absolute_error: 0.1002 - val_loss: 0.1660 - val_mean_absolute_error: 0.2305\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0234 - mean_absolute_error: 0.1144 - val_loss: 0.1314 - val_mean_absolute_error: 0.2035\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0148 - mean_absolute_error: 0.0911 - val_loss: 0.1175 - val_mean_absolute_error: 0.1950\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0167 - mean_absolute_error: 0.0968 - val_loss: 0.1229 - val_mean_absolute_error: 0.1817\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0149 - mean_absolute_error: 0.0908 - val_loss: 0.1217 - val_mean_absolute_error: 0.1687\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0140 - mean_absolute_error: 0.0914 - val_loss: 0.1419 - val_mean_absolute_error: 0.2152\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0152 - mean_absolute_error: 0.0926 - val_loss: 0.1226 - val_mean_absolute_error: 0.1575\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0093 - mean_absolute_error: 0.0755 - val_loss: 0.1235 - val_mean_absolute_error: 0.1744\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0113 - mean_absolute_error: 0.0784 - val_loss: 0.1261 - val_mean_absolute_error: 0.1873\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0069 - mean_absolute_error: 0.0646 - val_loss: 0.1215 - val_mean_absolute_error: 0.1689\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0053 - mean_absolute_error: 0.0549 - val_loss: 0.1200 - val_mean_absolute_error: 0.1631\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0051 - mean_absolute_error: 0.0517 - val_loss: 0.1211 - val_mean_absolute_error: 0.1553\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0025 - mean_absolute_error: 0.0393 - val_loss: 0.1233 - val_mean_absolute_error: 0.1672\n",
      "2/2 [==============================] - 0s 33ms/step - loss: 0.1233 - mean_absolute_error: 0.1672\n",
      "1/1 [==============================] - 0s 335ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 94\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 6s 154ms/step - loss: 0.7331 - mean_absolute_error: 0.6739 - val_loss: 0.6735 - val_mean_absolute_error: 0.6257\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.3948 - mean_absolute_error: 0.4986 - val_loss: 0.5073 - val_mean_absolute_error: 0.5596\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2432 - mean_absolute_error: 0.3860 - val_loss: 0.4131 - val_mean_absolute_error: 0.4835\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1746 - mean_absolute_error: 0.3162 - val_loss: 0.3795 - val_mean_absolute_error: 0.4483\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1481 - mean_absolute_error: 0.2658 - val_loss: 0.3307 - val_mean_absolute_error: 0.4276\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1037 - mean_absolute_error: 0.2274 - val_loss: 0.2973 - val_mean_absolute_error: 0.3842\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0793 - mean_absolute_error: 0.1998 - val_loss: 0.2763 - val_mean_absolute_error: 0.3551\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0620 - mean_absolute_error: 0.1735 - val_loss: 0.2439 - val_mean_absolute_error: 0.3227\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0449 - mean_absolute_error: 0.1389 - val_loss: 0.2376 - val_mean_absolute_error: 0.3194\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0377 - mean_absolute_error: 0.1286 - val_loss: 0.2351 - val_mean_absolute_error: 0.3059\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0251 - mean_absolute_error: 0.1019 - val_loss: 0.2235 - val_mean_absolute_error: 0.2930\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0198 - mean_absolute_error: 0.0861 - val_loss: 0.2202 - val_mean_absolute_error: 0.2854\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0139 - mean_absolute_error: 0.0728 - val_loss: 0.2051 - val_mean_absolute_error: 0.2709\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0173 - mean_absolute_error: 0.0840 - val_loss: 0.1967 - val_mean_absolute_error: 0.2616\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0258 - mean_absolute_error: 0.1042 - val_loss: 0.2205 - val_mean_absolute_error: 0.3153\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0269 - mean_absolute_error: 0.1121 - val_loss: 0.2136 - val_mean_absolute_error: 0.3021\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0379 - mean_absolute_error: 0.1404 - val_loss: 0.2189 - val_mean_absolute_error: 0.3060\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0350 - mean_absolute_error: 0.1344 - val_loss: 0.1862 - val_mean_absolute_error: 0.2685\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0299 - mean_absolute_error: 0.1180 - val_loss: 0.2096 - val_mean_absolute_error: 0.3066\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0227 - mean_absolute_error: 0.1072 - val_loss: 0.1953 - val_mean_absolute_error: 0.2815\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0148 - mean_absolute_error: 0.0861 - val_loss: 0.1782 - val_mean_absolute_error: 0.2521\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0117 - mean_absolute_error: 0.0746 - val_loss: 0.1834 - val_mean_absolute_error: 0.2756\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0098 - mean_absolute_error: 0.0678 - val_loss: 0.1795 - val_mean_absolute_error: 0.2447\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0062 - mean_absolute_error: 0.0505 - val_loss: 0.1814 - val_mean_absolute_error: 0.2466\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0082 - mean_absolute_error: 0.0537 - val_loss: 0.1829 - val_mean_absolute_error: 0.2533\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0075 - mean_absolute_error: 0.0520 - val_loss: 0.1670 - val_mean_absolute_error: 0.2401\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0069 - mean_absolute_error: 0.0519 - val_loss: 0.1732 - val_mean_absolute_error: 0.2506\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0069 - mean_absolute_error: 0.0536 - val_loss: 0.1632 - val_mean_absolute_error: 0.2326\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0052 - mean_absolute_error: 0.0425 - val_loss: 0.1670 - val_mean_absolute_error: 0.2411\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0046 - mean_absolute_error: 0.0441 - val_loss: 0.1679 - val_mean_absolute_error: 0.2370\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0039 - mean_absolute_error: 0.0366 - val_loss: 0.1655 - val_mean_absolute_error: 0.2272\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0052 - mean_absolute_error: 0.0394 - val_loss: 0.1769 - val_mean_absolute_error: 0.2512\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0049 - mean_absolute_error: 0.0437 - val_loss: 0.1736 - val_mean_absolute_error: 0.2383\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0045 - mean_absolute_error: 0.0389 - val_loss: 0.1642 - val_mean_absolute_error: 0.2298\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0036 - mean_absolute_error: 0.0355 - val_loss: 0.1718 - val_mean_absolute_error: 0.2337\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0030 - mean_absolute_error: 0.0307 - val_loss: 0.1736 - val_mean_absolute_error: 0.2422\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0027 - mean_absolute_error: 0.0295 - val_loss: 0.1729 - val_mean_absolute_error: 0.2329\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0022 - mean_absolute_error: 0.0242 - val_loss: 0.1727 - val_mean_absolute_error: 0.2366\n",
      "2/2 [==============================] - 0s 44ms/step - loss: 0.1727 - mean_absolute_error: 0.2366\n",
      "1/1 [==============================] - 0s 331ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 95\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 155ms/step - loss: 0.9547 - mean_absolute_error: 0.7827 - val_loss: 0.6839 - val_mean_absolute_error: 0.6971\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4925 - mean_absolute_error: 0.5532 - val_loss: 0.4902 - val_mean_absolute_error: 0.5188\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2968 - mean_absolute_error: 0.4218 - val_loss: 0.3606 - val_mean_absolute_error: 0.4616\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2345 - mean_absolute_error: 0.3679 - val_loss: 0.2820 - val_mean_absolute_error: 0.3897\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1766 - mean_absolute_error: 0.3025 - val_loss: 0.2692 - val_mean_absolute_error: 0.3548\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1575 - mean_absolute_error: 0.2795 - val_loss: 0.2368 - val_mean_absolute_error: 0.3374\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1232 - mean_absolute_error: 0.2392 - val_loss: 0.1890 - val_mean_absolute_error: 0.2834\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0938 - mean_absolute_error: 0.2030 - val_loss: 0.1754 - val_mean_absolute_error: 0.2680\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0708 - mean_absolute_error: 0.1723 - val_loss: 0.1380 - val_mean_absolute_error: 0.2354\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0561 - mean_absolute_error: 0.1505 - val_loss: 0.1445 - val_mean_absolute_error: 0.2270\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0478 - mean_absolute_error: 0.1402 - val_loss: 0.1465 - val_mean_absolute_error: 0.2211\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0334 - mean_absolute_error: 0.1139 - val_loss: 0.1204 - val_mean_absolute_error: 0.2001\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0280 - mean_absolute_error: 0.1015 - val_loss: 0.1358 - val_mean_absolute_error: 0.1952\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0228 - mean_absolute_error: 0.0903 - val_loss: 0.1232 - val_mean_absolute_error: 0.1832\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0185 - mean_absolute_error: 0.0783 - val_loss: 0.1154 - val_mean_absolute_error: 0.1754\n",
      "Epoch 16/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0156 - mean_absolute_error: 0.0720 - val_loss: 0.1254 - val_mean_absolute_error: 0.1747\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0122 - mean_absolute_error: 0.0630 - val_loss: 0.1199 - val_mean_absolute_error: 0.1643\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0099 - mean_absolute_error: 0.0531 - val_loss: 0.1155 - val_mean_absolute_error: 0.1585\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0088 - mean_absolute_error: 0.0490 - val_loss: 0.1185 - val_mean_absolute_error: 0.1560\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0073 - mean_absolute_error: 0.0451 - val_loss: 0.1191 - val_mean_absolute_error: 0.1586\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0058 - mean_absolute_error: 0.0403 - val_loss: 0.1143 - val_mean_absolute_error: 0.1511\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0054 - mean_absolute_error: 0.0388 - val_loss: 0.1113 - val_mean_absolute_error: 0.1504\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0050 - mean_absolute_error: 0.0374 - val_loss: 0.1153 - val_mean_absolute_error: 0.1485\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0045 - mean_absolute_error: 0.0352 - val_loss: 0.1214 - val_mean_absolute_error: 0.1554\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0038 - mean_absolute_error: 0.0356 - val_loss: 0.1234 - val_mean_absolute_error: 0.1587\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0040 - mean_absolute_error: 0.0384 - val_loss: 0.1097 - val_mean_absolute_error: 0.1493\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0043 - mean_absolute_error: 0.0411 - val_loss: 0.1033 - val_mean_absolute_error: 0.1600\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0048 - mean_absolute_error: 0.0440 - val_loss: 0.1152 - val_mean_absolute_error: 0.1484\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0069 - mean_absolute_error: 0.0556 - val_loss: 0.1457 - val_mean_absolute_error: 0.1929\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0084 - mean_absolute_error: 0.0616 - val_loss: 0.1505 - val_mean_absolute_error: 0.2027\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0112 - mean_absolute_error: 0.0759 - val_loss: 0.1104 - val_mean_absolute_error: 0.1826\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0176 - mean_absolute_error: 0.0880 - val_loss: 0.1443 - val_mean_absolute_error: 0.2413\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0320 - mean_absolute_error: 0.1203 - val_loss: 0.1283 - val_mean_absolute_error: 0.1732\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0302 - mean_absolute_error: 0.1233 - val_loss: 0.2012 - val_mean_absolute_error: 0.2734\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0256 - mean_absolute_error: 0.1186 - val_loss: 0.1323 - val_mean_absolute_error: 0.2124\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0187 - mean_absolute_error: 0.0941 - val_loss: 0.1211 - val_mean_absolute_error: 0.1710\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0142 - mean_absolute_error: 0.0885 - val_loss: 0.1521 - val_mean_absolute_error: 0.2291\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1521 - mean_absolute_error: 0.2291\n",
      "1/1 [==============================] - 0s 353ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 96\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 155ms/step - loss: 0.6930 - mean_absolute_error: 0.6623 - val_loss: 0.3611 - val_mean_absolute_error: 0.4823\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3564 - mean_absolute_error: 0.4685 - val_loss: 0.4265 - val_mean_absolute_error: 0.5161\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3276 - mean_absolute_error: 0.4419 - val_loss: 0.3717 - val_mean_absolute_error: 0.4571\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2354 - mean_absolute_error: 0.3562 - val_loss: 0.3058 - val_mean_absolute_error: 0.3991\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1845 - mean_absolute_error: 0.3156 - val_loss: 0.3485 - val_mean_absolute_error: 0.4379\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1527 - mean_absolute_error: 0.2762 - val_loss: 0.2758 - val_mean_absolute_error: 0.3793\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1098 - mean_absolute_error: 0.2338 - val_loss: 0.2258 - val_mean_absolute_error: 0.3418\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0743 - mean_absolute_error: 0.1891 - val_loss: 0.2191 - val_mean_absolute_error: 0.3293\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0628 - mean_absolute_error: 0.1669 - val_loss: 0.2230 - val_mean_absolute_error: 0.3281\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0688 - mean_absolute_error: 0.1818 - val_loss: 0.2122 - val_mean_absolute_error: 0.3257\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0525 - mean_absolute_error: 0.1620 - val_loss: 0.2019 - val_mean_absolute_error: 0.2971\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0325 - mean_absolute_error: 0.1206 - val_loss: 0.1721 - val_mean_absolute_error: 0.2614\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0283 - mean_absolute_error: 0.1155 - val_loss: 0.1918 - val_mean_absolute_error: 0.2690\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0182 - mean_absolute_error: 0.0943 - val_loss: 0.1894 - val_mean_absolute_error: 0.2586\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0158 - mean_absolute_error: 0.0859 - val_loss: 0.1810 - val_mean_absolute_error: 0.2527\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0121 - mean_absolute_error: 0.0744 - val_loss: 0.1816 - val_mean_absolute_error: 0.2559\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0107 - mean_absolute_error: 0.0700 - val_loss: 0.1786 - val_mean_absolute_error: 0.2480\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0130 - mean_absolute_error: 0.0698 - val_loss: 0.1829 - val_mean_absolute_error: 0.2510\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0125 - mean_absolute_error: 0.0730 - val_loss: 0.1765 - val_mean_absolute_error: 0.2701\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0102 - mean_absolute_error: 0.0697 - val_loss: 0.1770 - val_mean_absolute_error: 0.2322\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0089 - mean_absolute_error: 0.0591 - val_loss: 0.1753 - val_mean_absolute_error: 0.2601\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0168 - mean_absolute_error: 0.0830 - val_loss: 0.1944 - val_mean_absolute_error: 0.2770\n",
      "2/2 [==============================] - 0s 51ms/step - loss: 0.1944 - mean_absolute_error: 0.2770\n",
      "1/1 [==============================] - 0s 320ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 97\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 156ms/step - loss: 1.0356 - mean_absolute_error: 0.8019 - val_loss: 0.5708 - val_mean_absolute_error: 0.6009\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.5153 - mean_absolute_error: 0.5613 - val_loss: 0.3688 - val_mean_absolute_error: 0.4571\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3533 - mean_absolute_error: 0.4733 - val_loss: 0.3461 - val_mean_absolute_error: 0.4638\n",
      "Epoch 4/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2347 - mean_absolute_error: 0.3730 - val_loss: 0.2850 - val_mean_absolute_error: 0.3819\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1491 - mean_absolute_error: 0.2932 - val_loss: 0.2413 - val_mean_absolute_error: 0.3340\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1016 - mean_absolute_error: 0.2302 - val_loss: 0.2418 - val_mean_absolute_error: 0.3249\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0676 - mean_absolute_error: 0.1928 - val_loss: 0.1907 - val_mean_absolute_error: 0.2737\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0713 - mean_absolute_error: 0.1784 - val_loss: 0.1821 - val_mean_absolute_error: 0.2685\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0659 - mean_absolute_error: 0.1750 - val_loss: 0.1582 - val_mean_absolute_error: 0.2369\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0460 - mean_absolute_error: 0.1436 - val_loss: 0.1576 - val_mean_absolute_error: 0.2274\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0305 - mean_absolute_error: 0.1137 - val_loss: 0.1668 - val_mean_absolute_error: 0.2301\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0258 - mean_absolute_error: 0.1037 - val_loss: 0.1557 - val_mean_absolute_error: 0.2146\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0215 - mean_absolute_error: 0.0937 - val_loss: 0.1339 - val_mean_absolute_error: 0.1935\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0169 - mean_absolute_error: 0.0826 - val_loss: 0.1284 - val_mean_absolute_error: 0.1878\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0134 - mean_absolute_error: 0.0729 - val_loss: 0.1380 - val_mean_absolute_error: 0.1899\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0101 - mean_absolute_error: 0.0621 - val_loss: 0.1427 - val_mean_absolute_error: 0.1975\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0107 - mean_absolute_error: 0.0630 - val_loss: 0.1308 - val_mean_absolute_error: 0.1671\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0086 - mean_absolute_error: 0.0587 - val_loss: 0.1298 - val_mean_absolute_error: 0.1874\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0098 - mean_absolute_error: 0.0661 - val_loss: 0.1334 - val_mean_absolute_error: 0.1855\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0114 - mean_absolute_error: 0.0737 - val_loss: 0.1474 - val_mean_absolute_error: 0.1951\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0100 - mean_absolute_error: 0.0687 - val_loss: 0.1625 - val_mean_absolute_error: 0.2255\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0140 - mean_absolute_error: 0.0814 - val_loss: 0.1382 - val_mean_absolute_error: 0.1682\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0102 - mean_absolute_error: 0.0712 - val_loss: 0.1409 - val_mean_absolute_error: 0.2144\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0171 - mean_absolute_error: 0.0954 - val_loss: 0.1428 - val_mean_absolute_error: 0.1825\n",
      "2/2 [==============================] - 0s 38ms/step - loss: 0.1428 - mean_absolute_error: 0.1825\n",
      "1/1 [==============================] - 0s 320ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 98\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 158ms/step - loss: 1.1128 - mean_absolute_error: 0.8416 - val_loss: 0.4643 - val_mean_absolute_error: 0.5635\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.4579 - mean_absolute_error: 0.5394 - val_loss: 0.3414 - val_mean_absolute_error: 0.4649\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3856 - mean_absolute_error: 0.4902 - val_loss: 0.2579 - val_mean_absolute_error: 0.4156\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2726 - mean_absolute_error: 0.3940 - val_loss: 0.1865 - val_mean_absolute_error: 0.3497\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.2234 - mean_absolute_error: 0.3386 - val_loss: 0.1343 - val_mean_absolute_error: 0.2953\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1730 - mean_absolute_error: 0.2904 - val_loss: 0.1108 - val_mean_absolute_error: 0.2568\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1321 - mean_absolute_error: 0.2432 - val_loss: 0.0935 - val_mean_absolute_error: 0.2306\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1062 - mean_absolute_error: 0.2144 - val_loss: 0.0825 - val_mean_absolute_error: 0.2136\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0833 - mean_absolute_error: 0.1880 - val_loss: 0.0778 - val_mean_absolute_error: 0.1956\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0688 - mean_absolute_error: 0.1687 - val_loss: 0.0719 - val_mean_absolute_error: 0.1881\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0579 - mean_absolute_error: 0.1505 - val_loss: 0.0732 - val_mean_absolute_error: 0.1817\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0442 - mean_absolute_error: 0.1344 - val_loss: 0.0722 - val_mean_absolute_error: 0.1796\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0363 - mean_absolute_error: 0.1200 - val_loss: 0.0712 - val_mean_absolute_error: 0.1667\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0295 - mean_absolute_error: 0.1002 - val_loss: 0.0783 - val_mean_absolute_error: 0.1605\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0253 - mean_absolute_error: 0.0931 - val_loss: 0.0808 - val_mean_absolute_error: 0.1626\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0186 - mean_absolute_error: 0.0833 - val_loss: 0.0909 - val_mean_absolute_error: 0.1740\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0172 - mean_absolute_error: 0.0869 - val_loss: 0.1037 - val_mean_absolute_error: 0.1862\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0192 - mean_absolute_error: 0.0896 - val_loss: 0.1191 - val_mean_absolute_error: 0.1851\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0186 - mean_absolute_error: 0.0898 - val_loss: 0.1230 - val_mean_absolute_error: 0.1995\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0234 - mean_absolute_error: 0.1052 - val_loss: 0.1006 - val_mean_absolute_error: 0.1715\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0240 - mean_absolute_error: 0.1079 - val_loss: 0.1142 - val_mean_absolute_error: 0.2284\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0288 - mean_absolute_error: 0.1296 - val_loss: 0.1044 - val_mean_absolute_error: 0.1920\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0315 - mean_absolute_error: 0.1265 - val_loss: 0.1691 - val_mean_absolute_error: 0.2735\n",
      "2/2 [==============================] - 0s 49ms/step - loss: 0.1691 - mean_absolute_error: 0.2735\n",
      "1/1 [==============================] - 0s 340ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 99\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 153ms/step - loss: 0.9236 - mean_absolute_error: 0.7446 - val_loss: 0.6030 - val_mean_absolute_error: 0.5919\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.4072 - mean_absolute_error: 0.5109 - val_loss: 0.3099 - val_mean_absolute_error: 0.4271\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2871 - mean_absolute_error: 0.4116 - val_loss: 0.2189 - val_mean_absolute_error: 0.3762\n",
      "Epoch 4/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 98ms/step - loss: 0.2041 - mean_absolute_error: 0.3399 - val_loss: 0.2008 - val_mean_absolute_error: 0.3380\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1461 - mean_absolute_error: 0.2889 - val_loss: 0.1827 - val_mean_absolute_error: 0.3200\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1087 - mean_absolute_error: 0.2398 - val_loss: 0.1813 - val_mean_absolute_error: 0.2792\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1036 - mean_absolute_error: 0.2239 - val_loss: 0.1928 - val_mean_absolute_error: 0.3090\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0787 - mean_absolute_error: 0.1906 - val_loss: 0.1428 - val_mean_absolute_error: 0.2613\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0570 - mean_absolute_error: 0.1639 - val_loss: 0.1240 - val_mean_absolute_error: 0.2235\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0363 - mean_absolute_error: 0.1267 - val_loss: 0.1091 - val_mean_absolute_error: 0.2060\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0269 - mean_absolute_error: 0.1041 - val_loss: 0.0998 - val_mean_absolute_error: 0.1841\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0196 - mean_absolute_error: 0.0809 - val_loss: 0.0923 - val_mean_absolute_error: 0.1727\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0158 - mean_absolute_error: 0.0696 - val_loss: 0.0873 - val_mean_absolute_error: 0.1584\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0118 - mean_absolute_error: 0.0573 - val_loss: 0.0841 - val_mean_absolute_error: 0.1473\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0090 - mean_absolute_error: 0.0474 - val_loss: 0.0824 - val_mean_absolute_error: 0.1417\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0076 - mean_absolute_error: 0.0430 - val_loss: 0.0809 - val_mean_absolute_error: 0.1427\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0054 - mean_absolute_error: 0.0432 - val_loss: 0.0860 - val_mean_absolute_error: 0.1525\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0056 - mean_absolute_error: 0.0389 - val_loss: 0.0822 - val_mean_absolute_error: 0.1418\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0066 - mean_absolute_error: 0.0476 - val_loss: 0.0821 - val_mean_absolute_error: 0.1404\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0078 - mean_absolute_error: 0.0562 - val_loss: 0.0968 - val_mean_absolute_error: 0.1683\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0077 - mean_absolute_error: 0.0610 - val_loss: 0.0876 - val_mean_absolute_error: 0.1421\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0128 - mean_absolute_error: 0.0801 - val_loss: 0.0997 - val_mean_absolute_error: 0.2089\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0183 - mean_absolute_error: 0.0970 - val_loss: 0.0984 - val_mean_absolute_error: 0.1899\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0231 - mean_absolute_error: 0.1103 - val_loss: 0.1002 - val_mean_absolute_error: 0.1778\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0224 - mean_absolute_error: 0.1070 - val_loss: 0.1227 - val_mean_absolute_error: 0.2255\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0255 - mean_absolute_error: 0.1205 - val_loss: 0.0934 - val_mean_absolute_error: 0.1933\n",
      "2/2 [==============================] - 0s 36ms/step - loss: 0.0934 - mean_absolute_error: 0.1933\n",
      "1/1 [==============================] - 0s 321ms/step\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Fold number: 100\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 145ms/step - loss: 1.1780 - mean_absolute_error: 0.9100 - val_loss: 0.7022 - val_mean_absolute_error: 0.6786\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.6832 - mean_absolute_error: 0.6414 - val_loss: 0.3331 - val_mean_absolute_error: 0.4517\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4561 - mean_absolute_error: 0.4987 - val_loss: 0.3729 - val_mean_absolute_error: 0.4842\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3688 - mean_absolute_error: 0.4631 - val_loss: 0.2761 - val_mean_absolute_error: 0.4103\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3177 - mean_absolute_error: 0.4063 - val_loss: 0.2147 - val_mean_absolute_error: 0.3526\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2631 - mean_absolute_error: 0.3584 - val_loss: 0.2101 - val_mean_absolute_error: 0.3564\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2028 - mean_absolute_error: 0.3170 - val_loss: 0.1810 - val_mean_absolute_error: 0.3268\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.1698 - mean_absolute_error: 0.2823 - val_loss: 0.1668 - val_mean_absolute_error: 0.2911\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1533 - mean_absolute_error: 0.2655 - val_loss: 0.1251 - val_mean_absolute_error: 0.2596\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1159 - mean_absolute_error: 0.2346 - val_loss: 0.1106 - val_mean_absolute_error: 0.2405\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0998 - mean_absolute_error: 0.2120 - val_loss: 0.1004 - val_mean_absolute_error: 0.2269\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0791 - mean_absolute_error: 0.1880 - val_loss: 0.0914 - val_mean_absolute_error: 0.2083\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0722 - mean_absolute_error: 0.1734 - val_loss: 0.0977 - val_mean_absolute_error: 0.2066\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0880 - mean_absolute_error: 0.2001 - val_loss: 0.0865 - val_mean_absolute_error: 0.2061\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0782 - mean_absolute_error: 0.1947 - val_loss: 0.0935 - val_mean_absolute_error: 0.2175\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0671 - mean_absolute_error: 0.1696 - val_loss: 0.0747 - val_mean_absolute_error: 0.1864\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0490 - mean_absolute_error: 0.1495 - val_loss: 0.0754 - val_mean_absolute_error: 0.1894\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0425 - mean_absolute_error: 0.1289 - val_loss: 0.0700 - val_mean_absolute_error: 0.1762\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0366 - mean_absolute_error: 0.1131 - val_loss: 0.0658 - val_mean_absolute_error: 0.1674\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0310 - mean_absolute_error: 0.1048 - val_loss: 0.0663 - val_mean_absolute_error: 0.1654\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0273 - mean_absolute_error: 0.0964 - val_loss: 0.0653 - val_mean_absolute_error: 0.1615\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0237 - mean_absolute_error: 0.0901 - val_loss: 0.0624 - val_mean_absolute_error: 0.1580\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0206 - mean_absolute_error: 0.0828 - val_loss: 0.0654 - val_mean_absolute_error: 0.1556\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0186 - mean_absolute_error: 0.0773 - val_loss: 0.0660 - val_mean_absolute_error: 0.1562\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0166 - mean_absolute_error: 0.0714 - val_loss: 0.0641 - val_mean_absolute_error: 0.1483\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0139 - mean_absolute_error: 0.0664 - val_loss: 0.0599 - val_mean_absolute_error: 0.1413\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0121 - mean_absolute_error: 0.0634 - val_loss: 0.0611 - val_mean_absolute_error: 0.1412\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0107 - mean_absolute_error: 0.0615 - val_loss: 0.0679 - val_mean_absolute_error: 0.1485\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0093 - mean_absolute_error: 0.0552 - val_loss: 0.0690 - val_mean_absolute_error: 0.1457\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0094 - mean_absolute_error: 0.0583 - val_loss: 0.0593 - val_mean_absolute_error: 0.1355\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0072 - mean_absolute_error: 0.0511 - val_loss: 0.0561 - val_mean_absolute_error: 0.1375\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0090 - mean_absolute_error: 0.0608 - val_loss: 0.0575 - val_mean_absolute_error: 0.1320\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0108 - mean_absolute_error: 0.0718 - val_loss: 0.0828 - val_mean_absolute_error: 0.1739\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0133 - mean_absolute_error: 0.0786 - val_loss: 0.1060 - val_mean_absolute_error: 0.2017\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0196 - mean_absolute_error: 0.0941 - val_loss: 0.0747 - val_mean_absolute_error: 0.1610\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0331 - mean_absolute_error: 0.1109 - val_loss: 0.0743 - val_mean_absolute_error: 0.1782\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0247 - mean_absolute_error: 0.1102 - val_loss: 0.0699 - val_mean_absolute_error: 0.1746\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0270 - mean_absolute_error: 0.1146 - val_loss: 0.0843 - val_mean_absolute_error: 0.1763\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0188 - mean_absolute_error: 0.1025 - val_loss: 0.0805 - val_mean_absolute_error: 0.1674\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0199 - mean_absolute_error: 0.1048 - val_loss: 0.0653 - val_mean_absolute_error: 0.1744\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0207 - mean_absolute_error: 0.1047 - val_loss: 0.0677 - val_mean_absolute_error: 0.1578\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.0677 - mean_absolute_error: 0.1578\n",
      "1/1 [==============================] - 0s 323ms/step\n"
     ]
    }
   ],
   "source": [
    "for SEED in seeds:\n",
    "    \n",
    "    file = \"/data/fast0/datasets/Rhone_data_continuous_highpass.h5\"\n",
    "\n",
    "    filt = 'Highpass'\n",
    "\n",
    "    #window_width = [1,2,5, 200]\n",
    "    #window_width = [350, 400, 450, 500]\n",
    "    ww = 200\n",
    "    bs = 32\n",
    "\n",
    "    random.seed(SEED)\n",
    "    np.random.seed(SEED)\n",
    "    tf.random.set_seed(SEED)\n",
    "\n",
    "\n",
    "\n",
    "    linear_model, lstm_model, dnn_model, df_all_chan, das_data_all, f = d2d.import_data(filename = file)\n",
    "\n",
    "    da = df_all_chan.to_numpy()\n",
    "\n",
    "    multi_step_window_shuffled = d2d.WindowGenerator(df_all_chan,\n",
    "                                                    input_width=ww,\n",
    "                                                    label_width=1, \n",
    "                                                    shift=0,\n",
    "                                                    label_columns=['Discharge'],\n",
    "                                                    input_columns=list(np.arange(0,2308,1)),\n",
    "                                                    shuffle=True,\n",
    "                                                    batch_size=bs)\n",
    "    print(\"Fold number: \"+str(SEED))\n",
    "    \n",
    "    history['lstm_'+str(ww)+'_'+filt+'_Fold:'+str(SEED)] = d2d.compile_and_fit(lstm_model, multi_step_window_shuffled, learning_rate = 0.001)\n",
    "\n",
    "    val_performance['lstm_'+str(ww)+'_'+filt+'_Fold:'+str(SEED)] = lstm_model.evaluate(multi_step_window_shuffled.val)\n",
    "    performance['lstm_'+str(ww)+'_'+filt+'_Fold:'+str(SEED)] = lstm_model.evaluate(multi_step_window_shuffled.test, verbose=0)\n",
    "    \n",
    "    pred_on_test = lstm_model.predict(multi_step_window_shuffled.test).squeeze()\n",
    "    pred_on_test = np.asarray(pred_on_test)\n",
    "    #pred_on_test = pred_on_test[:,-1]\n",
    "    predictions_test = (pred_on_test * multi_step_window_shuffled.dis_std) + multi_step_window_shuffled.dis_mean\n",
    "    \n",
    "    test_true_dis = []\n",
    "\n",
    "    for i in multi_step_window_shuffled.test.as_numpy_iterator():\n",
    "        test_true_dis.append(i[1])\n",
    "\n",
    "    test_true_dis = (test_true_dis[0].squeeze() * multi_step_window_shuffled.dis_std) + multi_step_window_shuffled.dis_mean\n",
    "    \n",
    "    residuals['Run ' + str(SEED)] = predictions_test - test_true_dis\n",
    "    true_discharge_vals['Run ' + str(SEED)] = test_true_dis\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f0e269e0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c9e80b1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "mae = []\n",
    "loss = []\n",
    "for i in performance:\n",
    "    mae.append(performance[str(i)][-1])\n",
    "    \n",
    "for i in performance:\n",
    "    loss.append(performance[str(i)][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "08a4b382",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "fig.patch.set_facecolor('white')\n",
    "#ax.set_title('LSTM Model Bootstrap')\n",
    "ax.grid()\n",
    "ax.hist(np.asarray(mae), bins = 20, color='steelblue', label='Mean Absolute Error (MAE)')\n",
    "ax.annotate('Mean: '+str(np.mean(mae, dtype=np.float16)), (.254, 9.4))\n",
    "ax.annotate('Standard Deviation: '+str(np.std(mae, dtype=np.float16)), (.254, 8.7))\n",
    "#ax.hist(np.asarray(loss), bins = 30, color='brown', label='Loss - Mean Squared Error')\n",
    "ax.set_ylabel('Count')\n",
    "ax.set_xlabel('Mean Absolute Error (MAE)')\n",
    "\n",
    "fig.savefig('LSTM_bootstrap_testSet.eps')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "45f5bfb7",
   "metadata": {},
   "outputs": [],
   "source": [
    "mae = np.asarray(mae)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "c28997f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "q3 = np.percentile(mae, .75)\n",
    "q1 = np.percentile(mae, .25)\n",
    "iqr = q3 -q1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "63a93887",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.005243909731507318\n",
      "0.049110171372973306\n"
     ]
    }
   ],
   "source": [
    "print(iqr)\n",
    "print(mae.std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "b008e5ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "132.7708447875568"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "0.3 / (2*(iqr/np.cbrt(len(mae))))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa551ba3",
   "metadata": {},
   "source": [
    "# Trying to parallelize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ed26828e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import random\n",
    "import sys\n",
    "import eli5\n",
    "\n",
    "import d2d\n",
    "import importlib\n",
    "importlib.reload(d2d)\n",
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "from joblib import Parallel, delayed\n",
    "\n",
    "from multiprocessing import Process, Manager\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "e3c5614f",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def bootstrapping(history, performance, SEED):\n",
    "    \n",
    "    file = \"/data/fast0/datasets/Rhone_data_continuous_highpass.h5\"\n",
    "\n",
    "    filt = 'Highpass'\n",
    "\n",
    "    #window_width = [1,2,5, 200]\n",
    "    #window_width = [350, 400, 450, 500]\n",
    "    ww = 200\n",
    "    bs = 32\n",
    "\n",
    "    random.seed(SEED)\n",
    "    np.random.seed(SEED)\n",
    "    tf.random.set_seed(SEED)\n",
    "\n",
    "\n",
    "\n",
    "    linear_model, lstm_model, dnn_model,  df_all_chan,  input_columns, das_data_all, f  = d2d.import_data(filename = file)\n",
    "\n",
    "    da = df_all_chan.to_numpy()\n",
    "\n",
    "    multi_step_window_shuffled = d2d.WindowGenerator(df_all_chan,\n",
    "                                                    input_width=ww,\n",
    "                                                    label_width=1, \n",
    "                                                    shift=0,\n",
    "                                                    label_columns=['Discharge'],\n",
    "                                                    input_columns=input_columns,\n",
    "                                                    shuffle=True,\n",
    "                                                    batch_size=bs)\n",
    "    print(\"Fold number: \"+str(SEED))\n",
    "    \n",
    "    history['lstm_'+str(ww)+'_'+filt+'_Fold:'+str(SEED)] = d2d.compile_and_fit(lstm_model, multi_step_window_shuffled, learning_rate = 0.001)\n",
    "\n",
    "    val_performance['lstm_'+str(ww)+'_'+filt+'_Fold:'+str(SEED)] = lstm_model.evaluate(multi_step_window_shuffled.val)\n",
    "    performance['lstm_'+str(ww)+'_'+filt+'_Fold:'+str(SEED)] = lstm_model.evaluate(multi_step_window_shuffled.test, verbose=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "770c72f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "e957ac89",
   "metadata": {},
   "outputs": [],
   "source": [
    "manager = Manager()\n",
    "history = manager.dict()\n",
    "performance = manager.dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "591a0681",
   "metadata": {},
   "outputs": [],
   "source": [
    "job = [Process(target=bootstrapping, args=(history, performance, i)) for i in range(51)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "21e8ea8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "_ = [p.start() for p in job]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "04517535",
   "metadata": {},
   "outputs": [],
   "source": [
    "_ = [p.join() for p in job]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "9e2a832d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{}\n"
     ]
    }
   ],
   "source": [
    "print(performance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "369db3b0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "387c2ade",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29a4ddd6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "af403bc4",
   "metadata": {},
   "source": [
    "# residuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d04ef3fd",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'plt' 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 [2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m \u001b[43mplt\u001b[49m\u001b[38;5;241m.\u001b[39msubplots(figsize \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m10\u001b[39m,\u001b[38;5;241m8\u001b[39m))\n\u001b[1;32m      2\u001b[0m fig\u001b[38;5;241m.\u001b[39mpatch\u001b[38;5;241m.\u001b[39mset_facecolor(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwhite\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i, j \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(residuals\u001b[38;5;241m.\u001b[39mvalues(), true_discharge_vals\u001b[38;5;241m.\u001b[39mvalues()):\n",
      "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined"
     ]
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (10,8))\n",
    "fig.patch.set_facecolor('white')\n",
    "\n",
    "for i, j in zip(residuals.values(), true_discharge_vals.values()):\n",
    "    ax.scatter(j , i, facecolor = 'None', edgecolor='steelblue')\n",
    "#     print(i)\n",
    "#     print(j)\n",
    "ax.set_ylabel('Residual (m$^3$/s)', size = 12)\n",
    "ax.set_xlabel('True Discharge (m$^3$/s)', size = 12)\n",
    "ax.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "fa43c2b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_residuals = []\n",
    "for i, j in zip(residuals.values(), true_discharge_vals.values()):\n",
    "    mean_residuals.append(i)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "6bd51031",
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_residuals = np.asarray(mean_residuals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "7b5bfa85",
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_residuals = mean_residuals.reshape(mean_residuals.shape[0]*mean_residuals.shape[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "74f74aaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_res = mean_residuals.mean()\n",
    "std_dev_res = mean_residuals.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "7d12a008",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9454294"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "std_dev_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "380abee7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "285fe06d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "70d22e62",
   "metadata": {},
   "source": [
    "# HeatMap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "22641b3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "trueD = []\n",
    "resD = []\n",
    "\n",
    "for i, j in zip(residuals.values(), true_discharge_vals.values()):\n",
    "    #ax.scatter(j , i, facecolor = 'None', edgecolor='steelblue')\n",
    "    resD.append(i)\n",
    "    trueD.append(j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c3f74ef5",
   "metadata": {},
   "outputs": [],
   "source": [
    "trueD = np.asarray(trueD)\n",
    "resD = np.asarray(resD)\n",
    "trueD = np.reshape(trueD, trueD.shape[0]*trueD.shape[1])\n",
    "resD = np.reshape(resD, resD.shape[0]*resD.shape[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c10cd997",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'plt' 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 [4], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m \u001b[43mplt\u001b[49m\u001b[38;5;241m.\u001b[39msubplots(figsize \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m10\u001b[39m,\u001b[38;5;241m8\u001b[39m))\n\u001b[1;32m      2\u001b[0m fig\u001b[38;5;241m.\u001b[39mpatch\u001b[38;5;241m.\u001b[39mset_facecolor(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwhite\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m      4\u001b[0m c \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39mhist2d(trueD, resD, bins\u001b[38;5;241m=\u001b[39m[\u001b[38;5;241m18\u001b[39m,\u001b[38;5;241m18\u001b[39m])\n",
      "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined"
     ]
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (10,8))\n",
    "fig.patch.set_facecolor('white')\n",
    "\n",
    "c = ax.hist2d(trueD, resD, bins=[18,18])\n",
    "ax.set_ylabel('Residual (m$^3$/s)', size = 12)\n",
    "ax.set_xlabel('True Discharge (m$^3$/s)', size = 12)\n",
    "ax.grid()\n",
    "\n",
    "cbar = fig.colorbar(c[3], ax=ax)\n",
    "cbar.set_label('Count', rotation=270)\n",
    "\n",
    "fig.savefig('LSTM_bootstrap_testSet_heatmap.eps')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d29cac7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf7c0ace",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}