{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:90% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import netCDF4 as nc\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.io as sio\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import xarray as xr\n",
    "from salishsea_tools import tidetools, geo_tools, viz_tools\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import os\n",
    "import h5py\n",
    "import glob\n",
    "%matplotlib inline\n",
    "\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:90% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# In one SalishSeaCast grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-0_InOneSSGrid-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-1_InOneSSGrid-1.nc')\n",
    "f2 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-2_InOneSSGrid-2.nc')\n",
    "f3 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-3_InOneSSGrid-3.nc')\n",
    "f4 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-4_InOneSSGrid-4.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 1\n",
    "fig, ax = plt.subplots(1,5, figsize = (15,5))\n",
    "ax[0].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "ax[1].pcolormesh(np.sum(f1['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "ax[2].pcolormesh(np.sum(f2['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "ax[3].pcolormesh(np.sum(f3['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "ax[4].pcolormesh(np.sum(f4['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "for a in ax:\n",
    "    a.set_ylim(320,350)\n",
    "    a.set_xlim(240,260)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## surface"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## top left - bottom right"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxwAAAE/CAYAAADMoMW5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcK0lEQVR4nO3df6yld10n8PdnphQqP7aFDlg7La3ZCdo1CGYsKIKGljhVwvAHsK2/RlPSmKW7uLjRKgYTkk1gdUXNNsQJReqPtdTqLl23a4MVs5KsTafQgKXWznbZdpzaTrUgKz/qpJ/9456By/TOzL33nGfOc859vZKTe77P+Z7n+T6cfu7lPd/vc57q7gAAAAxh27wHAAAALC+BAwAAGIzAAQAADEbgAAAABiNwAAAAgxE4AACAwQgcS6aqPltVl897HAAAkAgcbEJVfVtV3V5Vj1eVG7kAAHBCAgeb8U9Jbk5y9bwHAgDAuAkcy+llVfWpqvp8VX24qp41y5139/3dfUOSe2e5XwAAlo/AsZzekmRPkouTvDTJj6/Vqaq+p6o+d5LH95zGMQMAsITOmPcAGMSvd/fhJKmq/5bkZWt16u6PJzn7dA4MAICtxQzHcvrbVc+/mOQ58xoIAABbm8CxhVXVq6vq/53k8ep5jxEAgMVmSdUW1t1/nk3MflRVJXlmkjMn7Wet7K6/MtsRAgCw6MxwsBkvTvKlfO1bqr6U5P75DQcAgLGqbvdtAwAAhmGGAwAAGIzAAQAAW0RV7amq+6vqYFVdt8brP1lVn66qe6rq41V1ydTHtKQKAACWX1VtT/LXSV6X5FCSu5Jc1d2fWdXned39D5Pnb0jyr7p7zzTHNcMBAABbw6VJDnb3g939ZJKbkuxd3eFY2Jh4dpKpZyd8LS4AAGwN5yd5eFX7UJJXHN+pqt6W5B1ZuQXCa6c96CgCR51xVteZz533MGA0+ktHHu/uHfMex1rUK3y9Mddrkpx77rl90UUXzXsYMBp33333qGv2mD1V/fgG33P3yi0Lvrxq0/7u3r+qXWu87WkzGN19fZLrq+qHkvxCkn0bHMrXGUfgOPO5eeZL3jLvYcBofPme6//vvMdwIuoVvt6Y6zVJLrroohy46655DwNGo7ZtG3XNHvN4kgMbfE8lX+7u3SfpcijJBavaO5McPkn/m5K8f4PDeBrXcAAAwBht27axx6ndlWRXVV1cVWcmuTLJras7VNWuVc0fTPLAtKcxihkOAADgOOsLEV/z1FMnfbm7j1bVtUluT7I9yQe7+96qeneSA919a5Jrq+ryJP+U5IlMuZwqETgAAGB8qjYeONahu29Lcttx29616vnbZ31MgQMAAMZogMAxDwIHAACMzUAzHPMgcAAAwBgJHAAAwGAEDgAAYBCWVAEAAIMSOAAAgEGY4QAAAAYlcAAAAIMROAAAgEFYUgUAAAxK4AAAAAZhhgMAABjUkgSO5TgLAABglMxwAADAGC3JDIfAAQAAY7NE13Cc8iyq6oNV9VhV/eWqbc+vqo9W1QOTn+dMtldV/XpVHayqT1XVdww5eODp1CwsDvUKnNS2bRt7jNR6RvahJHuO23Zdkju6e1eSOybtJLkiya7J45ok75/NMIEN+FDULCyKD0W9Ams5NsOxFQJHd//PJH9/3Oa9SW6cPL8xyRtXbf+tXvEXSc6uqvNmNVjg1NQsLA71CpzUVgkcJ/Ci7n4kSSY/XzjZfn6Sh1f1OzTZBsyXmoXFoV6BFUsSOGZ90Xitsa3X7Fh1TVamhJNnPGfGwwDWaV01q15hFDb1N/bCCy8cckzAULbSReMn8OixadzJz8cm2w8luWBVv51JDq+1g+7e3927u3t3nXHWJocBrNNUNate4bSa6d/YHTt2DDpYYEBLMsOx2ZHdmmTf5Pm+JB9Ztf3HJt+k8coknz82LQzMlZqFxaFegaW6aPyUS6qq6veSfF+Sc6vqUJJfTPKeJDdX1dVJHkry5kn325L8QJKDSb6Y5CcGGDNwEmoWFod6BU5qxCFiI04ZOLr7qhO8dNkafTvJ26YdFLB5ahYWh3oFTmqrBA4AAOA0W6KLxgUOAAAYI4EDAAAYhBkOAPh6T9z1n776/P7DX/jq81fu/bl5DAc4idq21m1dkn5qzVu7MC8CBwAAMBiBAwDW9pJveu68hwDASAgcAAAwNq7hAAAABiVwwHysvjD1nO+8do4jAVZTj7A4Tnhx+Or/g/vUU6dnMKzNDAcAADAogQPmw7+iAsBAzGqMy5IEjuU4CwAAWCbHllRt5LGu3daeqrq/qg5W1XVrvP6OqvpMVX2qqu6oqhdPeyoCBwAAjNGMA0dVbU9yfZIrklyS5KqquuS4bp9Msru7X5rkliT/YerTmHYHAADAjA0zw3FpkoPd/WB3P5nkpiR7V3fo7o919xcnzb9IsnPaU3ENBwAAjNHsr+E4P8nDq9qHkrziJP2vTvI/pj2owAEAAGOzua/FPbeqDqxq7+/u/av3usZ71vyO5Kr6kSS7k3zvRgdxPIEDAADGaOOB4/Hu3n2S1w8luWBVe2eSw8d3qqrLk7wzyfd291c2OojjCRwAADBGs19SdVeSXVV1cZK/SXJlkh9a3aGqXp7kN5Ls6e7HZnFQgQMAAMZmgDuNd/fRqro2ye1Jtif5YHffW1XvTnKgu29N8ktJnpPk96sqSR7q7jdMc1yBAwAAxmiAG/91921Jbjtu27tWPb981scUOAAAYGwGmOGYF4EDAADGaEkCx3KcBQAAMEpmOAAAYIyWZIZD4AAAgLFxDQcAADAogQMAABiEGQ4AAGBQAgcAADAYgQMAABiEJVUAAMCgBA4AAGAQZjgAAIBBCRwAAMBgBA4AAGAQllQBAACDEjgAAIBBmOEAAAAGJXAAAACDWZLAsRxnAQAAjNJUgaOq/m1V3VtVf1lVv1dVz6qqi6vqzqp6oKo+XFVnzmqwwHTULCwO9Qpb3LFrODbyGKlNj6yqzk/yb5Ls7u5vS7I9yZVJ3pvkfd29K8kTSa6exUCB6ahZWBzqFUgicEyckeSsqjojyTckeSTJa5PcMnn9xiRvnPIYwOyoWVgc6hW2MjMcSXf/TZJfTvJQVn4Jfj7J3Uk+191HJ90OJTl/2kEC01OzsDjUK5BE4Kiqc5LsTXJxkm9K8uwkV6zRtU/w/muq6kBVHeijX9rsMIB1mqZm1SucXrP8G3vkyJHhBgoMa6sHjiSXJ/k/3X2ku/8pyR8m+e4kZ0+mf5NkZ5LDa725u/d39+7u3l1nnDXFMIB12nTNqlc47Wb2N3bHjh2nZ8TAbFlSlWRlmveVVfUNVVVJLkvymSQfS/KmSZ99ST4y3RCBGVGzsDjUKyBwdPedWblw7RNJPj3Z1/4kP5vkHVV1MMkLktwwg3ECU1KzsDjUK7BMMxxT3Wm8u38xyS8et/nBJJdOs19gGGoWFod6BcYcIjZiqsABAAAMROAAAAAGcWxJ1RIQOAAAYIwEDgAAYBBmOAAAgEEJHAAAwGAEDgAAYBCWVAEAAINaksCxHGcBAACcUlXtqar7q+pgVV23xuuvqapPVNXRqnrTLI4pcAAAwNgcW1K1kccpd1nbk1yf5IoklyS5qqouOa7bQ0l+PMl/ntWpWFIFAABjNPslVZcmOdjdDyZJVd2UZG+Szxzr0N2fnbz21KwOKnAAAMDYDHPR+PlJHl7VPpTkFbM+yPEEDgAAGKONB45zq+rAqvb+7t6/ql1rvKc3PK4NEjgAAGCMNh44Hu/u3Sd5/VCSC1a1dyY5vNGDbJTAAQAAYzPMkqq7kuyqqouT/E2SK5P80KwPcjzfUgUAAGM042+p6u6jSa5NcnuS+5Lc3N33VtW7q+oNSVJV31lVh5K8OclvVNW9056GGQ4AABibge403t23JbntuG3vWvX8rqwstZoZgQMAAMZoSe40LnAAAMAYCRwAAMAgBlpSNQ8CBwAAjJHAAQAADMIMBwAAMCiBAwAAGIzAAQAADGKJllQtx1kAAACjZIYDAADGaElmOAQOAAAYmyVaUiVwAADAGAkcAADAYAQOAABgEJZUAQAAgxI4AACAQZjhAAAABiVwAAAAgxE4AACAQVhSBQAADErgAAAABmGGAwAAGJTAAQAADEbgAAAABrFES6qmOouqOruqbqmqv6qq+6rqu6rq+VX10ap6YPLznFkNFpiOmoXFoV6BbNu2scdITTuyX0vyx939LUm+Pcl9Sa5Lckd370pyx6QNjIOahcWhXoGlsOnAUVXPS/KaJDckSXc/2d2fS7I3yY2TbjcmeeO0gwSmp2ZhcahX4KtLqrb4DMc3JzmS5Der6pNV9YGqenaSF3X3I0ky+fnCGYwTmJ6ahcWhXgGBIysXnH9Hkvd398uT/GM2MLVbVddU1YGqOtBHvzTFMIB12nTNqlc47Wb2N/bIkSNDjREYmsCRQ0kOdfedk/YtWfnl+GhVnZckk5+PrfXm7t7f3bu7e3edcdYUwwDWadM1q17htJvZ39gdO3aclgEDM2ZJVdLdf5vk4ap6yWTTZUk+k+TWJPsm2/Yl+chUIwRmQs3C4lCvQJKlCRzT3ofjXyf53ao6M8mDSX4iKyHm5qq6OslDSd485TGA2VGzsDjUK2xlS3QfjqkCR3ffk2T3Gi9dNs1+gWGoWVgc6hUQOAAAgGGY4QAAAAYlcAAAAINZksCxHGcBAADLZKCvxa2qPVV1f1UdrKqn3d+nqp5ZVR+evH5nVV007akIHAAAMEYzDhxVtT3J9UmuSHJJkquq6pLjul2d5Inu/udJ3pfkvVOfxrQ7AAAAZmyYGY5Lkxzs7ge7+8kkNyXZe1yfvUlunDy/JcllVVXTnIrAAQAAYzT7wHF+kodXtQ9Ntq3Zp7uPJvl8khdMcxouGgcAgBHqbHhi4dyqOrCqvb+7969qr7XDPq69nj4bInAAAMAIPfXUht/yeHevdcPQYw4luWBVe2eSwyfoc6iqzkjyz5L8/YZHsoolVQAAsDXclWRXVV1cVWcmuTLJrcf1uTXJvsnzNyX50+42wwEAAMuke1MzHKfYZx+tqmuT3J5ke5IPdve9VfXuJAe6+9YkNyT57ao6mJWZjSunPa7AAQAAIzTrwJEk3X1bktuO2/auVc+/nOTNszymwAEAACMzxAzHvAgcAAAwQgIHAAAwGIEDAAAYhCVVAADAoAQOAABgEGY4AACAQQkcAADAIMxwAAAAgxI4AACAwQgcAADAICypAgAABiVwAAAAgzDDAQAADGpZAse2eQ8AAABYXmY4AABghJZlhkPgAACAkXENBwAAMCiBAwAAGIQZDgAAYFACBwAAMBiBAwAAGIQlVQAAwKAEDgAAYBBmOAAAgEEJHAAAwGAEDgAAYBCWVAEAAINalsCxbdodVNX2qvpkVf3RpH1xVd1ZVQ9U1Yer6szphwnMgnqFxaJmYes6NsOxkcdYTR04krw9yX2r2u9N8r7u3pXkiSRXz+AYwGyoV1gsaha2MIEjSVXtTPKDST4waVeS1ya5ZdLlxiRvnOYYwGyoV1gsahZYlsAx7TUcv5rkZ5I8d9J+QZLPdffRSftQkvOnPAYwG+oVFouahS1smS4a3/QMR1W9Pslj3X336s1rdO0TvP+aqjpQVQf66Jc2OwxgHdQrLJZZ1uyRI0cGGSPAek0zw/GqJG+oqh9I8qwkz8vKv8acXVVnTP4FZmeSw2u9ubv3J9mfJNu+4YVr/sIEZka9wmKZWc3u3r1bzcKC2vIzHN39c929s7svSnJlkj/t7h9O8rEkb5p025fkI1OPEpiKeoXFomYB31J1cj+b5B1VdTAr601vGOAYwGyoV1gsaha2kGUJHDO58V93/1mSP5s8fzDJpbPYLzB76hUWi5qFret0hoiqen6SDye5KMlnk7ylu59Yo98fJ3llko939+vXs+8hZjgAAIApzGFJ1XVJ7pjc5+eOSXstv5TkRzeyY4EDAABG6DQHjr1Zub9PcpL7/HT3HUm+sJEdz2RJFQAAMDtzuA/Hi7r7kZVj9yNV9cJZ7VjgAACAEdpE4Di3qg6sau+ffE12kqSq/iTJN67xvndufHTrJ3AAAMAIbSJwPN7du0/0YndffqLXqurRqjpvMrtxXpLHNnz0E3ANBwAAjMwcLhq/NSv390lmfJ8fgQMAAEboNAeO9yR5XVU9kOR1k3aqandVfeBYp6r68yS/n+SyqjpUVd9/qh1bUgUAACNzui8a7+6/S3LZGtsPJHnrqvarN7pvgQMAAEZozHcP3wiBAwAARmYOX4s7GIEDAABGSOAAAAAGsyyBw7dUAQAAgzHDAQAAI+MaDgAAYFACBwAAMAgzHAAAwKAEDgAAYDACBwAAMAhLqgAAgEEJHAAAwCDMcAAAAIMSOAAAgMEIHAAAwCAsqQIAAAYlcAAAAIMwwwEAAAxK4AAAAAYjcAAAAINYpiVV2+Y9AAAAYHmZ4QAAgBFalhkOgQMAAEZmmZZUCRwAADBCAgcAADAYgQMAABiEJVUAAMCgBA4AAGAQZjgAAIBBCRwAAMBgBA4AAGAQllQBAACDWpbAsW2zb6yqC6rqY1V1X1XdW1Vvn2x/flV9tKoemPw8Z3bDBTZLzcLiUK/AsRmOjTzGatOBI8nRJD/d3d+a5JVJ3lZVlyS5Lskd3b0ryR2TNjB/ahYWh3oFBI7ufqS7PzF5/oUk9yU5P8neJDdOut2Y5I3TDhKYnpqFxaFegWR5AsdMruGoqouSvDzJnUle1N2PJCu/MKvqhSd4zzVJrkmSPOM5sxgGsE4brVn1CvMz7d/YCy+88PQMFJipZbpofJolVUmSqnpOkj9I8lPd/Q/rfV937+/u3d29u844a9phAOu0mZpVrzAfs/gbu2PHjuEGCAzqdM5wrOcasap6WVX9r8m1ZZ+qqn+5nn1PFTiq6hlZ+UX4u939h5PNj1bVeZPXz0vy2DTHAGZHzcLiUK/Aabaea8S+mOTHuvtfJNmT5Fer6uxT7Xiab6mqJDckua+7f2XVS7cm2Td5vi/JRzZ7DGB21CwsDvUKzOFbqk55jVh3/3V3PzB5fjgr/+hxymnUaa7heFWSH03y6aq6Z7Lt55O8J8nNVXV1koeSvHmKYwCzo2ZhcahX4HRfw7Gua8SOqapLk5yZ5H+fasebDhzd/fEkdYKXL9vsfoFhqFlYHOoVSDYVOM6tqgOr2vu7e/+xRlX9SZJvXON979zIQSZLOn87yb7uPuUo3WkcAABGZpPfUvV4d+8+8T778hO9VlWPVtV5k9mNE14jVlXPS/Lfk/xCd//FegY19bdUAQAAs3ear+E45TViVXVmkv+S5Le6+/fXu2OBAwAARmYOF42/J8nrquqBJK+btFNVu6vqA5M+b0nymiQ/XlX3TB4vO9WOLakCAIAROp0XjXf332WNa8S6+0CSt06e/06S39novgUOAAAYmWW607jAAQAAIyRwAAAAgxE4AACAQVhSBQAADErgAAAABmGGAwAAGJTAAQAADEbgAAAABrFMS6q2zXsAAADA8jLDAQAAI7QsMxwCBwAAjMwyLakSOAAAYIQEDgAAYDACBwAAMAhLqgAAgEEJHAAAwCDMcAAAAIMSOAAAgMEIHAAAwCAsqQIAAAYlcAAAAIMwwwEAAAxK4AAAAAYjcAAAAIOwpAoAABiUwAEAAAximWY4ts17AAAAwPIywwEAACO0LDMcAgcAAIyQwAEAAAxima7hEDgAAGCEBA4AAGAQZjgAAIBBCRwAAMBgBA4AAGAQy7SkapAb/1XVnqq6v6oOVtV1QxwDmB01C4tDvcLW8dRTG3tMo6qeX1UfraoHJj/PWaPPi6vq7qq6p6ruraqfXM++Zx44qmp7kuuTXJHkkiRXVdUlsz4OMBtqFhaHeoWt49gMx+kKHEmuS3JHd+9KcsekfbxHknx3d78sySuSXFdV33SqHQ8xw3FpkoPd/WB3P5nkpiR7BzgOMBtqFhaHeoUt5DQHjr1Jbpw8vzHJG4/v0N1PdvdXJs1nZp1ZYojAcX6Sh1e1D022AeOkZmFxqFfYQk5z4HhRdz+SJJOfL1yrU1VdUFWfysrvovd29+FT7XiIi8ZrjW39tE5V1yS5ZtL8ypfvuf4vBxjLWJyb5PF5D2Jgy36Op/v8Xnwaj3XKmt1i9Zr473nRbel6TZ5es7Vt2zLXrP+eF98y1+wU7r49qXM3+KZnVdWBVe393b3/WKOq/iTJN67xvneu9wDd/XCSl06WUv3Xqrqlux892XuGCByHklywqr0zydOSz+Tk9ydJVR3o7t0DjGUUlv38kuU/xyU/v1PW7Faq12T5z9H5LTR/Y4/j/BbfVjjHzejuPQPs8/ITvVZVj1bVed39SFWdl+SxU+zrcFXdm+TVSW45Wd8hllTdlWRXVV1cVWcmuTLJrQMcB5gNNQuLQ70CQ7k1yb7J831JPnJ8h6raWVVnTZ6fk+RVSe4/1Y5nPsPR3Uer6toktyfZnuSD3X3vrI8DzIaahcWhXoEBvSfJzVV1dZKHkrw5Sapqd5Kf7O63JvnWJP+xqjorSzx/ubs/faodD3Ljv+6+LcltG3jL/lN3WWjLfn7J8p/jUp/fBmt2qf+3mFj2c3R+C8zf2KdxfotvK5zj6HX33yW5bI3tB5K8dfL8o0leutF9V/fTrjUDAACYiUHuNA4AAJCMIHBU1Z6qur+qDlbVWnc0XCiT7yb+WFXdN7nl+9sn2095u/hFUlXbq+qTVfVHk/bFVXXn5Pw+PLmYcSFV1dlVdUtV/dXkc/yuZfv8Nku9LqZlrtdEzZ6Iel1M6nXxP0Oebq6Bo6q2J7k+yRVJLklyVVVdMs8xzcDRJD/d3d+a5JVJ3jY5p/XcLn6RvD3Jfava703yvsn5PZHk6rmMajZ+Lckfd/e3JPn2rJznsn1+G6ZeF9oy12uiZp9GvS409br4nyHHmfcMx6VJDnb3g939ZJKbsnJb9YXV3Y909ycmz7+QlUI6P+u4XfyiqKqdSX4wyQcm7Ury2nztO5gX9vyq6nlJXpPkhiTp7ie7+3NZos9vCup1AS1zvSZq9iTU6wJSr0kW/BxZ27wDx/lZuS36MYcm25ZCVV2U5OVJ7sw6bxe/IH41yc8keWrSfkGSz3X30Ul7kT/Hb05yJMlvTqa0P1BVz85yfX6bpV4X0zLXa6JmT0S9Lib1uvifIWuYd+CoNbYtxddmVdVzkvxBkp/q7n+Y93hmpapen+Sx7r579eY1ui7q53hGku9I8v7ufnmSf4yp3WOW6XP+Oup1oT9HNbu2Zfucv0q9LvTnqF63qHkHjkNJLljV3pnk8JzGMjNV9Yys/DL83e7+w8nmR2vlNvGpddwufsReleQNVfXZrEzRvzYr/yJzdlUdu6/LIn+Oh5Ic6u47J+1bsvLLcVk+v2mo18Wz7PWaqNkTUa+LR71m4T9DTmDegeOuJLsm38BwZpIrs3Jb9YU1WW95Q5L7uvtXVr10ytvFL4Lu/rnu3tndF2Xl8/rT7v7hJB9L8qZJt0U+v79N8nBVvWSy6bIkn8mSfH5TUq8LZtnrNVGzJ6FeF4x6XfzPkBOb+43/quoHspLgtyf5YHf/+7kOaEpV9T1J/jzJp/O1NZg/n5V1pjcnuTCT28V399/PZZAzUlXfl+Tfdffrq+qbs/IvMs9P8skkP9LdX5nn+Darql6WlQv2zkzyYJKfyEo4X6rPbzPU6+Ja1npN1OyJqNfFpV4X/zPk6809cAAAAMtr3kuqAACAJSZwAAAAgxE4AACAwQgcAADAYAQOAABgMAIHAAAwGIEDAAAYjMABAAAM5v8DtHED66kV89QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KCeTS9Kr0ZMw7+cXd8u6Htpb7jMRp9Va51dg1jqWpU9wD99v3lj0cL3hB+fK8eWX5scfLW92OrDA+x7/eZgaHVEmSJEmqlQmHJEmSpFrYw6HWO7xy//6R4RrVumcqM9qcTC5Nr9GGQ1XrF58EwLEnL+9WPXznreXrO7fV0TJJvRSTxudWJoRXVxffvr0sX3ddWT7zzM7zCcc7UXzGMOGQJEmSVBsTDrVOZVL4lRf9Yrd89m892ik8s6fcd35l4qk9HNL0Wnh0tzj/iHKl8d1HLu6WFyxcAMDDt91cvm88K41LGoz9+8vyaacBMO+7ZU/F45WVxqu3yP25nyvLC8dYaVwt45AqSZIkSbUy4ZAkSZJUC3s41EqVIVU3bq307e4u+nZ37SzrKkM4JE2z3eXQqEfvqAyZ2vt0t7jvx14GwNwTf6xbd/TSMo63/b8N5fuefaaGRkozXHV58GLRjZ96ZXljh2cpv4OLZToAuOOOsrxpU+f5ve8t1+ZwpfGWM+GQJEmSVBsTDrVCdfXwymrF//vKW7rl176zM2PtX//lrm7dsw+U5eccw9WKpXpV462XReVEcR7fUVYfswiAHf/xw27dtke8Fa40Zao9HF/4Quf5D/6gWzX77W/vlu+668Xd8qmnlm9btqy21qmJWjSkqq+riIijIuLKiLgrIu6MiJ+OiGMi4usRcU/x7NgbqSGMWWl4GK+SmDVrYo+G6rdlnwe+lpk/DrwcuBO4ENiQmSuBDcW2pGYwZqXhYbxKaoVJD6mKiEXA64D3AWTmXmBvRJwFvL7Y7XLgOuB3+mmkalQdArVvb7d49OLyZt/f+noxvOqxyvALh1ENHWO2JXrFW/UmDnMOL8uVNXLmzOn8c7/mzJ/s1n33n7478OZpMIzXFppT+ZNrZNGNCyv5YmWmeHX01Wc+U5Z/+7drapuaySFVALwAeAj4k4j4XkRcEhFHAMdl5laA4nnpANopqX/GrDQ8jFdJrRlS1c+k8TnAK4HfyMzrI+LzTKBrNyIuAC4A4DCXzmyCWSf/RO8XnipWGq9MKudZezWG0KRj1nhtkF6Txiu3xWVX5ZbWx5YzTB/Z1vn19MGbbihfr97+1lvhNs3AvmOXL19eTws1pmf3l7evnX1LeTOW7lLileXFn1l0bLe8alW56+tfX5bnFl/D3gp3BmlwEjER/VzFZmBzZl5fbF9J5x/HbRFxAkDxvL3XmzNzXWauzszVMWd+H82QNE6TjlnjVZpyA/uOXbJkyZQ0WNKAjQypakEPx6RblpkPAg9ExMi9284A7gDWA+cWdecCV/XVQkkDYcxKw8N4lQS0JuHodx2O3wD+IiLmAvcCv0oniflKRJwH3A+8o89zqE6VYVLHHHdMt/z4znKFYuYvOvh9Tz95cJ2GgTE77HpNGq+sKM7cSg/UEw+Xu+wphl09XRlyVR0mOfuwsuzwqqYwXofc7H17yo3bbivLi4rv1ZGhVcBhleFVL3rRST2Pt3t35/mZfeVQrcPmOLyqtVo0abyvhCMzbwZW93jpjH6OK6kexqw0PIxXSSYcaofKL5w7flTe9nbp8hPKfYpJqkctLSe07dx2b/l6VIIh9w++jZJK1V6JEQvKXsjZS8pfRuccVv4T/+DlvwzA6f9jQ7fu7u//R3mM+24eYCMlHWTNmrJ8330APH1U+V07f1fZIzlvXrnrRReV5bVrO88/tdpejRnBHg5JkiRJtTLh0NBaWM7VqI79ftvby19fnnm27Kn4x607AFh+yuJu3c57KvM6qvM59lRuzylpMKq3wh1ZoLNS9xNvfG23fOvffa1bPvonf7pb/qVLO4v8PbZzd3ksezWkwdu5syzPrfRIfvjDZfmznwVg/qZby7rKH5Yf/GA5ouAFLyh3sWdjBmpJwtGOq5AkSZLapKbb4kbE2oi4OyI2RcRB6/tExOER8eXi9esjYkW/l2LCIUmSJDXRgBOOiJgNXAy8CVgFvCsiVh2w23nAo5n5QuBzwKf7vQyHVM1EI0MyAOYd2S1+7Z9u75b/7hNv7pZfdFxnZenbf1Tesu+WJx4pj+FEcalevVYXr7j12uvLjfllTO+49fvd8jf+tZgsbrxK9VqwoCxXbnXLRz5Slk89tfNcnUj+yld2i5//4z8e5eD+Tjyj1DNpfA2wKTPv7ZwirgDOorPOz4izgE8W5SuBP46IyMxJj+nz/1xJkiSpiQY/pOpE4IHK9uairuc+mbkPeAw4lj7YwzETVW+ruX9ft7j1S+/pls+/ovxl9LZNnUnjd//b98r3uTCYVK9qnC4qb9jAI1sAOOb0cimGJx8rb9yw94F7yn33lIuKseB5neenHh1oMyXBnr1R2Tq8Rwk488yyPHKv26OOKuvOPrtbfHhn2at57DFOFJ/Jkhh7p+daHBEbK9vrMnNdZbvXAQ/8n2w8+0yICYckSZLUQPsnPgp2R2b2WjB0xGagupT9MmDLKPtsjog5wPOAR+iDQ6okSZKkmeEGYGVEnBIRc4FzgPUH7LMeOLconw18o5/5G2APx8wyMvG0Omm84vWf+ZduecUJ5Tob3/lYZ+jG6k+WafYP/uG+wbdPmukqw6he8otv6ZbvvOqqcp/FnR+mHrn3B2XdgsqwjCUnd4svfOnybnnTNdd0ClH5nckJ5NKkVYdR/f7vl/X//SPlelQPz1rSLR9bnQi+pfhB+YMf7FY9++u/0S0vqHxNP7u/PM/sWQ6vmkkyJ9XDMcYxc19EfAC4BpgNXJaZt0fERcDGzFwPXAr8WURsotOzcU6/5zXhkCRJkhpo0AkHQGZeDVx9QN3HK+XdwDsGeU4Tjpmosro48xZ2iw89VE4wffWq47rly757HwA/+M6NtTdNarUxbm9b7eG481s39N7nsHmd50rvxPyF5W04I8pfQzdd+83yfc8UK4yHI2ml8aj2LPSye3dZPv/8spwLjuiW9z1ZecOLXlSW77qr87x2bbdq9u6yZ2R+5da6Y7VD7VVHD8d0MeGQJEmSGsiEQ5IkSVJtTDg0fPY/e3DdnPIu4Vv+5Z+65Uu3lCue7r3npk7BtTek/vSKwaq5C3pWL31Nef/+7fdv7RSe2NGte3rbj7rlBccvK9/Y6wYRThSXxmWsCdq7dpVDnfaVS1pxySVl+S3lvR/Y9rI3dsvHvfCFAGy495Ru3ZpKaB5ZWfLAieIzl0OqJEmSJNXKhEPt8OTDPav33nX9FDdEEo9vL8uVCeR7nv6xbvmweZ1J46/5+XKl8ev+9lvd8q5Hese0pME64fiy56F6i9zq4uGbNpXldZW1nj/5yU7PxtKltTVPLWAPhyRJkqRamXBIkiRJqoU9HGqPsSaxSpoelTVyHrupHDLF3PkAXLe+MnRq57ayPPuwsrynvK+/pPo8/nhZfvvby/KucnkrPvaxsnz88Z3n6mTzIxc6OVwHM+GQJEmSVBsTDklSfZ58pCwXvRoA7C6WLn722LJu79OVN1bLkqbCksVl78RTldvlVnst5s4t649YYG+GxuaQKkmSJEm1MuGQJEmSVAt7OCRJU2dvj2FSD/1w6tshaUyjDZc6ZYXDqDRxbUk4Zk13AyRJkiS1lz0ckiRJUgO1pYfDhEOSJElqGOdwSJIkSaqVCYckSZKkWtjDIUmSJKlWJhySJEmSamPCIUmSJKkWDqmSJEmSVCsTDkmSJEm1sIdDkiRJUq1MOCRJkiTVxoRDkiRJUi0cUiVJkiSpVm1JOGb1e4CImB0R34uIvy+2T4mI6yPinoj4ckTM7b+ZkgbBeJWGizErzVwjPRwTeTRV3wkH8CHgzsr2p4HPZeZK4FHgvAGcQ9JgGK/ScDFmpRnMhAOIiGXALwCXFNsBvAG4stjlcuBt/ZxD0mAYr9JwMWYltSXh6HcOxx8BHwGOLLaPBXZm5r5iezNwYp/nkDQYxqs0XIxZaQZr06TxSfdwRMRbgO2ZeWO1useuOcr7L4iIjRGxMfc9PdlmSBoH41UaLoOM2YceeqiWNkrSePXTw/Ea4K0R8WZgHrCIzq8xR0XEnOIXmGXAll5vzsx1wDqAWQuW9vwHU9LAGK/ScBlYzK5evdqYlYbUjO/hyMzfzcxlmbkCOAf4Rma+B7gWOLvY7Vzgqr5bKakvxqs0XIxZSd6l6tB+B/hwRGyiM9700hrOIWkwjFdpuBiz0gzSloRjIAv/ZeZ1wHVF+V5gzSCOK2nwjFdpuBiz0sw1lUlERBwDfBlYAdwHvDMzH+2x39eA04FvZ+ZbxnPsOno4JEmSJPVhGoZUXQhsKNb52VBs9/KHwK9M5MAmHJIkSVIDTXHCcRad9X3gEOv8ZOYG4ImJHHggQ6okSZIkDc40rMNxXGZu7Zw7t0bE0kEd2IRDkiRJaqBJJByLI2JjZXtdcZtsACLin4Hje7zvoxNv3fiZcEiSJEkNNImEY0dmrh7txcw8c7TXImJbRJxQ9G6cAGyf8NlH4RwOSZIkqWGmYdL4ejrr+8CA1/kx4ZAkSZIaaIoTjk8Bb4yIe4A3FttExOqIuGRkp4j4FvBXwBkRsTkifn6sAzukSpIkSWqYqZ40npkPA2f0qN8InF/Zfu1Ej23CIUmSJDVQk1cPnwgTDkmSJKlhpuG2uLUx4ZAkSZIayIRDkiRJUm3aknB4lypJkiRJtbGHQ5IkSWoY53BIkiRJqpUJhyRJkqRa2MMhSZIkqVYmHJIkSZJqY8IhSZIkqRYOqZIkSZJUKxMOSZIkSbWwh0OSJElSrUw4JEmSJNXGhEOSJElSLRxSJUmSJKlWJhySJEmSamEPhyRJkqRamXBIkiRJqo0JhyRJkqRatGlI1azpboAkSZKk9rKHQ5IkSWqgtvRwmHBIkiRJDdOmIVUmHJIkSVIDmXBIkiRJqo0JhyRJkqRaOKRKkiRJUq1MOCRJkiTVwh4OSZIkSbUy4ZAkSZJUGxMOSZIkSbVwSJUkSZKkWrUl4Zg12TdGxEkRcW1E3BkRt0fEh4r6YyLi6xFxT/F89OCaK2myjFlpeBivkkZ6OCbyaKpJJxzAPuC3MvMlwOnA+yNiFXAhsCEzVwIbim1J08+YlYaH8SrJhCMzt2bmTUX5CeBO4ETgLODyYrfLgbf120hJ/TNmpeFhvEqC9iQcA5nDERErgFcA1wPHZeZW6PyDGRFLR3nPBcAFABy2cBDNkDROE41Z41WaPv1+xy5fvnxqGippoNo0abyfIVUARMRC4K+B38zMx8f7vsxcl5mrM3N1zJnfbzMkjdNkYtZ4labHIL5jlyxZUl8DJdVqKns4xjNHLCJOi4h/K+aW3RIR/3k8x+4r4YiIw+j8Q/gXmfnVonpbRJxQvH4CsL2fc0gaHGNWGh7Gq6QpNp45YruA92bmS4G1wB9FxFFjHbifu1QFcClwZ2Z+tvLSeuDconwucNVkzyFpcIxZaXgYr5Km4S5VY84Ry8x/z8x7ivIWOj96jNmN2s8cjtcAvwLcGhE3F3W/B3wK+EpEnAfcD7yjj3NIGhxjVhoexqukqZ7DMa45YiMiYg0wF/jBWAeedMKRmd8GYpSXz5jscSXVw5iVhofxKgkmlXAsjoiNle11mbluZCMi/hk4vsf7PjqRkxRDOv8MODczx2ylK41LkiRJDTPJu1TtyMzVox8zzxzttYjYFhEnFL0bo84Ri4hFwD8AH8vM74ynUX3fpUqSJEnS4E3xHI4x54hFxFzgb4A/zcy/Gu+BTTgkSZKkhpmGSeOfAt4YEfcAbyy2iYjVEXFJsc87gdcB74uIm4vHaWMd2CFVkiRJUgNN5aTxzHyYHnPEMnMjcH5R/nPgzyd6bBMOSZIkqWHatNK4CYckSZLUQCYckiRJkmpjwiFJkiSpFg6pkiRJklQrEw5JkiRJtbCHQ5IkSVKtTDgkSZIk1caEQ5IkSVIt2jSkatZ0N0CSJElSe9nDIUmSJDVQW3o4TDgkSZKkhmnTkCoTDkmSJKmBTDgkSZIk1caEQ5IkSVItHFIlSZIkqVYmHJIkSZJqYQ+HJEmSpFqZcEiSJEmqjQmHJEmSpFo4pEqSJElSrUw4JEmSJNXCHg5JkiRJtTLhkCRJklQbEw5JkiRJtXBIlSRJkqRamXBIkiRJqkWbejhmTXcDJEmSJLWXPRySJElSA7Wlh8OEQ6Uzhr8AAAYCSURBVJIkSWogEw5JkiRJtWjTHA4TDkmSJKmBTDgkSZIk1cIeDkmSJEm1MuGQJEmSVBsTDkmSJEm1aNOQqloW/ouItRFxd0RsiogL6ziHpMExZqXhYbxKM8f+/RN79CMijomIr0fEPcXz0T32OTkiboyImyPi9oj4tfEce+AJR0TMBi4G3gSsAt4VEasGfR5Jg2HMSsPDeJVmjpEejqlKOIALgQ2ZuRLYUGwfaCvw6sw8DXgVcGFEPH+sA9fRw7EG2JSZ92bmXuAK4KwaziNpMIxZaXgYr9IMMsUJx1nA5UX5cuBtB+6QmXszc0+xeTjjzCXqSDhOBB6obG8u6iQ1kzErDQ/jVZpBpjjhOC4ztwIUz0t77RQRJ0XELXT+Lfp0Zm4Z68B1TBqPHnV50E4RFwAXFJt7dt988W01tKUpFgM7prsRNWv7NU719Z08hecaM2ZnWLyC/z8Puxkdr3BwzMasWW2OWf9/Hn5tjtk+3HgNxOIJvmleRGysbK/LzHUjGxHxz8DxPd730fGeIDMfAF5WDKX624i4MjO3Heo9dSQcm4GTKtvLgIMyn+Li1wFExMbMXF1DWxqh7dcH7b/Gll/fmDE7k+IV2n+NXt9Q8zv2AF7f8JsJ1zgZmbm2hmOeOdprEbEtIk7IzK0RcQKwfYxjbYmI24HXAlceat86hlTdAKyMiFMiYi5wDrC+hvNIGgxjVhoexqukuqwHzi3K5wJXHbhDRCyLiPlF+WjgNcDdYx144D0cmbkvIj4AXAPMBi7LzNsHfR5Jg2HMSsPDeJVUo08BX4mI84D7gXcARMRq4Ncy83zgJcD/ioikM8TzM5l561gHrmXhv8y8Grh6Am9ZN/YuQ63t1wftv8ZWX98EY7bV/y0Kbb9Gr2+I+R17EK9v+M2Ea2y8zHwYOKNH/Ubg/KL8deBlEz12ZB4010ySJEmSBqKWlcYlSZIkCRqQcETE2oi4OyI2RUSvFQ2HSnFv4msj4s5iyfcPFfVjLhc/TCJidkR8LyL+vtg+JSKuL67vy8VkxqEUEUdFxJURcVfxOf502z6/yTJeh1Ob4xWM2dEYr8PJeB3+z1AHm9aEIyJmAxcDbwJWAe+KiFXT2aYB2Af8Vma+BDgdeH9xTeNZLn6YfAi4s7L9aeBzxfU9Cpw3La0ajM8DX8vMHwdeTuc62/b5TZjxOtTaHK9gzB7EeB1qxuvwf4Y6wHT3cKwBNmXmvZm5F7iCzrLqQyszt2bmTUX5CTqBdCLjWC5+WETEMuAXgEuK7QDeQHkP5qG9vohYBLwOuBQgM/dm5k5a9Pn1wXgdQm2OVzBmD8F4HULGKzDk16jepjvhOJHOsugjNhd1rRARK4BXANczzuXih8QfAR8B9hfbxwI7M3NfsT3Mn+MLgIeAPym6tC+JiCNo1+c3WcbrcGpzvIIxOxrjdTgZr8P/GaqH6U44okddK26bFRELgb8GfjMzH5/u9gxKRLwF2J6ZN1are+w6rJ/jHOCVwBcz8xXAU9i1O6JNn/NzGK9D/Tkas7217XPuMl6H+nM0Xmeo6U44NgMnVbaXAVumqS0DExGH0fnH8C8y86tF9bboLBNPjGO5+AZ7DfDWiLiPThf9G+j8InNURIys6zLMn+NmYHNmXl9sX0nnH8e2fH79MF6HT9vjFYzZ0Rivw8d4Zeg/Q41iuhOOG4CVxR0Y5gLn0FlWfWgV4y0vBe7MzM9WXhpzufhhkJm/m5nLMnMFnc/rG5n5HuBa4Oxit2G+vgeBByLixUXVGcAdtOTz65PxOmTaHq9gzB6C8TpkjNfh/ww1umlf+C8i3kwng58NXJaZ/3NaG9SniPgZ4FvArZRjMH+PzjjTrwDLKZaLz8xHpqWRAxIRrwd+OzPfEhEvoPOLzDHA94Bfzsw909m+yYqI0+hM2JsL3Av8Kp3kvFWf32QYr8OrrfEKxuxojNfhZbwO/2eo55r2hEOSJElSe033kCpJkiRJLWbCIUmSJKk2JhySJEmSamPCIUmSJKk2JhySJEmSamPCIUmSJKk2JhySJEmSamPCIUmSJKk2/x99NK+QizhzhAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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L0sFn/6368wb6JEmf+8uHw7FXngnteioVTiBPEuI15+KKQ/vTW8MDPaUFVj5wefisPaxQ7ejrnF1pdz36aKU9uGhJct1aE76z+wcnJoAKh+Tur0n6c0m7VPpH8KikJyQdcfdy4bBX0rLqVwAwmYhZID+IVwCSClPhaGRI1TxJGyStkrRU0kxJ11Y5tepXYWZ2i5ltNbOtPnB6ot0AME6NxCzxCkyuZn7GHjhwIL2OAkhXQRKORoZUXS3pJXc/IElm9h1JvyJprpl1JN/ALJe0u9qT3X2TpE2S1Na9iPp8q0Rr+r/+kx+G4xeENb7Lw64+fuvNlUODQ+FX9vUv/016/UMzTThmidcM2vtiaK9+W6V50TveXmlfuPy8SvuRv/9RqfHqtvC8iU74rmMvEExY0z5je3p6iNlWif8AXBf2xTl8pDSJ+5Fo0vgHVkTDIT//+dC+555Kc6KTvpksnlMMqZJUKvNeZmbdZmaSrpL0nKSHJX04OWejpPsb6yKAJiFmgfwgXgFQ4XD3x8zsPpWW5RuQ9JRK36b8o6R7zeyPk2N3NqOjmATd4dvQzrkLKu3+w6Vy/Nf++H9XjrWvCTuKV92JGJlDzBZMtOCDHw1bDb/yTFhO85UfV9kRvNoyt8gc4rWATpyoNOcd3CtJuu66sIv44WNheet5t90WntfdnX7fkE0FqnA0tEqVu/+RpD8acXinpHVVTgfQYsQskB/EKwASDgAAAADpIeFAIXTNrHq4f9+ucOdsaf1+rbq0cmjwxafS7BWAscycG9rxzt99J0O7KxqKcXhP+n0CMFw0jGqwO+ytMbCi1B6KRjjOO/VauHPxxal3DTnAkCoAAAAAqSLhQBGsfd/6SruzM3xLundvmHi6d9tzpUa0u/iEl9ME0BBLlsCdv3h+5dixQ8cq7bP7Xw0nd3ROWr8AVPHQQ5Vm+/LloV2eCL56deXY4e6wh+M8lrGFRIUDAAAAQMpIOAAAAACkhoQDuRWt3//c/Zsr7T+47VOV9p/8fthzozJ8Kp6YGrcZXgWkK95z45VnJUmH7a2VY0PJMUnDYzOeWF4eXhU/3n+6qd0EMJx/cEOlbe9/Xzj+3X+UJPVHk8YHBkJ7cMgq7TNnwvGZ3Qy1mlIYUgUAAAAgVSQcyK1lbwrtg2H52z/581DtUOeM0C4vrXlkXzjWPo7/dah8AM0xfVZony193Tm076Xq58Y7iR87GNrVKpUAmq+3t9K0RYvC8XvuCcdPlZav7joWFnyYv2hJpd0+dLbS7uiYFq4xNFS6LcgfoWgNM1sv6SuS2iXd4e63jXj8CklflvRWSde7+32Nvib/xwIAAABZUx5SVc/PmJe0dkm3S7pW0lpJN5jZ2hGn7ZL0cUl/06y3QoVjKpmTfNNiYWzotIvC/2NnT4RvWoaN/Z7WJUl683veUTn04s/CBkX9p6Jx4Lt/HtpUOICJmxN9MzrQF9rnJ0trvh6+RR1WtZh9fmjHlcrTyQZkPlT98ROHQjteTjeurpTnfDD3AxjGFT5XbSiKsYNRlfHUqdCeM6d02x0252y/5+7weE9Ppdk1N3weH59TWjp39qwwl6OvP7x2VDCJL83cjzxrfjVrnaQd7r5TkszsXkkbJD1XPsHdX04eG6p2gYkg4QAAAACyJp1J48skRRs2qVfS25v9IiORcAAAAABZVH/CscDMtkb3N7n7pui+jXyCpNRLYCQcU8mZZPfwmedVDg0OTA+PR0Og5r/h4kp74Gxprb7tWx6pHFva88vhaVH5eG88pApAfdqjyaHleJWGD3E8eaR0uzwacnvi9eh5J0P78J7QvuANkqQZCxZXDp0+fqLSnrEyLCZx+qXt0bWjoVZzk+cypAoYNpSpqzP6e23+/NDeu7fSPLl0TaU988kflxrx8Kv160P76adDOxobVZ6P/vLL4bXXrQunLlwQ+vHa7nDOzGh4FXKm/oTjoLv3jPJ4r6QLo/vLJe2u90XqRcIBAAAAZE06Q6oel7TGzFZJek3S9ZJubPaLjETCMZVMK1Uz2mdFFY5XtoXHowmkhx594dznR5NHdz/yUDgeL8MZTxRnc0Bg4jz6xjSexH06qXzsj5bFPXU0tGtt0Ln3xdLT4+Wto+uePhG+Ap2x6s3h+E//JZwfPxdAEO/OF83cHlwdVTUUfQ5efnnp8WiDv/a4Opk8LkknNbPSXpDMOy/POZekrdHgmV99b2gvW8pE8UJocsLh7gNm9mlJD6q0LO5d7r7NzL4gaau7bzazX5b0d5LmSfqAmf03d39LI69LwgEAAABkTUo7jbv7A5IeGHHsc1H7cZWGWjUNCQcAAACQRQXZ5JGEo4imRRPBz0Zl3mRY0+C+XdHj0fr+Y00EPXOi+vF42EY89CMeagWgOos+TGoNPSxPFJdCXMXxVWv4YhyP5ePxsXgyelcYtjFsGBWA4fpLsdfR0RUdix5fsKD686I/HMtDqdrbov00OkIMxpPQ+6PwL2/lcShay+FX38vQqUIj4QAAAACQipSGVLUCCUcRLf2F0H7lmdA+fWz4raS5v/zvK+0jjz8czl0SJrpVKh/xzsYAmuO8haF99EBoD54N7bj6eF6yA3kcj0vfGNq7nw/talXGuFIZt89bdO65AM5VLi8sWhKOTQ8jC4Ytl/uvPwnnXHZZpVleDbd9b1iNtGvp0qovF08QjzYdx1RBwgEAAAAgFVQ4AAAAAKSKhAOZFQ+jipUnhVoo9x7ZH+1QHE0mXbB6ZaV97PXSEKz+49G5s+aF9onDoT2eiawAglp7W8STyQcHQrsvmTUaT/4+9FpoR/vpVN0jp9ZiDnEcL15daXadH4Za9T33aPXnAlPJBRdIktoVTdaO9uHoincPj4ZJucJn77Tv/l2psTxaeTS5riRp//5Ksz0eU5UM3Vq0KHy+vrAjXPfll8Op11zNZPJCIOEAAAAAkAqGVCGX+pJdTONvTl/7WaU57Q2XVNoHH/uncE75G9G4YnEoTHQDkAIfqn682vLU8U7jsbjaUa3KGMd0XPmIluHt27dzlE4CkDRs0rjiCseKFZWmPRpNIL/uutJtZ6hUxpPNO6IJ6fHSueXldOO/QeOJ5FQ1kFUkHAAAAEAWUeEAAAAAkAqGVKEwomEUZ198Ohzvjmq03bNLt3tfrO/aTBoHmiMeBllt0nc8gXz6rNCuNtQqjstYV3doVxu2BWB8av2B+La3hXZ5y/DyraSOOfNUTXkYVaw/+mcgnlOOAiLhAAAAAJAaEg7kTvlb0lqTUeNvPvvDty7L162TJPXuf7n682pVL+LjViVgavUDmKriOInjY6xYiWMtXrI6rnBUi9O4MhKd23bxvwtPeylaZjve/RyY4uLKQ7ui+Kr1B+JAtLx1ebL4P/9zeNr6ayttG6p+vfLE8tmzwuTwnzwa+rFuXdSnNiaQ5x5DqgAAAACkioQDAAAAQCqocCCXysMnop3G1X/63MelYcMyeh/6XqnRjInfDKMCahtPfJTjNJ48Hk8Ur2dxh2HDNsKQSoZRAWMbNmTpTBSP0T4cfR0zK+2u/ioLPrz3vZWmxTuX1/gjsyP5qy0ezpWMej63TygGEg4AAAAAqSHhQO6UKxtxJWNmWP62c3HYEbX/yMFwDpUNYPLFVYt4mdpyJWLRynDsxOFzHx9prDgeNvH8vOjah0Z/HgANds6otNuPhXgcVtU4diy0u0vLUA8qXj4+NMeqVMSPHzgYqh0LF4y3x8gFhlQBAAAASBUJBwAAAIBUUOFAbkRl3soE8XhIVV/Yb6N/x1OV9qpr1lfaL32vzh3GATQuHkYVx3F56NOZELvDdgmvtrt4LbWGWTGMChhbtEt4e3cUg3E7mkB+WGExlnkPfKP0vBtvrOslqw21WriAieKFRsIBAAAAIDUkHMisxatD+8AroV2eTBp/czrr/NCOvu186QffT6lzwBRQa8fwsloTu+NKRhyn8RK45XNOHZl4/wBUDNsxvMZk7WHn7HpJknRy0arKsZlxtbAzGkUQVUHmdfdV2n7jr0kasRQuMFKBhlQ19C7MbK6Z3WdmPzOz7Wb2DjObb2Y/MLMXktt5Y18JwGQgZoH8IF4BqK2tvp+MarRnX5H0fXd/k6RfkrRd0q2Strj7GklbkvsAsoGYBfKDeAVQCBMeUmVmcyRdIenjkuTu/ZL6zWyDpPckp90t6UeSfq+RTk5Zs+aHdlyuLU8K7Y7Wyo93DI/bCy8K7fIwjniY1ZnjleaMX7i00j69Z1c45/XeenqNjCJmUxYPZTwZDXeK43Ggyk7D8SIO8ePxsKs4/svnxPt0xK8xllrXRaYQr+k7fKQ0TGrOnHDs5KkwdGrmUPh8HDYpfG5p/6qZB6PP0ni/jRVhTytNnx7aTz5ZadrKlaXGgrE3zhjPkC8UFEOqJEmrJR2Q9Fdm9pSZ3WFmMyUtdvc9kpTcLmpCPwE0jpgF8oN4BVCYIVWNTBrvkPQ2Sb/p7o+Z2VdUR2nXzG6RdIskadqs0U+equJJo4MDoV2ubHR0hWPVvjmVpH07zz1W4xvV0z/9lwl0Ejky4ZglXschjrV48ndcUZi3pHQbVw2nzw7t/mip2zj+Y+WYnejStVQ18qJpn7Er4m/cUVGexN03ED5LZ04P8dE3EGKz68zJ8MSkJHK8I0yfmT0rqjz01/g87umZUD+pakxxGU4i6tHIu+iV1OvujyX371PpH8d9ZrZEkpLb/dWe7O6b3L3H3XusY0a1UwA014RjlngFJl3TPmMXLlw4KR0G0GTlIVUFqHBMuGfuvlfSq2b2xuTQVZKek7RZ0sbk2EZJ9zfUQwBNQcwC+UG8ApBUmISj0X04flPSN8ysU9JOSZ9QKYn5lpndJGmXpI80+BrFF6/ZPyMaXnE6TFgbtpb/WDsJ1xoyUR5KVWv4FaYCYrYZ5iTD5qdFwxP7ouFQcYzG8Vie3D1swvc4hlEx0XuqIl6b4MDBMOk6nsM9kAyliieNx3+wdUR/IR3vn1lpdyYjnGsNoxqMhjszHAoNKdCk8YYSDnd/WlK1QYlXNXJdAOkgZoH8IF4BkHCgMdOir1nOngntsaoX41GrgkFlA6hPPPk7Wva2O1kW89T2x8PjcXxZjQ+IcnWiViWjFqoawJjiJW137w7Hd+wI7SuvDO1yhSJedjYWVydmj7VWRrS7eDu7h6NZqHAAAAAASBUJByak/M1nXNUA0FpxRaIr2uArXkL61W2V5qlXx7hePOcKQNPFVYlTyTSogWj1+DUXe9Qe/VrMs0CmFSThKMa7AAAAAIokpWVxzWy9mT1vZjvM7Jz9fcysy8y+mTz+mJmtbPStkHAAAAAAWdTkhMPM2iXdLulaSWsl3WBma0ecdpOkw+5+saQvSfpio2+DIVWTodYEUgDZMH9ppdm5aFml3f/iM819nfLytkwCBxrS2xvaL79cur3ssua+Rjxsi2FXaIl0Jo2vk7TD3XeWXsLulbRBpX1+yjZI+nzSvk/S/zIzc/cJBwJ/CQMAAABZ1PwhVcskxTMRe5NjVc9x9wFJRyWd38jboMIxGZhACmRH+7TQLlccoo34+rc/lt5rU9kA6tLXH6oMQ9FH6YloZel3X5FO9YGqBrLAVX3Z5lEsMLOt0f1N7r4pul/tgiP/Zx/POXUh4QAAAAAyaKj+76wPunu1DUPLeiVdGN1fLml3jXN6zaxD0nmSDtXdkwhDqgAAAICp4XFJa8xslZl1Srpe0uYR52yWtDFpf1jSQ43M35CocAAoqrF2+4699rN0+wJgVLV2++6I/kqJ99l4y1qGO6H43CdU4Rjjmj5gZp+W9KCkdkl3ufs2M/uCpK3uvlnSnZK+bmY7VKpsXN/o65JwAAAAABnU7IRDktz9AUkPjDj2uah9RtJHmvmaJBwAiilerCGeKM7EbSBz4gna8UTxDv5KwRSWRoWjVQhlAAAAIINIOAAAAACkhoQDAPJi8GyN4wX5lxwokK7O6hPC2zsnuSNAizGkCgAAAECqSDgAAAAApIIKBwAAAIBUkXAAAAAASAUVDgAAAACpIuEAAAAAkBoSDgAAAACpYEgVAAAAgFSRcAAAAABIBRUOAAAAAKkqSsLR1uoOAAAAACguKhwAAABABhWlwkHCAQAAAGQMczgAAAAApAlm890AAA2ISURBVIqEAwAAAEAqqHAAAAAASBUJBwAAAIDUkHAAAAAASAVDqgAAAACkioQDAAAAQCqocAAAAABIFQkHAAAAgNSQcAAAAABIBUOqAAAAAKSqKAlHW6MXMLN2M3vKzL6b3F9lZo+Z2Qtm9k0z62y8mwCagXgF8oWYBaaucoWjnp+sajjhkPQZSduj+1+U9CV3XyPpsKSbmvAaAJqDeAXyhZgFpjASDklmtlzS+yTdkdw3SVdKui855W5JH2rkNQA0B/EK5AsxC6AoCUejczi+LOl3Jc1O7p8v6Yi7DyT3eyUta/A1ADQH8QrkCzELTGFFmjQ+4QqHmb1f0n53fyI+XOVUr/H8W8xsq5lt9YHTE+0GgHEgXoF8aWbMHjhwIJU+AsB4NVLheKekD5rZdZKmS5qj0rcxc82sI/kGZrmk3dWe7O6bJG2SpLbuRVX/wQTQNMQrkC9Ni9menh5iFsipKV/hcPffd/fl7r5S0vWSHnL3X5P0sKQPJ6dtlHR/w70E0BDiFcgXYhYAq1SN7vck/baZ7VBpvOmdKbwGgOYgXoF8IWaBKaQoCUdTNv5z9x9J+lHS3ilpXTOuC6D5iFcgX4hZYOqazCTCzOZL+qaklZJelvRRdz9c5bzvS7pM0iPu/v7xXDuNCgcAAACABrRgSNWtkrYk+/xsSe5X82eSfqOeC5NwAAAAABk0yQnHBpX295FG2efH3bdIOl7PhZsypAoAAABA87RgH47F7r6n9Nq+x8wWNevCJBwAAABABk0g4VhgZluj+5uSZbIlSWb2Q0kXVHneZ+vv3fiRcAAAAAAZNIGE46C799R60N2vrvWYme0zsyVJdWOJpP11v3oNzOEAAAAAMqYFk8Y3q7S/j9TkfX5IOAAAAIAMmuSE4zZJ15jZC5KuSe7LzHrM7I7ySWb2Y0nflnSVmfWa2a+OdWGGVAEAAAAZM9mTxt39dUlXVTm+VdLN0f131XttEg4AAAAgg7K8e3g9SDgAAACAjGnBsripIeEAAAAAMoiEAwAAAEBqipJwsEoVAAAAgNRQ4QAAAAAyhjkcAAAAAFJFwgEAAAAgFVQ4AAAAAKSKhAMAAABAakg4AAAAAKSCIVUAAAAAUkXCAQAAACAVVDgAAAAApIqEAwAAAEBqSDgAAAAApIIhVQAAAABSRcIBAAAAIBVUOAAAAACkioQDAAAAQGpIOAAAAACkokhDqtpa3QEAAAAAxUWFAwAAAMigolQ4SDgAAACAjCnSkCoSDgAAACCDSDgAAAAApIaEAwAAAEAqGFIFAAAAIFUkHAAAAABSQYUDAAAAQKpIOAAAAACkhoQDAAAAQCoYUgUAAAAgVUVJONom+kQzu9DMHjaz7Wa2zcw+kxyfb2Y/MLMXktt5zesugIkiZoH8IF4BlCsc9fxk1YQTDkkDkn7H3d8s6TJJnzKztZJulbTF3ddI2pLcB9B6xCyQH8QrABIOd9/j7k8m7eOStktaJmmDpLuT0+6W9KFGOwmgccQskB/EKwCpOAlHU+ZwmNlKSZdKekzSYnffI5X+wTSzRTWec4ukWyRJ02Y1oxsAxqnemCVegdZp9DN2xYoVk9NRAE1VpEnjjQypkiSZ2SxJfyvpt9z92Hif5+6b3L3H3XusY0aj3QAwThOJWeIVaI1mfMYuXLgwvQ4CSNVkVjjGM0fMzC4xs58kc8ueMbP/MJ5rN5RwmNk0lf4h/Ia7fyc5vM/MliSPL5G0v5HXANA8xCyQH8QrgEk2njlipyR9zN3fImm9pC+b2dyxLtzIKlUm6U5J2939L6KHNkvamLQ3Srp/oq8BoHmIWSA/iFcALVilasw5Yu7+c3d/IWnvVulLjzHLqI3M4XinpN+Q9KyZPZ0c+wNJt0n6lpndJGmXpI808BoAmoeYBfKDeAUw2XM4xjVHrMzM1knqlPTiWBeecMLh7o9IshoPXzXR6wJIBzEL5AfxCkCaUMKxwMy2Rvc3ufum8h0z+6GkC6o877P1vEgypPPrkja6+5i9ZKdxAAAAIGMmuErVQXfvqX1Nv7rWY2a2z8yWJNWNmnPEzGyOpH+U9Ifu/uh4OtXwKlUAAAAAmm+S53CMOUfMzDol/Z2kv3b3b4/3wiQcAAAAQMa0YNL4bZKuMbMXJF2T3JeZ9ZjZHck5H5V0haSPm9nTyc8lY12YIVUAAABABk3mpHF3f11V5oi5+1ZJNyfteyTdU++1STgAAACAjCnSTuMkHAAAAEAGkXAAAAAASA0JBwAAAIBUMKQKAAAAQKpIOAAAAACkggoHAAAAgFSRcAAAAABIDQkHAAAAgFQUaUhVW6s7AAAAAKC4qHAAAAAAGVSUCgcJBwAAAJAxRRpSRcIBAAAAZBAJBwAAAIDUkHAAAAAASAVDqgAAAACkioQDAAAAQCqocAAAAABIFQkHAAAAgNSQcAAAAABIBUOqAAAAAKSKhAMAAABAKqhwAAAAAEgVCQcAAACA1JBwAAAAAEgFQ6oAAAAApIqEAwAAAEAqilThaGt1BwAAAAAUFxUOAAAAIIOKUuEg4QAAAAAyiIQDAAAAQCqKNIeDhAMAAADIIBIOAAAAAKmgwgEAAAAgVSQcAAAAAFJDwgEAAAAgFUUaUpXKxn9mtt7MnjezHWZ2axqvAaB5iFkgP4hXYOoYGqrvpxFmNt/MfmBmLyS386qcc5GZPWFmT5vZNjP75Hiu3fSEw8zaJd0u6VpJayXdYGZrm/06AJqDmAXyg3gFpo5yhWOyEg5Jt0ra4u5rJG1J7o+0R9KvuPslkt4u6VYzWzrWhdOocKyTtMPdd7p7v6R7JW1I4XUANAcxC+QH8QpMIZOccGyQdHfSvlvSh0ae4O797t6X3O3SOHOJNBKOZZJeje73JscAZBMxC+QH8QpMIZOccCx29z2SlNwuqnaSmV1oZs+o9G/RF91991gXTmPSuFU55uecZHaLpFuSu31nnr79pyn0JSsWSDrY6k6krOjvcbLf30WT+FpjxuwUi1eJ/5/zbkrHq3RuzFpbW5Fjlv+f86/IMduAJx6UbEGdT5puZluj+5vcfVP5jpn9UNIFVZ732fG+gLu/KumtyVCqvzez+9x932jPSSPh6JV0YXR/uaRzMp/kzW+SJDPb6u49KfQlE4r+/qTiv8eCv78xY3YqxatU/PfI+8s1PmNH4P3l31R4jxPh7utTuObVtR4zs31mtsTd95jZEkn7x7jWbjPbJuldku4b7dw0hlQ9LmmNma0ys05J10vanMLrAGgOYhbID+IVQFo2S9qYtDdKun/kCWa23MxmJO15kt4p6fmxLtz0Coe7D5jZpyU9KKld0l3uvq3ZrwOgOYhZID+IVwApuk3St8zsJkm7JH1EksysR9In3f1mSW+W9D/MzFUa4vnn7v7sWBdOZeM/d39A0gN1PGXT2KfkWtHfn1T891jo91dnzBb6v0Wi6O+R95djfMaeg/eXf1PhPWaeu78u6aoqx7dKujlp/0DSW+u9trmfM9cMAAAAAJoilZ3GAQAAAEDKQMJhZuvN7Hkz22Fm1XY0zJVkbeKHzWx7suX7Z5LjY24Xnydm1m5mT5nZd5P7q8zsseT9fTOZzJhLZjbXzO4zs58lv8d3FO33N1HEaz4VOV4lYrYW4jWfiNf8/w5xrpYmHGbWLul2SddKWivpBjNb28o+NcGApN9x9zdLukzSp5L3NJ7t4vPkM5K2R/e/KOlLyfs7LOmmlvSqOb4i6fvu/iZJv6TS+yza769uxGuuFTleJWL2HMRrrhGv+f8dYoRWVzjWSdrh7jvdvV/SvSptq55b7r7H3Z9M2sdVCqRlGsd28XlhZsslvU/SHcl9k3SlwhrMuX1/ZjZH0hWS7pQkd+939yMq0O+vAcRrDhU5XiVidhTEaw4Rr5Jy/h5RXasTjmUqbYte1pscKwQzWynpUkmPaZzbxefElyX9rqSh5P75ko64+0ByP8+/x9WSDkj6q6SkfYeZzVSxfn8TRbzmU5HjVSJmayFe84l4zf/vEFW0OuGwKscKsWyWmc2S9LeSfsvdj7W6P81iZu+XtN/dn4gPVzk1r7/HDklvk/RVd79U0klR2i0r0u95GOI1179HYra6ov2eK4jXXP8eidcpqtUJR6+kC6P7yyXtblFfmsbMpqn0j+E33P07yeF9VtomXjaO7eIz7J2SPmhmL6tUor9SpW9k5ppZeV+XPP8eeyX1uvtjyf37VPrHsSi/v0YQr/lT9HiViNlaiNf8IV6V+98hamh1wvG4pDXJCgydkq5XaVv13ErGW94pabu7/0X00JjbxeeBu/++uy9395Uq/b4ecvdfk/SwpA8np+X5/e2V9KqZvTE5dJWk51SQ31+DiNecKXq8SsTsKIjXnCFe8/87RG0t3/jPzK5TKYNvl3SXu//3lnaoQWZ2uaQfS3pWYQzmH6g0zvRbklYo2S7e3Q+1pJNNYmbvkfRf3f39ZrZapW9k5kt6StKvu3tfK/s3UWZ2iUoT9jol7ZT0CZWS80L9/iaCeM2vosarRMzWQrzmF/Ga/98hhmt5wgEAAACguFo9pAoAAABAgZFwAAAAAEgNCQcAAACA1JBwAAAAAEgNCQcAAACA1JBwAAAAAEgNCQcAAACA1JBwAAAAAEjN/wdA1GjLix1lyQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n in np.arange(1,21):\n",
    "    fig, ax = plt.subplots(1,3, figsize = (15,5))\n",
    "    ax[0].set_title('h = ' +str(n))\n",
    "    ax[0].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:,250:360, 200:270], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax[1].pcolormesh(np.sum(f4['OilConcentration_3D'][n,:,250:360, 200:270], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    mesh = ax[2].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:,250:360, 200:270], axis=0) - \n",
    "                         np.sum(f4['OilConcentration_3D'][n,:,250:360, 200:270], axis=0),\n",
    "                         cmap = 'bwr', vmin = -0.3, vmax = 0.3)\n",
    "    fig.colorbar(mesh, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## top right - bottom left"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9b2OS5O2fumG5ewTs4vfe+xtJkq/c9t25ui9++ZC58glPOGqufOWFH1m+jgG7efgh/YXiP//z/fpnvXFmf6t861v9yje9aZl6xUSRcAAAAJ2RcDB17u8vXrvhum1z5fWn/EyS5NPnPmuu7phLPr58/YLVbuALHT72P29Lknz2Tc+dq3vOzffMlY/8qf3nyk962Uvnyl/7+KVd9hDo+cnO/qjG617Xr3/3u/vl69/xnCTJEw7f2q9888DXzb/nPV11j0kyRVOqhrqLqjq0qi6tqn+oqhur6hlV9Yiq+mxV3dx7PmxUnQWGI2ZhcohXIGvWLO4xpobt2fuT/G1r7XFJnpzkxiTnJbmitXZ8kit6x8B4ELMwOcQrMBWWPKWqqg5J8twkr0qS1tqDSR6sqjOSPK/X7KIkX0jy28N0kmUysGj8+9d9aa78xg8cmCS56b2/uOxdYnTE7AQb2E/j+i9dlyR57TGHztU98fjD58qf+Kv/PVe+99Jz5sqHfeJTM4Wf/LirXjJC4nVyrV3T5sqvelV/etXWgdlTv/VbM89/884T5+pecGr/fZ9+sN92v/X9elYZU6qSJI9NcneSP6+qr1bVB6rqoCSPaq3dkSS95yNH0E9geGIWJod4BaZmStUwi8bXJXlqkl9vrV1VVe/PIoZ2q+qcJDP//fawg4foBiPz4I/65f37n8ldN92UJDns2Vcud48YrSXHrHgdI3fcnCS57JJ+1Uk/95S58sGH/dRc+YzNV/UbrVs/82yEY1KM7Hfsscce200P2afHP64/OvHOd/ZHOy6+eOb5a+v/+Vzdxo399z34kBGOrnrHRBjjJGIxhrmLbUm2tdZmf6NdmpkfjndW1VFJ0nu+a743t9Y2t9Y2tdY21boD5msCjNaSY1a8wrIb2e/YI444Ylk6DIzY7JSqKRjhWHLPWmvfSnJ7Vf1sr+qUJDckuSzJWb26s5J8aqgeAiMhZmFyiFcgydQkHMPuw/HrST5aVeuT3JLk1ZlJYj5WVWcnuS3Jy4a8BithYE+OrH1YkmS/n3nSXNUDN3x5uXvEaIjZKXHskx43Vz7q8IPmyh85/8Vz5We+5dP9Nzzwg2XpFyMlXqfI5Zf3y1/5yszzO97Rr7vvvn754QdbKE6matH4UAlHa+3aJJvmeemUYc4LdEPMwuQQr4CEg9XjR99Nkjyw/R9XuCPArNu+8Lm58oWvectc+ehH9NfY/KdznzVXPuvV/2N5OgbM67Wv7ZdnvxZ30KH9b7pO29l9f5gARjgAAIBOSThYNWY3HbvvzpXtB9A38DXWL/iNj86V7/3kuXPlV7/zM8vaJWDPDjqwvy7juutmviL3xP6+f7nSN88znylJOKbjLgAAYJp09LW4VXVaVd1UVVurarf9fapqv6q6pPf6VVW1cdhbkXAAAMA4GnHCUVVrk1yQ5PQkJyR5RVWdsEuzs5Pc21r7Z0nel+T8YW/DlCqASffNf5grXvb17XPlnbdetxK9AfbhSU+cnV7V33385JNXpi+MsW4WjZ+cZGtr7ZaZS9TFSc7IzD4/s85I8u975UuT/HFVVWttyd/XbIQDAADG0einVB2d5PaB4229unnbtNZ2JPlOkkcOcxtGOACmyFmv/g8r3QVggdpOG/yxd21gFGyBDq+qLQPHm1trmweO5zvhrn8RF9JmUSQcAAAwhnYufk+We1pr820YOmtbkmMGjjck2b6HNtuqal2Sn0ry7UX3ZIApVQAAsDpcneT4qjquqtYnOTPJZbu0uSzJWb3yS5P83TDrNxIjHAAAMHZaW9IIxz7O2XZU1blJPpNkbZIPttaur6p3JNnSWrssyYVJ/qKqtmZmZOPMYa8r4QAAgDE06oQjSVprlye5fJe6tw+U70/yslFeU8IBAABjposRjpUi4QAAgDEk4QAAADoj4QAAADphShUAANApCQcAANAJIxwAAECnJBwAAEAnjHAAAACdknAAAACdkXAAAACdMKUKAADolIQDAADohBEOAACgU9OScKxZ6Q4AAADTywgHAACMoWkZ4ZBwAADAmLGGAwAA6JSEAwAA6IQRDgAAoFMSDgAAoDMSDgAAoBOmVAEAAJ2ScAAAAJ0wwgEAAHRKwgEAAHRGwgEAAHTClCoAAKBT05JwrBn2BFW1tqq+WlWf7h0fV1VXVdXNVXVJVa0fvpvAKIhXmCxiFlav2RGOxTzG1dAJR5I3JLlx4Pj8JO9rrR2f5N4kZ4/gGsBoiFeYLGIWVjEJR5Kq2pDkF5J8oHdcSZ6f5NJek4uSvGSYawCjIV5hsohZYFoSjmHXcPxhkjcneXjv+JFJ7mut7egdb0ty9JDXAEZDvMJkEbOwik3TovElj3BU1YuS3NVau2awep6mbQ/vP6eqtlTVlrbjR0vtBrAA4hUmyyhj9u677+6kjwALNcwIx7OSvLiqXphk/ySHZOZ/Yw6tqnW9/4HZkGT7fG9urW1OsjlJ1hx45Lw/MIGREa8wWUYWs5s2bRKzMKFW/QhHa+13WmsbWmsbk5yZ5O9aa7+S5PNJXtprdlaSTw3dS2Ao4hUmi5gFfEvV3v12kjdV1dbMzDe9sINrAKMhXmGyiFlYRaYl4RjJxn+ttS8k+UKvfEuSk0dxXmD0xCtMFjELq9dyJhFV9YgklyTZmOTWJC9vrd07T7u/TfL0JFe21l60kHN3McIBAAAMYQWmVJ2X5IrePj9X9I7n8wdJfm0xJ5ZwAADAGFrmhOOMzOzvk+xln5/W2hVJvreYE49kShUAADA6K7APx6Naa3fMXLvdUVVHjurEEg4AABhDS0g4Dq+qLQPHm3tfk50kqarPJXn0PO976+J7t3ASDgAAGENLSDjuaa1t2tOLrbVT9/RaVd1ZVUf1RjeOSnLXoq++B9ZwAADAmFmBReOXZWZ/n2TE+/xIOAAAYAwtc8LxriQvqKqbk7ygd5yq2lRVH5htVFVfTPLxJKdU1baq+pf7OrEpVQAAMGaWe9F4a+2fkpwyT/2WJK8ZOH7OYs8t4QAAgDE0zruHL4aEAwAAxswKfC1uZyQcAAAwhiQcAABAZ6Yl4fAtVQAAQGeMcAAAwJixhgMAAOiUhAMAAOiEEQ4AAKBTEg4AAKAzEg4AAKATplQBAACdknAAAACdMMIBAAB0SsIBAAB0RsIBAAB0wpQqAACgUxIOAACgE0Y4AACATkk4AACAzkg4AACATkzTlKo1K90BAABgehnhAACAMTQtIxwSDgAAGDPTNKVKwgEAAGNIwgEAAHRGwgEAAHTClCoAAKBTEg4AAKATRjgAAIBOSTgAAIDOSDgAAIBOmFIFAAB0aloSjjVLfWNVHVNVn6+qG6vq+qp6Q6/+EVX12aq6ufd82Oi6CyyVmIXJIV6B2RGOxTzG1ZITjiQ7kvxma+3xSZ6e5PVVdUKS85Jc0Vo7PskVvWNg5YlZmBziFZBwtNbuaK19pVf+XpIbkxyd5IwkF/WaXZTkJcN2EhiemIXJIV6BZHoSjpGs4aiqjUmekuSqJI9qrd2RzPzArKoj9/Cec5KckyR52MGj6AawQIuNWfEKK2fY37HHHnvs8nQUGKlpWjQ+zJSqJElVHZzkr5K8sbX23YW+r7W2ubW2qbW2qdYdMGw3gAVaSsyKV1gZo/gde8QRR3TXQaBTyznCsZA1YlV1UlX9r97asuuq6l8t5NxDJRxV9bDM/CD8aGvtE73qO6vqqN7rRyW5a5hrAKMjZmFyiFdgmS1kjdgPk7yytfaEJKcl+cOqOnRfJx7mW6oqyYVJbmytvXfgpcuSnNUrn5XkU0u9BjA6YhYmh3gFVuBbqva5Rqy19o3W2s298vbM/KfHPodRh1nD8awkv5bka1V1ba/uLUneleRjVXV2ktuSvGyIawCjI2ZhcohXYLnXcCxojdisqjo5yfok/3dfJ15ywtFauzJJ7eHlU5Z6XqAbYhYmh3gFkiUlHIdX1ZaB482ttc2zB1X1uSSPnud9b13MRXpTOv8iyVmttX320k7jAAAwZpb4LVX3tNY27fmc7dQ9vVZVd1bVUb3RjT2uEauqQ5L89yRva619eSGdGvpbqgAAgNFb5jUc+1wjVlXrk/x1kg+31j6+0BNLOAAAYMyswKLxdyV5QVXdnOQFveNU1aaq+kCvzcuTPDfJq6rq2t7jpH2d2JQqAAAYQ8u5aLy19k+ZZ41Ya21Lktf0yh9J8pHFnlvCAQAAY2aadhqXcAAAwBiScAAAAJ2RcAAAAJ0wpQoAAOiUhAMAAOiEEQ4AAKBTEg4AAKAzEg4AAKAT0zSlas1KdwAAAJheRjgAAGAMTcsIh4QDAADGzDRNqZJwAADAGJJwAAAAnZFwAAAAnTClCgAA6JSEAwAA6IQRDgAAoFMSDgAAoDMSDgAAoBOmVAEAAJ2ScAAAAJ0wwgEAAHRKwgEAAHRGwgEAAHTClCoAAKBTEg4AAKAT0zTCsWalOwAAAEwvIxwAADCGpmWEQ8IBAABjSMIBAAB0YprWcEg4AABgDEk4AACAThjhAAAAOiXhAAAAOiPhAAAAOjFNU6o62fivqk6rqpuqamtVndfFNYDREbMwOcQrrB47dy7uMYyqekRVfbaqbu49HzZPm5+uqmuq6tqqur6qXruQc4884aiqtUkuSHJ6khOSvKKqThj1dYDRELMwOcQrrB6zIxzLlXAkOS/JFa2145Nc0Tve1R1JntlaOynJ05KcV1WP2deJuxjhODnJ1tbaLa21B5NcnOSMDq4DjIaYhckhXmEVWeaE44wkF/XKFyV5ya4NWmsPttYe6B3ulwXmEl0kHEcnuX3geFuvDhhPYhYmh3iFVWSZE45HtdbuSJLe85HzNaqqY6rqusz8LDq/tbZ9XyfuYtF4zVPXdmtUdU6Sc3qHD9x/7QVf76Av4+LwJPesdCc6Nu33uNz399PLeK19xuwqi9fE3+dJt6rjNdk9ZmvNmmmOWX+fJ980x+wQrvlMUocv8k37V9WWgePNrbXNswdV9bkkj57nfW9d6AVaa7cnObE3leqTVXVpa+3Ovb2ni4RjW5JjBo43JNkt8+nd/OYkqaotrbVNHfRlLEz7/SXTf49Tfn/7jNnVFK/J9N+j+5tofsfuwv1NvtVwj0vRWjutg3OeuqfXqurOqjqqtXZHVR2V5K59nGt7VV2f5DlJLt1b2y6mVF2d5PiqOq6q1ic5M8llHVwHGA0xC5NDvAJduSzJWb3yWUk+tWuDqtpQVQf0yocleVaSm/Z14pGPcLTWdlTVuUk+k2Rtkg+21q4f9XWA0RCzMDnEK9ChdyX5WFWdneS2JC9LkqralOS1rbXXJHl8kv9YVS0zUzzf01r72r5O3MnGf621y5Ncvoi3bN53k4k27feXTP89TvX9LTJmp/rPomfa79H9TTC/Y3fj/ibfarjHsdda+6ckp8xTvyXJa3rlzyY5cbHnrtZ2W2sGAAAwEp3sNA4AAJCMQcJRVadV1U1VtbWq5tvRcKL0vpv481V1Y2/L9zf06ve5Xfwkqaq1VfXVqvp07/i4qrqqd3+X9BYzTqSqOrSqLq2qf+h9js+Yts9vqcTrZJrmeE3E7J6I18kkXif/M2R3K5pwVNXaJBckOT3JCUleUVUnrGSfRmBHkt9srT0+ydOTvL53TwvZLn6SvCHJjQPH5yd5X+/+7k1y9or0ajTen+RvW2uPS/LkzNzntH1+iyZeJ9o0x2siZncjXieaeJ38z5BdrPQIx8lJtrbWbmmtPZjk4sxsqz6xWmt3tNa+0it/LzOBdHQWsF38pKiqDUl+IckHeseV5PnpfwfzxN5fVR2S5LlJLkyS1tqDrbX7MkWf3xDE6wSa5nhNxOxeiNcJJF6TTPg9Mr+VTjiOzsy26LO29eqmQlVtTPKUJFdlgdvFT4g/TPLmJDt7x49Mcl9rbUfveJI/x8cmuTvJn/eGtD9QVQdluj6/pRKvk2ma4zURs3siXieTeJ38z5B5rHTCUfPUTcXXZlXVwUn+KskbW2vfXen+jEpVvSjJXa21awar52k6qZ/juiRPTfKnrbWnJPlBDO3OmqbP+SHE60R/jmJ2ftP2Oc8RrxP9OYrXVWqlE45tSY4ZON6QZPsK9WVkquphmflh+NHW2id61XfWzDbxqQVsFz/Gnj95nNcAAAFcSURBVJXkxVV1a2aG6J+fmf+RObSqZvd1meTPcVuSba21q3rHl2bmh+O0fH7DEK+TZ9rjNRGzeyJeJ494zcR/huzBSiccVyc5vvcNDOuTnJmZbdUnVm++5YVJbmytvXfgpX1uFz8JWmu/01rb0FrbmJnP6+9aa7+S5PNJXtprNsn3960kt1fVz/aqTklyQ6bk8xuSeJ0w0x6viZjdC/E6YcTr5H+G7NmKb/xXVS/MTAa/NskHW2u/v6IdGlJVPTvJF5N8Lf05mG/JzDzTjyU5Nr3t4ltr316RTo5IVT0vyW+11l5UVY/NzP/IPCLJV5P8amvtgZXs31JV1UmZWbC3PsktSV6dmeR8qj6/pRCvk2ta4zURs3siXieXeJ38z5CHWvGEAwAAmF4rPaUKAACYYhIOAACgMxIOAACgMxIOAACgMxIOAACgMxIOAACgMxIOAACgMxIOAACgM/8fAcE36ktXSKcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n in np.arange(1,21):\n",
    "    fig, ax = plt.subplots(1,3, figsize = (15,5))\n",
    "    ax[0].set_title('h = ' +str(n))\n",
    "    ax[0].pcolormesh(np.sum(f1['OilConcentration_3D'][n,:,250:360, 200:270], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax[1].pcolormesh(np.sum(f3['OilConcentration_3D'][n,:,250:360, 200:270], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    mesh = ax[2].pcolormesh(np.sum(f1['OilConcentration_3D'][n,:,250:360, 200:270], axis=0) - \n",
    "                         np.sum(f3['OilConcentration_3D'][n,:,250:360, 200:270], axis=0),\n",
    "                         cmap = 'bwr', vmin = -0.3, vmax = 0.3)\n",
    "    fig.colorbar(mesh, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## top left - center"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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t/d8gJT85iIQDQ4uGYMw8dlapasMD98evB5PJ1ftmXPbg/683rFcOwGCCIVM9r78R12/f0ITGABiMBX/nTXs6+L069dS4vCtYaTwcd1WUk7sYoYLaP9/t7t41yOvdkg4LtmdI2lTrSWpFwgEAAACkTTJDqlZKmm1mR0h6UdICSR9v9En6I+FA1U57z/RS+ab7g4mnBxwUl1/bGpfD3g4AI6Ojs1Qce2Dc+/jGzmgC+e5dI90iABXs6Y1Ht4y6995S+bUTP1AqH7g9+L16yCGF53I9HcinBicc7t5nZpdIukOF2+Le4O5rzOwbkla5+zIz+zNJP5c0UdJ/MbP/4e7vrOe8JBwAAABA2iS00ri7L5e0vF/dFUF5pQpDrRqGhAMAAABIo5zM0SHhQNUeffbleCO8l/8bO0pFm3Fcqeyb18X7vLkzyaYBrS0YRhWW3zM3Xjvn/j89MJItAjCI4lCq3bvjulcWf61UntYR3PBh0qS4/Pjjheejj47rJkxIoolICxIOAAAAAIlIaEhVM5BwoGq9vUGvxph4BWP1vVUq7jdqv3h/ejWAkdHXG5c79y8Vn1izJa4vrkDOSuNA043qLNwOd9eueNL4tJ5n4x06xvd/i6I3FJ7p1WgdJBwAAAAAEkEPBwAAAIBEkXCgVYyac7Ik6cmHninVjZsVT1ibeujEUnn92o3lD8JwDqAxysXS+KlBeXKpuP3JNYO/D0Ci3t4bD5lqb4tXFd+8pVA/TZvjnccHw6hWrYrLjzwSl+fNG3iSvXvjck7+OEUgJ58pCQcAAACQNgypQivZs+HpAXXzPjK3VJ46fnSpvP6+38Y7BZNXWXUcqMO44LaYu14pPE85PK7b9kJcbou/UdXO7cm2C8AA27bHMThlctyr8ez6uP6oIwv1b/VNK9Xtt+vV+CDXXBOXN2yIy4sXF557euI6Vh1HBpBwAAAAAGlEDwcAAACARDCkCi2luObG6ANKVX9xdDxR/JN/NqtUvu6GuHtYm55KumVAvhQndvcv97wWl4srib/cPbBOknqDpYvDYzBZHGiocEJ4X19cHy4MXlxRXJJmzRpYP6onGEa1JVg359e/Ln/STZsKz3Pm1NpcZBUJBwAAAIDEkHAgd4JvQ8efdGqp/NFzjpckLb9vfanub76zIi6HK4pvCVZKtXwECdBwYY9EuEp4KLzpwu5dA/cPjzFtdql4wQWnlco/ueaWeJ/iZHMANQt7KoqrhIfCOdzh3W3DfcMekVEbotvMz5wZ7/z443H5D3+Iy+Gq4kdHt6QPb4WL/GJIFQAAAIBEkXAAAAAASAQ9HMijjne8u1SePvOgUvnNPYXZcCe/e3qp7r4395TKr678U/kDOl2+QNmJ2+EE7onBjRZeDVYdDieKD3XcYB2On3z7+rh+3EQNwERyoKJKK4N3BH8tvbipsM/0Q+PXJwajnippf2hlvHH33YXn5cvjunB41Qc/WCr6goWlsik6Z07+CEUVcvJZk3AAAAAAaUTCgVwIVjA+6rgZpfLaB1bH5V9E37oG34z+5RcvKJVv+ePd5Y89elxcDie9AnlUqedgqB6OsFejmmNHk8nbph9Tqppx1KGl8ob/eKBUnnvuvFL5jzfdOvDcQAsr9maEPRnh7W3bg/syhPtMj8Nt0ONKUntfPBpAr8Q3bvj50V+WJJ35uS+X6q64It71qn/6QKlsCxYMPMmu4HfquHEDX0c+MKQKAAAAQKJIOAAAAAAkgh4OZFow1Om5X/5Dqbz86Xhox8V3xsOkJpx0iiRpx3PrSnW3fHtJfLxKQ0n2BDcmB/Iu/L8frpEx3CFMYVxNObxUHHXQVEnSu7qOKNWVhktJ0ox4BeI/3r92eOcGWkBxmFS4xkbHMP8qCodRbd0a1087dHS88b3vlYr/9dMnFwpb4p2/+tV4PZ23J90Xt3OfIZrRH59jxgyvocgeEg4AAAAAiSHhQOYUJ5vOiCebdn3lV6Xyy7+/K943+IZ2x+r7C4VK3+BWWikZyKti70OlyeGVYqLc+yoJbpfbcWB8m+o9PbslSX9a9VypbuopZ5bKW9fHt8hVz464zGRxtKhKt7ot1pdbOXyw95UTzAfX1KnBC088USre2X1cqbxlWeG5q+vAUt2YYFDAlPHBZPPO4PctWkuOhlTVdRVmNsHMlprZk2a21szeZ2aTzOxOM3smei5zI3gAzUDMAtlBvAJQW1ttj5Sqt2VXS/q1ux8r6V2S1kq6TNIKd58taUW0DSAdiFkgO4hXALkw7CFVZjZe0mmSPilJ7t4rqdfMzpN0erTbjZLulfTlgUdAYqKhU5L2HeYR2dsXD614eeX95Y8RDgkpHiM8bu+bQ7eDlcZThZit05h46ENpXZkwvsJhhmF8lLupQhBLR531n+K39caxufHpDaVy34vxDRu0543CUzBE6pzL/1up/OMtL5fKBx9zVKm86e6NQnYQr/V5dUc8HGr8+Lg+HCa1uzA6UWPHlH89HEb1Rk9cvyS6Z0q4/MXpp8flKbvi4Y5+bDyMat7R8T4nnrjvsSTpd7+Lyxd+eohhVCn+JhsNxJAqSdKRkrZJ+mcze9jMrjOzsZIOdvfNkhQ9Tx3sIABGDDELZAfxCiA3Q6rqmTTeIendkj7v7g+a2dWqoWvXzBZLWixJ2o9VMusWruodTg4tN9H7+UdqO3bxGEwOz7phx2zLxmvYO1Gup6KWieJSqWdj1JHHl6redcyUUvkXv3o03veFoNy+X1x++60Bp/i33zwZv7whvhXupuceHbAvMqNhv2NnzpyZTAtTJuyd2GfF8DITxSVpdHDH2nLv6wlulxvM/dZd0f1VwpXBZ09+tVTeMya+ZfUoxeduD/4WvOyywrGPj38UaO7cge0B0pxE1KKeq+iW1O3uD0bbS1X44fiSmU2TpOh5a7k3u/sSd+9y9y7r2L/cLgAaa9gxS7wCI65hv2OnTJlSbhcAaVccUpWDHo5ht8zdt0jaaGbFe6yeIekJScskLYrqFkm6va4WAmgIYhbIDuIVgKTcJBz1rsPxeUk/NbNOSeslfUqFJOZWM7tQ0gZJ59d5DlRSaThHpaEd1Uz0Hgz38c8DYnYo1UwEL9aHsRYOaxw7IS5bPCxDB0yWJJ3+F8eWqm675sfx68OMsVefWlO+neG5kUXEaxWKw6SKk8ClfRfiDlcSD9fceH1Xof6VV8rHyfbtcfm7343Lt91WeN5nVfK2IOarGH08b97AdgID5GjSeF0Jh7s/IqmrzEtn1HNcAMkgZoHsIF4BkHCg+SpNDgdQnWJvRrCqt14LhsRX6sHY/4DC855gaeDxk+NyZ/y15eix8ZyX3RuflSTd8cOgR6LcZPT+ykwU38ebu+Jy2Cvz1u6B+wIZFU747u6O6w85pPAcTgLfuTMuhz0VY8bEx9gahXpPEMbhiuEnnBCXb7opLhcnlndU+Auq0srloeItdXuDHzH7jx76fWgx9HAAAAAASBQJBwDkw9Q57yyVt74wMX5he7z43j5zI0YVejBOW3hOqer+Zf8Rv94d30Nz91C3kx43qXx9LXOuKu1bTe8JkEG/+U1c7ooGnc2aFdeFcyPCHowvfCEuf/3rheewJ6Oa3omdOwfO+Rhb41yMcnM3Ki06iBaXk4QjH1cBAAAA5ElCt8U1s/lm9pSZrTOzAev7mNkoM7slev1BM5tV76WQcAAAAABp1OCEw8zaJV0r6WxJcyQtNLM5/Xa7UNKr7v4OSVdJ+la9l8GQKgCtKxpm1N4RDz3qCGae9oVDkg6cGpffKgyT+t198Qrfeml9XK50a91yw6t6Xiv/vlr43rg8xKrkQFaFw4x6g1vdFieIh6uEb9kSlzuDEPzMZ+LyMUcXjhcOZap0C93QpEkDz1er4rVUcz60sGQmjc+VtM7d1xdOYTdLOk+FdX6KzpP09ai8VNL/NjNz92H/J6WHAwAAAEijxg+pmi5pY7DdHdWV3cfd+yS9Jumgei6DHg4ALW/z6lXxxn7B16EHBD9ft70Ql6Nei751D5U/YC23rG7E7a2H6kUBcuYjH4nLxVvLhre/PfLIga9L0qmnDjxW2HPS3jnw9Ur7V7NvJcWeDXo1MBRXzQu4Tjaz4Jealrj7kmC73AH7/0esZp+akHAAAAAAKbR379D79LPd3cstGFrULemwYHuGpE0V9uk2sw5JB0p6RXVgSBUAAADQGlZKmm1mR5hZp6QFkpb122eZpEVR+aOS7q5n/oZEDwcASLteLhVt1rtKZe9eG+8TDlVK27CltLUHSNjU4B4Oq6LBI8cfH9eFQ5VG1TH0KSkMpUI13IfVwzHEMb3PzC6RdIekdkk3uPsaM/uGpFXuvkzS9ZJ+YmbrVOjZWFDveUk4AAAAgBRqdMIhSe6+XNLyfnVXBOXdks5v5DlJOAAgmKztGx6P6+k5AFIpnOh94olMwEY+JdHD0SwkHAAAAEAKkXAAAAAASAwJBwDk0XDXwgDQFB38JYOcYkgVAAAAgESRcABAHtHDAWRKOIEcyBN6OAAAAAAkioQDAAAAQCLo4QAAAACQKBIOAAAAAIkh4QAAAACQCIZUAQAAAEgUCQcAAACARNDDAQAAACBReUk42prdAAAAAAD5RQ8HAAAAkEJ56eEg4QAAAABShjkcAAAAABJFwgEAAAAgEfRwAAAAAEgUCQcAAACAxJBwAAAAAEgEQ6oAAAAAJIqEAwAAAEAi6OEAAAAAkCgSDgAAAACJIeEAAAAAkAiGVAEAAABIVF4SjrZ6D2Bm7Wb2sJn9Mto+wsweNLNnzOwWM+usv5kAGoF4BbKFmAVaV7GHo5ZHWtWdcEi6VNLaYPtbkq5y99mSXpV0YQPOAaAxiFcgW4hZoIWRcEgysxmSzpF0XbRtkuZJWhrtcqOkD9dzDgCNQbwC2ULMAshLwlHvHI7vS/o7SQdE2wdJ2uHufdF2t6TpdZ4DQGMQr0C2ELNAC8vTpPFh93CY2YckbXX31WF1mV29wvsXm9kqM1vlfW8OtxkAqkC8AtnSyJjdtm1bIm0EgGrV08NxiqRzzeyDkkZLGq/CtzETzKwj+gZmhqRN5d7s7kskLZGktjFTy/7ABNAwxCuQLQ2L2a6uLmIWyKiW7+Fw96+4+wx3nyVpgaS73f2vJN0j6aPRbosk3V53KwHUhXgFsoWYBcBdqgb3ZUlfMrN1Kow3vT6BcwBoDOIVyBZiFmgheUk4GrLwn7vfK+neqLxe0txGHBdA4xGvQLYQs0DrGskkwswmSbpF0ixJz0v6mLu/Wma/X0s6WdID7v6hao6dRA8HAAAAgDo0YUjVZZJWROv8rIi2y/mOpAtqOTAJBwAAAJBCI5xwnKfC+j7SIOv8uPsKSa/XcuCGDKkCAAAA0DhNWIfjYHffXDi3bzazqY06MAkHAAAAkELDSDgmm9mqYHtJdJtsSZKZ3SXpkDLvu7z21lWPhAMAAABIoWEkHNvdvavSi+5+ZqXXzOwlM5sW9W5Mk7S15rNXwBwOAAAAIGWaMGl8mQrr+0gNXueHhAMAAABIoRFOOK6UdJaZPSPprGhbZtZlZtcVdzKz30r6maQzzKzbzP7zUAdmSBUAAACQMiM9adzdX5Z0Rpn6VZIuCrbfX+uxSTgAAACAFErz6uG1IOEAAAAAUqYJt8VNDAkHAAAAkEIkHAAAAAASk5eEg7tUAQAAAEgMPRwAAABAyjCHAwAAAECiSDgAAAAAJIIeDgAAAACJIuEAAAAAkBgSDgAAAACJYEgVAAAAgESRcAAAAABIBD0cAAAAABJFwgEAAAAgMSQcAAAAABLBkCoAAAAAiSLhAAAAAJAIejgAAAAAJIqEAwAAAEBiSDgAAAAAJCJPQ6ramt0AAAAAAPlFDwcAAACQQnnp4SDhAAAAAFImT0OqSDgAAACAFCLhAAAAAJAYEg4AAAAAiWBIFQAAAIBEkXAAAAAASAQ9HAAAAAASRcIBAAAAIDEkHAAAAAASwZAqAAAAAInKS8LRNtw3mtlhZnaPma01szVmdmlUP8nM7jSzZ6LniY1rLoDhImaB7CBeARR7OGp5pNWwEw5JfZL+1t2Pk3SypIvNbI6kyyStcPfZklZE2wCaj5gFsoN4BUDC4e6b3f2hqPy6pLWSpks6T9KN0W43SlhzZXIAAAkcSURBVPpwvY0EUD9iFsgO4hWAlJ+EoyFzOMxslqSTJD0o6WB33ywVfmCa2dQK71ksabEkab9xjWgGgCrVGrPEK9A89f6OnTlz5sg0FEBD5WnSeD1DqiRJZjZO0r9K+qK776z2fe6+xN273L3LOvavtxkAqjScmCVegeZoxO/YKVOmJNdAAIkayR6OauaImdmJZvb7aG7Zo2b2l9Ucu66Ew8z2U+EH4U/d/bao+iUzmxa9Pk3S1nrOAaBxiFkgO4hXACOsmjliPZL+2t3fKWm+pO+b2YShDlzPXapM0vWS1rr794KXlklaFJUXSbp9uOcA0DjELJAdxCuAJtylasg5Yu7+tLs/E5U3qfClx5DdqPXM4ThF0gWSHjOzR6K6r0q6UtKtZnahpA2Szq/jHAAah5gFsoN4BTDScziqmiNWZGZzJXVKenaoAw874XD3ByRZhZfPGO5xASSDmAWyg3gFIA0r4ZhsZquC7SXuvqS4YWZ3STqkzPsur+Uk0ZDOn0ha5O5DtpKVxgEAAICUGeZdqra7e1flY/qZlV4zs5fMbFrUu1FxjpiZjZf0K0l/7+5/qKZRdd+lCgAAAEDjjfAcjiHniJlZp6SfS/qxu/+s2gOTcAAAAAAp04RJ41dKOsvMnpF0VrQtM+sys+uifT4m6TRJnzSzR6LHiUMdmCFVAAAAQAqN5KRxd39ZZeaIufsqSRdF5Zsk3VTrsUk4AAAAgJTJ00rjJBwAAABACpFwAAAAAEgMCQcAAACARDCkCgAAAECiSDgAAAAAJIIeDgAAAACJIuEAAAAAkBgSDgAAAACJyNOQqrZmNwAAAABAftHDAQAAAKRQXno4SDgAAACAlMnTkCoSDgAAACCFSDgAAAAAJIaEAwAAAEAiGFIFAAAAIFEkHAAAAAASQQ8HAAAAgESRcAAAAABIDAkHAAAAgEQwpAoAAABAokg4AAAAACSCHg4AAAAAiSLhAAAAAJAYEg4AAAAAiWBIFQAAAIBEkXAAAAAASESeejjamt0AAAAAAPlFDwcAAACQQnnp4SDhAAAAAFKIhAMAAABAIvI0h4OEAwAAAEghEg4AAAAAiaCHAwAAAECiSDgAAAAAJIaEAwAAAEAi8jSkKpGF/8xsvpk9ZWbrzOyyJM4BoHGIWSA7iFegdezdW9ujHmY2yczuNLNnoueJZfY53MxWm9kjZrbGzD5TzbEbnnCYWbukayWdLWmOpIVmNqfR5wHQGMQskB3EK9A6ij0cI5VwSLpM0gp3ny1pRbTd32ZJf+7uJ0p6r6TLzOzQoQ6cRA/HXEnr3H29u/dKulnSeQmcB0BjELNAdhCvQAsZ4YTjPEk3RuUbJX24/w7u3uvue6LNUaoyl0gi4ZguaWOw3R3VAUgnYhbIDuIVaCEjnHAc7O6bJSl6nlpuJzM7zMweVeFn0bfcfdNQB05i0riVqfMBO5ktlrQ42tyz+5FrH0+gLWkxWdL2ZjciYXm/xpG+vsNH8FxDxmyLxavE/+esa+l4lQbGrLW15Tlm+f+cfXmO2TqsvkOyyTW+abSZrQq2l7j7kuKGmd0l6ZAy77u82hO4+0ZJJ0RDqf7NzJa6+0uDvSeJhKNb0mHB9gxJAzKf6OKXSJKZrXL3rgTakgp5vz4p/9eY8+sbMmZbKV6l/F8j15dp/I7th+vLvla4xuFw9/kJHPPMSq+Z2UtmNs3dN5vZNElbhzjWJjNbI+n9kpYOtm8SQ6pWSpptZkeYWaekBZKWJXAeAI1BzALZQbwCSMoySYui8iJJt/ffwcxmmNn+UXmipFMkPTXUgRvew+HufWZ2iaQ7JLVLusHd1zT6PAAag5gFsoN4BZCgKyXdamYXStog6XxJMrMuSZ9x94skHSfpf5mZqzDE87vu/thQB05k4T93Xy5peQ1vWTL0LpmW9+uT8n+Nub6+GmM21/8WkbxfI9eXYfyOHYDry75WuMbUc/eXJZ1Rpn6VpIui8p2STqj12OY+YK4ZAAAAADREIiuNAwAAAICUgoTDzOab2VNmts7Myq1omCnRvYnvMbO10ZLvl0b1Qy4XnyVm1m5mD5vZL6PtI8zswej6bokmM2aSmU0ws6Vm9mT0Ob4vb5/fcBGv2ZTneJWI2UqI12wiXrP/GWKgpiYcZtYu6VpJZ0uaI2mhmc1pZpsaoE/S37r7cZJOlnRxdE3VLBefJZdKWhtsf0vSVdH1vSrpwqa0qjGulvRrdz9W0rtUuM68fX41I14zLc/xKhGzAxCvmUa8Zv8zRD/N7uGYK2mdu693915JN6uwrHpmuftmd38oKr+uQiBNVxXLxWeFmc2QdI6k66JtkzRP8T2YM3t9ZjZe0mmSrpckd+919x3K0edXB+I1g/IcrxIxOwjiNYOIV0kZv0aU1+yEY7oKy6IXdUd1uWBmsySdJOlBVblcfEZ8X9LfSdobbR8kaYe790XbWf4cj5S0TdI/R13a15nZWOXr8xsu4jWb8hyvEjFbCfGaTcRr9j9DlNHshMPK1OXitllmNk7Sv0r6orvvbHZ7GsXMPiRpq7uvDqvL7JrVz7FD0rsl/cDdT5L0hujaLcrT57wP4jXTnyMxW17ePucS4jXTnyPx2qKanXB0Szos2J4haVOT2tIwZrafCj8Mf+rut0XVL1lhmXhZFcvFp9gpks41s+dV6KKfp8I3MhPMrLiuS5Y/x25J3e7+YLS9VIUfjnn5/OpBvGZP3uNVImYrIV6zh3hV5j9DVNDshGOlpNnRHRg6JS1QYVn1zIrGW14vaa27fy94acjl4rPA3b/i7jPcfZYKn9fd7v5Xku6R9NFotyxf3xZJG83smKjqDElPKCefX52I14zJe7xKxOwgiNeMIV6z/xmisqYv/GdmH1Qhg2+XdIO7/2NTG1QnMztV0m8lPaZ4DOZXVRhnequkmYqWi3f3V5rSyAYxs9Ml/Xd3/5CZHanCNzKTJD0s6RPuvqeZ7RsuMztRhQl7nZLWS/qUCsl5rj6/4SBesyuv8SoRs5UQr9lFvGb/M8S+mp5wAAAAAMivZg+pAgAAAJBjJBwAAAAAEkPCAQAAACAxJBwAAAAAEkPCAQAAACAxJBwAAAAAEkPCAQAAACAxJBwAAAAAEvP/Aau+wszlvE4HAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/7+JSeff+w6Xyzq3Buv67tzSlWQAqmBRPLF3yuwslSTv2vxk/fzAeXsUwKqDFDh4sFU87Lf5detw2Gy+9VHicPbs5bUJrMaQKAAAAQKJIODDmHIm/GX1gdW+p/N8/E/d2PLn+xfj0w/G3NQBaoD+O2X+47R5J0jkfen+rWgOgSjMP/CY++OUv43J3d+Hx7W9vboOQK2a2RNJtktol3eHutwx6/n2SviHpbEnL3H1VvffMR9oEAAAA5ElxSFUtPyNe0tol3S7pckmLJF1tZosGnbZF0ick/X2j3go9HBhZtFzm1DPeUaratyse+33WrAmlctf4rlL5yEB/ExoHoBLrPqtU9r7CErgbfrAmPoEYBVrrWLB8/J5gg9z+IDavuSYur4q+aO7sTLZdSI/GD6laLGmTu2+WJDNbKWmppGeKJ7j7S9FzDdvfgIQDAAAASJtkJo3PlbQ1OO6T9O5G32QwEg4AAAAgjWpPOGaYWW9wvMLdVwTHVuY1XnO7akTCgart+9Wj8cH0U0rFRSdNKZXPWBTXr3t+Rnz+6+yKCjRFRzzUwve8EtcXJ5AHz7O7ONBaRxXH4MGp8dLzJx5+rvwLHn648HjhhXHdrFlJNA1pUXvCsdvde4Z5vk/SvOC4W9K2Wm9SKxIOAAAAIG2SGVK1TtJCMztV0iuSlkm6ZviX1I+EA9ULejXCb0Mv+5MHSuWnb/twqTz/x0GPHj0cQHLCXouwfPTo0HomigMtd6S/MKplYCCuO/FYsBHnhHgxFn3/+3H5w9Hv2Ouvj+vo4ci3Bicc7j5gZtdLelCFZXHvcvenzexmSb3uvtrM/p2kf5I0TdJ/MLP/4e7vGOayIyLhAAAAANImoZ3G3X2NpDWD6r4SlNepMNSqYUg4AAAAgDRip3HkWjCZdPK7LpAkvb5nX/z8wXi98Ne3xruLz7/qf8fn7NuRXPsAxMLJ3+GQqrcOx2WGUgGpM3HDL+KDcGhUuM/GOefE5WefLTzOnp1sw5AeJBwAAAAAEpHQkKpWIOFAeTPiFdNmnTJNkvSfroy/Zblr1YZS+fW9B0rl91wczyn617vuSbKFwNhWYUnbU98bL5f55qG3SuVX/2+8uEMt1wPQGEePxdsfdO2M9l07//z4hK99LS6feWZc7g6G0n/zm4Vr3XV3qao9+S0U0EokHAAAAAASQQ8HAAAAgESRcCDPus9+Z6n8at9rkqTbvhEPozrvsrgb+PGH492M//U7K+OLhEM0iiwInKNvDX0ewPCKcRVMDu9YEMfry8/H8XjsxThm1Tm+8Nh+Qlz3ZjwckmFUQOOFw6gOB2s4TNwd7U0V7rdxTbD32l//dVy+8ca4fNddkqR2BfF6LLhhuLFHOPEc2UXCAQAAACARDKlC3r2yeVupPGfBHEnSGy+/UKp7/JHH45Nfi79RlVeYvNYe/a/G0pzA8SrtEt7/Zlwu1/tQ7LGQNHBwf6n8zvecXSq/fOLEUvnE6VMkSX2/+GkdjQVQ3CW8P/h1FnZUtLeV/z146FBcnnj66ZKkrfsml+r6tp1UKh+4+NZS+aKp8eu6VObfAno1kAEkHAAAAEAa0cMBAAAAIBEMqUIeXf+nnyuVH3h0S6n8m19FQ6nGTYpPPrg3LnswY83iCXLHDQNhKBXyqJq9K8JhUsU4CF8XxkZ4jZGu3RWP4Zj3jreXyjOmx0Otfv2DR0vl1+csHHpdYIwJJ3GXG/pUHC4lSV2d8fPH7aER1Xd0xHXhqKb2CqOaZl71u/HBmjWSpO9+N6760rIXS+XtC04tlcOhW13Fv9rCP0IZRpVvJBwAAAAAEkPCgcwKv3ENvu089FbcU9HZGXwL2vfM0NfV8k2sFC/FyVK4yJNKcRAq17tXKU7C+krnnFTYdXjiKfNKVacumFYqt4e/nKbNic95529Jkl78l+fLXxcYA8JejbDXoijs1aj0unJ1x/VqBF0SO/d0lcpzgl3FX3y10BPZ2xu/7JWPx70aK/8+rv/CjeG9y/zxGXaB0NuRLwypAgAAAJAoEg4AAAAAiaCHA3nRdfq7SuX7H3quVH5t/S+GnlzPTsQMpUIeVTOcsJpzyumoMDRi3w5J0hvB8z99MN6Ho70rHsKh8VNKxRcfXlv9vYGcGmnS+EjPV3L8ZPM4NudsDn6XfvjDpWJxFNTnPx8/vWdPXP7MZ6q+NcOo8o6EAwAAAEBiSDiQWpW+US0zqfXIs+vicqWlOovfpFZa2raeng8gy6r5f3+08REuQx3uOn40Wn9z18txnQcTYcPXHdofnBMsXw2MUSP1WlTVq3EsiqXgD8FwF/FwuVydf0GpGP7duCD6ddrdHdeNG1djO5B/DKkCAAAAkCgSDgAAAACJoIcDqVZpP4DOaAficHhGNev+s0s4xpIwfsKJ22HcFOuriZ9yQxyDuumLLyqV9zz3THzu3u3lr1fc0yaMy66J5dsZDqMq3pMhkMiZ4kTvw4fjuokT4iFJ4YTujuCvnlomjYf1q1YVYul974tfN2fS68FVJsT3HohjPdzjoz9qU6X2jHbyOnKIhAMAAABAYkg40HLhN6fhRNHwm89adjkGcHwshZOuw96OYgzVuBRu16LCTsNTpsfL1c7tnloq79kQfEs6Z2Fc3vlSXC63xPSRN+JysQdkMOIeOXXgQOFx2tTG9mo88pO4PlyydsOGwuOSJXHdKwcml8ozgn8qKu1cPnmSD2lniF4NSMrVkKq63oWZTTWzVWb2rJltNLPfNrPpZvaQmb0QPU5rVGMB1IeYBbKDeAWgtrbaflKq3pbdJulH7n6mpHdJ2ijpJklr3X2hpLXRMYB0IGaB7CBeAeTCqIdUmdkUSe+T9AlJcvd+Sf1mtlTSRdFpd0v6iaQ/rKeRqCAc4hEO/ag0afzwwWTbg1QjZodRaQ+aSvXlnq9iyNKRXYWJ4Lu2x3to7Ns1Lz4hjNHtL4x4vZJyw72QacTr8MJhUMWNtsO6SkOZapmMfeaZcflYsP7CrFmFxxOnxK8/MR4lWZUjZSaNA0MwpEqSdJqkXZK+bWZPmNkdZjZR0snuvl2SosdZDWgngPoRs0B2EK8AcjOkqp7cukPSeZI+5+6PmdltqqFr18yuk3SdJOmEScOfjOMVv1UNl78M8Q0nyht1zOY+Xiv1CoaxVK43I3y+uOz0oHJndzz5+9/82wWSpPX33Fuqe2v/zpqbO2w7if+8aNjv2Pnz5yfTwhYaGBhaV82ysmH5jUOFc8Jdwp95Jn7dfffF9bd/M37d7NnlJ3rXotizweRwjCjFSUQt6nkXfZL63P2x6HiVCv847jCzOZIUPZb9beruK9y9x917rGN8uVMANNaoY5Z4BZquYb9jZ86c2ZQGA2iw4pCqHPRwjLpl7v6qpK1mdkZUdYmkZyStlrQ8qlsu6f66WgigIYhZIDuIVwCScpNw1Dtd6XOS7jGzTkmbJX1ShSTmPjO7VtIWSR+p8x4YjB2DMXrEbGjCiUPrwqGK4fPlFmYI9+yYGO+ncdzltjxbKq9/vvf41w9W4yT0UZ2LLCFeA3v3lR/KNGHC0OfDPTnC4VXFPTuk4/fWKOrpicsXXhiXw2uUq6t1aBRDqVCVHE0aryvhcPcNknrKPHVJPdcFkAxiFsgO4hUACQdap9zynACqE07onl9Y97J/85Px82FvQdeEuNzRFZwTzVidEUzGDXcAD3f+DntGij0ilZberbQQxEhG2zMCpFxxYrcU7/AtSYsXx+XiBOxw8nd/sIN3+PfaSy8Nfd2UYEnbiRPinofXDw5deleKJ6yH59aq2DtCTweGRQ8HAAAAgESRcABABgVzLbomFHot+sMegnB522DJ2rOv/HCp/OSatYXCnm3xuYdfj8uVeiqKG/s1ukeCXg3k1L595cvhRnzFno3Zs+O6L34xLt8ULCYcrhA8KepwrNRTMXlS+Xkgjdisj54NVC0nCUc+3gUAAACQJwkti2tmS8zsOTPbZGZD9vcxsy4zuzd6/jEzW1DvWyHhAAAAANKowQmHmbVLul3S5ZIWSbrazBYNOu1aSXvd/XRJX5d0a71vgyFVABAOcQrLJ3WXiht/9XJcX5wIXmkncgCJCncaL5bDCeFXXBGXp0+Py5V2IwdSKZlJ44slbXL3zYVb2EpJS1XY56doqaQ/icqrJH3TzMzdRz0WkB4OAAAAII0aP6RqrqStwXFfVFf2HHcfkLRf0kn1vA16OACMLW/EM09f3xFNCh8/OX7+rWDJ2l1xr8Zb24P6cpO0a5kIziRvoCpTg/00Tz89Locb+I0bV3g87bS4blEwQKTSBO1iz0h7Z9mnj8Mkb7SKq+aeuBlm1hscr3D3FcFxuQsO/h+8mnNqQsIBAAAApFC4IluVdrt7uQ1Di/okzQuOuyVtq3BOn5l1SDpR0p6aWxJgSBUAAAAwNqyTtNDMTjWzTknLJK0edM5qScuj8pWSHq5n/oZEDweAsSbc5bu4z0ZYFwqHPpWbIB7WVboGgFErDpeSjt9nI6wvCvfHqDQ5PKzv6mSYFNLNfVQ9HCNc0wfM7HpJD0pql3SXuz9tZjdL6nX31ZLulPR3ZrZJhZ6NZfXel4QDAAAASKFGJxyS5O5rJK0ZVPeVoHxY0kcaeU8SDgBjS7lei84Jcd2BnRoRk76Bpgh7JDo64p6K4u7iknTyrOF7KpjwjaxKooejVUg4AAAAgBQi4QAAAACQGBIOAMiicL+M/jcLj4cPtqYtAIYVTvieEIx8nDKlBY0BmowhVQAAAAASRcIBAFlUbsI3k8CBVDpuwndH+eVtgbyihwMAAABAokg4AAAAACSCHg4AyAOGUgGZwTAqjEUkHAAAAAASQ8IBAAAAIBEMqQIAAACQKBIOAAAAAImghwMAAABAovKScLS1ugEAAAAA8oseDgAAACCF8tLDQcIBAAAApAxzOAAAAAAkioQDAAAAQCLo4QAAAACQKBIOAAAAAIkh4QAAAACQCIZUAQAAAEgUCQcAAACARNDDAQAAACBRJBwAAAAAEkPCAQAAACARDKkCAAAAkKi8JBxt9V7AzNrN7Akz+2F0fKqZPWZmL5jZvWbWWX8zATQC8QpkCzELjF3FHo5aftKq7oRD0g2SNgbHt0r6ursvlLRX0rUNuAeAxiBegWwhZoExjIRDkpl1S/qApDuiY5N0saRV0Sl3S/pQPfcA0BjEK5AtxCyAvCQc9c7h+IakL0qaHB2fJGmfuw9Ex32S5tZ5DwCNQbwC2ULMAmNYniaNj7qHw8yukLTT3deH1WVO9Qqvv87Mes2s1wfeHG0zAFSBeAWypZExu2vXrkTaCADVqqeH4wJJHzSz90saJ2mKCt/GTDWzjugbmG5J28q92N1XSFohSW0TZpX9BxNAwxCvQLY0LGZ7enqIWSCjxnwPh7t/yd273X2BpGWSHnb335f0iKQro9OWS7q/7lYCqAvxCmQLMQuAVaqG94eSbjSzTSqMN70zgXsAaAziFcgWYhYYQ/KScDRk4z93/4mkn0TlzZIWN+K6ABqPeAWyhZgFxq5mJhFmNl3SvZIWSHpJ0lXuvrfMeT+SdL6kn7v7FdVcO4keDgAAAAB1aMGQqpskrY32+VkbHZfz55I+VsuFSTgAAACAFGpywrFUhf19pGH2+XH3tZJer+XCDRlSBQAAAKBxWrAPx8nuvr1wb99uZrMadWESDgAAACCFRpFwzDCz3uB4RbRMtiTJzH4saXaZ13259tZVj4QDAAAASKFRJBy73b2n0pPufmml58xsh5nNiXo35kjaWfPdK2AOBwAAAJAyLZg0vlqF/X2kBu/zQ8IBAAAApFCTE45bJF1mZi9Iuiw6lpn1mNkdxZPM7GeSvifpEjPrM7N/P9KFGVIFAAAApEyzJ427+2uSLilT3yvpU8Hxe2u9NgkHAAAAkEJp3j28FiQcAAAAQMq0YFncxJBwAAAAAClEwgEAAAAgMXlJOFilCgAAAEBi6OEAAAAAUoY5HAAAAAASRcIBAAAAIBH0cAAAAABIFAkHAAAAgMSQcAAAAABIBEOqAAAAACSKhAMAAABAIujhAAAAAJAoEg4AAAAAiSHhAAAAAJAIhlQBAAAASBQJBwAAAIBE0MMBAAAAIFEkHAAAAAASQ8IBAAAAIBF5GlLV1uoGAJsXUocAAAnuSURBVAAAAMgvejgAAACAFMpLDwcJBwAAAJAyeRpSRcIBAAAApBAJBwAAAIDEkHAAAAAASARDqgAAAAAkioQDAAAAQCLo4QAAAACQKBIOAAAAAIkh4QAAAACQCIZUAQAAAEhUXhKOttG+0MzmmdkjZrbRzJ42sxui+ulm9pCZvRA9TmtccwGMFjELZAfxCqDYw1HLT1qNOuGQNCDpC+5+lqTzJX3WzBZJuknSWndfKGltdAyg9YhZIDuIVwAkHO6+3d0fj8qvS9ooaa6kpZLujk67W9KH6m0kgPoRs0B2EK8ApPwkHA2Zw2FmCySdK+kxSSe7+3ap8A+mmc2q8JrrJF0nSTphUiOaAaBKtcYs8Qq0Tr2/Y+fPn9+chgJoqDxNGq9nSJUkycwmSfpHSZ939wPVvs7dV7h7j7v3WMf4epsBoEqjiVniFWiNRvyOnTlzZnINBJCoZvZwVDNHzMzOMbP/F80te9LMfq+aa9eVcJjZCSr8Q3iPu38/qt5hZnOi5+dI2lnPPQA0DjELZAfxCqDJqpkjdkjSx939HZKWSPqGmU0d6cL1rFJlku6UtNHd/zJ4arWk5VF5uaT7R3sPAI1DzALZQbwCaMEqVSPOEXP35939hai8TYUvPUbsRq1nDscFkj4m6Skz2xDV/ZGkWyTdZ2bXStoi6SN13ANA4xCzQHYQrwCaPYejqjliRWa2WFKnpN+MdOFRJxzu/nNJVuHpS0Z7XQDJIGaB7CBeAUijSjhmmFlvcLzC3VcUD8zsx5Jml3ndl2u5STSk8+8kLXf3EVvJTuMAAABAyoxylard7t5T+Zp+aaXnzGyHmc2JejcqzhEzsymS/lnSH7v7o9U0qu5VqgAAAAA0XpPncIw4R8zMOiX9k6S/dffvVXthEg4AAAAgZVowafwWSZeZ2QuSLouOZWY9ZnZHdM5Vkt4n6RNmtiH6OWekCzOkCgAAAEihZk4ad/fXVGaOmLv3SvpUVP6upO/Wem0SDgAAACBl8rTTOAkHAAAAkEIkHAAAAAASQ8IBAAAAIBEMqQIAAACQKBIOAAAAAImghwMAAABAokg4AAAAACSGhAMAAABAIvI0pKqt1Q0AAAAAkF/0cAAAAAAplJceDhIOAAAAIGXyNKSKhAMAAABIIRIOAAAAAIkh4QAAAACQCIZUAQAAAEgUCQcAAACARNDDAQAAACBRJBwAAAAAEkPCAQAAACARDKkCAAAAkCgSDgAAAACJoIcDAAAAQKJIOAAAAAAkhoQDAAAAQCIYUgUAAAAgUSQcAAAAABKRpx6OtlY3AAAAAEB+0cMBAAAApFBeejhIOAAAAIAUIuEAAAAAkIg8zeEg4QAAAABSiIQDAAAAQCLo4QAAAACQKBIOAAAAAIkh4QAAAACQiDwNqUpk4z8zW2Jmz5nZJjO7KYl7AGgcYhbIDuIVGDuOHavtpx5mNt3MHjKzF6LHaWXOeZuZrTezDWb2tJl9upprNzzhMLN2SbdLulzSIklXm9miRt8HQGMQs0B2EK/A2FHs4WhWwiHpJklr3X2hpLXR8WDbJb3H3c+R9G5JN5nZKSNdOIkejsWSNrn7Znfvl7RS0tIE7gOgMYhZIDuIV2AMaXLCsVTS3VH5bkkfGnyCu/e7+5HosEtV5hJJJBxzJW0NjvuiOgDpRMwC2UG8AmNIkxOOk919uyRFj7PKnWRm88zsSRX+LbrV3beNdOEkJo1bmTofcpLZdZKuiw6PHN5w+68TaEtazJC0u9WNSFje32Oz39/bmnivEWN2jMWrxP/PWTem41UaGrPW1pbnmOX/5+zLc8zWYf2Dks2o8UXjzKw3OF7h7iuKB2b2Y0mzy7zuy9XewN23Sjo7Gkr1AzNb5e47hntNEglHn6R5wXG3pCGZT/TmV0iSmfW6e08CbUmFvL8/Kf/vMefvb8SYHUvxKuX/PfL+Mo3fsYPw/rJvLLzH0XD3JQlc89JKz5nZDjOb4+7bzWyOpJ0jXGubmT0t6b2SVg13bhJDqtZJWmhmp5pZp6RlklYncB8AjUHMAtlBvAJIympJy6Pyckn3Dz7BzLrNbHxUnibpAknPjXThhvdwuPuAmV0v6UFJ7ZLucvenG30fAI1BzALZQbwCSNAtku4zs2slbZH0EUkysx5Jn3b3T0k6S9L/MjNXYYjnX7j7UyNdOJGN/9x9jaQ1NbxkxcinZFre35+U//eY6/dXY8zm+r9FJO/vkfeXYfyOHYL3l31j4T2mnru/JumSMvW9kj4VlR+SdHat1zb3IXPNAAAAAKAhEtlpHAAAAACkFCQcZrbEzJ4zs01mVm5Hw0yJ1iZ+xMw2Rlu+3xDVj7hdfJaYWbuZPWFmP4yOTzWzx6L3d280mTGTzGyqma0ys2ejz/G38/b5jRbxmk15jleJmK2EeM0m4jX7nyGGamnCYWbtkm6XdLmkRZKuNrNFrWxTAwxI+oK7nyXpfEmfjd5TNdvFZ8kNkjYGx7dK+nr0/vZKurYlrWqM2yT9yN3PlPQuFd5n3j6/mhGvmZbneJWI2SGI10wjXrP/GWKQVvdwLJa0yd03u3u/pJUqbKueWe6+3d0fj8qvqxBIc1XFdvFZYWbdkj4g6Y7o2CRdrHgN5sy+PzObIul9ku6UJHfvd/d9ytHnVwfiNYPyHK8SMTsM4jWDiFdJGX+PKK/VCcdcFbZFL+qL6nLBzBZIOlfSY6pyu/iM+IakL0o6Fh2fJGmfuw9Ex1n+HE+TtEvSt6Mu7TvMbKLy9fmNFvGaTXmOV4mYrYR4zSbiNfufIcpodcJhZepysWyWmU2S9I+SPu/uB1rdnkYxsysk7XT39WF1mVOz+jl2SDpP0rfc/VxJb4iu3aI8fc7HIV4z/TkSs+Xl7XMuIV4z/TkSr2NUqxOOPknzguNuSdta1JaGMbMTVPjH8B53/35UvcMK28TLqtguPsUukPRBM3tJhS76i1X4RmaqmRX3dcny59gnqc/dH4uOV6nwj2NePr96EK/Zk/d4lYjZSojX7CFelfnPEBW0OuFYJ2lhtAJDp6RlKmyrnlnReMs7JW10978Mnhpxu/gscPcvuXu3uy9Q4fN62N1/X9Ijkq6MTsvy+3tV0lYzOyOqukTSM8rJ51cn4jVj8h6vEjE7DOI1Y4jX7H+GqKzlG/+Z2ftVyODbJd3l7v+zpQ2qk5ldKOlnkp5SPAbzj1QYZ3qfpPmKtot39z0taWSDmNlFkv7A3a8ws9NU+EZmuqQnJH3U3Y+0sn2jZWbnqDBhr1PSZkmfVCE5z9XnNxrEa3blNV4lYrYS4jW7iNfsf4Y4XssTDgAAAAD51eohVQAAAAByjIQDAAAAQGJIOAAAAAAkhoQDAAAAQGJIOAAAAAAkhoQDAAAAQGJIOAAAAAAkhoQDAAAAQGL+P7iCIvqQ5UjPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n in np.arange(1,21):\n",
    "    fig, ax = plt.subplots(1,3, figsize = (15,5))\n",
    "    ax[0].set_title('h = ' +str(n))\n",
    "    ax[0].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:,250:360, 200:270], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax[1].pcolormesh(np.sum(f2['OilConcentration_3D'][n,:,250:360, 200:270], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    mesh = ax[2].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:,250:360, 200:270], axis=0) - \n",
    "                         np.sum(f2['OilConcentration_3D'][n,:,250:360, 200:270], axis=0),\n",
    "                         cmap = 'bwr', vmin = -0.3, vmax = 0.3)\n",
    "    fig.colorbar(mesh, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# In one Geotiff grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-0_InOneGeotiffGrid-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-1_InOneGeotiffGrid-1.nc')\n",
    "f2 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-2_InOneGeotiffGrid-2.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3sAAAEzCAYAAACIWRrLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAbNElEQVR4nO3dfaxkZ30f8O+P3Y291IUlsITFdutQ50WBYBsWx+RNxnEV4xYc1aRA8waK5YbGTUVE0ritkhopUiBViTDkxQkvhtLWrhsqx7FBptQNKGGNgd2NLexmCRCcgBzAJnUxK9l5+sechfH1vXtn5s71nvvcz0caec45zznP8+zM/DzfmTnnVmstAAAA9OUJJ3oAAAAALJ+wBwAA0CFhDwAAoEPCHgAAQIeEPQAAgA4JewAAAB1aN+xV1clVdXtVHaqqu6rqqmH9O6vq01V1cLidPayvqnpzVR2pqsNV9bzNngSw/ahNwFipT8BY7JyhzdEkF7TWHqyqXUk+XFW3DNt+obV2w4r2L07ybcPte5L81vBfgGVSm4CxUp+AUVj3m7028eCwuGu4He8vsV+S5F3Dfh9Jsqeq9m18qADfoDYBY6U+AWMx0zl7VbWjqg4muS/Jra21A8OmXx1+bvCmqjppWHdqks9N7X7vsA5gqdQmYKzUJ2AMZvkZZ1prjyQ5u6r2JHlvVT0nyZVJvpDkm5Jck+RfJ3l9klrtECtXVNXlSS6fLOx8fp38lEXGD4xUe+ivv9ha27upfWxCbUrUJ+jdVq1PahP0bTNq00xh7+sDaO2BqrotyUWttf8wrD5aVe9I8rph+d4kp0/tdlqSv1rlWNdkUujyhCc+vZ30Hf90zqEDY/a1g2/97OPV1zJr03A89Qk6tlXrk9oEfduM2jTL1Tj3Dp9Kpap2J7kwyd3HfkteVZXkR5LcOexyY5KfHK4sdV6Sr7TWPr/sgQPbm9oEjJX6BIzFLN/s7UtybVXtyCQcXt9au6mqPlhVezP56cHBJD8ztL85ycVJjiT5apJXL3/YAGoTMFrqEzAK64a91trhJOessv6CNdq3JD+78aEBrE1tAsZKfQLGYqarcQIAALC1CHsAAAAdEvYAAAA6JOwBAAB0SNgDAADokLAHAADQIWEPAACgQ8IeAABAh4Q9AACADgl7AAAAHRL2AAAAOiTsAQAAdEjYAwAA6JCwBwAA0CFhDwAAoEPCHgAAQIeEPQAAgA4JewAAAB0S9gAAADok7AEAAHRI2AMAAOiQsAcAANAhYQ8AAKBDwh4AAECHhD0AAIAOCXsAAAAdEvYAAAA6JOwBAAB0SNgDAADokLAHAADQIWEPAACgQ8IeAABAh4Q9AACADgl7AAAAHRL2AAAAOiTsAQAAdGjdsFdVJ1fV7VV1qKruqqqrVmy/uqoenFp+VVX9dVUdHG6XbcbAge1NbQLGSn0CxmLnDG2OJrmgtfZgVe1K8uGquqW19pGq2p9kzyr7XNdau2KpIwV4NLUJGCv1CRiFdb/ZaxPHPn3aNdxaVe1I8utJfnETxwewKrUJGCv1CRiLmc7Zq6odVXUwyX1Jbm2tHUhyRZIbW2ufX2WXS6vqcFXdUFWnL3G8AF+nNgFjpT4BYzBT2GutPdJaOzvJaUnOraofTPKjSa5epfkfJDmjtfbcJB9Icu1qx6yqy6vqjqq6oz380GKjB7a1zahNifoEbJz3TsAYzHU1ztbaA0luS/KiJGcmOVJVn0nyxKo6MrT5Umvt6LDL7yZ5/hrHuqa1tr+1tr927l5w+ADLrU1DW/UJWArvnYATaZarce6tqj3D/d1JLkzysdbaM1prZ7TWzkjy1dbamUObfVO7vzTJJ5c/bGC7U5uAsVKfgLGY5Wqc+5JcO5xU/IQk17fWbjpO+5+rqpcmeTjJl5O8asOjBHgstQkYK/UJGIV1w15r7XCSc9Zpc8rU/SuTXLnxoQGsTW0Cxkp9AsZirnP2AAAA2BqEPQAAgA4JewAAAB0S9gAAADok7AEAAHRolj+9AABbyv0ffctc7Z/ygis2aSQAcOL4Zg8AAKBDwh4AAECHhD0AAIAOCXsAAAAdEvYAAAA6JOwBAAB0SNgDAADokLAHAADQIWEPAACgQ8IeAABAh4Q9AACADgl7AAAAHRL2AAAAOiTsAQAAdEjYAwAA6JCwBwAA0CFhDwAAoEM7T/QAAGDZnvKCK070EAAe4/6PvmXufdQzNsI3ewAAAB0S9gAAADok7AEAAHRI2AMAAOiQsAcAANAhYQ8AAKBDwh4AAECHhD0AAIAO+aPqLMwfBgUAmJ33QTzefLMHAADQIWEPAACgQ8IeAABAh4Q9AACADq0b9qrq5Kq6vaoOVdVdVXXViu1XV9WDU8snVdV1VXWkqg5U1RnLHzaA+gSMk9oEjMUs3+wdTXJBa+2sJGcnuaiqzkuSqtqfZM+K9j+d5P7W2plJ3pTkDUscL8A09QkYI7UJGIV1w16bOPbp067h1qpqR5JfT/KLK3a5JMm1w/0bkvxQVdWSxgvwdeoTMEZqEzAWM52zV1U7qupgkvuS3NpaO5DkiiQ3ttY+v6L5qUk+lySttYeTfCXJU5c3ZIBvUJ+AMVKbgDGY6Y+qt9YeSXJ2Ve1J8t6q+sEkP5rk/FWar/ZJVHtMo6rLk1yeJNl1yozDBXg09QkYI7UJGIO5rsbZWnsgyW1JXpTkzCRHquozSZ5YVUeGZvcmOT1Jqmpnkicn+fIqx7qmtba/tba/du5eeAIAifoEjJPaBJxIs1yNc+/wqVSqaneSC5N8rLX2jNbaGa21M5J8dTipOEluTPJTw/2XJflga+0xn04BbJT6BIyR2gSMxSw/49yX5NrhpOInJLm+tXbTcdq/Lcm7h0+rvpzkFRsfJsCq1CdgjNQmYBTWDXuttcNJzlmnzSlT97+WyW/SATaV+gSMkdoEjMVc5+wBAACwNQh7AAAAHRL2AAAAOiTsAQAAdGimP6oOq3nKC6440UMAAADW4Js9AACADgl7AAAAHRL2AAAAOiTsAQAAdEjYAwAA6JCwBwAA0CFhDwAAoEPCHgAAQIeEPQAAgA4JewAAAB0S9gAAADok7AEAAHRI2AMAAOiQsAcAANAhYQ8AAKBDwh4AAECHhD0AAIAOCXsAAAAdEvYAAAA6JOwBAAB0SNgDAADokLAHAADQIWEPAACgQ8IeAABAh4Q9AACADgl7AAAAHRL2AAAAOiTsAQAAdEjYAwAA6JCwBwAA0CFhDwAAoEPrhr2qOrmqbq+qQ1V1V1VdNax/27DucFXdUFWnDOtfVVV/XVUHh9tlmz0JYPtRm4CxUp+Asdg5Q5ujSS5orT1YVbuSfLiqbkny2tba3yRJVf3HJFck+bVhn+taa1dsyogBJtQmYKzUJ2AU1g17rbWW5MFhcddwa1PFqpLsTtI2a5AAK6lNwFipT8BYzHTOXlXtqKqDSe5Lcmtr7cCw/h1JvpDkO5NcPbXLpVM/UTh92YMGSNQmYLzUJ2AMZgp7rbVHWmtnJzktyblV9Zxh/auTPDPJJ5O8fGj+B0nOaK09N8kHkly72jGr6vKquqOq7mgPP7TBaQDb0WbUpkR9AjbOeydgDOa6Gmdr7YEktyW5aGrdI0muS3LpsPyl1trRYfPvJnn+Gse6prW2v7W2v3buXmDoABPLrE1DW/UJWArvnYATaZarce6tqj3D/d1JLkxyT1WdOayrJC9JcvewvG9q95dm8skVwFKpTcBYqU/AWMxyNc59Sa6tqh2ZhMPrk/xhkg9V1ZOSVJJDSV4ztP+5qnppkoeTfDnJq5Y9aICoTcB4qU/AKMxyNc7DSc5ZZdP3rdH+yiRXbnBcAMelNgFjpT4BYzHXOXsAAABsDcIeAABAh4Q9AACADgl7AAAAHRL2AAAAOiTsAQAAdEjYAwAA6JCwBwAA0CFhDwAAoEPCHgAAQIeEPQAAgA4JewAAAB0S9gAAADok7AEAAHRI2AMAAOiQsAcAANAhYQ8AAKBDwh4AAECHhD0AAIAOCXsAAAAdEvYAAAA6JOwBAAB0SNgDAADokLAHAADQIWEPAACgQ8IeAABAh4Q9AACADgl7AAAAHRL2AAAAOiTsAQAAdEjYAwAA6JCwBwAA0CFhDwAAoEPCHgAAQIeEPQAAgA4JewAAAB1aN+xV1clVdXtVHaqqu6rqqmH924Z1h6vqhqo6ZVh/UlVdV1VHqupAVZ2xuVMAtiv1CRgjtQkYi1m+2Tua5ILW2llJzk5yUVWdl+S1rbWzWmvPTfIXSa4Y2v90kvtba2cmeVOSN2zCuAES9QkYJ7UJGIV1w16beHBY3DXcWmvtb5KkqirJ7iRtaHNJkmuH+zck+aGhDcBSqU/AGKlNwFjMdM5eVe2oqoNJ7ktya2vtwLD+HUm+kOQ7k1w9ND81yeeSpLX2cJKvJHnqkscNkER9AsZJbQLGYKaw11p7pLV2dpLTkpxbVc8Z1r86yTOTfDLJy4fmq30S1VauqKrLq+qOqrqjPfzQQoMHUJ+AMVKbgDGY62qcrbUHktyW5KKpdY8kuS7JpcOqe5OcniRVtTPJk5N8eZVjXdNa299a2187dy80eIBj1CdgjNQm4ESa5Wqce6tqz3B/d5ILk9xTVWcO6yrJS5LcPexyY5KfGu6/LMkHW2uP+XQKYKPUJ2CM1CZgLHbO0GZfkmurakcm4fD6JH+Y5ENV9aRMfnpwKMlrhvZvS/LuqjqSyadSr1j6qAEm1CdgjNQmYBTWDXuttcNJzlll0/et0f5rSX50g+MCWJf6BIyR2gSMxVzn7AEAALA1CHsAAAAdEvYAAAA6JOwBAAB0SNgDAADokLAHAADQIWEPAACgQ8IeAABAh4Q9AACADgl7AAAAHRL2AAAAOiTsAQAAdEjYAwAA6JCwBwAA0CFhDwAAoEPCHgAAQIeEPQAAgA4JewAAAB0S9gAAADok7AEAAHRI2AMAAOiQsAcAANAhYQ8AAKBDwh4AAECHhD0AAIAOCXsAAAAdEvYAAAA6JOwBAAB0SNgDAADokLAHAADQIWEPAACgQ8IeAABAh4Q9AACADgl7AAAAHRL2AAAAOiTsAQAAdEjYAwAA6NC6Ya+qTq6q26vqUFXdVVVXDevfU1X3VNWdVfX2qto1rD+/qr5SVQeH2y9v9iSA7UdtAsZKfQLGYucMbY4muaC19uBQlD5cVbckeU+SHx/a/OcklyX5rWH5Q621f7z00QJ8g9oEjJX6BIzCumGvtdaSPDgs7hpurbV287E2VXV7ktM2ZYQAq1CbgLFSn4CxmOmcvaraUVUHk9yX5NbW2oGpbbuS/ESS903t8sLhpwu3VNWzlzpigIHaBIyV+gSMwUxhr7X2SGvt7Ew+gTq3qp4ztfk3k/xRa+1Dw/LHk/z91tpZSa5O8j9WO2ZVXV5Vd1TVHe3hhxafAbBtbUZtStQnYOO8dwLGYK6rcbbWHkhyW5KLkqSqfiXJ3iQ/P9Xmb1prDw73b06yq6qetsqxrmmt7W+t7a+duxefAbDtLbM2DdvVJ2ApvHcCTqRZrsa5t6r2DPd3J7kwyd1VdVmSH07yytba3061f0ZV1XD/3KGPL23G4IHtS20Cxkp9AsZilqtx7ktybVXtyKT4XN9au6mqHk7y2SR/MtSn32+tvT7Jy5K8Ztj+UJJXDCcqAyyT2gSMlfoEjMIsV+M8nOScVdavum9r7S1J3rLxoQGsTW0Cxkp9AsZirnP2AAAA2BqEPQAAgA4JewAAAB0S9gAAADok7AEAAHRI2AMAAOiQsAcAANAhYQ8AAKBDwh4AAECHhD0AAIAOCXsAAAAdEvYAAAA6JOwBAAB0SNgDAADokLAHAADQIWEPAACgQ8IeAABAh4Q9AACADgl7AAAAHRL2AAAAOiTsAQAAdEjYAwAA6JCwBwAA0CFhDwAAoEPCHgAAQIeEPQAAgA4JewAAAB0S9gAAADok7AEAAHRI2AMAAOiQsAcAANAhYQ8AAKBDwh4AAECHhD0AAIAOCXsAAAAdEvYAAAA6tG7Yq6qTq+r2qjpUVXdV1VXD+vdU1T1VdWdVvb2qdg3rq6reXFVHqupwVT1vsycBbD9qEzBW6hMwFrN8s3c0yQWttbOSnJ3koqo6L8l7knxnku9OsjvJZUP7Fyf5tuF2eZLfWvagAaI2AeOlPgGjsG7YaxMPDou7hltrrd08bGtJbk9y2tDmkiTvGjZ9JMmeqtq3GYMHti+1CRgr9QkYi5nO2auqHVV1MMl9SW5trR2Y2rYryU8ked+w6tQkn5va/d5hHcBSqU3AWKlPwBjsnKVRa+2RJGdX1Z4k762q57TW7hw2/2aSP2qtfWhYrtUOsXJFVV2eyU8VkuTo1w6+9c6VbR4nT0vyRX1336++H3/fsdkdbEZtSkZTn7bjc2a79r0d53yi+96S9WkktSnZns+b7Tjn7dp3V7VpprB3TGvtgaq6LclFSe6sql9JsjfJP59qdm+S06eWT0vyV6sc65ok1yRJVd3RWts/39CXQ9/bo199n5jH+vHqa5m1aTjeCa9P2/E5s1373o5zHkPfj1df3jv10fd2nPN27ftEz3nZx5zlapx7h0+lUlW7k1yY5O6quizJDyd5ZWvtb6d2uTHJTw5XljovyVdaa59f9sCB7U1tAsZKfQLGYpZv9vYlubaqdmQSDq9vrd1UVQ8n+WySP6mqJPn91trrk9yc5OIkR5J8NcmrN2XkwHanNgFjpT4Bo7Bu2GutHU5yzirrV913uMLUz845jmvmbL9M+t4e/eq7s34fp9qUdPrvp+9R9b0d59x13947ddn3dpzzdu27qznXpL4AAADQk5n+9AIAAABbTGttqbdMrib1v5J8MsldSf7Viu2vy+Rywk8blivJmzP5nfrhJM9b47jPT/KnQ7s3Z/hWcgP9/tjQ3+Ekf5zkrDX6fWeSTyc5ONzOXsKcz0/ylalj/vIafX9rkgNJ/izJdUm+aQl9/8JUv3cmeSTJNy9z3kn+fZK/nNr34ql9rhwew3uS/PAi85633yT/MMnHhufPx5JcsEa/a457A32fkeShqfW/vUbf35zk1mHOtyZ5yhL6/rGpdQeT/O0aj+PC8x62/cvh8bwryRuX+Vj3UJu2a31aoN8tX5u2a31aoF+1aST1aYF+t3xt2q71ad5+00FtUp+G9sssVsMA9mUoOkn+bpL/k+S7pib9/kxOTj72Aro4yS2ZFK7zkhxY47i3J3nh0O6WJC/eYL/fe+xJkeTFx+n3nUletuQ5n5/kphn+La9P8orh/m8nec1G+16x70uSfHDZ8x5eAK9bpf13JTmU5KThifqpJDvmnfcC/Z6T5JnD/eck+cs15rPq/hvs+4wkd87wWL8xyS8N938pyRs22veKfb87yZ9vwrxflOQDSU4atj19mY/1Mm/zvlaypNq0YN9bvj7N2++KfbdkbVqw7y1fn+btd8W+2742LfJ6ifdOC9emRfpese+WrE8L9Lvla9Mifa/Yt4v6tPSfcbbWPt9a+/hw//9mkmZPHTa/Kckv5tF/KPSSJO9qEx9Jsqeq9k0fc1h+UmvtT9pkZu9K8iMb6be19settfuHxY9k8jdtHq85r6sml+m6IMkNw6prs2LOS+j7lUn+yzzjmqPv1VyS5L+21o621j6dyScX5043mGXe8/bbWvtEa+3Y3yu6K8nJVXXSbLN8zLHmnfOsLslkrslij/V6Nuuxfk2SX2utHR223TfsspTHeplOVG1apO8e6tN2rE2L9N1DfVKbNs57J++djrOL905r895phvq0qefsVdUZmXwycKCqXprJpwKHVjQ7NcnnppbvzWMfhFOH9cdrM2+/0346k0+81vKrVXW4qt603hN9jr5fWFWHquqWqnr2KtufmuSB1trDw/Jx5zxn36mqJ2byB17/+3EOudC8h1VXDPu+vaqeMqyb5bGea94z9jvt0iSfOPYCW8V6+y/S97dW1Seq6n9X1Q+scbhvacPfVBr++/Ql9X3My3P8grXovL89yQ9U1YFhfi8Ymi39sV6mE1Wb5uh72pavT9uxNs3R97QtX5/Upo3z3sl7J++dknjvlCyrPrV1viJd9JbklEx+4/tPkjxxmNyTh22fyTe+lv/DJN8/td//TPL8Fcd6QZIPTC3/QJI/2Ei/U+1flEnSfuoax9uXyc8fTsokPa/6G/E55/ykJKcM9y9O8merHGtvkiNTy6cn+dON9j3V/uVr/RtuZN7D8rckOfa3hX41yduH9W9N8uNT+70tyaWLznvWfqfaPzuTr8T/wRrHO+7+C875pGPPrUzOnfhcJp+0rjzeAyuW799o31Ptv2ed585G5n1nhvNAMvn06dPD/aU+1su8zfpayZJr04Kv0y1fnxaY85avTQu+Trd8fVpgzmrT4q9T7528d1po3rP2O9V+y9emBefdTX3arGK1K5PfO//8sPzdSe4bXjifSfJwkr9I8owkv5PklVP73pNk3yovnrunll+Z5Hc20u+w/bnDE/jbZ5zX+Vnj9+Lz9r1i38/ksQWlknwxyc5h+YVJ3r+svpO8N8k/W/a8V9l+RobfXWdy0umVU9ven+SFi8x7nn6H5dMy+a30980450ftv5G+V2y7Lcn+VdZ//Xk/PN/vWVbfmfwk5d9sxryTvC/J+VPLn8qkEC3tsV7mbZ7XSpZYm+bte9i+5evTIv1mi9emefselrd8fVqk36hNC79e4r1T4r3T3POep99hecvXpkX7Tkf1aUOFaY1JVSa/C/+N47T5+gs0yT/Ko08yvn2NfT46bD92kvHFG+z372XyW9jvXWc++6aO/xuZ/MZ2o3N+Rr7xNw7PzaSYrHYFv/+WR5+A+S822vew/OQkX07ydzZj3pn6H06S12by++Nk8unQ9Imnf57VTzw97rwX6HfP0O+la833ePtvsO+9x+aY5FmZXLlptSt4/XoefZLxGzfa97D8hEy+4n/WJs37Z5K8frj/7Zl8+lbLeqyXeZv3tZIl1aYF+97y9WnefoflLV2bFux7y9enefsdltWmDbxe4r2T905zznuBfrd8bVqk72G5q/q0GQXr+zM5qfVw1rgcaR794j32teWnMrm86/6pdgen7u/P5GvPTyV5Sx57+eB5+/29JPdPtb1jqt3N+cYViD44jOvOJP8pw08INtj3FZmc7HookxOcv3eNvp+VyZW0jgwP7Ekb7XtYftUaT8qlzDvJu4d9Dye5MY9+Qfzb4TG8J1NXBZtn3vP2m+TfJfl/efSldI9d+ej3MjznjjfuDfR96dRj/fEkL5k61nTfT83kZzh/Nvx3taK2yL/3+Uk+ssqxljXvbxqeH3cO87tgap8NP9Y91KbtWp/m7beH2rRd69OC/97nR2064fVpgX63fG3arvVp3n7TQW1Snya3Y5+QAAAA0JFNvRonAAAAJ4awBwAA0CFhDwAAoEPCHgAAQIeEPQAAgA4JewAAAB0S9gAAADok7AEAAHTo/wNC4X1yYTp6pQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 1\n",
    "fig, ax = plt.subplots(1,3, figsize = (15,5))\n",
    "ax[0].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "ax[1].pcolormesh(np.sum(f1['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "ax[2].pcolormesh(np.sum(f2['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "for a in ax:\n",
    "    a.set_ylim(320,350)\n",
    "    a.set_xlim(240,260)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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B2VX1CHBckpXA5UmeW1VfrqrXJVlO54PuZ4APAb2+KXlMC5NsADYAsOKwEauv1vnHe/btbr/04xOsyNJmzErtYbxqJHse6fxsbn0C4Dt37dv1Nqf2a9O0sQP1UOxVVfcC1wDru849AlwC/HRzahewGiDJQcCTgLuZoao2VtXaqlqbgw4dqfKS5mbMSu1hvEqaqWq4bVIGmeXpiOZbE5IcCpwM3JLkGc25AP8a+GrzlE3Aa5r904HPVFsm0ZWWAGNWag/jVdJSMMgtT0cCFzXdrsuAS4H/DXw+yRPpdL/eBPxSU/5C4CNJdtL51uSMBa+1pLkYs1J7GK+SZjWOWZ6SrAfeBywH/qSqfnfG428AzgQeAe4HNlTVV+a6Zt+Eoqq2A8f3eOiHZin/EPCKfteVNB7GrNQexqtGtnel60facpe9hlUs/G1MzZcXFwA/RucWyhuSbJqRMHysqj7QlD8VeA9dt2L24krZkiRJ0hQaQw/FOmBnVd0KkORiOtNR70so9k5b3fgnDDAjrQmFJEmSNG0K9iz8HU/7pp5u7AJOmFkoyZnALwOPA07qd9GhZnmSJEmSNH57b3kacpanw5Ns7do2zLjsQFNPV9UFVfV04NeB3+xXV3soJEmSpKlT7Bl+/eu7qmrtHI/vm3q6cRRw+xzlLwbe3+9F7aGQJEmSptAY1qG4AViT5Jgkj6MzU9ym7gJJ1nQdvhz4Wr+L2kMhSZIkTZli4cdQVNXuJGcBV9GZNvaDVbUjybnA1qraBJyV5GTge8A97F/7ZlYmFJK0RP3XC35l3/5bz/y9CdZEkjSKcaxDUVWbgc0zzr2ja/9Nw17ThEKSJEmaNoPfxjRxJhSSJEnSlBnHLU/jYkIhSUvUL6w7et/+WydXDUnSiKolXRQmFJIkSdIUsodCkiRJ0ki85UmSJEnSvNTwC9tNhAmFJEmSNG2qPT0UrpQtSZIkaWT2UEiSJElTqCWTPJlQSNKSsmz5pGsgSVoAnUHZ7cgoTCgkSZKkKdSWMRQmFJIkSdIUakkHhQmFJC0pex7Zt/vkV164b/+eG/5g//kXnLWoVZIkDa+qvOVJkiRJ0uhakk+YUEiSJEnTaM+kKzAgEwpJkiRpyjjLkyRp8r7+xX27L/69v5hgRSRJo2hJPmFCIUmSJE2jtkwbu6xfgSSHJLk+yU1JdiQ5pzn/0SS3JPlykg8mWdGcT5Lzk+xMsj3J88fdCEkdxqvULsaspNlUdWZ6GmablEF6KB4GTqqq+5sPtGuTXAl8FPi5pszHgF8E3g+cAqxpthOacycsdMUl9WS8qqebLvn4pKug3oxZSbNaMj0U1XF/c7ii2aqqNjePFXA9cFRT5jTgw81D1wErkxw5jspLejTjVWoXY1bSXPbUcNuk9E0oAJIsT7INuBO4uqq2dD22Avh54M+aU6uA27qevqs5J2kRGK9Suxizknop2nPL00AJRVU9UlXH0fmGZF2S53Y9/IfA56rq881xel1i5okkG5JsTbK1dj84bL0lzWIc8QrGrDQu/o2VNJs9Q26TMlBCsVdV3QtcA6wHSPIfgSOAX+4qtgtY3XV8FHB7j2ttrKq1VbU2Bx06ZLUl9bOQ8dpcz5iVxsi/sZJmWjI9FEmOSLKy2T8UOBn4apJfBF4KvKqqupOiTcCrm5koTgTuq6o7xlB3STMYr1K7GLOSloJBZnk6ErgoyXI6CcilVXVFkt3AN4EvJAH4ZFWdC2wGXgbsBB4AXjeWmkvqxXiV2sWYldRbLaGF7apqO3B8j/M9n9vMSHHm/KsmaVjGq9Quxqyk2RTFnpZkFK6ULUmSJE2hluQTJhSSJEnSNJrkQOthmFBIkiRJU6gl+YQJhSRJkjRtqnAMhSRJkqTRtSOdMKGQJEmSppJjKCRJkiSNpIA97cgnTCgkSZKkaWQPhSRJkqSRtSSfMKGQJEmSpk6VPRSSJEmSRuMYCkmSJEnzYg+FJEmSpJG1I50woZAkSZKmUltWyl426QpIkiRJai97KCRJkqQpU+W0sZIkSZLmwUHZkiRJkkbWknzCMRSSJEnStOmsQ1FDbYNIsj7JLUl2Jjm7x+O/nOQrSbYn+XSSf9bvmiYUkiRJ0hTaO45i0K2fJMuBC4BTgGOBVyU5dkaxLwJrq+oHgMuAd/W7rgmFJEmSNG2qqCG3AawDdlbVrVX1XeBi4LRHv2x9tqoeaA6vA47qd1HHUEiSJElTaM/Cj6FYBdzWdbwLOGGO8q8Hrux3URMKSZIkacoUUMOvlX14kq1dxxuramPXcWZ5qcdI8nPAWuBF/V7UhEKSJEmaQiPM8nRXVa2d4/FdwOqu46OA22cWSnIy8HbgRVX1cL8XNaGQJEmSptAY1qG4AViT5BjgW8AZwM92F0hyPPBHwPqqunOQi/YdlJ3kkCTXJ7kpyY4k5zTnz2qmm6okh3eVT5Lzm8e2J3n+4G2UNB/Gq9Quxqykueyp4bZ+qmo3cBZwFXAzcGlV7UhybpJTm2LvBg4DPp5kW5JN/a47SA/Fw8BJVXV/khXAtUmuBP4SuAK4Zkb5U4A1zXYC8H7mHuwhaeEYr1K7GLOSeupMBbvwo7KrajOweca5d3TtnzzsNfsmFNVpyf3N4Ypmq6r6IkDymLEdpwEfbp53XZKVSY6sqjuGrZyk4RivUrsYs5LmsqRWyk6yPMk24E7g6qraMkfxXtNRrRq9ipKGYbxK7WLMSprNOFbKHoeBEoqqeqSqjqMzEnxdkufOUXyg6aiSbEiyNcnW2v3gYLWV1Nc44hWMWWlc/BsraTYLvVL2uAy1UnZV3Uvnfs71cxQbaDqqqtpYVWuram0OOnSYakgawELGa3M9Y1YaI//GSupWjGWl7LEYZJanI5KsbPYPBU4GvjrHUzYBr25mojgRuM97O6XFYbxK7WLMSprVkL0T095DcSTw2STb6cxde3VVXZHkjUl20fl2ZHuSP2nKbwZuBXYCfwz8+zHUW1JvxqvULsaspNYbZJan7cDxPc6fD5zf43wBZy5I7SQNxXiV2sWYlTSXSd7GNAxXypYkSZKmUEvyCRMKSZIkaRrZQyFJkiRpJIUJhSRJkqRRTXjmpmGYUEiSJElTyB4KSZIkSSNrST5hQiFJkiRNn8mufj0MEwpJkiRpynQGZU+6FoMxoZAkSZKmTTmGQpIkSdI8tCSfMKGQJEmSppE9FJIkSZJG1pJ8woRCkiRJmjaulC1JkiRpdK6ULUmSJGk+2tJDsWzSFZAkSZLUXvZQSJIkSVOoJR0UJhSSJEnS9KnW3PJkQiFJkiRNGWd5kiRJkjQ6Z3mSJEmSNB/2UEiSJEkaWUvyCRMKSZIkadoUsGdPOzIKEwpJkiRp2jiGQpIkSdJ8tGUMRd+VspMckuT6JDcl2ZHknOb8MUm2JPlakkuSPK45f3BzvLN5/OjxNkFSN2NWag/jVdJcqobbJqVvQgE8DJxUVc8DjgPWJzkROA94b1WtAe4BXt+Ufz1wT1U9A3hvU07S4jFmpfYwXiXNorOw3TDbpPRNKKrj/uZwRbMVcBJwWXP+IuAnm/3TmmOax1+SJAtWY0lzMmal9jBeJc2ms7Dd0umhIMnyJNuAO4Grgb8B7q2q3U2RXcCqZn8VcBtA8/h9wFMXstKS5mbMSu1hvErqqWhND8VAg7Kr6hHguCQrgcuBZ/cq1vzs9U3JY1qYZAOwAYAVhw1SDUkDMmal9jBeJc1myQzK7lZV9wLXACcCK5PsTUiOAm5v9ncBqwGax58E3N3jWhuram1Vrc1Bh45We0lzMmal9jBeJT1GDblNyCCzPB3RfGtCkkOBk4Gbgc8CpzfFXgP8r2Z/U3NM8/hnqi3plbQEGLNSexivkuaylG55OhK4KMlyOgnIpVV1RZKvABcn+W3gi8CFTfkLgY8k2UnnW5MzxlBvSbMzZqX2MF4ltV7fhKKqtgPH9zh/K7Cux/mHgFcsSO0kDc2YldrDeJU0l7Z0QLpStiRJkjRlJn0b0zBMKCRJkqQpZEIhSZIkaXTtyCdMKCRJkqRpZA+FJEmSpJG1JaEYamE7SZIkSYugxrMORZL1SW5JsjPJ2T0e/5EkNybZneT0XteYyYRCkiRJmkYLvFJ2s+bNBcApwLHAq5IcO6PY/wNeC3xs0Gp6y5MkSZI0ZYqxTBu7DtjZrHVDkouB04Cv7Hvdqm80j+0Z9KImFJIkSdIUGiGhODzJ1q7jjVW1set4FXBb1/Eu4IQRq7ePCYUkSZI0hUZIKO6qqrVzPJ5eLzPsi8xkQiFJkiRNmxrLLE+7gNVdx0cBt8/3og7KliRJkqbRAg/KBm4A1iQ5JsnjgDOATfOtpgmFJEmSNIUWetrYqtoNnAVcBdwMXFpVO5Kcm+RUgCQvSLILeAXwR0l29LuutzxJkiRJU2ZMszxRVZuBzTPOvaNr/wY6t0INzIRCkiRJmkKulC1JkiRpybOHQpIkSZo2gw+0njgTCkmSJGkKteWWJxMKSZIkaQqZUEiSJEkamQmFJEmSpJGMa9rYcTChkCRJkqaNg7IlSZIkzYc9FJIkSZJGZkIhSZIkaWRtSSj6rpSdZHWSzya5OcmOJG9qzj8vyReSfCnJp5I8ses5b0uyM8ktSV46zgZI2s94ldrFmJU0u86g7GG2SembUAC7gbdW1bOBE4EzkxwL/AlwdlX9C+By4FcBmsfOAJ4DrAf+MMnycVRe0mMYr1K7GLOSeqsRtgnpm1BU1R1VdWOz/x3gZmAV8Ezgc02xq4GfbvZPAy6uqoer6uvATmDdQldc0mMZr1K7GLOSZlOwpHoo9klyNHA8sAX4MnBq89ArgNXN/irgtq6n7WrOSVpExqvULsaspJmWXEKR5DDgE8Cbq+rbwC/Q6Zr9K+AJwHf3Fu3x9Me0MMmGJFuTbK3dDw5fc0mzWuh4ba5pzEpj4t9YST1VDbdNyECzPCVZQeeD7qNV9UmAqvoq8OPN498PvLwpvov936QAHAXcPvOaVbUR2Aiw7PFPa8cQdqkFxhGvzTWMWWkM/BsrqacqqD2TrsVABpnlKcCFwM1V9Z6u809rfi4DfhP4QPPQJuCMJAcnOQZYA1y/0BWX9FjGq9QuxqykOS2hHoofAn4e+FKSbc253wDWJDmzOf4k8CGAqtqR5FLgK3Rmrzizqh5Z2GpLmoXxKrWLMSup9fomFFV1Lb3v2QR43yzPeSfwznnUS9IIjFepXYxZSXNqyS1PrpQtSZIkTaOWrJRtQiFJkiRNnfYMyjahkCRJkqZNYUIhSZIkaR685UmSJEnSaLzlSZIkSdJ82EMhSZIkaWT2UEiSJEkayYRXvx6GCYUkSZI0jeyhkCRJkjQyeygkSZIkjcZZniRJkiTNhz0UkiRJkkbiStmSJEmS5mWPPRSSJEmSRuIYCkmSJEnz0ZKEYtmkKyBJkiSpveyhkCRJkqZN4SxPkiRJkkblGApJkiRJ82EPhSRJkqSR2UMhSZIkaTRlD4UkSZKkEblStiRJkqR5sYdCkiRJ0mjaM8tT34XtkqxO8tkkNyfZkeRNzfnjklyXZFuSrUnWNeeT5PwkO5NsT/L8cTdCUofxKrWLMStpTlXDbQNIsj7JLc3nyNk9Hj84ySXN41uSHN3vmoOslL0beGtVPRs4ETgzybHAu4Bzquo44B3NMcApwJpm2wC8f4DXkLQwjFepXYxZSbOrPcNtfSRZDlxA57PkWOBVzWdOt9cD91TVM4D3Auf1u27fhKKq7qiqG5v97wA3A6voDBV5YlPsScDtzf5pwIer4zpgZZIj+72OpPkzXqV2MWYlzWrvStkL20OxDthZVbdW1XeBi+l8rnQ7Dbio2b8MeEmSzHXRocZQNF0exwNbgDcDVyX5PTqJyb9qiq0Cbut62q7m3B3DvJak+TFepXYxZiU92ljGUPT6DDlhtjJVtTvJfcBTgbtmu+jACUWSw4BPAG+uqm8n+W3gLVX1iSSvBC4ETgZ6ZTCPSZmSbKDTXQvw8EPbLvjyoHVpocOZ401YIpZ6Gxe7ff9sPk9e6HhtrmnMLh22b2HNK17Bv7Hz5P/P7de6mF0M9eDfX/XQtgsOH/JphyTZ2nW8sao2dh0P8hky8L8N9j2hBugeSbICuAK4qqre05y7D1hZVdV0g9xXVeq1yTEAAAUySURBVE9M8kfANVX1p025W4AXV9Ws354k2VpVa/tWpKWWevtg6bexTe0bd7w25Vrz+xiF7Wu3trXPv7HzY/va70Bo47RI8i+B/1RVL22O3wZQVb/TVeaqpswXkhwE/C1wRM2RNAwyy1PofDNy894PusbtwIua/ZOArzX7m4BXNzNRnEjnQ9CuWGkRGK9SuxizkhbZDcCaJMckeRxwBp3PlW6bgNc0+6cDn5krmYDBbnn6IeDngS8l2dac+w3g3wHvazKXh9jftboZeBmwE3gAeN0AryFpYRivUrsYs5IWTTMm4izgKmA58MGq2pHkXGBrVW2i8yXHR5LsBO6mk3TMqW9CUVXX0vteKoAf7FG+gDP7XXeGjf2LtNpSbx8s/Ta2on2LFK/Qkt/HPNi+dmtN+/wbuyBsX/sdCG2cGlW1mc6XE93n3tG1/xDwimGuOdAYCkmSJEnqZZCF7SRJkiSpp0VJKJKsTvLZJDcn2ZHkTc35pyS5OsnXmp9Pbs4nyfnNkt/bkzx/Meo5qjna9+4kX23acHmSlV3PeVvTvluSvHRyte9vtvZ1Pf4rSSrJ4c3xknj/msf+Q/Me7Ujyrq7zrXn/hmW8Gq+TqfngjNn9jNd2xyss/Zg1Xg8QVTX2DTgSeH6z/wTgr+ks9/0u4Ozm/NnAec3+y4Ar6dxXeiKwZTHqOYb2/ThwUHP+vK72HQvcBBwMHAP8DbB80u0Ytn3N8Wo6A3u+CRy+xN6/HwX+HDi4eexpbXz/FvD3Yby24P1e6vHa5z084GLWeG13vM7Vxua49TFrvB4Y26L0UFTVHVV1Y7P/HeBmOqvwdS/tfRHwk83+acCHq+M6YGWSIxejrqOYrX1V9X+qandT7DrgqGb/NODiqnq4qr5OZ7aOdYtd70HN8f4BvBf4NR694MmSeP+AXwJ+t6oebh67s3lKq96/YRmvgPE6te8fGLPdjFegxfEKSz9mjdcDw6KPoUhyNHA8sAX4p9XMn938fFpTrNey4KtogRnt6/YLdL5RgCXSviSnAt+qqptmFFsS7QO+H3hhki1J/iLJC5pirW3fsIxXYIm0bynGKxiz3YxXoMXtg6Ufs8br0jXIOhQLJslhwCeAN1fVt5PZZsobfsnvaTCzfV3n3w7sBj6691SPp7eqfXTa83Y63c6PKdrjXKva1/z/eRDwZDpdyi8ALk3yz2lp+4ZlvBqv086Y3c94bXe8wtKPWeN1aVu0HookK+j8j/TRqvpkc/rv9nbTNT/3dnftonPf4F5H0Vk1dGrN0j6SvAb4CeDfVtXegFgK7Xs6nXsbb0ryDTptuDHJ97E02geddnyy6Va+HtgDHE4L2zcs49V4XdwaD8+Y3c94bXe8wtKPWeP1AFCLMFCDTrb5YeC/zTj/bh49aOxdzf7LefSAo+sXo55jaN964CvAETPOP4dHDzi6lSkecDRb+2aU+Qb7B4wtlffvDcC5zf730+mCTdvevwX8fRivLXi/l3q89nkPD7iYNV7bHa9ztXFGmdbGrPF6YGyL8yLww3S6q7YD25rtZcBTgU8DX2t+PqUpH+ACOiP7vwSsnfQvasT27WwCZO+5D3Q95+1N+24BTpl0G0Zp34wy3R92S+X9exzwP4AvAzcCJ7Xx/VvA34fx2oL3e6nHa5/38ICLWeO13fE6VxtnlGltzBqvB8bmStmSJEmSRuZK2ZIkSZJGZkIhSZIkaWQmFJIkSZJGZkIhSZIkaWQmFJIkSZJGZkIhSZIkaWQmFJIkSZJGZkIhSZIkaWT/H3qYiHGptgX7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/1sa5zT6DNa3soZAkSZLUM+dQSJIkSeqNG9tJE4wPeSotaffDH2yvlx99tNQ1u3/f5NdymJMkSZObV/pfvKNf3Chvvbf2s1g+FuCJLY1lZT/8x79bL3/+k5cMrHlqL4ExhzxJkiRJ6pU9FJIkSZJ6lE7Klg4yvkN2aTjTU/d8r16+/apP1Munr//HxuvaDX+SJGkuK++OXV6VafxzF3jxS5fXy9t2PVEr7NjSOPexB+vFz3/y3r43Ub2zh0KSJElST6o0h2Je+1MkSZIkqTl7KCRJkqQh5JAnqWzpCwFY/KIV9arn9z1fL7/xk9+qly/7wofq5Q/86882rjE+TrS8/N32R/rbTkmSquTI4xvlxYc3yruerhe33feDRn00GZxSXo79sCPrxQevvbBeXnnWH06pmepNRfIJEwpJkiRpGGVFuihMKCRJkqQhU5uUXQ0mFBqccrfqrqcAeO5HpWVgFy6uF+cd2xjGdP9PnquXj/uFN9fL57zxZwA4cnHjP9svXPSlxvWe3zPlJkuSVAkjo7Wfz+9t1D31WKNc2gmbsf2N8vhy7EuObtQtekG9+MKTX10vr1z9qX60VL1KeygkSZIkTUE10gkTCkmSJGko2UMhSZIkqSfOoZAARkr/eR12RO3noiWNusVH1Iv7Hv1hvfzZL+xsnFMaD/rfH3sCgP/2qbc0nnfehCRpLjpQLL2+Z1ejbnx5dWjMlQDY91zz+nHPNJ7/8YY7m79u/PO7XDd2oIsGq3tpD4UkSZKk3lUkn6DJ7iYHi4hFEXFbRNwVEZsi4qKi/rKibmNEfD0ilhT1CyPiqojYHBHrI+LEwd6CpDJjVqoO41XSZLLLY6Z00kOxFzgrM3dFxChwS0RcD/xBZj4DEBF/BlwA/CnwAeCpzHxZRJwHfBp492Car8rY89Paz32lIUrP7GiUi520AQ4/vrHr57PbGrt7jv1kCwDbf9qku1ZlxqxUHcarerOgWHq99Pk5vkQ70HrIU7OhSwsay7iPvPCf1csHdj1x6DUc5jRtEhirSBdF2x6KrBkfoDdaHFn6QxfAYhqJ0bnA5UX568Cbi3MkTQNjVqoO41XSZKrSQ9E2oQCIiJGI2ABsB27MzPVF/VeAx4FXAl8oTl8ObAHIzP3ATuCYPrdb0iSMWak6jFdJTRUb23VzzJSOJmVn5gHglIhYClwTEa/JzHsy8/0RMULtD927ga8Azb4pOeQOI2INsAaA0SUTn9Zs0Kxb9EBpt87RhY3y9kfqxYUnvqRefrb8xdsLjgTgY5/6ar9aOGsZs1J1GK+akvJnbXkYU1l51+zxcvnc0upQBx7e2Kg/dkWjPD6cqt2KUeqbKi0b21EPxbjMfBq4GVhdqjsAXAX8RlG1FVgBEBHzgSOBJ5tca21mrsrMVTF/8cSnJfWBMStVh/EqaaLM7o6Z0skqT8cV35oQEYuBs4EHIuJlRV0AvwbcX7xkHfDeovwO4NtZlUV0pVnAmJWqw3iVNBt0MuRpGXB50e06D7ga+J/AdyLiCGrdr3cBHyrOvwz4akRspvatyXl9b7WkyRizUnUYr5JaGsQqTxGxGvg8MAL8VWb+6YTnPwicDxwAdgFrMvPeya7ZNqHIzI3AqU2een2L8/cA72x3Xc0B5R07x8dcHnNCo27n9ka5FDA7HistJ1u6xugRRwHw0jNeU6974DvrG+c+/eNGeQ4va2fMqielZSNbjsNW3xmv6tl4nO7Y0vz58ryJ8mfi7p2Hnlv+vC6fW16GttnrTji5UX70/kY5qzLyf7gl/R/GVHx5cSnwK9SGUN4eEesmJAx/nZl/UZz/duDPKA3FbMadsiVJkqQhNIAeijOAzZn5EEBEXEltOep6QjG+bHXhBXSwIq0JhSRJkjRsEsb6P+KpvvR0YSvwuoknRcT5wEeBBcBZ7S5qQqGpa9VVWqp/9bm/BsCm6/9X4/lmO3cCPL+3UT76xfXiB3+n9t/7FX9zd+nc0pJ1LziqUX62NGxKUnsOc5KGX3kY0/En1n7++OFG3YHnG+Xykq5RWoOn2T6I80r/O3jUska5PDR5/DO9vJTs1tIomehq4VB1oMchT8dGxB2lx2szc23pcUdLT2fmpcClEfFbwKdoLAbRlAmFJEmSNHSSse73v96Rmasmeb6+9HThBGDbJOdfCXyx3ZuaTkqSJElDaAD7UNwOrIyIkyJiAbWV4taVT4iIlaWHbwMebHdReygkSZKkIZP0fw5FZu6PiAuAG6gtG/vlzNwUERcDd2TmOuCCiDgbeB54ijbDncCEQv3QYt5Eefzmpr/7dq2wZ1fzc0v11/3Xd9fLb73gr+rlL3zumlrhqccar1v+ynpx4eGH18t7HymNI2221J00l5Vjb9wcXmpZGmrleC3Pb3ju2drP8hKtreY0ls857sTaz92lhXyeKc2VaKVYWvrw5f+sXvVsecla/4YMxCD2ocjM64DrJtRdWCp/uNtrmlBIkiRJw6bzYUwzzoRCkiRJGjKDGPI0KCYUmrpWXaxl40tSdtAlevdPSt2w5d2vD+yv/Rxd2Kh7rDFPaG9pJNRBy+VJOtj40pMuFStVyxNbG+Xxz9MOlm4ve+UvnAbA/X/zze7eu/h78ezdtzbqimFQwMFDmtU3WZEuChMKSZIkaQjZQyFJkiSpJw550tzSolv1oK7XNkOQjvn5s+vli75U6k4t7wo6fo1W13KFCelgncSmpOFWjteR0dITbeK4PFSmtMrT/ev+tn/tafV5XB4K9fzeJm0bO7ROTWX3G9vNCBMKSZIkadhkdXoo3ClbkiRJUs/soZAkSZKGUEUWeTKhUB+Ux1CWx2xHqQNsfC7EgdIO1qUxlqMLGuNCn7jjlsY5z+859P3K4zfLcyz6PS683H7He6qKyuOYy3HqHAppuDWbPwgHf4a2miM1LqJRLv9PaT/jv9XncXnehJ+fPatNyq5GRmFCIUmSJA2hqsyhMKGQJEmShlBFOihMKDRA5W7O8a7XUhft29a8q17+n5d8ubf3GOSO2HbTqorKwyCOOLZR3vVUo7x75/S1R1Jnuh3C2+6cF7+iUd56b29t6uZ9HUrZd5npkCdJkiRJvatIPmFCIUmSJA2jqoyVMKGQJEmShoyrPGnuajeGsjTnoed5E5I688yORnnPrplrh6TulOdClT9Xmy1nXl4eet9zjXI/501067AjG+VymwY573GWqkg+YUIhSZIkDaOqLBs7r90JEbEoIm6LiLsiYlNEXFTUfy0iHoiIeyLiyxExWtRHRFwSEZsjYmNEnDbom5BUY7xK1WLMSmols7bSUzfHTGmbUAB7gbMy87XAKcDqiDgT+BrwSuBngcXA7xXnnwOsLI41wBf73WhVxLyRxrHvuYO7PTUoxutcd9SyxrF/X+NYtKRxaJgYs6opf2aWY7dcn2ONY/6C2jH++TpMn7G7dzaO8r2oa2PZ3TFT2iYUWTM++Ha0ODIzryueS+A24ITinHOBK4qnbgWWRsSyQTRe0sGMV6lajFlJk5k1CQVARIxExAZgO3BjZq4vPTcK/A7wd0XVcmBL6eVbizpJ08B4larFmJXUTFKdIU8dTcrOzAPAKRGxFLgmIl6TmfcUT/858A+Z+Z3icTS7xMSKiFhDrbsWRu2Cl/plEPEKxuxQK68I89OnG+XjT2yUH//htDVH3fEzVkDrIUutVnlyCNGcUJV9KDrqoRiXmU8DNwOrASLi/wKOAz5aOm0rsKL0+ARgW5Nrrc3MVZm5KuYvnvi0pCnqZ7wW1zNmpQHyM1bSRFXpoehklafjim9NiIjFwNnA/RHxe8BbgN/MzHICtQ54T7ESxZnAzsx8bABtlzSB8SpVizEraTboZMjTMuDyiBihloBcnZnXRsR+4EfAdyMC4JuZeTFwHfBWYDOwG3j/QFouqRnjVaoWY1ZSczmLNrbLzI3AqU3qm762WJHi/Kk3TZVXHvc5f0Htx0tfW6/a/4Pbp7tFs57xOkeVl4Itz6co75Tdbhd7zQhjVlNW3im7HOfOsai8JBmrSEbhTtmSJEnSEKpIPmFCIUmSJA2jmZxo3Q0TCk2PouvVYU7SFJWHNDUbxrRn1+TPSxpO7WIbajtkjxtfQnaYdshW31UknzChkCRJkoZNJs6hkCRJktS7aqQTJhSSJEnSUHIOhSSpd8VSy8DByz+Wx1mPLxdZHkNdHnvtHAqpOjqZQ1E2UvwvnMvDzloJjFUjnzChkCRJkoaRPRSSJEmSelaRfMKEQpJmVKuhTU12mm95Tvnc8rAJSdVRjuNFSxrlVkMaNftl2kMhSZIkqTfOoZAkSZI0JfZQSJJaG1+hadHhjbqx/fViHH9ivZz/dE/zazQb/uCQCKmaysMVyzvel42MNsqu7jQnVCOdMKGQJEmShlJVdsqeN9MNkCRJklRd9lBIkiRJQybTZWMlSdB6ydfxpSDH51LAQfMf8pG72l+v2XyJ8jhsx1hL1dFJvB54vlEej3XnTc1qTsqWJEmS1LOK5BPOoZAkSZKGTW0fiuzq6ERErI6IByJic0R8vMnzH42IeyNiY0T8fUS8pN017aGQpH4rDztqNRyh2XCF8lKR5frysKiyZkMkHP4gVVOrXe7LMR3zmtdr1up3D0VEjACXAr8CbAVuj4h1mXlv6bTvA6syc3dEfAj4DPDuya5rD4UkSZI0bDLJLo8OnAFszsyHMnMfcCVw7sFvmzdl5u7i4a3ACe0uag+FJEmSNITG+j+HYjmwpfR4K/C6Sc7/AHB9u4uaUEiSJElDJoHsfq/sYyPijtLjtZm5tvQ4WrzVISLiXwGrgDe2e1MTCkmaimZzIcrl8rjow45slMfnS+ze2agrz5VotsSspNmlk3kTZTk2uLZoKPUwh2JHZq6a5PmtwIrS4xOAbRNPioizgU8Cb8zMve3e1IRCkiRJGkID2IfidmBlRJwEPAqcB/xW+YSIOBX4S2B1Zm7v5KJtJ2VHxKKIuC0i7oqITRFxUVF/QbHcVEbEsaXzIyIuKZ7bGBGndX6PkqbCeJWqxZiVNJmx7O5oJzP3AxcANwD3AVdn5qaIuDgi3l6c9llgCfD/RsSGiFjX7rqd9FDsBc7KzF0RMQrcEhHXA/8IXAvcPOH8c4CVxfE64ItMPtlDUv8Yr9Ot3dKN5SEN5aFL3Sz52G4Z2la7casKjNm5zKVfNYnMweyUnZnXAddNqLuwVD6722u2TSiydifji6OPFkdm5vcBIg6Z23EucEXxulsjYmlELMvMx7ptnKTuGK9StRizkiYzq3bKjoiRiNgAbAduzMz1k5zebDmq5b03UVI3jFepWoxZSa0MYqfsQehoUnZmHgBOiYilwDUR8ZrMvKfF6R0tRxURa4A1AIwu6ay1ktoaRLyCMXuQ8hCk8XJ5qFF5CFKr1Z+aKQ+JKr9Hi+u9+txfA+DvPvKGet2KX/po41xXhKkEP2MltTKreijGZebT1MZzrp7ktI6Wo8rMtZm5KjNXxfzFE5+WNEX9jNfiesasNEB+xkoqSwayU/ZAdLLK03HFtyZExGLgbOD+SV6yDnhPsRLFmcBOx3ZK08N4larFmJXUUo5PzO78mCmd9FAsA26KiI3U1q69MTOvjYjfj4it1L4d2RgRf1Wcfx3wELAZ+BLwfw6g3ZKaM16lajFmJVVeJ6s8bQRObVJ/CXBJk/oEzu9L6yR1xXidQa3mPJTnRZR3wh6vX3J083PL11t8eL14xq+9qV6+7e+/D8Dpf7y7lxZrCBizkiYzk8OYuuFO2ZIkSdIQqkg+YUIhSZIkDSN7KCSp6potDwuwqLEM54ITVgKwb9vDjef3PNv8euWlZQ87EoD/8p/fX6/6f/62MRf38X/6cb08dqCx/OttN21sXOOnT9XO3VyaDtdq12yXkJWkSklMKCRJkiT1aoZXbuqGCYUkSZI0hOyhkCRJktSziuQTJhSSdJAjjq8XT3r9mfXyjx58tF7OscZf+H1PPF4rjO0vXePYevHlv7CqXj75Z46pl7/yW6cAcPWGLfW6R797S+Mae3Y1ysV8CwB272yUxw7Ufj775KF1tYYiSaqqmd39uhsmFJIkSdKQqU3KnulWdMaEQpIkSRo26RwKSaqm/XvrxX/+iuPq5e9d9Kv18tFnX9w4f0QxIl0AAA76SURBVKS2nOwRr/jZetVnPtgYKnXTg0/Vy1f9+dfr5b/5/FdqhdLwKI57SaO8ZVOjvKs0pKmZY5Y3yuXhT889M/nrJElDrSL5hAmFJEmSNIzsoZAkSZLUs4rkEyYUknSQfc/Vi9/93tZ6+auvOLpeXn766fXyyEhtl+o3nNYYdvTBi77VuN7O7Y1ys6FL5R24n93RKJdXa2pldNEhbXaYkyTNDu6ULUmSJKl37pQtSZIkaSqq0kMxb6YbIEmSJKm67KGQpLJFS+rF7Xd9v17+oycaO1S/8mdX1MsP3FObZ/G1f7ipcY3ynIZ2cyGe3NYol+dTdGL+gtrPvaX3i9L3RO6ULUmVVpEOChMKSZIkafhkZYY8mVBIkiRJQ8ZVniSpqnY3hjaVhyvtfaSxg/Zd//SDxjnjw5vKw5x61clSsWXjS8S+4Kipv7ckabi4ypMkSZKkqbCHQpIkSVLPKpJPmFBIkiRJwyaBsbFqZBQmFJJU1moeQ3luxbAZn0sBLhUrSbOFcygkSZIkTUVV5lC03Sk7IhZFxG0RcVdEbIqIi4r6kyJifUQ8GBFXRcSCon5h8Xhz8fyJg70FSWXGrFQdxqukyWR2d8yUtgkFsBc4KzNfC5wCrI6IM4FPA5/LzJXAU8AHivM/ADyVmS8DPlecJ2n6GLNTMW+kcVTF2IHGoaoxXiW1UNvYrptjprRNKLJmV/FwtDgSOAv4elF/OfDrRfnc4jHF82+OiOhbiyVNypiVqsN4ldRKbWO72dNDQUSMRMQGYDtwI/BD4OnM3F+cshVYXpSXA1sAiud3Asf0s9GSJmfMStVhvEpqKqlMD0VHk7Iz8wBwSkQsBa4BXtXstOJns29KDrnDiFgDrAFgdEknzZDUIWN2Chw2pGlmvEpqZdZMyi7LzKeBm4EzgaURMZ6QnABsK8pbgRUAxfNHAk82udbazFyVmati/uLeWi9pUsasVB3Gq6RDZJfHDOlklafjim9NiIjFwNnAfcBNwDuK094L/G1RXlc8pnj+21mV9EqaBYxZqTqMV0mTmU1DnpYBl0fECLUE5OrMvDYi7gWujIj/BHwfuKw4/zLgqxGxmdq3JucNoN2SWjNmpeowXiVVXtuEIjM3Aqc2qX8IOKNJ/R7gnX1pnaSuGbNSdRivkiZTlQ5Id8qWJEmShsxMD2PqhgmFJEmSNIRMKCRJkiT1rhr5hAmFJEmSNIzsoZAkSZLUs6okFF1tbCdJkiRpGuRg9qGIiNUR8UBEbI6Ijzd5/pci4s6I2B8R72h2jYlMKCRJkqRh1Oedsos9by4FzgFOBn4zIk6ecNo/Ae8D/rrTZjrkSZIkSRoyyUCWjT0D2FzsdUNEXAmcC9xbf9/MR4rnxjq9qAmFJEmSNIR6SCiOjYg7So/XZuba0uPlwJbS463A63psXp0JhSRJkjSEekgodmTmqkmej2Zv0+2bTGRCIUmSJA2bHMgqT1uBFaXHJwDbpnpRJ2VLkiRJw6jPk7KB24GVEXFSRCwAzgPWTbWZJhSSJEnSEOr3srGZuR+4ALgBuA+4OjM3RcTFEfF2gIg4PSK2Au8E/jIiNrW7rkOeJEmSpCEzoFWeyMzrgOsm1F1YKt9ObShUx0woJEmSpCHkTtmSJEmSZj17KCRJkqRh0/lE6xlnQiFJkiQNoaoMeTKhkCRJkoaQCYUkSZKknplQSJIkSerJoJaNHQQTCkmSJGnYOClbkiRJ0lTYQyFJkiSpZyYUkiRJknpWlYSi7U7ZEbEiIm6KiPsiYlNEfLiof21EfDci7o6Ib0XEEaXXfCIiNkfEAxHxlkHegKQG41WqFmNWUmu1SdndHDOlbUIB7Af+MDNfBZwJnB8RJwN/BXw8M38WuAb4twDFc+cBrwZWA38eESODaLykQxivUrUYs5Kayx6OGdI2ocjMxzLzzqL8LHAfsBx4BfAPxWk3Ar9RlM8FrszMvZn5MLAZOKPfDZd0KONVqhZjVlIrCbOqh6IuIk4ETgXWA/cAby+eeiewoigvB7aUXra1qJM0jYxXqVqMWUkTzbqEIiKWAN8APpKZzwC/S61r9nvA4cC+8VObvPyQO4yINRFxR0Tckfuf677lklrqd7wW1zRmpQHxM1ZSU5ndHTOko1WeImKU2h+6r2XmNwEy837gV4vnXw68rTh9K41vUgBOALZNvGZmrgXWAsw77PhqTGGXKmAQ8Vpcw5iVBsDPWElNZUKOzXQrOtLJKk8BXAbcl5l/Vqo/vvg5D/gU8BfFU+uA8yJiYUScBKwEbut3wyUdyniVqsWYlTSpWdRD8Xrgd4C7I2JDUffvgZURcX7x+JvAVwAyc1NEXA3cS231ivMz80B/my2pBeNVqhZjVlLltU0oMvMWmo/ZBPh8i9f8CfAnU2iXpB4Yr1K1GLOSJlWRIU/ulC1JkiQNo4rslG1CIUmSJA2d6kzKNqGQJEmShk1iQiFJkiRpChzyJEmSJKk3DnmSJEmSNBX2UEiSJEnqmT0UkiRJknoyw7tfd8OEQpIkSRpG9lBIkiRJ6pk9FJIkSZJ64ypPkiRJkqbCHgpJkiRJPXGnbEmSJElTMmYPhSRJkqSeOIdCkiRJ0lRUJKGYN9MNkCRJklRd9lBIkiRJwyZxlSdJkiRJvXIOhSRJkqSpsIdCkiRJUs/soZAkSZLUm7SHQpIkSVKP3ClbkiRJ0pTYQyFJkiSpN9VZ5antxnYRsSIiboqI+yJiU0R8uKg/JSJujYgNEXFHRJxR1EdEXBIRmyNiY0ScNuibkFRjvErVYsxKmlRmd0cHImJ1RDxQ/B35eJPnF0bEVcXz6yPixHbX7GSn7P3AH2bmq4AzgfMj4mTgM8BFmXkKcGHxGOAcYGVxrAG+2MF7SOoP41WqFmNWUms51t3RRkSMAJdS+1tyMvCbxd+csg8AT2Xmy4DPAZ9ud922CUVmPpaZdxblZ4H7gOXUpoocUZx2JLCtKJ8LXJE1twJLI2JZu/eRNHXGq1QtxqyklsZ3yu5vD8UZwObMfCgz9wFXUvu7UnYucHlR/jrw5oiIyS7a1RyKosvjVGA98BHghoj4r9QSk18oTlsObCm9bGtR91g37yVpaoxXqVqMWUkHG8gcimZ/Q17X6pzM3B8RO4FjgB2tLtpxQhERS4BvAB/JzGci4j8Bf5CZ34iIdwGXAWcDzTKYQ1KmiFhDrbsWYO+eDZfe02lbKuhYJvklzBKz/R6n+/5eMpUX9ztei2sas7OH99dfU4pX8DN2ivzvufoqF7PTIZ/7yQ17Nlx6bJcvWxQRd5Qer83MtaXHnfwN6fj/DeovyA66RyJiFLgWuCEz/6yo2wkszcwsukF2ZuYREfGXwM2Z+T+K8x4A3pSZLb89iYg7MnNV24ZU1Gy/P5j991il+xt0vBbnVebfRy+8v2qr2v35GTs13l/1zYV7HBYR8fPAf8jMtxSPPwGQmf+ldM4NxTnfjYj5wOPAcTlJ0tDJKk9B7ZuR+8b/0BW2AW8symcBDxbldcB7ipUozqT2R9CuWGkaGK9StRizkqbZ7cDKiDgpIhYA51H7u1K2DnhvUX4H8O3JkgnobMjT64HfAe6OiA1F3b8H/jXw+SJz2UOja/U64K3AZmA38P4O3kNSfxivUrUYs5KmTTEn4gLgBmAE+HJmboqIi4E7MnMdtS85vhoRm4EnqSUdk2qbUGTmLTQfSwXwc03OT+D8dtedYG37Uypttt8fzP57rMT9TVO8QkX+fUyB91dtlbk/P2P7wvurvrlwj0MjM6+j9uVEue7CUnkP8M5urtnRHApJkiRJaqaTje0kSZIkqalpSSgiYkVE3BQR90XEpoj4cFF/dETcGBEPFj+PKuojIi4ptvzeGBGnTUc7ezXJ/X02Iu4v7uGaiFhaes0nivt7ICLeMnOtb6/V/ZWe/1hEZEQcWzyeFb+/4rl/U/yONkXEZ0r1lfn9dct4NV5npuWdM2YbjNdqxyvM/pg1XueIzBz4ASwDTivKhwM/oLbd92eAjxf1Hwc+XZTfClxPbVzpmcD66WjnAO7vV4H5Rf2nS/d3MnAXsBA4CfghMDLT99Ht/RWPV1Cb2PMj4NhZ9vv7ZeB/AQuL546v4u+vj/8+jNcK/L5ne7y2+R3OuZg1Xqsdr5PdY/G48jFrvM6NY1p6KDLzscy8syg/C9xHbRe+8tbelwO/XpTPBa7ImluBpRGxbDra2otW95eZ/19m7i9OuxU4oSifC1yZmXsz82Fqq3WcMd3t7tQkvz+AzwF/xMEbnsyK3x/wIeBPM3Nv8dz24iWV+v11y3gFjNeh/f2BMVtmvAIVjleY/TFrvM4N0z6HIiJOBE4F1gMvzGL97OLn8cVpzbYFX04FTLi/st+l9o0CzJL7i4i3A49m5l0TTpsV9we8HHhDRKyPiP8dEacXp1X2/rplvAKz5P5mY7yCMVtmvAIVvj+Y/TFrvM5enexD0TcRsQT4BvCRzHwmotVKed1v+T0MJt5fqf6TwH7ga+NVTV5eqfujdj+fpNbtfMipTeoqdX/Ff5/zgaOodSmfDlwdES+lovfXLePVeB12xmyD8VrteIXZH7PG6+w2bT0UETFK7T+kr2XmN4vqH4930xU/x7u7tlIbNzjuBGq7hg6tFvdHRLwX+BfAb2fmeEDMhvv7GWpjG++KiEeo3cOdEfEiZsf9Qe0+vll0K98GjAHHUsH765bxarxOb4u7Z8w2GK/VjleY/TFrvM4BOQ0TNahlm1cA//eE+s9y8KSxzxTlt3HwhKPbpqOdA7i/1cC9wHET6l/NwROOHmKIJxy1ur8J5zxCY8LYbPn9fRC4uCi/nFoXbFTt99fHfx/GawV+37M9Xtv8DudczBqv1Y7Xye5xwjmVjVnjdW4c0/Mm8IvUuqs2AhuK463AMcDfAw8WP48uzg/gUmoz++8GVs30v6ge729zESDjdX9Res0ni/t7ADhnpu+hl/ubcE75j91s+f0tAP47cA9wJ3BWFX9/ffz3YbxW4Pc92+O1ze9wzsWs8VrteJ3sHiecU9mYNV7nxuFO2ZIkSZJ65k7ZkiRJknpmQiFJkiSpZyYUkiRJknpmQiFJkiSpZyYUkiRJknpmQiFJkiSpZyYUkiRJknpmQiFJkiSpZ/8/iDd0vMExLT8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0sW2pzdxUjRYFDQoAAABgEFWjPdF8HQrbi2zfbfs+2zttXz1p/x/ZPpS8X2j7y7Z32d5q++zZv2wAjRCzQHUQrwCm04V1KLqilR6KY5IujYhDtkcl3Wn71oi4K1vkYtmk4z8g6fmIONf2FZI+Iends3vZ6Ju86/XQc/WqxUuKdKWDO79VL4+n09vlXbJLzyzq0i7PNM0plXTJLjj3wtqpHtra5kXPOcQsUB3EK2rS1KY07ahRGnD+DE3rWpjSvZ6y3Oj7uim/pnQq3EbXCUnVGUPRtIciavL/mkezLWyPSPoDSf960kcul3R9Vv6qpDfaLlvmG0AXELNAdRCvAKYTbf6vX5o2KCTJ9ojt7ZL2Sro9IrZKukrSloiYvLLKGklPSrXFMyQdkHSmAPQMMQtUB/EKoKGK5Dy1NCg7IsYlXWB7maSbbP+0pHdJ+pmSw8v+UjLlFm1vkrRJkjS6ZPJuDKqSbtGD3/rb4k3ajZnOIJF3wx55oXz/6auK8ov7S7/6+OM727nSOY2YRUv6kfKAKYhXSGocgyeOFuU0ZvNnaJry1Er6U54qlZ63V/LvJs2pZRXJeGqthyIXEfsl3SHpZyWdK2mX7cclnWJ7V3bYbknrJMn2fEmnS3qu5FybI2JDRGzw/MWTdwOYBcQsUB3EK4CqamWWp5XZX01ke7GkyyR9KyJeGhFnR8TZkg5HxLnZR7ZIem9Wfqekb0RUZUgJUH3ELFAdxCuARkLSRERbW7+0kvK0WtL12QCxeZJujIibpzn+c5L+PPtrynOSrpj5ZQJoAzELVAfxCqChqvy1oGmDIiJ2SLqwyTFLkvJR1XI/MRelU8G+ULJiZzqVbLLa9knHLkqOSVf9ZGXNlhCzaBnjJvqOeJ2j8rEQaQy2MqZp4SlFOR8vkY5HTMtlU8w2cubaovzs7umPnW1MIdtYVGfaWFbKBgAAAAZOf6eCbQcNCgAAAGDA1MZQ9PsqWkODAs2lqUl5d2qjbsm0WzXtbs0+N7pqXb3qxBMPlJ/j6Avl9fl1kPoE9E4a/zliEJiZspSmkeSfZONj5ceWPXvTNKdTk4XV0ynY05jNYzqN7ecnL3fSQ62kOZWliKXXP8S/k+ihAAAAANAxxlAAAAAA6Bg9FAAAAAA6whgKDJc0NzEvLzmjqEvHShw9VJTT/MbDByRJJx6+u3x/Ku3fG1049XtamVoPQOcaxSaA3kifbY2mgi0bC7H/maI8fmLqsWm57Nk+qObws54eCgAAAAAdYwwFAAAAgM6wsB2GSln6w9Izi3K6ynUqXf0y705Nu2tTaf2iJUW5Sl2ywCBrlDZRhlgDeqPR1KeNnoOpPKbTVONUmh5c9iytemrjHPg9FZImSHkCAAAA0Cl6KAAAAAB0KBiUjSGVdzGmXawLTykvp6lQZbNRNFodc9U5Rfn73ynK+cxS6Xc3S90AUJPGSrNVZxulR82BFAOgbxqlP6XxmMpjM511MX0+pqttl0m/45TTi3I2K6MkZlUcAPRQAAAAAOhIlcZQzGt+CAAAAACUo4cCAAAAGECkPGF4pHmdec5mOj6ibHrYyfV5Tuby1UXds7uLclr/3A8aXEfJf67pd6TX2WgaPQDludBlK+lKjJsAuin912Iaa2kMpmMaUvn4hvR5l56j0RipsmMbjWlcuqIon76y9vrkzvJjZ1t6zfm9pqt/zxEVaU/QoAAAAAAGUVSki4IGBQAAADBgaoOyq4EGBZorS3lIV8oeT/aflnSP7n2sKGerfr7msn9Sr7rva39Z7D/0fFEeafKfZTIV3vyXvaZeHtv93eKYdBq9Q89Nfz5gLkinf1y8tPbaKE2QlEGgN9K0JDdYuTpdNTuVx2k6tXOaPvz8U0W5UTpVWV1S/rG3/HS9/J077qkV0lTjRqlSsyGdLreb3zPIgh4KAAAAADNQjeYEDQoAAABgINFDAQAAAKAjjKHAcElzK/NczjwHW5L2PVmUD+8vymleZ1a+b+sjRd1J09sV4yK0+LTyc+TO+JHk0uaVH3vi2NTrZ/pLDKtTlxfldIrJsulhJS1+2aslSUd+kIxzYqwR0Dv5c+7IwfL96fNqUfK8PfrC9Oc9drj5d+fPxNNXFXXpVPBJfX3chCT98InWzivNzvM2HTcxMlp7nXPTxgY9FAAAAAA6V5H2hOY1O8D2Itt3277P9k7bV2f1n8vqdtj+qu0lWf1C21+2vcv2Vttnd/cWAKSIWaA6iFcA04k2t35ppYfimKRLI+KQ7VFJd9q+VdJvRcRBSbL9KUlXSfp9SR+Q9HxEnGv7CkmfkPTu7lw+eiLtuszTKdJpJdPmc4MUCy3Jppnd83D5/pecU5TTdKVkerr5Lz1LkjS253v1uuOHWlghtNFUfMOLmJ0rRhfVXtPUgJP+259XWn/k/v+/yxeGNhCvc1Ees2mMps+wtHzo2fL6sulfG62qnco/l6Y5pVPBpuc9sLe1c02+ttk251KdakLSREW6KJr2UERN/q+20WyL5BedJS1W0TC6XNL1Wfmrkt6YHQOgB4hZoDqIVwDTqUoPRdMGhSTZHrG9XdJeSbdHxNas/guSnpb0Skl/lB2+RtKTkhQRY5IOSDpzykkBdA0xC1QH8QqgVLawXTtbv7Q0KDsixiVdYHuZpJtsnx8R90fE+22PqPaL7t2SviCp7C8lU+7Q9iZJmyRJow1WgUT/nLm2KKddoQtPrb1+/ztFXaM0p5NW4c1mpkhTM5JVMH3K6cXpjh9Nvu+UenFkfu18Y2esKfans0qlylbybLSC6BAiZueIE0en35/GZtlKuGWzqKHniNc5KI/BZS8p399olesyraQapfGfx31ZytTk840nMzCWzZiYlhukWKJzVZo2tqUeilxE7Jd0h6SNSd24pC9LekdWtVvSOkmyPV/S6ZKmzEcYEZsjYkNEbPD8xZN3A5gFxCxQHcQrgMki2tv6pZVZnlZmfzWR7cWSLpP0sO1zszpL+nlJD2Uf2SLpvVn5nZK+EVWZRBcYAsQsUB3EK4Bh0ErK02pJ12fdrvMk3Sjpf0j6O9unqdb9ep+kD2bHf07Sn9vepdpfTa6Y9asGMB1iFqgO4hVAQ92Y5cn2Rkl/KGlE0mcj4vcn7f91SVdKGpd0SNKmiHhgunM2bVBExA5JF5bs+skGxx+V9K5m58WAS6eKS8Y61PMl07zJdH+jnMw8ZzMd25CMaYjv3z/1WEnzX/G6ennp8qXZVxcZhSee3lV8Ls31LMsNH/JxEzliFqUa5T2jr4jXOaRsjEE6dWuq0fSwaX3+PE2ncW/0fWUxn4xd1OjCopxO3Z6OhWj2e2NQxk0M0ViO0OynMWV/vLhO0ptUS6G8x/aWSQ2G/xYRf5Id/3ZJn1KSilmGlbIBAACAAdSFHoqLJO2KiEclyfYNqk1HXW9Q5NNWZ05VCzPS0qAAAAAABk1IE7Of8VSfejqzW9LFkw+yfaWkD0taIOnSZielQYFCWWqTdHL3ocan1iXHLji36Lk//v2HNMXSZLr0NK1q1dnF1y0qpjicP1r8J7rvnjunni/tCk7XdmKIIuaqNI6ZFhbor2bpN+kzbPHSopzGcbr69WmrivKhknSpZulR6TGNVtXu1erX3VLxNKdUhylPK2xvS95vjojNyfuWpp6OiOskXWf7lyX9norJIErRoAAAAAAGTmii/b+Q7ouIDdPsr089nVkrac80x98g6TPNvrStdSgAAAAA9EYX1qG4R9J62+fYXqDaTHFb0gNsr0/e/pykR5qdlB4KAAAAYMCEZn8MRUSM2b5K0m2qTRv7+YjYafsaSdsiYoukq2xfJumEpOfVJN1JokGBNFcyzbdOp5Mry7NMP5eUjz+0tahPcz3zc6fjJlYkPW5Pf69ejOR8R9NrKpuStuq5nsBMnLq89nrsxaKuQWwSH0CflY09TKd8PX6kKKdjHlaeVZR/+ERRzscbNhorlcZ/eu52pNeRfw+/S3qqG+tQRMQtkm6ZVPexpPyb7Z6TBgUAAAAwaFpPY+o7GhQAAADAgOlGylO30KCY6xp1XaZpTmXpT2mTuVFaUtmUdnmKhiQ9l0wqkHarLjo1OfeJ5HzPTf2Osu7Ybsi/k65eDJLxLD6arRIPoD/SKUybrVydPlfT/S/uL8rp8y9Pl1pyRlGXPrvTVKl0Re5G08U2u86ya24lrXKIVq7uh6hIFwUNCgAAAGAA0UMBAAAAoCOkPKH6GnVj5l2Xjbot02PLznHiaFHXaNaJdNaLMmn3X7Ou29lCqhP6aWS0KI8naYB5rKRpiWlckf4EDI6y52aartRoxqdGz8p8Ne08HXiydEaoZs+wRr9jUmXP//R53OjfDWVpX6Q+tSzaX9iuL2hQAAAAAIMmqtNDwUrZAAAAADpGDwUAAAAwgCoyyRMNCjSQ5j82G9PQyjnyPNF5yX9yab5lOhai2RRz5F5iLkhzmtNYSsdL5DE0urCoW3pmUX7+qaJclofdSt40gPbkYxukxtOq5zGdjn9IP9eK/NyNxi60M/avUfyPLpr6fSm7ve/r9fO74mM2aoOyq9GioEEBAAAADKCqjKGgQQEAAAAMoIp0UNCgQI/kqU6HixU/X335z9fLO7/2teLYinZNArMqTSVYvLQop+mBearDS15W1KVpE2maU7pKfX4O0pyA2ddouuZmKUGdTvPc6LzLVxflNP2xHek15c/mRitpt7Jqdq9V/N8TEUHKEwAAAIDOVaQ9QYMCAAAAGERV6WOhQQEAAAAMGGZ5AiZbsqz2enBvveqkcRMATjY+VpSb5VY/82h5fTqe4sjBopznOqd/+qp4rjEwMLo5lqDs3I2mqe103ESqnanbG01vnY77Qtsq0p6gQQEAAAAMoqpMGzuv2QG2F9m+2/Z9tnfavjqr/5Lth23fb/vztkezetu+1vYu2ztsv7bbNwGghngFqoWYBdBIRG2mp3a2fmnaoJB0TNKlEfEaSRdI2mj7EklfkvRKST8mabGkX8uOf6uk9dm2SdJnZvuiURHzRoptz3drG7qNeK0yzyu2mCi28bFiS02MT02pyOsmxmvpD/mW1udxOTK/2NAvxOywSWOtmfQ52e65898VaZwPisMHig0zMhHtbf3StEERNYeyt6PZFhFxS7YvJN0taW12zOWSvpjtukvSMturp54ZwGwjXoFqIWYBTGdoGhSSZHvE9nZJeyXdHhFbk32jkn5F0l9nVWskPZl8fHdWB6AHiFegWohZAGVC1Ul5aqmfOyLGJV1ge5mkm2yfHxH3Z7v/i6T/HRF/l7132SkmV9jepFp3rTS6pN3rBtBAN+JVImZ7otHsKWk6xEtfXpTz2Z3O+JGibv8zRTlNgUjTL7L65Rf9TL3q+a3faPNiMVt4xs5hM5kFipnZ5oSq/JRb6qHIRcR+SXdI2ihJtv8fSSslfTg5bLekdcn7tZL2lJxrc0RsiIgNnr+4zcsG0Mxsxmt2PmIW6CKesQAmq0oPRSuzPK3M/moi24slXSbpIdu/Juktkn4p4qRm8hZJ78lmorhE0oGImIXJkAE0Q7wC1ULMAhgGraQ8rZZ0ve0R1RogN0bEzbbHJD0h6R9sS9LXI+IaSbdIepukXZIOS3p/V64cQBniFagWYhZAuRiihe0iYoekC0vqSz+bzUhx5cwvDZWX5oZmK3mOnPPj9arxR7b1+oqGHvE6RBaeWpQbrX57+qra6+LT6lXzlp5ZL0/seaQ4dlFyvsO1VbOfv+dvizonHdbkZvcMMYsZS1fKTsdbHT/S+2vBrAqFJirSomDycQAAAGAAVaQ9QYMCAAAAGET9HGjdDhoU6I0sZYM0J6BFx14srz/yQlFeeErt9Ykd9aqJ01YV+5e9pCinKYgH902tA1BNg7RCNmZdRdoTNCgAAACAQRMhxlAAAAAA6Fw1mhM0KAAAAICBxBgKAKi6dCrVdGrGVD4OYfxE969HkkYXFuUXnq29njRV5OFk/76ivHRFUe7VtQIAOhaSJqrRnqBBAQAAAAwieigAAAAAdKwi7QkaFACg0UVF+cTRopymEqVTM6b1g5A+lDxxXvXWN9fLD976N8UxafoTAGDwRdBDAQAAAKAzjKEAAAAAMCP0UABAVTRaMbpROtP4xPTnS2eHiibHtiJNsTpxrOI6+PcAABXPSURBVCiPZL/CT11Wr3rwpq/P/PsAoB/S33WNfi/PMdVoTtCgAAAAAAZSVVbKntf8EAAAAAAoRw8FAAAAMGAimDYWAAaHm3TGzmTq1/zcsz2VbHrN6blT+erd5BoDGAb8LpuCQdkAAAAAOlaR9gRjKAAAAIBBU1uHItraWmF7o+2Hbe+y/ZGS/R+2/YDtHbb/l+2zmp2THgoAwylNGcpTgyZLV7/uVD4tbKezw6bXll7PSINfzwsW14vzVp9b++onHyj2Lzy1KKerfpNKAACVM9s9FLZHJF0n6U2Sdku6x/aWiEgeJPq2pA0Rcdj2ByV9UtK7pzsvPRQAAADAoIlQtLm14CJJuyLi0Yg4LukGSZef/LXxzYg4nL29S9LaZielhwIAAAAYQBOzP4ZijaQnk/e7JV08zfEfkHRrs5PSoAAAAAAGTEiK9tfKXmF7W/J+c0RsTt67wVdNYfufS9og6Q3NvpQGBYDhtGhJef3RQ0U5SgY+pGMvyvY30ujYkdHWz5dOD5t2XaefO36kXqyPnUjqAADDo4MxFPsiYsM0+3dLWpe8Xytpz+SDbF8m6XclvSEijjX7UhoUAAAAwADqwjoU90hab/scST+QdIWkX04PsH2hpD+VtDEi9rZy0qaDsm0vsn237fts77R9dVZ/VTbdVNhekRxv29dm+3bYfm3r9whgJohXoFqIWQDTmYj2tmYiYkzSVZJuk/SgpBsjYqfta2y/PTvsDyQtkfQV29ttb2l23lZ6KI5JujQiDtkelXSn7Vsl/b2kmyXdMen4t0pan20XS/qMph/sAWD2EK+5hYvL69OUpzy9KZ2iNU07SlOJGqVC5fWLlxZ1xw4X5bT+0HNTP3f6qqLuyAvl350+JdIUqnzK2fSa0/tDFRCzAEpFdGel7Ii4RdItk+o+lpQva/ecTRsUUbuT/Ak1mm0REd+WJHvK2I7LJX0x+9xdtpfZXh0RT7V7cQDaQ7wC1ULMApjOUK2UbXvE9nZJeyXdHhFbpzm8bDqqNZ1fIoB2EK9AtRCzABrpxkrZ3dDSoOyIGJd0ge1lkm6yfX5E3N/g8Jamo7K9SdImSdJog9lYALStG/EqVTBmD/ywKJ+Z/Hur2UxLjWZMavS5vD5NV1pRTKDx4z97Ub284+t/WRyTr4q9/5miLk29Gh9r/t356tekOVUaz1gAjQxVD0UuIvarls+5cZrDWpqOKiI2R8SGiNjg+Q1ynQF0bDbjNTsfMQt0Ec9YAKlQV1bK7opWZnlamf3VRLYXS7pM0kPTfGSLpPdkM1FcIukAuZ1AbxCvQLUQswAainxgdutbv7TSQ7Fa0jdt71Bt7trbI+Jm279he7dqfx3ZYfuz2fG3SHpU0i5Jfybp/+7CdQMoR7wC1ULMAqi8VmZ52iHpwpL6ayVdW1Ifkq6clasD0BbiNdHOKtenLCvKBxus4ZNOG7vsJUU5HzuRjmPYV4yZ3XHjE+XnW3te7fW5HxR1hw8U5ZNWzU4+d+zF8vOhkohZANPpZxpTO1gpGwAAABhAFWlP0KAAAAAABhE9FADQT8tXF+Vnk7QilwwdO/Rs6Sle/Y531Ms77/lucYr5xWrV8Xwb42GT6WS15+Haaz7162SN6gEAc0KIBgUAAACATvV55qZ20KAAAAAABhA9FAAAAAA6VpH2BA0KAEMqnTY2LadjKPL6hUuKumT61zs/8rP18vI33Vl8bP8zrV9HOv3roeeT767IUwIA0Cf9Xf26HTQoAAAAgAFTG5Td76toDQ0KAAAAYNAEYygAoOcWvOrievn8C8+ul+/9b18uDkrTnxaeWntdvLSoO+NH6sXll/xWUZ9O47p0RVHOU6TGT5QfO7KgKB8/UpTt7Hom3wUAADUVaU/QoAAAAAAGET0UAAAAADpWkfYEDQoAw+ONbzyvXr7kZcvq5Xv/ukhj0oEfTvnc/JVr6+Wxx76T7EjSldI0pkPPFeWVP1p7PbivqEtmitLY8eYXDgDAJKyUDQAAAKBzrJQNAAAAYCaq0kMxr/khAAAAAFCOHgoAQ+PWP/5CvfyT//nD9fKFb3l9vfztv91efCAb3zD2yLeKunRl6xNHi/JZP16Uv39/Uc7HTqRjLBYsLsrpVLEAALShIh0UNCgAAACAwROVSXmiQQEAAAAMGGZ5AoA++70Pfape/olf/WfFjvGxevGl571KkvT0HY8n+5OVtJ0MM3vm0aTeRTmfFjadHjZNm0rLaVoUAADTYZYnAAAAADNBDwUAAACAjlWkPUGDAgAAABg0IWliohotChoUAIbe/v3F9K8Llq+sl5/e+ve1wshocXAkYyhS8xcU5aOHinI+RmLRkvL9AAB0gjEUAAAAAGaiKmMomq6UbXuR7btt32d7p+2rs/pzbG+1/YjtL9tekNUvzN7vyvaf3d1bAJAiZoHqIF4BTCeiva1fmjYoJB2TdGlEvEbSBZI22r5E0ickfToi1kt6XtIHsuM/IOn5iDhX0qez4wD0DjE7yRPfe6a+HX/xUH3TxHhtGz9RbHndxLi06uxia2R8rLYdPVRsQOuIVwAN1Ba2a2frl6YNiqjJn5Cj2RaSLpX01az+ekm/kJUvz94r2/9GO520HUA3EbNAdRCvABqpLWw3PD0Usj1ie7ukvZJul/Q9SfsjIl8harekNVl5jaQnJSnbf0DSmbN50QCmR8wC1UG8AigVqkwPRUuDsiNiXNIFtpdJuknSq8oOy17L/lIy5Q5tb5K0SZI0umTybgAzMCdi1iV/D2kwQ9PYiWJ1bB0+UJTHT0z/HWn6UqNUpkazQgEtmhPxCqAjQzMoOxUR+yXdIekSScts5w2StZL2ZOXdktZJUrb/dEnPlZxrc0RsiIgNnr+4s6sHMC1iFqgO4hXAFNHm1ietzPK0MvuriWwvlnSZpAclfVPSO7PD3ivpL7Pyluy9sv3fiKo0r4AhQMwC1UG8ApjOMKU8rZZ0ve0R1RogN0bEzbYfkHSD7f8g6duSPpcd/zlJf257l2p/NbmiC9cNoDFiFqgO4hVA5TVtUETEDkkXltQ/Kumikvqjkt41K1cHoG1zJmbTsQuLT6u9nraiqHvm0Xrx2JO7ivoTxarZGk/GVpTZ/8wMLhBobs7EK4COVKUDkpWyAQAAgAHT7zSmdtCgAAAAAAYQDQoA6JWx47XX40eKuoWnFuVDUybBqRlp8iswPy8AAP1QjfYEDQoAAABgENFDAQAAAKBjVWlQtLWwHQAAAIAeiO6sQ2F7o+2Hbe+y/ZGS/T9t+17bY7bfWXaOyeihADDYRkaL8sR4UU6njT319NprOs3r/AXl55s3UpQZIwEAGGSz3EGRrXlznaQ3Sdot6R7bWyLigeSw70t6n6TfbvW8NCgAAACAARPqyrSxF0nala11I9s3SLpcUr1BERGPZ/smyk5QhgYFAAAAMIA6aFCssL0teb85IjYn79dIejJ5v1vSxR1eXh0NCgCDbcHionzkYFF2MgRsPEuFWv7Sou65PeXnG0/+4JKf+8Sx8mPTaWXT9Kg0bSpNwwIAYBZ10KDYFxEbptnvsq9p90smo0EBAAAADJroyixPuyWtS96vldTgL3CtY5YnAAAAYBBFm1tz90hab/sc2wskXSFpy0wvkx4KAIPDJX/jWLykKKepRqnDB2qv4yeaf8fooqI8PpZ9b1kPsBrPAkWaEwCgB2a7hyIixmxfJek2SSOSPh8RO21fI2lbRGyx/TpJN0laLunnbV8dEa+e7rw0KAAAAIAB06VZnhQRt0i6ZVLdx5LyPaqlQrWMBgUAAAAwgFgpGwAAAMDQo4cCQH+l4ybyMRLpWIkXDxTlYy+Wfy6arL2THpuOf8jHXKTf12icBuMmAAC91PpA676jQQEAAAAMoKqkPNGgAAAAAAYQDQoAaFeegtTK9K/tSFOiyrKj0nSm9Jd3s1QqAAC6iAYFAAAAgI50a9rYbqBBAQAAAAwaBmUDAAAAmAl6KACgFek4hXx611bGLnQ6vqHZ5xg3AQAYEDQoAAAAAHSsKg2Kpitl215n+5u2H7S90/ZvZvWvsf0Ptr9j+69sn5Z85qO2d9l+2PZbunkDAArEK1AtxCyAxmqDstvZ+qVpg0LSmKR/FRGvknSJpCttnyfps5I+EhE/JukmSb8jSdm+KyS9WtJGSf/FdoOlZwHMsmrHa0z0P+Vo3kj5BnRHtWMWQPdEB1ufNG1QRMRTEXFvVn5B0oOS1kj6R5L+d3bY7ZLekZUvl3RDRByLiMck7ZJ00WxfOICpiFegWohZAI2ENFQ9FHW2z5Z0oaStku6X9PZs17skrcvKayQ9mXxsd1YHoIeIV6BaiFkAkw1dg8L2Eklfk/ShiDgo6VdV65r9lqSlko7nh5Z8fMod2t5ke5vtbTF2pP0rB9DQbMdrds65F7MT48UGdBHPWAClItrb+qSlWZ5sj6r2i+5LEfF1SYqIhyS9Odv/Ckk/lx2+W8VfUiRpraQ9k88ZEZslbZakeaesqsYQdqACuhGv2TmIWaALeMYCKBXR/3GFLWpllidL+pykByPiU0n9qux1nqTfk/Qn2a4tkq6wvdD2OZLWS7p7ti8cwFTEK1AtxCyAaQ1RD8VPSvoVSd+xvT2r+7eS1tu+Mnv/dUlfkKSI2Gn7RkkPqDZ7xZURQb4A0BvEK1AtxCyAymvaoIiIO1WesylJf9jgMx+X9PEZXBeADhCvQLUQswCmVZGUJ1bKBgAAAAZRRVbKpkEBAAAADJzqDMqmQQEAKaaIBQAMghANCgAAAAAzQMoTAAAAgM6Q8gQAAABgJuihAAAAANAxeigAAAAAdKTPq1+3gwYFAAAAMIjooQAAAADQMXooAAAAAHSGWZ4AAAAAzAQ9FAAAAAA6wkrZAAAAAGZkgh4KAAAAAB1hDAUAAACAmahIg2Jevy8AAAAAQHXRQwEAAAAMmhCzPAEAAADoFGMoAAAAAMwEPRQAAAAAOkYPBQAAAIDOBD0UAAAAADrEStkAAAAAZoQeCgAAAACdqc4sT00XtrO9zvY3bT9oe6ft38zqL7B9l+3ttrfZviirt+1rbe+yvcP2a7t9EwBqiFegWohZANOKaG9rge2Nth/Ofo98pGT/QttfzvZvtX12s3O2slL2mKR/FRGvknSJpCttnyfpk5KujogLJH0sey9Jb5W0Pts2SfpMC98BYHYQr0C1ELMAGouJ9rYmbI9Iuk613yXnSfql7HdO6gOSno+IcyV9WtInmp23aYMiIp6KiHuz8guSHpS0RrWhIqdlh50uaU9WvlzSF6PmLknLbK9u9j0AZo54BaqFmAXQUL5S9uz2UFwkaVdEPBoRxyXdoNrvldTlkq7Pyl+V9Ebbnu6kbY2hyLo8LpS0VdKHJN1m+z+p1jD5ieywNZKeTD62O6t7qp3vAjAzxCtQLcQsgJN1ZQxF2e+QixsdExFjtg9IOlPSvkYnbblBYXuJpK9J+lBEHLT9HyT9VkR8zfYvSvqcpMsklbVgpjSZbG9SrbtWko4d3X7d/a1eSwWt0DQ/hCEx7PfY6/s7ayYfnu14zc5JzA4P7m92zSheJZ6xM8R/z9VXuZjthTjyw9uObr9uRZsfW2R7W/J+c0RsTt638juk5X8b1D8QLXSP2B6VdLOk2yLiU1ndAUnLIiKybpADEXGa7T+VdEdE/EV23MOSfiYiGv71xPa2iNjQ9EIqatjvTxr+e6zS/XU7XrPjKvP/Rye4v2qr2v3xjJ0Z7q/65sI9Dgrb/0TS/xsRb8nef1SSIuI/Jsfclh3zD7bnS3pa0sqYptHQyixPVu0vIw/mv+gyeyS9IStfKumRrLxF0nuymSguUe2XIF2xQA8Qr0C1ELMAeuweSettn2N7gaQrVPu9ktoi6b1Z+Z2SvjFdY0JqLeXpJyX9iqTv2N6e1f1bSf9C0h9mLZejKrpWb5H0Nkm7JB2W9P4WvgPA7CBegWohZgH0TDYm4ipJt0kakfT5iNhp+xpJ2yJii2p/5Phz27skPadao2NaTRsUEXGnynOpJOkflxwfkq5sdt5JNjc/pNKG/f6k4b/HStxfj+JVqsj/HzPA/VVbZe6PZ+ys4P6qby7c48CIiFtU++NEWvexpHxU0rvaOWdLYygAAAAAoEwrC9sBAAAAQKmeNChsr7P9TdsP2t5p+zez+jNs3277kex1eVZv29dmS37vsP3aXlxnp6a5vz+w/VB2DzfZXpZ85qPZ/T1s+y39u/rmGt1fsv+3bYftFdn7ofj5Zfv+ZfYz2mn7k0l9ZX5+7SJeidf+XHnriNkC8VrteJWGP2aJ1zkiIrq+SVot6bVZeamk76q23PcnJX0kq/+IpE9k5bdJulW1vNJLJG3txXV24f7eLGl+Vv+J5P7Ok3SfpIWSzpH0PUkj/b6Pdu8ve79OtYE9T0haMWQ/v5+V9D8lLcz2rariz28W//8gXivw8x72eG3yM5xzMUu8Vjtep7vH7H3lY5Z4nRtbT3ooIuKpiLg3K78g6UHVVuFLl/a+XtIvZOXLJX0xau6StMz26l5cayca3V9E/E1EjGWH3SVpbVa+XNINEXEsIh5TbbaOi3p93a2a5ucnSZ+W9K918oInQ/Hzk/RBSb8fEceyfXuzj1Tq59cu4lUS8TqwPz+JmE0Rr5IqHK/S8Mcs8To39HwMhe2zJV0oaaukl0Q2f3b2uio7rGxZ8DWqgEn3l/pV1f6iIA3J/dl+u6QfRMR9kw4bivuT9ApJP2V7q+2/tf267LDK3l+7iFdJQ3J/wxivEjGbIl4lVfj+pOGPWeJ1eLWyDsWssb1E0tckfSgiDtqNZsprf8nvQTD5/pL635U0JulLeVXJxyt1f6rdz++q1u085dCSukrdX/bf53xJy1XrUn6dpBttv0wVvb92Ea/E66AjZgvEa7XjVRr+mCVeh1vPeihsj6r2H9KXIuLrWfUzeTdd9pp3d+1WLW8wt1a1VUMHVoP7k+33Svq/JP2ziMgDYhju7+Wq5TbeZ/tx1e7hXtsv1XDcn1S7j69n3cp3S5qQtEIVvL92Ea/Ea2+vuH3EbIF4rXa8SsMfs8TrHBA9GKihWmvzi5L+86T6P9DJg8Y+mZV/TicPOLq7F9fZhfvbKOkBSSsn1b9aJw84elQDPOCo0f1NOuZxFQPGhuXn9+uSrsnKr1CtC9ZV+/nN4v8fxGsFft7DHq9NfoZzLmaJ12rH63T3OOmYysYs8To3tt58ifR61bqrdkjanm1vk3SmpP8l6ZHs9YzseEu6TrWR/d+RtKHf/0d1eH+7sgDJ6/4k+czvZvf3sKS39vseOrm/Scekv+yG5ee3QNJ/lXS/pHslXVrFn98s/v9BvFbg5z3s8drkZzjnYpZ4rXa8TnePk46pbMwSr3NjY6VsAAAAAB1jpWwAAAAAHaNBAQAAAKBjNCgAAAAAdIwGBQAAAICO0aAAAAAA0DEaFAAAAAA6RoMCAAAAQMdoUAAAAADo2P8BdaFDSgVHDPQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n in np.arange(1,21):\n",
    "    fig, ax = plt.subplots(1,3, figsize = (15,5))\n",
    "    ax[0].set_title('h = ' +str(n))\n",
    "    ax[0].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax[1].pcolormesh(np.sum(f1['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    mesh = ax[2].pcolormesh(np.sum(f2['OilConcentration_3D'][n,:,:], axis=0),\n",
    "                         cmap = 'Blues_r', vmin = 0, vmax = 0.5)\n",
    "    fig.colorbar(mesh, ax=ax)\n",
    "    for a in ax:\n",
    "        a.set_ylim(280,360)\n",
    "        a.set_xlim(200,270)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Beaching tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-0_beachingtests-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-1_beachingtests-1.nc')\n",
    "control = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude_control_beaching.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "f2 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-2_beachingtests-2.nc')\n",
    "f3 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-3_beachingtests-3.nc')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# control: prob=0.5, limit = 5\n",
    "# f0: prob=0.5, limit = 250\n",
    "# f1: prob = 1, limit = 250\n",
    "# f2: prob = 0.5, limit = 500\n",
    "# f3: prob = 1, limit = 500"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## total beaching hours for f0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7373"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f0['Beaching_Time'][:,:].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## total beaching hours for f1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7032"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1['Beaching_Time'][:,:].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## total beaching hours for f2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7033"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f2['Beaching_Time'][:,:].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## total beaching hours for f3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6968"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f3['Beaching_Time'][:,:].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## total beaching hours for control"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6924"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "control['Beaching_Time'][:,:].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0lessthanone = f0['Beaching_Time'][:,:]\n",
    "f0lessthanone[(f0lessthanone <= 24) & (f0lessthanone > 0)] = 1\n",
    "f0lessthanone[(f0lessthanone > 24) | (f0lessthanone == 0)] = 0\n",
    "\n",
    "f1lessthanone = f1['Beaching_Time'][:,:]\n",
    "f1lessthanone[(f1lessthanone <= 24) & (f1lessthanone > 0)] = 1\n",
    "f1lessthanone[(f1lessthanone > 24) | (f1lessthanone == 0)] = 0\n",
    "\n",
    "f2lessthanone = f2['Beaching_Time'][:,:]\n",
    "f2lessthanone[(f2lessthanone <= 24) & (f2lessthanone > 0)] = 1\n",
    "f2lessthanone[(f2lessthanone > 24) | (f2lessthanone == 0)] = 0\n",
    "\n",
    "f3lessthanone = f0['Beaching_Time'][:,:]\n",
    "f3lessthanone[(f0lessthanone <= 24) & (f3lessthanone > 0)] = 1\n",
    "f3lessthanone[(f0lessthanone > 24) | (f3lessthanone == 0)] = 0\n",
    "\n",
    "controllessthanone = control['Beaching_Time'][:,:]\n",
    "controllessthanone[(controllessthanone <= 24) & (controllessthanone > 0)] = 1\n",
    "controllessthanone[(controllessthanone > 24) | (controllessthanone == 0)] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [],
   "source": [
    "problessthanone = (f0lessthanone+f1lessthanone+f2lessthanone+f3lessthanone+controllessthanone)/5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0lessthanthree = f0['Beaching_Time'][:,:]\n",
    "f0lessthanthree[(f0lessthanthree <= 72) & (f0lessthanthree > 0)] = 1\n",
    "f0lessthanthree[(f0lessthanthree > 72) | (f0lessthanthree == 0)] = 0\n",
    "\n",
    "f1lessthanthree = f1['Beaching_Time'][:,:]\n",
    "f1lessthanthree[(f1lessthanthree <= 72) & (f1lessthanthree > 0)] = 1\n",
    "f1lessthanthree[(f1lessthanthree > 72) | (f1lessthanthree == 0)] = 0\n",
    "\n",
    "f2lessthanthree = f2['Beaching_Time'][:,:]\n",
    "f2lessthanthree[(f2lessthanthree <= 72) & (f2lessthanthree > 0)] = 1\n",
    "f2lessthanthree[(f2lessthanthree > 72) | (f2lessthanthree == 0)] = 0\n",
    "\n",
    "f3lessthanthree = f3['Beaching_Time'][:,:]\n",
    "f3lessthanthree[(f3lessthanthree <= 72) & (f3lessthanthree > 0)] = 1\n",
    "f3lessthanthree[(f3lessthanthree > 72) | (f3lessthanthree == 0)] = 0\n",
    "\n",
    "controllessthanthree = control['Beaching_Time'][:,:]\n",
    "controllessthanthree[(controllessthanthree <= 72) & (controllessthanthree > 0)] = 1\n",
    "controllessthanthree[(controllessthanthree > 72) | (controllessthanthree == 0)] = 0\n",
    "\n",
    "problessthanthree = (f0lessthanthree+f1lessthanthree+f2lessthanthree+f3lessthanthree+controllessthanthree)/5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0lessthanseven = f0['Beaching_Time'][:,:]\n",
    "f0lessthanseven[(f0lessthanseven <= 168) & (f0lessthanseven > 0)] = 1\n",
    "f0lessthanseven[(f0lessthanseven > 168) | (f0lessthanseven == 0)] = 0\n",
    "\n",
    "f1lessthanseven = f1['Beaching_Time'][:,:]\n",
    "f1lessthanseven[(f1lessthanseven <= 168) & (f1lessthanseven > 0)] = 1\n",
    "f1lessthanseven[(f1lessthanseven > 168) | (f1lessthanseven == 0)] = 0\n",
    "\n",
    "f2lessthanseven = f2['Beaching_Time'][:,:]\n",
    "f2lessthanseven[(f2lessthanseven <= 168) & (f2lessthanseven > 0)] = 1\n",
    "f2lessthanseven[(f2lessthanseven > 168) | (f2lessthanseven == 0)] = 0\n",
    "\n",
    "f3lessthanseven = f3['Beaching_Time'][:,:]\n",
    "f3lessthanseven[(f3lessthanseven <= 168) & (f3lessthanseven > 0)] = 1\n",
    "f3lessthanseven[(f3lessthanseven > 168) | (f3lessthanseven == 0)] = 0\n",
    "\n",
    "controllessthanseven = control['Beaching_Time'][:,:]\n",
    "controllessthanseven[(controllessthanseven <= 168) & (controllessthanseven > 0)] = 1\n",
    "controllessthanseven[(controllessthanseven > 168) | (controllessthanseven == 0)] = 0\n",
    "\n",
    "problessthanseven = (f0lessthanseven+f1lessthanseven+f2lessthanseven+f3lessthanseven+controllessthanseven)/5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Probability maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,3, figsize = (15,5))\n",
    "\n",
    "ax[0].pcolormesh(np.ma.masked_equal(problessthanone,0), vmin = 0, vmax = 1)\n",
    "ax[1].pcolormesh(np.ma.masked_equal(problessthanthree,0), vmin = 0, vmax = 1)\n",
    "mesh = ax[2].pcolormesh(np.ma.masked_equal(problessthanseven,0), vmin = 0, vmax = 1)\n",
    "fig.colorbar(mesh, ax=ax)\n",
    "\n",
    "ax[0].set_title('< 1 day')\n",
    "ax[1].set_title('< 3 day')\n",
    "ax[2].set_title('< 7 day')\n",
    "for a in ax:\n",
    "    a.set_ylim(280,360)\n",
    "    a.set_xlim(120,280)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = np.arange(0,8)\n",
    "fig, ax = plt.subplots(2,3, figsize = (15,10))\n",
    "ax[0,0].set_title(\"beaching time, prob = 0.5, limit = 250m\")\n",
    "ax[0,1].set_title(\"prob = 1, lim = 250m\")\n",
    "ax[0,2].set_title(\"control, prob = 0.5, lim = 5m\")\n",
    "ax[1,0].set_title(\"beaching time, prob = 0.5, limit = 500m\")\n",
    "ax[1,1].set_title(\"prob = 1, lim = 500m\")\n",
    "ax[0,0].hist(f0['Beaching_Time'][:,:].flatten()[f0['Beaching_Time'][:,:].flatten() !=0]/24, bins=bins)\n",
    "ax[0,1].hist(f1['Beaching_Time'][:,:].flatten()[f1['Beaching_Time'][:,:].flatten() !=0]/24, bins=bins)\n",
    "ax[0,2].hist(control['Beaching_Time'][:,:].flatten()[control['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "             bins=bins)\n",
    "ax[1,0].hist(f2['Beaching_Time'][:,:].flatten()[f2['Beaching_Time'][:,:].flatten() !=0]/24, bins=bins)\n",
    "ax[1,1].hist(f3['Beaching_Time'][:,:].flatten()[f3['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "             bins=bins)\n",
    "for a in ax.flatten():\n",
    "    a.set_ylim(0,60)\n",
    "    a.set_xlabel('days')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = np.arange(0,8)\n",
    "fig, ax = plt.subplots(2,3, figsize = (15,10))\n",
    "ax[0,0].set_title(\"beaching time, prob = 0.5, limit = 250m\")\n",
    "ax[0,1].set_title(\"prob = 1, lim = 250m\")\n",
    "ax[0,2].set_title(\"control, prob = 0.5, lim = 5m\")\n",
    "ax[1,0].set_title(\"beaching time, prob = 0.5, limit = 500m\")\n",
    "ax[1,1].set_title(\"prob = 1, lim = 500m\")\n",
    "ax[0,0].hist(f0['Beaching_Time'][:,:].flatten()[f0['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "             bins=bins, cumulative = True)\n",
    "ax[0,1].hist(f1['Beaching_Time'][:,:].flatten()[f1['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "             bins=bins, cumulative = True)\n",
    "ax[0,2].hist(control['Beaching_Time'][:,:].flatten()[control['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "             bins=bins, cumulative = True)\n",
    "ax[1,0].hist(f2['Beaching_Time'][:,:].flatten()[f2['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "             bins=bins, cumulative = True)\n",
    "ax[1,1].hist(f3['Beaching_Time'][:,:].flatten()[f3['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "             bins=bins, cumulative = True)\n",
    "for a in ax.flatten():\n",
    "    a.set_ylim(0,160)\n",
    "    a.set_xlabel('days')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_sro(filepath):\n",
    "    with open(filepath, 'r') as the_file:\n",
    "        all_data = [line.strip() for line in the_file.readlines()]\n",
    "        header = all_data[4]  \n",
    "\n",
    "    # Order header into list array by splitting up string\n",
    "    header_arr = []\n",
    "    header_arr = header.split(' ')\n",
    "    # Remove emtpy entries from list\n",
    "    header_arr = np.asarray([x for x in header_arr if x != ''])\n",
    "    \n",
    "    data2D = np.genfromtxt(filepath, skip_header=6, skip_footer=4)\n",
    "    \n",
    "    return header_arr, data2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "header, f0data = load_sro('/ocean/vdo/MIDOSS/results/beaching-0.sro')\n",
    "header, f1data = load_sro('/ocean/vdo/MIDOSS/results/beaching-1.sro')\n",
    "header, f2data = load_sro('/ocean/vdo/MIDOSS/results/beaching-2.sro')\n",
    "header, f3data = load_sro('/ocean/vdo/MIDOSS/results/beaching-3.sro')\n",
    "header, controldata = load_sro('/ocean/vdo/MIDOSS/results/beaching-control.sro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 Seconds\n",
      "1 YY\n",
      "2 MM\n",
      "3 DD\n",
      "4 hh\n",
      "5 mm\n",
      "6 ss\n",
      "7 MassOil\n",
      "8 VolOilBeached\n",
      "9 VolumeBeached\n",
      "10 VolumeOil\n",
      "11 Volume\n",
      "12 Area\n",
      "13 TeoricalArea\n",
      "14 Thickness\n",
      "15 MEvaporated\n",
      "16 VEvaporated\n",
      "17 FMEvaporated\n",
      "18 MDispersed\n",
      "19 VDispersed\n",
      "20 FMDispersed\n",
      "21 MSedimented\n",
      "22 VSedimented\n",
      "23 FMSedimented\n",
      "24 MDissolved\n",
      "25 VDissolved\n",
      "26 FMDissolved\n",
      "27 MChemDisp\n",
      "28 VChemDisp\n",
      "29 FMChemDisp\n",
      "30 MOilRecovered\n",
      "31 VOilRecovered\n",
      "32 FMOilRecovered\n",
      "33 MWaterContent\n",
      "34 VWaterContent\n",
      "35 Density\n",
      "36 Viscosity\n",
      "37 MBio\n",
      "38 VBio\n",
      "39 FMBio\n",
      "40 CharacteristicDiameter\n",
      "41 P_Star\n",
      "42 AnalyteMass1\n",
      "43 AnalyteMass2\n",
      "44 AnalyteMass3\n",
      "45 AnalyteMass4\n",
      "46 AnalyteMass5\n",
      "47 AnalyteBio1\n",
      "48 AnalyteBio2\n",
      "49 AnalyteBio3\n",
      "50 AnalyteBio4\n",
      "51 AnalyteBio5\n"
     ]
    }
   ],
   "source": [
    "n=0\n",
    "for item in header:\n",
    "    print(str(n), item)\n",
    "    n=n+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (8,8))\n",
    "ax.plot(f0data[::24,8], label = 'f0')\n",
    "ax.plot(f1data[::24,8], label = 'f1')\n",
    "ax.plot(f2data[::24,8], label = 'f2')\n",
    "ax.plot(f3data[::24,8], label = 'f3')\n",
    "ax.plot(controldata[::24,8], label = 'control')\n",
    "ax.legend()\n",
    "ax.set_xlabel('days')\n",
    "ax.set_ylabel(header[8]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (8,8))\n",
    "ax.plot(f0data[::24,9], label = 'f0')\n",
    "ax.plot(f1data[::24,9], label = 'f1')\n",
    "ax.plot(f2data[::24,9], label = 'f2')\n",
    "ax.plot(f3data[::24,9], label = 'f3')\n",
    "ax.plot(controldata[::24,9], label = 'control')\n",
    "ax.legend()\n",
    "ax.set_xlabel('days')\n",
    "ax.set_ylabel(header[9]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (8,8))\n",
    "ax.plot(f0data[:,8] + f0data[:,34], label = 'VolOilBeached + VWaterContent')\n",
    "ax.plot(f0data[:,9], label = 'VolumeBeached')\n",
    "ax.legend()\n",
    "ax.set_xlabel('days');\n",
    "#ax.set_ylabel(header[9]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YE19mtgewzXueC/QE8N7PBvYlllfymebDWjdQrrp132uSng3feAYGX+ymuv3rJ+7ObyIiIo2oxlC31v7cWtvDWtsLN9Dt39baK4A3gUu83WYCL3jP53qv8d7/t3W3UpoLXOaNju8N9AMWN9iZNJSiw2Cj9W+px0XS4KsPwsQfwtIHYfZUOLS9YeooIiJSiWOZp/4z4MfGmI24a+YPeuUPAh288h8DNwFYa9cATwFrgVeB66y10WP4/sZR23XfayMUgrP/By55GHashvtOg9ylx35cERGRStTpLm3W2gXAAu/5JioZvW6tLQQureLztwK31rWSTaq2677XxZCLodNAeOLrbmT89Ptg8LSaPyciIlIHWlGuotqu+15XnQbCd9+ALsPgnzNhudaKFxGRhqVQr6ghu98rysyBmS9C79Pg5Rtg76cN/x0iIhJYCvWK4qF+LKPfq5OSDtPuhVAKPP99iDW/YQUiItIyKdQrKoh3vzdSqANkd4ev3A5bP4CFdzXe94iISKAo1Csq2O+Wek3JaNzvGXopDLwQ3vwd7NnYuN8lIiKBoFCvqD7rvteHMXD+7e4HxL9+rFXnRETkmCnUK6rvuu/1kdUZzvxv+Owt+OjpmvcXERGphkK9orreS/1Yjb4Kuo2E135efj1fRESkHhTqFRXsb7yR75UJhWHqLMjfC2//b9N9r4iI+I5CvaKmbqkDdBsBIy6HxffD/s1N+90iIuIbCvWKmmqgXEWT/x+YMLzx26b/bhER8QWFeqLSYig5kpxQb9MNxl8Hq5+GL5Y1/feLiEiLp1BP1FjrvtfWxB9Cq47w+i81xU1EROpMoZ6osZeIrUl6Gzjj/8Hn78Ga55JTBxERabEU6oka82YutTVyJnQZCq//NxTnJ68eIiLS4ijUExUkufsd3BS38/4Ih3LhvT8lrx4iItLiKNQTlbXUk9T9Hnf8BBh8Mbx3p6a4iYhIrSnUEzWH7ve4c37rbs/6wvUQiyW7NiIi0gIo1BMVHgAMpGUnuyaQ3QOm/A42vwNLH0x2bUREpAVQqCcq2A/p2RBqJn+Wk74Jfc+Ceb+CfZuSXRsREWnmmkl6NRMF+5tH13ucMXDBXa4b/vnr1A0vIiLVUqgnSsa67zXJ7g7n3QZbFsLi+5JdGxERacYU6omSte57TYbPgBOnwPzfwJ6Nya6NiIg0Uwr1RIXNsKUOrht+6p0QSYMXroVYNNk1EhGRZkihnqi5XVNP1KYrnP+/sPUDeP/uZNdGRESaIYV6nLXumnqy1n2vjaGXwoCp7vasu9cnuzYiItLMKNTjig6DjTbfljp43fCzILU1PH8NREuTXSMREWlGFOpxzWk1uepkdoKv3A5ffAgLtTa8iIiUU6jHNZd132tj8MUwaBq8+XvYvirZtRERkWZCoR5X2Azu0FZb8W74Vh3g2auhpDDZNRIRkWZAoR7XUrrf41q1h4v+CrvXwb9/m+zaiIhIM6BQj4uHenMe/V5Rv7NgzH/Aor/AiieSXRsREUmySLIr0GwUxLvfW1CoA5z7O9i7Aeb+J2R2hr5nJrtGIiKSJGqpxxXsh0gGpGQkuyZ1E0mFrz0GOQPhqW/Bv2+FT/8NxUeSXTMREWliaqnHNdd132sjvQ1c8U94+ip453Z4OwYprWDghTBiBvQ6rfncTlZERBqNQj2uua77XlttusJVr7hFdLZ+AOtehNXPwao5kDMAJvynW5EukpbsmoqISCNR8y3uyF7IaJ/sWhy7tCzoexZc8Ce44ROYdi+EIvDCdXDvqbB9ZbJrKCIijUShHndkN2TmJLsWDSslw3W/X/MuzHgSig7BA2fCu7N0pzcRER9SqMcd2QWtOyW7Fo3DGOg/Bb6/EAacD/N/DbMvhANbk10zERFpQAp1gNIiKDzov5Z6Ra3aw6WzXZf89pVwz0RY/ri7Q52IiLR4CnVwXe/g35Z6ImNcl/z334XOg+GFa+HRC2Hvp8mumYiIHCOFOkDeLvfY2uct9UTtesG3/wVT74RtK+Hu8fD27VBa7Hotlj4MHz4C0ZJk11RERGpJU9qgvKWeGYCWeqJQCEZfCf3Pg1d+5taQX/6Y+5FTku/2WXQ3nPcH6DM5uXUVEZEaqaUOwWypJ8rqAl+b7UbIt+7k5rP/x5vudbQIHpvmVqvTwDoRkWatxpa6MSYdeBtI8/Z/2lp7szHmEeB04KC367ettSuMMQb4E3A+kO+VL/OONRP4pbf/Ldba2Q15MvV2xAv1oLXUK+o/xW2JTpgEC/8M7/wfrH8dTr4aRl/luu9FRKRZqU33exFwhrU2zxiTArxrjHnFe++n1tqnK+x/HtDP204G7gFONsa0B24GRgMW+NAYM9dau78hTuSY5O2G1KyWt+57U0hJh9N/CsMvg3m/cgH/3l3uxjGjvwP9zoGwruKIiDQHNXa/WyfPe5nibdXNgboIeNT73PtAW2NMV+BcYJ61dp8X5POAKdUcp+kc2eX/6WzHqm1PuPRh+NFHcPrPYOcamDMD/jQM5v8GdqzW1DgRkSSr1TV1Y0zYGLMC2IUL5g+8t241xqwyxswyxsQXFe8OJF58zfXKqipPvjwfLzzT0LJ7wOSfw49Ww9cfh04D4b0/wb0T4a9j4c3fw+71ya6liEgg1SrUrbVRa+0IoAcw1hgzBPg5MAAYA7QHfubtbio7RDXlRzHGXG2MWWqMWbp79+7aVO/Y+XGJ2MYWjsDAqfCNZ+CG9fCVO9z93N/6A/x1DDx+qWvNi4hIk6nT6Hdr7QFgATDFWrvd62IvAh4Gxnq75QI9Ez7WA9hWTXnF77jfWjvaWjs6J6eJgvbIbrXUj0XrjjDmO/Dtl+DH6+DMX8GWD9yKdf/6iZv7LiIija7GUDfG5Bhj2nrPM4CzgI+96+R4o92nAau9j8wFvmWcccBBa+124DXgHGNMO2NMO+Acryy5oqWQv08j3xtKm65w6k/ghyvg5O/Bkr+5KXFH9ia7ZiIivlebYctdgdnGmDDuR8BT1tqXjDH/Nsbk4LrVVwDXePu/jJvOthE3pe1KAGvtPmPMb4El3n7/Y63d13CnUk/5ewDrWpvScFq1d4vWdB/tbvv6tzPgWy9oKpyISCOqMdSttauAkyopP6OK/S1wXRXvPQQ8VMc6Nq6yhWfUUm8Uwy51Qf74JfDoRXDlq641LyIiDU4rymnhmcbXcwx841k4skdd8SIijUihnhe/Q5tGvzeqHqNgxhzYvxn+fjEUHkp2jUREfEehrpZ60+l9KnztUdi5Gp74OhTnJ7tGIiK+olDP2wWRDEjNTHZNguHEc+Hi+2HLInjqm5ruJiLSgBTq8YVnTGVr40ijGPJVuOBPsHE+vPhDLS8rItJAdCcOLRGbHKNmwuHtsOD3bl35yb9Ido1ERFo8hfqR3dD2uGTXIphO/xkc3OqWls3uASO/lewaiYi0aOp+z9ulhWeSxRiYeif0ORNe/BFsmJ/sGomItGjBDvVYzK0op+735AmnwNdmQ+dB8M+ZsH1lsmskItJiBTvUC/aBjWk6W7KlZcHl/4SMdu7ubge2JLtGIiItUrBDPW+ne9TCM8nXpitc8U8oKYS/XwIF+5NdIxGRFifYoX54h3vM0lrkzUKngXDZ32HfJpjzDSgtSnaNRERaFIU6QFaX5NZDyvU+DabdA5+/C09f5W6NKyIitRLsUM9TqDdLwy6FKX+Aj1+C56+BWDTZNRIRaRGCPU/98A5Iz4aUjGTXRCoadw2U5MMbv4FwKlz4ZwiFk10rEZFmTaGeqVZ6s3XqjyFa7FadK86Dix+ASFqyayUi0mwp1NX13rxNuslNeXvtF+52rV9/zL0WEZEv0TV1hXrzN/46uOhu+Oxt+NtZsPfTZNdIRKRZCm6oW6uWekty0hXwzefcsr4PTIb1rye7RiIizU5wQ71gv7teq2vqLccJp8PVb0L2cfDEpfCvn0DxkWTXSkSk2QhuqGuOesvUrhd8dz6Mvx6WPAj3ngLrXtQ92UVECHKoa456y5WSDufeCjPnggnDk9+Av50Jm95Kds1ERJIquKPf1VJv+XqfBte+Dyv/4aa9PXohnDAZzvwVdB/Z+N//7NWwcT50Hgydh0KXIe55p8EQDu5/WiKSPMH9P0881HVNvWULR2DkN2HopbD0QXj7djeQbtBFcMZ/Q8d+jfO9JYWw5nno0BeK8mDpQ1Ba4N7LaAf9z4cBU6HPZC1uJCJNJtihnpYNqa2SXRNpCCnpburbSd+ERX+FRX9x19qHXgoTf+ha0A3pi6UQLYIz/xv6n+eWst23yd0PfsM8t8TtischpTX0OxsGXgD9zoH0Ng1bDxGRBAEO9e2Q1TnZtZCGlt4GJv8cxnwX3rsTlj4Mq56EPmfCiMtdC7ohfsh99g6YEBw33r0OhV2vQMd+MPQSiJbA5nfcD4uP/wVrn3fL3Z4wybXg+58Pmbrlr4g0LGOb8ajh0aNH26VLlzbOwR88xy05OvPFxjm+NA/5+2DJ3+DD2XAoF1KzXNf88Mvg+IkQqudY0YfPd9PpvleLwXmxGOQugXVzXcgf+Lz8B8HAC1zAtzu+fvUQEd8xxnxorR1dr88GNtTvHAo9x8FXH2ic40vzEovB5+/Byjmw9gUoPgzZPV33/PDLIKd/7Y9VUgC3HQcnfw/OuaVu9bAWdq524b7uJdi1xpXnDHDd9H3PdmEfSa3bcUXEN44l1IPZ/W4tHN6pke9BEgpB71Pddv7/wicvu4B/70549w7o2B8GeIPbuo2svgW/9QO3cFGv0+peD2Ogy1C3Tf6FW/J2/Wuw4XX44D5Y+GdIzXTd9P3OcUHfplt9z1pEAiaYoV6w3w1yUqgHU2ord9176CXux93a59117/fugndnuRkR/c+DAV9x0+Yq3hnus3fc/Pjjxx97XTr0gfHXuq0oz61vv+H18sF24KbL9TvbhXyPMcc+Xe7jl900wOye0Pa4ozcN5BNp0YIZ6nk73aNCXbI6u270k7/nfuzFw3TVU/Dhw+4afL+zoP9XXLBmtIXN70K3kxr+bnFpmV5vwfmuN2nXuvKAf+9PrkchPdt10Q+6CPqeVfdBf9ESeOVGKDwIsVJ3z/pEGe2gXW84foLrLThuvKuXiLQIwQz1w9vdo+aoS6KMdjDsa24rKXSt5o9fgk9egTXPudb5cePhiw9hwvWNWxdjoPMgt53yIyg4AJsWuJBf/yqsfhpSWrnW+6AL3WNtfmSsfQEOboUZT8KJ50L+Xjdwb//ncGCL23Z/Aovvd9MCQxHXO3DCJOh9OvQYDeGUxj13Eam3gIa6WupSg5R0OPEct8VHr69/1YVqrBROPK9p65PRFgZPc1u01A36W/uCG3C39nkIpbjLAX3Pdj0KOQPcD4NE1sLCu6Djie5HgDHQuqPbuo86et+SAtjyvvsh8dlbsOA2t2pfaqY7/pCvuu9KSW+yP4GI1CyYo9/fuQPe+A38Yhuktm7444u/lRY3n9HpsagL3/WvuiVrd6115W16uMsGfc92d7dLy3I9D7MvgAvuglEz6/Y9BfvdZYdP/w1r50L+Hkhr4wYWDvmqa8lraVyRBqEpbXX1yk2w/DH4xRcNf2yRZDqY68J9wzx3g5viw64Vf9w4F8x5O+FHq4+thR0thc1vw0fPuJ6CooOQ1RWGz4CTvuEG/4lIvWlKW11FiyCibkPxoeweMOrbbistdtPvNs6DDfPdnPizfnPsXebhCPQ5w21T73BT8lY8Xj498LgJbj3+QRepJ0ykiQWzpT73B6678ob1DX9skeaq4IDrMq/vKno1ObTdTZVb/nfY96mbOTDkYrcef4/RX77GLyKVUku9rmzUjWQWCZKMto17/DZd4dQfwyn/BVsWwbLH4KN/wrLZbuDeSd+AYZdpzXuRRtRIP9mbOWvd2tsi0vCMcfPcp98DP/nEDcxLy4LXfwl3DIA5V8Anr7pr8yLSoILZUo9FG68LUkTKpbdxI+1HzYRdH7sBqivnuPn/mV1gxAzXPa/BdSINIpjJpu53kabXaQCceyv85GP4+uPQbYRbKe/PI+Gh82DFE+7OdyJSb8FsqduYu/+1iDS9cAoMnOq2xMF1z38fXr5Rg+tEjkEwQz0W1TV1keag4uC65X/X4DqRYxDMZMMG1ogAACAASURBVFP3u0jzEh9cN+3uhMF1bcoH1z02HRb91V2Xb8bTcEWSLaAtdXW/izRbFQfXrXjcrSvx2i/c+216QN8zYOCF3vK0usGMSFyNLXVjTLoxZrExZqUxZo0x5jdeeW9jzAfGmA3GmCeNMaleeZr3eqP3fq+EY/3cK//EGHNuY51UjWxM1+pEWoJOA+Cc38L1S+BHH8HUO6H7SbDmeXj8Evi/AfCvG2DrYrXgRahdS70IOMNam2eMSQHeNca8AvwYmGWtnWOMuRf4DnCP97jfWtvXGHMZ8Afg68aYQcBlwGCgGzDfGHOitTbaCOdVPXW/i7Q8bY+D0Ve6rbTIrXH/0T/dNLklD0Db42H4ZW5rf0KyayuSFDW21K2T571M8TYLnAE87ZXPBqZ5zy/yXuO9f6Yxxnjlc6y1Rdbaz4CNwNgGOYu6ikXV/S7SkkXSYMBX4NJH4IYNMO0eaN8b3voj3HUSPDQFPpwNhQeTXVORJlWrgXLGmLAxZgWwC5gHfAocsNbGl4TKBbp7z7sDWwG89w8CHRLLK/lM07IxtdRF/CK9DYy4HL71AvzXGjjzZsjfCy/+AG4/EZ7+jmvVx5q+U1CkqdVqoJzXRT7CGNMWeA4YWNlu3mNlF6ttNeVHMcZcDVwNcNxxx9WmenVnNaVNxJeyu5dPkfviQ7egzepnYPXT0KoDnHgeDDgfTpgMqa2SXVuRBlen0e/W2gPGmAXAOKCtMSbitcZ7ANu83XKBnkCuMSYCZAP7EsrjEj+T+B33A/eDu0tbnc6mtjT6XcTfjHGL1/QYDVN+70bPr3vRbSv+DpEMd+vYAV+BE6dA6w7JrrFIg6gx1I0xOUCJF+gZwFm4wW9vApcAc4CZwAveR+Z6rxd57//bWmuNMXOBJ4wxd+AGyvUDFjfw+dSOjUIomLP5RAInkubu7T7oIneP+c/fg09eho//BZ/8y/Xa9RwH/ae4lnzHfpodIy1WbZKtKzDbGBPGXYN/ylr7kjFmLTDHGHMLsBx40Nv/QeAxY8xGXAv9MgBr7RpjzFPAWqAUuC4pI9/Bu6au7neRwImkQp/Jbjvvj7B9pRfur8C8X7mt/Qmu9X7iFLcgjubBSwtibDOe2zl69Gi7dOnShj/wA2e6wTXffK7hjy0iLdOBrbDhNXdb2M/ehmgRpGVD3zNdwPc7G1q1T3YtJQCMMR9aa0fX57PB7IPWPHURqahtTxjzXbcV5cGmBbD+FVj/Oqx5tryb/sRzof950PFEddNLsxPQUNdAORGpRlpm+Z3kYjHYttwF/Cevwvyb3daut2vB9z4Vuo+CrC7JrrVIQEM9pmvqIlJLoRD0GOW2M34JB3PdaPpPXoWlD8EH97j92nSH7iOh20joOgw6D4HMzmrNS5MKZqhrnrqI1Fd2j/Ju+pIC2L7KzYmPb+teLN83szP0HOu67XueDF2Hu8F6Io0kmKGuZWJFpCGkZMBxJ7stLn8f7FoLO1bDtmWw9YPyoI+ku5Z8z7FwnBf0GnwnDSiYoa5lYkWksbRqD71OcVvc4R3uTnJbP4At77t7w793p3uvQz83R37EFdCpssU6RWovoKGu7ncRaUJZXWDQhW4D122/bbkL+M8Xwvv3wMI/Q7eTYPjlMPQSteClXoIZ6up+F5FkSslwC9scP8GtVX9kj7uN7Ion4JWfwmu/gIEXuNvM9jpVg+2k1oIZ6up+F5HmpHVHGPd9t+1YDSsedwG/5lnIGeBuUDPkq1rdTmoUzD5oLRMrIs1VlyHuJjQ/+Rim3evuU/Hc9+DPI2H53yFaWvMxJLCCmWyxqJt7KiLSXKVkwIgZcM27MGMOZLSHF66De8bDmuehGS/xLckTzGTTMrEi0lIY45alvXoBfO0xwMA/Z8L9k2DDfIW7HCWgoa5lYkWkhTHGjZ6/dhFMu8fNh3/8q/C3M+Hjl91KmRJ4wQz1mKa0iUgLFQrDiMvhP5fC1DvdyPk5M+DeU+Cjp93/3ySwgplsGv0uIi1dJM1NefvPZTD9PoiVwjPfgb+OhdXPqOUeUMEMdc1TFxG/CEdg+GVw7ftw6WwIp8LTV8F9p8H613TNPWCCGeo2psUcRMRfQiEYPM2Nlr/4ASjOgye+Bg+dC5veUrgHREBDXaPfRcSnQmEY9jW4fom75n5gKzx6ITwwGdY8p3nuPhfMUFf3u4j4XTjFXXP/wXIX7oUH4Z/fhjuHwL9vhb2fJruG0gi0TKyIiJ+lpLtwH/ktWP8qfPgIvP2/8PYfoX0f6HsmdB3hVrLr2N/tLy1W8ELdWsBqSpuIBEsoDAO+4rYDW+GTV2DDa7DsMSi93+1jwtDxROg82IV8Z2/L6qJxSC1E8EI9PodT3e8iElRte8LJV7stFoV9m2DnanczmZ1r3H3fVz9dvn9G+6NDXq36Zit4oW69UFdLXUTENXA69nPb4Onl5QUHXMDvXAM7P3KPSx+G0gL3frxV33UYdBkKXbxH3Qc+qQIY6t6CDAp1EZGqZbSFXhPdFheLwr7PXMjvWO1a95+9A6ueLN8nu+fRId91mCtT932TCF6oq/tdRKR+QmHo2Ndtia36I3tgxyrY8RFs9x7Xv1reiEpv6wK+2wjoMQZ6jIU2XZNzDj4XvFAv635XqIuINIjWHaHPGW6LKz4CO9d6Yb/Khf0H98HCP7v3s4+DnmOg20mQMxA6DYA23dWiP0YBDHXvl6Na6iIijSe1tQvtnmPKy0qLXLjnLoati2HL+26d+ri0NpAzAHJOhA59va0ftO/t1rqXGgUv1GO6pi4ikhSRtPKgH3+dK8vfB7vWwa61sPtj93z963Dk7+WfMyF3Xb5jv4Sw97Y23d0SuQIEMdQ1+l1EpPlo1f7LA/LAjb7f96lb+W7vRtizwT1+vghKjpTvF0l3i+h09EK+44mudd+xL6RnN+25NAPBC3UNlBMRaf4y2kL3UW5LZC0c3gF7vZCPh/6O1bDupfKGG0Bml/LpemVh38+1+n3aug9eqGtKm4hIy2WMGznfpiv0Pu3o90qLYf9m2LPehf4eb1v9jFv7Pi6S7rXqK4R9h76Qltmkp9PQAhjqGv0uIuJLkVQ3yC7nxKPLrXXT7vZucIEfD/ttK2DtC+WNPXDX6CuGfcd+LWZkfvBCXd3vIiLBYgxk5rjt+AlHv1da5JbJTQz7Peth5RwoOlS+X0pr77q9F/gdE1r3KRlNez7VCF6ol3W/K9RFRAIvkgadBrotkbWQt/PLYZ+72JuGZ70dDXztURh0YVPXvFIBDnVdUxcRkSoY4+5Ol9Xly9fuSwrcAL144HcZkpw6ViJ4oV7W/a5QFxGRekjJcEHejMI8LnjJpoFyIiLiUwEMdS0TKyIi/hS8UI9pRTkREfGn4CWbut9FRMSnghfqMXW/i4iIPwUv1MumtDX/lYFERETqIoChru53ERHxp+CFupaJFRERnwpeqGuZWBER8akaQ90Y09MY86YxZp0xZo0x5ode+a+NMV8YY1Z42/kJn/m5MWajMeYTY8y5CeVTvLKNxpibGueUamA1pU1ERPypNsvElgI/sdYuM8ZkAR8aY+Z5782y1t6euLMxZhBwGTAY6AbMN8bE74P3V+BsIBdYYoyZa61d2xAnUmsa/S4iIj5VY6hba7cD273nh40x64Du1XzkImCOtbYI+MwYsxEY67230Vq7CcAYM8fbt2lDXQPlRETEp+rUB22M6QWcBHzgFV1vjFlljHnIGNPOK+sObE34WK5XVlV5xe+42hiz1BizdPfu3XWpXu1oSpuIiPhUrUPdGJMJPAP8yFp7CLgH6AOMwLXk/y++ayUft9WUH11g7f3W2tHW2tE5OTm1rV7tafS7iIj4VK1uvWqMScEF+uPW2mcBrLU7E95/AHjJe5kL9Ez4eA9gm/e8qvKmo+53ERHxqdqMfjfAg8A6a+0dCeVdE3abDqz2ns8FLjPGpBljegP9gMXAEqCfMaa3MSYVN5hubsOcRh3oLm0iIuJTtWmpTwS+CXxkjFnhlf0CmGGMGYHrQt8MfA/AWrvGGPMUbgBcKXCdta55bIy5HngNCAMPWWvXNOC51I7u0iYiIj5Vm9Hv71L59fCXq/nMrcCtlZS/XN3nmoQWnxEREZ8KXnO1bKBc8E5dRET8LXjJVtZSD96pi4iIvwUv2TT6XUREfCp4oa556iIi4lPBC3UNlBMREZ8KcKgH79RFRMTfgpds6n4XERGfCl6o637qIiLiU8FLNnW/i4iITwUv2dT9LiIiPhW8UNc8dRER8akAhrru0iYiIv4UvFCP6Zq6iIj4U/CSTaPfRUTEp4KXbLGoC3RT2d1kRUREWq7ghbqNaZCciIj4UgBDPaqudxER8aXgpVssqpHvIiLiS8ELdXW/i4iITwU01IN32iIi4n/BS7dYFELBO20REfG/4KWbjar7XUREfCmAoR7TQDkREfGl4IV6TFPaRETEn4KXbhr9LiIiPhW8UNdAORER8angpZumtImIiE8FL900+l1ERHwqeKGuZWJFRMSnghfqGignIiI+FdBQD95pi4iI/wUv3TT6XUREfCp46aaBciIi4lMBDHV1v4uIiD8FL900+l1ERHwqeKGu7ncREfGpAIa6VUtdRER8KXihrru0iYiITwUv3axCXURE/Cl46aaBciIi4lPBC3UtEysiIj4VwFBX97uIiPhT8NItFlP3u4iI+FLwQl0ryomIiE/VmG7GmJ7GmDeNMeuMMWuMMT/0ytsbY+YZYzZ4j+28cmOMucsYs9EYs8oYMzLhWDO9/TcYY2Y23mlVQ93vIiLiU7VJt1LgJ9bagcA44DpjzCDgJuANa20/4A3vNcB5QD9vuxq4B9yPAOBm4GRgLHBz/IdAk9LodxER8akaQ91au91au8x7fhhYB3QHLgJme7vNBqZ5zy8CHrXO+0BbY0xX4FxgnrV2n7V2PzAPmNKgZ1MbWiZWRER8qk790MaYXsBJwAdAZ2vtdnDBD3TydusObE34WK5XVlV507IaKCciIv5U61A3xmQCzwA/stYeqm7XSspsNeUVv+dqY8xSY8zS3bt317Z6tRfTQDkREfGnWqWbMSYFF+iPW2uf9Yp3et3qeI+7vPJcoGfCx3sA26opP4q19n5r7Whr7eicnJy6nEvtqPtdRER8qjaj3w3wILDOWntHwltzgfgI9pnACwnl3/JGwY8DDnrd868B5xhj2nkD5M7xypqWjUFILXUREfGfSC32mQh8E/jIGLPCK/sFcBvwlDHmO8AW4FLvvZeB84GNQD5wJYC1dp8x5rfAEm+//7HW7muQs6gL3aVNRER8qsZQt9a+S+XXwwHOrGR/C1xXxbEeAh6qSwUbnLrfRUTEp4LXZNU8dRER8anghbq1aqmLiIgvBTDUdU1dRET8KXjpFotq9LuIiPhS8NJNA+VERMSnAhjqWlFORET8KXjpptHvIiLiU8EKdWsBjX4XERF/Cliox9yjWuoiIuJDwQr1WNQ9mqoWyBMREWm5ghXqNh7qaqmLiIj/BCvU4y11db+LiIgPBSvU49fUNaVNRER8KFjppu53ERHxsWCFekyj30VExL+CFerqfhcRER8LVrqVdb8H67RFRCQYgpVuGv0uIiI+FqxQ10A5ERHxsYCFugbKiYiIfwUr1GO6pi4iIv4VrHQrG/2ulrqIiPhPMEM9FKzTFhGRYAhWuqn7XUREfCxY6abR7yIi4mPBCnXNUxcRER8LVqhroJyIiPhYQEM9WKctIiLBEKx0K+t+D9Zpi4hIMAQr3dT9LiIiPhawUNeUNhER8a9gpZtGv4uIiI8FK9Q1T11ERHwsYKGuu7SJiIh/BSvUY5rSJiIi/hWsdNNAORER8bFgpZsGyomIiI8FK9S1opyIiPhYsNJNo99FRMTHghXq6n4XEREfC1aoW+se1VIXEREfCliox7vfTXLrISIi0giCFerqfhcRER8LVqhroJyIiPhYwEJdU9pERMS/akw3Y8xDxphdxpjVCWW/NsZ8YYxZ4W3nJ7z3c2PMRmPMJ8aYcxPKp3hlG40xNzX8qdSCut9FRMTHatNkfQSYUkn5LGvtCG97GcAYMwi4DBjsfeZuY0zYGBMG/gqcBwwCZnj7Nq2ylrpCXURE/CdS0w7W2reNMb1qebyLgDnW2iLgM2PMRmCs995Ga+0mAGPMHG/ftXWu8bHQXdpERMTHjuXi8vXGmFVe93w7r6w7sDVhn1yvrKryphXTlDYREfGv+ob6PUAfYASwHfg/r7yytLTVlH+JMeZqY8xSY8zS3bt317N6VdDodxER8bF6hbq1dqe1NmqtjQEPUN7Fngv0TNi1B7CtmvLKjn2/tXa0tXZ0Tk5OfapXNQ2UExERH6tXqBtjuia8nA7ER8bPBS4zxqQZY3oD/YDFwBKgnzGmtzEmFTeYbm79q11PGignIiI+VuNAOWPMP4BJQEdjTC5wMzDJGDMC14W+GfgegLV2jTHmKdwAuFLgOmtdn7cx5nrgNSAMPGStXdPgZ1OTsu53zVMXERH/qc3o9xmVFD9Yzf63ArdWUv4y8HKdatfQYhr9LiIi/hWsJqtWlBMRER8LVrrZKGA0pU1ERHwpWKEei6rrXUREfCtYoW6jGvkuIiK+FbBQj6mlLiIivhWsUI/FNEhORER8K1gJp+53ERHxsYCFegxCwTplEREJjmAlXCyq7ncREfGtYCWcut9FRMTHghXqmqcuIiI+FqxQt1YtdRER8a2AhbquqYuIiH8FK+FiUY1+FxER3wpWwmmgnIiI+FjAQl0ryomIiH8FK+E0+l1ERHwsWKFuY+p+FxER3wpeqGugnIiI+FSwEk7LxIqIiI8FK+E0+l1ERHwsWKGugXIiIuJjwQp1TWkTEREfC1bCafS7iIj4WLBCXd3vIiLiY8EKdXW/i4iIjwUr4XSXNhER8bFgJZy630VExMeCFeqapy4iIj4WsFCPqaUuIiK+FaxQj2mgnIiI+FewEk4D5URExMeClXDqfhcRER8LVqjrLm0iIuJjwUo4jX4XEREfC1aox9T9LiIi/hWsUNcNXURExMcCFupRMCbZtRAREWkUwQp1LRMrIiI+FqxQV/e7iIj4WMBCXVPaRETEv4KVcBr9LiIiPhasUNc8dRER8bGAhXoMQsE6ZRERCY5gJZyWiRURER+rMeGMMQ8ZY3YZY1YnlLU3xswzxmzwHtt55cYYc5cxZqMxZpUxZmTCZ2Z6+28wxsxsnNOpgbrfRUTEx2rTbH0EmFKh7CbgDWttP+AN7zXAeUA/b7sauAfcjwDgZuBkYCxwc/yHQJPSPHUREfGxGkPdWvs2sK9C8UXAbO/5bGBaQvmj1nkfaGuM6QqcC8yz1u6z1u4H5vHlHwqNy1rAUlhqm/RrRUREmkp9LzB3ttZuB/AeO3nl3YGtCfvlemVVlX+JMeZqY8xSY8zS3bt317N6X7bjQD4AL63eSUk01mDHFRERaS4aetRYZQur22rKv1xo7f3W2tHW2tE5OTkNVrEubVsxf+I/uH3XWG6euwZr1WIXERF/qW+o7/S61fEed3nluUDPhP16ANuqKW86xnDW2eczfdJYnvhgCw+++1mTfr2IiEhjq2+ozwXiI9hnAi8klH/LGwU/Djjodc+/BpxjjGnnDZA7xytrcj89pz9TBnfhln+t4+YXVlNcqq54ERHxh9pMafsHsAjob4zJNcZ8B7gNONsYswE423sN8DKwCdgIPABcC2Ct3Qf8Fljibf/jlTW5UMjw58tP4run9Gb2os/5+v2L2LznSDKqIiIi0qBMc762PHr0aLt06dJGO/4rH23nxqdXUVQa45rTT+D7k/qSkaopbyIikjzGmA+ttaPr89lAL6923tCuvPGT0zl/aBfu+vdGTv3jm9w5fz27Dxclu2oiIiJ1FuiWeqIPNu3lnrc+ZcEnu0kNh/jW+OO5bnJf2rVObZLvFxERgWNrqUcaujIt1ckndODkEzrw6e487l3wKQ+99xlPLtnKf18wiK+N7lnzAURERJIs0N3vlemTk8n/XjqcV354GkO6Z3Pj06uYvXBzsqslIiJSI4V6Ffp3yeKRq8Zw9qDO3Dx3jea1i4hIs6dQr0ZaJMxfLx/JuYM789uX1nLLS2uJxprvGAQREQk2hXoNUiMh/nr5SL49oRd/e/czrnpkCQfzS5JdLRERkS9RqNdCJBzi1xcO5tbpQ3hv4x7OvGMBTy3dSkytdhERaUYU6nVwxcnH8/x1Ezm+Q2tufHoV0+9+jwWf7NLNYUREpFlQqNfRkO7ZPH3NeO742nD25BXz7YeXMP3uhTy3PJeC4miyqyciIgGmxWeOQXFpjGeW5XLPgk/Zsi+f1qlhJvXvxNAe2Qzrns3g7tlkZ6Qku5oiItKCHMviMwr1BhCLWRZv3sezy3JZ+OlecvcXlL13fIdWDO2e7bYe2Qzpnk2bdAW9iIhUTivKJVkoZBh3QgfGndABgP1Hivnoi4N89MVBVn9xkOVbDvDSqu1l+/fu2JrTT8xh2kndGd4jG2NMsqouIiI+opZ6E9nnBb0L+f28vWEPxaUxendszUUjujFtRHd6dWyd7GqKiEiSqfu9BTpYUMKrq7fz/PJtvP/ZXqyFcSe055vjenHO4M6khDWGUUQkiBTqLdz2gwU8u+wL/rF4C7n7C8jJSmPGmJ7MOPk4umZnJLt6IiLShBTqPhGNWd5av4u/v7+FNz/ZhQHG9+nA1GHdmDK4i24DKyISAAp1H9q6L59/Lt3Ki6u289meI0RChlP7dWTqsG6cPbizRtCLiPiUQt3HrLWs2XaIF1dt46WV2/niQAGpkRCT++cwdVg3zhzYiVapmsQgIuIXCvWAsNaybMsBXlq1jX+t2s6uw0VkpISZPCCHU/rmMKFPB7q1zSA1okF2IiItlUI9gKIxy+LP9vHiqm28sW4nOw8Vlb2XkRKmTUaE7IwU2qSnuMeMFHKy0uiWnU73dq3o1jad7m0zyM5I0Tx5EZFmRIvPBFA4ZBjfpwPj+3TAThvCp7uPsGTzPvYcLuJQYQmHCko5WFDCocISdhwq5JOdh9l9uIii0thRx2mdGqZb2wy6tc2gU1Yanduk06lNGp2y3GPnNunkZKap9S8i0gIo1H3AGEPfTpn07ZRZ7X7WWvYeKeaL/QVsO1DAF/FtfwHbDxby8Y5D7MkrJlrJLWXbt06lU1Yandqk0zkrjY5ZabRJTyEzPUJWWoTMtAiZ6e4xK738dVok3FinLSIiFSjUA8QYQ8fMNDpmpjG8Z9tK94nGLHuPFLHrUBG7Dhey61AROw8VsdN7vutwIet3HGZPXhGltbiffFZ6hD45mfTJyWRYj2yG92zLwK5ZCnsRkUagUJejhEPGdb1npQPZVe5nraWoNMbhwlLyikrJKyzlcFEJefHXRaUcLixlx8FCNu3J4631u3lmWS4AqeEQA7u14aSebRnRsy3De7alV4dWurYvInKMFOpSL8YY0lPCpKeEyclKq3F/ay3bDxayYusBVm49wPKtB3hyyVYeWbgZgLatUhjRsy0n9WzHSce5oNdta0VE6kahLk3CGFM2IO/8oV0BKI3G2Lg7jxVbDrBi6wGWbznAW+vXE5+Q0SenNSN6tmNYj2z6dc6kX6csOmamqkUvIlIFTWmTZuVwYQkf5R5k+dYDLN+yn+VbDrD3SHHZ+9kZKfTrlMlxHVrRNTudLm3S6dwmna7ZGXTITKVdq1QyUnW9XkRaLk1pE9/ISk9hQt+OTOjbEXDd9rsOF7FhZx4bdh1mw648Nu7MY9Gne9l1uKjSkfppkRDtW6fStlUq7Vql0K5VKm0THlunRWiVGiYjJUyr1AgZqWFaeZt7HiEjJUw4pB4BEWlZFOrSrBlj6Oy1xk/p1/Go96Ixy968InYcKmTHwUL2HSlmX34xB/JL2H+kmP35JRzIL2bdjkMc8J7XYsB+mbRIyAv78uBPTwmX/SDISAmTnhqmVYr7MXDUexVex5/HxyGkp4RIj4QJ6YeDiDQghbq0WOGQoVObdDq1SWdYj5r3j8Ush4tKyS8uJb84SkFxlPziKPnFpeXPS6IUfOn9KAUlrqywJMr+I8VsK4lSUOL2KfA+V58rWanhEGmREGnxoE8I/PSUMGkRV5YWfy/i3k+LVNg/JVxW9qXHlDDpkfLHSFgLCYn4lUJdAiMUMmRnpDTKqPr4FL9CL+zjPwoK489Lyp8XlUQp9PYtLHGPRaVRikpiFJaWl+UXl7LviCsrKolRlPBebdYIqEokZMp/LHiPqRVexx8r/ZGQ8JhW4QdGq9SwtwBRClnpEdIiIQ1sFGlCCnWRBpA4xa/yZX0aVmk0RmFprMIPBBf6RRV+BFR8dD8iqn48kF9c+edK694bkRI2ZSEfX2WwTdnKg96KhN6qhIn7uLIUMrxxDhrjIFI7CnWRFigSDpEZDpGZ1nT/CVtrKYnaKn8kFHk9EfFFiA57CxDlFZZyuLCkbEGibQcKveclHC4srXWvQ2o4RHpKqCzky8YsJLyOj2eo+H7ZeykVXieMlchICZMSNupZkBZNoS4itWKMITViSI2EyEpvmGNWXJnwcGH5D4K8wlLyS6IUepcv4mMYChPHM3iPB/JL3CWOhH0LS2I1V6CCcMiU/0BIDXnBHyEjJfTlHwRVDJBMi4RJjRgioRCRsCElHCISSnztnqdEQuUDLlN0mUIahkJdRJKmrisT1kUsZiksLQ//wpIoBcWxhB8Ipd5jLOH98jERia8LSqLsPVJMwf4KPyjqOUCyMhkpYVqnhWnjjfto6z1mZ6SQ3SqVthkpdMhMLbt/Q3xdBl2WkEQKdRHxpVDI0Co1QqvUxvvfXMUBkvEZE6UxS2k0RknUUhqLURq15WVl78UoLIkdNZAyr8jdMvlgfgl78or5dPcRDuQXc7iotNIfDyED7Vun0bEs7FPp4IV+x8zUo9ZraN86lTbpKZpG6XMKdRGRemqqAZLRmOVQUilRzgAACdZJREFUQQl7jxSxJ6+YPXlF7PUe3eaeb9mSz568IvKLo5UeJ2SgrbcIU2ZahJRwiNRwiNSI2+KXBiIhQzhkiIS9x3hZ2JRfSkh4HQ65z7p9K38dKdvXfT4cSnw/YTMJ323cGIdwyBAyHPU8ZIy3ec/1YwVQqIuINHvhkKFd61TatU6lb6ea988vLmVvXjH7jhSzP9/bjpQc9fxIcSnFpa7HID+/lKLSGKUxSzTmeheiUUtJ/HU05pXbsn2ao5BxfyvjhX3YC37jlYfKfiQk/CgIffkHwlHHqPF48KOz+jHq+PbJPn1AoS4i4jutUiO0ah+hZ/tWjXJ8a+3RIe9dZojGvB8CCa/dZYcvv45aSzQWIxqDaKz8B0XiVhqzWGuJWYh532njz633POaex7znsYT93WvvubdFY3jHrPD8qM9UcTxricUgai0l0Rgxi/ejp/n8yFGoi4hInRjjuscjundSs6P1IkVERHxCoS4iIuITCnURERGfOKZQN8ZsNsZ8ZIxZYYxZ6pW1N8bMM8Zs8B7beeXGGHOXMWajMWaVMWZkQ5yAiIiIOA3RUp9srR1hrR3tvb4JeMNa2w94w3sNcB7Qz9uuBu5pgO8WERERT2N0v18EzPaezwamJZQ/ap334f+3d68xctVlHMe/PxEvlEJBS63QhmKARFEs9wTRFyjSIlS8paTaWokNCajEGMH0DfoKL5ioMRJUrnLTQMPGqAEUxZigpbW0XFootEjpphWIIGKU4s8X5z/JtM4sdndmT3vO75NMZua/Z2afZ58z+5w5c+b8mSZp5hB+f0RERCtNtKkbuFPSKknLytgM26MA5bpzqoRDgae6HruljEVERMQATPR76qfa3irpEOAuSevHWLbXOfz+5xv7ZeNgGcDs2bMnGF5ERER7TOiduu2t5Xo7sAI4CdjW2a1erreXxbcAs7oefhiwtcdzXmX7BNsnTJ8+fSLhRUREtMq4m7qkKZKmdm4DZwAPAiPAkrLYEuCOcnsEWFyOgj8FeL6zmz4iIiImbiK732cAKyR1nucm27+StBL4qaTzgb8AHy/L/wKYD2wEXgKWTuB3R0RExC7G3dRtPwEc22P8WeD0HuMGLhzv74uIiIix5YxyERERDZGmHhER0RBp6hEREQ2Rph4REdEQaeoRERENkaYeERHREKq+abZnkvRX4MkBP+2bgWcG/Jx7srblC8m5LdqWc9vyhfbmPMX2uE6pukc39WGQdH/XNLGN17Z8ITm3Rdtyblu+kJzHI7vfIyIiGiJNPSIioiHa2NSvqjuASda2fCE5t0Xbcm5bvpCcd1vrPlOPiIhoqja+U4+IiGik1jR1SWdK2iBpo6RL645nGCTNknSPpEckPSTpC2X8MklPS1pTLvPrjnWQJG2WtK7kdn8ZO1jSXZIeK9cH1R3nIEg6uquOayS9IOniptVY0tWStkt6sGusZ01V+W55ba+VdFx9kY9fn5y/KWl9yWuFpGll/HBJ/+yq95X1RT5+fXLuuy5L+kqp8wZJH6wn6onpk/OtXflulrSmjO92nVux+13SPsCjwAeALcBK4DzbD9ca2IBJmgnMtL1a0lRgFfBh4BPAi7a/VWuAQyJpM3CC7We6xr4BPGf78rIRd5DtS+qKcRjKev00cDKwlAbVWNJ7gReB620fU8Z61rT80/8cMJ/qb/Ed2yfXFft49cn5DOA3tndI+jpAyflw4Oed5fZWfXK+jB7rsqS3AzcDJwFvBe4GjrL9yqQGPUG9ct7l51cAz9v+2njq3JZ36icBG20/YfvfwC3AgppjGjjbo7ZXl9t/Bx4BDq03qtosAK4rt6+j2rhpmtOBx20P+gRNtbN9L/DcLsP9arqA6h+kbd8HTCsbuHuVXjnbvtP2jnL3PuCwSQ9siPrUuZ8FwC22/2V7E7CR6n/7XmWsnCWJ6k3YzeN9/rY09UOBp7rub6Hhza5s4c0F/liGLiq78K5uyq7oLgbulLRK0rIyNsP2KFQbO8AhtUU3PAvZ+cXf5BpD/5q25fX9GeCXXffnSPqzpN9JOq2uoIak17rchjqfBmyz/VjX2G7VuS1NXT3GGvu5g6T9gduAi22/APwAeBvwbmAUuKLG8IbhVNvHAfOAC8vurUaT9DrgHOBnZajpNR5L41/fkpYDO4Aby9AoMNv2XOCLwE2SDqgrvgHrty43vs7Aeey8ob7bdW5LU98CzOq6fxiwtaZYhkrSvlQN/UbbtwPY3mb7Fdv/AX7IXrjLaiy2t5br7cAKqvy2dXbBluvt9UU4FPOA1ba3QfNrXPSraaNf35KWAB8CFrkcBFV2QT9bbq8CHgeOqi/KwRljXW56nV8LfAS4tTM2njq3pamvBI6UNKe8w1kIjNQc08CVz2N+DDxi+9td492fL54LPLjrY/dWkqaUgwKRNAU4gyq/EWBJWWwJcEc9EQ7NTlv0Ta5xl341HQEWl6PgT6E6yGi0jgAHTdKZwCXAObZf6hqfXg6URNIRwJHAE/VEOVhjrMsjwEJJr5c0hyrnP012fEP0fmC97S2dgXHV2XYrLlRHxj5KtaWzvO54hpTje6h2R60F1pTLfOAGYF0ZH6E6Qr72eAeU8xHAA+XyUKe2wJuAXwOPleuD6451gDnvBzwLHNg11qgaU22wjAIvU71DO79fTal2y36/vLbXUX0TovYcBpTzRqrPkTuv5yvLsh8t6/sDwGrg7LrjH2DOfddlYHmp8wZgXt3xDyrnMn4tcMEuy+52nVvxlbaIiIg2aMvu94iIiMZLU4+IiGiINPWIiIiGSFOPiIhoiDT1iIiIhkhTj2ipMhvWl+qOIyIGJ009IiKiIdLUI1pE0vIyF/XdwNFl7LOSVkp6QNJtkvaTNFXSpnLaYSQdUOZ53lfS5yU9XCbcuKXWhCJiJ2nqES0h6XiqUyTPpTrH9InlR7fbPtH2sVTT9Z7vaure3wJnlWUWArfZfhm4FJhr+13ABZOYQkS8ijT1iPY4DVhh+yVXs/d15j84RtLvJa0DFgHvKOM/ApaW20uBa8rttcCNkj5JNXNYROwh0tQj2qXXeaGvBS6y/U7gq8AbAGz/AThc0vuAfWx3JtY4i+pc68cDq8rsUhGxB0hTj2iPe4FzJb2xzGx3dhmfCoyWz88X7fKY66kmoLgGQNJrgFm27wG+DEwD9p+M4CPi1WVCl4gWkbQcWAw8STVD1MPAP6ga9JNUs2NNtf3psvxbgE1UM2X9rTT+e4ADqWZH+4ntyyc7j4joLU09IvqS9DFgge1P1R1LRLy6fBYWET1J+h4wD5hfdywR8f/JO/WIiIiGyIFyERERDZGmHhER0RBp6hEREQ2Rph4REdEQaeoRERENkaYeERHREP8FST6iO/9VsIoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (8,8))\n",
    "ax.plot(f0data[:,34] + f0data[:,10], label = 'VolumeOil + VWaterContent')\n",
    "ax.plot(f0data[:,11], label = 'Volume')\n",
    "ax.legend()\n",
    "ax.set_xlabel('days');\n",
    "#ax.set_ylabel(header[9]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,3, figsize = (15,10))\n",
    "ax[0,0].set_title(\"beaching time, prob = 0.5, limit = 250m\")\n",
    "ax[0,1].set_title(\"prob = 1, lim = 250m\")\n",
    "ax[0,2].set_title(\"control, prob = 0.5, lim = 5m\")\n",
    "ax[1,0].set_title(\"beaching time, prob = 0.5, limit = 500m\")\n",
    "ax[1,1].set_title(\"prob = 1, lim = 500m\")\n",
    "ax[0,0].pcolormesh(np.ma.masked_equal(f0['Beaching_Time'][:,:], 0),\n",
    "                 vmin=0, vmax=160)\n",
    "ax[0,1].pcolormesh(np.ma.masked_equal(f1['Beaching_Time'][:,:], 0),\n",
    "                 vmin=0, vmax=160)\n",
    "ax[0,2].pcolormesh(np.ma.masked_equal(control['Beaching_Time'][:,:], 0),\n",
    "                 vmin=0, vmax=160)\n",
    "ax[1,0].pcolormesh(np.ma.masked_equal(f2['Beaching_Time'][:,:], 0),\n",
    "                 vmin=0, vmax=160)\n",
    "mesh = ax[1,1].pcolormesh(np.ma.masked_equal(f3['Beaching_Time'][:,:], 0),\n",
    "                 vmin=0, vmax=160)\n",
    "fig.colorbar(mesh, ax=ax)\n",
    "for a in ax.flatten():\n",
    "    a.set_ylim(280,370)\n",
    "    a.set_xlim(120,270)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,3, figsize = (15,10))\n",
    "ax[0,0].set_title(\"f0-f1\")\n",
    "ax[0,1].set_title(\"f0-f2\")\n",
    "ax[0,2].set_title(\"f0-f3\")\n",
    "ax[1,0].set_title(\"f1-f2\")\n",
    "ax[1,1].set_title(\"f1-f3\")\n",
    "ax[1,2].set_title(\"f2-f3\")\n",
    "ax[0,0].pcolormesh(f0['Beaching_Time'][:,:] - \n",
    "                     f1['Beaching_Time'][:,:],\n",
    "                     cmap = 'seismic', vmin = -100, vmax = 100)\n",
    "ax[0,1].pcolormesh(f0['Beaching_Time'][:,:] - \n",
    "                     f2['Beaching_Time'][:,:],\n",
    "                     cmap = 'seismic', vmin = -100, vmax = 100)\n",
    "ax[0,2].pcolormesh(f0['Beaching_Time'][:,:] - \n",
    "                     f3['Beaching_Time'][:,:],\n",
    "                     cmap = 'seismic', vmin = -100, vmax = 100)\n",
    "ax[1,0].pcolormesh(f1['Beaching_Time'][:,:] - \n",
    "                     f2['Beaching_Time'][:,:],\n",
    "                     cmap = 'seismic', vmin = -100, vmax = 100)\n",
    "ax[1,1].pcolormesh(f1['Beaching_Time'][:,:] - \n",
    "                     f3['Beaching_Time'][:,:],\n",
    "                     cmap = 'seismic', vmin = -100, vmax = 100)\n",
    "mesh = ax[1,2].pcolormesh(f2['Beaching_Time'][:,:] - \n",
    "                     f3['Beaching_Time'][:,:],\n",
    "                     cmap = 'seismic', vmin = -100, vmax = 100)\n",
    "fig.colorbar(mesh, ax=ax)\n",
    "for a in ax.flatten():\n",
    "    a.set_ylim(280,360)\n",
    "    a.set_xlim(120,270)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = h5py.File('/results2/MIDOSS/forcing/SalishSeaCast/MF0/21nov17-28nov17/t.hdf5', 'r')\n",
    "winds = h5py.File('/results2/MIDOSS/forcing/SalishSeaCast/MF0/21nov17-28nov17/winds.hdf5', 'r')\n",
    "currents = h5py.File('/results2/MIDOSS/forcing/SalishSeaCast/MF0/21nov17-28nov17/currents.hdf5', 'r')\n",
    "waves = h5py.File('/results2/MIDOSS/forcing/SalishSeaCast/MF0/21nov17-28nov17/waves.hdf5', 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0tem = np.array([])\n",
    "f0sal = np.array([])\n",
    "f0wcc = np.array([])\n",
    "f0ssh = np.array([])\n",
    "f0wnd = np.array([])\n",
    "f0cur = np.array([])\n",
    "\n",
    "f1tem = np.array([])\n",
    "f1sal = np.array([])\n",
    "f1wcc = np.array([])\n",
    "f1ssh = np.array([])\n",
    "f1wnd = np.array([])\n",
    "f1cur = np.array([])\n",
    "\n",
    "f2tem = np.array([])\n",
    "f2sal = np.array([])\n",
    "f2wcc = np.array([])\n",
    "f2ssh = np.array([])\n",
    "f2wnd = np.array([])\n",
    "f2cur = np.array([])\n",
    "\n",
    "f3tem = np.array([])\n",
    "f3sal = np.array([])\n",
    "f3wcc = np.array([])\n",
    "f3ssh = np.array([])\n",
    "f3wnd = np.array([])\n",
    "f3cur = np.array([])\n",
    "\n",
    "control_tem = np.array([])\n",
    "control_sal = np.array([])\n",
    "control_wcc = np.array([])\n",
    "control_ssh = np.array([])\n",
    "control_wnd = np.array([])\n",
    "control_cur = np.array([])\n",
    "\n",
    "for hr in range(1,168):\n",
    "    \n",
    "    cur_speed = np.sqrt(currents['Results']['velocity U']['velocity U_00'+ \"{0:03}\".format(hr)][-1,:]**2 + \n",
    "                        currents['Results']['velocity V']['velocity V_00'+ \"{0:03}\".format(hr)][-1,:]**2)\n",
    "    wnd_speed = np.sqrt(winds['Results']['wind velocity X']['wind velocity X_00'+ \"{0:03}\".format(hr)][:]**2 + \n",
    "                        winds['Results']['wind velocity Y']['wind velocity Y_00'+ \"{0:03}\".format(hr)][:]**2)\n",
    "    \n",
    "    \n",
    "    \n",
    "    f0mask = np.ma.masked_equal(f0['OilConcentration_3D'][hr,-1,:].T, 0).mask\n",
    "    f0tem = np.append(f0tem, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['temperature']['temperature_00' + \"{0:03}\".format(hr)][-1,:], \n",
    "                                                  mask = f0mask)))\n",
    "    f0sal = np.append(f0sal, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['salinity']['salinity_00' + \"{0:03}\".format(hr)][-1,:], \n",
    "                                                  mask = f0mask)))\n",
    "    f0ssh = np.append(f0ssh, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['water level']['water level_00' + \"{0:03}\".format(hr)][:], \n",
    "                                                  mask = f0mask)))\n",
    "    f0wcc = np.append(f0wcc, \n",
    "                    np.ma.mean(np.ma.masked_array(waves['Results']['whitecap coverage']['whitecap coverage_00' + \"{0:03}\".format(hr)][:], \n",
    "                                                  mask = f0mask)))\n",
    "    f0cur = np.append(f0cur, np.ma.mean(np.ma.masked_array(cur_speed, mask=f0mask)))\n",
    "    f0wnd = np.append(f0wnd, np.ma.mean(np.ma.masked_array(wnd_speed, mask=f0mask)))\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    f1mask = np.ma.masked_equal(f1['OilConcentration_3D'][hr,-1,:].T, 0).mask\n",
    "    f1tem = np.append(f1tem, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['temperature']['temperature_00' + \"{0:03}\".format(hr)][-1,:], \n",
    "                                                  mask = f1mask)))\n",
    "    f1sal = np.append(f1sal, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['salinity']['salinity_00' + \"{0:03}\".format(hr)][-1,:], \n",
    "                                                  mask = f1mask)))\n",
    "    f1ssh = np.append(f1ssh, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['water level']['water level_00' + \"{0:03}\".format(hr)][:], \n",
    "                                                  mask = f1mask)))\n",
    "    f1wcc = np.append(f1wcc, \n",
    "                    np.ma.mean(np.ma.masked_array(waves['Results']['whitecap coverage']['whitecap coverage_00' + \"{0:03}\".format(hr)][:], \n",
    "                                                  mask = f1mask)))\n",
    "    f1cur = np.append(f1cur, np.ma.mean(np.ma.masked_array(cur_speed, mask=f1mask)))\n",
    "    f1wnd = np.append(f1wnd, np.ma.mean(np.ma.masked_array(wnd_speed, mask=f1mask)))\n",
    "    \n",
    "    f2mask = np.ma.masked_equal(f2['OilConcentration_3D'][hr,-1,:].T, 0).mask\n",
    "    f2tem = np.append(f2tem, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['temperature']['temperature_00' + \"{0:03}\".format(hr)][-1,:], \n",
    "                                                  mask = f2mask)))\n",
    "    f2sal = np.append(f2sal, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['salinity']['salinity_00' + \"{0:03}\".format(hr)][-1,:], \n",
    "                                                  mask = f2mask)))\n",
    "    f2ssh = np.append(f2ssh, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['water level']['water level_00' + \"{0:03}\".format(hr)][:], \n",
    "                                                  mask = f2mask)))\n",
    "    f2wcc = np.append(f2wcc, \n",
    "                    np.ma.mean(np.ma.masked_array(waves['Results']['whitecap coverage']['whitecap coverage_00' + \"{0:03}\".format(hr)][:], \n",
    "                                                  mask = f2mask)))\n",
    "    f2cur = np.append(f2cur, np.ma.mean(np.ma.masked_array(cur_speed, mask=f2mask)))\n",
    "    f2wnd = np.append(f2wnd, np.ma.mean(np.ma.masked_array(wnd_speed, mask=f2mask)))\n",
    "    \n",
    "    \n",
    "    \n",
    "    f3mask = np.ma.masked_equal(f3['OilConcentration_3D'][hr,-1,:].T, 0).mask\n",
    "    f3tem = np.append(f3tem, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['temperature']['temperature_00' + \"{0:03}\".format(hr)][-1,:], \n",
    "                                                  mask = f3mask)))\n",
    "    f3sal = np.append(f3sal, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['salinity']['salinity_00' + \"{0:03}\".format(hr)][-1,:], \n",
    "                                                  mask = f3mask)))\n",
    "    f3ssh = np.append(f3ssh, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['water level']['water level_00' + \"{0:03}\".format(hr)][:], \n",
    "                                                  mask = f3mask)))\n",
    "    f3wcc = np.append(f3wcc, \n",
    "                    np.ma.mean(np.ma.masked_array(waves['Results']['whitecap coverage']['whitecap coverage_00' + \"{0:03}\".format(hr)][:], \n",
    "                                                  mask = f3mask)))\n",
    "    f3cur = np.append(f3cur, np.ma.mean(np.ma.masked_array(cur_speed, mask=f3mask)))\n",
    "    f3wnd = np.append(f3wnd, np.ma.mean(np.ma.masked_array(wnd_speed, mask=f3mask)))\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    control_mask = np.ma.masked_equal(control['OilConcentration_3D'][hr,-1,:].T, 0).mask\n",
    "    control_tem = np.append(control_tem, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['temperature']['temperature_00' + \"{0:03}\".format(hr)][-1,:], \n",
    "                                                  mask = control_mask)))\n",
    "    control_sal = np.append(control_sal, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['salinity']['salinity_00' + \"{0:03}\".format(hr)][-1,:], \n",
    "                                                  mask = control_mask)))\n",
    "    control_ssh = np.append(control_ssh, \n",
    "                    np.ma.mean(np.ma.masked_array(t['Results']['water level']['water level_00' + \"{0:03}\".format(hr)][:], \n",
    "                                                  mask = control_mask)))\n",
    "    control_wcc = np.append(control_wcc, \n",
    "                    np.ma.mean(np.ma.masked_array(waves['Results']['whitecap coverage']['whitecap coverage_00' + \"{0:03}\".format(hr)][:], \n",
    "                                                  mask = control_mask)))\n",
    "    control_cur = np.append(control_cur, np.ma.mean(np.ma.masked_array(cur_speed, mask=control_mask)))\n",
    "    control_wnd = np.append(control_wnd, np.ma.mean(np.ma.masked_array(wnd_speed, mask=control_mask)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,3, figsize = (20,10))\n",
    "ax[0,0].set_title('Temperature')\n",
    "ax[0,1].set_title('Salinity')\n",
    "ax[0,2].set_title('Whitecap coverage')\n",
    "ax[1,0].set_title('SSH')\n",
    "ax[1,1].set_title('Wind speed')\n",
    "ax[1,2].set_title('Current speed')\n",
    "\n",
    "ax[0,0].plot(f0tem, label = 'f0')\n",
    "ax[0,0].plot(f1tem,  label = 'f1')\n",
    "ax[0,0].plot(f2tem,  label = 'f2')\n",
    "ax[0,0].plot(f3tem,  label = 'f3')\n",
    "ax[0,0].plot(control_tem,  label = 'control')\n",
    "ax[0,0].legend()\n",
    "\n",
    "ax[0,1].plot(f0sal,  label = 'f0')\n",
    "ax[0,1].plot(f1sal,  label = 'f1')\n",
    "ax[0,1].plot(f2sal,  label = 'f2')\n",
    "ax[0,1].plot(f3sal,  label = 'f3')\n",
    "ax[0,1].plot(control_sal,  label = 'control')\n",
    "\n",
    "ax[0,2].plot(f0wcc,  label = 'f0')\n",
    "ax[0,2].plot(f1wcc,  label = 'f1')\n",
    "ax[0,2].plot(f2wcc,  label = 'f2')\n",
    "ax[0,2].plot(f3wcc,  label = 'f3')\n",
    "ax[0,2].plot(control_wcc,  label = 'control')\n",
    "\n",
    "ax[1,0].plot(f0ssh,  label = 'f0')\n",
    "ax[1,0].plot(f1ssh,  label = 'f1')\n",
    "ax[1,0].plot(f2ssh,  label = 'f2')\n",
    "ax[1,0].plot(f3ssh,  label = 'f3')\n",
    "ax[1,0].plot(control_ssh,  label = 'control')\n",
    "\n",
    "ax[1,1].plot(f0wnd,  label = 'f0')\n",
    "ax[1,1].plot(f1wnd,  label = 'f1')\n",
    "ax[1,1].plot(f2wnd,  label = 'f2')\n",
    "ax[1,1].plot(f3wnd, label = 'f3')\n",
    "ax[1,1].plot(control_wnd,  label = 'control')\n",
    "\n",
    "ax[1,2].plot(f0cur,  label = 'f0')\n",
    "ax[1,2].plot(f1cur,  label = 'f1')\n",
    "ax[1,2].plot(f2cur,  label = 'f2')\n",
    "ax[1,2].plot(f3cur,  label = 'f3')\n",
    "ax[1,2].plot(control_cur, label = 'control')\n",
    "\n",
    "for a in ax.flatten():\n",
    "    a.set_xlabel('hours');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Delayed start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-0_delayed_start-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-1_delayed_start-1.nc')\n",
    "f2 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-2_delayed_start-2.nc')\n",
    "f3 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-3_delayed_start-3.nc')\n",
    "f4 = nc.Dataset('/ocean/vdo/MIDOSS/Lagrangian_AKNS_crude-4_delayed_start-4.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/1r/tWN7/oIltWx/cvnjvXbdObKuHdiVEjdCcCruq2gqsSbIC+FSSZwDPB35miu5TXWGqKY55JnAmwB57H/SwdkmaC/OTpHFkbpI0bPOaFbOq7gQuAn6W3hWoDUluAPZOsu0SwibgEIAkS4EDgNsXKF5JmpL5SdI4MjdJGpZZC7skK9vVJpIsB04ArqiqH6yqQ6vqUOCe9sAvwAXAy9ryLwNfqCqvKklacOYnSePI3CRpFOYyFHMVsK6NFd8DOLeqLpyh/1nAR9pVqNuBF+16mJI0JfOTpHFkbtJA/Mkb/mL6xu9snL7twfsmrO59+JO2L99z9WUT+y5ZtmO571k8jb9ZC7uqWg8cPUufffuW76M3hlySBsr8JGkcmZskjcK8nrGTJEmSJI2fOc2KKUmSJKmbVh33UxPW/78/+Jnty0f95vcmdv72+iFEpEHwjp0kSZIkdZyFnSRJkiR1nEMxJUmSpN3YTV/83xPWj7ru+h0rt3xzyNFoULxjJ0mSJEkdZ2EnSZIkSR3nUExJkiRpd7blgYnrN10/dT91mnfsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeP8gnJ1zh3/+p4J6wc+9dUjikSSJEkaD96xkyRJkqSOs7CTJEmSpI5zKKa64RHLRx2BJA3O3gfsWN7ywMS2B+4dbiySpE7yjp0kSZIkdZyFnSRJkiR13KxDMZPsBfwLsGfrf15VvTXJWcBaIMDXgZdX1eYkewJnA08Bvgu8sKpuGFD8WiwevH/apv5ZMp0hc3ExP6mz9lgyYXXvw47cvnzP168adjRaYOYmSaMwlzt29wPHV9VRwBrgxCTHAa+vqqOq6snAfwDbPlH/GnBHVR0GvAt4+wDiliQwP0kaT+YmSUM3a2FXPZvb6rL2qqq6GyBJgOVAtT4nA+va8nnAM1sfSVpQ5idJ48jcJGkU5jQrZpIlwBXAYcAZVXVp2/4h4CTgGuB3W/fVwEaAqtqS5C7gUcB3Jh3zVOBUAJbtu6vnod1dPbR9cfJwy8lfWK7FxfykTlr6iAmr91zzrztWJg3TVDeZmyQN25wmT6mqrVW1BjgYODbJkW37KcBjgGuBF7buU11hqodtqDqzqtZW1dosdSp7STvH/CRpHJmbJA3bvGbFrKo7gYuAE/u2bQXOAX6pbdoEHAKQZClwAHD7AsQqSdMyP0kaR+YmScMya2GXZGWSFW15OXAC8LUkh7VtAZ4LXNd2uQB4WVv+ZeALVfWwq07SQjnwqa/e/tLiYn5SZz1w78TXlgd2vNR55iZJozCXZ+xWAevaWPE9gHOBvwe+mGR/esMHrgJ+q/U/C/hIkg30rja9aMGjlqQe85OkcWRukjR0sxZ2VbUeOHqKpp+cpv99wPN3MS5JmpX5SdI4MjdJGoV5PWMnSZIkSRo/c/q6A0mSNEDpu876wL2ji0OS1FnesZMkSZKkjrOwkyRJkqSOcyimJEnDtmTZxPX0fT+1X3kgSdoJ3rGTJEmSpI6zsJMkSZKkjnMopiRJM3nE8onrVTuWH7xv54659cGJ63sfsGP5Bw+b2Lbpmp17D0nSouIdO0mSJEnqOAs7SZIkSeo4h2JKkjSTFT8wYfWRP/rY7cu3X3bRxL4Pbd2597jnrqmXJUmaI+/YSZIkSVLHWdhJkiRJUsc5FFOSpBnst/qHJqwf8sOP3L58+yU7OfRSkqQF5h07SZIkSeo4CztJkiRJ6jiHYkqSNIN9Dthnwvr7X3zM9uUfP+/TEztP/uJxSZKGxDt2kiRJktRxFnaSJEmS1HEOxZQkaQY3f/0bE9aPeMxzti/vc+TTJrR9/+rLdqxseWCgcUmS1M87dpIkSZLUcRZ2kiRJktRxsw7FTLIX8C/Anq3/eVX11iQfA9YCDwKXAb9ZVQ8mCfCXwEnAPcDLq+orgzoBSYuTuUnD8qSffPK0bT/0owdNWP/a95+0ffmhDVcMLCaNN/OTpFGYyx27+4Hjq+ooYA1wYpLjgI8BRwBPApYDv976Pxs4vL1OBd630EFLEuYmSePL/CRp6GYt7Kpnc1td1l5VVZ9tbUXvqtPBrc/JwNmt6RJgRZJVgwhe0uJlbpI0rsxPkkZhTrNiJlkCXAEcBpxRVZf2tS0DfhV4bdu0GtjYt/umtu2mScc8ld5VKVi2785FL2lRG0Ruavuan7TdSWtXT9v2f998/IT1R7/4wwOORl3hZydJwzanyVOqamtVraF3ZenYJEf2Nb8X+Jeq+mJbz1SHmOKYZ1bV2qpam6XL5xu3JA0kN7Xjmp8k7RI/O0katnnNillVdwIXAScCJHkrsBL4nb5um4BD+tYPBm7cpSglaQbmJknjyvwkaVhmLeySrEyyoi0vB04Arkvy68CzgF+pqof6drkAeGl6jgPuqqqHDXWSpF1hbtKwLFuSCa9+d9/74ITX1usv3/7S4mV+kjQKc3nGbhWwro0V3wM4t6ouTLIF+Dbw5d4svXyyqv4I+Cy96Xo30Juy95SBRC5psTM3SRpX5idJQzdrYVdV64Gjp9g+5b5tpqdX7XpokjQ9c5OkcWV+kjQKc5oVU5KkxeqP33PRhPX1m763ffl//9N1Q45GkqSpzWvyFEmSJEnS+LGwkyRJkqSOs7CTJEmSpI7zGTtJkmay6ZoJqxd8sO/rxR7aMuRgJEmamnfsJEmSJKnjLOwkSZIkqeMciilJ0kwe2jpx/b4dX3fAVodiSpLGg3fsJEmSJKnjLOwkSZIkqeMciilJ0kwmD8Xc8sBo4pAkaQbesZMkSZKkjrOwkyRJkqSOcyimJEnzMXlopiRJY8A7dpIkSZLUcRZ2kiRJktRxFnaSJEmS1HEWdpIkSZLUcRZ2kiRJktRxFnaSJEmS1HEWdpIkSZLUcRZ2kiRJktRxsxZ2SfZKclmSq5JcneS0tv3VSTYkqSSP7uufJKe3tvVJjhnkCUhanMxNksaV+UnSKCydQ5/7geOranOSZcDFST4HfAm4ELhoUv9nA4e319OA97WfkrSQzE2SxpX5SdLQzVrYVVUBm9vqsvaqqvo3gCSTdzkZOLvtd0mSFUlWVdVNCxe2pMXO3CRpXJmfJI3CnJ6xS7IkyZXArcDnq+rSGbqvBjb2rW9q2yYf89Qklye5vLbcO5+YJQkYTG5qxzU/SdolfnaSNGxzKuyqamtVrQEOBo5NcuQM3R92GQqoKY55ZlWtraq1Wbp8btFKUp9B5KZ2XPOTpF3iZydJwzavWTGr6k5648JPnKHbJuCQvvWDgRvnHZkkzZG5SdK4Mj9JGpa5zIq5MsmKtrwcOAG4boZdLgBe2mZ4Og64yzHikhaauUnSuDI/SRqFudyxWwX8c5L1wL/SGyd+YZLXJNlE76rS+iR/3fp/FvgmsAH4APDKAcQtSeYmSePK/CRp6OYyK+Z64Ogptp8OnD7F9gJetSDRSdI0zE2SxpX5SdIozOsZO0mSJEnS+LGwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjpu1sEuyV5LLklyV5Ookp7XtP5Lk0iTXJzknySPa9j3b+obWfuhgT0HSYmV+kjSOzE2SRmEud+zuB46vqqOANcCJSY4D3g68q6oOB+4Afq31/zXgjqo6DHhX6ydJg2B+kjSOzE2Shm7Wwq56NrfVZe1VwPHAeW37OuAX2vLJbZ3W/swkWbCIJakxP0kaR+YmSaMwp2fskixJciVwK/B54BvAnVW1pXXZBKxuy6uBjQCt/S7gUVMc89Qklye5vLbcu2tnIWnRMj9JGkfmJknDNqfCrqq2VtUa4GDgWOAJU3VrP6e6wlQP21B1ZlWtraq1Wbp8rvFK0gTmJ0njyNwkadjmNStmVd0JXAQcB6xIsrQ1HQzc2JY3AYcAtPYDgNsXIlhJmo75SdI4MjdJGpa5zIq5MsmKtrwcOAG4Fvhn4Jdbt5cBf9eWL2jrtPYvVNXDrjpJ0q4yP0kaR+YmSaOwdPYurALWJVlCrxA8t6ouTHIN8DdJ/hj4N+Cs1v8s4CNJNtC72vSiAcQtSWB+kjSezE2Shm7Wwq6q1gNHT7H9m/TGjE/efh/w/AWJTpJmYH6SNI7MTZJGYV7P2EmSJEmSxo+FnSRJkiR1nIWdJEmSJHWchZ0kSZIkdZyFnSRJkiR1nIWdJEmSJHWchZ0kSZIkdZyFnSRJkiR1nIWdJEmSJHWchZ0kSZIkdZyFnSRJkiR1nIWdJEmSJHWchZ0kSZIkdZyFnSRJkiR1nIWdJEmSJHWchZ0kSZIkdZyFnSRJkiR1nIWdJEmSJHWchZ0kSZIkdZyFnSRJkiR1nIWdJEmSJHXcrIVdkkOS/HOSa5NcneS1bftRSb6c5N+TfCbJ/n37vCnJhiRfS/KsQZ6ApMXJ3CRpXJmfJI3CXO7YbQF+t6qeABwHvCrJE4G/Bt5YVU8CPgW8AaC1vQj4MeBE4L1JlgwieEmLmrlJ0rgyP0kaulkLu6q6qaq+0pa/B1wLrAYeD/xL6/Z54Jfa8snA31TV/VX1LWADcOxCBy5pcTM3SRpX5idJozCvZ+ySHAocDVwKfBX4L63p+cAhbXk1sLFvt01t2+RjnZrk8iSX15Z75xe1JPVZyNzUjmd+krQg/OwkaVjmXNgl2Rc4H3hdVd0N/Dd6QwuuAPYDHtjWdYrd62Ebqs6sqrVVtTZLl88/ckli4XMTmJ8kLQw/O0kapqVz6ZRkGb3E9LGq+iRAVV0H/FxrfxzwnNZ9EzuuQAEcDNy4UAFL0jbmJknjyvwkadjmMitmgLOAa6vqf/VtP6j93AP478D7W9MFwIuS7JnkR4DDgcsWOnBJi5u5SdK4Mj9JGoW53LH7SeBXgX9PcmXb9mbg8CSvauufBD4EUFVXJzkXuIberFCvqqqtCxu2JJmbJI0t85OkoZu1sKuqi5l67DfAX06zz9uAt+1CXJI0I3OTpHFlfpI0CvOaFVOSJEmSNH4s7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeNmLeySHJLkn5Ncm+TqJK9t29ckuSTJlUkuT3Js254kpyfZkGR9kmMGfRKSFh9zk6RxZX6SNApL59BnC/C7VfWVJPsBVyT5PPAO4LSq+lySk9r6zwDPBg5vr6cB72s/JWkhmZskjSvzk6Shm/WOXVXdVFVfacvfA64FVgMF7N+6HQDc2JZPBs6unkuAFUlWLXjkkhY1c5OkcWV+kjQKc7ljt12SQ4GjgUuB1wH/kOTP6BWIP9G6rQY29u22qW27adKxTgVObav333flGV+dZ+yD8mjgO6MOos84xWMsUzOWqT1+WG+0kLmpHc/8NDtjmZqxTG+c4ulkfjI3zck4xQLjFY+xTG2cYtml3DTnwi7JvsD5wOuq6u4kfwy8vqrOT/IC4CzgBCBT7F4P21B1JnBmO/blVbV2Z05goY1TLDBe8RjL1IxlakkuH9L7LGhuAvPTXBjL1IxleuMUT1fzk7lpduMUC4xXPMYytXGLZVf2n9OsmEmW0UtMH6uqT7bNLwO2Lf8tcGxb3gQc0rf7wewYaiBJC8bcJGlcmZ8kDdtcZsUMvStK11bV/+pruhH46bZ8PHB9W74AeGmb4ek44K6qethQJ0naFeYmSePK/CRpFOYyFPMngV8F/j3JlW3bm4HfAP4yyVLgPnaM+f4scBKwAbgHOGUO73HmfIIesHGKBcYrHmOZmrFMbdCxDCM3weL6nc6HsUzNWKY3TnK0WuoAACAASURBVPHsDvlpMf0+52OcYoHxisdYprbbxJKqKR8xkSRJkiR1xJyesZMkSZIkjS8LO0mSJEnquKEUdkkOSfLPSa5NcnWS17btj0zy+STXt58Htu1JcnqSDUnWJzlmCLE8v60/lGTtpH3e1GL5WpJnDSGWdya5rp37p5KsGGEs/7PFcWWSf0zymLZ96H+jvvbfS1JJHj2qWJL8YZL/bL+XK5Oc1LfPUP9Gre232/tdneQdg45lpniSnNP3e7mh7/mSgcazM8xN845lUeemmeLpazc/jTg/mZt239w0SzyLOj+Zm+YXS2vb/XJTVQ38BawCjmnL+wFfB54IvAN4Y9v+RuDtbfkk4HP0vtflOODSIcTyBHpfCngRsLav/xOBq4A9gR8BvgEsGXAsPwcsbdvf3vd7GUUs+/f1eQ3w/lH9jdr6IcA/AN8GHj3Cfy9/CPzeFP1H8Tf6WeB/A3u2toMGHctsf6e+Pn8O/I9hxLPAv1Nzk7lp3v/uMT+NRX6a6W/U18fctOuxDD03zRLPos5PM/27x9y0aHLTUO7YVdVNVfWVtvw94FpgNXAysK51Wwf8Qls+GTi7ei4BViRZNchYquraqvraFLucDPxNVd1fVd+iN2PVsVP0W8hY/rGqtrRul9D7PptRxXJ3X7d92PGFqUP/G7XmdwG/z8Qvbh1VLFMZ+t8I+C3gT6vq/tZ266BjmSUeYPt03y8APjGMeHaGuWnesSzq3DRTPK3Z/PTwWIaen8xNu29umiWeRZ2fzE3zjmW3zE1Df8YuyaHA0cClwA9U+56W9vOg1m01sLFvt03M/A9iIWKZzqhj+W/0rqiMLJYkb0uyEXgJ8D9GFUuS/wL8Z1VdNanbqP5Gr27DFz6YNhxmRLE8Dnh6kkuT/J8kTx1mLFPEs83TgVuqatv3NA0tnp1hbpp3LIs6N02Ox/w0bSwjzU/mpoHGMp1R/78HFnl+MjfNKZbdMjcNtbBLsi9wPvC6SVczHtZ1im0L+r0MXYglyVuALcDHRhlLVb2lqg5pcbx6FLHQ+z28hR3JcULXYcbSfi/vAx4LrAFuonfrfFSxLAUOpDeU4g3Aue2qz8BjmSaebX6FHVedGFY8O6ML+WCcYlnsuWlyPJifZoplZPnJ3LT75qaZ4lns+cncNOdYdsvcNLTCLskyeifxsar6ZNt8y7bbvu3nttugm+iNB97mYODGAccynZHEkuRlwM8DL6mqbX/EUf9ePg780ohieSy98cVXJbmhvd9XkvzgCGKhqm6pqq1V9RDwAXbcGh/F32gT8Mk2nOIy4CHg0YOOZYZ4SO/Ld38ROKev+8Dj2RnmpvnFsthz0zTxmJ+miYUR5Sdz0+6bm2aKZ7HnJ3PT3GNhd81NtUAPSs70oldxng38xaTt72TiQ8DvaMvPYeIDnZcNOpa+9ouY+BDwjzHxwcVvsnAPUU73ezkRuAZYOWn7KGI5vG/5t4HzRv03an1uYMcDwEOPBVjVt/x6emOgR/U3egXwR235cfRu22eQscz2d2r/hv/PsP79DuB3am4yN+3U36n1MT/t2D70/GRu2n1z0yy/m0Wdn8xN845lt8xNC/IHnMOJ/BS9W4frgSvb6yTgUcA/Ade3n4/sO/Ez6M3+8u/9CWOAsTyPXmV8P3AL8A99+7ylxfI14NlDiGVD+we2bdv7RxjL+cBX2/bP0HsoeCR/o0l9bmBHchrFv5ePtPdaD1zAxGQ17L/RI4CPtr/TV4DjBx3LbH8n4MPAK6bYZ2DxLPDv1Nxkbpr3v/u+PjdgfhpZfprpb4S5aSFjGXpumiWeRZ2fZvp339fnBsxNu3VuSttJkiRJktRRQ58VU5IkSZK0sCzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7MZQkg8n+eM59r0hyQmDjmnSe/5Mkk3DfM9xN5+/mdRV5qbuSfKHST466jgkSYNnYaehWYjiJ8nLk1y8UDFNOvafJbk+yfeSXJfkpdP0e1mSSvLrg4hD0nB1IDddnWRz32tLks+0tscl+bsktyW5Pck/JHn8IOKQJI03Czt1RpKlC3CMlyf58DTN3weeCxwAvAz4yyQ/MWn/A4E3AVfvaiySdg+Dzk1V9WNVtW9V7QvsB/wH8LeteQVwAfB44AeAy4C/29V4JEndY2E3BpIcneQr7U7ROcBek9p/PsmVSe5M8n+TPHma4xyb5Mut301J3pPkEa3tjCR/Pqn/Z5K8ri0/Jsn57arvt5K8pq/f8nZF+44k1wBPneFckuRdSW5NcleS9UmOTHIq8BLg99sV521Xm9+Y5Bvt3K9J8ry+Y708yZfa8W4HzgHeD/x4O8ad8/pFz6Kq3lpV11XVQ1V1KfBF4Mcndft/gdOB70xxiAOT/H07l0uTPHYh45OGzdw0HrlpkmcABwHnA1TVZVV1VlXdXlUPAu8CHp/kUX37PCLJ2e1crk6ydoDxSZJGxMJuxNqHm08DHwEeSe8q7C/1tR8DfBD4TeBRwF8BFyTZc4rDbQVeDzyaXkHyTOCVrW0d8CtJ9mjHfXRr/0Tb9hngKmB12/66JM9q+74VeGx7PYve3azp/By9Dx6Po3cl+YXAd6vqTOBjwDvalefntv7fAJ5O7y7ZacBHk6zqO97TgG/S+yDzX4FXAF9ux1jRzuXFSdbPENO8JVlO70Pi1X3bjgXW0vsAN5VfaedwILABeNtCxiQNk7lpPHMTvXM8r6q+P037M4Cbq+q7fdv+C/A37Li7954FjkmSNAYs7EbvOGAZ8BdV9WBVnQf8a1/7bwB/VVWXVtXWqloH3N/2m6CqrqiqS6pqS1XdQO+D1k+3tsuAu+h9MAJ4EXBRVd1Cr4BZWVV/VFUPVNU3gQ+0PgAvAN7WrghvpHfHajoP0hsqdASQqrq2qm6arnNV/W1V3djukp0DXA8c29flxqp6dzune6c5xseraso7Bbvg/fQ+TP4DQJIlwHuB366qh6bZ55Pt6vkWeh8U1yxwTNIwmZvGLDcl2Rv4ZeDD07QfDJwB/M6kpour6rNVtZVeoX7UQsUkSRofFnaj9xjgP6uq+rZ9u2/5h4HfbUOY7mxDfA5p+02Q3kP0Fya5OcndwJ/Qu0K+zTp6V5ZpPz/S9x6PmfQeb6b3vMa2GDdOE98EVfUFeleDzwBuSXJmkv2n65/kpX1Due4EjpwU88Zpdp2zJO/tO/57gRf3nevDrqYneWeL4wV9f5dXAuur6sszvNXNfcv3APvuauzSCJmbxiw3Ab8I3A78nymOtRL4R+C9VfWJSc2Tc9NeWYDnAiVJ48XCbvRuAlYnSd+2H+pb3kjvivSKvtfeU/yPG+B9wHXA4VW1P70PQP3H/ShwcpKjgCfQG2a17T2+Nek99quqk/piPGSa+B6mqk6vqqcAP0Zv2NMbtjX190vyw/Suvr8aeFQbvvTVSTFP2GeK9VlV1Su3nRe9Au3jfec54Wp6ktOAZwM/V1V39zU9E3he+2B6M/ATwJ8ncUiTdlfmpjHKTc3LgLMnFdvbJnX6R+CCqnIIuCQtUhZ2o/dlYAvwmiRLk/wiE4f7fAB4RZKntYf/90nynCT7TXGs/YC7gc1JjgB+q7+xqjbRG0r1EeD8vuFDlwF3J/mD9CYjWNImFdg2EcG5wJuSHNiG+vz2dCeT5Kkt1mX0Zpm8j97zNQC3AD/a130feh+Gbmv7nkLvqvhMbgEObs//LKgkbwJeDPw/k55PAXg5vQ+ca9rrcnrP3bxloeOQxoS5aUxyU4vhYOBn6d3d7N++P70h41+qqjcO4r0lSd1gYTdiVfUAveE1LwfuoPdA/yf72i+n9yzLe1r7htZ3Kr9HrzD5Hr0PXedM0Wcd8CR2DHWiPXfxXHoFy7fozfj41/QmDYBeAfPt1vaP/ftOYf/23ne0fb4L/FlrOwt4Yhtm9Omqugb4c3ofIG9pcX1phmMDfIHehCY3J/kOQJKXJFmIrx/4E3pX/K/Pju+LejNAVd1ZVTdvewEPAHdX1V0L8L7S2DE3jVVuAvhVepOzfGPS9ufRexbxlEz8rrsZ715KknY/mTSiQ7u5JM+gN+zp0BkmAZGkoTI3SZK0a7xjt4i0IUivBf7aD06SxoW5SZKkXTdrYZdkrySXJbkqvS82Pa1tT5K3Jfl6kmvTvjS2bT89yYb0vgD2mEGfhGaX5AnAncAq4C9GHI60y8xNuwdzk3ZH5idJozCX6Y7vB46vqs3tqurFST5HbyKJQ4AjquqhJAe1/s8GDm+vp9GbDe1pCx+65qOqrqU3IYC0uzA37QbMTdpNmZ8kDd2shV2bVnlzW13WXkVvVrMXbxs2U1W3tj4ns2M65kuSrEiyaqYvgpWk+TI3SRpX5idJozCnLyhNsgS4AjgMOKOqLk3yWOCFSZ5Hb0ro11TV9cBqJn5x66a27aZJxzwVOLW3svQp2evAXTwVSeOk7r3tO1W1cpDvMYjc1I5rfpJ2Y13NT/25aZ999nnKEUccMchTkDRkV1xxxS7lpjkVdm3K6TVJVgCfSnIksCdwX1WtTe/7jT4IPJ2JX+C6/RBTHPNM4EyAPfY+qPZ8/At28hQkjaP7rjzj24N+j0HkpnZc85O0G+tqfurPTWvXrq3LL798YPFLGr4ku5Sb5jUrZlXdCVwEnEjvatL5relTwJPb8iZ648e3ORi4cVeClKSZmJskjSvzk6RhmcusmCvb1SaSLAdOAK4DPg0c37r9NPD1tnwB8NI2w9NxwF2OEZe00MxNksaV+UnSKMxlKOYqYF0bK74HcG5VXZjkYuBjSV5P7wHhX2/9PwucBGwA7gFOWfiwJcncJGlsmZ8kDd1cZsVcDxw9xfY7gedMsb2AVy1IdJI0DXOTpHFlfpI0CvN6xk6SJEmSNH4s7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeMs7CRJkiSp4yzsJEmSJKnjLOwkSZIkqeNmLeyS7JXksiRXJbk6yWlt+4eTfCvJle21pm1PktOTbEiyPskxgz4JSYuPuUnSuDI/SRqFpXPocz9wfFVtTrIMuDjJ51rbG6rqvEn9nw0c3l5PA97XfkrSQjI3SRpX5idJQzfrHbvq2dxWl7VXzbDLycDZbb9LgBVJVu16qJK0g7lJ0rgyP0kahTk9Y5dkSZIrgVuBz1fVpa3pbW3IwLuS7Nm2rQY29u2+qW2bfMxTk1ye5PLacu8unIKkxWoQuakd1/wkaZcM+rPTbbfdNtD4JXXPnAq7qtpaVWuAg4FjkxwJvAk4Angq8EjgD1r3THWIKY55ZlWtraq1Wbp8p4KXtLgNIje145qfJO2SQX92Wrly5YAil9RV85oVs6ruBC4CTqyqm9qQgfuBDwHHtm6bgEP6djsYuHEBYpWkKZmbJI0r85OkYZnLrJgrk6xoy8uBE4Drto39ThLgF4Cvtl0uAF7aZng6Drirqm4aSPSSFi1zk6RxZX6SNApzmRVzFbAuyRJ6heC5VXVhki8kWUlv+MCVwCta/88CJwEbgHuAUxY+bEkyN0kaW+YnSUM3a2FXVeuBo6fYfvw0/Qt41a6HJknTMzdJGlfmJ0mjMJc7dpIkaSE9YuKkPHd86Z3blz/z1YmPVr30lD8ZSkiSpG6b1+QpkiRJkqTxY2EnSZIkSR3nUExJkoasf+jlZC/9zXcNMRJJ0u7CO3aSJEmS1HEWdpIkSZLUcQ7FlCRpyA586qtHHYIkaTfjHTtJkiRJ6jgLO0mSJEnqOAs7SZIkSeo4CztJkiRJ6jgLO0mSJEnqOAs7SZIkSeo4v+5A3bDPgdsXVx/3ExOa/vOf/n7Y0UiSJEljxTt2kiRJktRxFnaSJEmS1HEOxVQn3HHR/9y+/Mrz/n1C2yf+adjRSJIkSePFO3aSJEmS1HEWdpIkSZLUcQ7FVCecdekN25d/+8cPndD2iT2W7Fh5aOtwApIkSZLGiHfsJEmSJKnjZi3skuyV5LIkVyW5Oslpk9rfnWRz3/qeSc5JsiHJpUkOXfiwJcn8JGk8mZskjcJchmLeDxxfVZuTLAMuTvK5qrokyVpgxaT+vwbcUVWHJXkR8HbghQsbthab33v1n21fvuwzfzqxcekjdiw/cO+QItKYMD9JGkfmJklDN+sdu+rZdlVpWXtVkiXAO4Hfn7TLycC6tnwe8MwkWaB4JWk785OkcWRukjQKc3rGLsmSJFcCtwKfr6pLgVcDF1TVTZO6rwY2AlTVFuAu4FFTHPPUJJcnuby2eJdF0s4xP0kaR4POTbfddttgT0BS58xpVsyq2gqsSbIC+FSSZwDPB35miu5TXWGqKY55JnAmwB57H/Swdmk6xz73jaMOQWPE/CRpHA06N61du9bcJGmCec2KWVV3AhcBPwscBmxIcgOwd5INrdsm4BCAJEuBA4DbFyheSZqS+UnSODI3SRqWucyKubJdbSLJcuAE4Iqq+sGqOrSqDgXuqarD2i4XAC9ry78MfKGqvKokacGZnySNI3OTpFGYy1DMVcC69sDvHsC5VXXhDP3PAj7SrkLdDrxo18OUpCmZnySNI3OTpKGbtbCrqvXA0bP02bdv+T56Y8glaaDMT5LGkblJ0ijM6xk7SZIkSdL4sbCTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOm7WwS7JXksuSXJXk6iSnte1ntW3rk5yXZN+2fc8k5yTZkOTSJIcO9hQkLVbmJ0njyNwkaRTmcsfufuD4qjoKWAOcmOQ44PVVdVRVPRn4D+DVrf+vAXdU1WHAu4C3DyBuSQLzk6TxZG6SNHSzFnbVs7mtLmuvqqq7AZIEWA5U63MysK4tnwc8s/WRpAVlfpI0jsxNkkZhTs/YJVmS5ErgVuDzVXVp2/4h4GbgCODdrftqYCNAVW0B7gIeNcUxT01yeZLLa8u9u3wikhYn85OkcTTo3HTbbbcN4SwkdcmcCruq2lpVa4CDgWOTHNm2nwI8BrgWeGHrPtUVpnrYhqozq2ptVa3N0uU7FbwkmZ8kjaNB56aVK1cOKHJJXTWvWTGr6k7gIuDEvm1bgXOAX2qbNgGHACRZChwA3L4AsUrStMxPksaRuUnSsMxlVsyVSVa05eXACcDXkhzWtgV4LnBd2+UC4GVt+ZeBL1TVw646SdKuMj9JGkfmJkmjsHQOfVYB65IsoVcIngv8PfDFJPvTGz5wFfBbrf9ZwEeSbKB3telFCx61JPWYnySNI3OTpKGbtbCrqvXA0VM0/eQ0/e8Dnr+LcUnSrMxPksaRuUnSKMzrGTtJkiRJ0vixsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6zsJMkSZKkjrOwkyRJkqSOs7CTJEmSpI6btbBLsleSy5JcleTqJKe17R9L8rUkX03ywSTL2vYkOT3JhiTrkxwz6JOQtPiYmySNK/OTpFGYyx27+4Hjq+ooYA1wYpLjgI8BR/D/t3f/sXbX9R3Hn6/Ris3UVeW6dW0TjEPjrwikQzJntjGigIt1cxqNUeOPETf8gVMXlcWp02TippNEMSjbwLEpE8yQ4JRtoHORsoqliIVZFUOFQJcJSkSWwnt/nE/t6e25957bnl/fe5+P5OZ+z/f7Oaevc87Nq/d9fl14OrAOeG1bfzpwXPs6Ezh/1KElCbtJ0uyynyRN3JKDXfXc106ubV9VVVe1YwVcD2xqa7YCF7dD1wHrk2wYR3hJq5fdJGlW2U+SpmGo99glOSrJDuBu4Oqq2tZ3bC3wcuBf2q6NwO19Z9/T9s2/zDOTbE+yvfbdf7j5Ja1i4+imdl77SdIRGffvTnv37h1feEmdNNRgV1UPVtXx9B5ZOinJ0/oOfwz4SlX9RzudQRcx4DIvqKotVbUla9YtN7ckjaWb2uXaT5KOyLh/d5qbmxt9aEmdtqxPxayqe4BrgdMAkvwZMAf8cd+yPcDmvtObgDuOKKUkLcJukjSr7CdJkzLMp2LOJVnfttcBpwK3JHkt8FzgpVX1UN9ZrgBe0T7h6WTg3qq6cwzZJa1idpOkWWU/SZqGNUOs2QBclOQoeoPgpVV1ZZJ9wPeBryUBuLyq3gtcBZwB7AZ+ArxqLMklrXZ2k6RZZT9JmrglB7uq2gmcMGD/wPO2T3o668ijSdLC7CZJs8p+kjQNy3qPnSRJkiRp9jjYSZIkSVLHOdhJkiRJUsc52EmSJElSxznYSZIkSVLHOdhJkiRJUsc52EmSJElSxznYSZIkSVLHOdhJkiRJUsc52EmSJElSxznYSZIkSVLHOdhJkiRJUsc52EmSJElSxznYSZIkSVLHOdhJkiRJUsc52EmSJElSxznYSZIkSVLHOdhJkiRJUsc52EmSJElSxznYSZIkSVLHOdhJkiRJUsc52EmSJElSxy052CV5eJLrk9yY5OYk72n7X59kd5JKckzf+iQ5rx3bmeTEcV4BSauT3SRpVtlPkqZhzRBrHgBOqar7kqwFvprkC8B/AlcC185bfzpwXPt6JnB++y5Jo2Q3SZpV9pOkiVtysKuqAu5rJ9e2r6qqbwAkmX+WrcDF7XzXJVmfZENV3Tm62JJWO7tJ0qyynyRNw1DvsUtyVJIdwN3A1VW1bZHlG4Hb+07vafvmX+aZSbYn2V777l9OZkkCxtNN7XLtJ0lHZNy/O+3du3e0gSV13lCDXVU9WFXHA5uAk5I8bZHlhzwMBdSAy7ygqrZU1ZasWTdcWknqM45uapdrP0k6IuP+3Wlubm5UUSWtEMv6VMyquofe68JPW2TZHmBz3+lNwB3LTiZJQ7KbJM0q+0nSpAzzqZhzSda37XXAqcAti5zlCuAV7ROeTgbu9TXikkbNbpI0q+wnSdMwzDN2G4BrkuwE/ove68SvTPLGJHvoPaq0M8kn2/qrgO8Cu4FPAH80htySZDdJmlX2k6SJG+ZTMXcCJwzYfx5w3oD9BZw1knSStAC7SdKssp8kTcOy3mMnSZIkSZo9DnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxSw52SR6e5PokNya5Ocl72v7HJ9mW5NtJPpPkYW3/0e307nb82PFeBUmrlf0kaRbZTZKmYZhn7B4ATqmqZwDHA6clORn4APDhqjoO+CHwmrb+NcAPq+pXgA+3dZI0DvaTpFlkN0mauCUHu+q5r51c274KOAX4bNt/EfCCtr21naYd/+0kGVliSWrsJ0mzyG6SNA1DvccuyVFJdgB3A1cD3wHuqap9bckeYGPb3gjcDtCO3ws8dsBlnplke5Ltte/+I7sWklYt+0nSLBp3N+3du3fcV0FSxww12FXVg1V1PLAJOAl48qBl7fugR5jqkB1VF1TVlqrakjXrhs0rSQexnyTNonF309zc3OjCSloRlvWpmFV1D3AtcDKwPsmadmgTcEfb3gNsBmjHfwH431GElaSF2E+SZpHdJGlShvlUzLkk69v2OuBUYBdwDfD7bdkrgX9u21e007Tj/15VhzzqJElHyn6SNIvsJknTsGbpJWwALkpyFL1B8NKqujLJt4BPJ3kf8A3gwrb+QuBTSXbTe7TpJWPILUlgP0maTXaTpIlbcrCrqp3ACQP2f5fea8bn7/8p8KKRpJOkRdhPkmaR3SRpGpb1HjtJkiRJ0uxxsJMkSZKkjnOwkyRJkqSOc7CTJEmSpI5zsJMkSZKkjnOwkyRJkqSOc7CTJEmSpI5zsJMkSZKkjnOwkyRJkqSOc7CTJEmSpI5zsJMkSZKkjnOwkyRJkqSOc7CTJEmSpI5zsJMkSZKkjnOwkyRJkqSOc7CTJEmSpI5zsJMkSZKkjnOwkyRJkqSOc7CTJEmSpI5zsJMkSZKkjnOwkyRJkqSOc7CTJEmSpI5bcrBLsjnJNUl2Jbk5yZva/mck+VqSm5J8Psmj+s7zjiS7k9ya5LnjvAKSVie7SdKssp8kTcMwz9jtA95SVU8GTgbOSvIU4JPA26vq6cDngLcBtGMvAZ4KnAZ8LMlR4wgvaVWzmyTNKvtJ0sQtOdhV1Z1VdUPb/jGwC9gIPAn4Slt2NfDCtr0V+HRVPVBV3wN2AyeNOrik1c1ukjSr7CdJ07Cs99glORY4AdgGfBN4fjv0ImBz294I3N53tj1t3/zLOjPJ9iTba9/9y0stSX1G2U3t8uwnSSMxrt+d9u7dO67IkjpqkU2N+QAACUVJREFU6MEuySOAy4Czq+pHwKvpvbTg68Ajgf/bv3TA2euQHVUXVNWWqtqSNeuWn1ySGH03gf0kaTTG+bvT3NzcuGJL6qg1wyxKspZeMV1SVZcDVNUtwHPa8ScCz2vL93DgESiATcAdowosSfvZTZJmlf0kadKG+VTMABcCu6rqQ337H9e+/xzwp8DH26ErgJckOTrJ44HjgOtHHVzS6mY3SZpV9pOkaRjmGbtnAS8Hbkqyo+17J3BckrPa6cuBvwWoqpuTXAp8i96nQp1VVQ+ONrYk2U2SZpb9JGnilhzsquqrDH7tN8BHFjjP+4H3H0EuSVqU3SRpVtlPkqZhWZ+KKUmSJEmaPQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcQ52kiRJktRxDnaSJEmS1HEOdpIkSZLUcUsOdkk2J7kmya4kNyd5U9t/fJLrkuxIsj3JSW1/kpyXZHeSnUlOHPeVkLT62E2SZpX9JGka1gyxZh/wlqq6Ickjga8nuRo4F3hPVX0hyRnt9G8CpwPHta9nAue375I0SnaTpFllP0mauCWfsauqO6vqhrb9Y2AXsBEo4FFt2S8Ad7TtrcDF1XMdsD7JhpEnl7Sq2U2SZpX9JGkahnnG7meSHAucAGwDzga+mOQv6Q2Iv9aWbQRu7zvbnrbvznmXdSZwZjv5wE93fPSby8w+LscA/zPtEH1mKY9ZBjPLYE+a1D80ym5ql2c/Lc0sg5llYbOUp5P9NL+bkthNh5qlLDBbecwy2CxlOaJuGnqwS/II4DLg7Kr6UZL3AW+uqsuSvBi4EDgVyICz1yE7qi4ALmiXvb2qthzOFRi1WcoCs5XHLIOZZbAk2yf074y0m8B+GoZZBjPLwmYpT1f7yW5a2ixlgdnKY5bBZi3LkZx/qE/FTLKWXjFdUlWXt92vBPZv/xNwUtveA2zuO/smDrzUQJJGxm6SNKvsJ0mTNsynYobeI0q7qupDfYfuAH6jbZ8CfLttXwG8on3C08nAvVV1yEudJOlI2E2SZpX9JGkahnkp5rOAlwM3JdnR9r0T+APgI0nWAD/lwGu+rwLOAHYDPwFeNcS/ccFyQo/ZLGWB2cpjlsHMMti4s0yim2B13abLYZbBzLKwWcqzEvppNd2eyzFLWWC28phlsBWTJVUD32IiSZIkSeqIod5jJ0mSJEmaXQ52kiRJktRxExnskmxOck2SXUluTvKmtv8xSa5O8u32/dFtf5Kcl2R3kp1JTpxAlhe10w8l2TLvPO9oWW5N8twJZPlgklvadf9ckvVTzPLnLceOJF9K8stt/8Tvo77jb01SSY6ZVpYk707yg3a77EhyRt95JnoftWNvaP/ezUnOHXeWxfIk+Uzf7XJb3/tLxprncNhNy86yqrtpsTx9x+2nKfeT3bRyu2mJPKu6n+ym5WVpx1ZeN1XV2L+ADcCJbfuRwH8DTwHOBd7e9r8d+EDbPgP4Ar2/63IysG0CWZ5M748CXgts6Vv/FOBG4Gjg8cB3gKPGnOU5wJq2/wN9t8s0sjyqb80bgY9P6z5qpzcDXwS+DxwzxZ+XdwNvHbB+GvfRbwH/Chzdjj1u3FmWup/61vwV8K5J5BnxbWo32U3L/rnHfpqJflrsPupbYzcdeZaJd9MSeVZ1Py32c4/dtGq6aSLP2FXVnVV1Q9v+MbAL2AhsBS5qyy4CXtC2twIXV891wPokG8aZpap2VdWtA86yFfh0VT1QVd+j94lVJw1YN8osX6qqfW3ZdfT+ns20svyob9nPc+APpk78PmqHPwz8CQf/4dZpZRlk4vcR8IfAX1TVA+3Y3ePOskQe4Gcf9/1i4B8nkedw2E3LzrKqu2mxPO2w/XRolon3k920crtpiTyrup/spmVnWZHdNPH32CU5FjgB2Ab8YrW/09K+P64t2wjc3ne2PSz+AzGKLAuZdpZX03tEZWpZkrw/ye3Ay4B3TStLkucDP6iqG+ctm9Z99Pr28oW/SXs5zJSyPBF4dpJtSb6c5FcnmWVAnv2eDdxVVfv/TtPE8hwOu2nZWVZ1N83PYz8tmGWq/WQ3jTXLQqb9fw+s8n6ym4bKsiK7aaKDXZJHAJcBZ897NOOQpQP2jfTvMnQhS5JzgH3AJdPMUlXnVNXmluP108hC73Y4hwPleNDSSWZpt8v5wBOA44E76T11Pq0sa4BH03spxduAS9ujPmPPskCe/V7KgUedmFSew9GFPpilLKu9m+bnwX5aLMvU+sluWrndtFie1d5PdtPQWVZkN01ssEuylt6VuKSqLm+779r/tG/7vv9p0D30Xg+83ybgjjFnWchUsiR5JfA7wMuqav+dOO3b5R+AF04pyxPovb74xiS3tX/vhiS/NIUsVNVdVfVgVT0EfIIDT41P4z7aA1zeXk5xPfAQcMy4syySh/T++O7vAZ/pWz72PIfDblpeltXeTQvksZ8WyMKU+sluWrndtFie1d5PdtPwWVip3VQjeqPkYl/0Js6Lgb+et/+DHPwm4HPb9vM4+A2d1487S9/xazn4TcBP5eA3Ln6X0b2JcqHb5TTgW8DcvP3TyHJc3/YbgM9O+z5qa27jwBuAJ54F2NC3/WZ6r4Ge1n30OuC9bfuJ9J62zzizLHU/tZ/hL0/q53cMt6ndZDcd1v3U1thPB/ZPvJ/sppXbTUvcNqu6n+ymZWdZkd00kjtwiCvy6/SeOtwJ7GhfZwCPBf4N+Hb7/pi+K/5Rep/+clN/YYwxy+/Sm4wfAO4Cvth3nnNalluB0yeQZXf7Adu/7+NTzHIZ8M22//P03hQ8lfto3prbOFBO0/h5+VT7t3YCV3BwWU36PnoY8PftfroBOGXcWZa6n4C/A1434DxjyzPi29RuspuW/XPft+Y27Kep9dNi9xF20yizTLyblsizqvtpsZ/7vjW3YTet6G5KO5MkSZIkqaMm/qmYkiRJkqTRcrCTJEmSpI5zsJMkSZKkjnOwkyRJkqSOc7CTJEmSpI5zsJMkSZKkjnOwkyRJkqSO+39Ul7MRbNIDpAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rYLv5CZZ31U3b3O+gxr7pMwbb9/6msa/5NdRXvGInSZIkSRVnYSdJkiRJFedUTEmSJKkKdmwffcxu9dMm9z+4se+e2wfb960Z/hid+KJxdYxX7CRJkiSp4izsJEmSJKniRi3sImJmRCyLiBsi4saIOKup/zMRsalufUZEXBgRqyJiaUQc2v6wJcn8JKk/mZvUF7ZvGVzu/GXjsmP74KIJo5UrdtuAEzLzKGAhcFJEHA8QEYuA2U3j3wg8kJmHAWcDH29jvJJUz/wkqR+ZmyR13aiFXdbsPqs0vSwZEVOBTwLvbdrlFGBJaV8MvCAiok3xStIA85OkfmRuktQLLd1jFxFTI2IFcA9wZWYuBc4ELsvMtU3D5wGrATJzB7ABaPrmQ4iIMyJieUQszx1bxvMeJE1i5idJ/cjcpAkhdzUu6mstfd1BZu4EFkbEbODbEfFc4JXA84cYPtQZphzimIuBxQBT9j5kj35JaoX5SVI/MjdJ6rYxPRUzM9cDVwN/ABwGrIqI24G9I2JVGbYGWAAQEdOAA4D72xSvJA3J/CSpH5mbJHVLK0/FnFPONhERs4ATgesy8zGZeWhmHgpsLjf8AlwGnFbarwCuykzPKklqO/OTpH5kbpLUC61MxZwLLCk3/E4BLsrMy0cYfx5wQTkLdT/wmvGHKUlDMj9J6kfmJkldN2phl5krgaNHGbNvXXsrtTnkktRR5idJ/cjcJKkXxnSPnSRJkiSp/1jYSZIkSVLFWdhJkiRJUsVZ2EmSJElSxVnYSZIkSVLFWdhJkiRJUsVZ2EmSJElSxVnYSZIkSVLFWdhJkiRJUsVZ2EmSJElSxVnYSZIkSVLFWdhJkiRJUsVZ2EmSJElSxVnYSZIkSVLFWdhJkiRJUsVZ2EmSJElSxVnYSZIkSVLFWdhJkiRJUsVZ2EmSJElSxVnYSZIkSVLFWdhJkiRJUsVZ2EmSJElSxY1a2EXEzIhYFhE3RMSNEXFW2X5e2bYyIi6OiH3L9hkRcWFErIqIpRFxaGffgqTJyvyknpsydfhlpLHtMm2vwUV9w9wkqRdauWK3DTghM48CFgInRcTxwLsz86jMfCbwG+DMMv6NwAOZeRhwNvDxDsQtSWB+ktSfzE2Sum7Uwi5rNpXV6WXJzNwIEBEBzAKyjDkFWFLaFwMvKGMkqa3MT5L6kblJUi+0dI9dREyNiBXAPcCVmbm0bP8KcBdwBPCZMnwesBogM3cAG4CDhjjmGRGxPCKW544t434jkiYn85O6bizTL+vt2jm4dCIW9RVzk6Rua6mwy8ydmbkQmA8cGxFHlu2nA48FbgZeXYYPdYYp99iQuTgzF2Xmopg26xEFL0nmJ0n9yNwkqdvG9FTMzFwPXA2cVLdtJ3Ah8PKyaQ2wACAipgEHAPe3IVZJGpb5SVI/MjdJ6pZWnoo5JyJml/Ys4ETgFxFxWNkWwEuBW8oulwGnlfYrgKsyc4+zTpI0XuYndUz9FMe9Zg2/NNvnwMGleWwnnmD5SKeFqqPMTZJ6YVoLY+YCSyJiKrVC8CLg/wL/FRH7U5s+cAPwF2X8ecAFEbGK2tmm17Q9akmqMT9J6kfmJkldN2phl5krgaOH6Pq9YcZvBV45zrgkaVTmJ0n9yNwkqRfGdI+dJEmSJKn/tDIVU5Kkia35nrT6++Ca+2buM9je3PTVBQ89MPxrtHpvXfPrjfT1CDu2t36cVo8pSaokr9hJkiRJUsVZ2EmSJElSxTkVU5KkZnvvP9je2TRtcfvWwXbzlMb66Y8z923siylDjwPYumn4Y06d3trrNfeNNN1ypOme0XTON3cNfxxJUt/wip0kSZIkVZyFnSRJkiRVnFMxJUlqnra4cd1ge/ajG/sOXjDYvvvXwx+n+YmV9dMtm6c71k+N3P/gxr71dw+2m5+sWf96Y3nS5UhjnXopSZXkFTtJkiRJqjgLO0mSJEmqOKdiSpI0kn0ObFxft3qwXf9l5QD339naMaeO8N/v5o2N6/XTL0eapjke02cOth/eOvw4SVLf8oqdJEmSJFWchZ0kSZIkVZxTMSVJGsmWxqmRj3v2swfav71tbUPfzvqnaTY/FbNec99+dVMsH3qgsa/+CZbNUy/H8iTMkTj9UpIqzyt2kiRJklRxFnaSJEmSVHFOxZQkaQT7P/6JDes3fPRFA+0nnnlpQ98Dd9Y9JbN5umXzl5LXq59+OdL0ynZNvZQkTThesZMkSZKkirOwkyRJkqSKcyqmJEnN9po10Nz3gH0bup7+visG2v/8tt9r6HvVny8d/pi5a4S+sYUnSVIzr9hJkiRJUsVZ2EmSJElSxY06FTMiZgL/Ccwo4y/OzA9HxNeBRcDDwDLgzZn5cEQE8E/AycBm4A2ZeX2n3oCkycncpI6aPnOgeeevVjd07TVrcJrm5390R+N+I30puSYN85OkXmjlit024ITMPApYCJwUEccDXweOAJ4BzALeVMa/GDi8LGcAn2930JKEuUlS/zI/Seq6UQu7rNlUVqeXJTPze6UvqZ11ml/GnAKcX7quBWZHxNxOBC9p8jI3SepX5idJvdDSUzEjYipwHXAYcG5mLq3rmw78KfDOsmkeUD9vZU3ZtrbpmGdQOysF0xufOCZJrehEbir7mp8muwfXDTSnHPL4hq7t99890F76303/jY705Mv6LygfaZwmBD87Seq2lh6ekpk7M3MhtTNLx0bEkXXdnwP+MzP/q6zHUIcY4piLM3NRZi6KabOG2EWSRtaJ3FSOa36SNC5+dpLUbWN6KmZmrgeuBk4CiIgPA3OA/1k3bA2woG59PnDnuKKUpBGYmyT1K/OTpG4ZtbCLiDkRMbu0ZwEnArdExJuAFwGvzWyYU3IZcGrUHA9syMw9pjpJ0niYm9Qtu3btalget/AZA8seMgeXqdMbl+kzBhdNaOYnSb3Qyj12c4ElZa74FOCizLw8InYAdwA/rj2ll0sz8yPA96g9rncVtUf2nt6RyCVNduYmSf3K/CSp60Yt7DJzJXD0ENuH3Lc86elt4w9NkoZnbpLUr8xPknqhpadiSpI0WT3u8PkN60c+5eCB9k82b2vo27z3AYMrzU++3La57bFJkrTbmB6eIkmSJEnqPxZ2kiRJklRxFnaSJEmSVHHeYydJUrMpUweaDz24paHr/gcH76vba8b0xv0OnDvYvvvXjX1T6/7L3fnwuEOUJKmeV+wkSZIkqeIs7CRJkiSp4pyKKUnSCB5c/2DD+qGPftJAe++Zjf+N3vWbuwfaOw9e0Hig+9a0PzhJkgqv2EmSJElSxVnYSZIkSVLFORVTkqRmu3YONKdNb/yv8uqlvxloX/j232/oe95l1w6ubFzXeMyHtyFJUqd4xU6SJEmSKs7CTpIkSZIqzqmY6qh44jEN6/mbnw+u1E11GnJdknql7gvKp0xpPAc6Z84+A+1r1tzX0Lffox8z0H5w+szGY67eONjONsQoSVIdr9hJkiRJUsVZ2EmSJElSxTkVU+1XN4Vp7/32buh6aMf2wZW9ZjXut31LJ6OSpNbV5bHND25u6PrZj1YOtB83d/+Gvq2btw60Z+zTmP+2pfMvJUmd4xU7SZIkSao4CztJkiRJqjinYqrt9n768QPtZx7z+Ia+H/9ixeCKUy8l9au6p/Tuum9NY9/Whwaa/33t7cMeYtsvrmvckLvaEZkkSUPyip0kSZIkVZyFnSRJkiRV3KhTMSNiJvCfwIwy/uLM/HBEnAm8C3gSMCcz15XxAfwTcDKwGXhDZl7fofjVh173soUD7S+dc3FD3wf/9k0D7Y995GuNOz64rqNxaWIxN6mj9jlwsD1tr8a+OQcPNOc//lENXT+7om66+c6HOxGZKsD8JKkXWrnHbhtwQmZuiojpwDURcQXwI+By4Oqm8S8GDi/LccDny09Jaidzk6R+ZX6S1HWjFnaZmcCmsjq9LJmZPwWonWRqcApwftnv2oiYHRFzM3Nt+8KWNNmZmyT1K/OTpF5o6amYETEVuA44DDg3M5eOMHwesLpufU3Z1pCcIuIM4AwApu/besTqe9/5t18OtB+48n8NO+5jf7OzcUPdFwLXP5FOGk4nclM5rvlpsnt48IvG93iaZQzenv6zZb9s7NvW+GXmmrz87CSp21p6eEpm7szMhcB84NiIOHKE4XuchgJyiGMuzsxFmbkops1qLVpJqtOJ3FSOa36SNC5+dpLUbWN6KmZmrqc2L/ykEYatARbUrc8H7hxzZJLUInOTpH5lfpLULa08FXMO8HBmro+IWcCJwMdH2OUy4MyI+BdqN/5ucI745LLu2qsG2o969X0Nffdf+GcD7U98/M8a+t773i8Nrmze0JngNGGYm9RRO7YPtrPpwkndVEw23NPYVz+FU5OW+UlSL7RyxW4u8MOIWAn8BLgyMy+PiHdExBpqZ5VWRsTuT+XfA34NrAK+CLy1A3FLkrlJUr8yP0nqulaeirkSOHqI7ecA5wyxPYG3tSU6SRqGuUlSvzI/SeqFlp6KKY1J3RMt8/YbGrr+/5vuGmg/6zEHNvQ94XnPG2jfdsVlHQpOklpQ/2TevZoeUlE/TVOSpD4xpoenSJIkSZL6j4WdJEmSJFWcUzHVVa/9628PtH9+3hsa+q7/yAsH2gc6FVNSL9VPxdy+pbFv6vTBttMyJUl9wit2kiRJklRxFnaSJEmSVHFOxVRn1U9nAlh940Dz9Auub+iaOjUGV/Y/pHG/jU1fAixJnTRz38H21k2NffV5rTnHSZLUI16xkyRJkqSKs7CTJEmSpIqzsJMkSZKkivMeO/XMimW/alifte+sgfacZy5s6Lv3mh90JSZJAva8r66e99VJkvqQV+wkSZIkqeIs7CRJkiSp4pyKqZ55+BfLGtd7FIckSZJUdV6xkyRJkqSKs7CTJEmSpIqzsJMkSZKkirOwkyRJkqSKs7CTJEmSpIqzsJMkSZKkirOwkyRJkqSKs7CTJEmSpIobtbCLiJkRsSwiboiIGyPirLL9CRGxNCJujYgLI2Kvsn1GWV9V+g/t7FuQNFmZnyT1I3OTpF5o5YrdNuCEzDwKWAicFBHHAx8Hzs7Mw4EHgDeW8W8EHsjMw4CzyzhJ6gTzk6R+ZG6S1HWjFnZZs6msTi9LAicAF5ftS4A/Lu1Tyjql/wUREW2LWJIK85OkfmRuktQLLd1jFxFTI2IFcA9wJfArYH1m7ihD1gDzSnsesBqg9G8ADhrimGdExPKIWJ47tozvXUiatMxPkvqRuUlSt7VU2GXmzsxcCMwHjgWeOtSw8nOoM0y5x4bMxZm5KDMXxbRZrcYrSQ3MT5L6kblJUreN6amYmbkeuBo4HpgdEdNK13zgztJeAywAKP0HAPe3I1hJGo75SVI/MjdJ6pZWnoo5JyJml/Ys4ETgZuCHwCvKsNOAfy3ty8o6pf+qzNzjrJMkjZf5SVI/MjdJ6oVpow9hLrAkIqZSKwQvyszLI+Im4F8i4u+AnwLnlfHnARdExCpqZ5te04G4JQnMT5L6k7lJUteNWthl5krg6CG2/5ranPHm7VuBV7YlOkkagflJUj8yN0nqhTHdYydJkiRJ6j8WdpIkSZJUcRZ2kiRJklRxFnaSJEmSVHEWdpIkSZJUcRZ2kiRJklRxFnaSJEmSVHEWdpIkSZJUcRZ2kiRJklRxFnaSJEmSVHEWdpIkSZJUcRZ2kiRJklRxFnaSJEmSVHEWdpIkSZJUcRZ2kiRJklRxFnaSJEmSVHEWdpIkSZJUcRZ2kiRJklRxFnaSJEmSVHEWdpIkSZJUcRZ2kiRJklRxoxZ2EbEgIn4YETdHxI0R8c6y/aiI+HFE/CwivhsR+9ft84GIWBURv4iIF3XyDUianMxNkvqV+UlSL7RyxW4H8JeZ+VTgeOBtEfE04EvA+zPzGcC3gfcAlL7XAE8HTgI+FxFTOxG8pEnN3CSpX5mfJHXdqIVdZq7NzOtL+0HgZmAe8BTgP8uwK4GXl/YpwL9k5rbMvA1YBRzb7sAlTW7mJkn9yvwkqRfGdI9dRBwKHA0sBX4O/FHpeiWwoLTnAavrdltTtjUf64yIWB4Ry3PHlrFFLUl12pmbyvHMT5Laws9Okrql5cIuIvYFLgHelZkbgT+jNrXgOmA/YPvuoUPsnntsyMZ6rjIAACAASURBVFycmYsyc1FMmzX2yCWJ9ucmMD9Jag8/O0nqpmmtDIqI6dQS09cz81KAzLwFeGHpfzLwkjJ8DYNnoADmA3e2K2BJ2s3cJKlfmZ8kdVsrT8UM4Dzg5sz8x7rth5SfU4C/Br5Qui4DXhMRMyLiCcDhwLJ2By5pcjM3SepX5idJvdDKFbvfA/4U+FlErCjbPggcHhFvK+uXAl8ByMwbI+Ii4CZqT4V6W2bubG/YkmRuktS3zE+Sum7Uwi4zr2Houd8A/zTMPh8FPjqOuCRpROYmSf3K/CSpF8b0VExJkiRJUv+xsJMkSZKkirOwkyRJkqSKs7CTJEmSpIqzsJMkSZKkirOwkyRJkqSKs7CTJEmSpIqzsJMkSZKkirOwkyRJkqSKs7CTJEmSpIqzsJMkSZKkirOwkyRJkqSKs7CTJEmSpIqzsJMkSZKkirOwkyRJkqSKs7CTJEmSpIqzsJMkSZKkirOwkyRJkqSKs7CTJEmSpIqzsJMkSZKkirOwkyRJkqSKs7CTJEmSpIobtbCLiAUR8cOIuDkiboyId5btCyPi2ohYERHLI+LYsj0i4pyIWBURKyPimE6/CUmTj7lJUr8yP0nqhWktjNkB/GVmXh8R+wHXRcSVwCeAszLziog4uaw/H3gxcHhZjgM+X35KUjuZmyT1K/OTpK4b9YpdZq7NzOtL+0HgZmAekMD+ZdgBwJ2lfQpwftZcC8yOiLltj1zSpGZuktSvzE+SeqGVK3YDIuJQ4GhgKfAu4PsR8Q/UCsTfLcPmAavrdltTtq1tOtYZwBllddvWFef+fIyxd8rBwLpeB1Gnn+IxlqEZy9Ce0q0XamduKsczP43OWIZmLMPrp3gqmZ/MTS3pp1igv+IxlqH1Uyzjyk0tF3YRsS9wCfCuzNwYEX8HvDszL4mIVwHnAScCMcTuuceGzMXA4nLs5Zm56JG8gXbrp1igv+IxlqEZy9AiYnmXXqetuQnMT60wlqEZy/D6KZ6q5idz0+j6KRbor3iMZWj9Fst49m/pqZgRMZ1aYvp6Zl5aNp8G7G5/Czi2tNcAC+p2n8/gVANJahtzk6R+ZX6S1G2tPBUzqJ1Rujkz/7Gu607geaV9AnBraV8GnFqe8HQ8sCEz95jqJEnjYW6S1K/MT5J6oZWpmL8H/Cnws4hYUbZ9EPhz4J8iYhqwlcE5398DTgZWAZuB01t4jcVjCbrD+ikW6K94jGVoxjK0TsfSjdwEk+t3OhbGMjRjGV4/xTMR8tNk+n2ORT/FAv0Vj7EMbcLEEplD3mIiSZIkSaqIlu6xkyRJkiT1Lws7SZIkSaq4rhR2EbEgIn4YETdHxI0R8c6y/VERcWVE3Fp+Hli2R0ScExGrImJlRBzThVheWdZ3RcSipn0+UGL5RUS8qAuxfDIibinv/dsRMbuHsfxtiWNFRPwgIh5btnf9b1TX/1cRkRFxcK9iiYi/iYjflt/Liog4uW6frv6NSt/by+vdGBGf6HQsI8UTERfW/V5ur7u/pKPxPBLmpjHHMqlz00jx1PWbn3qcn8xNEzc3jRLPpM5P5qaxxVL6Jl5uysyOL8Bc4JjS3g/4JfA04BPA+8v29wMfL+2TgSuofa/L8cDSLsTyVGpfCng1sKhu/NOAG4AZwBOAXwFTOxzLC4FpZfvH634vvYhl/7ox7wC+0Ku/UVlfAHwfuAM4uIf/Xv4G+Kshxvfib/QHwL8BM0rfIZ2OZbS/U92YTwH/uxvxtPl3am4yN4353z3mp77ITyP9jerGmJvGH0vXc9Mo8Uzq/DTSv3vMTZMmN3Xlil1mrs3M60v7QeBmYB5wCrCkDFsC/HFpnwKcnzXXArMjYm4nY8nMmzPzF0PscgrwL5m5LTNvo/bEqmOHGNfOWH6QmTvKsGupfZ9Nr2LZWDdsHwa/MLXrf6PSfTbwXhq/uLVXsQyl638j4C+A/5OZ20rfPZ2OZZR4gIHHfb8K+GY34nkkzE1jjmVS56aR4ind5qc9Y+l6fjI3TdzcNEo8kzo/mZvGHMuEzE1dv8cuIg4FjgaWAo/O8j0t5echZdg8YHXdbmsY+R9EO2IZTq9j+TNqZ1R6FktEfDQiVgOvB/53r2KJiD8CfpuZNzQN69Xf6MwyfeHLUabD9CiWJwPPiYilEfEfEfGsbsYyRDy7PQe4OzN3f09T1+J5JMxNY45lUuem5njMT8PG0tP8ZG7qaCzD6fX/PTDJ85O5qaVYJmRu6mphFxH7ApcA72o6m7HH0CG2tfV7GaoQS0R8CNgBfL2XsWTmhzJzQYnjzF7EQu338CEGk2PD0G7GUn4vnweeBCwE1lK7dN6rWKYBB1KbSvEe4KJy1qfjsQwTz26vZfCsE92K55GoQj7op1gme25qjgfz00ix9Cw/mZsmbm4aKZ7Jnp/MTS3HMiFzU9cKu4iYTu1NfD0zLy2b79592bf83H0ZdA21+cC7zQfu7HAsw+lJLBFxGvCHwOszc/cfsde/l28AL+9RLE+iNr/4hoi4vbze9RHxmB7EQmbenZk7M3MX8EUGL4334m+0Bri0TKdYBuwCDu50LCPEQ9S+fPdPgAvrhnc8nkfC3DS2WCZ7bhomHvPTMLHQo/xkbpq4uWmkeCZ7fjI3tR4LEzU3ZZtulBxpoVZxng98umn7J2m8CfgTpf0SGm/oXNbpWOr6r6bxJuCn03jj4q9p302Uw/1eTgJuAuY0be9FLIfXtd8OXNzrv1EZczuDNwB3PRZgbl373dTmQPfqb/QW4COl/WRql+2jk7GM9ncq/4b/o1v/fjvwOzU3mZse0d+pjDE/DW7ven4yN03c3DTK72ZS5ydz05hjmZC5qS1/wBbeyO9Tu3S4ElhRlpOBg4B/B24tPx9V98bPpfb0l5/VJ4wOxvIyapXxNuBu4Pt1+3yoxPIL4MVdiGVV+Qe2e9sXehjLJcDPy/bvUrspuCd/o6YxtzOYnHrx7+WC8lorgctoTFbd/hvtBXyt/J2uB07odCyj/Z2ArwJvGWKfjsXT5t+pucncNOZ/93Vjbsf81LP8NNLfCHNTO2Ppem4aJZ5JnZ9G+ndfN+Z2zE0TOjdF2UmSJEmSVFFdfyqmJEmSJKm9LOwkSZIkqeIs7CRJkiSp4izsJEmSJKniLOwkSZIkqeIs7CRJkiSp4izsJEmSJKniLOwkSZIkqeIs7CRJkiSp4izsJEmSJKniLOwkSZIkqeIs7CRJkiSp4izsJEmSJKniLOwkSZIkqeIs7CRJkiSp4izsJEmSJKniLOwkSZIkqeIs7CRJkiSp4izs+lBEfDUi/q7FsbdHxImdjqnpNZ8fEWu6+Zr9bix/M6mqzE3VExF/ExFf63UckqTOs7BT17Sj+ImIN0TENe2KqenY/xARt0bEgxFxS0ScOsy40yIiI+JNnYhDUndVIDfdGBGb6pYdEfHd0vfkiPjXiLg3Iu6PiO9HxFM6EYckqb9Z2KkyImJaG47xhoj46jDdDwEvBQ4ATgP+KSJ+t2n/A4EPADeONxZJE0Onc1NmPj0z983MfYH9gN8A3yrds4HLgKcAjwaWAf863ngkSdVjYdcHIuLoiLi+XCm6EJjZ1P+HEbEiItZHxH9HxDOHOc6xEfHjMm5tRHw2IvYqfedGxKeaxn83It5V2o+NiEvKWd/bIuIddeNmlTPaD0TETcCzRngvERFnR8Q9EbEhIlZGxJERcQbweuC95Yzz7rPN74+IX5X3flNEvKzuWG+IiB+V490PXAh8AXh2Ocb6Mf2iR5GZH87MWzJzV2YuBf4LeHbTsL8HzgHWDXGIAyPi/5b3sjQintTO+KRuMzf1R25q8lzgEOASgMxclpnnZeb9mfkwcDbwlIg4qG6fvSLi/PJeboyIRR2MT5LUIxZ2PVY+3HwHuAB4FLWzsC+v6z8G+DLwZuAg4J+ByyJixhCH2wm8GziYWkHyAuCtpW8J8NqImFKOe3Dp/2bZ9l3gBmBe2f6uiHhR2ffDwJPK8iJqV7OG80JqHzyeTO1M8quB+zJzMfB14BPlzPNLy/hfAc+hdpXsLOBrETG37njHAb+m9kHmfwBvAX5cjjG7vJfXRcTKEWIas4iYRe1D4o11244FFlH7ADeU15b3cCCwCvhoO2OSusnc1J+5idp7vDgzHxqm/7nAXZl5X922PwL+hcGre59tc0ySpD5gYdd7xwPTgU9n5sOZeTHwk7r+Pwf+OTOXZubOzFwCbCv7NcjM6zLz2szckZm3U/ug9bzStwzYQO2DEcBrgKsz825qBcyczPxIZm7PzF8DXyxjAF4FfLScEV5N7YrVcB6mNlXoCCAy8+bMXDvc4Mz8VmbeWa6SXQjcChxbN+TOzPxMeU9bhjnGNzJzyCsF4/AFah8mvw8QEVOBzwFvz8xdw+xzaTl7voPaB8WFbY5J6iZzU5/lpojYG3gF8NVh+ucD5wL/s6nrmsz8XmbupFaoH9WumCRJ/cPCrvceC/w2M7Nu2x117ccDf1mmMK0vU3wWlP0aRO0m+ssj4q6I2Ah8jNoZ8t2WUDuzTPl5Qd1rPLbpNT5I7X6N3TGuHia+Bpl5FbWzwecCd0fE4ojYf7jxEXFq3VSu9cCRTTGvHmbXlkXE5+qO/zngdXXvdY+z6RHxyRLHq+r+Lm8FVmbmj0d4qbvq2puBfccbu9RD5qY+y03AnwD3A/8xxLHmAD8APpeZ32zqbs5NM6MN9wVKkvqLhV3vrQXmRUTUbXtcXXs1tTPSs+uWvYf4jxvg88AtwOGZuT+1D0D1x/0acEpEHAU8ldo0q92vcVvTa+yXmSfXxbhgmPj2kJnnZObvAE+nNu3pPbu76sdFxOOpnX0/EzioTF/6eVPMDfsMsT6qzHzr7vdFrUD7Rt37bDibHhFnAS8GXpiZG+u6XgC8rHwwvQv4XeBTEeGUJk1U5qY+yk3FacD5TcX27oc6/QC4LDOdAi5Jk5SFXe/9GNgBvCMipkXEn9A43eeLwFsi4rhy8/8+EfGSiNhviGPtB2wENkXEEcBf1Hdm5hpqU6kuAC6pmz60DNgYEe+L2sMIppaHCux+EMFFwAci4sAy1eftw72ZiHhWiXU6tadMbqV2fw3A3cAT64bvQ+3D0L1l39OpnRUfyd3A/HL/T1tFxAeA1wH/X9P9KQBvoPaBc2FZllO77+ZD7Y5D6hPmpj7JTSWG+cAfULu6Wb99f2pTxn+Ume/vxGtLkqrBwq7HMnM7tek1bwAeoHZD/6V1/cup3cvy2dK/qowdyl9RK0wepPah68IhxiwBnsHgVCfKfRcvpVaw3EbtiY9fovbQAKgVMHeUvh/U7zuE/ctrP1D2uQ/4h9J3HvC0Ms3oO5l5E/Apah8g7y5x/WiEYwNcRe2BJndFxDqAiHh9RLTj6wc+Ru2M/60x+H1RHwTIzPWZedfuBdgObMzMDW14XanvmJv6KjcB/Cm1h7P8qmn7y6jdi3h6NH7X3YhXLyVJE080zejQBBcRz6U27enQER4CIkldZW6SJGl8vGI3iZQpSO8EvuQHJ0n9wtwkSdL4jVrYRcTMiFgWETdE7YtNzyrbIyI+GhG/jIibo3xpbNl+TkSsitoXwB7T6Teh0UXEU4H1wFzg0z0ORxo3c9PEYG7SRGR+ktQLrTzueBtwQmZuKmdVr4mIK6g9SGIBcERm7oqIQ8r4FwOHl+U4ak9DO679oWssMvNmag8EkCYKc9MEYG7SBGV+ktR1oxZ25bHKm8rq9LIktaeavW73tJnMvKeMOYXBxzFfGxGzI2LuSF8EK0ljZW6S1K/MT5J6oaUvKI2IqcB1wGHAuZm5NCKeBLw6Il5G7ZHQ78jMW4F5NH5x65qybW3TMc8AzqitTPudmHngON+KpH6SW+5dl5lzOvkanchN5bjmJ2kCq2p+qs9N++yzz+8cccQRnXwLkrrsuuuuG1duaqmwK4+cXhgRs4FvR8SRwAxga2Yuitr3G30ZeA6NX+A6cIghjrkYWAwwZe9DcsZTXvUI34KkfrR1xbl3dPo1OpGbynHNT9IEVtX8VJ+bFi1alMuXL+9Y/JK6LyLGlZvG9FTMzFwPXA2cRO1s0iWl69vAM0t7DbX547vNB+4cT5CSNBJzk6R+ZX6S1C2tPBVzTjnbRETMAk4EbgG+A5xQhj0P+GVpXwacWp7wdDywwTniktrN3CSpX5mfJPVCK1Mx5wJLylzxKcBFmXl5RFwDfD0i3k3tBuE3lfHfA04GVgGbgdPbH7YkmZsk9S3zk6Sua+WpmCuBo4fYvh54yRDbE3hbW6KTpGGYmyT1K/OTpF4Y0z12kiRJkqT+Y2EnSZIkSRVnYSdJkiRJFWdhJ0mSJEkVZ2EnSZIkSRVnYSdJkiRJFWdhJ0mSJEkVZ2EnSZIkSRVnYSdJkiRJFWdhJ0mSJEkVZ2EnSZIkSRVnYSdJkiRJFWdhJ0mSJEkVZ2EnSZIkSRVnYSdJkiRJFWdhJ0mSJEkVZ2EnSZIkSRVnYSdJkiRJFWdhJ0mSJEkVZ2EnSZIkSRVnYSdJkiRJFWdhJ0mSJEkVN2phFxEzI2JZRNwQETdGxFll+1cj4raIWFGWhWV7RMQ5EbEqIlZGxDGdfhOSJh9zk6R+ZX6S1AvTWhizDTghMzdFxHTgmoi4ovS9JzMvbhr/YuDwshwHfL78lKR2MjdJ6lfmJ0ldN+oVu6zZVFanlyVH2OUU4Pyy37XA7IiYO/5QJWmQuUlSvzI/SeqFlu6xi4ipEbECuAe4MjOXlq6PlikDZ0fEjLJtHrC6bvc1ZVvzMc+IiOURsTx3bBnHW5A0WXUiN5Xjmp8kjUunPzvde++9HY1fUvW0VNhl5s7MXAjMB46NiCOBDwBHAM8CHgW8rwyPoQ4xxDEXZ+aizFwU02Y9ouAlTW6dyE3luOYnSePS6c9Oc+bM6VDkkqpqTE/FzMz1wNXASZm5tkwZ2AZ8BTi2DFsDLKjbbT5wZxtilaQhmZsk9Svzk6RuaeWpmHMiYnZpzwJOBG7ZPfc7IgL4Y+DnZZfLgFPLE56OBzZk5tqORC9p0jI3SepX5idJvdDKUzHnAksiYiq1QvCizLw8Iq6KiDnUpg+sAN5Sxn8POBlYBWwGTm9/2JJkbpLUt8xPkrpu1MIuM1cCRw+x/YRhxifwtvGHJknDMzdJ6lfmJ0m9MKZ77CRJkiRJ/cfCTpIkSZIqzsJOkiRJkirOwk6SJEmSKs7CTpIkSZIqzsJOkiRJkirOwk6SJEmSKs7CTpIkSZIqzsJOkiRJkirOwk6SJEmSKs7CTpIkSZIqzsJOkiRJkirOwk6SJEmSKs7CTpIkSZIqzsJOkiRJkirOwk6SJEmSKm5arwPQBDRl6mB7187W+ySpCury2GOe88KGrrv+44puRyNJEuAVO0mSJEmqPAs7SZIkSao4p2Jq/OqnVwJM22uwvX1LY98+Bw62H1zXuZgkqVPqppHf/A8vaeg68FlOxZQk9YZX7CRJkiSp4kYt7CJiZkQsi4gbIuLGiDirqf8zEbGpbn1GRFwYEasiYmlEHNr+sCXJ/CSpP5mbJPVCK1fstgEnZOZRwELgpIg4HiAiFgGzm8a/EXggMw8DzgY+3sZ4VQXbtwwuzaZOHVyk8TM/qfumTB1cms07YnDRZGZuktR1oxZ2WbP7rNL0smRETAU+Cby3aZdTgCWlfTHwgoiINsUrSQPMT5L6kblJUi+0dI9dREyNiBXAPcCVmbkUOBO4LDPXNg2fB6wGyMwdwAbgoCGOeUZELI+I5bljiCs7ktQC85OkftTp3HTvvfd29g1IqpyWnoqZmTuBhRExG/h2RDwXeCXw/CGGD3WGKYc45mJgMcCUvQ/Zo1/95VsX/K+G9Y9//9aB9vJvfKv1A62/u10hSYD5ST1Q91TMZtP22W+gvaMbsahvdTo3LVq0yNwkqcGYnoqZmeuBq4E/AA4DVkXE7cDeEbGqDFsDLACIiGnAAcD9bYpXkoZkfpLUj8xNkrqlladizilnm4iIWcCJwHWZ+ZjMPDQzDwU2lxt+AS4DTivtVwBXZaZnlSS1nflJUj8yN0nqhVamYs4FlpQbfqcAF2Xm5SOMPw+4oJyFuh94zfjDVK+deMSjh12fd8Pqhr7NN147uNI0ZWn2s/5goL3+Jz9sY4SapMxP6is3f+G1A+3DT/hJDyNRj5mbJHXdqIVdZq4Ejh5lzL517a3U5pBLUkeZnyT1I3OTpF4Y0z12kiRJkqT+09JTMaUDn3Vmw/rr3/+WgfbVH3tpQ9+LPzZroH3fj/+toW/Thk0Mq/7Lfkd46pwk9Ysnnnlpw/rvHndobwKRJE16XrGTJEmSpIqzsJMkSZKkinMqph6Rz778yIH2q7+yvKHvl58+ZaB90CvWNvTt+M3Ngysz923oa5iKuXnD+IOUpA578IEHG9avW7l2mJGSJHWWV+wkSZIkqeIs7CRJkiSp4pyKqXG78PRFDesH/uE/DrRPP+Okhr6vfPqiwZWHHmg80D4Htj02SeqkHbf/vGH9rjV79SgSSdJk5xU7SZIkSao4CztJkiRJqjinYuoR+dlvBp9a+YzHHdDQ9/cfetlA+3sr727c8cF1g+36p2ACPLx1+D6/sFxSP9qxvXF9+5bexCFJmvS8YidJkiRJFWdhJ0mSJEkVZ2EnSZIkSRXnPXZ6RP74k1cNtM9+83ENfR/+/DUD7UMPf2xDXzzxmGGPmb++vk3RSVKXeP+vJKlPeMVOkiRJkirOwk6SJEmSKs6pmHpE7r/23wfap/3ipsbOaXsNjnvU/g1dB809aKC97rf3diY4SZIkaZLxip0kSZIkVZyFnSRJkiRVnFMxNX4PrG1cnzJ1oLlu6fB9TJ3e2Lf3AYPtzRuG38+n0EmSJEkNvGInSZIkSRU3amEXETMjYllE3BARN0bEWWX7eWXbyoi4OCL2LdtnRMSFEbEqIpZGxKGdfQuSJivzk6R+ZG6S1AutXLHbBpyQmUcBC4GTIuJ44N2ZeVRmPhP4DXBmGf9G4IHMPAw4G/h4B+JWP9u1c3DZsX34ZcvGxkUaO/OTpH5kbpLUdaMWdlmzqaxOL0tm5kaAiAhgFpBlzCnAktK+GHhBGSNJbWV+ktSPzE2SeqGle+wiYmpErADuAa7MzKVl+1eAu4Aj+H/t3XuspHddx/H3h90FNnJZoAdddzeBQEEQQtuspRGJWhspRSnKRQwBwsUGLFdFw8UgqCSCF6SGSwpFW6xCtTUWBKFKy8XQ1qVsF8q2smJNlzawBloglJItX/+Y37qzZ+ecM2d3Ls9zzvuVTM4zv+f3zH5nnpPPnu/M8zwDf9mmbwNuAaiqg8AdwINGPOY5SXYl2VUH7zzuJyJpfTKfJHXRtLPpwAG/C1bSkcZq7Krq7qo6CdgOnJrkMW38BcCPA3uBX2vTR73DVEcNVJ1fVTuramc2bj6m4tVDw4dpbrznkbcf3Hn4do8NR96Gt5OGmE+Sumja2bSwsDClyiX11aquillVtwNXAWcOjd0NfAh4ehvaD+wASLIRuD/wzQnUKklLMp8kdZHZJGlWxrkq5kKSLW15M3AGcFOSh7exAL8M3Ng2uRx4flt+BvDJqjrqXSdJOl7mk6QuMpskzcM4X1C+FbgwyQYGjeAlwD8Dn0lyPwaHD1wPvLTNvwD4QJJ9DN5tevbEq9bacPAHS6+756LD337geU4ayXyS1EVmk6SZW7Gxq6o9wMkjVj1hifnfB555nHVJ0orMJ0ldZDZJmodVnWMnSZIkSeqecQ7FlGZvucM0JUmSJB3BT+wkSZIkqeds7CRJkiSp5zwUU910jw1H3veLySVJkqQl+YmdJEmSJPWcjZ0kSZIk9ZyHYqqbvCqmJEmSNDY/sZMkSZKknrOxkyRJkqSes7GTJEmSpJ6zsZMkSZKknrOxkyRJkqSes7GTJEmSpJ6zsZMkSZKknrOxkyRJkqSes7GTJEmSpJ6zsZMkSZKknrOxkyRJkqSes7GTJEmSpJ6zsZMkSZKknrOxkyRJkqSeW7GxS3LvJNcmuT7JDUne3MYvTnJTki8leX+STW08Sc5Lsi/JniSnTPtJSFp/zCZJXWU+SZqHcT6xuws4vaoeB5wEnJnkNOBi4CeAxwKbgRe3+U8GTmy3c4B3T7poScJsktRd5pOkmVuxsauB77a7m9qtquqjbV0B1wLb25yzgYvaqquBLUm2TqN4SeuX2SSpq8wnSfMw1jl2STYk2Q18A7iiqq4ZWrcJeC7wL21oG3DL0Ob729jixzwnya4ku+rgncdav6R1bBrZ1LY1nyQdl2n/7XTgwIHpFS+pl8Zq7Krq7qo6icE7S6cmeczQ6ncBn66qz7T7GfUQIx7z/KraWVU7s3HzauuWpKlkU3tc80nScZn2304LCwuTL1pSr63qqphVdTtwFXAmQJLfBxaA3xqath/YMXR/O3DrcVUpScswmyR1lfkkaVbGuSrmQpItbXkzcAZwY5IXA08Cfr2qfji0yeXA89oVnk4D7qiq26ZQu6R1zGyS1FXmk6R52DjGnK3AhUk2MGgEL6mqjyQ5CPwP8LkkAJdV1R8AHwXOAvYB3wNeMJXKJa13ZpOkrjKfJM3cio1dVe0BTh4xPnLbdqWnc4+/NElamtkkqavMJ0nzsKpz7CRJkiRJ3WNjJ0mSJEk9Z2MnSZIkST1nYydJkiRJPWdjJ0mSJEk9Z2MnSZIkST1nYydJkiRJPWdjJ0mSJEk9Z2MnSZIkST1nYydJkiRJPWdjJ0mSJEk9Z2MnSZIkST1nYydJkiRJPWdjJ0mSJEk9Z2MnSZIkST1nYydJkiRJPWdjJ0mSJEk9Z2MnSZIkST1nYydJkiRJPWdjJ0mSJEk9Z2MnSZIkST1nYydJkiRJPbdiY5fk3kmuTXJ9khuSvLmNvyzJviSV5ISh+UlyXlu3J8kp03wCktYns0lSV5lPkuZh4xhz7gJOr6rvJtkEfDbJx4B/Bz4CXLVo/pOBE9vt8cC7209JmiSzZMWuowAADqdJREFUSVJXmU+SZm7Fxq6qCvhuu7up3aqqvgCQZPEmZwMXte2uTrIlydaqum1yZUta78wmSV1lPkmah7HOsUuyIclu4BvAFVV1zTLTtwG3DN3f38YWP+Y5SXYl2VUH71xNzZIETCeb2uOaT5KOy7T/djpw4MBkC5bUe2M1dlV1d1WdBGwHTk3ymGWmH/U2FFAjHvP8qtpZVTuzcfN41UrSkGlkU3tc80nScZn2304LCwuTKlXSGrGqq2JW1e0Mjgs/c5lp+4EdQ/e3A7euujJJGpPZJKmrzCdJszLOVTEXkmxpy5uBM4Abl9nkcuB57QpPpwF3eIy4pEkzmyR1lfkkaR7G+cRuK3Blkj3AfzA4TvwjSV6RZD+Dd5X2JHlfm/9R4KvAPuC9wG9OoW5JMpskdZX5JGnmxrkq5h7g5BHj5wHnjRgv4NyJVCdJSzCbJHWV+SRpHlZ1jp0kSZIkqXts7CRJkiSp52zsJEmSJKnnbOwkSZIkqeds7CRJkiSp52zsJEmSJKnnbOwkSZIkqeds7CRJkiSp52zsJEmSJKnnbOwkSZIkqeds7CRJkiSp52zsJEmSJKnnbOwkSZIkqeds7CRJkiSp52zsJEmSJKnnbOwkSZIkqeds7CRJkiSp52zsJEmSJKnnbOwkSZIkqeds7CRJkiSp52zsJEmSJKnnbOwkSZIkqedWbOyS3DvJtUmuT3JDkje38YcmuSbJV5J8KMk92/i92v19bf1DpvsUJK1X5pOkLjKbJM3DOJ/Y3QWcXlWPA04CzkxyGvBW4O1VdSLwLeBFbf6LgG9V1cOBt7d5kjQN5pOkLjKbJM3cio1dDXy33d3UbgWcDvxDG78QeFpbPrvdp63/hSSZWMWS1JhPkrrIbJI0D2OdY5dkQ5LdwDeAK4D/Am6vqoNtyn5gW1veBtwC0NbfATxoxGOek2RXkl118M7jexaS1i3zSVIXTTubDhw4MO2nIKlnxmrsquruqjoJ2A6cCjxq1LT2c9Q7THXUQNX5VbWzqnZm4+Zx65WkI5hPkrpo2tm0sLAwuWIlrQmruipmVd0OXAWcBmxJsrGt2g7c2pb3AzsA2vr7A9+cRLGStBTzSVIXmU2SZmWcq2IuJNnSljcDZwB7gSuBZ7Rpzwf+qS1f3u7T1n+yqo5610mSjpf5JKmLzCZJ87Bx5SlsBS5MsoFBI3hJVX0kyZeBDyb5I+ALwAVt/gXAB5LsY/Bu07OnULckgfkkqZvMJkkzt2JjV1V7gJNHjH+VwTHji8e/DzxzItVJ0jLMJ0ldZDZJmodVnWMnSZIkSeoeGztJkiRJ6jkbO0mSJEnqORs7SZIkSeo5GztJkiRJ6jkbO0mSJEnqORs7SZIkSeo5GztJkiRJ6jkbO0mSJEnqORs7SZIkSeo5GztJkiRJ6jkbO0mSJEnqORs7SZIkSeo5GztJkiRJ6jkbO0mSJEnqORs7SZIkSeo5GztJkiRJ6jkbO0mSJEnqORs7SZIkSeo5GztJkiRJ6jkbO0mSJEnqORs7SZIkSeq5FRu7JDuSXJlkb5IbkryyjT8uyeeSfDHJh5Pcb2ib1yXZl+SmJE+a5hOQtD6ZTZK6ynySNA/jfGJ3EPjtqnoUcBpwbpJHA+8DXltVjwX+EfgdgLbu2cBPAmcC70qyYRrFS1rXzCZJXWU+SZq5FRu7qrqtqq5ry98B9gLbgEcCn27TrgCe3pbPBj5YVXdV1X8D+4BTJ124pPXNbJLUVeaTpHlY1Tl2SR4CnAxcA3wJeGpb9UxgR1veBtwytNn+Nrb4sc5JsivJrjp45+qqlqQhk8ym9njmk6SJmNbfTgcOHJhWyZJ6auzGLsl9gEuBV1XVt4EXMji04PPAfYEfHJo6YvM6aqDq/KraWVU7s3Hz6iuXJCafTWA+SZqMaf7ttLCwMK2yJfXUxnEmJdnEIJgurqrLAKrqRuAX2/pHAE9p0/dz+B0ogO3ArZMqWJIOMZskdZX5JGnWxrkqZoALgL1V9edD4w9uP+8B/B7wnrbqcuDZSe6V5KHAicC1ky5c0vpmNknqKvNJ0jyM84ndE4DnAl9MsruNvR44Mcm57f5lwF8BVNUNSS4BvszgqlDnVtXdky1bkswmSZ1lPkmauRUbu6r6LKOP/QZ4xxLbvAV4y3HUJUnLMpskdZX5JGkeVnVVTEmSJElS99jYSZIkSVLP2dhJkiRJUs/Z2EmSJElSz9nYSZIkSVLP2dhJkiRJUs/Z2EmSJElSz9nYSZIkSVLP2dhJkiRJUs/Z2EmSJElSz9nYSZIkSVLP2dhJkiRJUs/Z2EmSJElSz9nYSZIkSVLP2dhJkiRJUs/Z2EmSJElSz9nYSZIkSVLP2dhJkiRJUs/Z2EmSJElSz9nYSZIkSVLP2dhJkiRJUs/Z2EmSJElSz63Y2CXZkeTKJHuT3JDklW38pCRXJ9mdZFeSU9t4kpyXZF+SPUlOmfaTkLT+mE2Susp8kjQPG8eYcxD47aq6Lsl9gc8nuQJ4G/DmqvpYkrPa/Z8Dngyc2G6PB97dfkrSJJlNkrrKfJI0cyt+YldVt1XVdW35O8BeYBtQwP3atPsDt7bls4GLauBqYEuSrROvXNK6ZjZJ6irzSdI8jPOJ3f9L8hDgZOAa4FXAx5P8KYMG8afbtG3ALUOb7W9jty16rHOAc9rdu76/+51fWmXt03IC8L/zLmJIl+qxltGsZbRHzuofmmQ2tcczn1ZmLaNZy9K6VE8v82lxNiUxm47WpVqgW/VYy2hdquW4smnsxi7JfYBLgVdV1beT/BHw6qq6NMmzgAuAM4CM2LyOGqg6Hzi/Pfauqtp5LE9g0rpUC3SrHmsZzVpGS7JrRv/ORLMJzKdxWMto1rK0LtXT13wym1bWpVqgW/VYy2hdq+V4th/rqphJNjEIpour6rI2/Hzg0PLfA6e25f3AjqHNt3P4UANJmhizSVJXmU+SZm2cq2KGwTtKe6vqz4dW3Qr8bFs+HfhKW74ceF67wtNpwB1VddShTpJ0PMwmSV1lPkmah3EOxXwC8Fzgi0l2t7HXA78BvCPJRuD7HD7m+6PAWcA+4HvAC8b4N85fTdFT1qVaoFv1WMto1jLatGuZRTbB+npNV8NaRrOWpXWpnrWQT+vp9VyNLtUC3arHWkZbM7WkauQpJpIkSZKknhjrHDtJkiRJUnfZ2EmSJElSz82ksUuyI8mVSfYmuSHJK9v4A5NckeQr7ecD2niSnJdkX5I9SU6ZQS3PbPd/mGTnom1e12q5KcmTZlDLnyS5sT33f0yyZY61/GGrY3eSTyT58TY+8300tP41SSrJCfOqJcmbknytvS67k5w1tM1M91Fb9/L2792Q5G3TrmW5epJ8aOh1uXno/JKp1nMszKZV17Kus2m5eobWm09zziezae1m0wr1rOt8MptWV0tbt/ayqaqmfgO2Aqe05fsC/wk8Gngb8No2/lrgrW35LOBjDL7X5TTgmhnU8igGXwp4FbBzaP6jgeuBewEPBf4L2DDlWn4R2NjG3zr0usyjlvsNzXkF8J557aN2fwfwceB/gBPm+PvyJuA1I+bPYx/9PPCvwL3augdPu5aV9tPQnD8D3jiLeib8mppNZtOqf+8xnzqRT8vto6E5ZtPx1zLzbFqhnnWdT8v93mM2rZtsmskndlV1W1Vd15a/A+wFtgFnAxe2aRcCT2vLZwMX1cDVwJYkW6dZS1XtraqbRmxyNvDBqrqrqv6bwRWrTh0xb5K1fKKqDrZpVzP4Ppt51fLtoWk/wuEvTJ35Pmqr3w78Lkd+ceu8ahll5vsIeCnwx1V1V1v3jWnXskI9wP9f7vtZwN/Nop5jYTatupZ1nU3L1dNWm09H1zLzfDKb1m42rVDPus4ns2nVtazJbJr5OXZJHgKcDFwD/Gi172lpPx/cpm0DbhnabD/L/0JMopalzLuWFzJ4R2VutSR5S5JbgOcAb5xXLUmeCnytqq5fNG1e++hl7fCF96cdDjOnWh4BPDHJNUk+leSnZlnLiHoOeSLw9ao69D1NM6vnWJhNq65lXWfT4nrMpyVrmWs+mU1TrWUp8/6/B9Z5PplNY9WyJrNppo1dkvsAlwKvWvRuxlFTR4xN9HsZ+lBLkjcAB4GL51lLVb2hqna0Ol42j1oYvA5v4HA4HjF1lrW01+XdwMOAk4DbGHx0Pq9aNgIPYHAoxe8Al7R3faZeyxL1HPLrHH7XiVnVcyz6kAddqmW9Z9PiejCflqtlbvlkNq3dbFqunvWeT2bT2LWsyWyaWWOXZBODJ3FxVV3Whr9+6GPf9vPQx6D7GRwPfMh24NYp17KUudSS5PnALwHPqapDO3Her8vfAk+fUy0PY3B88fVJbm7/3nVJfmwOtVBVX6+qu6vqh8B7OfzR+Dz20X7gsnY4xbXAD4ETpl3LMvWQwZfv/irwoaHpU6/nWJhNq6tlvWfTEvWYT0vUwpzyyWxau9m0XD3rPZ/MpvFrYa1mU03oRMnlbgw6zouAv1g0/icceRLw29ryUzjyhM5rp13L0PqrOPIk4J/kyBMXv8rkTqJc6nU5E/gysLBofB61nDi0/HLgH+a9j9qcmzl8AvDMawG2Di2/msEx0PPaRy8B/qAtP4LBx/aZZi0r7af2O/ypWf3+TuE1NZvMpmPaT22O+XR4fOb5ZDat3Wxa4bVZ1/lkNq26ljWZTRPZgWM8kZ9h8NHhHmB3u50FPAj4N+Ar7ecDh574Oxlc/eWLw4ExxVp+hUFnfBfwdeDjQ9u8odVyE/DkGdSyr/2CHRp7zxxruRT4Uhv/MIOTgueyjxbNuZnD4TSP35cPtH9rD3A5R4bVrPfRPYG/afvpOuD0adey0n4C/hp4yYhtplbPhF9Ts8lsWvXv/dCcmzGf5pZPy+0jzKZJ1jLzbFqhnnWdT8v93g/NuRmzaU1nU9pGkiRJkqSemvlVMSVJkiRJk2VjJ0mSJEk9Z2MnSZIkST1nYydJkiRJPWdjJ0mSJEk9Z2MnSZIkST1nYydJkiRJPfd/BdRdUVaaQL8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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J0lTV04bKKUYLDxq/rp4iVZ7pbsuDM9M3Sc1UTlsEWHBAu9wpHXuqM0jWUz97Mbtmp76ZfjljvGMnSZIkSQ3nwE6SJEmSGs5UTEmSJqOctlRPYaKUblRfoHf+yLinXPqkp4+WN934zWplOYWpnJIFpjBJTbVf7Cipp2KW0y/rM/GW40ynRbk7pVv2IvVSA+EdO0mSJElqOAd2kiRJktRwpmJKktRJfdHfcvpjfaa3ctv6zJcd0qQ23X5Ld30x9VLqv3Ia40ylLZZnwgVYXNre/FC1rvye9RhQTvGux5hySmc9FbzT4uWdzqmh5h07SZIkSWo4B3aSJEmS1HCmYkqSVFdOReo2ZanedtmKat3Ox9rlBQu770s5nWqqCxBLmhn13/n6TLX12XDLyimd9ZTKjfePf9zSJ7TLWzaMf85Os+bWU8rLn6M+C+fCA9vlbY+M3y8NHe/YSZIkSVLDObCTJEmSpIYzFVOSpE46LexbT2Eqp0pufrBaV2576JGVqpFDlo2Wd929tfZ+Ofb5JfVH+Xd+T21WzPqC4Z1m0Ow0o2a5rh5zNj3QLtdTQSvnyOp2OeaUFzkHmF8aAtTTQssp5Z3SOzvFPw2Ed+wkSZIkqeEc2EmSJElSw02YihkRi4BvAguL9ldk5ntL9X8DvCEzlxTbC4FLgWcCDwOvyMx7Zr7rkuY645OmpVPKVKeZKDvNmLnwoPHryilNtffbde9t7Y1amiYb16NmMTbNIdu3VDaP+rkXj5bv/9b/q7bttNh3Oa7UY045Vh18WLWuvph5WTmORa2unmJZtmf32OU6Uy+HTjd37HYCZ2Xm04HTgHMi4kyAiFgFLK21/w1gY2aeAHwQeP8M9leSyoxPkoaRsUlS3004sMuWbcXmSPHKiJgP/Dnwh7VDzgMuKcpXAC+IiPp1AkmaNuOTpGFkbJI0CF3NilkEohuBE4CLMvO6iHgbcFVmrq/FnpXAWoDM3B0Rm4HDgQ21c54PnA/AyJJpfgxpClz0d1YwPmnKOs1QV575rd6uPitepa6UalVPdSotWL7osCMqVTu2lhYBrqdwLir9G6zPbFff1tAwNs1NZ5x29Gj5mh3Pq9Q9cuO3xz+wHDvqM22WFxffWlswvNN3mfL2yMJqXX0mzG7PqaHW1cAuM/cAp0XEUuDzEfE84NeAnxuj+VhXmHK/HZkXAxcDzDvwyP3qJakbxidJw8jYJKnfJjUrZmZuAq4G/hOtK1BrIuIe4MCIWFM0WwccCxARC4BDgUf2O5kkzSDjk6RhZGyS1C8TDuwiYnlxtYmIWAycDdyYmUdl5nGZeRzwWPHAL8BVwOuK8q8CX8+sr5goSdNnfJI0jIxNkgahm1TMFcAlRa74PODyzPxih/YfBT5RXIV6BHjl9Lsp9YB547OB8Um9UX6uLuaNX1dXfh6uFmMWLjt8tLxj08bxz1l/vmZL6TGr+nN75Wdv6urP6qmfjE2zSfn3bILfqy9+4ebR8sLFtefayjGh03eQ+ph+qs/DleNKPXY8trldrseRBaXhQX25A+PKUJtwYJeZq4HTJ2izpFTeQSuHXJJ6yvgkaRgZmyQNwqSesZMkSZIkDZ+uZsWUGqOckgDVtIROdZJUVk5bqqcw7djWLi+qTTk/b8HYZWDn+nvbG/Nr//2W49OGtdW6Tulb5RStesqopJkxifTDvXfdOFquL0byjgveOlr+4Hsu7P79y/GinpZZXjZj4YHVul072+XtW8c/fz2ulD9v/buThpr/C0iSJElSwzmwkyRJkqSGMxVTzVBOhaqnDJS36ylTj28fu50kldXTGMvpTvW40inlcW9pBrl6zDlk5Wjx8GOPrlQ9fMu/tzfq6Z3lGfIeryV31ftW1mkmPUndK/3OH3DysypVj99xXden+fnj2zPjvu1fP1ipO+4XLmhvbN1Qqav8Lh95XLVu84Pjv+GeXe1yPW4deGi7XE4vr3PVjUbxjp0kSZIkNZwDO0mSJElqOFMx1QzlNIROMzTV05QkqRv1RcfLKY4H1GaaO7idTsXWh6t1HWLQokPbqU/7LVxcjnHLVlTrKulUUa3b+dj4dfNHxj6HpMkpxYfJpF7Wnfu2S0bL9372LdXKcuyop012ehylHJ+2bxn/zQ9YXN0uL1DeKb28HhvnmvLfTQP+LrxjJ0mSJEkN58BOkiRJkhrOVEwNp3paQDnFqJ6G0Ck105kwpbmlHjummjqzpzS75fxajCnHlXr8KadTrTylUlVOv3zSSUdUD9vxs6PlDbetrp5zdymNcsmyal15xrp6GlY5FVNSbxx9UnX7vh+O2/QbH/ovo+U//Ze7qpXluHLo8mpdeQbLh39crSsvXt4p3u18tLpdTu+sz3y5Z/hTDvumAemXZd6xkyRJkqSGc2AnSZIkSQ1nKqaGU/3Wd6f1MZc/sV1+6N6edEdSQ3RKm+mUplmvK6dYblxfqRo5+YzR8q4fr6keV05vWn9npWrrwkWj5X/5Si3dctsj7fL22mLB5Rkz67NudpoJ2Jkwpd7rkHrJihMrmy/5ky+Plk988tHVtouWtMuPbq7W7Sz9npdjDFTjWH3my3LsqB9XVp9R10dcGss7dpIkSZLUcA7sJEmSJKnhTMXUcKqnDJRv/dcX79384NjtJM09ndIt6+lF5Znf6imc5bpazNl19/faG53Sm2rH7X20NGtlOUUKOqdaleParp3jv5+k4VJLxx5ZuXK0vGdP9RmTxU9sz665/a7vV89Tjgn12LH0Ce3yw+uqdeV4WD+unrZZVp4VuGGzQs513rGTJEmSpIZzYCdJkiRJDWcqpoZTPWWgnIZQm6HO9EtJozqlDdVniSynKe2Xpllqu/Xhal05hakef8p1tZTKeQcd0j7s/rurxz26qV2eX/uvuR4Px1P/DJ0WUjduSn23+YarS+Va5VHHt8v139etG9rlI4+r1u0ozaJbT9UeWTh+Z8pt63Gz/P6dZiWvKx9njBkI79hJkiRJUsM5sJMkSZKkhpswFTMiFgHfBBYW7a/IzPdGxEeBVUAAPwRen5nbImIhcCnwTOBh4BWZeU+P+q/ZpNPscuVb+vV2nRbo1axmfNKk1GfMLJtM2tCObePXleNRLYVyb/k9yguSQzWu1dOwFh7ULu/aMf57d/oMpkX1lbFJk1b6HV34xJMrVTs33N/eqH8HWtxO8a6kdEM1Nbwec8r2m024Q/5lue1U08bVM93csdsJnJWZTwdOA86JiDOBd2Tm0zPzacB/AG8u2v8GsDEzTwA+CLy/B/2WJDA+SRpOxiZJfTfhwC5b9l2eHClemZlbACIigMW0H688D7ikKF8BvKBoI0kzyvgkaRgZmyQNQlezYkbEfOBG4ATgosy8rtj/MeBc4Dbg94rmK4G1AJm5OyI2A4cDG2rnPB84H4CRJdP9HGqiTmlR9VSk8u39ep3mNOOTulaf+a0cg+p1I4va5Xq6UTkVc8lh1bqFB7bLWzZU68ppUuVFhQG2l85Zn71zgTPNNZGxSZPy4D2jxZ31lMZHN7fLnb4flePPWNtlnVLKy+nf27eM387Uy6HT1eQpmbknM08DjgHOiIhTi/1vAI4GbgdeUTQf6wrTfsm6mXlxZq7KzFWxYPEYh0jSxIxPkoaRsUlSv01qVszM3ARcDZxT2rcHuAz4lWLXOuBYgIhYABwKdHhiU5Kmz/gkaRgZmyT1SzezYi4HdmXmpohYDJwNfCAiTsjMNUUO+C8CdxSHXAW8DvgO8KvA1zM7Ta8jFTrd0i/PAtUpfUBzivFJM2b+SHW7HI/qaZrLVowWlz/lqZWqh279Xntjv3TLre1yeSY7YMlxJ42Wt93679XjyjGvPiOeqVBDydikaamnW644sV2+d/X4befVvtY/cl9371GPK+X0S9O/G6WbZ+xWAJcUueLzgMuB/wN8KyIOoZU+cAvwO0X7jwKfiIg1tK42vXLGey1JLcYnScPI2CSp7yYc2GXmauD0Map+Zpz2O4Bfm2a/JGlCxidJw8jYJGkQJvWMnSRJkiRp+HS13IHUEyMLq9u7drbL9WdafI5EUi/V41H5uZL68y4HtGcj3PTQpmrdovYU9AsOXlqp2n3goe2NLQ9V6rbdu6a9UY9/lZPUYuE8l0KQZp367/JjpThTj1UHleLMzseqdeW29XOWY8l+S6yUnrkzrjSKd+wkSZIkqeEc2EmSJElSw5mKqd5aeFB1+/HtY5ehmlIUtdQnUwEkzbRyzOmUwnTw4ZWqAw5bPlretbOWwrT14dHigUcfXana8vD69sajtRTOcozrlHpeTws1Nkr9FbV7IvWlAnbtmNp5D1rWLm+vLeu0ZBnj2vRAuzyZR1zKn6NT+rcaxTt2kiRJktRwDuwkSZIkqeFMxVRv1dMty7f76ylFzu4maabNH2mX6ylTi9szWB7xlKdVqk59ylGj5X/71g8rdY8/0p7R8rCf/MlK3Y6D2jNmjhwwUqmrvH89NnarU2ysp4jNVHqVKVua6+q/W52MLBq/rjRrLo9trtaVf7fr8WFDKTWznm5Z/p0sp17W6+rxr/ydq/5+fgdrLO/YSZIkSVLDObCTJEmSpIYzFVMzr5yG0Gl2t/qt/nKaQP24chpEPQ1hqilNkma/0sK7Bz7ljErVY3d+b7S84dbVlbpvb6ilSZWVYtcjt32vWvd4e3bNxzotCNwLvUqTNP1Sc135d6CeltkpbbFet+2Rsc8JsL02w2635yyrn7Ocbll//KX83amePlpesLzTTLz1uszx6+qLoKsnvGMnSZIkSQ3nwE6SJEmSGs5UTM28bhfnLM8OBbBj2/h1By0tnb9DmmZ91qdHN3bXF0mz07IVo8XHfnxvpWr+MSeNlvdseqhSt2vDfe2NzQ9Wz1lORXL2OGlumUyK4fzazLhTTUcsf7fZs3v8dvU00U4zX5YdckR1++F17fIBi6t15b7sqC2kXk4F3WMK9yB4x06SJEmSGs6BnSRJkiQ1nKmY6q9yWkCnGeLKqZcAWx9ulxcdXK3b+ejYZUnNNdXFtuvHbd/aLi+uxo4969oLj887+sRK3d67buzu/XqhVwuNT5ULlEttE6VTdruY+WR+z7udUTdiaseVUy8BDj+mXa4//rKllpquoeIdO0mSJElqOAd2kiRJktRwpmKqt5YcVt2eV/onV7+dX07TrKcFlGdhqs902WlBdNOGpGaazO9up5lxDziwXd61s1pXmtFt7wN3V+vK8WimZr7s9pzDFreGrT9Sr3VKk5wohbLbmSF78XvVKa4ceGh1uzyjZb2u/PhLp9k0NXS8YydJkiRJDefATpIkSZIabsJUzIhYBHwTWFi0vyIz3xsRnwJWAbuA64HfzsxdERHAXwPnAo8Br8/Mm3r1ATTk6otXltME6ot8lhfIrM/CVF70vH5c/T00JxibZrmpLuxbjhVQTc2cX/svb9GSdnnbI933bapczHzOMD41XKc0yUGnJte/A3X6XlWOf/VHVcrx77HN459TjdLNHbudwFmZ+XTgNOCciDgT+BRwCvBUYDHwm0X7FwMnFq/zgY/MdKclCWOTpOFlfJLUdxMO7LJl3y2RkeKVmfmloi5pXXXat+jFecClRdW1wNKIWNGLzkuau4xNkoaV8UnSIHQ1K2ZEzAduBE4ALsrM60p1I8BrgLcVu1YCa0uHryv2ra+d83xaV6VgZAmapeq3/stpAvulE+Ro8eCTn1qp2nrvj9obGyv/lBg5+YzR8q4fXD+1fqqRehGbimONT/1QntEWqmmU3aZe1h20rLp96PJ2edumal05jbtTepM0BX530owpz8TZKTZ1Why9/n3M2S5npa4mT8nMPZl5Gq0rS2dExKml6g8D38zMbxXbsd8JIPfbkXlxZq7KzFWxYPFk+y1JPYlNxXmNT5Kmxe9OkvptUrNiZuYm4GrgHICIeC+wHPivpWbrgGNL28cA902rl5LUgbFJ0rAyPknql25mxVwO7MrMTRGxGDgbeH9E/CbwIuAFmZUpgq4C3hwRnwGeDWzOzP1SndRH5XSn+oxx/VZOIainE8xvp0JtveOWat3Bh497yl1rvjsTPVPDGJtmgXpqUDmNqD7zXKe6ehpl2cM/bpfri5eXDTr1stPsdWoc45NmVJRu6Nbv47BQs9kAACAASURBVHaKa51iSXnm4ammvmvodPOM3QrgkiJXfB5weWZ+MSJ2A/cC32nN0svnMvNPgC/Rmq53Da0pe9/Qk55LmuuMTZKGlfFJUt9NOLDLzNXA6WPsH/PYYqanN02/a5I0PmOTpGFlfJI0CF3Niqkh1Gnmo6ke149FNw8oPexdSxE4dtUzR8trb7ixetxD97bL+6VMOXud1BjdplTW043KbetxrJxG1Cn1qJ6KXm7bKZ2zH2mapl9KGk+nGFSOHZNKN/e702w0xdGBJEmSJGlYOLCTJEmSpIZzYCdJkiRJDeczdrNF+fmT8hS2MNglDhYtqW6Xn2OpPVOy9tvfGrsdVHPDO9VJGm6dnuUtPzsXY64d31KPAeWFmnc+WqsrPXPSKVb0Io5MJlZ1evZwtqv/n+XU61L3ynMXPL59cP3QUPCOnSRJkiQ1nAM7SZIkSWo4UzGbqlOqzlTTWDothdBaSLWt27SlertymkA5fQCqaUvbt3Z/TknN1GnZgnrdyMJ2uZ5u1Cnm7dndLvc7xXEysWqupV+WmXopTZ3plyrxjp0kSZIkNZwDO0mSJElqOFMxB61T+mOn1Jx+zwyZtRnqyu9ff+/yLHR1Sw4fLc5/wk9UqvZs+HF7Y9sjk+2hpNls1852uR43O8XKblMcJxNTO8U/SZIGxDt2kiRJktRwDuwkSZIkqeFMxey3hQdVt2uLdHecHaycfjTV9J9OKUydUpbq6ZWdFsQ89Mh2eevD1bp57dk1K6mXMPVUK0nN0XH23fIC5R1m4u10jnpKZXm7Hm/HO/9Ephp/TeGUJPWQd+wkSZIkqeEc2EmSJElSw5mK2W/1Rbl3Plrdnj/SLtfTMmciHbF+jk4zWJbTlvZLGS0t+rv44Grd5gfHP+ejm9vleiqSi9RKs1+3caw2EW8l/bLTOepxZZhSHoepL5KkWcc7dpIkSZLUcA7sJEmSJKnhTMXsh06zWZZTLwHml34k/UhN7DRLXMm8459Z2d67fk1747HNjGtkUXV7145ueyZJbeX0y8ksJj5Muk0nlSRpCrxjJ0mSJEkN58BOkiRJkhpuwoFdRCyKiOsj4paIuDUi3lfsf3NErImIjIgjSu0jIi4s6lZHxDN6+QEaYcEB7dfiJdVXRPW1+/H2q99iXvW15LDR1xNPWll5MW9++9XJrh3VlzRDjE1zTDk27d1TfQ1SORbWX3W5t/3SrGZ8kjQI3TxjtxM4KzO3RcQIcE1EfBn4NvBF4Opa+xcDJxavZwMfKf6UpJlkbJI0rIxPkvpuwoFdZiawrdgcKV6Zmd8FiIj6IecBlxbHXRsRSyNiRWaun7luS5rrjE2ShpXxSdIgdDUrZkTMB24ETgAuyszrOjRfCawtba8r9lWCU0ScD5wPwMiS7nvcROWUnO3bxq+rbz++fWbe/5Aj2+XHNlXryimf82v/HA48ZLR499f+7/jHSQPSi9hUnHfuxKemGNb0xU6poFF72mFYP4N6wu9Oc1T5e9ygU8U153Q1eUpm7snM04BjgDMi4tQOzfe7DAXkGOe8ODNXZeaqWLC4u95KUkkvYlNxXuOTpGnxu5OkfpvUrJiZuYlWXvg5HZqtA44tbR8D3DfpnklSl4xNkoaV8UlSv0yYihkRy4FdmbkpIhYDZwPv73DIVcCbI+IztB783Tznc8QPPqxd3vpItW75E6vbD6+b0lv83PmvGS1//reqz1sv++n/2t6YTArlg/dMqS9SPxibZrmmLkJeZurlnGV8msOaGKs0a3Rzx24F8I2IWA38O/C1zPxiRLw1ItbRuqq0OiL+oWj/JeBHwBrg74Hf7UG/JcnYJGlYGZ8k9V03s2KuBk4fY/+FwIVj7E/gTTPSO0kah7FJ0rAyPkkahK5mxdQkLTyosrniqU8dLa+/uja75EP3Vre7nQmzlsL5nBMPHy1XUi+hmn55xLHVug1rx24H1Rnd6ilFzvokqZeMK5IkTcqkJk+RJEmSJA0fB3aSJEmS1HCmYvbC0SdVNtffeU97Y8EB1bb1md8O6LAuzZ7d7XItbfLP/rCUsr/wwOpxR50wWlx29FGVqo2bHhj3nB1ndDNNSpIkSRoa3rGTJEmSpIZzYCdJkiRJDWcqZg8cftThle2ND20cLe/ds6va+Kjjq9sbS+uRzqv9eHbvbJe3bKjWlVM8lz6hWrfhP9qnf/DuMfssSZIkqbm8YydJkiRJDefATpIkSZIazoGdJEmSJDWcz9jNkCc875zR8mGHV5cbOOGkI0fL1+3cUal74pN/qrJ97zX3tY973k9X6tZ89avtjdpSBMue8dzR8sbrvj5+Rw87urr9yH1jt5MkSZLUGN6xkyRJkqSGc2AnSZIkSQ1nKuYMeeCb/3e0fNhLX1apmz8/RsuHPmF5pe7hBzZVT3Rou37NN79TrYv2OPyAk1dVqjbedWd3Ha0vkyBJkiSp8bxjJ0mSJEkN58BOkiRJkhrOVMweuP3zn6tsLz71OaPlQw8/tFJ3//e/Vz042mmbPLqxWjdv/mjx8btWV+v27hmz3X52Pz5+nSRJkqRG8o6dJEmSJDWcAztJkiRJajhTMftg+/1rR8sLFy+sVi5aUt2+/652uZxeWd8up2yO1VaSJEnSnOEdO0mSJElqOAd2kiRJktRwE6ZiRsQi4JvAwqL9FZn53oj4SeAzwGHATcBrMvPxiFgIXAo8E3gYeEVm3tOj/jfCsp86cbS88ebvdGgJ5N7u6hbWUjjLqZiPb59E76TmMj5JGkbGJkmD0M0du53AWZn5dOA04JyIOBN4P/DBzDwR2Aj8RtH+N4CNmXkC8MGinST1gvFJ0jAyNknquwkHdtmyrdgcKV4JnAVcUey/BPjlonxesU1R/4KI+kwfkjR9xidJw8jYJGkQupoVMyLmAzcCJwAXAXcBmzJzd9FkHbCyKK8E1gJk5u6I2AwcDmyonfN84HwARmpphbPMxlu/297YtbNaOdJhlszHNlfryguP19MtnRVTc5TxSdIwMjZJ6reuJk/JzD2ZeRpwDHAG8KSxmhV/jnWFKffbkXlxZq7KzFWxYHG3/ZWkCuOTpGFkbJLUb5OaFTMzNwFXA2cCSyNi3x2/Y4D7ivI64FiAov5Q4JGZ6Kwkjcf4JGkYGZsk9cuEA7uIWB4RS4vyYuBs4HbgG8CvFs1eB/zvonxVsU1R//XM3O+q06wzsqj96uTAQ6uvPburr8e3t191e/eM/yqLedWXNEsZnyQNI2OTpEHo5hm7FcAlRa74PODyzPxiRNwGfCYi/hT4LvDRov1HgU9ExBpaV5te2YN+SxIYnyQNJ2OTpL6bcGCXmauB08fY/yNaOeP1/TuAX5uR3klSB8YnScPI2CRpELqaFVNdKM9medTx1boNa9vleoplfUHyPR1mtyzPitlpFsxOi5xLkiRJmnV8AEuSJEmSGs6BnSRJkiQ1nKmYM2V+KU1y+5Zq3YID2uXpLCzuIuSSJEmSxuAdO0mSJElqOAd2kiRJktRwpmLOlE0PtMsLD6rWHbC4Xd6zq1pXX0C8PKNleRZMMBVTkiRJ0pi8YydJkiRJDefATpIkSZIazlTMXli8pLr96Obx23ZaTNzUS0mSJEld8I6dJEmSJDWcAztJkiRJajgHdpIkSZLUcD5jNxnlZQx2Pjp+u62PVLfrSxx0y+UOJEmSJHXBO3aSJEmS1HAO7CRJkiSp4UzFnIxO6ZdlU029rDP1UpIkSVIXvGMnSZIkSQ3nwE6SJEmSGs5UzLoojXVz7+D6IUmSJEld8o6dJEmSJDXchAO7iDg2Ir4REbdHxK0R8bZi/9Mj4jsR8b2I+EJEHFI65l0RsSYifhARL+rlB5A0NxmbJA0r45OkQejmjt1u4Pcy80nAmcCbIuLJwD8A78zMpwKfB/4AoKh7JfAU4BzgwxExf8wzD6Pc235JGmZzKzZJahLjk6S+m3Bgl5nrM/OmorwVuB1YCZwMfLNo9jXgV4ryecBnMnNnZt4NrAHOmOmOS5rbjE2ShpXxSdIgTOoZu4g4DjgduA74PvBLRdWvAccW5ZXA2tJh64p99XOdHxE3RMQNuXv75HotSSUzGZuK8xmfJM0IvztJ6peuB3YRsQS4Enh7Zm4B/gut1IIbgYOBx/c1HePw3G9H5sWZuSozV8WCxZPvuSQx87EJjE+SZobfnST1U1fLHUTECK3A9KnM/BxAZt4BvLCoPwl4SdF8He0rUADHAPfNVIclaR9jk6RhZXyS1G/dzIoZwEeB2zPzf5X2H1n8OQ/4/4C/LaquAl4ZEQsj4ieBE4HrZ7rjkuY2Y5OkYWV8kjQI3dyx+xngNcD3IuLmYt+7gRMj4k3F9ueAjwFk5q0RcTlwG61Zod6UmXtmttuSZGySNLSMT5L6bsKBXWZew9i53wB/Pc4xFwAXTKNfktSRsUnSsDI+SRqESc2KKUmSJEkaPg7sJEmSJKnhHNhJkiRJUsM5sJMkSZKkhnNgJ0mSJEkN58BOkiRJkhrOgZ0kSZIkNZwDO0mSJElqOAd2kiRJktRwDuwkSZIkqeEc2EmSJElSwzmwkyRJkqSGc2AnSZIkSQ3nwE6SJEmSGs6BnSRJkiQ1nAM7SZIkSWo4B3aSJEmS1HAO7CRJkiSp4RzYSZIkSVLDObCTJEmSpIZzYCdJkiRJDefATpIkSZIabsKBXUQcGxHfiIjbI+LWiHhbsf+0iLg2Im6OiBsi4oxif0TEhRGxJiJWR8Qzev0hJM09xiZJw8r4JGkQFnTRZjfwe5l5U0QcDNwYEV8DPgC8LzO/HBHnFts/B7wYOLF4PRv4SPGnJM0kY5OkYWV8ktR3E96xy8z1mXlTUd4K3A6sBBI4pGh2KHBfUT4PuDRbrgWWRsSKGe+5pDnN2CRpWBmfJA1CN3fsRkXEccDpwHXA24GvRMRf0BogPqdothJYWzpsXbFvfe1c5wPnF5s7d9x80fcn2fdeOQLYMOhOlAxTf+zL2OzL2E7u1xvNZGwqzmd8mph9GZt9Gd8w9aeR8cnY1JVh6gsMV3/sy9iGqS/Tik1dD+wiYglwJfD2zNwSEX8KvCMzr4yIlwMfBc4GYozDc78dmRcDFxfnviEzV03lA8y0YeoLDFd/7MvY7MvYIuKGPr3PjMYmMD51w76Mzb6Mb5j609T4ZGya2DD1BYarP/ZlbMPWl+kc39WsmBExQiswfSozP1fsfh2wr/xZ4IyivA44tnT4MbRTDSRpxhibJA0r45OkfutmVsygdUXp9sz8X6Wq+4DnF+WzgDuL8lXAa4sZns4ENmfmfqlOkjQdxiZJw8r4JGkQuknF/BngNcD3IuLmYt+7gd8C/joiFgA7aOd8fwk4F1gDPAa8oYv3uHgyne6xYeoLDFd/7MvY7MvYet2XfsQmmFt/p5NhX8ZmX8Y3TP2ZDfFpLv19TsYw9QWGqz/2ZWyzpi+ROeYjJpIkSZKkhujqGTtJkiRJ0vByYCdJkiRJDdeXgV1EHBsR34iI2yPi1oh4W7H/sIj4WkTcWfy5rNgfEXFhRKyJiNUR8Yw+9OXXiu29EbGqdsy7ir78ICJe1Ie+/HlE3FF89s9HxNIB9uW/F/24OSK+GhFHF/v7/jMq1f9+RGREHDGovkTEf4uIHxd/LzdHxLmlY/r6Myrq3lK8360R8YFe96VTfyListLfyz2l50t62p+pMDZNui9zOjZ16k+p3vg04PhkbJq9sWmC/szp+GRsmlxfirrZF5sys+cvYAXwjKJ8MPBD4MnAB4B3FvvfCby/KJ8LfJnWui5nAtf1oS9PorUo4NXAqlL7JwO3AAuBnwTuAub3uC8vBBYU+99f+nsZRF8OKbV5K/C3g/oZFdvHAl8B7gWOGOC/l/8G/P4Y7QfxM/pPwP8DFhZ1R/a6LxP9nEpt/hL44370Z4b/To1NxqZJ/7vH+DQU8anTz6jUxtg0/b70PTZN0J85HZ86/bvH2DRnYlNf7thl5vrMvKkobwVuB1YC5wGXFM0uAX65KJ8HXJot1wJLI2JFL/uSmbdn5g/GOOQ84DOZuTMz76Y1Y9UZY7Sbyb58NTN3F82upbWezaD6sqXU7CDaC6b2/WdUVH8Q+EOqC7cOqi9j6fvPCPgd4H9m5s6i7sFe92WC/gCj032/HPinfvRnKoxNk+7LnI5NnfpTVBuf9u9L3+OTsWn2xqYJ+jOn45OxadJ9mZWxqe/P2EXEccDpwHXAE7JYp6X488ii2UpgbemwdXT+BzETfRnPoPvyX2hdURlYXyLigohYC7wa+ONB9SUifgn4cWbeUms2qJ/Rm4v0hX+MIh1mQH05CXhuRFwXEf8aEc/qZ1/G6M8+zwUeyMx96zT1rT9TYWyadF/mdGyq98f4NG5fBhqfjE097ct4Bv1/D8zx+GRs6qovszI29XVgFxFLgCuBt9euZuzXdIx9M7ouQxP6EhHvAXYDnxpkXzLzPZl5bNGPNw+iL7T+Ht5DOzhWmvazL8Xfy0eA44HTgPW0bp0Pqi8LgGW0Uin+ALi8uOrT876M0599fp32VSf61Z+paEI8GKa+zPXYVO8PxqdOfRlYfDI2zd7Y1Kk/cz0+GZu67susjE19G9hFxAitD/GpzPxcsfuBfbd9iz/33QZdRysfeJ9jgPt63JfxDKQvEfE64BeAV2fmvh/ioP9ePg38yoD6cjyt/OJbIuKe4v1uioijBtAXMvOBzNyTmXuBv6d9a3wQP6N1wOeKdIrrgb3AEb3uS4f+EK3Fd18GXFZq3vP+TIWxaXJ9meuxaZz+GJ/G6QsDik/Gptkbmzr1Z67HJ2NT931htsamnKEHJTu9aI04LwX+qrb/z6k+BPyBovwSqg90Xt/rvpTqr6b6EPBTqD64+CNm7iHK8f5ezgFuA5bX9g+iLyeWym8Brhj0z6hocw/tB4D73hdgRan8Dlo50IP6Gb0R+JOifBKt2/bRy75M9HMq/g3/a7/+/fbg79TYZGya0s+paGN8au/ve3wyNs3e2DTB382cjk/Gpkn3ZVbGphn5AXbxQX6W1q3D1cDNxetc4HDgX4A7iz8PK33wi2jN/vK9csDoYV9eSmtkvBN4APhK6Zj3FH35AfDiPvRlTfEPbN++vx1gX64Evl/s/wKth4IH8jOqtbmHdnAaxL+XTxTvtRq4imqw6vfP6ADgk8XP6SbgrF73ZaKfE/Bx4I1jHNOz/szw36mxydg06X/3pTb3YHwaWHzq9DPC2DSTfel7bJqgP3M6PnX6d19qcw/Gplkdm6I4SJIkSZLUUH2fFVOSJEmSNLMc2EmSJElSwzmwkyRJkqSGc2AnSZIkSQ3nwE6SJEmSGs6BnSRJkiQ1nAM7SZIkSWo4B3aSJEmS1HAO7CRJkiSp4RzYSZIkSVLDObCTJEmSpIZzYCdJkiRJDefATpIkSZIazoGdJEmSJDWcAztJkiRJajgHdpIkSZLUcA7sJEmSJKnhHNhJkiRJUsM5sBtCEfHxiPjTLtveExFn97pPtff8uYhY18/3HHaT+ZlJTWVsap6I+G8R8clB90OS1HsO7NQ3MzH4iYjXR8Q1M9Wn2rn/IiLujIitEXFHRLx2nHavi4iMiN/sRT8k9VcDYtOtEbGt9NodEV8o6k6KiP8dEQ9FxCMR8ZWIOLkX/ZAkDTcHdmqMiFgwA+d4fUR8fJzqR4FfBA4FXgf8dUQ8p3b8MuBdwK3T7Yuk2aHXsSkzn5KZSzJzCXAw8B/AZ4vqpcBVwMnAE4Drgf893f5IkprHgd0QiIjTI+Km4k7RZcCiWv0vRMTNEbEpIv4tIp42znnOiIjvFO3WR8SHIuKAou6iiPjLWvsvRMTbi/LREXFlcdX37oh4a6nd4uKK9saIuA14VofPEhHxwYh4MCI2R8TqiDg1Is4HXg38YXHFed/V5ndGxF3FZ78tIl5aOtfrI+LbxfkeAS4D/hb46eIcmyb1Fz2BzHxvZt6RmXsz8zrgW8BP15r9D+BCYMMYp1gWEf+n+CzXRcTxM9k/qd+MTcMRm2qeBxwJXAmQmddn5kcz85HM3AV8EDg5Ig4vHXNARFxafJZbI2JVD/snSRoQB3YDVny5+WfgE8BhtK7C/kqp/hnAPwK/DRwO/B1wVUQsHON0e4B3AEfQGpC8APjdou4S4NcjYl5x3iOK+n8q9n0BuAVYWex/e0S8qDj2vcDxxetFtO5mjeeFtL54nETrSvIrgIcz82LgU8AHiivPv1i0vwt4Lq27ZO8DPhkRK0rnezbwI1pfZP4z8EbgO8U5lhaf5VURsbpDnyYtIhbT+pJ4a2nfGcAqWl/gxvLrxWdYBqwBLpjJPkn9ZGwazthE6zNekZmPjlP/POD+zHy4tO+XgM/Qvrv3oRnukyRpCDiwG7wzgRHgrzJzV2ZeAfx7qf63gL/LzOsyc09mXgLsLI6ryMwbM/PazNydmffQ+qL1/KLuemAzrS9GAK8Ers7MB2gNYJZn5p9k5uOZ+SPg74s2AC8HLiiuCK+ldcdqPLtopQqdAkRm3p6Z68drnJmfzcz7irtklwF3AmeUmtyXmX9TfKbt45zj05k55p2CafhbWl8mvwIQEfOBDwNvycy94xzzueLq+W5aXxRPm+E+Sf1kbBqy2BQRBwK/Cnx8nPpjgIuA/1qruiYzv5SZe2gN1J8+U32SJA0PB3aDdzTw48zM0r57S+UnAr9XpDBtKlJ8ji2Oq4jWQ/RfjIj7I2IL8Ge0rpDvcwmtK8sUf36i9B5H197j3bSe19jXx7Xj9K8iM79O62rwRcADEXFxRBwyXvuIeG0plWsTcGqtz2vHObRrEfHh0vk/DLyq9Fn3u5oeEX9e9OPlpZ/L7wKrM/M7Hd7q/lL5MWDJdPsuDZCxachiE/Ay4BHgX8c413Lgq8CHM/OfatX12LQoZuC5QEnScHFgN3jrgZUREaV9P1Eqr6V1RXpp6XXgGP9xA3wEuAM4MTMPofUFqHzeTwLnRcTTgSfRSrPa9x53197j4Mw8t9THY8fp334y88LMfCbwFFppT3+wr6rcLiKeSOvq+5uBw4v0pe/X+lw5ZoztCWXm7+77XLQGaJ8ufc7K1fSIeB/wYuCFmbmlVPUC4KXFF9P7gecAfxkRpjRptjI2DVFsKrwOuLQ22N43qdNXgasy0xRwSZqjHNgN3neA3cBbI2JBRLyMarrP3wNvjIhnFw//HxQRL4mIg8c418HAFmBbRJwC/E65MjPX0Uql+gRwZSl96HpgS0T8UbQmI5hfTCqwbyKCy4F3RcSyItXnLeN9mIh4VtHXEVqzTO6g9XwNwAPAT5WaH0Try9BDxbFvoHVVvJMHgGOK539mVES8C3gV8PO151MAXk/rC+dpxesGWs/dvGem+yENCWPTkMSmog/HAP+J1t3N8v5DaKWMfzsz39mL95YkNYMDuwHLzMdppde8HthI64H+z5Xqb6D1LMuHivo1Rdux/D6tgclWWl+6LhujzSXAU2mnOlE8d/GLtAYsd9Oa8fEfaE0aAK0BzL1F3VfLx47hkOK9NxbHPAz8RVH3UeDJRZrRP2fmbcBf0voC+UDRr293ODfA12lNaHJ/RGwAiIhXR8RMLD/wZ7Su+N8Z7fWi3g2QmZsy8/59L+BxYEtmbp6B95WGjrFpqGITwGtoTc5yV23/S2k9i/iGqK511/HupSRp9olaRodmuYh4Hq20p+M6TAIiSX1lbJIkaXq8YzeHFClIbwP+wS9OkoaFsUmSpOmbcGAXEYsi4vqIuCVaC5u+r9gfEXFBRPwwIm6PYtHYYv+FEbEmWgvAPqPXH0ITi4gnAZuAFcBfDbg70rQZm2YHY5NmI+OTpEHoZrrjncBZmbmtuKp6TUR8mdZEEscCp2Tm3og4smj/YuDE4vVsWrOhPXvmu67JyMzbaU0IIM0WxqZZwNikWcr4JKnvJhzYFdMqbys2R4pX0prV7FX70mYy88GizXm0p2O+NiKWRsSKTgvBStJkGZskDSvjk6RB6GqB0oiYD9wInABclJnXRcTxwCsi4qW0poR+a2beCaykunDrumLf+to5zwfOb20seGYsWjbNjyJpmOT2hzZk5vJevkcvYlNxXuOTNIs1NT6VY9NBBx30zFNOOaWXH0FSn914443Tik1dDeyKKadPi4ilwOcj4lRgIbAjM1dFa32jfwSeS3UB19FTjHHOi4GLAeYdeGQuPPnlU/wIkobRjpsvurfX79GL2FSc1/gkzWJNjU/l2LRq1aq84YYbetZ/Sf0XEdOKTZOaFTMzNwFXA+fQupp0ZVH1eeBpRXkdrfzxfY4B7ptOJyWpE2OTpGFlfJLUL93Mirm8uNpERCwGzgbuAP4ZOKto9nzgh0X5KuC1xQxPZwKbzRGfheaPtF91I4vaL6lHjE2ShpXxSdIgdJOKuQK4pMgVnwdcnplfjIhrgE9FxDtoPSD8m0X7LwHnAmuAx4A3zHy3JcnYJGloGZ8k9V03s2KuBk4fY/8m4CVj7E/gTTPSO0kah7FJ0rAyPkkahK4mT5H2c8Di0eIzXvqyStVNn76s372RJEmS5rRJTZ4iSZIkSRo+DuwkSZIkqeFMxdTUbN8yWrzpa9dW68ozZe7Z1acOSZIkSXOXd+wkSZIkqeEc2EmSJElSwzmwkyRJkqSG8xk7TU20rwksOvLoStWOh+7td28kqXeOO62yecTRy0fLG/7ta/3ujSRJY/KOnSRJkiQ1nAM7SZIkSWo4UzE1NYe2U5F2/PhH1brycgd799TqSv/kdj/eg45N0bz51e16vyXNWYuXHFjZvvOvzxstL3tWD1Ixo3bNNffO/HtIkmYd79hJkiRJUsM5sJMkSZKkhjMVU1PytBc+b7S8+svfqFaW0xpHFlbrFh/cLm9+sFo3yPRHUy8ljWP79/+ttudVvX3DBQdUNucfd+poec8j91fbPryut32RJDWGd+wkSZIkqeEc2EmSJElSw5mKqe7UZmlb/W+3tjd2bKu23bWjVK6dHxgSFwAAHyRJREFUZ8WJ7fKeWvrjllpq5jApf35nqJNUuObzf1bZ/tmXvnva5zz+hS+qbN917Y3tjQMWVxsbmyRJBe/YSZIkSVLDObCTJEmSpIYzFVPdqaX/PO05Txktr/7sHd2f5z++3y7Pr/3zW3xIu7x9y2R613umOEkqLPv5/z5a/tD7Xzfj5/+/v/f8yvaJv/St0fIRpzypUrfzqBWj5a3f/eaM90WS1BzesZMkSZKkhnNgJ0mSJEkNN2EqZkQsAr4JLCzaX5GZ742IjwPPBzYXTV+fmTdHRAB/DZwLPFbsv6kXnVeXyrOmHbS0Wrftka5OcehTn1XZXn3NLe2NyaQplhcC31ObMjN2lsq1aw7l95g/Uq2rn6dbzibXaMYmDcymB0aLX751Q7XusKPb5Ufum9Lpv3/f5sr2Uc989mj5Z1YdU6m78vLS4um1hc3Z/fiU3l/TZ3ySNAjdPGO3EzgrM7dFxAhwTUR8uaj7g8y8otb+xcCJxevZwEeKPyVpJhmbJA0r45OkvpswFTNb9i1UNlK8ssMh5wGXFsddCyyNiBUd2kvSpBmbJA0r45OkQehqVsyImA/cCJwAXJSZ10XE7wAXRMQfA/8CvDMzdwIrgbWlw9cV+9bXznk+cD4AI0um+THU0eEr2+WDllXrHt3ULndIR9y1s5bueN8Px3+/corjvPnVunLa5FHHV6rmH9zu257/uL163M5Hxz7HdJQ/rylMjdSL2FSc1/ikrvyfT3+tuuPRzWM3nMD3v/rno+VTX/Y/qpWllPkrb3titW5j6Z9vffHycur7IUdU60rppEA1Bhr/ZkSvvzv9xE/8RO8/hKRG6WrylMzck5mnAccAZ0TEqcC7gFOAZwGHAX9UNI+xTjHGOS/OzFWZuSoWLB7jEEnqrBexqTiv8UnStPT6u9Py5ct71HNJTTWpWTEzcxNwNXBOZq4vUgZ2Ah8DziiarQOOLR12DDC1J8glqQvGJknDyvgkqV+6mRVzObArMzdFxGLgbOD9EbEiM9cXMzn9MrBv5emr+P/bu/toy866PuDfX2aGZGJIRsigwyRtqMRXhIQ1jWnRFgLVgK2xVQSXC1mAzcKCivVlqbisWFxLsJWKS3FFog2UCimE1UhBSIWIFpN0gMlAmKQZIZohkQx5g5gXmMnTP+7O3HPP3JdzZ87bnvv5rHXXffZ+nn3O75xz88v8zn72s5NXV9U7s3Dh7/2ttaOmOjE9p+5YnK7x4P5PrTzu6c9asv3grYtjH/zMDaM/4WlPWGx/9eElXZv+0TOOtA/f+dklfYfvum1xY3AK0XoMr6Y5aHha6OAN0r/y0LE9HzMjNzEXhqYt7vzOZx9pf/6jf7Z07M5vPtI8c+fSsy1Pe9FvLW4M56PB3LX19KV9W05ebG8+eWnfgc8MxDk0hX04Hx5rzmVZ8hMwC6NcY7cjyRXdXPGTklzZWntfVX24S1yVZE+SV3bj35+F5Xr3Z2HJ3peNP2wAuQmYW/ITMHVrFnattb1Jzl9m/0UrjG9JXnX8oQGsTG4C5pX8BMzCSKti0m87/sHiamj1D5+zpO9zt3z+SPvBfR9feuDQNMoVnXrGks2TnrS4atujt+1d0nf41t2jPeaWU5Zur7ZK2+DqlqvdaPzwUF8NXKs+PIWzhq5jN00JWM7Q6pKf/8ifLm4Mr1J5+01Hml+8Z2iF4oe/vNgeWsHyyU9/+pH2qacu/d/2vXcvrhh899/87cpxDk/vHF4JeLDfKsEAvbSuxVMAAACYPwo7AACAnjMVcwPY/av/4kj7lju+vKTvlX/8ySPtPZ+98die4KGlj/no3QcWN4ZvJr5py8p9g9MhR50GejxWnd45+adfYngq6GpTSoHpWm213dX+Wx2ewj2Y87YMT3cc2D7l8Uu67vjYny9uDE2p/LFffuWR9tuuXJqLv/J3g48/lO+GYxtcJXN4xUw3LwfoBWfsAAAAek5hBwAA0HOmYm4At9y5OD3nK0MrQ+752L7FjeGpkaMaXkHtS19cbA9OvRx+jmlPP5znG/Kaegn9Mfjf63BeGdwenrZ4+pMW2/cO3Xt68LgH7l7a9/ADi+2hfPvWX/vdxY1TTlt63Hpy3ODY4RU0AegFZ+wAAAB6TmEHAADQcwo7AACAnnON3Qbw+j+79Uj7UzcfXNr58MDy2FtOWdq32i0HRr01Qa1y34DVris71uXFVzNP19QB/bGeWxo8buuR5pnP/CdLur74sWsWN4avzdv2dYvtw4eW9p16xmL7wftXjsWtCAA2NGfsAAAAek5hBwAA0HOmYm4AO7/21CPtz37N0K0JBqcRrTalctjg1KRJTJuc1OMAHK/BaZTDUzEHbk3wxZtvWvkxho+7547Rx67EVEyADc0ZOwAAgJ5T2AEAAPScqZgbwI88fceR9iOHlk5p/MyHxzB1ZxLTJMf1mKtNmQI4FoO5ZHgqetVie/PQ1PfB1S2HV8UcXO1SrgLgGDhjBwAA0HMKOwAAgJ4zFXMDePbPX3Wk/dZf+u4lfWf98g8fab/+De9deuCX715sP/Lg0r7TnjAw7ovHHePEmNIETNLwtPFNA9Mv7/vC0r7BfGQFSwDGzBk7AACAnluzsKuqU6rqhqq6sapuqqrXDfX/TlU9MLB9clW9q6r2V9X1VXXO+MMGkJ+A+SQ3AbMwylTMR5Jc1Fp7oKq2JPnLqvpAa+26qtqVZNvQ+Fckube19tSqenGSNyR50XjDZj0e3f/xI+2Xv+KTSzuf8OTF9tbTl/bde+di+4ztS/seeiAwB+Qnpm+11XZNsWSB3ARM3Zpn7NqCx/4Vv6X7aVW1KclvJvn5oUMuSXJF1353kudWDa7/DDAe8hMwj+QmYBZGusauqjZV1Z4kdyW5prV2fZJXJ7m6tXbn0PCdSW5PktbaoST3J3niMo95aVXtrqrd7dBDx/MagA1MfgLm0aRz08GDByf7AoDeGWlVzNba4STnVdW2JO+tqn+W5IVJnr3M8OW+YWrLPOZlSS5LkpNOfdJR/UzI8Apudx9YbA/faPfkUxfbD//90r5RpxsN34TXKpWMmfzE1MljjGDSuWnXrl1yE7DEulbFbK3dl+TaJM9J8tQk+6vqtiSnVtX+btiBJGcnSVVtTnJGknvGFC/AsuQnYB7JTcC0jLIq5vbu26ZU1dYkz0vy8dba17fWzmmtnZPkwdbaU7tDrk7y0q79g0k+3FrzrRIwdvITMI/kJmAWRpmKuSPJFd0FvyclubK19r5Vxl+e5O3dt1D3JHnx8YfJVAxP03zcwFTMk4ZmiRw+tNhebVqSKUtMlvwEzCO5CZi6NQu71treJOevMea0gfbDWZhDDjBR8hMwj+QmYBbWdY0dAAAA82ekVTE5gWw5Zen2Vx9eeeyX7lq5b/Bm5sOPMfgch7+6tG8SUzNXu1kwAABsAM7YAQAA9JzCDgAAoOdMxdwINm1ZbK829XIdvuGi5xxp//WHPri0c/A5hm9QPgmmXwIAsME5YwcAANBzCjsAAICeMxVzIxhemXIM/u7A3Ysbw9M7rVIJAABT5YwdAABAzynsAAAAes5UTI7J3x9c5eblpmICAMBUOWMHAADQcwo7AACAnlPYAQAA9Jxr7BjNpi1Lt7/wuZXHnnLaYvuBeyYTDwAAcIQzdgAAAD2nsAMAAOg5UzEZzeGvLt2uk5ZvJ6ZfAgDAlDljBwAA0HMKOwAAgJ4zFZNj0x6ddQQAAEDHGTsAAICeW7Owq6pTquqGqrqxqm6qqtd1+y/v9u2tqndX1Wnd/pOr6l1Vtb+qrq+qcyb7EoCNSn4C5pHcBMzCKGfsHklyUWvtGUnOS3JxVV2Y5Kdba89orT09yd8meXU3/hVJ7m2tPTXJm5K8YQJxAyTyEzCf5CZg6tYs7NqCB7rNLd1Pa619KUmqqpJsTdK6MZckuaJrvzvJc7sxAGMlPwHzSG4CZmGka+yqalNV7UlyV5JrWmvXd/v/KMnfJfnmJL/TDd+Z5PYkaa0dSnJ/kicu85iXVtXuqtrdDj103C8E2JjkJ2AeTTo3HTx4cAqvAuiTkQq71trh1tp5Sc5KckFVPa3b/7IkT06yL8mLuuHLfcPUjtrR2mWttV2ttV21eesxBc8Gsvlxiz8wQH4C5tGkc9P27dsnFDnQV+taFbO1dl+Sa5NcPLDvcJJ3JfmBbteBJGcnSVVtTnJGknvGECvAiuQnYB7JTcC0jLIq5vaq2ta1tyZ5XpJbquqp3b5K8q+S3NwdcnWSl3btH0zy4dbaUd86ARwv+QmYR3ITMAuj3KB8R5IrqmpTFgrBK5P8ryR/UVWnZ2H6wI1Jfrwbf3mSt1fV/ix82/TisUfNxnPoK7OOgPkkPwHzSG4Cpm7Nwq61tjfJ+ct0PWuF8Q8neeFxxgWwJvkJmEdyEzAL67rGDgAAgPmjsAMAAOg5hR0AAEDPKewAAAB6TmEHAADQcwo7AACAnlPYAQAA9JzCDgAAoOcUdgAAAD2nsAMAAOg5hR0AAEDPKewAAAB6TmEHAADQcwo7AACAnlPYAQAA9JzCDgAAoOcUdgAAAD2nsAMAAOg5hR0AAEDPKewAAAB6TmEHAADQcwo7AACAnluzsKuqU6rqhqq6sapuqqrXdfvfUVW3VNWnq+oPq2pLt7+q6s1Vtb+q9lbVMyf9IoCNR24C5pX8BMzCKGfsHklyUWvtGUnOS3JxVV2Y5B1JvjnJtyfZmuTHuvHPT3Ju93NpkreMO2iAyE3A/JKfgKlbs7BrCx7oNrd0P6219v6uryW5IclZ3ZhLkryt67ouybaq2jGJ4IGNS24C5pX8BMzCSNfYVdWmqtqT5K4k17TWrh/o25LkJUn+tNu1M8ntA4cf6PYNP+alVbW7qna3Qw8da/zABjaJ3NQdKz8Bx2XS/3Y6ePDg5IIHemmkwq61dri1dl4Wvlm6oKqeNtD9e0k+2lr7i267lnuIZR7zstbartbartq8db1xA0wkN3WPKz8Bx2XS/3bavn37+IMGem1dq2K21u5Lcm2Si5Okqv5Dku1J/v3AsANJzh7YPivJHccVJcAq5CZgXslPwLSMsirm9qra1rW3Jnlekpur6seSfE+SH26tPTpwyNVJfrRb4enCJPe31u6cQOzABiY3AfNKfgJmYfMIY3YkuaKqNmWhELyytfa+qjqU5G+S/FVVJclVrbVfS/L+JC9Isj/Jg0leNpHIgY1ObgLmlfwETN2ahV1rbW+S85fZv+yx3UpPrzr+0ABWJjcB80p+AmZhXdfYAQAAMH8UdgAAAD2nsAMAAOg5hR0AAEDPKewAAAB6TmEHAADQcwo7AACAnlPYAQAA9JzCDgAAoOcUdgAAAD2nsAMAAOg5hR0AAEDPKewAAAB6TmEHAADQcwo7AACAnlPYAQAA9JzCDgAAoOcUdgAAAD2nsAMAAOg5hR0AAEDPKewAAAB6TmEHAADQc2sWdlV1SlXdUFU3VtVNVfW6bv+rq2p/VbWqOnNgfFXVm7u+vVX1zEm+AGBjkpuAeSU/AbOweYQxjyS5qLX2QFVtSfKXVfWBJP8nyfuSXDs0/vlJzu1+viPJW7rfAOMkNwHzSn4Cpm7Nwq611pI80G1u6X5aa+2TSVJVw4dckuRt3XHXVdW2qtrRWrtzfGEDG53cBMwr+QmYhZGusauqTVW1J8ldSa5prV2/yvCdSW4f2D7Q7Rt+zEurandV7W6HHlpPzABJJpObuseVn4DjMul/Ox08eHC8AQO9N1Jh11o73Fo7L8lZSS6oqqetMvyor6GStGUe87LW2q7W2q7avHW0aAEGTCI3dY8rPwHHZdL/dtq+ffu4QgVOEOtaFbO1dl8W5oVfvMqwA0nOHtg+K8kd644MYERyEzCv5CdgWkZZFXN7VW3r2luTPC/JzasccnWSH+1WeLowyf3miAPjJjcB80p+AmZhlDN2O5J8pKr2Jvm/WZgn/r6q+smqOpCFb5X2VtVbu/HvT/LZJPuT/EGSfzeBuAHkJmBeyU/A1I2yKubeJOcvs//NSd68zP6W5FVjiQ5gBXITMK/kJ2AW1nWNHQAAAPNHYQcAANBzCjsAAICeU9gBAAD0nMIOAACg5xR2AAAAPaewAwAA6DmFHQAAQM8p7AAAAHpOYQcAANBzCjsAAICeU9gBAAD0nMIOAACg5xR2AAAAPaewAwAA6DmFHQAAQM8p7AAAAHpOYQcAANBzCjsAAICeU9gBAAD0nMIOAACg5xR2AAAAPbdmYVdVp1TVDVV1Y1XdVFWv6/Y/paqur6pbq+pdVfW4bv/J3fb+rv+cyb4EYKOSn4B5JDcBszDKGbtHklzUWntGkvOSXFxVFyZ5Q5I3tdbOTXJvkld041+R5N7W2lOTvKkbBzAJ8hMwj+QmYOrWLOzagge6zS3dT0tyUZJ3d/uvSPL9XfuSbjtd/3OrqsYWMUBHfgLmkdwEzMJI19hV1aaq2pPkriTXJPnrJPe11g51Qw4k2dm1dya5PUm6/vuTPHGZx7y0qnZX1e526KHjexXAhiU/AfNo0rnp4MGDk34JQM+MVNi11g631s5LclaSC5J8y3LDut/LfcPUjtrR2mWttV2ttV21eeuo8QIsIT8B82jSuWn79u3jCxY4IaxrVczW2n1Jrk1yYZJtVbW56zoryR1d+0CSs5Ok6z8jyT3jCBZgJfITMI/kJmBaRlkVc3tVbevaW5M8L8m+JB9J8oPdsJcm+Z9d++puO13/h1trR33rBHC85CdgHslNwCxsXntIdiS5oqo2ZaEQvLK19r6q+kySd1bV65N8Msnl3fjLk7y9qvZn4dumF08gboBEfgLmk9wETN2ahV1rbW+S85fZ/9kszBkf3v9wkheOJTqAVchPwDySm4BZWNc1dgAAAMwfhR0AAEDPKewAAAB6TmEHAADQcwo7AACAnlPYAQAA9JzCDgAAoOcUdgAAAD2nsAMAAOg5hR0AAEDPKewAAAB6TmEHAADQcwo7AACAnlPYAQAA9JzCDgAAoOcUdgAAAD2nsAMAAOg5hR0AAEDPKewAAAB6TmEHAADQcwo7AACAnlPYAQAA9NyahV1VnV1VH6mqfVV1U1X9VLf/GVX1V1X1qar6k6o6feCYX6yq/VV1S1V9zyRfALAxyU3AvJKfgFkY5YzdoSQ/01r7liQXJnlVVX1rkrcm+YXW2rcneW+Sn0uSru/FSb4tycVJfq+qNk0ieGBDk5uAeSU/AVO3ZmHXWruztfaJrv3lJPuS7EzyTUk+2g27JskPdO1LkryztfZIa+1zSfYnuWDcgQMbm9wEzCv5CZiFdV1jV1XnJDk/yfVJPp3k+7quFyY5u2vvTHL7wGEHun3Dj3VpVe2uqt3t0EPrixpgwDhzU/d48hMwFpP6t9PBgwcnFTLQUyMXdlV1WpL3JHlNa+1LSV6ehakFH0/y+CRfeWzoMoe3o3a0dllrbVdrbVdt3rr+yAEy/tyUyE/AeEzy307bt2+fVNhAT20eZVBVbclCYnpHa+2qJGmt3Zzku7v+b0zyvd3wA1n8BipJzkpyx7gCBniM3ATMK/kJmLZRVsWsJJcn2dda+62B/U/qfp+U5JeT/H7XdXWSF1fVyVX1lCTnJrlh3IEDG5vcBMwr+QmYhVHO2D0ryUuSfKqq9nT7finJuVX1qm77qiR/lCSttZuq6sokn8nCqlCvaq0dHm/YAHITMLfkJ2Dq1izsWmt/meXnfifJb69wzK8n+fXjiAtgVXITMK/kJ2AW1rUqJgAAAPNHYQcAANBzCjsAAICeU9gBAAD0nMIOAACg5xR2AAAAPaewAwAA6DmFHQAAQM8p7AAAAHpOYQcAANBzCjsAAICeU9gBAAD0nMIOAACg5xR2AAAAPaewAwAA6DmFHQAAQM8p7AAAAHpOYQcAANBzCjsAAICeU9gBAAD0nMIOAACg5xR2AAAAPbdmYVdVZ1fVR6pqX1XdVFU/1e0/r6quq6o9VbW7qi7o9ldVvbmq9lfV3qp65qRfBLDxyE3AvJKfgFnYPMKYQ0l+prX2iap6fJKPV9U1Sd6Y5HWttQ9U1Qu67WcneX6Sc7uf70jylu43wDjJTcC8kp+AqVvzjF1r7c7W2ie69peT7EuyM0lLcno37Iwkd3TtS5K8rS24Lsm2qtox9siBDU1uAuaV/ATMwihn7I6oqnOSnJ/k+iSvSfLBqvpPWSgQ/2k3bGeS2wcOO9Dtu3PosS5Ncmm3+cjDe3730+uMfVLOTPLFWQcxYJ7iEcvyxLK8b5rWE40zN3WPJz+tTSzLE8vK5imeXuan4dxUVXLT0eYplmS+4hHL8uYpluPKTSMXdlV1WpL3JHlNa+1LVfX6JD/dWntPVf1QksuTPC9JLXN4O2pHa5cluax77N2ttV3H8gLGbZ5iSeYrHrEsTyzLq6rdU3qeseamRH4ahViWJ5aVzVM8fc1PctPa5imWZL7iEcvy5i2W4zl+pFUxq2pLFhLTO1prV3W7X5rksfb/SHJB1z6Q5OyBw8/K4lQDgLGRm4B5JT8B0zbKqpiVhW+U9rXWfmug644k/7xrX5Tk1q59dZIf7VZ4ujDJ/a21o6Y6ARwPuQmYV/ITMAujTMV8VpKXJPlUVe3p9v1Skn+b5LeranOSh7M45/v9SV6QZH+SB5O8bITnuGw9QU/YPMWSzFc8YlmeWJY36VimkZuSjfWerodYlieWlc1TPCdCftpI7+d6zFMsyXzFI5blnTCxVGvLXmICAABAT4x0jR0AAADzS2EHAADQc1Mp7Krq7Kr6SFXtq6qbquqnuv1PqKprqurW7vfXdvurqt5cVfuram9VPXMKsbyw2360qnYNHfOLXSy3VNX3TCGW36yqm7vX/t6q2jbDWP5jF8eeqvpQVT252z/1z2ig/2erqlXVmbOKpap+tao+370ve6rqBQPHTPUz6vp+onu+m6rqjZOOZbV4qupdA+/LbQPXl0w0nmMhN607lg2dm1aLZ6BffppxfpKbTtzctEY8Gzo/yU3ri6XrO/FyU2tt4j9JdiR5Ztd+fJL/l+Rbk7wxyS90+38hyRu69guSfCAL93W5MMn1U4jlW7JwU8Brk+waGP+tSW5McnKSpyT56ySbJhzLdyfZ3O1/w8D7MotYTh8Y85NJfn9Wn1G3fXaSDyb5myRnzvDv5VeT/Owy42fxGT0nyf9OcnLX96RJx7LW5zQw5j8n+ZVpxDPm91RukpvW/Xcf+Wku8tNqn9HAGLnp+GOZem5aI54NnZ9W+7uP3LRhctNUzti11u5srX2ia385yb4kO5NckuSKbtgVSb6/a1+S5G1twXVJtlXVjknG0lrb11q7ZZlDLknyztbaI621z2VhxaoLlhk3zlg+1Fo71A27Lgv3s5lVLF8aGPY1Wbxh6tQ/o677TUl+Pktv3DqrWJYz9c8oyY8n+Y3W2iNd312TjmWNeJIcWe77h5L88TTiORZy07pj2dC5abV4um756ehYpp6f5KYTNzetEc+Gzk9y07pjOSFz09Svsauqc5Kcn+T6JF/Xuvu0dL+f1A3bmeT2gcMOZPU/iHHEspJZx/LyLHyjMrNYqurXq+r2JD+S5FdmFUtVfV+Sz7fWbhwaNqvP6NXd9IU/rG46zIxi+cYk31VV11fVn1fVP55mLMvE85jvSvKF1tpj92maWjzHQm5adywbOjcNxyM/rRjLTPOT3DTRWFYy6//3JBs8P8lNI8VyQuamqRZ2VXVakvckec3QtxlHDV1m31jvy9CHWKrqtUkOJXnHLGNprb22tXZ2F8erZxFLFt6H12YxOS4ZOs1YuvflLUm+Icl5Se7MwqnzWcWyOcnXZmEqxc8lubL71mfisawQz2N+OIvfOmVa8RyLPuSDeYplo+em4XgiP60Wy8zyk9x04uam1eLZ6PlJbho5lhMyN02tsKuqLVl4Ee9orV3V7f7CY6d9u9+PnQY9kIX5wI85K8kdE45lJTOJpapemuRfJvmR1tpjH+Ks35f/nuQHZhTLN2RhfvGNVXVb93yfqKqvn0Esaa19obV2uLX2aJI/yOKp8Vl8RgeSXNVNp7ghyaNJzpx0LKvEk1q4+e6/SfKugeETj+dYyE3ri2Wj56YV4pGfVoglM8pPctOJm5tWi2ej5ye5afRYcqLmpjamCyVX+8lCxfm2JP9laP9vZulFwG/s2t+bpRd03jDpWAb6r83Si4C/LUsvXPxsxncR5Urvy8VJPpNk+9D+WcRy7kD7J5K8e9afUTfmtixeADz1WJLsGGj/dBbmQM/qM3plkl/r2t+YhdP2NclY1vqcur/hP5/W3+8E3lO5SW46ps+pGyM/Le6fen6Sm07c3LTGe7Oh85PctO5YTsjcNJYPcIQX8p1ZOHW4N8me7ucFSZ6Y5M+S3Nr9fsLAC//dLKz+8qnBhDHBWP51FirjR5J8IckHB455bRfLLUmeP4VY9nd/YI/t+/0ZxvKeJJ/u9v9JFi4KnslnNDTmtiwmp1n8vby9e669Sa7O0mQ17c/ocUn+W/c5fSLJRZOOZa3PKcl/TfLKZY6ZWDxjfk/lJrlp3X/3A2Nui/w0s/y02mcUuWmcsUw9N60Rz4bOT6v93Q+MuS1y0wmdm6o7CAAAgJ6a+qqYAAAAjJfCDgAAoOcUdgAAAD2nsAMAAOg5hR0AAEDPKewAAAB6TmEHAADQc/8fpnGwlg1cvaAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n in np.arange(1,25):\n",
    "    fig, ax = plt.subplots(2,3, figsize = (15,10))\n",
    "    ax[0,0].set_title('h = ' +str(n))\n",
    "    ax[0,1].set_title('delayed start: +3h' )\n",
    "    ax[0,2].set_title('delayed start: +6h' )\n",
    "    ax[1,0].set_title('delayed start: +24h' )\n",
    "    ax[1,1].set_title('delayed start: +72h' )\n",
    "    ax[0,0].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax[0,1].pcolormesh(np.sum(f1['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax[0,2].pcolormesh(np.sum(f2['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax[1,0].pcolormesh(np.sum(f3['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax[1,1].pcolormesh(np.sum(f4['OilConcentration_3D'][n,:,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    for a in ax.flatten():\n",
    "        a.set_ylim(280,360)\n",
    "        a.set_xlim(200,270)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5x5 SalishSeaCast grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "filelist = glob.glob(\"/ocean/vdo/MIDOSS/spatial_test/L*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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C7y2k3QEcKOmkXKeL2DrAX0M61hyYy7u7Cj+LqybpdFLwe1vU+Ilf3o4Hk47ZHXnb6+5O15mk40WxHU4G3iFpr2LGiPgx6Y7ldEmn1JnfNNKz7mGFcn0y718vyeX7AOl5+aM16tBo/9u8jJzvKNKdgcrxu9F2+jTprmW9Y82upJPap0nr7lNAvV71XUi6NC/vbbW2r0LdBXTmttmWX5L0dPts/AyctGNdXTXuQFLnkzV07W07hPRs4nc5/Sds6YV+eJ5uJWlF3kHufAK8j3QAXU16NvtdtnSUmkjVs0nyc2TSQfKhGuV+OalB76gaP5R0lbya2r3Qa9at1nLIz8DrrLfunoGvJ3VWWEO62n4fhU5oOd+bSM9L1pE29DvIvdRz+kmkTjyrcvovC8t8KelZzdI8/ZOk5/n75fT5bN0b9YM57/Ok51ufrCpvpRf66jzfoTlt30IZHyM92yo+2z0yj1/Flt77m5+/kjoAPZHXxSzSM/vKs88x0NQz8FrLeFVeX0+T+gbcQzp4vYT02KCyzn4BvKkwr+ty/tWkW6BPs/VztctymYqfSh+Kz5K27WdIHXE290gm3dK+Is/78by+/8SWjoJz6NpXYJv2iTw8PNe/UscvkPuxbG8b1CprVTmmkq5OO6vGD87r5rg65f/bXNcJ1HgmSTqRKj4Dv4r0nH1dbqdZNNe57ijSyXqlN/NZ9fZn0i3WH+V189NcruK+PIW07dXrhX4Gab+sLOu6BuV6PG8T6wqfa6qON9XbXt3nraT+EC+QOwpXpS0mHdtrte878rKPp8ZzZOCreZqJ+fsnSHeb1pK2/znAG+qUqe7+V9kmSCdrz5CelZ9RmLbudprTL8/bwepc981lJ/ULuTYvcwXpZHApW/aXy2jwDDzXd0NV23ysap+obpvK+jkdWFxv/6lex9TZPut9KgeQmiTdSQrgO+VvhZVeTLB3RFzSbeYSLKcvSKo8L9w3GjX+lvxLSRvc3b1dtp2J0stHTomI07rN3PN5H0M6OI/e0fOus7wvAPtExFl9sTyznsp3PG+IiJHd5bUturvMnwP8dx+UY1stJf0uuV2W0xd2J/2kZ3s6YfQHq0lXzdtN0hBJx+bbYvuRHjXcuiPmXWd5B0h6nZIJpFu/vbY8M2uNhgE8Iv45tr1Xda+LiJkR8XCjPPl5xDxJCyUtVuqMUHnj1WeVXv33sKSLCuOvlLRE0iJJhzaznLKIiMciPXcsDW3pFVr9Oaq3lhkRP4qIn++g2Yn0/HAV6fe9D5N69faWXUnPwZ8nPX//V1IP5B1G0uw6bVK3k1NfyM9Ya5VrcSvL1Vu0da/p4uea7qe2smt4C70dSBLpt4XrJHWSnk9/gPSChaNJz5FelPSyiHhK6X3h7yf1QD4c+HJEHN6q8puZmdXS9v/pKd8qXpe/Vt40FqReq38V+XffEfFUznMi6YUOAdyv9LL+ERGxoo+LbmZmVlfbB3DY/I8JHiC9Y/orETFX6R+TvFvSu0i9Fy+KiF+Rfo9dfCHD8jxuRdU8zyP9VAbU8XoN3qPX62Fm1k5i/dPPRMTwVpejrPpFAI/029hxSr/BvVXSQaTf2b4QEeMlnUT6CdFR1H6JRZfnDBExnfQedAYMfVkMetUO76xsZtbWXljwlSe6z2X1tMu/LWxKRKwm9ayfQrqy/n5OupX0gnzy+OIblUay5W1AZmZmO4W2D+CShucrbyQNIb0A5hHSa/wm5WxvIb2QAdLr+s7MvdGPANb4+beZme1s+sMt9BGkf5gwkHTCMjMiZkm6D7hR0gdJndzOzfnvJPVAX0J60fw5LSizmZlZQ20fwCNiEXBIjfGr6fpfeSq91t/XB0UzMzPbZm1/C93MzKwdOYCbmZmVkAO4mZlZCTmAm5mZlZADuJmZWQk5gJuZmZWQA7iZmVkJOYCbmZmVkAO4mZlZCTmAm5mZlZADuJmZWQk5gJuZmZWQA7iZmVkJOYCbmZmVkAO4mZlZCTmAm5mZlZADuJmZWQk5gJuZmZVQ2wdwSYMlzZO0UNJiSdPy+OslPS5pQf6My+MnSlpTGP+p1tbAzMysq45WF6APbAAmRcQ6SZ3AfZJm57SLI+LmGtPcGxHH9V0RzczMeqbtA3hEBLAuf+3Mn2hdiczMzLZf299CB5A0UNIC4CngroiYm5M+K2mRpCskDSpMcmS+5T5b0oF9X2IzM7PG+kUAj4hNETEOGAlMkHQQcClwAHAYsCfwkZz9QWB0RBwMXAXcVmueks6TNF/S/Ni4vtfrYGZmVtQvAnhFRKwG5gBTImJFJBuAbwATcp61EbEuD98JdErau8a8pkfE+IgYr44hfVcJMzMz+kEAlzRc0rA8PASYDDwiaUQeJ+CdwEP5+z55HJImkNbRs60ou5mZWT1t34kNGAHMkDSQFIxnRsQsSfdIGg4IWACcn/OfAlwgaSOwHpiaO8KZmZntNNo+gEfEIuCQGuMn1cl/NXB1b5fLzMxse7T9LXQzM7N25ABuZmZWQg7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl5ABuZmZWQg7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl5ABuZmZWQg7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl1PYBXNJgSfMkLZS0WNK0PP56SY9LWpA/4/J4SbpS0hJJiyQd2toamJmZddXR6gL0gQ3ApIhYJ6kTuE/S7Jx2cUTcXJX/GOAv8udw4Gv5r5mZ2U6j7a/AI1mXv3bmTzSY5ETgm3m6+4Fhkkb0djnNzMx6ou0DOICkgZIWAE8Bd0XE3Jz02Xyb/ApJg/K4/YBlhcmX53HV8zxP0nxJ82Pj+l4tv5mZWbV+EcAjYlNEjANGAhMkHQRcChwAHAbsCXwkZ1etWdSY5/SIGB8R49UxpJdKbmZmVlu/COAVEbEamANMiYgV+Tb5BuAbwIScbTkwqjDZSOD3fVpQMzOzbrR9AJc0XNKwPDwEmAw8UnmuLUnAO4GH8iS3A2fm3uhHAGsiYkULim5mZlZXf+iFPgKYIWkg6YRlZkTMknSPpOGkW+YLgPNz/juBY4ElwB+Bc1pQZjMzs4baPoBHxCLgkBrjJ9XJH8D7ertcZmZm26PtA7iZNWfVL65uOu9Fty5uOu+3Pve1bSmOmXWj7Z+Bm5mZtSMHcDMzsxJyADczMyshB3AzM7MScic2M+uxeYufbHURzPo9X4GbmZmVkAO4mZlZCTmAm5mZlZADuJmZWQk5gJuZmZWQe6GbGQB7HHZhq4tgZj3gK3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJyADczMyuhtg/gkgZLmidpoaTFkqZVpV8laV3h+9mSnpa0IH/O7ftSm5mZNdYffge+AZgUEeskdQL3SZodEfdLGg8MqzHNTRHhH8WamdlOq+2vwCOpXGF35k9IGgh8EbikZYUzMzPbRm0fwAEkDZS0AHgKuCsi5gIXArdHxIoak5wsaZGkmyWNqjPP8yTNlzQ/Nq7vxdKbmZl11S8CeERsiohxwEhggqQ3A6cCV9XI/gNgTES8DrgbmFFnntMjYnxEjFfHkN4qupmZWU39IoBXRMRqYA5wNDAWWCJpKTBU0pKc59mI2JAn+Trw+hYU1czMrKG2D+CShksaloeHAJOBByJin4gYExFjgD9GxNicZ0Rh8hOAh/u6zGZmZt3pD73QRwAzcqe1AcDMiJjVIP9Fkk4ANgIrgbN7v4hmZmY90/YBPCIWAYd0k2eXwvClwKW9XS4zM7Pt0fa30M3MzNqRA7iZmVkJOYCbmZmVkAO4mZlZCTmAm5mZlZADuJmZWQk5gJuZmZWQA7iZmVkJOYCbmZmVkAO4mZlZCTmAm5mZlZADuJmZWQk5gJuZmZWQA7iZmVkJOYCbmZmVkAO4mZlZCTmAm5mZlZADuJmZWQm1fQCXNFjSPEkLJS2WNK0q/SpJ6wrfB0m6SdISSXMljenrMpuZmXWn7QM4sAGYFBEHA+OAKZKOAJA0HhhWlf+9wKqIGAtcAXyhLwtrZmbWjLYP4JFUrrA78yckDQS+CFxSNcmJwIw8fDPwVknqk8KamZk1qe0DOICkgZIWAE8Bd0XEXOBC4PaIWFGVfT9gGUBEbATWAHvVmOd5kuZLmh8b1/duBczMzKp0tLoAfSEiNgHjJA0DbpX0ZuBUYGKN7LWutqPGPKcD0wEGDH1Zl3QzM7Pe1C+uwCsiYjUwBzgaGAsskbQUGCppSc62HBgFIKkD2B1Y2eeFNTMza6DtA7ik4fnKG0lDgMnAAxGxT0SMiYgxwB9zpzWA24Gz8vApwD0R4StsMzPbqfSHW+gjgBm509oAYGZEzGqQ/1rgW/mKfCUwtQ/KaGZm1iNtH8AjYhFwSDd5dikMv0B6Pm5mZrbTavtb6GZmZu3IAdzMzKyEHMDNzMxKyAHczMyshBzAzczMSsgB3MzMrIQcwM3MzErIAdzMzKyEHMDNzMxKyAHczMyshBzAzczMSsgB3MzMrIQcwM3MzErIAdzMzKyEHMDNzMxKyAHczMyshBzAzczMSsgB3MzMrITaPoBLGixpnqSFkhZLmpbHX5vHLZJ0s6Rd8vizJT0taUH+nNvaGpiZmXXV0eoC9IENwKSIWCepE7hP0mzggxGxFkDSl4ALgc/naW6KiAtbU1wzM7PutX0Aj4gA1uWvnfkTheAtYAgQrSmhmZlZz7X9LXQASQMlLQCeAu6KiLl5/DeAJ4EDgKsKk5xcuLU+qs48z5M0X9L82Li+t6tgZma2lX4RwCNiU0SMA0YCEyQdlMefA+wLPAy8O2f/ATAmIl4H3A3MqDPP6RExPiLGq2NIr9fBzMysqF8E8IqIWA3MAaYUxm0CbgJOzt+fjYgNOfnrwOv7uJhmZmbdavsALmm4pGF5eAgwGXhU0tg8TsDxwCP5+4jC5CeQrs7NzMx2Km3fiQ0YAcyQNJB0wjITuAO4V9JugICFwAU5/0WSTgA2AiuBs/u8xGZmZt1o+wAeEYuAQ2okvbFO/kuBS3u1UGZmZtup7W+hm5mZtSMHcDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEmr7AC5psKR5khZKWixpWh5/bR63SNLNknbJ4wdJuknSEklzJY1pZfnNzMxqafsADmwAJkXEwcA4YIqkI4APRsTBEfE64LfAhTn/e4FVETEWuAL4QisKbWZm1kjbB/BI1uWvnfkTEbEWQJKAIUDkPCcCM/LwzcBbcx4zM7OdRtsHcABJAyUtAJ4C7oqIuXn8N4AngQOAq3L2/YBlABGxEVgD7FVjnudJmi9pfmxc3we1MDMz26JfBPCI2BQR44CRwARJB+Xx5wD7Ag8D787Za11tR5cREdMjYnxEjFfHkF4quZmZWW39IoBXRMRqYA4wpTBuE3ATcHIetRwYBSCpA9gdWNmnBTUzM+tG2wdwScMlDcvDQ4DJwKOSxuZxAo4HHsmT3A6clYdPAe6JiC5X4GZmZq3U0eoC9IERwAxJA0knLDOBO4B7Je1GumW+ELgg578W+JakJaQr76l9X2QzM7PG2j6AR8Qi4JAaSW+sk/8F4NReLZSZmdl2avtb6GZmZu3IAdzMzKyEHMDNzMxKyAHczMyshBzAzczMSsgB3MzMrIQcwM3MzErIAdzMzKyEHMDNzMxKyAHczMyshBzAzczMSsgB3MzMrIQcwM3MzErIAdzMzKyEHMDNzMxKyAHczMyshBzAzczMSsgB3MzMrITaPoBLGixpnqSFkhZLmpbH3yjpUUkPSbpOUmceP1HSGkkL8udTra2BmZlZVx2tLkAf2ABMioh1OUjfJ2k2cCPw1znPt4Fzga/l7/dGxHF9X1QzM7PmtH0Aj4gA1uWvnfkTEXFnJY+kecDIFhTPzMxsm7T9LXQASQMlLQCeAu6KiLmFtE7gDOCHhUmOzLfcZ0s6sI+La2Zm1q1+EcAjYlNEjCNdZU+QdFAh+avATyLi3vz9QWB0RPbQ/bQAAAbhSURBVBwMXAXcVmueks6TNF/S/Ni4vjeLb2Zm1kW/COAVEbEamANMAZD0aWA48KFCnrURsS4P3wl0Stq7xrymR8T4iBivjiF9UXwzM7PN2j6ASxouaVgeHgJMBh6RdC7wduA9EfFiIf8+kpSHJ5DW0bN9X3IzM7P62r4TGzACmCFpICkYz4yIWZI2Ak8AP8/x+paIuBw4Bbggp68HpuaOcGZmZjuNtg/gEbEIOKTG+Jp1j4irgat7u1xmZmbbo+1voZuZmbUjB3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJyADczMyuhtg/gkgZLmidpoaTFkqbl8TdKelTSQ5Kuk9SZx0vSlZKWSFok6dDW1sDMzKyrtg/gwAZgUkQcDIwDpkg6ArgROAB4LTAEODfnPwb4i/w5D/han5fYzMysG20fwCNZl7925k9ExJ05LYB5wMic50TgmznpfmCYpBF9X3IzM7P6OlpdgL4gaSDwADAW+EpEzC2kdQJnAB/Io/YDlhUmX57Hraia53mkK3SADS8s+MpDvVP6ncLewDOtLkQvauf6tXPdwPUru1e1ugBl1i8CeERsAsZJGgbcKumgiKgE3K8CP4mIe/N31ZpFjXlOB6YDSJofEeN7oeg7BdevvNq5buD6lZ2k+a0uQ5m1/S30oohYDcwBpgBI+jQwHPhQIdtyYFTh+0jg931URDMzs6a0fQCXNDxfeSNpCDAZeETSucDbgfdExIuFSW4Hzsy90Y8A1kTEii4zNjMza6H+cAt9BDAjPwcfAMyMiFmSNgJPAD+XBHBLRFwO3AkcCywB/gic08QypvdKyXcerl95tXPdwPUru3avX69S6oRtZmZmZdL2t9DNzMzakQO4mZlZCTmAd0PSKEn/Lenh/CrWD1Sl/6OkkLR3/l6qV7FuQ/0mSlojaUH+fKo1JW9OvfpJukzS7wr1OLYwzaW5/R6V9PbWlb57Pa2fpDGS1hfGX9PaGtTXaNuU9P7cPosl/XNhfOnbLqd1qV+Z2g4abps3FeqwVNKCwjSlab+dQkT40+BD6gR3aB7eFXgMeE3+Pgr4T1JnuL3zuGOB2aTfkx8BzG11HXZw/SYCs1pd7u2tH3AZ8I818r8GWAgMAvYHfg0MbHU9dmD9xgAPtbrc21m3o4G7gUE57WVt1nb16leatmtUv6o8/wp8qozttzN8fAXejYhYEREP5uHngIdJb2YDuAK4hK1f9FKqV7FuQ/1KpZv61XIi8N2I2BARj5N+jTCh90u6bbahfqXRoG4XAJ+PiA057ak8Sbu0Xb36lUp326bSz39OA76TR5Wq/XYGDuA9IGkMcAgwV9IJwO8iYmFVtnqvYt3pNVk/gCOV/rvbbEkH9mUZt0exfnnUhfkxx3WS9sjj2qL98qha9QPYX9L/SPqxpKP6upzboqpurwSOkjQ31+GwnK1d2q5e/aCEbQc1t02Ao4A/RMSv8vfStl+rOIA3SdIuwPeBfwA2Ah8Haj3/bepVrDubHtTvQWB0pP/udhVwW58VcjsU6xcRa0n/Ze4VpP9Qt4J0Kw/aoP26qd8K4OURcQjpDYTflrRbC4rctBp16wD2ID2iuhiYma/m2qXt6tWvdG0HNetX8R62XH1DSduvlRzAm6D0D0++D9wYEbeQDoz7AwslLSW9bvVBSftQwlex9qR+EbE28n93i4g7gU7lDm47qxr1IyL+EBGbIr2F7+tsuVXXDu1Xt3759uSzefgB0nPGV7am5N2rVTdSG92SH1PNA14k/dOPtmg76tSvbG0HdeuHpA7gJOCmQvbStV+rOYB3I5/5Xgs8HBFfAoiIX0bEyyJiTESMIW14h0bEk5TsVaw9rZ+kffI0SJpA2oaebVHxu1Wrfnl8sV/Cu4DKP7e5HZgqaZCk/Un/F35eX5W3p3paP6VXCw/Mw39Oqt9v+q7EzatXN9Jdn0k5zyuBl5D+Y1dbtB116lemtoOG9YP8SuuIWF4YV6r22xn0h1epbq83kv7d6C8LP3f4WL76rGVbXsXaSj2t3ynABUqvol0PTI2Infk2V836Ae+RNI50i24p8HcAEbFY0kzgf0mPEt4X6b/Z7ax6VD/gzcDluf02AedHxMq+LXLT6tXtOuA6SQ8B/w84K2+D7dJ2NesnqUxtB42PLVPZ+vZ5Gfe9lvOrVM3MzErIt9DNzMxKyAHczMyshBzAzczMSsgB3MzMrIQcwM3MzErIAdzMzKyEHMDNzMxK6P8DcranrEspVxkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3Bamte1ihXJ/Mx9dOuXzvI7WXP1ajjo2Ov03LyPmOIT0ZqJy/G+2nT5OeWtY71+xCuqh9mrTuPgXU61XfRSVmkZ5sVY7/zqp6DSZdEHTm9K35JUlP98/GbeCkA+uaqnEHkzqfrKZrb9shpLaJ3+f0n7K5F/qReboVpBV5J7nzCfAe0gl0Falt9jts7ig1kaq2SXI7Mukk+XCNcr+ctEHvrBo/lHSXvIravdBr1q3Wcsht4HXWW3dt4OtInRVWk+6230OhE1rO93pSe8la0o5+J7mXek4/hdSJZ2VO/2VhmS8j9Spdkqd/ktSev19On8eWvVHfn/M+T2rf+mRVeSu90Ffl+Q7NafsWyvg4qW2r2LZ7dB6/ks299ze1v5I6AD2R18VMUpt9pe1zDDTVBl5rGQfk9fU0qW/AvaST106kZoPKOvsv4PWFed2Q868iPQJ9mi3b1S7PZSp+Kn0oPkvat58hdcTZ1COZdOBflef927y+/8TmjoKz6dpXYKuOiTw8PNe/UsfPk/uxbOs2qFXWqnKcSbo77awaPzivmxPqlP/vcl0nUKNNknQhVWwDv5rUzr42b6eZNNe57hjSxXqlN/O59Y5n0iPWH+V187NcruKxPIW079XrhX426bisLOuGBuWaWGPfml1Iv7FGet32VlJ/iBfJHYWr0haRzu21tu9b8jo9kRrtyMBX8jQT8/dPkJ42rSHt/7OBv6xTprrHX2WfIF2sPUNqKz+7MG3d/TSnX5n3g1W57pvKTuoXcn1e5nLSxeASNh8vl9OgDTzPq3rd31h1TFSnV9bPWcCiesdP9Tqmzv5Z71M5gdQk6S5SAN8hfyus9GKCvSLi0m4zl2A5fUFSpb1w32i08TfnX0La4e7p7bLtSJRePnJaRJzRbeaez/s44LqIGL29511neZ8H9omIc/tieWY9lZ943hQRI7vLa5t1d5s/G/hxH5Rjay0h/S65XZbTF3Yj/aSn2+Ddz60i3TVvM0lDJB2fH4vtR2pq+P72mHed5R0o6TVKJpAe/fba8sysNRoG8Ij459j6XtW9LiJmRMQjjfLk9oi5khZIWiSp0oYsSZ9VevXfI5IuKYz/sqTFkhZKOryZ5ZRFRDweqd2xNLS5V2j155jeWmZE/CgifrGdZidS++FK0ssoHiH16u0tu5DawZ8ntb//K6kH8nYjaVadbdJbPXebLddZdcq1qJXl6i3astd08dNrvdttx9HwEXo7kCTSbwvX5o4H95M6WhxE+onFeRHxkqS9I+IppfeFv5fUA/lI4EsRcWSrym9mZlZL2/+np/yoeG3+WnnTWJB6rf5N5N99R8RTOc/JpBc6BPCA0sv6R0TE8j4uupmZWV1tH8Bh0z8meJD0julrI2KO0j8mebukt5F6L14SEb8i/R67+EKGZXnc8qp5TiX9VAbU8VoN3r3X62Fm1k5i3dPPRMTwVpejrPpFAI/029hxSr/B/b6kQ0i/s30xIsZLOoX0E6JjqP0Siy7tDBExjfQedAYM3TsGHbDdOyubmbW1F+df+0T3uayedvm3hU2JiFWknvVTSHfW38tJ3ye9IJ88vvhGpZFsfhuQmZnZDqHtA7ik4fnOG0lDSC+AeZT0Gr9JOdsbSS9kgPS6vnNyb/SjgNVu/zYzsx1Nf3iEPoL0DxMGki5YZkTETEn3AzdLej+pk9sFOf9dpB7oi0kvmj+/BWU2MzNrqO0DeEQsBA6rMX4VXf8rT6XX+nv6oGhmZmZbre0foZuZmbUjB3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJq+wAuabCkuZIWSFok6Yo8/kZJv5U0P3/G5fETJa0ujP9Ua2tgZmbWVUerC9AH1gOTImKtpE7gfkmzctqHI+LWGtPcFxEn9F0RzczMeqbtA3hEBLA2f+3Mn2hdiczMzLZd2z9CB5A0UNJ84Cng7oiYk5M+K2mhpKskDSpMcnR+5D5L0sF9X2IzM7PG+kUAj4iNETEOGAlMkHQIcBlwIHAEsAfwkZz9IWB0RBwKXA3cXmuekqZKmidpXmxY1+t1MDMzK+oXAbwiIlYBs4EpEbE8kvXA14EJOc+aiFibh+8COiXtVWNe0yJifESMV8eQvquEmZkZ/SCASxouaVgeHgJMBh6VNCKPE/BW4OH8fZ88DkkTSOvo2VaU3czMrJ6278QGjACmSxpICsYzImKmpHslDQcEzAcuzPlPAy6StAFYB5yZO8KZmZntMNo+gEfEQuCwGuMn1cl/DXBNb5fLzMxsW7T9I3QzM7N25ABuZmZWQg7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl5ABuZmZWQg7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl5ABuZmZWQg7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl1PYBXNJgSXMlLZC0SNIVefyNkn4raX7+jMvjJenLkhZLWijp8NbWwMzMrKuOVhegD6wHJkXEWkmdwP2SZuW0D0fErVX5jwP+In+OBL6a/5qZme0w2v4OPJK1+Wtn/kSDSU4GvpGnewAYJmlEb5fTzMysJ9o+gANIGihpPvAUcHdEzMlJn82Pya+SNCiP2w9YWph8WR5XPc+pkuZJmhcb1vVq+c3MzKr1iwAeERsjYhwwEpgg6RDgMuBA4AhgD+AjObtqzaLGPKdFxPiIGK+OIb1UcjMzs9r6RQCviIhVwGxgSkQsz4/J1wNfBybkbMuAUYXJRgJ/6NOCmpmZdaPtA7ik4ZKG5eEhwGTg0Uq7tiQBbwUezpPcAZyTe6MfBayOiOUtKLqZmVld/aEX+ghguqSBpAuWGRExU9K9koaTHpnPBy7M+e8CjgcWAy8A57egzGZmZg21fQCPiIXAYTXGT6qTP4D39Ha5zMzMtkXbP0I3MzNrRw7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl5ABuZmZWQg7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl5ABuZmZWQg7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl1PYBXNJgSXMlLZC0SNIVVelXS1pb+H6epKclzc+fC/q+1GZmZo11tLoAfWA9MCki1krqBO6XNCsiHpA0HhhWY5pbIuLivi2mmZlZ89r+DjySyh12Z/6EpIHAvwCXtqxwZmZmW6k/3IGTg/WDwFjg2oiYI+l9wB0RsVxS9SSnSnoD8Djw/ohYWmOeU4GpAHTu3JvFN9tqOx10ZNN5//iNs5vOu/sRfkBl1mptfwcOEBEbI2IcMBKYkIPz6cDVNbL/ABgTEa8B7gGm15nntIgYHxHj1TGkt4puZmZWU78I4BURsQqYDRxLuhtfLGkJMFTS4pzn2YhYnyf5GvDaFhTVzMysobYP4JKGSxqWh4cAk4EHI2KfiBgTEWOAFyJibM4zojD5ScAjfV1mMzOz7vSHNvARwPTcDj4AmBERMxvkv0TSScAGYAVwXu8X0czMrGfaPoBHxELgsG7y7FwYvgy4rLfLZWZmti3aPoCb9WcnveU1rS6CmfWStm8DNzMza0cO4GZmZiXkAG5mZlZCDuBmZmYlpIhodRlKb8DQvWPQAWe0uhhm22ZgZ/N5N/6p98ph/caL8699MCLGt7ocZeU7cDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEvKrVM0scc9ys1LxHbiZmVkJOYCbmZmVkAO4mZlZCTmAm5mZlZADuJmZWQk5gJuZmZVQ2wdwSYMlzZW0QNIiSVdUpV8taW3h+yBJt0haLGmOpDF9XWYzM7PutH0AB9YDkyLiUGAcMEXSUQCSxgPDqvK/C1gZEWOBq4DP92VhzczMmtH2ATySyh12Z/6EpIHAvwCXVk1yMjA9D98KvEmS+qSwZmZmTWr7AA4gaaCk+cBTwN0RMQe4GLgjIpZXZd8PWAoQERuA1cCeNeY5VdI8SfNiw7rerYCZmVmVfvEq1YjYCIyTNAz4vqQ3AKcDE2tkr3W3HTXmOQ2YBjBg6N5d0s3MzHpTv7gDr4iIVcBs4FhgLLBY0hJgqKTFOdsyYBSApA5gN2BFnxfWzMysgbYP4JKG5ztvJA0BJgMPRsQ+ETEmIsYAL+ROawB3AOfm4dOAeyPCd9hmZrZD6Q+P0EcA03OntQHAjIiY2SD/9cA38x35CuDMPiijmZlZj7R9AI+IhcBh3eTZuTD8Iql93MzMbIfV9o/QzczM2pEDuJmZWQk5gJuZmZWQA7iZmVkJOYCbmZmVkAO4mZlZCTmAm5mZlZADuJmZWQk5gJuZmZWQA7iZmVkJOYCbmZmVkAO4mZlZCTmAm5mZlZADuJmZWQk5gJuZmZWQA7iZmVkJOYCbmZmVkAO4mZlZCbV9AJc0WNJcSQskLZJ0RR5/fR63UNKtknbO48+T9LSk+flzQWtrYGZm1lVHqwvQB9YDkyJiraRO4H5Js4D3R8QaAElfAC4GPpenuSUiLm5Ncc3MzLrX9gE8IgJYm7925k8UgreAIUC0poRmZmY91/aP0AEkDZQ0H3gKuDsi5uTxXweeBA4Eri5Mcmrh0fqoOvOcKmmepHmxYV1vV8HMzGwL/SKAR8TGiBgHjAQmSDokjz8f2Bd4BHh7zv4DYExEvAa4B5heZ57TImJ8RIxXx5Ber4OZmVlRvwjgFRGxCpgNTCmM2wjcApyavz8bEetz8teA1/ZxMc3MzLrV9gFc0nBJw/LwEGAy8JiksXmcgBOBR/P3EYXJTyLdnZuZme1Q2r4TGzACmC5pIOmCZQZwJ3CfpF0BAQuAi3L+SySdBGwAVgDn9XmJzczMutH2ATwiFgKH1Uh6XZ38lwGX9WqhzMzMtlHbP0I3MzNrRw7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl5ABuZmZWQg7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl5ABuZmZWQg7gZmZmJeQAbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl1PYBXNJgSXMlLZC0SNIVefz1edxCSbdK2jmPHyTpFkmLJc2RNKaV5TczM6ul7QM4sB6YFBGHAuOAKZKOAt4fEYdGxGuA3wEX5/zvAlZGxFjgKuDzrSi0mZlZI20fwCNZm7925k9ExBoASQKGAJHznAxMz8O3Am/KeczMzHYYbR/AASQNlDQfeAq4OyLm5PFfB54EDgSuztn3A5YCRMQGYDWwZ415TpU0T9K82LCuD2phZma2Wb8I4BGxMSLGASOBCZIOyePPB/YFHgHenrPXutuOLiMipkXE+IgYr44hvVRyMzOz2vpFAK+IiFXAbGBKYdxG4Bbg1DxqGTAKQFIHsBuwok8LamZm1o22D+CShksaloeHAJOBxySNzeMEnAg8mie5Azg3D58G3BsRXe7AzczMWqmj1QXoAyOA6ZIGki5YZgB3AvdJ2pX0yHwBcFHOfz3wTUmLSXfeZ/Z9kc3MzBpr+wAeEQuBw2okva5O/heB03u1UGZmZtuo7R+hm5mZtSMHcDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEnIANzMzKyEHcDMzsxJyADczMyshB3AzM7MScgA3MzMrIQdwMzOzEmr7AC5psKS5khZIWiTpijz+ZkmPSXpY0g2SOvP4iZJWS5qfP59qbQ3MzMy66mh1AfrAemBSRKzNQfp+SbOAm4F35jzfAi4Avpq/3xcRJ/R9Uc3MzJrT9gE8IgJYm7925k9ExF2VPJLmAiNbUDwzM7Ot0vaP0AEkDZQ0H3gKuDsi5hTSOoGzgR8WJjk6P3KfJengPi6umZlZt/pFAI+IjRExjnSXPUHSIYXkrwA/jYj78veHgNERcShwNXB7rXlKmippnqR5sWFdbxbfzMysi34RwCsiYhUwG5gCIOnTwHDgA4U8ayJibR6+C3hCmMwAAAavSURBVOiUtFeNeU2LiPERMV4dQ/qi+GZmZpu0fQCXNFzSsDw8BJgMPCrpAuDNwDsi4qVC/n0kKQ9PIK2jZ/u+5GZmZvW1fSc2YAQwXdJAUjCeEREzJW0AngB+keP1bRFxJXAacFFOXwecmTvCmZmZ7TDaPoBHxELgsBrja9Y9Iq4BruntcpmZmW2Ltn+EbmZm1o4cwM3MzErIAdzMzKyEHMDNzMxKyAHczMyshBzAzczMSsgB3MzMrIQcwM3MzErIAdzMzKyEHMDNzMxKyAHczMyshBzAzczMSsgB3MzMrIQcwM3MzErIAdzMzKyEHMDNzMxKyAHczMyshBzAzczMSsgB3MzMrITaPoBLGixprqQFkhZJuiKPv1nSY5IelnSDpM48XpK+LGmxpIWSDm9tDczMzLpq+wAOrAcmRcShwDhgiqSjgJuBA4FXA0OAC3L+44C/yJ+pwFf7vMRmZmbdaPsAHsna/LUzfyIi7sppAcwFRuY8JwPfyEkPAMMkjej7kpuZmdXX0eoC9AVJA4EHgbHAtRExp5DWCZwNvC+P2g9YWph8WR63vGqeU0l36ADrX5x/7cO9U/odwl7AM60uRC9q5/q1c93A9Su7A1pdgDLrFwE8IjYC4yQNA74v6ZCIqATcrwA/jYj78nfVmkWNeU4DpgFImhcR43uh6DsE16+82rlu4PqVnaR5rS5DmbX9I/SiiFgFzAamAEj6NDAc+EAh2zJgVOH7SOAPfVREMzOzprR9AJc0PN95I2kIMBl4VNIFwJuBd0TES4VJ7gDOyb3RjwJWR8TyLjM2MzNrof7wCH0EMD23gw8AZkTETEkbgCeAX0gCuC0irgTuAo4HFgMvAOc3sYxpvVLyHYfrV17tXDdw/cqu3evXq5Q6YZuZmVmZtP0jdDMzs3bkAG5mZlZCDuDdkDRK0o8lPZJfxfq+qvQPSQpJe+XvpXoV61bUb6Kk1ZLm58+nWlPy5tSrn6TLJf2+UI/jC9NclrffY5Le3LrSd6+n9ZM0RtK6wvjrWluD+hrtm5Lem7fPIkn/XBhf+m2X07rUr0zbDhrum7cU6rBE0vzCNKXZfjuEiPCnwYfUCe7wPLwL8Djwqvx9FPAfpM5we+VxxwOzSL8nPwqY0+o6bOf6TQRmtrrc21o/4HLgQzXyvwpYAAwC9gd+DQxsdT22Y/3GAA+3utzbWLdjgXuAQTlt7zbbdvXqV5pt16h+VXn+FfhUGbffjvDxHXg3ImJ5RDyUh58DHiG9mQ3gKuBStnzRS6lexboV9SuVbupXy8nAdyJifUT8lvRrhAm9X9KtsxX1K40GdbsI+FxErM9pT+VJ2mXb1atfqXS3byr9/OcM4Nt5VKm2347AAbwHJI0BDgPmSDoJ+H1ELKjKVu9VrDu8JusHcLTSf3ebJengvizjtijWL4+6ODdz3CBp9zyuLbZfHlWrfgD7S/pvST+RdExfl3NrVNXtlcAxkubkOhyRs7XLtqtXPyjhtoOa+ybAMcAfI+JX+Xtpt1+rOIA3SdLOwPeAfwA2AB8HarX/NvUq1h1ND+r3EDA60n93uxq4vc8KuQ2K9YuINaT/MvcK0n+oW056lAdtsP26qd9y4OURcRjpDYTfkrRrC4rctBp16wB2JzVRfRiYke/m2mXb1atf6bYd1KxfxTvYfPcNJd1+reQA3gSlf3jyPeDmiLiNdGLcH1ggaQnpdasPSdqHEr6KtSf1i4g1kf+7W0TcBXQqd3DbUdWoHxHxx4jYGOktfF9j86O6dth+deuXH08+m4cfJLUzvrI1Je9erbqRttFtuZlqLvAS6Z9+tMW2o079yrbtoG79kNQBnALcUsheuu3Xag7g3chXvtcDj0TEFwAi4pcRsXdEjImIMaQd7/CIeJKSvYq1p/WTtE+eBkkTSPvQsy0qfrdq1S+PL/ZLeBtQ+ec2dwBnShokaX/S/4Wf21fl7ame1k/p1cID8/Cfk+r3m74rcfPq1Y301GdSzvNKYCfSf+xqi21HnfqVadtBw/pBfqV1RCwrjCvV9tsR9IdXqW6r15H+3egvCz93+Fi++6xla17F2ko9rd9pwEVKr6JdB5wZETvyY66a9QPeIWkc6RHdEuDvASJikaQZwP+QmhLeE+m/2e2oelQ/4A3AlXn7bQQujIgVfVvkptWr2w3ADZIeBv4XODfvg+2y7WrWT1KZth00PrecyZaPz8t47LWcX6VqZmZWQn6EbmZmVkIO4GZmZiXkAG5mZlZCDuBmZmYl5ABuZmZWQg7gZmZmJeQAbmZmVkL/H3IFm2vJyI7RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for file in filelist:\n",
    "    f = nc.Dataset(file)\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.pcolormesh(np.sum(f['OilConcentration_3D'][1,:,:], axis=0), vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax.set_title(file)\n",
    "    ax.set_ylim(320,360)\n",
    "    ax.set_xlim(240,270)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "total = np.zeros((896, 396))\n",
    "for file in filelist:\n",
    "    f = nc.Dataset(file)\n",
    "    total = total + np.sum(f['OilConcentration_3D'][1,:,:], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7ff6f9503550>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "mesh = ax.pcolormesh(total, cmap = \"Greens_r\")\n",
    "ax.set_ylim(335,355)\n",
    "ax.set_xlim(245,260)\n",
    "fig.colorbar(mesh, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cRIximKtUbQZOGFB+P/DcAeUFvGZRWidpJMarNF6MWUlz2lcSDkmSJElLbF+6D4ckSZKkvcCEQ5IkSVIrHOGQJEmS1CoTDkmSJEmtMeGQJEmS1AqnVEmSJElq1YQkHJPRC0mSJEmd5AiHJEmS1DVOqZIkSZLUKhMOSZIkSa0x4ZAkSZLUCqdUSZIkSWqVCYckSZKkVjjCIUmSJKlVJhySJEmSWuEIhyRJkqRWmXBIkiRJas2EJByT0QtJkiRpkkxPqRrlMdRpsy7JrUm2JDlvwPH9k1zaHN+Y5OiFdsWEQ5IkSeqiRU44kiwHLgJOA44HXpLk+BnVzgbuq6pjgQuBCxbcjYWeQJIkSdIia2eE40RgS1XdXlXfBy4BzphR5wzg4mb7cuCUJFlIV0w4JEmSpC5a/ITjCOCOvv2tTdnAOlW1DXgAOHQh3XDRuCRJktRBxcgDC4cl2dS3v76q1vftDzphzdgfps5ITDgkSZKkDtq+feSX3FtVU3Mc3woc2be/Brhzljpbk6wADga+M3JL+jilSpIkSdo3XAccl+SYJPsBZwIbZtTZAJzVbL8Q+GRVOcIhSZIkTZKqPRrhmOectS3Ja4GPA8uB91TVLUnOBzZV1Qbg3cD7kmyhN7Jx5kLf14RDkiRJ6qDFTjgAqupK4MoZZW/u234YeNFivqcJhyRJktQxbYxw7C0mHJMizXKcmpC/TEmSuqD/X3xD3slZWiwmHJIkSZJaY8IhSZIkqRVOqVL37Hdg7/mRf99ZNtc0q/QNCzsNS5KkwR56aOf2QQf1nuebZjV93ClYWiATDkmSJEmtcIRD3dM/sjFtjpGLZU88Ycf29q9cD8BBa5+xo+zBGz+9eG2T1H2OekqDTY9q9Jtv5OLaa3vPJ520s2xDc2+15z9/pLcvsltZ/z9Cly9b0P3Y1HEmHJIkSZJa4QiHJEmSpFaZcGisTU+j6nf2i3ZOs/pvX/0yAI856lgAHtr8L0vTMEl7h9OopMXTP5Vq2ute13uemtpZdsMNvefnPW/WU4Xdp0wtdy36PsOEQ5IkSVIrnFIlSZIkqVUmHJo4H79u647t+676o12OPf5nnFIlSdIee/nLe89r1ux+bBH+Vdl/NatB07A0fhzhkCRJktQqEw5NnC/9w4d3bD++b1vSBFu2vPe8/dHdj03fm8MF5dLCnX/+rs974D+29UYxVq7YfQRj13tz7PFbSK0w4ZAkSZI6yBEOSZIkSa1wDYckqdvmmg6VvvkWKw8A4Mm/fNqOopsvv7yp1yxCdf2p1KpHt+9c8L2sCc/phd/9xx5+uPf8h+fvLHv723r1+v9humxZdjmHxtekJBzzzvJLckCSa5PclOSWJG+ZcfyvkzzYt79/kkuTbEmyMcnRi99sSYMYr9J4MWYlzWZ6hGOUR1cNs6zoEeDkqnoqsBZYl+QkgCRTwCEz6p8N3FdVxwIXAhcsYnslzc14lcaLMStpVpOScMw7paqqCpj+dWVl86gky4G3Ay8FfqXvJWcAf9xsXw78TZI055HUIuNVO0xPpeqfPjVd1j/N6j96czR2TKMCWLFf7/kHDu09f/fe3c8x6KpWGpkxK4Dly3Z+fNNTqKavNNV/7IADesemp1EBPPL9Xtm9fWF6+OHTWzunXg26spW6r8tJxCiGunBakuVJbgTuBq6qqo3Aa4ENVXXXjOpHAHcAVNU24AHg0MVrsqS5GK/SeDFmJQ0ySVOqhlo0XlWPAmuTHAJckeSZwIuAZw+ongFlu6XVSc4FzgVg5UFDNlfSfIxXaby0HbNHHXXU4jVW0pLqchIxipGuUlVV9ye5BvgF4FhgS3pXMXlMki3NnNKtwJHA1iQrgIOB7ww413pgPcCyxxzuOJ+0yIxXAfNepeoJz/hFAG74s3U7yn77wzcD8EenHgfA2l9+087XPupUqra0FbNTU1PG7Bjpn0IFu16l6l3v6j2/+tU7y575zN7zP//zztdMX81q//386MfZJF0Wd5irVK1qfnUhyYHAqcD1VfWEqjq6qo4GHmq+CAE2AGc12y8EPuncUmlpGK/SeDFmJc1lX5pStRq4uFnAtgy4rKo+Okf9dwPvS7KF3q8uZy68mZKGZLxqJKc/64kAHLjf8h1l7zrzqQC87L3X9wq2fX/J27UPMWY1tL/5m93Lpkc2Tj99Z5kjG5Ojy0nEKIa5StVm4IR56hzUt/0wvbmnkpaY8SqNF2NW0mwmaUqVdxqXJEmSOsiEQ5I0nvoWkr/n/Iua577jRzwJgP0ed/BStkrSAP2LyG+5effjn7+5t4D87ruXqkVaKo5wSJIkSWqVCYckSZKk1phwSJIm0ze+BMD3v7GX2yFpXj/1ZK9INakmaUrVvPfhkCRJkqQ95QiHJEmS1EGTMsJhwiFJkiR1zCRNqTLhkCRJkjpoUhIO13BIkiRJHbR9+2iPhUjyg0muSnJb8/z4Wer9Y5L7k3x02HObcEiSJEkdMz2laqkSDuA84OqqOg64utkf5O3Ar49yYhMOSZIkqYOWOOE4A7i42b4YeMGgSlV1NfBvo5zYNRySJElSx+yFReM/VFV39d677kpy+GKd2IRDkiRJ6qA9SDgOS7Kpb399Va2f3knyCeAJA173xtFbNzwTDkmSJKmD9iDhuLeqpmY7WFWnznYsybeSrG5GN1YDd4/87rNwDYckSZLUMXth0fgG4Kxm+yzgIws+Y8OEQ5IkSeqgJU443go8J8ltwHOafZJMJXnXdKUknwY+CJySZGuSX5rvxE6pkiRJkjpmqReNV9W3gVMGlG8Czunbf8ao5zbhkCRJkjpoUu40bsIhSZIkdcxeuCxua0w4JEmSpA4y4ZAkSZLUmklJOLxKlSRJkqTWOMIhSZIkdYxrOCRJkiS1yoRDkiRJUisc4ZAkSZLUKhMOSZIkSa0x4ZAkSZLUCqdUSZIkSWqVCYckSZKkVjjCIUmSJKlVJhySJEmSWmPCIUmSJKkVTqmSJEmS1CoTDkmSJEmtcIRDkiRJUqtMOCRJkiS1xoRDkiRJUismaUrVsr3dAEmSJEmTyxEOSZIkqYMmZYTDhEOSJEnqmEmaUmXCIUmSJHWQCYckSZKk1phwSJIkSWqFU6okSZIktWpSEo55L4ub5IAk1ya5KcktSd7SlL8/ya1Jbk7yniQrm/IkeUeSLUk2J3la252Q1GO8SuPFmJU0m+kRjlEeXTXMfTgeAU6uqqcCa4F1SU4C3g88Cfgp4EDgnKb+acBxzeNc4J2L3WhJszJepfFizEqa1T6TcFTPg83uyuZRVXVlc6yAa4E1TZ0zgPc2hz4LHJJkdRuNl7Qr41UaL8aspLnsMwkHQJLlSW4E7gauqqqNfcdWAr8O/GNTdARwR9/LtzZlM895bpJNSTbVtu/tafslzWC8SuOl7Zi955572mu8pNbsa1OqqKpHq2otvV9YTkzy5L7D/x3456r6dLOfQacYcM71VTVVVVNZceCo7ZY0C+NVGi9tx+yqVasWv9GSlsQ+lXBMq6r7gWuAdQBJ/guwCvi9vmpbgSP79tcAdy6olZJGZrxK48WYldRvnxrhSLIqySHN9oHAqcCXkpwD/BLwkqrq7+IG4OXNlTROAh6oqrtaaLukGYxXabwYs5LmMikJxzD34VgNXJxkOb0E5bKq+miSbcDXgH9NAvDhqjofuBI4HdgCPAT8RistlzSI8SqNF2NW0qy6nESMYt6Eo6o2AycMKB/42uaKGq9ZeNMkjcp4lcaLMStpNpN0p/GR1nBIkiRJWhpLOaUqyQ8muSrJbc3z4wfUWZvkX5sblW5O8qvDnNuEQ5IkSdJ5wNVVdRxwdbM/00PAy6vqJ+ld4OKvptehzcWEQ5IkSeqYvXCVqjOAi5vti4EX7N6m+nJV3dZs30nv/kHzXnt7mEXjkiRJkpbYEq/h+KHpq95V1V1JDp+rcpITgf2Ar8x3YhMOSZIkqYP2IOE4LMmmvv31VbV+eifJJ4AnDHjdG0d5kySrgfcBZ824dPdAJhySJElSx+zhVaruraqp2c9Zp852LMm3kqxuRjdW05suNaje44D/Dbypqj47TKNcwyFJkiR10BKv4dgAnNVsnwV8ZGaFJPsBVwDvraoPDntiEw5JkiSpY/bCovG3As9JchvwnGafJFNJ3tXUeTHwTOAVSW5sHmvnO7FTqiRJkqQOWspF41X1beCUAeWbgHOa7b8H/n7Uc5twSJIkSR0zSXcaN+GQJEmSOsiEQ5IkSVJrTDgkSZIktcIpVZIkSZJaZcIhSZIkqRWOcEiSJElqlQmHJEmSpNaYcEiSJElqxSRNqVq2txsgSZIkaXI5wiFJkiR10KSMcJhwSJIkSR0zSVOqTDgkSZKkDjLhkCRJktQaEw5JkiRJrXBKlSRJkqRWmXBIkiRJaoUjHJIkSZJaZcIhSZIkqTUmHJIkSZJa4ZQqSZIkSa0y4ZAkSZLUCkc4JEmSJLXKhEOSJElSa0w4JEmSJLXCKVWSJEmSWmXCIUmSJKkVkzTCsWxvN0CSJEnS5HKEQ5IkSeqgSRnhMOGQJEmSOsiEQ5IkSVIrJmkNhwmHJEmS1EEmHJIkSZJa4QiHJEmSpFaZcEiSJElqjQmHJEmSpFZM0pSqeW/8l+SAJNcmuSnJLUne0pQfk2RjktuSXJpkv6Z8/2Z/S3P86Ha7IGma8SqNF2NW0ly2bx/tsRBJfjDJVc33zlVJHj+gzo8kuT7Jjc131iuHOfcwdxp/BDi5qp4KrAXWJTkJuAC4sKqOA+4Dzm7qnw3cV1XHAhc29SQtDeNVGi/GrKSBpkc4lirhAM4Drm6+d65u9me6C/jZqloLPB04L8kPz3fieROO6nmw2V3ZPAo4Gbi8Kb8YeEGzfUazT3P8lCSZ730kLZzxKo0XY1bSXJY44ej/fun/3tmhqr5fVY80u/sz3ODFcJWSLE9yI3A3cBXwFeD+qtrWVNkKHNFsHwHc0TRqG/AAcOgw7yNp4YxXabwYs5Jms8QJxw9V1V0AzfPhgyolOTLJZnrfRRdU1Z3znXioReNV9SiwNskhwBXATwyqNt2OOY71N/Zc4Nxm95GHb7zo5mHa0mGHAffu7UYsgknoxyT04cf39IXG69Am4e/EPnTDHscrLE3MZtmycY/ZSfg7sQ/dsaCYXTrXfxxy2IgvOiDJpr799VW1fnonySeAJwx43RuHfYOqugN4SjOV6h+SXF5V35rrNSNdpaqq7k9yDXAScEiSFc0vLGuA6exmK3AksDXJCuBg4DsDzrUeWA+QZFNVTY3Slq6ZhD7AZPRjUvqw0HMYr3ObhH7Yh25YjHgFY3Yu9qEbJqEPsHgx27aqWtfCOU+d7ViSbyVZXVV3JVlNb9R1rnPdmeQW4BnsnAI60DBXqVrV/OpCkgOBU4EvAp8CXthUOwv4SLO9odmnOf7Jqtrt1xdJi894lcaLMSupQ/q/X/q/d3ZIsqb5rqK5itXPAbfOd+JhRjhWAxcnWU4vQbmsqj6a5AvAJUn+BPgc8O6m/ruB9yXZQu9XlzOHeA9Ji8N4lcaLMSupK94KXJbkbODrwIsAkkwBr6yqc+hN+fyvSYreFM+/qKrPz3fieROOqtoMnDCg/HbgxAHlD083cATr56/SeZPQB5iMfuyzfTBeRzIJ/bAP3bDHfTBmh2YfumES+gCT049FVVXfBk4ZUL4JOKfZvgp4yqjnjiOxkiRJktoy1GVxJUmSJGlPtJ5wNNfq/VSSLza3QP+dpvztSb6UZHOSK6YXzTXH3pBkS5Jbk/xS220cxmz96Dv+n5JU0rt8WXre0fRjc5Kn7Z2W79LGWfuQ5Leb/963JHlbX3mnPos5/p7WJvlskhuTbEpyYlPexc/hgCTXJrmp6cNbmvJjkmxMcluSS5Ps15Tv3+xvaY4f3XL7xj5mjddufw7jFK/Q7Zg1XrvxdzIJ8QqTEbNdjtd9WlW1+qC3IO5pzfYPAF8Gjgd+EVjRlF9A78YhNMduonf3wmPo3QBpedvt3NN+NPtHAh8HvgYc1pSdDnyM3oKak4CNXe0D8AvAJ4D9m2OHd/WzmKMP/wSc1vff/poOfw4BDmq2VwIbm7ZdBpzZlP8t8Kpm+9XA3zbbZwKX7qX/xmMTs8Zrtz+HcYrXpl2djVnjte4CXEQAAAO+SURBVBt/J5MQr/P0Y2xitsvxui8/Wh/hqKq7quqGZvvf6F3u74iq+qfaeRfVz9K7zjj0bqt+SVU9UlX/D9jCgIVzS222fjSHLwT+gF1vvnQG8N7q+Sy9a6qvXso2zzRHH14FvLWaW9VX1fR1lzv3WczRhwIe11Q7mJ3XrO/i51BV9WCzu7J5FHAyO69jfTHwgmb7jGaf5vgpSQbd/Gux2jf2MWu8dv5zGJt4hW7HrPHajb+TSYhXmIyY7XK87suWdA1HM0x1Ar1ss99v0suQofeHfUffsa3s/OLphP5+JHk+8I2qumlGtU73Y8Zn8WPAM5qhxP+T5GeaauPUh98F3p7kDuAvgDc01TrZhyTLk9xI76Y6V9H7dev+vn8g9LdzRx+a4w8Ahy5RO49mzGPWeO2GcY5XGI+YNV67YRLiFcY7ZschXvc1S5ZwJDkI+BDwu1X13b7yNwLbgPdPFw14eWcupdXfD3rtfiPw5kFVB5R1oh8DPosVwOPpDTn+Pr1rMIfx6sOrgNdX1ZHA69l5zfpO9qGqHq2qtfR+dTyR3nWtd6vWPO+VPkxCzBqvne3DWMUrdD9mjdfu9WFc4xXGP2a7Hq/7oiVJOJKspPeH+/6q+nBf+VnA84CXVdX0h7uV3pzNaWvYOXS3Vw3ox4/Sm3t5U5Kv0mvrDUmeQEf7MctnsRX4cDMMeS2wHTiM8erDWcD09gfZOTTdyT5Mq6r7gWvo/c/okCTT98bpb+eOPjTHD6Z3w6/WTELMGq+d7sNYxit0M2aN1872AcYsXmGyYraL8brPqqVZvPNe4K9mlK8DvgCsmlH+k+y6kOp2urGQamA/ZtT5KjsXtT2XXRdSXdvVPgCvBM5vtn+M3tBiuvhZzNGHLwLPbrZPAa7v8OewCjik2T4Q+DS9fxR8kF0XtL262X4Nuy5ou2wv/Tcem5g1Xrv9OYxTvDbt6mzMGq/d+DuZhHidpx9jE7Ndjtd9+bEUH/zP0xua2gzc2DxOp7dA6o6+sr/te80b6c23u5Xmqgh7+zFbP2bU6f9CDHBR04/PA1Nd7QOwH/D3wM3ADcDJXf0s5ujDzwPXN1/gG4Gf7vDn8BTgc00fbgbe3JQ/Ebi2iY0PsvOqJgc0+1ua40/cS/+NxyZmjddufw7jFK9Nuzobs8ZrN/5OJiFe5+nH2MRsl+N1X354p3FJkiRJrfFO45IkSZJaY8IhSZIkqTUmHJIkSZJaY8IhSZIkqTUmHJIkSZJaY8IhSZIkqTUmHJIkSZJaY8IhSZIkqTX/H90iLeSjdrcsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SMYphrlK1FXj2gPIdwIsGlBfw+kVpnaSRGK/SeDFmJc1pX0k4JEmSJC2xfek+HJIkSZKWgQmHJEmSpFY4wiFJkiSpVSYckiRJklpjwiFJkiSpFU6pkiRJktSqCUk4JqMXkiRJkjrJEQ5JkiSpa5xSJUmSJKlVJhySJEmSWmPCIUmSJKkVTqmSJEmS1CoTDkmSJEmtcIRDkiRJUqtMOCRJkiS1whEOSZIkSa0y4ZAkSZLUmglJOCajF5IkSdIkmZpSNcoy1GFzWpJbk2xLcuGA/fsnuazZf22SoxfaFRMOSZIkqYsWOeFIshK4BDgdOB54RZLjZ1Q7F7i/qo4FLgYuWnA3FnoASZIkSYusnRGOE4FtVXV7VT0KXAqcOaPOmcCmZv2jwClJspCumHBIkiRJXbT4CccRwB1929ubsoF1qmon8ADwlIV0w5PGJUmSpA4qRh5YOCzJlr7tjVW1sW970AFrxvYwdUZiwiFJkiR10K5dIz/l3qraMMf+7cCRfdvrgDtnqbM9ySrgYOC+kVvSxylVkiRJ0r7hC8BxSY5Jsh9wNrB5Rp3NwDnN+lnAZ6rKEQ5JkiRpklTt1QjHPMesnUkuAD4FrATeX1U3JXk7sKWqNgPvAz6YZBu9kY2zF/q6JhySJElSBy12wgFQVVcCV84oe2vf+sPAyxbzNU04JEmSpI5pY4RjuZhwTLI0p+jUhHxaJUnqgv6/Aoe8u7O0N0w4JEmSJLXGhEOSJElSK5xSpfEwNZVq1X7TZTsfXZ62SJI0KfqnUT3a/L+6336D60oLYMIhSZIkqRWOcGi8LOxeLZIkaTbLfNJ4EQCC/9dPIhMOSZIkSa1whEOSJElSq0w4ND4e++5w9dI3LDzMvTtWrh79NSQtv1FjXdLsVg35p9TUX47DTsHauROAx1ZM/1+7csWe06acSjXZTDgkSZIktcIpVZIkSZJaZcKhybPfgdPrj36n9zjHdItjfub03ev/+MnNbbVK0mJzGpW09B56qPf4hCdMl801verd7wZg5Zve1GKj1GWOcEiSJElqlQmHxtPUyaKDfuHsH+FY2Xw0HnoAgCc+68d27/rnu7YDjmpIkrRb/1+Gg0YupkY4pu5MDvDkJ/cer7hiuuwZz+g9OrKhCWLCIUmSJHWQIxySJEmSWuE5HBpfc50s+u17Z931zzd+bvf6qy58LQAfevem6QrffWT+40uSNKnmu7/G4YfPvu/FL55eP+mk3uNnPtN7POCA4V9DE2dSEo55P7lJDkhyXZIbk9yU5G0z9v9hkgf7tvdPclmSbUmuTXL04jdb0iDGqzRejFlJs5ka4Rhl6aphUuVHgJOr6lnAeuC0JCcBJNkAHDKj/rnA/VV1LHAxcNEitlfS3IxXabwYs5JmNSkJx7xTqqqqgKlfV1Y3SyVZCbwLeCXwr/uecibw2836R4E/SpLmOJoAf/Rvntk8vmt32aEnvbG38liHP+37AONVi2Kuq9lpURmz2sN11/UeDzqo99h/VasBU6oe2xUAVq6Y+yNQ9OoFPyrjpMtJxCiGmgyYZGWSG4C7gauq6lrgAmBzVd01o/oRwB0AVbUTeAB4yuI1WdJcjFdpvBizkgaZpClVQ500XlWPAeuTHAJ8PMlPAC8DfmpA9Qw6xB6VkvOB8wFYfdCQzZU0H+NVGi9tx+xRRx21eI2VtKS6nESMYqSrVFXVjiTXAD8NHAtsSwLwhCTbmjml24Ejge1JVgEHA/cNONZGYCPAiicc7vjeGDn0he8A4DUX9I3yP/bdZWqNZmO8aq/NnEq1cvX0+lSsDyrTgrQVsxs2bDBmx8nXv957POOM3uOq6T/VBk2LmppKVX256M6dezx1d9lqr086NibpsrjDXKVqTfOrC0kOBE4Frq+qp1bV0VV1NPBQ80UIsBk4p1k/C/iMc0ulpWG8SuPFmJU0l31pStVaYFNzAtsK4PKqumKO+u8DPphkG71fXc5eeDPVKffdCcD7337JMjdEAxivGs2Klb3HXY/Nvm/VftNlR/UuGsH2W6bLHOFYCGNWj7duXe9x69Y9ds01SjG1D+Dhh3uPN988XXbCCbM/V93V5SRiFMNcpWor8Ox56hzUt/4wvbmnkpaY8SqNF2NW0mwmaUqVea4kSZLUQSYckqTxN2gq1cx9j35nd9H9l5+7R7VDT3xDb8X7dkitWr1q9tN1+veteELvBPKTTtqz3s6d0yeXz3fvDi0vRzgkSZIktcqEQ5IkSVJrTDgkSZMjfVdJn5oalXmvnN6rdsz63tNu/+Jit0rSAI/t2nNaVH/ZXK67bnr9Xw6YcqXumKQpVcP9byJJkiRJe8ERDknS4BO+p8qm7scBPPc//BUA17/tZ3aX3bzxlQD84KmOcEhLYdDJ3v1l321ODH/HO6b3/+Zv9h6f//zpMq/z0H2TMsJhwiFJkiR1zCRNqTLhkCRJkjrIhEOStM/55TOeDsChL/iP04VPPHSZWiNpLlPTqAC2b+897tixPG3R3lnKhCPJk4HLgKOBrwIvr6r7B9T7S+Ak4HNV9eJhju1J45IkSVLHTE2pGmVZoAuBq6vqOODqZnuQdwE/P8qBTTgkSZKkDlrihONMYFOzvgl46aBKVXU18O1RDuyUKknS3HY9tnv11y/4/T337/jmEjZG0nxWr+pdsWrQVaiOeNoSN0Z7bRlOGv+eqrqr99p1V5LDF+vAJhySJElSB+1FwnFYki192xurauPURpJPA08d8Ly3jN664ZlwSJIkSR20FwnHvVW1YbadVXXqbPuSfDPJ2mZ0Yy1w98ivPgvP4ZAkSZI6ZhlOGt8MnNOsnwN8YsFHbJhwSJIkSR20xAnHO4EXJLkNeEGzTZINSf50qlKSvwY+ApySZHuSF853YKdUSZIkSR2z1CeNV9W3gFMGlG8Bzuvb/vFRj23CIUmSJHWQdxqXJEmS1IpluCxua0w4JEmSpA4y4ZAkSZLUmklJOLxKlSRJkqTWOMIhSZIkdYzncEiSJElqlQmHJEmSpFY4wiFJkiSpVSYckiRJklpjwiFJkiSpFU6pkiRJktQqEw5JkiRJrXCEQ5IkSVKrTDgkSZIktcaEQ5IkSVIrnFIlSZIkqVUmHJIkSZJa4QiHJEmSpFaZcEiSJElqjQmHJEmSpFZM0pSqFcvdAEmSJEmTyxEOSZIkqYMmZYTDhEOSJEnqmEmaUmXCIUmSJHWQCYckSZKk1phwSJIkSWqFU6okSZIktWpSEo55L4ub5IAk1yW5MclNSd7WlH8oya1Jvpzk/UlWN+VJ8p4k25JsTfKctjshqcd4lcaLMStpNlMjHKMsXTXMfTgeAU6uqmcB64HTkpwEfAh4BvDDwIHAeU3904HjmuV84L2L3WhJszJepfFizEqa1T6TcFTPg83m6mapqrqy2VfAdcC6ps6ZwAeaXZ8HDkmyto3GS3o841UaL8aspLnsMwkHQJKVSW4A7gauqqpr+/atBn4e+Mum6Ajgjr6nb2/KZh7z/CRbkmypnd/Z2/ZLmsF4lcZL2zF7zz33tNd4Sa3Z16ZUUVWPVdV6er+wnJjkmX27/yvwf6rqr5vtDDrEgGNurKoNVbUhqw4ctd2SZmG8SuOl7Zhds2bN4jda0pLYpxKOKVW1A7gGOA0gyX8A1gC/1ldtO3Bk3/Y64M4FtVLSyIxXabwYs5L67VMjHEnWJDmkWT8QOBX4+yTnAS8EXlFV/V3cDPxCcyWNk4AHququFtouaQbjVRovxqykuUxKwjHMfTjWApuSrKSXoFxeVVck2Ql8DfjbJAB/XlVvB64EzgC2AQ8Bv9hKyyUNYrxK48WYlTSrLicRo5g34aiqrcCzB5QPfG5zRY3XL7xpkkZlvErjxZiVNJtJutP4SOdwSJIkSVoaSzmlKsmTk1yV5Lbm8dABddYn+dvmRqVbk/zsMMc24ZAkSZJ0IXB1VR0HXN1sz/QQ8AtV9UP0LnDxB1Pnoc3FhEOSJEnqmGW4StWZwKZmfRPw0j3bVF+pqtua9Tvp3T9o3mtvD3PSuCRJkqQltsTncHzP1FXvququJIfPVTnJicB+wD/Md2ATDkmSJKmD9iLhOCzJlr7tjVW1cWojyaeBpw543ltGeZEka4EPAufMuHT3QCYckiRJUsfs5VWq7q2qDbMfs06dbV+SbyZZ24xurKU3XWpQvScB/wv4rar6/DCN8hwOSZIkqYOW+ByOzcA5zfo5wCdmVkiyH/Bx4ANV9ZFhD2zCIUmSJHXMMpw0/k7gBUluA17QbJNkQ5I/beq8HPgJ4NVJbmiW9fMd2ClVkiRJUgct5UnjVfUt4JQB5VuA85r1PwP+bNRjm3BIkiRJHTNJdxo34ZAkSZI6yIRDkiRJUmtMOCRJkiS1wilVkiRJklplwiFJkiSpFY5wSJIkSWqVCYckSZKk1phwSJIkSWrFJE2pWrHcDZAkSZI0uRzhkCRJkjpoUkY4TDgkSZKkjpmkKVUmHJIkSVIHmXBIkiRJao0JhyRJkqRWOKVKkiRJUqtMOCRJkiS1whEOSZIkSa0y4ZAkSZLUGhMOSZIkSa1wSpUkSZKkVplwSJIkSWqFIxySJEmSWmXCIUmSJKk1JhySJEmSWuGUKkmSJEmtMuGQJEmS1IpJGuFYsdwNkCRJkjS5HOGQJEmSOmhSRjhMOCRJkqQOMuGQJEmS1IpJOofDhEOSJEnqIBMOSZIkSa1whEOSJElSq0w4JEmSJLXGhEOSJElSKyZpStW8N/5LckCS65LcmOSmJG9ryo9Jcm2S25JclmS/pnz/Zntbs//odrsgaYrxKo0XY1bSXHbtGm1ZiCRPTnJV871zVZJDB9T53iTXJ7mh+c567TDHHuZO448AJ1fVs4D1wGlJTgIuAi6uquOA+4Fzm/rnAvdX1bHAxU09SUvDeJXGizEraaCpEY6lSjiAC4Grm++dq5vtme4Cnl9V64HnARcmedp8B5434aieB5vN1c1SwMnAR5vyTcBLm/Uzm22a/ackyXyvI2nhjFdpvBizkuayxAlH//dL//fOblX1aFU90mzuz3CDF8NVSrIyyQ3A3cBVwD8AO6pqZ1NlO3BEs34EcEfTqJ3AA8BThnkdSQtnvErjxZiVNJslTji+p6ruAmgeDx9UKcmRSbbS+y66qKrunO/AQ500XlWPAeuTHAJ8HPjBQdWm2jHHvv7Gng+c32w+8vANl3x5mLZ02GHAvcvdiEUwCf2YhD78wN4+0Xgd2iR8TuxDN+x1vMLSxGxWrBj3mJ2Ez4l96I4FxezSuf5TkMNGfNIBSbb0bW+sqo1TG0k+DTx1wPPeMuwLVNUdwAnNVKq/SPLRqvrmXM8Z6SpVVbUjyTXAScAhSVY1v7CsA6aym+3AkcD2JKuAg4H7BhxrI7ARIMmWqtowSlu6ZhL6AJPRj0npw0KPYbzObRL6YR+6YTHiFYzZudiHbpiEPsDixWzbquq0Fo556mz7knwzydqquivJWnqjrnMd684kNwE/zvQU0IGGuUrVmuZXF5IcCJwK3AJ8FjirqXYO8IlmfXOzTbP/M1W1x68vkhaf8SqNF2NWUof0f7/0f+/slmRd811FcxWrHwVune/Aw4xwrAU2JVlJL0G5vKquSHIzcGmS3wG+BLyvqf8+4INJttH71eXsIV5D0uIwXqXxYsxK6op3ApcnORf4OvAygCQbgNdW1Xn0pnz+5yRFb4rn71fV38134HkTjqraCjx7QPntwIkDyh+eauAINs5fpfMmoQ8wGf3YZ/tgvI5kEvphH7phr/tgzA7NPnTDJPQBJqcfi6qqvgWcMqB8C3Bes34VcMKox44jsZIkSZLaMtRlcSVJkiRpb7SecDTX6v1skluaW6D/SlP+riR/n2Rrko9PnTTX7Htzkm1Jbk3ywrbbOIzZ+tG3/9eTVNK7fFl63tP0Y2uS5yxPyx/Xxln7kOTfNv/eNyX5vb7yTr0Xc3ye1if5fJIbkmxJcmJT3sX34YAk1yW5senD25ryY5Jcm+S2JJcl2a8p37/Z3tbsP7rl9o19zBqv3X4fxileodsxa7x243MyCfEKkxGzXY7XfVpVtbrQOyHuOc36vwC+AhwP/Aywqim/iN6NQ2j23Ujv7oXH0LsB0sq227m3/Wi2jwQ+BXwNOKwpOySgjsoAAAQVSURBVAP4JL0Tak4Cru1qH4CfBj4N7N/sO7yr78Ucffgr4PS+f/trOvw+BDioWV8NXNu07XLg7Kb8j4HXNeu/DPxxs342cNky/RuPTcwar91+H8YpXpt2dTZmjddufE4mIV7n6cfYxGyX43VfXlof4aiqu6rqi836t+ld7u+Iqvqrmr6L6ufpXWccerdVv7SqHqmqfwS2MeDEuaU2Wz+a3RcDb+LxN186E/hA9Xye3jXV1y5lm2eaow+vA95Zza3qq2rqusudey/m6EMBT2qqHcz0Neu7+D5UVT3YbK5ulgJOZvo61puAlzbrZzbbNPtPSTLo5l+L1b6xj1njtfPvw9jEK3Q7Zo3XbnxOJiFeYTJitsvxui9b0nM4mmGqZ9PLNvu9hl6GDL0P9h19+7Yz/cXTCf39SPIS4BtVdeOMap3ux4z34unAjzdDif87yY801capD78KvCvJHcDvA29uqnWyD0lWJrmB3k11rqL369aOvj8Q+tu5uw/N/geApyxRO49mzGPWeO2GcY5XGI+YNV67YRLiFcY7ZschXvc1S5ZwJDkI+Bjwq1X1T33lbwF2Ah+aKhrw9M5cSqu/H/Ta/RbgrYOqDijrRD8GvBergEPpDTn+Br1rMIfx6sPrgDdW1ZHAG5m+Zn0n+1BVj1XVenq/Op5I77rWe1RrHpelD5MQs8ZrZ/swVvEK3Y9Z47V7fRjXeIXxj9mux+u+aEkSjiSr6X1wP1RVf95Xfg7wYuBVVTX15m6nN2dzyjqmh+6W1YB+fD+9uZc3JvkqvbZ+MclT6Wg/ZnkvtgN/3gxDXgfsAg5jvPpwDjC1/hGmh6Y72YcpVbUDuIbef0aHJJm6N05/O3f3odl/ML0bfrVmEmLWeO10H8YyXqGbMWu8drYPMGbxCpMVs12M131WLc3JOx8A/mBG+WnAzcCaGeU/xONPpLqdbpxINbAfM+p8lemT2l7E40+kuq6rfQBeC7y9WX86vaHFdPG9mKMPtwA/1ayfAlzf4fdhDXBIs34g8Nf0/ij4CI8/oe2Xm/XX8/gT2i5fpn/jsYlZ47Xb78M4xWvTrs7GrPHajc/JJMTrPP0Ym5jtcrzuy8tSvPE/Rm9oaitwQ7OcQe8EqTv6yv647zlvoTff7laaqyIs9zJbP2bU6f9CDHBJ04+/AzZ0tQ/AfsCfAV8Gvgic3NX3Yo4+/BhwffMFfi3w3A6/DycAX2r68GXgrU359wHXNbHxEaavanJAs72t2f99y/RvPDYxa7x2+30Yp3ht2tXZmDVeu/E5mYR4nacfYxOzXY7XfXnxTuOSJEmSWuOdxiVJkiS1xoRDkiRJUmtMOCRJkiS1xoRDkiRJUmtMOCRJkiS1xoRDkiRJUmtMOCRJkiS1xoRDkiRJUmv+P1hiQBxQfSw3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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W0KtreDh7zLD+vhh59PZkj2d3eOSxe9B7zIIAe8hLqmZLwpGLiG2SbpC0Wtm3Kt9Im66WdExaHlBWd5pbJunBOvtaGxErI2Kl++Y3OWwAkyFegc5SVswuXry4tDEDKNlsSThsL7a9MC3Pl7RK0l2S/lHSCanb6yX9JC2vk/Sb6Uoax0t6itpSoD2IV6CzELMAxtVFMxyNXKVqqaRLbfcqS1CujIhv2b5R0ldtf0TZCW9np/7XSHqLpK2Sdkh6b+uH3QWiMNWbl1XFzE//ouMRr7NFsWxq3j7Z89DuWtuzT7Z3PJgqYrYM+R9exbKqGf5jLC+devrpWlt+IvmBB8zAgNAZKpxENKORq1RtkvTKOu3bJL21TntI+lBLRgegKcQr0FmIWQATmi0JBwAAAIA2m0334UAbUEoFYCL1rmbXW/j4fuax7HnegsL2/H4dhTIrYLaZoT/WhobHXnlq167secmSWlteXlW8UlV/35iLjmE2I+EAAAAAUApmOAAAbVOcBZ2/b/a8c3utrX/u2Lae3rH74QIVQFv09mSzFE9uq81c7JuH7k6Naat3y5B8liTfF2YpEg4AAAAApSHhAAAAAFAKSqo6GCUFADrZc+ks0745tbbhoey5WEaVtxXxuYcyVeieF1Wx/8JaOdRzO7MSqeI/Tf5PVu+fi1IqSOqaWOqOowAAAABQSbNvhgMAAACoOkqqOlheUjBnfq1t13MzMxYAmKrBXbXlvFS0eB+OvPSqqN79PCizQqsU/zDasSN73muvmRlLBc2fl5VIFe/Rkd+Ho1h6lat3Lw/KrGYhEg4AAAAApSHhAAAAAFAKSqq6AGVUALpFXhZVLI/q7c+eh3aP7QeUjVKqcRXLovr6srKp3YO18qn+vhjTD7MYCQcAAACAUjDDgWkrnrzJt44AWmHn9tpyfgJ58X4c+WcNnz/odhPd4KJC9lmQzWI8s702w9GzV7acz3AUTx5n1mMWqvjvcKNIOAAAAICqYYYDAAAAQKlIODpUXkownTKCVuyDMgYAZSqWV+XyMqt624DpGi78vzadP5JaUQ7VYX+k5aVVRXmZVb1tmEU67Hd5PN1xFAAAAEA3yUuqmnk0tFuvtn237a22z6uzfa7tK9L29baXT/dQSDgAAACAKmpxwmG7V9JFkk6WdLSkd9k+elS3syQ9GRFHSLpQ0gXTPYzZV1LVbClTvfKpnt7seYiyKADV1vPiV48sD9/3o2yhf16tw+6dbR4RutZUSj/qlU91yBWmyvIfN2WlVCtWZOvP7axdpWr+PMqrZpVyTho/VtLWiLgnewtfLmmNpDsKfdZI+pO0/HVJX7DtiJjyL+DsjGYAAACg6lpfUnWIpAcK6wOprW6fiBiU9JSkA6dzGLNvhqNRo+/SW7xuffHOvQBQtmnMSAz/9NbaSt+c7HlwV62tFRfBAJoxOFhb7kt/hhRPOO/r/D9N8lmJqcxI/JfjY499zJlT25bfk4P7ccweIU/eaU+LbG8orK+NiLWF9Xo7HP0L1UifpnR+VAMAAABdaLj574Iei4iVE2wfkHRoYX2ZpAfH6TNgu0/SfpKeaHokBZRUAQAAALPDLZKOtH247TmSTpO0blSfdZLOSMunSrp+OudvSMxwjG902VS9coO87Kpef6napQquk2s2Os78tfnJ81L90rMqHjfQifbeb2Tx9/7wtyRJn/3oXzb22qVH1pYf2pL2t39t10e8VJL07O03jn1tlT/D0LnqlUzVqz3PS6/q9W/VPT9K8vTT2fNLXlKrTHng/sb+XtuyNXvNkcuz/1cf31b7W+Omm7Lnt75l7OvyciuJkqtuETGlGY5J9hmDts+V9B1JvZIuiYjNts+XtCEi1km6WNJltrcqm9k4bbrvS8IBAAAAVFCrEw5JiohrJF0zqu0TheWdkt7eyvck4QAAAAAqpowZjpkyexOOVpT+THa1qon2O29BbXnn9qm9/3QUx5b+LZa89s0jTY/84DvZwuIXZs87nq71f/bJtFAoqcqvosM1/YHWe+rRkcXPfvyvs4U6n2G/9BvvGvPSW/7p+tpKnXLIZ7eke3McuKzW7/GBPfYLNK0V99KY6GpVk+03r2nad9+pv/80LFqUPd97b6Hx7/4ue37Pe0aaLvh0Vgb1dOG/2HPPTQvpGItXqXrNa7Ln++6vlU+98LCsfIoyqu5EwgEAAACgNCQcAAAAAEpBSVU3mOlSgZkooyoqlGPsfUw2R3v3X/zaSNuTz2blVS866Y+yhkKp1Kvf/U5J0pa7fj7S9vSm9dnCZFfuArpR2VdzKl4RbvFh2XOhzErPZfUYt1zxj7W23c9nz8t+sda281lJ0j5HHD3S9MzmW7KFJ0Zfhh2Yhpm+ctQEpVTtvJpT79a7aytnnrnns6TfGxz7/r1f/lK28KIXSZJuHDxpZNuqVdnzDFWKYQaQcAAAAAAoBTMcaK190tllxVmP4aHsuaRZgq3Xf3Zk+eFt2ezFwBPPjbTdeF/69rR/bvZcOMn9jS87SJL0o1vvre3Q6RujfNxF3JsD3a6s3+s587Pn4gzHw/+ZPc/dq9aWn/D9zOO1tgUHZM/5CeCS9PyOrNuPb27xQIGKeuSR2nKaFugtnoze07o/g57dUZs52XuBx+94wAEji72DaSayeGb45z+fPf91doGIk0+o/b+6e7jwWZBrxQn6qCwSDgAAAAClYIYDAAAAQKlIONA6zzw2tu2Ag7PnFp/IOffo4yVJN/y0Ns189m/9ebZQLNsY3JU95yVVhVKpkfsAFPt7gunjeuUmlFkBk9uVyhwPOarWluJlv4MPrnXbmcXrFz796yNtZ3308rH7y08k5345mC2WLBnbNlAoM1y2bOz2Kdr736+traT43HLDz0aa7rore543r9btTWn557VrsGjnNZsl1e6voR07Rrb15y/eo3yqTikVZVZdg4QDAAAAQCkoqQIAAABQKhIOlKt4jX1JOuzlteX7fzS2/0T3AcivdCPp55dmJRe/8qnvj7Sd/IGs7dtf+r+118zfJ3ve8VT23F+YA87Lq4olVbtqV7gCME0pnv/nZz8sSbrj58+ObLrqc1+RJM198eEjbZf97hskSaf8fqGM6vFUylHvynHAbHbQQWPbNm6sLa9Ysee24l989UqUdqYSxTe9aaTp327MyqF++Y/ePtJ289uukiSdckrtpZs2Zc8vWFSI0/w9Bgez570KV6TDrMIMBwAAAIBSkXCgXKPvv/HY/WP7FE+8zq/JX7yXR5qVWHLc60aa9j/2t8fsZnO+UJyxeO6ZPTsVTzLNZzvyE8uLJrvTeNl3ZAa6yI1bnpAk3XbbAyNt+x5znCTpgAP3Hmk75X1/mS0UY27hC7LnZ7fV2oqfDzliErNNX50/fZYvH9uW/6W3vRA3+S2+dxb+T7w8m1l85ztqdw3/b+m89KtPv2qk7Z4fZ89PPDF2KPcN1P7/za8H0V9vNmWik8Enm4kBZhAJBwAAAFBBzHAAAAAAKAXncKD98pO3JR18wlslSQ/e+ZPa9oe2jH1Nb/bjfSS/+LdUv2xi3oLs+fkd4/crlm/l5VXFtnx5buHktsKYJ3x/AHvY91WvlSRtviu7X86SpfuNbFv6gixeF8yvlS/etd/ibKEYczvTieZDg7W2vOSxWHpVdkxOVmYJVMHChbXlL3whe161Kns+6qix/XfVSop/uOK9kqQ3FKqs7rgjey7eXyO//cepp45927xSS6qdK94zJyuz6i1e+OHpp8eON9eiMqrdg9l9tfr7YpKeaIduSTgm/e20Pc/2zbZvt73Z9idHbf8r29sL63NtX2F7q+31tpe3ftgA6iFegc5CzAIYTz7D0cyjqhpJh5+XdEJEvELSCkmrbR8vSbZXShqdZp8l6cmIOELShZIuaOF4AUyMeAU6CzELYFzdknBMWlIVESEp/3alPz3Cdq+kz0g6XdJ/LbxkjaQ/Sctfl/QF2077QQs8eP0/j23M77Wx+/laW35FmmKp1D6LsudnHqu15dsnKq0oXsFKabk4zZu/tnh1K65+03bEawcrlCjO3zuL5zs/k5VPrv7Cv49su+Eb6R46jw/UXptfkapYvrQjlV4U43SikqZiiWSzMTtRrFNGNSFitoLOPXfP9R2F/0PnZVdpHFpQK3PcsCF7/uAHa93OPDN7Pv/8WtshB2c/ood+7pG2vDJr0aJav5FSpnpXpCrWXk3R0HDt/Xt7xv7aUEpVLVVOIprRUMGf7V7bGyU9IunaiFgv6VxJ6yLioVHdD5H0gCRFxKCkpyQd2LohA5gI8Qp0FmIWQD3dVFLV0EnjETEkaYXthZKutv06SW+X9IY63V2nbUy6bPscSedIkvoXNDhcAJMhXoHOUnbMHnbYYa0bLIC2qnIS0YymrlIVEdts3yDpjZKOkLTVtiTtZXtrqikdkHSopAHbfZL2k/REnX2tlbRWknr2WsL83XTtem5s27Kjs+eBO2ptxVKqXCPlE8WyiLx8ol6ZVVG6SlbdsaF0xGuHKcThwzf9qyTpgHdmV6mKh/+z1i+/ElWxBOqpR8fsY2T7/H3GthVv5JnHZ6tLHympbFpZMbty5Upidjr22mtMU++PfzSyfPrpL5ckHXNMbfsRR2TPxYtJ5aVMS5YU9pNKmoplTs9sz5ez/1dTFZckqV8pnoo3HqwzvmZNVmaFmdFNl8Vt5CpVi9O3LrI9X9IqSbdGxEERsTwilkvakT4IJWmdpDPS8qmSrqe2FGgP4hXoLMQsgInMppKqpZIuTSew9Ui6MiK+NUH/iyVdZnursm9dTpv+MNGwvjm15eLMRivl31gO12nDTCNeu0GadYh7bmvudfVO/C7em6M/fVVanOFoxUwE8T8dxGwnyWcWXvaykaa9U0Xbccc2v7t8ZqE4q7BPqlqtdz+MoeHswhC9hf/qm8UMRmepchLRjEauUrVJ0isn6bOgsLxTWe0pgDYjXoHOQswCGE83lVRxp3EAAACggkg4UE1Dg2Pbitfmb+U18eudoFpsK17/v11jAmajPJ7qxVwx1oqlVLn84g9DLf5fjTIrdKM5dWqZBtP/u32N/UmVl0pJe95iY/T2MffjkDQ8nMVrb70XTmNMlFlVEzMcAAAAAEpFwgEAAACgNCQcqKZ6ZQztKFmq974TlVRQRgW0zkTxVK/Mqng1K2IRaFy9UqYGy5ZyxatONfIWQ4X7XNVeO0lJVZNjQjV1U0nVpPfhAAAAAICpIgVGa9W7DwCAaumpfWM6crI4sQtUUvEb7t50A6zirAcnfHe3bpnhIOEAAAAAKqabSqpIOAAAAIAK6paEg3M4UJ979iyxyNc9ya9MDNceANqjkdgcr19vf/YgdoGZMzxceyRDw9bQsPfotnu4V7uHe9XbEyMPdLfir0Yjj+mwfYDta21vSc/7j9PvX2xvs/2tRvdNwgEAAABUTF5S1a6EQ9J5kq6LiCMlXZfW6/mMpN9oZsckHAAAAEAFtTnhWCPp0rR8qaS31esUEddJeqaZHXMOB+obXVZBmQVQXRPFZ9+c2vLundnzUJ3+XKUKmDmFm2/sSmE6f15WLtVb56vhYqkVZVXdawZOGn9BRDyUvXc8ZHtJq3ZMwgEAAABU0BQSjkW2NxTW10bE2nzF9vckHVTndR9rfnSNI+EAAAAAKmgKCcdjEbFyvI0RsWq8bbYftr00zW4slfRI0+8+Ds7hQGMavUoVgGoZHqo96snjmqtUATOnUITf1yf1jfN1cH7lKq5SNTvMwEnj6ySdkZbPkPTNae8x4a9HAAAAoILanHB8StJJtrdIOimty/ZK21/OO9n+gaSrJJ1oe8D2myfbMSVVaAzfegKdJZ+NHNo9cT9iG5hxQ+odWe7vG3/WghmN2aXdJ41HxOOSTqzTvkHS2YX11za7bxIOAAAAoIK65U7jJBwAAABAxczAZXFLQ8IBAN2IUimgY1AqhfGQcAAAAAAoTbckHFylCgAAAEBpmOEAgG5WvHdOo2VW+WsoywLabmjYkhovs2q2PzoH53AAAAAAKBUJBwCg+qYyS8HMBjBjmp2pYGajezHDAQAAAKBUJBwAAAAASkPCAQAAAKAUlFQBAAAAKBUJBwAAAIBSMMMBAAAAoFQkHAAAAABKQ8IBAAAAoIpkN3kAAA0ZSURBVBSUVAEAAAAoFQkHAAAAgFIwwwEAAACgVCQcAAAAAEpDwgEAAACgFN1UUtUz0wMAAAAA0L2Y4QAAAAAqqFtmOEg4AAAAgIrpppIqEg4AAACggkg4AAAAAJSGhAMAAABAKSipAgAAAFCqbkk4Jr0sru15tm+2fbvtzbY/mdq/avtu2z+2fYnt/tRu25+3vdX2JtuvKvsgAGSIV6CzELMAxpPPcDTzqKpG7sPxvKQTIuIVklZIWm37eElflXSUpJdLmi/p7NT/ZElHpsc5kr7Y6kEDGBfxCnQWYhbAuGZNwhGZ7Wm1Pz0iIq5J20LSzZKWpT5rJH0lbbpJ0kLbS8sYPIA9Ea9AZyFmAUxk1iQckmS71/ZGSY9IujYi1he29Uv6DUn/kpoOkfRA4eUDqW30Ps+xvcH2hhh8bqrjBzAK8Qp0lrJj9tFHHy1v8ABKM9tKqhQRQxGxQtk3LMfafllh819L+n8R8YO07nq7qLPPtRGxMiJWum9+s+MGMA7iFegsZcfs4sWLWz9oAG0xqxKOXERsk3SDpNWSZPt/Slos6XcL3QYkHVpYXybpwWmNEkDTiFegsxCzAIpm1QyH7cW2F6bl+ZJWSbrL9tmS3izpXRFRPMR1kn4zXUnjeElPRcRDJYwdwCjEK9BZiFkAE+mWhKOR+3AslXSp7V5lCcqVEfEt24OS7pP0H7Yl6R8i4nxJ10h6i6StknZIem8pIwdQD/EKdBZiFsC4qpxENGPShCMiNkl6ZZ32uq9NV9T40PSHBqBZxCvQWYhZAOPppjuNN3UOBwAAAID2aGdJle0DbF9re0t63r9OnxW2/yPdqHST7Xc2sm8SDgAAAADnSbouIo6UdF1aH22HpN+MiJcqu8DF5/Lz0CZCwgEAAABUzAxcpWqNpEvT8qWS3jZ2TPGTiNiSlh9Udv+gSa+93chJ4wAAAADarM3ncLwgv+pdRDxke8lEnW0fK2mOpJ9OtmMSDgAAAKCCppBwLLK9obC+NiLW5iu2vyfpoDqv+1gzb2J7qaTLJJ0x6tLddZFwAAAAABUzxatUPRYRK8ffZ6wab5vth20vTbMbS5WVS9Xrt6+kf5b08Yi4qZFBcQ4HAAAAUEFtPodjnaQz0vIZkr45uoPtOZKulvSViLiq0R2TcAAAAAAVMwMnjX9K0km2t0g6Ka3L9krbX0593iHpdZLeY3tjeqyYbMeUVAEAAAAV1M6TxiPicUkn1mnfIOnstPz3kv6+2X2TcAAAAAAV0013GifhAAAAACqIhAMAAABAaUg4AAAAAJSCkioAAAAApSLhAAAAAFAKZjgAAAAAlIqEAwAAAEBpSDgAAAAAlKKbSqp6ZnoAAAAAALoXMxwAAABABXXLDAcJBwAAAFAx3VRSRcIBAAAAVBAJBwAAAIDSkHAAAAAAKAUlVQAAAABKRcIBAAAAoBTMcAAAAAAoFQkHAAAAgNKQcAAAAAAoBSVVAAAAAEpFwgEAAACgFMxwAAAAACgVCQcAAACA0pBwAAAAACgFJVUAAAAASkXCAQAAAKAU3TTD0TPTAwAAAADQvZjhAAAAACqoW2Y4SDgAAACACiLhAAAAAFCKbjqHg4QDAAAAqCASDgAAAAClYIYDAAAAQKlIOAAAAACUhoQDAAAAQCm6qaRq0hv/2Z5n+2bbt9vebPuTqf1w2+ttb7F9he05qX1uWt+ati8v9xAA5IhXoLMQswAmMjzc3GM6bB9g+9r0uXOt7f3r9Hmh7Vttb0yfWe9vZN+N3Gn8eUknRMQrJK2QtNr28ZIukHRhRBwp6UlJZ6X+Z0l6MiKOkHRh6gegPYhXoLMQswDqymc42pVwSDpP0nXpc+e6tD7aQ5JeExErJB0n6TzbB0+240kTjshsT6v96RGSTpD09dR+qaS3peU1aV1p+4m2Pdn7AJg+4hXoLMQsgIm0OeEofr4UP3dGRMSuiHg+rc5VY5MXjXWy3Wt7o6RHJF0r6aeStkXEYOoyIOmQtHyIpAfSoAYlPSXpwEbeB8D0Ea9AZyFmAYynzQnHCyLiIUlKz0vqdbJ9qO1Nyj6LLoiIByfbcUMnjUfEkKQVthdKulrSL9brlo9jgm3FwZ4j6Zy0+vzOjRf9uJGxVNgiSY/N9CBaoBuOoxuO4Rem+kLitWHd8HvCMVTDlONVak/Muqen02O2G35POIbqmFbMts+t35G8qMkXzbO9obC+NiLW5iu2vyfpoDqv+1ijbxARD0g6JpVS/aPtr0fEwxO9pqmrVEXENts3SDpe0kLbfekblmWS8uxmQNKhkgZs90naT9ITdfa1VtJaSbK9ISJWNjOWqumGY5C64zi65Rimuw/idWLdcBwcQzW0Il4lYnYiHEM1dMMxSK2L2bJFxOoS9rlqvG22H7a9NCIesr1U2azrRPt60PZmSa9VrQS0rkauUrU4fesi2/MlrZJ0p6TvSzo1dTtD0jfT8rq0rrT9+ogY8+0LgNYjXoHOQswCqJDi50vxc2eE7WXps0rpKla/LOnuyXbcyAzHUkmX2u5VlqBcGRHfsn2HpMtt/6mkH0q6OPW/WNJltrcq+9bltAbeA0BrEK9AZyFmAVTFpyRdafssSfdLersk2V4p6f0Rcbayks8/tx3KSjw/GxE/mmzHkyYcEbFJ0ivrtN8j6dg67TvzATZh7eRdKq8bjkHqjuOYtcdAvDalG46DY6iGKR8DMdswjqEauuEYpO45jpaKiMclnVinfYOks9PytZKOaXbfZiYWAAAAQFkauiwuAAAAAExF6QlHulbv923fmW6B/uHU/hnbd9neZPvq/KS5tO2jtrfavtv2m8seYyPGO47C9t+zHXZ2+TJnPp+OY5PtV83MyPcY47jHYPu/p3/vzbY/XWiv1M9igt+nFbZvsr3R9gbbx6b2Kv4c5tm+2fbt6Rg+mdoPt73e9hbbV9iek9rnpvWtafvyksfX8TFLvFb759BJ8SpVO2aJ12r8nnRDvErdEbNVjtdZLSJKfSg7Ie5VaXkfST+RdLSkN0nqS+0XKLtxiNK225XdvfBwZTdA6i17nFM9jrR+qKTvSLpP0qLU9hZJ31Z2Qs3xktZX9RgkvVHS9yTNTduWVPVnMcExfFfSyYV/+xsq/HOwpAVpuV/S+jS2KyWdltr/RtIH0vIHJf1NWj5N0hUz9G/cMTFLvFb759BJ8ZrGVdmYJV6r8XvSDfE6yXF0TMxWOV5n86P0GY6IeCgibkvLzyi73N8hEfHdqN1F9SZl1xmXstuqXx4Rz0fEf0raqjonzrXbeMeRNl8o6Q+0582X1kj6SmRuUnZN9aXtHPNoExzDByR9KtKt6iMiv+5y5X4WExxDSNo3ddtPtWvWV/HnEBGxPa32p0dIOkG161hfKultaXlNWlfafqLtejf/atX4Oj5midfK/xw6Jl6lascs8VqN35NuiFepO2K2yvE6m7X1HI40TfVKZdlm0ZnKMmQp+8V+oLBtQLUPnkooHoftUyT9LCJuH9Wt0scx6mfxEkmvTVOJ/2r7l1K3TjqG35H0GdsPSPqspI+mbpU8Btu9tjcqu6nOtcq+3dpW+AOhOM6RY0jbn5J0YJvGuVwdHrPEazV0crxKnRGzxGs1dEO8Sp0ds50Qr7NN2xIO2wskfUPS70TE04X2j0kalPTVvKnOyytzKa3icSgb98ckfaJe1zptlTiOOj+LPkn7K5ty/H1l12C2OusYPiDpIxFxqKSPqHbN+koeQ0QMRcQKZd86HqvsutZjuqXnGTmGbohZ4rWyx9BR8SpVP2aJ1+odQ6fGq9T5MVv1eJ2N2pJw2O5X9ov71Yj4h0L7GZJ+VdK7IyL/4Q4oq9nMLVNt6m5G1TmOFyurvbzd9r3Kxnqb7YNU0eMY52cxIOkf0jTkzZKGJS1SZx3DGZLy5atUm5qu5DHkImKbpBuU/We00HZ+b5ziOEeOIW3fT9kNv0rTDTFLvFb6GDoyXqVqxizxWtljkDosXqXuitkqxuusFe05eecrkj43qn21pDskLR7V/lLteSLVParGiVR1j2NUn3tVO6ntrdrzRKqbq3oMkt4v6fy0/BJlU4uu4s9igmO4U9Ib0vKJkm6t8M9hsaSFaXm+pB8o+6PgKu15QtsH0/KHtOcJbVfO0L9xx8Qs8Vrtn0MnxWsaV2Vjlnitxu9JN8TrJMfRMTFb5XidzY92/OB/RdnU1CZJG9PjLcpOkHqg0PY3hdd8TFm93d1KV0WY6cd4xzGqT/ED0ZIuSsfxI0krq3oMkuZI+ntJP5Z0m6QTqvqzmOAYfkXSrekDfL2kV1f453CMpB+mY/ixpE+k9hdJujnFxlWqXdVkXlrfmra/aIb+jTsmZonXav8cOile07gqG7PEazV+T7ohXic5jo6J2SrH62x+cKdxAAAAAKXhTuMAAAAASkPCAQAAAKA0JBwAAAAASkPCAQAAAKA0JBwAAAAASkPCAQAAAKA0JBwAAAAASkPCAQAAAKA0/x8EuEV/HX8viQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/spatial_test/Lagrangian_AKNS_crude-0_AKNS-spatial-0.nc')\n",
    "f21 = nc.Dataset('/ocean/vdo/MIDOSS/spatial_test/Lagrangian_AKNS_crude-21_AKNS-spatial-21.nc')\n",
    "for n in np.arange(1,21):\n",
    "    fig, ax = plt.subplots(1,3, figsize = (15,5))\n",
    "    ax[0].set_title('hour = ' +str(n))\n",
    "    ax[0].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax[1].pcolormesh(np.sum(f21['OilConcentration_3D'][n,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    mesh = ax[2].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:], axis=0) - \n",
    "                         np.sum(f21['OilConcentration_3D'][n,:,], axis=0),\n",
    "                         cmap = 'bwr', vmin = -0.3, vmax = 0.3)\n",
    "    fig.colorbar(mesh, ax=ax)\n",
    "    for a in ax:\n",
    "        a.set_xlim(220,300)\n",
    "        a.set_ylim(300,400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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g7aym/iXA84CtwP3Aby5+syXNwHiVxosxK2lmHU4iRjGfu1RdBzx9SPk9wPOHlBfw2kVpnaSRGK/SeDFmJc1qb0k4JEmSJC2xvek5HJIkSZKWgQmHJEmSpFY4wiFJkiSpVSYckiRJklpjwiFJkiSpFU6pkiRJktSqCUk4JqMXkiRJkjrJEQ5JkiSpa5xSJUmSJKlVJhySJEmSWmPCIUmSJKkVTqmSJEmS1CoTDkmSJEmtcIRDkiRJUqtMOCRJkiS1whEOSZIkSa0y4ZAkSZLUmglJOCajF5IkSdIk6U+pGmWZ12lzSpIbk2xNcs6Q/WuSXNTsvzLJUQvtigmHJEmS1EWLnHAkWQmcB5wKHAe8LMlx06qdCdxdVUcD5wLvWnA3FnoCSZIkSYusnRGO44GtVXVzVT0EXAicNq3OacAFzfrHgZOSZCFdMeGQJEmSumjxE44jgFsHtrc1ZUPrVNV24F7gkIV0w4vGJ00Gftlq5/K1Q5KkSbOz+X91Qi7kVfcVIw8sHJpky8D2pqraNLA97IQ1bXs+dUZiwiFJkiR10M7Rvzu+s6o2zrJ/G3DkwPZ64LYZ6mxLsgo4CLhr5JYMMEWXJEmS9g5fBo5J8rgk+wCnA5un1dkMnNGsvxj4QlU5wqEBTqOSus+pj9LY2LFzanbJSqdSaQlV7dEIxxznrO1JXgd8DlgJfLCqrk/ydmBLVW0Gzgc+nGQrvZGN0xf6uiYckiRJUgctdsIBUFWXAJdMK3vrwPoDwEsW8zVNOCRJkqSOaWOEY7mYcEyK/hQNp2dIS2Mh06KMU2nJ9adGrVwx2lT0lewY2HJKlZaWCYckSZKk1phwSJIkSWqFU6q0vIZNn3KKhrS0hsXcqn2m1rc/NPOxw6ZjeecqqVXDplI9+FBvmtWafQb2TXu43w5WTp2jefbZw+9ctaC7hUqzMuGQJEmS1ApHONS+2S4C99tPqVv68bpj+/zqG9dSJ6wa9lfQtGdtDBvBcFRDS8WEQ5IkSVIrHOGQJEmS1CoTDrXL6RXS+FjKePWZO9KiaXtqlBeXa6FMOCRJkiS1wilVkiRJklplwqE943QISQvhZ4c03OBfZtPuNLVcnEalhXCEQ5IkSVKrTDi0Z+b77aQjIdL4MF6l5deRUQ1JuzPhkCRJkjrIEQ5JkiRJrfAaDrVv1KkZ/Skdq/aZKvvJA4vXHkkzS3Ovfa8PlTrvJ9unno2xetU8gnbwL76HHur93HffRW6VNNykJBxzTnhMsm+Sq5Jcm+T6JG+btv/Pktw3sL0myUVJtia5MslRi99sScMYr9J4MWYlzaQ/wjHK0lXzucLqQeDEqnoasAE4JckJAEk2AgdPq38mcHdVHQ2cC7xrEdsraXbGqzRejFlJM9prEo7q6X+7srpZKslK4D3A70875DTggmb948BJSYLatWb/3rL9oallxcreMkxWTC37H9RbNPaM12Wyc0dvma9+zM0Vd7PFsCaCMbv0Vq+qXct87GDlroV99ukt27dPLY2fbM+uZddff/fcM7VIe2CvSTgAkqxMcg1wB3BpVV0JvA7YXFW3T6t+BHArQFVtB+4FDlm8JkuajfEqjRdjVtIwkzSlal4XjVfVDmBDkoOBTyX5ReAlwC8PqT7sm5bdvkZIcjZwNgCrD5hncyXNxXiVxkvbMfvYxz528RoraUl1OYkYxUh3qaqqe5JcDvwKcDSwtRnJ3T/J1mZO6TbgSGBbklXAQcBdQ861CdgEsGL/w7y3y0I9cN/uZf1/1QwMZPXvfrVm/6myH/+otWZp+RivHXb/vbuXDU6d6k/P6v8cvPvc9uYuOcPiWmOtrZjduHGjMbsAK1cM/vP14u4nO6fidXUTp6tXDcTkQ81UqwMP3FW0Y2eGnE+a2STdFnc+d6la23zrQpL9gJOBq6vq8Ko6qqqOAu5vPggBNgNnNOsvBr5QVUaXtASMV2m8GLOSZrM3TalaB1zQXMC2Ari4qj4zS/3zgQ8n2UrvW5fTF95MzdsBj9q1+rTnnwTAtVfeNLX/lmt6Px8xcOOTR64D4O7Nb9hV9NGvfgeA17/nCwDs+M4NU/Uf/Ofez8FvWPvfzu74yUJar4UzXsdNf/Ri8KLzNY/o/ezH2j77Te3rx+slv7er6HM3/BMAr/qTL+4qu//rVzz8XIPnG/z71NGR5WbMjpMf/hCA1e94x1TZq17V+3nssVNlDzTPwRp4XsfK//4BAG5/4b/dVbZ/M9ngoH0f3FV27wNrADigmb26koHPhhXzuvRWE6TLScQo5kw4quo64Olz1DlgYP0BenNPJS0x41UaL8aspJlM0pQqnzQuSZIkdZAJh7rp4MN3rV77sU/2VoY9H+AH26bWBy9Ibbz86b27mpz4/t5o/XFnf3TXvvrHZlrWwY+eOuBHP+j9XLl6qmzY9Kr+a/UvfJX2dsNioT/1qW/wIvMhF5w/94m9uD/wUVMXqN5/+ON7K3fcMlVxMD77+p8Pw+J13+aL9QfvnypzCpb2Zt/pTTfmj/5oqmzVkD+l+heLPzQV33+wrTeV6h2PmapW/ZuONVO1APbfvzelauUP7wZgx4GP3LWvP6Equ9+YjAcfmrqBWb9JXqA+3hzhkCRJktQqEw5JkiRJrTHhUDdt+8boxzRTOh75rNftKnrHe3+3V7Z/71fkUY+euvvVD3Y8ubdy1227n+tRA2PF/f0ZeE5Vf/qGzxCQFmQwXv/+038MwBv+zXG7yt714d5dcu5ZtWbqoNtu7P0cnFq1/onNvm/u/iL95/vEO+NIADz5yaPV32dqyvJ/fntvetOxxw78n/iCe3o/B+5mtXpF8/9kc0eqwT8472qeuHLggVPn6N+4as2KgWmRK/zzbhJM0pQq/xeRJEmS1BpTYA31lt/5095Kc+HpU35h6q6NBx7cu3H4P3757qkD+hey3nnrVNmwkYv+N6WOakiL5l+e9qbeymOfsqvsSc96AgBHHnXIrrKvbb65tzIYf99ryn7ywFTZ9BEN41VaNK94+dSF3D9+4CAA9lsxdXOXH9zTe67VIWzf7dj+gMnQx3H4jI6JNCkjHCYckiRJUsdM0pQqEw5JkiSpg0w4tHf4p28B8LWPfWtxzufUDKk93/nartXrB9Zn9dCPhxQOeXaPpEW337796VVT06EOeVS/rHezltUDz9w4aOpRO0M4pWoSLWXCkeRRwEXAUcAtwEur6u4h9f4GOAH4UlW9YD7n9rdTkiRJ6pj+lKpRlgU6B7isqo4BLmu2h3kP8OujnNiEQ5IkSeqgJU44TgMuaNYvAF40rFJVXQb8aJQTO6VKkiaZz7yRxsqOnb1nbKxcUXPU1KRbhovGH11Vt/deu25PcthindiEQ5IkSeqgPUg4Dk2yZWB7U1Vt6m8k+Txw+JDj3jx66+bPhEOSJEnqoD1IOO6sqo0z7ayqk2fal+R7SdY1oxvrgDtGfvUZeA2HJE2y2jm1SOq8lSvK6VQCluWi8c3AGc36GcCnF3zGhgmHJEmS1EFLnHC8E3hOkpuA5zTbJNmY5AP9Skn+DvgYcFKSbUmeO9eJnVIlSZIkdcxSXzReVT8AThpSvgU4a2D7F0Y9twmHJEmS1EE+aVySJElSK5bhtritMeGQJEmSOsiEQ5IkSVJrJiXh8C5VkiRJklrjCIckSZLUMV7DIUmSJKlVJhySJEmSWuEIhyRJkqRWmXBIkiRJao0JhyRJkqRWOKVKkiRJUqtMOCRJkiS1whEOSZIkSa0y4ZAkSZLUGhMOSZIkSa1wSpUkSZKkVplwSJIkSWqFIxySJEmSWmXCIUmSJKk1JhySJEmSWjFJU6pWLHcDJEmSJE0uRzgkSZKkDpqUEQ4TDkmSJKljJmlKlQmHJEmS1EEmHJIkSZJaY8IhSZIkqRVOqZIkSZLUqklJOOa8LW6SfZNcleTaJNcneVtT/pEkNyb5epIPJlndlCfJ+5JsTXJdkme03QlJPcarNF6MWUkz6Y9wjLJ01Xyew/EgcGJVPQ3YAJyS5ATgI8CxwFOA/YCzmvqnAsc0y9nA+xe70ZJmZLxK48WYlTSjvSbhqJ77ms3VzVJVdUmzr4CrgPVNndOADzW7rgAOTrKujcZLejjjVRovxqyk2ew1CQdAkpVJrgHuAC6tqisH9q0Gfh34m6boCODWgcO3NWXTz3l2ki1JttT2H+9p+yVNY7xK46XtmP3+97/fXuMltWZvm1JFVe2oqg30vmE5PsmTB3b/V+D/VNXfNdsZdooh59xUVRuramNW7TdquyXNwHiVxkvbMbt27drFb7SkJbFXJRx9VXUPcDlwCkCS/wisBX53oNo24MiB7fXAbQtqpaSRGa/SeDFmJQ3aq0Y4kqxNcnCzvh9wMvAPSc4Cngu8rKoGu7gZ+I3mThonAPdW1e0ttF3SNMarNF6MWUmzmZSEYz7P4VgHXJBkJb0E5eKq+kyS7cC3gb9PAvDJqno7cAnwPGArcD/wm620XNIwxqs0XoxZSTPqchIxijkTjqq6Dnj6kPKhxzZ31HjtwpsmaVTGqzRejFlJM5mkJ42PdA2HJEmSpKWxlFOqkjwqyaVJbmp+PnJInQ1J/r55UOl1SX51Puc24ZAkSZJ0DnBZVR0DXNZsT3c/8BtV9SR6N7h4b/86tNmYcEiSJEkdswx3qToNuKBZvwB40e5tqm9W1U3N+m30nh80572353PRuCRJkqQltsTXcDy6f9e7qro9yWGzVU5yPLAP8K25TmzCIUmSJHXQHiQchybZMrC9qao29TeSfB44fMhxbx7lRZKsAz4MnDHt1t1DmXBIkiRJHbOHd6m6s6o2znzOOnmmfUm+l2RdM7qxjt50qWH1DgT+F/CWqrpiPo3yGg5JkiSpg5b4Go7NwBnN+hnAp6dXSLIP8CngQ1X1sfme2IRDkiRJ6phluGj8ncBzktwEPKfZJsnGJB9o6rwU+EXglUmuaZYNc53YKVWSJElSBy3lReNV9QPgpCHlW4CzmvW/Av5q1HObcEiSJEkdM0lPGjfhkCRJkjrIhEOSJElSa0w4JEmSJLXCKVWSJEmSWmXCIUmSJKkVjnBIkiRJapUJhyRJkqTWmHBIkiRJasUkTalasdwNkCRJkjS5HOGQJEmSOmhSRjhMOCRJkqSOmaQpVSYckiRJUgeZcEiSJElqjQmHJEmSpFY4pUqSJElSq0w4JEmSJLXCEQ5JkiRJrTLhkCRJktQaEw5JkiRJrXBKlSRJkqRWmXBIkiRJaoUjHJIkSZJaZcIhSZIkqTUmHJIkSZJa4ZQqSZIkSa0y4ZAkSZLUikka4Vix3A2QJEmSNLkc4ZAkSZI6aFJGOEw4JEmSpA4y4ZAkSZLUikm6hsOEQ5IkSeogEw5JkiRJrXCEQ5IkSVKrTDgkSZIktcaEQ5IkSVIrJmlK1ZwP/kuyb5Krklyb5Pokb2vKH5fkyiQ3JbkoyT5N+Zpme2uz/6h2uyCpz3iVxosxK2k2O3eOtixEkkclubT53Lk0ySOH1PmpJFcnuab5zHr1fM49nyeNPwicWFVPAzYApyQ5AXgXcG5VHQPcDZzZ1D8TuLuqjgbObepJWhrGqzRejFlJQ/VHOJYq4QDOAS5rPncua7anux342araADwbOCfJY+Y68ZwJR/Xc12yubpYCTgQ+3pRfALyoWT+t2abZf1KSzPU6khbOeJXGizEraTZLnHAMfr4Mfu7sUlUPVdWDzeYa5jd4Mb9KSVYmuQa4A7gU+BZwT1Vtb6psA45o1o8Abm0atR24FzhkPq8jaeGMV2m8GLOSZrLECcejq+p2gObnYcMqJTkyyXX0PoveVVW3zXXieV00XlU7gA1JDgY+BTxxWLV+O2bZN9jYs4Gzm80HH7jmvK/Ppy0ddihw53I3YhFMQj8moQ8/s6cHGq/zNgm/J/ahG/Y4XmFpYjYrVox7zE7C74l96I4FxezSufpzkENHPGjfJFsGtjdV1ab+RpLPA4cPOe7N832BqroVeGozleqvk3y8qr432zEj3aWqqu5JcjlwAnBwklXNNyzrgX52sw04EtiWZBVwEHDXkHNtAjYBJNlSVRtHaUvXTEIfYDL6MSl9WOg5jNfZTUI/7EM3LEa8gjE7G/vQDZPQB1i8mG1bVZ3SwjlPnmlfku8lWdhsDe8AAAYKSURBVFdVtydZR2/UdbZz3ZbkeuAXmJoCOtR87lK1tvnWhST7AScDNwBfBF7cVDsD+HSzvrnZptn/hara7dsXSYvPeJXGizErqUMGP18GP3d2SbK++ayiuYvVzwE3znXi+YxwrAMuSLKSXoJycVV9Jsk3gAuTvAP4KnB+U/984MNJttL71uX0ebyGpMVhvErjxZiV1BXvBC5OcibwHeAlAEk2Aq+uqrPoTfn8L0mK3hTPP6mqr8114jkTjqq6Dnj6kPKbgeOHlD/Qb+AINs1dpfMmoQ8wGf3Ya/tgvI5kEvphH7phj/tgzM6bfeiGSegDTE4/FlVV/QA4aUj5FuCsZv1S4KmjnjuOxEqSJElqy7xuiytJkiRJe6L1hKO5V+8Xk9zQPAL9DU35e5L8Q5Lrknyqf9Fcs+9NSbYmuTHJc9tu43zM1I+B/f8+SSW925el531NP65L8ozlafnD2jhjH5L8u+bf+/ok7x4o79R7Mcvv04YkVyS5JsmWJMc35V18H/ZNclWSa5s+vK0pf1ySK5PclOSiJPs05Wua7a3N/qNabt/Yx6zx2u33YZziFbods8ZrN35PJiFeYTJitsvxulerqlYXehfEPaNZ/xfAN4HjgH8FrGrK30XvwSE0+66l9/TCx9F7ANLKttu5p/1oto8EPgd8Gzi0KXse8Fl6F9ScAFzZ1T4AvwJ8HljT7Dusq+/FLH34W+DUgX/7yzv8PgQ4oFlfDVzZtO1i4PSm/M+B1zTrvw38ebN+OnDRMv0bj03MGq/dfh/GKV6bdnU2Zo3XbvyeTEK8ztGPsYnZLsfr3ry0PsJRVbdX1Vea9R/Ru93fEVX1tzX1FNUr6N1nHHqPVb+wqh6sqn8EtjLkwrmlNlM/mt3nAr/Pwx++dBrwoeq5gt491dctZZunm6UPrwHeWc2j6quqf9/lzr0Xs/ShgAObagcxdc/6Lr4PVVX3NZurm6WAE5m6j/UFwIua9dOabZr9JyUZ9vCvxWrf2Mes8dr592Fs4hW6HbPGazd+TyYhXmEyYrbL8bo3W9JrOJphqqfTyzYHvYpehgy9X+xbB/ZtY+qDpxMG+5HkhcB3q+raadU63Y9p78UTgF9ohhL/d5JnNdXGqQ+/A7wnya3AnwBvaqp1sg9JVia5ht5DdS6l9+3WPQN/IAy2c1cfmv33AocsUTuPYsxj1njthnGOVxiPmDVeu2ES4hXGO2bHIV73NkuWcCQ5APgE8DtV9cOB8jcD24GP9IuGHN6ZW2kN9oNeu98MvHVY1SFlnejHkPdiFfBIekOOv0fvHsxhvPrwGuCNVXUk8Eam7lnfyT5U1Y6q2kDvW8fj6d3Xerdqzc9l6cMkxKzx2tk+jFW8Qvdj1njtXh/GNV5h/GO26/G6N1qShCPJanq/uB+pqk8OlJ8BvAB4RVX139xt9OZs9q1nauhuWQ3px+Ppzb28Nskt9Nr6lSSH09F+zPBebAM+2QxDXgXsBA5lvPpwBtBf/xhTQ9Od7ENfVd0DXE7vP6ODk/SfjTPYzl19aPYfRO+BX62ZhJg1Xjvdh7GMV+hmzBqvne0DjFm8wmTFbBfjda9VS3PxzoeA904rPwX4BrB2WvmTePiFVDfTjQuphvZjWp1bmLqo7fk8/EKqq7raB+DVwNub9SfQG1pMF9+LWfpwA/DLzfpJwNUdfh/WAgc36/sBf0fvj4KP8fAL2n67WX8tD7+g7eJl+jcem5g1Xrv9PoxTvDbt6mzMGq/d+D2ZhHidox9jE7Ndjte9eVmKN/7n6Q1NXQdc0yzPo3eB1K0DZX8+cMyb6c23u5HmrgjLvczUj2l1Bj8QA5zX9ONrwMau9gHYB/gr4OvAV4ATu/pezNKHnweubj7ArwSe2eH34anAV5s+fB14a1P+08BVTWx8jKm7muzbbG9t9v/0Mv0bj03MGq/dfh/GKV6bdnU2Zo3XbvyeTEK8ztGPsYnZLsfr3rz4pHFJkiRJrfFJ45IkSZJaY8IhSZIkqTUmHJIkSZJaY8IhSZIkqTUmHJIkSZJaY8IhSZIkqTUmHJIkSZJaY8IhSZIkqTX/HwU89tgV54yEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XabwYs5Lm1uEkYjFGuUvVDcDTh5TfCzx/SHkBv7IsrZO0KMarNF6MWUnzWisJhyRJkqQVtpaewyFJkiRpFZhwSJIkSWqFIxySJEmSWmXCIUmSJKk1JhySJEmSWuGUKkmSJEmtmpCEYzJ6IUmSJKmTHOGQJEmSusYpVZIkSZJaZcIhSZIkqTUmHJIkSZJa4ZQqdUIGfglr/+q1Q5KkSbO/+X91Qv7g05iakN8/Ew5JkiSpaxzhkCQti/5IpaOUUuft2x8A1k3VKrdEa4YJhyRJkqRWOMIhSZIkqVUmHFp1TsGQum+hmzsYx1KnzEybOvgPPadSacVNSMIxGb2QJEmSJkl/StVilpEOmzOTfCHJriSvHbJ/U5JLmv1XJzlhqV0x4ZAkSZK6aJkTjiTrgAuB5wInAy9JcvKsaucC91TVk4ALgLcsuRtLPYAkaR61f2bJ1IFTrCR1zrqpYt1UsW9/pqdXSauinRGOU4BdVXVzVT0EXAycNavOWcBFzfr7gNOTLCkY/J9PkiRJ6qLlTziOBW4d2N7dlA2tU1V7gfuAxyylG1403nXeo1+aHMax1C3zPE3cC8TVBcWiBxaOSrJzYHt7VW0f2B52wNm/7KPUWRQTDkmSJKmD9i/+e6q7qmrbPPt3A8cPbB8H3DZHnd1J1gNHAHcvuiUDnFIlSZIkrQ2fBE5KcmKSjcDZwI5ZdXYA5zTrLwQ+VlWOcEyMYffrdwqGtPJmX9htHEqdNezC7qHToYZNn5qQZxxoMlUd0gjHAsesvUleCXwUWAe8o6puTPImYGdV7QDeDrwryS56IxtnL/W8JhySJElSBy13wgFQVZcBl80qe8PA+h7gRct5ThMOSZIkqWPaGOFYLSYcy23YtKhRX7N+40zZw3uWr02SFmd27B5KXEtafkOmRQ2bPtWfZrWOfTOFDz3U+7l5c2vNk5abCYckSZKk1phwSJIkSWqFU6rUs1x3leq/Zu9DS2+TpLmN+iDN2fUG629opmMMxqvTrKSVMeSuUtPTpwamVvXXv7Vn3XTZYU6l0hgy4ZAkSZLUCkc41LOUbzUHLxDvf1Pqt6RSu0aNsfnqDbuhw1TzLer+fQfvk9Sqoc/caC4QP2zzxoN2Pbx35rkdG9Yv6VlmUutMOCRJkiS1whEOSZIkSa0y4dDS7Ns7//7MujDO6VZSd/WnUvm8Dqkb1s/9582GqcGpjwdfhC51iQmHJEmSpFY4pUqSJElSq0w41rJR7+U/n4Ve298/e2qVJEmTrP8X1pBnboxsvtcu5bjSCnKEQ5IkSVKrTDjWspW8GHQp51qOkZhR+RwCCTJzf3/mu73/al9cvumRM+sPfnPlzy/NZwVHIPrP5JjveRz9J5nDwDM/Bv8KbLm9Dz40c/5NG31uiMaTCYckSZLUQY5wSJIkSWqF13CouzYfPrO+5/7RXnOoU6+8oF060KhTCkedetWWh/eswkml7plvKlXf4B986+7/em/lUY8a7QRLmXrVvHbTRv+vXcsmJeFY8Lc4yeYk1yS5PsmNSd44a/8fJbl/YHtTkkuS7EpydZITlr/ZkoYxXqXxYsxKmkt/hGMxS1eNkjY/CJxWVU8DtgJnJjkVIMk24MhZ9c8F7qmqJwEXAG9ZxvZKmp/xKo0XY1bSnNZMwlE9/W9XNjRLJVkHvBV4zayXnAVc1Ky/Dzg9GZw/oFbtuX9mGVXt7y2PfPTMsn5jb+lvD9Ovs35jLw0v756x2ozXMbF/38ySqUObnnj4t88s8x2jvy9TM/UHz69VZcx234b1Nb3sO/wI9h1+xOgvnpqaXvbtT++OV3v3zix3391bBvTrfXPPOr65Z914/DWp1qyZhAMgybok1wF3AJdX1dXAK4EdVXX7rOrHArcCVNVe4D7gMcvXZEnzMV6l8WLMShpmkqZUjXTReFXtA7YmORL4YJIfBl4E/OiQ6sO+aTnoq+8k5wPnA7Dh8Nm7JR0i41UaL23H7OMf//jla6ykFdXlJGIxFnWXqqq6N8mVwI8BTwJ2NSO5j0iyq5lTuhs4HtidZD1wBHD3kGNtB7YDTD3iaOfitOGxT+j9vOOWmbL+yPvg9Kf+3akOn5k6dc+Vvw3AV+97EID/cOE/Tu/73D9dd/C5vnrzkpur5WW8jol+/A17GN+wO8j1H7J51Mwfkfd8/E0HHfbon3knAA/fuXum8BHN5QD3H/QWqwPaitlt27YZs8tk+sF/X/nKTOHRR89Z/+H966bXH3ig9/PIIzdMlz3jGb3BqWvffPnMOZ71LADWrz+sV7CCD0JUt0zSbXFHuUvVluZbF5IcBpwBXFtVj6uqE6rqBOCB5oMQYAdwTrP+QuBjVU7ul1aC8SqNF2NW0nzW0pSqY4CLmgvYpoBLq+rD89R/O/CuJLvofety9tKbqVE9+QX/cXr9rju+0fy85eCK6zfOrB+xpfdz38MHVXvsEZsA+Kf/etp02aNf/G+9lVuun6nY/9Z18CLUQ32+h5bCeB03w2Jnat2BddYNxGsTV1PrZ+r82529EZEHHpw5xh1/+XIAHnP2X0yX7b/tpuZ4M9+wDot7rShjdpy8qRlNfPKTp4v2vfCngYHRD5j+y2/D3V+dLrp/72MBqMFZcVPbAMiPf3K6aO/e3s+HmhGRjRtn6qc/e24pz/fQWOlyErEYCyYcVXUD8PQF6hw+sL6H3txTSSvMeJXGizEraS6TNKXKJ41LkiRJHWTCoU76/F99YGZj2JSm/ojv4JTfu2496DiPfuareiuPe2Lv5+BzPfpTPzYeNlP20LcObkz/vIPPB3B6lXSgfjzN90yMIfv277p2ev0Zz+utbz37xdNl1/3z53srd9928PEGH9vQn141eI7ZsWvcSj1veEPv58BfgQdMpZpt4ILyY/v/AT/00HTZn76jF393XDbzknX7e9McH/GI3r7+FKueXuxODUy7XNfE7j4GyuZrk8aGIxySJEmSWmXCIUmSJKk1JhzqvvmmQYw6ReK2L/Z+DkyLev6vvgKAv/6LHTP1Hv243s+v/tvizyFpdPM8m+O6iy+dKduwGYAnPOfHp4tuvvLveysDz9zhoT29nw/cd/C5jGFpuIXuDNXs37d/Zvri9DSn9TN/ev2n83tlDz40MM3xqqt69U89tfdzz57pXfft/zYAjnjU4B2xZh1fE2OSplR5LzVJkiRJrXGEQ8PNvkh14JvOv/5A79uXAy4k7z8Z+duOmin7+h0HvVbSEg2Lp2EXnD/c+1b0vnseOHjftwZitz/aMWyEQ9KSjDrqsGnjTL1PH/5sAE5uQn39I2aem7P5gAvIGz6HY6JNygiHCYckSZLUMZM0pcqEQ5IkSeogEw6tLQP3/OYru3o/12+cKXv4wd7P/cPGeyWtuCY+v3bVx2bKNjcPrB58DoekVTd4cfnTn9J7Dse+qd5UqoHHdkz/8blp4L9fTbaVTDiSfDtwCXACcAvw4qq6Z0i9vwFOBT5RVT85yrGd+CdJkiR1TH9K1WKWJXotcEVVnQRc0WwP81bgZxdzYBMOSZIkqYNWOOE4C7ioWb8IeMGwSlV1BfCNxRzYKVUazeBdcPrr+wamT/WnXH3z3pVrk6S57X3o4LLBO8v1PTjkLlaSVtQBd7Oa6v1p1v9G+LCNA///ekeqNWUVLhp/bFXd3jt33Z7k6OU6sAmHJEmS1EGHkHAclWTnwPb2qtre30jyd8Djhrzu9Ytv3ehMOCRJkqQOOoSE466q2jbXzqo6Y659Sb6a5JhmdOMY4I5Fn30Ojs3p0NX+mWX/vt4yWCapW4bFpvEqdVIoQvWmUfUXrSmrcNH4DuCcZv0c4ENLPmLD315JkiSpg1Y44Xgz8JwkNwHPabZJsi3Jn/crJfkH4L3A6Ul2J/mJhQ7slCotD78hlcaH8SpJnbfSF41X1deA04eU7wTOG9h+9mKPbcIhSZIkdZBPGpckSZLUilW4LW5rTDgkSZKkDjLhkCRJktSaSUk4vEuVJEmSpNY4wiFJkiR1jNdwSJIkSWqVCYckSZKkVjjCIUmSJKlVJhySJEmSWmPCIUmSJKkVTqmSJEmS1CoTDkmSJEmtcIRDkiRJUqtMOCRJkiS1xoRDkiRJUiucUiVJkiSpVSYckiRJklrhCIckSZKkVplwSJIkSWqNCYckSZKkVkzSlKqp1W6AJEmSpMnlCIckSZLUQZMywmHCIUmSJHXMJE2pMuGQJEmSOsiEQ5IkSVJrTDgkSZIktcIpVZIkSZJaNSkJx4K3xU2yOck1Sa5PcmOSNzbl707yhSSfTfKOJBua8iR5W5JdSW5I8oy2OyGpx3iVxosxK2ku/RGOxSxdNcpzOB4ETquqpwFbgTOTnAq8G3gy8H3AYcB5Tf3nAic1y/nAHy93oyXNyXiVxosxK2lOaybhqJ77m80NzVJVdVmzr4BrgOOaOmcB72x2XQUcmeSYNhov6UDGqzRejFlJ81kzCQdAknVJrgPuAC6vqqsH9m0Afhb4m6boWODWgZfvbspmH/P8JDuT7Ky93zrU9kuaxXiVxkvbMXvnnXe213hJrVlrU6qoqn1VtZXeNyynJHnKwO7/A/y/qvqHZjvDDjHkmNuraltVbcv6wxbbbklzMF6l8dJ2zG7ZsmX5Gy1pRayphKOvqu4FrgTOBEjy34EtwG8MVNsNHD+wfRxw25JaKWnRjFdpvBizkgatqRGOJFuSHNmsHwacAXw+yXnATwAvqarBLu4AXt7cSeNU4L6qur2FtkuaxXiVxosxK2k+k5JwjPIcjmOAi5Kso5egXFpVH06yF/h34J+TAHygqt4EXAY8D9gFPAD8XCstlzSM8SqNF2NW0py6nEQsxoIJR1XdADx9SPnQ1zZ31PiVpTdN0mIZr9J4MWYlzWWSnjS+qGs4JEmSJK2MlZxSleTbk1ye5Kbm56OH1Nma5J+bB5XekOSnRzm2CYckSZKk1wJXVNVJwBXN9mwPAC+vqu+ld4OLP+xfhzYfEw5JkiSpY1bhLlVnARc16xcBLzi4TfXFqrqpWb+N3vODFrz39igXjUuSJElaYSt8Dcdj+3e9q6rbkxw9X+UkpwAbgX9d6MAmHJIkSVIHHULCcVSSnQPb26tqe38jyd8Bjxvyutcv5iRJjgHeBZwz69bdQ5lwSJIkSR1ziHepuquqts19zDpjrn1JvprkmGZ04xh606WG1XsU8NfAb1XVVaM0yms4JEmSpA5a4Ws4dgDnNOvnAB+aXSHJRuCDwDur6r2jHtiEQ5IkSeqYVbho/M3Ac5LcBDyn2SbJtiR/3tR5MfDDwCuSXNcsWxc6sFOqJEmSpA5ayYvGq+prwOlDyncC5zXrfwn85WKPbcIhSZIkdcwkPWnchEOSJEnqIBMOSZIkSa0x4ZAkSZLUCqdUSZIkSWqVCYckSZKkVjjCIUmSJKlVJhySJEmSWmPCIUmSJKkVkzSlamq1GyBJkiRpcjnCIUmSJHXQpIxwmHBIkiRJHTNJU6pMOCRJkqQOMuGQJEmS1BoTDkmSJEmtcEqVJEmSpFaZcEiSJElqhSMckiRJklplwiFJkiSpNSYckiRJklrhlCpJkiRJrTLhkCRJktQKRzgkSZIktcqEQ5IkSVJrTDgkSZIktcIpVZIkSZJaZcIhSZIkqRWTNMIxtdoNkCRJkjS5HOGQJEmSOmhSRjhMOCRJkqQOMuGQJEmS1IpJuobDhEOSJEnqIBMOSZIkSa1whEOSJElSq0w4JEmSJLXGhEOSJElSKyZpStWCD/5LsjnJNUmuT3Jjkjc25ScmuTrJTUkuSbKxKd/UbO9q9p/Qbhck9Rmv0ngxZiXNZ//+xS1LkeTbk1zefO5cnuTRQ+p8Z5Jrk1zXfGb94ijHHuVJ4w8Cp1XV04CtwJlJTgXeAlxQVScB9wDnNvXPBe6pqicBFzT1JK0M41UaL8aspKH6IxwrlXAArwWuaD53rmi2Z7sd+MGq2go8E3htku9Y6MALJhzVc3+zuaFZCjgNeF9TfhHwgmb9rGabZv/pSbLQeSQtnfEqjRdjVtJ8VjjhGPx8GfzcmVZVD1XVg83mJkYbvBitUpJ1Sa4D7gAuB/4VuLeq9jZVdgPHNuvHArc2jdoL3Ac8ZpTzSFo641UaL8aspLmscMLx2Kq6HaD5efiB14sAAAcKSURBVPSwSkmOT3IDvc+it1TVbQsdeKSLxqtqH7A1yZHAB4HvGVat34559g029nzg/GbzwT3XXfjZUdrSYUcBd612I5bBJPRjEvrw3Yf6QuN1ZJPwe2IfuuGQ4xVWJmYzNTXuMTsJvyf2oTuWFLMr59qPQo5a5Is2J9k5sL29qrb3N5L8HfC4Ia97/agnqKpbgac2U6n+Ksn7quqr871mUXepqqp7k1wJnAocmWR98w3LcUA/u9kNHA/sTrIeOAK4e8ixtgPbAZLsrKpti2lL10xCH2Ay+jEpfVjqMYzX+U1CP+xDNyxHvIIxOx/70A2T0AdYvphtW1Wd2cIxz5hrX5KvJjmmqm5Pcgy9Udf5jnVbkhuBZzMzBXSoUe5StaX51oUkhwFnAJ8DPg68sKl2DvChZn1Hs02z/2NVddC3L5KWn/EqjRdjVlKHDH6+DH7uTEtyXPNZRXMXqx8CvrDQgUcZ4TgGuCjJOnoJyqVV9eEk/wJcnOR3gE8Db2/qvx14V5Jd9L51OXuEc0haHsarNF6MWUld8Wbg0iTnAl8CXgSQZBvwi1V1Hr0pn/87SdGb4vn7VfWZhQ68YMJRVTcATx9SfjNwypDyPf0GLsL2hat03iT0ASajH2u2D8brokxCP+xDNxxyH4zZkdmHbpiEPsDk9GNZVdXXgNOHlO8EzmvWLweeuthjx5FYSZIkSW0Z6ba4kiRJknQoWk84mnv1fjzJ55pHoL+qKX9rks8nuSHJB/sXzTX7XpdkV5IvJPmJtts4irn6MbD/PyeppHf7svS8renHDUmesTotP6CNc/Yhya82/943Jvm9gfJOvRfz/D5tTXJVkuuS7ExySlPexfdhc5Jrklzf9OGNTfmJSa5OclOSS5JsbMo3Ndu7mv0ntNy+sY9Z47Xb78M4xSt0O2aN1278nkxCvMJkxGyX43VNq6pWF3oXxD2jWf824IvAycCPA+ub8rfQe3AIzb7r6T298ER6D0Ba13Y7D7UfzfbxwEeBfweOasqeB3yE3gU1pwJXd7UPwI8BfwdsavYd3dX3Yp4+/C3w3IF/+ys7/D4EOLxZ3wBc3bTtUuDspvxPgF9q1n8Z+JNm/WzgklX6Nx6bmDVeu/0+jFO8Nu3qbMwar934PZmEeF2gH2MTs12O17W8tD7CUVW3V9WnmvVv0Lvd37FV9bc18xTVq+jdZxx6j1W/uKoerKp/A3Yx5MK5lTZXP5rdFwCv4cCHL50FvLN6rqJ3T/VjVrLNs83Th18C3lzNo+qrqn/f5c69F/P0oYBHNdWOYOae9V18H6qq7m82NzRLAacxcx/ri4AXNOtnNds0+09PMuzhX8vVvrGPWeO18+/D2MQrdDtmjddu/J5MQrzCZMRsl+N1LVvRaziaYaqn08s2B/08vQwZer/Ytw7s283MB08nDPYjyU8BX66q62dV63Q/Zr0X3wU8uxlK/PskP9BUG6c+/Drw1iS3Ar8PvK6p1sk+JFmX5Dp6D9W5nN63W/cO/IEw2M7pPjT77wMes0LtPIExj1njtRvGOV5hPGLWeO2GSYhXGO+YHYd4XWtWLOFIcjjwfuDXq+rrA+WvB/YC7+4XDXl5Z26lNdgPeu1+PfCGYVWHlHWiH0Pei/XAo+kNOf4mvXswh/Hqwy8Br66q44FXM3PP+k72oar2VdVWet86nkLvvtYHVWt+rkofJiFmjdfO9mGs4hW6H7PGa/f6MK7xCuMfs12P17VoRRKOJBvo/eK+u6o+MFB+DvCTwMuqqv/m7qY3Z7PvOGaG7lbVkH48kd7cy+uT3EKvrZ9K8jg62o853ovdwAeaYchrgP3AUYxXH84B+uvvZWZoupN96Kuqe4Er6f1ndGSS/rNxBts53Ydm/xH0HvjVmkmIWeO1030Yy3iFbsas8drZPsCYxStMVsx2MV7XrFqZi3feCfzhrPIzgX8Btswq/14OvJDqZrpxIdXQfsyqcwszF7U9nwMvpLqmq30AfhF4U7P+XfSGFtPF92KePnwO+NFm/XTg2g6/D1uAI5v1w4B/oPdHwXs58IK2X27Wf4UDL2i7dJX+jccmZo3Xbr8P4xSvTbs6G7PGazd+TyYhXhfox9jEbJfjdS0vK/HGP4ve0NQNwHXN8jx6F0jdOlD2JwOveT29+XZfoLkrwmovc/VjVp3BD8QAFzb9+Aywrat9ADYCfwl8FvgUcFpX34t5+vAs4NrmA/xq4Ps7/D48Ffh004fPAm9oyp8AXNPExnuZuavJ5mZ7V7P/Cav0bzw2MWu8dvt9GKd4bdrV2Zg1XrvxezIJ8bpAP8YmZrscr2t58UnjkiRJklrjk8YlSZIktcaEQ5IkSVJrTDgkSZIktcaEQ5IkSVJrTDgkSZIktcaEQ5IkSVJrTDgkSZIktcaEQ5IkSVJr/j963n8uycNo/QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/CpzVFPsJ4K+a5auBX2iupHEm8KhjS6XVYbxK48WYlTSnCerhWMxVqrYAlyeZYpCgXFVVn0/yVeATSX6NwQlvFzflrwFeDewEngB+ceWrLWkOxqs0XoxZSXPrcRKxFIu5StVtwEtGbH8EeM2I7QX8yorUTtKSGK/SeDFmJc1rvSQckiRJklbZepqHQ5IkSdIaMOGQJEmS1Al7ONS5NG+wwSSzkiRpJext/V+dkC9zmmAT8h414ZAkSZL6yIRDkiRJUiccUiVJWpS0/lk4RFLqvT17A8DUhlrjmkhMTMIxGa2QJEmS1Ev2cEiSJEl945Aqdc6hF9JkMJalflngC5xDqdQrJhySJEmSOmPCIUmSJKkTDqmSJO3jRJ3S2BhehQocPqUxYMIhSZIkqRP2cEwYf52UtBzDzw7n3JD2t7cVBz354tTu1XDODfVeT+JmuUw4JEmSpL6xh0OSJElSp0w4JshaD31wSJc0GYxhaX9r/WVpgSFdDqVS7611DK2QyWiFJEmSNEmGQ6qWclvUYXNukjuS7Exy6Yj9Bye5stl/Y5KTl9sUEw5JkiSpj1Y44UgyBVwGnAecBrwxyWkzil0EPFxVLwQ+CLx/2c1Y7gEm1kGHDG6rofY6FENajmzY/wpRkvrrmWemb11b4i+/Uq9008NxBrCzqu6qqmeAK4DzZ5Q5H7i8Wf40cHaSsAxGoCRJktRHK59wnADc01rf1WwbWaaqdgOPAscspxnr76TxxZ6g/cyT3ddF0sqwh1Bae4udc+Ogg7qvizQhiiV3LBybZEdrfXtVbW+tjzrgzKsnLKbMkqy/hEOSJEkaA3uX/nvag1W1bZ79u4CTWusnAvfOUWZXko3AEcBDS65Ji0OqJEmSpPXha8CpSU5JchBwAXD1jDJXAxc2y68HvlxV9nAsyVoMvdjY6j7evQonyXXNeUO02tonhM/3vltsuYUeO98xxu39v5y/ibQUrWFUe/YORmQsNM/FYsvN9TiAqb0/GCxsnP2VZr9yYzLnxnAITZY3gkUToOqAejgWOGbtTvJ24IvAFPCRqro9yXuBHVV1NfBh4GNJdjLo2bhguc+7/hIOSZIkaQysdMIBUFXXANfM2Pbu1vJTwBtW8jlNOCRJkqSe6aKHY62YcKyU4bCFDVPT2/Y03bx7ds8uNy5DG6Y2De737pneNqz7qKEaDt9QF5bzXlroPTkqJueb06PP7/XDj59efuz+wf18bZ5rv7RMyxm+NGuY1YhvXFOt4Vu1YfB/Ku3/U83+dj0OdPhWl7730KBOxxw5XfcM29a0ew/T3yumaMo5r8i6YcIhSZIkqTMmHJIkSZI64ZAqzTYclrBngXdGn4djtA3rNxwW1nbQIYP7UZMj9rEtWj9Gvf8Wek8O9w+HD8L0+354hbn21QCH+/r0Xh/WcziMatQ+mL5KXp/qrnVt1PCmWdtGDB/6we7pq09t2jAYZvTkM9NDj4ZzC7aP1ZehVO26H3P0sE6tNg6/YQ6Hhe13tSqHUq03JhySJEmSOmEPh5bmQH51XQubD5tePvTIwf33dg3uDz50366Hv/p+AI567X+eLn/fnV3XTurWqN68Ps+bc+hR08sHbR7cP3xfa9ugJ/LhP/vAvk1Hve73BgvfvWu63LCNo3p4pJ7atHH2r/6HbO5HD8Zchj0bwx6Zgdk9Fg88NOipOfrowfozrY+hYRv36+HZ2O92a3lMOCRJkiR1wh4OSZIkSZ0y4ZhEfTyReziU6envd/ccw6EUrZNLz3jNywH4vTe8GIDf/NIdsx52zMk/tG/5e498d7Dw5GMdVVISMH3RhtZnwpGnbQXgda/65/u2vfTEQ5nplNN/GIC/vvauWfscRqXOzTgZuhcef3xwf9hh85c7QPsNfXrq7wcLN900XeBLXwLgM2e8f9+m5z53cH/yyYP7LUc/3Tri4P+0w6jWDxMOSZIkSZ1wSJUkSZKkTplwTKK+DKNq63Io1UyPP7Rv8dFHnwLgv90xGCp1zcf/eN++o37v8sHC0c+dfmyabuNR1/yX1qOMGDayEp8xP3h61rEee3gwlPHu+/9+37Zbv/0gAL/6tv80/djhlejaV6Ta0MxdMGpeHWkl9Wko1VAzlGrP3szatRLzdux3RarhsK32N8hXvAKAnd+c3vQzPzO4z2OPDhY2PGvfvmE9+zKniLplD4ckSZKkTplwaO0ctWVwPzxRG5b3y+newS8wR73srH2bbviNswH4xNe/M/u5hr+IDufogP3m6ZiljyfjS10bvtdH9XSswHF//p1v3bfpd3/mR2cVO+rllw4W2vPrPNWcILvp4OltG6ZnZ95nWGfjVevEfj0Gf/d3g/vjjx/cr1DPzH/+0KB34qMffeW+bbfdNrh/5JHpck88MbjffNgRg7ox3Usy/PI51cPOImk+JhySJElSD9nDIUmSJKkTnsOhtbWcIRDDcu1jHDw4Ie3hG7+8b9NRP/5l9tMeFjLVvG3a1+2f74TTxdbJ4RuaRAfyvh7OtTFPXH38fdunl//DiOdonxg+U/u4o04kHxoe1tjUevLMjAuetL/xjRhe9f0nBkOlDt3cOkF8+JjhPB/A299+FADv+NXZJ3y3T1qf2jv437qH2TE5XbXZJ7m3q7ZviNgCdVf/TUrCseC7L8nmJDcluTXJ7UneM2P/7yZ5vLV+cJIrk+xMcmOSk1e+2pJGMV6l8WLMSprLsIdjKbe+Wky6+zRwVlW9GNgKnJvkTIAk24AjZ5S/CHi4ql4IfBB4P5JWi/EqjRdjVtKcJiXhWHBIVVUVMPx1ZVNzqyRTwAeANwH/vPWQ84HfbJY/DfxekjTH0UpoXx2qkee/FIC66+uzyx929PTycK6NPa135UGbm227p7cN5/845PDBfXsI1vcfHty359wYPrZ99ZvhsI2FrlLlcI0VY7yOiYXmq9m7Z//1UUMa2y/RMJ4PPWp62/EnD+7/+huzj98ePjV8/pnPCcbmKjBme+h5z9t/fXgpKYDTT59V/NC9zfw3G6avCLeHwf/M9gDoqd3NHDoHTcf/cCjV3XdPl3vB8wcxPvXMoPyejdP/V4fDtva0jjwcKRVGvAUcRjX2+pxELMWi3olJppLcAtwPXFtVNwJvB66uqvtmFD8BuAegqnYDjwLHrFyVJc3HeJXGizEraZRJGlK1qJPGq2oPsDXJkcBnk7wCeAPwkyOKzz6Tidlpd5JLgEsA2HTYzN2SDpDxKo2XrmP2eTN/sZc0NvqcRCzFkq5SVVWPJLke+CnghcDOJADPSrKzGVO6CzgJ2JVkI3AE8NCIY20HtgNseNbxdgUv08ihVEc+e3D/6APT20ZdEerxZohUe0jVsNyTj80+7nBfewjGfFfVcVjGmjBee2zUMKr2MKd2LML+QxqHI2faV4kbGg53BPjrh2fvH3UlquHxjNM111XMbtu2zZhdjhHDqHho+k9eRw86mLK3PUFfM6Tq8MNnP7b1DXKqGfL0gufP3l8HDYZSDYdWwfTwqv0mKtTEmqTL4i7mKlXHNb+6kOQQ4Bzg5qp6TlWdXFUnA080H4QAVwMXNsuvB77s2FJpdRiv0ngxZiXNZz0NqdoCXN6cwLYBuKqqPj9P+Q8DH0uyk8GvLhcsv5parBe85vx9y9/+sxsGC2n1wA//L7VPQh31a+t89v0S2jrG8CTztvnm11joRHIdKON13AxPIG9/ZxzG7KivkaN6NubTjrXhL7DN3DsAPPX47HLDHpXhc2XEb1PG7UoxZsfJb//24P4tb9m3adTJ2vvO1T6Ak7aHJ4QPH/noU9MnjR9x+OC5qjWybvfwmi0bp+sx3N/+AmqvyHjqcxKxFIu5StVtwEsWKHNYa/kpBmNPJa0y41UaL8aspLlM0pAqZxqXJEmSesiEQ7307f/+uemVrodBDE8Uh9HX8h/OyTHzBFhY+rAQaVINY6d9QvfMIfnLiZf2CefHnDC4v//u+csNDetkvEoDv/7rwPT8GTA99Cmt4VNTI8dDLs7wC+aDDw7un310K/72Dp4jrW+hGzcO4rQ9zGo4zGvKaTjGmj0ckiRJkjplwiFJkiSpMyYc6r+uriIzHKrVvjLVcOhF+zlHzckxapiXpO6GLbWHOT7wncH9qCtStct5BSppXl1e8Wlj883s2GOHW6bj9QfN/B4bWkMg9w3fan8zPYCrY6l/JmlIle9ISZIkSZ2xh0NLN+rXz+Gvo+0TyX/QzI56yD+Y3vbEo93VS9Js7XgdNTfO1MHMsvmIwf33R8xWLqlT0/N6ZNa+Ye9H+1fv4cnisVdjIk1KD4cJhyRJktQzkzSkyoRDkiRJ6iETDmmU4TAqmB624TAqqR+GMdk+abwds0MOpZLW3PDE9GLEHDktWcacH+q/1Uw4khwNXAmcDNwN/GxVzfqHkOSPgTOBr1bVTy/m2A74kyRJknpmOKRqKbdluhS4rqpOBa5r1kf5APAvlnJgEw5JkiSph1Y54TgfuLxZvhx43ahCVXUd8PdLObBDqrQyRl25atQVcSStHWNSGht79g6uPjVqzo8p2jHsb8eTag1OGn92Vd03eO66L8nxK3VgEw5JkiSphw4g4Tg2yY7W+vaq2j5cSfInwHNGPO5dS6/d4plwSJIkST10AAnHg1W1ba6dVXXOXPuSfDfJlqZ3Ywtw/5KffQ72w6k7tdehG1KfzBeT2TB9k7TmpjbUyOFUAHuY2nfT5FqDk8avBi5sli8EPrfsIzb8zyJJkiT10ConHO8DXpnkTuCVzTpJtiX5w2GhJH8KfAo4O8muJK9a6MAOqdLK8GRUabwZu1I/tb9Fbhj8r52r50OTZbVPGq+q7wFnj9i+A7i4tf7ypR7bhEOSJEnqIWcalyRJktSJNbgsbmdMOLR0o04qdTiGJEnLN/Mb5gZPt13PTDgkSZIkdWZSEg7TZkmSJEmdsYdDS+fwKWk8eTU5qf+aIVR79gaAKbwi1XrlORySJEmSOmXCIUkaL/ZsSGPDuTZkD4ckSZKkTplwSJIkSeqMCYckSZKkTjikSpIkSVKnTDgkSZIkdcIeDkmSJEmdMuGQJEmS1BkTDkmSJEmdcEiVJEmSpE6ZcEiSJEnqhD0ckiRJkjplwiFJkiSpMyYckiRJkjoxSUOqNqx1BSRJkiRNLns4JEmSpB6alB4OEw5JkiSpZyZpSJUJhyRJktRDJhySJEmSOmPCIUmSJKkTDqmSJEmS1KlJSTgWvCxuks1Jbkpya5Lbk7yn2f6JJHck+WaSjyTZ1GxPkg8l2ZnktiQv7boRkgaMV2m8GLOS5jLs4VjKra8WMw/H08BZVfViYCtwbpIzgU8ALwL+MXAIcHFT/jzg1OZ2CfD7K11pSXMyXqXxYsxKmtO6SThq4PFmdVNzq6q6ptlXwE3AiU2Z84GPNrtuAI5MsqWLykvan/EqjRdjVtJ81k3CAZBkKsktwP3AtVV1Y2vfJuBfAH/cbDoBuKf18F3NtpnHvCTJjiQ7aveTB1p/STMYr9J46TpmH3jgge4qL6kz621IFVW1p6q2MviF5YwkP9ra/X8B/29V/WmznlGHGHHM7VW1raq2ZeMhS623pDkYr9J46TpmjzvuuJWvtKRVsa4SjqGqegS4HjgXIMn/CRwH/Hqr2C7gpNb6icC9y6qlpCUzXqXxYsxKaltXPRxJjktyZLN8CHAO8JdJLgZeBbyxqtpNvBr4heZKGmcCj1bVfR3UXdIMxqs0XoxZSfOZlIRjMfNwbAEuTzLFIEG5qqo+n2Q38DfA/0wC8EdV9V7gGuDVwE7gCeAXO6m5pFGMV2m8GLOS5tTnJGIpFkw4quo24CUjto98bHNFjV9ZftUkLZXxKo0XY1bSXCZppvElncMhSZIkaXWs5pCqJEcnuTbJnc39USPKbE3yP5uJSm9L8nOLObYJhyRJkqRLgeuq6lTgumZ9pieAX6iqH2FwgYvfGZ6HNh8TDkmSJKln1uAqVecDlzfLlwOvm12n+ququrNZvpfB/EELXnt7MSeNS5IkSVplq3wOx7OHV72rqvuSHD9f4SRnAAcB317owCYckiRJUg8dQMJxbJIdrfXtVbV9uJLkT4DnjHjcu5byJEm2AB8DLpxx6e6RTDgkSZKknjnAq1Q9WFXb5j5mnTPXvljIshUAAAnhSURBVCTfTbKl6d3YwmC41KhyhwP/HfiNqrphMZXyHA5JkiSph1b5HI6rgQub5QuBz80skOQg4LPAR6vqU4s9sAmHJEmS1DNrcNL4+4BXJrkTeGWzTpJtSf6wKfOzwCuAtyS5pbltXejADqmSJEmSemg1Txqvqu8BZ4/YvgO4uFn+OPDxpR7bhEOSJEnqmUmaadyEQ5IkSeohEw5JkiRJnTHhkCRJktQJh1RJkiRJ6pQJhyRJkqRO2MMhSZIkqVMmHJIkSZI6Y8IhSZIkqROTNKRqw1pXQJIkSdLksodDkiRJ6qFJ6eEw4ZAkSZJ6ZpKGVJlwSJIkST1kwiFJkiSpMyYckiRJkjrhkCpJkiRJnTLhkCRJktQJezgkSZIkdcqEQ5IkSVJnTDgkSZIkdcIhVZIkSZI6ZcIhSZIkqRP2cEiSJEnqlAmHJEmSpM6YcEiSJEnqhEOqJEmSJHXKhEOSJElSJyaph2PDWldAkiRJ0uSyh0OSJEnqoUnp4TDhkCRJknrIhEOSJElSJybpHA4TDkmSJKmHTDgkSZIkdcIeDkmSJEmdMuGQJEmS1BkTDkmSJEmdmKQhVQtO/Jdkc5Kbktya5PYk72m2n5LkxiR3JrkyyUHN9oOb9Z3N/pO7bYKkIeNVGi/GrKT57N27tNtyJDk6ybXN5861SY4aUeaHktyc5JbmM+utizn2YmYafxo4q6peDGwFzk1yJvB+4INVdSrwMHBRU/4i4OGqeiHwwaacpNVhvErjxZiVNNKwh2O1Eg7gUuC65nPnumZ9pvuAf1JVW4GXAZcmee5CB14w4aiBx5vVTc2tgLOATzfbLwde1yyf36zT7D87SRZ6HknLZ7xK48WYlTSfVU442p8v7c+dfarqmap6ulk9mMV1XiyuUJKpJLcA9wPXAt8GHqmq3U2RXcAJzfIJwD1NpXYDjwLHLOZ5JC2f8SqNF2NW0lxWOeF4dlXdB9DcHz+qUJKTktzG4LPo/VV170IHXtRJ41W1B9ia5Ejgs8A/GlVsWI959rUrewlwSbP69FO3XPbNxdSlx44FHlzrSqyASWjHJLThHx7oA43XRZuE94lt6IcDjldYnZjNhg3jHrOT8D6xDf2xrJhdPTd/EXLsEh+0OcmO1vr2qto+XEnyJ8BzRjzuXYt9gqq6Bzi9GUr1X5N8uqq+O99jlnSVqqp6JMn1wJnAkUk2Nr+wnAgMs5tdwEnAriQbgSOAh0YcazuwHSDJjqratpS69M0ktAEmox2T0oblHsN4nd8ktMM29MNKxCsYs/OxDf0wCW2AlYvZrlXVuR0c85y59iX5bpItVXVfki0Mel3nO9a9SW4HXs70ENCRFnOVquOaX11IcghwDvAt4CvA65tiFwKfa5avbtZp9n+5qmb9+iJp5Rmv0ngxZiX1SPvzpf25s0+SE5vPKpqrWP1T4I6FDryYHo4twOVJphgkKFdV1eeT/AVwRZJ/C3wD+HBT/sPAx5LsZPCrywWLeA5JK8N4lcaLMSupL94HXJXkIuA7wBsAkmwD3lpVFzMY8vmfkhSDIZ7/sar+fKEDL5hwVNVtwEtGbL8LOGPE9qeGFVyC7QsX6b1JaANMRjvWbRuM1yWZhHbYhn444DYYs4tmG/phEtoAk9OOFVVV3wPOHrF9B3Bxs3wtcPpSjx17YiVJkiR1ZVGXxZUkSZKkA9F5wtFcq/crSb7VTIH+jmb7B5L8ZZLbknx2eNJcs++dSXYmuSPJq7qu42LM1Y7W/v8tSSWDy5dl4ENNO25L8tK1qfl+dZyzDUn+1+bvfXuS32pt79VrMc/7aWuSG5LckmRHkjOa7X18HTYnuSnJrU0b3tNsPyXJjUnuTHJlkoOa7Qc36zub/Sd3XL+xj1njtd+vwzjFK/Q7Zo3XfrxPJiFeYTJits/xuq5VVac3BifEvbRZ/gfAXwGnAf8LsLHZ/n4GE4fQ7LuVweyFpzCYAGmq63oeaDua9ZOALwJ/AxzbbHs18AUGJ9ScCdzY1zYAPwX8CXBws+/4vr4W87ThS8B5rb/99T1+HQIc1ixvAm5s6nYVcEGz/Q+AtzXL/xL4g2b5AuDKNfobj03MGq/9fh3GKV6bevU2Zo3XfrxPJiFeF2jH2MRsn+N1Pd867+Goqvuq6uvN8t8zuNzfCVX1pZqeRfUGBtcZh8G06ldU1dNV9dfATkacOLfa5mpHs/uDwL9h/8mXzgc+WgM3MLim+pbVrPNM87ThbcD7qpmqvqqG113u3WsxTxsKOLwpdgTT16zv4+tQVfV4s7qpuRVwFtPXsb4ceF2zfH6zTrP/7CSjJv9aqfqNfcwar71/HcYmXqHfMWu89uN9MgnxCpMRs32O1/VsVc/haLqpXsIg22z7JQYZMgze2Pe09u1i+oOnF9rtSPJa4G+r6tYZxXrdjhmvxQ8DL2+6Ev9Hkh9vio1TG/4V8IEk9wD/EXhnU6yXbUgyleQWBpPqXMvg161HWl8Q2vXc14Zm/6PAMatUz5MZ85g1XvthnOMVxiNmjdd+mIR4hfGO2XGI1/Vm1RKOJIcBnwH+VVU91tr+LmA38InhphEP782ltNrtYFDvdwHvHlV0xLZetGPEa7EROIpBl+O/ZnAN5jBebXgb8GtVdRLwa0xfs76XbaiqPVW1lcGvjmcwuK71rGLN/Zq0YRJi1njtbRvGKl6h/zFrvPavDeMarzD+Mdv3eF2PViXhSLKJwRv3E1X1R63tFwI/Dby5qoYv7i4GYzaHTmS6625NjWjHCxiMvbw1yd0M6vr1JM+hp+2Y47XYBfxR0w15E7AXOJbxasOFwHD5U0x3TfeyDUNV9QhwPYN/RkcmGc6N067nvjY0+49gMOFXZyYhZo3XXrdhLOMV+hmzxmtv2wBjFq8wWTHbx3hdt2p1Tt75KPA7M7afC/wFcNyM7T/C/idS3UU/TqQa2Y4ZZe5m+qS217D/iVQ39bUNwFuB9zbLP8ygazF9fC3macO3gJ9sls8Gbu7x63AccGSzfAjwpwy+FHyK/U9o+5fN8q+w/wltV63R33hsYtZ47ffrME7x2tSrtzFrvPbjfTIJ8bpAO8YmZvscr+v5thov/D9j0DV1G3BLc3s1gxOk7mlt+4PWY97FYLzdHTRXRVjr21ztmFGm/YEY4LKmHX8ObOtrG4CDgI8D3wS+DpzV19dinjb8M+Dm5gP8RuDHevw6nA58o2nDN4F3N9ufD9zUxManmL6qyeZmfWez//lr9Dcem5g1Xvv9OoxTvDb16m3MGq/9eJ9MQrwu0I6xidk+x+t6vjnTuCRJkqTOONO4JEmSpM6YcEiSJEnqjAmHJEmSpM6YcEiSJEnqjAmHJEmSpM6YcEiSJEnqjAmHJEmSpM6YcEiSJEnqzP8P/Lw5835b+ncAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Zu+++e/pK7No1/ujYtq14SJofnSFVCyXh6MjMB4ArgRMoflX5dLnrs8BTy+WtFONOO9YAd9Qca0Nmrs/M9bFkZZ/VljQd41UaLk3F7KpVqxqrs6SGLZSEIyJWRcS+5fJK4Hjg+8A/A8eWxZ4P/KBc3gj8bnknjWOABxfK2FJpvhmv0nAxZiVNaYR6OHq5S9Vq4IKIWEyRoFycmZdGxNeAT0TEOygueDu9LL8JeCmwBXgY+L2B1LTuws5HfzGQQ0sjpB3xOp3q0Egv2tbC1o6YrftDZa+9gPG5L8CLtqU51+Ikoh+93KXqBuDpNdsfAF5Wsz2Btw6kdpL6YrxKw8WYldTVQkk4JEmSJM2xhTQPhyQNnMOopKHhMCppHplwSJIkSWqEPRxDYvHS4nnnf03etmvn+DZ/bZUGo9eLwevKeSG5NOc6F4R368WovWi8Ol9H5w+ixx4b37Zkye77JM3MiMTQaCcckiRJ0rAy4ZAkSZLUCIdUDYnqUKqOzlAqh2xIgzddXHWGTdWVq9vWrbykWetlKFVtmbo/gpYtG1S1JHWMSMIxGq2QJEmS1Eqj3cMhSZIkDSOHVA2ZhXr3G4ejqG16/SwuXVE873isezkVjHU1oNf5Nx59rBh6taTyF8XIz91Rd5euHtXe9UuaigmHJEmSpMaYcEiSJElqhEOqhsyixePLnV7Q+R56MBfDvAZ53IU6LE3z47+2F89jk3eO2Gdu0PFUN3niII8vdbGcRwHYyfJ5rklFZ8jTAP5Yqx0CNYvjVodR9TLxohY4Ew5JkiRJjbCHY8jUzcfRq84vhksq9xfv/Po6G4P41bHya+aff/jtAHzkX34wtm3rly4F4CVvff3YtsvO+38zO1e1l2jUfm1We3Vid7oegSH7Zf/Pznn72PJ7/uIzxcJdt41t+8tz/xCAd73tnGJDr22plqu78L7F/yYaYuX8G4vp7Zf72h6D7ZX/V1esmH2dBvFHWtlLsri67dJNxfPLXz626Qv/WrTnxS8eL9Zrj0WnXPXfpN9jaMSZcEiSJElqhD0ckiRJkhplwjHiDlpbPHeGOQxiGNWAXb/pA2PL924rhk381UMPj21b+itHA3DZpuvHX7R8z+L50V/0d7LZDEuTZmu6oUDdLpqeb5U63XPV/wLgspt+OrZtxarVACxdc9jYtnf94XnFQmco40yGMXa+s6r/Js7XoTnSbTjQ4tt+OLa8c+0Ti22DGEY1IJ3hTVddVcTfcw8ery/PeQ4A9943PgTqxDXfKRZ2PGm83LLKMOwe1F1I7gXlAkYm4RiNVkiSJEmjpDOkqp9HT4eNEyLi5ojYEhFn1exfHhEXlfuvjoi1s22KCYckSZLURgNOOCJiMXAecCJwFPCaiDhqQrHTgPsz8wjgHODs2TZjYQypmsk97yt3jAFg5d6V5b2K5/vumHyO2QxVqJ5jz32K5wfvLp4rd4m6/2uT3/en/c7fAvCUFzx7bNt3L/ny1Ofa//Hjy9V29KKurQ7V0Fzp9lmby89fZ9gl8JyXPxeA//jCNeP777wFgPuvOXfSS1/3Rx8bW37ybzwLgO//82emPtfBTxxf/ukPpy5XZwTu6qWW6zLnRe0dqZ7whPFtnTtbPfTQ+Is6y2vW7H78Kc7Rq84wqHMrIfn61xfPhx/48/E6bdgAwHO/XPwfmpd+fmxfPFbMOXLAssowp/2fMulcj2wvzrVyRf/DoRazs1go25qM/xt2/ikcZrVANHPR+NHAlsy8tThFXAicBHyvUuYk4H+Wy5cA/zsiIjNn/MGzh0OSJElqo8EPqToEuL2yvrXcVlsmM3cADwIHzKYZC6OHYxC/3D3y0OTlzizIAI8vLxa7/cbux+m8ZtfO8W2d3otKL8Yeq4sLSH/yhT+ZdIhdZYJ5wEmVn2nK137381/sfv6OTs/JTPR7ga6zlGuQBvEZWlq5QLXbDSHGZjqvuWnCz+8bW/yPCy4G4P6rzul62hf+9b8XC3vuN7ata89GJ3bu/UnX4/atrnfSXg/NVJc/cnr+JX7vvScvP1bOIXPbbeP7nlS5MLubTlfAjh1jmw7Yt/iT533Pu3Js23N/+zgAvv6WjWPbTr2hmAfnOa8onl/9wPhh96O8MUvNReHV3pw+rxnfXeffs2zD7jN0LJ50Lns7RlsyeY6WaRwYEZsr6xsyc0Nlve6AEz9EvZTpy8JIOCRJkqQhs6v/333uycz1XfZvBQ6trK8BJo6t75TZGhFLgH2A+5gFh1RJkiRJC8M3gSMj4vCIWAacAmycUGYjcGq5fDLw5dlcvwELsYdjkBc3V4ZA9Xwh59h99StDNDpV6VwoDjz8na8DsN/R35h8rs5rq8NCdpRdz0sq/bjdhjxVzt+Zr+O/br5mqtK9qw4z6wwb263uDtHQPOrExHTz6nRiqzr0ceIxqspy+z3rzO7H2GdV8VyNibrjdr6fOs+V+r7s998AwOfPPX/K6k953M73Q/V74rFHJm/rfJ8Yr+rHgC7unuSww7ruHrtAe1l1qHJ5wfWy5WOb4r57Adj5guPGtn3934vX7OR1Y9s2nFw8b9u2+zPAfgfWzBdStnu3qC7Pf/YHx0em/Mk7e/t7rTNcaseO4oidkWUAj9urOEanzQAr2zOFiQYsc0Y9HNMcM3dExJnAZRQf2/Mz88aIeD+wOTM3Ah8FPh4RWyh6Nk6Z7XkXXsIhSZIkDYFBJxwAmbkJ2DRh23sry9uBVw3ynCYckiRJUss00cMxXxZewjHIu67UDctYvufY4oHPfA4A99x66/j+mqFXez2tuIf/tuu+Ovl4Y/WtGYJRtWxl8VwdFjHdsJFOsTvK+tXduafuLj11Q0o6560OFXn0F+VrRyRaNNqqn//OMKjO5776mV9RzsNTvXNdN9XYefSRyfs7d6x6rLJv4vkrdfv8heX8Oo87cLz8z++ZXM+677q674S6O3DVbZOmM+D5AnYuKYZD7XYXps74pk3jP86uPLoYFszateOvLYclLf7av42/9nnPK7btdrOdzh2hxrcsL+fY2LVHcYy99qoUX1bEYnVI06Ly/73llbk5Ovvf8pbxl/58W7GtMyyqOMnkOUw6i8uXFN8Dy5ZV/l8t279o2ePQwmDCIUmSJKkxJhySJEmSGuGQKk2tMqTpnm9cMXl/zV2yaodSdcrV3dWq7k47nW3VO+LU3SWnbqjEtvsm1al2gsIJ9njKfxtbfvgH1xULnWFUUht1G1LZbQhi9XWdOzjVDV+q3qWtrtwv7p/6tfs/fnzb/T+dum6dSQCrwxc7sb6jcjubGoue+EwAdv24MkFppy6dYZkAjzikSvOvdkK7zi2bTj558r7KX2aLy3FJjxz9/LFtyzphyuS7WdVZuaLm/NuLWHz44fF4OWDfzvHGj9V5bXWCvsfGbv42eThWVIZ5jS2Xw6eiMqZr5x7FUKqHKyM6l89mkkG1ngmHJEmSpEbYw6GpdX7BrKq7GLtO3RwWdT0Mdb/S1tyvf0z119ROXaa7oLxLz0bnXJ25QoDxC1/rejimu5BVGiad2Kl+rjvLs7nY+ueVSVy7xUnnHNUY7ZSvu6FD5Vi7fnjt5HKd/dsrkw1IbbX//pO3lb0OrJg8IcVuvRQ1F2iPzaHRpaej2iOxuDzHHnUFt1f+Xy3LVXtTOhd/79bD0m3+5b33Lp4fGu/OWFxu23vv8TrVtksjw4RDkiRJUiPs4ZAkSZLUKBMO9a7H+TAGfu/7uuEVvep36NPDDw7uWNKw6fYZrxu+NN0cGRNjt9swyl7rMajXSm1TM5Sqzk46Q5oqw6xqhiGNzeFRXrRed/H6ymU1F55PM6Rp/Dh9/t+820QgE481g+NpqJhwSJIkSWqEQ6okSZIkNcqEQ/Nvurs/de7TX72bTd3wrrrX1swX0pXDMbTQzCQ2eo2rbned6jc2JQFTzOsx03I7dowvLyn+lNq5ZPn4McphW51hXNVtu/0F2cudpbz71IJlD4ckSZKkRplwaP7VzQxevfB8Nheh++upNHg9zpfR97Z+OTeO1LvKX3xjF54vmzy9924Xo3e21fWW9Nljsds8ID320khtY8IhSZIktZA9HJIkSZIa4TUcap9Bz+EhaW70MofHdMOevMmD1JjdLvzuMqSp16FP/Q6RchjVwjYqCce0AwkjYkVEXBMR10fEjRHxvgn7/zYitlXWl0fERRGxJSKujoi1g6+2pDrGqzRcjFlJU+n0cPTzaKterlx6FDg2M58GrANOiIhjACJiPbDvhPKnAfdn5hHAOcDZA6yvpO6MV2m4GLOSprRgEo4sdH5dWVo+MiIWAx8C3jnhJScBF5TLlwDHRUSg4RKL6u+ko1YzXodE7hp/9FKu1+Np6Biz7bd4UY49BlKOnWMPaToLJuEAiIjFEXEdcBdweWZeDZwJbMzMOycUPwS4HSAzdwAPAgcMrsqSujFepeFizEqqM0pDqnq6aDwzdwLrImJf4LMR8TzgVcALaorX/dIyKd2PiDOAMwBYuleP1ZU0HeNVGi5Nx+xhhx02uMpKmlNtTiL60deYmcx8ALgSeCFwBLAlIm4D9oiILWWxrcChABGxBNgHuK/mWBsyc31mro8lK2fcAM1QZ8jUVMOmHKIx9IzXETddDGvoNBWzq1atmoPaazc1Pzfv3BXFHaoWLRp/SF2MUg9HL3epWlX+6kJErASOB67NzIMzc21mrgUeLi9gA9gInFounwx8OTO9p5s0B4xXabgYs5K6GZWEo5chVauBC8oL2BYBF2fmpV3KfxT4ePlrzH3AKbOvpnpW/bVzUXnv8Lo5Ouy9GFXG67Cqxm6vF4prFBizw6TuL7q6noqabc6noZlocxLRj2kTjsy8AXj6NGX2qixvpxh7KmmOGa/ScDFmJU3FmcYlSZIkNcqEQ+1UHWaxc0Q+pdJC4BApqf280FtzyB4OSZIkSY0y4ZAkSZLUGBMOSZIkSY0YpSFVDkaUJEmS1Bh7OCRJkqQWGpUeDhMOSZIkqWVGaUiVCYckSZLUQqOScHgNhyRJktRCu3b195iNiNg/Ii6PiFvK5/2mKPevEfFARFza67FNOCRJkqSW6QypmquEAzgLuCIzjwSuKNfrfAj4nX4ObMIhSZIktdAcJxwnAReUyxcAr6wrlJlXAD/v58BewyFJkiS1zDxcNP5LmXlnce68MyIOGtSBTTgkSZKkFppBwnFgRGyurG/IzA2dlYj4EnBwzeve3X/temfCIUmSJLXQDBKOezJz/VQ7M/P4qfZFxM8iYnXZu7EauKvvs0/BazgkSZKklpmHi8Y3AqeWy6cCn5v1EUsmHJIkSVILzXHC8QHgRRFxC/Cicp2IWB8R/9gpFBFfBT4FHBcRWyPiJdMd2CFVkiRJUsvM9UXjmXkvcFzN9s3A6ZX13+z32CYckiRJUguNykzjJhySJElSy8zDbXEbY8IhSZIktZAJhyRJkqTGjErC4V2qJEmSJDXGHg5JkiSpZbyGQ5IkSVKjTDgkSZIkNcIeDkmSJEmNMuGQJEmS1BgTDkmSJEmNcEiVJEmSpEaZcEiSJElqhD0ckiRJkhplwiFJkiSpMSYckiRJkhrhkCpJkiRJjTLhkCRJktQIezgkSZIkNcqEQ5IkSVJjTDgkSZIkNWKUhlQtmu8KSJIkSRpd9nBIkiRJLTQqPRwmHJIkSVLLjNKQKhMOSZIkqYVMOCRJkiQ1xoRDkiRJUiMcUiVJkiSpUaOScEx7W9yIWBER10TE9RFxY0S8r9z+iYi4OSK+GxHnR8TScntExLkRsSUiboiIZzTdCEkF41UaLsaspKl0ejj6ebRVL/NwPAocm5lPA9YBJ0TEMcAngCcDvw6sBE4vy58IHFk+zgA+MuhKS5qS8SoNF2NW0pQWTMKRhW3l6tLykZm5qdyXwDXAmrLMScDHyl1XAftGxOomKi9pd8arNFyMWUndLJiEAyAiFkfEdcBdwOWZeXVl31Lgd4B/LTcdAtxeefnWctvEY54REZsjYnPueGSm9Zc0gfEqDZemY/buu+9urvKSGrPQhlSRmTszcx3FLyxHR8RTKrv/D/DvmfnVcj3qDlFzzA2ZuT4z18eSlf3WW9IUjFdpuDQds6tWrRp8pSXNiQWVcHRk5gPAlcAJABHxp8Aq4PL1IN8AAAtlSURBVA8qxbYCh1bW1wB3zKqWkvpmvErDxZiVVLWgejgiYlVE7FsurwSOB74fEacDLwFek5nVJm4Efre8k8YxwIOZeWcDdZc0gfEqDRdjVlI3o5Jw9DIPx2rggohYTJGgXJyZl0bEDuBHwDciAuAzmfl+YBPwUmAL8DDwe43UXFId41UaLsaspCm1OYnox7QJR2beADy9Znvta8s7arx19lWT1C/jVRouxqykqYzSTON9XcMhSZIkaW7M5ZCqiNg/Ii6PiFvK5/1qyqyLiG+UE5XeEBG/1cuxTTgkSZIknQVckZlHAleU6xM9DPxuZv4axQ0uPty5Dq0bEw5JkiSpZebhLlUnAReUyxcAr5xcp/xBZt5SLt9BMX/QtPfe7uWicUmSJElzbI6v4filzl3vMvPOiDioW+GIOBpYBvxwugObcEiSJEktNIOE48CI2FxZ35CZGzorEfEl4OCa1727n5NExGrg48CpE27dXcuEQ5IkSWqZGd6l6p7MXD/1MfP4qfZFxM8iYnXZu7GaYrhUXbm9gc8D78nMq3qplNdwSJIkSS00x9dwbAROLZdPBT43sUBELAM+C3wsMz/V64FNOCRJkqSWmYeLxj8AvCgibgFeVK4TEesj4h/LMq8Gnge8PiKuKx/rpjuwQ6okSZKkFprLi8Yz817guJrtm4HTy+V/Av6p32ObcEiSJEktM0ozjZtwSJIkSS1kwiFJkiSpMSYckiRJkhrhkCpJkiRJjTLhkCRJktQIezgkSZIkNcqEQ5IkSVJjTDgkSZIkNWKUhlQtmu8KSJIkSRpd9nBIkiRJLTQqPRwmHJIkSVLLjNKQKhMOSZIkqYVMOCRJkiQ1xoRDkiRJUiMcUiVJkiSpUSYckiRJkhphD4ckSZKkRplwSJIkSWqMCYckSZKkRjikSpIkSVKjTDgkSZIkNcIeDkmSJEmNMuGQJEmS1BgTDkmSJEmNcEiVJEmSpEaZcEiSJElqxCj1cCya7wpIkiRJGl32cEiSJEktNCo9HCYckiRJUguZcEiSJElqxChdw2HCIUmSJLWQCYckSZKkRtjDIUmSJKlRJhySJEmSGmPCIUmSJKkRozSkatqJ/yJiRURcExHXR8SNEfG+cvvhEXF1RNwSERdFxLJy+/JyfUu5f22zTZDUYbxKw8WYldTNrl39PWYjIvaPiMvL753LI2K/mjK/HBHXRsR15XfWm3o5di8zjT8KHJuZTwPWASdExDHA2cA5mXkkcD9wWln+NOD+zDwCOKcsJ2luGK/ScDFmJdXq9HDMVcIBnAVcUX7vXFGuT3Qn8JzMXAc8GzgrIh4/3YGnTTiysK1cXVo+EjgWuKTcfgHwynL5pHKdcv9xERHTnUfS7Bmv0nAxZiV1M8cJR/X7pfq9MyYzH8vMR8vV5fTWedFboYhYHBHXAXcBlwM/BB7IzB1lka3AIeXyIcDtZaV2AA8CB/RyHkmzZ7xKw8WYlTSVOU44fikz7wQonw+qKxQRh0bEDRTfRWdn5h3THbini8YzcyewLiL2BT4L/GpdsU49uuyrVvYM4Ixy9dHt15333V7q0mIHAvfMdyUGYBTaMQpt+JWZvtB47dkofE5sQzvMOF5hbmI2Fi0a9pgdhc+JbWiPWcXs3Ln2MogD+3zRiojYXFnfkJkbOisR8SXg4JrXvbvXE2Tm7cBTy6FU/xwRl2Tmz7q9pq+7VGXmAxFxJXAMsG9ELCl/YVkDdLKbrcChwNaIWALsA9xXc6wNwAaAiNicmev7qUvbjEIbYDTaMSptmO0xjNfuRqEdtqEdBhGvYMx2YxvaYRTaAIOL2aZl5gkNHPP4qfZFxM8iYnVm3hkRqyl6Xbsd646IuBH4TcaHgNbq5S5Vq8pfXYiIlcDxwE3AV4CTy2KnAp8rlzeW65T7v5yZk359kTR4xqs0XIxZSS1S/X6pfu+MiYg15XcV5V2sngvcPN2Be+nhWA1cEBGLKRKUizPz0oj4HnBhRPwZ8G3go2X5jwIfj4gtFL+6nNLDOSQNhvEqDRdjVlJbfAC4OCJOA34MvAogItYDb8rM0ymGfP51RCTFEM+/yszvTHfgaROOzLwBeHrN9luBo2u2b+9UsA8bpi/SeqPQBhiNdizYNhivfRmFdtiGdphxG4zZntmGdhiFNsDotGOgMvNe4Lia7ZuB08vly4Gn9nvssCdWkiRJUlN6ui2uJEmSJM1E4wlHea/er0TETeUU6G8rt38oIr4fETdExGc7F82V+94VEVsi4uaIeEnTdezFVO2o7P+jiMiI4vZlUTi3bMcNEfGM+an5bnWcsg0R8d/Lf+8bI+KDle2tei+6fJ7WRcRVEXFdRGyOiKPL7W18H1ZExDURcX3ZhveV2w+PiKsj4paIuCgilpXbl5frW8r9axuu39DHrPHa7vdhmOIV2h2zxms7PiejEK8wGjHb5nhd0DKz0QfFBXHPKJcfB/wAOAp4MbCk3H42xcQhlPuup5i98HCKCZAWN13PmbajXD8UuAz4EXBgue2lwBcoLqg5Bri6rW0AXgh8CVhe7juore9FlzZ8ETix8m9/ZYvfhwD2KpeXAleXdbsYOKXc/nfAm8vltwB/Vy6fAlw0T//GQxOzxmu734dhiteyXq2NWeO1HZ+TUYjXadoxNDHb5nhdyI/Gezgy887M/Fa5/HOK2/0dkplfzPFZVK+iuM84FNOqX5iZj2bmfwJbqLlwbq5N1Y5y9znAO9l98qWTgI9l4SqKe6qvnss6T9SlDW8GPpDlVPWZ2bnvcuveiy5tSGDvstg+jN+zvo3vQ2bmtnJ1aflI4FjG72N9AfDKcvmkcp1y/3ERUTf516DqN/Qxa7y2/n0YmniFdses8dqOz8koxCuMRsy2OV4Xsjm9hqPspno6RbZZ9QaKDBmKD/btlX1bGf/iaYVqOyLiFcBPMvP6CcVa3Y4J78WTgN8suxL/LSKeVRYbpja8HfhQRNwO/BXwrrJYK9sQEYsj4jqKSXUup/h164HKHwjVeo61odz/IHDAHNVzLUMes8ZrOwxzvMJwxKzx2g6jEK8w3DE7DPG60MxZwhERewGfBt6emQ9Vtr8b2AF8orOp5uWtuZVWtR0U9X438N66ojXbWtGOmvdiCbAfRZfjH1PcgzkYrja8GXhHZh4KvIPxe9a3sg2ZuTMz11H86ng0xX2tJxUrn+elDaMQs8Zra9swVPEK7Y9Z47V9bRjWeIXhj9m2x+tCNCcJR0QspfjgfiIzP1PZfirwcuB1mdl5c7dSjNnsWMN41928qmnHEynGXl4fEbdR1PVbEXEwLW3HFO/FVuAzZTfkNcAu4ECGqw2nAp3lTzHeNd3KNnRk5gPAlRT/Ge0bEZ25car1HGtDuX8figm/GjMKMWu8troNQxmv0M6YNV5b2wYYsniF0YrZNsbrgpVzc/HOx4APT9h+AvA9YNWE7b/G7hdS3Uo7LqSqbceEMrcxflHby9j9Qqpr2toG4E3A+8vlJ1F0LUYb34subbgJeEG5fBxwbYvfh1XAvuXySuCrFH8UfIrdL2h7S7n8Vna/oO3iefo3HpqYNV7b/T4MU7yW9WptzBqv7ficjEK8TtOOoYnZNsfrQn7MxRv/GxRdUzcA15WPl1JcIHV7ZdvfVV7zborxdjdT3hVhvh9TtWNCmeoXYgDnle34DrC+rW0AlgH/BHwX+BZwbFvfiy5t+A3g2vIL/GrgmS1+H54KfLtsw3eB95bbnwBcU8bGpxi/q8mKcn1Luf8J8/RvPDQxa7y2+30Ypngt69XamDVe2/E5GYV4naYdQxOzbY7XhfxwpnFJkiRJjXGmcUmSJEmNMeGQJEmS1BgTDkmSJEmNMeGQJEmS1BgTDkmSJEmNMeGQJEmS1BgTDkmSJEmNMeGQJEmS1Jj/D2QWPH00XiB0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/spatial_test/Lagrangian_AKNS_crude-0_AKNS-spatial-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/spatial_test/Lagrangian_AKNS_crude-1_AKNS-spatial-1.nc')\n",
    "for n in np.arange(1,21):\n",
    "    fig, ax = plt.subplots(1,3, figsize = (15,5))\n",
    "    ax[0].set_title('hour = ' +str(n))\n",
    "    ax[0].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    ax[1].pcolormesh(np.sum(f1['OilConcentration_3D'][n,:], axis=0), \n",
    "                     vmin=0, vmax=0.5, cmap = \"Blues_r\")\n",
    "    mesh = ax[2].pcolormesh(np.sum(f0['OilConcentration_3D'][n,:], axis=0) - \n",
    "                         np.sum(f1['OilConcentration_3D'][n,:,], axis=0),\n",
    "                         cmap = 'bwr', vmin = -0.3, vmax = 0.3)\n",
    "    fig.colorbar(mesh, ax=ax)\n",
    "    for a in ax:\n",
    "        a.set_xlim(220,300)\n",
    "        a.set_ylim(300,400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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