LSTM_only_using_accumulation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a5c0044b",
   "metadata": {},
   "outputs": [],
   "source": [
    "###Globals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6018605b",
   "metadata": {},
   "outputs": [],
   "source": [
    "history = {}\n",
    "val_performance = {}\n",
    "performance = {}\n",
    "\n",
    "SEED = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb39ced2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "d27e688d",
   "metadata": {},
   "source": [
    "# Only using accumulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8436d3cf",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8cfb5f54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-7-8778b8004c7e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     39\u001b[0m \u001b[0mda\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_all_chan\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_numpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 41\u001b[0;31m multi_step_window_shuffled = d2d.WindowGenerator(df_all_chan,\n\u001b[0m\u001b[1;32m     42\u001b[0m                                                 \u001b[0minput_width\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mww\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m                                                 \u001b[0mlabel_width\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/notebooks/das-to-discharge/d2d.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, df, input_width, label_width, shift, label_columns, input_columns, shuffle, batch_size)\u001b[0m\n\u001b[1;32m    140\u001b[0m         \u001b[0mtest_discharge_normed\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    141\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 142\u001b[0;31m         \u001b[0;32mfor\u001b[0m \u001b[0melement\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtest_ds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_numpy_iterator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    143\u001b[0m             \u001b[0mnorm_chan\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0melement\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mchan_mean\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mchan_std\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    144\u001b[0m             \u001b[0mnorm_dis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0melement\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mdis_mean\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mdis_std\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/data/ops/dataset_ops.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   4192\u001b[0m       \u001b[0;32mreturn\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4193\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4194\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mnest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap_structure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mto_numpy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_iterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4195\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4196\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/data/ops/iterator_ops.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    759\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m__next__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    760\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 761\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_internal\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    762\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOutOfRangeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    763\u001b[0m       \u001b[0;32mraise\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/data/ops/iterator_ops.py\u001b[0m in \u001b[0;36m_next_internal\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    742\u001b[0m     \u001b[0;31m# to communicate that there is no more data to iterate over.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    743\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecution_mode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSYNC\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 744\u001b[0;31m       ret = gen_dataset_ops.iterator_get_next(\n\u001b[0m\u001b[1;32m    745\u001b[0m           \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_iterator_resource\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    746\u001b[0m           \u001b[0moutput_types\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_flat_output_types\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.9/site-packages/tensorflow/python/ops/gen_dataset_ops.py\u001b[0m in \u001b[0;36miterator_get_next\u001b[0;34m(iterator, output_types, output_shapes, name)\u001b[0m\n\u001b[1;32m   2721\u001b[0m   \u001b[0;32mif\u001b[0m \u001b[0mtld\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_eager\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2722\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2723\u001b[0;31m       _result = pywrap_tfe.TFE_Py_FastPathExecute(\n\u001b[0m\u001b[1;32m   2724\u001b[0m         \u001b[0m_ctx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"IteratorGetNext\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"output_types\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutput_types\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2725\u001b[0m         \"output_shapes\", output_shapes)\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "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",
    "\n",
    "random.seed(SEED)\n",
    "np.random.seed(SEED)\n",
    "tf.random.set_seed(SEED)\n",
    "\n",
    "\n",
    "\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",
    "input_columns = list(np.arange(1600, 2308, 1))\n",
    "\n",
    "\n",
    "linear_model, lstm_model, dnn_model, df_all_chan, das_data_all, f  = d2d.import_data(filename = file, input_columns = input_columns)\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",
    "\n",
    "history['lstm_accumulation'] = d2d.compile_and_fit(lstm_model, multi_step_window_shuffled, learning_rate = 0.001)\n",
    "\n",
    "val_performance['lstm_accumulation'] = lstm_model.evaluate(multi_step_window_shuffled.val)\n",
    "performance['lstm_accumulation'] = lstm_model.evaluate(multi_step_window_shuffled.test, verbose=0)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5,5))\n",
    "fig.patch.set_facecolor('white')\n",
    "ax.plot(history['lstm_accumulation'].history['loss'], label='Train Loss',linewidth=3, c='steelblue')\n",
    "ax.plot(history['lstm_accumulation'].history['val_loss'], label='Val Loss',linewidth=3, c='brown')\n",
    "ax.set_xlabel('Epoch')\n",
    "ax.set_ylabel('Loss')\n",
    "ax.set_title('LSTM - Only Using Accumulation Zone')\n",
    "ax.legend()\n",
    "ax.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b23aa74d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4125026c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "802fa6ff",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "17e5787c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "90f52cf1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "1be037c5",
   "metadata": {},
   "source": [
    "# Only using ablation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c6f5f22",
   "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",
    "random.seed(SEED)\n",
    "np.random.seed(SEED)\n",
    "tf.random.set_seed(SEED)\n",
    "\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",
    "input_columns = list(np.arange(0, 1600, 1))\n",
    "\n",
    "\n",
    "linear_model, lstm_model, dnn_model, df_all_chan, das_data_all, f  = d2d.import_data(filename = file, input_columns = input_columns)\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",
    "\n",
    "history['lstm_ablation'] = d2d.compile_and_fit(lstm_model, multi_step_window_shuffled, learning_rate = 0.001)\n",
    "\n",
    "val_performance['lstm_ablation'] = lstm_model.evaluate(multi_step_window_shuffled.val)\n",
    "performance['lstm_ablation'] = lstm_model.evaluate(multi_step_window_shuffled.test, verbose=0)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5,5))\n",
    "fig.patch.set_facecolor('white')\n",
    "ax.plot(history['lstm_ablation'].history['loss'], label='Train Loss',linewidth=3, c='steelblue')\n",
    "ax.plot(history['lstm_ablation'].history['val_loss'], label='Val Loss',linewidth=3, c='brown')\n",
    "ax.set_xlabel('Epoch')\n",
    "ax.set_ylabel('Loss')\n",
    "ax.set_title('LSTM - Only Using Ablation Zone')\n",
    "ax.legend()\n",
    "ax.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ddb33c3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d089e9c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "87c19941",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f0cd322b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "845b336a",
   "metadata": {},
   "source": [
    "# Using the whole cable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d996ec7",
   "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",
    "random.seed(SEED)\n",
    "np.random.seed(SEED)\n",
    "tf.random.set_seed(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",
    "input_columns = list(np.arange(0, 2308, 1))\n",
    "\n",
    "\n",
    "linear_model, lstm_model, dnn_model, df_all_chan, das_data_all, f  = d2d.import_data(filename = file, input_columns = input_columns)\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",
    "\n",
    "history['lstm_whole_cable'] = d2d.compile_and_fit(lstm_model, multi_step_window_shuffled, learning_rate = 0.001)\n",
    "\n",
    "val_performance['lstm_whole_cable'] = lstm_model.evaluate(multi_step_window_shuffled.val)\n",
    "performance['lstm_whole_cable'] = lstm_model.evaluate(multi_step_window_shuffled.test, verbose=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0d42567d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0eeb904d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5,5))\n",
    "fig.patch.set_facecolor('white')\n",
    "ax.plot(history['lstm_whole_cable'].history['loss'], label='Train Loss',linewidth=3, c='steelblue')\n",
    "ax.plot(history['lstm_whole_cable'].history['val_loss'], label='Val Loss',linewidth=3, c='brown')\n",
    "ax.set_xlabel('Epoch')\n",
    "ax.set_ylabel('Loss')\n",
    "ax.set_title('LSTM - Whole Cable')\n",
    "ax.legend()\n",
    "ax.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dd7c2089",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1cb17edd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c1046f29",
   "metadata": {},
   "source": [
    "# All plots together"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c127c294",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d0bfa21f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7,7))\n",
    "fig.patch.set_facecolor('white')\n",
    "\n",
    "#Whole Cable\n",
    "ax.plot(history['lstm_whole_cable'].history['val_loss'],linewidth=2, label='Val Loss',linestyle = '--',c='black')\n",
    "ax.plot(history['lstm_whole_cable'].history['val_loss'],linewidth=2, linestyle = '--',c='purple')\n",
    "ax.plot(history['lstm_whole_cable'].history['loss'], label='Whole Cable',linewidth=2, c='purple')\n",
    "\n",
    "#Accumulation\n",
    "ax.plot(history['lstm_accumulation'].history['loss'], label='Accumulation Zone',linewidth=2, c='darkorange')\n",
    "ax.plot(history['lstm_accumulation'].history['val_loss'],linewidth=2, linestyle = '--',c='darkorange')\n",
    "\n",
    "#Ablation\n",
    "ax.plot(history['lstm_ablation'].history['loss'], label='Ablation Zone',linewidth=2, c='forestgreen')\n",
    "ax.plot(history['lstm_ablation'].history['val_loss'],linewidth=2, linestyle = '--',c='forestgreen')\n",
    "\n",
    "ax.set_xlabel('Epoch')\n",
    "ax.set_ylabel('Loss')\n",
    "ax.set_title('LSTM - Cable Sensitivity')\n",
    "ax.legend()\n",
    "ax.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8b560d4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30626b27",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec6f27c9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "2f14d23c",
   "metadata": {},
   "source": [
    "# Test Performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7b2d0427",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-03 15:00:36.092347: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudart.so.11.0\n"
     ]
    },
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'attr'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "Cell \u001b[0;32mIn [1], line 5\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mrandom\u001b[39;00m\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01msys\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01meli5\u001b[39;00m\n\u001b[1;32m      7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01md2d\u001b[39;00m\n\u001b[1;32m      8\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mimportlib\u001b[39;00m\n",
      "File \u001b[0;32m~/.local/lib/python3.9/site-packages/eli5/__init__.py:6\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m__future__\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m absolute_import\n\u001b[1;32m      4\u001b[0m __version__ \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m0.11.0\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m----> 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mformatters\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[1;32m      7\u001b[0m     format_as_html,\n\u001b[1;32m      8\u001b[0m     format_html_styles,\n\u001b[1;32m      9\u001b[0m     format_as_text,\n\u001b[1;32m     10\u001b[0m     format_as_dict,\n\u001b[1;32m     11\u001b[0m )\n\u001b[1;32m     12\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexplain\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m explain_weights, explain_prediction\n\u001b[1;32m     13\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msklearn\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m explain_weights_sklearn, explain_prediction_sklearn\n",
      "File \u001b[0;32m~/.local/lib/python3.9/site-packages/eli5/formatters/__init__.py:8\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# -*- coding: utf-8 -*-\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;124;03mFunctions to convert explanations to human-digestible formats.\u001b[39;00m\n\u001b[1;32m      4\u001b[0m \n\u001b[1;32m      5\u001b[0m \u001b[38;5;124;03mTODO: IPython integration, customizability.\u001b[39;00m\n\u001b[1;32m      6\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtext\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m format_as_text\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mhtml\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m format_as_html, format_html_styles\n\u001b[1;32m     10\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
      "File \u001b[0;32m~/.local/lib/python3.9/site-packages/eli5/formatters/text.py:8\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtabulate\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m tabulate\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtyping\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m List, Optional, Iterator\n\u001b[0;32m----> 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01meli5\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbase\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Explanation, FeatureImportances\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m fields\n\u001b[1;32m     10\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfeatures\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FormattedFeatureName\n",
      "File \u001b[0;32m~/.local/lib/python3.9/site-packages/eli5/base.py:6\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtyping\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Any, List, Tuple, Union, Optional\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m----> 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbase_utils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m attrs\n\u001b[1;32m      7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mformatters\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfeatures\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FormattedFeatureName\n\u001b[1;32m     10\u001b[0m \u001b[38;5;66;03m# @attrs decorator used in this file calls @attr.s(slots=True),\u001b[39;00m\n\u001b[1;32m     11\u001b[0m \u001b[38;5;66;03m# creating attr.ib entries based on the signature of __init__.\u001b[39;00m\n",
      "File \u001b[0;32m~/.local/lib/python3.9/site-packages/eli5/base_utils.py:7\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mImportError\u001b[39;00m:\n\u001b[1;32m      4\u001b[0m     \u001b[38;5;66;03m# python 2\u001b[39;00m\n\u001b[1;32m      5\u001b[0m     \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01minspect\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m getargspec \u001b[38;5;28;01mas\u001b[39;00m getfullargspec  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[0;32m----> 7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mattr\u001b[39;00m\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m     10\u001b[0m     \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfunctools\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m singledispatch\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'attr'"
     ]
    }
   ],
   "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": 9,
   "id": "4c3d4834",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-9-237bafb3eb1c>:21: DeprecationWarning: Seeding based on hashing is deprecated\n",
      "since Python 3.9 and will be removed in a subsequent version. The only \n",
      "supported seed types are: None, int, float, str, bytes, and bytearray.\n",
      "  random.seed(SEED)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 279ms/step - loss: 0.8887 - mean_absolute_error: 0.7776 - val_loss: 0.7887 - val_mean_absolute_error: 0.6860\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 2s 240ms/step - loss: 0.5029 - mean_absolute_error: 0.5529 - val_loss: 0.5611 - val_mean_absolute_error: 0.5170\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 2s 241ms/step - loss: 0.3165 - mean_absolute_error: 0.4408 - val_loss: 0.4277 - val_mean_absolute_error: 0.4563\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 2s 244ms/step - loss: 0.2538 - mean_absolute_error: 0.3796 - val_loss: 0.4809 - val_mean_absolute_error: 0.4639\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 2s 241ms/step - loss: 0.1986 - mean_absolute_error: 0.3231 - val_loss: 0.3820 - val_mean_absolute_error: 0.4363\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 2s 239ms/step - loss: 0.1726 - mean_absolute_error: 0.2924 - val_loss: 0.3534 - val_mean_absolute_error: 0.3879\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 2s 239ms/step - loss: 0.1276 - mean_absolute_error: 0.2560 - val_loss: 0.2952 - val_mean_absolute_error: 0.3405\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 2s 237ms/step - loss: 0.0943 - mean_absolute_error: 0.2126 - val_loss: 0.2490 - val_mean_absolute_error: 0.3149\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 2s 238ms/step - loss: 0.0738 - mean_absolute_error: 0.1902 - val_loss: 0.2182 - val_mean_absolute_error: 0.2872\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 2s 237ms/step - loss: 0.0592 - mean_absolute_error: 0.1673 - val_loss: 0.1919 - val_mean_absolute_error: 0.2638\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 2s 238ms/step - loss: 0.0530 - mean_absolute_error: 0.1528 - val_loss: 0.1695 - val_mean_absolute_error: 0.2373\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 2s 241ms/step - loss: 0.0385 - mean_absolute_error: 0.1317 - val_loss: 0.1686 - val_mean_absolute_error: 0.2273\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 193ms/step - loss: 0.0302 - mean_absolute_error: 0.1143 - val_loss: 0.1308 - val_mean_absolute_error: 0.2024\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0266 - mean_absolute_error: 0.1058 - val_loss: 0.1291 - val_mean_absolute_error: 0.1894\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0237 - mean_absolute_error: 0.0991 - val_loss: 0.1337 - val_mean_absolute_error: 0.2099\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0207 - mean_absolute_error: 0.0954 - val_loss: 0.1472 - val_mean_absolute_error: 0.1902\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0186 - mean_absolute_error: 0.0876 - val_loss: 0.1314 - val_mean_absolute_error: 0.1811\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0153 - mean_absolute_error: 0.0786 - val_loss: 0.1259 - val_mean_absolute_error: 0.1865\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 2s 223ms/step - loss: 0.0175 - mean_absolute_error: 0.0842 - val_loss: 0.1307 - val_mean_absolute_error: 0.1725\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0174 - mean_absolute_error: 0.0857 - val_loss: 0.1263 - val_mean_absolute_error: 0.1932\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 211ms/step - loss: 0.0162 - mean_absolute_error: 0.0828 - val_loss: 0.1141 - val_mean_absolute_error: 0.1582\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0103 - mean_absolute_error: 0.0711 - val_loss: 0.1437 - val_mean_absolute_error: 0.1842\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0088 - mean_absolute_error: 0.0653 - val_loss: 0.1299 - val_mean_absolute_error: 0.1675\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0100 - mean_absolute_error: 0.0708 - val_loss: 0.1230 - val_mean_absolute_error: 0.1700\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0071 - mean_absolute_error: 0.0536 - val_loss: 0.1269 - val_mean_absolute_error: 0.1774\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0113 - mean_absolute_error: 0.0733 - val_loss: 0.1217 - val_mean_absolute_error: 0.1519\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0082 - mean_absolute_error: 0.0614 - val_loss: 0.1392 - val_mean_absolute_error: 0.1876\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0109 - mean_absolute_error: 0.0771 - val_loss: 0.1232 - val_mean_absolute_error: 0.1546\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0107 - mean_absolute_error: 0.0747 - val_loss: 0.1321 - val_mean_absolute_error: 0.1986\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0105 - mean_absolute_error: 0.0740 - val_loss: 0.1220 - val_mean_absolute_error: 0.1549\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0149 - mean_absolute_error: 0.0859 - val_loss: 0.1410 - val_mean_absolute_error: 0.2015\n",
      "2/2 [==============================] - 0s 91ms/step - loss: 0.1410 - mean_absolute_error: 0.2015\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 199ms/step - loss: 0.8894 - mean_absolute_error: 0.7855 - val_loss: 0.7407 - val_mean_absolute_error: 0.6555\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.4757 - mean_absolute_error: 0.5361 - val_loss: 0.5809 - val_mean_absolute_error: 0.5246\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.3039 - mean_absolute_error: 0.4255 - val_loss: 0.5055 - val_mean_absolute_error: 0.4957\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 160ms/step - loss: 0.2583 - mean_absolute_error: 0.3705 - val_loss: 0.4933 - val_mean_absolute_error: 0.4627\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.1875 - mean_absolute_error: 0.3261 - val_loss: 0.3863 - val_mean_absolute_error: 0.4174\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.1577 - mean_absolute_error: 0.2962 - val_loss: 0.3433 - val_mean_absolute_error: 0.3778\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.1236 - mean_absolute_error: 0.2566 - val_loss: 0.3180 - val_mean_absolute_error: 0.3507\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0928 - mean_absolute_error: 0.2128 - val_loss: 0.2891 - val_mean_absolute_error: 0.3114\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0779 - mean_absolute_error: 0.1944 - val_loss: 0.2665 - val_mean_absolute_error: 0.3096\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 163ms/step - loss: 0.0590 - mean_absolute_error: 0.1732 - val_loss: 0.2542 - val_mean_absolute_error: 0.2928\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0410 - mean_absolute_error: 0.1416 - val_loss: 0.2367 - val_mean_absolute_error: 0.2463\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 159ms/step - loss: 0.0309 - mean_absolute_error: 0.1237 - val_loss: 0.2174 - val_mean_absolute_error: 0.2222\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0216 - mean_absolute_error: 0.1008 - val_loss: 0.1867 - val_mean_absolute_error: 0.1996\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0201 - mean_absolute_error: 0.0948 - val_loss: 0.1979 - val_mean_absolute_error: 0.2106\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0151 - mean_absolute_error: 0.0858 - val_loss: 0.1910 - val_mean_absolute_error: 0.2056\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0167 - mean_absolute_error: 0.0879 - val_loss: 0.1853 - val_mean_absolute_error: 0.1965\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0148 - mean_absolute_error: 0.0856 - val_loss: 0.1662 - val_mean_absolute_error: 0.1780\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0114 - mean_absolute_error: 0.0741 - val_loss: 0.1754 - val_mean_absolute_error: 0.1826\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0079 - mean_absolute_error: 0.0628 - val_loss: 0.1726 - val_mean_absolute_error: 0.1764\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0061 - mean_absolute_error: 0.0521 - val_loss: 0.1795 - val_mean_absolute_error: 0.1666\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0045 - mean_absolute_error: 0.0472 - val_loss: 0.1627 - val_mean_absolute_error: 0.1599\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0056 - mean_absolute_error: 0.0531 - val_loss: 0.1677 - val_mean_absolute_error: 0.1552\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0049 - mean_absolute_error: 0.0458 - val_loss: 0.1786 - val_mean_absolute_error: 0.1769\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0076 - mean_absolute_error: 0.0584 - val_loss: 0.1975 - val_mean_absolute_error: 0.2085\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0261 - mean_absolute_error: 0.1105 - val_loss: 0.1637 - val_mean_absolute_error: 0.1686\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0210 - mean_absolute_error: 0.0967 - val_loss: 0.1866 - val_mean_absolute_error: 0.2554\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0474 - mean_absolute_error: 0.1570 - val_loss: 0.1804 - val_mean_absolute_error: 0.1915\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0406 - mean_absolute_error: 0.1408 - val_loss: 0.2598 - val_mean_absolute_error: 0.2937\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0555 - mean_absolute_error: 0.1707 - val_loss: 0.1905 - val_mean_absolute_error: 0.2584\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0342 - mean_absolute_error: 0.1368 - val_loss: 0.1740 - val_mean_absolute_error: 0.2181\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0393 - mean_absolute_error: 0.1420 - val_loss: 0.1921 - val_mean_absolute_error: 0.2193\n",
      "2/2 [==============================] - 0s 66ms/step - loss: 0.1921 - mean_absolute_error: 0.2193\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 126ms/step - loss: 1.1103 - mean_absolute_error: 0.8563 - val_loss: 0.7914 - val_mean_absolute_error: 0.7382\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.7199 - mean_absolute_error: 0.7138 - val_loss: 0.7119 - val_mean_absolute_error: 0.7013\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.6042 - mean_absolute_error: 0.6439 - val_loss: 0.6911 - val_mean_absolute_error: 0.6832\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.5312 - mean_absolute_error: 0.6086 - val_loss: 0.6420 - val_mean_absolute_error: 0.6688\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.4860 - mean_absolute_error: 0.5734 - val_loss: 0.6151 - val_mean_absolute_error: 0.6377\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.4337 - mean_absolute_error: 0.5384 - val_loss: 0.5680 - val_mean_absolute_error: 0.6126\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.4043 - mean_absolute_error: 0.5064 - val_loss: 0.5559 - val_mean_absolute_error: 0.5990\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.3668 - mean_absolute_error: 0.4835 - val_loss: 0.5161 - val_mean_absolute_error: 0.5564\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.3423 - mean_absolute_error: 0.4641 - val_loss: 0.4885 - val_mean_absolute_error: 0.5404\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.3386 - mean_absolute_error: 0.4513 - val_loss: 0.5275 - val_mean_absolute_error: 0.5620\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.3307 - mean_absolute_error: 0.4530 - val_loss: 0.5215 - val_mean_absolute_error: 0.5547\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.3150 - mean_absolute_error: 0.4311 - val_loss: 0.4409 - val_mean_absolute_error: 0.5010\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.3016 - mean_absolute_error: 0.4198 - val_loss: 0.4842 - val_mean_absolute_error: 0.5257\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2998 - mean_absolute_error: 0.4249 - val_loss: 0.4933 - val_mean_absolute_error: 0.5212\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.2752 - mean_absolute_error: 0.3998 - val_loss: 0.4783 - val_mean_absolute_error: 0.5159\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.2147 - mean_absolute_error: 0.3527 - val_loss: 0.4587 - val_mean_absolute_error: 0.4719\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.2304 - mean_absolute_error: 0.3612 - val_loss: 0.4254 - val_mean_absolute_error: 0.4564\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2377 - mean_absolute_error: 0.3650 - val_loss: 0.3946 - val_mean_absolute_error: 0.4534\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.2379 - mean_absolute_error: 0.3640 - val_loss: 0.4356 - val_mean_absolute_error: 0.5032\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2250 - mean_absolute_error: 0.3535 - val_loss: 0.3834 - val_mean_absolute_error: 0.4406\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1915 - mean_absolute_error: 0.3155 - val_loss: 0.3534 - val_mean_absolute_error: 0.3902\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1445 - mean_absolute_error: 0.2812 - val_loss: 0.3578 - val_mean_absolute_error: 0.3814\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1334 - mean_absolute_error: 0.2667 - val_loss: 0.3450 - val_mean_absolute_error: 0.3717\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.1157 - mean_absolute_error: 0.2406 - val_loss: 0.3471 - val_mean_absolute_error: 0.3607\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1064 - mean_absolute_error: 0.2298 - val_loss: 0.3140 - val_mean_absolute_error: 0.3306\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1017 - mean_absolute_error: 0.2253 - val_loss: 0.3567 - val_mean_absolute_error: 0.3695\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1218 - mean_absolute_error: 0.2476 - val_loss: 0.5221 - val_mean_absolute_error: 0.4712\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1912 - mean_absolute_error: 0.3233 - val_loss: 0.3180 - val_mean_absolute_error: 0.3505\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1717 - mean_absolute_error: 0.2983 - val_loss: 0.3631 - val_mean_absolute_error: 0.4349\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.1379 - mean_absolute_error: 0.2633 - val_loss: 0.3043 - val_mean_absolute_error: 0.3692\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0952 - mean_absolute_error: 0.2196 - val_loss: 0.3060 - val_mean_absolute_error: 0.3335\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0756 - mean_absolute_error: 0.1922 - val_loss: 0.2907 - val_mean_absolute_error: 0.3088\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.0714 - mean_absolute_error: 0.1869 - val_loss: 0.3445 - val_mean_absolute_error: 0.3550\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0965 - mean_absolute_error: 0.2146 - val_loss: 0.2918 - val_mean_absolute_error: 0.3363\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1096 - mean_absolute_error: 0.2361 - val_loss: 0.2881 - val_mean_absolute_error: 0.3428\n",
      "Epoch 36/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1128 - mean_absolute_error: 0.2357 - val_loss: 0.3085 - val_mean_absolute_error: 0.3567\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1025 - mean_absolute_error: 0.2303 - val_loss: 0.3129 - val_mean_absolute_error: 0.3473\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0964 - mean_absolute_error: 0.2240 - val_loss: 0.2853 - val_mean_absolute_error: 0.3272\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0890 - mean_absolute_error: 0.2134 - val_loss: 0.2983 - val_mean_absolute_error: 0.3657\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0765 - mean_absolute_error: 0.1965 - val_loss: 0.3108 - val_mean_absolute_error: 0.3885\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0694 - mean_absolute_error: 0.1881 - val_loss: 0.3057 - val_mean_absolute_error: 0.3627\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0566 - mean_absolute_error: 0.1697 - val_loss: 0.2847 - val_mean_absolute_error: 0.3354\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0562 - mean_absolute_error: 0.1680 - val_loss: 0.2766 - val_mean_absolute_error: 0.3289\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0595 - mean_absolute_error: 0.1856 - val_loss: 0.2693 - val_mean_absolute_error: 0.2940\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0564 - mean_absolute_error: 0.1694 - val_loss: 0.2874 - val_mean_absolute_error: 0.2797\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0617 - mean_absolute_error: 0.1824 - val_loss: 0.3400 - val_mean_absolute_error: 0.3607\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0685 - mean_absolute_error: 0.1903 - val_loss: 0.3169 - val_mean_absolute_error: 0.3238\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0821 - mean_absolute_error: 0.2033 - val_loss: 0.2462 - val_mean_absolute_error: 0.2958\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0457 - mean_absolute_error: 0.1505 - val_loss: 0.2547 - val_mean_absolute_error: 0.3301\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0361 - mean_absolute_error: 0.1427 - val_loss: 0.2429 - val_mean_absolute_error: 0.2768\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0292 - mean_absolute_error: 0.1269 - val_loss: 0.2680 - val_mean_absolute_error: 0.2545\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0335 - mean_absolute_error: 0.1297 - val_loss: 0.2775 - val_mean_absolute_error: 0.3003\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0408 - mean_absolute_error: 0.1461 - val_loss: 0.2462 - val_mean_absolute_error: 0.2499\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0354 - mean_absolute_error: 0.1325 - val_loss: 0.2328 - val_mean_absolute_error: 0.2469\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0210 - mean_absolute_error: 0.0998 - val_loss: 0.2226 - val_mean_absolute_error: 0.2631\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0162 - mean_absolute_error: 0.0910 - val_loss: 0.2220 - val_mean_absolute_error: 0.2553\n",
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0157 - mean_absolute_error: 0.0939 - val_loss: 0.2262 - val_mean_absolute_error: 0.2271\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0132 - mean_absolute_error: 0.0836 - val_loss: 0.2523 - val_mean_absolute_error: 0.2384\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0187 - mean_absolute_error: 0.0932 - val_loss: 0.2549 - val_mean_absolute_error: 0.2689\n",
      "Epoch 60/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0238 - mean_absolute_error: 0.1089 - val_loss: 0.2280 - val_mean_absolute_error: 0.2320\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0235 - mean_absolute_error: 0.1080 - val_loss: 0.2045 - val_mean_absolute_error: 0.2381\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0173 - mean_absolute_error: 0.0933 - val_loss: 0.2183 - val_mean_absolute_error: 0.2945\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0207 - mean_absolute_error: 0.1057 - val_loss: 0.2181 - val_mean_absolute_error: 0.2960\n",
      "Epoch 64/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0262 - mean_absolute_error: 0.1196 - val_loss: 0.2112 - val_mean_absolute_error: 0.2449\n",
      "Epoch 65/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0230 - mean_absolute_error: 0.1160 - val_loss: 0.2394 - val_mean_absolute_error: 0.2249\n",
      "Epoch 66/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0238 - mean_absolute_error: 0.1183 - val_loss: 0.2860 - val_mean_absolute_error: 0.3046\n",
      "Epoch 67/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0346 - mean_absolute_error: 0.1369 - val_loss: 0.2608 - val_mean_absolute_error: 0.2747\n",
      "Epoch 68/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0437 - mean_absolute_error: 0.1505 - val_loss: 0.2050 - val_mean_absolute_error: 0.2613\n",
      "Epoch 69/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0214 - mean_absolute_error: 0.1062 - val_loss: 0.2276 - val_mean_absolute_error: 0.3108\n",
      "Epoch 70/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0224 - mean_absolute_error: 0.1156 - val_loss: 0.1981 - val_mean_absolute_error: 0.2427\n",
      "Epoch 71/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0161 - mean_absolute_error: 0.0956 - val_loss: 0.2385 - val_mean_absolute_error: 0.2297\n",
      "Epoch 72/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0189 - mean_absolute_error: 0.0992 - val_loss: 0.2164 - val_mean_absolute_error: 0.2459\n",
      "Epoch 73/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0133 - mean_absolute_error: 0.0874 - val_loss: 0.2260 - val_mean_absolute_error: 0.2195\n",
      "Epoch 74/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0122 - mean_absolute_error: 0.0805 - val_loss: 0.2030 - val_mean_absolute_error: 0.2206\n",
      "Epoch 75/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0054 - mean_absolute_error: 0.0513 - val_loss: 0.2067 - val_mean_absolute_error: 0.2187\n",
      "Epoch 76/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0047 - mean_absolute_error: 0.0509 - val_loss: 0.1953 - val_mean_absolute_error: 0.2088\n",
      "Epoch 77/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0031 - mean_absolute_error: 0.0420 - val_loss: 0.2174 - val_mean_absolute_error: 0.2062\n",
      "Epoch 78/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0048 - mean_absolute_error: 0.0488 - val_loss: 0.2072 - val_mean_absolute_error: 0.2218\n",
      "Epoch 79/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0053 - mean_absolute_error: 0.0547 - val_loss: 0.2034 - val_mean_absolute_error: 0.1931\n",
      "Epoch 80/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0045 - mean_absolute_error: 0.0482 - val_loss: 0.1928 - val_mean_absolute_error: 0.2088\n",
      "Epoch 81/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0034 - mean_absolute_error: 0.0414 - val_loss: 0.1952 - val_mean_absolute_error: 0.2238\n",
      "Epoch 82/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0048 - mean_absolute_error: 0.0535 - val_loss: 0.1955 - val_mean_absolute_error: 0.1991\n",
      "Epoch 83/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0045 - mean_absolute_error: 0.0507 - val_loss: 0.2135 - val_mean_absolute_error: 0.1962\n",
      "Epoch 84/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0042 - mean_absolute_error: 0.0469 - val_loss: 0.2268 - val_mean_absolute_error: 0.2308\n",
      "Epoch 85/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0088 - mean_absolute_error: 0.0679 - val_loss: 0.2069 - val_mean_absolute_error: 0.2098\n",
      "Epoch 86/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0088 - mean_absolute_error: 0.0712 - val_loss: 0.1928 - val_mean_absolute_error: 0.2036\n",
      "Epoch 87/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0059 - mean_absolute_error: 0.0572 - val_loss: 0.1951 - val_mean_absolute_error: 0.2576\n",
      "Epoch 88/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0103 - mean_absolute_error: 0.0760 - val_loss: 0.1941 - val_mean_absolute_error: 0.2416\n",
      "Epoch 89/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0133 - mean_absolute_error: 0.0909 - val_loss: 0.2087 - val_mean_absolute_error: 0.1937\n",
      "Epoch 90/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0099 - mean_absolute_error: 0.0745 - val_loss: 0.2544 - val_mean_absolute_error: 0.2643\n",
      "Epoch 91/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0180 - mean_absolute_error: 0.0987 - val_loss: 0.2301 - val_mean_absolute_error: 0.2528\n",
      "Epoch 92/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0234 - mean_absolute_error: 0.1180 - val_loss: 0.1965 - val_mean_absolute_error: 0.2204\n",
      "Epoch 93/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0126 - mean_absolute_error: 0.0868 - val_loss: 0.2150 - val_mean_absolute_error: 0.3026\n",
      "Epoch 94/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0198 - mean_absolute_error: 0.1044 - val_loss: 0.1793 - val_mean_absolute_error: 0.2267\n",
      "Epoch 95/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0173 - mean_absolute_error: 0.0986 - val_loss: 0.2182 - val_mean_absolute_error: 0.2230\n",
      "Epoch 96/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0125 - mean_absolute_error: 0.0841 - val_loss: 0.2139 - val_mean_absolute_error: 0.2326\n",
      "Epoch 97/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0102 - mean_absolute_error: 0.0792 - val_loss: 0.2206 - val_mean_absolute_error: 0.2181\n",
      "Epoch 98/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0074 - mean_absolute_error: 0.0612 - val_loss: 0.2069 - val_mean_absolute_error: 0.2154\n",
      "Epoch 99/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0038 - mean_absolute_error: 0.0453 - val_loss: 0.2014 - val_mean_absolute_error: 0.2100\n",
      "Epoch 100/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0031 - mean_absolute_error: 0.0423 - val_loss: 0.1994 - val_mean_absolute_error: 0.1882\n",
      "Epoch 101/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0030 - mean_absolute_error: 0.0406 - val_loss: 0.2165 - val_mean_absolute_error: 0.2153\n",
      "Epoch 102/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0061 - mean_absolute_error: 0.0578 - val_loss: 0.2072 - val_mean_absolute_error: 0.2074\n",
      "Epoch 103/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0074 - mean_absolute_error: 0.0660 - val_loss: 0.1946 - val_mean_absolute_error: 0.2073\n",
      "Epoch 104/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0057 - mean_absolute_error: 0.0560 - val_loss: 0.2023 - val_mean_absolute_error: 0.2635\n",
      "2/2 [==============================] - 0s 43ms/step - loss: 0.2023 - mean_absolute_error: 0.2635\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 230ms/step - loss: 0.7781 - mean_absolute_error: 0.6986 - val_loss: 0.3251 - val_mean_absolute_error: 0.4476\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 195ms/step - loss: 0.5308 - mean_absolute_error: 0.5738 - val_loss: 0.3314 - val_mean_absolute_error: 0.4712\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 192ms/step - loss: 0.3381 - mean_absolute_error: 0.4488 - val_loss: 0.2633 - val_mean_absolute_error: 0.3760\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 193ms/step - loss: 0.2307 - mean_absolute_error: 0.3544 - val_loss: 0.2755 - val_mean_absolute_error: 0.3968\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 191ms/step - loss: 0.1781 - mean_absolute_error: 0.3045 - val_loss: 0.2447 - val_mean_absolute_error: 0.3515\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 189ms/step - loss: 0.1377 - mean_absolute_error: 0.2644 - val_loss: 0.2376 - val_mean_absolute_error: 0.3402\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.1008 - mean_absolute_error: 0.2318 - val_loss: 0.2062 - val_mean_absolute_error: 0.3119\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 181ms/step - loss: 0.0657 - mean_absolute_error: 0.1792 - val_loss: 0.1753 - val_mean_absolute_error: 0.2732\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0473 - mean_absolute_error: 0.1532 - val_loss: 0.1663 - val_mean_absolute_error: 0.2373\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 180ms/step - loss: 0.0388 - mean_absolute_error: 0.1352 - val_loss: 0.1542 - val_mean_absolute_error: 0.2311\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 180ms/step - loss: 0.0262 - mean_absolute_error: 0.1102 - val_loss: 0.1535 - val_mean_absolute_error: 0.2161\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0180 - mean_absolute_error: 0.0935 - val_loss: 0.1698 - val_mean_absolute_error: 0.2275\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0231 - mean_absolute_error: 0.1053 - val_loss: 0.1516 - val_mean_absolute_error: 0.2038\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0229 - mean_absolute_error: 0.1071 - val_loss: 0.1790 - val_mean_absolute_error: 0.2509\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0419 - mean_absolute_error: 0.1453 - val_loss: 0.1841 - val_mean_absolute_error: 0.2335\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 195ms/step - loss: 0.0470 - mean_absolute_error: 0.1489 - val_loss: 0.1919 - val_mean_absolute_error: 0.2831\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 193ms/step - loss: 0.0397 - mean_absolute_error: 0.1438 - val_loss: 0.1392 - val_mean_absolute_error: 0.1945\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0250 - mean_absolute_error: 0.1125 - val_loss: 0.1516 - val_mean_absolute_error: 0.2116\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.0248 - mean_absolute_error: 0.1079 - val_loss: 0.1429 - val_mean_absolute_error: 0.2135\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0149 - mean_absolute_error: 0.0883 - val_loss: 0.1290 - val_mean_absolute_error: 0.1852\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 193ms/step - loss: 0.0108 - mean_absolute_error: 0.0727 - val_loss: 0.1362 - val_mean_absolute_error: 0.1869\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 193ms/step - loss: 0.0117 - mean_absolute_error: 0.0751 - val_loss: 0.1348 - val_mean_absolute_error: 0.1663\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0079 - mean_absolute_error: 0.0637 - val_loss: 0.1356 - val_mean_absolute_error: 0.1821\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0062 - mean_absolute_error: 0.0541 - val_loss: 0.1262 - val_mean_absolute_error: 0.1610\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0060 - mean_absolute_error: 0.0533 - val_loss: 0.1296 - val_mean_absolute_error: 0.1707\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0060 - mean_absolute_error: 0.0532 - val_loss: 0.1323 - val_mean_absolute_error: 0.1685\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0039 - mean_absolute_error: 0.0436 - val_loss: 0.1268 - val_mean_absolute_error: 0.1654\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0039 - mean_absolute_error: 0.0422 - val_loss: 0.1287 - val_mean_absolute_error: 0.1631\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0035 - mean_absolute_error: 0.0409 - val_loss: 0.1302 - val_mean_absolute_error: 0.1648\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0042 - mean_absolute_error: 0.0443 - val_loss: 0.1287 - val_mean_absolute_error: 0.1675\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0026 - mean_absolute_error: 0.0375 - val_loss: 0.1290 - val_mean_absolute_error: 0.1681\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 211ms/step - loss: 0.0034 - mean_absolute_error: 0.0415 - val_loss: 0.1316 - val_mean_absolute_error: 0.1640\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0031 - mean_absolute_error: 0.0404 - val_loss: 0.1332 - val_mean_absolute_error: 0.1710\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0045 - mean_absolute_error: 0.0489 - val_loss: 0.1309 - val_mean_absolute_error: 0.1701\n",
      "2/2 [==============================] - 0s 102ms/step - loss: 0.1309 - mean_absolute_error: 0.1701\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 215ms/step - loss: 0.8145 - mean_absolute_error: 0.7163 - val_loss: 0.3413 - val_mean_absolute_error: 0.4390\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.3784 - mean_absolute_error: 0.4849 - val_loss: 0.3252 - val_mean_absolute_error: 0.4722\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 162ms/step - loss: 0.2414 - mean_absolute_error: 0.3733 - val_loss: 0.2629 - val_mean_absolute_error: 0.3641\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 159ms/step - loss: 0.1645 - mean_absolute_error: 0.3019 - val_loss: 0.2351 - val_mean_absolute_error: 0.3395\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 159ms/step - loss: 0.1136 - mean_absolute_error: 0.2445 - val_loss: 0.2132 - val_mean_absolute_error: 0.3234\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0846 - mean_absolute_error: 0.2112 - val_loss: 0.2003 - val_mean_absolute_error: 0.2846\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 160ms/step - loss: 0.0770 - mean_absolute_error: 0.1942 - val_loss: 0.2003 - val_mean_absolute_error: 0.2667\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 159ms/step - loss: 0.0591 - mean_absolute_error: 0.1728 - val_loss: 0.1787 - val_mean_absolute_error: 0.2661\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 161ms/step - loss: 0.0492 - mean_absolute_error: 0.1594 - val_loss: 0.1665 - val_mean_absolute_error: 0.2397\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 160ms/step - loss: 0.0353 - mean_absolute_error: 0.1359 - val_loss: 0.1802 - val_mean_absolute_error: 0.2365\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 161ms/step - loss: 0.0237 - mean_absolute_error: 0.1103 - val_loss: 0.1818 - val_mean_absolute_error: 0.2275\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 159ms/step - loss: 0.0216 - mean_absolute_error: 0.1003 - val_loss: 0.1849 - val_mean_absolute_error: 0.2334\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0194 - mean_absolute_error: 0.0985 - val_loss: 0.1835 - val_mean_absolute_error: 0.2298\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0340 - mean_absolute_error: 0.1253 - val_loss: 0.1687 - val_mean_absolute_error: 0.2181\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0369 - mean_absolute_error: 0.1339 - val_loss: 0.2037 - val_mean_absolute_error: 0.2967\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0342 - mean_absolute_error: 0.1371 - val_loss: 0.1754 - val_mean_absolute_error: 0.2168\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0231 - mean_absolute_error: 0.1063 - val_loss: 0.1927 - val_mean_absolute_error: 0.2423\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0265 - mean_absolute_error: 0.1162 - val_loss: 0.1597 - val_mean_absolute_error: 0.1984\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0205 - mean_absolute_error: 0.1030 - val_loss: 0.1752 - val_mean_absolute_error: 0.2421\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 180ms/step - loss: 0.0184 - mean_absolute_error: 0.0969 - val_loss: 0.1772 - val_mean_absolute_error: 0.2242\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0135 - mean_absolute_error: 0.0836 - val_loss: 0.1542 - val_mean_absolute_error: 0.1867\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0128 - mean_absolute_error: 0.0786 - val_loss: 0.1511 - val_mean_absolute_error: 0.2032\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0088 - mean_absolute_error: 0.0683 - val_loss: 0.1440 - val_mean_absolute_error: 0.1711\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0063 - mean_absolute_error: 0.0558 - val_loss: 0.1533 - val_mean_absolute_error: 0.1794\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0072 - mean_absolute_error: 0.0584 - val_loss: 0.1402 - val_mean_absolute_error: 0.1677\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0047 - mean_absolute_error: 0.0492 - val_loss: 0.1484 - val_mean_absolute_error: 0.1738\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0036 - mean_absolute_error: 0.0426 - val_loss: 0.1523 - val_mean_absolute_error: 0.1716\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0032 - mean_absolute_error: 0.0400 - val_loss: 0.1478 - val_mean_absolute_error: 0.1641\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0032 - mean_absolute_error: 0.0378 - val_loss: 0.1464 - val_mean_absolute_error: 0.1703\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0022 - mean_absolute_error: 0.0327 - val_loss: 0.1485 - val_mean_absolute_error: 0.1593\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0022 - mean_absolute_error: 0.0308 - val_loss: 0.1519 - val_mean_absolute_error: 0.1695\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0023 - mean_absolute_error: 0.0325 - val_loss: 0.1459 - val_mean_absolute_error: 0.1561\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0023 - mean_absolute_error: 0.0322 - val_loss: 0.1462 - val_mean_absolute_error: 0.1702\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0019 - mean_absolute_error: 0.0298 - val_loss: 0.1486 - val_mean_absolute_error: 0.1571\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0019 - mean_absolute_error: 0.0300 - val_loss: 0.1510 - val_mean_absolute_error: 0.1711\n",
      "2/2 [==============================] - 0s 93ms/step - loss: 0.1510 - mean_absolute_error: 0.1711\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 139ms/step - loss: 0.9787 - mean_absolute_error: 0.8260 - val_loss: 0.6642 - val_mean_absolute_error: 0.6702\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.7474 - mean_absolute_error: 0.6962 - val_loss: 0.5837 - val_mean_absolute_error: 0.6510\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.5911 - mean_absolute_error: 0.6510 - val_loss: 0.5095 - val_mean_absolute_error: 0.6043\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.5251 - mean_absolute_error: 0.5861 - val_loss: 0.4427 - val_mean_absolute_error: 0.5629\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.4660 - mean_absolute_error: 0.5614 - val_loss: 0.4421 - val_mean_absolute_error: 0.5408\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.4895 - mean_absolute_error: 0.5436 - val_loss: 0.4505 - val_mean_absolute_error: 0.5531\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.4122 - mean_absolute_error: 0.5146 - val_loss: 0.3855 - val_mean_absolute_error: 0.5060\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 105ms/step - loss: 0.4041 - mean_absolute_error: 0.4963 - val_loss: 0.3728 - val_mean_absolute_error: 0.4903\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.3794 - mean_absolute_error: 0.4687 - val_loss: 0.3947 - val_mean_absolute_error: 0.4943\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 105ms/step - loss: 0.3182 - mean_absolute_error: 0.4406 - val_loss: 0.3702 - val_mean_absolute_error: 0.4745\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 105ms/step - loss: 0.2780 - mean_absolute_error: 0.4052 - val_loss: 0.3489 - val_mean_absolute_error: 0.4584\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 105ms/step - loss: 0.2610 - mean_absolute_error: 0.3904 - val_loss: 0.3573 - val_mean_absolute_error: 0.4587\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 105ms/step - loss: 0.2355 - mean_absolute_error: 0.3663 - val_loss: 0.3299 - val_mean_absolute_error: 0.4351\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.2281 - mean_absolute_error: 0.3599 - val_loss: 0.3197 - val_mean_absolute_error: 0.4249\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.2140 - mean_absolute_error: 0.3414 - val_loss: 0.3106 - val_mean_absolute_error: 0.4198\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1979 - mean_absolute_error: 0.3293 - val_loss: 0.3000 - val_mean_absolute_error: 0.3954\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1599 - mean_absolute_error: 0.2961 - val_loss: 0.3391 - val_mean_absolute_error: 0.4017\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1574 - mean_absolute_error: 0.2975 - val_loss: 0.2993 - val_mean_absolute_error: 0.3754\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1237 - mean_absolute_error: 0.2584 - val_loss: 0.2455 - val_mean_absolute_error: 0.3488\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0977 - mean_absolute_error: 0.2388 - val_loss: 0.2429 - val_mean_absolute_error: 0.3449\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.1139 - mean_absolute_error: 0.2555 - val_loss: 0.2847 - val_mean_absolute_error: 0.3610\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 108ms/step - loss: 0.1832 - mean_absolute_error: 0.3057 - val_loss: 0.4634 - val_mean_absolute_error: 0.4363\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.3894 - mean_absolute_error: 0.4492 - val_loss: 0.4073 - val_mean_absolute_error: 0.5090\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 105ms/step - loss: 0.3075 - mean_absolute_error: 0.3943 - val_loss: 0.3168 - val_mean_absolute_error: 0.4396\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.2106 - mean_absolute_error: 0.3413 - val_loss: 0.2512 - val_mean_absolute_error: 0.3830\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.1793 - mean_absolute_error: 0.3198 - val_loss: 0.2622 - val_mean_absolute_error: 0.3884\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.2022 - mean_absolute_error: 0.3359 - val_loss: 0.3597 - val_mean_absolute_error: 0.4276\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.3055 - mean_absolute_error: 0.4039 - val_loss: 0.2937 - val_mean_absolute_error: 0.4135\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.2574 - mean_absolute_error: 0.3622 - val_loss: 0.3791 - val_mean_absolute_error: 0.4562\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1811 - mean_absolute_error: 0.3028 - val_loss: 0.2574 - val_mean_absolute_error: 0.3527\n",
      "2/2 [==============================] - 0s 47ms/step - loss: 0.2574 - mean_absolute_error: 0.3527\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 222ms/step - loss: 1.0815 - mean_absolute_error: 0.8381 - val_loss: 0.5262 - val_mean_absolute_error: 0.5928\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 188ms/step - loss: 0.5301 - mean_absolute_error: 0.5710 - val_loss: 0.4260 - val_mean_absolute_error: 0.5059\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.3419 - mean_absolute_error: 0.4500 - val_loss: 0.3599 - val_mean_absolute_error: 0.4751\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.2735 - mean_absolute_error: 0.3847 - val_loss: 0.2740 - val_mean_absolute_error: 0.4093\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.1994 - mean_absolute_error: 0.3221 - val_loss: 0.2325 - val_mean_absolute_error: 0.3690\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.1491 - mean_absolute_error: 0.2792 - val_loss: 0.2225 - val_mean_absolute_error: 0.3384\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 187ms/step - loss: 0.1303 - mean_absolute_error: 0.2558 - val_loss: 0.1940 - val_mean_absolute_error: 0.3073\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.1306 - mean_absolute_error: 0.2506 - val_loss: 0.2043 - val_mean_absolute_error: 0.3003\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0918 - mean_absolute_error: 0.2098 - val_loss: 0.1695 - val_mean_absolute_error: 0.2771\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0759 - mean_absolute_error: 0.1848 - val_loss: 0.1597 - val_mean_absolute_error: 0.2627\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 188ms/step - loss: 0.0595 - mean_absolute_error: 0.1638 - val_loss: 0.1679 - val_mean_absolute_error: 0.2496\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0444 - mean_absolute_error: 0.1407 - val_loss: 0.1441 - val_mean_absolute_error: 0.2266\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0394 - mean_absolute_error: 0.1291 - val_loss: 0.1388 - val_mean_absolute_error: 0.2223\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0302 - mean_absolute_error: 0.1089 - val_loss: 0.1323 - val_mean_absolute_error: 0.2004\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0252 - mean_absolute_error: 0.0951 - val_loss: 0.1302 - val_mean_absolute_error: 0.2032\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0238 - mean_absolute_error: 0.0912 - val_loss: 0.1219 - val_mean_absolute_error: 0.1926\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0220 - mean_absolute_error: 0.0816 - val_loss: 0.1185 - val_mean_absolute_error: 0.1840\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0184 - mean_absolute_error: 0.0732 - val_loss: 0.1238 - val_mean_absolute_error: 0.1819\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0144 - mean_absolute_error: 0.0609 - val_loss: 0.1237 - val_mean_absolute_error: 0.1758\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0136 - mean_absolute_error: 0.0590 - val_loss: 0.1240 - val_mean_absolute_error: 0.1748\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0120 - mean_absolute_error: 0.0528 - val_loss: 0.1222 - val_mean_absolute_error: 0.1713\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0106 - mean_absolute_error: 0.0481 - val_loss: 0.1181 - val_mean_absolute_error: 0.1651\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0102 - mean_absolute_error: 0.0459 - val_loss: 0.1168 - val_mean_absolute_error: 0.1617\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0050 - mean_absolute_error: 0.0396 - val_loss: 0.1212 - val_mean_absolute_error: 0.1691\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0073 - mean_absolute_error: 0.0410 - val_loss: 0.1280 - val_mean_absolute_error: 0.1749\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0078 - mean_absolute_error: 0.0453 - val_loss: 0.1216 - val_mean_absolute_error: 0.1631\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0086 - mean_absolute_error: 0.0490 - val_loss: 0.1076 - val_mean_absolute_error: 0.1547\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0108 - mean_absolute_error: 0.0560 - val_loss: 0.1067 - val_mean_absolute_error: 0.1778\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0161 - mean_absolute_error: 0.0775 - val_loss: 0.1100 - val_mean_absolute_error: 0.1848\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0169 - mean_absolute_error: 0.0867 - val_loss: 0.1247 - val_mean_absolute_error: 0.1736\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0210 - mean_absolute_error: 0.0901 - val_loss: 0.1454 - val_mean_absolute_error: 0.2202\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0249 - mean_absolute_error: 0.1069 - val_loss: 0.1067 - val_mean_absolute_error: 0.1763\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0201 - mean_absolute_error: 0.0957 - val_loss: 0.0907 - val_mean_absolute_error: 0.1793\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0180 - mean_absolute_error: 0.0928 - val_loss: 0.0973 - val_mean_absolute_error: 0.1622\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0124 - mean_absolute_error: 0.0718 - val_loss: 0.1231 - val_mean_absolute_error: 0.1960\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 180ms/step - loss: 0.0128 - mean_absolute_error: 0.0765 - val_loss: 0.1026 - val_mean_absolute_error: 0.1579\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0119 - mean_absolute_error: 0.0699 - val_loss: 0.0892 - val_mean_absolute_error: 0.1654\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0121 - mean_absolute_error: 0.0766 - val_loss: 0.1018 - val_mean_absolute_error: 0.1564\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0103 - mean_absolute_error: 0.0669 - val_loss: 0.1572 - val_mean_absolute_error: 0.2198\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0155 - mean_absolute_error: 0.0887 - val_loss: 0.1091 - val_mean_absolute_error: 0.1725\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0120 - mean_absolute_error: 0.0762 - val_loss: 0.0939 - val_mean_absolute_error: 0.1577\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0101 - mean_absolute_error: 0.0721 - val_loss: 0.1190 - val_mean_absolute_error: 0.1993\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0103 - mean_absolute_error: 0.0729 - val_loss: 0.1090 - val_mean_absolute_error: 0.1585\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0087 - mean_absolute_error: 0.0622 - val_loss: 0.0994 - val_mean_absolute_error: 0.1620\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0076 - mean_absolute_error: 0.0595 - val_loss: 0.1100 - val_mean_absolute_error: 0.1594\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0056 - mean_absolute_error: 0.0475 - val_loss: 0.1127 - val_mean_absolute_error: 0.1615\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0059 - mean_absolute_error: 0.0487 - val_loss: 0.0944 - val_mean_absolute_error: 0.1417\n",
      "2/2 [==============================] - 0s 104ms/step - loss: 0.0944 - mean_absolute_error: 0.1417\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 198ms/step - loss: 0.9577 - mean_absolute_error: 0.7770 - val_loss: 0.5580 - val_mean_absolute_error: 0.6362\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.5228 - mean_absolute_error: 0.5660 - val_loss: 0.3966 - val_mean_absolute_error: 0.5135\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.3354 - mean_absolute_error: 0.4325 - val_loss: 0.2759 - val_mean_absolute_error: 0.4132\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.2565 - mean_absolute_error: 0.3732 - val_loss: 0.2066 - val_mean_absolute_error: 0.3529\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.1899 - mean_absolute_error: 0.3133 - val_loss: 0.1751 - val_mean_absolute_error: 0.3052\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 145ms/step - loss: 0.1595 - mean_absolute_error: 0.2857 - val_loss: 0.1553 - val_mean_absolute_error: 0.2959\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.1145 - mean_absolute_error: 0.2473 - val_loss: 0.1396 - val_mean_absolute_error: 0.2775\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0974 - mean_absolute_error: 0.2291 - val_loss: 0.1244 - val_mean_absolute_error: 0.2465\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0888 - mean_absolute_error: 0.2032 - val_loss: 0.1214 - val_mean_absolute_error: 0.2501\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0812 - mean_absolute_error: 0.1954 - val_loss: 0.1254 - val_mean_absolute_error: 0.2544\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0642 - mean_absolute_error: 0.1703 - val_loss: 0.1197 - val_mean_absolute_error: 0.2321\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0529 - mean_absolute_error: 0.1509 - val_loss: 0.1036 - val_mean_absolute_error: 0.2215\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0445 - mean_absolute_error: 0.1328 - val_loss: 0.1011 - val_mean_absolute_error: 0.2060\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0341 - mean_absolute_error: 0.1151 - val_loss: 0.1037 - val_mean_absolute_error: 0.1917\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0284 - mean_absolute_error: 0.0983 - val_loss: 0.0964 - val_mean_absolute_error: 0.1822\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 134ms/step - loss: 0.0253 - mean_absolute_error: 0.0941 - val_loss: 0.0899 - val_mean_absolute_error: 0.1804\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0219 - mean_absolute_error: 0.0858 - val_loss: 0.0949 - val_mean_absolute_error: 0.1729\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0181 - mean_absolute_error: 0.0724 - val_loss: 0.0981 - val_mean_absolute_error: 0.1759\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0162 - mean_absolute_error: 0.0666 - val_loss: 0.0903 - val_mean_absolute_error: 0.1574\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 134ms/step - loss: 0.0153 - mean_absolute_error: 0.0645 - val_loss: 0.0862 - val_mean_absolute_error: 0.1587\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 142ms/step - loss: 0.0141 - mean_absolute_error: 0.0638 - val_loss: 0.0860 - val_mean_absolute_error: 0.1561\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0115 - mean_absolute_error: 0.0606 - val_loss: 0.0953 - val_mean_absolute_error: 0.1582\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0097 - mean_absolute_error: 0.0543 - val_loss: 0.1040 - val_mean_absolute_error: 0.1698\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0096 - mean_absolute_error: 0.0569 - val_loss: 0.0944 - val_mean_absolute_error: 0.1504\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0102 - mean_absolute_error: 0.0570 - val_loss: 0.0862 - val_mean_absolute_error: 0.1618\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0124 - mean_absolute_error: 0.0684 - val_loss: 0.0817 - val_mean_absolute_error: 0.1580\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0161 - mean_absolute_error: 0.0777 - val_loss: 0.0892 - val_mean_absolute_error: 0.1525\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0118 - mean_absolute_error: 0.0723 - val_loss: 0.1308 - val_mean_absolute_error: 0.2237\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0199 - mean_absolute_error: 0.1065 - val_loss: 0.0869 - val_mean_absolute_error: 0.1541\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0201 - mean_absolute_error: 0.0975 - val_loss: 0.0863 - val_mean_absolute_error: 0.1718\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 134ms/step - loss: 0.0244 - mean_absolute_error: 0.1077 - val_loss: 0.1195 - val_mean_absolute_error: 0.2031\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0208 - mean_absolute_error: 0.0995 - val_loss: 0.1034 - val_mean_absolute_error: 0.1921\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 134ms/step - loss: 0.0145 - mean_absolute_error: 0.0840 - val_loss: 0.0844 - val_mean_absolute_error: 0.1738\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0111 - mean_absolute_error: 0.0723 - val_loss: 0.0940 - val_mean_absolute_error: 0.1662\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0090 - mean_absolute_error: 0.0596 - val_loss: 0.0927 - val_mean_absolute_error: 0.1522\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0072 - mean_absolute_error: 0.0518 - val_loss: 0.0898 - val_mean_absolute_error: 0.1537\n",
      "2/2 [==============================] - 0s 71ms/step - loss: 0.0898 - mean_absolute_error: 0.1537\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 123ms/step - loss: 0.9544 - mean_absolute_error: 0.8079 - val_loss: 0.6306 - val_mean_absolute_error: 0.6573\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.6361 - mean_absolute_error: 0.6504 - val_loss: 0.5556 - val_mean_absolute_error: 0.5981\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.5348 - mean_absolute_error: 0.6036 - val_loss: 0.5498 - val_mean_absolute_error: 0.5848\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.4818 - mean_absolute_error: 0.5540 - val_loss: 0.4479 - val_mean_absolute_error: 0.5391\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.4243 - mean_absolute_error: 0.5198 - val_loss: 0.4019 - val_mean_absolute_error: 0.5114\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.3784 - mean_absolute_error: 0.4912 - val_loss: 0.4037 - val_mean_absolute_error: 0.4910\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.3838 - mean_absolute_error: 0.4981 - val_loss: 0.4985 - val_mean_absolute_error: 0.5378\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.3782 - mean_absolute_error: 0.4609 - val_loss: 0.4037 - val_mean_absolute_error: 0.4859\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.3434 - mean_absolute_error: 0.4477 - val_loss: 0.3357 - val_mean_absolute_error: 0.4514\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2851 - mean_absolute_error: 0.4100 - val_loss: 0.3030 - val_mean_absolute_error: 0.4153\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.2755 - mean_absolute_error: 0.3992 - val_loss: 0.2978 - val_mean_absolute_error: 0.4149\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.2525 - mean_absolute_error: 0.3742 - val_loss: 0.2643 - val_mean_absolute_error: 0.3731\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2074 - mean_absolute_error: 0.3345 - val_loss: 0.2559 - val_mean_absolute_error: 0.3723\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2102 - mean_absolute_error: 0.3497 - val_loss: 0.1992 - val_mean_absolute_error: 0.3287\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1858 - mean_absolute_error: 0.3187 - val_loss: 0.2239 - val_mean_absolute_error: 0.3436\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1886 - mean_absolute_error: 0.3190 - val_loss: 0.2061 - val_mean_absolute_error: 0.3407\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1596 - mean_absolute_error: 0.2992 - val_loss: 0.3439 - val_mean_absolute_error: 0.4371\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2381 - mean_absolute_error: 0.3506 - val_loss: 0.3099 - val_mean_absolute_error: 0.4191\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1838 - mean_absolute_error: 0.3112 - val_loss: 0.3703 - val_mean_absolute_error: 0.4554\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.2281 - mean_absolute_error: 0.3312 - val_loss: 0.2841 - val_mean_absolute_error: 0.4155\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1984 - mean_absolute_error: 0.3221 - val_loss: 0.2921 - val_mean_absolute_error: 0.4154\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.2335 - mean_absolute_error: 0.3433 - val_loss: 0.2355 - val_mean_absolute_error: 0.3605\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.2038 - mean_absolute_error: 0.3353 - val_loss: 0.2576 - val_mean_absolute_error: 0.3868\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1667 - mean_absolute_error: 0.2988 - val_loss: 0.1936 - val_mean_absolute_error: 0.3184\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1118 - mean_absolute_error: 0.2452 - val_loss: 0.1736 - val_mean_absolute_error: 0.2806\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0855 - mean_absolute_error: 0.2124 - val_loss: 0.2020 - val_mean_absolute_error: 0.3100\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.0807 - mean_absolute_error: 0.2037 - val_loss: 0.1929 - val_mean_absolute_error: 0.3175\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0987 - mean_absolute_error: 0.2095 - val_loss: 0.2957 - val_mean_absolute_error: 0.3973\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1290 - mean_absolute_error: 0.2447 - val_loss: 0.1926 - val_mean_absolute_error: 0.3180\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1443 - mean_absolute_error: 0.2689 - val_loss: 0.1746 - val_mean_absolute_error: 0.3156\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.1171 - mean_absolute_error: 0.2514 - val_loss: 0.1977 - val_mean_absolute_error: 0.3155\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1109 - mean_absolute_error: 0.2429 - val_loss: 0.1790 - val_mean_absolute_error: 0.3106\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0909 - mean_absolute_error: 0.2117 - val_loss: 0.1633 - val_mean_absolute_error: 0.2868\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0653 - mean_absolute_error: 0.1917 - val_loss: 0.1205 - val_mean_absolute_error: 0.2508\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0625 - mean_absolute_error: 0.1764 - val_loss: 0.1941 - val_mean_absolute_error: 0.3040\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0914 - mean_absolute_error: 0.2123 - val_loss: 0.1568 - val_mean_absolute_error: 0.2854\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0768 - mean_absolute_error: 0.2011 - val_loss: 0.2100 - val_mean_absolute_error: 0.3338\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1003 - mean_absolute_error: 0.2306 - val_loss: 0.1585 - val_mean_absolute_error: 0.2964\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0652 - mean_absolute_error: 0.1985 - val_loss: 0.1438 - val_mean_absolute_error: 0.2528\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0491 - mean_absolute_error: 0.1691 - val_loss: 0.1892 - val_mean_absolute_error: 0.3187\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0800 - mean_absolute_error: 0.2060 - val_loss: 0.1762 - val_mean_absolute_error: 0.2983\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0819 - mean_absolute_error: 0.2053 - val_loss: 0.1694 - val_mean_absolute_error: 0.3046\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0697 - mean_absolute_error: 0.1959 - val_loss: 0.2047 - val_mean_absolute_error: 0.3284\n",
      "Epoch 44/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 81ms/step - loss: 0.0949 - mean_absolute_error: 0.2241 - val_loss: 0.1414 - val_mean_absolute_error: 0.2719\n",
      "2/2 [==============================] - 0s 35ms/step - loss: 0.1414 - mean_absolute_error: 0.2719\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 214ms/step - loss: 0.8833 - mean_absolute_error: 0.7476 - val_loss: 0.4191 - val_mean_absolute_error: 0.5050\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 181ms/step - loss: 0.4531 - mean_absolute_error: 0.5087 - val_loss: 0.3692 - val_mean_absolute_error: 0.4917\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.3511 - mean_absolute_error: 0.4538 - val_loss: 0.3066 - val_mean_absolute_error: 0.3938\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.2576 - mean_absolute_error: 0.3741 - val_loss: 0.2337 - val_mean_absolute_error: 0.3656\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.1872 - mean_absolute_error: 0.3197 - val_loss: 0.2050 - val_mean_absolute_error: 0.3248\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.1409 - mean_absolute_error: 0.2702 - val_loss: 0.1735 - val_mean_absolute_error: 0.2967\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.1152 - mean_absolute_error: 0.2455 - val_loss: 0.1609 - val_mean_absolute_error: 0.2850\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0899 - mean_absolute_error: 0.2091 - val_loss: 0.1666 - val_mean_absolute_error: 0.2607\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0694 - mean_absolute_error: 0.1769 - val_loss: 0.1810 - val_mean_absolute_error: 0.2749\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0635 - mean_absolute_error: 0.1728 - val_loss: 0.1368 - val_mean_absolute_error: 0.2347\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0386 - mean_absolute_error: 0.1375 - val_loss: 0.1445 - val_mean_absolute_error: 0.2332\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0309 - mean_absolute_error: 0.1228 - val_loss: 0.1376 - val_mean_absolute_error: 0.2173\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0361 - mean_absolute_error: 0.1155 - val_loss: 0.1242 - val_mean_absolute_error: 0.2108\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0312 - mean_absolute_error: 0.1009 - val_loss: 0.1295 - val_mean_absolute_error: 0.1979\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0271 - mean_absolute_error: 0.0893 - val_loss: 0.1439 - val_mean_absolute_error: 0.2188\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0301 - mean_absolute_error: 0.0957 - val_loss: 0.1254 - val_mean_absolute_error: 0.2199\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0173 - mean_absolute_error: 0.0878 - val_loss: 0.1339 - val_mean_absolute_error: 0.1995\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0293 - mean_absolute_error: 0.0977 - val_loss: 0.1444 - val_mean_absolute_error: 0.2163\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0383 - mean_absolute_error: 0.1194 - val_loss: 0.1578 - val_mean_absolute_error: 0.2450\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0370 - mean_absolute_error: 0.1294 - val_loss: 0.1352 - val_mean_absolute_error: 0.2437\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0383 - mean_absolute_error: 0.1289 - val_loss: 0.1213 - val_mean_absolute_error: 0.1964\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0280 - mean_absolute_error: 0.1068 - val_loss: 0.1581 - val_mean_absolute_error: 0.2543\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0274 - mean_absolute_error: 0.1075 - val_loss: 0.1347 - val_mean_absolute_error: 0.2090\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0234 - mean_absolute_error: 0.0981 - val_loss: 0.1385 - val_mean_absolute_error: 0.2559\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0259 - mean_absolute_error: 0.1110 - val_loss: 0.1566 - val_mean_absolute_error: 0.2374\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0173 - mean_absolute_error: 0.0869 - val_loss: 0.1285 - val_mean_absolute_error: 0.1985\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0161 - mean_absolute_error: 0.0732 - val_loss: 0.1220 - val_mean_absolute_error: 0.2011\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0157 - mean_absolute_error: 0.0769 - val_loss: 0.1552 - val_mean_absolute_error: 0.2303\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0156 - mean_absolute_error: 0.0803 - val_loss: 0.1158 - val_mean_absolute_error: 0.1974\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0124 - mean_absolute_error: 0.0676 - val_loss: 0.1243 - val_mean_absolute_error: 0.1755\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0104 - mean_absolute_error: 0.0533 - val_loss: 0.1319 - val_mean_absolute_error: 0.1864\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0123 - mean_absolute_error: 0.0625 - val_loss: 0.1107 - val_mean_absolute_error: 0.1945\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0112 - mean_absolute_error: 0.0643 - val_loss: 0.1346 - val_mean_absolute_error: 0.1986\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0135 - mean_absolute_error: 0.0694 - val_loss: 0.1162 - val_mean_absolute_error: 0.1722\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0103 - mean_absolute_error: 0.0565 - val_loss: 0.1092 - val_mean_absolute_error: 0.1740\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0096 - mean_absolute_error: 0.0560 - val_loss: 0.1298 - val_mean_absolute_error: 0.1929\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0090 - mean_absolute_error: 0.0544 - val_loss: 0.1092 - val_mean_absolute_error: 0.1665\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0073 - mean_absolute_error: 0.0447 - val_loss: 0.1106 - val_mean_absolute_error: 0.1558\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0069 - mean_absolute_error: 0.0406 - val_loss: 0.1227 - val_mean_absolute_error: 0.1797\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0073 - mean_absolute_error: 0.0453 - val_loss: 0.1059 - val_mean_absolute_error: 0.1709\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0063 - mean_absolute_error: 0.0416 - val_loss: 0.1138 - val_mean_absolute_error: 0.1566\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0054 - mean_absolute_error: 0.0333 - val_loss: 0.1148 - val_mean_absolute_error: 0.1567\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0053 - mean_absolute_error: 0.0337 - val_loss: 0.1025 - val_mean_absolute_error: 0.1610\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0051 - mean_absolute_error: 0.0349 - val_loss: 0.1108 - val_mean_absolute_error: 0.1539\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 2s 220ms/step - loss: 0.0045 - mean_absolute_error: 0.0285 - val_loss: 0.1106 - val_mean_absolute_error: 0.1507\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0043 - mean_absolute_error: 0.0277 - val_loss: 0.1027 - val_mean_absolute_error: 0.1546\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0041 - mean_absolute_error: 0.0319 - val_loss: 0.1080 - val_mean_absolute_error: 0.1489\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0048 - mean_absolute_error: 0.0360 - val_loss: 0.1098 - val_mean_absolute_error: 0.1531\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0047 - mean_absolute_error: 0.0361 - val_loss: 0.1023 - val_mean_absolute_error: 0.1571\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0038 - mean_absolute_error: 0.0331 - val_loss: 0.1072 - val_mean_absolute_error: 0.1484\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0035 - mean_absolute_error: 0.0287 - val_loss: 0.1140 - val_mean_absolute_error: 0.1562\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0038 - mean_absolute_error: 0.0323 - val_loss: 0.1036 - val_mean_absolute_error: 0.1481\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0033 - mean_absolute_error: 0.0283 - val_loss: 0.1026 - val_mean_absolute_error: 0.1509\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0034 - mean_absolute_error: 0.0311 - val_loss: 0.1123 - val_mean_absolute_error: 0.1548\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0032 - mean_absolute_error: 0.0301 - val_loss: 0.1101 - val_mean_absolute_error: 0.1478\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 210ms/step - loss: 0.0034 - mean_absolute_error: 0.0312 - val_loss: 0.1014 - val_mean_absolute_error: 0.1601\n",
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0032 - mean_absolute_error: 0.0322 - val_loss: 0.1062 - val_mean_absolute_error: 0.1455\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0028 - mean_absolute_error: 0.0284 - val_loss: 0.1171 - val_mean_absolute_error: 0.1652\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0033 - mean_absolute_error: 0.0364 - val_loss: 0.1043 - val_mean_absolute_error: 0.1453\n",
      "Epoch 60/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0028 - mean_absolute_error: 0.0305 - val_loss: 0.1020 - val_mean_absolute_error: 0.1631\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0032 - mean_absolute_error: 0.0369 - val_loss: 0.1119 - val_mean_absolute_error: 0.1543\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0027 - mean_absolute_error: 0.0317 - val_loss: 0.1146 - val_mean_absolute_error: 0.1615\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0038 - mean_absolute_error: 0.0402 - val_loss: 0.1003 - val_mean_absolute_error: 0.1690\n",
      "Epoch 64/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0036 - mean_absolute_error: 0.0427 - val_loss: 0.1049 - val_mean_absolute_error: 0.1568\n",
      "Epoch 65/1000\n",
      "7/7 [==============================] - 1s 207ms/step - loss: 0.0039 - mean_absolute_error: 0.0415 - val_loss: 0.1222 - val_mean_absolute_error: 0.1781\n",
      "Epoch 66/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0040 - mean_absolute_error: 0.0452 - val_loss: 0.1035 - val_mean_absolute_error: 0.1490\n",
      "Epoch 67/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0033 - mean_absolute_error: 0.0372 - val_loss: 0.0989 - val_mean_absolute_error: 0.1685\n",
      "Epoch 68/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0042 - mean_absolute_error: 0.0481 - val_loss: 0.1166 - val_mean_absolute_error: 0.1686\n",
      "Epoch 69/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0042 - mean_absolute_error: 0.0462 - val_loss: 0.1144 - val_mean_absolute_error: 0.1631\n",
      "Epoch 70/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0047 - mean_absolute_error: 0.0496 - val_loss: 0.0997 - val_mean_absolute_error: 0.1776\n",
      "Epoch 71/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0042 - mean_absolute_error: 0.0469 - val_loss: 0.1109 - val_mean_absolute_error: 0.1593\n",
      "Epoch 72/1000\n",
      "7/7 [==============================] - 1s 201ms/step - loss: 0.0034 - mean_absolute_error: 0.0398 - val_loss: 0.1168 - val_mean_absolute_error: 0.1698\n",
      "Epoch 73/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0041 - mean_absolute_error: 0.0457 - val_loss: 0.0967 - val_mean_absolute_error: 0.1689\n",
      "Epoch 74/1000\n",
      "7/7 [==============================] - 1s 207ms/step - loss: 0.0042 - mean_absolute_error: 0.0473 - val_loss: 0.1061 - val_mean_absolute_error: 0.1567\n",
      "Epoch 75/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0037 - mean_absolute_error: 0.0424 - val_loss: 0.1155 - val_mean_absolute_error: 0.1708\n",
      "Epoch 76/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0038 - mean_absolute_error: 0.0441 - val_loss: 0.1000 - val_mean_absolute_error: 0.1658\n",
      "Epoch 77/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0024 - mean_absolute_error: 0.0345 - val_loss: 0.1040 - val_mean_absolute_error: 0.1463\n",
      "Epoch 78/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0015 - mean_absolute_error: 0.0241 - val_loss: 0.1091 - val_mean_absolute_error: 0.1536\n",
      "Epoch 79/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0015 - mean_absolute_error: 0.0254 - val_loss: 0.1013 - val_mean_absolute_error: 0.1463\n",
      "Epoch 80/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0013 - mean_absolute_error: 0.0214 - val_loss: 0.1017 - val_mean_absolute_error: 0.1455\n",
      "Epoch 81/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0012 - mean_absolute_error: 0.0217 - val_loss: 0.1092 - val_mean_absolute_error: 0.1507\n",
      "Epoch 82/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0012 - mean_absolute_error: 0.0213 - val_loss: 0.1021 - val_mean_absolute_error: 0.1386\n",
      "Epoch 83/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 8.5903e-04 - mean_absolute_error: 0.0150 - val_loss: 0.1006 - val_mean_absolute_error: 0.1455\n",
      "2/2 [==============================] - 0s 108ms/step - loss: 0.1006 - mean_absolute_error: 0.1455\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 218ms/step - loss: 0.9865 - mean_absolute_error: 0.7883 - val_loss: 0.3939 - val_mean_absolute_error: 0.4765\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 180ms/step - loss: 0.4059 - mean_absolute_error: 0.5014 - val_loss: 0.2736 - val_mean_absolute_error: 0.4007\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.2995 - mean_absolute_error: 0.4228 - val_loss: 0.2284 - val_mean_absolute_error: 0.3634\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.2079 - mean_absolute_error: 0.3516 - val_loss: 0.1695 - val_mean_absolute_error: 0.2845\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.1651 - mean_absolute_error: 0.2986 - val_loss: 0.1669 - val_mean_absolute_error: 0.2852\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.1415 - mean_absolute_error: 0.2667 - val_loss: 0.1812 - val_mean_absolute_error: 0.3211\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.1207 - mean_absolute_error: 0.2457 - val_loss: 0.1586 - val_mean_absolute_error: 0.2736\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0876 - mean_absolute_error: 0.2115 - val_loss: 0.1242 - val_mean_absolute_error: 0.2388\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0615 - mean_absolute_error: 0.1792 - val_loss: 0.1227 - val_mean_absolute_error: 0.2229\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 159ms/step - loss: 0.0493 - mean_absolute_error: 0.1539 - val_loss: 0.1267 - val_mean_absolute_error: 0.2349\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0386 - mean_absolute_error: 0.1348 - val_loss: 0.1197 - val_mean_absolute_error: 0.2145\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 161ms/step - loss: 0.0364 - mean_absolute_error: 0.1293 - val_loss: 0.1187 - val_mean_absolute_error: 0.2190\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0302 - mean_absolute_error: 0.1164 - val_loss: 0.1214 - val_mean_absolute_error: 0.2155\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 162ms/step - loss: 0.0213 - mean_absolute_error: 0.0994 - val_loss: 0.1301 - val_mean_absolute_error: 0.2248\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.0189 - mean_absolute_error: 0.0963 - val_loss: 0.1256 - val_mean_absolute_error: 0.2062\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0160 - mean_absolute_error: 0.0887 - val_loss: 0.1293 - val_mean_absolute_error: 0.2093\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0122 - mean_absolute_error: 0.0739 - val_loss: 0.1289 - val_mean_absolute_error: 0.2186\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0136 - mean_absolute_error: 0.0819 - val_loss: 0.1204 - val_mean_absolute_error: 0.2032\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0114 - mean_absolute_error: 0.0737 - val_loss: 0.1258 - val_mean_absolute_error: 0.1947\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0093 - mean_absolute_error: 0.0648 - val_loss: 0.1313 - val_mean_absolute_error: 0.1932\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0073 - mean_absolute_error: 0.0568 - val_loss: 0.1381 - val_mean_absolute_error: 0.2065\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0099 - mean_absolute_error: 0.0681 - val_loss: 0.1330 - val_mean_absolute_error: 0.1850\n",
      "2/2 [==============================] - 0s 87ms/step - loss: 0.1330 - mean_absolute_error: 0.1850\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 127ms/step - loss: 1.0449 - mean_absolute_error: 0.8423 - val_loss: 0.8404 - val_mean_absolute_error: 0.7883\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.6897 - mean_absolute_error: 0.7058 - val_loss: 0.7071 - val_mean_absolute_error: 0.6785\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.5661 - mean_absolute_error: 0.6311 - val_loss: 0.6243 - val_mean_absolute_error: 0.6557\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.5175 - mean_absolute_error: 0.5971 - val_loss: 0.5813 - val_mean_absolute_error: 0.6022\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.4642 - mean_absolute_error: 0.5610 - val_loss: 0.5435 - val_mean_absolute_error: 0.5644\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.4134 - mean_absolute_error: 0.5214 - val_loss: 0.5014 - val_mean_absolute_error: 0.5318\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.3749 - mean_absolute_error: 0.4904 - val_loss: 0.4770 - val_mean_absolute_error: 0.5148\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.3442 - mean_absolute_error: 0.4622 - val_loss: 0.4457 - val_mean_absolute_error: 0.4857\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.3037 - mean_absolute_error: 0.4261 - val_loss: 0.4284 - val_mean_absolute_error: 0.4685\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.2725 - mean_absolute_error: 0.4039 - val_loss: 0.4110 - val_mean_absolute_error: 0.4452\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.2648 - mean_absolute_error: 0.3866 - val_loss: 0.4484 - val_mean_absolute_error: 0.4865\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.2519 - mean_absolute_error: 0.3802 - val_loss: 0.4793 - val_mean_absolute_error: 0.5161\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.2923 - mean_absolute_error: 0.4072 - val_loss: 0.3871 - val_mean_absolute_error: 0.4353\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.2809 - mean_absolute_error: 0.3997 - val_loss: 0.4500 - val_mean_absolute_error: 0.4545\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.2293 - mean_absolute_error: 0.3617 - val_loss: 0.3873 - val_mean_absolute_error: 0.4115\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.1895 - mean_absolute_error: 0.3214 - val_loss: 0.3242 - val_mean_absolute_error: 0.3714\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.1679 - mean_absolute_error: 0.2892 - val_loss: 0.3183 - val_mean_absolute_error: 0.3484\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1847 - mean_absolute_error: 0.3002 - val_loss: 0.3171 - val_mean_absolute_error: 0.3701\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1793 - mean_absolute_error: 0.3017 - val_loss: 0.3242 - val_mean_absolute_error: 0.3670\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1613 - mean_absolute_error: 0.2808 - val_loss: 0.3404 - val_mean_absolute_error: 0.3693\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1574 - mean_absolute_error: 0.2818 - val_loss: 0.3315 - val_mean_absolute_error: 0.3608\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1641 - mean_absolute_error: 0.2789 - val_loss: 0.3079 - val_mean_absolute_error: 0.3819\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1127 - mean_absolute_error: 0.2402 - val_loss: 0.2795 - val_mean_absolute_error: 0.3125\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1081 - mean_absolute_error: 0.2229 - val_loss: 0.2655 - val_mean_absolute_error: 0.3012\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1012 - mean_absolute_error: 0.2163 - val_loss: 0.2413 - val_mean_absolute_error: 0.2923\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0965 - mean_absolute_error: 0.2072 - val_loss: 0.2455 - val_mean_absolute_error: 0.2921\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0935 - mean_absolute_error: 0.1999 - val_loss: 0.2744 - val_mean_absolute_error: 0.3197\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0974 - mean_absolute_error: 0.2154 - val_loss: 0.2869 - val_mean_absolute_error: 0.3278\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0932 - mean_absolute_error: 0.2015 - val_loss: 0.3062 - val_mean_absolute_error: 0.3355\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1026 - mean_absolute_error: 0.2161 - val_loss: 0.2367 - val_mean_absolute_error: 0.2841\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0924 - mean_absolute_error: 0.2105 - val_loss: 0.2402 - val_mean_absolute_error: 0.2806\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0880 - mean_absolute_error: 0.1987 - val_loss: 0.2405 - val_mean_absolute_error: 0.2865\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0711 - mean_absolute_error: 0.1781 - val_loss: 0.2402 - val_mean_absolute_error: 0.3091\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0558 - mean_absolute_error: 0.1613 - val_loss: 0.2278 - val_mean_absolute_error: 0.2693\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0464 - mean_absolute_error: 0.1460 - val_loss: 0.2258 - val_mean_absolute_error: 0.2687\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0626 - mean_absolute_error: 0.1675 - val_loss: 0.2327 - val_mean_absolute_error: 0.2821\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0477 - mean_absolute_error: 0.1426 - val_loss: 0.2067 - val_mean_absolute_error: 0.2491\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0396 - mean_absolute_error: 0.1280 - val_loss: 0.2423 - val_mean_absolute_error: 0.2884\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0405 - mean_absolute_error: 0.1379 - val_loss: 0.2800 - val_mean_absolute_error: 0.3298\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0569 - mean_absolute_error: 0.1677 - val_loss: 0.2715 - val_mean_absolute_error: 0.3069\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0851 - mean_absolute_error: 0.1940 - val_loss: 0.2198 - val_mean_absolute_error: 0.2564\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0831 - mean_absolute_error: 0.1951 - val_loss: 0.2715 - val_mean_absolute_error: 0.3614\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0699 - mean_absolute_error: 0.1980 - val_loss: 0.2134 - val_mean_absolute_error: 0.2682\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0471 - mean_absolute_error: 0.1446 - val_loss: 0.2252 - val_mean_absolute_error: 0.2546\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0268 - mean_absolute_error: 0.1115 - val_loss: 0.2360 - val_mean_absolute_error: 0.2713\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0285 - mean_absolute_error: 0.1185 - val_loss: 0.2369 - val_mean_absolute_error: 0.2701\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0320 - mean_absolute_error: 0.1219 - val_loss: 0.2219 - val_mean_absolute_error: 0.2423\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.2219 - mean_absolute_error: 0.2423\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 252ms/step - loss: 0.8843 - mean_absolute_error: 0.7574 - val_loss: 0.6660 - val_mean_absolute_error: 0.6422\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.5724 - mean_absolute_error: 0.5794 - val_loss: 0.3259 - val_mean_absolute_error: 0.4121\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.2733 - mean_absolute_error: 0.4178 - val_loss: 0.2342 - val_mean_absolute_error: 0.3404\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.1988 - mean_absolute_error: 0.3258 - val_loss: 0.2101 - val_mean_absolute_error: 0.3272\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 211ms/step - loss: 0.1835 - mean_absolute_error: 0.3003 - val_loss: 0.1775 - val_mean_absolute_error: 0.2975\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 211ms/step - loss: 0.1589 - mean_absolute_error: 0.2801 - val_loss: 0.1644 - val_mean_absolute_error: 0.2815\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.1338 - mean_absolute_error: 0.2629 - val_loss: 0.1105 - val_mean_absolute_error: 0.2354\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 211ms/step - loss: 0.0990 - mean_absolute_error: 0.2168 - val_loss: 0.1337 - val_mean_absolute_error: 0.2531\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 192ms/step - loss: 0.0764 - mean_absolute_error: 0.1845 - val_loss: 0.1347 - val_mean_absolute_error: 0.2126\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 191ms/step - loss: 0.0580 - mean_absolute_error: 0.1554 - val_loss: 0.1091 - val_mean_absolute_error: 0.2152\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0489 - mean_absolute_error: 0.1458 - val_loss: 0.0986 - val_mean_absolute_error: 0.2039\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 191ms/step - loss: 0.0326 - mean_absolute_error: 0.1168 - val_loss: 0.0935 - val_mean_absolute_error: 0.1799\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0310 - mean_absolute_error: 0.1097 - val_loss: 0.1023 - val_mean_absolute_error: 0.1914\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0289 - mean_absolute_error: 0.1137 - val_loss: 0.0958 - val_mean_absolute_error: 0.1748\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 2s 231ms/step - loss: 0.0209 - mean_absolute_error: 0.0939 - val_loss: 0.0954 - val_mean_absolute_error: 0.1701\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 2s 232ms/step - loss: 0.0216 - mean_absolute_error: 0.0978 - val_loss: 0.1006 - val_mean_absolute_error: 0.1693\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 2s 230ms/step - loss: 0.0213 - mean_absolute_error: 0.0999 - val_loss: 0.1019 - val_mean_absolute_error: 0.2031\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 2s 232ms/step - loss: 0.0219 - mean_absolute_error: 0.1024 - val_loss: 0.1046 - val_mean_absolute_error: 0.1822\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 2s 231ms/step - loss: 0.0192 - mean_absolute_error: 0.1012 - val_loss: 0.1276 - val_mean_absolute_error: 0.2059\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0163 - mean_absolute_error: 0.0909 - val_loss: 0.1285 - val_mean_absolute_error: 0.1927\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0146 - mean_absolute_error: 0.0790 - val_loss: 0.1297 - val_mean_absolute_error: 0.2050\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0113 - mean_absolute_error: 0.0731 - val_loss: 0.1267 - val_mean_absolute_error: 0.1797\n",
      "2/2 [==============================] - 0s 117ms/step - loss: 0.1267 - mean_absolute_error: 0.1797\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 178ms/step - loss: 0.7307 - mean_absolute_error: 0.6813 - val_loss: 0.4580 - val_mean_absolute_error: 0.5273\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.4506 - mean_absolute_error: 0.5232 - val_loss: 0.3024 - val_mean_absolute_error: 0.4321\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.2320 - mean_absolute_error: 0.3730 - val_loss: 0.2364 - val_mean_absolute_error: 0.3648\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.1481 - mean_absolute_error: 0.2898 - val_loss: 0.2026 - val_mean_absolute_error: 0.3374\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.1153 - mean_absolute_error: 0.2503 - val_loss: 0.1714 - val_mean_absolute_error: 0.3082\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0750 - mean_absolute_error: 0.1902 - val_loss: 0.1565 - val_mean_absolute_error: 0.2668\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 134ms/step - loss: 0.0497 - mean_absolute_error: 0.1583 - val_loss: 0.1497 - val_mean_absolute_error: 0.2589\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0379 - mean_absolute_error: 0.1354 - val_loss: 0.1341 - val_mean_absolute_error: 0.2301\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 134ms/step - loss: 0.0329 - mean_absolute_error: 0.1194 - val_loss: 0.1307 - val_mean_absolute_error: 0.2427\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0283 - mean_absolute_error: 0.1139 - val_loss: 0.1307 - val_mean_absolute_error: 0.2287\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 134ms/step - loss: 0.0287 - mean_absolute_error: 0.1199 - val_loss: 0.1291 - val_mean_absolute_error: 0.2382\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0239 - mean_absolute_error: 0.1054 - val_loss: 0.1220 - val_mean_absolute_error: 0.2219\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0274 - mean_absolute_error: 0.1162 - val_loss: 0.1037 - val_mean_absolute_error: 0.2043\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0234 - mean_absolute_error: 0.1103 - val_loss: 0.1057 - val_mean_absolute_error: 0.2067\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0172 - mean_absolute_error: 0.0993 - val_loss: 0.1141 - val_mean_absolute_error: 0.2218\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0154 - mean_absolute_error: 0.0896 - val_loss: 0.1093 - val_mean_absolute_error: 0.2080\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0166 - mean_absolute_error: 0.0917 - val_loss: 0.1087 - val_mean_absolute_error: 0.2106\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0155 - mean_absolute_error: 0.0915 - val_loss: 0.1059 - val_mean_absolute_error: 0.1856\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0114 - mean_absolute_error: 0.0815 - val_loss: 0.1109 - val_mean_absolute_error: 0.2017\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0090 - mean_absolute_error: 0.0690 - val_loss: 0.1007 - val_mean_absolute_error: 0.1683\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0075 - mean_absolute_error: 0.0618 - val_loss: 0.1004 - val_mean_absolute_error: 0.1795\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0061 - mean_absolute_error: 0.0590 - val_loss: 0.0945 - val_mean_absolute_error: 0.1594\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0053 - mean_absolute_error: 0.0529 - val_loss: 0.1120 - val_mean_absolute_error: 0.1907\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0063 - mean_absolute_error: 0.0579 - val_loss: 0.1008 - val_mean_absolute_error: 0.1636\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0060 - mean_absolute_error: 0.0521 - val_loss: 0.1037 - val_mean_absolute_error: 0.1892\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0071 - mean_absolute_error: 0.0633 - val_loss: 0.0984 - val_mean_absolute_error: 0.1584\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0067 - mean_absolute_error: 0.0569 - val_loss: 0.1085 - val_mean_absolute_error: 0.2002\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0093 - mean_absolute_error: 0.0689 - val_loss: 0.0945 - val_mean_absolute_error: 0.1599\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0076 - mean_absolute_error: 0.0635 - val_loss: 0.1028 - val_mean_absolute_error: 0.1949\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0074 - mean_absolute_error: 0.0652 - val_loss: 0.0962 - val_mean_absolute_error: 0.1619\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.0061 - mean_absolute_error: 0.0558 - val_loss: 0.1072 - val_mean_absolute_error: 0.1928\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0074 - mean_absolute_error: 0.0646 - val_loss: 0.0988 - val_mean_absolute_error: 0.1653\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.0056 - mean_absolute_error: 0.0553 - val_loss: 0.1001 - val_mean_absolute_error: 0.1786\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0053 - mean_absolute_error: 0.0564 - val_loss: 0.0991 - val_mean_absolute_error: 0.1723\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0053 - mean_absolute_error: 0.0527 - val_loss: 0.1023 - val_mean_absolute_error: 0.1723\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0049 - mean_absolute_error: 0.0527 - val_loss: 0.1014 - val_mean_absolute_error: 0.1755\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0045 - mean_absolute_error: 0.0504 - val_loss: 0.0943 - val_mean_absolute_error: 0.1564\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0035 - mean_absolute_error: 0.0448 - val_loss: 0.1025 - val_mean_absolute_error: 0.1803\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0042 - mean_absolute_error: 0.0499 - val_loss: 0.0996 - val_mean_absolute_error: 0.1566\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0031 - mean_absolute_error: 0.0414 - val_loss: 0.0999 - val_mean_absolute_error: 0.1738\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0032 - mean_absolute_error: 0.0441 - val_loss: 0.0959 - val_mean_absolute_error: 0.1553\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0028 - mean_absolute_error: 0.0378 - val_loss: 0.1010 - val_mean_absolute_error: 0.1704\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0030 - mean_absolute_error: 0.0413 - val_loss: 0.0984 - val_mean_absolute_error: 0.1596\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.0026 - mean_absolute_error: 0.0376 - val_loss: 0.0978 - val_mean_absolute_error: 0.1625\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0024 - mean_absolute_error: 0.0386 - val_loss: 0.0989 - val_mean_absolute_error: 0.1666\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0026 - mean_absolute_error: 0.0383 - val_loss: 0.0993 - val_mean_absolute_error: 0.1595\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0024 - mean_absolute_error: 0.0377 - val_loss: 0.0984 - val_mean_absolute_error: 0.1661\n",
      "2/2 [==============================] - 0s 64ms/step - loss: 0.0984 - mean_absolute_error: 0.1661\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 128ms/step - loss: 1.0167 - mean_absolute_error: 0.8332 - val_loss: 0.4921 - val_mean_absolute_error: 0.5994\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.7846 - mean_absolute_error: 0.7102 - val_loss: 0.4289 - val_mean_absolute_error: 0.5602\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.6018 - mean_absolute_error: 0.6514 - val_loss: 0.3984 - val_mean_absolute_error: 0.5372\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.5584 - mean_absolute_error: 0.6109 - val_loss: 0.3565 - val_mean_absolute_error: 0.4995\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.4702 - mean_absolute_error: 0.5531 - val_loss: 0.3415 - val_mean_absolute_error: 0.4979\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.4711 - mean_absolute_error: 0.5416 - val_loss: 0.3063 - val_mean_absolute_error: 0.4670\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.3957 - mean_absolute_error: 0.5044 - val_loss: 0.3064 - val_mean_absolute_error: 0.4603\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.3932 - mean_absolute_error: 0.4860 - val_loss: 0.2800 - val_mean_absolute_error: 0.4372\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.3361 - mean_absolute_error: 0.4518 - val_loss: 0.2501 - val_mean_absolute_error: 0.4073\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2925 - mean_absolute_error: 0.4107 - val_loss: 0.2494 - val_mean_absolute_error: 0.3956\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.2664 - mean_absolute_error: 0.3813 - val_loss: 0.2273 - val_mean_absolute_error: 0.3700\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2423 - mean_absolute_error: 0.3593 - val_loss: 0.2465 - val_mean_absolute_error: 0.3745\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.2184 - mean_absolute_error: 0.3360 - val_loss: 0.2364 - val_mean_absolute_error: 0.3527\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1842 - mean_absolute_error: 0.3034 - val_loss: 0.2082 - val_mean_absolute_error: 0.3283\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.1574 - mean_absolute_error: 0.2833 - val_loss: 0.2304 - val_mean_absolute_error: 0.3529\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1889 - mean_absolute_error: 0.3035 - val_loss: 0.2397 - val_mean_absolute_error: 0.3568\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1903 - mean_absolute_error: 0.3237 - val_loss: 0.2041 - val_mean_absolute_error: 0.3572\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1866 - mean_absolute_error: 0.3070 - val_loss: 0.2149 - val_mean_absolute_error: 0.3490\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1615 - mean_absolute_error: 0.2843 - val_loss: 0.1779 - val_mean_absolute_error: 0.3119\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1489 - mean_absolute_error: 0.2612 - val_loss: 0.2053 - val_mean_absolute_error: 0.3148\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.1336 - mean_absolute_error: 0.2396 - val_loss: 0.1931 - val_mean_absolute_error: 0.2984\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1075 - mean_absolute_error: 0.2139 - val_loss: 0.1779 - val_mean_absolute_error: 0.2728\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0795 - mean_absolute_error: 0.1982 - val_loss: 0.1667 - val_mean_absolute_error: 0.2586\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 81ms/step - loss: 0.0605 - mean_absolute_error: 0.1728 - val_loss: 0.1597 - val_mean_absolute_error: 0.2561\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.0540 - mean_absolute_error: 0.1645 - val_loss: 0.1572 - val_mean_absolute_error: 0.2476\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0516 - mean_absolute_error: 0.1612 - val_loss: 0.1561 - val_mean_absolute_error: 0.2552\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.0517 - mean_absolute_error: 0.1600 - val_loss: 0.1805 - val_mean_absolute_error: 0.3018\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0714 - mean_absolute_error: 0.1945 - val_loss: 0.2741 - val_mean_absolute_error: 0.3987\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1493 - mean_absolute_error: 0.2646 - val_loss: 0.1634 - val_mean_absolute_error: 0.2880\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1766 - mean_absolute_error: 0.2888 - val_loss: 0.2296 - val_mean_absolute_error: 0.3359\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1744 - mean_absolute_error: 0.2835 - val_loss: 0.1676 - val_mean_absolute_error: 0.2776\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1223 - mean_absolute_error: 0.2314 - val_loss: 0.1634 - val_mean_absolute_error: 0.2588\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0853 - mean_absolute_error: 0.1930 - val_loss: 0.1662 - val_mean_absolute_error: 0.2544\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0480 - mean_absolute_error: 0.1556 - val_loss: 0.1698 - val_mean_absolute_error: 0.2691\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0403 - mean_absolute_error: 0.1435 - val_loss: 0.1969 - val_mean_absolute_error: 0.3148\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.0661 - mean_absolute_error: 0.1747 - val_loss: 0.1730 - val_mean_absolute_error: 0.2728\n",
      "2/2 [==============================] - 0s 37ms/step - loss: 0.1730 - mean_absolute_error: 0.2728\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 206ms/step - loss: 0.7712 - mean_absolute_error: 0.6957 - val_loss: 0.6203 - val_mean_absolute_error: 0.6077\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.4068 - mean_absolute_error: 0.4942 - val_loss: 0.3247 - val_mean_absolute_error: 0.4570\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.3240 - mean_absolute_error: 0.4376 - val_loss: 0.2892 - val_mean_absolute_error: 0.4312\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.2415 - mean_absolute_error: 0.3657 - val_loss: 0.2498 - val_mean_absolute_error: 0.3702\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.1730 - mean_absolute_error: 0.3043 - val_loss: 0.2024 - val_mean_absolute_error: 0.3303\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.1291 - mean_absolute_error: 0.2563 - val_loss: 0.1960 - val_mean_absolute_error: 0.2873\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.1023 - mean_absolute_error: 0.2193 - val_loss: 0.1851 - val_mean_absolute_error: 0.2846\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0835 - mean_absolute_error: 0.1954 - val_loss: 0.1808 - val_mean_absolute_error: 0.2704\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0576 - mean_absolute_error: 0.1653 - val_loss: 0.1643 - val_mean_absolute_error: 0.2521\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0402 - mean_absolute_error: 0.1398 - val_loss: 0.1502 - val_mean_absolute_error: 0.2428\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0336 - mean_absolute_error: 0.1291 - val_loss: 0.1383 - val_mean_absolute_error: 0.2302\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0244 - mean_absolute_error: 0.1077 - val_loss: 0.1465 - val_mean_absolute_error: 0.2123\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0162 - mean_absolute_error: 0.0892 - val_loss: 0.1501 - val_mean_absolute_error: 0.2134\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0191 - mean_absolute_error: 0.0907 - val_loss: 0.1427 - val_mean_absolute_error: 0.2104\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0139 - mean_absolute_error: 0.0814 - val_loss: 0.1374 - val_mean_absolute_error: 0.2108\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0145 - mean_absolute_error: 0.0845 - val_loss: 0.1209 - val_mean_absolute_error: 0.1810\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0140 - mean_absolute_error: 0.0827 - val_loss: 0.1241 - val_mean_absolute_error: 0.1977\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0124 - mean_absolute_error: 0.0792 - val_loss: 0.1335 - val_mean_absolute_error: 0.2033\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0256 - mean_absolute_error: 0.1057 - val_loss: 0.1396 - val_mean_absolute_error: 0.2118\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0165 - mean_absolute_error: 0.0938 - val_loss: 0.1252 - val_mean_absolute_error: 0.2080\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0218 - mean_absolute_error: 0.1015 - val_loss: 0.1168 - val_mean_absolute_error: 0.1785\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0153 - mean_absolute_error: 0.0901 - val_loss: 0.1561 - val_mean_absolute_error: 0.2479\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0293 - mean_absolute_error: 0.1181 - val_loss: 0.1269 - val_mean_absolute_error: 0.2022\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0218 - mean_absolute_error: 0.1057 - val_loss: 0.1472 - val_mean_absolute_error: 0.2324\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0260 - mean_absolute_error: 0.1098 - val_loss: 0.1798 - val_mean_absolute_error: 0.2586\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0332 - mean_absolute_error: 0.1254 - val_loss: 0.1491 - val_mean_absolute_error: 0.2238\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0273 - mean_absolute_error: 0.1147 - val_loss: 0.1539 - val_mean_absolute_error: 0.2192\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0172 - mean_absolute_error: 0.0921 - val_loss: 0.1504 - val_mean_absolute_error: 0.2041\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0139 - mean_absolute_error: 0.0869 - val_loss: 0.1324 - val_mean_absolute_error: 0.1737\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0073 - mean_absolute_error: 0.0624 - val_loss: 0.1306 - val_mean_absolute_error: 0.1835\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0069 - mean_absolute_error: 0.0578 - val_loss: 0.1376 - val_mean_absolute_error: 0.1852\n",
      "2/2 [==============================] - 0s 89ms/step - loss: 0.1376 - mean_absolute_error: 0.1852\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 183ms/step - loss: 0.7832 - mean_absolute_error: 0.6898 - val_loss: 0.6016 - val_mean_absolute_error: 0.6057\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.3744 - mean_absolute_error: 0.4733 - val_loss: 0.4070 - val_mean_absolute_error: 0.4847\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.2741 - mean_absolute_error: 0.3972 - val_loss: 0.3236 - val_mean_absolute_error: 0.4266\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.1711 - mean_absolute_error: 0.3081 - val_loss: 0.3023 - val_mean_absolute_error: 0.3821\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.1652 - mean_absolute_error: 0.2857 - val_loss: 0.2526 - val_mean_absolute_error: 0.3343\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.1554 - mean_absolute_error: 0.2665 - val_loss: 0.2533 - val_mean_absolute_error: 0.3333\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.1132 - mean_absolute_error: 0.2278 - val_loss: 0.2541 - val_mean_absolute_error: 0.3046\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0854 - mean_absolute_error: 0.2026 - val_loss: 0.2283 - val_mean_absolute_error: 0.2922\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0569 - mean_absolute_error: 0.1634 - val_loss: 0.2082 - val_mean_absolute_error: 0.2603\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0391 - mean_absolute_error: 0.1313 - val_loss: 0.2012 - val_mean_absolute_error: 0.2455\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0250 - mean_absolute_error: 0.1057 - val_loss: 0.2031 - val_mean_absolute_error: 0.2404\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 127ms/step - loss: 0.0173 - mean_absolute_error: 0.0841 - val_loss: 0.1897 - val_mean_absolute_error: 0.2201\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0125 - mean_absolute_error: 0.0716 - val_loss: 0.1872 - val_mean_absolute_error: 0.2124\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0089 - mean_absolute_error: 0.0562 - val_loss: 0.1870 - val_mean_absolute_error: 0.2077\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0104 - mean_absolute_error: 0.0582 - val_loss: 0.1694 - val_mean_absolute_error: 0.2054\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.0072 - mean_absolute_error: 0.0539 - val_loss: 0.1647 - val_mean_absolute_error: 0.2022\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.0059 - mean_absolute_error: 0.0485 - val_loss: 0.1624 - val_mean_absolute_error: 0.1971\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0048 - mean_absolute_error: 0.0425 - val_loss: 0.1633 - val_mean_absolute_error: 0.2092\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0052 - mean_absolute_error: 0.0472 - val_loss: 0.1630 - val_mean_absolute_error: 0.2067\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0057 - mean_absolute_error: 0.0487 - val_loss: 0.1652 - val_mean_absolute_error: 0.2023\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0083 - mean_absolute_error: 0.0599 - val_loss: 0.1843 - val_mean_absolute_error: 0.2413\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0168 - mean_absolute_error: 0.0922 - val_loss: 0.1575 - val_mean_absolute_error: 0.2109\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0159 - mean_absolute_error: 0.0894 - val_loss: 0.1819 - val_mean_absolute_error: 0.2701\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 125ms/step - loss: 0.0228 - mean_absolute_error: 0.1080 - val_loss: 0.1625 - val_mean_absolute_error: 0.2150\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0115 - mean_absolute_error: 0.0757 - val_loss: 0.1652 - val_mean_absolute_error: 0.2316\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0248 - mean_absolute_error: 0.1067 - val_loss: 0.1441 - val_mean_absolute_error: 0.2120\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0189 - mean_absolute_error: 0.0967 - val_loss: 0.1506 - val_mean_absolute_error: 0.2374\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0225 - mean_absolute_error: 0.1111 - val_loss: 0.1592 - val_mean_absolute_error: 0.2510\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0188 - mean_absolute_error: 0.1073 - val_loss: 0.1367 - val_mean_absolute_error: 0.1977\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.0131 - mean_absolute_error: 0.0887 - val_loss: 0.1430 - val_mean_absolute_error: 0.2241\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 127ms/step - loss: 0.0139 - mean_absolute_error: 0.0826 - val_loss: 0.1413 - val_mean_absolute_error: 0.2165\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0112 - mean_absolute_error: 0.0763 - val_loss: 0.1312 - val_mean_absolute_error: 0.1897\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.0071 - mean_absolute_error: 0.0610 - val_loss: 0.1408 - val_mean_absolute_error: 0.2068\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.0084 - mean_absolute_error: 0.0648 - val_loss: 0.1484 - val_mean_absolute_error: 0.2138\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0076 - mean_absolute_error: 0.0663 - val_loss: 0.1377 - val_mean_absolute_error: 0.1905\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0049 - mean_absolute_error: 0.0529 - val_loss: 0.1364 - val_mean_absolute_error: 0.1942\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0049 - mean_absolute_error: 0.0511 - val_loss: 0.1402 - val_mean_absolute_error: 0.1947\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0043 - mean_absolute_error: 0.0492 - val_loss: 0.1360 - val_mean_absolute_error: 0.1824\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0026 - mean_absolute_error: 0.0378 - val_loss: 0.1362 - val_mean_absolute_error: 0.1882\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0029 - mean_absolute_error: 0.0375 - val_loss: 0.1363 - val_mean_absolute_error: 0.1894\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0043 - mean_absolute_error: 0.0428 - val_loss: 0.1322 - val_mean_absolute_error: 0.1731\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0034 - mean_absolute_error: 0.0382 - val_loss: 0.1465 - val_mean_absolute_error: 0.2055\n",
      "2/2 [==============================] - 0s 74ms/step - loss: 0.1465 - mean_absolute_error: 0.2055\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 131ms/step - loss: 0.8632 - mean_absolute_error: 0.7629 - val_loss: 0.7756 - val_mean_absolute_error: 0.7483\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.6473 - mean_absolute_error: 0.6581 - val_loss: 0.6308 - val_mean_absolute_error: 0.6271\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.4726 - mean_absolute_error: 0.5687 - val_loss: 0.5356 - val_mean_absolute_error: 0.6098\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.4636 - mean_absolute_error: 0.5634 - val_loss: 0.5212 - val_mean_absolute_error: 0.5872\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.4073 - mean_absolute_error: 0.5194 - val_loss: 0.4615 - val_mean_absolute_error: 0.5516\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.3774 - mean_absolute_error: 0.4906 - val_loss: 0.4141 - val_mean_absolute_error: 0.5138\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 232ms/step - loss: 0.3255 - mean_absolute_error: 0.4485 - val_loss: 0.3791 - val_mean_absolute_error: 0.5011\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.3056 - mean_absolute_error: 0.4270 - val_loss: 0.3673 - val_mean_absolute_error: 0.4978\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.3047 - mean_absolute_error: 0.4200 - val_loss: 0.3335 - val_mean_absolute_error: 0.4705\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.2763 - mean_absolute_error: 0.3884 - val_loss: 0.3017 - val_mean_absolute_error: 0.4273\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2251 - mean_absolute_error: 0.3554 - val_loss: 0.2855 - val_mean_absolute_error: 0.4016\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1752 - mean_absolute_error: 0.3086 - val_loss: 0.2579 - val_mean_absolute_error: 0.3800\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1608 - mean_absolute_error: 0.2886 - val_loss: 0.2620 - val_mean_absolute_error: 0.3969\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1375 - mean_absolute_error: 0.2698 - val_loss: 0.2507 - val_mean_absolute_error: 0.3783\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1231 - mean_absolute_error: 0.2471 - val_loss: 0.2708 - val_mean_absolute_error: 0.3972\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1068 - mean_absolute_error: 0.2284 - val_loss: 0.2735 - val_mean_absolute_error: 0.3955\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1398 - mean_absolute_error: 0.2610 - val_loss: 0.3280 - val_mean_absolute_error: 0.4555\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1632 - mean_absolute_error: 0.2716 - val_loss: 0.2443 - val_mean_absolute_error: 0.3650\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1686 - mean_absolute_error: 0.2913 - val_loss: 0.2768 - val_mean_absolute_error: 0.3540\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1241 - mean_absolute_error: 0.2567 - val_loss: 0.2858 - val_mean_absolute_error: 0.3502\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1060 - mean_absolute_error: 0.2340 - val_loss: 0.2267 - val_mean_absolute_error: 0.3463\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.0809 - mean_absolute_error: 0.1922 - val_loss: 0.2119 - val_mean_absolute_error: 0.3235\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0913 - mean_absolute_error: 0.2121 - val_loss: 0.2525 - val_mean_absolute_error: 0.3350\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1004 - mean_absolute_error: 0.2210 - val_loss: 0.2865 - val_mean_absolute_error: 0.3361\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0842 - mean_absolute_error: 0.2071 - val_loss: 0.2542 - val_mean_absolute_error: 0.3135\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0630 - mean_absolute_error: 0.1823 - val_loss: 0.2357 - val_mean_absolute_error: 0.3206\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0474 - mean_absolute_error: 0.1504 - val_loss: 0.2320 - val_mean_absolute_error: 0.3004\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0440 - mean_absolute_error: 0.1452 - val_loss: 0.2352 - val_mean_absolute_error: 0.2862\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0468 - mean_absolute_error: 0.1451 - val_loss: 0.2278 - val_mean_absolute_error: 0.3033\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0584 - mean_absolute_error: 0.1731 - val_loss: 0.2568 - val_mean_absolute_error: 0.3319\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.0579 - mean_absolute_error: 0.1780 - val_loss: 0.2183 - val_mean_absolute_error: 0.3081\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0402 - mean_absolute_error: 0.1483 - val_loss: 0.2124 - val_mean_absolute_error: 0.3012\n",
      "2/2 [==============================] - 0s 36ms/step - loss: 0.2124 - mean_absolute_error: 0.3012\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 264ms/step - loss: 0.7676 - mean_absolute_error: 0.6956 - val_loss: 0.5758 - val_mean_absolute_error: 0.5744\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.3832 - mean_absolute_error: 0.4905 - val_loss: 0.3289 - val_mean_absolute_error: 0.4468\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.2795 - mean_absolute_error: 0.4034 - val_loss: 0.3075 - val_mean_absolute_error: 0.3933\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.1933 - mean_absolute_error: 0.3319 - val_loss: 0.2586 - val_mean_absolute_error: 0.3444\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.1395 - mean_absolute_error: 0.2752 - val_loss: 0.2225 - val_mean_absolute_error: 0.3057\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.1054 - mean_absolute_error: 0.2360 - val_loss: 0.1970 - val_mean_absolute_error: 0.2766\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0789 - mean_absolute_error: 0.1997 - val_loss: 0.1740 - val_mean_absolute_error: 0.2453\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0830 - mean_absolute_error: 0.1988 - val_loss: 0.2078 - val_mean_absolute_error: 0.2684\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0694 - mean_absolute_error: 0.1856 - val_loss: 0.1879 - val_mean_absolute_error: 0.2616\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 211ms/step - loss: 0.0551 - mean_absolute_error: 0.1575 - val_loss: 0.2052 - val_mean_absolute_error: 0.2585\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0402 - mean_absolute_error: 0.1402 - val_loss: 0.1906 - val_mean_absolute_error: 0.2432\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0293 - mean_absolute_error: 0.1128 - val_loss: 0.1688 - val_mean_absolute_error: 0.2223\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 211ms/step - loss: 0.0225 - mean_absolute_error: 0.0919 - val_loss: 0.1635 - val_mean_absolute_error: 0.2051\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0211 - mean_absolute_error: 0.0878 - val_loss: 0.1692 - val_mean_absolute_error: 0.2096\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 210ms/step - loss: 0.0184 - mean_absolute_error: 0.0838 - val_loss: 0.1740 - val_mean_absolute_error: 0.2176\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 210ms/step - loss: 0.0193 - mean_absolute_error: 0.0827 - val_loss: 0.1582 - val_mean_absolute_error: 0.1934\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 211ms/step - loss: 0.0164 - mean_absolute_error: 0.0751 - val_loss: 0.1663 - val_mean_absolute_error: 0.2302\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0177 - mean_absolute_error: 0.0866 - val_loss: 0.1624 - val_mean_absolute_error: 0.2034\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0304 - mean_absolute_error: 0.1136 - val_loss: 0.1951 - val_mean_absolute_error: 0.2600\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0307 - mean_absolute_error: 0.1201 - val_loss: 0.1579 - val_mean_absolute_error: 0.2039\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 210ms/step - loss: 0.0313 - mean_absolute_error: 0.1151 - val_loss: 0.1654 - val_mean_absolute_error: 0.2467\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0253 - mean_absolute_error: 0.1124 - val_loss: 0.1437 - val_mean_absolute_error: 0.2090\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0256 - mean_absolute_error: 0.1091 - val_loss: 0.1726 - val_mean_absolute_error: 0.2350\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0228 - mean_absolute_error: 0.1054 - val_loss: 0.1433 - val_mean_absolute_error: 0.1943\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0135 - mean_absolute_error: 0.0745 - val_loss: 0.1526 - val_mean_absolute_error: 0.2037\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0132 - mean_absolute_error: 0.0787 - val_loss: 0.1608 - val_mean_absolute_error: 0.2037\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0264 - mean_absolute_error: 0.0961 - val_loss: 0.1605 - val_mean_absolute_error: 0.2179\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0274 - mean_absolute_error: 0.1037 - val_loss: 0.1395 - val_mean_absolute_error: 0.1970\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0190 - mean_absolute_error: 0.0865 - val_loss: 0.1537 - val_mean_absolute_error: 0.2223\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0331 - mean_absolute_error: 0.1193 - val_loss: 0.1720 - val_mean_absolute_error: 0.2355\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0377 - mean_absolute_error: 0.1389 - val_loss: 0.1798 - val_mean_absolute_error: 0.2385\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0334 - mean_absolute_error: 0.1328 - val_loss: 0.1822 - val_mean_absolute_error: 0.2488\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0216 - mean_absolute_error: 0.1027 - val_loss: 0.1712 - val_mean_absolute_error: 0.2201\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0193 - mean_absolute_error: 0.1042 - val_loss: 0.1796 - val_mean_absolute_error: 0.2250\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0134 - mean_absolute_error: 0.0814 - val_loss: 0.1528 - val_mean_absolute_error: 0.2122\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 211ms/step - loss: 0.0165 - mean_absolute_error: 0.0897 - val_loss: 0.1407 - val_mean_absolute_error: 0.2018\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0104 - mean_absolute_error: 0.0705 - val_loss: 0.1428 - val_mean_absolute_error: 0.1910\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0087 - mean_absolute_error: 0.0669 - val_loss: 0.1490 - val_mean_absolute_error: 0.1851\n",
      "2/2 [==============================] - 0s 128ms/step - loss: 0.1490 - mean_absolute_error: 0.1851\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 180ms/step - loss: 0.6980 - mean_absolute_error: 0.6591 - val_loss: 0.4449 - val_mean_absolute_error: 0.5172\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.3076 - mean_absolute_error: 0.4338 - val_loss: 0.2998 - val_mean_absolute_error: 0.4270\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.2042 - mean_absolute_error: 0.3395 - val_loss: 0.2914 - val_mean_absolute_error: 0.3747\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.1519 - mean_absolute_error: 0.2907 - val_loss: 0.2079 - val_mean_absolute_error: 0.3077\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.1046 - mean_absolute_error: 0.2377 - val_loss: 0.1524 - val_mean_absolute_error: 0.2630\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0716 - mean_absolute_error: 0.1909 - val_loss: 0.1523 - val_mean_absolute_error: 0.2429\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0602 - mean_absolute_error: 0.1736 - val_loss: 0.1563 - val_mean_absolute_error: 0.2461\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0470 - mean_absolute_error: 0.1506 - val_loss: 0.1430 - val_mean_absolute_error: 0.2261\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0483 - mean_absolute_error: 0.1453 - val_loss: 0.1567 - val_mean_absolute_error: 0.2343\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0332 - mean_absolute_error: 0.1252 - val_loss: 0.1578 - val_mean_absolute_error: 0.2400\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0498 - mean_absolute_error: 0.1441 - val_loss: 0.1915 - val_mean_absolute_error: 0.2626\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0420 - mean_absolute_error: 0.1432 - val_loss: 0.1400 - val_mean_absolute_error: 0.2118\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0323 - mean_absolute_error: 0.1175 - val_loss: 0.1304 - val_mean_absolute_error: 0.1987\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0229 - mean_absolute_error: 0.1007 - val_loss: 0.1300 - val_mean_absolute_error: 0.1905\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0181 - mean_absolute_error: 0.0915 - val_loss: 0.1429 - val_mean_absolute_error: 0.2049\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0150 - mean_absolute_error: 0.0794 - val_loss: 0.1216 - val_mean_absolute_error: 0.1720\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0086 - mean_absolute_error: 0.0610 - val_loss: 0.1206 - val_mean_absolute_error: 0.1765\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0118 - mean_absolute_error: 0.0733 - val_loss: 0.1238 - val_mean_absolute_error: 0.1706\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0106 - mean_absolute_error: 0.0695 - val_loss: 0.1382 - val_mean_absolute_error: 0.1979\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0115 - mean_absolute_error: 0.0710 - val_loss: 0.1206 - val_mean_absolute_error: 0.1635\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0070 - mean_absolute_error: 0.0585 - val_loss: 0.1224 - val_mean_absolute_error: 0.1751\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0094 - mean_absolute_error: 0.0656 - val_loss: 0.1256 - val_mean_absolute_error: 0.1701\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0068 - mean_absolute_error: 0.0577 - val_loss: 0.1293 - val_mean_absolute_error: 0.1788\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0062 - mean_absolute_error: 0.0535 - val_loss: 0.1223 - val_mean_absolute_error: 0.1642\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0040 - mean_absolute_error: 0.0461 - val_loss: 0.1218 - val_mean_absolute_error: 0.1662\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0070 - mean_absolute_error: 0.0571 - val_loss: 0.1241 - val_mean_absolute_error: 0.1746\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0057 - mean_absolute_error: 0.0558 - val_loss: 0.1223 - val_mean_absolute_error: 0.1696\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0060 - mean_absolute_error: 0.0542 - val_loss: 0.1159 - val_mean_absolute_error: 0.1654\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0039 - mean_absolute_error: 0.0478 - val_loss: 0.1159 - val_mean_absolute_error: 0.1587\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0066 - mean_absolute_error: 0.0564 - val_loss: 0.1265 - val_mean_absolute_error: 0.1810\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0050 - mean_absolute_error: 0.0548 - val_loss: 0.1180 - val_mean_absolute_error: 0.1585\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0046 - mean_absolute_error: 0.0476 - val_loss: 0.1151 - val_mean_absolute_error: 0.1623\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0034 - mean_absolute_error: 0.0450 - val_loss: 0.1161 - val_mean_absolute_error: 0.1497\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0046 - mean_absolute_error: 0.0479 - val_loss: 0.1267 - val_mean_absolute_error: 0.1799\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0036 - mean_absolute_error: 0.0460 - val_loss: 0.1155 - val_mean_absolute_error: 0.1484\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0026 - mean_absolute_error: 0.0366 - val_loss: 0.1158 - val_mean_absolute_error: 0.1586\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0026 - mean_absolute_error: 0.0390 - val_loss: 0.1178 - val_mean_absolute_error: 0.1454\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0027 - mean_absolute_error: 0.0369 - val_loss: 0.1243 - val_mean_absolute_error: 0.1704\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0025 - mean_absolute_error: 0.0383 - val_loss: 0.1153 - val_mean_absolute_error: 0.1460\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0016 - mean_absolute_error: 0.0292 - val_loss: 0.1166 - val_mean_absolute_error: 0.1568\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0021 - mean_absolute_error: 0.0353 - val_loss: 0.1190 - val_mean_absolute_error: 0.1476\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0021 - mean_absolute_error: 0.0323 - val_loss: 0.1230 - val_mean_absolute_error: 0.1647\n",
      "2/2 [==============================] - 0s 90ms/step - loss: 0.1230 - mean_absolute_error: 0.1647\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 122ms/step - loss: 0.9939 - mean_absolute_error: 0.7953 - val_loss: 0.8728 - val_mean_absolute_error: 0.7916\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.6607 - mean_absolute_error: 0.6894 - val_loss: 0.6889 - val_mean_absolute_error: 0.6924\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.5698 - mean_absolute_error: 0.6274 - val_loss: 0.6399 - val_mean_absolute_error: 0.6662\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.5063 - mean_absolute_error: 0.5959 - val_loss: 0.6483 - val_mean_absolute_error: 0.6579\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.4748 - mean_absolute_error: 0.5729 - val_loss: 0.5814 - val_mean_absolute_error: 0.6253\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.4380 - mean_absolute_error: 0.5491 - val_loss: 0.5471 - val_mean_absolute_error: 0.5987\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.3976 - mean_absolute_error: 0.5174 - val_loss: 0.5893 - val_mean_absolute_error: 0.6002\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.3883 - mean_absolute_error: 0.5064 - val_loss: 0.5517 - val_mean_absolute_error: 0.5703\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.3597 - mean_absolute_error: 0.4808 - val_loss: 0.4964 - val_mean_absolute_error: 0.5413\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.3597 - mean_absolute_error: 0.4832 - val_loss: 0.4914 - val_mean_absolute_error: 0.5449\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.3421 - mean_absolute_error: 0.4661 - val_loss: 0.4859 - val_mean_absolute_error: 0.5339\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.3027 - mean_absolute_error: 0.4341 - val_loss: 0.4096 - val_mean_absolute_error: 0.4877\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2628 - mean_absolute_error: 0.4026 - val_loss: 0.4326 - val_mean_absolute_error: 0.4885\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.2429 - mean_absolute_error: 0.3852 - val_loss: 0.4649 - val_mean_absolute_error: 0.4949\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.2438 - mean_absolute_error: 0.3788 - val_loss: 0.4860 - val_mean_absolute_error: 0.5060\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.2352 - mean_absolute_error: 0.3689 - val_loss: 0.3911 - val_mean_absolute_error: 0.4462\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.2404 - mean_absolute_error: 0.3684 - val_loss: 0.4160 - val_mean_absolute_error: 0.4787\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2903 - mean_absolute_error: 0.3939 - val_loss: 0.4469 - val_mean_absolute_error: 0.5009\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.2596 - mean_absolute_error: 0.3960 - val_loss: 0.4210 - val_mean_absolute_error: 0.4909\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.2370 - mean_absolute_error: 0.3819 - val_loss: 0.4271 - val_mean_absolute_error: 0.4761\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.2294 - mean_absolute_error: 0.3652 - val_loss: 0.3423 - val_mean_absolute_error: 0.4275\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1971 - mean_absolute_error: 0.3397 - val_loss: 0.3058 - val_mean_absolute_error: 0.3822\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1844 - mean_absolute_error: 0.3227 - val_loss: 0.2960 - val_mean_absolute_error: 0.3883\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1641 - mean_absolute_error: 0.3043 - val_loss: 0.2669 - val_mean_absolute_error: 0.3724\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1645 - mean_absolute_error: 0.3014 - val_loss: 0.3148 - val_mean_absolute_error: 0.4129\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 81ms/step - loss: 0.1535 - mean_absolute_error: 0.2864 - val_loss: 0.3251 - val_mean_absolute_error: 0.4140\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 81ms/step - loss: 0.1735 - mean_absolute_error: 0.3035 - val_loss: 0.2904 - val_mean_absolute_error: 0.3881\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1535 - mean_absolute_error: 0.2968 - val_loss: 0.3044 - val_mean_absolute_error: 0.3727\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.1195 - mean_absolute_error: 0.2664 - val_loss: 0.3590 - val_mean_absolute_error: 0.4043\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.1364 - mean_absolute_error: 0.2737 - val_loss: 0.4029 - val_mean_absolute_error: 0.4321\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1667 - mean_absolute_error: 0.3131 - val_loss: 0.2840 - val_mean_absolute_error: 0.3410\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1254 - mean_absolute_error: 0.2555 - val_loss: 0.2872 - val_mean_absolute_error: 0.3508\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.0984 - mean_absolute_error: 0.2256 - val_loss: 0.2706 - val_mean_absolute_error: 0.3301\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0838 - mean_absolute_error: 0.2081 - val_loss: 0.2788 - val_mean_absolute_error: 0.3300\n",
      "2/2 [==============================] - 0s 36ms/step - loss: 0.2788 - mean_absolute_error: 0.3300\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 1.2001 - mean_absolute_error: 0.8632 - val_loss: 0.6676 - val_mean_absolute_error: 0.7016\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.6134 - mean_absolute_error: 0.6338 - val_loss: 0.5681 - val_mean_absolute_error: 0.5615\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.3531 - mean_absolute_error: 0.4361 - val_loss: 0.3890 - val_mean_absolute_error: 0.5060\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.3027 - mean_absolute_error: 0.4145 - val_loss: 0.3303 - val_mean_absolute_error: 0.4546\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.2265 - mean_absolute_error: 0.3493 - val_loss: 0.2647 - val_mean_absolute_error: 0.4150\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.1691 - mean_absolute_error: 0.3040 - val_loss: 0.2422 - val_mean_absolute_error: 0.3909\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.1261 - mean_absolute_error: 0.2579 - val_loss: 0.1912 - val_mean_absolute_error: 0.3301\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.1051 - mean_absolute_error: 0.2297 - val_loss: 0.1799 - val_mean_absolute_error: 0.3223\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0933 - mean_absolute_error: 0.2080 - val_loss: 0.1588 - val_mean_absolute_error: 0.2990\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0743 - mean_absolute_error: 0.1879 - val_loss: 0.1425 - val_mean_absolute_error: 0.2753\n",
      "Epoch 11/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 199ms/step - loss: 0.0611 - mean_absolute_error: 0.1709 - val_loss: 0.1370 - val_mean_absolute_error: 0.2622\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0506 - mean_absolute_error: 0.1485 - val_loss: 0.1169 - val_mean_absolute_error: 0.2288\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0391 - mean_absolute_error: 0.1268 - val_loss: 0.1224 - val_mean_absolute_error: 0.2344\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0395 - mean_absolute_error: 0.1307 - val_loss: 0.1179 - val_mean_absolute_error: 0.2228\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0324 - mean_absolute_error: 0.1188 - val_loss: 0.1129 - val_mean_absolute_error: 0.2223\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0681 - mean_absolute_error: 0.1710 - val_loss: 0.1308 - val_mean_absolute_error: 0.2307\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0534 - mean_absolute_error: 0.1577 - val_loss: 0.1341 - val_mean_absolute_error: 0.2515\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0527 - mean_absolute_error: 0.1651 - val_loss: 0.1327 - val_mean_absolute_error: 0.2402\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0377 - mean_absolute_error: 0.1337 - val_loss: 0.1313 - val_mean_absolute_error: 0.2358\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0282 - mean_absolute_error: 0.1130 - val_loss: 0.1290 - val_mean_absolute_error: 0.2259\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0244 - mean_absolute_error: 0.1013 - val_loss: 0.1344 - val_mean_absolute_error: 0.2212\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0247 - mean_absolute_error: 0.0952 - val_loss: 0.1396 - val_mean_absolute_error: 0.2408\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0219 - mean_absolute_error: 0.0976 - val_loss: 0.1242 - val_mean_absolute_error: 0.2097\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0211 - mean_absolute_error: 0.0977 - val_loss: 0.1336 - val_mean_absolute_error: 0.2329\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0183 - mean_absolute_error: 0.0874 - val_loss: 0.1286 - val_mean_absolute_error: 0.2091\n",
      "2/2 [==============================] - 0s 100ms/step - loss: 0.1286 - mean_absolute_error: 0.2091\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 192ms/step - loss: 1.0537 - mean_absolute_error: 0.8188 - val_loss: 0.5404 - val_mean_absolute_error: 0.6090\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.5057 - mean_absolute_error: 0.5766 - val_loss: 0.4545 - val_mean_absolute_error: 0.5200\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.3003 - mean_absolute_error: 0.4228 - val_loss: 0.3288 - val_mean_absolute_error: 0.4419\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.2091 - mean_absolute_error: 0.3488 - val_loss: 0.2617 - val_mean_absolute_error: 0.3807\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.1451 - mean_absolute_error: 0.2732 - val_loss: 0.2617 - val_mean_absolute_error: 0.3487\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.1074 - mean_absolute_error: 0.2366 - val_loss: 0.2307 - val_mean_absolute_error: 0.3134\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0783 - mean_absolute_error: 0.1924 - val_loss: 0.2124 - val_mean_absolute_error: 0.2908\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0598 - mean_absolute_error: 0.1702 - val_loss: 0.2083 - val_mean_absolute_error: 0.2792\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0478 - mean_absolute_error: 0.1434 - val_loss: 0.2083 - val_mean_absolute_error: 0.2930\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0422 - mean_absolute_error: 0.1327 - val_loss: 0.1965 - val_mean_absolute_error: 0.2742\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0321 - mean_absolute_error: 0.1212 - val_loss: 0.1763 - val_mean_absolute_error: 0.2585\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0349 - mean_absolute_error: 0.1278 - val_loss: 0.1865 - val_mean_absolute_error: 0.2731\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0292 - mean_absolute_error: 0.1205 - val_loss: 0.1625 - val_mean_absolute_error: 0.2545\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.0202 - mean_absolute_error: 0.0975 - val_loss: 0.1620 - val_mean_absolute_error: 0.2390\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 146ms/step - loss: 0.0144 - mean_absolute_error: 0.0821 - val_loss: 0.1527 - val_mean_absolute_error: 0.2204\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0150 - mean_absolute_error: 0.0813 - val_loss: 0.1569 - val_mean_absolute_error: 0.2268\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.0150 - mean_absolute_error: 0.0834 - val_loss: 0.1720 - val_mean_absolute_error: 0.2600\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 146ms/step - loss: 0.0160 - mean_absolute_error: 0.0876 - val_loss: 0.1470 - val_mean_absolute_error: 0.2016\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0132 - mean_absolute_error: 0.0800 - val_loss: 0.1747 - val_mean_absolute_error: 0.2663\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0227 - mean_absolute_error: 0.1055 - val_loss: 0.1326 - val_mean_absolute_error: 0.1988\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0172 - mean_absolute_error: 0.0939 - val_loss: 0.1519 - val_mean_absolute_error: 0.2506\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 145ms/step - loss: 0.0167 - mean_absolute_error: 0.0937 - val_loss: 0.1267 - val_mean_absolute_error: 0.1871\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0073 - mean_absolute_error: 0.0628 - val_loss: 0.1355 - val_mean_absolute_error: 0.2176\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0095 - mean_absolute_error: 0.0736 - val_loss: 0.1270 - val_mean_absolute_error: 0.1853\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 145ms/step - loss: 0.0099 - mean_absolute_error: 0.0693 - val_loss: 0.1464 - val_mean_absolute_error: 0.2438\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.0125 - mean_absolute_error: 0.0739 - val_loss: 0.1353 - val_mean_absolute_error: 0.1922\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0139 - mean_absolute_error: 0.0748 - val_loss: 0.1467 - val_mean_absolute_error: 0.2238\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0104 - mean_absolute_error: 0.0710 - val_loss: 0.1491 - val_mean_absolute_error: 0.2142\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0079 - mean_absolute_error: 0.0657 - val_loss: 0.1489 - val_mean_absolute_error: 0.2334\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0086 - mean_absolute_error: 0.0662 - val_loss: 0.1401 - val_mean_absolute_error: 0.1953\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 146ms/step - loss: 0.0062 - mean_absolute_error: 0.0591 - val_loss: 0.1536 - val_mean_absolute_error: 0.2250\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 160ms/step - loss: 0.0079 - mean_absolute_error: 0.0680 - val_loss: 0.1433 - val_mean_absolute_error: 0.1894\n",
      "2/2 [==============================] - 0s 68ms/step - loss: 0.1433 - mean_absolute_error: 0.1894\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 139ms/step - loss: 0.9040 - mean_absolute_error: 0.7792 - val_loss: 0.6757 - val_mean_absolute_error: 0.7252\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.5967 - mean_absolute_error: 0.6380 - val_loss: 0.5721 - val_mean_absolute_error: 0.6496\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.5202 - mean_absolute_error: 0.5836 - val_loss: 0.5194 - val_mean_absolute_error: 0.5965\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4309 - mean_absolute_error: 0.5247 - val_loss: 0.4780 - val_mean_absolute_error: 0.5717\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3858 - mean_absolute_error: 0.4941 - val_loss: 0.4266 - val_mean_absolute_error: 0.5319\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3224 - mean_absolute_error: 0.4465 - val_loss: 0.3853 - val_mean_absolute_error: 0.4922\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3246 - mean_absolute_error: 0.4407 - val_loss: 0.3572 - val_mean_absolute_error: 0.4877\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3004 - mean_absolute_error: 0.4168 - val_loss: 0.4759 - val_mean_absolute_error: 0.5384\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3414 - mean_absolute_error: 0.4482 - val_loss: 0.3694 - val_mean_absolute_error: 0.4752\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3278 - mean_absolute_error: 0.4357 - val_loss: 0.3483 - val_mean_absolute_error: 0.4364\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2750 - mean_absolute_error: 0.3867 - val_loss: 0.3889 - val_mean_absolute_error: 0.4567\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2366 - mean_absolute_error: 0.3633 - val_loss: 0.3392 - val_mean_absolute_error: 0.4235\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1880 - mean_absolute_error: 0.3159 - val_loss: 0.2947 - val_mean_absolute_error: 0.4077\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1793 - mean_absolute_error: 0.3076 - val_loss: 0.2323 - val_mean_absolute_error: 0.3714\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1867 - mean_absolute_error: 0.3085 - val_loss: 0.2987 - val_mean_absolute_error: 0.4102\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1735 - mean_absolute_error: 0.2884 - val_loss: 0.2700 - val_mean_absolute_error: 0.3948\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.1863 - mean_absolute_error: 0.2936 - val_loss: 0.3778 - val_mean_absolute_error: 0.4413\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 106ms/step - loss: 0.2178 - mean_absolute_error: 0.3255 - val_loss: 0.3063 - val_mean_absolute_error: 0.4213\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.2207 - mean_absolute_error: 0.3314 - val_loss: 0.2632 - val_mean_absolute_error: 0.3925\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.2261 - mean_absolute_error: 0.3407 - val_loss: 0.3068 - val_mean_absolute_error: 0.3861\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2227 - mean_absolute_error: 0.3405 - val_loss: 0.3065 - val_mean_absolute_error: 0.3804\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1630 - mean_absolute_error: 0.2912 - val_loss: 0.2576 - val_mean_absolute_error: 0.3519\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1233 - mean_absolute_error: 0.2539 - val_loss: 0.2461 - val_mean_absolute_error: 0.3418\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1262 - mean_absolute_error: 0.2497 - val_loss: 0.2872 - val_mean_absolute_error: 0.3884\n",
      "2/2 [==============================] - 0s 36ms/step - loss: 0.2872 - mean_absolute_error: 0.3884\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 291ms/step - loss: 1.0621 - mean_absolute_error: 0.8352 - val_loss: 0.7228 - val_mean_absolute_error: 0.7296\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 2s 251ms/step - loss: 0.5777 - mean_absolute_error: 0.6295 - val_loss: 0.4937 - val_mean_absolute_error: 0.5490\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 2s 251ms/step - loss: 0.3747 - mean_absolute_error: 0.4904 - val_loss: 0.3975 - val_mean_absolute_error: 0.4726\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 2s 247ms/step - loss: 0.2791 - mean_absolute_error: 0.4106 - val_loss: 0.3233 - val_mean_absolute_error: 0.4174\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 2s 243ms/step - loss: 0.2339 - mean_absolute_error: 0.3694 - val_loss: 0.2731 - val_mean_absolute_error: 0.3761\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.1930 - mean_absolute_error: 0.3189 - val_loss: 0.2259 - val_mean_absolute_error: 0.3390\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.1660 - mean_absolute_error: 0.2927 - val_loss: 0.2959 - val_mean_absolute_error: 0.3900\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.1762 - mean_absolute_error: 0.2900 - val_loss: 0.2103 - val_mean_absolute_error: 0.3034\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.1359 - mean_absolute_error: 0.2493 - val_loss: 0.2302 - val_mean_absolute_error: 0.3031\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.1123 - mean_absolute_error: 0.2306 - val_loss: 0.1947 - val_mean_absolute_error: 0.2765\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.1003 - mean_absolute_error: 0.2114 - val_loss: 0.1870 - val_mean_absolute_error: 0.2558\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0849 - mean_absolute_error: 0.1911 - val_loss: 0.1635 - val_mean_absolute_error: 0.2451\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0817 - mean_absolute_error: 0.1900 - val_loss: 0.1828 - val_mean_absolute_error: 0.2662\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0898 - mean_absolute_error: 0.2077 - val_loss: 0.1495 - val_mean_absolute_error: 0.2257\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0543 - mean_absolute_error: 0.1554 - val_loss: 0.1531 - val_mean_absolute_error: 0.2299\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0464 - mean_absolute_error: 0.1479 - val_loss: 0.1487 - val_mean_absolute_error: 0.2202\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0370 - mean_absolute_error: 0.1267 - val_loss: 0.1396 - val_mean_absolute_error: 0.2050\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0334 - mean_absolute_error: 0.1230 - val_loss: 0.1516 - val_mean_absolute_error: 0.2142\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0285 - mean_absolute_error: 0.1132 - val_loss: 0.1395 - val_mean_absolute_error: 0.1985\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0215 - mean_absolute_error: 0.0964 - val_loss: 0.1372 - val_mean_absolute_error: 0.1855\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0157 - mean_absolute_error: 0.0806 - val_loss: 0.1243 - val_mean_absolute_error: 0.1678\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0123 - mean_absolute_error: 0.0694 - val_loss: 0.1200 - val_mean_absolute_error: 0.1561\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0102 - mean_absolute_error: 0.0623 - val_loss: 0.1304 - val_mean_absolute_error: 0.1659\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0097 - mean_absolute_error: 0.0594 - val_loss: 0.1499 - val_mean_absolute_error: 0.1822\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0096 - mean_absolute_error: 0.0590 - val_loss: 0.1340 - val_mean_absolute_error: 0.1709\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 2s 235ms/step - loss: 0.0088 - mean_absolute_error: 0.0587 - val_loss: 0.1213 - val_mean_absolute_error: 0.1494\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0097 - mean_absolute_error: 0.0631 - val_loss: 0.1154 - val_mean_absolute_error: 0.1565\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0110 - mean_absolute_error: 0.0720 - val_loss: 0.1246 - val_mean_absolute_error: 0.1561\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0082 - mean_absolute_error: 0.0613 - val_loss: 0.1493 - val_mean_absolute_error: 0.1946\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 2s 255ms/step - loss: 0.0104 - mean_absolute_error: 0.0663 - val_loss: 0.1251 - val_mean_absolute_error: 0.1474\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 2s 234ms/step - loss: 0.0077 - mean_absolute_error: 0.0618 - val_loss: 0.1174 - val_mean_absolute_error: 0.1597\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0093 - mean_absolute_error: 0.0653 - val_loss: 0.1195 - val_mean_absolute_error: 0.1474\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0078 - mean_absolute_error: 0.0617 - val_loss: 0.1482 - val_mean_absolute_error: 0.1986\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0107 - mean_absolute_error: 0.0706 - val_loss: 0.1206 - val_mean_absolute_error: 0.1415\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0069 - mean_absolute_error: 0.0593 - val_loss: 0.1146 - val_mean_absolute_error: 0.1600\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0096 - mean_absolute_error: 0.0706 - val_loss: 0.1276 - val_mean_absolute_error: 0.1650\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0084 - mean_absolute_error: 0.0638 - val_loss: 0.1402 - val_mean_absolute_error: 0.1747\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 2s 239ms/step - loss: 0.0077 - mean_absolute_error: 0.0641 - val_loss: 0.1271 - val_mean_absolute_error: 0.1612\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 2s 240ms/step - loss: 0.0074 - mean_absolute_error: 0.0629 - val_loss: 0.1231 - val_mean_absolute_error: 0.1453\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 2s 240ms/step - loss: 0.0050 - mean_absolute_error: 0.0531 - val_loss: 0.1339 - val_mean_absolute_error: 0.1689\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 2s 244ms/step - loss: 0.0046 - mean_absolute_error: 0.0492 - val_loss: 0.1295 - val_mean_absolute_error: 0.1566\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 2s 243ms/step - loss: 0.0042 - mean_absolute_error: 0.0463 - val_loss: 0.1277 - val_mean_absolute_error: 0.1450\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 2s 244ms/step - loss: 0.0022 - mean_absolute_error: 0.0341 - val_loss: 0.1334 - val_mean_absolute_error: 0.1582\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 2s 244ms/step - loss: 0.0038 - mean_absolute_error: 0.0353 - val_loss: 0.1222 - val_mean_absolute_error: 0.1399\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0029 - mean_absolute_error: 0.0372 - val_loss: 0.1186 - val_mean_absolute_error: 0.1316\n",
      "2/2 [==============================] - 0s 124ms/step - loss: 0.1186 - mean_absolute_error: 0.1316\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 201ms/step - loss: 0.9158 - mean_absolute_error: 0.7750 - val_loss: 0.6402 - val_mean_absolute_error: 0.6706\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 162ms/step - loss: 0.4996 - mean_absolute_error: 0.5613 - val_loss: 0.3008 - val_mean_absolute_error: 0.4245\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 160ms/step - loss: 0.3047 - mean_absolute_error: 0.4179 - val_loss: 0.2559 - val_mean_absolute_error: 0.3995\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.2322 - mean_absolute_error: 0.3592 - val_loss: 0.2088 - val_mean_absolute_error: 0.3350\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.1734 - mean_absolute_error: 0.2886 - val_loss: 0.1753 - val_mean_absolute_error: 0.3057\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.1290 - mean_absolute_error: 0.2483 - val_loss: 0.1507 - val_mean_absolute_error: 0.2806\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.1045 - mean_absolute_error: 0.2197 - val_loss: 0.1527 - val_mean_absolute_error: 0.2819\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0936 - mean_absolute_error: 0.2104 - val_loss: 0.1212 - val_mean_absolute_error: 0.2418\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0729 - mean_absolute_error: 0.1776 - val_loss: 0.1200 - val_mean_absolute_error: 0.2278\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0538 - mean_absolute_error: 0.1541 - val_loss: 0.1055 - val_mean_absolute_error: 0.2070\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0480 - mean_absolute_error: 0.1411 - val_loss: 0.1459 - val_mean_absolute_error: 0.2407\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0689 - mean_absolute_error: 0.1656 - val_loss: 0.1176 - val_mean_absolute_error: 0.2304\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 145ms/step - loss: 0.0475 - mean_absolute_error: 0.1486 - val_loss: 0.1084 - val_mean_absolute_error: 0.2077\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0428 - mean_absolute_error: 0.1420 - val_loss: 0.1204 - val_mean_absolute_error: 0.2252\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0376 - mean_absolute_error: 0.1299 - val_loss: 0.1013 - val_mean_absolute_error: 0.1994\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0322 - mean_absolute_error: 0.1231 - val_loss: 0.1213 - val_mean_absolute_error: 0.2262\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0348 - mean_absolute_error: 0.1249 - val_loss: 0.1265 - val_mean_absolute_error: 0.2234\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0307 - mean_absolute_error: 0.1171 - val_loss: 0.1082 - val_mean_absolute_error: 0.2000\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.0327 - mean_absolute_error: 0.1197 - val_loss: 0.1008 - val_mean_absolute_error: 0.1947\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.0249 - mean_absolute_error: 0.1097 - val_loss: 0.1112 - val_mean_absolute_error: 0.1962\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0192 - mean_absolute_error: 0.0960 - val_loss: 0.1262 - val_mean_absolute_error: 0.2077\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0179 - mean_absolute_error: 0.0852 - val_loss: 0.1164 - val_mean_absolute_error: 0.1918\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0152 - mean_absolute_error: 0.0810 - val_loss: 0.0816 - val_mean_absolute_error: 0.1532\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0134 - mean_absolute_error: 0.0738 - val_loss: 0.0815 - val_mean_absolute_error: 0.1718\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0180 - mean_absolute_error: 0.0858 - val_loss: 0.1009 - val_mean_absolute_error: 0.1697\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.0167 - mean_absolute_error: 0.0800 - val_loss: 0.1380 - val_mean_absolute_error: 0.2103\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0201 - mean_absolute_error: 0.0942 - val_loss: 0.0708 - val_mean_absolute_error: 0.1408\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0122 - mean_absolute_error: 0.0703 - val_loss: 0.0735 - val_mean_absolute_error: 0.1498\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0121 - mean_absolute_error: 0.0722 - val_loss: 0.1061 - val_mean_absolute_error: 0.1726\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0104 - mean_absolute_error: 0.0673 - val_loss: 0.1078 - val_mean_absolute_error: 0.1721\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0074 - mean_absolute_error: 0.0609 - val_loss: 0.0835 - val_mean_absolute_error: 0.1544\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0068 - mean_absolute_error: 0.0540 - val_loss: 0.0775 - val_mean_absolute_error: 0.1463\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0100 - mean_absolute_error: 0.0639 - val_loss: 0.1194 - val_mean_absolute_error: 0.1839\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0111 - mean_absolute_error: 0.0667 - val_loss: 0.1176 - val_mean_absolute_error: 0.1744\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0090 - mean_absolute_error: 0.0692 - val_loss: 0.0839 - val_mean_absolute_error: 0.1633\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 142ms/step - loss: 0.0085 - mean_absolute_error: 0.0641 - val_loss: 0.0840 - val_mean_absolute_error: 0.1468\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0070 - mean_absolute_error: 0.0579 - val_loss: 0.1209 - val_mean_absolute_error: 0.1907\n",
      "2/2 [==============================] - 0s 84ms/step - loss: 0.1209 - mean_absolute_error: 0.1907\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 126ms/step - loss: 0.8734 - mean_absolute_error: 0.7739 - val_loss: 0.6312 - val_mean_absolute_error: 0.6575\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.5559 - mean_absolute_error: 0.6193 - val_loss: 0.6082 - val_mean_absolute_error: 0.6253\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.5160 - mean_absolute_error: 0.5812 - val_loss: 0.6553 - val_mean_absolute_error: 0.6886\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.4743 - mean_absolute_error: 0.5616 - val_loss: 0.4960 - val_mean_absolute_error: 0.5611\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.4025 - mean_absolute_error: 0.5122 - val_loss: 0.4412 - val_mean_absolute_error: 0.5586\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.4011 - mean_absolute_error: 0.4965 - val_loss: 0.3670 - val_mean_absolute_error: 0.5039\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.3346 - mean_absolute_error: 0.4616 - val_loss: 0.3487 - val_mean_absolute_error: 0.4835\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.2997 - mean_absolute_error: 0.4292 - val_loss: 0.3697 - val_mean_absolute_error: 0.4854\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.2931 - mean_absolute_error: 0.4163 - val_loss: 0.3421 - val_mean_absolute_error: 0.4619\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.2515 - mean_absolute_error: 0.3870 - val_loss: 0.2851 - val_mean_absolute_error: 0.4254\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.2090 - mean_absolute_error: 0.3507 - val_loss: 0.2827 - val_mean_absolute_error: 0.4225\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1976 - mean_absolute_error: 0.3331 - val_loss: 0.2900 - val_mean_absolute_error: 0.4267\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1905 - mean_absolute_error: 0.3210 - val_loss: 0.2538 - val_mean_absolute_error: 0.4011\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1896 - mean_absolute_error: 0.3273 - val_loss: 0.2759 - val_mean_absolute_error: 0.3894\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.2127 - mean_absolute_error: 0.3291 - val_loss: 0.2773 - val_mean_absolute_error: 0.4165\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.2117 - mean_absolute_error: 0.3384 - val_loss: 0.3421 - val_mean_absolute_error: 0.4513\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.1900 - mean_absolute_error: 0.3283 - val_loss: 0.3234 - val_mean_absolute_error: 0.4435\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.1915 - mean_absolute_error: 0.3301 - val_loss: 0.3636 - val_mean_absolute_error: 0.4535\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1804 - mean_absolute_error: 0.3122 - val_loss: 0.3225 - val_mean_absolute_error: 0.4420\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1730 - mean_absolute_error: 0.2952 - val_loss: 0.4332 - val_mean_absolute_error: 0.5114\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.2070 - mean_absolute_error: 0.3165 - val_loss: 0.2751 - val_mean_absolute_error: 0.4034\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.2032 - mean_absolute_error: 0.3278 - val_loss: 0.1981 - val_mean_absolute_error: 0.3463\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1563 - mean_absolute_error: 0.2890 - val_loss: 0.2427 - val_mean_absolute_error: 0.3465\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.1913 - mean_absolute_error: 0.3209 - val_loss: 0.2583 - val_mean_absolute_error: 0.3999\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1354 - mean_absolute_error: 0.2706 - val_loss: 0.2644 - val_mean_absolute_error: 0.3623\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.1035 - mean_absolute_error: 0.2361 - val_loss: 0.2637 - val_mean_absolute_error: 0.3557\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0966 - mean_absolute_error: 0.2287 - val_loss: 0.2782 - val_mean_absolute_error: 0.3658\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 82ms/step - loss: 0.0797 - mean_absolute_error: 0.1981 - val_loss: 0.2406 - val_mean_absolute_error: 0.3505\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0732 - mean_absolute_error: 0.1875 - val_loss: 0.2685 - val_mean_absolute_error: 0.3743\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.0578 - mean_absolute_error: 0.1657 - val_loss: 0.2105 - val_mean_absolute_error: 0.3110\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 83ms/step - loss: 0.0525 - mean_absolute_error: 0.1550 - val_loss: 0.3105 - val_mean_absolute_error: 0.4124\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 84ms/step - loss: 0.0535 - mean_absolute_error: 0.1581 - val_loss: 0.2027 - val_mean_absolute_error: 0.3037\n",
      "2/2 [==============================] - 0s 36ms/step - loss: 0.2027 - mean_absolute_error: 0.3037\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 274ms/step - loss: 0.9422 - mean_absolute_error: 0.7510 - val_loss: 0.4902 - val_mean_absolute_error: 0.5285\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 2s 231ms/step - loss: 0.4316 - mean_absolute_error: 0.5252 - val_loss: 0.4066 - val_mean_absolute_error: 0.5105\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.2895 - mean_absolute_error: 0.4220 - val_loss: 0.2842 - val_mean_absolute_error: 0.3796\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.1931 - mean_absolute_error: 0.3385 - val_loss: 0.2452 - val_mean_absolute_error: 0.3523\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.1557 - mean_absolute_error: 0.2914 - val_loss: 0.2052 - val_mean_absolute_error: 0.3191\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.1091 - mean_absolute_error: 0.2411 - val_loss: 0.1802 - val_mean_absolute_error: 0.2840\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0846 - mean_absolute_error: 0.2136 - val_loss: 0.1982 - val_mean_absolute_error: 0.2957\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0751 - mean_absolute_error: 0.1955 - val_loss: 0.2105 - val_mean_absolute_error: 0.3099\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0912 - mean_absolute_error: 0.2186 - val_loss: 0.2189 - val_mean_absolute_error: 0.2849\n",
      "Epoch 10/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0662 - mean_absolute_error: 0.1803 - val_loss: 0.2032 - val_mean_absolute_error: 0.2596\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0480 - mean_absolute_error: 0.1595 - val_loss: 0.2079 - val_mean_absolute_error: 0.2697\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0370 - mean_absolute_error: 0.1373 - val_loss: 0.1958 - val_mean_absolute_error: 0.2339\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 201ms/step - loss: 0.0329 - mean_absolute_error: 0.1240 - val_loss: 0.2046 - val_mean_absolute_error: 0.2518\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0308 - mean_absolute_error: 0.1236 - val_loss: 0.1777 - val_mean_absolute_error: 0.2120\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0203 - mean_absolute_error: 0.0967 - val_loss: 0.1803 - val_mean_absolute_error: 0.2265\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0195 - mean_absolute_error: 0.0950 - val_loss: 0.1807 - val_mean_absolute_error: 0.2135\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0146 - mean_absolute_error: 0.0781 - val_loss: 0.1767 - val_mean_absolute_error: 0.2032\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0146 - mean_absolute_error: 0.0772 - val_loss: 0.1733 - val_mean_absolute_error: 0.2030\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0114 - mean_absolute_error: 0.0656 - val_loss: 0.1724 - val_mean_absolute_error: 0.2009\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0123 - mean_absolute_error: 0.0693 - val_loss: 0.1736 - val_mean_absolute_error: 0.1966\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0102 - mean_absolute_error: 0.0601 - val_loss: 0.1721 - val_mean_absolute_error: 0.1902\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0109 - mean_absolute_error: 0.0632 - val_loss: 0.1703 - val_mean_absolute_error: 0.1893\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0077 - mean_absolute_error: 0.0472 - val_loss: 0.1711 - val_mean_absolute_error: 0.1918\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0095 - mean_absolute_error: 0.0610 - val_loss: 0.1707 - val_mean_absolute_error: 0.1804\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0075 - mean_absolute_error: 0.0498 - val_loss: 0.1742 - val_mean_absolute_error: 0.1931\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0096 - mean_absolute_error: 0.0598 - val_loss: 0.1668 - val_mean_absolute_error: 0.1744\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0089 - mean_absolute_error: 0.0483 - val_loss: 0.1737 - val_mean_absolute_error: 0.1985\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0100 - mean_absolute_error: 0.0549 - val_loss: 0.1715 - val_mean_absolute_error: 0.1759\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 201ms/step - loss: 0.0099 - mean_absolute_error: 0.0543 - val_loss: 0.1780 - val_mean_absolute_error: 0.1974\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 201ms/step - loss: 0.0103 - mean_absolute_error: 0.0561 - val_loss: 0.1706 - val_mean_absolute_error: 0.1724\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0100 - mean_absolute_error: 0.0540 - val_loss: 0.1708 - val_mean_absolute_error: 0.1937\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0093 - mean_absolute_error: 0.0508 - val_loss: 0.1694 - val_mean_absolute_error: 0.1805\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 201ms/step - loss: 0.0099 - mean_absolute_error: 0.0549 - val_loss: 0.1762 - val_mean_absolute_error: 0.1928\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0100 - mean_absolute_error: 0.0552 - val_loss: 0.1731 - val_mean_absolute_error: 0.1830\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0105 - mean_absolute_error: 0.0582 - val_loss: 0.1710 - val_mean_absolute_error: 0.1973\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0095 - mean_absolute_error: 0.0534 - val_loss: 0.1681 - val_mean_absolute_error: 0.1816\n",
      "2/2 [==============================] - 0s 116ms/step - loss: 0.1681 - mean_absolute_error: 0.1816\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 190ms/step - loss: 0.8682 - mean_absolute_error: 0.7526 - val_loss: 0.5455 - val_mean_absolute_error: 0.5540\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.3545 - mean_absolute_error: 0.4686 - val_loss: 0.3565 - val_mean_absolute_error: 0.4420\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.2160 - mean_absolute_error: 0.3629 - val_loss: 0.2441 - val_mean_absolute_error: 0.3548\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.1630 - mean_absolute_error: 0.3143 - val_loss: 0.2469 - val_mean_absolute_error: 0.3376\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.1168 - mean_absolute_error: 0.2565 - val_loss: 0.2415 - val_mean_absolute_error: 0.3370\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0905 - mean_absolute_error: 0.2237 - val_loss: 0.2161 - val_mean_absolute_error: 0.3048\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0809 - mean_absolute_error: 0.2109 - val_loss: 0.2041 - val_mean_absolute_error: 0.2806\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0659 - mean_absolute_error: 0.1947 - val_loss: 0.2218 - val_mean_absolute_error: 0.2886\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0483 - mean_absolute_error: 0.1657 - val_loss: 0.2175 - val_mean_absolute_error: 0.2696\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0387 - mean_absolute_error: 0.1422 - val_loss: 0.1939 - val_mean_absolute_error: 0.2375\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0271 - mean_absolute_error: 0.1196 - val_loss: 0.2012 - val_mean_absolute_error: 0.2497\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0231 - mean_absolute_error: 0.1130 - val_loss: 0.1901 - val_mean_absolute_error: 0.2300\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0191 - mean_absolute_error: 0.0988 - val_loss: 0.1985 - val_mean_absolute_error: 0.2497\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0337 - mean_absolute_error: 0.1241 - val_loss: 0.1827 - val_mean_absolute_error: 0.2407\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0400 - mean_absolute_error: 0.1490 - val_loss: 0.1704 - val_mean_absolute_error: 0.2390\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0282 - mean_absolute_error: 0.1245 - val_loss: 0.1606 - val_mean_absolute_error: 0.2062\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0118 - mean_absolute_error: 0.0783 - val_loss: 0.1767 - val_mean_absolute_error: 0.2239\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0188 - mean_absolute_error: 0.0963 - val_loss: 0.1691 - val_mean_absolute_error: 0.1965\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0129 - mean_absolute_error: 0.0793 - val_loss: 0.1932 - val_mean_absolute_error: 0.2295\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0203 - mean_absolute_error: 0.1005 - val_loss: 0.1804 - val_mean_absolute_error: 0.2183\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0140 - mean_absolute_error: 0.0880 - val_loss: 0.1697 - val_mean_absolute_error: 0.1907\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0113 - mean_absolute_error: 0.0711 - val_loss: 0.1854 - val_mean_absolute_error: 0.2210\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0159 - mean_absolute_error: 0.0862 - val_loss: 0.1865 - val_mean_absolute_error: 0.2179\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0089 - mean_absolute_error: 0.0699 - val_loss: 0.1737 - val_mean_absolute_error: 0.1932\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0059 - mean_absolute_error: 0.0576 - val_loss: 0.1652 - val_mean_absolute_error: 0.1775\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0031 - mean_absolute_error: 0.0410 - val_loss: 0.1725 - val_mean_absolute_error: 0.1828\n",
      "2/2 [==============================] - 0s 85ms/step - loss: 0.1725 - mean_absolute_error: 0.1828\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 131ms/step - loss: 0.9423 - mean_absolute_error: 0.7790 - val_loss: 0.5604 - val_mean_absolute_error: 0.6290\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.6164 - mean_absolute_error: 0.6452 - val_loss: 0.5131 - val_mean_absolute_error: 0.5669\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5174 - mean_absolute_error: 0.5888 - val_loss: 0.4260 - val_mean_absolute_error: 0.5128\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.4384 - mean_absolute_error: 0.5289 - val_loss: 0.3927 - val_mean_absolute_error: 0.4850\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3735 - mean_absolute_error: 0.4818 - val_loss: 0.3746 - val_mean_absolute_error: 0.4659\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3238 - mean_absolute_error: 0.4428 - val_loss: 0.3376 - val_mean_absolute_error: 0.4355\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2780 - mean_absolute_error: 0.4073 - val_loss: 0.3325 - val_mean_absolute_error: 0.4138\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2693 - mean_absolute_error: 0.3880 - val_loss: 0.3500 - val_mean_absolute_error: 0.4528\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2670 - mean_absolute_error: 0.3971 - val_loss: 0.2876 - val_mean_absolute_error: 0.3731\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2122 - mean_absolute_error: 0.3369 - val_loss: 0.2995 - val_mean_absolute_error: 0.4057\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2045 - mean_absolute_error: 0.3374 - val_loss: 0.2711 - val_mean_absolute_error: 0.3634\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1596 - mean_absolute_error: 0.2967 - val_loss: 0.2669 - val_mean_absolute_error: 0.3525\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1490 - mean_absolute_error: 0.2884 - val_loss: 0.2915 - val_mean_absolute_error: 0.3727\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1330 - mean_absolute_error: 0.2660 - val_loss: 0.2615 - val_mean_absolute_error: 0.3466\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1218 - mean_absolute_error: 0.2535 - val_loss: 0.2804 - val_mean_absolute_error: 0.3374\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1485 - mean_absolute_error: 0.2798 - val_loss: 0.3336 - val_mean_absolute_error: 0.4114\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1795 - mean_absolute_error: 0.3127 - val_loss: 0.3223 - val_mean_absolute_error: 0.4090\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2679 - mean_absolute_error: 0.3727 - val_loss: 0.2929 - val_mean_absolute_error: 0.4034\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1932 - mean_absolute_error: 0.3112 - val_loss: 0.2812 - val_mean_absolute_error: 0.3679\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1526 - mean_absolute_error: 0.2666 - val_loss: 0.2580 - val_mean_absolute_error: 0.3320\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1457 - mean_absolute_error: 0.2763 - val_loss: 0.2766 - val_mean_absolute_error: 0.3624\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1791 - mean_absolute_error: 0.3050 - val_loss: 0.3915 - val_mean_absolute_error: 0.4536\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2457 - mean_absolute_error: 0.3615 - val_loss: 0.2324 - val_mean_absolute_error: 0.3314\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1804 - mean_absolute_error: 0.2916 - val_loss: 0.2291 - val_mean_absolute_error: 0.3349\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1287 - mean_absolute_error: 0.2693 - val_loss: 0.2872 - val_mean_absolute_error: 0.3373\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1412 - mean_absolute_error: 0.2733 - val_loss: 0.2241 - val_mean_absolute_error: 0.3214\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1306 - mean_absolute_error: 0.2475 - val_loss: 0.2340 - val_mean_absolute_error: 0.3179\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1014 - mean_absolute_error: 0.2135 - val_loss: 0.2039 - val_mean_absolute_error: 0.2913\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0756 - mean_absolute_error: 0.1944 - val_loss: 0.1988 - val_mean_absolute_error: 0.2770\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0664 - mean_absolute_error: 0.1831 - val_loss: 0.1963 - val_mean_absolute_error: 0.2725\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0582 - mean_absolute_error: 0.1682 - val_loss: 0.1965 - val_mean_absolute_error: 0.2717\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0541 - mean_absolute_error: 0.1654 - val_loss: 0.2043 - val_mean_absolute_error: 0.2712\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0509 - mean_absolute_error: 0.1597 - val_loss: 0.2106 - val_mean_absolute_error: 0.2784\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0458 - mean_absolute_error: 0.1459 - val_loss: 0.2204 - val_mean_absolute_error: 0.2860\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0429 - mean_absolute_error: 0.1443 - val_loss: 0.1768 - val_mean_absolute_error: 0.2311\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0457 - mean_absolute_error: 0.1515 - val_loss: 0.1834 - val_mean_absolute_error: 0.2457\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0452 - mean_absolute_error: 0.1501 - val_loss: 0.2071 - val_mean_absolute_error: 0.2889\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0488 - mean_absolute_error: 0.1670 - val_loss: 0.1812 - val_mean_absolute_error: 0.2524\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0460 - mean_absolute_error: 0.1564 - val_loss: 0.1849 - val_mean_absolute_error: 0.2319\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0581 - mean_absolute_error: 0.1732 - val_loss: 0.1952 - val_mean_absolute_error: 0.2614\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0484 - mean_absolute_error: 0.1661 - val_loss: 0.2013 - val_mean_absolute_error: 0.2732\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0489 - mean_absolute_error: 0.1583 - val_loss: 0.1877 - val_mean_absolute_error: 0.2430\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0324 - mean_absolute_error: 0.1351 - val_loss: 0.1849 - val_mean_absolute_error: 0.2539\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0377 - mean_absolute_error: 0.1400 - val_loss: 0.1714 - val_mean_absolute_error: 0.2240\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0316 - mean_absolute_error: 0.1306 - val_loss: 0.2118 - val_mean_absolute_error: 0.2763\n",
      "Epoch 46/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0346 - mean_absolute_error: 0.1346 - val_loss: 0.1874 - val_mean_absolute_error: 0.2347\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0348 - mean_absolute_error: 0.1388 - val_loss: 0.1794 - val_mean_absolute_error: 0.2387\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0308 - mean_absolute_error: 0.1250 - val_loss: 0.1774 - val_mean_absolute_error: 0.2588\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0309 - mean_absolute_error: 0.1355 - val_loss: 0.1896 - val_mean_absolute_error: 0.2142\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0402 - mean_absolute_error: 0.1420 - val_loss: 0.2482 - val_mean_absolute_error: 0.3209\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0458 - mean_absolute_error: 0.1504 - val_loss: 0.1683 - val_mean_absolute_error: 0.2082\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0300 - mean_absolute_error: 0.1281 - val_loss: 0.1779 - val_mean_absolute_error: 0.2483\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0292 - mean_absolute_error: 0.1242 - val_loss: 0.1521 - val_mean_absolute_error: 0.2048\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0208 - mean_absolute_error: 0.1036 - val_loss: 0.2030 - val_mean_absolute_error: 0.2437\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0192 - mean_absolute_error: 0.1032 - val_loss: 0.1604 - val_mean_absolute_error: 0.2160\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0149 - mean_absolute_error: 0.0924 - val_loss: 0.1793 - val_mean_absolute_error: 0.2027\n",
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0141 - mean_absolute_error: 0.0902 - val_loss: 0.1748 - val_mean_absolute_error: 0.2348\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0181 - mean_absolute_error: 0.0990 - val_loss: 0.1719 - val_mean_absolute_error: 0.2130\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0186 - mean_absolute_error: 0.0988 - val_loss: 0.1828 - val_mean_absolute_error: 0.2244\n",
      "Epoch 60/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0161 - mean_absolute_error: 0.0942 - val_loss: 0.1775 - val_mean_absolute_error: 0.2002\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0141 - mean_absolute_error: 0.0843 - val_loss: 0.1740 - val_mean_absolute_error: 0.2155\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0184 - mean_absolute_error: 0.0945 - val_loss: 0.1717 - val_mean_absolute_error: 0.2161\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0163 - mean_absolute_error: 0.0941 - val_loss: 0.1910 - val_mean_absolute_error: 0.2394\n",
      "2/2 [==============================] - 0s 37ms/step - loss: 0.1910 - mean_absolute_error: 0.2394\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 275ms/step - loss: 0.7977 - mean_absolute_error: 0.7353 - val_loss: 0.4373 - val_mean_absolute_error: 0.4966\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.4079 - mean_absolute_error: 0.5003 - val_loss: 0.3562 - val_mean_absolute_error: 0.4672\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.2773 - mean_absolute_error: 0.3952 - val_loss: 0.2765 - val_mean_absolute_error: 0.4095\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.1956 - mean_absolute_error: 0.3358 - val_loss: 0.2601 - val_mean_absolute_error: 0.3852\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.1367 - mean_absolute_error: 0.2705 - val_loss: 0.2487 - val_mean_absolute_error: 0.3534\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.1186 - mean_absolute_error: 0.2448 - val_loss: 0.2169 - val_mean_absolute_error: 0.3234\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.1022 - mean_absolute_error: 0.2247 - val_loss: 0.1922 - val_mean_absolute_error: 0.3093\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0760 - mean_absolute_error: 0.1916 - val_loss: 0.1924 - val_mean_absolute_error: 0.2997\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0523 - mean_absolute_error: 0.1546 - val_loss: 0.1967 - val_mean_absolute_error: 0.2846\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0451 - mean_absolute_error: 0.1471 - val_loss: 0.1893 - val_mean_absolute_error: 0.2863\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 2s 224ms/step - loss: 0.0336 - mean_absolute_error: 0.1262 - val_loss: 0.1961 - val_mean_absolute_error: 0.2690\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.0223 - mean_absolute_error: 0.1019 - val_loss: 0.1943 - val_mean_absolute_error: 0.2610\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0181 - mean_absolute_error: 0.0903 - val_loss: 0.1897 - val_mean_absolute_error: 0.2349\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0127 - mean_absolute_error: 0.0739 - val_loss: 0.1981 - val_mean_absolute_error: 0.2458\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.0106 - mean_absolute_error: 0.0696 - val_loss: 0.1846 - val_mean_absolute_error: 0.2196\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 2s 224ms/step - loss: 0.0096 - mean_absolute_error: 0.0648 - val_loss: 0.1837 - val_mean_absolute_error: 0.2168\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0088 - mean_absolute_error: 0.0627 - val_loss: 0.1989 - val_mean_absolute_error: 0.2342\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 2s 230ms/step - loss: 0.0083 - mean_absolute_error: 0.0623 - val_loss: 0.1901 - val_mean_absolute_error: 0.2116\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 2s 230ms/step - loss: 0.0081 - mean_absolute_error: 0.0615 - val_loss: 0.1890 - val_mean_absolute_error: 0.2368\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0091 - mean_absolute_error: 0.0695 - val_loss: 0.1850 - val_mean_absolute_error: 0.2178\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0109 - mean_absolute_error: 0.0713 - val_loss: 0.1997 - val_mean_absolute_error: 0.2613\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 2s 234ms/step - loss: 0.0131 - mean_absolute_error: 0.0814 - val_loss: 0.1882 - val_mean_absolute_error: 0.2217\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0105 - mean_absolute_error: 0.0733 - val_loss: 0.1856 - val_mean_absolute_error: 0.2296\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0088 - mean_absolute_error: 0.0687 - val_loss: 0.1876 - val_mean_absolute_error: 0.2220\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0124 - mean_absolute_error: 0.0753 - val_loss: 0.2072 - val_mean_absolute_error: 0.2703\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0158 - mean_absolute_error: 0.0928 - val_loss: 0.1774 - val_mean_absolute_error: 0.2235\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0116 - mean_absolute_error: 0.0765 - val_loss: 0.1895 - val_mean_absolute_error: 0.2456\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 2s 232ms/step - loss: 0.0137 - mean_absolute_error: 0.0867 - val_loss: 0.2019 - val_mean_absolute_error: 0.2436\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.0099 - mean_absolute_error: 0.0727 - val_loss: 0.1783 - val_mean_absolute_error: 0.2085\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0106 - mean_absolute_error: 0.0743 - val_loss: 0.1850 - val_mean_absolute_error: 0.2469\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0096 - mean_absolute_error: 0.0738 - val_loss: 0.1885 - val_mean_absolute_error: 0.2241\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 32/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0075 - mean_absolute_error: 0.0619 - val_loss: 0.1850 - val_mean_absolute_error: 0.2255\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 2s 233ms/step - loss: 0.0076 - mean_absolute_error: 0.0653 - val_loss: 0.1813 - val_mean_absolute_error: 0.2241\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 2s 235ms/step - loss: 0.0069 - mean_absolute_error: 0.0587 - val_loss: 0.1845 - val_mean_absolute_error: 0.2109\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.0088 - mean_absolute_error: 0.0627 - val_loss: 0.2060 - val_mean_absolute_error: 0.2648\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0111 - mean_absolute_error: 0.0776 - val_loss: 0.1836 - val_mean_absolute_error: 0.2268\n",
      "2/2 [==============================] - 0s 97ms/step - loss: 0.1836 - mean_absolute_error: 0.2268\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 216ms/step - loss: 0.8012 - mean_absolute_error: 0.7400 - val_loss: 0.4001 - val_mean_absolute_error: 0.4836\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.4012 - mean_absolute_error: 0.4918 - val_loss: 0.3112 - val_mean_absolute_error: 0.4307\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.2671 - mean_absolute_error: 0.3950 - val_loss: 0.2886 - val_mean_absolute_error: 0.3877\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 180ms/step - loss: 0.1784 - mean_absolute_error: 0.3153 - val_loss: 0.2703 - val_mean_absolute_error: 0.3734\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.1490 - mean_absolute_error: 0.2853 - val_loss: 0.2636 - val_mean_absolute_error: 0.3332\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.1222 - mean_absolute_error: 0.2513 - val_loss: 0.2454 - val_mean_absolute_error: 0.3384\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.1072 - mean_absolute_error: 0.2223 - val_loss: 0.2416 - val_mean_absolute_error: 0.3162\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0698 - mean_absolute_error: 0.1844 - val_loss: 0.2184 - val_mean_absolute_error: 0.3009\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0542 - mean_absolute_error: 0.1624 - val_loss: 0.1986 - val_mean_absolute_error: 0.2672\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0401 - mean_absolute_error: 0.1383 - val_loss: 0.2026 - val_mean_absolute_error: 0.2633\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0293 - mean_absolute_error: 0.1147 - val_loss: 0.2261 - val_mean_absolute_error: 0.2768\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0229 - mean_absolute_error: 0.1009 - val_loss: 0.1990 - val_mean_absolute_error: 0.2468\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 181ms/step - loss: 0.0215 - mean_absolute_error: 0.0974 - val_loss: 0.1945 - val_mean_absolute_error: 0.2342\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0188 - mean_absolute_error: 0.0927 - val_loss: 0.2111 - val_mean_absolute_error: 0.2679\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0189 - mean_absolute_error: 0.0921 - val_loss: 0.2059 - val_mean_absolute_error: 0.2463\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0240 - mean_absolute_error: 0.1066 - val_loss: 0.2107 - val_mean_absolute_error: 0.3012\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0260 - mean_absolute_error: 0.1104 - val_loss: 0.1875 - val_mean_absolute_error: 0.2401\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0219 - mean_absolute_error: 0.0999 - val_loss: 0.2085 - val_mean_absolute_error: 0.2749\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0211 - mean_absolute_error: 0.1010 - val_loss: 0.2019 - val_mean_absolute_error: 0.2391\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0156 - mean_absolute_error: 0.0887 - val_loss: 0.1979 - val_mean_absolute_error: 0.2486\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0139 - mean_absolute_error: 0.0841 - val_loss: 0.1946 - val_mean_absolute_error: 0.2397\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0104 - mean_absolute_error: 0.0707 - val_loss: 0.1929 - val_mean_absolute_error: 0.2204\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0080 - mean_absolute_error: 0.0609 - val_loss: 0.2028 - val_mean_absolute_error: 0.2395\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0060 - mean_absolute_error: 0.0518 - val_loss: 0.1982 - val_mean_absolute_error: 0.2124\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0042 - mean_absolute_error: 0.0452 - val_loss: 0.2050 - val_mean_absolute_error: 0.2393\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0046 - mean_absolute_error: 0.0477 - val_loss: 0.1978 - val_mean_absolute_error: 0.2180\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0041 - mean_absolute_error: 0.0424 - val_loss: 0.1991 - val_mean_absolute_error: 0.2254\n",
      "2/2 [==============================] - 0s 89ms/step - loss: 0.1991 - mean_absolute_error: 0.2254\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 129ms/step - loss: 0.8759 - mean_absolute_error: 0.7646 - val_loss: 0.6146 - val_mean_absolute_error: 0.6710\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.6169 - mean_absolute_error: 0.6575 - val_loss: 0.6039 - val_mean_absolute_error: 0.6270\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.5585 - mean_absolute_error: 0.6299 - val_loss: 0.5761 - val_mean_absolute_error: 0.6146\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4988 - mean_absolute_error: 0.5823 - val_loss: 0.5315 - val_mean_absolute_error: 0.6047\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.4564 - mean_absolute_error: 0.5524 - val_loss: 0.5357 - val_mean_absolute_error: 0.5723\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.4148 - mean_absolute_error: 0.5194 - val_loss: 0.5451 - val_mean_absolute_error: 0.5675\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.3815 - mean_absolute_error: 0.4915 - val_loss: 0.5225 - val_mean_absolute_error: 0.5667\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.3892 - mean_absolute_error: 0.4827 - val_loss: 0.4791 - val_mean_absolute_error: 0.5327\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.3929 - mean_absolute_error: 0.4761 - val_loss: 0.6275 - val_mean_absolute_error: 0.6010\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.4188 - mean_absolute_error: 0.4998 - val_loss: 0.5291 - val_mean_absolute_error: 0.5923\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3608 - mean_absolute_error: 0.4705 - val_loss: 0.4926 - val_mean_absolute_error: 0.5179\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3434 - mean_absolute_error: 0.4559 - val_loss: 0.4611 - val_mean_absolute_error: 0.5012\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2832 - mean_absolute_error: 0.4012 - val_loss: 0.4011 - val_mean_absolute_error: 0.4798\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2487 - mean_absolute_error: 0.3728 - val_loss: 0.3983 - val_mean_absolute_error: 0.4803\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2770 - mean_absolute_error: 0.3896 - val_loss: 0.4003 - val_mean_absolute_error: 0.4730\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.2793 - mean_absolute_error: 0.3982 - val_loss: 0.3994 - val_mean_absolute_error: 0.4597\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2387 - mean_absolute_error: 0.3546 - val_loss: 0.3791 - val_mean_absolute_error: 0.4387\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2116 - mean_absolute_error: 0.3228 - val_loss: 0.3542 - val_mean_absolute_error: 0.4257\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1795 - mean_absolute_error: 0.2981 - val_loss: 0.3349 - val_mean_absolute_error: 0.4302\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1850 - mean_absolute_error: 0.3034 - val_loss: 0.3099 - val_mean_absolute_error: 0.4094\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1580 - mean_absolute_error: 0.2786 - val_loss: 0.2984 - val_mean_absolute_error: 0.4009\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1458 - mean_absolute_error: 0.2674 - val_loss: 0.2596 - val_mean_absolute_error: 0.3743\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1525 - mean_absolute_error: 0.2703 - val_loss: 0.2821 - val_mean_absolute_error: 0.3777\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1568 - mean_absolute_error: 0.2803 - val_loss: 0.3003 - val_mean_absolute_error: 0.4041\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1606 - mean_absolute_error: 0.2855 - val_loss: 0.3275 - val_mean_absolute_error: 0.4621\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1472 - mean_absolute_error: 0.2770 - val_loss: 0.3073 - val_mean_absolute_error: 0.3983\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1481 - mean_absolute_error: 0.2700 - val_loss: 0.2625 - val_mean_absolute_error: 0.3611\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1407 - mean_absolute_error: 0.2612 - val_loss: 0.3101 - val_mean_absolute_error: 0.3847\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1596 - mean_absolute_error: 0.2801 - val_loss: 0.3304 - val_mean_absolute_error: 0.4168\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1626 - mean_absolute_error: 0.2825 - val_loss: 0.3466 - val_mean_absolute_error: 0.4251\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1641 - mean_absolute_error: 0.2776 - val_loss: 0.3830 - val_mean_absolute_error: 0.4476\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1727 - mean_absolute_error: 0.2980 - val_loss: 0.2915 - val_mean_absolute_error: 0.3750\n",
      "2/2 [==============================] - 0s 45ms/step - loss: 0.2915 - mean_absolute_error: 0.3750\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 4s 210ms/step - loss: 0.8180 - mean_absolute_error: 0.7486 - val_loss: 0.8004 - val_mean_absolute_error: 0.7052\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.4133 - mean_absolute_error: 0.4901 - val_loss: 0.5312 - val_mean_absolute_error: 0.5532\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.3125 - mean_absolute_error: 0.4233 - val_loss: 0.4760 - val_mean_absolute_error: 0.5003\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.1833 - mean_absolute_error: 0.3243 - val_loss: 0.4091 - val_mean_absolute_error: 0.4777\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.1412 - mean_absolute_error: 0.2681 - val_loss: 0.3788 - val_mean_absolute_error: 0.4367\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0879 - mean_absolute_error: 0.2092 - val_loss: 0.3431 - val_mean_absolute_error: 0.3856\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0760 - mean_absolute_error: 0.1887 - val_loss: 0.3392 - val_mean_absolute_error: 0.3712\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0619 - mean_absolute_error: 0.1680 - val_loss: 0.3214 - val_mean_absolute_error: 0.3422\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0458 - mean_absolute_error: 0.1419 - val_loss: 0.3170 - val_mean_absolute_error: 0.3393\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0329 - mean_absolute_error: 0.1240 - val_loss: 0.2887 - val_mean_absolute_error: 0.3184\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0271 - mean_absolute_error: 0.1119 - val_loss: 0.2775 - val_mean_absolute_error: 0.3121\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0224 - mean_absolute_error: 0.1006 - val_loss: 0.2677 - val_mean_absolute_error: 0.2926\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0164 - mean_absolute_error: 0.0923 - val_loss: 0.2830 - val_mean_absolute_error: 0.3111\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0190 - mean_absolute_error: 0.0999 - val_loss: 0.2875 - val_mean_absolute_error: 0.2988\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0133 - mean_absolute_error: 0.0845 - val_loss: 0.3047 - val_mean_absolute_error: 0.3145\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0178 - mean_absolute_error: 0.0892 - val_loss: 0.2655 - val_mean_absolute_error: 0.2784\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0082 - mean_absolute_error: 0.0655 - val_loss: 0.2941 - val_mean_absolute_error: 0.3100\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0116 - mean_absolute_error: 0.0782 - val_loss: 0.2692 - val_mean_absolute_error: 0.2776\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0072 - mean_absolute_error: 0.0615 - val_loss: 0.2632 - val_mean_absolute_error: 0.2835\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0119 - mean_absolute_error: 0.0774 - val_loss: 0.2669 - val_mean_absolute_error: 0.2714\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 163ms/step - loss: 0.0065 - mean_absolute_error: 0.0579 - val_loss: 0.2935 - val_mean_absolute_error: 0.3108\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0094 - mean_absolute_error: 0.0717 - val_loss: 0.2634 - val_mean_absolute_error: 0.2762\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0068 - mean_absolute_error: 0.0596 - val_loss: 0.2579 - val_mean_absolute_error: 0.2829\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0097 - mean_absolute_error: 0.0714 - val_loss: 0.2603 - val_mean_absolute_error: 0.2684\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0052 - mean_absolute_error: 0.0531 - val_loss: 0.2742 - val_mean_absolute_error: 0.2929\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0086 - mean_absolute_error: 0.0710 - val_loss: 0.2506 - val_mean_absolute_error: 0.2703\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0050 - mean_absolute_error: 0.0536 - val_loss: 0.2556 - val_mean_absolute_error: 0.2735\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0073 - mean_absolute_error: 0.0623 - val_loss: 0.2602 - val_mean_absolute_error: 0.2690\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0034 - mean_absolute_error: 0.0434 - val_loss: 0.2694 - val_mean_absolute_error: 0.2804\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0049 - mean_absolute_error: 0.0538 - val_loss: 0.2531 - val_mean_absolute_error: 0.2699\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0030 - mean_absolute_error: 0.0410 - val_loss: 0.2523 - val_mean_absolute_error: 0.2632\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0040 - mean_absolute_error: 0.0463 - val_loss: 0.2619 - val_mean_absolute_error: 0.2731\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0022 - mean_absolute_error: 0.0335 - val_loss: 0.2646 - val_mean_absolute_error: 0.2695\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0024 - mean_absolute_error: 0.0365 - val_loss: 0.2533 - val_mean_absolute_error: 0.2669\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0017 - mean_absolute_error: 0.0297 - val_loss: 0.2544 - val_mean_absolute_error: 0.2591\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0019 - mean_absolute_error: 0.0315 - val_loss: 0.2646 - val_mean_absolute_error: 0.2689\n",
      "2/2 [==============================] - 0s 93ms/step - loss: 0.2646 - mean_absolute_error: 0.2689\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 171ms/step - loss: 0.7697 - mean_absolute_error: 0.7042 - val_loss: 0.7046 - val_mean_absolute_error: 0.6584\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.4096 - mean_absolute_error: 0.4921 - val_loss: 0.4825 - val_mean_absolute_error: 0.5119\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.2675 - mean_absolute_error: 0.4067 - val_loss: 0.4129 - val_mean_absolute_error: 0.4517\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.1706 - mean_absolute_error: 0.2951 - val_loss: 0.3819 - val_mean_absolute_error: 0.4304\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.1367 - mean_absolute_error: 0.2726 - val_loss: 0.3572 - val_mean_absolute_error: 0.4171\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.1138 - mean_absolute_error: 0.2392 - val_loss: 0.3051 - val_mean_absolute_error: 0.3754\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0826 - mean_absolute_error: 0.2062 - val_loss: 0.2869 - val_mean_absolute_error: 0.3471\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.0603 - mean_absolute_error: 0.1731 - val_loss: 0.2626 - val_mean_absolute_error: 0.3158\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0451 - mean_absolute_error: 0.1500 - val_loss: 0.2319 - val_mean_absolute_error: 0.2834\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0445 - mean_absolute_error: 0.1422 - val_loss: 0.2448 - val_mean_absolute_error: 0.2864\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 126ms/step - loss: 0.0312 - mean_absolute_error: 0.1194 - val_loss: 0.2314 - val_mean_absolute_error: 0.2835\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0222 - mean_absolute_error: 0.1011 - val_loss: 0.2176 - val_mean_absolute_error: 0.2621\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 126ms/step - loss: 0.0175 - mean_absolute_error: 0.0868 - val_loss: 0.2213 - val_mean_absolute_error: 0.2625\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 126ms/step - loss: 0.0112 - mean_absolute_error: 0.0700 - val_loss: 0.2202 - val_mean_absolute_error: 0.2557\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0089 - mean_absolute_error: 0.0607 - val_loss: 0.2220 - val_mean_absolute_error: 0.2549\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 146ms/step - loss: 0.0075 - mean_absolute_error: 0.0549 - val_loss: 0.2217 - val_mean_absolute_error: 0.2500\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 146ms/step - loss: 0.0066 - mean_absolute_error: 0.0499 - val_loss: 0.2465 - val_mean_absolute_error: 0.2645\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.0086 - mean_absolute_error: 0.0622 - val_loss: 0.2582 - val_mean_absolute_error: 0.2909\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0129 - mean_absolute_error: 0.0810 - val_loss: 0.2547 - val_mean_absolute_error: 0.2787\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.0156 - mean_absolute_error: 0.0844 - val_loss: 0.2343 - val_mean_absolute_error: 0.2666\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 142ms/step - loss: 0.0178 - mean_absolute_error: 0.0966 - val_loss: 0.2492 - val_mean_absolute_error: 0.2988\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0410 - mean_absolute_error: 0.1444 - val_loss: 0.2589 - val_mean_absolute_error: 0.2747\n",
      "2/2 [==============================] - 0s 67ms/step - loss: 0.2589 - mean_absolute_error: 0.2747\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 131ms/step - loss: 0.8056 - mean_absolute_error: 0.7450 - val_loss: 0.8776 - val_mean_absolute_error: 0.8400\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.6576 - mean_absolute_error: 0.6438 - val_loss: 0.7484 - val_mean_absolute_error: 0.7500\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5766 - mean_absolute_error: 0.6260 - val_loss: 0.7418 - val_mean_absolute_error: 0.7233\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.5466 - mean_absolute_error: 0.5904 - val_loss: 0.6590 - val_mean_absolute_error: 0.6765\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.4809 - mean_absolute_error: 0.5674 - val_loss: 0.5991 - val_mean_absolute_error: 0.6581\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4547 - mean_absolute_error: 0.5385 - val_loss: 0.5639 - val_mean_absolute_error: 0.6080\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4166 - mean_absolute_error: 0.5133 - val_loss: 0.5554 - val_mean_absolute_error: 0.6092\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.3922 - mean_absolute_error: 0.4878 - val_loss: 0.5113 - val_mean_absolute_error: 0.5867\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3812 - mean_absolute_error: 0.4711 - val_loss: 0.4876 - val_mean_absolute_error: 0.5507\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3387 - mean_absolute_error: 0.4414 - val_loss: 0.4427 - val_mean_absolute_error: 0.5313\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3167 - mean_absolute_error: 0.4233 - val_loss: 0.4813 - val_mean_absolute_error: 0.5601\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3816 - mean_absolute_error: 0.4522 - val_loss: 0.4714 - val_mean_absolute_error: 0.5068\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3062 - mean_absolute_error: 0.4027 - val_loss: 0.4556 - val_mean_absolute_error: 0.5339\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2851 - mean_absolute_error: 0.3930 - val_loss: 0.4653 - val_mean_absolute_error: 0.5532\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3245 - mean_absolute_error: 0.4057 - val_loss: 0.4336 - val_mean_absolute_error: 0.4955\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2751 - mean_absolute_error: 0.3760 - val_loss: 0.4142 - val_mean_absolute_error: 0.4447\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2025 - mean_absolute_error: 0.3261 - val_loss: 0.3473 - val_mean_absolute_error: 0.4467\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1611 - mean_absolute_error: 0.2884 - val_loss: 0.3789 - val_mean_absolute_error: 0.4713\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1967 - mean_absolute_error: 0.3163 - val_loss: 0.5087 - val_mean_absolute_error: 0.5653\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3024 - mean_absolute_error: 0.3767 - val_loss: 0.3670 - val_mean_absolute_error: 0.4358\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2566 - mean_absolute_error: 0.3651 - val_loss: 0.4379 - val_mean_absolute_error: 0.4295\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1978 - mean_absolute_error: 0.3213 - val_loss: 0.3736 - val_mean_absolute_error: 0.4824\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1623 - mean_absolute_error: 0.2745 - val_loss: 0.2917 - val_mean_absolute_error: 0.3930\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1610 - mean_absolute_error: 0.2680 - val_loss: 0.2950 - val_mean_absolute_error: 0.3713\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1389 - mean_absolute_error: 0.2438 - val_loss: 0.3105 - val_mean_absolute_error: 0.3644\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1118 - mean_absolute_error: 0.2166 - val_loss: 0.3004 - val_mean_absolute_error: 0.3556\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0925 - mean_absolute_error: 0.1963 - val_loss: 0.2911 - val_mean_absolute_error: 0.3498\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0805 - mean_absolute_error: 0.1849 - val_loss: 0.2829 - val_mean_absolute_error: 0.3454\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0691 - mean_absolute_error: 0.1698 - val_loss: 0.2798 - val_mean_absolute_error: 0.3378\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0615 - mean_absolute_error: 0.1619 - val_loss: 0.2656 - val_mean_absolute_error: 0.3331\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0556 - mean_absolute_error: 0.1527 - val_loss: 0.2944 - val_mean_absolute_error: 0.3490\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0600 - mean_absolute_error: 0.1651 - val_loss: 0.2733 - val_mean_absolute_error: 0.3420\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0439 - mean_absolute_error: 0.1394 - val_loss: 0.2881 - val_mean_absolute_error: 0.3393\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0453 - mean_absolute_error: 0.1410 - val_loss: 0.2809 - val_mean_absolute_error: 0.3381\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0476 - mean_absolute_error: 0.1453 - val_loss: 0.2715 - val_mean_absolute_error: 0.3493\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0546 - mean_absolute_error: 0.1640 - val_loss: 0.3226 - val_mean_absolute_error: 0.3638\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0723 - mean_absolute_error: 0.1825 - val_loss: 0.3624 - val_mean_absolute_error: 0.3972\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0640 - mean_absolute_error: 0.1731 - val_loss: 0.3374 - val_mean_absolute_error: 0.3960\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1028 - mean_absolute_error: 0.2241 - val_loss: 0.3387 - val_mean_absolute_error: 0.3644\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1053 - mean_absolute_error: 0.2307 - val_loss: 0.3222 - val_mean_absolute_error: 0.3797\n",
      "2/2 [==============================] - 0s 39ms/step - loss: 0.3222 - mean_absolute_error: 0.3797\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 237ms/step - loss: 1.1161 - mean_absolute_error: 0.8521 - val_loss: 0.5009 - val_mean_absolute_error: 0.5474\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 199ms/step - loss: 0.4395 - mean_absolute_error: 0.5090 - val_loss: 0.3426 - val_mean_absolute_error: 0.4423\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.2923 - mean_absolute_error: 0.4259 - val_loss: 0.2604 - val_mean_absolute_error: 0.3661\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.2147 - mean_absolute_error: 0.3487 - val_loss: 0.1825 - val_mean_absolute_error: 0.3105\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.1728 - mean_absolute_error: 0.3052 - val_loss: 0.1730 - val_mean_absolute_error: 0.3093\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.1379 - mean_absolute_error: 0.2693 - val_loss: 0.1258 - val_mean_absolute_error: 0.2599\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0948 - mean_absolute_error: 0.2221 - val_loss: 0.0858 - val_mean_absolute_error: 0.2135\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0697 - mean_absolute_error: 0.1868 - val_loss: 0.0674 - val_mean_absolute_error: 0.1820\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0545 - mean_absolute_error: 0.1645 - val_loss: 0.0541 - val_mean_absolute_error: 0.1558\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0424 - mean_absolute_error: 0.1425 - val_loss: 0.0469 - val_mean_absolute_error: 0.1520\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0342 - mean_absolute_error: 0.1325 - val_loss: 0.0717 - val_mean_absolute_error: 0.1735\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0510 - mean_absolute_error: 0.1445 - val_loss: 0.0477 - val_mean_absolute_error: 0.1447\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0320 - mean_absolute_error: 0.1124 - val_loss: 0.0380 - val_mean_absolute_error: 0.1269\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0263 - mean_absolute_error: 0.1048 - val_loss: 0.0344 - val_mean_absolute_error: 0.1187\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0216 - mean_absolute_error: 0.0918 - val_loss: 0.0333 - val_mean_absolute_error: 0.1139\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 200ms/step - loss: 0.0171 - mean_absolute_error: 0.0803 - val_loss: 0.0306 - val_mean_absolute_error: 0.1005\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0118 - mean_absolute_error: 0.0655 - val_loss: 0.0319 - val_mean_absolute_error: 0.0961\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0100 - mean_absolute_error: 0.0556 - val_loss: 0.0302 - val_mean_absolute_error: 0.0930\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.0075 - mean_absolute_error: 0.0473 - val_loss: 0.0305 - val_mean_absolute_error: 0.0882\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.0063 - mean_absolute_error: 0.0412 - val_loss: 0.0304 - val_mean_absolute_error: 0.0847\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0053 - mean_absolute_error: 0.0355 - val_loss: 0.0295 - val_mean_absolute_error: 0.0834\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0069 - mean_absolute_error: 0.0416 - val_loss: 0.0270 - val_mean_absolute_error: 0.0853\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0069 - mean_absolute_error: 0.0482 - val_loss: 0.0293 - val_mean_absolute_error: 0.0986\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 180ms/step - loss: 0.0106 - mean_absolute_error: 0.0643 - val_loss: 0.0336 - val_mean_absolute_error: 0.1121\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0167 - mean_absolute_error: 0.0822 - val_loss: 0.0342 - val_mean_absolute_error: 0.1043\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0200 - mean_absolute_error: 0.0981 - val_loss: 0.0618 - val_mean_absolute_error: 0.1666\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0305 - mean_absolute_error: 0.1238 - val_loss: 0.0281 - val_mean_absolute_error: 0.1061\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0236 - mean_absolute_error: 0.1082 - val_loss: 0.0489 - val_mean_absolute_error: 0.1388\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0216 - mean_absolute_error: 0.1033 - val_loss: 0.0513 - val_mean_absolute_error: 0.1411\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0171 - mean_absolute_error: 0.0971 - val_loss: 0.0324 - val_mean_absolute_error: 0.0966\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0109 - mean_absolute_error: 0.0697 - val_loss: 0.0342 - val_mean_absolute_error: 0.1010\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 181ms/step - loss: 0.0089 - mean_absolute_error: 0.0603 - val_loss: 0.0366 - val_mean_absolute_error: 0.1025\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 99ms/step - loss: 0.0366 - mean_absolute_error: 0.1025\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 4s 175ms/step - loss: 0.9586 - mean_absolute_error: 0.7646 - val_loss: 0.3522 - val_mean_absolute_error: 0.4273\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.4044 - mean_absolute_error: 0.4883 - val_loss: 0.2626 - val_mean_absolute_error: 0.3711\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.2227 - mean_absolute_error: 0.3604 - val_loss: 0.2175 - val_mean_absolute_error: 0.3537\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.1740 - mean_absolute_error: 0.3167 - val_loss: 0.1542 - val_mean_absolute_error: 0.3029\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.1331 - mean_absolute_error: 0.2715 - val_loss: 0.1100 - val_mean_absolute_error: 0.2481\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0920 - mean_absolute_error: 0.2252 - val_loss: 0.0840 - val_mean_absolute_error: 0.2025\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0681 - mean_absolute_error: 0.1854 - val_loss: 0.0561 - val_mean_absolute_error: 0.1690\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0463 - mean_absolute_error: 0.1559 - val_loss: 0.0541 - val_mean_absolute_error: 0.1482\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0403 - mean_absolute_error: 0.1432 - val_loss: 0.0481 - val_mean_absolute_error: 0.1487\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0286 - mean_absolute_error: 0.1165 - val_loss: 0.0333 - val_mean_absolute_error: 0.1169\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0201 - mean_absolute_error: 0.0927 - val_loss: 0.0275 - val_mean_absolute_error: 0.0980\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 134ms/step - loss: 0.0142 - mean_absolute_error: 0.0804 - val_loss: 0.0240 - val_mean_absolute_error: 0.0934\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0110 - mean_absolute_error: 0.0688 - val_loss: 0.0210 - val_mean_absolute_error: 0.0891\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0081 - mean_absolute_error: 0.0594 - val_loss: 0.0183 - val_mean_absolute_error: 0.0752\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0068 - mean_absolute_error: 0.0502 - val_loss: 0.0185 - val_mean_absolute_error: 0.0746\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0053 - mean_absolute_error: 0.0435 - val_loss: 0.0187 - val_mean_absolute_error: 0.0743\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0047 - mean_absolute_error: 0.0441 - val_loss: 0.0153 - val_mean_absolute_error: 0.0647\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0050 - mean_absolute_error: 0.0448 - val_loss: 0.0160 - val_mean_absolute_error: 0.0741\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0050 - mean_absolute_error: 0.0458 - val_loss: 0.0190 - val_mean_absolute_error: 0.0875\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0091 - mean_absolute_error: 0.0635 - val_loss: 0.0155 - val_mean_absolute_error: 0.0677\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0098 - mean_absolute_error: 0.0668 - val_loss: 0.0311 - val_mean_absolute_error: 0.1197\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0142 - mean_absolute_error: 0.0846 - val_loss: 0.0154 - val_mean_absolute_error: 0.0735\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0126 - mean_absolute_error: 0.0781 - val_loss: 0.0257 - val_mean_absolute_error: 0.1090\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0164 - mean_absolute_error: 0.0900 - val_loss: 0.0198 - val_mean_absolute_error: 0.0879\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0116 - mean_absolute_error: 0.0774 - val_loss: 0.0262 - val_mean_absolute_error: 0.0971\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0126 - mean_absolute_error: 0.0784 - val_loss: 0.0219 - val_mean_absolute_error: 0.0980\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0220 - mean_absolute_error: 0.0976 - val_loss: 0.0244 - val_mean_absolute_error: 0.0982\n",
      "2/2 [==============================] - 0s 67ms/step - loss: 0.0244 - mean_absolute_error: 0.0982\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 142ms/step - loss: 1.0216 - mean_absolute_error: 0.8127 - val_loss: 0.7253 - val_mean_absolute_error: 0.7129\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.5904 - mean_absolute_error: 0.6235 - val_loss: 0.5652 - val_mean_absolute_error: 0.5906\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.5178 - mean_absolute_error: 0.5811 - val_loss: 0.5660 - val_mean_absolute_error: 0.5782\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.4561 - mean_absolute_error: 0.5490 - val_loss: 0.5228 - val_mean_absolute_error: 0.5685\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4176 - mean_absolute_error: 0.5119 - val_loss: 0.4663 - val_mean_absolute_error: 0.5358\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3653 - mean_absolute_error: 0.4703 - val_loss: 0.4332 - val_mean_absolute_error: 0.5065\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3252 - mean_absolute_error: 0.4381 - val_loss: 0.3992 - val_mean_absolute_error: 0.4764\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2977 - mean_absolute_error: 0.4154 - val_loss: 0.3856 - val_mean_absolute_error: 0.4560\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2830 - mean_absolute_error: 0.4003 - val_loss: 0.3630 - val_mean_absolute_error: 0.4365\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2737 - mean_absolute_error: 0.3888 - val_loss: 0.3382 - val_mean_absolute_error: 0.4322\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2594 - mean_absolute_error: 0.3703 - val_loss: 0.3361 - val_mean_absolute_error: 0.4316\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2374 - mean_absolute_error: 0.3538 - val_loss: 0.3152 - val_mean_absolute_error: 0.4114\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2124 - mean_absolute_error: 0.3327 - val_loss: 0.2935 - val_mean_absolute_error: 0.3980\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1997 - mean_absolute_error: 0.3226 - val_loss: 0.2699 - val_mean_absolute_error: 0.3732\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1724 - mean_absolute_error: 0.2958 - val_loss: 0.2547 - val_mean_absolute_error: 0.3459\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1656 - mean_absolute_error: 0.2861 - val_loss: 0.2410 - val_mean_absolute_error: 0.3322\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1416 - mean_absolute_error: 0.2643 - val_loss: 0.2303 - val_mean_absolute_error: 0.3234\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1362 - mean_absolute_error: 0.2554 - val_loss: 0.2149 - val_mean_absolute_error: 0.3013\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1204 - mean_absolute_error: 0.2384 - val_loss: 0.1974 - val_mean_absolute_error: 0.2963\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.1094 - mean_absolute_error: 0.2302 - val_loss: 0.2023 - val_mean_absolute_error: 0.2974\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1087 - mean_absolute_error: 0.2236 - val_loss: 0.1838 - val_mean_absolute_error: 0.2615\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0910 - mean_absolute_error: 0.2065 - val_loss: 0.1744 - val_mean_absolute_error: 0.2566\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.0953 - mean_absolute_error: 0.2076 - val_loss: 0.1606 - val_mean_absolute_error: 0.2433\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.0931 - mean_absolute_error: 0.2060 - val_loss: 0.1608 - val_mean_absolute_error: 0.2557\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0882 - mean_absolute_error: 0.1967 - val_loss: 0.1736 - val_mean_absolute_error: 0.2480\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.0808 - mean_absolute_error: 0.1932 - val_loss: 0.1598 - val_mean_absolute_error: 0.2579\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.0778 - mean_absolute_error: 0.1860 - val_loss: 0.1635 - val_mean_absolute_error: 0.2488\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0625 - mean_absolute_error: 0.1616 - val_loss: 0.1466 - val_mean_absolute_error: 0.2332\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0548 - mean_absolute_error: 0.1498 - val_loss: 0.1461 - val_mean_absolute_error: 0.2340\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.0516 - mean_absolute_error: 0.1433 - val_loss: 0.1421 - val_mean_absolute_error: 0.2359\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0559 - mean_absolute_error: 0.1556 - val_loss: 0.1417 - val_mean_absolute_error: 0.2386\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0523 - mean_absolute_error: 0.1471 - val_loss: 0.1335 - val_mean_absolute_error: 0.2214\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0613 - mean_absolute_error: 0.1667 - val_loss: 0.1488 - val_mean_absolute_error: 0.2521\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0788 - mean_absolute_error: 0.1810 - val_loss: 0.1632 - val_mean_absolute_error: 0.2653\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0874 - mean_absolute_error: 0.2064 - val_loss: 0.2928 - val_mean_absolute_error: 0.3991\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.2048 - mean_absolute_error: 0.3114 - val_loss: 0.4025 - val_mean_absolute_error: 0.4938\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.2018 - mean_absolute_error: 0.3256 - val_loss: 0.2902 - val_mean_absolute_error: 0.4351\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.2091 - mean_absolute_error: 0.3409 - val_loss: 0.2548 - val_mean_absolute_error: 0.3855\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1816 - mean_absolute_error: 0.3175 - val_loss: 0.2525 - val_mean_absolute_error: 0.3132\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1644 - mean_absolute_error: 0.2947 - val_loss: 0.2841 - val_mean_absolute_error: 0.3489\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1286 - mean_absolute_error: 0.2708 - val_loss: 0.1796 - val_mean_absolute_error: 0.2745\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0721 - mean_absolute_error: 0.2015 - val_loss: 0.2113 - val_mean_absolute_error: 0.3296\n",
      "2/2 [==============================] - 0s 44ms/step - loss: 0.2113 - mean_absolute_error: 0.3296\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.7956 - mean_absolute_error: 0.7036 - val_loss: 0.4537 - val_mean_absolute_error: 0.5037\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 189ms/step - loss: 0.4794 - mean_absolute_error: 0.5341 - val_loss: 0.3572 - val_mean_absolute_error: 0.4808\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 195ms/step - loss: 0.2913 - mean_absolute_error: 0.4179 - val_loss: 0.3164 - val_mean_absolute_error: 0.4352\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 188ms/step - loss: 0.1952 - mean_absolute_error: 0.3350 - val_loss: 0.2759 - val_mean_absolute_error: 0.3898\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 190ms/step - loss: 0.1524 - mean_absolute_error: 0.2811 - val_loss: 0.2361 - val_mean_absolute_error: 0.3278\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 190ms/step - loss: 0.1008 - mean_absolute_error: 0.2252 - val_loss: 0.2116 - val_mean_absolute_error: 0.3039\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0753 - mean_absolute_error: 0.1897 - val_loss: 0.1933 - val_mean_absolute_error: 0.2821\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0608 - mean_absolute_error: 0.1611 - val_loss: 0.1817 - val_mean_absolute_error: 0.2846\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0489 - mean_absolute_error: 0.1477 - val_loss: 0.1927 - val_mean_absolute_error: 0.2939\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0365 - mean_absolute_error: 0.1229 - val_loss: 0.1780 - val_mean_absolute_error: 0.2748\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 187ms/step - loss: 0.0279 - mean_absolute_error: 0.1103 - val_loss: 0.1820 - val_mean_absolute_error: 0.2715\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0210 - mean_absolute_error: 0.0953 - val_loss: 0.1976 - val_mean_absolute_error: 0.2852\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0192 - mean_absolute_error: 0.0860 - val_loss: 0.1830 - val_mean_absolute_error: 0.2661\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0134 - mean_absolute_error: 0.0737 - val_loss: 0.1708 - val_mean_absolute_error: 0.2438\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0115 - mean_absolute_error: 0.0684 - val_loss: 0.1624 - val_mean_absolute_error: 0.2416\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0090 - mean_absolute_error: 0.0637 - val_loss: 0.1799 - val_mean_absolute_error: 0.2536\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0168 - mean_absolute_error: 0.0814 - val_loss: 0.1813 - val_mean_absolute_error: 0.2497\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0214 - mean_absolute_error: 0.1008 - val_loss: 0.2072 - val_mean_absolute_error: 0.2865\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0213 - mean_absolute_error: 0.1015 - val_loss: 0.1954 - val_mean_absolute_error: 0.2734\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0239 - mean_absolute_error: 0.1055 - val_loss: 0.2013 - val_mean_absolute_error: 0.2946\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 190ms/step - loss: 0.0231 - mean_absolute_error: 0.1120 - val_loss: 0.2026 - val_mean_absolute_error: 0.2718\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0231 - mean_absolute_error: 0.1036 - val_loss: 0.1982 - val_mean_absolute_error: 0.2826\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0145 - mean_absolute_error: 0.0874 - val_loss: 0.1835 - val_mean_absolute_error: 0.2585\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 194ms/step - loss: 0.0116 - mean_absolute_error: 0.0784 - val_loss: 0.1892 - val_mean_absolute_error: 0.2684\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 191ms/step - loss: 0.0160 - mean_absolute_error: 0.0871 - val_loss: 0.2044 - val_mean_absolute_error: 0.2809\n",
      "2/2 [==============================] - 0s 93ms/step - loss: 0.2044 - mean_absolute_error: 0.2809\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 206ms/step - loss: 0.7700 - mean_absolute_error: 0.6801 - val_loss: 0.4741 - val_mean_absolute_error: 0.5206\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.3220 - mean_absolute_error: 0.4344 - val_loss: 0.4407 - val_mean_absolute_error: 0.5074\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.2877 - mean_absolute_error: 0.4053 - val_loss: 0.3452 - val_mean_absolute_error: 0.4170\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.1815 - mean_absolute_error: 0.3124 - val_loss: 0.3029 - val_mean_absolute_error: 0.4110\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.1358 - mean_absolute_error: 0.2721 - val_loss: 0.2890 - val_mean_absolute_error: 0.3752\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0914 - mean_absolute_error: 0.2163 - val_loss: 0.2329 - val_mean_absolute_error: 0.3356\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 162ms/step - loss: 0.0709 - mean_absolute_error: 0.1871 - val_loss: 0.2497 - val_mean_absolute_error: 0.3383\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 163ms/step - loss: 0.0546 - mean_absolute_error: 0.1606 - val_loss: 0.2728 - val_mean_absolute_error: 0.3127\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0534 - mean_absolute_error: 0.1553 - val_loss: 0.2850 - val_mean_absolute_error: 0.3306\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0445 - mean_absolute_error: 0.1359 - val_loss: 0.2682 - val_mean_absolute_error: 0.2963\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0331 - mean_absolute_error: 0.1178 - val_loss: 0.2477 - val_mean_absolute_error: 0.2846\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0241 - mean_absolute_error: 0.0992 - val_loss: 0.2467 - val_mean_absolute_error: 0.2831\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0187 - mean_absolute_error: 0.0835 - val_loss: 0.2506 - val_mean_absolute_error: 0.2775\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0157 - mean_absolute_error: 0.0742 - val_loss: 0.2344 - val_mean_absolute_error: 0.2648\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0128 - mean_absolute_error: 0.0632 - val_loss: 0.2360 - val_mean_absolute_error: 0.2604\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0101 - mean_absolute_error: 0.0538 - val_loss: 0.2364 - val_mean_absolute_error: 0.2581\n",
      "2/2 [==============================] - 0s 71ms/step - loss: 0.2364 - mean_absolute_error: 0.2581\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 135ms/step - loss: 0.8257 - mean_absolute_error: 0.7558 - val_loss: 0.6856 - val_mean_absolute_error: 0.7099\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.6552 - mean_absolute_error: 0.6498 - val_loss: 0.7195 - val_mean_absolute_error: 0.7164\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.6604 - mean_absolute_error: 0.6641 - val_loss: 0.7173 - val_mean_absolute_error: 0.6698\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4969 - mean_absolute_error: 0.5808 - val_loss: 0.6235 - val_mean_absolute_error: 0.6644\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.5095 - mean_absolute_error: 0.5851 - val_loss: 0.5906 - val_mean_absolute_error: 0.6189\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.4074 - mean_absolute_error: 0.5207 - val_loss: 0.5449 - val_mean_absolute_error: 0.6130\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4401 - mean_absolute_error: 0.5165 - val_loss: 0.5176 - val_mean_absolute_error: 0.5829\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3943 - mean_absolute_error: 0.4993 - val_loss: 0.5019 - val_mean_absolute_error: 0.5637\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3314 - mean_absolute_error: 0.4521 - val_loss: 0.4652 - val_mean_absolute_error: 0.5488\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3567 - mean_absolute_error: 0.4496 - val_loss: 0.4424 - val_mean_absolute_error: 0.5260\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.3142 - mean_absolute_error: 0.4174 - val_loss: 0.4371 - val_mean_absolute_error: 0.5209\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2645 - mean_absolute_error: 0.3833 - val_loss: 0.4105 - val_mean_absolute_error: 0.5030\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2679 - mean_absolute_error: 0.3822 - val_loss: 0.4289 - val_mean_absolute_error: 0.5051\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3111 - mean_absolute_error: 0.4028 - val_loss: 0.4103 - val_mean_absolute_error: 0.5016\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2572 - mean_absolute_error: 0.3742 - val_loss: 0.3961 - val_mean_absolute_error: 0.4897\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1918 - mean_absolute_error: 0.3240 - val_loss: 0.4018 - val_mean_absolute_error: 0.4803\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2453 - mean_absolute_error: 0.3490 - val_loss: 0.4116 - val_mean_absolute_error: 0.4890\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2987 - mean_absolute_error: 0.3943 - val_loss: 0.3969 - val_mean_absolute_error: 0.4911\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2046 - mean_absolute_error: 0.3359 - val_loss: 0.3349 - val_mean_absolute_error: 0.4333\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.2412 - mean_absolute_error: 0.3437 - val_loss: 0.3983 - val_mean_absolute_error: 0.4712\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.3117 - mean_absolute_error: 0.3987 - val_loss: 0.4022 - val_mean_absolute_error: 0.4856\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1995 - mean_absolute_error: 0.3376 - val_loss: 0.3274 - val_mean_absolute_error: 0.4378\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1550 - mean_absolute_error: 0.2897 - val_loss: 0.3863 - val_mean_absolute_error: 0.4526\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1870 - mean_absolute_error: 0.3044 - val_loss: 0.4630 - val_mean_absolute_error: 0.4919\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2530 - mean_absolute_error: 0.3465 - val_loss: 0.3362 - val_mean_absolute_error: 0.4365\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1916 - mean_absolute_error: 0.3232 - val_loss: 0.3231 - val_mean_absolute_error: 0.4213\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1185 - mean_absolute_error: 0.2522 - val_loss: 0.3224 - val_mean_absolute_error: 0.3926\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1466 - mean_absolute_error: 0.2644 - val_loss: 0.3693 - val_mean_absolute_error: 0.4216\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1569 - mean_absolute_error: 0.2844 - val_loss: 0.3249 - val_mean_absolute_error: 0.4059\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1861 - mean_absolute_error: 0.3022 - val_loss: 0.2613 - val_mean_absolute_error: 0.3736\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1311 - mean_absolute_error: 0.2567 - val_loss: 0.2763 - val_mean_absolute_error: 0.3903\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0931 - mean_absolute_error: 0.2174 - val_loss: 0.2720 - val_mean_absolute_error: 0.3488\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0766 - mean_absolute_error: 0.1906 - val_loss: 0.2653 - val_mean_absolute_error: 0.3299\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0782 - mean_absolute_error: 0.1956 - val_loss: 0.3250 - val_mean_absolute_error: 0.3960\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0842 - mean_absolute_error: 0.1953 - val_loss: 0.3192 - val_mean_absolute_error: 0.3745\n",
      "Epoch 36/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0833 - mean_absolute_error: 0.1925 - val_loss: 0.3222 - val_mean_absolute_error: 0.3869\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1046 - mean_absolute_error: 0.2136 - val_loss: 0.2795 - val_mean_absolute_error: 0.3476\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1155 - mean_absolute_error: 0.2374 - val_loss: 0.2295 - val_mean_absolute_error: 0.3180\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1138 - mean_absolute_error: 0.2283 - val_loss: 0.2284 - val_mean_absolute_error: 0.3224\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0812 - mean_absolute_error: 0.2066 - val_loss: 0.2470 - val_mean_absolute_error: 0.3466\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0670 - mean_absolute_error: 0.1929 - val_loss: 0.2333 - val_mean_absolute_error: 0.3095\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0531 - mean_absolute_error: 0.1662 - val_loss: 0.2249 - val_mean_absolute_error: 0.3052\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0476 - mean_absolute_error: 0.1548 - val_loss: 0.2417 - val_mean_absolute_error: 0.3085\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0449 - mean_absolute_error: 0.1473 - val_loss: 0.2447 - val_mean_absolute_error: 0.3040\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0390 - mean_absolute_error: 0.1339 - val_loss: 0.2744 - val_mean_absolute_error: 0.3382\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0455 - mean_absolute_error: 0.1378 - val_loss: 0.2971 - val_mean_absolute_error: 0.3712\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0523 - mean_absolute_error: 0.1529 - val_loss: 0.3090 - val_mean_absolute_error: 0.3781\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0761 - mean_absolute_error: 0.1956 - val_loss: 0.2297 - val_mean_absolute_error: 0.2861\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0797 - mean_absolute_error: 0.2008 - val_loss: 0.2089 - val_mean_absolute_error: 0.2990\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0582 - mean_absolute_error: 0.1813 - val_loss: 0.2330 - val_mean_absolute_error: 0.3380\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0613 - mean_absolute_error: 0.1923 - val_loss: 0.2147 - val_mean_absolute_error: 0.2841\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0512 - mean_absolute_error: 0.1600 - val_loss: 0.2554 - val_mean_absolute_error: 0.3279\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0368 - mean_absolute_error: 0.1322 - val_loss: 0.2738 - val_mean_absolute_error: 0.3410\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0444 - mean_absolute_error: 0.1407 - val_loss: 0.2331 - val_mean_absolute_error: 0.3070\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0471 - mean_absolute_error: 0.1461 - val_loss: 0.1933 - val_mean_absolute_error: 0.2703\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0375 - mean_absolute_error: 0.1396 - val_loss: 0.2125 - val_mean_absolute_error: 0.2913\n",
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0316 - mean_absolute_error: 0.1328 - val_loss: 0.2082 - val_mean_absolute_error: 0.2858\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0299 - mean_absolute_error: 0.1301 - val_loss: 0.2121 - val_mean_absolute_error: 0.2683\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0253 - mean_absolute_error: 0.1154 - val_loss: 0.2459 - val_mean_absolute_error: 0.3140\n",
      "Epoch 60/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0244 - mean_absolute_error: 0.1124 - val_loss: 0.2504 - val_mean_absolute_error: 0.3109\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0308 - mean_absolute_error: 0.1180 - val_loss: 0.2017 - val_mean_absolute_error: 0.2602\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0307 - mean_absolute_error: 0.1220 - val_loss: 0.1792 - val_mean_absolute_error: 0.2613\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0231 - mean_absolute_error: 0.1151 - val_loss: 0.2127 - val_mean_absolute_error: 0.2874\n",
      "Epoch 64/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0287 - mean_absolute_error: 0.1335 - val_loss: 0.1964 - val_mean_absolute_error: 0.2592\n",
      "Epoch 65/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0266 - mean_absolute_error: 0.1199 - val_loss: 0.2466 - val_mean_absolute_error: 0.3217\n",
      "Epoch 66/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0252 - mean_absolute_error: 0.1142 - val_loss: 0.2386 - val_mean_absolute_error: 0.3089\n",
      "Epoch 67/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0300 - mean_absolute_error: 0.1266 - val_loss: 0.1883 - val_mean_absolute_error: 0.2485\n",
      "Epoch 68/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0227 - mean_absolute_error: 0.1080 - val_loss: 0.1824 - val_mean_absolute_error: 0.2671\n",
      "Epoch 69/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0170 - mean_absolute_error: 0.0970 - val_loss: 0.2050 - val_mean_absolute_error: 0.2602\n",
      "Epoch 70/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0212 - mean_absolute_error: 0.1124 - val_loss: 0.2022 - val_mean_absolute_error: 0.2697\n",
      "Epoch 71/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0177 - mean_absolute_error: 0.0988 - val_loss: 0.2434 - val_mean_absolute_error: 0.3242\n",
      "Epoch 72/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0233 - mean_absolute_error: 0.1152 - val_loss: 0.1998 - val_mean_absolute_error: 0.2633\n",
      "2/2 [==============================] - 0s 36ms/step - loss: 0.1998 - mean_absolute_error: 0.2633\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 263ms/step - loss: 0.9891 - mean_absolute_error: 0.8062 - val_loss: 0.5856 - val_mean_absolute_error: 0.6253\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.5310 - mean_absolute_error: 0.5824 - val_loss: 0.4010 - val_mean_absolute_error: 0.5099\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.3169 - mean_absolute_error: 0.4502 - val_loss: 0.3412 - val_mean_absolute_error: 0.4827\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.2196 - mean_absolute_error: 0.3635 - val_loss: 0.2227 - val_mean_absolute_error: 0.3717\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.1597 - mean_absolute_error: 0.2966 - val_loss: 0.2001 - val_mean_absolute_error: 0.3529\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.1117 - mean_absolute_error: 0.2380 - val_loss: 0.1613 - val_mean_absolute_error: 0.3067\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0990 - mean_absolute_error: 0.2184 - val_loss: 0.1753 - val_mean_absolute_error: 0.3080\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0834 - mean_absolute_error: 0.1980 - val_loss: 0.1446 - val_mean_absolute_error: 0.2850\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0689 - mean_absolute_error: 0.1817 - val_loss: 0.1220 - val_mean_absolute_error: 0.2508\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0497 - mean_absolute_error: 0.1493 - val_loss: 0.1046 - val_mean_absolute_error: 0.2216\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0343 - mean_absolute_error: 0.1235 - val_loss: 0.1198 - val_mean_absolute_error: 0.2346\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 2s 224ms/step - loss: 0.0308 - mean_absolute_error: 0.1131 - val_loss: 0.1119 - val_mean_absolute_error: 0.2269\n",
      "Epoch 13/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0249 - mean_absolute_error: 0.0980 - val_loss: 0.0927 - val_mean_absolute_error: 0.1925\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0176 - mean_absolute_error: 0.0845 - val_loss: 0.1051 - val_mean_absolute_error: 0.2022\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0147 - mean_absolute_error: 0.0691 - val_loss: 0.0994 - val_mean_absolute_error: 0.1826\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0120 - mean_absolute_error: 0.0618 - val_loss: 0.0949 - val_mean_absolute_error: 0.1762\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 225ms/step - loss: 0.0094 - mean_absolute_error: 0.0541 - val_loss: 0.0887 - val_mean_absolute_error: 0.1747\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0090 - mean_absolute_error: 0.0539 - val_loss: 0.0863 - val_mean_absolute_error: 0.1668\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0068 - mean_absolute_error: 0.0471 - val_loss: 0.0900 - val_mean_absolute_error: 0.1636\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0057 - mean_absolute_error: 0.0433 - val_loss: 0.0949 - val_mean_absolute_error: 0.1655\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0047 - mean_absolute_error: 0.0360 - val_loss: 0.0903 - val_mean_absolute_error: 0.1568\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 225ms/step - loss: 0.0036 - mean_absolute_error: 0.0313 - val_loss: 0.0860 - val_mean_absolute_error: 0.1478\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0027 - mean_absolute_error: 0.0268 - val_loss: 0.0881 - val_mean_absolute_error: 0.1487\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 225ms/step - loss: 0.0022 - mean_absolute_error: 0.0231 - val_loss: 0.0918 - val_mean_absolute_error: 0.1540\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0020 - mean_absolute_error: 0.0220 - val_loss: 0.0905 - val_mean_absolute_error: 0.1469\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0018 - mean_absolute_error: 0.0211 - val_loss: 0.0861 - val_mean_absolute_error: 0.1432\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0014 - mean_absolute_error: 0.0206 - val_loss: 0.0870 - val_mean_absolute_error: 0.1436\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0015 - mean_absolute_error: 0.0227 - val_loss: 0.0939 - val_mean_absolute_error: 0.1570\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0015 - mean_absolute_error: 0.0238 - val_loss: 0.0930 - val_mean_absolute_error: 0.1525\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0015 - mean_absolute_error: 0.0224 - val_loss: 0.0871 - val_mean_absolute_error: 0.1406\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0013 - mean_absolute_error: 0.0225 - val_loss: 0.0821 - val_mean_absolute_error: 0.1452\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0020 - mean_absolute_error: 0.0306 - val_loss: 0.0894 - val_mean_absolute_error: 0.1485\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0020 - mean_absolute_error: 0.0304 - val_loss: 0.1113 - val_mean_absolute_error: 0.1845\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 210ms/step - loss: 0.0047 - mean_absolute_error: 0.0484 - val_loss: 0.0914 - val_mean_absolute_error: 0.1687\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0065 - mean_absolute_error: 0.0520 - val_loss: 0.0898 - val_mean_absolute_error: 0.1672\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 210ms/step - loss: 0.0063 - mean_absolute_error: 0.0549 - val_loss: 0.0794 - val_mean_absolute_error: 0.1506\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0074 - mean_absolute_error: 0.0575 - val_loss: 0.0989 - val_mean_absolute_error: 0.1775\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 210ms/step - loss: 0.0049 - mean_absolute_error: 0.0495 - val_loss: 0.1217 - val_mean_absolute_error: 0.2056\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0087 - mean_absolute_error: 0.0646 - val_loss: 0.0920 - val_mean_absolute_error: 0.1647\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 207ms/step - loss: 0.0130 - mean_absolute_error: 0.0733 - val_loss: 0.0858 - val_mean_absolute_error: 0.1698\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 2s 232ms/step - loss: 0.0129 - mean_absolute_error: 0.0803 - val_loss: 0.0954 - val_mean_absolute_error: 0.1691\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0065 - mean_absolute_error: 0.0605 - val_loss: 0.1078 - val_mean_absolute_error: 0.1869\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 207ms/step - loss: 0.0041 - mean_absolute_error: 0.0480 - val_loss: 0.1079 - val_mean_absolute_error: 0.1904\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0051 - mean_absolute_error: 0.0515 - val_loss: 0.0845 - val_mean_absolute_error: 0.1522\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0036 - mean_absolute_error: 0.0472 - val_loss: 0.0838 - val_mean_absolute_error: 0.1794\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0094 - mean_absolute_error: 0.0698 - val_loss: 0.1024 - val_mean_absolute_error: 0.1715\n",
      "2/2 [==============================] - 0s 95ms/step - loss: 0.1024 - mean_absolute_error: 0.1715\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 210ms/step - loss: 1.0201 - mean_absolute_error: 0.7919 - val_loss: 0.5106 - val_mean_absolute_error: 0.5772\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.5102 - mean_absolute_error: 0.5557 - val_loss: 0.3983 - val_mean_absolute_error: 0.4856\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.3264 - mean_absolute_error: 0.4449 - val_loss: 0.3062 - val_mean_absolute_error: 0.4053\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.2265 - mean_absolute_error: 0.3528 - val_loss: 0.2650 - val_mean_absolute_error: 0.3635\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.1804 - mean_absolute_error: 0.3044 - val_loss: 0.2273 - val_mean_absolute_error: 0.3086\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.1242 - mean_absolute_error: 0.2404 - val_loss: 0.1907 - val_mean_absolute_error: 0.2845\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0934 - mean_absolute_error: 0.2053 - val_loss: 0.1616 - val_mean_absolute_error: 0.2662\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0718 - mean_absolute_error: 0.1763 - val_loss: 0.1394 - val_mean_absolute_error: 0.2436\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0561 - mean_absolute_error: 0.1563 - val_loss: 0.1310 - val_mean_absolute_error: 0.2292\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0423 - mean_absolute_error: 0.1363 - val_loss: 0.1133 - val_mean_absolute_error: 0.2059\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0319 - mean_absolute_error: 0.1164 - val_loss: 0.1046 - val_mean_absolute_error: 0.1927\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0241 - mean_absolute_error: 0.0995 - val_loss: 0.1012 - val_mean_absolute_error: 0.1816\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0211 - mean_absolute_error: 0.0925 - val_loss: 0.0955 - val_mean_absolute_error: 0.1822\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0205 - mean_absolute_error: 0.0894 - val_loss: 0.0892 - val_mean_absolute_error: 0.1746\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0152 - mean_absolute_error: 0.0758 - val_loss: 0.0828 - val_mean_absolute_error: 0.1562\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0120 - mean_absolute_error: 0.0656 - val_loss: 0.0911 - val_mean_absolute_error: 0.1601\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0104 - mean_absolute_error: 0.0601 - val_loss: 0.0871 - val_mean_absolute_error: 0.1530\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0092 - mean_absolute_error: 0.0539 - val_loss: 0.0901 - val_mean_absolute_error: 0.1502\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0080 - mean_absolute_error: 0.0451 - val_loss: 0.0942 - val_mean_absolute_error: 0.1560\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0072 - mean_absolute_error: 0.0426 - val_loss: 0.0911 - val_mean_absolute_error: 0.1452\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0057 - mean_absolute_error: 0.0368 - val_loss: 0.0824 - val_mean_absolute_error: 0.1450\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0059 - mean_absolute_error: 0.0405 - val_loss: 0.0840 - val_mean_absolute_error: 0.1401\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0058 - mean_absolute_error: 0.0395 - val_loss: 0.0988 - val_mean_absolute_error: 0.1695\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0073 - mean_absolute_error: 0.0484 - val_loss: 0.0961 - val_mean_absolute_error: 0.1655\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.0077 - mean_absolute_error: 0.0536 - val_loss: 0.0746 - val_mean_absolute_error: 0.1430\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0060 - mean_absolute_error: 0.0482 - val_loss: 0.0764 - val_mean_absolute_error: 0.1614\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0119 - mean_absolute_error: 0.0727 - val_loss: 0.0902 - val_mean_absolute_error: 0.1688\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0100 - mean_absolute_error: 0.0635 - val_loss: 0.1198 - val_mean_absolute_error: 0.2213\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0174 - mean_absolute_error: 0.0901 - val_loss: 0.0771 - val_mean_absolute_error: 0.1440\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0079 - mean_absolute_error: 0.0612 - val_loss: 0.0839 - val_mean_absolute_error: 0.1773\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0161 - mean_absolute_error: 0.0891 - val_loss: 0.1141 - val_mean_absolute_error: 0.2055\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0138 - mean_absolute_error: 0.0858 - val_loss: 0.0941 - val_mean_absolute_error: 0.1793\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0113 - mean_absolute_error: 0.0751 - val_loss: 0.0887 - val_mean_absolute_error: 0.1850\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0169 - mean_absolute_error: 0.0893 - val_loss: 0.0973 - val_mean_absolute_error: 0.1865\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0132 - mean_absolute_error: 0.0804 - val_loss: 0.0944 - val_mean_absolute_error: 0.1813\n",
      "2/2 [==============================] - 0s 78ms/step - loss: 0.0944 - mean_absolute_error: 0.1813\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 131ms/step - loss: 1.0057 - mean_absolute_error: 0.8159 - val_loss: 0.8325 - val_mean_absolute_error: 0.7694\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.7249 - mean_absolute_error: 0.7034 - val_loss: 0.5646 - val_mean_absolute_error: 0.6272\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5946 - mean_absolute_error: 0.6403 - val_loss: 0.5974 - val_mean_absolute_error: 0.6425\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5508 - mean_absolute_error: 0.6188 - val_loss: 0.5134 - val_mean_absolute_error: 0.5794\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.5036 - mean_absolute_error: 0.5791 - val_loss: 0.5101 - val_mean_absolute_error: 0.5765\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.4531 - mean_absolute_error: 0.5563 - val_loss: 0.4706 - val_mean_absolute_error: 0.5561\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4087 - mean_absolute_error: 0.5147 - val_loss: 0.4407 - val_mean_absolute_error: 0.5316\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3800 - mean_absolute_error: 0.4881 - val_loss: 0.4238 - val_mean_absolute_error: 0.5143\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3456 - mean_absolute_error: 0.4609 - val_loss: 0.3744 - val_mean_absolute_error: 0.4738\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3371 - mean_absolute_error: 0.4400 - val_loss: 0.4010 - val_mean_absolute_error: 0.4924\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3164 - mean_absolute_error: 0.4243 - val_loss: 0.4136 - val_mean_absolute_error: 0.4831\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3034 - mean_absolute_error: 0.4056 - val_loss: 0.3789 - val_mean_absolute_error: 0.4760\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2461 - mean_absolute_error: 0.3745 - val_loss: 0.3354 - val_mean_absolute_error: 0.4346\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2173 - mean_absolute_error: 0.3406 - val_loss: 0.3263 - val_mean_absolute_error: 0.4101\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2526 - mean_absolute_error: 0.3656 - val_loss: 0.3383 - val_mean_absolute_error: 0.4437\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2615 - mean_absolute_error: 0.3732 - val_loss: 0.3858 - val_mean_absolute_error: 0.4571\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2537 - mean_absolute_error: 0.3590 - val_loss: 0.3269 - val_mean_absolute_error: 0.4188\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1964 - mean_absolute_error: 0.3259 - val_loss: 0.3138 - val_mean_absolute_error: 0.4170\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1847 - mean_absolute_error: 0.3123 - val_loss: 0.2617 - val_mean_absolute_error: 0.3661\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1801 - mean_absolute_error: 0.3041 - val_loss: 0.3565 - val_mean_absolute_error: 0.4204\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2056 - mean_absolute_error: 0.3150 - val_loss: 0.3727 - val_mean_absolute_error: 0.4515\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1916 - mean_absolute_error: 0.3155 - val_loss: 0.3425 - val_mean_absolute_error: 0.4411\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1934 - mean_absolute_error: 0.3204 - val_loss: 0.3417 - val_mean_absolute_error: 0.4041\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1649 - mean_absolute_error: 0.2850 - val_loss: 0.2962 - val_mean_absolute_error: 0.3689\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1595 - mean_absolute_error: 0.2798 - val_loss: 0.3056 - val_mean_absolute_error: 0.4004\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1525 - mean_absolute_error: 0.2841 - val_loss: 0.2751 - val_mean_absolute_error: 0.3586\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1233 - mean_absolute_error: 0.2364 - val_loss: 0.3112 - val_mean_absolute_error: 0.3774\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1128 - mean_absolute_error: 0.2340 - val_loss: 0.3286 - val_mean_absolute_error: 0.3941\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1226 - mean_absolute_error: 0.2416 - val_loss: 0.2706 - val_mean_absolute_error: 0.3386\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 36ms/step - loss: 0.2706 - mean_absolute_error: 0.3386\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 282ms/step - loss: 0.9276 - mean_absolute_error: 0.7781 - val_loss: 0.4729 - val_mean_absolute_error: 0.5348\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 2s 239ms/step - loss: 0.4764 - mean_absolute_error: 0.5400 - val_loss: 0.2963 - val_mean_absolute_error: 0.4280\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 2s 238ms/step - loss: 0.3390 - mean_absolute_error: 0.4332 - val_loss: 0.1973 - val_mean_absolute_error: 0.3749\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 2s 241ms/step - loss: 0.2412 - mean_absolute_error: 0.3593 - val_loss: 0.1401 - val_mean_absolute_error: 0.2885\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 2s 236ms/step - loss: 0.1866 - mean_absolute_error: 0.3058 - val_loss: 0.1320 - val_mean_absolute_error: 0.2803\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 2s 235ms/step - loss: 0.1358 - mean_absolute_error: 0.2545 - val_loss: 0.1056 - val_mean_absolute_error: 0.2344\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 2s 236ms/step - loss: 0.1134 - mean_absolute_error: 0.2353 - val_loss: 0.1270 - val_mean_absolute_error: 0.2499\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 2s 243ms/step - loss: 0.1128 - mean_absolute_error: 0.2351 - val_loss: 0.1263 - val_mean_absolute_error: 0.2438\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 2s 238ms/step - loss: 0.0853 - mean_absolute_error: 0.2079 - val_loss: 0.1298 - val_mean_absolute_error: 0.2417\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 2s 233ms/step - loss: 0.0673 - mean_absolute_error: 0.1836 - val_loss: 0.1215 - val_mean_absolute_error: 0.2227\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 2s 233ms/step - loss: 0.0562 - mean_absolute_error: 0.1696 - val_loss: 0.1095 - val_mean_absolute_error: 0.2048\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 2s 233ms/step - loss: 0.0441 - mean_absolute_error: 0.1444 - val_loss: 0.1204 - val_mean_absolute_error: 0.1951\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 2s 231ms/step - loss: 0.0344 - mean_absolute_error: 0.1226 - val_loss: 0.1086 - val_mean_absolute_error: 0.1878\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0308 - mean_absolute_error: 0.1131 - val_loss: 0.1126 - val_mean_absolute_error: 0.1871\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0247 - mean_absolute_error: 0.0999 - val_loss: 0.1129 - val_mean_absolute_error: 0.1912\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0340 - mean_absolute_error: 0.1065 - val_loss: 0.1076 - val_mean_absolute_error: 0.1799\n",
      "2/2 [==============================] - 0s 124ms/step - loss: 0.1076 - mean_absolute_error: 0.1799\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 4s 508ms/step - loss: 0.8683 - mean_absolute_error: 0.7382 - val_loss: 0.3823 - val_mean_absolute_error: 0.4753\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.5253 - mean_absolute_error: 0.5546 - val_loss: 0.2633 - val_mean_absolute_error: 0.4215\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.3318 - mean_absolute_error: 0.4499 - val_loss: 0.2763 - val_mean_absolute_error: 0.4099\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.2484 - mean_absolute_error: 0.3731 - val_loss: 0.1935 - val_mean_absolute_error: 0.2975\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.1893 - mean_absolute_error: 0.3080 - val_loss: 0.1954 - val_mean_absolute_error: 0.2952\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.1478 - mean_absolute_error: 0.2883 - val_loss: 0.1958 - val_mean_absolute_error: 0.2935\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.1197 - mean_absolute_error: 0.2434 - val_loss: 0.1626 - val_mean_absolute_error: 0.2371\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 126ms/step - loss: 0.0870 - mean_absolute_error: 0.2070 - val_loss: 0.1478 - val_mean_absolute_error: 0.2203\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0696 - mean_absolute_error: 0.1793 - val_loss: 0.1485 - val_mean_absolute_error: 0.2170\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0546 - mean_absolute_error: 0.1585 - val_loss: 0.1462 - val_mean_absolute_error: 0.2234\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0542 - mean_absolute_error: 0.1642 - val_loss: 0.1404 - val_mean_absolute_error: 0.2221\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0511 - mean_absolute_error: 0.1498 - val_loss: 0.1300 - val_mean_absolute_error: 0.1860\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0399 - mean_absolute_error: 0.1317 - val_loss: 0.1342 - val_mean_absolute_error: 0.1918\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0292 - mean_absolute_error: 0.1165 - val_loss: 0.1419 - val_mean_absolute_error: 0.1907\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.0232 - mean_absolute_error: 0.1002 - val_loss: 0.1243 - val_mean_absolute_error: 0.1660\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0176 - mean_absolute_error: 0.0877 - val_loss: 0.1294 - val_mean_absolute_error: 0.1755\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0154 - mean_absolute_error: 0.0798 - val_loss: 0.1214 - val_mean_absolute_error: 0.1592\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 127ms/step - loss: 0.0143 - mean_absolute_error: 0.0709 - val_loss: 0.1258 - val_mean_absolute_error: 0.1605\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0147 - mean_absolute_error: 0.0749 - val_loss: 0.1133 - val_mean_absolute_error: 0.1431\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0123 - mean_absolute_error: 0.0711 - val_loss: 0.1150 - val_mean_absolute_error: 0.1466\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0100 - mean_absolute_error: 0.0638 - val_loss: 0.1181 - val_mean_absolute_error: 0.1352\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 127ms/step - loss: 0.0075 - mean_absolute_error: 0.0504 - val_loss: 0.1230 - val_mean_absolute_error: 0.1530\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 126ms/step - loss: 0.0089 - mean_absolute_error: 0.0586 - val_loss: 0.1040 - val_mean_absolute_error: 0.1339\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 127ms/step - loss: 0.0125 - mean_absolute_error: 0.0728 - val_loss: 0.1163 - val_mean_absolute_error: 0.1586\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.0105 - mean_absolute_error: 0.0727 - val_loss: 0.1095 - val_mean_absolute_error: 0.1397\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 126ms/step - loss: 0.0108 - mean_absolute_error: 0.0698 - val_loss: 0.1216 - val_mean_absolute_error: 0.1771\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0118 - mean_absolute_error: 0.0753 - val_loss: 0.1022 - val_mean_absolute_error: 0.1364\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0132 - mean_absolute_error: 0.0795 - val_loss: 0.1188 - val_mean_absolute_error: 0.1809\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.0157 - mean_absolute_error: 0.0903 - val_loss: 0.1094 - val_mean_absolute_error: 0.1496\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.0190 - mean_absolute_error: 0.0958 - val_loss: 0.1200 - val_mean_absolute_error: 0.1941\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 126ms/step - loss: 0.0186 - mean_absolute_error: 0.1006 - val_loss: 0.1202 - val_mean_absolute_error: 0.1760\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0205 - mean_absolute_error: 0.1078 - val_loss: 0.1126 - val_mean_absolute_error: 0.1533\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 126ms/step - loss: 0.0144 - mean_absolute_error: 0.0868 - val_loss: 0.1247 - val_mean_absolute_error: 0.1882\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 125ms/step - loss: 0.0153 - mean_absolute_error: 0.0889 - val_loss: 0.1141 - val_mean_absolute_error: 0.1685\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.0122 - mean_absolute_error: 0.0871 - val_loss: 0.1194 - val_mean_absolute_error: 0.1524\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 128ms/step - loss: 0.0125 - mean_absolute_error: 0.0768 - val_loss: 0.1232 - val_mean_absolute_error: 0.1724\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.0107 - mean_absolute_error: 0.0688 - val_loss: 0.1023 - val_mean_absolute_error: 0.1326\n",
      "2/2 [==============================] - 0s 69ms/step - loss: 0.1023 - mean_absolute_error: 0.1326\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 136ms/step - loss: 0.8558 - mean_absolute_error: 0.7738 - val_loss: 0.6918 - val_mean_absolute_error: 0.6611\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.6654 - mean_absolute_error: 0.6747 - val_loss: 0.4681 - val_mean_absolute_error: 0.5726\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.5258 - mean_absolute_error: 0.5837 - val_loss: 0.4473 - val_mean_absolute_error: 0.5672\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.4354 - mean_absolute_error: 0.5421 - val_loss: 0.4414 - val_mean_absolute_error: 0.5239\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.4297 - mean_absolute_error: 0.5305 - val_loss: 0.3783 - val_mean_absolute_error: 0.4862\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.4096 - mean_absolute_error: 0.5107 - val_loss: 0.3437 - val_mean_absolute_error: 0.4865\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.3309 - mean_absolute_error: 0.4550 - val_loss: 0.3114 - val_mean_absolute_error: 0.4255\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2953 - mean_absolute_error: 0.4170 - val_loss: 0.3330 - val_mean_absolute_error: 0.4446\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2923 - mean_absolute_error: 0.4178 - val_loss: 0.3424 - val_mean_absolute_error: 0.4467\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2708 - mean_absolute_error: 0.3960 - val_loss: 0.3321 - val_mean_absolute_error: 0.4313\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.2797 - mean_absolute_error: 0.4083 - val_loss: 0.2722 - val_mean_absolute_error: 0.4044\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.2427 - mean_absolute_error: 0.3659 - val_loss: 0.3193 - val_mean_absolute_error: 0.4097\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.2393 - mean_absolute_error: 0.3738 - val_loss: 0.2958 - val_mean_absolute_error: 0.4163\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.2350 - mean_absolute_error: 0.3663 - val_loss: 0.2247 - val_mean_absolute_error: 0.3598\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.2068 - mean_absolute_error: 0.3330 - val_loss: 0.2459 - val_mean_absolute_error: 0.3668\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.2187 - mean_absolute_error: 0.3389 - val_loss: 0.2141 - val_mean_absolute_error: 0.3480\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1918 - mean_absolute_error: 0.3195 - val_loss: 0.2232 - val_mean_absolute_error: 0.3440\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1801 - mean_absolute_error: 0.3070 - val_loss: 0.2494 - val_mean_absolute_error: 0.3620\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1531 - mean_absolute_error: 0.2846 - val_loss: 0.2300 - val_mean_absolute_error: 0.3535\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.1625 - mean_absolute_error: 0.2919 - val_loss: 0.2418 - val_mean_absolute_error: 0.3746\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1644 - mean_absolute_error: 0.2964 - val_loss: 0.1722 - val_mean_absolute_error: 0.3007\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1287 - mean_absolute_error: 0.2654 - val_loss: 0.1861 - val_mean_absolute_error: 0.2859\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1227 - mean_absolute_error: 0.2525 - val_loss: 0.1909 - val_mean_absolute_error: 0.2984\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1107 - mean_absolute_error: 0.2398 - val_loss: 0.1604 - val_mean_absolute_error: 0.2750\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0786 - mean_absolute_error: 0.1977 - val_loss: 0.1505 - val_mean_absolute_error: 0.2638\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0731 - mean_absolute_error: 0.1934 - val_loss: 0.1354 - val_mean_absolute_error: 0.2491\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0674 - mean_absolute_error: 0.1857 - val_loss: 0.1254 - val_mean_absolute_error: 0.2218\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0672 - mean_absolute_error: 0.1878 - val_loss: 0.1428 - val_mean_absolute_error: 0.2368\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0656 - mean_absolute_error: 0.1839 - val_loss: 0.1736 - val_mean_absolute_error: 0.2775\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0744 - mean_absolute_error: 0.1965 - val_loss: 0.2700 - val_mean_absolute_error: 0.3978\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1136 - mean_absolute_error: 0.2517 - val_loss: 0.3145 - val_mean_absolute_error: 0.4068\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1447 - mean_absolute_error: 0.2812 - val_loss: 0.1969 - val_mean_absolute_error: 0.3333\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1293 - mean_absolute_error: 0.2681 - val_loss: 0.1637 - val_mean_absolute_error: 0.2788\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0858 - mean_absolute_error: 0.2173 - val_loss: 0.1787 - val_mean_absolute_error: 0.3058\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0865 - mean_absolute_error: 0.2187 - val_loss: 0.1705 - val_mean_absolute_error: 0.2691\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0787 - mean_absolute_error: 0.2085 - val_loss: 0.1645 - val_mean_absolute_error: 0.2783\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0693 - mean_absolute_error: 0.1872 - val_loss: 0.1597 - val_mean_absolute_error: 0.2718\n",
      "2/2 [==============================] - 0s 36ms/step - loss: 0.1597 - mean_absolute_error: 0.2718\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 244ms/step - loss: 0.8973 - mean_absolute_error: 0.7497 - val_loss: 0.4303 - val_mean_absolute_error: 0.5246\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.4352 - mean_absolute_error: 0.5139 - val_loss: 0.3559 - val_mean_absolute_error: 0.4516\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.3023 - mean_absolute_error: 0.4244 - val_loss: 0.2942 - val_mean_absolute_error: 0.3816\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.2234 - mean_absolute_error: 0.3507 - val_loss: 0.2687 - val_mean_absolute_error: 0.3607\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.1814 - mean_absolute_error: 0.3101 - val_loss: 0.2083 - val_mean_absolute_error: 0.3140\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.1279 - mean_absolute_error: 0.2608 - val_loss: 0.2011 - val_mean_absolute_error: 0.2953\n",
      "Epoch 7/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0969 - mean_absolute_error: 0.2231 - val_loss: 0.1933 - val_mean_absolute_error: 0.2754\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0799 - mean_absolute_error: 0.1980 - val_loss: 0.1456 - val_mean_absolute_error: 0.2361\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0567 - mean_absolute_error: 0.1637 - val_loss: 0.1431 - val_mean_absolute_error: 0.2384\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0509 - mean_absolute_error: 0.1569 - val_loss: 0.1261 - val_mean_absolute_error: 0.2191\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0380 - mean_absolute_error: 0.1375 - val_loss: 0.1087 - val_mean_absolute_error: 0.1970\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 187ms/step - loss: 0.0286 - mean_absolute_error: 0.1126 - val_loss: 0.1057 - val_mean_absolute_error: 0.1887\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0230 - mean_absolute_error: 0.0982 - val_loss: 0.0975 - val_mean_absolute_error: 0.1755\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0208 - mean_absolute_error: 0.0959 - val_loss: 0.1009 - val_mean_absolute_error: 0.1738\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0209 - mean_absolute_error: 0.0935 - val_loss: 0.1093 - val_mean_absolute_error: 0.1732\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0149 - mean_absolute_error: 0.0841 - val_loss: 0.1134 - val_mean_absolute_error: 0.1646\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0120 - mean_absolute_error: 0.0733 - val_loss: 0.0944 - val_mean_absolute_error: 0.1590\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0104 - mean_absolute_error: 0.0658 - val_loss: 0.0952 - val_mean_absolute_error: 0.1569\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0097 - mean_absolute_error: 0.0667 - val_loss: 0.0963 - val_mean_absolute_error: 0.1657\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0101 - mean_absolute_error: 0.0676 - val_loss: 0.0923 - val_mean_absolute_error: 0.1574\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0090 - mean_absolute_error: 0.0650 - val_loss: 0.0937 - val_mean_absolute_error: 0.1540\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0075 - mean_absolute_error: 0.0586 - val_loss: 0.0996 - val_mean_absolute_error: 0.1737\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 187ms/step - loss: 0.0116 - mean_absolute_error: 0.0739 - val_loss: 0.1047 - val_mean_absolute_error: 0.1840\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0223 - mean_absolute_error: 0.1024 - val_loss: 0.0897 - val_mean_absolute_error: 0.1468\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0222 - mean_absolute_error: 0.1005 - val_loss: 0.1074 - val_mean_absolute_error: 0.2116\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0329 - mean_absolute_error: 0.1309 - val_loss: 0.0936 - val_mean_absolute_error: 0.1660\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0271 - mean_absolute_error: 0.1210 - val_loss: 0.1132 - val_mean_absolute_error: 0.2144\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0304 - mean_absolute_error: 0.1285 - val_loss: 0.0890 - val_mean_absolute_error: 0.1702\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0130 - mean_absolute_error: 0.0786 - val_loss: 0.0969 - val_mean_absolute_error: 0.1872\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0127 - mean_absolute_error: 0.0806 - val_loss: 0.0875 - val_mean_absolute_error: 0.1578\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0083 - mean_absolute_error: 0.0657 - val_loss: 0.0914 - val_mean_absolute_error: 0.1675\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 187ms/step - loss: 0.0119 - mean_absolute_error: 0.0801 - val_loss: 0.0879 - val_mean_absolute_error: 0.1605\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 181ms/step - loss: 0.0118 - mean_absolute_error: 0.0749 - val_loss: 0.0945 - val_mean_absolute_error: 0.1777\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0166 - mean_absolute_error: 0.0910 - val_loss: 0.0874 - val_mean_absolute_error: 0.1610\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0096 - mean_absolute_error: 0.0712 - val_loss: 0.0800 - val_mean_absolute_error: 0.1441\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0081 - mean_absolute_error: 0.0662 - val_loss: 0.0807 - val_mean_absolute_error: 0.1530\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0071 - mean_absolute_error: 0.0591 - val_loss: 0.0830 - val_mean_absolute_error: 0.1420\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0051 - mean_absolute_error: 0.0477 - val_loss: 0.0828 - val_mean_absolute_error: 0.1415\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0036 - mean_absolute_error: 0.0405 - val_loss: 0.0810 - val_mean_absolute_error: 0.1411\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0034 - mean_absolute_error: 0.0368 - val_loss: 0.0808 - val_mean_absolute_error: 0.1284\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0025 - mean_absolute_error: 0.0300 - val_loss: 0.0809 - val_mean_absolute_error: 0.1348\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0024 - mean_absolute_error: 0.0294 - val_loss: 0.0786 - val_mean_absolute_error: 0.1256\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 181ms/step - loss: 0.0020 - mean_absolute_error: 0.0239 - val_loss: 0.0798 - val_mean_absolute_error: 0.1279\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0021 - mean_absolute_error: 0.0262 - val_loss: 0.0801 - val_mean_absolute_error: 0.1283\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0018 - mean_absolute_error: 0.0218 - val_loss: 0.0775 - val_mean_absolute_error: 0.1209\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0017 - mean_absolute_error: 0.0202 - val_loss: 0.0781 - val_mean_absolute_error: 0.1265\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 181ms/step - loss: 0.0017 - mean_absolute_error: 0.0208 - val_loss: 0.0789 - val_mean_absolute_error: 0.1195\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0015 - mean_absolute_error: 0.0187 - val_loss: 0.0787 - val_mean_absolute_error: 0.1268\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0016 - mean_absolute_error: 0.0211 - val_loss: 0.0773 - val_mean_absolute_error: 0.1186\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0015 - mean_absolute_error: 0.0177 - val_loss: 0.0784 - val_mean_absolute_error: 0.1254\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0016 - mean_absolute_error: 0.0212 - val_loss: 0.0788 - val_mean_absolute_error: 0.1193\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0014 - mean_absolute_error: 0.0180 - val_loss: 0.0786 - val_mean_absolute_error: 0.1272\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0016 - mean_absolute_error: 0.0226 - val_loss: 0.0771 - val_mean_absolute_error: 0.1178\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0014 - mean_absolute_error: 0.0188 - val_loss: 0.0785 - val_mean_absolute_error: 0.1277\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0017 - mean_absolute_error: 0.0239 - val_loss: 0.0789 - val_mean_absolute_error: 0.1197\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0015 - mean_absolute_error: 0.0213 - val_loss: 0.0787 - val_mean_absolute_error: 0.1309\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0019 - mean_absolute_error: 0.0277 - val_loss: 0.0771 - val_mean_absolute_error: 0.1191\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0019 - mean_absolute_error: 0.0257 - val_loss: 0.0786 - val_mean_absolute_error: 0.1339\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0022 - mean_absolute_error: 0.0310 - val_loss: 0.0793 - val_mean_absolute_error: 0.1235\n",
      "Epoch 60/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0023 - mean_absolute_error: 0.0304 - val_loss: 0.0795 - val_mean_absolute_error: 0.1384\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0029 - mean_absolute_error: 0.0387 - val_loss: 0.0775 - val_mean_absolute_error: 0.1277\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0034 - mean_absolute_error: 0.0416 - val_loss: 0.0779 - val_mean_absolute_error: 0.1414\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0035 - mean_absolute_error: 0.0435 - val_loss: 0.0795 - val_mean_absolute_error: 0.1319\n",
      "Epoch 64/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0041 - mean_absolute_error: 0.0453 - val_loss: 0.0812 - val_mean_absolute_error: 0.1476\n",
      "Epoch 65/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0044 - mean_absolute_error: 0.0512 - val_loss: 0.0781 - val_mean_absolute_error: 0.1358\n",
      "Epoch 66/1000\n",
      "7/7 [==============================] - 1s 181ms/step - loss: 0.0053 - mean_absolute_error: 0.0543 - val_loss: 0.0775 - val_mean_absolute_error: 0.1474\n",
      "Epoch 67/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0049 - mean_absolute_error: 0.0534 - val_loss: 0.0787 - val_mean_absolute_error: 0.1360\n",
      "2/2 [==============================] - 0s 120ms/step - loss: 0.0787 - mean_absolute_error: 0.1360\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 183ms/step - loss: 0.9628 - mean_absolute_error: 0.7900 - val_loss: 0.6121 - val_mean_absolute_error: 0.6060\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.4502 - mean_absolute_error: 0.5059 - val_loss: 0.3108 - val_mean_absolute_error: 0.4078\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 145ms/step - loss: 0.3357 - mean_absolute_error: 0.4374 - val_loss: 0.2431 - val_mean_absolute_error: 0.3655\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.2103 - mean_absolute_error: 0.3412 - val_loss: 0.2029 - val_mean_absolute_error: 0.3219\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.1468 - mean_absolute_error: 0.2833 - val_loss: 0.1777 - val_mean_absolute_error: 0.3033\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 146ms/step - loss: 0.1083 - mean_absolute_error: 0.2405 - val_loss: 0.1812 - val_mean_absolute_error: 0.2796\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0748 - mean_absolute_error: 0.1982 - val_loss: 0.1621 - val_mean_absolute_error: 0.2308\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 145ms/step - loss: 0.0615 - mean_absolute_error: 0.1732 - val_loss: 0.1199 - val_mean_absolute_error: 0.2075\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.0616 - mean_absolute_error: 0.1772 - val_loss: 0.1133 - val_mean_absolute_error: 0.1813\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0447 - mean_absolute_error: 0.1544 - val_loss: 0.1120 - val_mean_absolute_error: 0.1796\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0286 - mean_absolute_error: 0.1188 - val_loss: 0.1043 - val_mean_absolute_error: 0.1636\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 145ms/step - loss: 0.0214 - mean_absolute_error: 0.1005 - val_loss: 0.0971 - val_mean_absolute_error: 0.1511\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0141 - mean_absolute_error: 0.0831 - val_loss: 0.1062 - val_mean_absolute_error: 0.1523\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.0115 - mean_absolute_error: 0.0744 - val_loss: 0.1096 - val_mean_absolute_error: 0.1542\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 145ms/step - loss: 0.0119 - mean_absolute_error: 0.0735 - val_loss: 0.1140 - val_mean_absolute_error: 0.1645\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.0142 - mean_absolute_error: 0.0826 - val_loss: 0.1063 - val_mean_absolute_error: 0.1552\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 146ms/step - loss: 0.0123 - mean_absolute_error: 0.0776 - val_loss: 0.1091 - val_mean_absolute_error: 0.1648\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.0132 - mean_absolute_error: 0.0826 - val_loss: 0.1132 - val_mean_absolute_error: 0.1746\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.0151 - mean_absolute_error: 0.0869 - val_loss: 0.1093 - val_mean_absolute_error: 0.1622\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0132 - mean_absolute_error: 0.0823 - val_loss: 0.1005 - val_mean_absolute_error: 0.1460\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 146ms/step - loss: 0.0110 - mean_absolute_error: 0.0715 - val_loss: 0.1061 - val_mean_absolute_error: 0.1689\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.0143 - mean_absolute_error: 0.0839 - val_loss: 0.1002 - val_mean_absolute_error: 0.1462\n",
      "2/2 [==============================] - 0s 71ms/step - loss: 0.1002 - mean_absolute_error: 0.1462\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 136ms/step - loss: 0.9659 - mean_absolute_error: 0.7877 - val_loss: 0.6507 - val_mean_absolute_error: 0.6585\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.6315 - mean_absolute_error: 0.6469 - val_loss: 0.4921 - val_mean_absolute_error: 0.5807\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5068 - mean_absolute_error: 0.5805 - val_loss: 0.4107 - val_mean_absolute_error: 0.5304\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.5004 - mean_absolute_error: 0.5803 - val_loss: 0.3723 - val_mean_absolute_error: 0.5171\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4505 - mean_absolute_error: 0.5275 - val_loss: 0.3641 - val_mean_absolute_error: 0.5083\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.4122 - mean_absolute_error: 0.5127 - val_loss: 0.3722 - val_mean_absolute_error: 0.4996\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.4116 - mean_absolute_error: 0.4930 - val_loss: 0.3051 - val_mean_absolute_error: 0.4597\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3664 - mean_absolute_error: 0.4665 - val_loss: 0.2823 - val_mean_absolute_error: 0.4329\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3247 - mean_absolute_error: 0.4316 - val_loss: 0.2661 - val_mean_absolute_error: 0.4029\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3323 - mean_absolute_error: 0.4395 - val_loss: 0.2443 - val_mean_absolute_error: 0.3975\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2904 - mean_absolute_error: 0.4030 - val_loss: 0.2896 - val_mean_absolute_error: 0.4005\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3094 - mean_absolute_error: 0.4086 - val_loss: 0.3808 - val_mean_absolute_error: 0.4546\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2877 - mean_absolute_error: 0.3923 - val_loss: 0.3418 - val_mean_absolute_error: 0.4314\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3134 - mean_absolute_error: 0.4117 - val_loss: 0.2797 - val_mean_absolute_error: 0.4286\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2653 - mean_absolute_error: 0.3768 - val_loss: 0.2524 - val_mean_absolute_error: 0.3924\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2384 - mean_absolute_error: 0.3606 - val_loss: 0.2428 - val_mean_absolute_error: 0.3616\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2240 - mean_absolute_error: 0.3421 - val_loss: 0.2393 - val_mean_absolute_error: 0.3569\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2343 - mean_absolute_error: 0.3441 - val_loss: 0.2199 - val_mean_absolute_error: 0.3407\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2093 - mean_absolute_error: 0.3222 - val_loss: 0.2086 - val_mean_absolute_error: 0.3345\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1831 - mean_absolute_error: 0.2941 - val_loss: 0.1930 - val_mean_absolute_error: 0.3032\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1623 - mean_absolute_error: 0.2782 - val_loss: 0.2042 - val_mean_absolute_error: 0.3102\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1502 - mean_absolute_error: 0.2689 - val_loss: 0.1922 - val_mean_absolute_error: 0.2913\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1420 - mean_absolute_error: 0.2568 - val_loss: 0.2388 - val_mean_absolute_error: 0.3372\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1450 - mean_absolute_error: 0.2594 - val_loss: 0.1837 - val_mean_absolute_error: 0.3034\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1318 - mean_absolute_error: 0.2397 - val_loss: 0.1823 - val_mean_absolute_error: 0.2850\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1169 - mean_absolute_error: 0.2349 - val_loss: 0.1740 - val_mean_absolute_error: 0.2803\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1352 - mean_absolute_error: 0.2504 - val_loss: 0.1776 - val_mean_absolute_error: 0.2906\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1241 - mean_absolute_error: 0.2458 - val_loss: 0.1888 - val_mean_absolute_error: 0.3092\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1023 - mean_absolute_error: 0.2224 - val_loss: 0.1652 - val_mean_absolute_error: 0.2622\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0840 - mean_absolute_error: 0.1976 - val_loss: 0.1693 - val_mean_absolute_error: 0.2517\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0780 - mean_absolute_error: 0.1940 - val_loss: 0.1629 - val_mean_absolute_error: 0.2670\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0679 - mean_absolute_error: 0.1779 - val_loss: 0.1793 - val_mean_absolute_error: 0.2448\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0828 - mean_absolute_error: 0.1966 - val_loss: 0.1669 - val_mean_absolute_error: 0.2715\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0872 - mean_absolute_error: 0.2080 - val_loss: 0.1603 - val_mean_absolute_error: 0.2625\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0683 - mean_absolute_error: 0.1794 - val_loss: 0.1526 - val_mean_absolute_error: 0.2513\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0606 - mean_absolute_error: 0.1714 - val_loss: 0.1660 - val_mean_absolute_error: 0.2947\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0719 - mean_absolute_error: 0.1824 - val_loss: 0.1852 - val_mean_absolute_error: 0.3129\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0857 - mean_absolute_error: 0.1970 - val_loss: 0.2446 - val_mean_absolute_error: 0.3619\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1188 - mean_absolute_error: 0.2406 - val_loss: 0.3229 - val_mean_absolute_error: 0.4670\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1699 - mean_absolute_error: 0.3113 - val_loss: 0.3198 - val_mean_absolute_error: 0.4421\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2561 - mean_absolute_error: 0.3678 - val_loss: 0.2376 - val_mean_absolute_error: 0.3604\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1828 - mean_absolute_error: 0.3192 - val_loss: 0.1997 - val_mean_absolute_error: 0.3127\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1148 - mean_absolute_error: 0.2529 - val_loss: 0.1799 - val_mean_absolute_error: 0.2885\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0950 - mean_absolute_error: 0.2196 - val_loss: 0.2704 - val_mean_absolute_error: 0.4002\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1282 - mean_absolute_error: 0.2625 - val_loss: 0.2425 - val_mean_absolute_error: 0.3629\n",
      "2/2 [==============================] - 0s 36ms/step - loss: 0.2425 - mean_absolute_error: 0.3629\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 263ms/step - loss: 0.9339 - mean_absolute_error: 0.7618 - val_loss: 0.5306 - val_mean_absolute_error: 0.6042\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 194ms/step - loss: 0.5246 - mean_absolute_error: 0.5950 - val_loss: 0.3934 - val_mean_absolute_error: 0.4925\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.3381 - mean_absolute_error: 0.4546 - val_loss: 0.3728 - val_mean_absolute_error: 0.4743\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 199ms/step - loss: 0.2519 - mean_absolute_error: 0.3977 - val_loss: 0.3944 - val_mean_absolute_error: 0.4517\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.2051 - mean_absolute_error: 0.3318 - val_loss: 0.3211 - val_mean_absolute_error: 0.4152\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 195ms/step - loss: 0.1523 - mean_absolute_error: 0.2886 - val_loss: 0.3137 - val_mean_absolute_error: 0.3901\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.1511 - mean_absolute_error: 0.2672 - val_loss: 0.2880 - val_mean_absolute_error: 0.3656\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.1076 - mean_absolute_error: 0.2227 - val_loss: 0.2752 - val_mean_absolute_error: 0.3625\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0770 - mean_absolute_error: 0.1913 - val_loss: 0.2848 - val_mean_absolute_error: 0.3555\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0623 - mean_absolute_error: 0.1676 - val_loss: 0.3026 - val_mean_absolute_error: 0.3625\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0549 - mean_absolute_error: 0.1557 - val_loss: 0.2834 - val_mean_absolute_error: 0.3361\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 195ms/step - loss: 0.0428 - mean_absolute_error: 0.1401 - val_loss: 0.2647 - val_mean_absolute_error: 0.3279\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0385 - mean_absolute_error: 0.1363 - val_loss: 0.2602 - val_mean_absolute_error: 0.3166\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 193ms/step - loss: 0.0391 - mean_absolute_error: 0.1307 - val_loss: 0.2808 - val_mean_absolute_error: 0.3158\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0351 - mean_absolute_error: 0.1240 - val_loss: 0.3201 - val_mean_absolute_error: 0.3484\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0441 - mean_absolute_error: 0.1441 - val_loss: 0.2462 - val_mean_absolute_error: 0.2847\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 195ms/step - loss: 0.0355 - mean_absolute_error: 0.1268 - val_loss: 0.2624 - val_mean_absolute_error: 0.3348\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0457 - mean_absolute_error: 0.1536 - val_loss: 0.2533 - val_mean_absolute_error: 0.2931\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 194ms/step - loss: 0.0339 - mean_absolute_error: 0.1262 - val_loss: 0.2874 - val_mean_absolute_error: 0.3249\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0305 - mean_absolute_error: 0.1245 - val_loss: 0.2338 - val_mean_absolute_error: 0.2591\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0234 - mean_absolute_error: 0.1095 - val_loss: 0.2488 - val_mean_absolute_error: 0.3088\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 194ms/step - loss: 0.0232 - mean_absolute_error: 0.1119 - val_loss: 0.2815 - val_mean_absolute_error: 0.2913\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 194ms/step - loss: 0.0208 - mean_absolute_error: 0.1004 - val_loss: 0.2645 - val_mean_absolute_error: 0.2860\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 195ms/step - loss: 0.0185 - mean_absolute_error: 0.0962 - val_loss: 0.2338 - val_mean_absolute_error: 0.2923\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.0181 - mean_absolute_error: 0.0951 - val_loss: 0.2461 - val_mean_absolute_error: 0.2671\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0163 - mean_absolute_error: 0.0876 - val_loss: 0.2705 - val_mean_absolute_error: 0.2963\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.0160 - mean_absolute_error: 0.0921 - val_loss: 0.2228 - val_mean_absolute_error: 0.2769\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 194ms/step - loss: 0.0148 - mean_absolute_error: 0.0870 - val_loss: 0.2301 - val_mean_absolute_error: 0.2568\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0115 - mean_absolute_error: 0.0728 - val_loss: 0.2697 - val_mean_absolute_error: 0.2924\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0122 - mean_absolute_error: 0.0790 - val_loss: 0.2145 - val_mean_absolute_error: 0.2497\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 200ms/step - loss: 0.0123 - mean_absolute_error: 0.0809 - val_loss: 0.2193 - val_mean_absolute_error: 0.2551\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0096 - mean_absolute_error: 0.0696 - val_loss: 0.2729 - val_mean_absolute_error: 0.2912\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0114 - mean_absolute_error: 0.0766 - val_loss: 0.2183 - val_mean_absolute_error: 0.2370\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0076 - mean_absolute_error: 0.0630 - val_loss: 0.2142 - val_mean_absolute_error: 0.2502\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 199ms/step - loss: 0.0071 - mean_absolute_error: 0.0588 - val_loss: 0.2551 - val_mean_absolute_error: 0.2756\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0072 - mean_absolute_error: 0.0621 - val_loss: 0.2233 - val_mean_absolute_error: 0.2319\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.0051 - mean_absolute_error: 0.0500 - val_loss: 0.2129 - val_mean_absolute_error: 0.2435\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0052 - mean_absolute_error: 0.0504 - val_loss: 0.2364 - val_mean_absolute_error: 0.2526\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0041 - mean_absolute_error: 0.0466 - val_loss: 0.2207 - val_mean_absolute_error: 0.2237\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 199ms/step - loss: 0.0035 - mean_absolute_error: 0.0393 - val_loss: 0.2089 - val_mean_absolute_error: 0.2373\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.0039 - mean_absolute_error: 0.0436 - val_loss: 0.2233 - val_mean_absolute_error: 0.2323\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 194ms/step - loss: 0.0033 - mean_absolute_error: 0.0382 - val_loss: 0.2226 - val_mean_absolute_error: 0.2288\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 201ms/step - loss: 0.0030 - mean_absolute_error: 0.0371 - val_loss: 0.2068 - val_mean_absolute_error: 0.2297\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 197ms/step - loss: 0.0036 - mean_absolute_error: 0.0413 - val_loss: 0.2148 - val_mean_absolute_error: 0.2215\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.0051 - mean_absolute_error: 0.0370 - val_loss: 0.2236 - val_mean_absolute_error: 0.2300\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.0036 - mean_absolute_error: 0.0371 - val_loss: 0.2133 - val_mean_absolute_error: 0.2154\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 194ms/step - loss: 0.0026 - mean_absolute_error: 0.0301 - val_loss: 0.2236 - val_mean_absolute_error: 0.2378\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0056 - mean_absolute_error: 0.0340 - val_loss: 0.2313 - val_mean_absolute_error: 0.2270\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 195ms/step - loss: 0.0027 - mean_absolute_error: 0.0303 - val_loss: 0.2271 - val_mean_absolute_error: 0.2333\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 180ms/step - loss: 0.0049 - mean_absolute_error: 0.0456 - val_loss: 0.2079 - val_mean_absolute_error: 0.2143\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0031 - mean_absolute_error: 0.0379 - val_loss: 0.2039 - val_mean_absolute_error: 0.2307\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0041 - mean_absolute_error: 0.0449 - val_loss: 0.2193 - val_mean_absolute_error: 0.2234\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0038 - mean_absolute_error: 0.0425 - val_loss: 0.2319 - val_mean_absolute_error: 0.2482\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0045 - mean_absolute_error: 0.0496 - val_loss: 0.2036 - val_mean_absolute_error: 0.2127\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0042 - mean_absolute_error: 0.0464 - val_loss: 0.2055 - val_mean_absolute_error: 0.2405\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0060 - mean_absolute_error: 0.0569 - val_loss: 0.2349 - val_mean_absolute_error: 0.2353\n",
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0046 - mean_absolute_error: 0.0478 - val_loss: 0.2355 - val_mean_absolute_error: 0.2526\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0060 - mean_absolute_error: 0.0557 - val_loss: 0.2002 - val_mean_absolute_error: 0.2263\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0063 - mean_absolute_error: 0.0551 - val_loss: 0.2052 - val_mean_absolute_error: 0.2285\n",
      "Epoch 60/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0047 - mean_absolute_error: 0.0488 - val_loss: 0.2429 - val_mean_absolute_error: 0.2535\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0060 - mean_absolute_error: 0.0579 - val_loss: 0.2182 - val_mean_absolute_error: 0.2215\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0046 - mean_absolute_error: 0.0473 - val_loss: 0.2035 - val_mean_absolute_error: 0.2420\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 200ms/step - loss: 0.0060 - mean_absolute_error: 0.0594 - val_loss: 0.2247 - val_mean_absolute_error: 0.2251\n",
      "Epoch 64/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0038 - mean_absolute_error: 0.0437 - val_loss: 0.2375 - val_mean_absolute_error: 0.2468\n",
      "Epoch 65/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0046 - mean_absolute_error: 0.0517 - val_loss: 0.2002 - val_mean_absolute_error: 0.2260\n",
      "Epoch 66/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0060 - mean_absolute_error: 0.0523 - val_loss: 0.1984 - val_mean_absolute_error: 0.2145\n",
      "Epoch 67/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0030 - mean_absolute_error: 0.0397 - val_loss: 0.2225 - val_mean_absolute_error: 0.2408\n",
      "Epoch 68/1000\n",
      "7/7 [==============================] - 2s 224ms/step - loss: 0.0050 - mean_absolute_error: 0.0536 - val_loss: 0.2017 - val_mean_absolute_error: 0.2102\n",
      "Epoch 69/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0051 - mean_absolute_error: 0.0503 - val_loss: 0.1965 - val_mean_absolute_error: 0.2315\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 70/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0057 - mean_absolute_error: 0.0560 - val_loss: 0.2278 - val_mean_absolute_error: 0.2428\n",
      "Epoch 71/1000\n",
      "7/7 [==============================] - 1s 207ms/step - loss: 0.0048 - mean_absolute_error: 0.0514 - val_loss: 0.2114 - val_mean_absolute_error: 0.2184\n",
      "Epoch 72/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0041 - mean_absolute_error: 0.0469 - val_loss: 0.1980 - val_mean_absolute_error: 0.2375\n",
      "Epoch 73/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0046 - mean_absolute_error: 0.0517 - val_loss: 0.2131 - val_mean_absolute_error: 0.2250\n",
      "Epoch 74/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0027 - mean_absolute_error: 0.0402 - val_loss: 0.2164 - val_mean_absolute_error: 0.2245\n",
      "Epoch 75/1000\n",
      "7/7 [==============================] - 1s 207ms/step - loss: 0.0024 - mean_absolute_error: 0.0376 - val_loss: 0.1939 - val_mean_absolute_error: 0.2230\n",
      "Epoch 76/1000\n",
      "7/7 [==============================] - 1s 210ms/step - loss: 0.0027 - mean_absolute_error: 0.0414 - val_loss: 0.2022 - val_mean_absolute_error: 0.2147\n",
      "Epoch 77/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0026 - mean_absolute_error: 0.0359 - val_loss: 0.2191 - val_mean_absolute_error: 0.2393\n",
      "Epoch 78/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0030 - mean_absolute_error: 0.0435 - val_loss: 0.1947 - val_mean_absolute_error: 0.2151\n",
      "Epoch 79/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0023 - mean_absolute_error: 0.0376 - val_loss: 0.1983 - val_mean_absolute_error: 0.2135\n",
      "Epoch 80/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0022 - mean_absolute_error: 0.0366 - val_loss: 0.2215 - val_mean_absolute_error: 0.2348\n",
      "Epoch 81/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0025 - mean_absolute_error: 0.0411 - val_loss: 0.2028 - val_mean_absolute_error: 0.2066\n",
      "Epoch 82/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0022 - mean_absolute_error: 0.0353 - val_loss: 0.1931 - val_mean_absolute_error: 0.2246\n",
      "Epoch 83/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0028 - mean_absolute_error: 0.0407 - val_loss: 0.2169 - val_mean_absolute_error: 0.2274\n",
      "Epoch 84/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0022 - mean_absolute_error: 0.0376 - val_loss: 0.2083 - val_mean_absolute_error: 0.2113\n",
      "Epoch 85/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0020 - mean_absolute_error: 0.0340 - val_loss: 0.1938 - val_mean_absolute_error: 0.2243\n",
      "Epoch 86/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0032 - mean_absolute_error: 0.0418 - val_loss: 0.2038 - val_mean_absolute_error: 0.2136\n",
      "Epoch 87/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0021 - mean_absolute_error: 0.0322 - val_loss: 0.2129 - val_mean_absolute_error: 0.2236\n",
      "Epoch 88/1000\n",
      "7/7 [==============================] - 1s 214ms/step - loss: 0.0022 - mean_absolute_error: 0.0368 - val_loss: 0.1923 - val_mean_absolute_error: 0.2151\n",
      "Epoch 89/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0019 - mean_absolute_error: 0.0343 - val_loss: 0.1975 - val_mean_absolute_error: 0.2055\n",
      "Epoch 90/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0015 - mean_absolute_error: 0.0298 - val_loss: 0.2054 - val_mean_absolute_error: 0.2209\n",
      "Epoch 91/1000\n",
      "7/7 [==============================] - 1s 201ms/step - loss: 0.0045 - mean_absolute_error: 0.0423 - val_loss: 0.2076 - val_mean_absolute_error: 0.2294\n",
      "Epoch 92/1000\n",
      "7/7 [==============================] - 1s 199ms/step - loss: 0.0040 - mean_absolute_error: 0.0414 - val_loss: 0.1993 - val_mean_absolute_error: 0.2281\n",
      "Epoch 93/1000\n",
      "7/7 [==============================] - 1s 200ms/step - loss: 0.0031 - mean_absolute_error: 0.0412 - val_loss: 0.2220 - val_mean_absolute_error: 0.2452\n",
      "Epoch 94/1000\n",
      "7/7 [==============================] - 1s 200ms/step - loss: 0.0031 - mean_absolute_error: 0.0434 - val_loss: 0.2006 - val_mean_absolute_error: 0.2149\n",
      "Epoch 95/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0023 - mean_absolute_error: 0.0370 - val_loss: 0.1921 - val_mean_absolute_error: 0.2274\n",
      "Epoch 96/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0028 - mean_absolute_error: 0.0423 - val_loss: 0.2079 - val_mean_absolute_error: 0.2292\n",
      "Epoch 97/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0021 - mean_absolute_error: 0.0368 - val_loss: 0.2038 - val_mean_absolute_error: 0.2162\n",
      "Epoch 98/1000\n",
      "7/7 [==============================] - 1s 198ms/step - loss: 0.0020 - mean_absolute_error: 0.0347 - val_loss: 0.1867 - val_mean_absolute_error: 0.2232\n",
      "Epoch 99/1000\n",
      "7/7 [==============================] - 1s 196ms/step - loss: 0.0025 - mean_absolute_error: 0.0400 - val_loss: 0.1991 - val_mean_absolute_error: 0.2111\n",
      "Epoch 100/1000\n",
      "7/7 [==============================] - 1s 199ms/step - loss: 0.0016 - mean_absolute_error: 0.0307 - val_loss: 0.2072 - val_mean_absolute_error: 0.2253\n",
      "Epoch 101/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0021 - mean_absolute_error: 0.0362 - val_loss: 0.1866 - val_mean_absolute_error: 0.2174\n",
      "Epoch 102/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0021 - mean_absolute_error: 0.0371 - val_loss: 0.1892 - val_mean_absolute_error: 0.2072\n",
      "Epoch 103/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0017 - mean_absolute_error: 0.0326 - val_loss: 0.2119 - val_mean_absolute_error: 0.2308\n",
      "Epoch 104/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0022 - mean_absolute_error: 0.0378 - val_loss: 0.1892 - val_mean_absolute_error: 0.2083\n",
      "Epoch 105/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0017 - mean_absolute_error: 0.0319 - val_loss: 0.1871 - val_mean_absolute_error: 0.2128\n",
      "Epoch 106/1000\n",
      "7/7 [==============================] - 1s 201ms/step - loss: 0.0018 - mean_absolute_error: 0.0340 - val_loss: 0.2088 - val_mean_absolute_error: 0.2272\n",
      "Epoch 107/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0019 - mean_absolute_error: 0.0357 - val_loss: 0.1941 - val_mean_absolute_error: 0.2019\n",
      "Epoch 108/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0014 - mean_absolute_error: 0.0289 - val_loss: 0.1858 - val_mean_absolute_error: 0.2141\n",
      "Epoch 109/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 0.0015 - mean_absolute_error: 0.0308 - val_loss: 0.2030 - val_mean_absolute_error: 0.2157\n",
      "Epoch 110/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0012 - mean_absolute_error: 0.0276 - val_loss: 0.1966 - val_mean_absolute_error: 0.2022\n",
      "Epoch 111/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 9.8761e-04 - mean_absolute_error: 0.0240 - val_loss: 0.1860 - val_mean_absolute_error: 0.2136\n",
      "Epoch 112/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0012 - mean_absolute_error: 0.0286 - val_loss: 0.1960 - val_mean_absolute_error: 0.2058\n",
      "Epoch 113/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 8.3600e-04 - mean_absolute_error: 0.0226 - val_loss: 0.2003 - val_mean_absolute_error: 0.2085\n",
      "Epoch 114/1000\n",
      "7/7 [==============================] - 1s 202ms/step - loss: 9.3293e-04 - mean_absolute_error: 0.0239 - val_loss: 0.1862 - val_mean_absolute_error: 0.2091\n",
      "Epoch 115/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 9.8882e-04 - mean_absolute_error: 0.0250 - val_loss: 0.1913 - val_mean_absolute_error: 0.2002\n",
      "Epoch 116/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 7.2405e-04 - mean_absolute_error: 0.0206 - val_loss: 0.2027 - val_mean_absolute_error: 0.2151\n",
      "Epoch 117/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0010 - mean_absolute_error: 0.0259 - val_loss: 0.1888 - val_mean_absolute_error: 0.2046\n",
      "Epoch 118/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 8.9322e-04 - mean_absolute_error: 0.0235 - val_loss: 0.1877 - val_mean_absolute_error: 0.2050\n",
      "2/2 [==============================] - 0s 98ms/step - loss: 0.1877 - mean_absolute_error: 0.2050\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 174ms/step - loss: 0.8832 - mean_absolute_error: 0.7354 - val_loss: 0.5230 - val_mean_absolute_error: 0.6044\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.4861 - mean_absolute_error: 0.5470 - val_loss: 0.4273 - val_mean_absolute_error: 0.4676\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 131ms/step - loss: 0.3242 - mean_absolute_error: 0.4399 - val_loss: 0.3352 - val_mean_absolute_error: 0.4293\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 132ms/step - loss: 0.2087 - mean_absolute_error: 0.3418 - val_loss: 0.3320 - val_mean_absolute_error: 0.4078\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 129ms/step - loss: 0.1615 - mean_absolute_error: 0.2955 - val_loss: 0.3046 - val_mean_absolute_error: 0.3673\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 130ms/step - loss: 0.1239 - mean_absolute_error: 0.2455 - val_loss: 0.2774 - val_mean_absolute_error: 0.3421\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.1134 - mean_absolute_error: 0.2280 - val_loss: 0.2666 - val_mean_absolute_error: 0.3365\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.1023 - mean_absolute_error: 0.2152 - val_loss: 0.2707 - val_mean_absolute_error: 0.3359\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0890 - mean_absolute_error: 0.2048 - val_loss: 0.2753 - val_mean_absolute_error: 0.3361\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0768 - mean_absolute_error: 0.1862 - val_loss: 0.2689 - val_mean_absolute_error: 0.3127\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0606 - mean_absolute_error: 0.1626 - val_loss: 0.2456 - val_mean_absolute_error: 0.3159\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0440 - mean_absolute_error: 0.1397 - val_loss: 0.2219 - val_mean_absolute_error: 0.2877\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0410 - mean_absolute_error: 0.1288 - val_loss: 0.2187 - val_mean_absolute_error: 0.2841\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0301 - mean_absolute_error: 0.1096 - val_loss: 0.2086 - val_mean_absolute_error: 0.2651\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0250 - mean_absolute_error: 0.0925 - val_loss: 0.2093 - val_mean_absolute_error: 0.2644\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0242 - mean_absolute_error: 0.0892 - val_loss: 0.1974 - val_mean_absolute_error: 0.2574\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0206 - mean_absolute_error: 0.0842 - val_loss: 0.1945 - val_mean_absolute_error: 0.2505\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0165 - mean_absolute_error: 0.0691 - val_loss: 0.1966 - val_mean_absolute_error: 0.2466\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0136 - mean_absolute_error: 0.0625 - val_loss: 0.1989 - val_mean_absolute_error: 0.2433\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0120 - mean_absolute_error: 0.0578 - val_loss: 0.1938 - val_mean_absolute_error: 0.2394\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0111 - mean_absolute_error: 0.0551 - val_loss: 0.1873 - val_mean_absolute_error: 0.2381\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 134ms/step - loss: 0.0128 - mean_absolute_error: 0.0645 - val_loss: 0.2002 - val_mean_absolute_error: 0.2824\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0170 - mean_absolute_error: 0.0794 - val_loss: 0.1884 - val_mean_absolute_error: 0.2463\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0186 - mean_absolute_error: 0.0840 - val_loss: 0.2370 - val_mean_absolute_error: 0.2867\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0256 - mean_absolute_error: 0.1050 - val_loss: 0.2444 - val_mean_absolute_error: 0.2981\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0301 - mean_absolute_error: 0.1215 - val_loss: 0.2097 - val_mean_absolute_error: 0.3011\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0312 - mean_absolute_error: 0.1263 - val_loss: 0.2068 - val_mean_absolute_error: 0.2445\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0204 - mean_absolute_error: 0.0981 - val_loss: 0.2186 - val_mean_absolute_error: 0.2641\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0183 - mean_absolute_error: 0.0892 - val_loss: 0.1971 - val_mean_absolute_error: 0.2510\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0144 - mean_absolute_error: 0.0793 - val_loss: 0.2034 - val_mean_absolute_error: 0.2526\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0116 - mean_absolute_error: 0.0630 - val_loss: 0.2104 - val_mean_absolute_error: 0.2520\n",
      "2/2 [==============================] - 0s 67ms/step - loss: 0.2104 - mean_absolute_error: 0.2520\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 129ms/step - loss: 1.0245 - mean_absolute_error: 0.8272 - val_loss: 0.5301 - val_mean_absolute_error: 0.6168\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.6663 - mean_absolute_error: 0.6811 - val_loss: 0.4248 - val_mean_absolute_error: 0.5484\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5771 - mean_absolute_error: 0.6284 - val_loss: 0.4501 - val_mean_absolute_error: 0.5458\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5304 - mean_absolute_error: 0.5924 - val_loss: 0.4256 - val_mean_absolute_error: 0.5202\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4641 - mean_absolute_error: 0.5480 - val_loss: 0.3463 - val_mean_absolute_error: 0.4611\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4009 - mean_absolute_error: 0.5008 - val_loss: 0.3071 - val_mean_absolute_error: 0.4356\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3823 - mean_absolute_error: 0.4894 - val_loss: 0.3802 - val_mean_absolute_error: 0.4382\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4046 - mean_absolute_error: 0.4851 - val_loss: 0.3221 - val_mean_absolute_error: 0.4589\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3547 - mean_absolute_error: 0.4453 - val_loss: 0.3502 - val_mean_absolute_error: 0.4758\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.3235 - mean_absolute_error: 0.4344 - val_loss: 0.3383 - val_mean_absolute_error: 0.4729\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3085 - mean_absolute_error: 0.4321 - val_loss: 0.2584 - val_mean_absolute_error: 0.4110\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2518 - mean_absolute_error: 0.3881 - val_loss: 0.2242 - val_mean_absolute_error: 0.3765\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2259 - mean_absolute_error: 0.3526 - val_loss: 0.2615 - val_mean_absolute_error: 0.3763\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2072 - mean_absolute_error: 0.3300 - val_loss: 0.3090 - val_mean_absolute_error: 0.3933\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1984 - mean_absolute_error: 0.3213 - val_loss: 0.2699 - val_mean_absolute_error: 0.3737\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1895 - mean_absolute_error: 0.3247 - val_loss: 0.2664 - val_mean_absolute_error: 0.3519\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1998 - mean_absolute_error: 0.3179 - val_loss: 0.2399 - val_mean_absolute_error: 0.3669\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2253 - mean_absolute_error: 0.3373 - val_loss: 0.2526 - val_mean_absolute_error: 0.3593\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2225 - mean_absolute_error: 0.3440 - val_loss: 0.2840 - val_mean_absolute_error: 0.4182\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2291 - mean_absolute_error: 0.3534 - val_loss: 0.3301 - val_mean_absolute_error: 0.4379\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2534 - mean_absolute_error: 0.3667 - val_loss: 0.2731 - val_mean_absolute_error: 0.3669\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2194 - mean_absolute_error: 0.3484 - val_loss: 0.1859 - val_mean_absolute_error: 0.3283\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1547 - mean_absolute_error: 0.2884 - val_loss: 0.2095 - val_mean_absolute_error: 0.3332\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1477 - mean_absolute_error: 0.2701 - val_loss: 0.2224 - val_mean_absolute_error: 0.3470\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1474 - mean_absolute_error: 0.2619 - val_loss: 0.2999 - val_mean_absolute_error: 0.4174\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1783 - mean_absolute_error: 0.2982 - val_loss: 0.2234 - val_mean_absolute_error: 0.3339\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1626 - mean_absolute_error: 0.2801 - val_loss: 0.2355 - val_mean_absolute_error: 0.3111\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1138 - mean_absolute_error: 0.2407 - val_loss: 0.1644 - val_mean_absolute_error: 0.2809\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0891 - mean_absolute_error: 0.1973 - val_loss: 0.1816 - val_mean_absolute_error: 0.2836\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.0834 - mean_absolute_error: 0.1880 - val_loss: 0.2129 - val_mean_absolute_error: 0.3162\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0928 - mean_absolute_error: 0.1980 - val_loss: 0.2180 - val_mean_absolute_error: 0.3460\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1043 - mean_absolute_error: 0.2170 - val_loss: 0.3467 - val_mean_absolute_error: 0.4492\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1514 - mean_absolute_error: 0.2669 - val_loss: 0.2253 - val_mean_absolute_error: 0.3498\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1413 - mean_absolute_error: 0.2610 - val_loss: 0.2224 - val_mean_absolute_error: 0.3195\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1108 - mean_absolute_error: 0.2356 - val_loss: 0.1806 - val_mean_absolute_error: 0.2904\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0879 - mean_absolute_error: 0.1964 - val_loss: 0.1760 - val_mean_absolute_error: 0.2794\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0665 - mean_absolute_error: 0.1683 - val_loss: 0.2141 - val_mean_absolute_error: 0.3093\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0689 - mean_absolute_error: 0.1702 - val_loss: 0.2249 - val_mean_absolute_error: 0.3547\n",
      "2/2 [==============================] - 0s 44ms/step - loss: 0.2249 - mean_absolute_error: 0.3547\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 263ms/step - loss: 1.0687 - mean_absolute_error: 0.8097 - val_loss: 0.3923 - val_mean_absolute_error: 0.5325\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.4229 - mean_absolute_error: 0.5151 - val_loss: 0.3153 - val_mean_absolute_error: 0.4592\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.3093 - mean_absolute_error: 0.4234 - val_loss: 0.2341 - val_mean_absolute_error: 0.3899\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.2353 - mean_absolute_error: 0.3673 - val_loss: 0.1959 - val_mean_absolute_error: 0.3265\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 2s 231ms/step - loss: 0.1884 - mean_absolute_error: 0.3064 - val_loss: 0.1891 - val_mean_absolute_error: 0.3146\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.1467 - mean_absolute_error: 0.2707 - val_loss: 0.1579 - val_mean_absolute_error: 0.2872\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.1366 - mean_absolute_error: 0.2598 - val_loss: 0.1519 - val_mean_absolute_error: 0.2808\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.1103 - mean_absolute_error: 0.2383 - val_loss: 0.1524 - val_mean_absolute_error: 0.2731\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0921 - mean_absolute_error: 0.2119 - val_loss: 0.1318 - val_mean_absolute_error: 0.2363\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0781 - mean_absolute_error: 0.1930 - val_loss: 0.1544 - val_mean_absolute_error: 0.2620\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0666 - mean_absolute_error: 0.1686 - val_loss: 0.1372 - val_mean_absolute_error: 0.2501\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0559 - mean_absolute_error: 0.1619 - val_loss: 0.1330 - val_mean_absolute_error: 0.2428\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0735 - mean_absolute_error: 0.2002 - val_loss: 0.1116 - val_mean_absolute_error: 0.2415\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.0580 - mean_absolute_error: 0.1696 - val_loss: 0.0910 - val_mean_absolute_error: 0.2013\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0400 - mean_absolute_error: 0.1439 - val_loss: 0.0985 - val_mean_absolute_error: 0.1962\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0365 - mean_absolute_error: 0.1319 - val_loss: 0.1024 - val_mean_absolute_error: 0.2000\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0254 - mean_absolute_error: 0.1077 - val_loss: 0.0976 - val_mean_absolute_error: 0.1842\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0186 - mean_absolute_error: 0.0910 - val_loss: 0.0873 - val_mean_absolute_error: 0.1784\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.0174 - mean_absolute_error: 0.0824 - val_loss: 0.0784 - val_mean_absolute_error: 0.1699\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0139 - mean_absolute_error: 0.0702 - val_loss: 0.0824 - val_mean_absolute_error: 0.1743\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0131 - mean_absolute_error: 0.0688 - val_loss: 0.0813 - val_mean_absolute_error: 0.1636\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0103 - mean_absolute_error: 0.0597 - val_loss: 0.0794 - val_mean_absolute_error: 0.1554\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 2s 230ms/step - loss: 0.0084 - mean_absolute_error: 0.0550 - val_loss: 0.0758 - val_mean_absolute_error: 0.1551\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 2s 225ms/step - loss: 0.0067 - mean_absolute_error: 0.0491 - val_loss: 0.0800 - val_mean_absolute_error: 0.1672\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.0068 - mean_absolute_error: 0.0486 - val_loss: 0.0780 - val_mean_absolute_error: 0.1563\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0067 - mean_absolute_error: 0.0503 - val_loss: 0.0846 - val_mean_absolute_error: 0.1558\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0079 - mean_absolute_error: 0.0533 - val_loss: 0.0887 - val_mean_absolute_error: 0.1608\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0116 - mean_absolute_error: 0.0693 - val_loss: 0.0889 - val_mean_absolute_error: 0.1729\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 29/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0093 - mean_absolute_error: 0.0591 - val_loss: 0.0901 - val_mean_absolute_error: 0.1775\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0117 - mean_absolute_error: 0.0646 - val_loss: 0.0793 - val_mean_absolute_error: 0.1489\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0093 - mean_absolute_error: 0.0596 - val_loss: 0.0743 - val_mean_absolute_error: 0.1595\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.0110 - mean_absolute_error: 0.0690 - val_loss: 0.0746 - val_mean_absolute_error: 0.1570\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0077 - mean_absolute_error: 0.0608 - val_loss: 0.0872 - val_mean_absolute_error: 0.1888\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0102 - mean_absolute_error: 0.0660 - val_loss: 0.0766 - val_mean_absolute_error: 0.1470\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0062 - mean_absolute_error: 0.0543 - val_loss: 0.0785 - val_mean_absolute_error: 0.1569\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0071 - mean_absolute_error: 0.0568 - val_loss: 0.0802 - val_mean_absolute_error: 0.1612\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0054 - mean_absolute_error: 0.0515 - val_loss: 0.0820 - val_mean_absolute_error: 0.1643\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0046 - mean_absolute_error: 0.0464 - val_loss: 0.0777 - val_mean_absolute_error: 0.1519\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0042 - mean_absolute_error: 0.0437 - val_loss: 0.0754 - val_mean_absolute_error: 0.1469\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 2s 227ms/step - loss: 0.0029 - mean_absolute_error: 0.0367 - val_loss: 0.0797 - val_mean_absolute_error: 0.1622\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.0032 - mean_absolute_error: 0.0389 - val_loss: 0.0770 - val_mean_absolute_error: 0.1425\n",
      "2/2 [==============================] - 0s 99ms/step - loss: 0.0770 - mean_absolute_error: 0.1425\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 194ms/step - loss: 1.0780 - mean_absolute_error: 0.8279 - val_loss: 0.4091 - val_mean_absolute_error: 0.4980\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.4091 - mean_absolute_error: 0.4961 - val_loss: 0.2246 - val_mean_absolute_error: 0.3612\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.2726 - mean_absolute_error: 0.4002 - val_loss: 0.1974 - val_mean_absolute_error: 0.3280\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.2214 - mean_absolute_error: 0.3413 - val_loss: 0.1734 - val_mean_absolute_error: 0.3151\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.1670 - mean_absolute_error: 0.2892 - val_loss: 0.1759 - val_mean_absolute_error: 0.2946\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.1280 - mean_absolute_error: 0.2528 - val_loss: 0.1685 - val_mean_absolute_error: 0.2769\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.1024 - mean_absolute_error: 0.2233 - val_loss: 0.1496 - val_mean_absolute_error: 0.2469\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0828 - mean_absolute_error: 0.1966 - val_loss: 0.1367 - val_mean_absolute_error: 0.2292\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0718 - mean_absolute_error: 0.1802 - val_loss: 0.1424 - val_mean_absolute_error: 0.2220\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0583 - mean_absolute_error: 0.1565 - val_loss: 0.1304 - val_mean_absolute_error: 0.2061\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0502 - mean_absolute_error: 0.1463 - val_loss: 0.1388 - val_mean_absolute_error: 0.2322\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0329 - mean_absolute_error: 0.1314 - val_loss: 0.1262 - val_mean_absolute_error: 0.2186\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0294 - mean_absolute_error: 0.1169 - val_loss: 0.1165 - val_mean_absolute_error: 0.1940\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0222 - mean_absolute_error: 0.1050 - val_loss: 0.1223 - val_mean_absolute_error: 0.1976\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0155 - mean_absolute_error: 0.0840 - val_loss: 0.1174 - val_mean_absolute_error: 0.1955\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0137 - mean_absolute_error: 0.0800 - val_loss: 0.1157 - val_mean_absolute_error: 0.1879\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0116 - mean_absolute_error: 0.0676 - val_loss: 0.1071 - val_mean_absolute_error: 0.1696\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0092 - mean_absolute_error: 0.0651 - val_loss: 0.0985 - val_mean_absolute_error: 0.1677\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0083 - mean_absolute_error: 0.0599 - val_loss: 0.0956 - val_mean_absolute_error: 0.1545\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0069 - mean_absolute_error: 0.0531 - val_loss: 0.1009 - val_mean_absolute_error: 0.1784\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0075 - mean_absolute_error: 0.0602 - val_loss: 0.1038 - val_mean_absolute_error: 0.1850\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0109 - mean_absolute_error: 0.0648 - val_loss: 0.0982 - val_mean_absolute_error: 0.1631\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0076 - mean_absolute_error: 0.0627 - val_loss: 0.0998 - val_mean_absolute_error: 0.1717\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0075 - mean_absolute_error: 0.0611 - val_loss: 0.0937 - val_mean_absolute_error: 0.1636\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0088 - mean_absolute_error: 0.0669 - val_loss: 0.0925 - val_mean_absolute_error: 0.1729\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 134ms/step - loss: 0.0085 - mean_absolute_error: 0.0679 - val_loss: 0.1064 - val_mean_absolute_error: 0.2098\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0132 - mean_absolute_error: 0.0841 - val_loss: 0.0934 - val_mean_absolute_error: 0.1621\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0185 - mean_absolute_error: 0.0856 - val_loss: 0.0959 - val_mean_absolute_error: 0.1691\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0205 - mean_absolute_error: 0.1008 - val_loss: 0.0968 - val_mean_absolute_error: 0.1991\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0435 - mean_absolute_error: 0.1414 - val_loss: 0.0982 - val_mean_absolute_error: 0.1838\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0369 - mean_absolute_error: 0.1379 - val_loss: 0.1383 - val_mean_absolute_error: 0.2714\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0507 - mean_absolute_error: 0.1653 - val_loss: 0.0990 - val_mean_absolute_error: 0.1797\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0306 - mean_absolute_error: 0.1271 - val_loss: 0.0999 - val_mean_absolute_error: 0.1972\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0228 - mean_absolute_error: 0.1149 - val_loss: 0.1122 - val_mean_absolute_error: 0.2064\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0281 - mean_absolute_error: 0.1198 - val_loss: 0.1006 - val_mean_absolute_error: 0.2021\n",
      "2/2 [==============================] - 0s 89ms/step - loss: 0.1006 - mean_absolute_error: 0.2021\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 129ms/step - loss: 0.7490 - mean_absolute_error: 0.6951 - val_loss: 0.6085 - val_mean_absolute_error: 0.6440\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5090 - mean_absolute_error: 0.5655 - val_loss: 0.5609 - val_mean_absolute_error: 0.6380\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.4694 - mean_absolute_error: 0.5534 - val_loss: 0.5337 - val_mean_absolute_error: 0.6019\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4191 - mean_absolute_error: 0.5263 - val_loss: 0.5228 - val_mean_absolute_error: 0.5848\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3558 - mean_absolute_error: 0.4734 - val_loss: 0.4510 - val_mean_absolute_error: 0.5505\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3280 - mean_absolute_error: 0.4506 - val_loss: 0.4267 - val_mean_absolute_error: 0.5345\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3115 - mean_absolute_error: 0.4402 - val_loss: 0.4474 - val_mean_absolute_error: 0.5397\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3362 - mean_absolute_error: 0.4498 - val_loss: 0.3722 - val_mean_absolute_error: 0.4988\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3351 - mean_absolute_error: 0.4566 - val_loss: 0.4456 - val_mean_absolute_error: 0.5022\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2720 - mean_absolute_error: 0.3958 - val_loss: 0.3561 - val_mean_absolute_error: 0.4687\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2195 - mean_absolute_error: 0.3458 - val_loss: 0.3427 - val_mean_absolute_error: 0.4592\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2102 - mean_absolute_error: 0.3446 - val_loss: 0.4918 - val_mean_absolute_error: 0.5298\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2299 - mean_absolute_error: 0.3671 - val_loss: 0.3500 - val_mean_absolute_error: 0.4688\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2455 - mean_absolute_error: 0.3681 - val_loss: 0.2854 - val_mean_absolute_error: 0.4127\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.2419 - mean_absolute_error: 0.3649 - val_loss: 0.3174 - val_mean_absolute_error: 0.4419\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2690 - mean_absolute_error: 0.3918 - val_loss: 0.3355 - val_mean_absolute_error: 0.4236\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2287 - mean_absolute_error: 0.3609 - val_loss: 0.3842 - val_mean_absolute_error: 0.4297\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1970 - mean_absolute_error: 0.3238 - val_loss: 0.3337 - val_mean_absolute_error: 0.4184\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1606 - mean_absolute_error: 0.2883 - val_loss: 0.2922 - val_mean_absolute_error: 0.4038\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1315 - mean_absolute_error: 0.2583 - val_loss: 0.2529 - val_mean_absolute_error: 0.3714\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1270 - mean_absolute_error: 0.2555 - val_loss: 0.2348 - val_mean_absolute_error: 0.3668\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1210 - mean_absolute_error: 0.2562 - val_loss: 0.2265 - val_mean_absolute_error: 0.3536\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1058 - mean_absolute_error: 0.2364 - val_loss: 0.2091 - val_mean_absolute_error: 0.3332\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0866 - mean_absolute_error: 0.2046 - val_loss: 0.2029 - val_mean_absolute_error: 0.3252\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1100 - mean_absolute_error: 0.2370 - val_loss: 0.2238 - val_mean_absolute_error: 0.3461\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0928 - mean_absolute_error: 0.2180 - val_loss: 0.1852 - val_mean_absolute_error: 0.3107\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1071 - mean_absolute_error: 0.2235 - val_loss: 0.1765 - val_mean_absolute_error: 0.3005\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1344 - mean_absolute_error: 0.2514 - val_loss: 0.1981 - val_mean_absolute_error: 0.3342\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1547 - mean_absolute_error: 0.2715 - val_loss: 0.2539 - val_mean_absolute_error: 0.3302\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1359 - mean_absolute_error: 0.2586 - val_loss: 0.3909 - val_mean_absolute_error: 0.4166\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1758 - mean_absolute_error: 0.3143 - val_loss: 0.3359 - val_mean_absolute_error: 0.4159\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1805 - mean_absolute_error: 0.3163 - val_loss: 0.2304 - val_mean_absolute_error: 0.3829\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1158 - mean_absolute_error: 0.2548 - val_loss: 0.2499 - val_mean_absolute_error: 0.3772\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0956 - mean_absolute_error: 0.2213 - val_loss: 0.2557 - val_mean_absolute_error: 0.3533\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.0836 - mean_absolute_error: 0.2015 - val_loss: 0.2521 - val_mean_absolute_error: 0.3483\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0879 - mean_absolute_error: 0.2148 - val_loss: 0.2894 - val_mean_absolute_error: 0.3654\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1018 - mean_absolute_error: 0.2349 - val_loss: 0.2221 - val_mean_absolute_error: 0.3140\n",
      "2/2 [==============================] - 0s 44ms/step - loss: 0.2221 - mean_absolute_error: 0.3140\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 5s 207ms/step - loss: 0.9640 - mean_absolute_error: 0.7941 - val_loss: 0.5337 - val_mean_absolute_error: 0.5809\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.4845 - mean_absolute_error: 0.5373 - val_loss: 0.5059 - val_mean_absolute_error: 0.5474\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.3583 - mean_absolute_error: 0.4738 - val_loss: 0.4759 - val_mean_absolute_error: 0.5088\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.2507 - mean_absolute_error: 0.3820 - val_loss: 0.3981 - val_mean_absolute_error: 0.4518\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.1963 - mean_absolute_error: 0.3290 - val_loss: 0.4018 - val_mean_absolute_error: 0.4390\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.1569 - mean_absolute_error: 0.2996 - val_loss: 0.3661 - val_mean_absolute_error: 0.4296\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.1351 - mean_absolute_error: 0.2632 - val_loss: 0.3537 - val_mean_absolute_error: 0.4042\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.1070 - mean_absolute_error: 0.2282 - val_loss: 0.3262 - val_mean_absolute_error: 0.3750\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0781 - mean_absolute_error: 0.1980 - val_loss: 0.2882 - val_mean_absolute_error: 0.3402\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0531 - mean_absolute_error: 0.1614 - val_loss: 0.2529 - val_mean_absolute_error: 0.2976\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0408 - mean_absolute_error: 0.1354 - val_loss: 0.2371 - val_mean_absolute_error: 0.2854\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0258 - mean_absolute_error: 0.1148 - val_loss: 0.2441 - val_mean_absolute_error: 0.2724\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 163ms/step - loss: 0.0242 - mean_absolute_error: 0.1017 - val_loss: 0.2450 - val_mean_absolute_error: 0.2640\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0180 - mean_absolute_error: 0.0881 - val_loss: 0.2097 - val_mean_absolute_error: 0.2358\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0149 - mean_absolute_error: 0.0802 - val_loss: 0.1953 - val_mean_absolute_error: 0.2242\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0131 - mean_absolute_error: 0.0720 - val_loss: 0.2015 - val_mean_absolute_error: 0.2415\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0148 - mean_absolute_error: 0.0848 - val_loss: 0.1902 - val_mean_absolute_error: 0.2216\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0283 - mean_absolute_error: 0.1086 - val_loss: 0.2847 - val_mean_absolute_error: 0.2951\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0474 - mean_absolute_error: 0.1479 - val_loss: 0.2461 - val_mean_absolute_error: 0.2924\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0719 - mean_absolute_error: 0.1852 - val_loss: 0.3423 - val_mean_absolute_error: 0.3435\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0739 - mean_absolute_error: 0.2024 - val_loss: 0.2693 - val_mean_absolute_error: 0.2881\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0468 - mean_absolute_error: 0.1514 - val_loss: 0.2500 - val_mean_absolute_error: 0.2698\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0512 - mean_absolute_error: 0.1583 - val_loss: 0.2412 - val_mean_absolute_error: 0.2607\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0286 - mean_absolute_error: 0.1234 - val_loss: 0.2734 - val_mean_absolute_error: 0.2758\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0168 - mean_absolute_error: 0.1017 - val_loss: 0.2550 - val_mean_absolute_error: 0.2523\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0154 - mean_absolute_error: 0.0931 - val_loss: 0.2504 - val_mean_absolute_error: 0.2264\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0085 - mean_absolute_error: 0.0687 - val_loss: 0.2574 - val_mean_absolute_error: 0.2335\n",
      "2/2 [==============================] - 0s 90ms/step - loss: 0.2574 - mean_absolute_error: 0.2335\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 213ms/step - loss: 0.8355 - mean_absolute_error: 0.7320 - val_loss: 0.5899 - val_mean_absolute_error: 0.5942\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.4410 - mean_absolute_error: 0.5111 - val_loss: 0.5715 - val_mean_absolute_error: 0.5653\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.3548 - mean_absolute_error: 0.4707 - val_loss: 0.5491 - val_mean_absolute_error: 0.4957\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.2217 - mean_absolute_error: 0.3559 - val_loss: 0.4064 - val_mean_absolute_error: 0.4375\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.1957 - mean_absolute_error: 0.3223 - val_loss: 0.4138 - val_mean_absolute_error: 0.4098\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.1208 - mean_absolute_error: 0.2564 - val_loss: 0.3294 - val_mean_absolute_error: 0.3467\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0937 - mean_absolute_error: 0.2240 - val_loss: 0.2990 - val_mean_absolute_error: 0.3075\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0746 - mean_absolute_error: 0.1901 - val_loss: 0.3234 - val_mean_absolute_error: 0.2912\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0456 - mean_absolute_error: 0.1532 - val_loss: 0.3062 - val_mean_absolute_error: 0.2714\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0327 - mean_absolute_error: 0.1260 - val_loss: 0.2716 - val_mean_absolute_error: 0.2437\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0278 - mean_absolute_error: 0.1105 - val_loss: 0.2770 - val_mean_absolute_error: 0.2490\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0257 - mean_absolute_error: 0.1042 - val_loss: 0.2686 - val_mean_absolute_error: 0.2276\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0294 - mean_absolute_error: 0.1053 - val_loss: 0.2707 - val_mean_absolute_error: 0.2426\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0243 - mean_absolute_error: 0.0982 - val_loss: 0.2841 - val_mean_absolute_error: 0.2814\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0255 - mean_absolute_error: 0.1105 - val_loss: 0.2584 - val_mean_absolute_error: 0.2242\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0266 - mean_absolute_error: 0.1041 - val_loss: 0.2885 - val_mean_absolute_error: 0.2931\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0319 - mean_absolute_error: 0.1223 - val_loss: 0.2610 - val_mean_absolute_error: 0.2360\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0182 - mean_absolute_error: 0.0920 - val_loss: 0.2663 - val_mean_absolute_error: 0.2456\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0176 - mean_absolute_error: 0.0972 - val_loss: 0.2457 - val_mean_absolute_error: 0.2122\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0205 - mean_absolute_error: 0.0976 - val_loss: 0.2351 - val_mean_absolute_error: 0.2199\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0140 - mean_absolute_error: 0.0831 - val_loss: 0.2295 - val_mean_absolute_error: 0.2210\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0110 - mean_absolute_error: 0.0751 - val_loss: 0.2366 - val_mean_absolute_error: 0.2221\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0081 - mean_absolute_error: 0.0651 - val_loss: 0.2269 - val_mean_absolute_error: 0.2044\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0069 - mean_absolute_error: 0.0616 - val_loss: 0.2197 - val_mean_absolute_error: 0.2072\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0071 - mean_absolute_error: 0.0575 - val_loss: 0.2180 - val_mean_absolute_error: 0.2047\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0097 - mean_absolute_error: 0.0680 - val_loss: 0.2223 - val_mean_absolute_error: 0.1950\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0067 - mean_absolute_error: 0.0554 - val_loss: 0.2330 - val_mean_absolute_error: 0.2308\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0089 - mean_absolute_error: 0.0653 - val_loss: 0.2221 - val_mean_absolute_error: 0.1981\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0132 - mean_absolute_error: 0.0750 - val_loss: 0.2470 - val_mean_absolute_error: 0.2520\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0202 - mean_absolute_error: 0.1008 - val_loss: 0.2300 - val_mean_absolute_error: 0.2057\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0165 - mean_absolute_error: 0.0890 - val_loss: 0.2547 - val_mean_absolute_error: 0.2575\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0134 - mean_absolute_error: 0.0825 - val_loss: 0.2501 - val_mean_absolute_error: 0.2127\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0158 - mean_absolute_error: 0.0863 - val_loss: 0.2756 - val_mean_absolute_error: 0.2633\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0233 - mean_absolute_error: 0.1114 - val_loss: 0.2347 - val_mean_absolute_error: 0.2089\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0103 - mean_absolute_error: 0.0755 - val_loss: 0.2469 - val_mean_absolute_error: 0.2370\n",
      "2/2 [==============================] - 0s 92ms/step - loss: 0.2469 - mean_absolute_error: 0.2370\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 124ms/step - loss: 1.0836 - mean_absolute_error: 0.8376 - val_loss: 0.8824 - val_mean_absolute_error: 0.7962\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.6923 - mean_absolute_error: 0.6944 - val_loss: 0.8016 - val_mean_absolute_error: 0.7248\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.5980 - mean_absolute_error: 0.6352 - val_loss: 0.7718 - val_mean_absolute_error: 0.7359\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.5369 - mean_absolute_error: 0.5924 - val_loss: 0.7351 - val_mean_absolute_error: 0.6729\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.4784 - mean_absolute_error: 0.5588 - val_loss: 0.6574 - val_mean_absolute_error: 0.6390\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.4446 - mean_absolute_error: 0.5324 - val_loss: 0.5952 - val_mean_absolute_error: 0.6023\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.4104 - mean_absolute_error: 0.5098 - val_loss: 0.5505 - val_mean_absolute_error: 0.5896\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.3687 - mean_absolute_error: 0.4778 - val_loss: 0.5168 - val_mean_absolute_error: 0.5668\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.3573 - mean_absolute_error: 0.4594 - val_loss: 0.5075 - val_mean_absolute_error: 0.5586\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.3328 - mean_absolute_error: 0.4359 - val_loss: 0.4743 - val_mean_absolute_error: 0.5208\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.3465 - mean_absolute_error: 0.4336 - val_loss: 0.4721 - val_mean_absolute_error: 0.5020\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.3301 - mean_absolute_error: 0.4266 - val_loss: 0.5230 - val_mean_absolute_error: 0.4941\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.3101 - mean_absolute_error: 0.4053 - val_loss: 0.5340 - val_mean_absolute_error: 0.4911\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.2947 - mean_absolute_error: 0.4081 - val_loss: 0.4410 - val_mean_absolute_error: 0.4584\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.2417 - mean_absolute_error: 0.3655 - val_loss: 0.3936 - val_mean_absolute_error: 0.4063\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.2013 - mean_absolute_error: 0.3264 - val_loss: 0.3834 - val_mean_absolute_error: 0.4005\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1835 - mean_absolute_error: 0.3143 - val_loss: 0.3721 - val_mean_absolute_error: 0.3789\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1845 - mean_absolute_error: 0.3120 - val_loss: 0.3982 - val_mean_absolute_error: 0.4061\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1538 - mean_absolute_error: 0.2839 - val_loss: 0.3784 - val_mean_absolute_error: 0.3648\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1465 - mean_absolute_error: 0.2740 - val_loss: 0.3817 - val_mean_absolute_error: 0.3719\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 87ms/step - loss: 0.1473 - mean_absolute_error: 0.2673 - val_loss: 0.3688 - val_mean_absolute_error: 0.3588\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.1537 - mean_absolute_error: 0.2824 - val_loss: 0.4037 - val_mean_absolute_error: 0.3832\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1299 - mean_absolute_error: 0.2513 - val_loss: 0.3843 - val_mean_absolute_error: 0.3524\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.1158 - mean_absolute_error: 0.2390 - val_loss: 0.4380 - val_mean_absolute_error: 0.4025\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1225 - mean_absolute_error: 0.2487 - val_loss: 0.4699 - val_mean_absolute_error: 0.4340\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.0991 - mean_absolute_error: 0.2168 - val_loss: 0.4750 - val_mean_absolute_error: 0.4149\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.0954 - mean_absolute_error: 0.2109 - val_loss: 0.4719 - val_mean_absolute_error: 0.4423\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.1102 - mean_absolute_error: 0.2374 - val_loss: 0.6428 - val_mean_absolute_error: 0.5153\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.1270 - mean_absolute_error: 0.2483 - val_loss: 0.8722 - val_mean_absolute_error: 0.7054\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 85ms/step - loss: 0.2992 - mean_absolute_error: 0.4133 - val_loss: 0.5816 - val_mean_absolute_error: 0.5755\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 86ms/step - loss: 0.3449 - mean_absolute_error: 0.4397 - val_loss: 0.6044 - val_mean_absolute_error: 0.5484\n",
      "2/2 [==============================] - 0s 36ms/step - loss: 0.6044 - mean_absolute_error: 0.5484\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 255ms/step - loss: 1.3940 - mean_absolute_error: 0.9354 - val_loss: 0.7315 - val_mean_absolute_error: 0.6761\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.5141 - mean_absolute_error: 0.5498 - val_loss: 0.4968 - val_mean_absolute_error: 0.5359\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.3656 - mean_absolute_error: 0.4488 - val_loss: 0.3759 - val_mean_absolute_error: 0.4717\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.3067 - mean_absolute_error: 0.4009 - val_loss: 0.3444 - val_mean_absolute_error: 0.4592\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.2857 - mean_absolute_error: 0.3908 - val_loss: 0.2957 - val_mean_absolute_error: 0.4197\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.2310 - mean_absolute_error: 0.3409 - val_loss: 0.2744 - val_mean_absolute_error: 0.3796\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.1926 - mean_absolute_error: 0.3028 - val_loss: 0.2430 - val_mean_absolute_error: 0.3520\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.1705 - mean_absolute_error: 0.2841 - val_loss: 0.2210 - val_mean_absolute_error: 0.3242\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.1420 - mean_absolute_error: 0.2502 - val_loss: 0.1850 - val_mean_absolute_error: 0.2997\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.1269 - mean_absolute_error: 0.2326 - val_loss: 0.1774 - val_mean_absolute_error: 0.2887\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.1085 - mean_absolute_error: 0.2124 - val_loss: 0.1782 - val_mean_absolute_error: 0.2774\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0911 - mean_absolute_error: 0.1910 - val_loss: 0.1645 - val_mean_absolute_error: 0.2626\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0780 - mean_absolute_error: 0.1748 - val_loss: 0.1760 - val_mean_absolute_error: 0.2839\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0718 - mean_absolute_error: 0.1717 - val_loss: 0.1600 - val_mean_absolute_error: 0.2565\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0631 - mean_absolute_error: 0.1583 - val_loss: 0.1618 - val_mean_absolute_error: 0.2471\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0576 - mean_absolute_error: 0.1460 - val_loss: 0.1359 - val_mean_absolute_error: 0.2410\n",
      "Epoch 17/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0520 - mean_absolute_error: 0.1368 - val_loss: 0.1606 - val_mean_absolute_error: 0.2371\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 217ms/step - loss: 0.0450 - mean_absolute_error: 0.1234 - val_loss: 0.1656 - val_mean_absolute_error: 0.2499\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0628 - mean_absolute_error: 0.1480 - val_loss: 0.1811 - val_mean_absolute_error: 0.2590\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0485 - mean_absolute_error: 0.1259 - val_loss: 0.1640 - val_mean_absolute_error: 0.2417\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0411 - mean_absolute_error: 0.1169 - val_loss: 0.1572 - val_mean_absolute_error: 0.2299\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0359 - mean_absolute_error: 0.1055 - val_loss: 0.1555 - val_mean_absolute_error: 0.2407\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0313 - mean_absolute_error: 0.1012 - val_loss: 0.1506 - val_mean_absolute_error: 0.2180\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 219ms/step - loss: 0.0282 - mean_absolute_error: 0.0927 - val_loss: 0.1513 - val_mean_absolute_error: 0.2290\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0256 - mean_absolute_error: 0.0953 - val_loss: 0.1353 - val_mean_absolute_error: 0.2178\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0251 - mean_absolute_error: 0.0941 - val_loss: 0.1498 - val_mean_absolute_error: 0.2428\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0263 - mean_absolute_error: 0.1066 - val_loss: 0.1520 - val_mean_absolute_error: 0.2365\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0275 - mean_absolute_error: 0.1066 - val_loss: 0.1550 - val_mean_absolute_error: 0.2316\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 218ms/step - loss: 0.0270 - mean_absolute_error: 0.1101 - val_loss: 0.1472 - val_mean_absolute_error: 0.2520\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0287 - mean_absolute_error: 0.1173 - val_loss: 0.1490 - val_mean_absolute_error: 0.2282\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 2s 222ms/step - loss: 0.0261 - mean_absolute_error: 0.1076 - val_loss: 0.1591 - val_mean_absolute_error: 0.2543\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0267 - mean_absolute_error: 0.1140 - val_loss: 0.1234 - val_mean_absolute_error: 0.2171\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0236 - mean_absolute_error: 0.1034 - val_loss: 0.1473 - val_mean_absolute_error: 0.2199\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0236 - mean_absolute_error: 0.0982 - val_loss: 0.1538 - val_mean_absolute_error: 0.2375\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0222 - mean_absolute_error: 0.0987 - val_loss: 0.1358 - val_mean_absolute_error: 0.2272\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0226 - mean_absolute_error: 0.1018 - val_loss: 0.1539 - val_mean_absolute_error: 0.2154\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 220ms/step - loss: 0.0183 - mean_absolute_error: 0.0804 - val_loss: 0.1530 - val_mean_absolute_error: 0.2170\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0163 - mean_absolute_error: 0.0790 - val_loss: 0.1393 - val_mean_absolute_error: 0.2180\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0158 - mean_absolute_error: 0.0778 - val_loss: 0.1521 - val_mean_absolute_error: 0.2108\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0139 - mean_absolute_error: 0.0662 - val_loss: 0.1473 - val_mean_absolute_error: 0.1956\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0130 - mean_absolute_error: 0.0643 - val_loss: 0.1454 - val_mean_absolute_error: 0.2096\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0130 - mean_absolute_error: 0.0643 - val_loss: 0.1457 - val_mean_absolute_error: 0.2084\n",
      "2/2 [==============================] - 0s 98ms/step - loss: 0.1457 - mean_absolute_error: 0.2084\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 183ms/step - loss: 1.1632 - mean_absolute_error: 0.8359 - val_loss: 0.5325 - val_mean_absolute_error: 0.5570\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.4328 - mean_absolute_error: 0.5146 - val_loss: 0.4689 - val_mean_absolute_error: 0.5340\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.3355 - mean_absolute_error: 0.4343 - val_loss: 0.3454 - val_mean_absolute_error: 0.4630\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.2448 - mean_absolute_error: 0.3613 - val_loss: 0.3014 - val_mean_absolute_error: 0.4005\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.1831 - mean_absolute_error: 0.3074 - val_loss: 0.2715 - val_mean_absolute_error: 0.3834\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.1491 - mean_absolute_error: 0.2735 - val_loss: 0.2759 - val_mean_absolute_error: 0.3680\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.1158 - mean_absolute_error: 0.2388 - val_loss: 0.2580 - val_mean_absolute_error: 0.3461\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0929 - mean_absolute_error: 0.2041 - val_loss: 0.2367 - val_mean_absolute_error: 0.3159\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0738 - mean_absolute_error: 0.1728 - val_loss: 0.2270 - val_mean_absolute_error: 0.3010\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 144ms/step - loss: 0.0619 - mean_absolute_error: 0.1539 - val_loss: 0.2089 - val_mean_absolute_error: 0.2765\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0514 - mean_absolute_error: 0.1381 - val_loss: 0.2015 - val_mean_absolute_error: 0.2668\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0475 - mean_absolute_error: 0.1259 - val_loss: 0.1984 - val_mean_absolute_error: 0.2609\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0434 - mean_absolute_error: 0.1129 - val_loss: 0.1918 - val_mean_absolute_error: 0.2518\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0373 - mean_absolute_error: 0.1033 - val_loss: 0.1898 - val_mean_absolute_error: 0.2474\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0268 - mean_absolute_error: 0.0895 - val_loss: 0.1935 - val_mean_absolute_error: 0.2498\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0245 - mean_absolute_error: 0.0863 - val_loss: 0.1829 - val_mean_absolute_error: 0.2459\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0221 - mean_absolute_error: 0.0849 - val_loss: 0.1757 - val_mean_absolute_error: 0.2513\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0200 - mean_absolute_error: 0.0846 - val_loss: 0.1882 - val_mean_absolute_error: 0.2475\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0154 - mean_absolute_error: 0.0694 - val_loss: 0.1866 - val_mean_absolute_error: 0.2402\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0134 - mean_absolute_error: 0.0645 - val_loss: 0.1792 - val_mean_absolute_error: 0.2420\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0124 - mean_absolute_error: 0.0686 - val_loss: 0.1755 - val_mean_absolute_error: 0.2257\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 145ms/step - loss: 0.0098 - mean_absolute_error: 0.0594 - val_loss: 0.1812 - val_mean_absolute_error: 0.2508\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.0119 - mean_absolute_error: 0.0742 - val_loss: 0.1689 - val_mean_absolute_error: 0.2255\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0112 - mean_absolute_error: 0.0695 - val_loss: 0.1694 - val_mean_absolute_error: 0.2501\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0163 - mean_absolute_error: 0.0913 - val_loss: 0.1854 - val_mean_absolute_error: 0.2774\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.0246 - mean_absolute_error: 0.0965 - val_loss: 0.1912 - val_mean_absolute_error: 0.2821\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 142ms/step - loss: 0.0314 - mean_absolute_error: 0.1230 - val_loss: 0.1852 - val_mean_absolute_error: 0.2700\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0216 - mean_absolute_error: 0.1072 - val_loss: 0.1708 - val_mean_absolute_error: 0.2484\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0179 - mean_absolute_error: 0.0962 - val_loss: 0.1626 - val_mean_absolute_error: 0.2721\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0202 - mean_absolute_error: 0.1051 - val_loss: 0.2219 - val_mean_absolute_error: 0.2979\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0219 - mean_absolute_error: 0.0922 - val_loss: 0.1634 - val_mean_absolute_error: 0.2316\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0217 - mean_absolute_error: 0.0977 - val_loss: 0.1810 - val_mean_absolute_error: 0.2381\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 142ms/step - loss: 0.0130 - mean_absolute_error: 0.0809 - val_loss: 0.1602 - val_mean_absolute_error: 0.2247\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0093 - mean_absolute_error: 0.0694 - val_loss: 0.1552 - val_mean_absolute_error: 0.2179\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0094 - mean_absolute_error: 0.0666 - val_loss: 0.1685 - val_mean_absolute_error: 0.2281\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0082 - mean_absolute_error: 0.0647 - val_loss: 0.1583 - val_mean_absolute_error: 0.2110\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0077 - mean_absolute_error: 0.0615 - val_loss: 0.1554 - val_mean_absolute_error: 0.2332\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0074 - mean_absolute_error: 0.0626 - val_loss: 0.1725 - val_mean_absolute_error: 0.2210\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0076 - mean_absolute_error: 0.0594 - val_loss: 0.1745 - val_mean_absolute_error: 0.2330\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0085 - mean_absolute_error: 0.0665 - val_loss: 0.1570 - val_mean_absolute_error: 0.2303\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0074 - mean_absolute_error: 0.0635 - val_loss: 0.1632 - val_mean_absolute_error: 0.2036\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 146ms/step - loss: 0.0056 - mean_absolute_error: 0.0517 - val_loss: 0.1732 - val_mean_absolute_error: 0.2289\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0071 - mean_absolute_error: 0.0597 - val_loss: 0.1522 - val_mean_absolute_error: 0.2169\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0053 - mean_absolute_error: 0.0513 - val_loss: 0.1553 - val_mean_absolute_error: 0.2026\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0032 - mean_absolute_error: 0.0381 - val_loss: 0.1601 - val_mean_absolute_error: 0.2029\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0028 - mean_absolute_error: 0.0351 - val_loss: 0.1539 - val_mean_absolute_error: 0.1974\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0019 - mean_absolute_error: 0.0273 - val_loss: 0.1551 - val_mean_absolute_error: 0.1957\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0016 - mean_absolute_error: 0.0234 - val_loss: 0.1577 - val_mean_absolute_error: 0.1953\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0015 - mean_absolute_error: 0.0232 - val_loss: 0.1542 - val_mean_absolute_error: 0.1893\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0012 - mean_absolute_error: 0.0189 - val_loss: 0.1541 - val_mean_absolute_error: 0.1907\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0012 - mean_absolute_error: 0.0192 - val_loss: 0.1572 - val_mean_absolute_error: 0.1946\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0012 - mean_absolute_error: 0.0206 - val_loss: 0.1608 - val_mean_absolute_error: 0.1895\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0010 - mean_absolute_error: 0.0181 - val_loss: 0.1589 - val_mean_absolute_error: 0.1953\n",
      "2/2 [==============================] - 0s 81ms/step - loss: 0.1589 - mean_absolute_error: 0.1953\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 142ms/step - loss: 0.9645 - mean_absolute_error: 0.8061 - val_loss: 0.6430 - val_mean_absolute_error: 0.7040\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.6982 - mean_absolute_error: 0.6801 - val_loss: 0.5315 - val_mean_absolute_error: 0.5499\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.5802 - mean_absolute_error: 0.6266 - val_loss: 0.4607 - val_mean_absolute_error: 0.5612\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.5127 - mean_absolute_error: 0.5789 - val_loss: 0.4129 - val_mean_absolute_error: 0.4786\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.4614 - mean_absolute_error: 0.5412 - val_loss: 0.3615 - val_mean_absolute_error: 0.4688\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.4113 - mean_absolute_error: 0.4960 - val_loss: 0.3418 - val_mean_absolute_error: 0.4349\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.3855 - mean_absolute_error: 0.4753 - val_loss: 0.3493 - val_mean_absolute_error: 0.4215\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.3542 - mean_absolute_error: 0.4566 - val_loss: 0.3353 - val_mean_absolute_error: 0.4174\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.3141 - mean_absolute_error: 0.4293 - val_loss: 0.3049 - val_mean_absolute_error: 0.3961\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.2694 - mean_absolute_error: 0.3909 - val_loss: 0.2970 - val_mean_absolute_error: 0.4070\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.2549 - mean_absolute_error: 0.3747 - val_loss: 0.2955 - val_mean_absolute_error: 0.3941\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.2518 - mean_absolute_error: 0.3563 - val_loss: 0.2907 - val_mean_absolute_error: 0.3896\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.2656 - mean_absolute_error: 0.3838 - val_loss: 0.3317 - val_mean_absolute_error: 0.4286\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.2538 - mean_absolute_error: 0.3617 - val_loss: 0.4400 - val_mean_absolute_error: 0.5117\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.3109 - mean_absolute_error: 0.4099 - val_loss: 0.3197 - val_mean_absolute_error: 0.4062\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 105ms/step - loss: 0.2866 - mean_absolute_error: 0.3965 - val_loss: 0.3200 - val_mean_absolute_error: 0.3925\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.2365 - mean_absolute_error: 0.3488 - val_loss: 0.2638 - val_mean_absolute_error: 0.3549\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.1931 - mean_absolute_error: 0.3108 - val_loss: 0.2776 - val_mean_absolute_error: 0.3658\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1763 - mean_absolute_error: 0.2944 - val_loss: 0.2726 - val_mean_absolute_error: 0.3662\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1551 - mean_absolute_error: 0.2743 - val_loss: 0.2545 - val_mean_absolute_error: 0.3401\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 105ms/step - loss: 0.1431 - mean_absolute_error: 0.2662 - val_loss: 0.2331 - val_mean_absolute_error: 0.3054\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 105ms/step - loss: 0.1345 - mean_absolute_error: 0.2480 - val_loss: 0.2175 - val_mean_absolute_error: 0.2985\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1236 - mean_absolute_error: 0.2324 - val_loss: 0.2378 - val_mean_absolute_error: 0.3421\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.1207 - mean_absolute_error: 0.2342 - val_loss: 0.2730 - val_mean_absolute_error: 0.3960\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1534 - mean_absolute_error: 0.2646 - val_loss: 0.2195 - val_mean_absolute_error: 0.3256\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1705 - mean_absolute_error: 0.2711 - val_loss: 0.2872 - val_mean_absolute_error: 0.3618\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1677 - mean_absolute_error: 0.2786 - val_loss: 0.2879 - val_mean_absolute_error: 0.3689\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.1429 - mean_absolute_error: 0.2547 - val_loss: 0.2609 - val_mean_absolute_error: 0.3482\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.1307 - mean_absolute_error: 0.2604 - val_loss: 0.2330 - val_mean_absolute_error: 0.3235\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0988 - mean_absolute_error: 0.2214 - val_loss: 0.2099 - val_mean_absolute_error: 0.3234\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.0737 - mean_absolute_error: 0.1876 - val_loss: 0.2183 - val_mean_absolute_error: 0.3462\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0687 - mean_absolute_error: 0.1733 - val_loss: 0.1931 - val_mean_absolute_error: 0.2943\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0765 - mean_absolute_error: 0.1825 - val_loss: 0.2123 - val_mean_absolute_error: 0.2919\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0766 - mean_absolute_error: 0.1752 - val_loss: 0.2191 - val_mean_absolute_error: 0.3040\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0922 - mean_absolute_error: 0.1901 - val_loss: 0.2307 - val_mean_absolute_error: 0.3104\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0712 - mean_absolute_error: 0.1768 - val_loss: 0.2324 - val_mean_absolute_error: 0.2983\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0697 - mean_absolute_error: 0.1704 - val_loss: 0.2169 - val_mean_absolute_error: 0.2873\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0608 - mean_absolute_error: 0.1677 - val_loss: 0.1946 - val_mean_absolute_error: 0.2988\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0532 - mean_absolute_error: 0.1657 - val_loss: 0.2051 - val_mean_absolute_error: 0.3341\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0536 - mean_absolute_error: 0.1694 - val_loss: 0.2332 - val_mean_absolute_error: 0.3453\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0662 - mean_absolute_error: 0.1814 - val_loss: 0.2030 - val_mean_absolute_error: 0.3198\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0663 - mean_absolute_error: 0.1797 - val_loss: 0.1879 - val_mean_absolute_error: 0.2639\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0620 - mean_absolute_error: 0.1688 - val_loss: 0.2454 - val_mean_absolute_error: 0.3371\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0721 - mean_absolute_error: 0.1884 - val_loss: 0.2303 - val_mean_absolute_error: 0.3033\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0704 - mean_absolute_error: 0.1943 - val_loss: 0.1796 - val_mean_absolute_error: 0.2657\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0536 - mean_absolute_error: 0.1693 - val_loss: 0.2347 - val_mean_absolute_error: 0.3672\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0525 - mean_absolute_error: 0.1663 - val_loss: 0.1825 - val_mean_absolute_error: 0.2625\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0581 - mean_absolute_error: 0.1656 - val_loss: 0.2081 - val_mean_absolute_error: 0.2858\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0371 - mean_absolute_error: 0.1265 - val_loss: 0.1818 - val_mean_absolute_error: 0.2609\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0309 - mean_absolute_error: 0.1132 - val_loss: 0.1800 - val_mean_absolute_error: 0.2848\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0336 - mean_absolute_error: 0.1252 - val_loss: 0.1878 - val_mean_absolute_error: 0.2750\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0371 - mean_absolute_error: 0.1278 - val_loss: 0.1927 - val_mean_absolute_error: 0.2687\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0314 - mean_absolute_error: 0.1146 - val_loss: 0.1761 - val_mean_absolute_error: 0.2551\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0277 - mean_absolute_error: 0.1074 - val_loss: 0.1527 - val_mean_absolute_error: 0.2393\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0238 - mean_absolute_error: 0.1107 - val_loss: 0.1631 - val_mean_absolute_error: 0.2710\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0227 - mean_absolute_error: 0.1046 - val_loss: 0.1493 - val_mean_absolute_error: 0.2287\n",
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0173 - mean_absolute_error: 0.0838 - val_loss: 0.1550 - val_mean_absolute_error: 0.2281\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0180 - mean_absolute_error: 0.0848 - val_loss: 0.1598 - val_mean_absolute_error: 0.2411\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0165 - mean_absolute_error: 0.0855 - val_loss: 0.1523 - val_mean_absolute_error: 0.2183\n",
      "Epoch 60/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0142 - mean_absolute_error: 0.0825 - val_loss: 0.1586 - val_mean_absolute_error: 0.2519\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0181 - mean_absolute_error: 0.0970 - val_loss: 0.1653 - val_mean_absolute_error: 0.2543\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0222 - mean_absolute_error: 0.1038 - val_loss: 0.1604 - val_mean_absolute_error: 0.2276\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0195 - mean_absolute_error: 0.0934 - val_loss: 0.1763 - val_mean_absolute_error: 0.2552\n",
      "Epoch 64/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0190 - mean_absolute_error: 0.0957 - val_loss: 0.1651 - val_mean_absolute_error: 0.2369\n",
      "Epoch 65/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0196 - mean_absolute_error: 0.1013 - val_loss: 0.1618 - val_mean_absolute_error: 0.2479\n",
      "Epoch 66/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0178 - mean_absolute_error: 0.1001 - val_loss: 0.1823 - val_mean_absolute_error: 0.2821\n",
      "2/2 [==============================] - 0s 46ms/step - loss: 0.1823 - mean_absolute_error: 0.2821\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 5s 206ms/step - loss: 0.7798 - mean_absolute_error: 0.6800 - val_loss: 0.7622 - val_mean_absolute_error: 0.7341\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.5016 - mean_absolute_error: 0.5754 - val_loss: 0.5601 - val_mean_absolute_error: 0.5462\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 163ms/step - loss: 0.3498 - mean_absolute_error: 0.4449 - val_loss: 0.5005 - val_mean_absolute_error: 0.4833\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.2812 - mean_absolute_error: 0.3973 - val_loss: 0.4164 - val_mean_absolute_error: 0.4499\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.2482 - mean_absolute_error: 0.3685 - val_loss: 0.4156 - val_mean_absolute_error: 0.4363\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.2077 - mean_absolute_error: 0.3297 - val_loss: 0.3901 - val_mean_absolute_error: 0.4096\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.1811 - mean_absolute_error: 0.3055 - val_loss: 0.3514 - val_mean_absolute_error: 0.3850\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.1524 - mean_absolute_error: 0.2679 - val_loss: 0.3102 - val_mean_absolute_error: 0.3393\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.1254 - mean_absolute_error: 0.2355 - val_loss: 0.2756 - val_mean_absolute_error: 0.3119\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.1128 - mean_absolute_error: 0.2226 - val_loss: 0.2569 - val_mean_absolute_error: 0.2918\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0931 - mean_absolute_error: 0.1991 - val_loss: 0.2397 - val_mean_absolute_error: 0.2986\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0807 - mean_absolute_error: 0.1856 - val_loss: 0.2217 - val_mean_absolute_error: 0.2885\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0777 - mean_absolute_error: 0.1790 - val_loss: 0.2161 - val_mean_absolute_error: 0.2793\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0593 - mean_absolute_error: 0.1621 - val_loss: 0.1966 - val_mean_absolute_error: 0.2705\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0572 - mean_absolute_error: 0.1550 - val_loss: 0.1847 - val_mean_absolute_error: 0.2617\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0472 - mean_absolute_error: 0.1484 - val_loss: 0.1542 - val_mean_absolute_error: 0.2403\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0361 - mean_absolute_error: 0.1343 - val_loss: 0.1679 - val_mean_absolute_error: 0.2393\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0303 - mean_absolute_error: 0.1178 - val_loss: 0.1581 - val_mean_absolute_error: 0.2476\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0283 - mean_absolute_error: 0.1125 - val_loss: 0.1507 - val_mean_absolute_error: 0.2257\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 162ms/step - loss: 0.0212 - mean_absolute_error: 0.0995 - val_loss: 0.1584 - val_mean_absolute_error: 0.2151\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0176 - mean_absolute_error: 0.0911 - val_loss: 0.1480 - val_mean_absolute_error: 0.2040\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0185 - mean_absolute_error: 0.0966 - val_loss: 0.1400 - val_mean_absolute_error: 0.2233\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0309 - mean_absolute_error: 0.1182 - val_loss: 0.1501 - val_mean_absolute_error: 0.2470\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 163ms/step - loss: 0.0314 - mean_absolute_error: 0.1188 - val_loss: 0.1276 - val_mean_absolute_error: 0.2041\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0175 - mean_absolute_error: 0.0928 - val_loss: 0.1410 - val_mean_absolute_error: 0.1976\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0130 - mean_absolute_error: 0.0821 - val_loss: 0.1482 - val_mean_absolute_error: 0.1931\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0135 - mean_absolute_error: 0.0819 - val_loss: 0.1288 - val_mean_absolute_error: 0.2061\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0116 - mean_absolute_error: 0.0747 - val_loss: 0.1244 - val_mean_absolute_error: 0.1705\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0058 - mean_absolute_error: 0.0529 - val_loss: 0.1362 - val_mean_absolute_error: 0.1800\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0079 - mean_absolute_error: 0.0630 - val_loss: 0.1284 - val_mean_absolute_error: 0.1632\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0095 - mean_absolute_error: 0.0637 - val_loss: 0.1287 - val_mean_absolute_error: 0.2054\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0160 - mean_absolute_error: 0.0851 - val_loss: 0.1215 - val_mean_absolute_error: 0.1932\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0169 - mean_absolute_error: 0.0905 - val_loss: 0.1348 - val_mean_absolute_error: 0.2040\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0133 - mean_absolute_error: 0.0823 - val_loss: 0.1204 - val_mean_absolute_error: 0.1649\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0136 - mean_absolute_error: 0.0773 - val_loss: 0.1218 - val_mean_absolute_error: 0.2174\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0172 - mean_absolute_error: 0.0961 - val_loss: 0.1145 - val_mean_absolute_error: 0.1614\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0091 - mean_absolute_error: 0.0666 - val_loss: 0.1214 - val_mean_absolute_error: 0.1797\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0101 - mean_absolute_error: 0.0715 - val_loss: 0.1063 - val_mean_absolute_error: 0.1711\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0110 - mean_absolute_error: 0.0650 - val_loss: 0.1108 - val_mean_absolute_error: 0.1706\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0085 - mean_absolute_error: 0.0680 - val_loss: 0.1245 - val_mean_absolute_error: 0.1676\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0048 - mean_absolute_error: 0.0513 - val_loss: 0.1227 - val_mean_absolute_error: 0.1551\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0048 - mean_absolute_error: 0.0496 - val_loss: 0.1204 - val_mean_absolute_error: 0.1670\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 163ms/step - loss: 0.0036 - mean_absolute_error: 0.0425 - val_loss: 0.1199 - val_mean_absolute_error: 0.1464\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 171ms/step - loss: 0.0020 - mean_absolute_error: 0.0325 - val_loss: 0.1302 - val_mean_absolute_error: 0.1615\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0021 - mean_absolute_error: 0.0331 - val_loss: 0.1254 - val_mean_absolute_error: 0.1463\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 167ms/step - loss: 0.0016 - mean_absolute_error: 0.0292 - val_loss: 0.1217 - val_mean_absolute_error: 0.1568\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.0021 - mean_absolute_error: 0.0328 - val_loss: 0.1239 - val_mean_absolute_error: 0.1458\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 170ms/step - loss: 0.0011 - mean_absolute_error: 0.0252 - val_loss: 0.1280 - val_mean_absolute_error: 0.1555\n",
      "2/2 [==============================] - 0s 88ms/step - loss: 0.1280 - mean_absolute_error: 0.1555\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 216ms/step - loss: 0.7960 - mean_absolute_error: 0.6938 - val_loss: 0.7189 - val_mean_absolute_error: 0.7115\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.5063 - mean_absolute_error: 0.5776 - val_loss: 0.5256 - val_mean_absolute_error: 0.5206\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.3294 - mean_absolute_error: 0.4303 - val_loss: 0.4862 - val_mean_absolute_error: 0.4953\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.2664 - mean_absolute_error: 0.3849 - val_loss: 0.4070 - val_mean_absolute_error: 0.4449\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.2125 - mean_absolute_error: 0.3348 - val_loss: 0.3311 - val_mean_absolute_error: 0.3798\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.1667 - mean_absolute_error: 0.2898 - val_loss: 0.3005 - val_mean_absolute_error: 0.3563\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.1361 - mean_absolute_error: 0.2569 - val_loss: 0.2690 - val_mean_absolute_error: 0.3465\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.1129 - mean_absolute_error: 0.2293 - val_loss: 0.2670 - val_mean_absolute_error: 0.3242\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0935 - mean_absolute_error: 0.2051 - val_loss: 0.2361 - val_mean_absolute_error: 0.3051\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0852 - mean_absolute_error: 0.1881 - val_loss: 0.2238 - val_mean_absolute_error: 0.3004\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0683 - mean_absolute_error: 0.1705 - val_loss: 0.2319 - val_mean_absolute_error: 0.3007\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0611 - mean_absolute_error: 0.1602 - val_loss: 0.2112 - val_mean_absolute_error: 0.2745\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0529 - mean_absolute_error: 0.1453 - val_loss: 0.1831 - val_mean_absolute_error: 0.2697\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0552 - mean_absolute_error: 0.1514 - val_loss: 0.1669 - val_mean_absolute_error: 0.2544\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0370 - mean_absolute_error: 0.1216 - val_loss: 0.1838 - val_mean_absolute_error: 0.2572\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0318 - mean_absolute_error: 0.1114 - val_loss: 0.1574 - val_mean_absolute_error: 0.2363\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0233 - mean_absolute_error: 0.0918 - val_loss: 0.1275 - val_mean_absolute_error: 0.2122\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0191 - mean_absolute_error: 0.0821 - val_loss: 0.1049 - val_mean_absolute_error: 0.1968\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 176ms/step - loss: 0.0183 - mean_absolute_error: 0.0785 - val_loss: 0.1229 - val_mean_absolute_error: 0.2200\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0190 - mean_absolute_error: 0.0818 - val_loss: 0.1322 - val_mean_absolute_error: 0.2126\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0157 - mean_absolute_error: 0.0747 - val_loss: 0.1128 - val_mean_absolute_error: 0.1888\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0112 - mean_absolute_error: 0.0579 - val_loss: 0.1232 - val_mean_absolute_error: 0.1837\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0128 - mean_absolute_error: 0.0657 - val_loss: 0.1037 - val_mean_absolute_error: 0.1884\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0131 - mean_absolute_error: 0.0638 - val_loss: 0.0981 - val_mean_absolute_error: 0.1898\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0119 - mean_absolute_error: 0.0614 - val_loss: 0.0910 - val_mean_absolute_error: 0.1699\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0088 - mean_absolute_error: 0.0579 - val_loss: 0.1050 - val_mean_absolute_error: 0.1773\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 172ms/step - loss: 0.0090 - mean_absolute_error: 0.0605 - val_loss: 0.1178 - val_mean_absolute_error: 0.1818\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 173ms/step - loss: 0.0079 - mean_absolute_error: 0.0574 - val_loss: 0.1072 - val_mean_absolute_error: 0.1908\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0076 - mean_absolute_error: 0.0555 - val_loss: 0.0997 - val_mean_absolute_error: 0.1618\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 174ms/step - loss: 0.0056 - mean_absolute_error: 0.0452 - val_loss: 0.1276 - val_mean_absolute_error: 0.1837\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0068 - mean_absolute_error: 0.0533 - val_loss: 0.1132 - val_mean_absolute_error: 0.1748\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0065 - mean_absolute_error: 0.0494 - val_loss: 0.0968 - val_mean_absolute_error: 0.1828\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0060 - mean_absolute_error: 0.0494 - val_loss: 0.0919 - val_mean_absolute_error: 0.1503\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 177ms/step - loss: 0.0041 - mean_absolute_error: 0.0391 - val_loss: 0.0965 - val_mean_absolute_error: 0.1620\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 175ms/step - loss: 0.0047 - mean_absolute_error: 0.0427 - val_loss: 0.0971 - val_mean_absolute_error: 0.1568\n",
      "2/2 [==============================] - 0s 85ms/step - loss: 0.0971 - mean_absolute_error: 0.1568\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 139ms/step - loss: 0.8207 - mean_absolute_error: 0.7362 - val_loss: 0.6538 - val_mean_absolute_error: 0.6940\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.6030 - mean_absolute_error: 0.6345 - val_loss: 0.5620 - val_mean_absolute_error: 0.5950\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.5316 - mean_absolute_error: 0.6041 - val_loss: 0.5437 - val_mean_absolute_error: 0.5651\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.4481 - mean_absolute_error: 0.5379 - val_loss: 0.4993 - val_mean_absolute_error: 0.5645\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.3997 - mean_absolute_error: 0.5165 - val_loss: 0.4632 - val_mean_absolute_error: 0.5099\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.3520 - mean_absolute_error: 0.4758 - val_loss: 0.4579 - val_mean_absolute_error: 0.5105\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.3163 - mean_absolute_error: 0.4444 - val_loss: 0.4071 - val_mean_absolute_error: 0.4727\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.2736 - mean_absolute_error: 0.4076 - val_loss: 0.3880 - val_mean_absolute_error: 0.4767\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.2451 - mean_absolute_error: 0.3829 - val_loss: 0.3575 - val_mean_absolute_error: 0.4313\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.2082 - mean_absolute_error: 0.3464 - val_loss: 0.3418 - val_mean_absolute_error: 0.4167\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.2022 - mean_absolute_error: 0.3362 - val_loss: 0.3395 - val_mean_absolute_error: 0.4227\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.2089 - mean_absolute_error: 0.3313 - val_loss: 0.3253 - val_mean_absolute_error: 0.4018\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.2066 - mean_absolute_error: 0.3409 - val_loss: 0.3457 - val_mean_absolute_error: 0.4424\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.2966 - mean_absolute_error: 0.3891 - val_loss: 0.3580 - val_mean_absolute_error: 0.4270\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.2639 - mean_absolute_error: 0.4010 - val_loss: 0.4106 - val_mean_absolute_error: 0.4354\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1968 - mean_absolute_error: 0.3230 - val_loss: 0.3256 - val_mean_absolute_error: 0.3772\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1669 - mean_absolute_error: 0.3060 - val_loss: 0.2904 - val_mean_absolute_error: 0.3385\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1441 - mean_absolute_error: 0.2789 - val_loss: 0.5088 - val_mean_absolute_error: 0.5557\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.3189 - mean_absolute_error: 0.4141 - val_loss: 0.3010 - val_mean_absolute_error: 0.3894\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2669 - mean_absolute_error: 0.3940 - val_loss: 0.4479 - val_mean_absolute_error: 0.4357\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2088 - mean_absolute_error: 0.3268 - val_loss: 0.2999 - val_mean_absolute_error: 0.4032\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.1644 - mean_absolute_error: 0.3145 - val_loss: 0.2918 - val_mean_absolute_error: 0.3611\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.2075 - mean_absolute_error: 0.3241 - val_loss: 0.3868 - val_mean_absolute_error: 0.3884\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1988 - mean_absolute_error: 0.3321 - val_loss: 0.2990 - val_mean_absolute_error: 0.3593\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1176 - mean_absolute_error: 0.2504 - val_loss: 0.2805 - val_mean_absolute_error: 0.3334\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1158 - mean_absolute_error: 0.2422 - val_loss: 0.2924 - val_mean_absolute_error: 0.3179\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.1178 - mean_absolute_error: 0.2462 - val_loss: 0.3275 - val_mean_absolute_error: 0.3367\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1068 - mean_absolute_error: 0.2292 - val_loss: 0.3677 - val_mean_absolute_error: 0.3588\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0864 - mean_absolute_error: 0.2103 - val_loss: 0.3013 - val_mean_absolute_error: 0.3150\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0637 - mean_absolute_error: 0.1761 - val_loss: 0.2760 - val_mean_absolute_error: 0.2949\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0570 - mean_absolute_error: 0.1700 - val_loss: 0.2732 - val_mean_absolute_error: 0.2890\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0644 - mean_absolute_error: 0.1783 - val_loss: 0.2845 - val_mean_absolute_error: 0.2821\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0709 - mean_absolute_error: 0.1866 - val_loss: 0.3370 - val_mean_absolute_error: 0.3336\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0729 - mean_absolute_error: 0.1904 - val_loss: 0.3769 - val_mean_absolute_error: 0.3644\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0647 - mean_absolute_error: 0.1836 - val_loss: 0.3262 - val_mean_absolute_error: 0.3167\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0537 - mean_absolute_error: 0.1644 - val_loss: 0.2701 - val_mean_absolute_error: 0.2883\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0412 - mean_absolute_error: 0.1456 - val_loss: 0.2509 - val_mean_absolute_error: 0.2853\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0390 - mean_absolute_error: 0.1422 - val_loss: 0.2532 - val_mean_absolute_error: 0.2784\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0428 - mean_absolute_error: 0.1487 - val_loss: 0.2739 - val_mean_absolute_error: 0.2694\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0501 - mean_absolute_error: 0.1572 - val_loss: 0.3355 - val_mean_absolute_error: 0.3207\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0500 - mean_absolute_error: 0.1581 - val_loss: 0.3681 - val_mean_absolute_error: 0.3541\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0554 - mean_absolute_error: 0.1771 - val_loss: 0.3091 - val_mean_absolute_error: 0.3012\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0488 - mean_absolute_error: 0.1593 - val_loss: 0.2641 - val_mean_absolute_error: 0.2782\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0396 - mean_absolute_error: 0.1439 - val_loss: 0.2320 - val_mean_absolute_error: 0.2845\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0429 - mean_absolute_error: 0.1489 - val_loss: 0.3041 - val_mean_absolute_error: 0.3470\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0941 - mean_absolute_error: 0.2036 - val_loss: 0.2623 - val_mean_absolute_error: 0.3073\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0721 - mean_absolute_error: 0.2038 - val_loss: 0.2798 - val_mean_absolute_error: 0.3071\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0646 - mean_absolute_error: 0.1919 - val_loss: 0.3279 - val_mean_absolute_error: 0.3382\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0520 - mean_absolute_error: 0.1699 - val_loss: 0.3029 - val_mean_absolute_error: 0.3162\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.0457 - mean_absolute_error: 0.1556 - val_loss: 0.3081 - val_mean_absolute_error: 0.3106\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0348 - mean_absolute_error: 0.1359 - val_loss: 0.2832 - val_mean_absolute_error: 0.2950\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0346 - mean_absolute_error: 0.1368 - val_loss: 0.2423 - val_mean_absolute_error: 0.2692\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.0269 - mean_absolute_error: 0.1223 - val_loss: 0.2170 - val_mean_absolute_error: 0.2644\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0236 - mean_absolute_error: 0.1158 - val_loss: 0.2195 - val_mean_absolute_error: 0.2533\n",
      "Epoch 55/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0259 - mean_absolute_error: 0.1193 - val_loss: 0.2539 - val_mean_absolute_error: 0.2550\n",
      "Epoch 56/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.0268 - mean_absolute_error: 0.1167 - val_loss: 0.3074 - val_mean_absolute_error: 0.3100\n",
      "Epoch 57/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0254 - mean_absolute_error: 0.1161 - val_loss: 0.3175 - val_mean_absolute_error: 0.3133\n",
      "Epoch 58/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.0282 - mean_absolute_error: 0.1239 - val_loss: 0.2683 - val_mean_absolute_error: 0.2658\n",
      "Epoch 59/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0260 - mean_absolute_error: 0.1200 - val_loss: 0.2263 - val_mean_absolute_error: 0.2636\n",
      "Epoch 60/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0214 - mean_absolute_error: 0.1086 - val_loss: 0.2042 - val_mean_absolute_error: 0.2587\n",
      "Epoch 61/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0206 - mean_absolute_error: 0.1060 - val_loss: 0.2167 - val_mean_absolute_error: 0.2390\n",
      "Epoch 62/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0238 - mean_absolute_error: 0.1102 - val_loss: 0.2794 - val_mean_absolute_error: 0.2744\n",
      "Epoch 63/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0219 - mean_absolute_error: 0.1056 - val_loss: 0.3164 - val_mean_absolute_error: 0.3124\n",
      "Epoch 64/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0220 - mean_absolute_error: 0.1088 - val_loss: 0.2659 - val_mean_absolute_error: 0.2547\n",
      "Epoch 65/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0178 - mean_absolute_error: 0.0966 - val_loss: 0.2352 - val_mean_absolute_error: 0.2520\n",
      "Epoch 66/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0138 - mean_absolute_error: 0.0863 - val_loss: 0.2076 - val_mean_absolute_error: 0.2410\n",
      "Epoch 67/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.0127 - mean_absolute_error: 0.0834 - val_loss: 0.2129 - val_mean_absolute_error: 0.2290\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 68/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.0153 - mean_absolute_error: 0.0914 - val_loss: 0.2532 - val_mean_absolute_error: 0.2418\n",
      "Epoch 69/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.0175 - mean_absolute_error: 0.0918 - val_loss: 0.2963 - val_mean_absolute_error: 0.2960\n",
      "Epoch 70/1000\n",
      "7/7 [==============================] - 1s 101ms/step - loss: 0.0178 - mean_absolute_error: 0.0977 - val_loss: 0.2787 - val_mean_absolute_error: 0.2670\n",
      "2/2 [==============================] - 0s 43ms/step - loss: 0.2787 - mean_absolute_error: 0.2670\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 266ms/step - loss: 0.9660 - mean_absolute_error: 0.7857 - val_loss: 0.4492 - val_mean_absolute_error: 0.5117\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.5358 - mean_absolute_error: 0.5581 - val_loss: 0.3695 - val_mean_absolute_error: 0.4933\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.2933 - mean_absolute_error: 0.4116 - val_loss: 0.2571 - val_mean_absolute_error: 0.3893\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.2400 - mean_absolute_error: 0.3694 - val_loss: 0.2288 - val_mean_absolute_error: 0.3592\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.1563 - mean_absolute_error: 0.2884 - val_loss: 0.2191 - val_mean_absolute_error: 0.3277\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.1155 - mean_absolute_error: 0.2385 - val_loss: 0.2189 - val_mean_absolute_error: 0.3294\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 2s 229ms/step - loss: 0.0884 - mean_absolute_error: 0.2105 - val_loss: 0.2046 - val_mean_absolute_error: 0.2990\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 2s 232ms/step - loss: 0.0625 - mean_absolute_error: 0.1786 - val_loss: 0.1915 - val_mean_absolute_error: 0.2766\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0538 - mean_absolute_error: 0.1578 - val_loss: 0.2065 - val_mean_absolute_error: 0.2909\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0543 - mean_absolute_error: 0.1554 - val_loss: 0.1844 - val_mean_absolute_error: 0.2651\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 203ms/step - loss: 0.0415 - mean_absolute_error: 0.1297 - val_loss: 0.1669 - val_mean_absolute_error: 0.2427\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0342 - mean_absolute_error: 0.1178 - val_loss: 0.1600 - val_mean_absolute_error: 0.2459\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0271 - mean_absolute_error: 0.1069 - val_loss: 0.1374 - val_mean_absolute_error: 0.2266\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0216 - mean_absolute_error: 0.0974 - val_loss: 0.1356 - val_mean_absolute_error: 0.2254\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0179 - mean_absolute_error: 0.0928 - val_loss: 0.1033 - val_mean_absolute_error: 0.2064\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0162 - mean_absolute_error: 0.0874 - val_loss: 0.0960 - val_mean_absolute_error: 0.1986\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0146 - mean_absolute_error: 0.0791 - val_loss: 0.1200 - val_mean_absolute_error: 0.2344\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 207ms/step - loss: 0.0173 - mean_absolute_error: 0.0911 - val_loss: 0.1216 - val_mean_absolute_error: 0.2158\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0141 - mean_absolute_error: 0.0827 - val_loss: 0.1313 - val_mean_absolute_error: 0.2325\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0231 - mean_absolute_error: 0.1086 - val_loss: 0.1334 - val_mean_absolute_error: 0.2151\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0271 - mean_absolute_error: 0.1126 - val_loss: 0.1265 - val_mean_absolute_error: 0.2396\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0307 - mean_absolute_error: 0.1144 - val_loss: 0.1514 - val_mean_absolute_error: 0.2594\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0326 - mean_absolute_error: 0.1341 - val_loss: 0.1420 - val_mean_absolute_error: 0.2480\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0188 - mean_absolute_error: 0.1030 - val_loss: 0.1361 - val_mean_absolute_error: 0.2243\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 204ms/step - loss: 0.0177 - mean_absolute_error: 0.0981 - val_loss: 0.1372 - val_mean_absolute_error: 0.2438\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0127 - mean_absolute_error: 0.0816 - val_loss: 0.1287 - val_mean_absolute_error: 0.2117\n",
      "2/2 [==============================] - 0s 101ms/step - loss: 0.1287 - mean_absolute_error: 0.2117\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 202ms/step - loss: 0.9181 - mean_absolute_error: 0.7629 - val_loss: 0.3638 - val_mean_absolute_error: 0.4972\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.4103 - mean_absolute_error: 0.4876 - val_loss: 0.3095 - val_mean_absolute_error: 0.4496\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.2718 - mean_absolute_error: 0.3958 - val_loss: 0.2348 - val_mean_absolute_error: 0.3727\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 169ms/step - loss: 0.2378 - mean_absolute_error: 0.3326 - val_loss: 0.1821 - val_mean_absolute_error: 0.3094\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.1323 - mean_absolute_error: 0.2530 - val_loss: 0.1624 - val_mean_absolute_error: 0.2912\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 164ms/step - loss: 0.0894 - mean_absolute_error: 0.2064 - val_loss: 0.1424 - val_mean_absolute_error: 0.2712\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 166ms/step - loss: 0.0737 - mean_absolute_error: 0.1845 - val_loss: 0.1485 - val_mean_absolute_error: 0.2642\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 165ms/step - loss: 0.0481 - mean_absolute_error: 0.1526 - val_loss: 0.1379 - val_mean_absolute_error: 0.2454\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0417 - mean_absolute_error: 0.1383 - val_loss: 0.1367 - val_mean_absolute_error: 0.2449\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 168ms/step - loss: 0.0288 - mean_absolute_error: 0.1197 - val_loss: 0.1364 - val_mean_absolute_error: 0.2338\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 160ms/step - loss: 0.0204 - mean_absolute_error: 0.0982 - val_loss: 0.1352 - val_mean_absolute_error: 0.2208\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0190 - mean_absolute_error: 0.0937 - val_loss: 0.1355 - val_mean_absolute_error: 0.2185\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0119 - mean_absolute_error: 0.0762 - val_loss: 0.1310 - val_mean_absolute_error: 0.2051\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0099 - mean_absolute_error: 0.0656 - val_loss: 0.1269 - val_mean_absolute_error: 0.1933\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0073 - mean_absolute_error: 0.0567 - val_loss: 0.1323 - val_mean_absolute_error: 0.2090\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0090 - mean_absolute_error: 0.0663 - val_loss: 0.1280 - val_mean_absolute_error: 0.1875\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0112 - mean_absolute_error: 0.0683 - val_loss: 0.1433 - val_mean_absolute_error: 0.2249\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0182 - mean_absolute_error: 0.0882 - val_loss: 0.1501 - val_mean_absolute_error: 0.2384\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0352 - mean_absolute_error: 0.1253 - val_loss: 0.1590 - val_mean_absolute_error: 0.2682\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0276 - mean_absolute_error: 0.1133 - val_loss: 0.1207 - val_mean_absolute_error: 0.1950\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0204 - mean_absolute_error: 0.0940 - val_loss: 0.1323 - val_mean_absolute_error: 0.2240\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 148ms/step - loss: 0.0117 - mean_absolute_error: 0.0768 - val_loss: 0.1269 - val_mean_absolute_error: 0.2054\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0089 - mean_absolute_error: 0.0649 - val_loss: 0.1260 - val_mean_absolute_error: 0.1954\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0073 - mean_absolute_error: 0.0607 - val_loss: 0.1251 - val_mean_absolute_error: 0.2046\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 0.0055 - mean_absolute_error: 0.0566 - val_loss: 0.1197 - val_mean_absolute_error: 0.1823\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0029 - mean_absolute_error: 0.0398 - val_loss: 0.1205 - val_mean_absolute_error: 0.1794\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 0.0028 - mean_absolute_error: 0.0372 - val_loss: 0.1212 - val_mean_absolute_error: 0.1835\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0015 - mean_absolute_error: 0.0276 - val_loss: 0.1186 - val_mean_absolute_error: 0.1684\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 147ms/step - loss: 0.0011 - mean_absolute_error: 0.0222 - val_loss: 0.1205 - val_mean_absolute_error: 0.1744\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 0.0010 - mean_absolute_error: 0.0230 - val_loss: 0.1201 - val_mean_absolute_error: 0.1697\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 6.6869e-04 - mean_absolute_error: 0.0173 - val_loss: 0.1195 - val_mean_absolute_error: 0.1678\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 5.8573e-04 - mean_absolute_error: 0.0161 - val_loss: 0.1199 - val_mean_absolute_error: 0.1685\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 4.4624e-04 - mean_absolute_error: 0.0145 - val_loss: 0.1199 - val_mean_absolute_error: 0.1644\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 149ms/step - loss: 5.1333e-04 - mean_absolute_error: 0.0140 - val_loss: 0.1198 - val_mean_absolute_error: 0.1673\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 4.2162e-04 - mean_absolute_error: 0.0127 - val_loss: 0.1196 - val_mean_absolute_error: 0.1639\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 5.2436e-04 - mean_absolute_error: 0.0131 - val_loss: 0.1200 - val_mean_absolute_error: 0.1666\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 150ms/step - loss: 3.7215e-04 - mean_absolute_error: 0.0136 - val_loss: 0.1198 - val_mean_absolute_error: 0.1635\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 151ms/step - loss: 3.2702e-04 - mean_absolute_error: 0.0122 - val_loss: 0.1198 - val_mean_absolute_error: 0.1658\n",
      "2/2 [==============================] - 0s 70ms/step - loss: 0.1198 - mean_absolute_error: 0.1658\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 136ms/step - loss: 1.0556 - mean_absolute_error: 0.8440 - val_loss: 0.5989 - val_mean_absolute_error: 0.6323\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.6505 - mean_absolute_error: 0.6500 - val_loss: 0.5763 - val_mean_absolute_error: 0.6074\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.5668 - mean_absolute_error: 0.6285 - val_loss: 0.5254 - val_mean_absolute_error: 0.5888\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.4985 - mean_absolute_error: 0.5561 - val_loss: 0.4990 - val_mean_absolute_error: 0.5649\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.4689 - mean_absolute_error: 0.5577 - val_loss: 0.4665 - val_mean_absolute_error: 0.5533\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.4150 - mean_absolute_error: 0.5067 - val_loss: 0.4437 - val_mean_absolute_error: 0.5321\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.3754 - mean_absolute_error: 0.4843 - val_loss: 0.4135 - val_mean_absolute_error: 0.5088\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.3893 - mean_absolute_error: 0.4919 - val_loss: 0.3965 - val_mean_absolute_error: 0.4929\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.3681 - mean_absolute_error: 0.4727 - val_loss: 0.4019 - val_mean_absolute_error: 0.4950\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.3191 - mean_absolute_error: 0.4343 - val_loss: 0.3743 - val_mean_absolute_error: 0.4876\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.2588 - mean_absolute_error: 0.3852 - val_loss: 0.2931 - val_mean_absolute_error: 0.4358\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2538 - mean_absolute_error: 0.3881 - val_loss: 0.3394 - val_mean_absolute_error: 0.4400\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2878 - mean_absolute_error: 0.4092 - val_loss: 0.2880 - val_mean_absolute_error: 0.4219\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.2780 - mean_absolute_error: 0.3884 - val_loss: 0.3262 - val_mean_absolute_error: 0.4597\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.2280 - mean_absolute_error: 0.3429 - val_loss: 0.3264 - val_mean_absolute_error: 0.4563\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1878 - mean_absolute_error: 0.3138 - val_loss: 0.2533 - val_mean_absolute_error: 0.3942\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1489 - mean_absolute_error: 0.2816 - val_loss: 0.2524 - val_mean_absolute_error: 0.3825\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 100ms/step - loss: 0.1597 - mean_absolute_error: 0.2949 - val_loss: 0.2079 - val_mean_absolute_error: 0.3589\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1389 - mean_absolute_error: 0.2715 - val_loss: 0.2370 - val_mean_absolute_error: 0.3651\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1425 - mean_absolute_error: 0.2772 - val_loss: 0.2599 - val_mean_absolute_error: 0.3794\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1424 - mean_absolute_error: 0.2733 - val_loss: 0.2490 - val_mean_absolute_error: 0.3760\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1735 - mean_absolute_error: 0.3039 - val_loss: 0.1925 - val_mean_absolute_error: 0.3443\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1678 - mean_absolute_error: 0.2939 - val_loss: 0.3332 - val_mean_absolute_error: 0.4349\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1633 - mean_absolute_error: 0.2717 - val_loss: 0.2195 - val_mean_absolute_error: 0.3543\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1174 - mean_absolute_error: 0.2475 - val_loss: 0.1724 - val_mean_absolute_error: 0.3059\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0788 - mean_absolute_error: 0.2013 - val_loss: 0.1825 - val_mean_absolute_error: 0.2931\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0738 - mean_absolute_error: 0.1856 - val_loss: 0.1952 - val_mean_absolute_error: 0.3039\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0810 - mean_absolute_error: 0.1923 - val_loss: 0.2769 - val_mean_absolute_error: 0.3707\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1028 - mean_absolute_error: 0.2106 - val_loss: 0.2454 - val_mean_absolute_error: 0.3487\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0914 - mean_absolute_error: 0.2033 - val_loss: 0.1556 - val_mean_absolute_error: 0.2668\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0528 - mean_absolute_error: 0.1632 - val_loss: 0.1489 - val_mean_absolute_error: 0.2663\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0384 - mean_absolute_error: 0.1437 - val_loss: 0.1562 - val_mean_absolute_error: 0.2523\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0329 - mean_absolute_error: 0.1248 - val_loss: 0.1531 - val_mean_absolute_error: 0.2514\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0327 - mean_absolute_error: 0.1154 - val_loss: 0.1807 - val_mean_absolute_error: 0.2812\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0369 - mean_absolute_error: 0.1225 - val_loss: 0.1977 - val_mean_absolute_error: 0.3001\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0395 - mean_absolute_error: 0.1280 - val_loss: 0.1923 - val_mean_absolute_error: 0.2954\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0421 - mean_absolute_error: 0.1380 - val_loss: 0.1564 - val_mean_absolute_error: 0.2501\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.0428 - mean_absolute_error: 0.1509 - val_loss: 0.1414 - val_mean_absolute_error: 0.2641\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0454 - mean_absolute_error: 0.1608 - val_loss: 0.1753 - val_mean_absolute_error: 0.3070\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0472 - mean_absolute_error: 0.1621 - val_loss: 0.1402 - val_mean_absolute_error: 0.2598\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0451 - mean_absolute_error: 0.1575 - val_loss: 0.1637 - val_mean_absolute_error: 0.2625\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0367 - mean_absolute_error: 0.1352 - val_loss: 0.2181 - val_mean_absolute_error: 0.3282\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0399 - mean_absolute_error: 0.1384 - val_loss: 0.1608 - val_mean_absolute_error: 0.2525\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0387 - mean_absolute_error: 0.1418 - val_loss: 0.1488 - val_mean_absolute_error: 0.2488\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0287 - mean_absolute_error: 0.1269 - val_loss: 0.1558 - val_mean_absolute_error: 0.2883\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.0309 - mean_absolute_error: 0.1329 - val_loss: 0.1522 - val_mean_absolute_error: 0.2479\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.0297 - mean_absolute_error: 0.1267 - val_loss: 0.1627 - val_mean_absolute_error: 0.2647\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0273 - mean_absolute_error: 0.1122 - val_loss: 0.1775 - val_mean_absolute_error: 0.2875\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0308 - mean_absolute_error: 0.1266 - val_loss: 0.1420 - val_mean_absolute_error: 0.2221\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0237 - mean_absolute_error: 0.1142 - val_loss: 0.1479 - val_mean_absolute_error: 0.2752\n",
      "2/2 [==============================] - 0s 37ms/step - loss: 0.1479 - mean_absolute_error: 0.2752\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 267ms/step - loss: 0.7279 - mean_absolute_error: 0.6780 - val_loss: 0.4508 - val_mean_absolute_error: 0.5295\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.3695 - mean_absolute_error: 0.4875 - val_loss: 0.3481 - val_mean_absolute_error: 0.4815\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.2916 - mean_absolute_error: 0.4243 - val_loss: 0.1922 - val_mean_absolute_error: 0.3355\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.1622 - mean_absolute_error: 0.2992 - val_loss: 0.1930 - val_mean_absolute_error: 0.3366\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.1134 - mean_absolute_error: 0.2502 - val_loss: 0.1943 - val_mean_absolute_error: 0.3232\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0923 - mean_absolute_error: 0.2174 - val_loss: 0.1462 - val_mean_absolute_error: 0.2662\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0693 - mean_absolute_error: 0.1865 - val_loss: 0.1185 - val_mean_absolute_error: 0.2333\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0524 - mean_absolute_error: 0.1536 - val_loss: 0.1611 - val_mean_absolute_error: 0.2575\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0540 - mean_absolute_error: 0.1603 - val_loss: 0.1331 - val_mean_absolute_error: 0.2133\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 223ms/step - loss: 0.0463 - mean_absolute_error: 0.1474 - val_loss: 0.2197 - val_mean_absolute_error: 0.2747\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 221ms/step - loss: 0.0491 - mean_absolute_error: 0.1597 - val_loss: 0.1760 - val_mean_absolute_error: 0.2039\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0402 - mean_absolute_error: 0.1328 - val_loss: 0.1825 - val_mean_absolute_error: 0.2550\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 2s 226ms/step - loss: 0.0325 - mean_absolute_error: 0.1246 - val_loss: 0.1526 - val_mean_absolute_error: 0.1959\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0212 - mean_absolute_error: 0.0984 - val_loss: 0.1904 - val_mean_absolute_error: 0.2411\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 224ms/step - loss: 0.0283 - mean_absolute_error: 0.1183 - val_loss: 0.1607 - val_mean_absolute_error: 0.1875\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 222ms/step - loss: 0.0171 - mean_absolute_error: 0.0838 - val_loss: 0.1614 - val_mean_absolute_error: 0.2235\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 225ms/step - loss: 0.0204 - mean_absolute_error: 0.1015 - val_loss: 0.1228 - val_mean_absolute_error: 0.1864\n",
      "2/2 [==============================] - 0s 120ms/step - loss: 0.1228 - mean_absolute_error: 0.1864\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 182ms/step - loss: 0.6636 - mean_absolute_error: 0.6560 - val_loss: 0.3983 - val_mean_absolute_error: 0.4752\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.3288 - mean_absolute_error: 0.4529 - val_loss: 0.3850 - val_mean_absolute_error: 0.5038\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.2265 - mean_absolute_error: 0.3771 - val_loss: 0.2180 - val_mean_absolute_error: 0.3500\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.1480 - mean_absolute_error: 0.2939 - val_loss: 0.1609 - val_mean_absolute_error: 0.2978\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.1104 - mean_absolute_error: 0.2472 - val_loss: 0.1443 - val_mean_absolute_error: 0.2824\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0737 - mean_absolute_error: 0.2035 - val_loss: 0.1350 - val_mean_absolute_error: 0.2596\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0524 - mean_absolute_error: 0.1661 - val_loss: 0.1378 - val_mean_absolute_error: 0.2410\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0337 - mean_absolute_error: 0.1328 - val_loss: 0.1330 - val_mean_absolute_error: 0.2247\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0236 - mean_absolute_error: 0.1095 - val_loss: 0.1159 - val_mean_absolute_error: 0.2038\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0174 - mean_absolute_error: 0.0942 - val_loss: 0.1087 - val_mean_absolute_error: 0.2023\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0134 - mean_absolute_error: 0.0814 - val_loss: 0.1100 - val_mean_absolute_error: 0.2128\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0157 - mean_absolute_error: 0.0851 - val_loss: 0.1071 - val_mean_absolute_error: 0.2059\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 143ms/step - loss: 0.0194 - mean_absolute_error: 0.0968 - val_loss: 0.1282 - val_mean_absolute_error: 0.2120\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0210 - mean_absolute_error: 0.0991 - val_loss: 0.2121 - val_mean_absolute_error: 0.3082\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 141ms/step - loss: 0.0468 - mean_absolute_error: 0.1536 - val_loss: 0.1266 - val_mean_absolute_error: 0.2083\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 142ms/step - loss: 0.0284 - mean_absolute_error: 0.1186 - val_loss: 0.1358 - val_mean_absolute_error: 0.2625\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 133ms/step - loss: 0.0408 - mean_absolute_error: 0.1492 - val_loss: 0.1382 - val_mean_absolute_error: 0.2274\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0205 - mean_absolute_error: 0.1035 - val_loss: 0.1410 - val_mean_absolute_error: 0.2310\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 135ms/step - loss: 0.0185 - mean_absolute_error: 0.0975 - val_loss: 0.1171 - val_mean_absolute_error: 0.2297\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0158 - mean_absolute_error: 0.0920 - val_loss: 0.1085 - val_mean_absolute_error: 0.1844\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 136ms/step - loss: 0.0108 - mean_absolute_error: 0.0771 - val_loss: 0.1385 - val_mean_absolute_error: 0.2337\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0148 - mean_absolute_error: 0.0903 - val_loss: 0.1128 - val_mean_absolute_error: 0.2022\n",
      "2/2 [==============================] - 0s 71ms/step - loss: 0.1128 - mean_absolute_error: 0.2022\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 132ms/step - loss: 0.9258 - mean_absolute_error: 0.7732 - val_loss: 0.8050 - val_mean_absolute_error: 0.7236\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.5891 - mean_absolute_error: 0.6340 - val_loss: 0.6278 - val_mean_absolute_error: 0.6727\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.5019 - mean_absolute_error: 0.5877 - val_loss: 0.5327 - val_mean_absolute_error: 0.6108\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4444 - mean_absolute_error: 0.5492 - val_loss: 0.4719 - val_mean_absolute_error: 0.5778\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.4244 - mean_absolute_error: 0.5308 - val_loss: 0.4985 - val_mean_absolute_error: 0.5803\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.4069 - mean_absolute_error: 0.5182 - val_loss: 0.4864 - val_mean_absolute_error: 0.5595\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3549 - mean_absolute_error: 0.4705 - val_loss: 0.4326 - val_mean_absolute_error: 0.5245\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.3197 - mean_absolute_error: 0.4407 - val_loss: 0.4003 - val_mean_absolute_error: 0.5059\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.2709 - mean_absolute_error: 0.4042 - val_loss: 0.4220 - val_mean_absolute_error: 0.4932\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3043 - mean_absolute_error: 0.4183 - val_loss: 0.4310 - val_mean_absolute_error: 0.5011\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2673 - mean_absolute_error: 0.3889 - val_loss: 0.3838 - val_mean_absolute_error: 0.4801\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 95ms/step - loss: 0.2506 - mean_absolute_error: 0.3716 - val_loss: 0.3893 - val_mean_absolute_error: 0.4938\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 94ms/step - loss: 0.3119 - mean_absolute_error: 0.4185 - val_loss: 0.5430 - val_mean_absolute_error: 0.5469\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3251 - mean_absolute_error: 0.4326 - val_loss: 0.5026 - val_mean_absolute_error: 0.5670\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.3189 - mean_absolute_error: 0.4446 - val_loss: 0.4189 - val_mean_absolute_error: 0.5134\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.2628 - mean_absolute_error: 0.3972 - val_loss: 0.3745 - val_mean_absolute_error: 0.4613\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.2062 - mean_absolute_error: 0.3293 - val_loss: 0.3095 - val_mean_absolute_error: 0.4222\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 93ms/step - loss: 0.1813 - mean_absolute_error: 0.3077 - val_loss: 0.3058 - val_mean_absolute_error: 0.4124\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1623 - mean_absolute_error: 0.2863 - val_loss: 0.2873 - val_mean_absolute_error: 0.3937\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.1290 - mean_absolute_error: 0.2580 - val_loss: 0.2731 - val_mean_absolute_error: 0.3801\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1131 - mean_absolute_error: 0.2402 - val_loss: 0.2517 - val_mean_absolute_error: 0.3415\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.1700 - mean_absolute_error: 0.2848 - val_loss: 0.3569 - val_mean_absolute_error: 0.4613\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.1929 - mean_absolute_error: 0.3185 - val_loss: 0.3310 - val_mean_absolute_error: 0.4213\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1559 - mean_absolute_error: 0.2778 - val_loss: 0.3172 - val_mean_absolute_error: 0.4152\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1552 - mean_absolute_error: 0.2737 - val_loss: 0.3077 - val_mean_absolute_error: 0.4046\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.1558 - mean_absolute_error: 0.2730 - val_loss: 0.2799 - val_mean_absolute_error: 0.3827\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1483 - mean_absolute_error: 0.2665 - val_loss: 0.2546 - val_mean_absolute_error: 0.3687\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.1062 - mean_absolute_error: 0.2272 - val_loss: 0.3078 - val_mean_absolute_error: 0.4161\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.1081 - mean_absolute_error: 0.2323 - val_loss: 0.2870 - val_mean_absolute_error: 0.4071\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.1097 - mean_absolute_error: 0.2362 - val_loss: 0.2468 - val_mean_absolute_error: 0.3668\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.0930 - mean_absolute_error: 0.2184 - val_loss: 0.2148 - val_mean_absolute_error: 0.3293\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 104ms/step - loss: 0.0697 - mean_absolute_error: 0.1863 - val_loss: 0.1905 - val_mean_absolute_error: 0.3031\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 103ms/step - loss: 0.0586 - mean_absolute_error: 0.1671 - val_loss: 0.2223 - val_mean_absolute_error: 0.3021\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 102ms/step - loss: 0.0626 - mean_absolute_error: 0.1687 - val_loss: 0.2320 - val_mean_absolute_error: 0.3039\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0736 - mean_absolute_error: 0.1777 - val_loss: 0.2802 - val_mean_absolute_error: 0.3791\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1191 - mean_absolute_error: 0.2359 - val_loss: 0.3680 - val_mean_absolute_error: 0.4475\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.1857 - mean_absolute_error: 0.3073 - val_loss: 0.2449 - val_mean_absolute_error: 0.3575\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.1528 - mean_absolute_error: 0.2859 - val_loss: 0.2825 - val_mean_absolute_error: 0.3834\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0991 - mean_absolute_error: 0.2301 - val_loss: 0.3026 - val_mean_absolute_error: 0.4103\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0837 - mean_absolute_error: 0.2151 - val_loss: 0.2358 - val_mean_absolute_error: 0.3384\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0540 - mean_absolute_error: 0.1688 - val_loss: 0.2051 - val_mean_absolute_error: 0.2989\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0379 - mean_absolute_error: 0.1383 - val_loss: 0.1826 - val_mean_absolute_error: 0.2668\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0370 - mean_absolute_error: 0.1318 - val_loss: 0.2001 - val_mean_absolute_error: 0.2975\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0484 - mean_absolute_error: 0.1482 - val_loss: 0.2379 - val_mean_absolute_error: 0.3541\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.0758 - mean_absolute_error: 0.1883 - val_loss: 0.2372 - val_mean_absolute_error: 0.3446\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 98ms/step - loss: 0.1006 - mean_absolute_error: 0.2232 - val_loss: 0.2002 - val_mean_absolute_error: 0.3014\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 99ms/step - loss: 0.0757 - mean_absolute_error: 0.1959 - val_loss: 0.3166 - val_mean_absolute_error: 0.4018\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0756 - mean_absolute_error: 0.1911 - val_loss: 0.2775 - val_mean_absolute_error: 0.3767\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0741 - mean_absolute_error: 0.2042 - val_loss: 0.2164 - val_mean_absolute_error: 0.2954\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0389 - mean_absolute_error: 0.1441 - val_loss: 0.1988 - val_mean_absolute_error: 0.2848\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 97ms/step - loss: 0.0315 - mean_absolute_error: 0.1221 - val_loss: 0.1985 - val_mean_absolute_error: 0.2989\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 96ms/step - loss: 0.0385 - mean_absolute_error: 0.1340 - val_loss: 0.1959 - val_mean_absolute_error: 0.2860\n",
      "2/2 [==============================] - 0s 44ms/step - loss: 0.1959 - mean_absolute_error: 0.2860\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2308\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 271ms/step - loss: 0.8765 - mean_absolute_error: 0.7435 - val_loss: 0.6591 - val_mean_absolute_error: 0.6386\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 2s 228ms/step - loss: 0.4515 - mean_absolute_error: 0.5156 - val_loss: 0.5554 - val_mean_absolute_error: 0.5992\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.3149 - mean_absolute_error: 0.4319 - val_loss: 0.4542 - val_mean_absolute_error: 0.5026\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.2417 - mean_absolute_error: 0.3659 - val_loss: 0.3849 - val_mean_absolute_error: 0.4658\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 211ms/step - loss: 0.1727 - mean_absolute_error: 0.3044 - val_loss: 0.3256 - val_mean_absolute_error: 0.4078\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 210ms/step - loss: 0.1249 - mean_absolute_error: 0.2543 - val_loss: 0.2853 - val_mean_absolute_error: 0.3626\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0997 - mean_absolute_error: 0.2227 - val_loss: 0.2448 - val_mean_absolute_error: 0.3438\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 216ms/step - loss: 0.0734 - mean_absolute_error: 0.1886 - val_loss: 0.2179 - val_mean_absolute_error: 0.3170\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0546 - mean_absolute_error: 0.1660 - val_loss: 0.2008 - val_mean_absolute_error: 0.2971\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0432 - mean_absolute_error: 0.1451 - val_loss: 0.1896 - val_mean_absolute_error: 0.2801\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 207ms/step - loss: 0.0344 - mean_absolute_error: 0.1323 - val_loss: 0.1850 - val_mean_absolute_error: 0.2768\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0262 - mean_absolute_error: 0.1159 - val_loss: 0.1753 - val_mean_absolute_error: 0.2467\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0172 - mean_absolute_error: 0.0930 - val_loss: 0.1714 - val_mean_absolute_error: 0.2336\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0120 - mean_absolute_error: 0.0749 - val_loss: 0.1684 - val_mean_absolute_error: 0.2272\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0088 - mean_absolute_error: 0.0619 - val_loss: 0.1647 - val_mean_absolute_error: 0.2243\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 208ms/step - loss: 0.0080 - mean_absolute_error: 0.0598 - val_loss: 0.1666 - val_mean_absolute_error: 0.2277\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 215ms/step - loss: 0.0097 - mean_absolute_error: 0.0605 - val_loss: 0.1781 - val_mean_absolute_error: 0.2323\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 212ms/step - loss: 0.0163 - mean_absolute_error: 0.0811 - val_loss: 0.1765 - val_mean_absolute_error: 0.2299\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 213ms/step - loss: 0.0274 - mean_absolute_error: 0.1070 - val_loss: 0.1918 - val_mean_absolute_error: 0.2528\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 209ms/step - loss: 0.0392 - mean_absolute_error: 0.1339 - val_loss: 0.2694 - val_mean_absolute_error: 0.3559\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0590 - mean_absolute_error: 0.1749 - val_loss: 0.1771 - val_mean_absolute_error: 0.2429\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 210ms/step - loss: 0.0584 - mean_absolute_error: 0.1741 - val_loss: 0.2291 - val_mean_absolute_error: 0.3217\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 206ms/step - loss: 0.0711 - mean_absolute_error: 0.1902 - val_loss: 0.1825 - val_mean_absolute_error: 0.2773\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 205ms/step - loss: 0.0319 - mean_absolute_error: 0.1274 - val_loss: 0.2044 - val_mean_absolute_error: 0.2734\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 207ms/step - loss: 0.0274 - mean_absolute_error: 0.1236 - val_loss: 0.1791 - val_mean_absolute_error: 0.2712\n",
      "2/2 [==============================] - 0s 115ms/step - loss: 0.1791 - mean_absolute_error: 0.2712\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "1600\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 200ms/step - loss: 0.9968 - mean_absolute_error: 0.8018 - val_loss: 0.6937 - val_mean_absolute_error: 0.6139\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.4742 - mean_absolute_error: 0.5330 - val_loss: 0.5495 - val_mean_absolute_error: 0.5722\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.3101 - mean_absolute_error: 0.4125 - val_loss: 0.4088 - val_mean_absolute_error: 0.4834\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.2341 - mean_absolute_error: 0.3468 - val_loss: 0.3122 - val_mean_absolute_error: 0.4175\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.1711 - mean_absolute_error: 0.3008 - val_loss: 0.2936 - val_mean_absolute_error: 0.3850\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.1327 - mean_absolute_error: 0.2575 - val_loss: 0.2433 - val_mean_absolute_error: 0.3416\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 160ms/step - loss: 0.1020 - mean_absolute_error: 0.2185 - val_loss: 0.2332 - val_mean_absolute_error: 0.3260\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0894 - mean_absolute_error: 0.2100 - val_loss: 0.2225 - val_mean_absolute_error: 0.3071\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.0847 - mean_absolute_error: 0.2049 - val_loss: 0.1921 - val_mean_absolute_error: 0.2871\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0646 - mean_absolute_error: 0.1814 - val_loss: 0.2293 - val_mean_absolute_error: 0.3176\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 157ms/step - loss: 0.0495 - mean_absolute_error: 0.1526 - val_loss: 0.2122 - val_mean_absolute_error: 0.2780\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0444 - mean_absolute_error: 0.1364 - val_loss: 0.2049 - val_mean_absolute_error: 0.2789\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0376 - mean_absolute_error: 0.1280 - val_loss: 0.1925 - val_mean_absolute_error: 0.2590\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0296 - mean_absolute_error: 0.1127 - val_loss: 0.2003 - val_mean_absolute_error: 0.2578\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0217 - mean_absolute_error: 0.0951 - val_loss: 0.1966 - val_mean_absolute_error: 0.2526\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0195 - mean_absolute_error: 0.0881 - val_loss: 0.1912 - val_mean_absolute_error: 0.2509\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0165 - mean_absolute_error: 0.0850 - val_loss: 0.1899 - val_mean_absolute_error: 0.2520\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0175 - mean_absolute_error: 0.0881 - val_loss: 0.1859 - val_mean_absolute_error: 0.2402\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0187 - mean_absolute_error: 0.0899 - val_loss: 0.2047 - val_mean_absolute_error: 0.2629\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0140 - mean_absolute_error: 0.0797 - val_loss: 0.1888 - val_mean_absolute_error: 0.2406\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0185 - mean_absolute_error: 0.0865 - val_loss: 0.1861 - val_mean_absolute_error: 0.2421\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 154ms/step - loss: 0.0143 - mean_absolute_error: 0.0863 - val_loss: 0.1806 - val_mean_absolute_error: 0.2354\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0132 - mean_absolute_error: 0.0807 - val_loss: 0.1970 - val_mean_absolute_error: 0.2452\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0091 - mean_absolute_error: 0.0675 - val_loss: 0.1768 - val_mean_absolute_error: 0.2270\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0094 - mean_absolute_error: 0.0670 - val_loss: 0.1849 - val_mean_absolute_error: 0.2359\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 153ms/step - loss: 0.0129 - mean_absolute_error: 0.0793 - val_loss: 0.1819 - val_mean_absolute_error: 0.2283\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0067 - mean_absolute_error: 0.0589 - val_loss: 0.1859 - val_mean_absolute_error: 0.2351\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 156ms/step - loss: 0.0089 - mean_absolute_error: 0.0651 - val_loss: 0.1771 - val_mean_absolute_error: 0.2257\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 152ms/step - loss: 0.0072 - mean_absolute_error: 0.0611 - val_loss: 0.1775 - val_mean_absolute_error: 0.2235\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 158ms/step - loss: 0.0098 - mean_absolute_error: 0.0692 - val_loss: 0.1894 - val_mean_absolute_error: 0.2333\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 155ms/step - loss: 0.0066 - mean_absolute_error: 0.0597 - val_loss: 0.1783 - val_mean_absolute_error: 0.2242\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0061 - mean_absolute_error: 0.0557 - val_loss: 0.1763 - val_mean_absolute_error: 0.2217\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0056 - mean_absolute_error: 0.0546 - val_loss: 0.1783 - val_mean_absolute_error: 0.2207\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 139ms/step - loss: 0.0046 - mean_absolute_error: 0.0491 - val_loss: 0.1784 - val_mean_absolute_error: 0.2121\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0039 - mean_absolute_error: 0.0467 - val_loss: 0.1714 - val_mean_absolute_error: 0.2114\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0024 - mean_absolute_error: 0.0345 - val_loss: 0.1726 - val_mean_absolute_error: 0.2052\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0027 - mean_absolute_error: 0.0367 - val_loss: 0.1756 - val_mean_absolute_error: 0.2086\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0017 - mean_absolute_error: 0.0294 - val_loss: 0.1729 - val_mean_absolute_error: 0.2035\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0019 - mean_absolute_error: 0.0311 - val_loss: 0.1714 - val_mean_absolute_error: 0.2034\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0015 - mean_absolute_error: 0.0277 - val_loss: 0.1717 - val_mean_absolute_error: 0.2030\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0022 - mean_absolute_error: 0.0337 - val_loss: 0.1749 - val_mean_absolute_error: 0.2045\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 142ms/step - loss: 0.0016 - mean_absolute_error: 0.0282 - val_loss: 0.1744 - val_mean_absolute_error: 0.2053\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 137ms/step - loss: 0.0024 - mean_absolute_error: 0.0353 - val_loss: 0.1718 - val_mean_absolute_error: 0.2033\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 138ms/step - loss: 0.0019 - mean_absolute_error: 0.0318 - val_loss: 0.1720 - val_mean_absolute_error: 0.2083\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 140ms/step - loss: 0.0034 - mean_absolute_error: 0.0426 - val_loss: 0.1754 - val_mean_absolute_error: 0.2054\n",
      "2/2 [==============================] - 0s 92ms/step - loss: 0.1754 - mean_absolute_error: 0.2054\n",
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "708\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 2s 129ms/step - loss: 0.9148 - mean_absolute_error: 0.7875 - val_loss: 0.7277 - val_mean_absolute_error: 0.6872\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.5986 - mean_absolute_error: 0.6368 - val_loss: 0.6213 - val_mean_absolute_error: 0.6364\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.5025 - mean_absolute_error: 0.5784 - val_loss: 0.5962 - val_mean_absolute_error: 0.6381\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.4944 - mean_absolute_error: 0.5533 - val_loss: 0.6759 - val_mean_absolute_error: 0.6789\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4636 - mean_absolute_error: 0.5492 - val_loss: 0.6008 - val_mean_absolute_error: 0.6068\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.4088 - mean_absolute_error: 0.4959 - val_loss: 0.5246 - val_mean_absolute_error: 0.5803\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.3581 - mean_absolute_error: 0.4635 - val_loss: 0.5109 - val_mean_absolute_error: 0.5655\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.3411 - mean_absolute_error: 0.4465 - val_loss: 0.5359 - val_mean_absolute_error: 0.5716\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.3303 - mean_absolute_error: 0.4378 - val_loss: 0.5435 - val_mean_absolute_error: 0.5742\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.3044 - mean_absolute_error: 0.4210 - val_loss: 0.4813 - val_mean_absolute_error: 0.5238\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.2785 - mean_absolute_error: 0.3924 - val_loss: 0.4755 - val_mean_absolute_error: 0.5270\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.2706 - mean_absolute_error: 0.3852 - val_loss: 0.4325 - val_mean_absolute_error: 0.5029\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.2750 - mean_absolute_error: 0.3976 - val_loss: 0.5849 - val_mean_absolute_error: 0.5802\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.2746 - mean_absolute_error: 0.3937 - val_loss: 0.4274 - val_mean_absolute_error: 0.5026\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.2651 - mean_absolute_error: 0.3755 - val_loss: 0.4714 - val_mean_absolute_error: 0.4984\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.3067 - mean_absolute_error: 0.4149 - val_loss: 0.4839 - val_mean_absolute_error: 0.5356\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.2635 - mean_absolute_error: 0.3791 - val_loss: 0.4765 - val_mean_absolute_error: 0.5001\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.2107 - mean_absolute_error: 0.3344 - val_loss: 0.4427 - val_mean_absolute_error: 0.4843\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1927 - mean_absolute_error: 0.3213 - val_loss: 0.4077 - val_mean_absolute_error: 0.4609\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1927 - mean_absolute_error: 0.3190 - val_loss: 0.4343 - val_mean_absolute_error: 0.4849\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.2082 - mean_absolute_error: 0.3343 - val_loss: 0.4934 - val_mean_absolute_error: 0.5091\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1916 - mean_absolute_error: 0.3105 - val_loss: 0.4310 - val_mean_absolute_error: 0.4807\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1839 - mean_absolute_error: 0.3006 - val_loss: 0.4416 - val_mean_absolute_error: 0.4973\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1659 - mean_absolute_error: 0.2886 - val_loss: 0.3777 - val_mean_absolute_error: 0.4362\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1441 - mean_absolute_error: 0.2647 - val_loss: 0.3327 - val_mean_absolute_error: 0.3958\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1302 - mean_absolute_error: 0.2559 - val_loss: 0.3424 - val_mean_absolute_error: 0.4108\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 92ms/step - loss: 0.1365 - mean_absolute_error: 0.2576 - val_loss: 0.4050 - val_mean_absolute_error: 0.4561\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1380 - mean_absolute_error: 0.2667 - val_loss: 0.3717 - val_mean_absolute_error: 0.4181\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1294 - mean_absolute_error: 0.2475 - val_loss: 0.3352 - val_mean_absolute_error: 0.3964\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 91ms/step - loss: 0.1022 - mean_absolute_error: 0.2257 - val_loss: 0.3910 - val_mean_absolute_error: 0.4159\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0932 - mean_absolute_error: 0.2212 - val_loss: 0.3843 - val_mean_absolute_error: 0.4171\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0750 - mean_absolute_error: 0.1960 - val_loss: 0.4328 - val_mean_absolute_error: 0.4324\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0865 - mean_absolute_error: 0.2107 - val_loss: 0.3543 - val_mean_absolute_error: 0.3850\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0723 - mean_absolute_error: 0.1875 - val_loss: 0.2981 - val_mean_absolute_error: 0.3517\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.1133 - mean_absolute_error: 0.2249 - val_loss: 0.4082 - val_mean_absolute_error: 0.4617\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1667 - mean_absolute_error: 0.3002 - val_loss: 0.4116 - val_mean_absolute_error: 0.4445\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.1183 - mean_absolute_error: 0.2473 - val_loss: 0.3458 - val_mean_absolute_error: 0.3977\n",
      "Epoch 38/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0957 - mean_absolute_error: 0.2178 - val_loss: 0.3065 - val_mean_absolute_error: 0.3517\n",
      "Epoch 39/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0615 - mean_absolute_error: 0.1715 - val_loss: 0.3281 - val_mean_absolute_error: 0.3601\n",
      "Epoch 40/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0548 - mean_absolute_error: 0.1631 - val_loss: 0.3122 - val_mean_absolute_error: 0.3436\n",
      "Epoch 41/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0435 - mean_absolute_error: 0.1429 - val_loss: 0.2926 - val_mean_absolute_error: 0.3152\n",
      "Epoch 42/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0400 - mean_absolute_error: 0.1358 - val_loss: 0.2924 - val_mean_absolute_error: 0.3103\n",
      "Epoch 43/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0396 - mean_absolute_error: 0.1339 - val_loss: 0.2708 - val_mean_absolute_error: 0.3019\n",
      "Epoch 44/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0425 - mean_absolute_error: 0.1388 - val_loss: 0.2693 - val_mean_absolute_error: 0.3074\n",
      "Epoch 45/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0496 - mean_absolute_error: 0.1483 - val_loss: 0.3071 - val_mean_absolute_error: 0.3712\n",
      "Epoch 46/1000\n",
      "7/7 [==============================] - 1s 89ms/step - loss: 0.0643 - mean_absolute_error: 0.1757 - val_loss: 0.3542 - val_mean_absolute_error: 0.4198\n",
      "Epoch 47/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0746 - mean_absolute_error: 0.1889 - val_loss: 0.3044 - val_mean_absolute_error: 0.3630\n",
      "Epoch 48/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0834 - mean_absolute_error: 0.1972 - val_loss: 0.2905 - val_mean_absolute_error: 0.3272\n",
      "Epoch 49/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0816 - mean_absolute_error: 0.1950 - val_loss: 0.3609 - val_mean_absolute_error: 0.3882\n",
      "Epoch 50/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0822 - mean_absolute_error: 0.2060 - val_loss: 0.3617 - val_mean_absolute_error: 0.3831\n",
      "Epoch 51/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0791 - mean_absolute_error: 0.2041 - val_loss: 0.3154 - val_mean_absolute_error: 0.3416\n",
      "Epoch 52/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0383 - mean_absolute_error: 0.1377 - val_loss: 0.2893 - val_mean_absolute_error: 0.3383\n",
      "Epoch 53/1000\n",
      "7/7 [==============================] - 1s 90ms/step - loss: 0.0497 - mean_absolute_error: 0.1587 - val_loss: 0.2797 - val_mean_absolute_error: 0.3126\n",
      "Epoch 54/1000\n",
      "7/7 [==============================] - 1s 88ms/step - loss: 0.0437 - mean_absolute_error: 0.1455 - val_loss: 0.2806 - val_mean_absolute_error: 0.3191\n",
      "2/2 [==============================] - 0s 36ms/step - loss: 0.2806 - mean_absolute_error: 0.3191\n"
     ]
    }
   ],
   "source": [
    "history = {}\n",
    "val_performance = {}\n",
    "performance = {}\n",
    "\n",
    "seeds = list(np.arange(1,26,1))\n",
    "input_columns = [list(np.arange(0, 2308, 1)), list(np.arange(0, 1600, 1)), list(np.arange(1600, 2308, 1))]\n",
    "location = ['Whole Cable', 'Ablation Zone', 'Accumulation Zone']\n",
    "\n",
    "for SEED in seeds:\n",
    "    \n",
    "    for ic, loc in zip(input_columns, location):\n",
    "        \n",
    "\n",
    "        file = \"/data/fast0/datasets/Rhone_data_continuous_highpass.h5\"\n",
    "\n",
    "        filt = 'Highpass'\n",
    "\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",
    "        linear_model, lstm_model, dnn_model, df_all_chan, das_data_all, f  = d2d.import_data(filename = file, input_columns = ic)\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=ic,\n",
    "                                                        shuffle=True,\n",
    "                                                        batch_size=bs)\n",
    "\n",
    "        history['lstm '+loc+' '+str(SEED)] = d2d.compile_and_fit(lstm_model, multi_step_window_shuffled, learning_rate = 0.001)\n",
    "\n",
    "        val_performance['lstm '+loc+' '+str(SEED)] = lstm_model.evaluate(multi_step_window_shuffled.val)\n",
    "        performance['lstm '+loc+' '+str(SEED)] = lstm_model.evaluate(multi_step_window_shuffled.test, verbose=0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e901a14b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_values([[0.22602024674415588, 0.298757940530777], [0.17214830219745636, 0.31349366903305054], [0.2644481360912323, 0.3260226547718048], [0.14883141219615936, 0.19582028687000275], [0.1607988029718399, 0.16853143274784088], [0.35453468561172485, 0.43875667452812195], [0.10190623998641968, 0.15368244051933289], [0.0719917044043541, 0.11282407492399216], [0.14927750825881958, 0.2947172224521637], [0.28258219361305237, 0.20685142278671265], [0.2694530189037323, 0.1888817995786667], [0.3611506223678589, 0.2880065143108368], [0.12709897756576538, 0.16583122313022614], [0.06609167158603668, 0.12225406616926193], [0.2502056360244751, 0.24244628846645355], [0.06916730105876923, 0.14124828577041626], [0.042682819068431854, 0.1140110045671463], [0.1603085845708847, 0.2770901918411255], [0.09967173635959625, 0.1521178036928177], [0.13267812132835388, 0.15789391100406647], [0.1269686073064804, 0.25163733959198], [0.10272502899169922, 0.19522625207901], [0.25468939542770386, 0.22811676561832428], [0.3920052647590637, 0.4386732578277588], [0.05153553560376167, 0.12175381928682327], [0.09908361732959747, 0.16956399381160736], [0.09985536336898804, 0.22555425763130188], [0.08005443215370178, 0.11818209290504456], [0.10626047849655151, 0.14924883842468262], [0.13010618090629578, 0.22210834920406342], [0.0376226045191288, 0.12582653760910034], [0.03613671287894249, 0.11945895105600357], [0.28307241201400757, 0.34381353855133057], [0.19769123196601868, 0.20020437240600586], [0.1565365493297577, 0.19374927878379822], [0.27656200528144836, 0.33388981223106384], [0.1473587453365326, 0.14615529775619507], [0.038578204810619354, 0.10970527678728104], [0.3022558391094208, 0.4067949950695038], [0.1037457212805748, 0.18039660155773163], [0.09141072630882263, 0.1725016087293625], [0.1371707022190094, 0.21693237125873566], [0.1075606644153595, 0.18137633800506592], [0.1491740196943283, 0.23531660437583923], [0.17175449430942535, 0.3208707571029663], [0.11016978323459625, 0.18383388221263885], [0.13437741994857788, 0.1639283001422882], [0.09152862429618835, 0.24367079138755798], [0.14024239778518677, 0.24378716945648193], [0.3174145221710205, 0.34137988090515137], [0.44264015555381775, 0.5003593564033508], [0.05003330111503601, 0.12265998125076294], [0.05067533999681473, 0.15963229537010193], [0.3142350912094116, 0.42379486560821533], [0.3387393653392792, 0.27147337794303894], [0.28066837787628174, 0.3101942241191864], [0.19920797646045685, 0.3149712085723877], [0.20399822294712067, 0.26246145367622375], [0.08519396185874939, 0.19215881824493408], [0.3904411196708679, 0.45073753595352173], [0.1134510412812233, 0.16706642508506775], [0.030853623524308205, 0.08411309868097305], [0.15543769299983978, 0.2507276237010956], [0.057361699640750885, 0.11722881346940994], [0.06111622974276543, 0.11153668165206909], [0.0711633712053299, 0.16669827699661255], [0.12958644330501556, 0.2261257916688919], [0.21022756397724152, 0.24469947814941406], [0.24947786331176758, 0.36115866899490356], [0.1556468904018402, 0.24125570058822632], [0.17814593017101288, 0.24091629683971405], [0.16892953217029572, 0.28549113869667053], [0.03817112743854523, 0.14035965502262115], [0.0088430754840374, 0.06444426625967026], [0.2459443211555481, 0.28781166672706604]])\n"
     ]
    }
   ],
   "source": [
    "print(performance.values())\n",
    "mae_all = []\n",
    "for i in performance.values():\n",
    "    mae_all.append(i[-1])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e65d619d",
   "metadata": {},
   "outputs": [],
   "source": [
    "whole_cable = mae_all[0::3]\n",
    "ablation_zone = mae_all[1::3]\n",
    "accumulation_zone = mae_all[2::3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8fa29127",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "144151ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f41d036a160>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7,7))\n",
    "fig.patch.set_facecolor('white')\n",
    "\n",
    "ax.hist(whole_cable, label='Whole Cable Length', lw=2, alpha = 0.7)\n",
    "ax.hist(ablation_zone, label='Ablation Zone', lw=2, alpha = 0.7)\n",
    "ax.hist(accumulation_zone, label='Accumulation Zone', lw=2, alpha = 0.7)\n",
    "ax.set_ylabel('Frequency')\n",
    "ax.set_xlabel('Mean Absolute Error')\n",
    "ax.set_title('LSTM Performance')\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2b10224",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "79da4fb9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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