{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e3a38be9-4747-425e-a7fc-73d2cf406e2e",
   "metadata": {},
   "source": [
    "# EMU Plotting and Analysis Tool Example: Adjoint 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 module 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_adj_6_6_2_45_585_1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Reading /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1\n",
      "\n",
      "Reading Adjoint Tool output ... \n",
      "\n",
      "Choose control to plot ... \n",
      "1) empmr\n",
      "2) pload\n",
      "3) qnet\n",
      "4) qsw\n",
      "5) saltflux\n",
      "6) spflx\n",
      "7) tauu\n",
      "8) tauv\n",
      "\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter control # to plot ... (1-8)?  7\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting control ... tauu\n",
      "Found file: adxx_tauu.0000000129.data\n",
      "\n",
      "*********************************************\n",
      "Read adjoint gradient for tauu\n",
      "   adxx: adjoint gradient as a function of space and lag\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1/output/adxx_tauu.0000000129.data\n",
      " \n",
      "Zero lag at (week/record) = 27\n",
      "Max  lag at (week/record) = 3\n",
      "\n",
      "*********************************************\n",
      "Plotting maps of adxx at select lags ...\n",
      "\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter lag (# of weeks) to plot ... (0-24 or -1 to exit)?  3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter lag (# of weeks) to plot ... (0-24 or -1 to exit)?  -1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lag outside range. Breaking out of plotting image.\n",
      "\n",
      "*********************************************\n",
      "Plotting time-series of adxx at select locations ...\n",
      "\n",
      "Press 1 to continue or 2 to exit ... (1/2)?\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      " 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Choose horizontal location ... \n",
      "Enter 1 to select native grid location (i,j),\n",
      "or 9 to select by longitude/latitude ... (1 or 9)?\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      " 9\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter location's lon/lat (x,y) ...\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "longitude ... (E)?  3\n",
      "latitude ... (N)?  65\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "...... Chosen point is (i,j) = 42,255\n",
      "C-grid is (long E, lat N) = 3.3288354873657227, 64.87771606445312\n"
     ]
    },
    {
     "data": {
      "image/png": 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4YpNqbsq0vfLyclNWVma6d+9eY+3ZK6+8YiSZ7du31zh/0aJFRpJZtGiR61h9r6+Nmb7onB63dOnSWp+77rrravy8JkyYYHr27Fnn/QQHB7umvu3Zs8dIqvN11zl98/vvvzfGVE2Pk2QyMjJqnTtx4kTTo0cP17+7d+9uTj755FrnpaenG0mu6YTOa+Ctt96qde4///lPI8mkp6cbY6qmHIaEhNT5NfXo0aPWdEKnhqbt1aW+18RJkyaZ2NhYk5+fX+P4cccdV+Nrqs+IESNMWlqaKS4udh3Ly8sz8fHxDU7bq+95ZUzjp+057+PBBx80CQkJjZ4ODLhvToUX+eabb/T444/rxx9/VEZGhj744ANNmjSpRR9zz549+vOf/6xPP/1UxcXF6tGjh1566SUNGTKkRR8XVX8ptdlsSkxMbPXHXrhwoSIiInT++efXOH7FFVfoz3/+sxYsWKAJEya4jo8bN05RUVGufycnJyspKUk7d+5s1uPPmDFDM2fO1Pr162tME+zVq1eT7icpKUnZ2dkqLy93/dX0+eefV35+/hFv25jv+w033KCBAwfq2muvbVJdn376qW6++Wadf/75uvXWW5t02/rs2LFDZ5xxhtq3b68XX3yxxudSU1M1c+bMGscuuOACjRgxQvfcc4+uuOIK1/fn0ksvrXHeuHHjNG7cOI0aNUrTpk3TU0895ZZ63eXpp59WTk6OMjIyNGvWLE2ZMkWvvfaa/vCHPzTq9nPmzFFhYaF27dqlGTNm6NRTT9VHH33ktq5xzhHMKVOm6LHHHpNU9T1NSUnRpEmTNHv2bF1zzTWSpHvuuUd2u1333Xdfkx9n4MCBOv744/X444+rZ8+emjBhgtavX68bbrhBgYGBjZr69PPPP+v+++/XkiVLak0l3bRpk0aMGKGlS5eqpKREF198cY3Pjx49usZUMadu3brphRde0JQpU/TZZ5/puOOOq3PK8bHHHquHH35Yf/7znxUSEqJLLrlEV199ddO+CQ0oLy/XtGnTNGvWLG3ZsqXGlKkNGza47XGaqr6pnL8/3tCUz5Y4tzUevyn32RwNvSbecsst+t///qfLLrtMTzzxhCIiIvTMM8+4um029HwpLCzUypUrddNNN9XoQhoVFaUzzzxTr732Wo3zG/O8OpKFCxfqn//8p1auXKm8vLwan8vOzlZycvIR7wPwy2l7hYWFGjhwYLOmBzXHwYMHdeyxx8put+vTTz/V+vXr9a9//UuxsbGt8vj+rri4WHa7vUlTd9xl//79SklJqfULLCkpSUFBQdq/f3+N4wkJCbXuIyQkRMXFxU1+7CeffFI33nijRowYoTlz5mjZsmVauXKlTjnllCbfX2hoqIwxNdrUduvWTYMGDTriR4cOHRq87/fff1+fffaZpk2bptzcXOXk5LimJpWVlSknJ6fWWhFJ+vzzz3XuuedqwoQJevPNN93yJmHnzp0aN26cgoKCtGDBAsXHxx/xNna7XVOmTNH+/fu1efPmBs8dPny4evTooWXLlh11re7WvXt3DRs2TGeddZbeffddjR8/XjfffHOjp1327dtXw4cP1/nnn6/PPvtMHTt21B//+Ee31ed8bpx88sk1jp988smy2WyuFtIrVqzQ9OnTNW3aNJWUlLiuJ+e0xJycnFrrDX/vvffe07HHHqvJkycrLi5O48aN07nnnqtBgwbVWNtRl127dum4447Tnj179NRTT+nbb7/VypUr9eyzz0qS67nnfO7/fgpZfcck6fTTT1dycrJKSkp055131vuadvHFFys4OFilpaX605/+1GC9TXXnnXfq73//uyZNmqSPP/5Yy5cv18qVKzVw4MBmvU4dLed18fvXUqlq6vLhz+GEhIQ6zyssLFRZWZnr3Li4ONlstnrvU5LrXHc8flPv02azud4/JCQkqKSkREVFRUd8/OY40mvi+PHj9corr+ibb75R165dlZKSorlz57qmwTX0fDl48KAqKysb9Rxo7POqIStWrNDEiRMlSS+88IKWLFmilStX6q9//Wuj7wOQ/DQ8nXrqqXrooYfqXHMiVb1hu/vuu9W2bVtFRERoxIgRR7XfxWOPPab27dvrlVde0fDhw9WpUyeNHz9eXbt2bfZ9ovESExNVVlbWqnsVOSUkJCgrK6vWYlTnKE5LjobNmjVLY8eO1XPPPafTTz9dI0aM0NChQxs1WvR7Bw4cUEhIiCIjI13Hxo8fL7vdfsSPq666qsH7Xrt2rcrLyzVy5EjFxcW5PqSqX3BxcXG11lt9/vnnmjRpkk444QTNmTNHwcHBTf6afm/nzp0aO3asjDFatGiR2rVr1+jbOn++jRmVMMY0euG2lYYPH66DBw9q7969Tb5tUFCQjjnmGG3atMlt9dS1/uNwzu/p+vXrZYzROeecU+N6+u233/T5558rLi5Ozz33XIP3lZSUpE8++URZWVlatWqVsrOz9eCDD2rTpk06/vjjG7zthx9+qMLCQs2dO1eXXHKJxowZo6FDh9a6Rp1vkDMzM2vdR13HpKoR2vz8fPXt21e33XZbnftOVVRU6OKLL1ZcXJw6dOigq6++2rWOyx1mzZqlyy67TP/85z918skna/jw4Ro6dKj27dtX4zznSMLvg+rvz3OeW1egrevc3+vXr58k1WpY4Tzm/LxUtS5o7969tb6/zts6zw0LC1O3bt3qvc+wsDB16dLFdZ91PX55ebk2btxY6/E3bNjgajZR3+N37dpVYWFh9T5+t27dXN/f+h4/MzNT+/btq/H4TdXY18TLL79cmZmZWr9+vTZv3qx169ZJqhr1Ou644+q9f2dIbcxzoLHPq4a8/fbbstvtmjdvniZPnqzRo0dr6NChjb494OT5v8EtcOWVV2rJkiV6++23tXr1al1wwQU65ZRTjvhX5fp89NFHGjp0qC644AIlJSVp8ODBeuGFF9xcNerjnKK2devWVn/s8ePHq6CgoEbHI0l6/fXXXZ9vKTabrdZC3tWrV9dYPCsdWtjb0F/dtm3bpj59+tQ49vzzz2vlypVH/DhSN8MrrrhCixYtqvUhSZMmTdKiRYs0ZswY1/lffPGFJk2apDFjxujDDz+sc7FyU+3atUtjx45VRUWFFi5cWOe0qfo4HA698847SkxMVLdu3Ro8d9myZdq8ebNGjhx5tCW3KGOMvv76a8XGxtY5GnokJSUlWrZs2RG/H01xzjnnyGaz1epG9+mnn8oY4/qennLKKXVeT8nJyRo5cqQWLVpUaxptfZKSkjRgwADFxMRoxowZKiwsrLVx8+85R0APvy6NMbVe80eOHKnQ0FC9+eabNY5///33dU7TffHFFzVr1iw988wz+uijj5STk1Orw5pU1SDm22+/1Ztvvql33nlHq1atavLoU0OvCXW9rsyfP1979uypcaxTp06SajcMqKu5SqdOnWqdt2nTpkY1oGjbtq2GDx+uWbNmqaKiwnV82bJl+vXXX2v8kfTss8+WzWarNR3s1VdfVVhYmE455RTXsXPOOUcLFy6s0VkuPz9fc+fO1VlnneWanjtixAilpqbW2mz2/fffV0FBQY3HP+ecc1RQUFCrY+Nrr72mtLQ017SzoKAgnXnmmZo7d26NP3bt2rVLixYtqnGfp5xyikJDQ2s9vrPbYXOXJDT1NTEoKEi9e/dWt27dlJubq5kzZ+rss89u8HYREREaPny45s6dW2NWQ35+vj7++OMa5zb2eeU8p75rNygoqMaIbXFxsd54440GvzagFovWWnkMSeaDDz5w/XvLli3GZrOZPXv21Dhv/PjxNRYfN0VISIgJCQkx9957r/npp5/MjBkzTGhoqHnttdeOpnQ00q5du4ykGs0InFTHouiOHTvWWmxa14JmZ8OE3x87fIFzcXGxGTBggImKijJPPvmk+fLLL839999v7Ha7Oe2002rVUleDhLoeW3UsKP/913LfffcZm81m7rvvPrNgwQIzffp0k5KSYrp27Vrn19ezZ0/z+eefm5UrV9ZY5F1RUWFiYmLMnXfeWau2llTX9+Pbb781YWFhplOnTmbhwoW1Nqo9fE8U555MR2pYkZWVZbp06WJCQkLMrFmzat3n4Zso33HHHeaWW24xb731llm0aJF5/fXXzbBhw+pceD1gwAAzbdo08/HHH5svv/zSPPzwwyY2NtakpaW5Fnt7grPOOsv8/e9/N3PmzDGLFy82s2fPdm2S++yzz9Y498QTTzSBgYE1jo0aNco88sgj5sMPPzSLFi0yr7zyihk+fLgJDAw0H330kVtrveWWW0xAQIC58847zZdffmmeffZZExcXZwYPHmxKS0sbvG19DSO6du1qunbtWuPYzJkzzcyZM82CBQvMnDlzzDXXXGNsNlujGrds2LDBBAcHm7Fjx5pPPvnEzJ0710yYMMF07969VqOEv/3tb0aSufrqq81nn31mXnjhBdO2bVuTkpJS4/m9evVqExYWVuNafv/9940k8+9//9t17IsvvjABAQE1XgeeeOIJI6nJDUDqe0247LLLTEhIiPn3v/9tFixYYKZNm2batGlj2rVrV6Pm8vJy07NnT9OhQwcze/Zs8+mnn5rrrrvOdO7cudb3wbnJ7I033mi++uor89JLL5mePXua1NTUWq9zgYGB5sQTT6xxbNGiRSYoKMicc8455ssvvzRvvvmmad++fYOb5D7++ONm8eLF5i9/+Uu9m+Smpqaa/v37mw8++MB88skn5vjjjzdRUVFmw4YNNc594403jCRz3XXXmUWLFpmZM2ea2NjYejfJjYuLMzNnzjQLFy401157rZFkZs2aVeO8DRs2mMjISHP88ce7rqN+/fo1uEnuX/7yF7N48WLz+OOPm5CQkFqb5BpjzHvvvWfee+89V9Oim2++2XXMqSmviVlZWebuu+82//vf/8zChQvN9OnTTadOnUyXLl1qvY+aOnVqrc2zndfsmDFjzAcffGDef/99M2zYMNO+ffsav1+b8rxy7hE1ffp0s3z5crNy5UpjzKGmL+eff7754osvzFtvvWWGDBniuo/fNzcB6kN4+l14evfdd40kExERUeMjKCjItTGe801ZQx+Hv+mz2+1m1KhRNR731ltvNSNHjmyVrxFVnX9+H1aMqTs8JSYm1vrZdOzY0VxxxRU1jg0ZMsSkpKTUOFZXd6j9+/ebG264waSmppqgoCDTsWNHc++999b6pd7Y8JSfn28kmQsvvLDBr6W0tNT83//9n2nbtq0JDQ01xxxzjPnwww/N5ZdfXis8ffXVV2bw4MEmJCSkVuBw/sL58ccfa9XWkur6fjh/Kdb3cfgv0DVr1hhJ5p577mnwcZzdv+r7OPx7+tJLL5nhw4eb+Ph4ExQUZOLi4szJJ59sPv/881r3e+GFF5pu3bqZiIgIY7fbTceOHc0NN9zgUcHJmKrOj8OGDTNxcXEmMDDQJCQkmJNPPtnMmzev1rl1/cHgrrvuMgMHDjQxMTEmKCjIpKSkmHPOOccsWbLE7bWWl5ebRx991HTr1s3Y7XaTmppqbrzxRnPw4MEj3ra+8FTXH0uef/5507t3bxMeHm4iIyPNcccdZz788MNG1/nxxx+bgQMHmtDQUNO2bVvzpz/9yXz66ae1rtHKykrzyCOPmPbt25vg4GAzYMAA8/HHH9d4HSkoKDC9evUyffr0qbVR9c0332zsdrtZvny5SU9PN0lJSebEE0+ssTFpZWWlOfPMM01sbGyT3hzW95pw8OBBc/XVV5ukpCQTHh5uxowZY7799ts6X/s2bdpkJk6caKKjo02bNm3Mrbfe6too9vffh2nTppkuXbqY0NBQM3ToULNw4cI677OuPxwZU/UmfOTIkSY0NNTEx8ebyy67zGRlZdU6r6yszNx///2mQ4cOJjg42PTo0cP897//rfN7sGXLFjNp0iQTHR1twsPDzfjx4+t9HZw9e7YZMGCACQ4ONikpKea2226r1YHOmKrX79tuu82kpKS4fuZ1ddUzxpgffvjBjB8/3oSHh7s6LW7ZsqXOc5966inTo0cPExwcbDp06GDuv/9+U1ZWVuu8hl7rnJrymrh//34zceJE06ZNG2O3202HDh3MrbfeWufm4M7X78N/9sYY89FHH7m+dx06dDCPPvponZvkNvZ5deDAAXP++eeb2NhYY7PZatzPyy+/bHr27GlCQkJMly5dzCOPPGJeeuklwhOaxGaMf+8MZrPZanTbe+edd3TxxRdr3bp1tRbjRkZGKiUlRQ6H44hTwOLi4lxdWzp27KgJEybU6FLz3HPP6aGHHqo11QEtY86cOZoyZYp27tzZ4ALW9evXq2/fvpo3b55OP/101/H4+HhdddVVrs378vPzFR8fr//85z9u3cumMT755BOdccYZWrVqVa29PVrCpZdeqm3btmnJkiUt/ljuNH36dN19993aunUrHZQAAIBb+GWr8oYMHjxYFRUVys7Orneho3Pzu8Y69thja83d3rRpU5PWVeDonHvuuRo2bJgeeeSRBrssLlq0SKNGjXIFp9WrV+uTTz7RwYMHNWrUKNd533zzjdq2bdvk1trusGjRIl144YWtEpy2bt2qd955x7U5ojdZtGiRbrvtNoITAABwG78ceSooKNCWLVskVYWlJ598UuPGjVN8fLw6dOigSy65REuWLNG//vUvDR48WPv27dPChQvVv39/nXbaaU1+vJUrV2r06NGaOnWqJk+erBUrVujaa6/VzJkza+3xgZazdu1affTRR7rnnnsa3e1s3Lhx2rhxoy655BJNmzbNLe2wvcmiRYu0efNmXXfddVaXAsANft/p7fcCAgK8ohskAFjFL8PT4sWLNW7cuFrHL7/8cr366qtyOBx66KGH9Prrr2vPnj1KSEjQqFGjNHXq1Gb/tX/evHm69957tXnzZnXu3Fl33nmnJaMWAAD/tGPHDnXu3LnBc+6///4jdsgEAH/ml+EJAAB/U1ZWVqsl+O+lpaUpLS2tlSoCAO9DeAIAAACARmBiMwAAAAA0gl9126usrFR6erqioqL8buE/AAAAgEOMMcrPz1daWlqjm+X4VXhKT09X+/btrS4DAAAAgIf47bff1K5du0ad61fhKSoqSlLVNyg6OtrSWhwOh7744gtNnDhRdrvd0lrg3biW4C5cS3AHriO4C9cS3KW+aykvL0/t27d3ZYTG8Kvw5JyqFx0d7RHhKTw8XNHR0bwg4KhwLcFduJbgDlxHcBeuJbjLka6lpiznoWEEAAAAADQC4QkAAAAAGoHwBAAAAACNQHgCAAAAgEYgPAEAAABAIxCeAAAAAKARCE8AAAAA0AiEJwAAAABoBMITAAAAADQC4QkAAAAAGoHwBAAAAACNQHgCAAAAgEYgPAEAAABAIxCeAAAAAKARCE8AAAAA0AiEJwAAAABoBMITAAAAADQC4QkAAAAAGoHwBAAAAACNQHgCAAAAgEYgPAEAAABAIxCeAAAAAKARCE8AAAAA0AiEJwAAAABoBMITAAAAADQC4QkAAAAAGoHwBAAAAACNQHgCAAAAgEYgPAEAAABAIxCeAAAAAKARgqwuAAAAeC9jjArLKpRTVKacIof25RdrR37VcQDwNYQnAAAgY4wKSsuVU+So+iguq/6vQzmFZVX/LXIo9/Dj1YGpvPL3QSlIe0LW69HzBiogwGbJ1wMALYHwBACAj9pXUKr16Xk1go4zGOUWOXSwqCoU5VaHoYpaIajxgoMCFBduV3RokLZkF+jdH/eo3EiPnz9QgQQoAD6C8AQAgA/6fF2mbn/7FxU7Kpp0u1B7gGLDghUbbldMmF1x4dX/H253HY8Ltyum+v+r/h2sUHugJMnhcOih1z/VrK1BmvvTHpVXGD05eaCCAllmDcD7EZ4AAPAhxhjN+Hqbpn2+UcZI7ePD1DY27FAIcoaeMLtiww8FIGcwcoago3FMotGwIQN0x3ur9dGqdDkqKvXUhYMVHESAAuDdCE8AAPiI0vIK/WXuWs35abck6dKRHXX/mX0sGfU5uW+yZoQM0Y2zftKnazPlePNHPXvxMQoJOvpwBgBW4U9AAAD4gP0Fpbr4heWa89NuBQbY9ODZffWPSf0snS43vneyXrh8qEKCAvTVhmxd9/qPKmniNEIA8CSEJwAAvNymrHyd/ewS/bDzoKJCg/TKFcN02ahOVpclSTqhRxu9csUwhdkD9fWmvbr6tZUqKiu3uiwAaBbCEwAAXmzRr9k6d/r32n2wWB0TwvXBTaN1fI82VpdVw+huiXrtquGKCA7Uki37dcUrK1VQSoAC4H0ITwAAeCFjjF7+bruufrUqiAzvHK8PbzpW3ZKirC6tTsM7x+v1q0coKiRIK7Yf0GUvLVdeicPqsgCgSQhPAAB4GUdFpf7ywVo9OG+9Ko00eWg7zbp6hOIigq0urUFDOsZp1jUjFB0apJ925ejSF5crt4gABcB7EJ4AAPAiOUVluvzlFXprxS7ZbNJfT+utx84b4DVtwAe2j9Vb141UXLhdq3bn6g8vLNOBwjKrywKARvGOV1oAAKBtewt0zvTv9f3W/YoIDtQLlw7Vtcd3kc1ms7q0JumbFqO3rxulxMhgrc/I0x9mLtO+glKrywKAIyI8AQDgBZZs2adJzy7R9n2FahsbpvdvHK2T+iRbXVaz9UyJ0tvXjVJSVIh+zcrXhTOXKTuvxOqyAKBBhCcAADzcm8t36rKXVyivpFzHdIjVhzcfq96p0VaXddS6JUXqnetHKTUmVFuyCzRl5jJl5BZbXRYA1IvwBACAhyqvqNTUj9fprx+sVUWl0aRBaZp97Ui1iQqxujS36ZwYoXevH6V2cWHavq9Qk59fqt8OFFldFgDUifAEAIAHyitx6JrXf9ArS3ZIkv5vYg/9e8oghdoDrS2sBbSPD9c7149Sx4Rw/XagWBfOXKad+wutLgsAaiE8AQDgYXbtL9J507/X4l/3KtQeoOkXH6NbTuzudY0hmqJtbJjevX6UurSJ0J6cYk1+fqm27i2wuiwAqIHwBACAB1mx/YAmTV+izdkFSo4O0XvXj9Zp/VOtLqtVJEeH6p3rRqlHcqSy8ko15fll2pSVb3VZAOBCeAIAwEO8/+NuXfxi1b5H/dvG6H83j1H/djFWl9Wq2kSF6K1rR6p3arT2FZTqwpnLtD49z+qyAEAS4QkAAMtVVho9+ulG/d97q+SoMDq1X4revX6UUmJCrS7NEgmRIXrr2hEa0C5GBwrL9IcXlmnN7lyrywIAwhMAAFYqLC3X9bN+1Iyvt0qSbj2xm5696BiFBfteY4imiA0P1qxrRmhwh1jlFjt00YvL9NOug1aXBcDPEZ4AALBIek6xzp+xVF+uz1JwUID+M2WQ7prYUwEBvtsYoimiQ+164+oRGt4pXvkl5brspRVaueOA1WUB8GOEJwAALPDLbzk6+9kl2pCRp8TIYL117UhNGtzW6rI8TmRIkF69aphGd01QQWm5Ln95hZZu3W91WQD8FOEJAIBW9tGqdE15fqn25peqV0qUPrz5WA3pGGd1WR4rPDhIL18xTMf3aKOisgpd+eoKfbt5r9VlAfBDhCcAAFqJMUZPfrlJt731s0rLKzW+V5Lev3G02sWFW12axwu1B2rmpUM0vleSShyVuvq1H7RoY7bVZQHwM14Vnr755hudeeaZSktLk81m04cffmh1SQAANEqJo0K3vPWz/rtgsyTpuuO7aOZlQxUZEmRxZd4j1B6o5y4ZopP7JqusvFLXvfGDPl+XaXVZAPyIV4WnwsJCDRw4UM8884zVpQAAcETGGO3aX6T3f9ytyc8v1fzVGQoKsOmx8/rrL6f1ViCNIZosOChAz1x0jM4YkCpHhdHNb/6k+aszrC4LgJ/wqj93nXrqqTr11FOtLgMAgDpVVhpt2VugFdsPuD4y80pcn48Nt2vGJUM0skuChVV6P3tgVWfC4MAAzf15j2596yc5KgbRcANAi/Oq8NRUpaWlKi0tdf07L69qh3KHwyGHw2FVWa4aDv8v0FxcS3AXrqWmK6+o1IbMfP2wM0crdxzUDzsP6mBRze+fPdCmfmnRGtYpTn8Y1l7t4sJ8+nvcmtfRPyf1UYBNev+nPbrj3V/0484DmtC7jYZ0iFNwkFdNrkEdeE2Cu9R3LTXn2rIZY4xbqmplNptNH3zwgSZNmlTvOQ888ICmTp1a6/js2bMVHs7iXABA05RXSjsLpK15Nm3Ns2l7vk2llTWn3tkDjDpFGnWNNuoWLXWMNPLz/W5bVKWR3t8eoCVZh8JSSKBRrxijPnFGfWKNooMtLBCAxyoqKtJFF12k3NxcRUdHN+o2Ph2e6hp5at++vfbt29fob1BLcTgc+vLLLzVhwgTZ7XZLa4F341qCu3At1VZYWq6ff8vVyh0HtXLnQa3anauy8soa50SFBmlIh1gN6xSnYZ3i1Dc12q9HPay4jowxWrBxr77YkK1vNu3T/sKyGp/v3zZaJ3RP1NiebdQ/LZpNiL0Er0lwl/qupby8PCUmJjYpPPn0tL2QkBCFhITUOm632z3mSehJtcC7cS3BXfz5WsopKtPKHQe1Yvt+rdh+QGvT81RRWfNvjImRwRreOV7DO8VreOcE9UyJovFDHVr7Ojp1QFudOqCtKiuN1uzJ1cKN2Vr0a7ZW787Vmj15WrMnT88s3qbEyGCd0CNJJ/ZK0nE9EhUd6p/Xujfx59ckuNfvr6XmXFc+HZ4AAGhIVl5JjeYOv2bl1zqnbWyYRnSOrwpMnePVOTFCNhthyVMFBNg0sH2sBraP1R0Teig7v0SLf92rRRuz9e3mfdpXUKY5P+3WnJ92KyjApqGd4jSuZ1WY6pYUyc8WQIO8KjwVFBRoy5Ytrn9v375dv/zyi+Lj49WhQwcLKwMAeIOC0nIt/jVbX/+6Vyt2HNDO/UW1zunaJkLDOydoROd4Descr7axYRZUCndJigrV5KHtNXloe5WVV+qHnQe0aGO2Fm7M1ta9hVq27YCWbTugRz7dqHZxYTqxV5LG9UrSqC4JCrWzWA1ATV4Vnn744QeNGzfO9e8777xTknT55Zfr1VdftagqAIAnO1hYpq82ZOnzdZn6ZvO+GmuWbDapT2q0hneO14jO8RraKV6JkbWne8M3BAcFaHTXRI3umqi/nt5Hu/YXaeHGLC38da+Wbduv3QeL9frSnXp96U6F2gN0bNdEje1VNSpFiAYgeVl4Gjt2rLy0vwUAoBVl55Xo8/VZ+mxthpZtO1Bj3VKnhHBN7JuiUV0TNKRjHGte/FiHhHBdcWxnXXFsZxWVlev7Lfu18NdsLdqYrYzcEi3YmK0FG7P1d0k9k6M0rjpIHdMhVkGB/tsUBPBnXhWeAACoz679Rfp8XaY+W5epn3Yd1OF/a+uVEqVT+qXo1H6p6pHMuhbUFh4cpJP6JOukPskyxmhjZn5V04mN2fpp10H9mpWvX7PyNePrrYoJs+v4Hm00rmcbndgrSbHh9EIH/AXhCQDglYwx2pxdoM/WZuqztZlan5FX4/ODO8TqlL4pOrlvijolRlhUJbyRzWZT79Ro9U6N1s3juulgYZm+2VzVdGLxpr3KKXLo41Xp+nhVuqJCg/T8JUM0ului1WUDaAWEJwCA1zCmqg31Z2urRpi27S10fS4wwKYRneN1Sr8UTeyTopSYUAsrhS+JiwjW2YPa6uxBbVVRafTLbwe1cGO2Pl1bdQ1e/soKPXbeAJ17TDurSwXQwghPAACPVlFp9MOOA/psXaY+X5up9NwS1+eCAwM0pnuiTumXopN6Jys+gulTaFmBATYN6RivIR3jdeuJ3fV/763SvNUZuvPdVdpzsFi3nNiNaaGADyM8AQA8Tll5pb7fuk+fr8vUF+uytL+wzPW58OBAjeuZpJP7pWhczzaKouEDLBJqD9R/LxystnFhev7rbfrXl5u0J6dY/5jUT3YaSgA+ifAEAPAIxWUV+nrTXn22NkMLNmYrv6Tc9bmYMLtO6p2sU/ql6Ljuiey/A48REGDTvaf2VrvYMN3/0Tq9vfI3ZeSW6NmLj1FkCG+zAF/DsxoAYJm8EocWbsjWZ2sztXhTtkoch/ZgahMVopP7JuuUvqka0SWev+TDo106qpNSY8J061s/6+tNezV5xlK9cuUwJUez9g7wJYQnAIAlVmw/oOve+EE5RQ7XsXZxYTqlb4pO6ZeiYzrEKSCAtSPwHif1Sdbb143U1a+t1PqMPJ3z7BK9etVw9UiOsro0AG5CeAIAtLpP1mTo9nd+UVl5pTomhOusgWk6uW+K+qZFs9geXm1g+1h9cNOxuvyVFdq2t1DnPfe9nr90iEZ3pZU54AuYAwEAaFWvLtmum2f/pLLySk3sk6zPbz9ed03sqX5tYwhO8Ant48M154bRGtYpTvkl5br85RX64OfdVpcFwA0ITwCAVlFZafTIJxv0wMfrZYx06ciOeu6SITR/gE+KiwjWG1eP0OkDUuWoMLrjnVV6ZuFmGWOsLg3AUSA8AQBaXFl5pe589xc9/802SdKfTu6pB8/uq0DWNMGHhdoD9fSFg3X98V0kSU98sUl/+WCNyisqj3BLAJ6K8AQAaFH5JQ5d+eoKffhLuoICbPrXBQN18zg2EoV/CAiw6d7TeuvBs/sqwCa9teI3XfP6DyooLT/yjQF4HMITAKDFZOWVaPLzy7Rky35FBAfq5SuG6bwh7awuC2h1l43qpOcvHapQe4AW/7pXU55fquy8EqvLAtBEhCcAQIvYkp2vc6d/rw0ZeUqMDNE714/S8T3aWF0WYJkJfZL19nWjlBARrHXpeTpn+vfanJVvdVkAmoDwBABwu5U7Dui855ZqT06xuiRG6IObRqtf2xirywIsN6i6lXmXxAjtySnWuc99r6Vb91tdFoBGIjwBANzqs7WZuuTF5cotdmhwh1i9f+NotY8Pt7oswGN0SAjXnBtHa2jHqlbml728XP/7ZY/VZQFoBMITAMBtXvt+h25880eVllfqpN7Jmn3NSMVHBFtdFuBx4iKCNeuaETq9f1Ur8z++/YueXbSFVuaAhyM8AQCOWmWl0aOfbtT9H62TMdLFIzpoxiXHKCyYPZyA+oTaA/X0HwbruupW5o9//qv+8sFaWpkDHozwBAA4KmXllbrrvVWa8fVWSVV7OD00qZ+CAvkVAxxJQIBNfzmtt6ae1Vc2m/TWil269vUfVEgrc8Aj8ZsNANBs+SUOXfXqSn3w8x4FBtj0+PkD2MMJaIbLR3fS85cMUag9QIt+3aspM5cqO59W5oCnITwBAJolO69EU55fpu+27FN4cKBeunyoLhja3uqyAK81sW+K3rp2pBIigrV2T57OeZZW5oCnITwBAJpsS3aBzpn+vdZn5CkxMljvXDdKY3smWV0W4PUGd4jT3JtGq3N1K/Pznvtey7bRyhzwFIQnAECT/LjzgM6f8b325BSrc2KE5t54rPq3Yw8nwF06JkRozo2jNaRjnPJKynXZSytoZQ54CMITAKDRPl+XqYteWK6cIocGtY/VnBtHq0MCezgB7hYfEaw3rxmhU/ulqKyiUn98+xc9t3grrcwBixGeAACN8sbSHbpxlnMPpyS9dS17OAEtKdQeqGcvOkbXjOksSXrss43624e0MgesRHgCADTIGKNpn23U3/+3TpVG+sPwDppxyRD2cAJaQUCATX87o4/uP7OPbDbpzeW7dN0bP6qAVuaAJQhPAIB6OSqq9nCavrhqD6e7JvTQP89hDyegtV15bGc9d/EQhQQFaOHGbJ3x32+1dk+u1WUBfofffgCAOhWUluuqV1dq7k9VezhNO3+Abh3fnT2cAIuc0i9Fb183Umkxodqxv0jnTF+il7/bzjoooBURngAAtWTnl2jK80v17eZ9CrMH6sXLh2oyezgBlhvcIU6f/PE4ndw3WY4Kowfnrdc1r/2gA4VlVpcG+AXCEwCghm17C3Xu9O+1Lr16D6frR2ocezgBHiM2PFgzLhmif5zdV8FBAVqwMVunPvWNlm71nf2gjDFasCFb32balF/isLocwIXwBABw2Z4vTXlhhXYfLFanhHDNuXG0BrSLtbosAL9js9l06ahO+t/Nx6prmwhl5ZXqoheX6ckvN3l9N74t2QW69KUVumH2L3p/e6COf+JbPfrpRmXnl1hdGkB4AgBU+WpDtp5dF6icYocGVu/h1DEhwuqyADSgd2q0Pr51jCYPbSdjpP8u2KyLXliu9Jxiq0trssLScj366Uad+tQ3+m7LPgUHBahNqFFBablmfL1VYx5bpHvnrtGOfYVWlwo/RngCAOiTNRm6+a1f5DA2jeuZqLeuHaGEyBCrywLQCOHBQZp2/kA9deEgRYYEacWOAzrtv9/qi3WZVpfWKMYYzV+doZOe/Fozvt4qR4XRib2S9Mmto/WXQRWacdEgDekYp7LySr21YpdO/Ndi3fzmT1qzm26DaH1BVhcAALDWxsw83fXuKlUaaUSbSk3/wyCFBfPrAfA2Zw9qq0HtY3XrWz9r9e5cXffGj7p8VEfde1pvhdo9c1+2LdkFeuCjdfpuyz5JUru4MD1wZl+d1CdZDodD62zS+N5JOmVAW63ccUDPLd6qhRuzNX9NhuavydCYbom6cWxXje6aQCdQtAp+OwKAH8stcuj6N35UsaNCx3ZN0PltstjDCfBiHRMi9P4No/XEF79q5jfb9NrSnVqx46CeuWiwuraJtLo8l8LScj29cIte+m6bHBVGwUEBuvGErrpxbNd6g96wTvEadkW8Nmbm6fmvt+mjVen6bss+fbdln/q3jdENJ3TVKf1SFBhAiELL4TckAPipikqjP77zs3buL1K7uDD9e3J/8Z4D8H7BQQH6y2m99cqVw5QQEawNGXk68+nv9P6Puy3fE8oYo3mr02tM0Tupd5K+uuME3TGhR6NGyHqlROvfUwZp8f+N1RWjOynUHqA1e3J18+yfNP5fizV7+S6VOCpa4avxbpWVRg4vby5iBcITAPip/3y1SYt/3atQe4Cev3SI4sKDrS4JgBuN65mkT/94nI7tlqCisgr933urdMc7v6igtNySerZk5+uSl5brltk/KyO3RO3jw/TS5UP14uXD1CEhvMn31z4+XA+c1Vff3zNet43vrthwu3bsL9JfPlij46Yt0nOLtyqPNuc1GGP0y285+se89Rr16AINfegrrfotx+qyvArT9gDAD32+LlNPL9wiSXr03AHqmxYjh4M3GYCvSYoO1etXjdCMr7fqyS836cNf0vXLbzl6+g/HqH+7mFapobC0XP9duFkvfbtd5ZVGIUEBunFsV91wQv1T9JoiPiJYd07ooeuP76J3Vv6mF7/dpvTcEj322UZNX7RFF4/sqKuO7aSk6FA3fDXeaWNmnj5ela6PV2Vo14GiGp+75vUf9OHNx6ptbJhF1XkXwhMA+Jkt2QW6691VkqQrj+2kSYPbWlwRgJYUGGDTzeO6aWSXeN321i/asb9I5z63RH8+pZeuHtO5xRotGGM0f02GHpq3QZl5VXs0ndQ7Sfed0bdZI01HEhESpKvGdNalozrqo1/SNePrrdqcXaAZX2/Vy99t13lD2um647uoc6J/bMGwY19hVWBana5NWQWu42H2QJ3UJ1mn9UvRUws2a2Nmvq5+daXeu2GUokLtFlbsHQhPAOBH8kscuu6NH1RQWq4RneP1l9N6W10SgFYypGO8PrntON0zd7U+XZuph+Zv0Pdb9+vx8we4fWuCLdn5uu9/6/T91v2SpA7x4br/zD4a3zvZrY9TF3tggM4b0k7nDG6rhRuz9dzXW/XjzoN6a8Uuvb1yl07rl6obTujaaiNvrSk9p1jzV2fo49XpWn1YK/fgwACd0LONzhyYppN6Jym8uqPqgPaxmvTsEm3MzNetb/2sFy8bStOgIyA8AYCfqKw0uuvdVdq2t1CpMaF69uJjZOeXJOBXYsLtmn7xMXpz+S49OG+9Fm7M1qlPfav/XDhIo7smHvX9F5SW6+kFm/XSd4em6N00tpuuP6FLq7dLDwiw6aQ+yTqpT7JW7jigGYu3asHv2pzfcEJXHdvNu9uc7y8o1SdrMvTxqgyt2HHAdTwwwKbRXRN05sA0ndw3RTFhtUeV2saG6cXLhmrKzKVa/OtePTR/gx44q29rlu91CE8A4CemL96iL9ZnKTgwQM9dMkSJbIIL+CWbzaZLRnbU0E5xumX2z9qSXaCLX1yuW8d1023juzdr5KGqi16GHpq/Xll5pZKkk3on6/4z+6h9vPun6DWVs835r5n5ev7rrfqfl7c5zy126PN1mfp4Vbq+37pfFZWHuigO7xSvMwem6tT+qY16nR/YPlb/mTJIN8z6Sa9+v0OdEsJ1xbGdW7J8r0Z4AgA/sOjXbP3ry02SpIcm9dOg9rHWFgTAcr1SovXRLcfqwY/X6+2Vv+m/C7do6bb9+s+Fg5vUPGBzVr7u/6jmFL0HzuqjE3u1/BS9puqZEqUnpwzSnRN76MVvt+vtlbtcbc47JYTruuO76txj2nrkpsJFZeX6akO2Pl6Vrq9/3auyw9qMD2gXozMHpOn0AalKa0bjh1P6peqeU3vp0U836sF569UxIULjeiW5s3yfQXgCAB+3Y1+h/vjWzzJGunhEB00e1t7qkgB4iPDgID163gAd2y1Rf5m7Rit3HNRpT32raecP0Ml9Uxq8bUFpuf67YLNe9oApek3VLq6qzflt47vrte936LWlO1xtzv/1xa/qmRKlpKgQJUWHKikqRG2iQpRc/f9J0aGKDGmdt9Cl5RX6ZtM+fbQqXV+tz1LxYftXdU+K1FkD03TGwDS3NMG4/vgu2r63UO/88Jtumf2T3r9xtHqnRh/1/foawhMA+LCisnLdMOtH5ZWU65gOsbr/TOayA6jtzIFpGtguVre+/bNW/Zaj69/4UZeN6qi/nNa7VhAyxujj1Rl62EOn6DVFfESw7pjQQ9ef0EVvrzjU5tw5ilaf8ODAGuEqKSpUSdEhrv9Pjq76b3RYUJPXU5VXVGrptv366Jd0fbYuU/klh/bl6hAfrjMHpurMgWnqleLeYGOz2fSPSf3028Eifb91v65+daU+vPlYv27xXhfCEwD4KGOM7n5/tTZm5qtNVIieu2SIgoNoEAGgbh0SwvXe9aP0ry9+1fPfbNPrS3dqxfYDeuaiY9QtKVJS1RS9+/63Tku3VYWLjgnheuDMvl4/xSs8+FCb8x93HlRmbomy80uUlVeq7PxSZeeVaG9+1f8XlJarqKxCO/YXacf+ogbvNzgooDpQHRaqokPV5nfHYsOD9dOug/rol3R9siZD+wvLXPeRHB2iMwak6ayBaRrQLqZFm1sEBwXouYuH6Jznlmjb3kJd8/oPeue6UQoL9uyRxNZEeAIAH/XCt9s0b3WGggJseu7iY5TMXw8BHEFwUIDuPa23RndL1F3v/qKNmfk68+nv9Pcz+mjH/sIaU/RuGddN1x7v+VP0msIeGKCRXRIaPKewtNwVqLKrA1V2fon25pUqK79E2dWBK7fYobLySu0+WKzdB4sbvE+bTTKHej4oLtyu0/qn6qyBaRrWKV4BrdjIIibcrleuGKZJzy7R6t25uuOdXzT94mNatQZPRngCAB+0ZMs+PfrpRknS/Wf20dBO8RZXBMCbnNCjjT7543G6851V+m7LPv3lgzWuz03sk6y/n+F9U/TcJSIkSJ1Dgo64zqjEUeEarToUtA6FK+fx/YVlMkaKCgnSxL4pOmtQmkZ3TbB0K4mOCRGaedlQXfzCcn22LlOPfb5R957KvoAS4QkAfM7ug0W6ZfZPqjTS+UPa6ZKRHa0uCYAXSooK1etXDdeMb7bqyS82qW1cmB44q6/G9fTuKXqtJdQeqPbx4UcMmY6KSh0oLFNsuF0hQZ4zijesU7ymnT9At7/zi57/eps6J0TowuEdrC7LcoQnAPAhJY4KXf/GjzpY5NCAdjF6aFI/r978EYC1AgJsumlsN108vKMiQgKbtQcUGmYPDPDYadWTBrfV9n2FemrBZv3tw7VqHx+uY7sd/WbK3oxnAAD4CGOM/vLBGq1Lz1N8RLCeu2SIT61FAGCdmHA7wclP3X5Sd501ME3llUY3zPpRW7LzrS7JUjwLAMBHvL50p+b+tEeBATY9c1HTNrkEAKAuNptN084foCEd45RfUq6rXv1B+wtKrS7LMoQnAPABK7Yf0D/mrZck3XtqL43u6t/TKgAA7hNqD9TMS4eofXyYdh0o0vVv/KiSwzbs9SeEJwDwcpm5JbrpzR9VXml01sA0XT2ms9UlAQB8TEJkiF65YpiiQoP0w86D+vOc1TKH91f3E4QnAPBipeUVumHWj9pXUKZeKVF67LwBNIgAALSIbklRmnHJEAUF2PS/X9L11ILNVpfU6ghPAODFHvhovX75LUcxYXbNvHQou8ADAFrUsd0S9dCkfpKk/3y1WR/+vMfiiloX4QkAvNRbK3bprRW7ZLNJ//3DYHVI8M8NKwEArevC4R10/QldJEl3v79aP+w4YHFFrYfwBABe6OddB3X//9ZJkv5vYk+d0KONxRUBAPzJn0/upVP6pqisolLXvfGjdu4vtLqkVkF4AgAvk51fohtn/aSyikqd0jdFN43tanVJAAA/ExBg07+nDNKAdjE6UFimq15dqdwih9VltTjCEwB4EUdFpW5582dl5pWoW1Kknpg8kAYRAABLhAUH6sXLhio1JlRb9xbqxjd/lKOi0uqyWhThCQC8yMPzN2jFjgOKCgnS85cOUWRIkNUlAQD8WFJ0qF66fJgiggP1/db9+tsHa326hTnhCQC8xNyfduvV73dIkp6cMkhd20RaWxAAAJL6pEXr6YsGK8AmvfPDb3r+m21Wl9RiCE8A4AXW7snVvXPXSJJuG99dE/okW1wRAACHnNgrWfed0UeS9OinG/XZ2gyLK2oZhCcA8HAHCst0/Rs/qrS8UuN7Jen28d2tLgkAgFquOLazLh/VUZJ0+zu/aNVvOdYW1AIITwDgwcorKnXrWz9pT06xOidG6MkpgxQQQIMIAIBn+vsZfTS2ZxuVOCp1zes/aE9OsdUluRXhCQA82OOf/6olW/YrPDhQz186RDFhdqtLAgCgXkGBAXr6D4PVKyVKe/NLdfWrK5Vf4jstzAlPAOChPl6V7lp0+/j5A9UjOcriigAAOLKoULteumKYEiNDtDEzX7e+9bPKfaSFOeEJADzQxsw83f3+aknSDSd01ekDUi2uCACAxmsbG6aXLh+qUHuAFv+6Vw/N32B1SW5BeAIAD5Nb5ND1b/yoYkeFjuueqD+d3NPqkgAAaLKB7WP178mDJEmvfr9Dry7Zbm1BbkB4AgAPUlharhtm/aid+4vULi5M/71wsAJpEAEA8FKn9k/Vn0/pJUl6cN56LdqYbXFFR4fwBAAeIrfIoUteWq6l26oaRMy4ZIjiIoKtLgsAgKNywwldNGVoe1Ua6ZbZP2lDRp7VJTUb4QkAPEB2fommzFyqn3flKCbMrjevGaF+bWOsLgsAgKNms9n0j0n9NLprggrLKvTXD9bIGGN1Wc1CeAIAi/12oEgXzFiqjZn5SooK0bvXj9LgDnFWlwUAgNsEBwXouYuH6MyBaXrukiGy2bxzSnqQ1QUAgD/bnJWvS15arqy8UrWPD9Osq0eoY0KE1WUBAOB2MeF2Pf2HwVaXcVQITwBgkdW7c3T5yyt0sMih7kmRmnXNCCVHh1pdFgAAqAfhCQAssHTrfl37+g8qKC3XwHYxevXK4TSHAADAwxGeAKCVfbU+SzfN/kll5ZUa1SVBL1w+VJEhvBwDAODp+G0NAK3ow5/36K73Vqmi0uik3sl65qLBCrUHWl0WAABoBMITALSSN5bu0H0frZMx0jmD22ra+QNkD6TpKQAA3oLwBAAtzBij6Yu36vHPf5UkXTaqox44s68CAryzTSsAAP6K8AQALcgYo0c+3aiZ32yTJN16YjfdOaGH1+5vAQCAPyM8AUALqag0+usHa/T2yt8kSX87vbeuOa6LxVUBAIDmIjwBQAsoK6/UHe/8ovlrMhRgkx49d4AmD2tvdVkAAOAoEJ4AwM2Kysp1w6yf9M2mvbIH2vTUhYN1Wv9Uq8sCAABHifAEAG6UW+zQ1a+u1A87DyrMHqgZlw7RCT3aWF0WAABwA8ITALjJ3vxSXf7yCq3PyFNUaJBevXKYhnSMt7osAADgJoQnAHCDPTnFuuTF5dq+r1CJkcF6/aoR6pMWbXVZAADAjQhPAHCUtmQX6NKXlisjt0RtY8M065oR6pwYYXVZAADAzQhPAHAU1u7J1WUvr9CBwjJ1bROhWdeMUGpMmNVlAQCAFkB4AoBmWrH9gK5+daXyS8vVr220XrtyuBIiQ6wuCwAAtBDCEwA0w6KN2bph1o8qLa/U8M7xevHyoYoOtVtdFgAAaEGEJwBooo9XpeuOd35ReaXRib2SNP3iYxRqD7S6LAAA0MIITwDQBLOX79JfP1wjY6SzBqbpX5MHyh4YYHVZAACgFRCeAKCRnlu8VY99tlGSdPGIDnrw7H4KDLBZXBUAAGgthCcAOAJjjKZ9/queW7xVknTT2K7608k9ZbMRnAAA8CeEJwBoQEWl0X3/W6s3l++SJN1zai/dcEJXi6sCAABWIDwBQD3KKyp157ur9NGqdNls0sOT+uuiER2sLgsAAFiE8AQAdaioNLrrvargFBRg07+nDNKZA9OsLgsAAFiI8AQAv1NZafSXuWv0v1+qgtNzlwzRhD7JVpcFAAAsRn9dADiMMUZTP16nd374TQE26akLBxOcAACAJMITALgYY/Topxv12tKdstmkJy4YqNMHpFpdFgAA8BCEJwCo9p+vNuv5b7ZJqmoOce4x7SyuCAAAeBLCEwCoagPcpxZsliTdd0YfuuoBAIBaCE8A/N4rS7brsc82SpLuPqWnrhrT2eKKAACAJyI8AfBrb63Ypakfr5ck3XZiN900tpvFFQEAAE9FeALgtz74ebf+8sEaSdJ1x3fRHRN6WFwRAADwZIQni+SXOLS70OoqAP/1yZoM3fXuKhkjXTqyo+49tZdsNpvVZQEAAA9GeLLAnpxiHfPwIj25JlDlFZVWlwP4nQUbsnTbWz+r0kgXDGmnqWf1JTgBAIAjIjxZIDU6VGH2AFUYm3YeKLa6HMCvfLt5r26c9ZPKK43OGpimR88boIAAghMAADgywpMFAgJs6pYUKUnakl1gcTWA/1i+bb+uff0HlVVU6uS+yfrX5IEKJDgBAIBGIjxZxBmeNhOegFbx866DuurVlSpxVGpszzb67x8Gyx7ISyAAAGg8r3vnMH36dHXu3FmhoaEaMmSIvv32W6tLapZubSIkSVuy6RoBtLS1e3J1+csrVFhWodFdEzTjkiEKCQq0uiwAAOBlvCo8vfPOO7r99tv117/+VT///LOOO+44nXrqqdq1a5fVpTVZd+e0vb2MPAEtaVNWvi57eYXySso1tGOcXrhsqELtBCcAANB0XhWennzySV199dW65ppr1Lt3b/3nP/9R+/bt9dxzz1ldWpM5w9O2fYV03ANayPZ9hbr4xeU6UFimAe1i9PKVwxQREmR1WQAAwEt5zbuIsrIy/fjjj7rnnntqHJ84caK+//77Om9TWlqq0tJS17/z8vIkSQ6HQw6Ho+WKbYQ2EYEKDjAqq5C2ZOWpa/U0PqCpnNey1de0p9l9sFh/eHGF9uaXqldypF669BiFBfJ9agjXEtyB6wjuwrUEd6nvWmrOteU14Wnfvn2qqKhQcnJyjePJycnKzMys8zaPPPKIpk6dWuv4F198ofDw8BapsymSwwL1W6H0zmffaFCCsboceLkvv/zS6hI8Rk6p9N91gdpfalNymNEl7XP0/WK+P43FtQR34DqCu3AtwV1+fy0VFRU1+T68Jjw5/X4jS2NMvZtb3nvvvbrzzjtd/87Ly1P79u01ceJERUdHt2idR+JwOPTmlgX6rdCm6HY9dNq4rpbWA+/lcDj05ZdfasKECbLb7VaXY7l9BaW6+KWV2l9apA7xYZp99TAlR4daXZZX4FqCO3AdwV24luAu9V1LzllpTeE14SkxMVGBgYG1Rpmys7NrjUY5hYSEKCQkpNZxu93uEU/ClLCq0aat+4o8oh54N0+5rq10sLBMV7z6k7btK1Lb2DDNvnak2sVZP8rsbbiW4A5cR3AXriW4y++vpeZcV17TMCI4OFhDhgypNdz25ZdfavTo0RZVdXRSqt/Tbc6i4x5wtHKLHbr05eX6NStfSVEhevOaEQQnAADgVl4z8iRJd955py699FINHTpUo0aN0syZM7Vr1y7dcMMNVpfWLM6Rp237ClReUakgNuwEmqWgtFxXvrJCa/fkKSEiWLOvHaFOiTRhAQAA7uVV4WnKlCnav3+/HnzwQWVkZKhfv3765JNP1LFjR6tLa5a4ECk8OFBFZRXasb9I3arblwNovOKyCl3z2kr9tCtHMWF2vXH1CHVLirK6LAAA4IO8bqjjpptu0o4dO1RaWqoff/xRxx9/vNUlNVuATa4W5Zuz8i2uBvA+peUVun7Wj1q27YAiQ4L0+lXD1SfN2mYwAADAd3ldePI1ztGmzdmsewKawlFRqVtm/6xvNu1VmD1Qr1w5TAPbx1pdFgAA8GGEJ4t1T6oaedrEyBPQaBWVRre/84u+XJ+l4KAAvXj5UA3rFG91WQAAwMcRnizWrU31yBMd94BGqaw0uvv91Zq/OkP2QJuev2SIju2WaHVZAADADxCeLNa9etqes+MegPoZY/T3/63VnJ92KzDApqf/MFjjeiVZXRYAAPAThCeLpcWEKjw4UI4Kox37i6wuB/BYxhg9NH+D3ly+Szab9OTkgTqlX6rVZQEAAD9CeLJYQIDtUNMI1j0B9Xr/x9166bvtkqTHzh2gswe1tbgiAADgbwhPHqB79Z40dNwD6rdwY7Yk6YYTumrysPYWVwMAAPwR4ckD9EiuGnmi4x5Qv7XpuZKk43vQHAIAAFiD8OQBuifTcQ9oSG6RQ78dKJYk9U2LsbgaAADgrwhPHsA5bY+Oe0Dd1lWPOnWID1dMmN3iagAAgL8iPHmAtrFhdNwDGuCcstevbbTFlQAAAH9GePIAdNwDGrZmT54kpuwBAABrEZ48hHPq3ibWPQG1rNtTNfLUvy3hCQAAWIfw5CGcHfc2ZzPyBBwuv8ShbfsKJUl905i2BwAArEN48hB03APqtiGj6g8KaTGhSogMsbgaAADgzwhPHuLwjnsOOu4BLmurp+z1ZcoeAACwGOHJQxzecW8nHfcAF1enPZpFAAAAixGePERAgE3d6bgH1LKuutMebcoBAIDVCE8epBsd94AaissqXE1U+jFtDwAAWIzw5EHouAfUtCEzT5VGSowMUVIUzSIAAIC1CE8epEdy1cgTHfeAKof2d4qWzWazuBoAAODvCE8epFv1mic67gFV1rrWOzFlDwAAWI/w5EHouAfU5Oy015dOewAAwAMQnjwIHfeAQ0rLK7Qpy9ksgk57AADAeoQnD0PHPaDK5qwCOSqMYsPtahsbZnU5AAAAhCdPQ8c9oMraPYc2x6VZBAAA8ASEJw9Dxz2gyprq8NSXKXsAAMBDEJ48DB33gCpr06s77dEsAgAAeAjCk4ep2XGv0OpyAEs4Kiq1IaMqPPWnTTkAAPAQhCcPU7PjHlP34J+27i1QWXmlokKC1CE+3OpyAAAAJBGePBId9+DvnJvj9kmLVkAAzSIAAIBnIDx5IGfHvU103IOfcnXaY8oeAADwIIQnD+TsuLeFkSf4qXXpzvBEpz0AAOA5CE8eiI578GeVlUbr6LQHAAA8EOHJA9FxD/5s275CFZVVKNQeoC5tIq0uBwAAwIXw5IHouAd/5pyy1yc1WoE0iwAAAB6E8OSh6LgHf+VsFsH+TgAAwNMQnjwUHffgr5xtyvsSngAAgIchPHkoOu7BHxljtNbZaY9mEQAAwMMQnjxU92Q67sH//HagWPkl5QoODHA9BwAAADwF4clDpcXQcQ/+xznq1Cs1SvZAXp4AAIBn4d2Jh6LjHvyRs1lEX6bsAQAAD0R48mDdk+m4B/+ypjo89WsbbXElAAAAtRGePJhz5ImOe/AHxhitS6/qtEezCAAA4IkITx7M2XFvcxbhCb4vI7dEBwrLFBRgU8+UKKvLAQAAqIXw5MGc3ca27yuk4x58nnO9U/fkKIXaAy2uBgAAoDbCkwej4x78yVrXlD3WOwEAAM9EePJgh3fco2kEfN06V7MI1jsBAADPRHjycN1d654IT/Btzj2e6LQHAAA8FeHJw9FxD/4gO79EWXmlstmk3qmEJwAA4JkITx6OjnvwB+v2VK136tomUuHBQRZXAwAAUDfCk4ej4x78gbPTHs0iAACAJyM8eTg67sEfHFrvRLMIAADguQhPHo6Oe/AHa6un7RGeAACAJyM8eQE67sGXHSws056cYklSH6btAQAAD0Z48gJ03IMvW1e9OW6nhHBFh9otrgYAAKB+hCcvQMc9+DLneqe+TNkDAAAejvDkBei4B1+2xtVpj/AEAAA8G+HJC7SNDVMEHffgo9Y5w1Nb1jsBAADPRnjyAjabTd3ouAcflFfi0I79RZIYeQIAAJ6P8OQlnB33NrHuCT5kfXWziLaxYYqLCLa4GgAAgIYRnrxEj+p1T5uzGXmC71jLlD0AAOBFCE9eonsSHffge5xtypmyBwAAvAHhyUvQcQ++6NDIE+EJAAB4PsKTl6DjHnxNUVm5tu6tmobal2l7AADACxCevAQd9+BrNmTkqdJISVEhSooKtbocAACAIyI8eRE67sGXrN1Tvd6JKXsAAMBLEJ68CB334Etc653SmLIHAAC8A+HJi9BxD75kbTojTwAAwLsQnrwIHffgK0ocFa4/AhCeAACAtyA8eRE67sFXbMrKV3mlUXxEsFJjaBYBAAC8A+HJi9BxD77C2Syib1q0bDabxdUAAAA0DuHJy9BxD75gbTqb4wIAAO9DePIydNyDLzjUaY/wBAAAvAfhycvQcQ/ezlFRqY0ZzmYRtCkHAADeg/DkZei4B2+3OatAZRWVigoNUof4cKvLAQAAaDTCk5eh4x68nWu9U1oMzSIAAIBXITx5GTruwdutc653YsoeAADwMoQnL0THPXiztelVbcrptAcAALwN4ckLuTruMfIEL1NRabQ+3bnHE+EJAAB4F8KTF3KOPG3OZuQJ3mXb3gIVOyoUHhyozokRVpcDAADQJIQnL9Q9iY578E7OZhF9UqMVGECzCAAA4F0IT17o8I57O/bRcQ/eY+0e1jsBAADvRXjyQjabTd1cU/dY9wTvsba6017fNDrtAQAA70N48lLdXe3KWfcE71B5WLOI/u0YeQIAAN6H8OSl6LgHb7PrQJHyS8sVEhSgbm0irS4HAACgyQhPXoqOe/A2zmYRvVKjFRTISw8AAPA+vIPxUnTcg7dxNYtgvRMAAPBShCcvRcc9eBtnswg67QEAAG9FePJSdNyDNzHGuKbt9UsjPAEAAO9EePJidNyDt9iTU6ycIoeCAmzqkUKzCAAA4J0IT16MjnvwFs71Tj2SoxQSFGhxNQAAAM1DePJidNyDt1hXPWWvP+udAACAFyM8eTE67sFbHGoWQac9AADgvQhPXoyOe/AWa9Orpu31ZeQJAAB4McKTFzu8494m1j3BQ2XnlWhvfqkCbFLvFEaeAACA9yI8eTnn1D3WPcFTramestctKVJhwTSLAAAA3ovw5OXouAdP5+y0x/5OAADA2xGevFx317Q9Rp7gmZyb47LeCQAAeDvCk5ej4x483Tpnp7001jsBAADvRnjycs6Oe+WVdNyD59lfUKr03BJJjDwBAADvR3jycnTcgydbV92ivEtihCJDgiyuBgAA4OgQnnxADzruwUOx3gkAAPgSwpMP6E7HPXioda5Oe6x3AgAA3o/w5APouAdP5dzjqR8jTwAAwAcQnnxAj+rwRMc9eJLcIod2HSiSJPVl5AkAAPgAwpMPSIsJpeMePM66jKpRp3ZxYYoND7a4GgAAgKNHePIBdNyDJzq03okpewAAwDcQnnwEHffgaZyd9vq3IzwBAADfQHjyEXTcg6dZW90sgvVOAADAVxCefAQd9+BJCkvLta16/V1fpu0BAAAfQXjyEYd33Csrp+MerLU+I0/GSCnRoWoTFWJ1OQAAAG7hNeHp4Ycf1ujRoxUeHq7Y2Firy/E4h3fc27mfjnuw1lrX/k5M2QMAAL7Da8JTWVmZLrjgAt14441Wl+KR6LgHT7K2utMeU/YAAIAv8ZrwNHXqVN1xxx3q37+/1aV4LGfHPdY9wWrr0p0jT4QnAADgO4KsLqAllZaWqrS01PXvvLyqv4Y7HA45HA6rynLVcPh/3aFLYrgkaVNmnuVfH1pPS1xLR6PEUaHN2VWjnz2Twj2mLhyZp11L8E5cR3AXriW4S33XUnOuLZ8OT4888oimTp1a6/gXX3yh8PBwCyqq7csvv3TbfeUctEkK1M/bMvXJJ3vcdr/wDu68lo7GznypojJIkXajn75bKJvN6orQVJ5yLcG7cR3BXbiW4C6/v5aKioqafB+WhqcHHnigznBzuJUrV2ro0KHNuv97771Xd955p+vfeXl5at++vSZOnKjoaGsXsjscDn355ZeaMGGC7Ha7W+5zUE6xnt/4rfaVBuikiRMUHOQ1szJxFFriWjoas1f8Jq3doGM6Jer004dYXQ6awNOuJXgnriO4C9cS3KW+a8k5K60pLA1Pt9xyiy688MIGz+nUqVOz7z8kJEQhIbXbJNvtdo95Erqzlg6JQYoIDlRhWYXS88pcez/BP3jKdb2xumFJ/3axHlEPms5TriV4N64juAvXEtzl99dSc64rS8NTYmKiEhMTrSzBpzg77q36LUebsgoIT7DEGmebcjrtAQAAH+M187p27dqlX375Rbt27VJFRYV++eUX/fLLLyoooC334ei4ByuVlVfq18yqa49OewAAwNd4TcOI++67T6+99prr34MHD5YkLVq0SGPHjrWoKs/To3q0aUs2oRKtb1NWvhwVRtGhQWoXF2Z1OQAAAG7lNSNPr776qowxtT4ITjV1S2bkCdY5fH8nG232AACAj/Ga8ITGcY48bd9XqLLySourgb9Zu6eqaw1T9gAAgC8iPPmYtJhQRQQHqrzSaOf+QqvLgZ9Ze9jIEwAAgK8hPPkYZ8c9SdqUxbontJ7yikptyKgeeUqzdh81AACAlkB48kF03IMVtu0rVImjUhHBgeqUEGF1OQAAAG5HePJBdNyDFdbsrpqy1zctRgEBNIsAAAC+h/Dkg+i4Bys41zv1bcuUPQAA4JsITz6Ijnuwwjpnp700mkUAAADfRHjyQYd33NtBxz20gspKU2OPJwAAAF9EePJBh3fc20zHPbSCHfsLVVhWoVB7gLq2oVkEAADwTYQnH0XHPbSmtelVU/Z6p0YrKJCXFQAA4Jt4l+OjnOueNmcTntDy1u2pnrLHeicAAODDCE8+ytlxj2l7aA1rXeud6LQHAAB8F+HJR9FxD63FGKO11Z32+jLyBAAAfBjhyUfRcQ+tZffBYuUWO2QPtLlCOwAAgC8iPPkoOu6htaytXu/UMyVKwUG8pAAAAN/FOx0fRsc9tAbXeiem7AEAAB9HePJhdNxDa3Ctd2JzXAAA4OMITz6MjntoaVXNIqpGnvoTngAAgI8jPPkwOu6hpWXllWp/YZkCA2zqlUKzCAAA4NsITz4sLSZUkSFBdNxDi1lTPerUPSlSofZAi6sBAABoWYQnH2az2dQtial7aDnOKXvs7wQAAPwB4cnHdafjHlrQOmenvbbRFlcCAADQ8ghPPo6Oe2hJzk57/WgWAQAA/ADhycd1T3aOPDFtD+61N79UmXklstmk3qmMPAEAAN9HePJx3atHnnbQcQ9u5pyy1zkxQpEhQRZXAwAA0PIITz6OjntoKevSq6bssb8TAADwF4QnH3d4xz2aRsCdnJ32+tFpDwAA+AnCkx/oTrtytADnHk996bQHAAD8BOHJD9BxD+6WU1Sm3QeLJbHHEwAA8B+EJz9Axz24m3O9U4f4cMWE2S2uBgAAoHUQnvwAHffgbq71TkzZAwAAfoTw5AfouAd3W1s98sSUPQAA4E8IT36Ajntwt3WukSfCEwAA8B+EJz9Bxz24S2WlcTWL6JIYYXE1AAAArYfw5CfouAd3OVBUprKKStlsUnJ0qNXlAAAAtBrCk5+g4x7cJTO3RJKUGBmi4CBeQgAAgP/gnY+foOMe3MUZnlIYdQIAAH6G8OQn6LgHd8nIqw5PMYQnAADgXwhPfoKOe3CXzNyqZhGphCcAAOBnCE9+pHN1Z7TfDhRbXAm8WUYuI08AAMA/EZ78iHOkICOX8ITmy6qetsfIEwAA8DeEJz+SGhsmSUrPKbG4Engz58gTbcoBAIC/ITz5kdTqN7uZeYw8oXmMMa5ue6kxYRZXAwAA0LoIT34kNbZ62h4jT2imvJJyFZVVSKJVOQAA8D+EJz+SVj1SsL+wTCWOCourgTdyrneKDbcrLDjQ4moAAABaF+HJj8SG2xUSVPUjd74JBpoigw1yAQCAHyM8+RGbzaY0mkbgKDj3eKJNOQAA8EeEJz9Du3IcjYxc2pQDAAD/RXjyMymu8MTIE5ou0zVtj057AADA/xCe/IyzaQQjT2iOzOq1cikxIRZXAgAA0PoIT36GduU4Gq6RJ/Z4AgAAfojw5GdSmbaHo8CaJwAA4M8IT34mlWl7aKbisgrlFjsk0W0PAAD4J8KTn3GueTpY5FBxGRvlovGc653CgwMVFRJkcTUAAACtr1nhKSsrq97PrV69utnFoOVFhwUpzB4o6dCbYaAxMg7b48lms1lcDQAAQOtrVnjq37+/Pvroo1rHn3jiCY0YMeKoi0LLsdlshzWNYOoeGi+T9U4AAMDPNSs8/fnPf9aUKVN0ww03qLi4WHv27NGJJ56oxx9/XO+88467a4SbOafupdM0Ak2QwR5PAADAzzUrPN11111atmyZlixZogEDBmjAgAEKCwvT6tWrddZZZ7m7RriZc7F/Jk0j0ARZ7PEEAAD8XLMbRnTp0kV9+/bVjh07lJeXp8mTJys5OdmdtaGFpFWHJ0ae0BQZ7PEEAAD8XLPCk3PEacuWLVq9erWee+453XrrrZo8ebIOHjzo7hrhZqmx1e3KWfOEJnCteYpmzRMAAPBPzQpPJ554oqZMmaKlS5eqd+/euuaaa/Tzzz9r9+7d6t+/v7trhJulsFEumuHQyBPhCQAA+KdmbdbyxRdf6IQTTqhxrGvXrvruu+/08MMPu6UwtJw010a5hCc0Tll5pfYXlkqi2x4AAPBfzRp5+n1wct1ZQIDuuuuuoyoILc/Zqjy32KGisnKLq4E3yM4vkTFScGCA4iOCrS4HAADAEs0KT2PHjtXu3btrHV++fLkGDRp0tDWhhUWFBCkiuGqjXEaf0BjO9U7JMSFskAsAAPxWs8JTdHS0BgwYoLfffluSVFlZqQceeEDHH3+8zjzzTLcWCPer2ijX2TSC8IQjy3A1i6DTHgAA8F/NWvP00UcfacaMGbrmmmv00UcfaceOHdq1a5fmz5+vk046yd01ogWkxoRqS3aB0tnrCY1waI8n1jsBAAD/1azwJEk33HCDdu7cqccee0xBQUFavHixRo8e7c7a0IJSXRvlMvKEI6PTHgAAQDOn7R08eFDnnXeennvuOT3//POaPHmyJk6cqOnTp7u7PrSQVFfHPUaecGTOkJ3CHk8AAMCPNWvkqV+/furcubN+/vlnde7cWddee63eeecd3XTTTZo/f77mz5/v7jrhZmnVHffSWfOERnCGbNqUAwAAf9askacbbrhB33zzjTp37uw6NmXKFK1atUplZWVuKw4tJ6V65Ilpe2iMrLyqPZ6YtgcAAPxZs0ae/v73v9d5vF27dvryyy+PqiC0jrTqN8E0jMCRVFQaGkYAAACoCeFp9erVjb7TAQMGNKsYtB5nq/L8knIVlJYrMqTZvUPg4/YXlKq80ijAJrWJDLG6HAAAAMs0+h3zoEGDZLPZZIyRpAY3yqyoqDj6ytCiIkOCFBUSpPzScmXmFqtbUpTVJcFDOTvtJUWFKiiwWTN9AQAAfEKj3wlt375d27Zt0/bt2zV37lx17txZ06dP188//6yff/5Z06dPV9euXTVnzpyWrBdulErTCDQCbcoBAACqNHrkqWPHjq7/v+CCC/Tf//5Xp512muvYgAED1L59e/3973/XpEmT3FokWkZqTJg2ZRXQrhwNcq13ok05AADwc82ag7NmzZoanfacOnfurPXr1x91UWgdzrbTGXTcQwMYeQIAAKjSrPDUu3dvPfTQQyopOfSmu7S0VA899JB69+7ttuLQslwb5TJtDw3IZI8nAAAASc1sVT5jxgydeeaZat++vQYOHChJWrVqlWw2m+bNm+fWAtFyXGuemLaHBjDyBAAAUKVZ4Wn48OHavn27Zs2apY0bN8oYoylTpuiiiy5SRESEu2tEC3GOJLBRLhriXPPkHKkEAADwV83e3Cc8PFxjxoxRhw4dVFZWJklasGCBJOmss85yT3VoUa5pe4Qn1MMYc2jkiYYRAADAzzUrPG3btk3nnHOO1qxZ49r76fB9n9jnyTs4R54KSsuVV+JQdKjd4orgaXKKHCotr5QkJUWzQS4AAPBvzWoY8cc//lGdO3dWVlaWwsPDtXbtWn399dcaOnSoFi9e7OYS0VIiQoIUHVqVn5m6h7o4R50SIoIVag+0uBoAAABrNSs8LV26VA8++KDatGmjgIAABQYGasyYMXrkkUd02223ubtGtKC02Kqpe+k5NI1Aba49nmgWAQAA0LzwVFFRocjISElSYmKi0tPTJVVtpPvrr7+6rzq0OPZ6QkNY7wQAAHBIs9Y89evXT6tXr1aXLl00YsQITZs2TcHBwZo5c6a6dOni7hrRglJoGoEGOPd4YuQJAACgmeHpb3/7mwoLCyVJDz30kM444wwdd9xxSkhI0DvvvOPWAtGy0pwjT0zbQx2coZoNcgEAAJoZnk4++WTX/3fp0kXr16/XgQMHFBcXV6PrHjxfaiwjT6hfpmvNE3s8AQAANHufp9+Lj493112hFR1a88TIE2rLZM0TAACAS7MaRsB3HN4wwhhjcTXwNK7wxLQ9AAAAwpO/S62ejlVUVqG84nKLq4EnKSgtV35p1TVBeAIAACA8+b2w4EDFhtslSRl5TN3DIc5Rp6jQIEWGuG2GLwAAgNciPME1+pSRQ9MIHMJ6JwAAgJoIT3C1K0+naQQOk8EeTwAAADUQnuB6c5xJu3IcJpM9ngAAAGogPEFp1Xs9pTNtD4fJYI8nAACAGghPYK8n1CmLNU8AAAA1EJ7AtD3UKYNpewAAADUQnqC06mlZ6bnFbJQLl8w8NsgFAAA4HOEJrjfHJY5K5RQ5LK4GnqDEUaEDhWWSGHkCAABwIjxBofZAxUcESzo0VQv+LTuvVJIUag9QTJjd4moAAAA8A+EJkmgagZpcezxFh8pms1lcDQAAgGcgPEGSlOpa98TIE1jvBAAAUBfCEyQdGnnKZOQJOrzTHns8AQAAOBGeIElKja2etsdGudChtvWMPAEAABxCeIKkQ+3KaRgB6bDwxAa5AAAALoQnSDo0wkDDCEhSBmueAAAAaiE8QVLNkSc2yoVz7Rt7PAEAABxCeIIkKTkmRJJUWl6pg2yU69fKKyq1N79qnydGngAAAA4hPEGSFBIUqMTIqo1y03OYuufP9haUqtJIQQE2JUaEWF0OAACAxyA8wSWVphHQoZ9/cnSoAgLYIBcAAMCJ8AQX9nqCRJtyAACA+nhFeNqxY4euvvpqde7cWWFhYeratavuv/9+lZWVWV2aT3GGp3RGnvwa4QkAAKBuQVYX0BgbN25UZWWlnn/+eXXr1k1r167Vtddeq8LCQj3xxBNWl+czUmOrp+2x5smvZeaxxxMAAEBdvCI8nXLKKTrllFNc/+7SpYt+/fVXPffcc4QnN0p17fXEyJM/c/78aVMOAABQk1eEp7rk5uYqPj6+wXNKS0tVWlrq+ndeXp4kyeFwyOGwth238/GtruNwbSLskqq67XlSXWiYu6+ljJwiSVXXA9eBf/HE1yV4H64juAvXEtylvmupOdeWzXjhjqhbt27VMccco3/961+65ppr6j3vgQce0NSpU2sdnz17tsLDw1uyRK+0v0R68OcgBdqMnhhRIRqt+aepPwXqQKlNt/crV+coq6sBAABoGUVFRbrooouUm5ur6OjoRt3G0vBUX7g53MqVKzV06FDXv9PT03XCCSfohBNO0IsvvtjgbesaeWrfvr327dvX6G9QS3E4HPryyy81YcIE2e12S2txKiuvVL8Hv5Ix0rI/n6CESPb48QbuvJYqK436PfiVHBVGX991nNKq18HBP3ji6xK8D9cR3IVrCe5S37WUl5enxMTEJoUnS6ft3XLLLbrwwgsbPKdTp06u/09PT9e4ceM0atQozZw584j3HxISopCQ2gHAbrd7zJPQs2qREiNDtDe/VHsLK5QS5xl1oXHccS3tKyiVo8LIZpPS4iNlD/SKhpxwM096XYL34jqCu3AtwV1+fy0157qyNDwlJiYqMTGxUefu2bNH48aN05AhQ/TKK68oIIA3dS0hLSZUe/NLlZ5brP7tYqwuB63M2aY8MTKE4AQAAPA7XvHuKD09XWPHjlX79u31xBNPaO/evcrMzFRmZqbVpfmc1JiqaVqZdNzzS3TaAwAAqJ9XdNv74osvtGXLFm3ZskXt2rWr8Tkv7Hfh0VJcG+Wy15M/Yo8nAACA+nnFyNMVV1whY0ydH3CvtNjqvZ5yGHnyR5nVoTmFkScAAIBavCI8ofUwbc+/OaftEZ4AAABqIzyhhlSm7fm1TNY8AQAA1IvwhBpSq/f1ycorUWUl0yL9zaE1T+zvBAAA8HuEJ9SQFBWiAJvkqDDaV1h65BvAZxhjXCNPTNsDAACojfCEGuyBAWoTVbWxME0j/EteSbmKyiok0W0PAACgLoQn1OJsGpHBuie/4hx1ig23Kyw40OJqAAAAPA/hCbW42pXTcc+vsMcTAABAwwhPqMXZLIDw5F/Y4wkAAKBhhCfU4hx5Ss9h2p4/yaBNOQAAQIMIT6iFjXL9k6vTHm3KAQAA6kR4Qi3OaVtM2/MvzjVPjDwBAADUjfCEWpzT9jLzSlTBRrl+wznylEx4AgAAqBPhCbUkRYUqMMCmikqjfQVslOsvWPMEAADQMMITagkMsCmpeqNcmkb4h6KycuUWOyTRbQ8AAKA+hCfUKZV1T37FOWUvIjhQUSFBFlcDAADgmQhPqFNqLHs9+RPXBrkxobLZbBZXAwAA4JkIT6hTanT1yBPT9vyCq005U/YAAADqRXhCnRh58i8Z7PEEAABwRIQn1CnNteaJkSd/kEmnPQAAgCMiPKFObJTrXw5f8wQAAIC6EZ5Qp7TqaXtZeSUqr6i0uBq0NNeap2jCEwAAQH0IT6hTYmSIggJsqjTSXjbK9XkZNIwAAAA4IsIT6hQYYFNy9ShEeg5T93xZWXml9lUHZNY8AQAA1I/whHql0jTCL2TnV4Xj4MAAxUcEW1wNAACA5yI8oV7OduWZNI3wac6fb3JMCBvkAgAANIDwhHo5R56YtufbnOudUtnjCQAAoEGEJ9SLaXv+IZNmEQAAAI1CeEK9UmOqRiLY68m3Ofd4olkEAABAwwhPqBcjT/7BteaJPZ4AAAAaRHhCvVJjq95MZ+eXysFGuT7LGY4ZeQIAAGgY4Qn1SowIkT3QJmOqAhR8E2ueAAAAGofwhHoFHLZRbkYOU/d8UUWlcQVj5xo3AAAA1I3whAalVb+hTqdphE/aX1Cq8kqjAJuUGMkGuQAAAA0hPKFBznVPmTSN8EnOTopJUaEKCuTlAAAAoCG8W0KDUtgo16dlsN4JAACg0QhPaFCaa68nRp58URZ7PAEAADQa4QkNcr6pzmTNk09i5AkAAKDxCE9oUCoNI3yacy1bChvkAgAAHBHhCQ1yNozYV1CqsnI2yvU1jDwBAAA0HuEJDUqICFZwYICMObQ+Br4j07XmiT2eAAAAjoTwhAbZbDbXqEQGU/d8ijHGtZaNhhEAAABHRnjCEaW6whMd93xJTpFDpdVTMZOiQyyuBgAAwPMRnnBEabHOduWMPPkS588zISJYIUGBFlcDAADg+QhPOCLXtL0cRp58SWZedac9puwBAAA0CuEJR5RW/eaaduW+JTO3VBLrnQAAABqL8IQjcnZiY6Nc3+Lc4ymZPZ4AAAAahfCEI0qhYYRPyqDTHgAAQJMQnnBEzoYR+wrKVFpeYXE1cBfnHk8p7PEEAADQKIQnHFFcuF0hQVWXSlb1Ohl4P/Z4AgAAaBrCE47IZrO53mCnM3XPZzjDE2ueAAAAGofwhEZxNo1g3ZNvyC9xKL+0XBKtygEAABqL8IRGSY11No2g454vyKpe7xQVGqTIkCCLqwEAAPAOhCc0Sqpro1zCky9gjycAAICmIzyhUZi251ucP0c67QEAADQe4QmNksa0PZ/ibBaREh1icSUAAADeg/CERkmJdo48EZ58QQZ7PAEAADQZ4QmN4hx5OlBYphIHG+V6uyz2eAIAAGgywhMaJSbMrjB7oKRDU77gvZwjiLQpBwAAaDzCExqFjXJ9S6Zz2h4b5AIAADQa4QmN5trriXblXq3EUaEDhWWSmLYHAADQFIQnNJqzXblz1ALeyblBbqg9QDFhdourAQAA8B6EJzSaa9peDtP2vFmmq1lEmGw2m8XVAAAAeA/CExrt0Ea5jDx5M+fIYTJ7PAEAADQJ4QmNlspGuT4h47CRJwAAADQe4QmN5py2l0G3Pa+WSZtyAACAZiE8odGcIxU5RQ4Vl7FRrrfKZINcAACAZiE8odGiQ4MUEVy1US6jT94rw7XmifAEAADQFIQnNJrNZnNN9WLdk/fKrA6+jDwBAAA0DeEJTZIWS8c9b1ZeUam9+aWSWPMEAADQVIQnNImraQR7PXmlvQWlqjRSUIBNiRG0KgcAAGgKwhOaJKW6aUQ6I09eyTlimBwdqoAANsgFAABoCsITmiSteuQpk4YRXok25QAAAM1HeEKTpLLmyatlEJ4AAACajfCEJnGueUpnzZNXyqpuU55Km3IAAIAmIzyhSZzhKa+kXIWl5RZXg6Zi5AkAAKD5CE9okqhQu6JCgiQxdc8bOdeqEZ4AAACajvCEJju0US5T97yNM/CyQS4AAEDTEZ7QZDSN8E6VlUbZec4NcsMsrgYAAMD7EJ7QZGmujXIJT97kQFGZyioqZbNJSVFskAsAANBUhCc0GdP2vJNzj6fEyBDZA3nqAwAANBXvoNBkaTFM2/NGrHcCAAA4OoQnNFlqLCNP3sjVaY89ngAAAJqF8IQmS2XNk1fKzGPkCQAA4GgQntBkqdXT9vJLy5Vf4rC4GjSWc9peMuEJAACgWQhPaLKIkCBFh1ZtlJvJuievkcmaJwAAgKNCeEKzOEef0glPXsMZnlKi2eMJAACgOQhPaBZn04hMmkZ4BWMMa54AAACOEuEJzeIaeaJphFfIKylXUVmFpEP7dAEAAKBpCE9ollQ2yvUqzil7seF2hdoDLa4GAADAOxGe0CyHwhMjT94ggz2eAAAAjhrhCc2SFls1bY/w5B2yWO8EAABw1AhPaJYU10a5xTLGWFwNjsQZclNi6LQHAADQXIQnNEta9ZvwwrIK5ZeWW1wNjuRQm3JGngAAAJqL8IRmCQsOVGy4XZKUQcc9j5fBBrkAAABHjfCEZnOOYqTTcc/jOdc80aYcAACg+QhPaDZn04hMmkZ4PEaeAAAAjh7hCc2WeljTCHiuorJy5RY7JEnJhCcAAIBmIzyh2ZzhKZ2RJ4/mHBmMCA5UVEiQxdUAAAB4L8ITmi01hml73iDzsPVONpvN4moAAAC8F+EJzZYaS8MIb5DpWu/EHk8AAABHg/CEZnO+Gc/IKWGjXA/mbBaRzB5PAAAAR4XwhGZzrnkqdlQor5iNcj1VJp32AAAA3ILwhGYLtQcqPiJYElP3PJlz5Ik9ngAAAI4O4QlHxblRbgbhyWM5N8hl5AkAAODoEJ5wVNJineGJjnueijVPAAAA7kF4wlE5vGkEPE9ZeaX2FZRKYuQJAADgaBGecFRSYmhX7smcU/aCAwNc69MAAADQPIQnHBXntD02yvVMWWyQCwAA4DaEJxwV17Q9wpNHcnXaY70TAADAUSM84ag419Gk5xSzUa4HyqRNOQAAgNsQnnBUnG/KS8srlVPksLga/F4GG+QCAAC4DeEJRyUkKFCJkWyU66kOX/MEAACAo+M14emss85Shw4dFBoaqtTUVF166aVKT0+3uizo0Btz2pV7HufmxYw8AQAAHD2vCU/jxo3Tu+++q19//VVz5szR1q1bdf7551tdFnRY04g8wpOnyWSDXAAAALcJsrqAxrrjjjtc/9+xY0fdc889mjRpkhwOh+x2u4WVIc018sS0PU9SUWmUle/cIDfM4moAAAC8n9eEp8MdOHBAb775pkaPHt1gcCotLVVpaanr33l5eZIkh8Mhh8Pa5gbOx7e6DndoU73mac/BIp/4erxNfddSdn6pKiqNAgNsig0N4GeDI/Kl1yVYh+sI7sK1BHep71pqzrVlM17UX/rPf/6znnnmGRUVFWnkyJGaN2+eEhIS6j3/gQce0NSpU2sdnz17tsLDw1uyVL/yw16b3tgSqG7Rlbq1b6XV5aDazgLpyTVBig02mjqkwupyAAAAPEpRUZEuuugi5ebmKjo6ulG3sTQ81RduDrdy5UoNHTpUkrRv3z4dOHBAO3fu1NSpUxUTE6N58+bJZrPVedu6Rp7at2+vffv2Nfob1FIcDoe+/PJLTZgwweunHa7ccVAXvbRSHeLDtOCO46wux+/Udy19sT5LN7+1SgPbxej960dYWCG8hS+9LsE6XEdwF64luEt911JeXp4SExObFJ4snbZ3yy236MILL2zwnE6dOrn+PzExUYmJierRo4d69+6t9u3ba9myZRo1alSdtw0JCVFISEit43a73WOehJ5US3O1T4iUJGXmlSooKKjeMIuW9ftraW9B1VB0WmyY119jaF2+8LoE63EdwV24luAuv7+WmnNdWRqenGGoOZwDZoePLMEaydGhstmksvJKHSgsU0Jk7cCK1peZV/XcYI8nAAAA9/CKhhErVqzQihUrNGbMGMXFxWnbtm2677771LVr13pHndB6goMClBgZor35pcrILSE8eYhM9ngCAABwK6/Y5yksLExz587V+PHj1bNnT1111VXq16+fvv766zqn5aH1Od+gp9Ou3GNksMcTAACAW3nFyFP//v21cOFCq8tAA1JjQrV6d64y2SjXYzh/FuzxBAAA4B5eMfIEz+d8g56eQ3jyBMYYZeY6wxMjTwAAAO5AeIJbON+gZ+Qybc8T5BQ5VFpetedWUjRTWwEAANyB8AS3SI2tGnlyrrOBtZw/h4SIYIUEBVpcDQAAgG8gPMEt0hh58iiZeVU/B9qUAwAAuA/hCW7hfJOemVuiykpjcTXIYL0TAACA2xGe4BbOjXIdFUb7C8usLsfvZVWHJ0aeAAAA3IfwBLewBwYoKaqqMQFT96x3aOSJNuUAAADuQniC26TQrtxjOPd4YoNcAAAA9yE8wW3SXOueGHmyGmueAAAA3I/wBLdxThGjXbn1WPMEAADgfoQnuI1zlCOd8GSp/BKH8kvLJUkpTNsDAABwG8IT3CY1lml7niCrer1TVGiQIkKCLK4GAADAdxCe4DapNIzwCKx3AgAAaBmEJ7iN8816Vl6JKtgo1zKZrvVOtCkHAABwJ8IT3CYpKkQBNqm80mh/QanV5fgtZ3hKZb0TAACAWxGe4DZBgQGufYVoGmGdDOceT0zbAwAAcCvCE9zK2Ro7I4emEVbJZM0TAABAiyA8wa3S2OvJcpns8QQAANAiCE9wK+doRwbtyi2TmcfIEwAAQEsgPMGtUtgo11IljgodKCyTxAa5AAAA7kZ4glulxVZN28skPFnCuUFuqD1AMWF2i6sBAADwLYQnuFUqDSMsdahZRJhsNpvF1QAAAPgWwhPcKrW6YURWfikb5VrAud6JKXsAAADuR3iCW7WJClFQgE0VlUZ789kot7Vl0GkPAACgxRCe4FaBAbbDNspl6l5ro005AABAyyE8we0ObZRL04jW5mwRT5tyAAAA9yM8we3Y68k6mXlVUyVZ8wQAAOB+hCe4nbNdeQbtyltdpmvkKcziSgAAAHwP4Qlu5xz1YOSpdTkqKpVd3aQjOSbE4moAAAB8D+EJbpcW6wxPjDy1pn0FZTJGCgqwKTGC8AQAAOBuhCe4nXPKGA0jWpdzj6fk6FAFBLBBLgAAgLsRnuB2zoYR2fklKq+otLga/+FsU06nPQAAgJZBeILbJUaGyB5oU6WRaw0OWp6z014y4QkAAKBFEJ7gdgGHbZRL04jWk1U9bS+VNuUAAAAtgvCEFnForyfWPbUW1x5PjDwBAAC0CMITWgRNI1qfa+SJPZ4AAABaBOEJLSK1ul15OtP2Wo2zYUQKezwBAAC0CMITWoRz3U0m0/ZaRaWRsvKd0/YYeQIAAGgJhCe0iNTYqjfw6YSnVlFYLjkqjGw2KSmKkScAAICWQHhCi0hzrXli2l5ryKnuCN8mMkT2QJ7WAAAALYF3WWgRzo5vewtK5WCj3BaXU2aTRKc9AACAlkR4QotIiAhWcGCAjDnUBQ4tJ6es6r8p7PEEAADQYghPaBEBATbXKAh7PbW83OqRp1RGngAAAFoM4QkthvDUelwjT3TaAwAAaDGEJ7SYNGd4omlEi3M2jGCPJwAAgJZDeEKLcbYrZ+Sp5Tmn7aVEM/IEAADQUghPaDGprml7jDy1JGOMa9oea54AAABaDuEJLSY1hpGn1pBfUq6ySlqVAwAAtDTCE1qMcxQkPYfw1JIyq1vBx4XbFWoPtLgaAAAA30V4Qotxhqd9BaUqK2ej3JaSmVfVLSI5imYRAAAALYnwhBYTHxGskKCqS4yNcltOZvW0yGSm7AEAALQowhNajM1mO2zqHk0jWkpW9chTSjThCQAAoCURntCinA0MMhl5ajHO721KNNP2AAAAWhLhCS0qrbrjHk0jWo4zPCUz8gQAANCiCE9oUamx7PXU0jJzq6ftxTDyBAAA0JIIT2hRKYw8tbisfOe0PUaeAAAAWhLhCS2qS2KEJGn17hxVVhqLq/E9RWXlyi0ul0R4AgAAaGmEJ7SooZ3iFB4cqOz8Uq1Lz7O6HJ/jbFMeEmAUFRpkcTUAAAC+jfCEFhUSFKjjuidKkr7akGVxNb5n54EiSVIsy50AAABaHOEJLW5872RJ0oKNhCd3W7H9gCSpYyRTIgEAAFoa4QktblzPJNls0to9ea5pZnCP77fulyR1jyE8AQAAtDTCE1pcm6gQDWwXK0lauDHb2mJ8SH6JQ2v35EqSukcTngAAAFoa4Qmt4qTeSZKkBax7cpuVOw6ootKoY3y44ljzBAAA0OIIT2gVznVP323Zp+KyCour8Q1Lq6fsjewSZ3ElAAAA/oHwhFbRKyVKaTGhKi2v1Pdb91ldjk9wrnca0Tne4koAAAD8A+EJrcJms7lGn77awLqno5VTVKb1GVX7ZhGeAAAAWgfhCa1mfPW6p4Ubs2QMDQ6OxvLtB2SM1C0pUklRLHgCAABoDYQntJqRXRIUHhyorLxSrUvPs7ocr+Zc7zSqS4LFlQAAAPgPwhNaTag9UGO6JUqSvqLr3lFxhaeuhCcAAIDWQnhCqzqpet0T+z013/6CUv2alS+pajQPAAAArYPwhFY1tlcbSdLq3bnKyiuxuBrvtGzbAUlVHQzjI4ItrgYAAMB/EJ7QqpKiQjWwfawkRp+ay9nqnSl7AAAArYvwhFZ3Uq+qrnsLWPfULEu30SwCAADACoQntDrnfk/fbdmnEkeFxdV4l6y8Em3bWyibTRrRmfAEAADQmghPaHW9U6OUFhOqEkelawoaGmdZ9ahTv7QYxYTbLa4GAADAvxCe0OpsNptOrN4w96sNrHtqiu+30KIcAADAKoQnWMI5dW/hhmwZYyyuxnuw3gkAAMA6hCdYYlSXBIXZA5WZV6J16XlWl+MV9uQUa9eBIgUG2DSsc7zV5QAAAPgdwhMsEWoP1JjuiZKkBUzda5SlW6tGnQa0i1FkSJDF1QAAAPgfwhMsc1L1uqeFG2lZ3hiu/Z2YsgcAAGAJwhMsM65nVXhatTtX2XklFlfj2YwxWraVZhEAAABWIjzBMknRoRrYLkaStHAjU/casutAkdJzS2QPtGloR9Y7AQAAWIHwBEs5u+4tIDw16PvqUafB7eMUFhxocTUAAAD+ifAES53Yq2rq3neb96nEUWFxNZ7L2SxiJFP2AAAALEN4gqX6pkUrNSZUxY4KV0BATcYY9ncCAADwAIQnWMpms7lGnxbQda9OW/cWam9+qUKCAjS4Q6zV5QAAAPgtwhMsN97ZsnxDtowxFlfjeZZWtygf0jFOoXbWOwEAAFiF8ATLje6aqFB7gNJzS7Q+I8/qcjwOU/YAAAA8A+EJlgu1B2pMtzaSpAUb6Lp3uMpKo2XbDkhifycAAACrEZ7gEZxT92hZXtOm7HwdKCxTeHCgBrSLtbocAAAAv0Z4gkcYX900YtVvOcrOL7G4Gs/x/ZaqKXtDO8UrOIinKwAAgJV4NwaPkBQdqgHtYiRJixh9cmG9EwAAgOcgPMFjuFqWs+5JklRRabTcGZ5Y7wQAAGA5whM8xkm9kyVJ327epxJHhcXVWG99ep7ySsoVFRKkfmnRVpcDAADg9whP8Bh906KVEh2qYkeFa7qaP1u6rWp/p+Gd4xUUyFMVAADAarwjg8ew2Ww68bANc/3d0q1M2QMAAPAkhCd4lPGudU9ZMsZYXI11HBWVWrG9an+nkTSLAAAA8AiEJ3iUY7slKtQeoPTcEm3IyLe6HMus2ZOrwrIKxYTZ1SeV9U4AAACegPAEjxJqD9SYbomSpIUbsyyuxjrOKXsju8QrIMBmcTUAAACQCE/wQCf2quq695Ufr3taxv5OAAAAHofwBI8zvrppxKrdOdqbX2pxNa2vrLxSK3dUrXcaXT0KBwAAAOsRnuBxkqND1b9tjIyRFv3qf6NPv/yWoxJHpRIjg9U9KdLqcgAAAFCN8ASPdOJhXff8jXO904guCbLZWO8EAADgKQhP8Egn9a5a9/Tt5n0qcVRYXE3rcm6Oy3onAAAAz0J4gkfq1zZa/9/enUdXVd39H/+cTJeEDBBCSEIGAkUTBEUIIFAhgEbFAcQBK/WHteVnW7RF2mot9ScuEKyoXUWKIPYBWtTSupTSqo8GISE8ER9AoiAQhhASByYDmYBM9/z+SHL1GoYD3OTcE96vtVjkzl+yNhs++e69T7dIl07UNuijpusdXQpO1TXo45LjkqRhXBwXAADArxCe4JcMw7gkl+59fOCYauvd6hbpUmpMR7vLAQAAwLcQnuC3xjQdWf7BzsMyTdPmatrGh986opz9TgAAAP6F8AS/Nfx7MXIFBeiL4ye162Cl3eW0iebDIoayZA8AAMDvEJ7gt0JDAjW86TpHa3e1/yPLq2vqVVB6XJI0rBfXdwIAAPA3hCf4teYL5q65BPY9bT5wTPVuU907hSopOszucgAAAPAdhCf4teZ9TwWlx3W0qsbmaloXS/YAAAD8G+EJfi0uqoOuSIiUaUrr2vnSvW8fFgEAAAD/47jwVFNTo/79+8swDBUUFNhdDtrAmPRvTt1rrypO1Wnb58cl0XkCAADwV44LT48++qgSEhLsLgNt6LqmfU95e46opr7B5mpax6b9ZXKbUo8uYUroFGp3OQAAADgNR4Wnd999V++//76ee+45u0tBG+qbEKWuES5V1zboo6Iyu8tpFex3AgAA8H9Bdhdg1aFDhzRlyhStWrVKYWHWTiKrqalRTc03hwxUVFRIkurq6lRXV9cqdVrV/Pl21+EUoy6L0T+2fKHsz77S0NROdpfjc/n7jkqSBqV0Ou8xwViCrzCW4AuMI/gKYwm+cqaxdCFjyzBN0/RJVa3INE2NHTtWw4cP1+9//3sVFxcrNTVVW7duVf/+/c/4upkzZ+qpp55qcf9rr71mOYDBP2wrM/RKYaCiXab+39UNMgy7K/Kd6jppxuZAmTI0a2C9IkPsrggAAKD9O3HihO69916Vl5crMjLS0mts7TydKdx826ZNm5Sfn6+Kigo9/vjj5/X+jz/+uKZPn+65XVFRoaSkJGVlZVn+BrWWuro6ZWdn6/rrr1dwcLCttThBZm29/jo3R2U1bvXOuFaXdYuwuySfeX/HIZmbP1Gvrh11z/jh5/16xhJ8hbEEX2AcwVcYS/CVM42l5lVp58PW8PTQQw/pnnvuOetzevToodmzZ2vjxo1yuVxej2VkZGjSpElavnz5aV/rcrlavEaSgoOD/eYvoT/V4s+igoM1vFcXrSs8opw9ZboiMdruknxm04FySdKwXjEXNRYYS/AVxhJ8gXEEX2EswVe+O5YuZFzZGp5iYmIUExNzzufNnz9fs2fP9tz+8ssvdcMNN2jlypUaMmRIa5YIPzImvZvWFR7RBzsPaeqo79ldjs8073caxmERAAAAfs0RB0YkJyd73Q4PD5ck9erVS4mJiXaUBBuMSY/V71dJW0uP6+uqGnUJb9lVdJqjVTXafahKkjSEi+MCAAD4NUcdVY5LW3xUqPrER8o0pXWFR+wuxyc2FjUeUZ4WF6HojpwUAQAA4M8cGZ569Ogh0zTPetIe2qfmC+Z+sPOQzZX4Btd3AgAAcA5Hhidcusakd5Mkrd99RLX1bpuruXjN4WlYr3Pv/QMAAIC9CE9wlH7do9Q1wqXq2gZ9tP9ru8u5KIcqTqnoaLUCDGlwavs5PRAAAKC9IjzBUQICDI2+vHnp3mGbq7k4zV2nKxKiFBXKEawAAAD+jvAExxnTtO9pzc5DMk3T5mouHPudAAAAnIXwBMf5fu8YhQQF6PNjJ7XncJXd5Vyw/KLG6zsRngAAAJyB8ATHCQsJ8lxQdo1DT937/NgJlZadVGCAoUE92O8EAADgBIQnOFLzqXtO3ffUvGTvysQohbscca1qAACASx7hCY40Oq1x39PHJcdUVl1rczXnz7PfqSdL9gAAAJyC8ARH6t4pVOnxkTJNad0uZ3WfTNPUh0Vc3wkAAMBpCE9wrOuaTt37YJez9j0d+PqEvio/peBAQwNTOttdDgAAACwiPMGxmpfurd99VLX1bpursa6563R1UmeFhgTaXA0AAACsIjzBsa5K7KSYcJeqaur1v/vL7C7Hsvym/U7XcEQ5AACAoxCe4FgBAYZGp3WV5Jwjy03T9BwWMYzwBAAA4CiEJzja6LSmI8t3HZJpmjZXc277jlTpaFWNXEEBujq5k93lAAAA4DwQnuBo1/aOUUhggErLTmrv4Sq7yzmn5q7TwJTOcgWx3wkAAMBJCE9wtI6uIA1tWv62xgEXzM1nyR4AAIBjEZ7geGOajixf6+dHlrvdpjY2nbQ3lPAEAADgOIQnOF7zkeVbDhzTsepam6s5s8JDlTp2ok5hIYG6MrGT3eUAAADgPBGe4HiJncOUFhchtymtK/TfpXvNS/YyekQrOJC/egAAAE7D/+DQLjQv3fvAj/c9cUQ5AACAsxGe0C6MSW88snz97iOqrXfbXE1LDW5TH+1v2u/Uk/AEAADgRIQntAv9EzspJjxElTX12lRcZnc5Lez4skKVp+oV4QrSFQmRdpcDAACAC0B4QrsQEGBo1OWNS/fW7PS/U/fy9x2VJA1OjVYQ+50AAAAcif/Fod349r4n0zRtrsbbhxxRDgAA4HiEJ7Qb1/buqpDAAJWUndC+I1V2l+NR1+DWpv2NSwkJTwAAAM5FeEK70dEVpGuawskaPzp1b9sX5aqubVCnsGClx7HfCQAAwKkIT2hXxjRdMHetH4Wn5iPKh6RGKyDAsLkaAAAAXCjCE9qV5n1Pmw+U6Vh1rc3VNPrm+k4xNlcCAACAi0F4QruS2DlMaXERcptSzm77u0819Q3afID9TgAAAO0B4Qntzui0b07ds1tByXGdqnMrJjxEvWPD7S4HAAAAF4HwhHZnTHo3SVJu4RHtPWzvqXvNR5Rf07OLDIP9TgAAAE5GeEK70z+pk3p0CVNlTb3Gzs/T4tx9anDbc92n5v1OLNkDAABwPsIT2p3AAEOv/99rNPKyrqqtd2vuu7t056L8Nu9Cnapr0NaS45KkoT0JTwAAAE5HeEK7FB8VqmU/GqRn77xSEa4gbS05rrHz87SoDbtQWw4cU22DW90iXUqN6dgmnwkAAIDWQ3hCu2UYhu7OSNL700d4ulDPvLtLd7yUr72HK1v98799RDn7nQAAAJyP8IR2z6sL1SFIBaXHNXb+Bi3K3af6BnerfW7zYREs2QMAAGgfCE+4JHi6UI+MUObl3+pCLfqwVbpQ1TX1+qT0uCQOiwAAAGgvCE+4pMRHhWrp/YM0r6kL9UlTF+qlHN92oTYVl6nebap7p1AlRYf57H0BAABgH8ITLjmGYeiujCRlPzJSo5q6UH/478a9UHsO+aYL1bxkbxhdJwAAgHaD8IRLVlxUB/3X/YP03F1XNXahPi/XzfM3aGHO3ovuQm3k+k4AAADtDuEJlzTDMHTnwMRvulANbj3734W646V87b7ALlTFqTpt+6JcEuEJAACgPSE8ATp9F+qW+Rv053Xn34X636IyuU2pR5cwxUeFtlLFAAAAaGuEJ6DJt7tQo9NiVdvg1rz3CjXhPLtQniPKe8W0VqkAAACwAeEJ+I64qA76y+QMPX/XVYrsEKRPz7ML9SH7nQAAANolwhNwGoZh6I6Bicqe7t2Fun1hvgoPnrkLday6Vju+qpAkXdMzuq3KBQAAQBsgPAFn0S2ysQv1wt2NXahtX5Tr1hfP3IX6aH9j1+l7seGKjejQ1uUCAACgFRGegHMwDEMTBjR2ocacowvVvGSP6zsBAAC0P4QnwKJukR30yne6ULe8mKcFa/eorqkL5TksoifhCQAAoL0hPAHnobkLtWb6SF2XHqu6BlPPvb9bty/8H/3P3qPafahKkjSE8AQAANDuEJ6ACxAb2UFL/k+G/jjxKkWFBmv7FxWa9MpHkqT0+EhFdwyxuUIAAAD4GuEJuECGYej2qxOV/cgIXZfezXM/S/YAAADapyC7CwCcrrELNVCrP/lS72z7SpOHpdhdEgAAAFoB4QnwAcMwNK5/d43r393uUgAAANBKWLYHAAAAABYQngAAAADAAsITAAAAAFhAeAIAAAAACwhPAAAAAGAB4QkAAAAALCA8AQAAAIAFhCcAAAAAsIDwBAAAAAAWEJ4AAAAAwALCEwAAAABYQHgCAAAAAAsITwAAAABgAeEJAAAAACwgPAEAAACABYQnAAAAALCA8AQAAAAAFhCeAAAAAMACwhMAAAAAWEB4AgAAAAALCE8AAAAAYAHhCQAAAAAsIDwBAAAAgAWEJwAAAACwgPAEAAAAABYQngAAAADAAsITAAAAAFhAeAIAAAAACwhPAAAAAGAB4QkAAAAALCA8AQAAAIAFhCcAAAAAsCDI7gLakmmakqSKigqbK5Hq6up04sQJVVRUKDg42O5y4GCMJfgKYwm+wDiCrzCW4CtnGkvNmaA5I1hxSYWnyspKSVJSUpLNlQAAAADwB5WVlYqKirL0XMM8n6jlcG63W19++aUiIiJkGIattVRUVCgpKUmlpaWKjIy0tRY4G2MJvsJYgi8wjuArjCX4ypnGkmmaqqysVEJCggICrO1muqQ6TwEBAUpMTLS7DC+RkZFMCPAJxhJ8hbEEX2AcwVcYS/CV040lqx2nZhwYAQAAAAAWEJ4AAAAAwALCk01cLpeefPJJuVwuu0uBwzGW4CuMJfgC4wi+wliCr/hyLF1SB0YAAAAAwIWi8wQAAAAAFhCeAAAAAMACwhMAAAAAWEB4AgAAAAALCE82WLhwoVJTU9WhQwcNHDhQeXl5dpcEh5k5c6YMw/D6FRcXZ3dZcID169fr1ltvVUJCggzD0KpVq7weN01TM2fOVEJCgkJDQ5WZmanPPvvMnmLh1841lu6///4W89Q111xjT7HwW3PnztWgQYMUERGh2NhYjR8/XoWFhV7PYV6CFVbGki/mJcJTG1u5cqWmTZumGTNmaOvWrbr22mt10003qaSkxO7S4DBXXHGFvvrqK8+vbdu22V0SHKC6ulpXXXWVFixYcNrHn332Wb3wwgtasGCBNm3apLi4OF1//fWqrKxs40rh7841liTpxhtv9Jqn3nnnnTasEE6Qm5urqVOnauPGjcrOzlZ9fb2ysrJUXV3teQ7zEqywMpaki5+XOKq8jQ0ZMkQDBgzQSy+95LkvPT1d48eP19y5c22sDE4yc+ZMrVq1SgUFBXaXAgczDENvvfWWxo8fL6nxp7sJCQmaNm2aHnvsMUlSTU2NunXrpj/84Q968MEHbawW/uy7Y0lq/Anv8ePHW3SkgLM5cuSIYmNjlZubqxEjRjAv4YJ9dyxJvpmX6Dy1odraWm3ZskVZWVle92dlZSk/P9+mquBUe/bsUUJCglJTU3XPPfeoqKjI7pLgcPv379fBgwe95iiXy6WRI0cyR+GC5OTkKDY2VpdddpmmTJmiw4cP210S/Fx5ebkkKTo6WhLzEi7cd8dSs4udlwhPbejo0aNqaGhQt27dvO7v1q2bDh48aFNVcKIhQ4bor3/9q9577z0tWbJEBw8e1LBhw/T111/bXRocrHkeYo6CL9x000169dVXtXbtWj3//PPatGmTRo8erZqaGrtLg58yTVPTp0/X97//ffXt21cS8xIuzOnGkuSbeSmoNQrG2RmG4XXbNM0W9wFnc9NNN3m+7tevn4YOHapevXpp+fLlmj59uo2VoT1gjoIvTJw40fN13759lZGRoZSUFL399tuaMGGCjZXBXz300EP69NNPtWHDhhaPMS/hfJxpLPliXqLz1IZiYmIUGBjY4iclhw8fbvETFeB8dOzYUf369dOePXvsLgUO1nxiI3MUWkN8fLxSUlKYp3BaDz/8sFavXq1169YpMTHRcz/zEs7XmcbS6VzIvER4akMhISEaOHCgsrOzve7Pzs7WsGHDbKoK7UFNTY127typ+Ph4u0uBg6WmpiouLs5rjqqtrVVubi5zFC7a119/rdLSUuYpeDFNUw899JDefPNNrV27VqmpqV6PMy/BqnONpdO5kHmJZXttbPr06brvvvuUkZGhoUOH6uWXX1ZJSYl++tOf2l0aHOTXv/61br31ViUnJ+vw4cOaPXu2KioqNHnyZLtLg5+rqqrS3r17Pbf379+vgoICRUdHKzk5WdOmTdOcOXPUu3dv9e7dW3PmzFFYWJjuvfdeG6uGPzrbWIqOjtbMmTN1xx13KD4+XsXFxfrd736nmJgY3X777TZWDX8zdepUvfbaa/rXv/6liIgIT4cpKipKoaGhMgyDeQmWnGssVVVV+WZeMtHm/vznP5spKSlmSEiIOWDAADM3N9fukuAwEydONOPj483g4GAzISHBnDBhgvnZZ5/ZXRYcYN26daakFr8mT55smqZput1u88knnzTj4uJMl8tljhgxwty2bZu9RcMvnW0snThxwszKyjK7du1qBgcHm8nJyebkyZPNkpISu8uGnzndGJJkLl261PMc5iVYca6x5Kt5ies8AQAAAIAF7HkCAAAAAAsITwAAAABgAeEJAAAAACwgPAEAAACABYQnAAAAALCA8AQAAAAAFhCeAAAAAMACwhMAAAAAWEB4AgC0iszMTE2bNq1NPmvt2rVKS0uT2+1uk8/7ruLiYhmGoYKCggt6/aBBg/Tmm2/6tigAgM8RngAAjvfoo49qxowZCghw5j9rTzzxhH7729/aFv4AANY4818ZAACa5Ofna8+ePbrrrrvsLuWC3XzzzSovL9d7771ndykAgLMgPAEA2sSKFSuUkZGhiIgIxcXF6d5779Xhw4e9nrN69Wr17t1boaGhGjVqlJYvXy7DMHT8+PEzvu/f//53ZWVlqUOHDpKk8vJyBQYGasuWLZIk0zQVHR2tQYMGeV7z+uuvKz4+3nP7iy++0MSJE9W5c2d16dJF48aNU3FxsdfnLF26VOnp6erQoYPS0tK0cOHCM9bkdrs1ZcoUXXbZZTpw4IAkaebMmUpOTpbL5VJCQoJ+8YtfeJ4fGBiosWPH6vXXXz/7NxEAYCvCEwCgTdTW1mrWrFn65JNPtGrVKu3fv1/333+/5/Hi4mLdeeedGj9+vAoKCvTggw9qxowZ53zf9evXKyMjw3M7KipK/fv3V05OjiTp008/9fxeUVEhScrJydHIkSMlSSdOnNCoUaMUHh6u9evXa8OGDQoPD9eNN96o2tpaSdKSJUs0Y8YMPf3009q5c6fmzJmjJ554QsuXLz/tn/Puu+/W5s2btWHDBqWkpOiNN97QH//4Ry1evFh79uzRqlWr1K9fP6/XDR48WHl5eda/oQCANhdkdwEAgEvDAw884Pm6Z8+emj9/vgYPHqyqqiqFh4dr0aJFuvzyyzVv3jxJ0uWXX67t27fr6aefPuv7FhcXKyEhweu+zMxM5eTk6Fe/+pVycnI0ZswYFRUVacOGDRo7dqxycnL0yCOPSGrsXAUEBOiVV16RYRiSGrtMnTp1Uk5OjrKysjRr1iw9//zzmjBhgiQpNTVVO3bs0OLFizV58mTP51ZVVenmm2/WyZMnlZOTo6ioKElSSUmJ4uLidN111yk4OFjJyckaPHiwV83du3dXSUmJ3G63Y/duAUB7x+wMAGgTW7du1bhx45SSkqKIiAhlZmZKagwWklRYWOi1tE5Si4BxOidPnvQs2WuWmZmpvLw8ud1u5ebmKjMzU5mZmcrNzdXBgwe1e/duT+dpy5Yt2rt3ryIiIhQeHq7w8HBFR0fr1KlT2rdvn44cOaLS0lL9+Mc/9jweHh6u2bNna9++fV6f+4Mf/EBVVVV6//33PcFJku666y6dPHlSPXv21JQpU/TWW2+pvr7e67WhoaFyu92qqamx9g0FALQ5Ok8AgFZXXV2trKwsZWVlacWKFeratatKSkp0ww03eJbGmabp6fw0M03znO8dExOjY8eOed03YsQIVVZW6uOPP1ZeXp5mzZqlpKQkzZkzR/3791dsbKzS09MlNe5PGjhwoF599dUW7921a1edOnVKUuPSvSFDhng9HhgY6HV77NixWrFihTZu3KjRo0d77k9KSlJhYaGys7O1Zs0a/fznP9e8efOUm5ur4OBgSVJZWZnCwsIUGhp6zj8zAMAehCcAQKvbtWuXjh49qmeeeUZJSUmSpM2bN3s9Jy0tTe+8847Xfd99zulcffXV2rFjh9d9zfueFixYIMMw1KdPHyUkJGjr1q36z3/+4+k6SdKAAQO0cuVKxcbGKjIyssX7R0VFqXv37ioqKtKkSZPOWsvPfvYz9e3bV7fddpvefvttr88JDQ3Vbbfdpttuu01Tp05VWlqatm3bpgEDBkiStm/f7vkaAOCfWLYHAGh1ycnJCgkJ0YsvvqiioiKtXr1as2bN8nrOgw8+qF27dumxxx7T7t279Y9//EPLli2TpBYdqW+74YYbtGHDhhb3Z2ZmasWKFRo5cqQMw1Dnzp3Vp08frVy50rNkUJImTZqkmJgYjRs3Tnl5edq/f79yc3P1y1/+Up9//rmkxpPy5s6dqz/96U/avXu3tm3bpqVLl+qFF15o8bkPP/ywZs+erVtuucVT17Jly/SXv/xF27dvV1FRkf72t78pNDRUKSkpntfl5eUpKyvL8vcUAND2CE8AgFbXtWtXLVu2TP/85z/Vp08fPfPMM3ruuee8npOamqo33nhDb775pq688kq99NJLntP2XC7XGd/7hz/8oXbs2KHCwkKv+0eNGqWGhgavoDRy5Eg1NDR4dYTCwsK0fv16JScna8KECUpPT9cDDzygkydPejpRP/nJT/TKK69o2bJl6tevn0aOHKlly5YpNTX1tDVNmzZNTz31lMaOHav8/Hx16tRJS5Ys0fDhw3XllVfqgw8+0L///W916dJFUuNR6fn5+frRj35k/ZsKAGhzhmllQTkAADZ4+umntWjRIpWWlp71eY8++qjKy8u1ePHiNqrMt37zm9+ovLxcL7/8st2lAADOgs4TAMBvLFy4UJs2bfIsbZs3b57XUeBnMmPGDKWkpKihoaENqvS92NjYFssYAQD+h84TAMBvPPLII1q5cqXKysqUnJys++67T48//riCgjjfCABgP8ITAAAAAFjAsj0AAAAAsIDwBAAAAAAWEJ4AAAAAwALCEwAAAABYQHgCAAAAAAsITwAAAABgAeEJAAAAACwgPAEAAACABf8f9UOU6Jx1vroAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Press 1 to continue or 2 to exit ... (1/2)?\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      " -1\n"
     ]
    },
    {
     "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",
      "adj_ctrl            adxx                cs                  drc                 \n",
      "drf                 dvol3d              dxc                 dxg                 \n",
      "dyc                 dyg                 hfacc               hfacs               \n",
      "hfacw               nr                  nx                  ny                  \n",
      "rac                 ras                 raw                 raz                 \n",
      "rc                  rf                  sn                  xc                  \n",
      "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_adj_6_6_2_45_585_1\n",
      "\n",
      "Reading /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1\n",
      "\n",
      "Reading Adjoint Tool output ... \n",
      "\n",
      "Found file: adxx_empmr.0000000129.data\n",
      "\n",
      "*********************************************\n",
      "Read adjoint gradient for empmr\n",
      "   adxx: adjoint gradient as a function of space and lag\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1/output/adxx_empmr.0000000129.data\n",
      " \n",
      "Zero lag at (week/record) = 27\n",
      "Max  lag at (week/record) = 1\n",
      "Specified start and end files #: 0 and 1000000\n",
      "\n",
      "*********************************************\n",
      "Outputting adxx_empmr\n",
      "\n",
      "Found file: adxx_pload.0000000129.data\n",
      "\n",
      "*********************************************\n",
      "Read adjoint gradient for pload\n",
      "   adxx: adjoint gradient as a function of space and lag\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1/output/adxx_pload.0000000129.data\n",
      " \n",
      "Zero lag at (week/record) = 27\n",
      "Max  lag at (week/record) = 1\n",
      "Specified start and end files #: 0 and 1000000\n",
      "\n",
      "*********************************************\n",
      "Outputting adxx_pload\n",
      "\n",
      "Found file: adxx_qnet.0000000129.data\n",
      "\n",
      "*********************************************\n",
      "Read adjoint gradient for qnet\n",
      "   adxx: adjoint gradient as a function of space and lag\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1/output/adxx_qnet.0000000129.data\n",
      " \n",
      "Zero lag at (week/record) = 27\n",
      "Max  lag at (week/record) = 1\n",
      "Specified start and end files #: 0 and 1000000\n",
      "\n",
      "*********************************************\n",
      "Outputting adxx_qnet\n",
      "\n",
      "Found file: adxx_qsw.0000000129.data\n",
      "\n",
      "*********************************************\n",
      "Read adjoint gradient for qsw\n",
      "   adxx: adjoint gradient as a function of space and lag\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1/output/adxx_qsw.0000000129.data\n",
      " \n",
      "Zero lag at (week/record) = 27\n",
      "Max  lag at (week/record) = 1\n",
      "Specified start and end files #: 0 and 1000000\n",
      "\n",
      "*********************************************\n",
      "Outputting adxx_qsw\n",
      "\n",
      "Found file: adxx_saltflux.0000000129.data\n",
      "\n",
      "*********************************************\n",
      "Read adjoint gradient for saltflux\n",
      "   adxx: adjoint gradient as a function of space and lag\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1/output/adxx_saltflux.0000000129.data\n",
      " \n",
      "Zero lag at (week/record) = 27\n",
      "Max  lag at (week/record) = 1\n",
      "Specified start and end files #: 0 and 1000000\n",
      "\n",
      "*********************************************\n",
      "Outputting adxx_saltflux\n",
      "\n",
      "Found file: adxx_spflx.0000000129.data\n",
      "\n",
      "*********************************************\n",
      "Read adjoint gradient for spflx\n",
      "   adxx: adjoint gradient as a function of space and lag\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1/output/adxx_spflx.0000000129.data\n",
      " \n",
      "Zero lag at (week/record) = 27\n",
      "Max  lag at (week/record) = 1\n",
      "Specified start and end files #: 0 and 1000000\n",
      "\n",
      "*********************************************\n",
      "Outputting adxx_spflx\n",
      "\n",
      "Found file: adxx_tauu.0000000129.data\n",
      "\n",
      "*********************************************\n",
      "Read adjoint gradient for tauu\n",
      "   adxx: adjoint gradient as a function of space and lag\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1/output/adxx_tauu.0000000129.data\n",
      " \n",
      "Zero lag at (week/record) = 27\n",
      "Max  lag at (week/record) = 3\n",
      "Specified start and end files #: 0 and 1000000\n",
      "\n",
      "*********************************************\n",
      "Outputting adxx_tauu\n",
      "\n",
      "Found file: adxx_tauv.0000000129.data\n",
      "\n",
      "*********************************************\n",
      "Read adjoint gradient for tauv\n",
      "   adxx: adjoint gradient as a function of space and lag\n",
      "from file /efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1/output/adxx_tauv.0000000129.data\n",
      " \n",
      "Zero lag at (week/record) = 27\n",
      "Max  lag at (week/record) = 3\n",
      "Specified start and end files #: 0 and 1000000\n",
      "\n",
      "*********************************************\n",
      "Outputting adxx_tauv\n",
      "\n",
      "***********************\n",
      "EMU variables read as global variables in module global_emu_var (emu); e.g., emu.nx\n",
      "***********************\n",
      "adj_ctrl            adxx                cs                  drc                 \n",
      "drf                 dvol3d              dxc                 dxg                 \n",
      "dyc                 dyg                 hfacc               hfacs               \n",
      "hfacw               nr                  nx                  ny                  \n",
      "rac                 ras                 raw                 raz                 \n",
      "rc                  rf                  sn                  xc                  \n",
      "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",
    "# Adjoint Tool\n",
    "globals_dict = ept.emu_plot(run_name=\"/efs_ecco/owang/ECCO/EMU/tryout/emu_adj_6_6_2_45_585_1\",\n",
    "                            ctrl_num_list=[1, 2, 3, 4, 5, 6, 7, 8],\n",
    "                            lag_beg=0, lag_end=1000000);"
   ]
  },
  {
   "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(['adxx_empmr_filename', 'adxx_empmr', 'adxx_empmr_lag0', 'adxx_empmr_lagmax', 'adxx_empmr_lag_beg', 'adxx_empmr_lag_end', 'adxx_pload_filename', 'adxx_pload', 'adxx_pload_lag0', 'adxx_pload_lagmax', 'adxx_pload_lag_beg', 'adxx_pload_lag_end', 'adxx_qnet_filename', 'adxx_qnet', 'adxx_qnet_lag0', 'adxx_qnet_lagmax', 'adxx_qnet_lag_beg', 'adxx_qnet_lag_end', 'adxx_qsw_filename', 'adxx_qsw', 'adxx_qsw_lag0', 'adxx_qsw_lagmax', 'adxx_qsw_lag_beg', 'adxx_qsw_lag_end', 'adxx_saltflux_filename', 'adxx_saltflux', 'adxx_saltflux_lag0', 'adxx_saltflux_lagmax', 'adxx_saltflux_lag_beg', 'adxx_saltflux_lag_end', 'adxx_spflx_filename', 'adxx_spflx', 'adxx_spflx_lag0', 'adxx_spflx_lagmax', 'adxx_spflx_lag_beg', 'adxx_spflx_lag_end', 'adxx_tauu_filename', 'adxx_tauu', 'adxx_tauu_lag0', 'adxx_tauu_lagmax', 'adxx_tauu_lag_beg', 'adxx_tauu_lag_end', 'adxx_tauv_filename', 'adxx_tauv', 'adxx_tauv_lag0', 'adxx_tauv_lagmax', 'adxx_tauv_lag_beg', 'adxx_tauv_lag_end'])"
      ]
     },
     "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": 18,
   "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",
    "import lib_python\n",
    "import plot_adj\n",
    "\n",
    "adj2d_all = return_vars_dict['adxx_tauu']\n",
    "fname = return_vars_dict['adxx_tauu_filename']\n",
    "pinfo = 'lag, rec = 3, 24 adxx_tauu.0000000129.data'\n",
    "lag0 = return_vars_dict['adxx_tauu_lag0']\n",
    "lagmax = return_vars_dict['adxx_tauu_lagmax']\n",
    "nlag = lag0-lagmax+1\n",
    "ww = np.arange(nlag)\n",
    "\n",
    "ftitle = f'(i,j,lon,lat)= {42:2},{255:4}  {3.3:7.1f} {64.9:6.1f} {fname}'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "902e6a38-2ff3-44e1-98bc-2a0ac893d336",
   "metadata": {},
   "source": [
    "***Reproduce plots generated by Method 1***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fc7a3847-e177-43ab-b607-323f3a427d81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lib_python.plt_state2d(adj2d_all[3], pinfo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9e097a0e-8645-4c54-9878-3cc71c7248de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_adj.plot_adj_vs_lag(ww, adj2d_all[:,255-1,42-1], ftitle)"
   ]
  }
 ],
 "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
}
