{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e3a38be9-4747-425e-a7fc-73d2cf406e2e",
   "metadata": {},
   "source": [
    "# EMU Plotting and Analysis Tool Example: Sampling Tool"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bde5655a-562b-4d93-b711-5d6a7113117c",
   "metadata": {},
   "source": [
    "## Load Modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "27aef7d8-a995-45eb-82ce-19cba00bc12e",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Load modules\n",
    "import runpy\n",
    "# The following are needed to load the plotting tool as a module\n",
    "import sys\n",
    "sys.path.append('/efs_ecco/ECCO/EMU/emu_userinterface_dir/')\n",
    "import emu_plot_arg_py as ept"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d2e9892-f68e-4555-a72f-d3de9d2dbc70",
   "metadata": {},
   "source": [
    "## Invoking the Tool\n",
    "Invoking the tool is the same across all EMU tools. The tool determines what to plot based on the user-specified EMU run directory name. For example, 'emu_samp...' corresponds to the Sampling Tool, while 'emu_fgrd...' corresponds to the Forward Gradient Tool.\n",
    "\n",
    "There are two method to use the tool:\n",
    "- **Method 1: Menu-driven Input**\n",
    "  \n",
    "`runpy.run_path('/efs_ecco/ECCO/EMU/emu_userinterface_dir/python/emu_plot.py');`\n",
    "\n",
    "or `globals_dict = ept.emu_plot()` by using the ept module.\n",
    "\n",
    "This method is menu-driven and does not specify any arguments. This method is most suitable for users who are new to the EMU tool. The menu-driven method guides users through entering parameters and creating plots. \n",
    "\n",
    "- **Method 2: Argument-based Input**\n",
    "\n",
    "`globals_dict = ept.emu_plot(run_name=\"/PATH/emu_fgrd_7_15_743_5_-1.00E-01\")`\n",
    "\n",
    "This method uses the ept moudle and skips the step of creating plots in Method 1. Instead, it focuses on returning data for users to perform more advanced processing later. The arguments provide more flexible ways for users to extract data.\n",
    "\n",
    "For further details, including the available arguments, you can use \n",
    "\n",
    "`help(ept.emu_plot)`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5723a99c-c618-4e25-8b74-5d986685b42c",
   "metadata": {},
   "source": [
    "### Method 1: Menu-driven Input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "aa9adda8-cf5f-4741-940f-717073db73f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found file: /efs_ecco/ECCO/EMU/emu_userinterface_dir/emu_env.singularity\n",
      "EMU Input Files directory: /efs/owang/ECCO/EMU_test/emu_input_dir\n",
      "\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter directory of EMU run to examine; e.g., emu_samp_m_2_45_585_1 ... ?  /efs_ecco/owang/ECCO/EMU/tryout/emu_samp_m_2_45_585_1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Reading /efs_ecco/owang/ECCO/EMU/tryout/emu_samp_m_2_45_585_1\n",
      "\n",
      "Reading Sampling Tool output ... \n",
      "\n",
      "*********************************************\n",
      "Read variables\n",
      "   smp: temporal anomaly of sampled variable\n",
      "   smp_mn: reference time-mean of sampled variable\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_samp_m_2_45_585_1/output/samp.out_312\n",
      "\n",
      "*********************************************\n",
      "Read variable\n",
      "   smp_hr: sample time (hours from 1/1/1992 12Z)\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_samp_m_2_45_585_1/output/samp.step_312\n",
      "\n",
      "Plotting sampled time-series ... \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "***********************\n",
      "EMU variables read as global variables in module global_emu_var (emu); e.g., emu.nx\n",
      "***********************\n",
      "cs                  drc                 drf                 dvol3d              \n",
      "dxc                 dxg                 dyc                 dyg                 \n",
      "hfacc               hfacs               hfacw               nr                  \n",
      "nx                  ny                  rac                 ras                 \n",
      "raw                 raz                 rc                  rf                  \n",
      "smp                 smp_hr              smp_mn              sn                  \n",
      "xc                  xg                  yc                  yg                  \n"
     ]
    }
   ],
   "source": [
    "runpy.run_path('/efs_ecco/ECCO/EMU/emu_userinterface_dir/python/emu_plot.py');\n",
    "# The following that uses a module go through the same menu-driven process s using runpy above, but \n",
    "# globals_dict is a dictionary, containing 'return_vars' and 'emu'.\n",
    "# return_vars' contains the data used to make the plot.\n",
    "# emu contains more variables that were used in ept.\n",
    "# globals_dict = ept.emu_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dc7ca28-daf2-4b59-a46e-a129fbf238ca",
   "metadata": {},
   "source": [
    "### Method 2: Argument-based Input"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4497b852-f6ec-42e1-a401-dbb3c930a75e",
   "metadata": {},
   "source": [
    "***To get help information, including the available arguments, uncomment `help(ept.emu_plot)`.***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cd317c61-36f3-4f03-995c-dcf8b15410d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# help(ept.emu_plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "28edc063-d7b2-40a3-84cf-2d3f0a403a87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found file: /efs_ecco/ECCO/EMU/emu_userinterface_dir/emu_env.singularity\n",
      "EMU Input Files directory: /efs/owang/ECCO/EMU_test/emu_input_dir\n",
      "\n",
      "Specified directory of EMU run to examine: /efs_ecco/owang/ECCO/EMU/tryout/emu_samp_m_2_45_585_1\n",
      "\n",
      "Reading /efs_ecco/owang/ECCO/EMU/tryout/emu_samp_m_2_45_585_1\n",
      "\n",
      "Reading Sampling Tool output ... \n",
      "\n",
      "*********************************************\n",
      "Read variables\n",
      "   smp: temporal anomaly of sampled variable\n",
      "   smp_mn: reference time-mean of sampled variable\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_samp_m_2_45_585_1/output/samp.out_312\n",
      "\n",
      "*********************************************\n",
      "Read variable\n",
      "   smp_hr: sample time (hours from 1/1/1992 12Z)\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_samp_m_2_45_585_1/output/samp.step_312\n",
      "\n",
      "Plotting sampled time-series ... \n",
      "\n",
      "***********************\n",
      "EMU variables read as global variables in module global_emu_var (emu); e.g., emu.nx\n",
      "***********************\n",
      "cs                  drc                 drf                 dvol3d              \n",
      "dxc                 dxg                 dyc                 dyg                 \n",
      "hfacc               hfacs               hfacw               nr                  \n",
      "nx                  ny                  rac                 ras                 \n",
      "raw                 raz                 rc                  rf                  \n",
      "smp                 smp_hr              smp_mn              sn                  \n",
      "xc                  xg                  yc                  yg                  \n"
     ]
    }
   ],
   "source": [
    "# globals_dict is a dictionary, containing 'return_vars' and 'emu'.\n",
    "# return_vars' contains the data used to make the plot.\n",
    "# emu contains more variables that were used in ept.\n",
    "\n",
    "# Sampling Tool\n",
    "globals_dict = ept.emu_plot(run_name=\"/efs_ecco/owang/ECCO/EMU/tryout/emu_samp_m_2_45_585_1\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b15be927-ee10-4785-9cbb-9c5dae23cd96",
   "metadata": {},
   "source": [
    "#### Example of Extracting Return Variables and Generating Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6c32b55-e4c5-4824-b9f9-f6e8b9173f47",
   "metadata": {},
   "source": [
    "***Extract return variables***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f50b6f60-a327-4424-b716-42f8bd447e57",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Return variables used to make the plot\n",
    "return_vars_dict = globals_dict.get('return_vars')\n",
    "#  More variables used by ept\n",
    "# emu = globals_dict.get('return_vars')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4b7a6a86-531f-46f8-8bfc-6dc06990a3dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['time_values', 'variable', 'samp_path'])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the keys in the dictionary\n",
    "return_vars_dict.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ad6e3df0-1ffc-48fd-a909-f19fa4f337b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract Return Variables and Reproudce plot by Method 1\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "samp_t = return_vars_dict['time_values']\n",
    "samp_v = return_vars_dict['variable']\n",
    "frun_file = return_vars_dict['samp_path']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "902e6a38-2ff3-44e1-98bc-2a0ac893d336",
   "metadata": {},
   "source": [
    "***Reproduce plots geneated by Method 1***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d65fe95b-4f89-4680-8eab-f8defe51252e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmin = int(np.floor(np.min(samp_t))) - 1\n",
    "tmax = int(np.ceil(np.max(samp_t))) + 1\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(samp_t, samp_v, label='smp + smp_mn')\n",
    "plt.title(frun_file)\n",
    "plt.xlabel('smp_hr')\n",
    "plt.ylabel('smp + smp_mn')\n",
    "plt.xlim(tmin, tmax)\n",
    "plt.autoscale(axis='y')\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "\n",
    "plt.ion()  # Enable interactive mode\n",
    "plt.show(block=False)  # Show the plot without blocking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fc7a3847-e177-43ab-b607-323f3a427d81",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
