Update fmda_rnn_train_and_save.ipynb

[notebooks.git] / ros / ros2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "K6SPUJOeW0Ns"
   },
   "source": [
    "### Computing the rate of spread in the direction normal to the fireline from the fire propagation ellipsoid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "E7kXfvt-Xn6P"
   },
   "source": [
    "Richards (1990) and FARSITE (Finney, 2000) assume that fire spreads to an ellipsoid with axes $a$ and $b$, with the fire starting from a point at distance $c$ on the $b$-axis from the center of the ellipse. The $b$ axis is the direction of the maximal Rate of Spread (ROS), which equals to $b+c$, and is computed from the Rothermel formula. Richards (1990) considers only the wind and zero slope, then the direction of the maximal rate of spread is the wind direction. FARSITE computes a ``resultant'' vector from the slope and wind vectors, which it then substitutes into the Rothermel formula. The computation of the slope and of the resultant vector is not entirely clear; to find out how that is done the heart of the project.\n",
    "\n",
    "When the fire propagates from a fireline, the ellipsoid method considers it as starting from starting points on the fireline, and the new fireline is then the envelope of the ellipsoid.\n",
    "\n",
    "WRF-SFIRE works with ROS in the direction of the normal of the fireline, and substitutes in the Rothermel formula the wind speed projected on the normal (i.e., multiplied by the cosine of the wind vector and the normal vector), and the slope (i.e, slope of the gradient of the terrain height) also projected on the normal (i.e., multiplied by the cosine of the slope direction in the horizontal plane and the normal vector).\n",
    "\n",
    "To compare the fire propagation in WRF-SFIRE and FARSITE, we will find the ROS in the direction normal to the fireline that gives the same fireline movement in the normal direction as what FARSITE does. "
   ]
  },
  {
   "attachments": {
    "ellipsoid_ros.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![ellipsoid_ros.png](attachment:ellipsoid_ros.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WkuzlJ2SMsi3"
   },
   "source": [
    "Write the equation of an ellipse with horizontal axis $a$ and vertical axis\n",
    "$b$ in parametric form\n",
    "$$\n",
    "\\left[\n",
    "\\begin{array}\n",
    "[c]{c}\n",
    "x\\\\\n",
    "y\n",
    "\\end{array}\n",
    "\\right]  =\\left[\n",
    "\\begin{array}\n",
    "[c]{c}\n",
    "a\\cos s\\\\\n",
    "b\\sin s\n",
    "\\end{array}\n",
    "\\right] .\n",
    "$$\n",
    "Rotate by an angle $\\theta$ clockwise:\n",
    "$$\n",
    "\\left[\n",
    "\\begin{array}\n",
    "[c]{c}\n",
    "x\\\\\n",
    "y\n",
    "\\end{array}\n",
    "\\right]  =\\left[\n",
    "\\begin{array}\n",
    "[c]{cc}\n",
    "\\cos\\theta & \\sin\\theta\\\\\n",
    "-\\sin\\theta & \\cos\\theta\n",
    "\\end{array}\n",
    "\\right]  \\left[\n",
    "\\begin{array}\n",
    "[c]{c}\n",
    "a\\cos s\\\\\n",
    "b\\sin s\n",
    "\\end{array}\n",
    "\\right]  .\n",
    "$$\n",
    "Multiplying out we get\n",
    "$$\n",
    "\\left[\n",
    "\\begin{array}\n",
    "[c]{c}\n",
    "x\\\\\n",
    "y\n",
    "\\end{array}\n",
    "\\right]  =\\left[\n",
    "\\begin{array}\n",
    "[c]{c}\n",
    "a\\cos\\theta\\cos s+b\\sin\\theta\\sin s\\\\\n",
    "-a\\sin\\theta\\cos s+b\\cos\\theta\\sin s\n",
    "\\end{array}\n",
    "\\right]  .\n",
    "$$\n",
    "Move the center vertically so that the point at distance $c$ from the bottom\n",
    "vertex on the $b$ axis is at $y=0$,\n",
    "$$\n",
    "\\left[\n",
    "\\begin{array}\n",
    "[c]{c}\n",
    "x\\\\\n",
    "y\n",
    "\\end{array}\n",
    "\\right]  =\\left[\n",
    "\\begin{array}\n",
    "[c]{c}\n",
    "a\\cos\\theta\\cos s+b\\sin\\theta\\sin s\\\\\n",
    "-a\\sin\\theta\\cos s+b\\cos\\theta\\sin s+(b-c)\\cos\\theta\n",
    "\\end{array}\n",
    "\\right]\n",
    "$$\n",
    "This is the equation of the ellipse from the figure. The rate of spread in the\n",
    "direction of the normal equivalent to the ellipse is the distance of the\n",
    "horizontal lines at $y=0$ and tangent to the top of the rotated shifted\n",
    "ellipse\n",
    "$$\n",
    "R=\\max_{s}-a\\sin\\theta\\cos s+b\\cos\\theta\\sin s+(b-c)\\cos\\theta\n",
    "$$\n",
    "The find the highest point, set\n",
    "$$\n",
    "y^{\\prime}\\left(  s\\right)  =\\frac{\\partial}{\\partial s}\\left(  -a\\sin\n",
    "\\theta\\cos s+b\\cos\\theta\\sin s+(b-c)\\cos\\theta\\right)  =0\n",
    "$$\n",
    "which gives\n",
    "$$\n",
    "a\\sin\\theta\\sin s+b\\cos\\theta\\cos s=0\n",
    "$$\n",
    "We can either divide by $\\sin\\theta\\neq0$,\n",
    "$$\n",
    "\\frac{\\sin s}{\\cos s}+\\frac{b}{a}\\frac{\\cos\\theta}{\\sin\\theta}=0,\n",
    "$$\n",
    "and compute $s$ from\n",
    "$$\n",
    "s=-\\arctan\\left(  \\frac{b\\cos\\theta}{a\\sin\\theta}\\right)\n",
    "$$\n",
    "Using the arctan2 function in numpy\n",
    "$$\n",
    "s=-\\text{arctan2}\\left(  b\\cos\\theta,a\\sin\\theta\\right)\n",
    "$$\n",
    "gives the correct result even for $\\sin\\theta=0.$ In any case, we get two solutions, $s$\n",
    "and $s+\\pi$,  substitute in the equation of the ellipse\n",
    "$$\n",
    "y=-a\\sin\\theta\\cos s+b\\cos\\theta\\sin s+\\left(  b-c\\right)  \\cos\\theta\n",
    "$$\n",
    "and take the larger value:\n",
    "$$\n",
    "R=\\max\\left\\{  u,-u\\right\\}  +c\\cos\\theta,\\quad u=-a\\sin\\theta\\cos\n",
    "s+b\\cos\\theta\\sin s.\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "J-jOgO1aWAeM"
   },
   "source": [
    "The code to compute $R$ from $a,b,c,\\theta$ turns out to be just three lines:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "MQM-prA63FJU"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "def ros_n(a,b,c,theta):\n",
    "  # compute fire rate of spread in the direction normal to the fireline for fire\n",
    "  # propagating according the the ellipsoid method with coefficients a, b, c \n",
    "  # and the main axis of the ellipsoid at angle theta from the normal\n",
    "  \n",
    "  s = -np.arctan2(b*np.cos(theta),a*np.sin(theta))\n",
    "  u = -a*np.sin(theta)*np.cos(s) + b*np.cos(theta)*np.sin(s)\n",
    "  return np.maximum(u,-u) + (b-c)*np.cos(theta)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "T7xRu4rPWI6k"
   },
   "source": [
    "As always, if we don't verify, it's just a fantasy. Let's draw some pictures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "ruy0KQ2M9DlD"
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "def plot_ros(a,b,c,theta):\n",
    "  r=ros_n(a,b,c,theta)\n",
    "  def xe(s):   # x coordinate of point on the ellipse\n",
    "    return a*np.cos(theta)*np.cos(s) + b*np.sin(theta)*np.sin(s)\n",
    "  def ye(s):   # c coordinate of point on the ellipse\n",
    "    return -a*np.sin(theta)*np.cos(s) + b*np.cos(theta)*np.sin(s) + (b-c)*np.cos(theta)\n",
    "  def cline(t,m): # plot line through the center at angle t\n",
    "    plt.plot([xe(t), xe(t+np.pi)], [ye(t), ye(t+np.pi)],marker='o',linestyle='-.',c=m)\n",
    "  %matplotlib inline\n",
    "  plt.figure(figsize=(8,8))\n",
    "  s=np.linspace(0,2*np.pi,1000)  # parameter\n",
    "  x = xe(s)\n",
    "  y = ye(s)\n",
    "  plt.plot(x,y,      linestyle='--',c='r',label='fire propagation ellipsoid at t=1s')\n",
    "  cline(0.0,'b')\n",
    "  cline(np.pi/2,'r')\n",
    "  \n",
    "  xx=np.linspace(-b,b,100)\n",
    "  oo=np.ones(100)\n",
    "  plt.plot(xx,oo*r,  linestyle='-',c='k',label='fireline at t=1s')\n",
    "  plt.plot(xx,oo*0.0,linestyle='--',c='k',label='fireline at t=0s')\n",
    "  plt.ylabel('fire traveled in normal direction (m)')\n",
    "  plt.title('Normal ROS %s for ellipsoid with a=%s m b=%s m c=%s m at %s rad angle' % (r,a,b,c,theta))\n",
    "  plt.axis('equal')\n",
    "  plt.legend()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fnVD6YlkMy0U"
   },
   "source": [
    "Now try it on few examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "rFQwoV0V4xmG"
   },
   "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": [
    "plot_ros(1.0,4.0,1,-1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "f3eRCsqvSBdD"
   },
   "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": [
    "plot_ros(1.0,1.0,0.1,0.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "teNrqbvoSL_i"
   },
   "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": [
    "plot_ros(1.0,1.0,0.0,1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "hCuxGpWAEZEy"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlMAAAHiCAYAAADMP0mlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACGc0lEQVR4nO3dd5gT1dfA8e9hAenSLSBFpUgvS1FUqgqCgAg2VLCXnxVFsIBYsKLyoiIiKBasIIKIiiBFFMuCoCC9Se+9L9z3jzMLYdmSLckk2fN5njy7ycxkzqSe3Ln3XHHOYYwxxhhjMieX3wEYY4wxxkQzS6aMMcYYY7LAkiljjDHGmCywZMoYY4wxJgssmTLGGGOMyQJLpowxxhhjsiDqkykRmSoit/kdhzEZISJ3i8hGEdkjIiVCvK9+IvKx938FEXEiktu7/p2IdAvhvst5xxiXXmxZ2EdXEZmYxvJmIrImK/uIJfaZaSKViKwUkVbRuN90kylvJxtFpGDAbbeJyNSs7DgcvA/qw96H+Q4R+VVEzk+2TlEReVtENojIPhH5R0RuTrbOhd62O0Vkm4j8IiINUtlnDRH5QUS2iEi6RbxEJE5EnhORdSKyW0T+EpGi3rJTROR1b9l2ERksInkCtj1PRH7y4loqIlcGLEv60twTcOmTymOTdDk7WWwPiMgKEdkrIgtEpHLAsvu8ZbtEJEFELgxYVlxEPvcegy0iMlJEiqRw7N28GG8LuO1aEVnkHdMmEfkgcNtk8e4RkSMi8kaQx9xcRKZ4970yWSzlUrhvJyIPpxD3+96ycwNue1lEVnuPxyoReSLlZxy85/A14FLnXCHn3NbU1g0151wb59wHIbz//7xjPBLCfYx0zl2adD35c+MXEWkpIgu9z5UpIlI+jXWnisiBgNfeonDGmhkiMtR7rx4Vke7prHuKiLznvT82iEiPMIWZKSJSR0Rmec/dLBGpk8a6V4t+P+wTH78XJdkPpTTWe8h7DnZ6z8kpaazrvM//pNflsOyPPDYE2zKVG3ggqzsTFe7WsM+dc4WAksAU4MuAePICk4DywPnAqUBP4MWkN7v3RT4eeAMoDpQBngYOprK/w8AXwK1Bxvc0cIG3/yLAjcABb1lvIB6oAVQG6gFPenHlBsZ6sRUH7gA+Dkx4PEW9L7NCzrlnky37PGBZIefc8oDH5jbvGNoChYB2wBZvWSPgRaAz+pgNB8bI8daH54BiwNnAOcBpQL/AHYtIMeAxYH6ymH4BmjjnTvW2z+3dHwCB8Xr3u5+A5zSdY94LvIc+xycI+NJPuu+awFFgdLK4L/SOKbnhQFXnXBH0+bxeRDqlsB5e3PlSOPZ0+fQeMhkkIiWBr4A+6PszAfg8nc3uDXgNVgl1jNlgLnAPMDuIdfsBldDP2ubAoyLSOnShZZ73vTAW+Bj9HPsAGOvdnpJtwED0MzGiichl6PdKS6AC+hn7dDqb1Q54XQbdoimptEbHLOdcmhdgJfrgb0O/pABuA6YGrHMB8Cew0/t7QcCyqUB/9EtyP3Au4NA34RJgN/As+gU1E9iFJiN5ve2LoQnDZmC793/ZZPd/Wyqx9wM+Drhezdt3Ke/6rcAmoGCy7a4B9qDJTTywI73HKYV9n6sPb5rrFPP2c04qyxOALgHXrwdWe//X8LaVgOUTgWe9/yt4x5o7mMcm2bJcwGqgZSrLrwH+CLhe0NvXGd7174B7Apb/D/gh2X0M8V4DaT1/hYAPgQmpLO8GLE96DNI75oDtWgEr01nnKWBKsttyA38Btbz9nJvKtmWAf4BHU1hWGU3qnPf8/ZSZ91AK93smmvhtBlYA96f0XCd/jAIff6C7t483vDgWBr4GvOXL0ffsCqBrwOvlSWAV+n76EDg1lf1VBKZ59/Ej8GYar8NpwFXe/xd693N5wHM4JyCuGd7/07319nqP7zVAM2AN8LAX33rg5jSe+5uBBV6My4E7M/H+vwP4Ndl7ZD+acKe0/rHnIYj7TnqeXgd2eDFe4N2+2jvGbmlsPxV4AfjDe57HAsUzeowB9zcD6J7OOmvRltik688Cn6WybtLz9WjA89URuBxYjH4XPZ7GvvIDr3qvx51efPkzcDyXevEGfrb+B7ROZ7sTvhdDdGxt0c+gXd5z3S9ZjEmfK3uA81PY/hPg+YDrLYENaewv1c+5FNYdAbwNTPDef63Sitfb5kbvedoKPIHmG60ycewVvFi7eY/DFuCJZK+JD9AcYoH3+K8JWH5sv+jnWW9gmRfXF8G8P4L9hZuAvgEfSb5ARIoD3wKDgBLo6Ytv5cR+IDeiHy6FvQcOoDVQH2jsHdhQoCtwFpooXOetlwt4H/1FUw79QHozyLgD48wL3IQ+ONu9my8BvnPO7U22+mi05eB89AV+xDvd1MZrUckuNYFEoLPX7LpYRP4XGLZ3CbxeVkROTXZ74PIayW5bJSJrvFNTJZMtu0L0tOV8Ebk74Pay3qWGd+pqhYg8HdAi8h0QJyKNvF8ftwBzgA3e8reAdiJSzHu8rvK20SBFGqJJ6pCUHhTR06o70S+zq9BffSnpBnzovHdAkMccrJvQN1+gh4Dpzrm/U4m7t4jsQT8sC6IfXCdwzi0GqntXizrnWmThPZS031zAN2hLQRn0A/JB71doRjVCv5xLognlV6KnbQt68bVxzhVGv7zneNt09y7N0V+6hUj9PfoJMMu7/2fR5zA109AvH4CLvbiaBlyflnwD59zF3r+1nf6STmoNOh1tRS2D/oh6K4338ia0JbYImli9LiL14Njp4B1pXK737qM6+nwkxbUX/XCuTupeED0t/ouINEtjPdDn6W/09fIJ8BnQAP0RdwPwpogUSmP7m9D37ZnoZ9CgpAXpHF/vdOI6ifc4n0nA4+H9n9ZjcTr6GVwG6Au86x1XfeAioK8k65YQYIC33gVoq+CjaCtzsMdWHfg72efK3+nEmxFZOba96HNXFE0u7haRjt6ypNd+Ue+1PzOF7U94XXr/nyZp99uc7n0/fSUiFdI5tuvRH36F0SQ21XhFpBqafN2Ivj5KoN87qUnr2JNcCFRBPwP7ish53u1Pcbwl7hL08U7N/WiC29SLazv6nZa2ILLNlWiGWQPN8ksRkIGjD8QfybaZifdLBU3Cnkkh220ScH0W0Cvg+qvAwFTiqQNsD7g+lbRbpg6hv96OoIlUs4Dlk4AXU9l2A8d/eZ+HZt1r0A+eccBp6TxuwbRMXe89FsPRzLkW2rJwibf8OfQXaCn0Dfi7t/4ZQB70y+VR7/9LvWP9wdu2EJqw5EZPK40ioHUIbaU7E4hDP3TWA9d5yy7w9vMt+sKtgCaVt3vLBXgcPaWZiP4KaBBw32d6j+1R7/Ijx1sa49Dk/Pwgnr8y3nNYOYVl5bzntGLAbWkec8B6abZMoR9oe4BCAbedBSzleItLir/YvMemLtp0XjiV+6/Aia01GX4PJVu3EfBfstseA94PeB8E2zK1jhN/kf/hxVcQfR9dRbJf+cBkTmyJrOK9NnIH7s97zhIJaAlGE4HUWqZaol9qAN+jnzu/edenAZ0C4p6R7PPl3IDrzdAfYbkDbtsENE7r/Rmw7tfAA8GsG7DNcJJ9tqDv5e5pPIeFgVPQBHM3qbdYdweWBFyv6R3zaQG3bQXqpLL91MDY0M+CQ0BcRo4xYPs0W6bQ944D8gXcdgmpvAcDnq8473phb/tGAevMAjqmsG0ub9vamTkW7z76kKzVDBhJslaVFLYLtmUqU8eWyv0NBF73/j/2Xktj/WUEtLCh3x0OqJDK+hcDedHvgTeBeandP/od+WEG4u0b+DijnzGHSKVlKshjDzxr9Qdwrff/cuCyZM9Vai1TCzixRf4MvM+ztOIJuu+Fc24eeoot+S+TM0n2S9m7Xibg+uoU7nJjwP/7U7heCEBECojIO6KdenehzfhFM3A+9gvnXFH0y3Uemv0n2YI+UCfw+iOV9JbjnFvgnOvunCuLJpVnknprSUbs9/4+45zb77TF4zO0yRc0w/8LbQH4Ff1QPwxscs4dRrPntmji9zDaHLnGi3mPcy7BOZfonNsI3Atc6vUBwzn3r3NunXPuiHPuV+D/0D5QgXG97Jzb4ZxbCbwTENdt6K/a6ugb7QZgvIic6S3/Ek2+CqO/7peh/Q9AT+397VL+1XQC59xa9Ev0sxQW34R+ga4IWD/NY86AbsBo59yegNsGos/TznRids65v9DHML2+CEky+x5KUh44M/BXNprsnhbk/gOtdd4nSEAcZzptWbkGuAtYLyLfikjVVOJfxfGENtCZ6A+hvcnWTc1MoLKInIb+iPoQOMtrbWyIfhYEa6tzLjHg+j68z5jkvBbo37xW2x3o6z6jLZxJ3QQCFUGTpJM45353zu12zh10OiDgF46/31KS/PMS7zUfeFtaLVOBr6dV6JdqZltx05P0Pgp8PFJ9LDxb3fFBC0mfR8EcX0m01WdZJuJMkqHnLhMye2x4ZwOmiMhmr/X+LjL2vCU/tqT/U3tdTnfOHXLO7UD7TVdEGxdSc8LnVDrxnhm4vve5kOpgnCCPfUPA/4Hv8RP2lTzOZMqjfYCTPksXoD/c0/w8zWhH1qeA2znxQ36dt/NA5dBzzkmSn4bJiIfRX7qNnHbuTWrKTOk0V6qcc1uAO4F+IpKUQE0C2kjASEXPVWgH899SuJ+FaAae/HRaZiSdLkrx8fESrHudc2Wcc2ejL7RZSW9E59zfzrmmzrkSzrnL0CbMP1LZV9I+UnvcXMCyRegvhNSet9rAN865xc65o86579GWrQsClr/jnNvrJSRDOP7F0BK40ms23uBt86qIpHZaKDcpd/hO6TRcSscEGXitiEh+oEsK990SeCUgboCZAad1kkst7pRk9T20GljhnCsacCnsnEvryzg1ZUQk8PEq58WHc+4H59wl6A+QhejpiZTiT2qBCvyCAH2NFEv2fiuXWiDOuX3or/QHgHnOuUPoj4oewDLvPZ2tREc2jUZPFZ3m/RCbgPcakpRHfQZeunp3NR99HyTdb0H09RDsoIPA92MonBXwfzn0R1rSAJO0ju/xjO7IObcdfe5rB9xcm0wMwAjCFnQAT4rvvSCPbT5QK9n7oFaI4s2oT9AzI2c5HaQzhOOvk2C+Z094XXr/b3TBjyhO73WZPIa04l1PwOtQRAqgp/pSk9Z9pWc9J55CPCu1FdHP0zbJPk/zeT/uU5WhZMo5txQdkXJ/wM0T0F+P14tIbhG5Bm02Hp+R+05DYTRT3yHat+SpzN6Rlwj9gJ4aA/gIbcn5UnRYaR7RfiaD0CbdnSJSVUQeFpGyACJyFtqf66REy1suIpIPbbFBRPJJKkNPnXPLgJ+BJ0SHDp+H/vof721bRkTO9O6zMdr8fOz4RaSWd/8FROQR9EtuhLeskYhUEZFc3vnwQWgT9E5veQfRPk0i2ofpfrQjatKX2OfoiJvC3rHfzvHn9E+grYic7W1/Cdqxel7A8ttEJL+XnNzB8fP03dFfNnW8SwLagvOEF1dX7wtLRIeS90dPIwU+xhegCf2XyW5P75hzec9NHu+pyicnj9C5Ej2dNSXZ7ZXRD56kuAGuQH/B5BKRO5M9nv9LHncasvoe+gPYJSK9vMc8TrRER4rlO9JRGrjfey90QZ+rCSJymoi095KCg+gv3KRf158CD4lIRdF+Os+jI0UDW4Jwzq3Ce75FJK/oyMgr0olnGtrCmNQ/amqy6ynZiP6wyIy86Km2zUCiiLRBT6EDJ4/6TOEy0lt1DNrn8CrvNdcXbZFdmHyHouVZLvNej7m9hOxi9LMqVG4QkWreF9gzwKiAH2lpHd/zAXHn9Y5NgDxe/Kl9p3wIPOm9R6qinycjsvugnHNH0RG7r3mfnXEicn7SZ3CQxzYVfW3f730u3+vd/lNK+/T2kQ/9AZXLexzypLRuNigMbHPOHfA+ZwJ/zG1Gu1Wk9dr/ELjVe+6LoQNHRqS0oohUFy0REee9r19Ff+AtyKZ4R6F9ay/0PoefIe2cJK37Ss8XwGPe668M+hmSmiFAf+/7BxEpJSId0ttBZoZYP4Oe2wTAy2jboS1IW9FEpV02/mociPYn2oImMN9n8f5eAe4QkdLOuYNo/5nVaH+kXWjn3yecc6946+9G+zP8LiJ7vRjmocebkvJo8pf0K2Y/2tIDHCuSGPjr7jpvm61oH6U+zrmkL+Fz0F/ie9GWkt7OucDihDeiGfcmtOXkEu+YQN9Q33vxz0O/AK8L2PZatA/QbvQN9pI7sd7QvegX5jr0dMsn6IcU3vqfoR86u9Ck5c6AL4pb0HPYa9A339loEoV32nBD0gVtAdsVcPqsmnfMe9BTHYvQD95A3YCvnHPJm6bTO+aL0edjAscHMyQv9tiNFDq1O+c2JYsbYItzLqmZ/kr01MJu9JTmG94lXVl9D3lfglegSd4K9L0yDO1wnVG/o0PYt6CJbGcvvlxefOvQEUdN0VO2oK+Lj9DTbivQloH7Urn/69H30zb0h8GH6cQzDf0QnZ7K9ZT0Az4Qbaa/Op37P4H3mrof/fDd7sU7LiP34d3PZrSFu793P43Q9xwAIvK4iCQNysiD9o/cjD7u96F9ZkJZa+oj9Et0A3pa7P40107ZRPQ9dAE6gGg/3pkD70dRYEvOU+j7YxX6HL7itWiHwiPoaNo/0dfZS2Tgu85rAe2Itn7vQD/POnq3p3RsN6LH/jba33I/x1tts9s9wDMishtN0L8IiHsf3qhf77XfOPnG3mP+MvpjcZV3CfyBHvj9dBr6o3oX2ueoAvq5dDib4p2P/uj8BP0e247XTSWj9xWEZ7z7XoGekRpF6uWN/g99z0/09vUb+v5NkyT7zjDG5FCihRdvc85dmN66xhgTrURHr1/rnGuaXfdpxf+MMcYYE7NE5AwRaeJ1yaiCtrKPyc59pFl23hhjjDEmyuVFR6RXRE/dfgYMzs4d2Gk+Y4wxxpgssNN8xhhjjDFZYMmUMcYYY0wWWJ+pIJUsWdJVqFDB7zCMMcaYsJk1a9YW51wpv+OIdJZMBalChQokJCT4HYYxxhgTNiKS1pRPxmOn+YwxxhhjssCSKWOMMcaYLLBkyhhjjDEmCyyZMsYYY4zJAkumjDHGGGOywJIpY4wxxpgssGTKGGOMMSYLLJkyxhhjjMkCS6aMMcYYY7LAkiljjDHGmCywZMoYY4wxJgssmTLGGGOMyQJLpowxxhhjssCSKWOMMcaYLLBkyhhjjDEmCyyZMsYYY4zJAkumjDHGGGOyILffAWSWiLwHtAM2OedqpLC8J9DVu5obOA8o5ZzbJiIrgd3AESDRORcfnqiNMcYYE2uiuWVqBNA6tYXOuVecc3Wcc3WAx4BpzrltAas095ZbImWMMcaYTIvaZMo5Nx3Ylu6K6jrg0xCGY4wxxpgcKmqTqWCJSAG0BWt0wM0OmCgis0TkDn8iM8YYY0wsiNo+UxlwBfBLslN8TZxz60SkNPCjiCz0WrpO4CVadwCUK1cuPNEaY4wxJqrEfMsUcC3JTvE559Z5fzcBY4CGKW3onBvqnIt3zsWXKlUq5IEaY4wxJvrEdDIlIqcCTYGxAbcVFJHCSf8DlwLz/InQGGOMMdEuak/zicinQDOgpIisAZ4C8gA454Z4q10JTHTO7Q3Y9DRgjIiAHv8nzrnvwxW3McYYY2JL1CZTzrnrglhnBFpCIfC25UDt0ERljDHGmJwmpk/zGWOMMcaEmiVTxhhjjDFZYMmUMcYYY0wWWDJljDHGGJMFUdsBPdo9+OCDzJkzx+8wjDGR5sgR2LoVDhyAQ4eOX846C0qUgN27Ye5cOHpU18+VC0SgShUoWRL27YNVq+CUUyB/fsiXDwoU0OsmptWpU4eBAwf6HUaOZMmUMcb44cABTYySLqVLwxlnwOHDsGCBrhMXB3nzQp48x7fLmxdOP12TKNCkyrnjydLhw7BrFxw8qLcnqVkTihfX/e7fD6eeevw+jDFZYsmUT+zXgzE5iHOwffvxZKZ8edi0SZflyQO1asF990G3btoy9e+/cM452qKUWUeOwNq1sHSp3t9112nL1vPPwxNPaFLWpAm0bw+dOoFNmWVMpokL/OViUhUfH+8SEhL8DsMYEy127IDvvoNx42DyZKhdG378UZf166etUPHxUKNGeE/B7d4NM2ZoTBMnwj//6KnArVs1eXNOTxsaA4jILOdcvN9xRDprmTLGmOz20EPw5puQmAilSsFll0GbNseX9+vnW2gULqyxJMWzdCnMmXO8FaxlS+2f9cADUK8ejBypLVn//aetV/37Q9euvoVvTCSyZMoYY7Ji504YPRq+/BK++EKTldq14eGH9RRao0ba9ylSnXuuXkD7W1WpognUhx9qq9mSJdr/CrRj+x136P+WUBlzjJ3mC5Kd5jPGHHP0KEyaBMOG6Wm8gwc1IRk1ShOpaLdzJwwZAo8/fnzUYKDy5WHlyrCHZcLPTvMFx5KpIFkyZYw51p/on3+003jJktqxu2tXaNgw9voa5cp14ojAJCIpJ1km5lgyFRw7zWeMMelJSIDXXtO6TcOHa5mBCROgRYvYrt9Urpye2kuuWDHrqG5MACsyYowxKTl6FMaPh2bNoEED+PZb7UyepE2b2E6kAG6++eTbcuWCbdugVSstvWCMsWTKGGNS9PzzcMUVsHw5vPoqrF4NL77od1Th45yWTyhSREf3iWhfqQ8+gHfegd9+0/5hy5f7HakxvrPTfMYYAzqS7aOPoFo1aNwYbroJzj4bunQ5sQJ5TvHNN/Dzz/D223DXXScvb9pUO+BXrBj+2IyJMNYyZYzJ2Q4fhvfe05IAt96qCRVof6Hrr8+ZiVRiIvTuffwxSUmVKvDKK9pitWKFJp+7doU3TmMihCVTxpica9w4bYm69Vad6uWbb7TYZk73/vs6P+CLLwaXTP7xB3zyiU5Ps25d6OMzJsJYMmWMybn+/Vc7kY8dC3/+Ce3a2Qi1vXuhb1+44ALo0CG4ba65Br7/XmtPXXghLFsW0hCNiTSWTBljco5Fi6BjR/j0U73eowfMnauVynN6EpVk9WotfZB0Ci9YrVpph/WdOzWhWrw4dDEaE2EsmTLGxL7du+HRR7U+1E8/6XWAvHkje6oXP1StCvPmactURjVsqJ3WmzSB007L/tiMiVCWTBljYtvYscc7S99wg841lzS/nDnR+PHaiTxXFr4aqlXTaXVOPRX27YP167MvPmMilCVTxpjYdvAglCmjdZHee89aTFKzYQN06gTPPJN993nttXDZZcdbAo2JUTY3X5Bsbj5josTBg9C/PxQtqn2inNNq5nY6L31//qmFOUuXzp77+/FHrRTfurW2ENpzEHVsbr7gWMuUMSZ2zJgBderAs89qZ3PQTtT2JZ62w4f1b4MG2ZdIAVxyiZaa+PZb6Nkz++7XmAhjyZQxJvrt2gX33AMXXQT79+sw/Xfe8Tuq6OCcjsR77LHQ3P9dd8F998Hrr2tfKmNikCVTxpjot2ABvPsuPPSQjkS77DK/I4oeY8fC9OmhnRZmwACtkH7eeaHbhzE+sj5TQbI+U8ZEmL17tQXqqqv0+urVOiGvCV5iItSooadC//kHcodpulbnrK5XlLA+U8GxliljTPT5/XeoWxeuvvp4tW1LpDJu+HDtW/bii+FJpA4fhm7ddICAMTHEkiljTPQ4fFinOmnSBA4cgEmT4Jxz/I4qOu3ZA089pdXK27cPzz7z5NHRls88A3//HZ59GhMGlkwZY6LD0aPQooWO1OvaVU9LNW/ud1TR69VXYePGjE8bk1VvvqnT1dx8s55mNCYGWDJljIkOuXLBLbfAl1/CBx9ohW2TORs2aBLVuTM0bhzefZcsCW+9BbNnw5Ah4d23MSFiyZQxJnLt3w933w2ffabXb75ZEwCTNU8/rafbnn/en/1fdZWWY3jlFWudMjEhTEM3jDEmgxYt0g7mf/8Np5/udzSxwzktYnrvvVCpkj8xiMDQoZAvX/hGEBoTQvYqNsZEnk8/1cmITzlFJ99t29bviGKHiPZb8rssTlJdK+e0zEWhQv7GY0wW2Gk+Y0xk+fNPuP56qF0b5syxRCo7/fWXTvgMkVHnyTm4/HItl2BMFLNkyhgTGY4c0b8NGsDo0TBlCpQt629Msebpp7W/0qFDfkeiRKBhQ/jqK02cjYlSlkwZY/yXkADVqukIL4BOnbQmkcleH38M48ZB3rx+R3LcQw/pyMx+/fyOxJhMs2TKGOOvESO0cOSBA5Fx6ikWJSZqwdNChaB+fb+jOVHRotCjh84RaK1TJkpZMmWM8UdiIjzwgJY7aNJEW6fq1vU7qtg0dKjOwbdpk9+RpOz++6FgQXjnHb8jMSZTbDSfMcYfw4bBoEGaUA0YYEPkQ2X3bj2FVq0alCrldzQpK1oUfvwR6tTxOxJjMsU+vYwx4eWcns677TbtYN6und8RxbZXXoHNm+HllyP7NOr55/sdgTGZFrWn+UTkPRHZJCLzUlneTER2isgc79I3YFlrEVkkIktFpHf4ojYmh/vzT52+ZP16bYmyRCq01q/XOfiuuUZHzUW68eP1lO/Bg35HYkyGRG0yBYwAWqezzs/OuTre5RkAEYkD3gLaANWA60SkWkgjNcbAqFHQtKm2kuza5Xc0OUO/ftrxvH9/vyMJTlwc/PorfPut35EYkyFRm0w556YD2zKxaUNgqXNuuXPuEPAZ0CFbgzPGHOecnmrq0kX7xPz2G1Sp4ndUsW/BAu2Xds89cM45fkcTnEsvhTPP1BGexkSRqE2mgnS+iMwVke9EpLp3WxlgdcA6a7zbTiIid4hIgogkbN68OdSxGhObhgyBRx/VefZ++glKl/Y7opyhd28thfDkk35HEry4OLjpJpgwATZu9DsaY4IWy8nUbKC8c6428AbwtXd7Sj0wU5ykyjk31DkX75yLLxWpo2CMiXTXXgsvvqjz7eXL53c0OcP06Vqcs3dvKFnS72gypls3rYY/cqTfkRgTtJhNppxzu5xze7z/JwB5RKQk2hJ1VsCqZYF1PoRoTOzavRsee0wLcRYrBr16Qa6Y/biJPAcPwkUXadmJaFO1KvTsqX+NiRIxWxpBRE4HNjrnnIg0RBPHrcAOoJKIVATWAtcC1/sWqDGxZtMmnbx2zhxo1QpatvQ7opznkkv0Eq1eftnvCIzJkKj9qSginwIzgSoiskZEbhWRu0TkLm+VzsA8EZkLDAKudSoRuBf4AVgAfOGcm+/HMRgTc1au1KHt//6r04NYIhVehw/DW2/B/v1+R5J1//0Hf/3ldxTGBEWcS7G7kEkmPj7eJSQk+B2GMZFr8WJNnvbu1aHtVoQx/MaNgw4d4LvvoHV6lWMiXO3aOgHy9Ol+R5Kjicgs51y833FEuqhtmTLGRJjDh6FIEZg61RIpv7Rvr3McXnaZ35FkXadOMGNG5M4naEwAS6aMMVnz339aS6p6dfjnH6hVy++IcqakQqj160f2tDHBatdOX1c//uh3JMaky5IpY0zmzZgBNWrA66/rdRux549166BcOfjwQ78jyT5160Lx4pZMmahgn3zGmMyZNElPJ51xhhbkNP556inYt0/LIcSKXLm0D97kydpCZUwEi9nSCMaYEJo4UfvnVK6sLQenneZ3RDnX/Pnw3ntw//1QsaLf0WSvF17QKu6xcNrSxDRLpowxGbNlC1x1lRZVnDwZSpTwO6KcrXdvKFw4uqaNCVa0zClocjxLpowxGVOypE4N07ixJVJ+mzoVxo/X6Xpi9bkYNkzLbURjNXeTY1idqSBZnSmT402bpiPGrrjC70gMwNGj0KgRbNigNb7y5/c7otDo3Blmz4bly/2OJEeyOlPBsQ7oxpj0TZ+uU8T07auT0Br/ffml1pR67rnYTaRAW0BXrICNG/2OxJhUWTJljEnbjBmaSJUrB99/D3FxfkdkDh2Cxx+HmjXhhhv8jia0kgrA/vabv3EYkwZLpowxqZs1SxOpMmXgp59s1F6k2LMHLrhAJwSO9eS2Xj3InRt+/93vSIxJlXVAN8akbvRoLZw4ebLWkzKRoXhx+Ogjv6MIj/z5dZ6+PXv8jsSYVFkH9CBZB3STIzmnpRBKlfI7EpPkww81uahd2+9Iwsc5qzXlE+uAHhw7zWeMOdH69dCiBSxapF9glkhFjoMHta/UK6/4HUl4WSJlIpwlU8aY47Ztg0svhT/+gO3b/Y7GJHfKKTqZ9Kuv+h1JeM2fDxdfrK9LYyKQJVPGGLVnj3Y2X7wYxo7VIekmcmzbpmUpihXLeQMBCheGn3/WelPGRCBLpowxcPgwdOmidYs+/1wnmDWR5cYb9XnJif1cy5bVVrmlS/2OxJgUWTJljIH9+2HfPhgyBDp29Dsak9xPP8GECdC2bc7sP5QrF5x9Nixb5nckxqTISiMYk9MdOQJFiugXdqzXLIpGR4/Co49q0dT77vM7Gv+cc44lUyZiWcuUMTnZkCHQvLnOuWeJVGT6/HMtnvrcc5Avn9/R+KdJE6hc2e8ojEmR1ZkKktWZMjFn7Fjo1AnatIGvv9Yq0yayHDwIVavCqadq5+tc9vvXhJfVmQqOfXoakxPNnAnXXgvx8dryYYlUZBo8GFauhIkTLZEyJoLZu9OYnGbZMrjiCh0hNX48FCzod0QmJdu3w7PPat2vSy7xOxr/LVigndC/+87vSIw5iSVTxuQ0hw5BxYr6pWTVzSPXiy/Cjh3w0kt+RxIZCheGFStg9Wq/IzHmJNa2b0xOceSInio67zytJJ0Th9hHk+rV4eGHoU4dvyOJDKedpq/Z9ev9jsSYk1gyZUxO4Bzcc49+Gb39tiVS0eCmm/yOILLkyQMlS1oyZSKSneYzJicYOBCGDoXixS2RinR//w1vvKGnY82JTj8dNmzwOwpjTmLJlDGx7ptv9HTRVVdprSIT2T77DJ56Cvbu9TuSyNOuHTRq5HcUxpzE6kwFyepMmaj0999wwQXaT2raNChQwO+ITHqc007W5cr5HYkxVmcqSNYyZUwsW7cOzjpLC3RaIhXZjh6FtWv1NKwlUsZEFUumjIllrVvDP//AmWf6HYlJzyefwLnnwty5fkcSuR5/HM44w+8ojDmJJVPGxKLeveGtt/R/q24e+Q4cgCefhGrVoGZNv6OJXLlzw8aN2opnTASxZMqYWPPxx1rocdEivyMxwXrrLVi1Cl5+2aaNSUvBgtqn7MABvyMx5gT2rjUmlsyaBbffDk2bwquv+h2NCca2bTrKsnVraNnS72gi2ymn6F8rG2EijCVTxsSKjRuhY0coXRq+/FKLHJrI98ILsHOnTRsTjLx59e/Bg/7GYUwy1pnCmFjxww/ayvHzzzbnXrRYtQoGDYJu3aBWLb+jiXw1asAddxxPqoyJEFZnKkhWZ8pEhY0bdQ4zEx1uuklbERcv1hIWxkQYqzMVHDvNZ0y0++47mDJF/7dEKnr89ZcOFnjwQUukMuLoUe2EbkwEsWTKmGi2fDlcfz306mXDxaNNkSJwww363JngjB0LcXFWi8tEHOszZUy0OnAAunTR/z//3IbUR5tzzoEPP/Q7iuiS9IPBJus2EcY+fY2JVg88ALNn6xdyxYp+R2OCdeSITjy9eLHfkUSfxET9GxfnbxzGJBO1yZSIvCcim0RkXirLu4rI397lVxGpHbBspYj8IyJzRMR6lZvoM3kyDB2qlc6vuMLvaExG/PuvPnezZ/sdSfQ5ckT/WjJlIkw0n+YbAbwJpNZOvgJo6pzbLiJtgKFAo4DlzZ1zW0IbojEh0qKFdl6+5hq/IzEZVbOm9nUrUcLvSKJPUjJlUySZCBO1LVPOuenAtjSW/+qc2+5d/Q0oG5bAjAmlAwdg9WrtM9K1q32pRJslS3QkWqlS1sctM6pWhR49oFgxvyMx5gQ55d18K/BdwHUHTBSRWSJyh08xGZNxPXtC7dqwebPfkZiM2roVGjSARx/1O5LoVb++TpNUsqTfkRhzgpj/WSsizdFk6sKAm5s459aJSGngRxFZ6LV0Jd/2DuAOgHLlyoUlXmNSNXYsvPmm1iWyCufR5/nnYfdurXZuMmf/fj3VV7CgjegzESWmW6ZEpBYwDOjgnNuadLtzbp33dxMwBmiY0vbOuaHOuXjnXHwp+/IyflqzBm65BerWhRdf9Dsak1ErVmgi3L27ToliMmfoUChcGHbs8DsSY04Qs8mUiJQDvgJudM4tDri9oIgUTvofuBRIcUSgMRHhyBHtH3XwIHz2GZxyit8RmYx68kkdgfb0035HEt327NG/BQv6G4cxyUTtaT4R+RRoBpQUkTXAU0AeAOfcEKAvUAIYLNocnOjNL3QaMMa7LTfwiXPu+7AfgDHBOngQypeHW2+FypX9jsZk1KxZ8Mkn8PjjUNbGwWTJ7t06ybFNdGwiTNQmU86569JZfhtwWwq3Lwdqn7yFMRGqQAGrlB2tnNNBAyVLWsfz7LBnDxQq5HcUxpwk5Kf5RCSXiNQVkbYi0kJEbCZWY4KxZw9ceSXMs7PQUev773US6r594dRT/Y4m+u3erX2mjIkwIWuZEpFzgF5AK2AJsBnIB1QWkX3AO8AHzjmbndWYlPTooSP4evTwOxKTGUeOaGvUOefAnXf6HU1s6NhRyyMYE2FCeZrvOeBt4E7nnAtc4JUkuB64EfgghDEYE53GjYN334VeveCii/yOxmSGc3D77VChgvXxyS5XXul3BMakSJLlOSYV8fHxLiHBpvEzYbBpkw6fP/NM+P13G71nTJL//oOiRaFIEb8jyTFEZJY3eMukIeQd0EUkDmgLVAjcn3PutVDv25io9NJLsHMn/PSTJVLR6p13dKqfW26x4pLZ6aKLoFkz+MBOaJjIEo7RfN8AB4B/AOsfZUx6nn9e+4ZYccfo5Bx8/TXkyaPlLEz22bzZqv+biBSOZKqsc65WGPZjTHRbv16LERYpYv2kopkITJigI89M9tm7V6eTsWTKRKBwVED/TkQuDcN+jIlezsGNN8IFF+goMBOd1q3TPm8i1q8nuyVN7m3JlIlA4UimfkMrju8XkV0isltEdoVhv8ZEj3ffhcmT4b77dNoRE5169IBateDAAb8jiT2WTJkIFo5k6lXgfKCAc66Ic66wc85+shmTZNUqePhhaNEC7rjD72hMZv35J3z+uT6H+fL5HU3sKVsW3ngD6tTxOxJjThKOPlNLgHnJa00ZYzhei8g5GD7cRn5Fq6RpY0qV0r8m+51xBtx7r99RGJOicCRT64GpIvIdcDDpRiuNYAzaSdk5eOUVLe5ootOECTBtGrz5pk13EipLl8Lhw3DeeX5HYsxJwpFMrfAueb2LMSZJkSIwcaImVCY6JSbqtDGVKtlp2lB6/nn44QdYu9bvSIw5SciTKefc06HehzFRxzl45hkt6njWWXZ6L5p98AH8+y+MGqW1pUxorF6t7xVjIlDIOqCLyFARqZnKsoIicouIdA3V/o2JaJ9+Cv366UTGJnrt2wd9+0LjxtCpk9/RxLb//rNkykSsULZMDQb6eAnVPGAzkA+oBBQB3gNGhnD/xkSmbdvgwQehUSO4+26/ozFZMXCg1pb6/HNrXQwl57Rlqm1bvyMxJkUhS6acc3OAq0WkEBAPnAHsBxY45xaFar/GRLyePWH7dhg61GpKRbvLL4ejR+HCC/2OJLZt26bVz8uV8zsSY1IUjj5Te4Cpod6PMVFh6lR47z3o3VuLO5roVqeO1T0KhwIFdL7D6tX9jsSYFIWjaKcxJknt2ppI9enjdyQmK5YuhW7ddD5FE3r580OHDnDuuX5HYkyKLJkyJlycg2LF4IUX9Je2iV4JCVpbyvpJhUdCAkya5HcUxqTKkiljwmH+fDj/fFhk3QVjwrXX6jRAp5/udyQ5wxtvQPfufkdhTKpC3mdKRCoDPYHygftzzrUI9b6NiQjO6ai9JUugeHG/ozFZ4Rz88gs0aWKti+G0ZIkWRTUmQoWjAvqXwBDgXeBIGPZnTGT5+GP4+Wd4912b8T7ajR8P7dvDV1/BlVf6HU3OsXix1fEyES0cyVSic+7tMOzHmMizc6eWQmjYUKudm+iVmAi9ekGVKtCund/R5Bzbt8PWrVC5st+RGJOqcCRT34jIPcAYTpzoeFsY9m2Mv954AzZtgm+/hVzWRTGqvf8+LFigrVI2bUz4LFmif+00n4lg4kI8waqIrEjhZuecOzukO85m8fHxLiEhwe8wTLQ5dAimTIHLLvM7EpMVe/fqsPyzz4YZM2wUXzgdPKgDOCpW1NGwJqxEZJZzLt7vOCJdOIp2Vgz1PoyJOM7pF3ChQpZIxYLXXoMNG2D0aEukwu2UU6BePb+jMCZNIT/vICJ5ROR+ERnlXe4VEWsjN7Ht44+1b83y5X5HYrJq40Z4+WXtAH3BBX5Hk/MMHaqnyY2JYOHoxPE2UB+d+Hiw9791SDexK6nT+VlnQYUKfkdjsuqZZ3ReuBde8DuSnOmpp+DLL/2Owpg0haMDegPnXO2A6z+JyNww7NcYfzz7rHY6Hz/eOp1Hu8WL4Z134M47bTSZH7Zs0dOrNWv6HYkxaQpHMnVERM5xzi0DEJGzsXpTJlYtXQqDBsHNN0O89dmMemXLQv/+Vn3bL//8o38tmTIRLhzJVE9giogsBwSthH5zGPZrTPh99JF2mO3f3+9ITHYoUEBrSxl/WDJlokTIz0E45yYDlYD7vUsV59yUUO/XGF/06wd//WVztkU75+CGG2DcOL8jydlWrIASJez9ZCJeyJIpEWnh/e0EtAXOBc4B2nq3GRM7jhyBtWt12Py55/odjcmqLVtg3jztr2P88/rr2m/NylGYCBfK03xNgZ+AK1JY5oCvQrhvY8Jr+HB46CGYNQuqVvU7GpNVpUrB7NnaQmX8ZZODmygQsmTKOfeU9+8zzrkTqqCLiBXyNLFj50548kmoX19rS5noNnOmJsRWbdtfc+dqOYrnnrPWXhPxwjFue3QKt40Kw36NCY/+/fW00MCBdjoi2u3eDR07QrdufkdiZsyAzz/XAR3GRLhQ9pmqKiJXAaeKSKeAS3cgX6j2a0y4jBwJFcomkuuVF6lQYBMjF9iUF1Hv1Ve1RtgTT/gdifnzTyhdWstTGBPhQtlnqgrQDijKif2mdgO3h3C/xoTcyJFwxx2wb5++hVbtLckdd+iyrl19DMxk3oYNMGAAdOkCjRr5HY35809o0MBae01UCGWfqbHAWBE53zk3M1T7McYPTzwB+/adeNu+fXq7JVNR6umn4eBBeP55vyMxe/bAggVw9dV+R2JMUMLRZ+ouESmadEVEionIe2HYrzEh899/GbvdRLiFC+Hdd+Guu6yzcyTYuBFq1YKGDf2OxJighCOZquWc25F0xTm3Hagbhv0aEzLlSu1P8XYReOMNOHQozAGZrHnsMa123qeP35EYgHPOgTlzoE0bvyMxJijhSKZyicixMcYiUpxsOL0oIu+JyCYRmZfKchGRQSKyVET+FpF6Actai8gib1nvrMZicpijR+lf4DkKyInn+fLl08oI998P1arpRPdWpigK/PILfP21ThtTurTf0RiwN46JOuFIpl4FfhWRZ0XkGeBX4OVsuN8RQOs0lrdBp7GpBNwBvA0gInHAW97yasB1IlItG+IxOcWXX9J15fMMvSOB8uW1Nap8eRg2DObPhwkTIH9+7e7RuDFMn+53wCZVzsGjj8KZZ2rRVeO/o0f1DfX6635HYkzQwjE334fAVcBGYDPQyTn3UTbc73RgWxqrdAA+dOo3oKiInAE0BJY655Y75w4Bn3nrGpO+w4e1l3mtWnR9qwkrV+pn/8qV2vFcRM9MzJkD77+vM8w0bQrt28OSJT7Hbk4moiP4hg7V03zGf/Pnw+rVULKk35EYE7RwtEwBFAf2OufeADaHqQJ6GWB1wPU13m2p3W5M+ubO1SH0/ftDXFyqq8XFQffumkC98AL8/LMOUDIR6PzzoW1bv6MwSWbM0L9NmvgbhzEZEPJkSkSeAnoBj3k35QE+DvV+gZSKk7g0bj/5DkTuEJEEEUnYvHlztgZnolR8vDZDBfnlmz8/9O4Na9ZAXW/Yxd132+j7iPDOO3DnnVoOwUSOGTPgjDOgos06ZqJHOFqmrgTaA3sBnHPrgMJh2O8a4KyA62WBdWncfhLn3FDnXLxzLr5UqVIhC9REidWrtY9NyZIZLiRYsKD+PXJEp/LbvVuvOweJidkcpwnOhg2aGOfN63ckJtCMGXDhhVas00SVcCRTh5xzDq/1R0QKhmGfAOOAm7xRfY2Bnc659cCfQCURqSgieYFrvXWNSd2+fVrz5v77s3Q3cXHwySfHW6Z++EFH/o0ebQOYwu6pp+C77+xLO5IkJur58Wuu8TsSYzIklNPJJPlCRN5BO4DfDtwCvJvVOxWRT4FmQEkRWQM8hZ5CxDk3BJgAXA4sBfYBN3vLEkXkXuAHIA54zzk3P6vxmBj39tvakpFNFZmTvr/z59eGkc6ddeTfK6/oj3ITQuvXw+LFOjIgV7i6jZqg5M6tleiNiTLiQvhzWEQEPY1WFbgU7a/0g3Pux5DtNETi4+NdQkKC32EYP+zeDWefDfXqaVNSNjtyBEaMgL59Yd066NhRO61XrZrtuzKg/aTefx9WrdK+OSZy/POPvtcKhusEhkmPiMxyzsX7HUekC+nPMu/03tfOuR+dcz2dc49EYyJlcrhBg2DLFnj22ZDcfVwc3HqrNpY89xxMngw1amhH9Q0bQrLLnGvBAi0IdvfdlkhFGufgssvg9tv9jsSYDAtHG/dvItIgDPsxJvsdPQqffgpXXBHyecIKFtQSVsuWwT336Hf+uedqWQWTTXr3hkKF4Mkn/Y7EJLdwoZ6CbdHC70iMybBwJFPNgZkissyb1uUfEfk7DPs1Juty5YKEBC3qGCalSmlj2IIFWgi0fn29felSrRlqMunnn2HcOE2obHRu5Jk8Wf+2bOlvHMZkQkj7TAGISPmUbnfOrQrpjrOZ9ZnKgQ4e1J7iETB0/tAhOO88rVU1apTf0UQh57Q455o1ej7Vqp1Hniuv1KkDVqzwOxITwPpMBSdkLVMiUsT7d3cqF2Mi25tvQuXKsHWr35GQJw8MHHi8MsOOHTBzpp8RRZnRo+H337XfmyVSkScxEaZMsVYpE7VC1jIlIuOdc+1EZAUnVx53zrmzQ7LjELGWqRxm/36twFyjBkya5Hc0J+nXT0eQd+qkI/8qV/Y7ogh26BBUrw758mnLRxrTABmfHD2qz02+fFp4zUQMa5kKTsjqTDnn2nl/bU4AE32GD4eNG+Gzz/yOJEU9e2pO8PLLMHasjvbv2xdOO83vyCLQe+9ph7Nvv7VEKlLlyqWlR4yJUqFsmUrzneGcmx2SHYeItUzlIAcP6jC6ChVg+vSIrpC9cSM884z2j8+XT5OsHj10wJrx7NoFX3yh9Sci+LnM0Z57TouoXnSR35GYZKxlKjihHM33qnd5C/gdGIpWPv8dGBTC/RqTNWPGaEflJ5+M+C/f006Dt96C+fO1RM9TT0GlSppc2Zx/aMfzIkXgttsi/rnMsTZuhD599IeLMVEqZMmUc665c645sAqo500YXB+oi07xYkxkuvpq7Sd16aV+RxK0ypV1lN8vv8A55+hpv9lR1fYbAmvXQoMG8Oeffkdi0vL99/r38sv9jcOYLAhHnamqzrl/kq445+YBdcKwX2Myzjntv9GyZVS2ZFxwgZZTmjnzeI3RQYN0IFuOs369dj4vWdLvSExaJkzQavR16vgdiTGZFo5kaoGIDBORZiLSVETeBRaEYb/GZEzSdBZvvOF3JFkiopMmA+zbp53UP/7Y35h8ER8Pc+fqqEwTmRITYeJEaNMmKn+8GJMkHMnUzcB84AHgQeBf7zZjIsvUqfDjj3DKKX5Hkm0KFNBK6knTCk6fDvfdB5s2+RtXyI0cCXv22Bd0pFu1SudRatPG70iMyZKQJ1POuQPOudedc1d6l9edcwdCvV9jMuzll6F0abjpJr8jyVaFC0PRovp/QgK8/bYOVuzfH/bu9TW00Jg6FW64Ad591+9ITHrOOQdWr9bq58ZEsXC0TBkT+f7+WzvC3n+/1hiIUT16wLx52iXsySd15N+wYTE08u/oUa0PcdZZcNddfkdj0uKcPl8iVv/LRD1LpowBGDBATzfcfbffkYRc1apa/WHGDC2ldfvtULs2jB+v329R7csvtfnt2Wchf36/ozFpWbAAypSBadP8jsSYLLNkyhjQjkSDB0Px4n5HEjZNmmgphdGj4fBhuOIKaN4cVq70O7JMOngQHnsMatXS03wmso0ZAxs26DlnY6JcyKaTEZFv0Dn5UuScax+qfRuTYQ0a6CWHEdH5/a64QrsYvf328XwyMRFyh+wTIgSGDIEVK/R0rZ02inxjxkCjRto6ZUyUC+V0Mk3TWu6ci6q2XZtOJkbt2QO9emlnonPO8Tsa3zmnCVZiouaW11+vXZAi3o4d2sJRt64OtbdRfJHtv/+gfHl48UV9/5mIZdPJBCeUEx1HVbJkcqgPPtDTezfcYMkUx3OQ/fu16GelSsevQwR3Q3rpJdi6VUdkWiIV+b7+Wv/aKD4TI0LeZ0pEKonIKBH5V0SWJ11CvV9j0nX0qBbobNDgeJVLA2g5hXfegY4d9forr+iUNe+/D0eO+BrayTZvhoEDNSGuW9fvaEwwGjXS+fgqV/Y7EmOyRTg6oL8PvA0kAs2BD4GPwrBfY9I2cSIsWqTlEKw1I00tWsCZZ8Itt+isH999F0Ej/0qVgm+/heee8zsSE6xGjeCZZ/yOwphsE45kKr9zbjLaP2uVc64f0CIM+zUmbf/3f3D66TqxsUnThRfCb7/BF1/oKb/LL4dWrWDWLJ8DS8roWrTQPjgm8s2cqS+ciMnGjcm6cCRTB0QkF7BERO4VkSuB0mHYrzGpO3pUOyw//DDkzet3NFFBBLp0gX//1cmT//5bp7/r2lUH0fmiUyd4+mmfdm4y5bHH4MYb/Y7CmGwVjmTqQaAAcD9QH7gR6BaG/RqTuly5tL/UI4/4HUnUyZtXy3ItWwZPPKEj3KtWhaVLwxzIoUNax6Fw4TDv2GTaunU6QeQ119ipdRNTQl5Fxjn3p/fvHmyCYxMJdu2COXPgoovsAz0LihTRbkp3362n/5JqL/70E5x/fhhG/uXNC8OHh3gnJlt9+aWe3rvmGr8jMSZbhWM0X7yIjBGR2SLyd9Il1Ps1JlUffwxNm+p5KpNlZcrAQw/p/xs3Qps2Ou9fSE2eDH/+mf56JrJ89pmOYKha1e9IjMlW4ahvPBLoCfwDHA3D/oxJnXNaKbt+fZ2QzmSr006DH344Xp9q7lxYvx4uuywbGwEPHoTbboNixbQjs7UuRodt23SW7See8DsSY7JdOJKpzc65cWHYjzHpmzkT/vlH504xIdGs2fH/X30VPvoIWrbUepr16mXDDgYP1gkEhw61RCqaFC+uTZeJiX5HYky2C0cH9KdEZJiIXCcinZIuYdivMScbMkQ7+1x7rd+R5AjDhmkFijlztDHwhhuyOJHy9u3w7LNw6aVwySXZFKUJC+egQAF9/xkTY8KRTN0M1AFaA1d4l3Zh2K8xJzp8GKZO1WHZhQr5HU2OkDev1kRdtkxHxI8eDVWq6CDKbdsycYcvvqjz8L30UnaHakLp77+hZk2YPdvvSIwJiZBNdHxsByL/OOdqhnQnYWATHceIgwdh71495WDCbs0a6NsXRoyAU0/V7jP33gv58gWx8X//6fQjV18NH34Y6lBNdnrkES1Otm4dlCzpdzQmA2yi4+CEo2XqNxGpFob9GJM657RQ5ymnWCLlo7Jl4b33tGP6+edraYW9e4PcuG9f/fvssyGLz4RAYqKOoG3b1hIpE7PCkUxdCMwRkUVeWYR/rDSCCbupU7UQ0vz5fkdi0DM+Eybo01GihOa53bvDtGmpbDB3rrZG3X+/TRsTbX78UTue33ST35EYEzIhHc0nIgLcCawK5X6MSdfw4dp5+eyz/Y7EBChTRv+uWaOJVMuWqaz47LNQtKh2vDLR5YMPNGNu29bvSIwJmZAmU845JyKvO+fqh3I/xqRp507t+XzzzWEoy20yo1w5WLgQ8uTR66+/riMAn31Wl/HOO1rSolgxP8M0mdG5s9bLsDkwTQwLV5+pBmHYjzEp+/xzOHBAkykTsU45RadMBNi3T5+2KpWO0vvRo+yIK3FiASsTPTp3hrvu8jsKY0IqHMlUczShWmZ9powv3n8fqleHeBuQEi2eeAIWL4aBDT+hyysNOL/iBl5/XQdjmijywQc6gs+YGBeOCuhtwrAPY1LmHPTurZWyrVp2VClXDu58pDA78panfFxpevTQ0fX9+2vN1Vzh+CloMu/ff3VUwcsvQ8+efkdjTEiF/OPIObcKKMrxgp1FvduMCT0R6NAB2rf3OxKTGR06UHTyV3w/MRcTJ2of9K5doUED2LrV7+BMmoYN005w3br5HYkxIRfyZEpEHkAnOy7tXT4WkftCvV9jSEyE55+H1av9jsRk1LZt2gv9wIFjN11yic5r/NFHcN55x8uFWVIVgQ4c0FIWHTtC6dJ+R2NMyIWjofxWoJFzrq9zri/QGLg9DPs1Od0PP2jnm1mz/I7EZNQLL8DDD8OSJSfcnCuXzu/38cfa6LhuHVSooIP9TAQZM0az3Nvto97kDOFIpgQ4EnD9iHdb1u9YpLVXDHSpiPROYXlPEZnjXeaJyBERKe4tW+l1hp8jIjZPTCz66COtb3P55X5HYjJi5UrtHNW9u1b3TEOBAnD33dCqlV5fs0YrYRifzZ+vRXJTLRxmTGwJx9x8PYBuwBjvpo7ACOfcwCzebxywGLgEWAP8CVznnPs3lfWvAB5yzrXwrq8E4p1zW4LZn83NF2V274bTTtMv5MGD/Y7GZMSNN8KoUdoqVbZshja94gqYORP69NHR+KecEqIYTfr277e6bjHA5uYLTjg6oL8G3AJsA7YDN2c1kfI0BJY655Y75w4BnwEd0lj/OuDTbNiviQZff60f5l27+h2JyYi//tJzeA8+mOFECuCZZ6BOHd38vPPgs890qhoTRnv26F9LpEwOEq7BxXOAUWjr1FYRKZcN91kGCOxZvMa77SQiUgBoDYwOuNkBE0Vklojckcp2d4hIgogkbN68ORtCNmGzahVUrqyz6Zro8eijemq290ln7YNSt65OBff991C4MFx3HTRqBFOmZHOcJmWHDkGlSjYZtclxwjGa7z5gI/AjMB741vub5btO4bbUzlleAfzinNsWcFsT51w9tA7W/0Tk4pPuzLmhzrl451x8qVKlsh6xCZ8nn9R+G1aMKHpMnAiTJuk5ulNPzfTdiMBll8Hs2VozcuNGaNEC2rWDefOyMV5zstGjYcMGK5BrcpxwfNM8AFRxzlV3ztVyztV0ztXKhvtdA5wVcL0skFqp3WtJdorPObfO+7sJbTFrmA0xmUiQNJw+dzhq0ppsceSItkqdfbb2KM8GcXFw002waBG89BLMmAEXXKDd6UyIvPGGdjy/7DK/IzEmrMKRTK0GQjG+5k+gkohUFJG8aMI0LvlKInIq0BQYG3BbQREpnPQ/cClgv1ljRatWNg9ftPnuO5g7V8ubZ/OEuPnza562bBl88YWe/nMOhgyxkX/ZatYs7f3/v/9Zi7DJccLx0305MFVEvgWOzazldUzPNOdcoojcC/wAxAHvOefmi8hd3vIh3qpXAhOdc3sDNj8NGCM6vUhu4BPn3PdZicdEiBUr4Jdf9JyOiR5t2+opvubNQ7aLEiWgdWv9f/ZsbQCLi7NSSNlm8GAoWFBH0BqTw4SjNMJTKd3unHs6pDvOZlYaIUq8/DL06gXLl0PFin5HY4Jx6FC2t0YF46+/tIxV7tzw+efa16pLF5vCMdM2bdLWqTY2HWsssdIIwQl5MhUrLJmKEg0b6jmcP//0OxITjK1boVYtTYJ9LGNxySXaMNawIbzyClx80nAUY3ImS6aCYye2Tez47z9Noq66yu9ITLAOHYKmTTWh8tH338P778PatRpO+/bwb4rlf81JjhyBq6+2+hMmR7NkysSOU0+Ft9+Ga6/1OxITrDPOgE8+SXfamFCLi9OuPkuW6LSA06ZpSHfcofP/mTSMHw9ffgnbt/sdiTG+sWTKxI5TT9U5RCpU8DsSE4zXXoN//vE7ihPkz6/1Qpctg/vugxEjtAZl375w8GC6m+dMr78OZ52lzXnG5FDhKNpZSkQeF5GhIvJe0iXU+zU5zIYNMHQo7NjhdyQmGLNmwcMP63wvEahkSRg4EBYs0Pn+vvsO8uTxO6oIlJCgzXgPPmh13UyOFo6WqbHAqcAktPp50sWY7DN6NNx5p52TiQbOQc+emrE8+qjf0aTpnHM035s+XUsnbdkCDRpoAVADvPoqFCkCt93mdyTG+CocPyUKOOd6hWE/JicbPRqqVoVq1fyOxKTn+++1s/KgQVmaNiackubsXb8eDh+G4sX1uk9VHSJH8+aaXRYp4nckxvgqHHWmngN+dc5NCOmOQsxKI0SwrVuhdGnt7NK/v9/RmLQcOaKzEe/bp8PlojATce54Laqrr9bk6oUXNJc3JtZYaYTghGtuvvEisl9EdonIbhHZFYb9mpzi++/h6FHrABsNPvpIO52/8EJUJlJwPJFyDurUgcmToUYNrai+YYOvoYXPzp3wzjuaFBtjQp9MOecKO+dyOefyO+eKeNetTdhkn3/+gdNP19MNJnLt3w9PPqmVMTt39juaLBOBxx/XkX/33APDhukcv/36wZ49fkcXYsOG6cjZBQv8jsSYiBCy03wiUtU5t1BE6qW03Dk3OyQ7DhE7zRfhdu/WGWxN5HrxRXjsMZg6VStjxpilSzW5+vJLOO00TapuvTUGRwEePqw9888+W59LE9PsNF9wQplMDXXO3SEiKZXFdc65FiHZcYhYMmVMFhw+rPW/6teHceP8jiakfv9dByv+/LMWdp81K8aqBnz4IXTrBt98YxOK5wCWTAXH5uYLkiVTEapvXz3V8MUXNkNtpFu/Xoe/lS/vdyQh55wWBl+2TEswAcyfD9Wr+xpW1h09qgeRNy/MmWPvuRzAkqngxNLvJZMTff45VKxoH+qRbO9eKFBAp47JIUS02GeSyZOhVSv4+mvo0MG3sLJu0yYtg/DQQ/aeMyaAJVMmei1erJf77/c7EpOWW2/VyvTffZdjv4AbN4YBA6B1a73+22/6G+C00/yNK8NOP12DN8acwObmM9Frgle6rG1bf+MwaWvZEi67LMcmUgAFC+rsOaecoqW2unbVkX/PPBNFI/8WLYLNm/V5zMHPpTEpCWUH9BRH8SWx0Xwmy9q21SFUixb5HYkxGbJ4sY78Gz1aG3uefhpuuSXCO6o3a6bTNS1aZMlUDmJ9poITypapV73LW8DvwFDgXe//QSHcr8kpLrpIa92YyPTjj/DWWzqSz5ygcmUYNQp+/VWrDNx5J9SsqQMdI3JM0C+/6ITG99xjiZQxKQjHdDKfAf2dc/9412sAjzjnuod0x9nMWqaMyYDERKhdWxOp+fNjsNhS9nEOxo6FXr20xeqii+CVV6BRI78jC9C2rdZ8WLVKz1maHMNapoITjj5TVZMSKQDn3DygThj2a2LZ0qU2lUUk++ADnXvvhRcskUqHCHTsCPPmwdtva0J1661ahSAiJCRo/8QHH7REyphUhCOZWiAiw0SkmYg0FZF3AZuDwGTNdddZx/NItW+f1v9q3Bg6dfI7mqiRJ4+etV66VE8B5sqlU+D17Kn9vn3z009QooSNmjUmDeFIpm4G5qMTHj8I/OvdZkzmbNmiZaVbRFUR/Zxj4EDtqPzKK9a/JhMKFYKqVfX/qVP14fzvPx8DevRRWLJE60sZY1IU8rEjzrkDIjIEmOCcs2FXJusmT9aOJpdc4nckJrnNm3UOvo4d4cIL/Y4m6nXooIlUUr3T3r2hUiXo3h3i4sIQwOrVcNZZUKxYGHZmTPQKecuUiLQH5gDfe9friEhsT85lQmvyZDj1VIi3PpER59ln9TTfCy/4HUnMSEqkDh2CGTPgttu0b/+334Z45N9vv+l8imPHhnAnxsSGcJzmewpoCOwAcM7NASqEYb8mVk2frq0eEV2UJwdaulR7UN9++/HzVCbb5M2rkyePGqWJVbt20Lw5/PlniHbYrx8UL65FV40xaQpHMpXonNsZhv2YnOKjj+Cpp/yOwiQ3fLiW+LbnJmRE4KqrtNrEW2/pgMmGDeHaa3VS5Wwzcyb88IP2fi9UKBvv2JjYFI46U8OByUBv4CrgfiCPcy6qqi1anSlj0nH0KCxYANWr+x1JjrF7t/bzf/VVLel1//3Z1O//0kthzhxYscLKIeRwVmcqOOFomboPqA4cBD4FdqGj+ozJuFGjYPx4v6MwgZyD7dt1LL8lUmFVuLDO77dkiXZKP3jweCJ16FAm73TlSj2f2KuXJVLGBCnkLVOxwlqmIkStWnDaaTpViYkM33wDN9yg4/jr1vU7mhzNOU2mfvlFT/198w3UqZOJO1q7VvtL5c+f3SGaKGMtU8EJWQ9eEfkGSDVTc861D9W+TYzatg3++QeuvtrvSEygSpWga1eoUcPvSHK8pFapU06BevX0qQGtWFGyZBCn/7Zs0QKdZcqENE5jYk0oh0MNCOF9m5xoxgz9e/HF/sZhTlS1Kgwe7HcUJkB8/PGKBocOwQUXQLly8PLLUL9+KhslJup7q0kTePfdsMVqTCwIWZ8p59y0pAvwB7Ah2W3GZMyMGTo+vGFDvyMxAHv3ahmE5cv9jsSkQQQeeAD+/luTrK5dtV/5ST76SAcQtGkT9hiNiXbhKNp5BVa002SHhQu1T06+fH5HYgBeew2GDYMNG/yOxKQhTx64914tnfDEEzBmjDYm9ugBW7fCyJFQodxRct3SjQp51zFy/5V+h2xM1AlHaYRZQAtgqnOurnfb3865WiHdcTazDugRwDmd+bVoUb8jMRs3wrnn6hD60aP9jsZkwNq1Wgrs/fe1b1ViopZVSFKgAAwdqi1YxlgH9OBY0U4TPUQskYoUzzwD+/fbtDFRqEwZbVCcO1evByZSoLMBPfFE+OMyJpqFI5maJyLXA3EiUklE3gB+DcN+TSwZNQpuukn76Rh/LV4M77wDd94JlSv7HY3JpBo14MCBlJf99194YzEm2oW7aOcnwE6saKfJqAkT4Lvv9ByE8dfjj2v9ob59/Y7EZFG5MxNTvr1cmAMxJsqFI5mq4px7wjnXwLs86ZxL5feQMan4/XcdxZfleTJMlsycqX2kevbU4qkmqvUv9w4FOLG1t0AB6N/fp4CMiVLhSKZeE5GFIvKsiNhcEybjdu3SIduNG/sdSc7mnCZRp5+uQ8FMdPvzT7rOvJeh7b+lfHn9nVK+vHU+NyYzQlm0EwDnXHMROR24GhgqIkWAz51zz4V63yZG/PWXfpHH24ASXy1YAAkJMGgQFCrkdzQmq8qXh4cfpmvf1nQt4ncwxkS3kCdTAM65DcAgEZkCPAr0BSyZMsE5cEB7y9q8b/6qVk07n595pt+RmOxQujQMsIkqjMkO4SjaeZ6I9BORecCb6Ei+stl0361FZJGILBWR3iksbyYiO0VkjnfpG+y2JoJcdpnOyXf66X5HknOtX69/y5WD3GH5DWZCZf9+6NwZZs3yOxJjYkY4+ky9D2wHLnXONXXOve2c25TVOxWROOAtoA1QDbhORKqlsOrPzrk63uWZDG5rjNm9G+rUgd72myMmvPqqDiLYaeX/jMkuIU+mnHONnXP/55xbl8133RBY6pxb7pw7BHwGdAjDtiacDh3SKoNDh/odSc6VNy889hh06uR3JCar1qzRQqtXXQUtWvgdjTExI+Tt9SJSCXgBbQE6Nqmac+7sLN51GWB1wPU1QKMU1jtfROYC64BHnHPzM7Ct8dvChbBuHRQu7HckOdcpp8CDD/odhckOjz4KR49aXyljslm4TvO9DSQCzYEPgY+y4X5TKjiUfKLB2UB551xt4A3g6wxsi4jcISIJIpKwefPmrMRqMitpzos6dXwNI8fq1w8+yo63q/HdzJnw6ada3qJCBb+jMSamhCOZyu+cm4xOqrzKOdcPnfg4q9YAZwVcL4u2Ph3jnNvlnNvj/T8ByCMiJYPZ1ttmqHMu3jkXX6pUqWwI2WTYnDmQLx9UquR3JDnPwoXw3HPwxx9+R2KyQ7168H//B716+R2JMTEnHMNyDohILmCJiNwLrAVKZ8P9/glUEpGK3n1eC1wfuIJX32qjc86JSEM0edwK7EhvWxMh/v0XzjvPRpD54bHHtBx2nz5+R2Kyyjk9XXv//X5HYkxMCkfL1INAAeB+oD5wA9Atq3fqnEsE7gV+ABYAXzjn5ovIXSJyl7daZ3Si5bnAIOBap1LcNqsxmRBo2hSuu87vKHKeGTPg66+1FaN0dvz2Mb7ZulVbpX76ye9IjIlZ4txJXYWy7861BMGLzrmeIdtJmMTHx7uEhAS/wzAm9JyDCy6A//6DJUtsculod8cd8N57MHs21KrldzQmyojILOecTT+RjpCeO3HOHRGR+iIiLpRZm4lNBw7oF3v+/H5HkrOMGQO//QbDhlkiFe1mzoR334WHH7ZEypgQCmnLFICIvApUAr6E49OTO+e+CumOs5m1TPng88/1FN/8+dpvyoTe4cNQvbrWlpozx/qqRbPERJ3PcssWnVfRyouYTLCWqeCE45OyONrpO3AEnwOiKpkyPliwQP9WrOhvHDnJu+/qqb3x4y2RinZjxmhpkVGjLJEyJsTC8Wk5zDn3S+ANItIkDPs10W7hQk2k8uVLf12TPUaPhmbN4PLL/Y7EZFXnzjB5MjRv7nckxsS8cCRTbwD1grjNmBMtWgRVqvgdRc4ycaKO/pKU6tqaqLF1K5QoYVPGGBMmIUumROR84AKglIj0CFhUBIgL1X5NDFm5EppYI2ZYbN2qp/VOPdVKIUS7iRN1HsWJE3VUpjEm5EJZZyovUAhN2AoHXHah9Z+MSd3Ro1os8sor/Y4kZ3j8cahWDfbv9zsSkxV79sCdd0LZslpbyhgTFiFrmXLOTQOmicgI59yqUO3HxKhcuaBHj/TXM9njzjv1y9fKUES3vn21Rffnn62voTFhFPI+U5ZImUzZvBl27dIJWePsrHDI1atnLRnR7o8/dO69u++GCy/0OxpjcpRwTCdjTMaNHAnnngs7dvgdSWybPh26ddM+Uya6TZkCZcrAiy/6HYkxOY4lUyYyrVgBhQpB8eJ+RxK7nIOePXXONqt0Hv169YJ586BIEb8jMSbHCXkyJSKVRWSyiMzzrtcSkSdDvV8T5Vau1FN8NkQ/dEaN0lNDzzxjfaWi2eLF+jyCJVLG+CQcLVPvAo8BhwGcc38D14ZhvyaarV2rI5JMaBw6BI89BjVqwE03+R2NyayjR+HWW6FtW9i3z+9ojMmxwlG0s4Bz7g85sYUhMQz7NdFswwabmDWU3nkHli2DCROsg380e/NNmDED3n/fTtUa46NwJFNbROQcdD4+RKQzsD4M+zXRbOBAOOMMv6OITbt26am9Fi2gdWu/ozGZtXgx9O6tU/906+Z3NMbkaOFIpv4HDAWqishaYAXQNQz7NdGss9V1DZmXX4YtW/Sv9UmLTkeOQPfuWkvq3XfteTTGZyFNpkQkDrjbOddKRAoCuZxzu0O5TxMDduyAOXOgbl2d3sRkn7Vr4bXX4LrroH59v6MxWXHFFXDffXDmmX5HYkyOF9Jkyjl3RETqe//vDeW+TAxJSIBLLoFp0+Dii/2OJrZMm6atGP37+x2JyYq4OB1AYIyJCOEYzfeXiIwTkRtFpFPSJQz7NdFqwwb9e/rp/sYRi66/HlavhooV/Y7EZEZiorZIffut35EYYwKEI5kqDmwFWgBXeJd2YdiviVabN+vf0qX9jSPWzJ+vf60QavR66SUYPx72WkO/MZEkHHPz3RzqfZgYs2OHnoqyAoTZZ9o0aNZMC3VedZXf0ZjM+OsvePppuPpqvRhjIkbIkikRedQ597KIvIFXFiGQc+7+UO3bRLkdO6BwYchlsx1lm/h4GDBAh9Gb6LNvH3TtCqVKweDBfkdjjEkmlC1T/3p/E0K4DxOL7roL2rTxO4rYUrAgPPyw31GYzPrkE1iwACZOhBIl/I7GGJNMKJOpa4DxQFHn3P+FcD8m1px3nl5M1h06pB2WH3lER0ia6HTrrTojQMOGfkdijElBKM+j1BeR8sAtIlJMRIoHXkK4XxPtJk+G33/3O4rYMGSItmYcPep3JCYzNm6EJUu0D6ElUsZErFC2TA0BvgfOBmYBgSV6nXe7MSd75BE46ywYN87vSKLbzp06bUyrVnDppX5HYzLKObjlFv1hsXIlFCrkd0TGmFSELJlyzg0CBonI2865u0O1HxODdu2ykXzZ4aWXYOtWmzYmWr39tk5E/X//Z4mUMREu5MOlLJEyGXbggM45ZjJvzRp4/XW44QadlsdEl/nzdcDAZZfplDHGmIhmY89N5Dl0CPLm9TuK6Na3r/aTeu45vyMxGbVvn9aRKlIE3n/fWhWNiQIhL9ppTIYdPAinnOJ3FNHrn39gxAht2Shf3u9oTEblyqUFVjt2hDPO8DsaY0wQLJkykefHH7U4ocmcXr2gaFF4/HG/IzEZ5Zye4n7rLb8jMcZkgJ3mM5GnUSM42wZ7Zsq2bbB4MTzxBBQr5nc0JiMWL4Z69WDePL8jMcZkkLVMmchy5Ah8+CE0aAA1avgdTfQpXhz+/Tf99UxkOXBA+0mtWaOtisaYqGItUyayHDigtXUmTPA7kugzb552Xs6b1zrwR5sePWDuXP0hUbas39EYYzLIkikTWZImN7aK3RmTmAjt20Pnzn5HYjLq88+1plTPnjYRtTFRyk7zmcgSF6d/LZnKmNy54aOPjiejJjo4Bx98AE2aQP/+fkdjjMkkS6ZMZElKBo4c8TeOaNSkid8RmIwSgbFjtep/njx+R2OMyST7GWsiS1LLlCVTwXvySa2S7ZzfkZhgOactUZs3axJVooTfERljssCSKRNZRGDOHLjbZiEKyn//wYAB2rJhlbKjxyuvaBI8apTfkRhjsoGd5jORp3ZtvyOIHn366N9nn/U3DhO8n36Cxx7TUgh33eV3NMaYbGAtUybyDBsGU6f6HUXkmztXO50/8ACUK+d3NCYYq1fDtddClSr6OrfWRGNigiVTJvI8/rgOFzdp69VLq5w/9pjfkZhg9egB+/fDV19B4cJ+R2OMySZRnUyJSGsRWSQiS0WkdwrLu4rI397lVxGpHbBspYj8IyJzRCQhvJGbNBUqBHv2+B1FZPvxR/jhB+13YxWzo8fbb8P48VC1qt+RGGOyUdQmUyISB7wFtAGqAdeJSLVkq60AmjrnagHPAkOTLW/unKvjnIsPecAmeIULWzKVlqNH4dFHoUIFuOcev6MxwZg4EQ4dgpIloWlTv6MxxmSzqE2mgIbAUufccufcIeAzoEPgCs65X51z272rvwE2T0M0sJaptH3yiY547N8fTjnF72hMer79Flq3hpdf9jsSY0yIRHMyVQZYHXB9jXdbam4Fvgu47oCJIjJLRO4IQXwmswoVgt27/Y4icv37r04Efe21fkdi0rNgAVx3HdSpo/2ljDExKZpLI6Q0DCbFqoUi0hxNpi4MuLmJc26diJQGfhSRhc656cm2uwO4A6CcjZYKn+HDIV8+v6OIXM8/D089ZVPHRLpt23S+xPz5tcp5gQJ+R2SMCZFo/jReA5wVcL0ssC75SiJSCxgGdHDObU263Tm3zvu7CRiDnjY8gXNuqHMu3jkXX6pUqWwO36SqbFntW2JOtH07/PWX/m+n9yLfbbfBqlUwZgycdVb66xtjolY0J1N/ApVEpKKI5AWuBcYFriAi5YCvgBudc4sDbi8oIoWT/gcuBeaFLXKTtj/+gL594fBhvyOJLAMG6Om9NWv8jsQEo18/rQN2wQV+R2KMCbGoTaacc4nAvcAPwALgC+fcfBG5S0SSygr3BUoAg5OVQDgNmCEic4E/gG+dc9+H+RBMahIStKL31q3pr5uTPPoofPaZttyZyDVrls69V6sWXHON39EYY8IgmvtM4ZybAExIdtuQgP9vA25LYbvlgM1ZEqmSTqlu3gynn+5vLJHCOTj1VOjc2e9ITFq+/FKniRkxArp18zsaY0yYRG3LlIlhpUvr340b/Y0jUvz1l85X+O+/fkdi0jJzJtx4o57WsxYpY3IUS6ZM5EnqrLt6ddrr5RS9esG6dVAmrcofxlfLl+vIvbJldeSejUY1JkeJ6tN8JkaVLasTwFpHa62c/eOP8PrreprPRJ7Dh6FdO61MP2GCjUQ1JgeyZMpEnrx5tfN5Tp9z7sgR7XResSLcfbff0ZjU5MkDzz2nSVTlyn5HY4zxgSVTJjIVK+Z3BP4bORLmzoVPP7W6UpEoMRFmz4aGDaFTJ7+jMcb4yPpMmcj05Zfw8MN+R+Gf/fvhySchPl5Hh5nI4hzcdRc0aQKLF6e/vjEmplkyZSLT3LkwcCAcPOh3JP544w3tgP/yyzZtTCTq00enPXrsMTu1Z4yxZMpEqPPO0w69S5b4HUn4bd2q8+9dfjk0b+53NCa5N96A/v3h9tvh6af9jsYYEwEsmTKRqVo1/btwob9x+GHZMu18/9JLfkdikvvjD3jgAejYEQYP1lGnxpgczzqgm8hUpYp+US1Y4Hck4dewISxdCrnt7RlxGjSAoUOha1d7fowxx1jLlIlMBQpA1aqwZ4/fkYTXhAnaT8y+qCPL9OnaSioCt90G+fP7HZExJoJYMmUi1/z5OetU16JF0LatFug0kWPmTO2/ds89fkdijIlQ9vPXRK6c1h+lShX44Qdo1MjvSEyS2bOhTRs44wyt+2WMMSmwlikTuf79Fy66CH77ze9IQu/IEf176aU2bUykmD//+PMxebImVMYYkwJLpkzkKlYMZsyI/WTqyBFo3NhO70WaZ57RqWImT4Zy5fyOxhgTwSyZMpHrjDOgTBlISPA7ktD68EM9xrJl/Y7EBHr/ffj5Zzj3XL8jMcZEOEumTGRr1Ah+/dXvKEJn3z6tpt2wIXTu7Hc0ZskS6NIFdu3SEaWWSBljgmDJlIlsTZvCihXw339+RxIagwbB2rXwyis5r8N9pFm8GJo1g6lT9TkxxpggWTJlIluLFlouIBbrTW3ZAi+8AO3bw8UX+x1NzrZokSZShw/DlCk6nZExxgTJSiOYyFajBowf73cUofHcc5okvvCC35HkbAsX6hyIR49qIlW9ut8RGWOijLVMmeiwaZPfEWSvZct0brdbbz0+D6HxR+7cOtDBEiljTCZZMmUi32efwWmnaZ+WWPHEEzrsvl8/vyPJuZYt09aoc8+FP/+0pNYYk2mWTJnId/75+jdWTvclJuqX+MMPw5ln+h1NzjR1KtSpc/wUq3X+N8ZkgTjn/I4hKsTHx7uEWK93FMlq1YKSJeGnn/yOJPs4Z1/ifhg/XstQnHMO/PijJbTGpEFEZjnn4v2OI9JZy5SJDu3aaQHFHTv8jiRrfv8dFizQ/y2RCr9PP4Urr4SaNWH6dEukjDHZwpIpEx3atdPTY99+63ckWfPQQ3DVVXqaz4TX+vVwyy3QpIlOEVOihN8RGWNihJVGMNGhcWN45x245BK/I8masWNhzRrIZb9jwu6MM/S0Xv36kD+/39EYY2KIfaKb6JArF9xxB5Qu7XckmXP4sLZGlSoFdev6HU3Ocfgw3HYbfPSRXr/wQkukjDHZzpIpEz2OHIHhw6PzVN/LL2vr2t69fkeSc+zZo9Xlhw/XKYmMMSZE7DSfiR65csGrr+qovrZt/Y4meJs3w0svQcuWULCg39HkDBs26Gtk7lx4911tnTLGmBCxlikTPUTgppt0VN/ChX5HE7xnn4V9+2zamHDZuVNrky1cCOPGWSJljAk5S6ZMdLnlFq0cPmSI35EEZ+lSePtt/UKvWtXvaHKGU0+Fu+7SwpyXX+53NMaYHMCSKRNdSpfWgosffKCtPZHu8cfhlFNs2phwGDJE63gB9OoFDRr4G48xJsewZMpEn7vvhrPP1hIDkez33+HLL+GRR+D00/2OJnYlJsK99+rr4p13/I7GGJMDWQd0E30uvBASEiK7grhz8OijOkHzww/7HU3s2r4drr4aJk3Sx/mll/yOyBiTA1kyZaJPUhK1fTts3BiZfZHGj9fpSt5+GwoX9jua2LRhAzRtqmUP3nsPbr7Z74iMMTmUJVMmerVsqZ3Rf/st8lqp9u+Hiy6CW2/1O5LYVaoUXHCB1pG68EK/ozHG5GDWZ8pErzvvhD/+0HnWIs3VV8O0aZrsmeyTmKilJtauhbg4eP99S6SMMb6zZMpEr27doEwZePJJ7aMUCfbu1VNOiYmR11oW7TZtgssug7594fPP/Y7GGGOOsWTKRK98+bSV4vffYdQov6NRn36qp/Zmz/Y7ktjy++86QfGvv2prVI8efkdkjDHHWDJlottNN0HNmjBjht+RqFtvhZkzoWFDvyOJHT/8oP3P8uTRZKp7d78jMsaYE1gHdBPd4uLgl18iY8Tc3r06917jxn5HElvOP18r3z//PBQv7nc0xhhzkqhumRKR1iKySESWikjvFJaLiAzylv8tIvWC3dZEkaREasECWLfOnxgWLdL+W99+68/+Y82UKToVzIEDUKSIVje3RMoYE6GiNpkSkTjgLaANUA24TkSqJVutDVDJu9wBvJ2BbU002b1bWzDuvdef/T/+OBw5AvHx/uw/Vhw+DE88oWUvli/XWlLGGBPhojaZAhoCS51zy51zh4DPgA7J1ukAfOjUb0BRETkjyG1NNClcGHr3hjFjYOzY8O7711/hq6+OVzw3mbNsmRbhfP55LcA5axZUqOB3VMYYk65o7jNVBlgdcH0N0CiIdcoEuW3INWvW7KTbrr76au655x727dvH5SnMeN+9e3e6d+/Oli1b6Ny580nL7777bq655hpWr17NjTfeeNLyhx9+mCuuuIJFixZx5513nrT8ySefpFWrVsyZM4cHH3zwpOXPP/88F1xwAb/++iuPP/74ScsHDhxInTp1mDRpEs8999xJy9955x2qVKnCN998w6uvvnrS8o8++oizzjqLzz//nLfffvuk5aNGjaJkyZKMGDGCESNGnLjQOSZUr06Bu+9m8KJFfDFhwknbT506FYABAwYwfvz4E5blz5+f7777DoBnn32WycnqV5UoUYLRo0cD8NhjjzFz5kxd8NdfkCcPZefP52Nv3QcffJA5c+acsH3lypUZOnQoAHfccQeLFy8+YXmdOnUYOHAgADfccANrks09eP755/PCCy8AcNVVV7F169YTlrds2ZI+ffoA0KZNG/bv33/C8nbt2vHII48AEfra27aNVv/9x5wXXuDB77+Htm1PWB7Rrz1gwoQJFChQgMGDB/PFF1+ctDwkrz1P2bJl+fhjffXZay+Hfe5x/LVn/BPNLVMpFfFJXmwotXWC2RYRuUNEEkQkYfPmzZkI0YSVCAwdClu3wscfp79+dtiyBXbtgooVIXc0/zbxyYEDWpMLtNzBvHnQurW/MRljTAaJi5RihxkkIucD/Zxzl3nXHwNwzr0QsM47wFTn3Kfe9UVAM6BCetsmFx8f7xISEkJyLCab/d//wfr18NxzoU1wDh+GGjV0ROHff1sylRHO6TQwPXrANdfAu+/6HZExJgUiMss5Z51B0xHNn/5/ApVEpCKwFrgWuD7ZOuOAe0XkM/Q03k7n3HoR2RzEtiZaPfDA8f+dC10l8uHDYfFi7aNliVTwVq6Eu++G77+H5s21w7kxxkSxqD3N55xLBO4FfgAWAF845+aLyF0icpe32gRgObAUeBe4J61tw3wIJtR+/10nwt20Kfvve/dueOopLSZ5xRXZf/+x6ptvoHp1+PlneOMNmDTJOpkbY6JeVP+cds5NQBOmwNuGBPzvgP8Fu62JMXFxMGcOdO6sX9p582bffe/apWUQ+va1OfiCkZiorXf16kH79vDSS1CuXFhDOHz4MGvWrOHAgQNh3a8x0SBfvnyULVuWPDY5e6ZEbZ+pcLM+U1Hq00/h+uuha1f48EPIFbWNsdFp+3bo00cLqk6a5GviuWLFCgoXLkyJEiUQS4CNOcY5x9atW9m9ezcVK1Y8YZn1mQqOfbOY2HbdddoRfeRI7eycHT8e3n9fC0qa1B05olXLK1WCt9+GatXg0CFfQzpw4IAlUsakQEQoUaKEtdpmQVSf5jMmKI8/Dps3awKUmKgT5mbWjh3w4IPQrRsMGpRdEcaWZcvgqqtg7ly4+GIdXVmnjt9RAVgiZUwq7L2RNdYyZWKfCLz2mlYpz5NHO49ntoWqaFE9ZfXUU9kaYkw4eFD/nn46FCoEn38OU6dGTCIVCQYNGsR5551H165dGTduHC+++KLfIYXU1KlT+fXXX49dHzJkCB9++GFI91moUCEAVq5cSY0aNQBISEjg/vvvz9b9XH755ezYseOk2/v168eAAQOCvp/kj1Gwy1LTunVrihYtSrt27TK0nckaa5kyOUOuXHrZvRsuvBBatIBXX81YH6rt2zWZOvPMkIUZldavh2ee0cmJ//4bChaEGTP8jioiDR48mO++++5Yv5T27duftE5iYiK5s6nUxpEjR4iLi8uW+8qMqVOnUqhQIS644AIA7rrrrnS2CI34+Hjis3nezAkpzLCQGckfo2CXpaZnz57s27ePd955J1viM8GxlimTsxQqpLWNBg6Ea6+FZNNepMo5uPxy7cxu1M6d8OSTcO65MGyYJqjW5yJVd911F8uXL6d9+/a8/vrrjBgxgnu9ibm7d+9Ojx49aN68Ob169WLZsmW0bt2a+vXrc9FFF7Fw4cKT7q9fv37ceOONtGjRgkqVKvGuV/h06tSpNG/enOuvv56aNWty4MABbr75ZmrWrEndunWZMmUKACNGjKBDhw60bt2aKlWq8PTTTx+7744dO1K/fn2qV69+bBoagOHDh1O5cmWaNWvG7bfffiz+b775hkaNGlG3bl1atWrFxo0bWblyJUOGDOH111+nTp06/Pzzzye02syZM4fGjRtTq1YtrrzySrZv3w7odDO9evWiYcOGVK5cmZ9//jnFx/OVV16hQYMG1KpVi6fSaSmeOnXqsZaa1B639evXc/HFF1OnTh1q1KhxbL+ffvopNWvWpEaNGvTq1evYfVaoUIEtW7YA0L9/f6pUqUKrVq1YtGhRijEE+xglSWtZWlq2bEnhwoVPur13795Uq1aNWrVqHZvax2Qj55xdgrjUr1/fmRhx9KhzAwY4J+Jc48bObdiQ/jajRjkHzg0bFvr4osGiRc4VK6aPybXXOrdkid8Rpevff/898YamTU++vPWWLtu7N+Xl77+vyzdvPnlZEMqXL+82b97snHPu/fffd//73/+cc85169bNtW3b1iUmJjrnnGvRooVbvHixc8653377zTVv3vyk+3rqqadcrVq13L59+9zmzZtd2bJl3dq1a92UKVNcgQIF3PLly51zzg0YMMB1797dOefcggUL3FlnneX279/v3n//fXf66ae7LVu2uH379rnq1au7P//80znn3NatW51z7tjtW7ZscWvXrnXly5d3W7dudYcOHXIXXnjhsfi3bdvmjh496pxz7t1333U9evQ4FuMrr7xyQsxJ12vWrOmmTp3qnHOuT58+7oEHHvCelqbHtv/2229dy5YtTzr2H374wd1+++3u6NGj7siRI65t27Zu2rRpzjnnChYs6JxzbsWKFa569erOOeemTJni2rZtm+bjNmDAAPfcc88555xLTEx0u3btcmvXrnVnnXWW27Rpkzt8+LBr3ry5GzNmzAnPZUJCgqtRo4bbu3ev27lzpzvnnHNOOOYkwT5GyZ/jwGUff/yxq1279kmXq6666oTtAo/XOX0+K1eufGz/27dvT3F/J71HnHNAgouA7+BIv9hpPpPziMDDD8PZZ2vJhFtvhWQTz57g8GF47DEtNtmtW/jijDRbtmin8pYttTXqxhv18ahXz+/IYkKXLl2Ii4tjz549/Prrr3Tp0uXYsoNJ/dGS6dChA/nz5yd//vw0b96cP/74g6JFi9KwYcNjpxJnzJjBfffdB0DVqlUpX778sYmOL7nkEkqUKAFAp06dmDFjBvHx8QwaNIgxY8YAsHr1apYsWcKGDRto2rQpxYsXPxZv0v2sWbOGa665hvXr13Po0KGThtcnt3PnTnbs2EHTpk0B6Nat2wnH26lTJwDq16/PypUrT9p+4sSJTJw4kbp16wKwZ88elixZwsUXX5zmftN63Bo0aMAtt9zC4cOH6dixI3Xq1OGnn36iWbNmlCpVCoCuXbsyffp0OnbseOy+fv75Z6688spjEw2ndOo2M49RSrp27UrXrl0zvF2RIkXIly8ft912G23btrX+VCFgyZTJua68En77TU/9gRbiLFhQi30GevddWLJEE66cOG3MypVarfydd7Tw6bp1kC+fjtKLZlOnpr6sQIG0l5csmfbyTChYsCAAR48epWjRosyZMyfdbZKPwEq6nnRfoGcfMrL91KlTmTRpEjNnzqRAgQI0a9aMAwcOpHk/9913Hz169KB9+/ZMnTqVfv36pRt7Wk455RQA4uLiSEyaCDuAc47HHnuMO++8M1P3n9JxX3zxxUyfPp1vv/2WG2+8kZ49e1KkSJFM3V9KsuMxGjlyJK+88spJt5977rmMGjUq1e1y587NH3/8weTJk/nss8948803+emnnzK8f5M66zNlcrZatbSFCuCWW3T6mX//1bpUFSpoB/X77oOqVbXPVE7y77/QpQucc44mTh07asfyfPn8jiymFSlShIoVK/Lll18CmjjMnTs3xXXHjh3LgQMH2Lp1K1OnTqVBgwYnrXPxxRczcuRIABYvXsx///1HlSpVAPjxxx/Ztm0b+/fv5+uvv6ZJkybs3LmTYsWKUaBAARYuXMhvv/0GQMOGDZk2bRrbt28nMTGR0aNHH9vHzp07KVOmDAAffPDBsdsLFy7M7t27T4rp1FNPpVixYsf6AX300UfHWqmCcdlll/Hee++xZ88eANauXcumDEwbldLjtmrVKkqXLs3tt9/OrbfeyuzZs2nUqBHTpk1jy5YtHDlyhE8//fSkOC+++GLGjBnD/v372b17N998802K+8zoY5TSsq5duzJnzpyTLmklUqAtdzt37uTyyy9n4MCBQSXqJmMsmTIGtIN5ly5aI6lWLbj5Zli1Sm8/elRbZz75xO8oQ2///uNzGe7Zo1XLH3kEVqyAjz/W4psm5EaOHMnw4cOpXbs21atXZ+zYsSmu17BhQ9q2bUvjxo3p06cPZ6Yw0vSee+7hyJEj1KxZk2uuuYYRI0Yca/m58MILufHGG6lTpw5XXXUV8fHxtG7dmsTERGrVqkWfPn1o3LgxAGXKlOHxxx+nUaNGtGrVimrVqnHqqacC2qm7S5cuXHTRRZQsWfLYvq+44grGjBmTYgfqDz74gJ49e1KrVi3mzJlD3759g358Lr30Uq6//nrOP/98atasSefOnVNNSIJ93KZOnUqdOnWoW7cuo0eP5oEHHuCMM87ghRdeoHnz5tSuXZt69erRoUOHE+6rXr16XHPNNccew4suuijFfWbmMUprWWouuugiunTpwuTJkylbtiw//PADu3fvpl27dtSqVYumTZvy+uuvB/1YmeDYdDJBsulkcohNm6BiRdi37+Rl5ctrUhWL5s7V05kff6xzGQ4bprfv3w/58/sbWzZZsGAB5513nt9hZJt+/fpRqFChTI/MGjFiBAkJCbz55ptBb7Nnzx4KFSpEYmIiV155JbfccgtXXnllpvbvl6w+brEspfeITScTHGuZMiZQ6dKpl0v477/wxhIOH3wADRtqYc1hw6Bt2xM72cdIImWyR79+/Y6VDqhYseIJHbGNycmsZSpI1jKVg1SooKf4ksuTR+fl69wZvNMkUWfrVvjmG7jpJu0Pdv/9MH269he74QbwRmrFolhrmTImu1nLVOZZy5QxyfXvr6O5AuXNCyVKaMJx1lnwxBPajyjSOQf//AMvvggXXaQtbzffDH/8ocsHDIA5czSpiuFEyhhjQsmSKWOS69oVhg7VPlIi+ve992DtWpg4Ec4/X5MTr5I0W7bAwoWZn+8vu61apbGCxlirltbJ2rtXJ32ePRsaNdLlefP6F6cxxsSIHFg0x5ggdO2ql+QuuUQv69ZBUg2azz+He+/VpOuyy+Dii6FxYy25EOqZ2I8ehWnTtHVp1iz4+Wft2/X449rC1qSJJoaXXw7esGxjjDHZy5IpYzIjcAh6x45azPP77+HTTzV5EdGJkU89FcaO1Zaic8/V7c44Q0+pBZtorVsHGzfqSMLly/VSvjw8+qjeR8eOWnD0jDN0EueePeHSS3XbU06B22/P5oM3xhgTyJIpY7KqTBm48069JCbC/PmwYIEmUqDlBpIX1Tv7bK1pBbrdb7/ptkeO6N9q1WDcOF1++eVauiDJqadqAgWaTP34oyZXp50W0sM0WTdo0CDefvvtY7WJ/v33X3r37h309oHD+vv27cvFF19Mq1atQhLrjh07+OSTT7jnnnsytCw1b775JgMHDmTZsmVs3rz5hFpLxkQ7S6aMyU65c0Pt2npJ8sUXsH49LF2qf9ev19NzSUqX1hGEefLo9nFxUK7c8eX9+8PBg5ownX02FCt24j4bNgzpIZnsM3jwYL777rtj87KlNI9bYmIiuYOYtuiZZ57J9vgC7dixg8GDB6eaTKW2LDVNmjShXbt2NGvWLBujNCYyWDJlTKiJ6Om9FKpTA/Dss2lv37Zt9sdkwu6uu+5i+fLltG/fnltuuYVixYodK5rZvXt3ihcvzl9//UW9evW45557+N///sfmzZspUKAA7777LlWrVj3h/rp37067du3o3LkzFSpUoFu3bnzzzTccPnyYL7/8kqpVq7J3717uu+8+/vnnHxITE+nXr99JFbz37NlDhw4d2L59O4cPH+a5556jQ4cO9O7dm2XLllGnTh0uueSSE+aES2tZapImJU5u2rRpPPDAA4DOcTd9+nQKFy6c0YfXGF9ZMmWMyXEefPDBbJ+frE6dOgwcODDV5UOGDOH7779nypQplCxZkhEjRpywfPHixUyaNIm4uDhatmzJkCFDqFSpEr///jv33HNPuhPTlixZktmzZzN48GAGDBjAsGHD6N+/Py1atOC9995jx44dNGzYkFatWp0wEXK+fPkYM2YMRYoUYcuWLTRu3Jj27dvz4osvMm/evBQfp+TLdu/eneo0Kp988gnV0piGaMCAAbz11ls0adKEPXv2kM/mfjRRyJIpY4yJAF26dCEuLo49e/bw66+/0qVLl2PLDh48mO72nTp1AqB+/fp89dVXAEycOJFx48YxYMAAAA4cOMB///13QmFG5xyPP/4406dPJ1euXKxdu5aNGzdmKPbChQtnOjlt0qQJPXr0oGvXrnTq1ImyZctm6n6M8ZMlU8aYHCetFiS/JLUWHT16lKJFi2Y4OUmavDguLo7ExERAE6XRo0dTpUqVVLcbOXIkmzdvZtasWeTJk4cKFSpw4MCBDO07Ky1TvXv3pm3btkyYMIHGjRszadKkk05pGhPpLJkyxpgIUqRIESpWrMiXX35Jly5dcM7x999/UztwUEOQLrvsMt544w3eeOMNRIS//vrrpL5LO3fupHTp0uTJk4cpU6awyptKqXDhwuzevTvF+02+LCstU8uWLaNmzZrUrFmTmTNnsnDhQkumTNSxCujGGBNhRo4cyfDhw6lduzbVq1dn7NixmbqfPn36cPjwYWrVqkWNGjXo06fPSet07dqVhIQE4uPjGTly5LFEpkSJEjRp0oQaNWrQs2fPE7ZJa1lqBg0aRNmyZVmzZg21atXitttuA7SVsEaNGtSuXZv8+fPTpk2bTB2rMX6yiY6DZBMdGxPdbKJjY9JmEx1nnrVMGWOMMcZkgSVTxhhjjDFZYMmUMcYYY0wWWDJljDHGGJMFlkwZY4wxxmSBJVPGGGOMMVlgyZQxxoTJoEGDOO+88+jatSvjxo3jxRdfzND2/fr1OzY1TN++fZk0aVIowgRgx44dDB48OMPLUrNixQoaNWpEpUqVuOaaazh06FB2hGlMRLBkyhhjwmTw4MFMmDCBkSNH0r59e3r37n3SOklTwaTnmWeeoVWrVtkd4jHZnUz16tWLhx56iCVLllCsWDGGDx+eHWEaExEsmTLGmDC46667WL58Oe3bt+f1119nxIgR3HvvvQB0796dHj160Lx5c3r16sWyZcto3bo19evX56KLLmLhwoUn3V/37t0ZNWoUABUqVOCpp56iXr161KxZ89j6e/fu5ZZbbqFBgwbUrVs3xUrqe/bsoWXLlse2TVqnd+/eLFu2jDp16pxU5TytZSlxzvHTTz/RuXNnALp168bXX38NwLRp06hTpw516tShbt26qU5hY0wks7n5jDE5UrNmzU667eqrr+aee+5h3759XH755Sct7969O927d2fLli3HEoMkU6dOTXN/Q4YM4fvvv2fKlCmULFmSESNGnLB88eLFTJo0ibi4OFq2bMmQIUOoVKkSv//+O/fccw8//fRTmvdfsmRJZs+ezeDBgxkwYADDhg2jf//+tGjRgvfee48dO3bQsGFDWrVqdWxSZYB8+fIxZswYihQpwpYtW2jcuDHt27fnxRdfZN68eSnOuZd8WXoTHZcuXZqiRYuSO7d+5ZQtW5a1a9cCMGDAAN566y2aNGnCnj17yJcvX5rHaUwksmTKGGMiQJcuXYiLi2PPnj38+uuvdOnS5diygwcPprt9p06dAKhfvz5fffUVABMnTmTcuHHH+lkdOHCA//7774QpQ5xzPP7440yfPp1cuXKxdu1aNm7cmKHY05voePPmzSfdJiIANGnShB49etC1a1c6depE2bJlM7RvYyKBJVPGmBwprZakAgUKpLm8ZMmS6bZEZVRSa9HRo0cpWrRomslJSk455RQA4uLijvW7cs4xevRoqlSpkup2I0eOZPPmzcyaNYs8efJQoUIFDhw4kKF9p9cydd5557Fjxw4SExPJnTs3a9as4cwzzwT0lGHbtm2ZMGECjRs3ZtKkSccmWzYmWlifKWOMiSBFihShYsWKfPnll4AmRHPnzs3UfV122WW88cYbJE1o/9dff520zs6dOyldujR58uRhypQprFq1CtDWptT6LyVfltQyldKlWrVqiAjNmzc/1sfrgw8+oEOHDgAsW7aMmjVr0qtXL+Lj41PsH2ZMpLNkyhhjIszIkSMZPnw4tWvXpnr16il2HA9Gnz59OHz4MLVq1aJGjRr06dPnpHW6du1KQkIC8fHxjBw58lirUIkSJWjSpAk1atQ4qZN5WstS89JLL/Haa69x7rnnsnXrVm699VYABg4cSI0aNahduzb58+enTZs2mTpWY/wkSb9YTNri4+NdQkKC32EYYzJpwYIFJ/QVMsacKKX3iIjMcs7F+xRS1IjKlikRKS4iP4rIEu9vsRTWOUtEpojIAhGZLyIPBCzrJyJrRWSOdzl52I4xxhhjTBCiMpkCegOTnXOVgMne9eQSgYedc+cBjYH/iUi1gOWvO+fqeJcJoQ/ZGGOMMbEoWpOpDsAH3v8fAB2Tr+CcW++cm+39vxtYAJQJV4DGGGOMyRmiNZk6zTm3HjRpAkqntbKIVADqAr8H3HyviPwtIu+ldJrQ2+4OEUkQkYSU6qQYY6KL9RE1JmX23siaiE2mRGSSiMxL4dIhg/dTCBgNPOic2+Xd/DZwDlAHWA+8mtK2zrmhzrl451x8qVKlMn8wxhjf5cuXj61bt9qXhjHJOOfYunWrVZ/Pgogt2umcS3UGTxHZKCJnOOfWi8gZwKZU1suDJlIjnXNfBdz3xoB13gXGZ1/kxphIVLZsWdasWZNiNW5jcrp8+fJZ9fksiNhkKh3jgG7Ai97fk4qwiM5VMBxY4Jx7LdmyM5JOEwJXAvNCG64xxm958uShYsWKfodhjIlBEXuaLx0vApeIyBLgEu86InKmiCSNzGsC3Ai0SKEEwssi8o+I/A00Bx4Kc/zGGGOMiRFR2TLlnNsKtEzh9nXA5d7/MwBJZfsbQxqgMcYYY3KMaG2ZMsYYY4yJCDadTJBEZDOwKpvvtiSwJZvv0w+xchxgxxKpYuVYYuU4wI4lEoXiOMo752w4ezosmfKRiCTEwpxHsXIcYMcSqWLlWGLlOMCOJRLFynFEIzvNZ4wxxhiTBZZMGWOMMcZkgSVT/hrqdwDZJFaOA+xYIlWsHEusHAfYsUSiWDmOqGN9powxxhhjssBapowxxhhjssCSqRASkS4iMl9EjopIqiMsRKS1iCwSkaUi0jvg9uIi8qOILPH+FgtP5CnGmG4sIlIloNr8HBHZJSIPesv6icjaFKrRh12wj6uIrPQq5c8RkYSMbh8OQT4vZ4nIFBFZ4L0eHwhY5uvzktprP2C5iMggb/nfIlIv2G3DLYhj6eodw98i8quI1A5YluJrzQ9BHEczEdkZ8JrpG+y24RbEsfQMOI55InJERIp7yyLpOXlPRDaJSIpTn0XT+yRmOefsEqILcB5QBZgKxKeyThywDDgbyAvMBap5y14Genv/9wZe8vFYMhSLd1wb0BolAP2AR/x+TjJyLMBKoGRWHwu/jwU4A6jn/V8YWBzwGvPteUnrtR+wzuXAd+hsBo2B34PdNgKP5QKgmPd/m6RjSeu1FqHH0QwYn5ltI+1Ykq1/BfBTpD0nXiwXA/WAeaksj4r3SSxfrGUqhJxzC5xzi9JZrSGw1Dm33Dl3CPgM6OAt6wB84P3/AdAxJIEGJ6OxtASWOeeyu9Bpdsjq4xpVz4tzbr1zbrb3/25gAVAmXAGmIa3XfpIOwIdO/QYUFZEzgtw2nNKNxzn3q3Nuu3f1N6BsmGMMRlYe16h7TpK5Dvg0LJFlkHNuOrAtjVWi5X0SsyyZ8l8ZYHXA9TUc/6I7zTm3HvQLESgd5tgCZTSWazn5g+lerwn6PT9PjRH8sThgoojMEpE7MrF9OGQoFhGpANQFfg+42a/nJa3XfnrrBLNtOGU0nlvRloQkqb3Wwi3Y4zhfROaKyHciUj2D24ZL0PGISAGgNTA64OZIeU6CES3vk5gVlRMdRxIRmQScnsKiJ5xzY4O5ixRu82WIZVrHksH7yQu0Bx4LuPlt4Fn02J4FXgVuyVykQcWQHcfSxDm3TkRKAz+KyELvF2JYZePzUgj9snjQObfLuzmsz0vykFK4LflrP7V1IuZ94wk6HhFpjiZTFwbcHBGvNYI7jtno6fs9Xh+7r4FKQW4bThmJ5wrgF+dcYOtPpDwnwYiW90nMsmQqi5xzrbJ4F2uAswKulwXWef9vFJEznHPrvSbbTVncV5rSOhYRyUgsbYDZzrmNAfd97H8ReRcYnx0xpyY7jsU5t877u0lExqBN5tOJwudFRPKgidRI59xXAfcd1uclmbRe++mtkzeIbcMpmGNBRGoBw4A2zrmtSben8VoLt3SPIyARxzk3QUQGi0jJYLYNs4zEc1JLegQ9J8GIlvdJzLLTfP77E6gkIhW9Fp1rgXHesnFAN+//bkAwLV2hkpFYTup74H3RJ7kSSHFUSpikeywiUlBECif9D1zK8Zij6nkREQGGAwucc68lW+bn85LWaz/JOOAmb7RSY2CndzozmG3DKd14RKQc8BVwo3NuccDtab3Wwi2Y4zjde00hIg3R75GtwWwbZkHFIyKnAk0JeO9E2HMSjGh5n8Quv3vAx/IF/XJaAxwENgI/eLefCUwIWO9ydITVMvT0YNLtJYDJwBLvb3EfjyXFWFI4lgLoB+upybb/CPgH+Bt9M58RyceCjn6Z613mR/Pzgp5Oct5jP8e7XB4Jz0tKr33gLuAu738B3vKW/0PAqNjU3jc+PhfpHcswYHvAc5CQ3mstQo/jXi/OuWhH+gui9TnxrncHPku2XaQ9J58C64HD6HfKrdH6PonVi1VAN8YYY4zJAjvNZ4wxxhiTBZZMGWOMMcZkgSVTxhhjjDFZYMmUMcYYY0wWWDJljDHGGJMFlkwZY4wxxmSBJVPGGGOMMVlgyZQxxhhjTBb8PxYOaGvO262uAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ros(0.5,1.0,0.1,0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "W0DQBtLzFA37"
   },
   "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": [
    "plot_ros(0.5,1.0,0.1,-2.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NyaGs8EJXX4M"
   },
   "source": [
    "### How FARSITE and WRF-SFIRE compute the ROS"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "ros.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}