{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p><font size=\"6\"><b>Spatial operations and overlays: creating new geometries</b></font></p>\n",
    "\n",
    "\n",
    "> *DS Python for GIS and Geoscience*  \n",
    "> *October, 2020*\n",
    ">\n",
    "> *© 2020, Joris Van den Bossche and Stijn Van Hoey  (<mailto:jorisvandenbossche@gmail.com>, <mailto:stijnvanhoey@gmail.com>). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "In the previous notebook we have seen how to identify and use the spatial relationships between geometries. In this notebook, we will see how to create new geometries based on those relationships."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n",
    "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n",
    "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# defining the same example geometries as in the previous notebook\n",
    "belgium = countries.loc[countries['name'] == 'Belgium', 'geometry'].item()\n",
    "brussels = cities.loc[cities['name'] == 'Brussels', 'geometry'].item()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Spatial operations\n",
    "\n",
    "Next to the spatial predicates that return boolean values, Shapely and GeoPandas also provide operations that return new geometric objects.\n",
    "\n",
    "**Binary operations:**\n",
    "\n",
    "<table><tr>\n",
    "<td> <img src=\"../img/spatial-operations-base.png\"/> </td>\n",
    "<td> <img src=\"../img/spatial-operations-intersection.png\"/> </td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td> <img src=\"../img/spatial-operations-union.png\"/> </td>\n",
    "<td> <img src=\"../img/spatial-operations-difference.png\"/> </td>\n",
    "</tr></table>\n",
    "\n",
    "**Buffer:**\n",
    "\n",
    "<table><tr>\n",
    "<td> <img src=\"../img/spatial-operations-buffer-point1.png\"/> </td>\n",
    "<td> <img src=\"../img/spatial-operations-buffer-point2.png\"/> </td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td> <img src=\"../img/spatial-operations-buffer-line.png\"/> </td>\n",
    "<td> <img src=\"../img/spatial-operations-buffer-polygon.png\"/> </td>\n",
    "</tr></table>\n",
    "\n",
    "\n",
    "See https://shapely.readthedocs.io/en/stable/manual.html#spatial-analysis-methods for more details."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "For example, using the toy data from above, let's construct a buffer around Brussels (which returns a Polygon):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "geopandas.GeoSeries([belgium, brussels.buffer(1)]).plot(alpha=0.5, cmap='tab10')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "and now take the intersection, union or difference of those two polygons:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brussels.buffer(1).intersection(belgium)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
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      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x7f7798ac9520>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brussels.buffer(1).union(belgium)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"3.288503352425684 49.75526293533032 2.001839018422625 2.1599999999999966\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,101.67052587066064)\"><g><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.04319999999999993\" opacity=\"0.6\" d=\"M 4.829705194957567,49.96948751206782 L 4.802767486516449,49.95334167098196 L 4.71405418205554,49.911383402819034 L 4.621655426944914,49.878322599598114 L 4.52646107170658,49.85447765492709 L 4.429387890020012,49.84007820865812 L 4.331370749690452,49.83526293533032 L 4.233353609360891,49.84007820865812 L 4.136280427674324,49.85447765492709 L 4.04108607243599,49.878322599598114 L 3.948687317325362,49.911383402819034 L 3.859974012864454,49.95334167098196 L 3.7758005166708495,50.00379332302777 L 3.696977465526806,50.06225248196758 L 3.6242639685039038,50.128156154143774 L 3.558360296327714,50.20086965116667 L 3.4999011373879054,50.27969270231072 L 3.449449485342096,50.36386619850432 L 3.407491217179164,50.45257950296523 L 3.3744304139582413,50.54497825807586 L 3.368503352425684,50.568640414094 L 3.588184441755658,50.37899241800352 L 4.2860229834250845,49.907496649772554 L 4.799221632515696,49.98537303323636 L 4.829705194957567,49.96948751206782 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.04319999999999993\" opacity=\"0.6\" d=\"M 3.4633469043393807,51.32984611497105 L 3.4999011373879045,51.39083316834992 L 3.558360296327713,51.46965621949396 L 3.624263968503902,51.542369716516866 L 3.696977465526804,51.60827338869306 L 3.775800516670847,51.66673254763286 L 3.859974012864451,51.71718419967868 L 3.9486873173253585,51.759142467841606 L 4.041086072435986,51.792203271062526 L 4.136280427674319,51.81604821573355 L 4.233353609360886,51.83044766200252 L 4.331370749690447,51.83526293533032 L 4.429387890020007,51.83044766200252 L 4.526461071706574,51.81604821573355 L 4.621655426944908,51.79220327106253 L 4.714054182055536,51.759142467841606 L 4.802767486516443,51.71718419967868 L 4.886940982710048,51.66673254763287 L 4.965764033854091,51.60827338869306 L 5.038477530876993,51.54236971651687 L 5.104381203053183,51.46965621949397 L 5.162840361992991,51.39083316834993 L 5.210342370848309,51.311580854512094 L 4.973991326526914,51.47502370869813 L 4.047071160507528,51.26725861266857 L 3.4633469043393807,51.32984611497105 z\" /></g></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x7f77f8aab0d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brussels.buffer(1).difference(belgium)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Spatial operations with GeoPandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Above we showed how to create a new geometry based on two individual shapely geometries. The same operations can be extended to GeoPandas. Given a GeoDataFrame, we can calculate the intersection, union or difference of each of the geometries with another geometry.\n",
    "\n",
    "Let's look at an example with a subset of the countries. We have a GeoDataFrame with the country polygons of Africa, and  now consider a rectangular polygon, representing an area around the equator:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "africa = countries[countries.continent == 'Africa']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "from shapely.geometry import LineString\n",
    "box = LineString([(-10, 0), (50, 0)]).buffer(10, cap_style=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DVhz8f7l9+zYNHz6cWrRoQdu3byeZTKYy2y4uLtSjRw+V2VMFMTExZG5uXqduPCw1ozInr5LaNQzDcBmGuQsgDcBpIroOwJKIkl+naSYDKHf9OsMwkxmGucUwzK309HRVyKlzmJub48GDBzW+7sWLF/jkk09ga2uLqVOn4uuvv0bHjh3VoFD7fPDBB5BIJHBwcNC2FLRq1Qo7duxQbD/I4aiuxFNCQgL69OmjMnvV4datW3j48GGF55s0aYJmzZrhyJEjGlTFojEq8v61eQEwAnAeQAsA2f85l1XV9Q1xJH/8+HEyNzenK1euVNquoKCAZsyYQa1btyZzc3Pi8XgEgMzNzWn8+PEUHR2tIcXaISEhgQA0+M/ZvXt3atasmUb75HK5BKDSyf/NmzdTv379NKiKRZVA3SP5t24Y2QAuAOgNIJVhGGsAeP1vmir7qg+cOHECY8aMwYEDB+Dn51dum8TERPTv3x8GBgbYsmULrKysMHHiRBw8eBB5eXlIS0vDhg0b0LRpUw2r1yx2dnawt7fHDz/8oG0pauX777/Ho0ePkJ2drbE+FyxYAAA4depUhW3s7Oxw7949TUli0SQVef/qvgCYAzB6/bMYQCiAQABLUHbi9ZeqbDWUkbxUKqW///6bzM3N6fLly+W2CQ8Pp7Zt2xLDMOTg4ED//POPhlXWPXr16kU+Pj7alqF2dHR0aNWqVRrrLy4ujgCQl5dXuaP54uJicnZ2pv3792tME4tqgZpH8tYAzjMMcw/ATbyKyR8B8BOAAIZhYgAEvH7f4Ll27Ro8PT2xceNGnDx5Eu3bt3+nTceOHeHj44OSkhJcunQJcXFxGDVqlBbU1i2MjY2Rm5urbRlqh8/nQyKRaKw/BwcH9OzZExERETh9+vQ750NDQ2FmZoagoCCNaWLRHErv8UpE9wC0Kud4BoDuytqvT+zbtw8ff/wx/vzzTwwePLjCQlbXr1/H7t27MWTIEA0rrNvcvXsXHh4e2pbRIJk2bRpOnTqFr776CgEBAWW+m8ePH0ffvn21qI5FnbA7Q6kAIsKyZcswc+ZMnDx5EsHBwVVWKjQ0NNSQuvrD8+fP0b9/f23LaJD0798f3bp1w40bN8pswSiXy3H48GGNZ/ywaA6lR/LvI0VFRfj5558RERGBuLg4xMfHw9bWFlevXq3WjkAMw0AqlWpAaf1BLpejuLiYdfJqgmEY/Pnnn3Bzc8OCBQtARPj000+xZ88eGBkZsaWPGzCsk68hMTExGDp0KFxcXDBq1Cg4ODjAwcEBFhYW1aozXlpaCplM9mbSmuU1HA4HXC4Xd+/ehb+/v7blNEhcXV3x5Zdf4ty5c/jzzz+RmpqKPXv2YM2aNdX67rLUT1gnXwMyMzPRpUsXfPnll5g6dWqt/jCmTp2qGLWylIXH4ym2+GNRD19++SU2b96MP/74A0uWLMGnn36KgIAAbctiUSOsk68BX3zxBYKDgzFt2rRaXS+VSlFaWgrglbNv1qwZ3NzcVCmx3hIXF4eSkhK17pzFAojFYnz++efYuHEjwsLCtC2HRQOwTr6ahIWF4fjx4xWWJ5DL5di+fTtu3ryJx48fIyMjA8OHD0dAQADu3LmDjz/+GEVFRYr2+vr6aN68OaZMmYKVK1eqdOl8fSQsLAwikQg6OjraltLgmThxIhYtWoR79+7B09NT23JY1Mz77VmqSWlpKaZMmYLffvutwqyYL774AmPHjsW+ffuQkZEBfX19fP3112jVqhUmTJiA4cOHo6SkBEQEhmGwf/9+bNiwARs2bICVlRWuXr2q4U9Vt3izboBF/YjFYnz22Wf48ccftS2FRQOwTr4SiAhHjhxBq1at0KJFi0rz2tetW4fp06cjMTERN2/exLlz51BQUACZTAapVIoNGzaU2YiaYRiMHTsW6enp8PLyQocOHTB06ND3NutGIBCAiJCSkqJtKe8FU6ZMwfnz5xEVFaVtKSxqhnXyFUBECA4OxhdffIGff/4ZO3bsqHCidfPmzcjLy6vVyEhPTw+nT5/GkSNHcOrUKZiYmODw4cPKyq9XpKSkwNPTE61atYKVlZW25bwX6OnpYebMmVi0aJG2pbCoGTYmXwG7du3Cs2fPEBERAR6v4l+TlZUVUlNTwePxEBAQAB6P986Lz+cr/uXz+a/qSfwnBt+3b19kZGRg1KhRGDhwILp27YpDhw5BT09P3R9V66xfvx4FBQU4dOiQtqW8V0yfPh3NmjXDpUuX0LlzZ23LYVET7Ei+HAoLCzF37lysXLmyUgcfHx+P1NRUCIVC9OzZEwYGBhAIBJDL5SgsLERmZiaSk5MRGxuLR48e4fbt27hy5QqaNWsGR0fHd+zxeDzs3LkTV69exYMHD2BmZoa///5bnR+1TrBgwQK4urqibdu27224ShsYGhrir7/+wrhx45Cfn69tOSzqoqLKZdp41ZUqlLdu3SJPT88q240ePZoAUNOmTVWuQSaT0SeffEIcDodatmxJKSkpKu+jLpGXl0f6+vrk7++vbSlqx9DQkJYvX65tGQpGjx5NX3zxhbZlsCgBNFVPvqFQUFAAAwODKtsdOHAAzs7OkMlkKtfA4XCwYsUKREVFITc3F3Z2dli8eLHK+6kr6OnpYfv27bh48aK2pbx3/PTTT1i3bh1iY2O1LYVFDbBOvhzOnj1bZTXE06dPIz8/H507d4ZcLldp/z/++CMEAgH4fD7c3d3x/PlzSKVSLFiwAHZ2doiJiVFpf3WFtm3bQiaT4cWLF9qW8l5hY2ODuXPnYty4cYrFeiwNB9bJ/4fCwkL89ddfmDlzZoVtLl26hIEDB6JTp04Qi8Uqd/IZGRmKrJsLFy7g6tWruH37Ni5fvgwzMzO4ubnh008/VXm/2sbCwgJNmjRB3759kZubiyVLliAzM1Pbst4LPv/8cxgaGmLWrFnalsKiaiqK42jjpe2Y/IEDB8jR0ZEmT55cYZtvv/2WGIahoKAgkslkNGPGDLKzs1OpjnXr1pGOjk6F59esWUMCgYCsrKwoPDxcpX1rm+joaOJwOMQwDAmFQuJyuTR37lySyWTalqYy6lpM/g3Z2dnk6upKa9eu1bYUlhqCSmLyWnfsb7+06eTPnTtH5ubmdOnSpXLPl5SUUOfOnYnD4ZTZum3OnDlkbW2tUi03btwgDodTaZucnBzq1KkTMQxDo0ePblBO8MCBA3T+/HkiIlq6dCkJhUIyMTGhuLg47QpTEXXVyRMRRUVFkbm5OYWFhWlbCksNYJ18Fdy/f58sLCzo3Llz5Z6Pjo4mU1NTMjQ0pIiIiDLn5s2bR1ZWVirVU1JSQgAoLy+vyrZ79uwhXV1dMjIyojNnzqhUR12hqKiImjZtSo0bN9a2FJVQl508EdHXX39drewylrpDZU7+vY/JExFGjx6NxYsXo1u3buW2ad++PWxsbBQrM9+Gx+OpPDYuEAgUtdWrYsiQIcjMzETnzp0REBCAwMDABlfGWCQSISwsDPHx8Rg+fHiDm4uoaxw+fBjfffedtmWwqIj33skfPXoUcrkc48ePL/d8fn4+Xr58icOHD0MkEgEAPvnkE3h6esLOzg5LlixRy4YLYrG4Wk4eeHVTOHjwIM6cOYPLly/D1NQUe/fuVbkmbbJ27VowDINdu3ZBIBDAxcUFM2bMwOPHj6u8dvXq1TA0NIShoSEWLlzI3iSqQCwWw9TUVNsyWFTEe+/kf/zxR3z55ZcVOuqdO3dCJBIpVqiePHkSq1atQpMmTTB06FAsWbJELbndxsbGePToUY2u8ff3R0ZGBoYOHYoPPvgAnTp1Qm5ursq1aZK9e/fCzMwM3333HebMmQOpVIojR47Ay8sLu3fvhpubG3R1dREYGPiO8z506BCsrKwwY8YMhISEYNy4cfj555+hp6eHTz/9lE0XrABjY2OEhoZqWwaLqqgojqONlzZi8tbW1vTs2bMKz/ft25c8PDwU793c3Khr165q1+Xt7U19+vSp9fXh4eFkbW1NAoGA/vrrLxUq0wzh4eHUtGlTYhiGhgwZQgUFBeW2y8vLo5UrV5Kuri41a9aMJBIJhYWFkZ2dHQGgAQMGUFZWlqK9RCKhBQsWkK6uLgkEApo4cWKFttVFXY/JP3r0iNzd3enDDz+kwsJCbcthqQZgY/Llk5ubC7lcXmYzj/8SHh6O7t27K96/fPkSHTt2VLs2e3t7JCYm1vr61q1bIzExEdOnT8fUqVPh5eVVL8r4pqSkoGvXrvDx8YGxsTGePXuGPXv2VLiZiJ6eHqZPn46oqCgkJCTA2NgYnTp1Ao/Hg66uLg4ePAgjIyNFex6Phx9//BG5ubn44YcfsHfvXhgaGiIkJATZ2dma+ZB1HDc3N9y4cQOFhYVo3749uxK2nvNeO/kvv/wSgYGBcHd3L/f8/fv3kZaWhrFjxyqOWVlZ4eHDh2rX1qRJE7x8+VIpGxwOB8uWLUN0dDQKCwthZ2eHH374QUUKVUtpaSnGjRsHW1tbPH/+HJcuXcL169fLLeRWHnZ2doiOjkZgYCDu3buHU6dOoaCgoML4O4fDwdy5c5GVlYVVq1bh3LlzMDU1Rf/+/evFzVDdvCkzMWHCBPj5+eHo0aPalsRSS5hXI/26gY+PD926dUvt/RQWFuLTTz/F6dOncfPmTZiYmLzTJj4+Hm5ubvD19cX58+cVxwMDA/HixQvcvn1brRr//vtvzJgxAwUFBSqzuXjxYnz99ddwcHDAiRMn0LRpU5XZVobFixfju+++g0AgwPLlyyucBK8pHA4Ht2/fRsuWLavVfteuXZgzZw6SkpLQrVs3rF+/Ho0aNVKJlrfR0dGBvr5+ud+7ukhqaiqysrJw5coV+Pn5aVsOSzkwDBNORD7lnXsv68mvWbMGT548we3btyvczi8wMBD29vY4e/ZsmePNmjVDeHi42jW2atWq0jBSbZg/fz7Gjx+Pvn37ws3NDdOnT8dvv/2mtf1l9+/fj0mTJiE3NxezZ8/G4sWLVapFX18f586dq7aTHzZsGIYNG4Zjx45hxowZcHZ2hq+vL9avX4/mzZurTBeHw4G9vX292sT96dOnWL9+Pevk6yMVBeu18dLUxOuIESPI0tKSOnXqRG3atCFPT09ydXWlRo0aka2tLVlYWBAA2rFjByUlJVFycjIlJydTamoq/fXXXyQUCtWu8c2CqJycHLXYX7duHQmFQrKysqKbN2+qpY+KyMrKIm9vb2IYhgYPHlytRV+1wc3NjYYNG1br60NDQ6l58+bEMAx5enrStWvXVKKrrk+8lkdcXByZmppSaWmptqWwlAPYFa9leZN5UduXSCTSiE4ul6tY3q8OcnJyqEuXLsQwDI0cOZIkEona+nrDpk2bSCAQkK2tLUVFRam1r5CQEBKLxXT27Fml7Ny5c0dxU3JxcVF6ZXF9dPJERL6+vnTq1Clty2Aph8qc/Hs58ZqYmIimTZvW+mak6jBKRejo6CAyMlJt9g0MDHDhwgXs27cPBw4cgLm5+TvhKVWRn5+PTp06Yfz48fjoo48QHx8PV1dXtfT1hi1btqBXr17o0aOHUgugWrZsiVu3buHx48ewtLREQEAAnJycsH//fhWqrdsQEezt7XHhwgVtS2GpIUo7eYZh7BmGOc8wzCOGYR4wDDPz9XEThmFOMwwT8/pfY+XlqoYTJ06goKAAP/7446vHmTqKkZFRjRdE1YZBgwYhMzMTXbp0UZRGUOWq0L1798Lc3BzR0dG4ffs2VqxYoZF5AB6Ph/3794OIsH37dqXtNW3aFJcuXUJ8fDzc3d0xZMgQWFtbY/PmzSpQW7d5/PgxLly4gBkzZmhbCktNqe1o9s0LgDWA1q9/1gcQDaAZgF8AzHt9fB6An6uypcnFUElJSeTh4UGbNm3SWJ81xcfHh3r16qXRPs+fP098Pp8WLlyotK2ioiLq2bMnMQxD48eP11qlzFmzZhHDMPTtt9+q1G56ejoFBwcTl8slExMT+u2336r1GetjuCY7O5t0dXVJLpdrWwpLOUCTMXkABwEEAHgMwJr+/0bwuKprNb3i9fLly2Rvb19nV/UNHjy4zGpbTTFnzhwSiUR08eLFWts4evQo6erqkrGxMV25ckWF6mqHtbU19evXTy228/LyaNy4ccTn80lfX58WLlxYqbOvj06eiMjc3JxevHihbRks5VCZk1fpMzPDME4AWgG4DsCSiJJfPy0kA7BQZV+qoH379nV6uzlnZ2ekp6drvN/FixfDx8cHXbt2haOjI1auXAmpVFqta6VSKYKCghAYGIjAwECkpaVpPe3uwoULSElJwfr169ViX09PDxs3bkR+fj7GjRuHn376CXp6evjss89w9+5dMAxT5pWTkwMrKyu1aFEnTZo0wZMnT7Qtg6WmVOT9a/oCoAcgHMDg1++z/3M+q4LrJgO4BeCWg4ODem93/yE9PZ0MDQ3r7IYbmzZtIrFYrLX+ExISaODAgSQSiYjH41FycnKFbQsKCmjx4sVkaGhIBgYGdaq2/ZQpU1S+e1dlvF0fh8vlEo/HI5lMVme/Z9Vl8uTJtGzZMm3LYCkHqHskzzAMH8A+ANuI6N/Xh1MZhrF+fd4aQFoFN5m1RORDRD7m5uaqkFNt6PWk65t/6xpeXl5arQ1vZ2eHAwcOoKioCESEp0+fljmflpaGzz//HI0bN4aenh5++OEH9O7dG+np6WXq/WibmzdvolmzZhrr7+36OOPGjQPwagGUthadqYrAwEAcOnRI2zJYaogqsmsYAH8DeEREv7516hCAN0VfxuJVrL5OYW5uDmtra9y7d0/bUsqlRYsWIKI6UTiLYRh88skn8PLygoODA8RiMSwtLfH333+jbdu2uHHjBvLz87Fz504IBAJtyy1DbGwsOnXqpPF+ORwOgoKC6r1zf0OPHj1w+/ZtZGRkaFsKSw1QxbevA4DRAPwZhrn7+tUXwE8AAhiGicGridifVNCXyvH09ERUVJS2ZZQLj8cDj8fTSBmFqhgwYABEIhGcnZ0xcOBA6OjoYOTIkcjIyMDOnTvh41Nu2QytI5fLkZ2djQEDBmilfz6fX2efFGuKWCyGv78/jh07pm0pLDVA6do1RBQGoKKtkerOM3sF2NnZISEhQdsyKuTNgihthz/27dtX5v2xY8cgFou1pKb6XL9+HQzDvLNto6ZoSE4eAIKCgvDnn3+id+/e0HR4laV2NIznSCWwt7ev007e2Ni4zj5p1AeOHDmi1WqPAoGgQTn5ESNGoH379vDw8MDu3bu1LYelGrz3Tt7GxqbOplACgKWlJZ49e6ZtGfWWK1euaLWkslAobFBOXiAQYOnSpTh48CC+/vpr9OzZE2lp5eZUsNQR3nsnn5GRUac3Lba3t0dSUpK2ZZRLfXBesbGx8PLy0lr/fD5fa32rE19fX4wePRqnT5/Gjz/+qG05LJXw3jv5Z8+eoXHjxtqWUSFNmzbVyoKoqqho4/O6RnFxMczMzLTWf0OLyQOvJrPXrFmDr776CvPnz8e2bduQmZmpbVksFfDeO/nY2Ng67eTd3d2Rl5enbRn1ltLS0jJ7vGqaupZOqgxLliyBpaUleDwepk2bhs8++wyLFi3C4MGD8euvv1ZtgEUrvNdOPjc3F2FhYdXeOUgbtG7dWqsLouo7Eomkwt2/NEFDmXj97rvv8MUXX2DQoEG4fv06pFIplixZAgBYsGAB/vzzTzZ/vo7yXjv5RYsWoU+fPnBxcSlzvLCwEC9fvkRpaamWlP0/bm5uICKlN/VWJfn5+UhOToaxcZ2pHl0hUqlUqyN5oVCotb5Vye+//46ZM2fir7/+Qps2bcqcc3JywqBBg7BmzRotqWOpjPfayV+6dAm+vr7o378/FixYgEmTJkEsFkNXVxfm5ubQ0dHB3LlzVVpbvaa8WRB1584drWl4G7lcjjZt2sDAwACLFy/WtpwKkcvlGDRoEEpLS7U68dpQwjU5OTno379/hedDQkJw4MABzQliqT4VFbXRxkvTpYaDg4MJANnb25O5uTmZm5vTt99+q9gGb/ny5SQQCEhPT48mTpxIGRkZGtX3BgsLC9L076YiRowYQUKhkJKSkrQtpUKio6PJ0tKSdHV1lSqXrAry8vLo1Z9Z/SUpKYkAUFFRUYVtSkpKyMjIqNIidizqA+z2f+Xz4sUL9O/fH/Hx8UhLS0NaWhq+/vpr8HivFgLPnDkTOTk5mD59Og4ePAhzc3McOXJE4zonTJiAmJgYjfdbHocOHcL3338PGxsbbUspl9WrV8Pd3R12dnZISUlB586dtaqnIYzkf//9d5iYmEAkElXYRiAQoGfPnu+sjGapA1Tk/bXx0uRo9eHDh2RhYUEFBQXVvmb8+PHE5/PpyZMnalT2Lq6urjRgwACN9lkeJSUlxDAMhYeHa1tKuYSEhBCHw6FvvvlGqzpu3rxJ7du3pz59+tC4ceMIQL0uM+zi4kKDBg2qst3169fJ3NycduzYoQFVLG+DSkbyDNWhmX8fHx+6deuW2vuRy+Xo0aMH+vTpg7lz59boWm9vbzx//hxJSUmKkU1aWho+/PBDFBcXY9asWQgMDAQAvHz5EhcvXsTLly8xe/ZsRWz/7d95RT+/fUwmk+HixYtqH5U+ffoUx44dQ0pKCtLT05GRkYGsrCwkJSUhKSkJBQUF0NXVRW5ubp2rrFhaWgqRSIRDhw4pfv/aQC6Xw9raGiKRCObm5sjKygIAxMTE1LnfWXWQy+Xg8/k4depUteonRUZGom/fvpgyZQrmzZsHLperAZUsDMOEE1G5VQKVLlBWH1m5ciWKi4sxe/bsGl97+fJlODg4oEWLFoiKigKPx8Onn36K8+fPw83NDQMHDoSenh6MjY0RFxcHPp8PiUSC4cOHY8iQIYq64gzDlPkZ+P+a4/89b25uDnd3d6U/d1hYGPbt24fPPvsMdnZ2Zc6dPn0affr0gVgsho6ODnR1daGnpwdDQ0N4e3tj1qxZ6NevHxwcHJTWoQ5Wr14NkUikVQcPAF988QVycnLw9OlT6OnpaVWLKtixYwe4XG61C+R5eHjg6tWrGD16NE6cOIHNmzfX6XUo7wUVDfG18VJ3uKawsJDWr19PZmZmFBMTU2s7qampZGBgQM2aNSOZTEZWVlb08ccfE9GrHZLmzJlDISEhdP/+fSIirT6qJyQkUFBQEPH5fOJwOGRoaEg8Ho+srKzI2NiY9PT0SFdXlxiGoTFjxmhNp7J4eHhQz549taohKyuLuFwurVixQqs6VIm/vz+1atWq3OOBgYGKJIX/IpPJaNmyZWRmZkbr169nNwBXM9DkRt7KvNTt5Dt27EiWlpYUFhamtK2EhATS1dUloVBIXC5X43H6qoiMjCRvb29iGIbs7e1p3bp1ipvNqlWraN68eWRubk7NmjWj9evX14nNtmuLRCIhDodDJ06c0KqOCRMmkJmZmVY1qBo3NzcKCgoqcyw6OpoAkK6uLllYWNBXX31Ftra2xOPx6JtvvqEDBw7QsWPHKC8vjyIjI6lly5bUv39/SklJ0dKnaPiwTv41Dx8+JC8vLxoyZIhKRtd79+4lhmG0llpZETKZjIyMjKhp06aVOm8LCwuaM2eOBpWph3Xr1hGfz9e2DBKLxbRw4UJty1ApbyazW7duTRMnTqTt27dTQEAANW7cmAoKCqhNmzakq6tLw4YNo9mzZ5NYLCaBQEA8Ho84HA716dOHnjx5QvPnzyc7OzulnqBZKoZ18m9RXFxMbdu2pW3btilt69mzZ3UuB/rgwYNkampKenp6leY1ExF16NCBfH19NaRMfdy/f5/4fD75+vpqNTRmYGBA3bp101r/6mDIkCFkZmZGvXv3JkdHRxIKhQSANm3aVOW1u3btIicnJ2IYhvr160dr1qwhBwcHevbsmfqFv2ewTv4/nDt3jho3bkwlJSVljn///fdkb29PHh4e9PDhQyIiunLlCm3durVcOxKJhADQnTt31C25SvLy8sjLy4sYhqFBgwZVKzV0586dxOFwarVgqKSkhFavXk2ffPIJ9evXj1q2bEnNmzenpUuXVhinVSdRUVHE5XKr5XzUQVhYGPF4PAoODtZK/+rCxcWFhg8fXuZYTW+koaGhxOPxaM6cObRy5Upq1KgRJSYmqlLmew/r5MuhXbt2ZG1tTXZ2dmRlZUWmpqbEMAwFBASQjY0NMQxDBgYGxDAMMQxDoaGh5dpp3Lix1v6wo6OjSSaTkUQioa5du5KhoaHi5lRdBg8eTAKBgJ4/f17ta9LT08nU1JQEAgHZ29uTt7c3DRw4kPr27UtisZi4XC516NBBJXMflXHq1Cny9PSkWbNmERGRnp4erV69Wq19VsTEiRPJ3NxcK32rEx0dHfrrr7+UtrNp0ybicDjk7+9PP/zwA7m7u1N6eroKFLIQsU6+XAYMGEA9evSgGTNm0Lx586hbt27k7OyscOp6enpkZmZG1tbWxDAMLVu2rFw7ixYtIi6XS9u3b9eYdplMRm3btiUAxOPxSCAQkI6OTq0nHlu2bEkWFhbVbj99+nQyNDSsMBy0a9cuatWqFXE4HNq7d69C84IFC8jT05M2bNhQoe3z58/T6NGjafr06RQYGEi6urpkampK7u7u9PPPP5NEIiGZTEbjxo0jhmHIz8+POBwO/fPPP6Svr0+Ghobk6OhIs2fPrtkvQUn27t1LXC5Xo32qm7NnzxLDMJSVlaUSezdv3iQDAwNq2bIlzZ8/n7y9vSknJ0cltt93WCdfDnw+nwAQh8MhLpdLHA6HPD096dixYxQXF0dBQUHUpk0b8vf3p6ioqEptTZ8+nRiGobNnz2pE+4YNG4jH41F0dDT9+++/tGLFCqVi0W9qk1SXZs2a0cCBA6tsN2PGDGIYhvT19UkoFJJIJKJOnToRj8cjXV1d+vjjjykvL4+IXt0EJk2aRAzDUKNGjcje3p4aN25Mv/zyC33//fc0YMAAxVOCsbExCYVCxQ1k4sSJpKOjQ7t376Y5c+aQlZUV+fj41Op3UVuaNm1Knp6eGu1T3bRp00blNZOePHlCXC6XFi1aRB999BH5+/tTbm6uSvt4H2GdfDl07NiR/vrrL7px4wZduHBB6UdHJycnjeWZDx48mNzc3FRmTyaTEQBq2rQpDR06lNasWVPh7yM8PJwYhqGjR49Wy/bZs2dp1apVtHr1akWsvqSkhBYsWEDGxsbE4XDIxMREkZWxZ8+eSu3t2rWLRo4cWSajSSaTkaGhIQ0ZMoRGjBhBHA5Ho2Ug7ty5QwzDUEJCgsb6VDdZWVnEMAydOnVK5bZ/+eUX4nA4dOzYMZo8eTLZ2dkpbtgstYN18uUwZ84cGjFiBAUGBpKLiws1bdpUEap5M7rn8/mKESiPxyN9fX2ytLSkcePGUWxsLKWnp9PixYvpxIkT1LhxY+rXr5/adb9ZfDV27FiV2t27dy+NGDGC3NzcSEdHhwDQ3Llz32lnaWmp0gySo0eP0qJFi+ivv/5SKhX18OHDiv+/tm3bEp/PV1mYoSrmzJlDAIjL5VJ0dLRG+lQnMpmMunXrRqampmrrY+zYsQSAunfvThYWFgSAdu3apbb+Gjqsky+HZcuWEQByc3Oj4cOH06BBg+jixYsUFRVF4eHhFBoaSqdOnaIDBw7Q8uXLCQD98ccfNH36dLKxsSEAxDAMcblc4vF4BICGDh1KixYtemf08+TJE2rXrh3p6enRjBkzlNLdpUsXEolENZoorQ1NmzalLl260IABA2j06NGKsArDMBQZGanWvmvLuHHjSCAQkK2tLVlZWVHnzp010m9OTg6dOXOG3NzcqE2bNhrps6ZERkZSYGAgzZs3r9Injry8PHJxcSGRSFRhsoEqmDhxInE4HPL29iYXFxfasmUL2dnZqa2/hg7r5MshOzubHBwcaNasWVUuuR49ejTp6+uXOZaUlERnzpxRhCB69epFAEgsFhPDMDRlyhSKjo6mjh07EsMw1LRpU/rmm2+Iw+HUOgOkb9++JBAINOJkLS0tFTdBExMTRW12VFFXXNvk5OSQrq4uNWnShAQCgUb7/vnnn8nY2FijfVbFggULqF27dmRoaEg6OjrE5XJp6NChFba3srIia2trtdaF37NnDzEMQwcOHFAcO3/+PDk7O6utz/+SnZ1Nn332GY0YMYL279+vsX7VBevkKyAzM5MMDQ0VNWbK4+jRo9SuXTsyMDCo1FZeXh6dPXuWZDIZbdq0ifT19QkAmZiYUEREhKJdSEgIGRgY1DiUMHbsWOLxeHTjxo0aXVdTZDIZHT16lAAoVsPKZDLq168fAahzi7/Kg8/n008//aRxrcuXL6/ye6JpPD09iWEYGj16NEVHR5ORkREtWrSo3Lbff/898fn8GpXfrinp6ekkFApp0qRJREQUHx9P/v7+ZGVlpZJUzapISUmh/fv3k5OTE02ePJmmTp1KI0eOVHu/6oZ18pXwxx9/kKOjI02ZMkWRHVNUVEQeHh5kYmJSpvZLTSlvUVBRUZFiJ6o3IZDqYGFhofa0wB9++EER1x48ePA756dOnVrn0wTfhNby8/MJgMbi8kREERERxOVyyd/fv87Uj8/JySmz4I3D4ZQ7UCgqKiKhUEgLFixQq55vv/2WxGKx4veTmppKHTp0IBcXF5VmpyUkJFBYWBgtWrSI/vzzT5o9ezY5OTmRsbEx+fv7K54iVqxYoSguWJ9hnXwlyOVyunDhAv32229kY2ND3333Hbm4uJCJiQktXLiwzChcVbwZKVf3S52Xl0cCgYCWLl2qdN9ZWVnlPoqXlJSQWCym2bNnV+igVq9eTWKxWGkN6mL+/PnEMIxi1S2Ad1Y1q5uzZ88SADpz5oxG+60MY2NjxeidYZhyv9OzZs0iAwMDtd+cIiMjiWEYInr1hPjkyRPasmULMQxD5ubmtGrVqlrZLS0tpdDQUNqwYQONHDmSTExMyM/PjwCQpaUlffPNN3T37t13QrMff/xxg6gayjr5apKUlERubm4EgM6dO6e2fjw8PEgkElU7bbNnz55kaWlZ6R9gSUkJeXl5kZOTE9na2pKlpSWZmpqSkZER6enpkampKbm5uRGHw1FMGotEItLV1SUej0cMw5CJiUmlJQkKCgqIYZg65cDeMH78eOJwOLR582YiejWS02S4ZuXKlWRsbKwIaWlr5e1/iY2NJYFAQPPnzyeiV/V1/jtYkMlk1KhRo3Kf3lRNSUmJ4vvHMIzi52nTptGDBw/IwsKC8vPzq2VLKpXS5cuXaerUqWRubk6tW7emMWPG0NKlSxWLrGxsbOjTTz+t0MbgwYOrTNutD6jdyQPYACANwP23jpkAOA0g5vW/xlXZ0baTJ3r1Jfztt9/I1tZWbY/6zZs3JwDUrl27arVv0qRJlTn4Dx8+JAD00Ucf0axZs2j+/Pn0/fff07Jly2j16tX01Vdf0cCBA2nv3r2KUMbSpUtpzZo1JBQKq53+2bx5c+rRo0e12mqK3377jbhcLh07dkxx7E2Y4o3TVxcymYyGDh1KDMPQ1KlTKSkpiVq3bk1t27ZVa7/VITY2lsRiMXl7eysGCM2aNSvz/vz582RsbEwikYhu3rypEV3p6el0//59Cg8PJ19fXzIyMlLoGTduHPXu3bvMvIBEIqHLly/TwoULaejQoeTn50f29vbE5/OpWbNm9MMPP9DTp0/L7cva2rrcVOA3BAcH0+7du1X7AbWAJpx8ZwCt/+PkfwEw7/XP8wD8XJWduuDk3zBw4EDasmWL2ux36NCBmjRp8s7oPDw8nNq2bUv6+voUEBBAMpmMPDw8qHXr1pXaCwsLq1G83Nramtzc3EgmkxGfz6+wbMPbSCQSEggEFU7caQsbGxsaMWLEO8cnTJhAurq6ai2YNnbsWBIIBGVCb1euXCEul0tTp06t8LrIyEj6/vvvKSgoqMb1hqpDSUkJGRgYUOvWrct8xy5evEgikYicnJwoNTWVHB0dycfHR2sZU0KhsEy5a4lEQmPGjCFPT08aNWoUBQYGkqGhIXl5edHcuXNpx44dFBYWRs+ePatWKK4yJ5+VlUVWVlZqCclqGo2EawA4/cfJPwZg/fpnawCPq7JRl5z8qlWryN/fv8pMA5lMRjdu3KDQ0FAKDQ2luLi4atl/k44IgOzs7KhLly7k7+9PBgYGZG9vT0OGDFGEVN6EWExNTSvcRPvJkyc12jA6KSmJhEIhTZ06lcaMGaNYgVgZ9+/fJwB1qt7IzZs3iWEYxTzD259fIpGQnp6e2lYi37hxgxiGKXe15oEDB4jD4dC33377zrm2bdsSwzBkbGxMJiYmZGtrW+NYuEQioaCgIGIYhhwdHSk2NrbM+d69e5ORkVG5N7j09HSysrIiX19fYhhG7RlblfG///2PeDxemXkimUxG+/fvpy1bttCePXuU2mykMie/aNEilS8q1BbacvLZ/zmfVZWNuuTkCwsLaeTIkeTs7FzuEv6SkhL6/PPPydHRUbEoisvlEsMwdP78+Srtf/XVVyQUCmn79u0UHBxMnTt3pg4dOlBAQIDCibZr146+/fZbkkgklJeXRx4eHuTk5EQSiYRycnJozJgx1KlTJ/L396dTp04Rh8Op0QKWnj17KkJGEyZMIA6HU+ky9jc3pmvXrlW7D3UTEhJCjRo1IqJX4QmGYUgoFCpKJrwp4qZqZDIZmZubk7+/f4VtZs+eTUZGRmWO/fvvv8QwjKIeUkZGBonFYurevXuN+p8/fz4JhULavHkzeXp6EpfLVRRwW7FiBTEMU+mGMZs3byYAJBQKa9SvOnB2diYXFxe12K7MyXfp0qXKgU19oTInz7w6rzwMwzgBOEJELV6/zyYio7fOZxGRcTnXTQYwGQAcHBy84+Liaq1h/jffIy0rr9bXl0dycjJCQy/B17cdHB0dFcePHTuGzMxMmJiYwN/fHyKRCABw4cIFJCUlIiRkBDgcToV2w8LCkJSUhGHDhlVbS2FhIfbv//f1TZMBj8eDkbERJKUSZGZmAgBcXV3Rrl27atk7ffo0JBIJ+vbtCwA4fvw4JJJSDBgw8J22paUl2L17D2xtbdGtW7dqa1YvhF27dsHB0RF+7fxw+vQp5ObmoVWrVsjNzYW9vR0YhgGfL4C+vr5Ke75y5QpiY2MREjIcXC6v3DaRkZG4fz8SISEjFMf27/8XBgYG6N69h+JYZmYmjhw5gkaNnNCyZUtcv34DJSXF4PH40NXTRYf2HRSbvSckJODatWsoLCxE8+bN4OPTRtHXnTt3Xv1RMwzc3d3Rpk2bCvUnJ7/AqVOnYWpqqvXNz4uKCrF37z44Ozujffv2KrW9e/duODs3hre3T5njMpkUO3fuwrBhw8Djlf//p2ksjPWx+NuvanUtwzDhRORT3jl1frpUhmGsiSiZYRhrvJqYfQciWgtgLQD4+PgodcdJy8pDi/4TlTHxDi0AeAxIxtat2+DZshfs7e2RnJyMottJ+PTbj2FhYVGmffPACfjpp5+QJLBHnz59KrTr3GMkli5dghKbVvD29q62njYffILQ0FAUFBagd6/eij9+iUSC1X+uBlffAC36j6+WrYhcMQqLChW/swSeLaKiot75HUqlUvzxx0pY+QVh+syZij61ze7duyFu1g3DP5kBfX19XEwogUFJCfpOm6G2P9zs7CwcOHgQKWJHjP76MzRv3rzCtmEv/kKTni0V/x9yuRz/3nmBgWPGwMnJqUxbK78g7NmzB6di8mDSpAPsTE1QWlqKF0kvcDwqCwIBHwCQn8+DVfsghAwfDiOj/x8ztegPDCgoQElJMUxMTKv8HPpxcbiSTDCytFT530xtMPDqhV27duKF0AE9e/ZUiU0igvh+Ghza+aHFfwYmsbFP0TRLgJaDPlRJX6rg/uH1arGrTid/CMBYAD+9/vegGvtSK1ZW1ujfvz/27duHzp074+jRI2jSpMk7Dh4AGIaBh6cHHj16WKmTF4vFcG7SBNeuXauRk2cYBp07d37nOJ/Ph6uLKx4+fFBtWwYGBnj58qXiffPmzXHz5k1cvXoVfn5+iuNr165FaakEn3zySZ1x8ADw5EkMevQIUIzSJ3w4AStXrsTKlSsxffp08Pn8WtklIkRGRiLmSQzEIjF0dXWhp6eHiHsRSExIgImJKUaPHoNGjRpVaiczIwM9e/ZSvH/w4AE4HM47Dh4AXFxc8OWXX6KkpARCoVBxPD09DbfCwxXvGTDw8/ODoaHhOzZ0dXWhq6tbrc/45qm0qKioWu3VjaurK4KDh2Dfvn2IehwFH28f+Pr6gsvl1trm7j27AQAdOnR451zMkydo3KhxrW3XJ1Ti5BmG2QGgKwAzhmESAXyDV859N8MwEwDEAxiqir60haurK548eYLDhw/D19cXvXv3rrAtn8dHaalE8ehcEe18fbF16zbI5fJKQzvVpUkTZ9y8ebPa7c3NzfHgwf/fFBwcHGBlbYVnz58pnHxBQQHS09Mxa9ZMiMVipTWqiuTkZEilUrRu3VpxTCQS4ZNPPsEff/yBn3/+GU2aNsHQIUNr7Cju3r2LQ4cOwcTUBDKpDBKJBFKpBAaGhhg3bjwcHByqZcfA0BCXL1+Gp6cn0tJScfLkCVhYvjsweJu3HTwAmJtboE/vigcLyiKXy9Vmu6Y0b94cFhbmOHv2HC5cOI8zZ87AxsYGHTt2hJubW41sRURE4HFUFMaMGQuBQFDmnERSinsREZg4cZIq5ddZVOLkiSikglPdVWG/ruDr2xaPHz+u1MEDgL+/P27cuI7o6GhYWVnh9u3b6Nq16zsOn8fjA3g1avTy8lJaX6NGjSGXy5GTk1PuSO+/2NvbobS0pEx7uUxexilev34dYrEIhoZGSutTFTk52di2bRuMTUzeCcuIRCJ89tlnuHXrFk6ePIkrV66gU6dONbL/5gng4ykfKxX2GTd2HNasWYPFixcDeHUTHTq07ox1GIaBjq6OtmWUwdzcAsOHDwcAREVFIexyGPbs2Q0ul4vGjZ3RtWtXWFlZVWojJSUZhw4dhF/79uU+Nd27Fwl7BwcYG78zRdggqRszDvUEU1NTFBcXQSIpBZ8vqLDdKyfBYOfOnQAAhgGyc7IxKGiQos2r0eJBmJiYVvmlrS5cLhcCAR+PHz9G27Ztq2xva2sHUzMzbN26FdOmTQPwamT3tpNPSEyAqZmZSvSpgmfPnmHr1q0wNzfHhx+WH09lGAZt2rTB09inuH3ndrWdPBFh957deBwVhRYtWigd19fT08Ps2bPx+++/Izc3F/Hx8UhISIC7u7tSdpUhISEee/bshUQiAUAY8dakcF3Dzc0Nbm5ukMlkuHHjBm7duoW1a9dALBajWfPm6Nql6zvhqaKiQmzYsBFOTo0Q0COgHKuE69evVxpKbWiwTr4GMAwHZubmSExMRKNK4nlZWZmQy+UwNDTA5MmTkZCQiF27dqJ1q9aKWGh+fj74fAGmT5+uMn1vMqUKCgqqfY27mztu3bqleP9fJ8/n8VFSUqIyjcpy+vRpWFlbYVI1HrV7BgTgjz/+QHJyMqytrSttK5fLsWbNGmRlZVYr3l5dOBwOZs+ejZSUZKxZsxZ79uxGp06dtZahtHv3Hujq6sLLywv29nbVeuLTNlwuF35+fvDz80NhYSEuXrqIB/fvI/zWLRgZGaNJkybgcrmQy+W4f/8+dHV1MGrUqHJtxcbGgmEYNGrkpNkPoUVYJ19DfLx9cCk0FE5OTmCYd+PoxcXFWLNmDaxtrDFp4iQwDANXV1fY2Nji5KmTmDxpMh4/fozklGRwOKqdxLxy5QpkMlm5E7MV8eTpE1hZ//+TxDtOXsCHNEeqUp21RS6XIzU1FYMHD65WexMTU1hYWOLosaOYOOFVBkloaCgMDQ3h6ekJIsL9+/dx+/ZtJCYmgsfjYtq06WpxfFZW1vjmm28QHh6OY8eOIjUtFcOHDVd5P5Vx+fJl5Ofno0nTJjAxMYGdnb1G+1cFOjo66NO7D/r07oO0tDScv3Aejx9HAQDy8vLA5XIrTRAIDQt7Pd9UdxII1A3r5GuIl5cXIu9H4tDhwxjQf0CZLxMRYe3atRAKhZg4YWKZc1KpFPoG+rh58yaOHTsGACobLb7pOzT0Elq1bl2jicaX6S/Ro8f/52wTlXXyMpkMXE7tMxxUybHjx8DjcdGsWbNqX2NjY4PIyHs4f/48EpMS8Sz2GQDC+fPnkJubC4ZhYGFpie7du8PHx0ftOdPe3t7Iyckp8/SkKSwsLGBjY4NnsbGIuHsXbdtWnkBQ17GwsMCwD16tM9m4aSOKioowbdo0xZqV/5KQkIDsrGx4enpoUqbWYZ18DeFyuRgREoKtW7fh0KFD6N27tyIj4vLly8jNzcXs2bPfyZZp2rQpLl8OQ+zTp2js3BjPYmMxZswYlemKiIiARCJF7141+6OVSCRwdXVRvJfL5eC9tbhHIpHUmcUiEXfvonv3HtVO45RKpbh79y44HAbh4bcgFIkwaNAgiMUihN++jb59+6FJkyYaTwtt1qwZrly5jD//+hMTPpzwTvaHumjatCmaNm0KAHj06BH27NkDqUyKwH7aXQylLDt27EBSYhI++mhypQkCoaGh6NixIzh1ZNCiKerGX289g88XYMSIETh+/Dj++GMlunbthlatWuHevXuwtrYuN1e5e/fusLS0RF5eHtq0aYMff/wRL1+mw8zMXCWaHj58CHNz8xqnC/J4XCQmJin+OORyKmNDKpGCx9fc1yQ0NBQ3blwHERAQEKDIOoqOjoZUKqt0Fed/OXHyBAQCAb744ot3HHmTJk1VqrsmWFlZ4ZNPPsH69X9j2bKl+PDDCbC0tNSoBnd3dwwbNgy7du1El85dVL4iWFPsP7AfT57E4MMPJ8DcvOL01OTkZKSmpmDYsA80qK5uwDr5WiIUChEUFITk5GScOnUKZ8+eQXFxMaZP/6TCa1q0aAHgVdyeYV7FEFXl5JOTkytdfVkR+voGuH//fplrpdL/j8FLpBLoCfVUorEqzp07h7CwULT29oZEIsHBgwcQERGB7OxsZGdnwb2Ze7VvYjKZDHfv3EG3bv51agHXGwwNjTB79mxs3rIZ69evw0cffaSy70J1cXV1hYGBAdauXYMBAwYqRvn1heMnjiPyXiRGjRoFW1vbSttevHgRfn7tKyxB0ZBRfgXOe461tTXGjh2L0aPHwMLSEteuXUNV9YCOHT8GsVin0gydmkBEKCjIr1Ws0c/PDzEx0YpFMQ4ODoqJLACQSWW1XjlaXW7evIlNmzchLCwUAwcGIbBfIAYFDcK4cePx8mU6jIyMMHPmTHwwtPqjsBMnT4DH46m8Fooq4XA4GD9uPKytbbBu3foqvzfqYOLESbC0tMKOHdtrtJBO21y4cAE3b9zE0KFD0bhx5X9HsbFPkZaWBh+fcku7NHhYJ68irK2tMX7cOKSmpuLQoUOQy2UVtrWytEJRUSH2H9iPFy+SlO77+fPnABjY2FQ+mikPHx8fMAwHFy9eBAB06dIZ2dk5uHHjBs6ePYu0tDQ8fPgQ27Zvw7bt27B121Zs+WcLNm3ehPPnzyvtmLKzs3D8+DEUFxcjOHhImUVhDg4O+PTTzzBmzJgaLca6cOECwm/dQo8eAXVyFP9fxo8fD5lMphUnq6enh1GjRsHb2wdnzpzRyo2mply7dg2XLl3EgAEDqlxzIJfLcPzECfTq1avOzC1pmvfzU6sJoVCEUaNGYu/efVi7bh0G9B8AGxubd9q1b98eXC4XV69eReS9exg4MEipFa9vFlNFRkbCw6Nmo3mGYeDbzhdhYaFITk5GfHw89PT0EBcfB0sLSwwePLhMtgLDABwOFwzD4Pz588jJzcGA/gNqXZbh4MFDMDY2wZSPptTq+vK4F3kPLVp41JuR25s024sXL8DNzQ0GBgYa19CnTx9ERNzF6TOn0TNANQXC1MGdO3dw6tRJ9OzZCy1btqyy/Y0bN2FoYFgmueB9g3XyKobPFyAkZDju3YvE9u3b4eXlha5du74T8vD19YWvry/Onz+PgwcPQFdXp9aTgWKxGG5ubjh16mS1nbxMJkNMTAwiIiLw/Pkz2NraoXnz5ggKGggdneoVubKzs8Xu3Xuwe89uDB0ypMbxzpycHMTFPa9w4UptKS4qhlkdWqVbHfr27Yu///4by5f/BhdXVwQNDKowFVAdcDgcdO7cBRcunEe3rt3UHqKrDY8ePcLhw4fRqVPnapXTLigoQGhoKMaPH4f3KS/+v7DhGrXAwNPTEx9//DFycnKwYeMG5ObmltuyW7duMDIyxoMHD5XqccCAASgoKMS9e/cqbZeWloYTJ07gt99+xdVrV+Hi4oJZs2bjww8/hJeXV7UdPPDqhjZ8+HBIJVLcuFHzUMPhI4dhaGSExo2da3xtZUgkEpiYmKjUprrR1dXFjBkzMHToB0hMSMDKlSs0rsHPzw9EwNKlS3H4yOE6tdL52bNY7NmzB23atqn2auFz587By8tL4xPadQ12JK9GdHV1MWRIMC5fvoK//16PYcOGlRs3LyoqrDReWFxchIyMTGRkZCAjIwPFxcWQyWXgcXlwcnJCo0aNIBKJYGRshKexT+Hp6VmOjWKcO38Ojx4+hLe3DyZMmABjY+UdIZfLRffu/ti1axd8fdtWOweZiPD82TP0U0OOtkDAR2pqqiKbSRmqqiRaXYqLi3H37l14e3uDz+fj6LGjuB95HxJJKQQCIfT09aCnpwc+jw8LS0s8i32G4yeOq7UC5dtIpRL88ccq8Pl8uLi6IOJuBIgIA/oP0Ej/lZGUlIitW7ehhUeLav8+YmJi8OTJE0yd+rGa1dV9WCevdhh06NABZmZm2L59O3r27PU6C+aV4yCSo7i4BN27ly3YmZmZgVu3whEZeQ+lpRKYmprC1NQUJiYmMDU1BYfDQUlJCW7duoX9+/dDLBYjNzcXfB4fd+/ehYuLC4RCIZ49e4ZHjx4hKioK7u7umDp1mspLBltb28DYxAT37kVWK04KvIqtAqh2+5pgYGiI5ORkpWzIZDIcOHAADx7ch1AohJdXS/j7+9d44VJGxkscOXoUcc/jwOFwcObMaZiYmOLly3R07twFtra2ePHiBVLTUpGfl4/iomIQCE2aNMHNGzfRulVrtefQl5aWYtWqPyCTyTBz5quS0skvkiGVaLacRU5ONjZv3oKCgnzI5XLI5f+/hV1Tl6YYPKh65SxycnJw8OBBfPDBBxAKNRfyqquwTl5DuLq6wshoNP7dvx9XrlxBhw4d0Lx5M2Rn54BhXpXIlUhKERX1GHfv3kVqagpatmqF8eM/hImJMSqKKXbo0AESiQQFBfmQyeRISkpCVFQUTpw4AYYBzMzN0cy9GSZNmlhmJyFV06N7d+zYsQM2NtawsCjfKREREhMTEHn/PiLu3oWjo5Nasl/ycvNgZGRU6+uLi4uxfPlyAMCgQYORnJyMO3fu4MaNG3BxdcHgQYMrdPZ3797FyZMnoaOjA4ZhkJmZARMTUwwbNgyurq64evUqEhIT0LFjR8UTV0X56Rs3bsTmzZsxZ86cdya2CwoKcPXqVXTo0EGpm3ZJSTH++OMPAAw++WSGYvW2WEeM2NhYlJaWamRF7qNHj7Bv316Ympmhd6c+EAqFEImEEAqF0NXVrfZ3VyaTYc/ePWjfvn216/43dFS2x6sq8PHxIWVqekyY8Xmd2MqscghPnjxB2OXLyMnOhq2dHR49fAhPLy9EPYqCnb0dWnq1hKurq1IpXxKJBKWlJdDV1cxCJgC4f/8+zpw5g1GjRkJHRwc8Hg8xMU8QGhYKAV+A3NxcCAQCtGjRAoVFhYiPj8fQIUNVXtc7MjIS+/f/i169esPX17fG169atQqlpSWYNWt2mZtQVFQUDh8+hJKSUrRq1QpOTk6wt7dXZMMQERYvXoTGzs4Q8AUoKipCQEBAuTuIVQepVIqlS5dAJBLD1dUVDx48gFQqhUDAR35+PgAGTo2cMGZ07cpjFBUVYuXKP8Dn89/ZSaukpASrVv2BgoICRQjO3t4eISEhNZ6UlUql73yXiQilpaUoLi7GlStXcPPmDbT29la6xMKJEyeQnZ2N4cOHob5Ntt4/vB5/r/ilVtdqa49XlnJh0KRJUzRp0hRJSYl49CgKLq6usDC3QHd/f+jpqWZ5OZ/P13iGRIsWLZCbm4stW/6BTCaFVCqDqZkpAnr0AI/Hg1iso3B4RHKcPXsOZ8+exZAhQ1Sqw8PDA3l5eTh58gQ8PDygo1P9jTGuXbuGzMxMzCxnL1s3N7fXqY4XER4ejrt370AqlYHD4cDY2Bg6OjogAoZ9MEwlTyg8Hg8TJ07EyVOn8ODBfdjZ28PJ0QkZmRnwbu2N4uJibNmyGTdu3KjW/gFv8/z5c2zduhVEhE8//fQdJywUCjFz5izExMRALpejtLQUp0+fxpIlv2DQoMHVqon/7Fksjp84gfS0dJiYmuCjyR9BIBCgtLQUv/++HIWFRa8/JxeDBwcrPYdy7949PI5+jI8mT0Z9c/DqhB3Js2iN0tIS/P777/D1bQcvLy+Vl/hdvHgROnfuUu4en8CrESaHwykTCtm1axeysrIwZUr18vaJCNHR0Yr9X9u29UXHjh1Vor86XLp0CRcuXEBj58YYETICDMMgMjISLi4uihRMuVyOyMhIpKamAgBycnPw6OFDNG3qgqdPn8Lbx7taE5pEhIOHDuJeRAQaNW6MkOEh5T5tpqenYevWrcjLy4OdnT26deuKf//dj8LCAnC5XEilMsUOXsrs4fo2cXHPsWfPHowdO7bSGjZ1GXYkz9LgEAiEGDNmLG6Fv9rxZ8qUKdDXV91CoOYtWuDChQvw9vZ+J+c8Ojoau3btApEcenp6sLKyhpGREZKSEmFt/e4Ctop4s5DJ1dVVZbprQufOneHs3Bj//PMPli5dCoBQXFwCgGBsbAIiQnZ2FjgcruKJhmEYDBgwEC1btkRERAQOHjxQrQlehmEQNDAIPt7e2L59B3755WeYmJhCIpXAubEzPD09YGlphc2bN0NHVxcTJ05SFD6bPXs2oqKicOXKFaSkJGPKlI9U5uAzMl5iz569GDw4uN46eHXCOnkWrWJpaYl+fftBLBLj1OnTCB4crDLb/QP74+mTJ1i3fp0iVAAAt27dwrFjR9GqVWv4+Pjg7t27iE+IR1paGvLz8yHWqTsbllcHW1s7fPbZHCxbthQ8Hh/z58/Hy5cvcSn0EjgcDgYOHKjYkey/eHl54dKlS7h06VK195+1s7PH3LlzcfbsWWRkZIDL4+L+/fu4desWiAgCAR+TJk4qEy7kcDiQy+V48SIJw4eHwMBANU9thYUF2LZtO7p3715lDZv3FdbJs9QJOnXqiFWrViMxMUFlOxYxDIMPP/wQ69atx9KlSzBq1GjweFwcO3YU3br5K/Z+fXtrwMWLF8G+Hu6YxOfzoaOrC0dHR/D5fFhbWys21KgKJycnPH36pEb9MQxTZrOZN0gkEjAM804YJycnG/v370fbtr5wcVFNiQGpVIIdO3aiRYsWaNWqlUpsNkTYFa8sdQI+XwAzczPFZJyqMDQ0wmeffQZDQyOcOXMGe/fug52dfbmbexcWFkIikcDaWjUbq2saqUQKHXH1J5nf0KZNG+Tm5tZob+CK4PP55cbp//57A8zNzVW2E1VpaSn27NkLIyMjre2XW19gnTxLnSE1JQVWVqpf+MMwDGztbJGamoLs7OwKwxJ79+2Fvr5Brap51gWkUmmtcuatrKygo6OLc+fOqUHVK/Ly8hASopo9bbOysvD3hr+hq6uLoKCB9aLSqDZhwzUsdYLs7Gzk5xdg2/bt4DAcMBzmVeYLw4FEIkFRURGkUglMTc1gb2+PlxkvkfJ6VauxiQl4PB74PD54fB5MTUzh6+tbZrK1RfPmiLgbAQ9Pj3J3QcrLy8PzZ88wZsxYjX1mVSOXyxEeHg5zc/MaTwS3bNkS4eG30L9/fzWpQ7kb39eU2NhY7N//Lzp16oy2bduATZWsGtbJs9QJnj9/Di6XC1NT09dL2v//lZCQAE9PTxgYGCA+Ph53796Bjq4uxDo6SE1JhaGREQoLCyGTyl5V14yOxsWLF2BoaIhmzZqjXbt2ijh//8DyF9tcuXIFYrEOnJycNPipVcsHHwzF1q1bcfHSxRo7+c6dO+PKlcuIjX2q8oJxb1AmXVsul+PKlSu4fv06goOH1Ov/J03DOnmWOkFMTAz69etX7gTat99+i549e76zd+7xE8eRl5uL8ePGv3NNamoqwi6H4e7dO7hy5QoEAgG4XA74/PKX6EdFPYKzs3qcmyZIT0/Dv//uh0gkxrix42p8vUAggFAoREzME7U5eaB2Tj49PQ0HDh6EUCDExIkTarSBDAvr5FnqADKZFLGxT9G3b98K27zZnvBt2vn64uaNG4iJiYGVlRWSk5NhZWUFAwMDWFpaKtIx8/LycP369XJtvCEvL69We+TWBZKTk7Fu3TrY2tpi1KhRtao1c/fuXZSWlqJr166qF1hL3ozer169Cn9/f3h7twYbnqk5rJNn0TrPnz+HubnFOyP1tynPQRsbm8DV1Q3bt28HgNcrVwmjRo1Go0aNFO309fXLTfd7g1QqhUwmrzCXvC4jk8mwZcsWODo5YqwS8wlnzpyGe7NmigJl6qAm4Zq0tDQcOHgAYrEYkydPYkfvSsA6eRatw+PxkZKSjO+//w5yeVlH8CZxoqLVkcOGDUNubi709fXBMAwWLVqE58+fl3HyVZGYmAgOh9HoTkyqYv+B/QAIo0bWfnetI0ePoLi4BP0D1TnpWn0nf+vWLZw/fx7du3dH69atwI7elUPtTp5hmN4AfgfABbCeiH5Sd58s9Qs7OzswDAfDh38AGxsbEBHkcjmIXk288nh86OlVXE3zTRXIZ89iIZVKKqxVUxEZGRn1cpNnmUyGRw8foV+/frUuEfDkSQxuh4djyJChah3FA1U7eZlMhuMnjiM+Lh4TJkyod7t71VXU+s1mGIYLYBWAAACJAG4yDHOIiJTb646lQZGYmAgzM7MK66pXlwsXL8LC0rLGMWkTE2NIpTKl+tYG9+/fB4fDoHXr1rW6vqSkBLt27UaLFh5o1qyZitW9S2VOvqCgALv37IZIJMKECRPUfsN5n1D3Yqi2AJ4QUSwRlQLYCWCgmvtkqWc8efJE6cwWuVyOxIQEdOxQ8wqQb3Yfqm9kZ2dDIKi9M9y8ZTPEYhEGDRqkQlU1p6AgHxs2bICjgyOGDxvOOngVo24nbwsg4a33ia+PsbC8hvDw4UO4ubkpZSU1NRVyOcHcvOabNp85e7ZM/Zr6Qn5BPgSC2u8ZkJKcjODgIRpbMVrejbS0tATbtm1HixYt4O/vz65eVQPqdvLl/Y+V+Z9mGGYywzC3GIa5lZ6ermY5LHWNlJRUyOVy2Ngo52Stra3h6OiIjRs3orS0tEbX5mTnqKxoliaJex4HfQNlSjMzEIk0N2r+r5OXyWTYtWs3rG2s0a1bV43peN9Qt5NPBPB2ST87AC/ebkBEa4nIh4h8ajMKY6nfhF0Og5eXF1SRQTFmzBjweDzs2Lmj2tfI5XIUFRXBxqb6NeTrAo8fP8bLly8RNFC56KdMVvHaAVXzto8nIhw4eAB8AR/9+vYDm0GjPtSdUnATQFOGYRoBSAIwHMAINffJUk9ITEzAi6QXSjuqN3A4HPj4+ODmzRvVal9YWIgNGzZAIOArPemraRITE6GrqwsTE1PFMYlEAqlUCi6XCy6XCw6HA6lUiqKiQhQVFaOoqAjFxcUoKSlBcXExAIJUKtGQYuZ1n684feY0cnNyMXr0qHc2KWdRLWp18kQkZRhmOoCTeJVCuYGIHqizT5b6Q2ZmFqysrcDjqW4vWjs7W4SFlVTZLioqCnv37oW+gT6mTZuusv41hZzkijUEd+7cwalTp8o40f/CMAwYhgGHw4BhOIptD//5Zyv8/f3h5+enVr2WlpbYt28vZs2ajczMTNyLiMD06dNV+n/PUj5qTw4momMAjqm7H5b6h6OjI06ePIGcnGyVrWi0s7OHTCYHEVU4iRcdHY3du3ehZatWGNB/gEr61TQpySnIy8vHsmXLUFBQAIZ5tdH4sGH/v1FIZb+DN+dPnTqFM2fO4MqVKwgKGghn5yZq0Tt27FgsW7YMhw4dAo/PQ+vW3hCJ6tcOXPUV9jmJRWsYGhqibVtfnDp1WmU2ExMTwOFwKnRuKSkp2LVrF1q1al1vHfzly5fx7FksmjRtAgdHB8ydOxcffDAMjx9HIS4uTtGuqkwVhmHQq1cvzJ07F1bWVti2bRvWrFmDrKxMlWsWiUQYPHgw7t69i8dRUfD1bavyPljKh3XyLFqlQ4f2ePHiBZ49e1bta4gIx08cLzeLJubJE+jqVrw70p49e2Btba3Wuunq5tmzZ7C1tcPIESMxdMhQiMViuLq6QldXD1FRUTW2JxKJMHLESEydOhVyuRwrV67Ezl07a5ylVBnx8XEIDQ2FmbkZhgwZAl3dilcws6gW1smzaBUej4+ePXvi2PFjkEiqNwmYmJiAG9dv4PfflyM/P19xXC6X415EBBwrqDWekpKCrKxMDB6s3cU/ypKTm1NunR2JpFSpUgBmZub4+OOPMWzYcCQmJOCXX37GmTNnlF4oFhERgX37/kX79u0xbepUODjUv0Jw9Zn6V7CDpcHh7u6GqMdROHToEIKDB6O8dDoiQlhYGJ48fYK01DTo6OhArCPG778vh4GhIfh8PkpKSiCXyxE0MKjcfo4dPwYzc/MyGSn1jcTEBGS8fImAHgHIyHiJP//8E8CbKp0MGjeufmG2inB1dYWr61yEhYXh4sULCA+/hT59+sLT07NGdiSSUiQmJuHMmdMYMWJkvVxw1hBgnTxLHYBB/8BAbNi4EVeuXEX79u3LnC0pKcFff/2JvLx82NraolWrVvD2bg0TE1NcvHgR2TnZKCkpQWlpKQYFDSq3WFdJSQkSExIwalTtqzXWBWJinkAkEsPFxQVr166FsbEJevbsiZ07d2DQoMEwNTVTWV8dO3aEn58fDh0+hAMHDuDChQsYMiS42nvg/vvvfmTnZKNz5y6sg9cirJNnqRPweHwM+2AY1q9fD3Nz8zJ56/n5ecjOzkFISMg7K1Oru8lFfn4eAKhx1yPNkJySjKKiInz33bcAgI8+mgJLS0uYmJri9OnTaN68uUpLA3C5XAwKGoQe3Xtgz549WL9+PewdHDB0yNBKK4MChPj4eEyZMqXcPXVZNAcbk2epMxgaGmLYsA9w8OABxMTEKI6bmpqhUaNGOHbsaK1t6+jooh7WIHuHwYMGg2EY+Pm1Vzh4AJjw4QTk5eUi+fXm5qpGX18fH374IT788EO8TH+J7Tu2V9o+OzsHXC6HdfB1ANbJs9Qp7OzsERISgoMHD+Lx48eK423atEFOTi6eP39eK7tvKhvKZPWvpPDbiEQiODk5IS4uTuHgASAsLAwAoKOj3txzOzt7tG7dGnm5uRW2ISIcO34MLTw81KqFpXqwTp6lzmFra4cRI0bg8OHDiIqKwpGjR7Bnz264N3Ov9RZ9O3bsgEDAbxBL6HV0dcqkN0ZERODKlcsIChoEIyNjtfdvZ2eHgoIC3Llzp9zzt2/fRnFxMXp07652LSxVw8bkWeokNjY2GDVqJDZu3AiZTIbg4CG12mibiLBlyxbEx8dhwoQJDaKUrVgkVqSb5uRk49ChQ/Bt167G2S+1xdXVFX5+7XH48CFERERg5MiR4PP/vzzBg4cP0N6vPTic2u1WxaJa6v+whqXBYmVljcGDgyESiWpVJbKkpAS///47XrxIwuTJH1U7K6SuIxKJIJVKkJOTg9WrV8PS0hK9evbSqIaAgABMnvwR0tPTsXTpEjx58moOpbi4GEmJSWjcuLFG9bBUDDuSZ6nTuLq6Iju7M3bv3o0JEz4El8vD7t27ER39GG7u7hg6ZCgeP36MAwcOgIggEokwc+ZMyGQyrFq1CgBh1qzZEIsbTp0UPT095OcXYPny5bCwtMCkSZO0osPKygpz5szBvn/3Yfv27XB1dUNWdhZatmpZ4y0YWdQH6+RZ6jy+vm2RmJiIo0ePIT09HWlpaejUqTMuXryIpc+XoqioEK6ubnBycsKJEydw5OgRPH/2HDKZFDNmzGxw28m9mZeYNm0qzMy0uwcDwzAYEjwET7y8sGPHDrRt64tevXpqVRNLWVgnz1IPYNC/f3+sWvUHCgsLMXHiRPz99wbo6urA2MQYruauilo0crkcFy6cB4fDxbRp0xqcgwdejaAZhkFJSdUllTWFgYEB9PT00LNnANgNQOoWrJNnqRcIBAL4+3fHrVu3cO36dfB4PHz22Zx3JlLbtWuHdu3aaUml5tDRESMq6jFsbe20LQUAcDciAp6eXmAYdpqvrsH+j7DUG1q0aIHMzAy8SHoBCwuLBpEpU1sEAiHyXq/i1TZyuQyR9+6hZUsvbUthKQd2JM9Sb+ByubCzs0d0dDQ6deqEhw8fIjMzEw8ePoBMKgOY/6+hzoB59f4///K4PAwaFARj49pXa6wL5OXloZGT8sXIVMGTJ09hZGys0ro5LKqDdfIs9YquXbvgyZMYhIaGgsfjgsPhws7eDmKx+FVJXHqVG094/fPrf+UkBwhISEjA8RMnMCKkfm81rGz5X1WSlZXFFiCrw7BOnqVeUVoqgVAowpQpH8HAwLDG14eFhSE09JIalGkWGxsb3Lh5A15e2g+R6Ovr43ncc23LYKkANibPUq9wcLCHjY0Nrl2/XqvrfX19IZFIal0Dp67QsWNHJL94UWFpAU1iY2ODpMREHDhwAHl5Fde0YdEOrJNnqVcwDAfBwYPx6NEjPHr0qMbX8/l82Nja4viJ4zW6LjExAVu2bMHmzZtr1a+qcXFxQadOnXH48CHcvHlTq1qMjIwwffp06Ovr488//0JOTo5W9bCUhQ3XsNQ7xGId9O7VG1evXYW7u3uNrx/QfwD++utPpKSkwMrKqsJ2UqkUf635CwX5BSgpKYGenh4KCwtBRBAKBSAiyOUEY2MjrSxK6tatG/h8Po4fPwZHR0dYWFhoXMMbBAIhunfvjmfPniEzMxOGhjUPpbGoB3Ykz1IvcXZujJTkZBQVFdb4WgsLC9ja2WHbtm2VTmCeO3cOebm56NSpE4KCgjBr1iwYGhkiISEB27Ztx44dO7Bz5w6sW7dOmY+iFB07doSpqRlOnDihNQ1vSE9PR05ONuzt60buPssr2JE8S72Ex+PDqVEjxMQ8qVX1xdGjRmPp0iXY9+8+DAkeojgul8sVaZi3b99Ga2/vMtsRfjL9kzJ2Hj9+jD179tTyU6gGf39/7NmzB6WlpVqtGXP9+nW0adMWPB6/6sYsGoN18iz1FjdXN0RFRdXKyQsEAgwbNgzbtm3DcV1dlJaWIi0tDckvXu2spKMjhlQqRXf/ymuiC4VCyOVyyOVyrdWqd3d3h1AoxNlzZ9Gndx+taACAktISGBgYaK1/lvJhnTxLvcXFxQUnTpyAVCqp1ejR2bkJ/Pza4/bt2xCLxTAwNMCwYcMgEolwN+Iu3N3cweNV/ifi6OgIHo+HU6dOoXfv3rX9KDVCJpMhJSUZSUkvkJaehoyMDHA4HNy8cQO9e/XW2kpgoUCoqHPPUndgnTxLvUVHRwfW1taIjX32zgbf1SUgIAABAQHvHK/uDlQMw8DewR5xcXG16r8m3Lt3D8ePH0dxcTEYhoFAwIdYLIa+vgH09F9NCi9bthTBwUPQqJHmV8NmZWfB1dVV4/2yVA7r5FnqLaWlJcjLz9P66s+01FS0aKHe/UyJCEeOHIazcxMMHDgQIpHonTalpSXYtXs3/vlnC3R19eDi6gLv1t612nClNtjZ2uH+/fto2rSpRvpjqR6sk2ept5w+fQaOjo5aHz0WFhaqXcPNmzchlxOGDh1aYexfIBBi9KjRKCgowJkzZ/AkJgZ3bt8Gny9A165d4efnp1aNHTq0x8qVf+DFixcau7GwVI1STp5hmKEAFgJwB9CWiG69dW4+gAkAZABmENFJZfpiYfkvCQkJ6Nu3r7ZlgMvlqn0BUEREBCwsLao1uaurq4uBAwcCeBW/P3nyJM6cOYMzZ87A3Nwctna2cG7sDFdXV3C5qtuHVSAQonPnzrh06RKGDx+uMrssyqFsOsB9AIMBlCkGwjBMMwDDATQH0BvAaoZh2F19WVSKm5sb7j+4r20ZEIlEaq/d0rFjR6QkpyA/P79G13G5XPTt2xdffPE5dHV1kZqaisdRj7Fv3z6sWLFC5aGuli29EB8fj5ycbJXaZak9Sjl5InpERI/LOTUQwE4iKiGiZwCeAGirTF8sLP+ldevWuB8ZidJS7e6Q1LFjJ0TcvYsHDx6orQ93d3dwOAwSExNrdb1AIMSsWbNgamoKsViMuXPnorCwEPsP7FepTj5fAC8vL9y6Fa5Suyy1R12JvbYAEt56n/j6GAuLyjAwMECjRo1x926EVnW0bdsWjRs74/yF82rrQyaTQSaTVzvrpzw4HA769euHjIwMCAQCDB06FPcjI/H4cXnjtNrTpo0P7ty5jfw6sqnJ+06VMXmGYc4AKK/Ax5dEdLCiy8o5Vu5zIcMwkwFMBgAHB4eq5FSKhbE+7h9er5QNlvqFaW4aTvy5EeKUIK1uPZd95zxyc/Nw//C7WS+qICUlGQX3z+LpGeXHSgX3z+LQ74Vo0qQJDDIeYffPszFo0GAVqPx/bEri8e24vvDw8EDr1q1VaruhYmGsrx7DRKT0C8AFAD5vvZ8PYP5b708C8KvKjre3N7Gw1AS5XE79+vWjqVOnalVHQEAAtWvXTm32v/32WzIxMVGJrSZNmlDfvn2JiGjz5s0kEolUYvcNz58/J3t7ewJAjo6OKrXNUj4AblEFflVdQ59DAIYzDCNkGKYRgKYAbqipL5b3GIZhsG3bNhw+fFirtdULCgogEAiQlpaG7OxsrF69Gr169UJAQACGDx+OxYsXIyUlpdb27969C1tb5Ufxjx49wtOnT/HFF18AAIKCglBcXIz09HSlbefn52P+/Plo0qQJjIyMkJ6ejtzcXKU+N4vyKOXkGYYZxDBMIgA/AEcZhjkJAET0AMBuAA8BnAAwjYhkyoplYSkPQ0NDeHl5ISEhoerGaqKkpASXLl2CpaUljI2NMXfuXLx8+RK5ubnYvXs3vvzySwwbNgyXL1/Gs2fPamz/2bNnKlnF+tdff8HCwgKdO3cG8GpeQ0dHB3v37q2RndLSUkilUkilUvzxxx9o1qwZDAwMsHr1asybNw/37t2DmZkZBAKB1herve8olSdPRPsBlDs9T0Q/AvhRGfssLNXFxMQEGRkZWut/8+bNKCoqgo+PzzvFyjw8PJCWlobQ0FB06dIFMpkMDMPAxsYGUVFR0NPTq9J+amoqevToobTOs2fPwtfXt8yxRo0aYefOneByuYiKioK5uTlGjx4NO7vySwYvWLAAixcvVrwXCoXo0qUL1q5di44dO5ZpW1hYCF1dXaV1syhBRXEcbbzYmDxLbenRowedOHFC2zLKRU9Pj5YuXap4L5PJKCIigiwsLMjHx4dkMpni3P3796lNmzY0b968MjbEYjH9888/SmsRiUS0YcOGMsdat25NAEhXV5dsbGzIwMCAAJBYLCZPT08aPHgwGRoaklAoJB6PRxwOhzZt2kQymYzy8vLK6H8buVxOHA6HJBKJ0rpZKgdaiMmzsGiUmJgYNGnSRNsyykUqlZapZsnhcODp6YlLly4hIiICPB4PxsbGcHZ2hoeHBxITE/Hrr79CLpcrrpHL5Vi+fDlevnyplBYdHR3ExsaWOfbo0SMsXboU+fn5SEpKQk5ODnJycvDbb7/Bzs4Od+/exUcffYRt27bhxIkTSE5OxtixY8HhcKCnp1fhKlwiAofDKfM5tMF7XxmzIu+vjRc7kmepDTdu3CBTU1MqLS3VtpRy6dWrF7m7u5d7TiaT0Z07d2jRokU0dOhQCgsLI5lMRiKRiGxtbSkwMJCWLl1K4eHhZG9vT1wulyZOnEgHDhyoVUZRt27dqG3btor3e/bsIS6Xq7bRdqNGjSg6OlottqtDbm4uubm50VdffaU1DZoAlYzkte7Y336xTp6lpuTk5JCzszPt2bNH21IqpEuXLuTh4VGja27cuEFjx44lT09PEgqF1KxZM5LJZLRmzRrS19cnAMTn82usZeHChWRgYKB4P2bMGLWmOQYEBNCxY8fUZr8qxowZQ8OGDSNHR0fav3+/1nSoG9bJszRISktLKSAgQOs58lVhYGBA33//fa2vT0hIIJFIRIGBgUT0avR/8+ZNYhimxnbEYjEFBAQojm3atEnlefJvM2XKFFq5cqXa7FcFn8+nnJwcunLlCllYWFB6errWtKiTypw8G5NnqZcQESZPngyBQIDff/9dq1p+/PFHiEQiiMViiMVi6OjoQEdHB7q6utDT00NeXp5SOfx2dnY4d+4cjh07htWrVyti+kSE4uLiatuZPHkyzMzKbvodHByM4uJiteWyGxgY1LiomqqQyWSQSqXQ19eHn58fQkJC8PXXX2tFizZh68mz1EtWrVqFe/fu4eLFi1Vu0aduwsPDYWVlhaVLl0Imk0Eul7+uNfP/PytbEtnPzw9fffUVZsyYgX379ikmO58+fYrmzZtXy8alS5fw9ddfl5ko1dPTg56eHnbu3IlZs2YppbE8hEIhSktLVW63Opw7dw42NjaK7RA///xztGjRAkuXLoWOjo5WNGkD1smz1DvS09Px7bff4uLFi9XKMVc3MpkMpqamGDJkiFr7WbhwITIzM3H79m3IZDJ06tSp2gXLLl++jMLCQkyfPv2dc02aNMH69euhr6+PCRMmqFSzQCCo0dOGqnj+/DlGjx6NnTt3Ko7Z2NigXbt22L9/P0aOHKlxTdqCDdew1Dv+/vtvDBw4EM2aNdO2FACvUvRUuflGZaxYsQJhYWG4evUqLl26VO2b3MqVKyESid5JnwSADz/8EElJSfjoo4/QsWNHlaY8CoVClJRorhT07Nmz0bNnT/Tr1w/z5s1D165dy5wPCgrCmTNnNKanLsA6eZZ6BRHhn3/+wfjx47UtRcF/8+DrIh988AGICB4eHmjbtm0ZR/7JJ58gKysLkZGRuH37NoYNG6ayfgUCgUbDNaampsjLy8OsWbMwc+bMd843bdq03BtdQ4Z18iz1ioiICBQWFqJ9+/balqJAKpVqbCRfXTIzM7F48WK0adMGYrEYwcHBMDY2RmBgIO7fvw9nZ2fcvn0bZ8+eVVzj7u6Obdu2Yd++fSqrMa+jo4Ps7GyV2KoOMpkMTZs2xaRJkxSx+LdxdnbG06dPNaanLsA6eZZ6xd69ezF8+PBy/4C1hUwm0/pIXiqVYvfu3ejXrx9MTU1hamqKxYsXQ09PD7///juKiorw4sULHD58GPHx8ZDJZPD29kZAQAC8vb1RWFgIABg0aBBatGiB4OBglejq3r07jh07ppFVp0+ePMGKFSvw3XffVdjG1tYWL1++1Mo8gbZgnTxLvSI6Ohqenp7allEGbYZrpFIpXFxcIBAIMGrUKMTHx2Py5MmIi4tDbm4uzp8/j8mTJ0Mk+v/NTMzMzBAfH4+ioiI8ePAADx8+xK+//qo4//fff+Phw4cq0de4cWPo6ekhMjJSJfYq4tixY+jYsSMWL14MJyenCttxuVw4Ojqq7PPVB+p2IJGF5S1kMhmuXbuGb775RttSyqDtcE1MTAz+/fdfDBo0qEbXiUQiuLu7w87ODvfv//+G6B4eHiAildy8wsPDIZfL4eXlpZSdipBIJPjyyy+xY8cO7N27950qmOUxfvx4/Pjjj9i3b59aNNU1WCfPUm84f/48zMzMqp0Xrim0Ga7h8XgQCAS1vj4zMxNPnz7Fb7/9pjj2ZtSflJSk1J6ywKv1DFOmTFHLTbC4uBiDBg0CEeHOnTswMzOrtL1cLkdSUhJmzpwJa2trJCUlqWQjlroOG65hqTds3LgR48aN07aMd5DJZODz+Rrtc9euXfD394etrS1KS0tx5MiRWtlZvnw5DAwMEBgYWOY4l8tFXFycUhpjY2Nx6NAhTJw4USk75fHGwRsYGODIkSNVOnjg1Q3H3d0d8fHxkEgksLCwULmuugjr5FnqBUVFRTh8+DBGjBihbSnvIJPJNBauKS4uhr+/P0JCQlBYWIjg4GA4Ozvj4MGD6NChA9q2bYt+/fohJiamWvbMzc3fyYsvLi4Gh8NReqetefPmYdasWTA3N1fKzhuSk5Px2WefwcPDA40bN4aBgQG2bdtW7aeo9evXw8fHB3379oWfn5/Gb8zagg3XsNQLoqKi4OjoWK0Rm6YhIuTk5GikLxcXFxQUFODGjRvw8fEBAPTo0QNLly6FQCCAoaEhYmJi4Orqig8++KDMis/yaN68uSKzBng16TplyhTo6emhU6dOtdZ56tQpXL16FZs2baq1jcTERERFRSExMRH79u1DaGgoxo4di82bN0NfXx/Ozs4V1rIvjzZt2qBp06bYvXs3fv7551rrqndUVLlMGy+2CiVLRWzfvp2GDBmibRnlsnPnTmIYhrZv3662PiIjI2nMmDHEMEy1KimeP3+eOBwOmZqaUuvWrSk0NLTcdgUFBSQQCKhDhw4kk8nI2NiYhg8frpTW06dPk5mZGZ0/f14pOx4eHtShQwcaNmwYbd68mfLy8pSyt3XrVho8eLBSNuoqYEsNs9R3vv766zq98cOnn35KXC6XIiMjVW778OHDxOVyyd7enubPn1/t6+7fv0//+9//yM/PjxiGob59+1bYTiwWk62tLXE4nFo7U7lcTv/++y+Zm5vTpUuXamXjDbm5uaSjo0MlJSVK2XmbCxcuULt27VRmry7BOnmWes+CBQto4cKFRERUUlJC69evp+DgYBo5ciRNnTqVoqKitKzw1eYgenp6lJycrDKbW7duJQ6HQ5MmTVLKzvnz5wkA3blzp9zzz58/J0NDQxowYECNbefl5dFff/1Fnp6e5OLiQlevXlVKKxHRkSNHVOqQ5XI5zZ49m6ZNm6Yym3UJ1smz1Hs2bdpE3t7e5ObmRgzDkFAoJHd3d3J1dSUrKyvicrm0evXqGtuVSCRUUFBAOTk5lJ6ertQ2eBKJhFxdXUlPT4+eP3+uOF5QUEDPnz+vcMPrili9ejUxDENz5syptaa34XA4dPPmzQrPy2SyGml88uQJzZo1i0xMTCgoKIhOnz5d489YHsXFxeTm5kb//vuv0rbesGrVKmrevDnFxcWpzGZdgnXyLPWeM2fOEADq0aMHXbly5Z3z33zzDTEMQyKRiDgcDnE4HGIYRvECUK0Xn8+nDRs21FqnRCIhT09PEggE1KdPH7K2ti5jn8fj0fDhw6moqKhSO7t27SKGYZTaUeq/cDgcunHjhlI25HI5nT59mgIDA8nMzIzmzZuncse5dOlS6t+/P8nlcpXZnDBhAq1du1Zl9uoalTl5NruGpV7g6OiIxo0b4/Tp0+WeX7hwIfr164dr166hbdu24PP5EAgE4HK5EAgEivdvFg+9ef03O+Ozzz7DxIkTsXHjRsyYMQPW1taws7ODtbV1hYuOXrx4ge3bt+PEiROIjIxEWloaGIbBnTt3EBQUhGnTpqFFixbIzMzEokWLsGzZMkU6qJubG9zc3NCiRQvY2dmBw+Hg9u3bGDFiBD755BP873//U/nvsrYUFhZiyJAhSEhIwMyZM7Fr1y61bL6RlJSEzp07q7Q+0cuXL2Fqaqoye/UJ1smz1AvMzMzw8uXLStu0adMGbdq0UaqfZcuWYfTo0Rg4cCBGjRoFqVQKmUymOM/lchU3CpFIhLy8PBQXF0NfXx+GhoYQiUSwsrJCVlYWvLy88Oeff2L//v3o1q0bcnJyIJVK4eHhgbi4OGzcuBG6urooLCyERCIBj8eDs7Mznj17hm7duqllW8Pa1orPzc1FYGAgnJyccOjQIbWu8LWwsEBaWppKbb7PTp5dDMVSLzA0NIS+vj4OHz6s9r5atmyJuLg4FBcXQyqVgoggkUgQFxeH0NBQ/PTTTzA2NoZEIoGuri5MTU2Rn5+PlJQUcLlcdO3aFUuXLsW5c+dgbW2N4OBgdOvWDQcOHEBmZibu3buHf//9FzKZDPfu3UNpaSlkMhn+/vtvtGrVCnPmzMHJkydV+pmePXsGuVwOV1fXGl+bmZmJHj16oHnz5ti0aZPaSzhYWlqq1Mnn5uYiMjKyzhW20xgVxXG08WJj8iyVce3aNTIzM6N79+5pVcfnn39OfD6fevToQUFBQTR37lyKiIh4p11oaCj5+PiUe46IyMnJifz9/dUtl4hepXiam5vX+LqUlBTy8PCguXPnqjRGXhlnz54lPz8/ldnbunUrBQYGqsxeXQTsxCtLQ2Hbtm3k5OREqampWtMwZ84csrGxUdrOmTNniMPh0OzZs1WgqnKaNWtGQUFB1W5fUlJCq1evJnt7e/ruu+805uCJiIqKisjAwKBai76qQ//+/WnLli0qsVVXqczJs+EalnrFiBEjMHLkSAwePBhSqVQrGmQymUomBbt37461a9fi999/r3K+QVmysrLQtGnTarUtLS3FBx98gN27d2Pnzp346quvNLpJi0gkQo8ePXDw4EGlbWVnZ+PChQsYMGCACpTVT5Ry8gzDLGEYJophmHsMw+xnGMborXPzGYZ5wjDMY4ZheimtlIXlNd999x1KSkoqzLRRNzKZrEY1UypjwoQJsLa2xpAhQ1RiryKKioqqVfdHIpEgJCQERISTJ09qbZvFKVOmYOnSpWUmvWvD/v374e/vD0NDQxUpq38o+009DaAFEXkCiAYwHwAYhmkGYDiA5gB6A1jNMEzd2gSTpd7C4XAwevRo7NixQyv9y+VylY5sd+3ahbCwMHzwwQcqs1keqamplZ7PzMxESEgIiouLsXv3bqXq1CtLjx49wOPxcOXKFaXsbNu2DaNGjVKRqvqJUk6eiE4R0Ztn5msA7F7/PBDATiIqIaJnAJ4AaKtMXywsb/PBBx/gyJEjGqv++DaqCte8oUOHDjh37hz279+PgQMHqszu24waNQobN26s8Pzp06fh5uYGCwsL7Nu3D0KhUC06qgvDMJBIJDAxMam1jaSkJNy+ffudWvnvG6qMyX8I4Pjrn20BvF2MOvH1MRYWlWBlZYVevXpV6rjUhVwuV1m45g2dO3dGWFgYjh8/jl69VB/dlEgk0NPTq/D83r17sWDBAqxevbrMfrDaorS0FM+fP0fjxo1rbWPnzp0YNGhQnfg82qTKbyrDMGcYhrlfzmvgW22+BCAFsO3NoXJMUQX2JzMMc4thmFvp6em1+Qws7ymzZs3CihUrlI7b1hSpVKqWiUhfX1/cuHEDFy5cgJ+fHx48eKASu6WlpTh06FCl2ybGxcXBxcVFJf2pgmXLlqF79+4Qi8W1trF161aMHDlSharqJ1U6eSLqQUQtynkdBACGYcYCCAQw8nUqD/Bq5G7/lhk7AC8qsL+WiHyIyEdVO8iwvB/4+vrC0tIShw4d0mi/6twJqmXLlrh9+zbi4+PRokULdO3aVWmb8+bNQ3Z2NlasWFFhm4yMDK1uRv42T58+xbJly/DHH3/U2sajR4+QlpaGLl26qFBZ/UTZ7JreAL4AMICICt86dQjAcIZhhAzDNALQFMANZfpiYSmP2bNn49dff8X/jy/Uj6onXv9L8+bNkZSUhPHjxyu9BR/w/5OPlaVQzpw5E/PmzdNaWurbzJo1C/PmzUOjRo1qbWPv3r0YMmRInblxaRNlA4t/ANAHcJphmLsMw/wFAET0AMBuAA8BnAAwjYg0+0zN8l4wePBgZGZmYt++fRrrU5UplJUxcOBAPH/+HNnZ2bW2cf36daSlpeG7776rtN3IkSNhamqqlno5NSE/Px+3b9/G4MGDlbLzxsmzgF3xylL/CQ0NJRsbG8rOztZIfyEhIeTu7q6RviwsLCg4OLhWddqfPHlCQqGQ+vTpU632MTExZGRkRPn5+TXuSxWsWbOGjIyMaNCgQVWWYq6MmJgYsrS0JKlUqkJ1dRuwK15ZGjIdO3ZE3759MX/+fI30p47smor45ZdfsH//fvB4PJiZmWHo0KEoLS2t8rqUlBR4eXnBw8MDR44cqVZfTZo0ga+vL44ePaqs7FqxatUqHDx4EP/++69SGTH79u3D4MGD2VDNa1gnz9Ig+Pnnn3Hy5EmsXr1a5bYfPHgAAwMDiMViCAQC7N69W2NpeWPHjoVEIsGNGzfw0Ucf4fTp07C0tMT169crvCY3NxfNmzeHra0trl+/XqMb0tChQ7F//35VSK8RGRkZeP78uUpW2O7duxfBwcEqUNUwYOvJszQITExMcPr0aXTp0gWurq7o3r27ymxHR0ejqKgIW7duhYGBAUxMTODh4aEy+1XB4XDg4+MDHx8ffPnll7CxsUG7du0gFAphYGCAgQMHQiaTITw8HM2bN8e5c+cgEokQERFR4ycOZ2dnTJw4EaNGjUK/fv3U9Ine5c6dO2jZsqXSZYzj4uLw/PlzNqvmLVgnz9JgaNy4MWbMmIGDBw+q1MkDrzYLGTZsmEpt1gS5XI5vvvkGS5cuBZfLxZdffglvb29cuHABe/bsAQC0atUK165dQ2pqKtLT02v1tNG+fXu4ubkhPj5e1R+hUszMzJCZmam0nX///RcDBw5Ue837+gQbrmFpUHTs2BGXL1/WtgyVsmzZMhgaGmLJkiX49NNPkZubix9++AGDBg3C77//jhcvXuDFixc4evQoYmNjIRaLsWXLllr1JRAI4Ovrq/FVok5OTnj27JnSqbDHjx9/78sY/BfWybM0KKytrZGRkaFtGSohPz8f7u7umDdvHsaNG4f8/Hz8+OOPVYZgunTpgvXr19e635KSEo07eSMjI5iZmSE8PLzWNgoLC3H16lX4+/urUFn9h3XyLA0KPp8PiUSibRlKExMTAzs7O2RlZSEuLg4rV66sdghi/vz5iIqKQlFRUa36TkhI0Mp+qNOmTcPy5ctrff2lS5fQqlUrGBgYqE5UA4B18iwNCh6PV++d/JEjR9CsWTNFbNzGxqZG13fu3Bk6Ojr47bffatx3YmIiHj58qJWJy0mTJuHYsWNISkqq1fWnTp1Cz549Vayq/sM6eZYGRX0fyZeWliI4OBghISG4du1arWu6d+/evVYVOrlcLnR0dBSTuZrEyMgI/fr1w7Fjx2p1/cmTJ9VSwbO+wzp5lgaFjo4OiouLUVJSom0ptWLWrFkQiUTYtGmTUna++eYbPH36tMbbClpbW6NNmzZau1Ha2tqiNtVoIyMjkZOTg9atW6tBVf2GdfIsDQqRSARXV1dERERoW0qNefnyJdavX4///e9/Sq+obd26NUxMTPDtt9/W6Lo1a9bg6tWrSteOqS2mpqa1mjj/+++/MX78eHaVazmwTp6lweHr64tr165pW0a1kUqluHz5Mnx8fGBjY4PPPvtMJXZ9fX1x6dKlKtsREa5evYqQkBD8+uuvCA0N1dqeqBYWFnj+/HmNrikpKcG2bdvw4YcfqkdUPYd18iwNjnbt2lW67L+mSCQSSCQShIWFqczmGw4dOgQ+n4/OnTtDKpXi1q1bKquLEx8fD2dn5wrPFxUVYd26dWjVqhVGjx4Nb29v3Lhxo9KSxOpm4MCBuHTpEh4/flztaw4cOAAvLy+lShM3ZFgnz9LgaNeunUpH8hwOB3K5HJ07d8ajR49UZhcAvvvuO7Rv3x4ymQyJiYkwMzNTme3ExES0adPmneNpaWlYuHAhnJyccOjQISxZsgTR0dGYM2eO1kbwbzAyMsJnn32GkJAQHDt2DHK5vNx2GRkZ2LZtG0aMGIEpU6Zg+vTpGlZaj6ioPKU2XmypYRZVIJPJyNDQkNLS0lRib+/evSQUCsnb25saN25cZfv09HQKDg4mS0tLCgwMpDt37pTbTiKREIfDoaNHj6pE53/hcDh07do1xfuUlBSaPHkyGRkZ0aRJk+jhw4dq6VdZpFIp/fPPP9SyZUtyd3endevWKUoPx8XF0bRp08jY2JiCgoJo7dq1lJiYqGXF2geVlBrWumN/+8U6eRZVERgYSNu2bVOJrTdOPjk5mbhcLi1durTCtg8fPiQOh0PW1tY0ZcoUcnV1JYZhqFevXrR161Y6f/483b9/n+bMmUMWFhYkFotVovENRUVFtHXrVrp69SoBoJKSEiIiunfvHjk6OtKnn35KqampKu1TXcjlcjpz5gz16dOHLCwsaNCgQWRsbEyff/45paSkaFtenYJ18izvHZs3b6YBAwaoxNYbJ09E9L///Y/4fD4VFBSU29bb25tatGhR5tiZM2fIwcGBxGIx8Xg8YhiGjIyMaPz48ZSQkKASjW8wMjIigUBAAAgAbdmyhYiIXFxcaO3atSrtS5M8fPiQVq1aRS9fvtS2lDoJ6+RZ3juys7PJwMCAsrKylLb1tpOXSCQEgJKTk8u0ycnJoa5duxLDMHTz5k2l+6wNW7duJYZhqKCggFJTU8nY2Ji6detGRETdunWj5cuXk0Qi0Yo2FvVSmZNnJ15ZGiSGhoZo06aNyjNi3mzCYWVlpTh269YtWFpaIioqClevXoWPj49K+6wO2dnZ+PDDD/Hxxx9DR0cHFhYW+PrrrxVZRp9//jkWLVpU7V2iWBoOrJNnabB06NABV65cUanNwsJCEBHi4uLw8uVLrF69Gu3atUPXrl2RlJQEX19flfZXXa5fvw65XI5Vq1Ypjo0ZMwaFhYXYunUrioqKoKOjg8aNG2tFH4v2YCvrszRY2rdvj8WLF6vUZkBAANzd3eHk5AQAEAqFmDRpEv7880+V9lNT3NzcIJPJMHfuXCxZsgQAUFxcDACYOHEi5HI5ZDKZVnPgWbQD6+RZGizt2rVDeHg4cnJyVJr/HRERgTt37sDLy6vWBcRUjaOjI7Zt24ZRo0bh2bNn8PPzw9q1a2Fvb4/4+HisX78eJ0+ehFgs1rZUFg3DhmtYGiyGhoYYMmSIYmSrKng8Htq0aVNnHPwbQkJCcPr0aZw4cQLfffcdhEIhtm/fDgDYuXMnhg8frmWFLNqAeTUxWzfw8fGhW7duaVsGSwMiPj4erVq1wv3792FtbV0rG/v27cPIkSMV4Y/6hlwuh56eHtLS0qCnp6dtOSxqgGGYcCIqd8afHcmzNGgcHBwwceJEjBs3royTLi0t1aIqzZKYmAhjY2PWwb+nsE6epcHz448/wsjICEOGDEFJSQl27doFkUgET0/PGtdbr4/ExMSwE67vMayTZ2nw8Hg8bN26FUKhEN26dcOIESMwbtw4ZGVloWXLllVef/36dTAMo36hauLAgQPlFipjeT9gnTzLewGfz8eOHTuQl5eHTp06YcOGDbh58yZevHiBBQsWlFua+OrVq3B0dMSvv/6KTz/9VAuqX7FlyxY0atQIxsbGNV7MdPPmTezatQtffPGFmtSx1HkqWgqrjRdb1oBF3cTGxpKJiYmiLMGECRPIxMSEGIYhgUBAbdq0IX9/f2rUqBExDEOdO3fWWkGvrKws8vT0JA6HQ4GBgTRs2DBiGIamTp1a5bVyuZxWrVpFZmZmtH//fvWLZdEqqKSsAZtdw/Le8dlnn6GgoAB//fWX4phUKsU///yDTZs2obS0FC4uLpg6darWVrDeu3cPvr6+MDU1RWhoqGJDjP379+ODDz5AUFBQhZttZ2dnY+LEiYiNjcWuXbvYePx7QGXZNUo5eYZhvgcwEIAcQBqAcUT04vW5+QAmAJABmEFEJ6uyxzp5Fk2QmZkJV1dXXLx4Ec2aNdO2nHfIzMyEg4MD/q+9+4+Nur7jOP58V36UuiIV2wGjBRqgG/UoBeMgnaFD+aEhxqINLlFJiyFLiKXJFCTECcElkIWmIBIclYEiLFVwggNpC5TZOGtxUKmtQpUuNHXgNIXGxbK27/1xX/AKLaUpd9/vHe9HcrnvfX/c99XvXd793ufzvc9NnjyZ8vLyTr8U1dbWxtChQ5k9ezbFxcXXbNvS0kJGRgb33Xcf69atIzo6OpTRjUuCWeQHq+pFZzoPmKCqvxWRCcAu4F5gBFAGjFfV9us9nxV5EyoFBQUcOXKEffv2uR2lk46ODkaPHk1UVBRfffXVNT8FmJubS3FxMd999901X8Zqb2/nkUceYcSIEWzevDmsO4tN7wTtOvnLBd5xO/4xrMF/dv8XVW1V1TNAPf6Cb4wnLF68mNraWkpKStyO0klTUxONjY1kZWV1KvDNzc2sWbOG119/ncLCwi6/bbtp0yaam5vZuHGjFXjzo+4a62/0BvwBOAvUAPHOvI3AEwHrvAY81s32i4BjwLGkpKTg9EoY04W9e/dqSkrKlV9P8ort27eriOiqVatUVXXDhg0KaGxsrGZnZ3e5zYULFzQhIUGrq6tDGdV4BH3peBWRMmBYF4tWqOq7AestB6JV9UUReQX4h6rucJa9BuxX1d3X25c115hQUlXmzp1LZmYmzz33nNtxOikqKmLRokVMnz6diooK8vLyWLduXZfrqioLFy4kKiqKoqKiECc1XnC95poeR6FU1QducD87gb8BLwKNQGLAspFA0w0+jzEhISIUFhYybdo0Hn30UU+Ntf7000/T3t5OYWEheXl51x1kbfPmzVRVVfHRRx+FMKEJF33teB2nqqed6WeA6ar6mIik4i/6lzteDwHj1DpejQcVFBSwe/dujh49Sr9+4TX6dkVFBfPmzePDDz9k7NixbscxLgnmAGVrRKRGRD4FZgFLAFT1M6AYqAXeBxb3VOCNcUt+fj7R0dGsXbvW7Si9UlJSQlZWFjt27LACb7plX4YyBjh79ixTpkzh4MGDpKenux2nR7t27SI/P589e/aQkZHhdhzjMhtq2JgeJCYm8tRTT3HgwAG3o/Row4YNLF26lEOHDlmBNz0KrwZIY4IoNjbW0z8Moqq88MILvPXWW1RUVDBq1Ci3I5kwYEXeGEdLS4tnv0T0ww8/kJOTQ0NDAxUVFcTHx7sdyYQJa64xBli5ciV79uxh/vz5bke5xrlz55gxYwaqyuHDh63Am16xIm8M4PP5iI+PZ8qUKW5HuaK9vZ1XX30Vn8/HrFmz2LlzJ4MGDXI7lgkzVuSNAbKysmhpaaGsrMztKLS1tbF//36mTp3KG2+8QWlpKStXrrxmsDJjboS9a4wBoqKiWLBgAfv373ctw8mTJ3n22WdJTExk9erVLFmyhA8++IC0tDTXMpnwZx2vxjj69+/f547X1tZWBgwYQEdHB6dOneLMmTOMHz+e5OTkK2fiFy9epKqqirS0NOrr68nJyaGxsZG4uDiefPJJysvLSUlJuRl/kjFW5I25LCYmhvXr15Ofn09SUtINb9fa2sq+ffvYunUrZWVlREdHo6okJCQwZswYTp8+zbfffktqairDhw/n6NGjpKSkUFtbi6qyevVqcnJyGDx4sGev7jHhy77xaoyjubmZuLg44uPjOXHiBCNGjOhyvUuXLlFXV0d1dTWVlZUUFxfj8/nIzc1l3rx5XLp0CVUlLi7uyjYXLlygpqaGhoYGZs6cSUJCAm1tbdTV1ZGammrt7aZP+jQKpTG3iiFDhqCqrF27lokTJzJ27FjWrFlDZmYmAN9//z0vvfQSL7/8MklJSUyaNIn09HQqKys7jWAZExNzzXPfcccdZGRkdPqGar9+/fD5fEH/u8ytzYq8MVdZtmwZ2dnZHD9+nPnz55OTk8PAgQPZvn07GRkZ1NfXM2xYVz+xYIz3WJE3pgvJyckkJyfj8/nYsmULqsq2bduunNUbEy6sTd4YY8KcjUJpjDG3KCvyxhgTwazIG2NMBLMib4wxEcyKvDHGRDAr8sYYE8GsyBtjTASzIm+MMRHMirwxxkQwK/LGGBPBrMgbY0wEsyJvjDERzFMDlInIN8C/+vAUdwH/uUlxbibL1TuWq3csV+9EYq5Rqhrf1QJPFfm+EpFj3Y3E5ibL1TuWq3csV+/carmsucYYYyKYFXljjIlgkVbk/+R2gG5Yrt6xXL1juXrnlsoVUW3yxhhjOou0M3ljjDEBrMgbY0wEC/siLyJ/FJHPReRTEXlHRIYELFsuIvUi8oWIzA5xrmwR+UxEOkTknquWuZbL2f8cZ9/1IvJ8qPcfkGOriJwXkZqAeXeKSKmInHbu41zIlSgiR0SkznkNl3ghm4hEi8jHIlLt5FrlhVwB+W4TkeMi8p5XcolIg4icFJETInLMQ7mGiMjbTu2qE5FpwcoV9kUeKAXuVtWJwClgOYCITAAeB1KBOcAmEbkthLlqgHnA3wNnup3L2dcrwIPABOA3TiY3bMN/DAI9DxxS1XHAIedxqLUBv1PVXwBTgcXOMXI7WyswQ1XTgEnAHBGZ6oFcly0B6gIeeyXXr1V1UsA16F7ItR54X1V/DqThP27ByaWqEXMDsoA3nenlwPKAZQeBaS5kKgfuCXjsai5gGnCwuzwuHJ/RQE3A4y+A4c70cOALD7yv3gVmeikbEAP8E/ilF3IBI53CNAN4zyuvJdAA3HXVPFdzAYOBMzgXvgQ7VyScyQfKBQ440z8DzgYsa3Tmuc3tXG7vvyc/VdWvAZz7BDfDiMhoIB2oxAPZnCaRE8B5oFRVPZELKASWAh0B87yQS4ESEflERBZ5JFcy8A3wZ6d5q0hEbg9Wrn4340mCTUTKgGFdLFqhqu8666zA/zH7zcubdbH+Tb1e9EZydbVZF/NCeR2r2/sPGyLyE2A3kK+qF0W6OnShpartwCSn7+kdEbnb5UiIyFzgvKp+IiKZLse5WoaqNolIAlAqIp+7HQh/3Z0MPKOqlSKyniA2GYVFkVfVB663XEQWAHOB+9X5rIP/DDUxYLWRQFMoc3Uj6Lk8vv+enBOR4ar6tYgMx3/GGnIi0h9/gX9TVfd4KRuAqjaLSDn+Pg23c2UAD4vIQ0A0MFhEdnggF6ra5NyfF5F3gHs9kKsRaHQ+hQG8jb/IByVX2DfXiMgcYBnwsKr+N2DRXuBxERkoImOAccDHbmS8itu5qoBxIjJGRAbg7wTeG8L992QvsMCZXoC/PTykxH/K/hpQp6oFXskmIvHOGTwiMgh4APjc7VyqulxVR6rqaPzvp8Oq+oTbuUTkdhGJvTwNzMJ/QYTbx+vfwFkRSXFm3Q/UBi1XqDtCgtCJUY+/jfmEc9scsGwF8CX+Do0HQ5wrC/9/7FbgHJ07O13L5ez/IfxXIn2Jv2nJrdduF/A18D/nWC0EhuLvwDvt3N/pQq5f4W/C+jTgffWQ29mAicBxJ1cN8HtnvuvHLCBjJj92vLp9vJKBauf22eX3utu5nAyTgGPOa/lXIC5YuWxYA2OMiWBh31xjjDGme1bkjTEmglmRN8aYCGZF3hhjIpgVeWOMiWBW5I0xJoJZkTfGmAj2f42rkc4LdgQQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "africa.plot(ax=ax, facecolor='none', edgecolor='k')\n",
    "geopandas.GeoSeries([box]).plot(ax=ax, facecolor='C0', edgecolor='k', alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "The intersection method of the GeoDataFrame will now calculate the intersection with the rectangle for each of the geometries of the africa GeoDataFrame element-wise. Note that for many of the countries, those that do not overlap with the rectangle, this will be an empty geometry:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1     MULTIPOLYGON (((13.22332 -10.00000, 13.12099 -...\n",
       "11    POLYGON ((29.34000 -4.49998, 29.27638 -3.29391...\n",
       "13    POLYGON ((2.69170 6.25882, 1.86524 6.14216, 1....\n",
       "14    POLYGON ((-2.89227 10.00000, -2.82750 9.64246,...\n",
       "25                                        POLYGON EMPTY\n",
       "dtype: geometry"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "africa_intersection = africa.intersection(box)\n",
    "africa_intersection.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "What is returned is a new GeoSeries of the same length as the original dataframe, containing one row per country, but now containing only the intersection. In this example, the last element shown is an empty polygon, as that country was not overlapping with the box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zUV57Sy0vjczk1UilUvDaTdgtxowd3LLxu2/ao6uDz8aWX3jNhMlo4NMP7uKzb9ufVbxLrw8wNB/LORXt3t0N/PATd/KDT9zJB1/dpbmDX8JgEHz4zq6ijzOQQUJCDyo1p7wQ7GYD3XXOjN29zg6HONhWWYuxvR1+nrowwdhMhO0FKMOWE5fFSI3LWrCDf+P+Jl5zS53GVuVHKWbyEvg3IYQEvpJq3F01vONoG+01Dn71m6cyNsDe3eTOqhLotZvZVuekq9bJtlonXbUuOmocOK2m5QrGFwaneOr8OE9dGGdsJoIQZNUUb/HZ+d037ea+PY2F/YMF8OaDzXzuR+cLnpWlU/XUE59Dv8I1r93EdJHNQtLhc5jpqXdx7ebcsn7RrV0BTgwEl6UqbGYDjR4bDosJk1FgFILg3CKDk/N47eaK0KM/2unnxIr1gmppgmIQyXqSZp+9YI38rlonf/zWfRpblj+lcPJ3SCmHhRD1wBNCiJellE8vPSmEeBR4FKC9vb0E5uTPbdtq+N5H7+Ajf/dsWv34dHK+kIyL37+3kfff1kFfVyBrxkxbwMEb9zcjUzK6RoNgaGqefzt3g389e4MTA0ESEho8Vh7Y08j9exvp6wxgyjC+XlhNRj7+Cz38j++eLej1Lp2bJKxFj2pet83EzkY3J69Osr3ehc+e1NRZLFIeos1vp8Fj4/TQ9HJB2OF2H1Ims7pW5gMsRBMZs8H2t3g5Xeb4fDFrSqXCZTHS0+BmaGqexXiCxViCSCxBPCGZWYgV7OCtJgNfes9h3Lby30WWNLtGCPF7wKyU8vPpnq+UhddMSCn5yYVxvvLU5VXphGuzRLbVOXnb4VYeOdJKvUeboiaAm7MRhqbm2dvsxVBm/RIpJZ/+zhn+4fj1nPb32s28fm8jbz7QzO//0znOj5ZuRqd1Fk9njYPJNJ2bPDYTu5o8nB6cyklfpyPgoM5txSAEkXicREJyJsfF/lzIxck6LEZdupttNHY5tPnT0R6wE5cwVISUdyY++/b9vKO3TfPjZqJsC69CCCdgkFLOpP6+D/gDPcfUEyEEd++o5+4d9Tx3bZJjT1/h6QvjGIXAazfz5gPNvPVwCwfbfLpUtdW4rLrF2vNFCMEfPLSXwcl5fnpx9Zq6zWzg3X3txOKShWicB/Y2cmdP3fLaxcOHWvmLJy9kbY2mFc/0B9c1yS4Up8VINC7ThkJCCzGe6Q9S47Swu9nBqasbj2ezGDmpo+Lls1eD7G/x8uJIiFhCcrjdh8EgCEdiuG1mRlOZItcm5zTtDJbNiT/TH+Rwuw/zijvQi2OzRRe95cOhNi8vj87mldSQK48caS2pg8+GrjN5IcQ24Duphybg76WUf5Rp/0qfyWdiZXhlqxFaiPK954dZjCVvdRNS8vChFlp863vLruQbPxvgd753rkRWJqteu2qdXCjyDuJwHvLP9W4rdW4rDosxub4yF+Pi2AwJmWwf+WKWJs9aYTcbqHVZuZ5hxqpVnr1BJHXSn7qQfyKd22bilgZ3UTLPe5s9IEib+nygzYvVZESQDN8VI+G9EbuaPHz7127fsD2gHpQ1Tz4fqtXJK/JnbjHG7X/y7xkXs/Vg7SJgIRS7oOmwGOmucxFaiBatMqoVgmR4pZgQSp3LSsBp4cLYDDsaXAX3wd3f6mUwOE8wRzlvg4CDbT4m56L0T4QRIll8tfJ/Odjm4/kS6PA3eKx896N30OTdeIKjB8rJKyqSK+Oz/OOpQb51cpCJWf3zp+vdVkLz0azicpnK8B1mw6ZQsczE3hYP14Pzyxex7jono6GFdbIdrX47jR4bQiQbwBsEnB+dXX5dk9fGZHixYBE/j83E9npX1tn29nonofnYhlleHTUORkMLuocGHRYj3/qVVxXVKL4YlJNXVDQvXJ/i4S/9l6Zx4Uz0dvg3jIN31ToJzUcxGQWtfgcCCC/GmI3EcFpMJU39LAd1LiuNXhtWk4GTV5PZPbubPJiNBgwCrk/OM5JD1acWd037W73YU603JXBuaHq5atZuNuB3WBjewBanxYjPYcnaFKhYDAL+9gNHuXtnva7jbEQlVLwqFBk50Objnb1tPH4it0ydYjh5dTJjXH1Ps5v+ibnlbJPRNdLG+8o0Sysl47MRWgP25QthNC55oQDdn4sa5MOn0xsKOC3UOC3EEnK5yjcT2xtcvJClfkULfv/Ne8rq4LOhKl4VFcFv3L+jZE0wnr02RV9XYFUl885GN+dvzG6YTliJ2u16oEV7wam5aNbF90IIhhe5ODab1cH3dQZK4uA/9Oou3veqTt3HKYatcdYqKp4aVzITpVQc7w+yv9W3/HghGs/aAKLctQmlQqteBno4+VzY2ejKuyVfIdy3u4FPP7hL93GKRTl5RUUwvxjPOjvTmtmUcFlvhz9rHwGryUD/Jley1JobofwVG7UgEpM5S4UXyjt72/irXzxUFWnTyskrKoLzozPo/L1cx/jsAk6zgSsT2ePHB9t8jJcgA6gS0OpjuBacK4sgmZ5N6U0GwR88tIc/eds+rKbS5sIXilp4VVQEV8ZnOdTuI5Hy9AkpkfKV3waDwGkxghAsRONcD84xNRels9ZJrctCPCGZW4wRS0iiMUlcShZjCcKRWEYd82A4yp09tesqdtdiMRk2VX/YbMwvxtjR6C5Yt2UlvjIogOo1tw44LXzpPYe5bVuNTiPog3LyiorgX8/e2FB2YFutc504nNko6J8I0z8Rpq8rkLYAR4jkoqrHZqZ/IrxuNp5L+7ydje5N3VlqLWeGQnTXOfPuZZCOl4ZDWE2CSKyEt2k6ePm9LR7+13uP0OrPTfq7klBOXlF2FqLxrLPpdGuB0RWKj5kakUvJqtz27fUuapwWxmYi9E+Ec2rllklldLPSEbBzM7yoia5LeDFOT71Lk5TKXBEaenmTQfDxe3r4tbu6y9r4oxiUk1eUnf+6NJG1l222hI9c178ujc1yKfV3rcuS00x+cLIy5AdKwdFOPy8MTme8aOZLd52zpA5eS/Y0e/jc2w+wu9lTblOKQjl5RdnJrTn4xl782WtTdNc5uTwexmSAWpeVm+HFVbP9tUzMZp/Fm42CG6GtseCqR8PtUvcOgOwTgmyYjYJP3NPDr97VvUops1pRTl5RVqSUPPnSWNb9cpmpT8wuEnBaCIYXuRGKZNReyYdGjy2jeuNmorvOyXPXtc0t765zFlQtW072tXj53CP72dlY3bP3lSgnrygrQgg+ed8tfPvZIaLxBJLknD2px598JIDL49lv+deqQ2oRV/Y7LVvCyUdiiQ3vevLFYjIQ0/B4+VDoRP4Tv9DDJ+7ZXvJOa3qjnLyi7CQkunQKuqXeXXT4YSssuuohxXug1Vu0QFmpcFqM/Ok7D3J/CfsklxLdz2AhxANCiPNCiEtCiMf0Hk9Rffz04rgux9WieEnPwppKQatF1iUOtfvK6uDzicm3Bex8+yN3bFoHD/q3/zMCXwTuBQaBE0KI70spX9RzXEX1EE9I/jNL+mQhdNU6NJFJyFRItZnItUFHLjR6bFwouxxzbl7+9u4avviLh/E7LTrbU170nsn3AZeklFeklIvA48BDOo+pqCJODgQJpTRktKTOpU0Ddb9jczsAgLCG77/Xbir7hTEXF3/H9hr+9y8f3fQOHvR38i3ASpHwwdS2ZYQQjwohTgohTo6P63PbrqhcfnhmRJfjatVHfUTnhhPlRgAzEe2c/Pkie+hqQpbPfk9zsnq1WrRnikVvJ5/u7V615C6lPCal7JVS9tbV1elsjqKSiCck/3L2hi7HPj4QZI8GRSx6dxUqN931znKboDkb+fiOGgdf++U+3LbSa+qUC72d/CDQtuJxKzCs85iKKuHpC+Mb9ucsBimTKohN3sI16hs9Ns0UGSsVLSUAAIwVrLxb67LwjQ/2lbRvQSWgt5M/AfQIIbqEEBbgXcD3dR5TUQXMLET57e+e1XmMGO2BwmeqHTXVJ0aVDy0+m+aSA1o1HNEap8XI1365j46azXfnkg1ds2uklDEhxMeAHwFG4KtSynN6jqmoDn52+WZJQiHZuj2lwyDgaGdAl9z9SqIYhywE2ExGrGYDVpMBi9GAxWRgfGaB6EJ5F1699vWhmC+/9wh7t0CP3nToXgwlpfwh8EO9x1FUF1pWV27EbJ6ZI/VuK36HZdM7eFgvFXFLvQuP3czVm3PEExKDIXkhMIhkBXI0niASjbMQTRBNSOaj8XXCcg0eK9317g1lo/Xm0vgstS7LsjbRHdtreM0tW3e9T1W8KsrCfXsauKXBxQWdszEm88gBb/LaiETjnB8td553aXBazdS5E7htJhxmI2eHQxxqL64D1mgowmgowo4GN3GZ4NJY6VsmhuZj7G7ycDO8iJTwwTu6Sm5DJbH5a7YVFYnZaOD33rRH93FqXbnlQXvtZgwCgnPR7DtvAjprHAxPzzMxE+HKeJizqYYsl0ZnNFmYPD86w6WxMEfa/dSXYaHzxZEQfZ0B3nSgmbt31Jd8/EpCOXlF2bh9ey0P7tO3nDzXVLlGj5WhqfI0ni4H9R4bU3PRddlDM5E4XbXaLTifujbJ9HyUW7sC2M2lczd2s5FX99Typ+84gKEKmm3riXLyirLymTfsxlbEl7+rduNsiVx0WfY0eyqjiKeExDdYkNY6rTISS/BMfxC7xUhvh1+3HqxLvO1wK//xqbv4+D09m0IPvljUO6AoKy0+O5+8d0fBr5+aW6SvM5D2ue31rpzUFbfaRM8gILxBletGF4BiCIajnLw6SUeNQ5NCtXQ89vqdfOEdB2j0aiNrsRlQC6+KsvPhO7t4fnCKH5zOTeLAbjbS6rfjd1g4PhDk+ECQvk4/4cU4i7EEi7EEkXiCaCyetZipLWDnzFAoy16biyMd/lUqkUsXSSkTIITuTcsHbibbKe5r8TI1t6iZXv+2OueWX2RNh3LyirIjhOBzb9/P5bHZVU231+J3mGn1J53y2iKe4wVK2zZ6bFwPbm7pgo1o9ds5MRBcvhjWuaxENJYezsSZoWmMBsHRTj8Xx2aZKnDR+5YGF3/48D52N3uqttm2nqh3RFEROCwmjr2vN20hyxKdNQ7NZ91jW6R/60psZiPb6134HGZqndZVdzvtgdJW+cYTkhMDk0RjCW7tCmAuIHZ2e3ctfV2BsvSTrQaUk1dUDO01Do697wgOS3p1wEkd0hu34sxvej7KpdTM+fnBqVXPnR6aos1vL7lN4cU4z/QHqXFZOdCaX2Xq/jz332psvTNcUdHcuq2Gr3+wD2caRz9wc46jnX5Nx9uK2RenB6fZ2ehO+1w0LvE6yqfQeCO0wGged1dCwKF2bc+JzcbWO8MVFc/RzgDf+NCtJbn93oI+HgC3Lf17u6fZw5Xx0lepriSfittP3bcjaxrtVmeLnuKKSudIh59vfvjWZWdkNxvXZYUUy/Z6Fy+PbA0Jg7WkEyfrqXdx/sYMc2Xu7BRPyIx3Giu5s6eWj9zVXQKLqhvl5BUVy8E2H3//4dvY3+ol4LRw6qp2Dr7Nb2d6LkpUp5zwSmftf+22Gpmejxak2qkHF8dmubUrsGHh1NuPtCIqVNq4klBOXlHR7Gv18tgDOxmZ1i7NcU+zh8m5xaKEuKodKV9x5kYBnbUu3Rq4FEI8IXmmP8j2ehctvvWFTQYBr93CypL5oJuTF0L8nhBiSAjxfOrnQb3GUmxubt9ey6fuL7wqdiW9nX5eGgkxGylvSKLcLFW1GgXsbfVyZkjfAqhCuTg2SzAcpXfNgvure+rwbYEm61qg98rWn0kpP6/zGIotwK++pptnr07x45dGl7cdbvcRjScYmlogGE5KCjd6bcspgFLCyRUhnt4OPyc1jOlXM4uxBPtbvUzMRnjhemU6+CXmo3FODkyyr8XL0OQct3XX8PlHDpTbrKpBhWsUVYHBIPjCOw4st+S7tSvAs9emODMUwmEx0F3nxGs3YxRwYmCSEwOTDE3NL4ufHWrzrXL4W52hqXlOD04zXEXKm2eGpjnQ7ueLv3gYh0UVPuWK3k7+Y0KI00KIrwohVDKroii8djNffs8Rbu+uWe7ctLPRhURweTxMLDWrX2JkegGrycDRTj+n1xT9bHUm56LUuaqvofXDB5vVYmueFOXkhRA/FkKcTfPzEPBloBs4CIwAX8hwjEeFECeFECfHx8eLMUexBdjd7KHFlwzHuK1GRkMRhlICV+E0qX/T8zFODExSom6DVUVTmgXNSsZtNXHfbn37D2xGirrnkVK+Lpf9hBB/DfxzhmMcA44B9Pb2qq+iIisPH2rh/54apL3GybnhraUgqSV2c3r5iErljQeasGeQvFBkRs/smqYVD98CnNVrLMXW4rZtNdS7rVi3oO6MluilG68Xbz/SWm4TqhI9Vy8+K4Q4SLLuYgD4FR3HUmwhjAbBL93RyV8+eXHVdo/NRKPXxlIK+JILW8oJl3Jpm1y1TzSWYHi6ehYgteJmOPcm5+Wmq9bJYaVRUxC6OXkp5fv0OrZC8fDBFn5wegSHxcjcYhwpJedvzHChgDZ+JgO4rCZmN+iWtBmppo5YrX67WnAtEJWHpKhKbs4uahaPjyVgR4ObU9e2VoplrcvK5TKLkeXKjS14p6UVKqipqEpuaXRxqN2n2fFiidJ0Q6ok+ifCVTObH56aZzSkHH0hKCevqEqsJiNffs8RajXK9X5xOETAWT4d9XIwNhPhQKsXUxV4+vBinLs//xP+6smLLES3tiRFvignr6haGr02vvSew5ocK5qQ9NRnl7fdiFqXha5aJ61l6KxUKM9dn2Z3swezsfId/dxinC88cYF7/+ypVQJrio1RTl5R1fR1BTRr/3Z2aBp3no1K2gJ29jR7ONTmw2kx0j8Rpt5dXZWkpwen2dNcPS30hqcWWIhuvfBaoaiFV0XVc++uBk4PFi+yFV6Mc7Qz98YkbquJsdAC14OrZZAXogn61mihSwlnh6fL3pAjE89fn6I94OBacK7cpmTlwX2qKCoflJNXVD2v293AF564oMmxTgxMsq/Fw5mh7Jk7u5s9yxo6K3lxJP1r693WinXyAA0ea1U4+Ufv3FZuE6oKFa5RVD07G920BbSLg1+fnKfGubFWudkoGJjIL/2w0puGnxnMP1xVatoCdvZpFJ7bKlT2WadQ5IAQgvs1FK6amovS4LEhBPjsZrrrnPR2+tlW66SnwUVfV4CDbT5G8+yk5HNUdvbOQizB7mZPuc3YkOGpBRZjKh6fD5V92VYocuS+PY38zX/2a3a8F0dCmI2CqfkoU/NR0KBoqJK1YowCHBYj14JhhIBKTV4xGURVpHxWEsrJKzYFRzr8BJyW5Q5RWhDVWJ/4/I0ZbGZDWTND/A4z2+pcmAyCWEISjsSS/W5nIsxE4vidFm7rCnByYLIim5y3BxwYlJPPC+XkFZsCATT7bJo6ea3ZVucsq4zAzkYXVybmOLVBh6xrwXmuBedp8dmpc1s5PThFJfn6G9PJVo+BLGsmildQMXnFpuAv//0iZ3PIiCknNc7y5s+bjcac49lDU/M8f32KGpeVvs4A+1o82CpA2nkmElunPqrYmPJ/agpFkVy9GeYvquCLX04RxVa/nTND+dcSjM9EOD4Q5MxQiFhCcqTdT6OnvBerb/78KpfH81cb3aoU2/7vESHEOSFEQgjRu+a53xJCXBJCnBdC3F+cmQpFZqbnoxW7ULiSRBmNDDiKD2/EEpJT1ya5GV7k1q4AB9u8NHlL30IwlpB85anLJR+3Wil2Jn8WeCvw9MqNQojdwLuAPcADwJeEEKpETaEL+1q87Gqq7NQ/oKyFUKeHpumqdWhyrGhc8kx/kISEiZkILouRnY1uzeQlcuF7zw8zNVe56y+VRFFOXkr5kpTyfJqnHgIel1JGpJT9wCWgr5ixFIpMCCF4723t5TYjK+eGQxxs85Vt/Hq3trPu04PT3NLoZnYxzss3Zrg8NluymX0kluBbJ6+XZKxqR6+YfAuw8hMYTG1TKHThLYda8NgqP1ns3NA0nTXazKjzRY88/XPDIdpSqpvhxThOi7Fkeezf/Pk1EpWU+lOhZP1WCCF+DKQrJ/yMlPJ7mV6WZlvaT0MI8SjwKEB7e+XPxhSVicNi4slP3kUkVrnaMMtI0n9DqnXcNceVSESJ/sGElBjK8mZWD1mdvJTydQUcdxBoW/G4FRjOcPxjwDGA3t5edVlWFExdlUn8KhSlQK9wzfeBdwkhrEKILqAHOK7TWAqFQqHIQLEplG8RQgwCrwJ+IIT4EYCU8hzwLeBF4F+Bj0opq+A+WqFQKDYXRa1USSm/A3wnw3N/BPxRMcdXKBQKRXGISuqVKIQYB66W244V1AIT5TaiAKrVblC2lwtle+nR0u4OKWVduicqyslXGkKIk1LK3ux7VhbVajco28uFsr30lMpupV2jUCgUmxjl5BUKhWITo5z8xhwrtwEFUq12g7K9XCjbS09J7FYxeYVCodjEqJm8QqFQbGKUk19DtWvkCyEeSNl3SQjxWLnt2QghxFeFEGNCiLMrtgWEEE8IIS6mfvvLaWM6hBBtQoj/EEK8lDpXfj21vRpstwkhjgshXkjZ/vup7RVv+xJCCKMQ4jkhxD+nHleF7UKIASHEGSHE80KIk6ltutuunPx6qlYjP2XPF4HXA7uBd6fsrlS+RvK9XMljwJNSyh7gydTjSiMGfFJKuQu4Dfho6n2uBtsjwD1SygPAQeABIcRtVIftS/w68NKKx9Vk+91SyoMrUid1t105+TVUuUZ+H3BJSnlFSrkIPE7S7opESvk0EFyz+SHg66m/vw48XEqbckFKOSKlfDb19wxJh9NCddgupZRLvfPMqR9JFdgOIIRoBd4A/M2KzVVhewZ0t105+dypBo38arAxGw1SyhFIOlOgvsz2bIgQohM4BDxDldieCnc8D4wBT0gpq8Z24M+B3wRWdiSvFtsl8G9CiFMpiXUoge2V32VBB/TWyC8j1WDjpkEI4QL+H/DfpJQhUc5O3XmQEgs8KITwAd8RQuwts0k5IYR4IzAmpTwlhLirzOYUwh1SymEhRD3whBDi5VIMuiWdvN4a+WWkGmzMxqgQoklKOSKEaCI526w4hBBmkg7+76SU305trgrbl5BSTgkhfkJyXaQabL8DeLMQ4kHABniEEN+kOmxHSjmc+j0mhPgOyfCq7rarcE3uVING/gmgRwjRJYSwkFwo/n6ZbcqX7wMfSP39ASDTnVXZEMkp+98CL0kp/3TFU9Vge11qBo8Qwg68DniZKrBdSvlbUspWKWUnyXP736WU76UKbBdCOIUQ7qW/gftIJnnob7uUUv2s+AHeQnJGHAFGgR+teO4zwGXgPPD6ctuawf4HgQspOz9Tbnuy2PoPwAgQTb3nHwJqSGYZXEz9DpTbzjR2v5pkGOw08Hzq58EqsX0/8FzK9rPA76S2V7zta/6Pu4B/rhbbgW3AC6mfc0vfzVLYripeFQqFYhOjwjUKhUKxiVFOXqFQKDYxyskrFArFJkY5eYVCodjEKCevUCgUmxjl5BUKhWITo5y8QqFQbGKUk1coFIpNzP8HqBWxJka51PgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# remove the empty polygons before plotting\n",
    "africa_intersection = africa_intersection[~africa_intersection.is_empty]\n",
    "# plot the intersection\n",
    "africa_intersection.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Unary union and dissolve\n",
    "\n",
    "Another useful method is the `unary_union` attribute, which converts the set of geometry objects in a GeoDataFrame into a single geometry object by taking the union of all those geometries.\n",
    "\n",
    "For example, we can construct a single Shapely geometry object for the Africa continent:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "africa_countries = countries[countries['continent'] == 'Africa']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "africa = africa_countries.unary_union"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x7f77f8aab070>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "africa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MULTIPOLYGON (((32.83012047702888 -26.7421916643362, 32.58026492689768 -27.47015756603182, 32.46213260267845 -28.30101124442056, 32.20338870619304 -28.75240488049007, 31.52100141777888 -29.25738697684626, 31.325561150851 -29.40197763439891, 30.90176272962535 -29.90995696382804, 30.62281334811382 -30.42377573010613, 30.05571618014278 -31.14026946383296, 28.92555260591954 -32.1720411109725, 28.2197558936771 -32.77195281344886, 27.46460818859597 -33.2269637997788, 26.41945234549283 -33.61495045342619, 25.90966434093349 -33.6670402971764, 25.7806282895007 -33.94464609144834, 25.17286176931597 -33.79685149509358, 24.67785322439212 -33.98717579522455, 23.59404340993464 -33.79447437920815, 22.98818891774474 -33.91643075941698, 22.57415734222224 -33.86408253350531, 21.54279910654103 -34.25883879978294, 20.689052768647 -34.41717538832523, 20.07126102059763 -34.79513681410799, 19.61640506356457 -34.81916635512371, 19.19327843595872 -34.46259897230979, 18.85531456876987 -34.44430551527847, 18.424\n"
     ]
    }
   ],
   "source": [
    "print(str(africa)[:1000])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Alternatively, you might want to take the unary union of a set of geometries but *grouped* by one of the attributes of the GeoDataFrame (so basically doing \"groupby\" + \"unary_union\"). For this operation, GeoPandas provides the `dissolve()` method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "continents = countries.dissolve(by=\"continent\")   # , aggfunc=\"sum\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>name</th>\n",
       "      <th>pop_est</th>\n",
       "      <th>gdp_md_est</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>continent</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>MULTIPOLYGON (((32.830 -26.742, 32.580 -27.470...</td>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>29310273.0</td>\n",
       "      <td>189000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Antarctica</th>\n",
       "      <td>MULTIPOLYGON (((-159.208 -79.497, -161.128 -79...</td>\n",
       "      <td>ATA</td>\n",
       "      <td>Antarctica</td>\n",
       "      <td>4050.0</td>\n",
       "      <td>810.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia</th>\n",
       "      <td>MULTIPOLYGON (((120.716 -10.240, 120.295 -10.2...</td>\n",
       "      <td>AFG</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>34124811.0</td>\n",
       "      <td>64080.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe</th>\n",
       "      <td>MULTIPOLYGON (((-51.658 4.156, -52.249 3.241, ...</td>\n",
       "      <td>ALB</td>\n",
       "      <td>Albania</td>\n",
       "      <td>3047987.0</td>\n",
       "      <td>33900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North America</th>\n",
       "      <td>MULTIPOLYGON (((-61.680 10.760, -61.105 10.890...</td>\n",
       "      <td>BHS</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>329988.0</td>\n",
       "      <td>9066.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania</th>\n",
       "      <td>MULTIPOLYGON (((173.020 -40.919, 173.247 -41.3...</td>\n",
       "      <td>AUS</td>\n",
       "      <td>Australia</td>\n",
       "      <td>23232413.0</td>\n",
       "      <td>1189000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seven seas (open ocean)</th>\n",
       "      <td>POLYGON ((68.935 -48.625, 69.580 -48.940, 70.5...</td>\n",
       "      <td>ATF</td>\n",
       "      <td>Fr. S. Antarctic Lands</td>\n",
       "      <td>140.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South America</th>\n",
       "      <td>MULTIPOLYGON (((-66.960 -54.897, -67.291 -55.3...</td>\n",
       "      <td>ARG</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>44293293.0</td>\n",
       "      <td>879400.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                  geometry  \\\n",
       "continent                                                                    \n",
       "Africa                   MULTIPOLYGON (((32.830 -26.742, 32.580 -27.470...   \n",
       "Antarctica               MULTIPOLYGON (((-159.208 -79.497, -161.128 -79...   \n",
       "Asia                     MULTIPOLYGON (((120.716 -10.240, 120.295 -10.2...   \n",
       "Europe                   MULTIPOLYGON (((-51.658 4.156, -52.249 3.241, ...   \n",
       "North America            MULTIPOLYGON (((-61.680 10.760, -61.105 10.890...   \n",
       "Oceania                  MULTIPOLYGON (((173.020 -40.919, 173.247 -41.3...   \n",
       "Seven seas (open ocean)  POLYGON ((68.935 -48.625, 69.580 -48.940, 70.5...   \n",
       "South America            MULTIPOLYGON (((-66.960 -54.897, -67.291 -55.3...   \n",
       "\n",
       "                        iso_a3                    name     pop_est  gdp_md_est  \n",
       "continent                                                                       \n",
       "Africa                     AGO                  Angola  29310273.0    189000.0  \n",
       "Antarctica                 ATA              Antarctica      4050.0       810.0  \n",
       "Asia                       AFG             Afghanistan  34124811.0     64080.0  \n",
       "Europe                     ALB                 Albania   3047987.0     33900.0  \n",
       "North America              BHS                 Bahamas    329988.0      9066.0  \n",
       "Oceania                    AUS               Australia  23232413.0   1189000.0  \n",
       "Seven seas (open ocean)    ATF  Fr. S. Antarctic Lands       140.0        16.0  \n",
       "South America              ARG               Argentina  44293293.0    879400.0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "continents"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
    "\n",
    "**REMEMBER**:\n",
    "\n",
    "GeoPandas (and Shapely for the individual objects) provide a whole lot of basic methods to analyze the geospatial data (distance, length, centroid, boundary, convex_hull, simplify, transform, ....), much more than what we can touch in this tutorial.\n",
    "\n",
    "* An overview of all methods provided by GeoPandas can be found here: https://geopandas.readthedocs.io/en/latest/docs/reference.html\n",
    "\n",
    "\n",
    "</div>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Let's practice!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: What are the districts close to the Seine?**\n",
    "\n",
    "Below, the coordinates for the Seine river in the neighborhood of Paris are provided as a GeoJSON-like feature dictionary (created at http://geojson.io). \n",
    "\n",
    "Based on this `seine` object, we want to know which districts are located close (maximum 150 m) to the Seine. \n",
    "\n",
    "* Create a buffer of 150 m around the Seine.\n",
    "* Check which districts intersect with this buffered object.\n",
    "* Make a visualization of the districts indicating which districts are located close to the Seine.\n",
    " \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "clear_cell": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(epsg=2154)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "clear_cell": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# created a line with http://geojson.io\n",
    "s_seine = geopandas.GeoDataFrame.from_features({\"type\":\"FeatureCollection\",\"features\":[{\"type\":\"Feature\",\"properties\":{},\"geometry\":{\"type\":\"LineString\",\"coordinates\":[[2.408924102783203,48.805619828930226],[2.4092674255371094,48.81703747481909],[2.3927879333496094,48.82325391133874],[2.360687255859375,48.84912860497674],[2.338714599609375,48.85827758964043],[2.318115234375,48.8641501307046],[2.298717498779297,48.863246707697],[2.2913360595703125,48.859519915404825],[2.2594070434570312,48.8311646245967],[2.2436141967773438,48.82325391133874],[2.236919403076172,48.82347994904826],[2.227306365966797,48.828339513221444],[2.2224998474121094,48.83862215329593],[2.2254180908203125,48.84856379804802],[2.2240447998046875,48.85409863123821],[2.230224609375,48.867989496547864],[2.260265350341797,48.89192242750887],[2.300262451171875,48.910203080780285]]}}]},\n",
    "                                               crs='EPSG:4326')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# convert to local UTM zone\n",
    "s_seine_utm = s_seine.to_crs(epsg=2154)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "districts.plot(ax=ax, color='grey', alpha=0.4, edgecolor='k')\n",
    "s_seine_utm.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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       "<shapely.geometry.linestring.LineString at 0x7f77908c1f70>"
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     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# access the single geometry object\n",
    "seine = s_seine_utm.geometry.item()\n",
    "seine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
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      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x7f7790848100>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Take a buffer\n",
    "seine_buffer = seine.buffer(150)\n",
    "seine_buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Use the intersection\n",
    "districts_seine = districts[districts.intersects(seine_buffer)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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w8vJCSEgIfH19YW9vz3G1hJA3FYU+Qt5gJTIFfnIkA+lVciyIdsdHS6PgYG3BdVnEgFpaWnD06FFYW1vD3t4eYrEYQqEQZmZmMDMzg1AohFAo1EvYKiwshIuLC7y9vXV+bH3oG2XUF4FAALFYDLlcDldX3d14MTc3583omlAoNLnQ9yKxWIyAgAAEBARAo9GgqakJaWlpuHXrFpydnbFkyRJaA0gIMTgKfYS8gbRaFrvul+P3l/MhMjfD396KxaIYD67LIgZWW1uL48ePw8fHB15eXgY/f1lZGTw9PQ1+3uHqW6OnT2KxGG1tbToNfUKhEN3d3To73kiYmZlBq9VyXYbBCIVCuLm5wc3NDQBQXFyMvXv3YtWqVXobMSaEkIFwN0+GEMKJqhYl1n35EP99LhfjA51w5UeTKfC9gUpKSnDkyBEEBwdzEviAp6GTq3MPl76nl9ra2qKtrU2nxzTFKZXGKigoCF5eXjhw4AAqKiq4LocQ8gahkT5C3hAsy+JwchU+OpcLhmHw+5WjsGqMF3WZewNlZmbi+vXrGDVqFOzs7DipQavVQiaTwc/Pj5PzD4chRvr0EfosLCx4E/r6Gva8yTw8PCASiXDixAnMmjULUVFRXJdECHkDUOgj5A3Q0K7Cz45n4laBDOMDHfH7laPgZS/muixiYD09PXj8+DFSUlIQHx8PsZi774GGhgZYWVlBIpFwVsNQ9TWz0Sc7Ozs0NDTo9Jh8WkdnKt07R8rBwQFxcXG4du0a2traMH78eLoBRwjRKwp9hJgwlmVxJqMW/3E6B92aXvxqcSTWJ/pCIKCLizeJQqFARkYGUlNTYWVlhYSEBM7byJeWlhrVej4A6O3t1fuFuaOjI4qKinR6TD5176TQ939sbGwwbtw4PHnyBG1tbZg9ezaEQrosI4ToB/10IcRENSu68e+nsnExux5xPnb40+rR8Hey5rosYkBNTU1ITU1Fbm4u7O3tERsby+no3rMqKysREBDAdRlDpu/QZ29vj46ODp0e09zcHBqNRqfHHC6BQACWZbkugzcsLCwwduxYZGRk4Pjx41i8eDGsrKy4LosQYoIo9BFigi7n1OMXJ7LQodLg5/PC8P6kAJjR6N4bgWVZVFVVITk5GZWVlXB3d0dSUhLMzc25Lu05DQ0NmDp1KtdlDIlAINB750mpVAqlUqnTY5qbm/NmeicAGul7gZmZGeLi4pCfn4+DBw9i+fLlnK21JYSYLgp9hJiQNqUavzqbgxNpNYj0kODA+6MR6mbLdVnEAHp7e1FYWIhHjx5BoVDAy8sLEydO5HQz85dpa2uDWq3W6bYEhmCIUSqRSITe3l6dbtBuYWGBrq4unRxrpGik7+XCwsJQXl6O/fv3Y8WKFf3bPBBCiC5Q6CPERHxdKMPPjmVCpujGD2cE45+mB8HcjH8X/ES3VCoVsrOz8fjxY5iZmcHX1xfOzs5cl/VKRUVF8PT05GUgfRVDrUezsLDQaejj20gfhb6X8/Pzg5WVFQ4dOoQFCxYgODiY65IIISaCQh8hRk7RrcFvLuThwKNKBLvY4IsN8Yj2knJdFtGztrY2pKWlIS0tDVKpFOHh4UbTCbOystLomrgAhpneCfzfyJyuvp60ps+4uLq6QiQS4dy5c5gyZQri4uK4LokQYgIo9BFixB6VNuNfjmWgurUL35kcgH+eFQKRuX5byhNu1dXVISUlBUVFRXBxcUFCQgJEIhHXZQ1JXV0dYmNjuS5jyBiGMchIn0gk0um6PgsLC16FPlrT93pSqRQJCQm4e/cu2traMGXKFKMbGSeE8AuFPkKMkErdiz9cLsDOe2XwcRDj6HeSEO/nwHVZRE+0Wi3Kysrw6NEjyGQyeHh4YMKECUbZ3l2pVPavOTQ2DMMYZKTP0tJS56GPL9M7aaRv8EQiEcaNG4e0tDS0tbVh/vz5sLCw4LosQoiRMr4rBkLecOlVcvz4SDpKZZ3YkOSLn88Lg9iC/iubIpZlkZ+fjzt37kCtVsPHxwchISFGvYlzWVkZXF1deddN9EUajQZHjhyBQqGAVquFVqtFU1MTZsyYofdz6zr0mZub82qfPr6MOhoDoVCIMWPGICMjAzdv3sScOXO4LokQYqToSpEQI9Gj0eKT60X4x9clcLW1xL7N4zAx2InrsoieVFdX4+bNm2hra0NoaCgcHExjJLe0tNQoRvkyMzPR3t6OmTNnQigUwszMDEKhEE5O+v8/JxaLoVAodHY8kUjEm5E+Pq0vNBYCgQBRUVF48OABpkyZYnTTuQkh/EChjxAjkFfXjh8fyUBeXTtWjfHCLxdFQCLi90gJGZ7W1lbcvn0bZWVlCAgIQEREBNcl6VRdXZ1R7M+XkpKC8ePHIygoyODntrOzQ2trq86Ox6fpnUKhkDe1GBNzc3NIJBIUFBQgJiaG63IIIUaIQh8hPKbp1WLb7VJ8fK0QUisLfLkhHjMjjGtvMzI4XV1dePToEdLS0vrX7Jla4waNRoOWlhZ4e3tzXcorVVVVoaurC5GRkZyc39XVFcXFxTo7nqWlJW+CllAo5M1UU2Pj5eWF1NRUCn2EkGGh0EcITxU3KvCToxnIqJJj4Sh3fLQkCvbWtIjf1PT29iIjIwP37t2DRCJBYmKiyTZrqKiogJ2dHaysrLgu5ZXu37+PmJgYmJlx0wnXzc0NLS0tOjsen7p3mpmZGaQZjilycnJCYWEh6urq4O7uznU5hBAjQ6GPEJ7Rall8db8cv7+UDysLM/ztrVgsivHguiyiB8XFxfj888+h0WiwbNky2NjYcF2SXpWXl/N+f7729nZUVFRg/vz5nNUglUqhVqt1tkG7SCSCVqtFb28vZ0G2j5mZGW8CqDFycXFBZmYmhT5CyJCZ1twhQoxcVYsSb33xEB+dy8XEICdc+efJFPhMUENDAw4ePIgLFy5g9OjRkMlkSElJ4bosvaupqeF9E5cHDx4gODgYtra2nNYhEonQ0dGhs+MJBAJeTKs0Nzenkb4R8Pb2Rm5uLrq7u7kuhRBiZGikjxAeYFkWh5Kr8OtzuRAwDP6wchRWjvEy6tb85Nva29tx9+5dFBYWwtfXF+PHjwfDMHB3d8f+/fvR3t6OBQsWcD4aoy+NjY3w9fXluoyX0mg0yM7Oxpo1a7guBVZWVujo6NBZt1Bzc3Oo1WrOp9ZaWVlBJpNBrVbzftsOPrK0tISNjQ0KCwsRHR3NdTmEECNCI32EcKy+TYVNXyXj305kYbSPHS7982SsivemwGdC1Go17t27h6+++gpyuRxJSUnw8fHp/xrb2dlh8+bNaGxsxOHDh03yLr5MJoNQKOT11hNpaWlwdHTkxWikWCzW6UifUCjkxfdVdHQ0RCIRLl26xHUpRsvHxwdPnjzhugxCiJGh0EcIR1iWxam0Gsz+y9d4XNaCj5ZEYu974+Bpx+8mF2RoGhsbsXfvXuTl5SE+Ph6hoaEQCr89yUIkEmHTpk0QCATYs2ePTi/4+aCkpAQeHvyeqpySkoKxY8dyXQaAp6FPlxu08yX0AcDq1atRWlqKx48fc12KUXJycoJcLkd9fT3XpRBCjAiFPkI40KToxnf3PcGPDqcjxNUWF384CeuT/CAQ0OieqdBqtUhJScGBAwfg5OSE2NjY126qLBQKsXbtWnh6emLXrl1oaGgwULX6V11dzesmLiUlJdBoNAgPD+e6FACAtbW1TjdoNzMz4822DWKxGKtXr8bt27dRV1fHdTlGydXVFVlZWVyXQQgxIhT6CDGwS9n1mPOX27iR34hfzA/D4e8kwc/JmuuyiA61t7fj2LFjePz4McaOHTvksDN//nzExsZi//79KCsr01OVhlVXVwcfHx+uy3ipBw8eIDY2ljd7I0okEp2GPnNzc96M9AGAu7s7IiIi8PXXX3NdilHy8fFBTk4OL5rzEEKMAz/e3Qh5A7Qp1fjnw+n4YF8q3O1EOPeDidg6ORBmNLpnUgoKCrBr1y6wLIuEhITXju69zMSJEzFnzhwcP37c6O/oK5VKdHV18XZ6Z1NTE+rr6zFmzBiuS9Ebc3Nz3gWEmTNnoqWlBbdu3eK6FKNjaWkJa2trFBYWcl0KIcRIUPdOQgzgVkEjfnY8E82KHvxoZjC+Py0I5mZ0z8WUdHd34+bNmygoKEBUVBTs7OxGfMzIyEjY2Njg+PHjaGtrw8SJE0deKAdKSkrg5ubG266k9+7dQ2RkJOedLZ/V1dWlkz36+lhYWPAu9FlYWMDOzg45OTmYOnUq1+UYHS8vL6SlpSEqKorrUgghRoCuOgnRI0W3Bv92IgubvkqG1MocJ783AT+aGUKBz8TU1tZi9+7dqK+vR2Jiok4CXx9fX19s2LABT548wfnz541yj7Py8nLejvKpVCoUFBRg3LhxXJfyHJVKpdPQx7eRPo1Gg8OHD0OpVGLjxo1cl2OUnJ2d0dLSgsbGRq5LIYQYAbryJERPHpY2Y+7Ht3EouRLfmRKAM/80EdFeUq7LIjqk1Wpx//59HD58GJ6enoiOjh6wM+dIOTk5YcuWLaipqcGRI0d4tTZrMPi8ni8vLw8eHh6820qip6dn2FODB8Kn0KdSqbB3716o1WqsX78eNjY2XJdklBiGgYuLC7Kzs7kuhRBiBCj0EaJjKnUv/vtsLtZufwihgMGxD5Lwb/PCITLn59Q2MjxyuRwHDx5EZmYmxo0bBzc3N72eTywWY82aNcjPz8f169f1ei5d0mg0aG1thbe3N9elDKiqqoqXo5AqlUqnoU8sFqOrq0tnxxsujUaDr776ChKJBG+99ZZORzPfRD4+PsjKyuJNoCeE8Bet6SNEh9IqW/GToxkolXViY5IvfjYvDGIL+m9manJycnDt2jV4enoiLCxM7+frG1F8+PAhYmNjMXnyZL2fU1cqKipgZ2fHq/Vyz2psbERISAjXZXyLWq3WaSCSSCSorKzU2fGG6+rVqyguLoaXlxcaGxvh7u7OdUlGTSQSwcrKCmVlZQgNDeW6HEIIj9HVKCE60KPR4q/XC/GPWyVwl1ph/5ZxmBDkxHVZRMe6urpw/fp1lJaWIiYmBra2tno/Z0lJCa5cuQILCwusWbOGtyNmL1NWVsbLkTTgaZhuaWmBl5cX16V8i0KhgEQi0dnxdL0FxHCoVCrk5OTgvffeQ0VFBfbv3w9HR0fExcUhKiqKt41++E4qlaK+vp5CHyHklSj0ETJCubXt+PGRdOTXd2B1vBf+fWEEJCJzrssiOlZRUYELFy7AxsYGSUlJet/Pra2tDRcuXEBDQwMmTZrEqz3khqK2thajRo3iuowBNTQ0wMrKindryrRaLTo6OuDkpLsbR1KpFJ2dnTo73nDcunULfn5+iIyMRGRkJGbPno309HQ8fvwYN2/eRFRUFMaMGQN7e3tO6zQ2tra21MyFEPJaFPoIGSZNrxaff12Cv14vgp3YAjs2xmNGuCvXZREd02g0uHv3LtLT0xEeHq7TC/GXyczMxOnTpzF27FgsXbqUt1MjB6OxsRG+vr5clzGg8vJyXk4vbGlpgaWlpU6/7lKplPORvqKiIixcuLD/70KhEPHx8YiPj0dNTQ0ePXqEL774Aj4+PggPD4e9vT3s7OxgY2NjlDc8DEUikaCsrIzrMgghPEehj5BhKG5U4CdHM5BRJceiGA/89+JI2FtbcF0W0bHGxkacP38evb29SExMhLm5YUZwpVIpGIaBWCw26sDX0NAAc3Nz3o7c1NbW6r0Bz3A0Njbq/N9MLBaDZVl0d3dz0jxFJpOhp6fnpTcAPD09sXz5cqhUKjx+/BgZGRlQKBTo7OyEWq2Gra0tbG1tIZFIYGNjA6lU2v/L1dX1jQ6FVlZW6O7u1nnzH0KIaaHQR8gQaLUsvrpfjt9fyofYwgyfrovFwlH8XK9Ehk+r1eLJkye4e/cu/P39Db7my9fXF9/73vdw6NAh1NfXY8mSJUbZ5bC0tBSenp5cl/FSMpkMcXFxXJfxLU1NTXoJylZWVmhvb4ezs7POj/06WVlZCAoKem04E4lEmDx58nPNilQqFeRyOeRyOVpbWyGXy1FeXo7Ozk60t7fDwcEBy5YtM8gaW74SiUSQy+W8vIlBCOEHCn2EDFJVixL/cjQDj8paMDPcFb9ZHgUXW7qramoaGxtx/fp1yOVyxMfHczbS5uDggC1btuDYsWPYtWsXVq1axbu95F6nsrKSt1M7e3p6IJfLedlkpqamBv7+/jo/rpWVFTo6OjgJfSUlJRg/fvywXisSieDm5jZgoNFqtbh48SJ27tyJJUuWwM/Pb4SVGieRSITW1lYKfYSQl3pz50MQMkgsy+LAo0rM+fg2cmvb8cdVMfhiwxgKfCYoLy8Pv/71r/Ho0SOMHTuW86mVFhYWWLduHUJCQrBr1y4UFxdzWs9QNTQ08LIzJvA0WNnb2/NuBFWlUqGqqgoRERE6P3bfSJ+hKZVKtLa2IigoSOfHFggEWLBgAaZNm4ajR4/i4cOHOj+HMRCLxWhqauK6DEIIjw0q9DEMY8cwzDGGYfIZhsljGCbphY9LGYY5yzBMBsMwOQzDvDuY1zIM8yHDMAXfvOb3uvu0CNGN+jYVNn6VjF+czEKcjz0u//NkrBzjBYZhuC6N6JBKpcK5c+dw9epVLFiwAB0dHbh16xbXZfWbNm0a5s+fj1OnTuH+/ftclzMoCoUCKpWKl41SgKfdWPk4KpKdnQ13d3edbtfQx9rampNmLjk5OfDy8tJrwB41ahQ2bNiAlJQUHDt2DN3d3Xo7Fx/Z2tqioaGB6zIIITw22JG+vwK4xLJsGIAYAHkvfPz7AHJZlo0BMBXAnxiGsXjVaxmGmQZgCYBRLMtGAvjjSD4RQnStorkTCz65g+SyFny0NAp7NyfAw854m2qQgVVWVuKrr75CS0sLEhMT4eTkhHXr1iEtLQ3p6elcl9cvLCwMGzduRGpqKs6cOYPe3l6uS3ql0tJSuLm58Xbvtfr6el5O7czJyUFkZKRejm1tbQ2lUqmXY79KcXExAgMD9X4eV1dXbNmyBT09Pdi1a9cbNfJla2v7Rn2+hJChe23oYxhGAmAygB0AwLJsD8uy8heexgKwZZ4Of9gAaAGgec1rvwvgdyzLdn/zMdpkhvBGW5ca7+1KRi/L4uyHE7A+0ZdG90yMRqPBrVu3cPz4cQQEBCAyMrI/oNjZ2WHNmjW4cOECKisrOa70/zg7O+P9999Hc3Mz9u7di46ODq5Leqny8nJehqo+jY2NvKtPoVCgoaEB4eHhejk+Fxu0a7VaVFdXIzg42CDnE4lEWLduHcLCwrB7927k5+cb5LxcE4vFUCgU6Onp4boUQghPDWakLwCADMBXDMOkMQzzJcMw1i8851MA4QBqAWQB+CHLstrXvDYEwCSGYR4xDPM1wzBjBzo5wzBbGYZJYRgmRSaTDeNTJGRo1L1a/NOBJ6hsUeLzd8YgyOXN7QhnqlpaWrBv3z4UFxcjKSlpwL33PD094e/vjxs3bnBQ4cuJRCJs3LgRzs7O+Oqrr3gVSp9VX18PHx8frssYkFKpRFdXF++md6alpcHPz09va0m5CH0VFRWwtbU1eBOiKVOmYMmSJTh//jyvpmrrC8Mw/R08CSFkIIMJfUIAcQD+wbJsLIBOAD9/4TlzAKQD8AAwGsCn34zyveq1QgD2ABIB/BTAEWaAoRSWZbezLBvPsmw8Fx3HyJuFZVn815kc3Clqwv8si0ZigCPXJREdKyoqwt69eyGVShEbG/vKvfeWLVuGzs5O3L1714AVvl5f84pJkybh8OHDvGteodFo0NzcDG9vb65LGVBZWRlcXFx4N/U0Ly9Pb1M7gac3DAy91i0vL4+zDq5BQUF49913kZubiyNHjpj8Oj8rKyu0trZyXQYhhKcGE/qqAVSzLPvom78fw9Mg96x3AZxgnyoGUAYg7DWvrX7mNY8BaAF8+3Y7IQa063459j+qxAdTArE6np8XrGR4tFotbt++jXPnziEqKmpQo1AikQhr1qzBw4cPUVhYaIAqhyY2NpaXzSsqKirg4ODAeffTl6msrOTdKF9TUxM6OjoQFhamt3MIhUJotVq9HX8glZWVBpvaOZC+rU80Gg12795t0qHIysqK1vURQl7qtaGPZdl6AFUMw4R+89AMALkvPK3ym8fBMIwrgFAApa957SkA0795TQgACwD004pw5mZ+Iz46l4s5ka741zmhr38BMRpKpRLHjh1DTk4OkpKSYGdnN+jXOjk5YdGiRTh37hwvL6j6mldoNBrs2LEDdXV1XJfE+/V89fX1EIlESE9Px82bN3kxJS49PR2BgYF6HX0UCAQGDX1tbW3o6OjQy56DQ9G39UlgYCB2796N0tJSTuvRF4lEgsZGao9ACBnYYLt3fghgP8MwmXg6ffM3DMN8wDDMB998/CMA4xmGyQJwHcDPWJZtetlrv3l8J4AAhmGyARwCsJFlWXaknxAhw5Ff344PD6YhwkOCv6wZDYGAmraYirq6OuzevRtqtRpjx4595XTOlwkNDUV8fDyOHDnCScv71xGJRFi7di1iY2Oxf/9+PH78mNN6ampqeDu1EwB6e3uRnZ2NrKwsPHr0CC0tLVyXhMbGRr2vgTT0SF/f1E6+TKOdMWMGZs2ahZMnT/JuSrQu2NraUugjhLyUcDBPYlk2HUD8Cw9//szHawHMHsJrwbJsD4B3BlknIXoj6+jG5l0psLY0w5cbxkJsMaj/FsQIpKen49atWwgJCYGrq+uIjjV58mTI5XIcO3YMb7/99rDCo74lJSXBz88Px48fR3l5ORYtWsTJFEtDBJiR2LJlC4Cnaw//+Mc/wtPTk+OKgNbWVuh73bqhQ19xcTFCQ/k1ayIyMhJOTk44fPgwZDIZ5s+fz5tQOlJisRgdHR3QarUQCAZ7T58Q8qagnwrkjaZS92Lr3hS0dPZgx8axcJOKuC6J6IBarcbFixdx+/ZtjBkzZsSBr8/ChQshFApx8uRJg6+NGix3d3ds3boVAoEAX375pcG7ezY0NEAoFBq8W+Nw1NTUQCqV6nXT8MHQarVob2+Hi4uLXs9jZmZmsP0dNRoNamtreRf6gP+bEt3U1MT7rU+GQiAQwNzcHJ2dnVyXQgjhIQp95I3Fsiz+9Vgm0irl+Mua0YjylHJdEtEBuVyO/fv3o66uDomJiRCLxTo7tkAgwOrVq9HS0oKrV6/ypnHKiywsLLBy5UpER0dj3759Bg2oZWVlvF7P9yy+NHSRyWQQi8V6D5+GDH2lpaWQSqWQSCQGOd9QicXi/q1Pdu/eja6uLq5L0gkKfYSQl6HQR95Yf71ehDMZtfjZ3DDMjeL+wo+MjEajQXFxMfbs2QNbW1vExMToZdpWX1OI9PR0/OlPfwKf9w+NjY2FQCDA/fv3DXbOyspKeHl5Gex8I1FbWwt3d3euy4BCodDpzYmXMTMzM9gNgPz8fAQGBhrkXMPVt/WJm5sbzp49y3U5OmFhYcHLdceEEO5R6CNvpNPpNfj4WhFWjvHCB1MCuC6HDIFWq0VLSwtKSkqQnJyMs2fPYseOHfj4449x8eJFREREwM/PT681SCQS/PjHP8bEiRNx+PBh3l5kSaVSbNmyBWlpaThz5oxBRnkaGhp4vZ7vWc3NzbwYlZRIJFAqlXo/j4WFBTQajd7PAwBVVVUICgoyyLlGavHixWhoaDD65i5arRatra286OBLCOEf6lhB3jhPKlvx02OZSPB3wG+WRYNhqFMnn1VVVaGhoQGNjY3IyclBdXU1goKCIBKJIBKJIJFIEBAQABsbG4M2LzA3N8fkyZPR3t6Oo0ePYt26dZyvDRuIk5MT3n//fRw4cAD79+/H8uXLYWNjo5dztbe3Q6VS8WL07HV6enrQ0dGhs/WeI2Fra2uQ6YWGauQik8mgUql43cH1WX3Toffv3w9fX1+j+P59VktLCx49eoT8/HwA4HyLDEIIP9FIH3mjVLcqsXVPCtylInz+zhhYCOm/AF/19PTg4sWLOHnyJHJzc9HT04PIyEjIZDK4uLggLi4OERER8PLygkQi4axb3fz582Fubo7Tp0/ztrmLSCTCpk2bIJVKsWvXLjQ0NOjlPGVlZXB3dzeKbohVVVWws7PjRVAXiZ42kNL3GtGenh6DfG3S0tIQFBRkFN8Hfdzd3TFhwgScPHmSt2t1n6XRaPDkyRN89dVX2LlzJzQaDVatWoXVq1fDwsKC6/IIITxEV7zkjdGhUmPzrhR0a7TYsXEsHKzpjZGvGhoasGfPHjQ0NCAxMRGRkZHw9vaGq6srZs6ciUuXLvHmwuzF5i58JRAIsGTJEowePRr79u3rHxXQpfLycl5sfzAYVVVVvGji0sfS0lLvXSS1Wq1BglhRUREiIyP1fh5dS0pKgp2dHS5cuMB1KS9VV1eHU6dO4eOPP0ZGRgZiYmLw4YcfYtGiRfDy8oJYLEZbWxvXZRJCeIhCH3kj9GpZ/OBgGoplCvzj7TEIctHP9DYyMizLIjU1FQcPHoSrqyuio6O/dZEaExMDOzs73Lx5k6Mqv62vuUteXh7v1wVNnDgRS5Yswblz53D37l2dHruurs5opvTV1dXxahqflZWV3teGqtVqvY+I19XVQa1WIyDAONdKL1++HJWVlXjy5AnXpfRTqVS4d+8ePv/8cxw+fLi/8+i7776LuLi450arraysKPQRQgZEa/rIG+F/zufhZoEMv1kWjYnBTlyXQwagVCpx8eJF1NfXIz4+/pWbii9evBjbt29HREQEb5qGSCQSvPXWW9i3bx/s7OwQFhbGdUkvFRQUhE2bNuHgwYOQy+WYP3/+iMOASqVCW1ub0YS+pqYmTJo0iesy+gmFQvT09Oj1HGq1GkKhft/209LSEBISYrSbg4tEIixduhTHjh1DdHQ0zM3NOauluLgYqampqKiogI+PDyZNmoSwsLBXjtZaWlpCpVKht7fXqKbXEkL0zzh/KhMyBPseVmDnvTJsnuiPdeP4ERDI8yorK/HVV19BpVJh3Lhxrwx8wNOANWnSJFy8eNFg+44NhqurK5YsWYLz58+jurqa63JeycnJCZs3b0ZtbS2OHTs24umyFRUVcHJy4sUauddRqVRQKpW8GunTaDT9a/v0xRBBoKioCFFRUXo9h775+vpCIpGgsLDQ4Odua2vDlStX8Mknn+DKlStwd3fHBx98gLVr1yIyMvK1Xz+GYWivPkLIgCj0EZN2t6gJ/3kmB9PDXPCL+eFcl0Ne0Nvbizt37uD48eMICgpCWFjYoLupjhs3Dubm5rh9+7aeqxyaoKAgTJ48GcePH0drayvX5bySWCzGpk2b0NPTg4MHD45o24Dy8nJebH8wGJWVlXB0dOTVSEh3d/drb3aMlEaj0esIXEVFBczMzHgz+j4SoaGhyMvLM8i5NBoNMjMzsXv3bmzfvh1dXV1YtGgRvve972Hy5MlD3uCe9uojhAyEQh8xWcWNHfju/lQEu9jgk7diYSagrRn4pK2tDYcOHUJubi4SExPh5DT0abdLly5Famqq3rpRDtfYsWMRGRmJI0eOGKQV/0j0rUe0s7PD7t27hx1U6+vrjaaJS2VlJa9G+YCno4+GCH36DLq5ubm835B9sEaPHo3S0lK9NoxqaGjAuXPn8PHHHyM5ORkRERH4wQ9+gCVLloxo2wUKfYSQgVDoIyappbMH7+1KgaXQDF9ujIeNJS1f5ZOCggLs3r0bFhYWiI+PH3aLcQcHByQkJODcuXO82y5h5syZcHR0xPHjx3k1BXUgAoEAS5cuRUhICPbs2TOozZ0fP378XDMdmUxmNOv52traYG9vz3UZ/crKymBtba23/RP76HtNX1VVlcmEPolEAmdnZ52P9vX09ODx48f44osvsG/fPpiZmWH9+vXYvHkzxo4dq5Pp0ebm5hT6CCHfQlfCxOR0a3rxwd5U1LercHhrIrzsxVyXRL7R09ODmzdvIi8vD6NGjYJUKh3xMSdOnIj8/Hw8ePAAEyZM0EGVurN06VLs2bMH58+fx+LFi7ku57VmzJgBW1tbHDhwAEuWLEFQUNCAz7t9+zaePHkCCwsLyOVyTJgwAQKBgFdB6lXUajWv9jLLyspCSEiI3s/T3d2tt8YkKpUKcrkcvr6+ejk+F8LDw5Gbm4vRo0eP+FgVFRVISUlBaWkp3N3dMW7cOISHh+vl6yESidDe3q7z4xJCjBuFPmJSWJbFL05k43F5C/72VixifYzjIvRNIJPJcPbsWQBP98PS1YhDX8fDlpYWnRxPl4RCIdatW4cvv/wSt2/fxuTJk7ku6bUSEhIgkUhw8uRJzJ49GzExMc99/ObNm8jIyMCGDRsgFotx4MABfPHFF0a1jkuj0XDalfFFFRUVWLJkid7P09XVpbdGO4WFhXBzczOKRj6DNXr0aNy+fRsKhWJYo7BKpRLJycnIycmBRqNBVFQUtmzZovebI2ZmZryfXUAIMTwKfcSk/OPrEhx/Uo1/nhmCRTHG0VTC1LEsi4yMDNy8eRMBAQHw8vLS2bHb29uxb98+eHl5YcGCBTo7ri6JRCKsW7cOu3btgp2dHUaNGsV1Sa8VFhYGa2trHD16FJ2dnRg/fjwA4Nq1a8jNzcWmTZtgZ2cHANiwYQO++OKLQTfg4QO1Ws2b0NfQ0IDe3l6d/r94mfb2dtja2url2MXFxUYV/AdDJBLB3t4etbW1QxqJLSgoQGpqKqqrq+Hn54eZM2ciKCjIaLexIISYBgp9xGRcyq7D7y8VYHGMB34wY+BpacSwurq6cPnyZVRXV2PMmDGwtrbW2bGbmpqwf/9+hIeHY/bs2To7rj44ODhg1apVOHz4MGxtbUfUpMFQvL29sX79euzfvx8KhQIsy6KwsBAbN258blquUCjE0qVLceTIEQ6rHRqNRsOb6Z1ZWVkIDAw0SCBoaWnRW4fVmpoaxMfH6+XYXJJKpYOaRSCXy/Ho0SPk5eVBJBIhKioKixcv1vs6zYGwLGvwcxJC+I9CHzEJWdVt+NHhdMT52OH3K0cZ1aiDqaqursbZs2dha2uLcePG6fSitqqqCkePHkVCQgImTpyos+Pqk7e3N+bNm4eTJ09i/fr1cHZ25rqk13J2dsZ7772HnTt3oru7G9/97ncHbB/v7u4OlmVRV1fHu66YL0pNTUV9fT1vQl9BQQHmzJljkHO1tLToZH3ai+RyObq7uw0yWmloDg4OaG5uHvBjGo0GWVlZSE9PR3NzM4KDg7F8+XJejHjSqCIh5EUU+ojRq29TYcueZDhaW2Lb+niIzPmz99abKj8/HxcvXkR4eLjOw01hYSHOnj2LGTNm6OUCVp8iIyPR3NyMw4cPY9OmTZyMAgyVRCLB9773PWg0GojFL2+K5OPjg4KCAl6HvrKyMty6dQuLFi3ixfYSVVVV0Gg0CAgIMMj52trahrU1yuvk5+fDx8fHJIOGs7MzsrOzn3usrq4Ojx8/RlFRERwdHRETE4PIyEiTWs9ICDE9FPqIUVP2aLB5dzI6u3tx/Lvj4GxLb7pcq6mpwaVLlxAbG6vz9UNpaWm4ceMGFi1aZJBuh/owefJkyOVyHD16FO+88w5v1pa9ioWFxWtHxkJDQ/H48WNMnTrVMEUNkUajwdmzZzFr1izerKt89OgRIiMjDRKW+qbo9q3F1KXS0lKT2arhRS4uLmhtbYVKpUJaWhqysrKgUCgQGRmJ9evXw9XVlesSv4WmdxJCBmJ6t+XIG0OrZfGjQ+nIq2vH39bFItRNPw0KyOC1tLTgxIkTCA8P13ngy8rKwsWLF7F69WqjDXx9Fi5cCHNzc5w8eZJ3+wsOV3BwMGQyGe/2B6uqqsKdO3dw/vx5XjXSqaqqQkVFBRITEw1yvtraWjg6Our8uO3t7aipqUFwcLDOj80HHR0dKCsrwyeffIKysjJMmDABP/zhDzFnzhxeBj5CCHkZGukjRut/L+fjSm4D/mtRBKaFunBdzhtPqVTi+PHj8Pb21ssUMmdnZwiFQnR0dOj82IYmEAiwevVq7Ny5E1evXjXYmi59srCwgKurK4qKihAbG8t1OQCejm4dOHAAISEhUKlUmDVrFtcl9bt06RImTJhgsCm+DQ0NcHBw0PlxL1++jIiICL0cmyvt7e1ITk5Gbm4uGIbB9OnTMWHCBL2MkhJCiKFQ6CNG6UhyFbZ9XYr1ib7YON6P63LeeBqNBqdOnYJYLIa3t7dezuHm5oYVK1bg5MmTsLKyMooOmK9iYWGBdevWYefOnbC3t0dCQgLXJY1YUFAQSkpKeBP6ioqK4OnpiWXLlnFdynNSUlLAsizGjh1rsHM2NzfrfH+4iooKVFVV4YMPPtDpcbmSn5+P5ORk1NXVISgoCPPnz0dAQIBRNgYzxpoJIfpFoY8YnQclzfjFySxMCnbCfy6KoDc3jrEsi0uXLkGpVOr9Yj8wMLC/A+Zbb73F66YhgyGRSLB27Vrs27cPdnZ2Rj9tNTIyEg8ePEBvby/MzLhvqNTR0aG3femGS6VS4fbt21i2bJlB/42USiV8fX11djytVouLFy9i4sSJr2zwYwwqKytx9epVqFQqjBkzBitXroSVlRXXZRFCiE7Rmj5iVMqaOvHd/anwc7LGp+viIDSjb2Gu3blzB5WVlYiJiTHI+SIjIzFhwgQcPXqUd+vHhsPNzQ2LFy/G2bNnUVhYyHU5I2JnZwcrKytUVFRwXQqApzckuru7uS7jOZcuXYK/v7/BR6oVCsVz+yuO1J07d2BpaWnUe/O1t7fj2LFj+PjjjyEWi/HBBx8gMTHR6AMfNXIhhAyErpiJ0WhTqrF5VzIYADs3joXUiv9dD01dZmYm0tLSEBcXZ9B27ePGjUNAQABOnDiB3t5eg51XX0JCQrBw4UKcPXsW165dM+rmLr6+vigoKOC6DGi1WmRkZCAuLo7rUvpVVVWhpKSEk7WFnZ2dOluT1tLSguTkZMyfP98ot2nQaDS4du0atm3bBisrK7z//vuora1Fa2sr16URQojeGN9Pa/JGUvdq8d39qahu7cL2DfHwcTTu6USmoLy8HNevX0dcXBwn2w7Mnz8fGo0Gly5dMvi59SE0NBRbtmxBWVkZ9uzZg/b2dq5LGpbIyEiUlZVxXQaysrJgZWWFoKAgrkvpl5+fj7CwME72Z1SpVLC2ttbJsc6cOYO4uDij7F6ZkZGBTz/9FA0NDdiwYQMWLFiA8PBwxMfH49ixY9BoNFyXSAghekGhj/Aey7L4j9M5uF/SjN8uj8ZYP9PpEmesZDIZTp8+jejoaM7W8wgEAqxduxZFRUVITU3lpAZdk0ql2Lx5M9zc3LBz507k5+dzXdKQ+fr6QqlUoqmpidM6mpqadDqdURd6e3s52cBbq9VCq9Xq5NxPnjyBUqnEpEmTdFCZ4VRVVeGLL77A/fv3MXfuXLz99tvPhdZJkybB1tYWFy5c4LBK3ZBKpbyZYk0I4Q8KfYT3dtwtw8HHlfj+tECsGOPFdTlvvI6ODhw7dgyBgYE67wY4VGKxGPPmzcPly5d5t3ZruAQCAebOnYt58+bhwoULuHLlilFNYRUIBPD09Hzl+kS5XK73rTcmTJiA6upq5OTk6PU8Q6HRaDiZDtnT0wOhcOR925RKJW7cuIF58+ZxMro/HG1tbTh69CiOHj2K6OhobN26FWFhYd96nkAgwJIlS1BWVsar75nhcHR0RGtrK5qbm7kuhRDCIxT6CK9dy23A/1zIw7woN/xkVijX5bzxenp6cOLECTg6OvKmc6avry/Mzc2RlpbGdSk61Tfds6qqCnv27DGq9UZhYWEoLS0d8GNlZWXYsWMH/vGPf+DAgQPIzMzUS2AXiURYsmQJLl26hJqaGp0ffzi0Wq1OwtdQdXd36+S8Z8+eRWhoqFFsl9LT04OrV6/iiy++gI2NTX+Tlld1TLWxscGiRYtw8eJFyOVywxWrYwzDwMnJyShnChBC9Icxpi5P8fHxbEpKCtdlEAPJrW3Hys/vI8jFBoe3JsHKgvsW8G8yrVaLkydPoqOjA9HR0VyX85yGhgbs3bsXCxcuHPAuvjHTarW4fv06srKyMGfOHERGRnJd0mupVCp88skn+OEPf/jclMLi4mKcPn0ac+fORWBgINLS0pCbm4vW1lYEBwcjOjoafn5+Oh0NS05Oxr179/D222/D2dlZZ8cdjhMnTsDFxQUTJ07U6XGVSiU6OjrQ1tYGhUKB9vZ2dHR0oLOzE52dnWhubkZ1dTUCAwMhEAjAMAwEAgHMzMwgEAj6/8wwzHOP9T1uZmaGzs5OFBYWYv78+XB0dISdnR1sbW05ma76OjU1NTh69Cjc3NwwY8aMIX/db968icLCQrz//vtG2agGeNqZND8/Hx988AFta0TIG4RhmFSWZQdsq0z79BFeamxXYcvuZEitzPHlhngKfDxw48YNyGQyXrZod3V1xbJly3Dq1CnY2trC09OT65J0RiAQYNasWfD398eZM2dQUVGBOXPm8GIfvJcRiURwdHREUVERoqKiADxtYnLu3DksWrQIoaFPR+2TkpKQlJSElpYWpKSk4Pz58wCA8PBwxMTE6CSkjR07Ft3d3dizZw+mTp2KMWPGjPiYw8Wy7KBDhFarRWdnJ9ra2tDe3g6FQoHOzk4oFAp0dXX1B7rOzk4wDAORSASxWAyxWAwbG5v+/wdSqRQSiQRmZmbQarXo7e0Fy7Lo7e2FRqPpf+zZX32PabVaaDQa9Pb2QigUIigoCEVFRcjIyEBnZye6urpgYWEBW1vb/nP2/e7n58dJyM7IyMDVq1cxbdq0YX+tp0yZgqqqKly8eBELFizQcYWGIZFI0Nvbi9raWpP6eUgIGT4a6SO8o1L3Ys22ByhqVODoB0mI9OBXM4Y3UUpKCh48eICEhAROpqcNVnJyMu7fv4+NGzfqrD09nygUChw9ehRWVlZYu3Yt1+W80o0bN9DW1oZly5YhIyMDV65cwbJly17bTbOiogJPnjxBcXExXF1dMX78eJ104CwpKcHBgwfxwQcfwMnJacTHG44jR47Az88PMTEx6OjoQHt7e/+oXEdHBxQKBRQKRf8onbm5eX+Qs7a2hkgkgq2tbf8vqVQKOzs7iEQiTj4f4OmaOblc3v97X0CtrKyEp6cn3nrrLYONll2+fBl5eXlYvnw5fHx8RnSs9vZ27Ny5E3PnzjXa2QNFRUVwcnLCzJkzuS6FEGIgNNJHjIZWy+InRzKQWdOGbe+MocDHA4WFhbh79y7Gjh3L68AHPB3VkcvlOHLkCDZu3MjLqWcjYWNjg/Xr12P79u24f/8+xo8fz3VJA+rt7YWVlRWuXr2KxsZGdHd3Y+XKlYNaC+br6wtfX19oNBokJyfjwoULsLKywrhx4xAZGTnsEc7Kykr4+/sbNPDJ5XI0NjaisbERMpkMDx8+xOPHj3H9+nWIRCJYW1v3j8zZ2NjA398fUqkU9vb2kEqlsLCwMFitwyWVSgfskrpv3z5kZmYiOjoao0aN0msNPT09OHLkCLq6urBp0yad3PCRSCRYuHAhTp06BXd3d951gh0Mb29vpKSkYOrUqbz/2U0I0T8a6SO88ucrBfjkRjF+MT8MWycHcl3OG6+urg6HDh3C6NGjIZFIuC5n0I4cOQKNRoM1a9bwehrkcDU0NGDPnj1Yu3YtvL29uS4HANDV1YWioiIUFxejrKwM9fX1cHV1xaJFixAcHDzs0R6tVousrCw8evQIPT09iI+PR2xs7JACvUqlwqeffoq1a9fCy0s/HYA7OjpQVFSEmpoaNDc3QyaTgWEYSKVSODo6wtXVFbW1tejs7MSmTZv0UgNf9K2J8/f3R1dXF5YsWaK3c8nlchw4cAAuLi5YtGiRzm/0XL16FRUVFXjvvfeMcn1fcnIyxo0bh9jYWK5LIYQYAI30EaNwKq0Gn9woxpp4b7w/KYDrct54KpUKx48fR1hYmFEFPgBYvnw5du3ahUuXLhntmpxXcXV1xbRp03Dq1Cls2bIFVlZWnNTR0tKC/Px8FBcXo76+Hs7OzggMDMTkyZNx/PhxzJkzB35+fiM6h0AgQExMDGJiYlBYWIj79+/j/v37iI2Nxbhx4wa1T+StW7fg5+en08Cn1WpRWVnZH3JbW1vh5uYGb29vBAYG9q+ne1ZhYSHu3bunsxr4KCsrCxkZGdiwYQO0Wi12796Nrq4uvXyPVlRU4Pjx44iNjcW0adN0fnwAmD59Ovbu3YsrV65g7ty5ejmHPkVERODrr7+Gp6cnXFxcuC6HEMIhCn2EF1LKW/CvxzKRGOCAj5ZGUbcxHmhqaoJQKDTKCwWhUIh169Zhx44duHv3rs67JfJBfHw8ysvLcfbsWaxevdog59RqtaiurkZhYSGKi4vR0dEBLy8vREVFYfXq1c+tLdNoNDrfyy0kJAQhISGoqanB119/jb///e+IjIxEYmLiS/eMVCgUyMrK0snomkKhQFFREUpKSlBRUQELCwv4+Phg8uTJCAwMfO0UOktLS/T09Iy4Dr6qq6vDpUuXsHLlSjg4OAAA/Pz8cPLkSaxYsUKno3DJycm4ffs25syZ098sSB/MzMywdOlS7Ny5EwEBAQgJCdHbufTB2toagYGBOH36NDZs2GByU94JIYNHoY9wrqpFie/sTYWnvRU+f2cMLITGN4XGFMnlck4bRIyUWCzGW2+9hT179kAqlfJumwldWLx4MbZv347Hjx8jISFBL+fo7u5GcXExiouLUVJSAnNzc/j6+mLmzJkICAh46ZS3vo6P+uDp6Yl169ahpaUFt2/fxpdffonAwEAkJSV9a//I69evIywsbFidJLVaLWpra/tH82QyGVxdXREUFITp06f3B5vBEolEJhv62tvbcfjwYUyfPv25tZtLlizB0aNHsX37dsybN2/ETXm0Wi0uXryIkpISrFmzRm/TdZ9lZ2eH+fPn49y5c9iyZYvRzXzw8PBAS0sLrl69ioULF3JdDiGEIxT6CKfaVWq8tysZGi2LHRvjYSfmf+OCN0VTUxNn0wZ1xcnJCStWrMDRo0chlUpH3NGPbywsLLBixQrs378f3t7e3wo8w9Xa2oqCggKUlJSgpqYGjo6O8PPzw9tvvw1XV9dBHUOj0ei9EYmDgwOWLl0KpVKJO3fuYP/+/fDw8EBiYiICAgLQ2trav9/aYPWtTewbzWMYBj4+PkhISEBwcPCIPicrKyu9bETPNY1Gg0OHDiE8PPxb2yQIhUK89dZbyMrKwqlTpzBz5kyMHj16WOdRqVQ4fPgwtFotNm3aZNDwFRYWhoqKChw7dgzvvfeewc6rKxEREXj48CHS09OH/e9PCDFuFPoIZzS9Wnx4IA1lTZ3Y814CApxtuC6JPKOpqQm2trZclzFivr6+mD17Nk6cOIF33nmHs3b9+uLu7o7x48fj9OnTePfdd4c1fatvfVphYSFKS0v7p22GhoZi2bJlg1o39yJ9TO98GbFYjDlz5mDatGl4+PAhzp49C6FQiM7OTtja2uJ1Dcvq6upQVFSE0tJSNDQ0wMXFBf7+/hg/fvygQ+5gmOpI34kTJyCRSDBr1qyXPic6Ohrt7e0oLS0dVuior6/HkSNH4Ovri/nz5xvse+tZM2fOxO7du3Ht2jWj2wZBIBBg9OjRuHXrFlxdXXV2g4gQYjwo9BHOfHQuF18XyvC75dEYH2RaF+KmQCaTITIykusydGLUqFH9Wzls2rRpWCGGz8aPH4/S0lJcuXIFixYtGtRrXuy2aWFhAT8/v9dO2xys3t5eg1+YW1hYYPLkyZg4cSKqqqrw6NEjdHR0YMeOHRAKhfDw8Oi/4O3p6UFJSQnKy8vBsiy8vb0RFxeHkJAQvU1r7hsl7O7uNpm1VTdv3kRrays2bdr02u+Z4X5PZWZm4vLly5gyZYrepjEPRt/6vl27dsHf3x+BgcbVYVosFiMkJASHDh3CpEmTEBcXZ5QdSQkhw0Ohj3Bi9/1y7H5Qgfcn+WNtgmlNuTMFarUanZ2dJhWOJk+ejJaWFhw5cgRvv/02JyMF+rR8+XJs374dmZmZL90XrampCYWFhSgpKUFdXd1z3TZ1OQKq1Wqh1Wo5CzYCgaB/v78+MpkMZWVlyMjIwLlz5xAWFgY/Pz+sWbMGbm5uBqvN0tLSZELfs506B/P5DKdB18WLF1FQUIBVq1aNuBOsLjg4OGDOnDk4c+YM3n//fdjYGNcMFVdXV0gkEjx+/BhFRUWYO3fuS5sgEUJMC4U+YnC3Chrxq7M5mBnuip/PC+e6HDKAviYuptZFdfHixdizZw/Onj2L5cuXc12OTonFYixZsgQnTpyAl5cXHBwcoNVqUVFR0T91UaFQ9HfbXLVqld5GtHp6eni3GbSzszOcnZ0RFxeHP//5z1ixYoVONvEeKqFQiK6uLqNrBvKiuro6XL58GStWrBhyQ5vBunDhAmpqavDee+/x6t8rMjIS5eXlOHbsmFHuuWhlZYVx48ahtLQUe/bswdSpUzFq1CiT+3lPCHkev96VickrbOjAhwfSEOomwV/XjoaZgN5k+MjYO3e+jEAgwNq1a7Fz506jXJfzOm5ubnBzc8P27dsREhKCsrIyiEQi+Pr6YtasWfD39zfIdK6enh6YmZnp/TzD0TfNs6CgAOPGjTP4+ftG+oyZQqHAoUOHMG3atOc6depSRkYGSkpKsHHjRl4Fvj6zZ8/Grl27cOvWLUydOpXrcoYlICAALi4uuHPnDoqKijBnzhyTWMdNCBkYhT5iMM2Kbry3KxkiCzPs2BgPa0v69uOrlpYWkwx9wNNmGm+//TZ27twJe3v7b3UbNAa9vb1oampCQ0MDGhoa0NTUhKamJigUCkgkElhZWcHBwUHn0zYHq6enh9fTZyMiIpCdnc1J6DM3N4dSqTT4eXVFo9HgwIEDA3bqHIzXNdUBnk5DvnbtGlasWMHLwAc8/TouW7YMu3fvhr+//3NTiY2JjY0NEhMTUVJSgq+++gozZ85EREQE12URQvSArrqJQajUvdi6NxWyjm4c+U4SPOyMeysAU2cqnTtfRiqVYu3atThw4ACkUumI9w7Tp46ODtTV1aGxsREymQxNTU1oaWmBpaUl7O3t4ejoiNDQUEybNg0uLi68aMygVqt5N73zWREREbh27RqUSqXB160a+0jfqVOnYGNjg9mzZw/r9a+bQiiXy3Hw4EGMHTuWF2v4XsXJyQmzZs3CyZMnsXXrVqNdA80wDIKCguDi4oJr166hqKgIs2bNMtrPhxAyMP6+KxOTwbIs/u1EFlIrWvHZujjEeNtxXdKANBoNent7TaLBwkjJZDJ4e3tzXYZeubu7Y8GCBThz5syQ9p/Tl+7u7udG7voCnkajgZ2dHZycnODq6opRo0bB09OT1yOxfFzT9yyRSARXV1cUFBQgNjbWoOcWCoVGu23D7du30djYiHfffVdvNxfOnTuH4OBgTJ48WS/H17VRo0ahoqKif0sYYyaRSJCUlITCwkLs3LkTsbGxCAwMhKurK633I8QE8PddmZiMz24W42RaDf5ldggWjOLn3kAFBQW4ceMGOjs7IZFI4OnpCQ8PDzg7O8PJyYnXF9i6ptVq0dzcjPBw02+yExYWhuTkZFy9etWgF2wKhaJ/T7impiY0Nzf3T820s7ODs7MzYmNj4enpqbcmGfrE95E+AAgJCeEk9Jmbm6O3t9eg59SFgoICpKSkYP369bCy0s9Mjb4R7RUrVujl+PrSt77v7t27mDhxItfljIhAIEBYWBg6OjpQXl6OJ0+ewMzMDOHh4QgKCoKnpycvZhMQQoaO3+/KxOidz6zDH68UYlmsJ74/jZ9T6Nrb23H+/HnExMRAKpVCoVBALpcjMzMTXV1dUCqVsLa2hoeHBzw9Pfu7AJpqEGxvb4e5uTnvL9pHSqPR4MSJE1AqlVi1apXez9fQ0IC8vDwUFxejpaUFzs7OcHFxQXBwMKZOnQpnZ2eT+TfXaDS8/1yio6Nx9+5dg2+foFKpeP9v86KmpiacPXsWixcvhrOzs97Ok5mZibCwML2FSn2xtLTE0qVLsW/fPvj6+prELAlbW1uEhYUBeHqTqq6uDnl5edBoNAgNDUVISAi8vb2N7nuZkDcZ/W8lepNeJcePj6Qj3tcev1sRzdvpIYWFhXBwcOhv325rawtbW9v+N26WZdHZ2Qm5XI6srCwolcr+IPjsiKCzs7PRXawMRC6XvxFTXC9cuACZTIYtW7bo5fPVarWorKxEQUEBiouL0d3dDT8/P0ycOBFBQUEmfbFkDCN9IpEILMtCrVYb9Pu9vr5+2OvhuKBSqXDo0CEkJiYiJCREr+fJy8vDwoUL9XYOfXJ1dcW0adNw4sQJfOc73zGpm4I2NjYIDg4G8PTrVFtbi8uXL6OrqwtBQUEIDQ2Fr6/vG/G+QYgx4/e7MjFaNfIubNmdAheJJbatHwNLIT/btwNPNxj29PR86ccZhoGNjQ1sbGzg5eXV/3jfiGB2dnb/iKCVlVX/iKCLiwucnJyMbjG8KXfufNaUKVOwe/du3Lt3D9OnT9fJMdVqNUpKSlBQUICSkhKYm5vD398fCxcuNNrufsOhVqt5u2VDn5KSEtjb2xt0c22ZTAYzMzO9jpbp2pEjR+Dp6an3aYuXL1+Gl5cXr5sqvU5cXFz/+r5169ZxXY5eiEQiBAQEICAgAD09Paivr8etW7egUCjg6+uLsLAw+Pv7G937HiFvAgp9ROcU3Rps3pWMbnUvDrw/Do42/L3719zcjLa2NowaNWrIrx0oCHZ2dqK1tRW5ublISUnpD4Lu7u7PBUFra2tdfho61djYaNKdO/tIpVJs3LgRu3fvBoBhB7+uri4UFhaioKAAFRUVkEqlCAgI4EVzGK4Yw/TOgoICg3eHLC4uhoeHh0HPORIXL16EWq3W6ejbQFs2VFRUoLi4GFu3btXZebgyf/587NixA/fv38f48eO5LkevLCws4OPjAx8fH2g0GjQ2NuL+/fu4e/cuNm/ezPufAYS8aeh/JNGpXi2LHx1KQ1GjAjs3jUWIK7/DQ0FBARwdHXV2PGtra1hbWz8XBJVKJVpbW5Gfn4/U1FQolUpYWlr2Tw3tC4KGHHF4FZlMBjc3N67LMIhng59Wqx30Zu0dHR3Iz89HUVERqqur4ezsjJCQEMyZMwdSqVTPVfOfMYz0VVVVYf78+QY9Z3l5OQICAgx6zuFKS0tDYWEh3n33XZ3uufjiNH+NRoNz585hypQpJnGzydLSEsuWLcP+/fvh7+8Pd3d+Ni/TNaFQCA8PD3h4eCA1NRXZ2dkYPXo012URQp5BoY/o1O8u5uFaXiM+WhKJKSH8nsLEsiyys7P1Pp1ILBZDLBY/N4VUqVRCLpejsLAQaWlpUCqVMDc3fy4IOjs7GzwIsiyLpqam/vUbb4IXR/xeFvxaWlqQmpqK0tJStLW1wd3dHaGhoVi6dClNZXoB39f0yeVydHV1wcfHx6Dnra+v19lUYn2qqanB9evXsXr1ar1vjn7r1i3Y2toiPj5er+cxBLVajdzcXDAMAz8/Pxw7dgzvv//+GzFd/lnBwcG4e/cuIiIiYGFhwXU5hJBv8PddmRidg48r8cWdMmwa74f1SX5cl/NaDQ0N6O7u5mRkpi8IPjvVq6urC3K5HEVFRUhPT+8Pgn13T/uCoD7vhisUCgDQ6Z19Y9AX/Pbs2QPg/4JfXV0d8vPzUVxcDLlcDkdHR9TV1WHy5MlGcfHOFb5P78zLy4OPj49BRyObmpqg1Wp5P+VXoVDg6NGjmDZtmt5DcUNDA9LT07Fp0ya9nsdQysrKcPXqVbi5uaG3txfW1tZQKpVvXOiTSCQQiURIT09HQkIC1+UQQr7B33dlYlTuFzfhl6eyMSXEGf++wDj2d8vPz9fp1M6RsrKy6l//10elUqG1tRXFxcXIyMiAUqmEUCjsXyPo6uoKJyenEd+N12g0KCgowN69e9Ha2opRo0b1dzN9U0ilUqxfvx7btm1DRUUFurq60NPTAz8/P0yePBmBgYEQCoVoaWnBoUOH0NTUhCVLllDHugGo1Wpe3zgoKysz+Gh2aWnpc9O++Uij0eDgwYMIDQ3FmDFjdH78F9fznTlzBgkJCXByctL5ubjQ1tYGLy8vrF27lutSOBcaGoqHDx8iOjraJLpaE2IKKPSRESuVKfDBvlQEOFvjb+tiITTj/8atWq0W2dnZiI6O5rqUVxKJRHB3d/9WEJTL5SgtLUV2djY6OzshEAgGDIKv2yajs7MTmZmZSE1NhYWFBRISEpCeno4vvvgCERERmDRpkt6nd3Gtt7f3uY6blpaWEAqFWLRo0YAdNx0cHLBlyxacPHkSO3fuxPLly3k/emNoarWa182KmpubMWXKFIOeUyaT8T7cnDt3DlZWVgbZUuL+/fsAgAkTJuj9XIbS1tbGm7XZXBOLxZBIJEhOTsbkyZO5LocQAgp9ZIRaO3vw3q5kmJsJsGPjWEhE/L27/6yampr+rRiMjUgkgpub23PNVvqCYFlZGbKzs6FUKsEwTP/U0L4gKJVKwTAMZDIZnjx5gtzcXNjb2yM6Orr/38LX1xdtbW24efMmtm3bhqioKEycONEkmiz06e7uRlFREQoKClBWVgZra2sEBgZi7dq1g2piY2FhgTVr1uDu3bvYt28f5s2bh4iICANUbhw0Gg1vG7moVCoolUqDNyvq6Ojg9c2B+/fvo7q6Gu+9957ev3ZtbW148OAB1qxZw9vvk+Ho6OiAi4sL12XwRnBwMJKTkxEXF2eU77WEmBoKfWTYejRafHd/KmrlKhzcOg7eDsbTzCIvL4/3d92HYqAg2N3dDblcjoqKCuTm5kKpVIJlWUilUrS1tcHNzQ1JSUkDTsOTSqVYunQp5HI5bty4gc8//xyjRo3ChAkTjP7N++TJkygqKoKjoyOCg4MxY8aMYU9lnThxItzd3XH69GnU1tZi+vTpEAj4P9KtbxqNhrfTO2tqauDg4GDwsNHZ2cnb/zsKhQL37t3Dhg0bDNKU6OzZs4iMjOT9dNeham9vR2hoKNdl8IZIJIKTkxMePXqEGTNmcF0OIW88Cn1kWFiWxb+fysLD0hZ8vGY0xvg6cF3SoGk0GuTl5ZlEt7hXsbS0hKur63OjC93d3ejs7ERUVNSgwomdnR2WL1+OlpaW58Lf+PHjeXsB+yr5+fmorq7G9773PZ3VHxgYiM2bN+Pw4cOora3F4sWL37j1kC/ie+jjYjRGrVbztqHHo0ePEBAQYJCRyJKSElhbW2PVqlV6P5ehNTU1GdU+jIbg6+uLs2fPIjw8nP5tCOEY3ZImw7L9dimOpFTjB9ODsDTW8/Uv4JHKykpYWlry9gJMnywtLeHg4DDk0SgHBwesXLkSmzZtglwux7Zt23D06FG0trbqqVL9uHfvHpKSknQeWKVSKbZs2QJnZ2fs3LkT+fn5Oj2+seHz9M76+npO9qHs6enhbUOLnJwcxMXF6f08CoUCzc3NWLx4sck1QJLL5WBZ9o2/4dNHLpfjwoUL+Pvf/47GxkY8fPiQ65IIeePRSB8Zsss59fjdpXwsGOWOH80M4bqcIcvNzYWzM7/3EOQrJycnrF69GjKZDD/4wf/DyZPJmDEjEitWLOH9xU5hYSE6Ozv1dnErEAgwb948BAYG4ty5cygpKcHs2bN5O+KlTxqNhrf7c8lkMiQmJhr8vGq1mpdBp6CgABYWFvD399f7uXx8fGBjY8PrJj/DVV9fD3t7e67L4FxxcTEePnyI2tpahIeHY/369XB0dMT9+/fR1NRkUssqCDE2NNJHhiS7pg0/OpSOUV52+NOqGAgEr+4OyTc9PT0oKip6bqN0MnTOzs6IigqDm9tCpKZK8aMf/RlffPEVmpubuS7tpe7du4fExES9r7kLCQnB1q1bIZPJcPToUWi1Wr2ej4/4uk+fRqPhrKFKW1vba7vpciElJQWjRo0yyLlCQ0ORmJiIU6dOobe31yDnNJS6ujpebQFkSD09PXjw4AE+++wzXLp0CX5+fvjwww+xaNEiuLq6QigUwsvLC3fu3OG6VELeaPx7Vya81dCuwpbdKbAXm+OLDWMgMufn9K1X6evU+CaOvuiah4c9WlpYzJy5Bc3N9cjMvIy7d/+KxEQfrFixmFdd7IqLi9HW1maQKWwAYGNjg3feeQc7duzA9evXMWvWLIOcly+0Wi0vR/pqamoglUoNPuJWUlKCrq4ufP7557CxsYGzszO8vb3h5+f33HYshtbe3o6amhosW7bMYOecPn06du3ahevXrxtkawhDkclk8PPz47oMg1KpVLhz5w4yMjLg5uaGGTNmICQkZMAba35+frh37x7q6uo4/Z4n5E1GoY8MSldPL7bsTkGHSo1j3x0PF9uhrYfTarW86GqYk5PD67bpxsTT0xMpKXUAAEdHN0ybthFy+Xykp1/GT3/6GcaO9cSKFYt48QZ///59jB071qCjT0KhEGvXrsWOHTvg6upqsNEUPtBlIxetVtu/zUJXVxe6urpga2sLe3v7Ia/Lra6u5uRmREZGBubNm4cpU6agpqYG1dXVqKmpQUpKCrq6uuDs7AxXV1d4e3vD39/fYE2SkpOTERQUZJCOnX0EAgFWrlyJL7/8Ej4+PggLCzPYufVJoVDwfoq7rmg0Gjx8+BCPHz+Gp6cn1q9f/9r3VYFAAF9fX9y+fRtr1qwxUKWEkGdR6COvpdWy+PGRdGTXtuHLDfEIdx/aZt3t7e14992fwMrKGosWTcCcObM4eXNUKpUoLy83qc2AueTr64uurpznHrOzc8bUqe+grW0e0tOv4Gc/24b4eDesXLmYs85tZWVlaG5uxrp16wx+bqlUihUrVuDYsWNwdnbmRQA2hN7e3hGHvrS0NDx48AByuRxCoRCWlpawtLSEhYUFurq60NHRATMzM1hbW8PGxgY2NjaQSCSws7ODmZkZampq0NTUhNbWVlhYWEAsFqO0tBTTp0/X0Wc5OBqNBiUlJXj33XdhZmYGHx8f+Pj49H+8vb0dVVVVqKmpQVpaGi5evAhLS0s4OzvDw8MDvr6+8Pb21ssNi5ycHCxcuFDnx30diUSCBQsW4Pz583BzczOJsKRUKiGRDO290ZhotVrk5eUhOzsbNTU1cHJywsqVK5/7Xn4db29v3L9/H5WVlUN6HSFENyj0kdf609UCXMyux78vCMeM8KGPkv31r9vQ0xMHe/sI7NmThh07foaEBD8sWDAV48aNM9gIYElJCSQSCS/XGhkjf39/9PQ0Qa3ugbn581P5pFJHTJnyFhSKeXjy5DJ+/vMvMHq0E1asWAhfX1+D1nnv3j2MGTOGs6+7r68vxo8fj+PHj+P999/nZTMPXRtJI5e6ujqcO3cOWq0WU6dORWho6ICdQLVaLRQKBeRyOeRyOdrb29He3o7S0lJoNBo4Oztj7NixcHFxgUqlQnt7OxQKBa5fv46cnBzY29vD1tYWIpEIYrEYYrG4/8/m5ubo7u5GV1cXent7IRQKIRQKodVq0dvbC41G0/9nrVb73J9ffKyhoQHW1tYvbWAhkUgQGRmJyMjI/s+roaEB1dXVqK2txZUrV9Da2go7Ozu4uLjAy8sLvr6+I56xUFhYCKFQiICAgBEdZ7hCQ0NRWlqKU6dOYf369bzt9jpYnZ2dJhFeX6RUKvHgwQNkZmbC2toaERERmDp16rC+/xiGgb+/P27duoX169fzco0rIaaMrn7JKx1PrcZnN0vwVoIPNk8cene3W7du4datBsTHL4FQaAlXVz/09MxFYWE2kpPPw8ZmH+bNi8fcubP0vlFvdnb2GzPSYggWFhawtTVHS0s9XF0HvmtrY2OHyZPXoLNzPtLSLuOXv9yNUaPssWrVYoOEv8rKSjQ2NmL16tV6P9erJCUloaSkBLdu3cKcOXM4rcUQ+oLSUKhUKly5cgVFRUVITExEYmLiK4OAQCCARCKBRCIZ9KhBWloaYmNjERgYCJlMBrlcDqVSicbGRqhUKnR3d6O7u7s/tFpaWoJhmOfCnFAohLm5OQQCwSt/mZmZQSAQoLq6GhMnThz0v4NAIIC7u/tzP6u6u7v7RwNLS0tx//59qFQqSCQSSKVS+Pn5ISQkZEhdiR8/fsz5lOM5c+Zgx44duHnzJmbOnMlpLSNRXV0NkUhkUtsANTQ04N69eygpKYG/vz9WrFihk9E5Dw8PVFRUoKSkBEFBQTqolBAyWBT6yEs9LmvBz09kYnygI/57SeSQ78o1NTXhL385jMDAdRAK/290w8LCCsHBYwGMRWtrHU6fTsehQ79FRIQjFi2ahEmTJun8zbO9vR11dXX0JqNjzs7WaGmpe2no62NtbYuJE1eis3MO0tOvGiz83bt3D7GxsbxoKrJo0SJs374do0aNMvmbD4Md6evrpltQUICysjL4+/vj/fff19s0ufr6esydOxdOTk4G+RooFApkZGRg7NixIzqOpaUlgoKCnvv51RdWm5qaUFFRgcePH4NhGHh4eCAgIACBgYEv3UKgvb0dtbW1WL58+YjqGimBQIBVq1bhyy+/hJ+fn9H+fC4uLoa3tzfXZehEfn4+Hj58iObmZkRHR2PLli0634oiKCgIX3/9NQICAnix1p+QNwWFPjKgiuZOfGdvCrztxfjH22Ngbjb0H8x/+tM/wDDxcHZ+eSCwt3eHvb07tNrZqKrKxZ///Bgff3wMM2ZEY968GQgPDx/Jp9GvuLgY9vb29AajY66utqiokA36+dbWtpgwYTm6umbjyZMr/eFv5cpFOu9819csY8WKFTo97nBJpVIkJSXhwoULePfdd032e1Gj0QDAt0b62traUF1djbq6OjQ2NqK5uRkKhQJubm7w8/PDuHHj9LaVikqlwrFjx2BhYWHQfcKePHkCf39/vWzKLhaL4efnBz8/P8THxwN4GmpLS0tx8+ZNHDp0CP7+/vD09ERAQABCQkL6b6Y9evTI4A1cXsbOzg7z58/HuXPnsHnzZtja2nJd0pCVlZUhISGB6zKGraenB8nJyXjy5AmEQiHGjBmDmJgYvU1Fd3Z2RllZGUpKShAcHKyXcxBCvo1CH/mWti413tuVDBbAjk1jIRUPvSHDhQsXkZysxNix0wb1fIHADL6+0fD1jYZC0YrbtzNw4cJ2eHkJsGjRBMyYMX1E6yWysrI4ayRiyry83FFQUDfk11lZ2fSHv7S0q/jlL/cgKsoOK1cuQGBgoE5q49MoX5/x48cjOzsbjx8/5mSDcH3r7e1FYWEhOjo68PjxY9TW1qK5uRlyuRxarRbOzs5wcXFBcHAwJk2aBBcXF4OscSwoKEBXV5fBm5ZUVFQgKirKYOdzc3ODm5sbioqKMGXKFLi4uKCsrAzp6enYs2cPvL294enpibKyMrz99tsGq+t1IiIiUFpaitOnT2PdunVGdUNEoVBAJpMZXXjRaDSoqalBVlYW8vPz4e7ujjlz5iAoKMgg//4ODg6oqakxun83QowZhT7yHHWvFv904AkqW5TYu3kc/J2sh3yM2tpafPrpGYSEbIRAMPTF+TY29oiMnAqtdjIaGsqwY0catm//GcaN88OiRTMxZsyYIb0ptbS0oLW1tb9RAtEdX19fKJX3hv16KysbjB+/DF1ds5CWdh3/9V8HER4uxsqVCxESEjLs49bV1aGqqgpLliwZ9jH0QSAQYNGiRTh06BAiIiKMutufVquFTCZDTU0Namtr0dDQgKamJtTV1cHW1hbl5eVwdnZGSEgI3N3ddT5FbChKSkoQGhpq8KYlcrkcbm5uBj2nQqFAQ0MDVq9eDSsrK/j5+aG9vR319fWYM2cO6uvrkZiYyLubYHPnzsWXX36JO3fuYMqUKVyXM2h93+d8urn0op6eHtTV1fU3B5LJZGhvb4dEIoG3t/egtlzQNTs7O9TW1hr0nIS86Sj0kX4sy+K/zuTgTlETfr9yFBIDHId8DK1Wi//9389gZTUB9vYjWzPztKFBINzdA6FSdSI/PxsPH56EVLoH8+ePxZw5Mwd14VJYWAgHBwfqFKYHQUFBUKlOjngfxqfhbwlUqllIT7+Ojz46itBQK6xYMW9YU3zv3buH6OhoXjZW8PT0RGhoKK5evcqbqacvo1ar0dnZCYVCAYVCAaVSCZlMhoaGBjQ0NEAoFMLZ2Rlubm6YOHEifH19sW/fPkycOJFX+6/V1NT0T4E0JIVCAQcHB4OeMzk5+VtTSrOysuDn54ewsDBefV2eJRQKsXLlSuzevRu+vr5Gs9F5T0+PXqbvjkR9fT0KCwtRV1eH5uZmdHR09Hd/9fT0RHx8PDw8PDjtJCyVSpGbmwuWZem9mRADodBH+u26X479jyrxnSkBWB0/vEXpx4+fRG6uEPHxut0LTySyRnDwOADj0NxcixMn0nDgwP8gKsoJixZNwcSJE196pzUrK4uztuSmzsbGBiIRi7a2Jtjbj3zTa5FIjMTERejunon09Jv4zW9OIiTkAlasmIeIiIhBHaOhoQFlZWX48MMPR1yPvkyfPh2ffvopWlpaDB4KXtTR0YGqqqr+EfHW1lZ0dHRAqVRCrVbD0tKyvzOhlZUV7O3tERsbC19f3wFHKh0cHNDU1MTBZzKwtrY2qFQqva0XfBm5XN7fAdSQ8vLyvtUJs7i4GLa2tuju7ub1liFOTk6YPn06zpw5gy1btvBizeFgaLXaAR9XqVS4e/cuKioq0NzcjN7eXrAsC5ZlAaB//0gbGxvY2tpCLBbD1tb2uX0n+7YVUalUkMlkaG5uRktLC+RyOdra2qBWq6HRaKDRaNDb29vfObdvvWdSUhJcXV1593Xv64Db1tZmkltdEMJHFPoIAOBmfiM+OpeL2RGu+Nmc4d0JrqiowM6d1xEWtkWvawIcHT3g6OgBjWY2qqvz8Pvf38XHHx/F9OlRWLBg9nNrBBoaGtDV1UVvKnrk6GiF5uZanYS+PpaWVhg3bj66u6chI+Nr/Pa3pxEYeB4rV8577Rqpe/fuISoqipejfH3EYjGioqJw9epVrFmzhrM6ysrKcPLkSdjb20MqlcLBwQF+fn5wcnLqv/gcKicnJ7S0tOih2uEpKiqCp6enwfeBa2pqMvjPnaqqKqjV6m91wZw7dy6uXr2Kzz77DAkJCRg3bhzMzYe+VtsQYmNjUVZWhjNnzmDt2rVcl/NaAoFgwNBXUlKCs2fPwsPDA0lJSfDx8YG5uTmEQmH/yNaL+0z2jaRXVFSgs7MTSqUSSqUSTU1NsLe3h4ODA+zs7CCVSuHq6orQ0FCIxWIIhUJYWFjAzMwMFhYWsLGxMYp1kVZWVmhubqb3Z0IMZFChj2EYOwBfAogCwAJ4j2XZB898XApgHwCfb475R5Zlvxrka/8FwB8AOLMsy5/bw2+Q/Pp2fHgwDeHuEny8djQEgqFPtejp6cFvf/t32NpOhUQy9GmhwyEUmsPPbxT8/Eaho6MZN2+m49y5z+Dra46FCydAre5BZWWlwe/wv2nc3GwhkzXq5diWllZISJiLnp5pyMi4hd///hz8/C5i+fJZGD169Lee39TUhJKSEnz/+9/XSz26NHPmTPzjH/9ASkqKQace9vb2ora2FkVFRUhNTcX8+fN1ut7V1dUVxcXFOjveSJWXl+tkf7Gh4iL0paamIjw8/FsX/K6urnjnnXdQVVWF69evIzU1FUlJSRgzZgwvN0VfuHAhvvjiCzx8+JD3DY9eDH19+00WFxdj5syZr9wLcbD7TJ46dQoikQhz587VWd18YG1tDZlMprPmXYSQVxvsSN9fAVxiWXYlwzAWAF6cc/F9ALksyy5iGMYZQAHDMPtZlu151WsZhvEGMAtA5Yg/EzIsso5ubN6VAmtLM+zYOBZii+EN/v7hD39DebkTxowZp+MKB8fW1hFRUTOg1U5DfX0xtm9PR1NTGYAS/P73P+ekpjeFp6cLysv1uyDfwsISY8fOQUzMVGRm3saf/3wFPj6XsXz5LMTFxfU/7969ewgPDzeKaWEWFhZYuXIlDh48CKFQOGCI1YW+kFdWVta/jYVIJIKHhwfeeecdne9X5+7uzquRvpqaGiQlJRn8vK2trZBKpQY7n0ajQVFRETZs2PDS53h7e2PTpk0oKSnBjRs3+jdoj4qK4nya8bMsLCywYsUK7Nu3r7/jKB9VVFSgvLwctbW1uHjxIhQKBSoqKuDn54ctW7borFHT2LFjcezYMcyePdsoRvAGSyqVoq5u6N2fCSHD89orfIZhJAAmA9gEAN8EuZ4XnsYCsGWezlmwAdACQDOI1/4FwL8COD2ST4IMj0rdi617U9Dc2Y2j3xkPN+nwpsPt23cQN240Iz5+k24LHAaBQAAPjxB4eDzt/Hjz5l588smX+Pd//zHHlZkuHx8fXL+eZZBzWVhYIj5+FmJjpyIj4w4+/vgyvLyuYOnS6QgODkZhYSG++93vGqQWXfD09MRbb72FgwcPore3F2PGjBnxMV8V8sLCwrBw4UK9dg2VSCRgWba/OyCX5HI51Gq1QTZif1FbW5tBNxvPysqCk5PToLowBgYGIjAwEIWFhUhPT8ejR4/g4OCA8PBwREVFcf51A55uPzFp0iScPn0amzdv5tWatIqKCly8eBEajQZ2dnbw8vKCubk5PD09MXnyZJ13wvT09IRQKERpaanRbmA/EKlUiuzsbK7LIOSNMZhhnQAAMgBfMQwTAyAVwA9Zlu185jmfAjgDoBaALYA1LMtqGYZ56WsZhlkMoIZl2YxXdW5iGGYrgK0AOJmiY6pYlsW/HstEWqUcn78Th2iv4d2Rvnv3Lr766iGio9+DUMifN+U+EyasxqVLv8OpU6exdCm/2vebioCAACiVVwx6TjMzc8TFTUdMzCRkZd3HZ59dhlq9E6Gh7sNah8YlT09PvP322zh48CDMzMyGPOLHdcgbiFQqRWNjI+fhobCwEF5eXpyMjrS3txt0emdmZiaio6OH9JqQkBCEhIRAo9EgLy8P2dnZuHv3Ltzc3BAdHY2IiAhOw9a4ceNQVlaG8+fPY/ny5ZzV8azr168jPT0dkyZNQnx8vMG+t4KDg5GXl2dSoU8sFqOrqwtdXV2864BKiCkaTOgTAogD8CHLso8YhvkrgJ8D+OUzz5kDIB3AdACBAK4yDHPnZa9lGOa3AP4fgNmvOznLstsBbAeA+Ph4drCfGHm1v14vwpmMWvzr3FDMjRreXfCCggL85jf7ERT0Dqyt7XRboI5YWFgiMfE9nDz5ewQFBRp0o+Q3hYuLC8zMutHR0QJbW8NOETMzM8fo0VMwatQkHDnyCe7fv4d//dffYMmSKZgwQbcdZPXJ3d0dq1atwuHDh+Hq6vrKkSmtVova2lqUl5ejsrLyuZAXEhLCSch7kZ2dHZqamji/QC0rK+PsZmFXVxdsbW0Nci65XI7GxsZhNz4RCoWIjo5GdHQ0VCoVsrOzkZ6ejhs3biAsLAzx8fEG38etz9KlS7Ft2zakpqbqZCR8uJRKJY4cOQKNRoN3333X4NNhnZ2dkZ+fb9BzGoJYLEZzczO8vLy4LoUQkzeY0FcNoJpl2Uff/P0Ynoa+Z70L4Hfs0z7ExQzDlAEIw9O1egO9NhCAP4C+UT4vAE8YhklgWbZ+JJ8Qeb3T6TX4+FoRVsR54btThreAuqmpCf/xH5/CwWEBnJz4/cPaxcUbwcFv49NP9+DXv3aDk5MT1yWZHEdHMZqa6gwe+voIBAIsWfI+Dhwohlwehi++SMXJkzexdOlUTJw4kZOahsrb2xvjx4/HyZMnn5vO9mzIq6qqQnV1NUQiEdzd3RESEoIFCxYYdO3YYHR1dfFiOl5dXR0mT57M2fkN1STl0aNHCAkJ0cm/uUgkQnx8POLj4yGTyfDw4UPs3bsXjo6OSEhI0GnTn8HW07f21cPDg5Opurm5ubhy5QqCgoIwZ84cTjqfWllZobu72+Dn1TeRSASZTEahjxADeG3oY1m2nmGYKoZhQlmWLQAwA0DuC0+r/ObxOwzDuAIIBVDKsmzTQK9lWTYLQH9/d4ZhygHEU/dO/XtS2YqfHstEgp8DfrM8aliboqpUKvzHf/wRanU8goKGNp2IKxERiZDLa/C73/0Dv/rVj2Ftbc11SSbF2dkabW2NAAx7QfgsKytrREQsRFHReaxb9xcUFqbgyy8v4sSJW1i8eCImTZrEy06Fzxo/fjwqKytx6dIlJCQkICUlBYWFhTA3N4eHhweCg4Mxf/583oW8Z6lUKjQ0NDy3dQoXmpqa0Nvby0lIAJ6GdUNN/SsoKMDixYt1flxnZ2csWrQI8+bNQ1ZWFq5cuYLGxkZMmzZN5+d6FU9PT0yYMOFbN0T0QaFQoKamBrW1taivr0dtbS3EYjFmzZpl8MD7LFMNfRKJBA0NDVyXQcgbYbCtGj8EsP+b7pulAN5lGOYDAGBZ9nMAHwHYxTBMFgAGwM+eCXDfeq0uPwEyeNWtSmzdkwI3iQifrx8DS+HwLoD/8Ie/oazMGXFxU3VboJ6NH78CV6824+OPt+HnP/8h7wOAMfH0dMSTJ9y/cSckzEJx8W2kpJxCYuJKhIUloKAgGbt3X8apU7excOF4TJs2jbdfe41GA19fXxw7dgx5eXmIiYnBpk2b4OhomG1QdCE9PR0eHh6cr60sKiqCt7c3Z+dnWXZYN9WGqri4uH8zbn0RCoWIjY2Fv78/9u3bh87OTsyfP9+gayWTkpJQUlKCK1euYNGiRTo7rkwmQ2FhISorK1FfXw+1Wg0nJyc4OzsjICAA06dP52xq67OkUikUCgXXZeicVCpFRUUF12UQ8kYYVOhjWTYdwIsbSX3+zMdr8ZL1eS957YvP8RtMHWT4OlRqbN6Vgm6NFoe2xsPB2mJYx9m9ex++/roNY8a8vC04n02ZshFXrvwFX321F1u2bOK6HJPh7e2Ne/e4f+M2MzNDQsIq3L37d8TEzIGVlS3Cw8chPHwc8vNTcODAJZw5cx+LFiVh+vTpvAp/crkcO3bsgJWVFdatW4dRo0bxdgPtV6msrOR8LR/wdH++gIAAzs5vqNCXmppqsLXKdnZ2eO+997B3714cO3YMy5YtM+j36PLly7Ft2zbk5OQMe9RNo9GgtLQUeXl5qKiogEajgY+PDwIDAzF9+nQ4OzvzclsEOzs79Pb28qIrri5JJBK0trZCo9FAKBzellGEkMHh3082onO9WhY/OJiGYpkCf387DkEuw2sucOrUGezenYro6DW87NQ5GBYWlpg69QPcvi3D9es3uC7HZPj7+6O7mx/7LYWGxkIiCcHXX+957vGwsHgsXPjv8PR8DwcPluFHP/o1Ll26BLVazVGlz7OxsUFUVBQ6OztRXV1ttHf1W1paeDEyUldXp9fRr9dhWVbv4UGlUqGiokJvezwORCwW491334VKpcLBgwfR1dVl0HMvWLAAly9fRnt7+6Bfp9FokJGRgYMHD+Ivf/kLbt68CWtrayxduhQ/+tGPsHLlSiQkJMDV1ZWXga+Pg4MDamv1uyeqoQkEAlhaWvJqb09CTBV/f7oRnfmf83m4WSDDrxZHYlKw87COcejQEfztbzcQFbUeYrFx32W0sbHDmDFbsG/fLZpWoiNeXl7QaNrR3W24C8BXmThxNaqq0tHUVP2tjwUHj8bChb+At/cWHD1ajR/+8Nc4f/4C5+FPKBRizpw5+P73vw8zMzN8+eWXOH/+PDo6Ojitayi0Wi3kcjnnoU8mk0EgEHBahyFCX3p6Ory8vAw+8mNhYYF33nkHIpEIu3btMmjwCwkJQWhoKE6fPg2tVvvK55aVleHo0aP4y1/+gidPnvRvmv6d73wHM2fOhI+PD69D3oucnJxQX296ve6srKzQ3NzMdRmEmDzj+WlHhmXfwwrsvFeG9yb4451E3yG/vqmpCf/937/Hl1+mIipqE2xtjWdt0at4ewfD1XUhPv10L+cX+6bAzMwMdnYiNDfz4y60u7svPDwScfv2zpc+JygoBgsW/ByBgd/FyZMN+MEPfo3Tp89w/v0gFouxcOFCbN26Fd3d3di2bRsKCws5rWmwZDIZrKysIBaLOa2jb38+Lhki9GVlZWHUqFF6PcfLCAQCLF26tH9NnCHNmTMHnZ2duH///rc+plKpcPfuXXz22Wc4d+4cnJ2dsWXLFrz77rtISkqCvb29QWvVJalUalQ3gQbLxsaGmrkQYgAU+kzY3aIm/OeZHEwPc8H/WxA+6NdptVokJyfj17/+E95++9+RkmKHMWM2w8bGeN8sB5KQMB9yuR+++mof16WYBCcnMVpb+XMXeurUlWhpqUdJyZNXPs/fPwrz5/8UQUHfx7lzrfjww1/jxImTUKlUBqp0YFKpFPPnzwcAg+33NlK1tbVwdh7ebAJdqqio4Gx/vj5arVava/pkMhna29sRHj74n+26ZmFhgZUrV+Lq1avIysoy2HmFQiFWrFiBhw8forr66Wh+XV0dTpw4gU8++QRVVVWYNWsWvv/972Pq1KlGHfSeVV1dDU9PT67L0DmpVEqhjxADoFWzJqq4sQPf3Z+KYBcbfPJWLMwEr7/4yMvLw/Xrt3HjRiY6O+1gYxOFqKh5EIlMd3uDiRM34tq1X2H8+GzauH2E3NykKCpq5LqMftbWUoSEzMWDB3sRGBj32uf7+0fA3z8ClZUFuHjxAi5d+g3mzInFggXzIBKJDFDxt3399dfw8fHhbNuBoaqvr+fFPph1dXWYNWvWc491d3ejqqqqf79DpVIJLy8v+Pr6IiAgQOdTJPU90pecnIywsDDOmxFFRETA2toaR48eRWdnJxITEw1yXmdnZ4wfPx7btm2Dh4cHuru7ERUVhffff99kQt6ztFot6uvrsXDhQq5L0TkrKytUVlZyXQYhJo9Cnwlq6ezBe7tSYCkU4MuN8bCxfPmXuba2Flev3sDly8mQyYQQiyPh4/MeJBLuL9wMwdbWHoGBK7Ft2yH87nf+tH/fCPj4eCEzkx/TO/uMHz8PZWW38eTJRcTFzRvUa3x8QuHjE4qqqiJcuXIRly79BrNnj8L8+fMM+v2hVCqRmZmJDRuMp1Nuc3Mz5zdPGhoaYGZmBolEguLi4v6Q19jYCKlUCk9PTyQkJMDGxgalpaXIyMjAlStXYGNjA29v7/4QONItJ/QZ+rRaLfLz87F69Wq9HH+ofH19sXHjRuzfvx8KhQIzZ87U+zkzMzORmpqK5uZmuLi44MMPP+Q8AOtTVVUVrK2tTTLQmpubm+QehITwDYU+E9Ot6cUHe1NR367Coa2J8LL/9tqanp4e3L9/H6dP30R2dhNEoii4u6+Evz+306G4MmrURFy9mott23bhxz/+PtflGC1fX1+oVFe4LuM5QqE54uKWIzl5N0aNmj6krrPe3sHw9g5GdXUxrl27iCtX/hczZkRh0aIFBgl/VVVVEIlEvJguOVjNzc2cNU9Rq9WoqKjA5cuX0dLSgo8//hhSqRQeHh5ISEhAYGDgt0ZsfX2frnPWarWoqqpCUVERUlNTcenSJUgkEkilUsTExMDf3x9WVlZDqodlWb2FkMLCQlhbW3O+bvFZzs7OeO+997B9+3bExMTo7fu2sLAQN2/eBMuymD59OjZu3Ijt27ejsrIS/v7+ejknHxQUFHA+ZVlfKPQRYhgU+kwIy7L4xYlsPC5vwSdvxSLO5/k7gpWVlTh37hIuXXqC7m53ODnFIS4uEkKh8e0FpmuTJr2Dy5d/i1OnzmDp0sVcl2OUnm7b0ITeXg3MzPjzoyU6ejxycm7g66/3YcaMzUN+vZdXELy8PkRdXRlu3bqIq1d/h5kzI7F48SK9hr/Q0FDcvHkTKSkpSEhI0Nt5dEWlUkGpVMLFxcUg5+sLeZWVlaisrERDQwOkUimqqqowZcoUTJs2bdDTcgUCAXx9fftDoEajQXZ2No4cOQKlUokzZ87AyckJPj4+8PHxgb+/PywtX34Doa+rpL5G+tLS0oa9T50+SSQSBAcHIzU1FXPnztXpsauqqnD16lUoFApMmDABsbGx/f++M2bMwMWLF7F58+ZXfl2MWVVVlcGmzhpa39dRrVYb5d6khBgL/lyZkRH7x9clOP6kGj+aGYzFMR4Anl58PHjwACdOXEVGhgxi8Wj4+r7/xkzfHCyRSIykpK04ceIP8PHxQlzc69eAkedZWVnB2toMLS31cHbmzwgEAIwfvxqXL/8BU6a8M+w9Jt3d/eHu/j3U1ZXh9u1LuHbtfzFtWjiWLVust/A3b948HD9+HFFRUZx3xHyduro6ODg46G1062Uhz8PDA2PGjEFwcDBEIhH+8pe/YNy4cSNahykUCqFWqxEdHY233noLPT09KC8vR3FxMW7fvo3Tp0/DxcUFXl5e8Pf3h7e393NhQ6PR6C3wqVQqVFVV8XZtV2JiIvbt24cZM2bo5AJeJpPh6tWrqK+vR0JCAsaNG/et48bGxiInJwc3b97Uedjkg56eHjQ1NSEgIIDrUvRGKBSip6eHQh8hekShz0Rcyq7D7y8VYHGMB344IxgtLS24ePESTp16gPZ2Keztx2DMmGga1XsFFxdvREa+h88+245/+zcJgoKCuC7J6Dg6WqGlpYF3oc/HJwRisSsyM28Mem3fyzwNf99FfX0l7t27gBs3foepU0OxdOlinTcD8fX1hbe3N27evIkFCxbo9Ni6puvOnS8Lee7u7hgzZgwCAwMHDMIqlUonIbyyshLe3t4AnnapDAkJQUhISP85SktLUVJSgmvXrqGtrQ3u7u7w9vaGn58fXFxc9Bb6UlNT4ePjw9uOrq6urpBKpcjJyRnRpvE9PT24evUq8vLyEBcXh2XLlr1yiu3ixYuxfft2BAUFmdzP7tLSUjg5OQ15irExEQqF6O7upnX1hOgRhT4TkFXdhh8dTkesjx02RQjx0Ud/xN27xTA3j4S391sICTG9Fs/6Ehw8Gl1d6/CHP+zGRx99aLCpaqbC3V2Cmhr+dPB8lr//eBQV3Rlx6Ovj5uYDN7cP0NhYhQcPLuLWrT9g8uQQLF26CHZ2djo5B/B0T7Jt27YhLi6O1108GxoaRtS5U61W93fXrK6uRl1d3aBC3rOUSiUEAoFOpvjV1tZi7NixA35MJBIhIiICERERAJ6GwMLCQpSWluLChQtob29HTU0NkpOTER4ePuKmMM/KycnBhAkTdHY8fRg9ejTS09OHHfoyMzNx48YNuLm5YevWrYO6mSKRSDB//nycOXMGmzZtgoODw7DOzUfFxcX9NyBMlZmZGXp6ergugxCTRqHPyNW3qbB5dzKsBFpYp57Hz052QyqNR3T0ApPeakGfRo2aCIWiCX/843b8z//8jKabDIGnpxuKi/nVwbNPTMwE5OSchFzeADs73TUbcXHxxqxZWyGTVePx40v4+us/Y+LEACxdugiOjo4jPn5tbS0YhkFLSwuvQ19zc3N/CBqMvpBXUVGBqqoq1NfXQyKRwN3dHbGxsVi5cuWQp7R2dHToZKRAoVCgq6tr0HuiiUQijBo1qn+j9IaGBnz88cfIz8/HzZs34ebmhrCwMERERIwoANbV1UGhUCAsLGzYxzCE0aNH4+bNm2hoaBh0Yx+tVovs7Gw8ePAAWq0Wc+fOHfLnGRERgYaGBhw9ehSbNm0ymfV9tbW1mDp16mufp1KpkJqaipycHMybN8+ogqJAIKDQR4ieUegzYsoeDZb86RKaugDf4jKY201DfHyQXveGelMkJi7G5cvl2LPnADZv3sh1OUbDx8cHSmUK12UMyNpaCkfHCKSknMPMmUNv6PI6zs5emDlzC5qb6/HkyQXcufNXTJjgj+XLFw8r/Gm1Wly5cgX5+flYunQp76esyeVyeHh4vPTjarUa1dXVKC8vR2VlJerr62FrawtPT0+MHj0aQUFBI1632NHRoZMpcKWlpXB3dx/2+kRra2s4ODhg/fr1UKlUyM3NRW5uLm7dugU3NzeEhoYiIiJiyFM0k5OTERERwfutCYRCIUJDQ5GWlvbaNXY9PT1ITk7GkydPYGFhgYSEBIwaNWrYn+O0adPQ2NiIkydPYvXq1Sbxfmhubo6urq6XflylUuHGjRvIycmBl5cXPD09cenSJbz//vsGrHJkaKSPEP2j0GektFoWaz++jIZuIRI1TgiMiOW6JJMiEAgwfvx63Lz5K0ydWoLAwECuSzIKAQEB6Oo6x3UZLxUWNgHJyXv1eg5HRzfMmPEeWloWIiPjIu7d+yuSknyxcuXSQYe/5uZm/PGPf0d5uQwrVkzu7yrJV3K5HAzDPDcNT6lUory8HHl5eWhra4NMJoONjQ08PT0RGxurk5D3oo6ODp0cs7i4eETbIfT29vaHFpFIhLi4OMTFxUGlUiEvLw+5ubn4+uuv+wNgeHj4a6cwarVaFBYWYv369cOuy5DGjRv3yoYuSqUSd+7cQVZWFtzc3DBv3jyd3dhYsWIFvvzyS1y7dg2zZ8/WyTG5FB4ejoyMDMTExAB4+r3Q0tKCxsZG1NbWIiMjA76+vti0aROcnZ3R29uLbdu2Pfcavutr5EII0R8KfUbqP088QWYLENFtjUBr/k75MmZSqSM8Pedj+/ZD+M1vfs77u+t84ODgAAsLDdramiCV8q9DbGjoGDx4sA8lJU8QGKjfDq0ODi6YNm0jWlrmISPjEu7f/yvGj/fFihVLXrn2LTMzE3//+1GIRJMxenQELl26jBs3fo1588Zi7tw5vJxuXFNTA4lEgpycHFRWVqK6uhrNzc1wdnaGRqOBTCbDli1b4Obmptc6FAqFzpq4jBs3btivV6lUA36dRCIRYmNjERsb+60A6OLigtDQUERGRg4YAHNycmBnZ8fZPohD5erqCjs7u281dGlqasKdO3dQXFyMwMBAvP322zqftiwUCrFu3Trs2LEDLi4uI2oow5Wenh50dXWhq6sLUqkUBQUF+Pzzz6FWq6FQKGBpaQkHBwc4Ojpi1apVz+3hZ2ZmhunTp+Py5cuIjIyEUMj/Sz2a3kmI/vH/JwH5liPJVdibUg+n1i6MduTfXk2mZMyY2bh4MRP79x/Chg1vc12OUXBwsEJLSz0vQ5+ZmRk8PcciJ+eK3kNfn6fhbwNaW+ciPf0S7t//BImJPli1aum3wt/x4ydx+nQWQkI2IiLi6Z5cwcExKCvLxunTF3HhwkeYOzce8+fP40X4a2hoQGpqKtLS0tDe3g4zMzN4eXlh2rRp8PPz67/YvHjxIs6cOYP169frtQOhQqEY8UhfTU0NBALBoNfzvayO120Z8WwA7OnpQV5eHnJycnDnzh24uLggPDwckZGR/WsA09PTERUVNeyauPBsQ5eKigrcuXMH9fX1iIqKwpYtW2Bvb//6gwyTRCLBypUrcfjwYTg4OBjNxuYNDQ24ePEiamtrYWlpCUtLS4jFYsTGxsLLywve3t5wcnJ67XrFsLAwpKam4vbt25g+fbqBqh8+oVD4yimshJCRo9BnZB6UNOPfTmTCqq0VM+yTwDAM1yWZNIFAgAkT3sW1a79FcPADJCUlcV0S7zk7W0MubwDAzwvUmJjJOHfuI2g03cPes2847O2fhj+5fB7S0i7iJz95Gv5WrHi6z9/f/vYF8vPNMXHiz+Hk9PzaOH//KPj7R6GsLBfnzl3ExYu/xuzZozF//rwR7Uc3Uvn5+cjMzMSaNWvg6+v70iA6b948HDt2DEePHsVbb72lt8CqVCpHPGqUmfn/2Tvr8DjOe23fs7tarZi1Yma2LKMMsi0zs+M4jE3TJuXT9jRp0vT09Gt7GmzSNA3biWOUmZkly5IFFstiZpYWvj8Uu05Mgl2tJM99Xb7iaGfe91l5YZ750dVBp3O3tbX1K+Iol8uJjIwkMjLypgFMS0vj5MmTuLq64uPjQ1lZGStXrhyUrqEmMjKS/fv38/7779Pd3c3YsWNZuXLlkI0ecHd3Z/bs2ezYsYPHHntMp111dU17ezuHDh0iPz+fmJgYHn744UG/T+Lj4/n888+JiYnR+TgZXWNkZERnZ6ehZYiIjGpGfoXzA0RhbRvPf5GErLOFiRoPZFLRsw8F1tYOREY+zQcfHGLv3n2o1WpDSxrWeHgoaWmpNLSMu+Ls7ImpqQspKYcMsr+1tQMzZjxKXNzrXLvmxi9+8R4///n/UlLiw9y5v7zN8N2Kt3cI8+f/jKCgH3PgQBsvv/wG1dWGG5Hh4eGBpWXvTMv7XaCuWLECgB07dqDRaPSip62tbdDjEYqKiggMDBzUGoNpKHPDAG7YsIEf//jH+Pv7c/DgQcrKyti7dy9ZWVkj4jOovr6eb775BkEQCAkJ4cUXX2TKlClDPmsuMjKSoKAgtmzZQldX15Du3Rc6Ozs5fPgw7733HoIg8MwzzzB9+nSd3BhRKpUEBQVx5MgRHSjVL6LpExHRP6JrGCE0tffw1KeJdHZ24lXcikvQ8G7sMNrw9g7ByOgltm79mr17Xyc2NggfHy+srKzo7Oz8doB0JU1NncjlMnx8nFiwYP4DOWjWzc2NkyfzDS3jnnh7TyQv7xQxMYsNpsHKyp64uA00Nc2nrq4cH5/wPp/r4RGImZkVZ8++qtcUufvRn4toiUTCunXr+PTTT9m3bx+LFi3SuZ729vZBDS1vbGyktbUVb2/vQelobW3ViblRKBSMHz+exMRElixZQktLCydPnmTv3r0EBAQQHh6Ol5fXoPfRJe3t7Rw7doxr164RFRXFypUrDT46Ye7cuWzatImEhATWrFljUC0AhYWFpKenU1FRQX19PT4+Pjz66KN6qdecMWMG//znP6moqBjWI1/u16FURERk8IimbwSg1mj5wcbLFNW1obyWSlTQOkNLeiBxc/PDze2/KSzM5OLFZE6cyESjaUMQZBgbu2JhMQ5TU0va2ro5ciSdEyf+zC9/+dSw77yoa7y8vOjsPGNoGfckKmoa6enbaW1twNzccKYJehsGWVn1f6SDjY0jWq0dFy9eZMqUKXpQdn8uXbpEdHTfayPlcjkbNmzg448/5vjx48yYMUNnWjQaDS0tLYMywWlpaXh7ew+6aVNHR4dOZjQClJSUoFKpiIqKQiKRMH36dGpqarh8+TK7du1Cq9Xi4eGBu7s7Xl5e92wSpE/a29s5efIk6enp+Pn56b1mr7+sWrXqZkfP+Pj4Id//Rv1rTk4ORkZGBAYGEhcXh7u7u16jn+bm5kyYMIH9+/fz5JNP6m2fwWJkZERTU5OhZYiIjGpE0zcCOJ9fx7n8OjxrMvC1mzKkdUgit+PtHYK39/2GUE8nMfEAb7/9OX/72++GRNdwwcXFBbW6hc7OVhSKwaXa6QtTU3NMTR0pLs4gJMQwhmmwSCQSwsMf4t///oCCgkKUSkc0Gg21tbX4+PgQGxur1/1LS0upra1l/fr1/TrP1NSUDRs28Mknn9DT08OsWbN00hm3sLAQCwuLQdVtXb9+XSfNUtrb23V2sycxMZHQ0NDvzJtzcHBg3rx5zJs3j4qKCnJzc8nKyuLEiRPIZDJcXFxuNv1wcXHRa+fhsrIyzp8/T2FhIb6+vjfHBgw35HI5Dz/8MB9//DE2NjaMHTtW73u2trZy5coVMjMzaW1tJSgoiJUrVw750PQJEyaQkpJCZmYmISH3++4yDGJ6p4iI/hFN3wjgyLUqZIIWk0pjnKPEeXEjhXHj5rFjxwGqq6txdHQ0tJwhQyqVYmOjoK6uElfX4TtQ3NLSg8rKnBFr+gB8fMIxNv4pSUkX6OlpQiKRIpW6cPRoMtu2HWPJkqlMnTpVLxf958+fJyIiYkDt4K2trXnyySfZunUrn376KXPmzBn0hfC1a9cGnZZZV1c36LESGo2G8vJyZs2aNah1AFQqFfn5+TzxxBN3PcbZ2fk7aXs1NTXk5+dTXFzM5cuX6ejowMnJ6aYR9PT01ElkKSMjg3PnztHW1kZERARz5swZ9s1CrKysWLduHZs2bcLKykpncwFvpbu7m4yMDNLS0qisrMTLy4vp06fj7+9vsLE/RkZGxMXFcfToUYKCgoblwHqxKZ2IiP4RTd8wR6vVsv9qKcYN1YQGzTa0HJF+UF9fjVTaOewvhPSBvb0pDQ1Vw9r02dq6UlWVbGgZg8bV1RdX1+/eDNJoNGRnJ/LZZwfZufMUixZNZsaMGTq76Kyvr+f69essXjzwmkgrKyueeuopTpw4wbZt25DJZAQFBREeHj6g2qbi4uJBDeKurOxtPjTYuqe8vDwsLCx0Up+VlpaGvb19v1I2HRwccHBwYOLE3pEfra2tFBQU3ByZsHPnTqytrXF2dsbd3R13d/d+RebS0tI4deoUUqmUCRMmEBERMaJmmDo7O7No0SISEhJYv369zurc8vLySElJobCwEAcHB0JDQ1m9evWQN665G2FhYSQlJXHmzBmmTZtmaDm3oVarR9TrSERkJCKavmFOZnkTVa0qfFS2KBQPXlOQkUxy8i5iY30N2lLfULi42JCVNXw7eAIolV7k5R00tAy9IJFICA6eQHDwBLKykti06QAJCWdZtGgiM2fOHHRnwNOnTxMcHKyT13ZcXBxxcXEUFhaSmprKl19+ibm5OcHBwYSHh/epLqyxsZH29vZBRfoyMzMHHSkESE9Px9/ff9DrQO/4iPDwvjf4uRPm5uZEREQQEREB9EYPy8rKKCgoIDMzkxMnTqDVanFxccHFxQV3d3dcXV1va75SX1/Pnj17aG5uZsaMGQQHBw/LiFFfCAwMpLGxkS1btvD4448P+MZcVVUViYmJ5OXlIZfLCQkJYdasWcOqlvFW5s6dy8aNG4mIiBh24ys0Go1o+kRE9Ixo+oY5H+w+B0CEvTiEfSRRUpJLT08ya9f+3NBSDIKHhztXrlQYWsY9cXPzoaurnc7OdhSKwQ30Hs4EBcUQFBRDbm4K33xzgN27/8jChROIj48fkPmrr68nJyeH5557Tqc6vb298fb2RqPRkJubS2pqKhcvXsTe3p7g4GBCQkLuenF+9erVQTdgKSoq0kmdV3V1NWPGjBn0Ok1NTVRXV7NunW4bd8lkMjw9Pb9Tc1hbW8v169cpLi7m2rVrNDU1ERISwsKFC9FoNJw4ceLmkPW1a9cavBunLpgwYQINDQ1s3ryZRx99tM/Pqbm5mStXrpCVlUVbW5vB6vQGgrOzM8HBwZw4cYJly5YZWs530Gg0epvfKSIi0oto+oYx7e3t7L1ShgQzmrrLMXPxMrQkkT6g0WhISdnMqlUTH8jUTgBPT086OjIMLeOemJiYoVDYUlp6DT8//Td1MDT+/lH4+0dRUJDGtm372b37j8yfH8O8eXP7dbF1I8qnr9e2RCIhMDCQwMBAVCoVmZmZHDp0iG3btjF27FjCwsIIDAz8jubc3FwmTJgw4D07Ozuprq7WSYROpVIhl8sHvU5iYiJ+fn5DYrBupJDGxMQAvd89Gzdu5B//+AdqtRo7Ozsee+yxYdmgZTDMmzePzZs3s23bNtauXXvXmwbd3d2kp6eTlpZGVVUVXl5eTJ06lcDAwBEXnYqNjeVf//oXzc3Nw+r7SUzvFBHRP6LpG8a89++v0di4YJydw96zn2Bh4UVg4FTCwycjk4l3xIYrpaW5WFhUs3Dh84aWYjC8vb3p7q5FrVYhlQ7fjxkLCzcqKrIfCNN3Ax+fcHx8wiksTCch4QD79r3BvHnRLFiw4L7mT19Rvrshk8mIiIggJSWFSZMmIQgC58+f5+DBgwQEBBAZGYm9vT11dXWDMmz5+fk4OjrqpP6qs7NzULMCb3Dt2jUWLlw46HUGQnd3NwqFgqSkJDw9PXn22WeHTW2arlm5cuXN2ZG31qjeiDinpKRQVFSEk5MToaGhrFmzZkT/LqytrQkICOD06dMGe33dCY1GM6CmUCIiIn1HfIcNU4qLi9l6vgo8lMwKXoCJzzySk/eQnr6d5OSteHhMYuzYeGxtH5yukCOF5uZ67OyG56iCoUIul2NuLqOurhJHRzdDy7krNjZu1NXlGlqGQfD2DsPbO4zr16+xZ88+9u17g7lzo1iwYP5da/XOnj2r1yjfnaioqKC6upr169cjk8mYPHkytbW1JCUlsWPHDlpbW5HJZLS1tQ04Kpadna2Ter7u7m66u7sxNx/c+7+wsBBBEPDx8Rm0pv6gUqlupnJGRETw5ptvsnPnTg4dOsTSpUuHVMtQIZPJWL9+Pf/+9785deoU/v7+JCUlkZubi6mpKSEhIcyZM2fY1ukNhNjYWD755BNmzJiBqenwSG1Xq9Wi6RMR0TPiO2yY8o9/fEqnbThmGGGNMYJCYPLkNUyevIb8/GRSU/ewdesx7O1DmTp1LQ4OLoaWLPItZmZWlJd3GVqGwXF0NKeurmxYmz6l0pPS0tOGlmFQvLyC8fIKprg4mwMH9nPgwP8we3YECxbMx8zsP82jGhoayMrKGrIo3w0uXrxIaGjody4I7e3tb86py8jI4MqVK/z73//G3t6e0NBQwsLC+nUxW1payvjx4wettb6+HktLy0E3OLl8+TKhoUNbx52Zmcnhw4dvS+WcP38+//rXv+jq6hoVtXx3QqVS4eHhwSeffEJwcDARERGsXbsWV1dXQ0vTC/b29nh7e3Pq1CnmzZtnaDlAb6dy0fSJiOgX8R02DLl48SKXkltpjTbGT7C8bX6Nr280vr7RtLY2cPr0lyQk/B4fn3imTVsupn0OAxwd3bl6tY2enp4HujBdqbSgqKjG0DLuiadnAKdPt4j1JICHRyAeHoGUluZx5Mh+Dh36M7NmhbF48ULMzMz45pstdHZ2fscI6puqqipyc3P5wQ9+cNdjQkNDCQ0NRaVSkZGRwdWrVzlx4gReXl6EhoYSFBR0z3/bmpoaVCoVLi6Dv3FWV1c36Chod3c3BQUFOpnz1xc6OzvZsmULjY2NzJ49+7bh3dbW1jg6OnL16lXGjRs3JJqGght1elevXqW6uhpfX18CAwOZOXPmzdrG0czUqVP54osviIuLGxYdpsXPYBER/SOavmGGRqPh3Xe/xtR7Dmo0uAl3rw0xN7dh/vwfUV6ey/Hj7/PVV6nMmfMDlMrhG1l5EDAzs0Amc+PixYtMmTJyB38PFjc3Z7Kzh3cHTzMzK4yMLCgvz8bdPeT+JzwAuLn54eb2I8rK8jl+fD+HD/8v06cHcOpUNhqNKy+//AaLFk0kPj5e7xdpFy5cICwsrE/pkjKZjMjISCIjI2lvb+fKlSucO3eOAwcOEBQURERExB07LObk5PRrDt69aGxsHHQ939WrV3FychqydMKtW7diamrKmjVr7hrJi4qKIikpaVSYvvz8fK5cuUJhYSFKpZKIiAhCQ0MxNjbm0qVL5OTkPBCmT6lU4u7uztmzZ4fsBsO9EGv6RET0z8gcsjOKOX/+PFVVpnTYWmKEBEfuf1fdxcWfhx/+P1xcvNi9+w3S0s4NgVKRe+HiEsuBA2cNLcOguLu709ExvE0fgIWFK2VlmYaWMexwdfVl7twXiY7+JTt2VNPVpWT16v/B3f1pvvmmmJde+gMHDx5ErVbrZf/m5mays7OJjY3t97mmpqbExsbyzDPPsGHDBiQSCdu2beMf//gHp06doqGh4eaxPj4+NDc3c+bMmUFrrq+vx8rKalBr6GI2X1+5ePEizc3NLFq06J6pm6GhoTQ0NFBVVTUkunRNTU0N+/fv56233uLgwYPY29vz9NNP8+ijjxIdHX3zuYeFhVFaWvqd18doJjY2lpSUFLq7uw0tRZzTJyIyBIimb5ixadM+7B0mUqZtwUWwQPK91M57MWvWM0yevIELFz7h1Kmd+hMpcl8iIqZQXCzh0qVLhpZiMHx9fenoqEKj0Rhayj2xsfGgpqbA0DKGLWZmNnR1NTB9+pMA+PlFsnDhr/HweIbNm4t4+eU39GL+Ll26hI+Pz6DTJZVKJfPnz+fll19mzpw5VFZW8q9//YvPP/+c5ORkbG1tiY2NJTNz8Ma/sbERW1vbAZ9fX19PXV3dbSmW+qC2tpZTp06xZMmS+9bqyWQyAgICuHLlit516Yr29nbOnj3Lhx9+yOeff45KpWL58uW88MILxMXF3TGSampqypgxY9i5c6febmYMJ9zc3HBycuLChQuGloJarX6gyyFERIYCMZY+jCgsLCQ7uwXvGB86uY4b/U8TCgmZgo2NMwcO/IWWllrmzXtCvHtmAKRSI/z8lrFp0ybGjBnzQH6ZWVlZYWyspqmpFhub4dtl1sHBnfT0JEPLGLacO5eAra0Lrq5B3/m5n18kfn6R5OamsHnzPvbs+QNLlsQyc+bMQX/mdHV1kZqayoYNGwa1zvfx8/PDz8+P7u5url69SmpqKocPH6aoqIgFCxag0WgG1YSlpaVlUKYvMTGRgIAAvTdM0Wg0bN++nXHjxuHm1rdygPHjx7Nx40Zmz549bL9Tbsx1TE1NpaKiAi8vL2JjY+9b13krs2bN4pNPPuHo0aPMmTNHz4oNz+TJk0lISGDy5MkGTa8U0ztFRPSPGOkbRqSkpGBs7E+50IoAON+jnu9eODv7smLFH6mvT2PHjjfp6GjTrVCRPhEWNomWFnd27kwwtBSDYWdnSl3d8E7xdHf3p62tnra2JkNLGXY0NtZSXHyW2NhH73qMv38Uixb9Bje3p/nqq3x+8pM/cuTIkUFFSq5cuYK9vT1KpXLAa9wLuVxOTEwMTzzxBOPGjcPc3JyioiLeffddjhw5Qk3NwBoQtba2Dqo+8Nq1a0RGRg74/L5y/PhxjIyMmDp1ap/PcXJywsLCgmvXrulRWf/RaDTk5OSwdetW3nzzTS5fvoy/vz8vvvgia9asITQ0tF8mVSKRsHr1atLT08nJydGj8uGBt7c3NjY2JCUZ9saXaPpERPSPaPqGERcvZmJt7UGptgVHzDAWBn431crKjtWr/4RW28TWrW9QUVGkQ6UifWXcuIfYty+N8vJyQ0sxCEqlBU1Nw7sOyNbWEQeHKPbt+ysqlThq41ZOn96OUumDUul132N7zd9/4+LyOJs25fHTn/6Rw4cP99v8aTQarly5woQJEwaouu+o1WoyMzN56qmn+OEPf8jy5ctpbW3ls88+45NPPuHSpUt0dHT0aa36+npkMtmA557l5eUhl8vx8vIa0Pl9paysjJSUFBYvXtzviF14eDipqal6UtY/CgsL2blzJ3//+985fvw49vb2PP744zzxxBNMnDhxUPPnLC0tWbhwIfv27aO5uVmHqocnkyZN4tKlSwZNxddqtcM2giwiMloQTd8wQaPRkJ5ejKmjO0103bNrZ19RKExZvfp1XF392bv3TyQlHdOBUpH+4Ojojp1dPO+//4WhpRgEd3clra2VhpZxX+bOfRKNxpQvvniJzMzBN/QYDdTWVlBRkci0aY/167yAgGgWLfpvnJ0f56uv8nn55T/0y/zl5eWhUqkICgq6/8GDJC0tDSMjIwIDA4He5kPLli3j5ZdfZuzYsWRlZfHOO++wZcsWcnJy7nlRXF5ePqgo3+XLlwkLCxvw+X1BpVKxc+dOpk6dOiCtY8aMoayszGCNTsrKytizZw9vvvkme/fuxdzcnA0bNvDcc88RFxensy6sAIGBgQQGBrJz585hX5c8WAICAjA1NSUlJcVgGrRa7aDnW4qIiNwbMZY+TMjNzaW725J6hRa04KoD03eDmTOfxMMjkpMn/0lp6TXmzHkMU9P7t0AX0Q0TJixi374Mtm3bwcqVyw0tZ0hxd3enszPD0DLui6mpOWvX/prk5JOcP7+ZrKxjzJr1Q6ys7AwtzWCcObMdZ+cgbGycB3R+QEA0AQHR5Oam8NVX+9i1q2+jHhITE4mOjh6o7D6j0Wi4cOHCHVMcZTIZERERRERE0NrayuXLlzly5Aj79u0jJCSEyMjI21JPKysrB2w6Ojs7KSoqYv78+QM6v68cOHAAGxubAQ+iVygUeHl5kZKSwowZM3Ss7nY6OzvJyckhLy+PsrIyNBoNgYGBrFy58o7jN3TN3Llz+eijjzhx4gQzZ87U+36GZNKkSZw4cUKv7z2NRkNraytarRbg5n9v/FyM9ImI6BfR9A0TUlOvIpd7UaptwQpjLATdFvL7+Y3F2fkv7Nv3f2ze/DtiYx8nIED/tSMivU1dJkx4jN27/5eYmGg8PT0HvWZPTw/Xrl2joKCAqqo6Wlo66e5WIwhgZibHzs4SLy9PfHx8cHYe2EW7LvD29qaj46jB9u8v0dHTCQyM4tixr9i69dc89dSHhpZkEMrLr1NTc4U1a/486LX8/aPw948iNzeFb77Zz549b7Bw4QRmzZp1W4OjqqoqKioqWL169aD3vR+ZmZmo1WpCQ0PveZy5uTnTp09n+vTplJWVkZSUxBdffIGNjQ2hoaFERERgampKRUXFfde6GykpKbi6umJpaUlJSQmpqakUFhZiamrK+PHjdTLCITs7m5ycHJ5++ulBrTNu3Dj27NnD9OnTdR6Z6e7uprCwkNzcXEpLS2lqasLJyQlPT09iYmJwc3Mb0miQRCJhzZo1fPTRR3h4eODn5zdkew81wcHBnDlzhrS0NJ2ODNFoNBQUFHD16lUKCwu/0yxJEASEbzuUazSaIbnZIyLyICOavmHCpUvXMLeJJoM2QgTdpajcipmZFatXv0ZS0m5OnnyH6uolTJmyRC97iXwXR0d3lMoFfPDBRt5441cDuqPZ09PD+fPnOX36Mrm5dQiCA6amXpiYBGNiYo5MJkej0dDU1EFeXi0nT2bT0XECqbQdR0cL3N1t8PDovYDy9/fHzOz+MyAHi5OTExJJB21tzZiZDa71/lBhZmbF/PlP8dFH5w0txWCcP78dd/cxOo103jB/eXmpbNmynz17/sjChROIj4+/af4SExMJCgpCLpfrbN+7ceHCBSZPntyvc1xdXXF1dUWlUnHt2jVSU1M5deoUXl5eFBYWMnfu3AFpSUpKwsjIiLfffhvoTbdbvHgx9fX1nDt37mYEZty4cQP63RQWFrJ7926WLFky6BEY3t7eABQUFOjEBDU1NXH16lXy8vKoqqrC3t4eDw8P4uPjcXd313sn0/thbW3N/Pnz2bt3L08++SQWFrrLwhlOSCQSJkyYwLlz53Ri+vLz80lNTeX69euYmpoSEBDAhg0b7tqc6cqVK3pr3CQiItKLaPqGAb1tpsswD5mHlhrcBP1eHMfELMbFJYj9+/8f5ua2REVN0et+Ir2MGzeffftS2b17D8uWLe3zeW1tbezevZejR9PRat1QKmcwY8ZYLCxunzN1J1paGqiqKqa0tJysrHI6Os7Q3b0NCwsZTk4WeHjY4eXlgY+PD25ubjpPsbGxMaGurnzEmD4AmcwIkNDZ2Y5CMfCGELpEo9XSg5oeNHSjpvvG37Vqer79/240vX/X3vI4vY9boSBIYocblvec/1lYmEVDwzXmzfurXp7HjVEPBQVpbNu2j92732Dx4onExsaSlZXFU089pZd9b6WsrIzm5uYBd8qUyWSEh4cTHh5+M/0zMzOTTZs2ERQURGRkZJ8j7DU1NRQXFxMXF0dYWNh3olleXl5ER0eTl5fHxYsXOX/+PGFhYUyePLnP5q2zs5Pdu3cze/ZsAgICBvR8v09oaCipqamDMn0qlYqDBw+SmZmJt7c3Y8eOxd/fHxMTE51o1CWhoaHk5+eTkJDA+vXrR23tWUREBGfOnCE7O/tmnWt/yM/PJy0tjYKCAhQKBQEBATz88MN9MnNiIxcREf0jmr5hQHZ2NiqVNVVG3Si0UuzQ/5eei4s/kyc/wdmzX+LlFYS1tX6iiyL/QSKREBOzgYSEPzNhwvg+XRTu3buPnTsvIJWGERHxM1xdffu9r4WFDRYWNvj5/ecCV6PRUFtbRnV1KVevlnHxYhkdHZfQaptwcLDA1dUKb29nPDw88PX1xdraut/73sDBwYyGhko8PPTfmEOXSKVGdHV16Mz0abTamwas+xYz1mva/mPkulHTo9XcdqyK+zeTMEKCEVLkSJEjwQwjrAUFMiSUa1s4rSnBHCMCBTt8BRuM7tAh+NKlHXh7T8TMzEonz/tu+PiE4+MT/q3528/mzW/g7W2Oubn+643T0tLw9/fXycX7remfFRUVJCYmsmnTJiwtLW+mf97rOSUmJjJt2jQWLFhw12NuzBesqKjg0qVLfPDBB3h7ezN58mRcXV3vqW/r1q14enrqdBRETEwMH3zwAe3t7QPqkllYWMiePXtwcHDgmWeeGdTny1CxYMECPvroI06fPs306dMNLUcvSCQSoqKiSE5O7rPpU6lU7Nu3j7y8vJtG76GHHup3WYFGoxFNn4iInhFN3zAgNTUNmbEXhdoWPATLmznu+iY4eDK5uWc4cWIzy5b9cEj2fNBxcvLA1nYW//rXRl555ed3Pa60tJQPPviS0lJLoqJewsOj/3dd74VEIsHR0R1Hx+82Q+joaKWyspi6unIKCkro7Eyks3MXZmbg5GSJu7sNnp7ueHt74+np2aeh825udqSkVOtU/1Agkcjo6elArVajUvXQo+mhS9NDp7qHLq2Kbq2KLu1/jJlKUNONlh5Bg1rQopJoUUsEVBJQSwW0kvu8r7VaBJW690+PGqFHBT0qBJUKobsHeU832u4e6OlG292F0NONtqsbTVdX7896OulR95rIVq0GtVqFVqtCo1Gj1arRokLmFUznmElctu7hqrYaX8GGQMEOc6E3ZTA7+wqtrYUsXfrSEPyGe7lh/rKzk8nNPcRLL73BggXjmTt3Tp9eX/1FrVaTlZXF2rVrdb62s7MzS5YsQaPRcO3aNa5cucKZM2fw8PAgPDz8tiHhGo2GrKws1qxZ0+f1ly5dSnNzM5cuXWLLli2YmZkxduxYoqKibjOxZ86coa2tTec1kpaWlri4uJCamsqkSZP6fF5nZycHDhygoKCAmTNnEhUVpVNd+kQmk7Fq1So+++wzPDw8bqa5jjaampqwtbXt8/FHjx6loaFhQEbvVsRIn4iI/hFN3zAgMTELiXIcPWhw1XNq5/eZOfMZvvrqF1RUFOHsPPgGIyL3Z9y4hRw4kMKRI0eIj4//zmNFRUUcOnSMs2eLsLefw8KF85FKdX/hezdMTMzx9g7B2zvk5s80Gg319ZXU1JRw7VoFSUkldHSkoNU2YmdniouLFV5eSjw9PfH19cXO7rt1YK6urly4MLzmFDZru2ihm9rGGqobK2npaqFb241aokEjE9DKZEjmLmIf+QjtZQhyYwT5vT8utRo1dHf3/unphp4e6O5CUPVATw/CDQPXo0Ki7kHo0SBV9xq7qtIcjCVaHB0DkUplgIBEIkUqlSGRyJBKZQiCBEGQ9P5MaoEgkyI1l3z7uBEymQxB6D3OyMgYmUz27X8VSKUyjIxMaGysJPH4VlqlauTj48lWasgW6nDHkiCJPZcvJ+DvH2eQlNbAwGgCA6MpLExn58597Nv3BvPnj2PevLk6NX/5+fkoFAq9NjiSSCSEhoYSGhpKe3s7V65c4ezZsxw4cIDg4GAiIiJwc3MjJycHMzMz3Nzc+rW+paUl8fHxzJgxg/T0dJKSkjh9+jTjx49n3LhxyGQyamtruXDhAg8//LBe6uLGjBnDuXPn+mz6UlNTOXr0KB4eHjzzzDMjsjbO3t6e+Ph4du/ezZNPPjkkUemhprS0lDlz5vTp2MrKStLT03niiSf6ZRTvhFarHbIb3iIiDyqi6TMwvQ0BylFFWCGlGWeG9kvE3NwGV9cwkpL2s3jx80O694OKXG5MRMRDfPXVWzQ0NJCSUkhtbRs9PRp6ehTY2IxlypTHsLV1NLRUoPcC1t7eBXt7l+/8vLOznerqEurqyjh1qozOzlQ6OvZjYqJGqbTEzc0KLy93jIyMaG8fHqavR63iTH0m5TYCCAJYApaWgCVoNMg0INMKGAsyjCVGvX8EGXKkGCH59r9S5MJ/UihvpFNKJQKCkQAD6I+zd++/MTZWEx//rK6f8newsrLD0zOUiop8zp/fSFNnIzbj51PuJVCsaUYzcwpu9lFotNp71v3pE2/vMLy9wygsTCchYT/79/+R+fNjdGb+rl27hr+/vw6U9g1TU1NiY2OJjY2lqqqKxMREvvnmG8zMzGhraxvw+AQAqVRKZGQkkZGR5OXlce7cOc6fP09UVBQFBQWMHTtWb+Y2ODiYgwcPUlpaek/TWlNTw549e+jo6GDJkiUjvgNmZGTkzfTUdevWGVqOTmlpaaGpqalP4zA0Gg0JCQlMmjRp0IYPel/LXV1dg15HRETk7oimz8Ckp6ej0dpRIWnHCXNkwtAXiI8fv4odO16jubkRS0vrId//QcTLK5iysngOHSrBy2slY8e6Y2xsgpmZ1YhpEqBQmOLhEXhb6ml9fTXV1cXk5ZWTmlpKe3sJJSW57N37EQsXDq5d/ECpqSknMe04tQEOSJ1dkJdVECRzxMM5CPm3Zk4qNdzvXSKRolJ1Dtl+zs6+rFjxClVV1zl/fiP1p8vQegVgGTOF80IlqZo6AgU7/AQb5Heo+xsK9GH+1Go1ubm5PPnkkzpW2zeUSiWLFi1Co9Fw9epVvv76a50NZL9R91dSUsLp06dJS0vT64B7iURCUFAQqampdzR93d3dHDt2jLS0NMaNG0dsbKxe0nUNwaJFi/jwww85c+YMU6aMnkZoBQUFKJVKZLL7XxqeOXMGmUzGxIkTdbK3TCajs3PoPgNFRB5ERNNnYI4fP4vEOow2eggTHAyiwd7eDRsbN06d2sqiRYa5KH8QiY1dZWgJesHW1vG2KGVjYxW7dr3B7t0fsGDBM0NWu1FcnENi4m4ajFsxnbkIIyM54wVXfD10c6GtK2QyY7q6God8X6XSi2XLfktNTTGHD39My9f/xDp0PPIxk7kiryRNW42vYE2gYKfz2aF95fvmb9++P7BgwfgBmb/CwkLMzc11EpkYDBKJhLa2NqKionTexMTd3Z3169czbdo0du3aRXFxMatWrdLLGIzx48fz6aefMm/evO+8pzMzMzl06BBOTk489dRTBv996xqZTMbq1av59NNP8fT0HJJB8UOBiYkJdXV1NDc337M7bH19PZcuXeLhhx/W2U1KqVQqmj4RET0zMkIKoxSNRsPJk+ng2vuF4SoYrsYhPv55Kisvkp5+0WAaREYv1tZKVqx4ncbGa+zZ8wFqtVqv+5WXX2fLlj9z8NBfkUQGYTJvJZbGlsyX+eMr6duoi6FErVYbtImBg4MH69f/njVr/heLZgUVG99BduQA1q095Gob2KXJ5aS6iCptG1qt1iAavb3DWLDgF/j5vUBCQg0//vEb7N69h56enj6vkZubi4eHhx5V9p20tDQiIiL0tr6bmxtPPfUUMpmMjz76iMbGRp3vYW9vj7GxMeXlvenbjY2NfPnllxw9epQ5c+awbt26UWf4buDg4MCMGTNISEjQ++fZUBEQEEBISAhff/31PQ1YQkICUVFROk0dlsvltLW16Ww9ERGR2xFNnwFJSUmhvd2aGrkKO0wwEQyX+mJtrWTSpIe5ePEzamqGR/2VyOjC3NyGFStep7k5j1273tPLhVJXVycHDnzB3r1/xMLRDs/HfkG7tyc+EmvmSXyxFhQ631MX9PS0olAYvimElZUd8+Y9wkMP/RkHIw9Kt/4L7a5vUNZ1UkM7RzSFHNDkU6hpRK29/wgJffAf8/dDEhJqeOmlP/bZ/BUVFQ1o/piuqaiooL29Xe9ajI2NWb16NcHBwXz44YdkZGTofA8bGxuqqqo4evQoH330EUqlkmeffZaQkJD7nzyCycnJISsri9zcXK5cuWJoOTpjzpw52NnZ8fHHH1NTU3Pb40lJSXR0dOh8bIVo+kRE9I9o+gzIkSOnMbYKo44O3AwY5btBaGgcnp5R7N//Nu3trYaWIzIKMTOzYtWq12lrKyQh4V2dGr/c3DS+/voVGhszmLb6N7RNmUK9pJuJgiuTJG4GqZftK93dbZiYGP4z4AZmZlbMnLmGDRv+ipvdWIr3fEnH5o9wLm1EhZZz2lISNDmka6rp0qoMotHbO4QFC36Br+/zN83f3r377mr+GhoaaGlpGRat9hMTEwkJCRmS6K4gCEybNg1jY2M2bdpEamqqTtc3MTFh165dlJWV8cgjjzB79my9dAsdDnR2dnL27Fnee+89Dh06hI+PD0uWLKGgoMDQ0nSGRCJh+fLlRERE8Omnn7Jjxw7q6+sBaG5u5sSJEyxYsEDn9ZnGxsa0t7frdE0REZHvItb0GYj29nZOnszEKOgxoGHIRzXcjfj4Z9mx4w/s2vUmq1b9CplsdBTeiwwfTEwsWLnydbZvf5WdO99m6dIXB/U6U6l6OHJkEyUlpwkJnYfFxKkkaWuwxJhZEq9hG927lZ6edhSK4fEZcCvGxgqmTVvC5MnzuXz5BFkndgHtuI9fgibAn1RtNenaGnwEG4IEOywNUPd3a83fjh372Lv3DRYvnkh8fPx3Lkzr6upQqVSUlJTg6Wm48TQajYacnBweeeSRIdtz//79WFpasmzZMnbs2EFjY6POIjX29vZ4eHjw6KOP6mS94UhRURGXL18mPz8fV1dXZs2aRUBAABKJhKamJj788EN6enpGTaMaiUTClClTiIiI4OzZs3z88cd4eHjQ0dFBcHAwXl5eOt9TLpfT1NSk83VFRET+w/C99T3KOXLkKBqNDzVGKswwwprhc2d08eJfAq06j8SIiNzAxMSCFSteo7OzlJ0730al6ntd1q3U1JTz9dev09CQzuLVr9ExYSxp2hq8BWvmSXxGhOED6Olpw9TUytAy7opMZsSECbPZsOFPREauoyL5NMWf/RnllWw8tBbkaxvYrcnluLqISm2rQer+etM+f4mPz/Ns3VrOSy+9wf79+29G/vz8/LCxsdFLbVt/uHjxIg0NDdTW1qJS6T9KmpKSQl5eHmvXrsXT05MNGzaQkZHBrl270GgGn6Lr4eEx6r4nuru7SU5O5quvvuKvf/0re/bswdzcnKeeeor169cTFBR0s4GJlZUVFhYW5OfnG1i17rG0tGT+/Pm88MILtLS0UFhYeNtsWV1hbGwspneKiOgZMdJnIHbuPIWD02xyaMVPsBlWQ0llMmOWLv0tW7e+wt69/2ThwucM2mRCZHTSG/H7Azt2vMqOHW+yfPnL/Yr4lZYWcPDg/+HpGUHYrPWc1ZTSg5qJgis+gvWwek/dD5WqE3Pz4d/wQiqVEhU1haioKWRmJpKaup+2lAO4+U7AftJsiozaOappwRoFQYIdXoIV0iFOq/XxCcfHJ5yCgjS2bdvH3r1/ZNGiiURHR9PS0kJoaOiQ6vk+OTk5hISEcP78efbt24evry+RkZH4+vrqfK+KigqOHj3KmjVrMDU1BXojc48++ihbtmzhiy++ICoqCi8vL6ysBnbTQalU0tjYiEajGTHjZu5Gd3c3Z86cITk5GUdHR/z8/IiPj8fB4d6dtX18fMjNzdXriAxDIpFIaG5uZsOGDXpL3VUoFKLpExHRM6LpMwDZ2dkUF6twjnFCTcmwSe28ld5IzO/Zvv137N37IQsXPisaPxGdo1CYsnz5a+zY8Ro7dvyd5ct/0ifj12v4/k5g0DQsJ8VxVHN9RKVzfh+VqgNT0+H3OXAvQkLGERIyjsLCa1y8uJPMf7xIQPBsguJWcF3ewQVtGSnaSgIEO/wFWxTC0H7d3Gr+tm7dx9dfHyUw0NagNwNaW1upqqrixRdfxNTUlJqaGtLS0jhw4AA9PT34+fkxZswYXF1dB71XR0cHO3bsYPLkybeNFDA3N2f9+vWcP3+etLQ0Dh06hEwmw9HRERcXF7y8vHB3d+/TvDZTU1NkMhlNTU3Y2Ay/zrh94Vaz5+rqyrp16+45cP77RERE8PXXX48K43sn9u7di4+PD35+fnrbQyaTodFo6O7u1st4EREREdH0GYTDh09gZhZOudCKkVaCI6aGlnRHzMysvr0gf52EhHdZsuQFscZPROcoFKasXv06W7e+yrZtf2XZsp9gbHx341ZTU87Bg2/hEzKFrvHjSNNW4yVYMV5wwchAg8QHg1qtRq3uwsLC3tBSBoS3dzAXL27Hw2Mc3R1azn35e7x9JjFlylIKZK1c/bbuz1uwJkiwG3JTfsP8Xbt2mezs/fz0p39k2bKpzJgxY0h1QG8DF29v75tRNwcHB2bOnMnMmTMpLS0lPT2drVu3IpFICAgIYOLEiQOOwO3atQtHR0cmTZp0x8eNjY2Ji4sDeusMa2pqKCkpoaKigkOHDtHQ0IC1tTVOTk64ubnh4+Nz1/ELFhYW1NXVjTjT19nZyblz5wZs9m7g5OSERCKhtLR02IwE0RU5OTmUlJTw7LPP6n0vuVxOe3u7aPpERPSEYKiZSwMhJiZGm5SUZGgZg0KlUrFq1Y9wc3+KI2Z1KAUzpkiG92DXjo4Wdux4DZnMgcWLX8TExMzQkkRGISpVF9u2vYZWa87y5T+9o/Fraqpjx44/4RgWQ8eYKHpQEyM44zvMUqT7Q3NzI19//TOeffbfhpYyIE6dSqCw8AgPP/xXZDJjiotzuHBhGy0tBfj4TCF00lIK5W0UahtRo8UJM4Ik9rhgbpB/s+zsy+Tk7MXGpo4VK2YwZcqUIdv7vffeY/bs2QQEBNz1GI1Gw/Xr10lPT7+ZChoXF3fTKPaFM2fOcPXqVZ5++ukBX0B3dXVRUlJCaWkp5eXlVFRUIAgCDg4OuLq63hxKLpfL+eabb/D09GTChAkD2muo6ezs5MyZM6SkpODm5saUKVMGZPZuZdeuXSgUCubMmaMjlYanu7ub999/n1mzZhEWFqb3/RITE1m8eLFOIt0iIg8qgiBc1mq1MXd6TIz0DTFXrlyhs9OOHgszOjVVuDJ82rTfDRMTC9as+SPbt/+BHTv+ytKlL2NmNnybToiMTGQyY1aufPWW19lPvnODob29ld173sJ84hQa/f2wQMJMiRc2IzCd81ba2pqQSkfmR3FpaQE5OXuZP/+nyGS9tT4eHgF4ePyagoJ0Ll3aRcHGX+LnN50lU1ZRIDSRo63nhKYIS4wJEuzwFqyHdJxGYOBYAgPHkpl5gY8+2seuXadYvnzGXSNiuqKkpASVSnXfFDmJRIKPjw8+Pj7U1tZy6tQp3n//fSIiIpg6dSoKxb1f74WFhVy8eJHHHntsUBETY2Nj/Pz8vqP3RjSwrKyMI0eO3IwGtrS0jIjOle3t7Zw+fZq0tDTc3d156KGHdGYwQkNDOXjw4KgyfQcOHMDJyWlIDB/8J9InIiKiH8RI3xDz+ut/ITXVnc4AHzK1NayUBGM8QlLS1Go1u3f/P5qbm1m06CfY2joaWpLIKESl6mLHjj+iUslYtuxnmJiY0dXVyfZ978DEaDSOyhGdzvl9CguvcerU+zz22NuGltIvVKoevvrqVdzdg4iLu3u7/pycVBITt9PTU8fkyY/g6z+OYm0z17S1NNCJMVL8BVsCBFtMhKE1DhqNhoyMcxQWHsDRsV2v5m/nzp2YmpoOyBRUVVVx8uRJiouLGTt2LLGxsXc0dC0tLXz88cfMmDGDiIgIXci+JzeigUlJSTQ3Nw9JCuBAaGxs5OTJk2RnZ+Pr68vkyZNxdnbW6R4ajYb/+7//47HHHrtv45eRQH5+PgkJCTzzzDNYWAzNzen09HQiIyOJiooakv1EREYj94r0jb6K42FMe3s758/n4eERRqm2GUfMRozhg97OfcuW/RoHBxcSEv6HkpI8Q0sSGYXIZMasWPEqRkZqduz4G21tTSSc34Rm9nQEBycmCC5MFtxGheEDaGtrHpGRviNHNiGTqe5p+AACAiJ5+OHXCApazOnTX7Bz+x+wae5ivsSXeIk3DpiSrq1hpyaHc5pS6rUdQ/QMeqNq4eFTWLTodczMVvDPf17kV7/6Hy5duqTTfVQqFbm5uYwZM2ZA5yuVStasWcO6deuoqKjg3Xff5cyZM98Z+aDRaNi5cyc+Pj5DYvjgP9HA6dOn093dPSR79oeKigo2b97Mv/71L2QyGU8//TQrV67UueGD3teSp6cn2dnZOl97qOns7GTXrl3Ex8cPmeGD3g6ezc3NQ7afiMiDhmj6hpDk5GTAFbWJMU104SoM/9TOOzF//o8ICJjMwYN/IS3tnKHliIxCpFIpy5e/grECvrr6Dd2xMZgrrJgr9cVPYtgOjLqms7MNudzE0DL6RXb2FUpLzzBv3k/6fM7EiXNZt+6PKBSubNnyWw4ceBd5YzPTpZ4skfjjL9hQom1mvyafI+pCSrXNQzbv71bzZ2q6gn/845xOzV9GRgb29vaDjgC5ubmxfv16li9fTkFBAe+99x6JiYloNBpOnDhBe3s78+fP14nm/uDg4EBzc/PNmYiGpqioiM8++4xNmzbh4ODAD37wAxYuXHjXRjS6IjAwkNzcXL3uMRRs3759SG8e3EA0fSIi+mXk3V4ewVy6lIJC4UOZtvdDzW2Emj6A2Ng12Ni4cPbsJ9TUlDJz5hpDSxIZZfRItKhi4zGxt8RVZUKs3GvURPdupbOzDZls5NQldnS0ce7c50RFLcHGpn8REzMzKxYufJry8nguXdrNli2vYGXlQFjYHGJC44jQKsnT1pOtreekphgL5AQKdvgKNkNS93fD/IWGTiYj4xzvvbePbduOsHJlPOPHjx/wuikpKTqti/L29sbb25u8vDxOnjxJQkICEomEn/70p30as6BrZDIZpqam1NfXo1Qqh3z/G2RnZ3Pu3DmampoYP34869at09tcuTsRFBTEgQMHaG1txdzcfMj21SXnzp2jsbGRlStXDvneCoWC+vr6Id9XRORBQTR9Q8iFCzk4O6/nsrYFK4yxEIbuy0gfhIRMwc7OjQMH/srWrcXMn/+M2OBFRCe0a3vY1ZmJysaU8A4zIsy8RlV071a6uztGlOk7duxrzMzMiIlZPOA1XFy8WLbsR7S1NZGUdIKkpL1curQZd/cxxMQsJcgqgGJtM1naWpK0FVzVVuEn2BIo2GE6BHV/dzJ/27cfYcWK/pu/5uZmqqqqWLNG9zfG/Pz8MDEx4R//+AeCINDc3Iy1tbXO9+kL1tbW1NbWDrnpU6lUXLlyhcTERLRaLePGjSMyMnJIzd4N5HI5Tk5OZGVlERNzx5KaYYtGo+H48eOkpKSwfv16g/z+TExMxEifiIgeEU3fEFFcXEx9vRZPP0eqNdcIFkbmTK7vo1R6sXbt/+PAgb+zefMrjBu3lvDwyYaWJTKC0Wi1HGnPRiVVE14lEOnubWhJeqWjow1j45ExBiU3N43y8vOsXv1HnaxnZmbF9OlLmT59KdnZV8jIOMU33/wWGxsXQkPnMC9kCjXadrI0tVzT9v7xEKwIFuywE/Q/3/RW85eWdob33jvQb/OXlJR005zpGpVKRUJCAkuXLkWhULB161YeeeQRgzQSsbS0HNIozY0Ze6mpqVhbWxMXF0dQUJDBh6MHBASQl5c3okxfe3s733zzDRqNhsceewx7e8NcnygUClpaWgyyt4jIg4Bo+oaIy5cvo1D4Ua5tQQu4CZaGlqQzFApTli37LVevHiMx8TOys88xffp6HBxcDC1NZARyoS2fFhNwud5IpO9MQ8vROypVO+bmwz/VW6Xq4dy5LwgNnYe1te6jOYGBYwgMHENTUx3Jyce5eHE7x469jY9PLOHhsxnjFkC2to48bQNF2iYcMCVIYocblkj0HAWWSCRERk4jLGwS6enn+cc/+m7+rl27xty5c/Wi6/Dhw1haWt7U0NraysaNG3nyySextBza7xh7e3saGhr0vk9zczOnTp3i2rVreHh4sHLlymE1ED0sLIzTp0/T1dVlkGhZf6moqOCbb77Bx8eHBQsWIJUaLoVeKpUikUjo7Oy872gSERGR/iOaviHi7Nk0rKzGUEoLCqTYMbIaN/SFiIiZ+PuP48SJj9mx41WcnWOYOHHxsDV/arXaoF9wIrdT0FlNoUknJmWVzPSNN7ScIaG7uw2FYvgPIz5+fAtyuZbJk1fpdR8rKztmzFhFVpYPp069j1ptwqFD7yORqFAqA4kKmobWy4NsbR2nNSWYY3Sz7k/fNZ9SqVG/zF9RURFqtRofHx+daykqKiIzM5Onnnrq5s8mT55Ma2srX375JU8++eSQXjg7OjqSn5+vt/UbGxs5fvw4eXl5BAUF8fjjjw/L0Qjm5uZYW1uTn59PSEiIoeXck+TkZI4dO0ZcXNywiUzemNUnmj4REd0jmr4hoLu7m/T0UoJDV3JJW4yHoP8704bCxMSC+fNfoqGhgjNnNrJz5yvY2YUTHj4Tf/9wg+lqaqqjsrKYqqpiGhpKaWq6Tnt7DWZmTtja+mNl5YhMJqenpxuNprcNurGxKZaWtnh6Boi1ikNAk6qd89pShKZ2lrqP/gjfDVSqdkxMhnfkv6Qkj+vXj7Ns2e+GbM+srLP4+IwjPv5Z1Go1BQWZ5OYmcfbE50AndvY++I6dSZOTCZe1lVzVVuMr2BAo2GEuDHwoeV/4vvm7W9rn5cuXCQkJ0XnKYXd3N7t27WLGjBm31fDNmTOH9vZ2Nm7cyGOPPTZkjV0cHR31Eumrra3lxIkTFBYWEhYWxnPPPTfkUcz+4uPjQ25u7rA1fRqNhoSEBEpLS1m3bh1ubm6GlnQTIyMj2tra9N5pVUTkQUQ0fUPA1atXAUeajaFHo8F1FKV23g0bG2cWL/45TU11JCZu4/Tp9zh3zhxn5zH4+0fj4RGg8yhbV1cnVVXFVFeX0thYTXNzJe3t1XR01KPV9qBQmGNhYY+1tRshIWtwcwuisPAKxcVpVFenoNWqkEiMkEhkgIaeni46O5s5fboJc3NX3N3HERMzE1PTkdmVbTij1mrY35gKZsbMt4xEOgSdGocLPT3tmJoO35sKarWaU6c+w99/Cg4OQ5NG19HRRnX1VaZMeRXoTfvy9w+/eeOosDCL7OxEsg5/hUrVgo1vFIrI8WRbasgW6nDHkiCJPfaY6LUB0L3MX3R0NPn5+TzxxBM63/fAgQM4ODgQHR19x8cXL17M5s2b+eabb1i/fr3O978Ttra2dHd309HRoZP6xaqqKk6cOEFJSQkRERE8//zzQzozbjCEhYWxceNGNBqNwWsMv097ezubN29GJpPx1FNPYWqq/9rY/nAj0iciIqJ7RNM3BCQlpaBQ+FGqbUGCgDMPjmmwsrK7eac+J+ciublnOHHiDCqVFktLD2xtvbG3d8He3hU7O6e7GiqVqofW1iZaWhppa2umtbXx2z/1tLVV0d5eQ3d3E3K5CSYmVpia2uLg4IqdXQzOzr53bS0fEjKNkJBp93wOnZ3tZGaeJDf3FBs37sXFZTwxMXNRKofP3dGRzo7Ck6g9HRjXZYuNbGRc2OkKlaoDMzNrQ8u4K2fP7kGjaWbq1A1DtmdWVhKCoKamphh7+9vfZ97eQXh7BwGPUFpaQFbWRbK/+idak24cJi+h1MefYpqxw4QgwQ4PwUqv2RV3Mn8mJlsJDXXXeVOM/Px88vLyeOaZZ+6hR8rKlSvZtGkT27dvZ8WKFTrVcDcsLCyora3F3d19wGtUVVVx7NgxysvLiYyMZOHChSNu/IFSqcTIyIji4mK8vLwMLecmN4bV+/r6Grx+727IZDJaW1sNLUNEZFQimr4hIDExFzv7eVzUNuOE+ZDMmxpuSKVSgoMnExzc29mztraU/PwkqqpyycpKoaOjmZ6eTkCCVGqEIMgALVqtGrVahVbbW38nk8mRyYwxNjbD2NgcU1NrnJwiUCp9cXb2RSbTfeG8QmFKdPR8oqPnU1V1nYsXv2HXrt9jbR1IREQ8gYFjdL7ng8SZoiS6PB3oyUiltLaTgJlP3f+kUYRK1YmFxfBMZaqpKScnZx9z5740pBeIISETaG5u5Pz5zVy8+Dlr1/4FE5M73wxwc/PBycmdoqKzjI1eT0NFHaXJ34CPB51jp3JWUsoVbRXRghMeguWQRf62bn0VV1fd1mp2dnaye/du4uPj7xv1MjY2Zu3atWzcuPFmh099Y2VlNWDTV1NTw5EjRygvL2fMmDEsW7ZMLx1PhwovLy/S0tKGjenLzMxk7969TJ8+fVAzJ/WNOKBdRER/iKZPz7S3t1NUVI/vWEdauU6IMPwKzw2Bvb3bHe/gd3S00NnZSnd3FwByuTEKhTlyuemwuCupVHqxZMkvaWtr4uLF7Zw9+08uXbIlIGAGY8fGIZPpf4bYaCK/qoDrjgJmHSomKqexP+n/OHr0I2bNetrQ0oYElaoHjaZn2Nb0HT36MW5uEbi7D21tkrGxgunTl2JlZcelS//GyOjeNXpZWcnIZAJRUTMAUKuXc/DgZ1R8/ndilr5MuY2UM9oS3LQWjJO46H3WX2trMwpFA3PnPqfTdffs2YOHhwcRERF9Ot7U1JSHHnqIzZs388knn7By5Uq91sNZW1tTV1fXr3Nqa2s5evQopaWlREZGsnTp0mGXcjgQpk2bxueff86///1vJk6cSHBwsMFSPU+ePMnly5dZuXKlXpoK6RITExOampoMLUNEZFTy4IWchpiMjAyMjJyplHQA4Co8WKlr/cXExAIbG2eUSi+USi9sbJwxMbEYFobvVszMrJg58wkee+w9QkOnkpu7n88++ylHj26mo6PN0PJGBF2qLs5LSpAIUmabheCsdGfx4l9QXJzB4cMfGFrekNDa2oRUKht2r2+As2f30tVVSXy8YQy4StVDauouYmLW3DeCn5NzDlfXqJv/L5VKWbDgSQIDl5K48++4Z5UyRnCiglb2aHLJ0dSj1Wr1pv3atXNERjphZqa7+YtpaWmUl5czf/78fp1nbm7O448/jrOzMx999BE5OTk60/R9HB0daWxs7NOxtbW1bNmyhU8//RRbW1t+8IMfEB8fPyoMH/RGPX/4wx8SGRnJyZMn+eCDD7h06RI9PT1DpkGj0bB9+3YyMjJ49NFHh73hA3FAu4iIPhEjfXomLS0TudyTMm1vfYm+7zCLDC1SqfRm6md+fjJHjryNs7M3ISHDN31muLC/8jKCsx3TJB43uy06OLiwePEv2b37rxw8+D5z5/7AwCr1S2trM1Lp8PtMqKkp59q13cTH/0AvKdN94eLFQ0ilPURH39vk9DZ9SSE29rXbHpsyZSG2tg6cO/cJAXXlLJy6kkuachK15VzXNjJR4oqloPvnV119kXXr7l0r3B+am5s5ePDggFMepVIp8+bNw8vLi3379pGfn8/s2bN13tnTwcGBK1eu3POYW7txRkZG8vzzz4+4mr2+IpFIiImJISYmhqysLM6dO8e5c+eIjo5m3Lhxek1f7ezsZNOmTRgZGfHEE0+MmFRZMb1TRER/iJE+PXP5ci6mdm7U0iFG+UY53d2dyOU2BAaONbSUYU++qo42Z0uU9V24fa+brb29M0uX/oqKinz273/HQAqHhra2JoyMht8A5960znC8vCINsn9HRxtZWfsZP35dn463tg7g2LE7R4dDQsYzb94vyM9P5MSed5mOOxMFV5roZK8mj3RNNRodRv2Ki7MxNW28a2fNgbBz505CQ0Px8/Mb1DpBQUE8+eST1NTU8OGHH1JUVKQjhb0olcq7RvoqKir46quv+PTTT7G0tOQHP/gBc+bMGbWG7/vc+N0vX76c4uJi3nvvPQ4ePEhXV5fO96qvr+ff//43dnZ2rF+/fsQYPuitRe3o6ECtVhtaiojIqEM0fXqku7ub3NxKeuxtAHATTd+o5urVPXh7TxuWqXrDiSZtFxc1ZWirK5lpf+cLY1tbR5Ys+SVVVUXs3//WECscOtrbmw0WSbsbZ87spqurymBpnb0aErCwsCYgYMJ9jzUxMWPVql/S0lJHU9Od68nc3HxYseK/aW5uZtvWV3DpkrFI4o+bYEGqtpr9mnzqtINvE19fX01q6k5iYwMHvdYNioqKaGxsZOZM3cyutLS05NFHHyUmJoatW7eyZ88eOjs7dbK2qakpMpnsO8avqKiIL774gk2bNuHk5MQLL7zwQJm97+Pp6cmGDRt4/PHHqamp4dNPP6W2tlZn6xcVFfHpp58SHh7O0qVLR9z3kSAI4tgGERE9IZo+PZKVlYUgOFAp6cQUI6xRGFqSiJ6oqrpOc3Mt48Y9OEPFB4JKq+G0phhtTzfeFR33bKNva+vIsmX/RXV1GXv3jk7j19HRhrGx7uq+BktNTTlZWXuIi3veYGa0vr6a69dPMGXKY30+RyYzwtjYioaG0rseY2Vlx6pVv8bISMk33/yGtroqpko8mCbxoAsVBzUFXNZUoNJqBqz75Mk/ExdnzJo1qwa0xp1ITk4mJCQEY2Pd/nuMHz+eZ555hvb2dt577z2OHTtGd3f3oNe9MbYhJyeHjz/+mJ07d+Lt7c2LL77IjBkzRk3N3mCxt7dnw4YNBAYG8vnnn5OVlTWo9bq7uzl+/DhbtmwhPj6eadN0l1481NwY0C4iIqJbRNOnRzIyMpHKPamgFTfBQq+twkUMy6VL23BxGY+Z2fAdsj0cSNSW06TtovPEPiZEzLnv8dbW9ixb9ivq6srZs+dvQ6BwaGlvb8bIaPiYviNH/o27exSenqEG03DmzFacnPxwcfHv13lyuTnNzffuHGlsrGDFipdwcZlIQsJrXL+eirtgySKJP76CDVnaOvZqcqnQ9n9OWGrqAeLinHnssQ0YGemmTjM5OZnCwkKdporeiqWlJWvWrGHt2rVUVVXx9ttvc/To0UFF/hQKBZs3b+bQoUOEhYXxwgsvMGXKFJ2b1tFCXFwcixYtYs+ePZw4caLfDYa6u7s5duwY77zzDhUVFTz00EN97u46XJHL5aLpExHRA30yfYIgWAuCsFUQhCxBEK4JgjDpe49bCYKwWxCEVEEQMgRBeOJ+5wqC8Jdvf3ZVEIQdgiBY6/SZDQMuX85Bq3RDjfa2uiWR0UNHRwulpSmMGRNvaCnDmnxNAwXaRozzS3vnVfYxkmRlZcfSpb+kvr6WXbv+n55VDi2dnc2Ymg6PGwVnzuylu7uaWbOeNJiG0tICqqqSmTat/7MajYzMaG9v7NOxs2c/TETEOg4ffperV48hF6RMkLgSL/FGQOCY5jrnNaV0aVV9Wq+trYmsrN2Ul1dRWFjYb+134/z58yxatAhbW/3OcXRzc+Ohhx5i3bp11NbW8u6777J///4BDcm2tLTExcWFH/zgB4wfP15nBng0ExAQwJNPPklmZiabN2++q+nu7u6mqqqKrKwsTpw4wWeffcabb75JVVUVa9asYf369TqfDWkIZDKZaPpERPRAX1t3vQUc0Gq1qwRBkAPfz8/4IZCp1WoXC4LgAGQLgrBRq9V23+Pcw8CvtVqtShCEPwO/Bn416Gc0jCgtraPN1RQZXTje9isTGS10dbWjUJixf//f8fScyLhxc7CysjO0rGFFg7aTRG05diojSs8kMHn+T/t1vpWVHcuW/YqEhP9HQsL/snTpf+lJ6dDS1dWCvb2noWXQ0dFGdvY+pk9/0qA1hufOfYO39/gBvX+MjS37bPoAxo2bhYWFDadP/wMHB0+cnX1RCmYslPiRpq0hU1tDubaFGMHlvkPdL13aiY3NGFpaQnj11Y34+spZunQOUVFR/X4eNygqKkKtVg+6eUt/cHNzuxn1u3DhAu+//z52dnbEx8fj4eHRpzU8PT1pb28fcbVkhsbW1pann36ahIQEPv74YyZNmkRjYyNVVVU0NDTQ1tZGd3c3FhYWmJubY2trS0REBH5+flhYjK5+AWIHTxER/XBf0ycIgiUwDXgc4Fsj9/3Efy1gIfR+K5oD9YDqXudqtdpDt5x/AdBdEcQwoLu7m5raNqq9unERzJEKYibtaMXaWskTT3xAXt5lUlL2sHnzUWxsAvH1HU9o6ASMjR/sWs4erZozmmJkGoHqhE24uYb1O3UPwNLSmhUrfsWOHX9l584/sWzZr/Wgdmjp7m7B1FS/UZy+cO7cHszNrfDzM1zn2dzcNFpaCliy5McDOt/Y2JyOjpp+nRMUFE1FxXwOHXqThx/+KzKZMVJBQpSgxFNryQVNOWe0JbhqLRh/j6Hu169fZMKEJwgJGUdX11zS00/z5ptHcHTcw+LF05k6dWq/n8/ly5cJCQkxyEBvpVLJ0qVLqays5Mc//gOHDuVjZyfHz8+OiIhgYmJisLK6c4Ta0dGR8+fPD7Hi0YFcLickJISNGzfyr3/9i3nz5uHr64u9vT12dnaYm5sbbMD7UCLO6hMR0Q99ifT5ADXAJ4IgRAKXgZe0Wu2tsfd3gV1AOWABrNVqtRpBEPpyLsCTwOY7bS4IwrPAs0Cf7zQOB8rKyug2d6MTNW6IqZ0PAn5+Y/HzG0tTUx1Xrx4gMzOBy5c3Ym8fip/fOIKDxyGTPVipTlqtlovacpq13WiOHcVaYca8eT8c8HpmZlYsX/7zb43fH1m8+L9GdEShp6cNS0vDRoXb2pooLDzO3LkDM1u6IilpJ35+01EoBpYVYWJiSVtb/1MrZ8xYyZYteezd+/fvRJBtBBPmSnzI1taRqq1ityaXMYISf8H2O1G/jIwTSCRmhISMA8DY2ISxY+cQFTWTrKyLfPrpYbZuPcqiRbHMnDmzT69XlUpFQUEBjz3W92Y2+uDs2bPY2k5i1qwXqay8Tnl5Llu3XuPTT09hby/Dz8+ByMgwoqKibnbjtLe3p6mpCbVaPaLfm0NJZ2cn58+fJy0tDWNjY5YtW0ZiYiIBAQEEBQUZWt6Qo1AoqK+vN7QMEZFRR19MnwyIBn6k1WovCoLwFvBfwO9uOWYukALMBHyBw4IgnO7LuYIg/BZQARvvtLlWq/0Q+BAgJiZGd8OU9ExZWRkdNu4IgIvwYLamflCxsrJj6tSHmTr1YWprS0lJOcCVK19z8eIXKJWRBARMIDBwjKFlDgm52gaKtE1wNQ2LjlaWLPvtoNe8Yfx27vwbu3b9D0uW/GbEXlx2d7dhbm5Y03f27G6srZW4u4cYTENWVjIdHWXExv5ywGuYmJjR3T2wNu9z5z7Hli2vkpS0m5iYxTd/LhEEggV73LSWXNKUkait4Lq2iQkSV6y+Heqenn4Qb+/bI3lSqYzQ0FiCgyeRm3uFzZsPkJBwhiVLYpkz595NjDIzM7Gzs8PBwWFAz0cXqNVqjh5Nxd//h0ilMlxd/XB19QPm09PTTWlpLtev53L1ahb//OcBnJxMCAx0Ijp6DEZGRjQ2NmJnJ6a534vKykrOnTtHXl4enp6eLFq0CB8fHwA0Gg2JiYkPrOkTI30iIrqnL6avFCjVarUXv/3/rfQat1t5AvhfbW/bqTxBEAqBIKD4XucKgvAYsAiYpe1vy6phTnNzM61WNjhgirHQ19JJkdGGvb3bzXlnFRX5XL16kHPnPuTSJWsCAmYydmzcqI3+1Ws7uKwph8oqjPKzWLziFZ2t3Wv8fsmOHX8hIeF/WLp05Bk/tVqNStWBtbXhLuybmuooLj7NggU/N5gGgOTkPQQEzBhUPaG5uTXd3R0DOtfS0ppp057mxIm3cHUNwdnZ9zuPWwhyZkq8KNA2kqytZJ8mjzDBAfuaNpqb61m8+O6jWiQSCYGBYwkMHEteXipffbWdM2eSeeGFx3FycrrjOampqYSGGq6DKsDRo0fp6XHD2/t2HUZGcry9Q28+1tXVQUlJNpmZOVy4cJ76+gKmTMkVTd8tqFQqysrKKCoqoqSkhOrqarRaLWFhYTzzzDPY2Nh85/iYmBjOnDlDRUUFzs7OBlJtGExMTGhpaUGr1Ypdz0VEdMh93YhWq60UBKFEEIRArVabDcwCMr93WPG3Pz8tCIISCAQKtFpt7d3OFQRhHr2NW6ZrtTqYijvMKG3spFNhTIjYtVPkW5ydfXF2fgG1Wk1q6iEyM/eTnr4bH59pjB8/e1SNe+jWqjmlLkbT0YE08RQrluvelJmamrN8+S/YufNv7Nz5BsuW/feIMn6trY1IpVKDNk45e3YXdnZuA6qx1BU5Oal0dJQxceLg+nhZWtrS0zMw0wfg7x9Oael36/tuRRAEfAUbXLQWJGnLuaqtRpA34RQSj6lp37I5/Pwi8fQMJilpL7/5zXssXjyW5cuXfeeY1tZWKioqWLXKsGXue/acw8fnifsfSG9Kq59fFH5+UQAcPfo5hYWFTJw4UY8Khzft7e3k5+dTVFREZWUltbW1WFpa4urqSkBAAPHx8Tg4ONy1Rk8mkxEaGsqFCxdYvnz5EKs3LFKpFKlUSmdnJyYmJoaWIyIyauhrCOpHwMZvu28WAE8IgvA8gFar/QD4A/CpIAhpgAD8SqvV1t7t3G9//i5gTG8qKMAFrVb7vA6e07AgtUYNgKswurpqiQweqVRKdPR8oqPnk5d3meTkHWzadAgXlwlMmLAAe/uRfVdXq9VyXlNKm7YLzh1j1eLf6M3Y9Bq/3lTP7dtfZ8WKV0aM8WtubjBolLe+vpqysnMsW/a7+x+sR65ePYy398RBv0asrGzo6RnccPEb9X379r3JkiV3NqEmgoypggfniy+Rby2leUIwlzUVRApKZH1o2GVkJGfSpOWUl0eye/dGLl16gxdeeAx3d3egt4GLl5eXQS92Dx8+TFubksDAgTX2sbZ2oaxMd6MrhjsajYaysjKKi4spKyujqqqKjo4OnJyccHFxYcqUKbi5ud2se+wrU6dO5f3336e2thZ7e3s9qR+e3BjQLpo+ERHd0SfTp9VqU4CY7/34g1seLwfuWKRwl3PRarVD14faAGQ0SFF0qbE0FQfSitydG81fqqquc/Hi1+zY8Tvs7cOZPHklSqWboeUNiGxtHaW0oE1JZOW0F/QeyTIxMWPZsp99a/xeY8WKV0eE8WtpacDIyHCdXdPTz2Nj44KDg+EaZDU3N1Jfn8W8eX8Z9Fo3IuUdHS2YmAz8Ztvcuc+xdetrnDr1JdOmbbjjMW1tTVw78m8ixj6MJtyWLG0dJdpmJkhccO7jjT4XFx+Uyl9z+fJ+fve7fzF/fjhr167m2rVrxMXFDVi/Ltiz5yx+fn2L8t0JW1snKipGd01WYWEhaWlpVFVVUVdXh4WFBc7Oznh6ejJ58mScnZ0H/Tlkbm5OWFgYp0+ffuCifXK5nNbW1gfO7IqI6BOx2ExPVHXJMOvS3D7RUETkDiiVXixZ8l80NdVx7twmdu36A/7+85g6dcmIMDA3qNW2c1ldjqasiOUhKwd18d0f/mP8/s62ba+yYsXvDJo22Rfa2pqRyw33AVFVdQ1393CD7Q+QmXkRS0t7zM1t7n9wH5DJzGhurhvU687S0po5c37E4cPvUVWVy4IFP70t9frgwbewtQ0jJnIaAF5aKy5qyjimKcJHsCZacOpTLbdUKmP8+MVUVUVy+PBGLlz4Hfb2Cvz9DZdue/ToUVpbBx7lA7C3dyUjY9RVbVBSUkJKSgr5+fnIZDICAgKYOnUqHh4emJrq5708ffp03nvvPaqqqlAqlXrZYzhiZGREe/voew2JiBiS0T/wxUBYy1R0y8QCZJH+YWVlx/z5P2LBgp9QUnKCjRt/S1raOUPL6hNdWhWH27PQtrUwzzoGczPrId2/1/j9BI1Gwfbtf0Cl6hqyvQsLM9i37w3OnPmG4uIsNBrNfc9pb29GLjcbAnW3o1araWwsxM/PsDVX168n4eV1WyLIgJHLzWhqqhr0Om5uPqxd+xpGRvZs3vxL8vIu33wsKWk3TU0NzJnzn0iYo2DGAokfoYIDhdpGdmtyua5ppK/9yZRKD+bO/QUy2XwyMtr46qvNqNXqQT+P/vKXv7zDpk2H8PNbMKh1LCxs6OmRUVdXpyNlhqOyspL9+/fz9ttvs2PHDuRyOatWreLFF19kzpw5BAUF6c3wAZiamhIeHs6ZM2f0tsdw5EakT0RERHeIkT494WQukNYumj6RgeHqGsQjj7xFYuIuEhM/Iy3tCL6+kwgKisbKavh1xNNqteypTUZtZcykblccbAxTl2hiYvbtHL//Y9u211i58lW9R/yKi7NIS/uAFSvGUFlZQGrqSS5flmJsbI1MZolcboWRkTXGxlaYmFhgamqBmZk1zc21GBsbZpxLUdE1jIyk2NsbLoW4oqKIlpYCIiN1Nx9QLregtVU3871MTc1ZtuxHJCYe5fjxf3H9+mUiI+dz5UoC06f/6LbmLf8Z6t4b9TurLeW6tolxEmfMBPl995NKZUyatITa2hhOndrIlStv8MILG/D19b3vubrg6NGjZGSo8PR8FH//wY+UMTZ2oKioaER28Kyvryc5OZns7Gx6enrw9/dnyZIleHh4GGQ4elxcHO++++4DFe1TKBQ0NTUZWoaIyKhCNH16IsDJiisNHVxO3YGTfTDOzv5IJCMnTU9keDBu3BLGjJnLhQs7KSw8Rmrq15iYKLG3D8TNzZ+QkAnDIv3zYPEFOt0sCGyW4WvjZVAtxsYKli//6bepnr9n5crf6834lZXlceXKP3j66ZlMnfqfWW21tbVUV1dTV1dHfX09TU0l1Ndn0NLSTUVFJ21t3dTXVyKTmbBz508xMjJHJrNAKrVAJrNALrfAxMTiFpNohbm5FcbGumlqUFiYiY2Nu07WGijJyUdQKgN1mgIsl5vT1tags/UAxo2bhYdHIEeOfMjnnz+Dm9t0AgIi73q8jaBgzi1D3fdo8u441P1u2Nu7MGfOz0hJOcYf/vAlM2b4smHDQ3p9n3d0dLB58zHCw398xxENA0GhcKKsrIzo6GidrKdvWltbuXLlCllZWTQ1NeHv78/cuXPx8fExiNG7FYVCQWRkJCdPnmTNmjUG1TJUmJiYiKZPRETHiKZPT8wYG8zma8nMX+NJ1vkTJCXtQi4PQqkMQan0Fg2gSJ+RyYyZMmUtsBaVqovs7PNcv36F5OSvuHRpEy4uMYSHT8PNzccg+s7lXqDWywyHdg0x1oEG0fB9jI0VLFv2E3bu/Dtbt77KqlWv6dz4lZcXkJT0Lo8/PvU7hg/A3t6+Tw0Ienp6qK2tpaGhgaamJpqammhubqKhoZSmpnZaW7upre2itbWLjg4VWq0UqdQMIyMLZDJL/P3j8fYO67f26uprBAaO7/d5uqKjo42KikQWLPiZTtc1MjKlq6tNp2sCKJVuuLuPpbY2l6am63zzzX8zYcJDeHre2SDdGOrurrXk4neGurtgJdy/eY9EIiE6Oh5PzzDOndtESsofeP75hwgM1M/7a+vWbchkETozfHDD9GXobD190N7eTnp6OteuXaOqqgovLy8mT55MQEAARkbDa37q1KlTeffddx+YuX0mJiZUVlYaWoaIyKhCNH16wsehN/XHK2I8Lz26nMrKSk6ePM3hw4dISmpDoQhBqQzFwcEw6SIiIxOZzJjQ0DhCQ+MAKCrK4OrV/ezf/ydMTBzx8JhAVNQ0LC2th0RPanYi+S5gqoKZ5qHDapDuDeOXkPAWW7a8wurVr+vM+FVWXicx8V02bJjAjBkzBryOkZERzs7Ofb6Ia2tru2kSd+06QE1NWb9NX0dHGy0tJQQE6C6tsr8kJ5/AzMxa5/MBtVo1Uqnuo7oqVQ/Z2ftZtuy/cXDw5Pz5vRw+/B4WFtZMmLAWL687R/7Mvx3qXqht5LK2kn2afMIEB0IEe6R9GO9gZ+fE7Nkvk5Z2iv/5n81MnerOo48+jFx+/3TRvlJfX8+xY1mMH/8bna0JYGOjpKLivE7X1AXNzc2kpaWRk5NDTU0Nbm5uREREEBQUNKzHAygUCqKiojh16hRr1641tBy9I0b6RER0j2j69ISnnSkSAfJreu86Ozk5sXbtatauXU1paSnHj5/k6NHdJCb2YGoagrNzmEHra0RGJp6eoXh6hqJSdZGefpLs7JNkZe3C1jaIiIjZ90xDGyzZOamkmtQgU7gzU+aPkTD8otfGxgpWrPgpO3b8nS1bXmH58ldRKAbXdKGqqphLl95l7dooZs+erSOlfcPMzAwzMzM8PT3Zs+ckJib9rwksLMzAxMRMZx0zB0J+/ikiI/Xxu5P0uXlKf8jKSkahkN+M7M2atZb29oVcuLCPI0f+iYWFFRMmrLuj+RMEAR/BBmetBZe1FVzVVlOkbWKixBV74f6vRYlEQmRkHJ6eoVy8uIm0tD/yyCOLiYnRTQOcjz/+EiurKSiVuh3dYWPjTHr68GjEUVVVRUZGBvn5+TQ2NuLp6cmYMWMIDAwc1kbv+0yZMoV3332XsrIyXF1dDS1HrxgZGaFWq+nu7tbpTQ4RkQcZ0fTpCWOZFHdbUwpqbv/Sc3Nz45FHHuaRRx4mPz+fEyfOcPjwNxQUyDA1DcHVNRQbAzXCEBmZyGTGREXNISpqDk1NdVy+vItTpz7Ax+dtvQwALyy8xrmmJOS+E5gguGLTh5Q1QyGTGbF8+U/YseNNdux4leXLXxuw8auuLuXChbdZtSqUBQsG1+FwsLS0dOLgYNnv84qKMrG19daDor6RnX0FtbqZsLCBR0hvoNFoKCq6Rnd3J35+kQiCBI1GpQOV36Ww8AqOjkHf+ZmpqTkzZ65h0qSFXLiwn6NHP8TW1ok5c35824gH6B3qPkVwx0trRaKmnIOaAoIEOyIExz7dMLG2dmDu3JdITz/Lu+/uxtX1EA89tISwsP6n995g+/adZGTArFnLBrzG3bC1VdLc3E1PTw8SiYSamhrUavWAzUpjYyPFxcUoFApMTExQKBTI5XIEQUAmk93soNnZ2UlVVRWlpaWUlZVRWVmJSqXC19eX2NhYfH19MTYe3uNc7oZCoSA6OprTp0+zbt06Q8vRO8bGxrS1tYmmT0RER4imT4/42JvdjPTdDV9fX3x9fXnqqce4du0ax4+f5tixL8jLM8PUNBR393AsLUde9zMRw2FlZcfMmU9QXHyZjIxLREbG6nT94uIcjmfuwHjuYnwEa3wEa52urw96jd/L7Nz5Ftu3v8KKFa/32/jV1JRy/vxbLF8ezOLFi/WktO+0tnbh6Xm7ubgftbU5jB07Tw+K+kZa2lHc3WMG1ZiksvI616+nUF19AXPzFhQKI65d+4KWFjNsbBx0qLZ3vEV1dTpz5rxwx8dNTMyYMWMV48fP5tChz9i8+ZdMnPgIISFT7ni8m2CJUmLGFW3VzaHu4yUuuPRxqHtYWCyBgeNISzvFX/6yC1/f/TzyyCq8vftn5PPz89m16woTJ/76tk6kukAuN6a+vo1nnvkdKpWAVGoB9LB0aSQrVizr8zoqlYrDhw+Tnp6OUqlErVbT1dVFV1cXKlWvwVer1ahUKmQyGRqNBisrK5RKJW5ubkyePBkXF5dRU0YxZcoU3nnnHUpLS3FzG93ZQTKZjLa2NmxsDJeVICIymhBNnx7xcTDnfEEdGo0WieT+tU7BwcEEBwfz/PMa0tPTOXr0NCdP/ov2dmvMzcNwdw81aEqWyMgiPHwhiYmf0dPTRUzMTJ2sWVpawOEzH2G6Yj0WgoJxgsuwquO7FzKZEcuWvURCwjts2/YKK1a82ufOkTU1pZw79zbLlgWybNlSPSvtG+3t3Zib9y/Sp1L10NZWgY+P7mbj9Yf6+moaGrKYN+8v9z22p6eb6upiurra0Wg0VFfnU1V1iZ6eFqytBYKCHHn00Xk3I12FhYVs2rSZ7Oxk9ux5DaVyIiEhkzEzG1x30IKCTCQSNe7uIfc8zszMiuXLf8yVKyc5f/4rCgouEh//gzveXDASpIwXXL4d6l7OcU0R3oI1Y/s41N3ISE50dDyhobGkph7h97//krAwS9avX9WnSFp3dzfvvPM5Hh4rcHTUj3GoqSlGrVYwYcKr2Ng4IJcrqKkpJSHhbdTqbaxevfK+a2g0Gj766CMsLCx4+umn73nxf8MM6nNm3nBALpcTHR3NqVOnWL9+vaHl6JUbkT4RERHdIJo+PeLrYE5nj4bypg7cbPr+RSSRSIiIiCAiIoIf/UhFSkoKx46d5dSp9+npUWJhEYq7eyimprprdS4y+hg7dj7W1kpOnHif2toyZs9eP6joSlVVKYcOv43V0nWojeRMlbgj60MziuGETGbE0qU/Yteud9m27RVWrnz9vsavtracc+feZvFiX5YvXzY0Qu9DT08P3d1aTE37Z/ra2pqRSqWDrmscKCdObMTR0e+ON6/UahWVldcpKLhKe3se7e2FWFsbYWJihCCAr68dixaNw9PT845RLW9vb3772/9CrVZz6dKlb9PmEzAzC8fLaxK+vhEDivbk5ibh6Nj3hjNjxkzH2zuUQ4f+zVdf/YwpU57E33/cHY/tHeruS7q2hgxtDeXaFmIEZzwFqz7dTDE2NmH8+MW0tU0nJeUAv/nNh4wd68T69avv2T327bc/oLs7lKioWX1+Xv0lPf0oDg7hKJX/GQ3i4OBGbOzL7N37HvX1H/Hcc0/fc43k5GSMjIx4+OGH77ufVCod9YbvBrGxsbz77rsUFxfj4aHbWszhhEwmEwe0i4joENH06REfBzMACmra+mX6bkUmkxETE0NMTAw//amKxMREDh8+w4ULx9BqXbG0DMXNLRiFwkyX0kVGCb6+0djavs6ePX9i+/ZKFi78wYBSuWprK9i372/YxS2k1cqcyULfWs8PR3qN34/Ztes9tm59hVWr7m786uoqOXfubRYt8mXVqvtHJoaKhoYGpFLTfpuYlpYmvdR49oUzZ/bS3JzL2rV/BnpNXllZHlVVhTQ1ZdPSko+lpZaurio2bFjLmDErsbLqf/qqVCpl0qRJTJo0icbGRo4dO86ZM5+Sk+PKrFk/7LfhraxMZdq0R/p1jrW1PWvW/IoLFw5y8uQnZGYeZdas5+5odqWChEhBicctQ90LtU2M7+NQdwAzM0tiY9fQ0hLPlSv7+dnP3mLyZE/WrVv9nd9hfn4+n3/+BSUlDsTHP9qv59RfysszCA6+PQ3a3t6FGTN+xunT/6Kw8A2ee+7hO5p4jUbDhQsXiI+P16vOkYhcLmfs2LGcPn26T4Z4pGJiYkJzc7OhZYiIjBpG1m36EcZ/TJ9u7lTJZDImTZrEK6/8gu3b3+JXv5qGv38OGRlvkZy8ievXU+jp6dTJXiKjBxsbZ1av/l8kkna2bv0DVVWl/Tq/sbGWPXv+hn34BFo9nPETbPCWWOtH7BAhlUpZsuSHWFj4sHXrf9PWdntr8Lq6Ss6efZP58z37lIo2lNTV1SGT9d+8d3S0IZUOvekrLMzi2rWdxMY+SXFxFidOfMLu3T8nP/89lMpLLF+u5O9//yH/+78/IzDQh7i4uAEZvu9jbW3NihXL+ctffk1ERCeHDv2N1tbGfunWajvw8xs7oP0nTpzL6tV/QKs1Y/PmX3Lhwva7HntjqPtYwYkqWtmjySNbU9evbqQWFrZMm/YwU6a8SkaGkp/85C9s3boNtVoNwIcfbiI93ZxJk55DodB9Hd8NmprqaGtrJDj4zmnEFha2zJ37MwRhDq+++gWvv/4X0tLSvnNMSkoKCoWCoKCgO67xoDNp0iSqqqq4fv26oaXoDYVCIY5tEBHRIWKkT484mBtjoZDdt5nLQFAoFMTFxREXF0drayvnz5/n8OHzpKTsQybzxc4uDBcXP50PpBYZmSgUpqxc+SrHjn3Mnj1/YsqUpwkMHHPf85qbG9m166/YufvTOSYSG4yIEUZHZ1mpVMrixS+wZ88HbN/+CsuX//5mJKahoZqzZ99i3jwP1q5dbWClt9PV1UVPTyW7dv0KqdQEicQYqdTk278rkEhMMDJSYGRkjFxuglxujLGxKaWlWUgkQzdao6WlkZKSLM6e/RJjYzUZGR/i4mLBhAmeTJv2GO7u7t85vqqqSi+dFaVSKS+99AM++uhTjh79P+bO/a8+RfyysxNxcPAd1N5WVnYsW/YjsrKSOXTob6Sm7iQycglRUQtu0yARBIIEe9y0llzSlJP07VD3iX0c6n4DOzsn4uKeoLx8OgcOfMPZs6/z5JOrsLSUYmVlg52d06Ce0/3IyDiKtbUvJiZ3z0CRSmWMG7eA8PBppKef5q9/3Y+T0y7mz49l+vTpnD9/flAzMEc7crmcmJgYTp8+jZeXl6Hl6AVTU1PKysoMLUNEZNQgmj49IggCPg7mFNTqNyfd3Nyc2bNnM3v2bBobGzl37hwHDlwgOXkXRkaBODqG4OzsP6QXeyLDk5kznyQ11YPTp/9BTc0ypkxZeNdj29qa2LXrb1jZ2GEUF08HXUyVuPdpqPRIQSqVsmjR8+zb96+bXT1VKhWnT7/JnDmurFu3xtAS70hUVBR//7sbra2ttLa20t7eTnt7Ox0dHXR2dtLe3khHRxft7d20t3fT0aGipaWHtrY6VCr9/vt1d3dy6dJ2GhvT0WjqcHY2JzbWiAUL1hEWFnbP9uvt7e0oFPpLG3766cdpbHyH8+e3MmPG/dMbKytTmDxZN68BjUaNmZkZkZFrycs7T1raAZRKPyIjF9+c/3cDc0HODInngIe638DFxQcnp1+SkXGWv/51Oy0thUyYoN+0ToDi4mS8vPpm2BQKc2Ji5jNmzGyysi7yxRdH+PLL/djYaHFxcdGz0pHN5MmTuXz5MoWFhf3u3joSUCgUYnqniIgOEU2fnvF1MON8ft2Q7Wdtbc2CBQtYsGABtbW1nDx5isOHT5CUtAu5PAilMhSl0nvUtK8W6T+RkfHY27tx8ODfaW9vYM6cDbcd09HRxs6d/4e5uQK3hRvI0tYxVeKOhTD6Ise9Eb/n2b37n3z99S9QKCSsXBnO+vXDew6Wvb39PZt13Imenh6effY1GhtrsLbW7WgDgK6uDo4ffw8PjxqefnohgYGB/WoedMO46pNnn32MX/7yb2RlhRAUdPcupqWlBahULfj6Dr7TqVqt5vLlHYSGziMmZhYxMbOoqCgiNfUER468j1wuw9U1kjFj5t2c0XpjqLuL1oKkAQx1v4FEIiE8fCoeHiHs2PEXCgrO4+8fNejndDc6Olpobq69a2rn3ZBKZYSGxhIaGktubgqFhed46aX/w8/PkhkzJjJp0qRBNaIajchkMsaNG8fp06dHpekzNjamo6MDtVot/tuLiOgA0fTpGV8Hc7Ynl9HWpcLMeGh/3fb29qxcuYKVK1dQWVnJiRMnOXz4AImJHZiYhODkFIKjo9eQahIZHri6BrF8+e/ZufN19u7tYuHCp24+1tXVSULCm8jlWqIWv8BZbRmBgh0ewuBrrIYzixc/x759RlRXn8LU1MTQcvSCkZERAQEOFBamMWaMbsZ43KCsLI+UlK8IDOziZz/76YAu0qysrPR+Z9/S0pJnn13KW299hkJhhpdX8B2Pu3btAg4OPjq52Lxy5SQaTQvjxv1n3IezsyfOzo+hUq0nI+MS+fmX2LLlFUxMTLG0dMbJKQhf3xjs7d1uG+oeKNgR2ceh7jewsrJj/vwXSUj4PR0dLX0eV9JfMjJOYGHhhpXVwOfL+vtH4e8fRVtbM1lZl/j003N89tlBYmI8mTdvNp6enjpUPLKZOHEiSUlJ5OXl4efnZ2g5OkUQBORyOW1tbVha9q9TsYiIyO2Ipk/P+Nj31jQU1rYR5mq4i2YnJyfWrVvLunVrKS4u5vjxUxw+vJOLF7WYmYXh7ByKnZ2YSvMgYWPjzPLlvych4Q127fqAhQufQavVkJDwFoLQxuzlv+YQJdhhwhhBaWi5Q8KCBU9SUzOHnTt7Z4kNp46duiI6OogdO9IB3Zi+zs5WLl1KoKXlNIsXjxv0HMOhGMQcHR3Ns8928OGH/0Cleho/v8jbjqmoSCUm5u7pz/0hL+8cgYEz7mggZTIjIiNjiYyMpaOjjcLCTMrLCykqusbVq/sxNbUgPHwBEREzUUrMSNFWkf3tUPcJ/RjqDqBUumFqqqSw8AohIdN08ty+T1FRMs7Ot/8+B4KZmSVjx8YD8ZSXF5CVdYmzZ7/AyQmmTYsiLi4Oc3P9NaQZCchkMiZMmMDZs2dHnekDRNMnIqJDRNOnZ3wde7+Q8mtaDWr6bsXDw4PHHtvAY49tIDc3l+PHT3HkyCYKChSYmobi6hqKtbWjoWWKDAHW1kpWrnydHTt+T0LCu6jVPajVtaxY/TpHhTIEBKaMsjq++3Fjltju3W8Co8/4xcTE8OWX79Dd3YVcPrh03YyM8+TnbyMszJQnn/wptra2g1qvvr5+yC7uYmNjUSgUvPfeBxQUhBMdvQx7+94bXxUVRXR11REYGDvofRoba2luLiQy8qX7HmtiYkZIyDhCQnrn+nV1dXL58jGuXDlAcvJ2goLiiIlZjKf0P0PdvQQrxgrOKPow1L13D1uam6sH9Zzuhlqtpr6+hClTnrr/wf3ExcUHFxcfenpWkJd3hb17L7Bly/8SHu7IzJlTiI6O1vmeI4Vx48Zx8uRJ2tvbR92sQiMjI3FAu4iIjhBNn57xtDNFIqCXDp66wN/fH39/f559FjIyMjhy5CQnT35Kbq4tXl5zcHAYvYNfRXoxN7dh5co/8M9/PoFG08azz24kVdJAg7aT6RIPzPs4K2w0YW/vQmzsy+zZ8zZa7bZhN7JhMNjZ2eHsrKCo6NqAa7tqakpJTv4GY+M8fvzjZTq74G5sbBzSO/pjx47lj3904ciRYxw79kesreMYP34R165dws7OUyepnampZ7GxcRlQOqWxsYLJkxcwYcJc0tMvkJFxmIyMQ3h5TWDG5NUUGHeQoa2lQtvKWMEZrz4Mdddo1Ah9NIj9JTv7PMbGtiiVbnpZH8DISE5w8ASCgyfQ2FhDTs4l3nnnBKamCYwf78fcubNxctJvd9Lhhkwmw9bWltLSUgICAgwtR6cYGRmJA9pFRHSEaPr0jLFMipuNqc5m9emT0NBQQkND+dGPNBw/fpy33vqKpqZZ+PkNvpGByPDm5MntWFsrkcuV7E79Bu2kqYQI9rgJD25KzQ3jt3fvm2g0W4bl6IaBEhnpycWL6f02fd3dnVy+vJ+amsPExwexZs1/37MbZ39pbGzEzm7gtWADwdnZmUceeZj4+Ao+/3wL+/cnUl+vYuzYBTpZv7Q0keDgwUUMpVLpzRTQ3Nw0UlL28dWXP8PHZyIzYpeRYtTIOW0p17WNjJe43HOou1arwshIPw2Z8vLO4egYoZe174S1tQPjxy8EFlJcfI3k5IscOfIBHh4KQkLcCQwMJDQ0FBOT0VmjeyuOjo6Ul5ePOtMnzuoTEdEdoukbAnwdzCgYppG+OyGRSJg1axaBgYG8/PKfKC42wcMj9P4nioxIjh/fRmXlBZYvfw2NuRn71XlQU0mAlQeM/mule2Jn50Rs7Mvs3/8mWu03w3aEQ38ZN24sBw8m9Ouc8vJ8kpM/x8OjnZ/97AW9RFMaGxvx9R3cXLyB4uzszK9+9WP27dvHO+/sITR06qDXrK+vpq2tgogI3TXN8fcPx98/nMLCayQl7WL3F/+Fl/d4IqYuIFPWxB5NHlGCEn/BFskdon4ymYLOzhad6bmVurpC4uIW62Xt++HhEYyHRzBdXWvJy0smKek6J04k0tm5ExsbOdbWJpiayrGwMMbCwhRra2ucnJxwdXXFyclpxHeHdHNzIy8vz9AydI6JiYk4tkFEREeIpm8I8HEw53xBHRqNFonk3qk3wwk3Nzdee+0FXn75PWxsnLCwGNo78CL6JynpGAUFB1i06LeYWzlwQJOPscwYSUo+22t2f2dg+YPKDeN34MBbwOgwfgEBAZiYtFJdXYKjo/s9j9VoNCQl7aOycg+rVk1i0SLdNDe5E11dXQavSSopqSAgYDky2eCjYY2N1RgZyXWy1vfx9g7G2zuYwsIskpISKPri97gHTUUyYTJJkgquaxuZKHG9bai7iYkdTU1VOtdTUpKJRiPD2/vO3VCHCmNjE0JDY4He6Gp3dydVVcW0tzfR0dFGU1MHXV0tqFRNdHWl0NV1FLW6FVNTGVZWxtjamuLpqSQgIIDIyEhkspFxmeTp6cmZM2cMLUPnmJiYUFlZaWgZIiKjgpHxaTbC8XEwo7NHQ0VzJ67WIyt0EhoayrPPzuKf/9zGuHFPiQPeRxEFBemkpHxNXNzzKJVenNeU0kQXMyWeOM5+mn37PmLbtt+xdOnvsLZ+MLp33o1e4/fSt8ZvM+vWrTW0pEETGupMQUHaPU1fU1MtFy58jpXVdf7wh+dwd7+3QRwsXV1dBk3F6+zs5OLF60yY8LBO1vPxCePUKTMyMk4QGhqnkzW/j7d3EN7eQd+av900ffZnlBPm0xwcxD5NPqGCA6G3DHW3sXGiuDhX5zoyM0/g4DD8MkLkcgXu7vdOeezu7qSpqZaWlnqam+u4eLGMbds2ERy8E09PT1xcXPD29sbb2xuFQnHPtQyFg4MDKpWKhoaGIemAO1SYmpqKkT4RER3x4LTkMyC+Dr0dPEdCXd+dWL16JRMmmJKeftDQUkR0RE1NOcePf0B09HL8/MaSr2mgQNtIuOCAs2Dx7cDy53B0jGHHjt9TW1tqaMkGx87OiZiYp/nmmwvs3LnT0HIGTXR0GPX1V+/6eEHBVU6e/BNjx6r4059+q3fDB4Y3fSdOnEAq9cPBQXeNSJTKMAoKLutsvbvh7R3E6tW/YNasn9GZlU/TVx8gr6ohTVvNfk0+Ndp2AFxcvGlpqdX5/tXVWfj4jNH5ukOBXK7AwcENH58IoqJmMG3aBhQKC1544QWmTJmCTCbjwoULvPXWW3zwwQfs3LmTK1euDDszYmdnR0lJiaFl6JQbA9o1Go2hpYiIjHjESN8Q4OPQO6svv7qVqf4OBlYzMH71qx/x7LO/pbjYU6zvG+G0t7eyf/9beHpGEB09nwZtJ4nacpSYESZ8d1TH/PmPc/iwnF27/sDChb9GqfQyjOhhQGdnK1eufM3UqT6UlJRw9OhRZs2aZWhZA2bMmDF8+OFBYW4b4wAAt0RJREFUOjpaMTH5z6wzjUbDxYsJ1Ncf4PnnFzNx4sQh02Ro03fsWDJeXrqN4tbW5hAZGa/TNe/FrZG/i6e20mMrpX3aQg4ZFRAo2BLm6oVWK6GiIh9nZ93UT9bWltLZ2UlQ0OgYm9DW1oxU2oOzszPOzs4EBQUBva/PsrIyiouLyczM5MiRIxgbG6NUKvHw8MDPzw8HB8N9xzs5OVFeXk5ExNA109E3giDcHNtgYdH/DrgiIiL/QTR9Q4C1iRxBgNrWbkNLGTCWlpb87nfP85OfvIe1tROWlmJ930hErVaze/c7mJubEx//LD1aNWc0xRghJVbifsfGD7Nnr+f4cWP27Pkj8+f/EhcXfwMoNyzd3Z0cP/4+YWE9/OQnP6KhoYGNGzei1WqJjx+6C3pdYmZmhre3NXl5qYSH99Y/tbU1c+bMx1hZFfCnP72Eo+PQzevs6upCEASddgPtDzk5OVRUSBg3TnfGpb6+mo6OKkJCBj/vr7/0mr//Jjn5JFc2f4zl1Llke0IJLVgHTyE9/RDOzj/QyV7Xrp3E1jYQmcxIJ+sZmqamGqysbk/jNDY2xsfHBx8fH6D3Bkl5eTnFxcWUlJRw8eJF1Go1SqUSNzc3vL29cXd3RyIZmqQqDw8PEhMTh2SvoUQ0fSIiukE0fUNATlULWi0EOo3sD6zQ0FCeey6eDz7YRkyMWN83Ejlw4BNUqhpWrvwTWq2Wi9pyWuhmlsQbk3vM7poxYyVGRnL27ft/zJ79Mp6eD060t6enm+PH/4m3dz0//vHLANjY2PDwww/fNH6zZ882rMgBMmaML4cOZRAeHktZWR6XL39ETIw5zz33a4yMhvYCvqury2CGD+DAgWM4OsYilerueefkXMHKykkvjVz6SnT0dLy8gtm//z2kBZlI4xbRPiGcsmP7dLZHaWkqPj4j8z1wJ5qaarG2vn/tnkQiwc3NDTe3/6QD19bWUlxcTGlpKXv37qW1tRUHB4ebdYFeXl56e517enqyd+9eNBrNkBnNoUAul4uz+kREdIBo+oaAtLLeGTMRblYGVjJ4Vq5cQXLyNa5ePURExHxDyxHpB6dO7aK6OokVK/6ITGZMjqaeIm0TkYISpWB23/OnTFmMTCbn8OE3iYt7Hj+/sUOg2rCo1SpOnvw3zs6l/PznP/lOW3cbGxs2bNjApk2b0Gg0zJ0714BKB8b48ePZtu1jkpOPUFq6jYcfnmYwA9vR0THkRvMGzc3NXL5cRlycbiJfNygvz8TFJUSnaw4EW1tHVq36NXv3vk/j5g+wWfUsTVNnk16UTJjn4CKbHR0ttLTUEhY2XkdqDU9rawPOzvf/TLwT9vb22NvbEx0d/e1arRQVFVFcXMzJkyfZvn07tra2uLi43Iwa6qo5jLm5OcbGxtTU1KBUjp7mWzKZjLa2kTP2SkRkuCKaviHgamkTlgoZHraGbUWuK371qx/xzDO/pazMG1fXIEPLEekD6ekXyc7excKFv8LKyo56bQeXtRW4YE6oYN/ndSZOnItcruD48ffp6XmS4ODJelRtWDQaDSdPfoKNTQ6/+c0v7nh33tramg0bNvDll1+yf/9+5s8fWTdC7OzsUKnKqKj4nFdf/RHe3t4G09LR0WGwSN+RI0cxMQnHykq3aet1dTnExi7X6ZoDxdhYwYoVP+HQoS8p2fERiiXrSbPuIVCrxkgYeNZGRsYJLCw8MDMb+Tc1b9DZWYejo61O1jI3Nyc0NJTQ0N7siI6Ojpsm8OLFi+zevRsrKyucnJzw9vbG19cXc3Pz+6x6d+zs7CgrKxtVpk+hUAy7pjkiIiMR0fQNAWlljUS4WSPcoV5qJGJpaclvf/sMP/vZB3R0tOLpGYaR0fBsYy0CFRVFXLjwKbGxj+Pi4k+3Vs1pTTEKZEyWuPX7dRkdPR0jIyPOnPkUjaZbb63oDYlGo+HUqc8xM0vnv//75/c0I5aWljeN3759+1iwYMEQKh04VVVV7Nixg5kzo1m7di2WlpYG1dPd3W2wmWgnT6bj5/e0TtdUq9Wo1e3DrvnRnDkbOH/enrRDOzBduIYz6mLipF4D/n66fj0ZZ+dIHas0LF1dNSiVrnpZ28TEhKCgoNuawxQVFZGWlsbBgwcxMTHB2dn5Zl1gfwycWq0eMbMF+4pcLqe9vd3QMkRERjyj65NhGNLZoyarooVnp/kYWopOiYiI4M9/fppvvtnH5ctHMDYOw80tGjs7F0NLE7mFjo42Dh/+B35+EwkJmYJWq+WCpow2epgt8cH4HnV89yI8fDJSqRHnzn1EV1cH0dEjK8J1LzQaDadPf4lcfpnf/e5nfeomaWlpySOPPMLGjRvZu3cvCxf2bYB5fn4+qampXL9+nfHjxzNlypTByr8vGo2Gc+fOceHCBSZOnDgke/aF7u5ug0T6Ll++TFOTBdOnh+t03d5UYAkqVZdBa/ruxKRJ87DKtOPU6cOUT59LmraaCKH/kSG1Wk1DQwmxsY/rXqQB6eqqxcVl3JDs9f3mMGq1mvLyckpKSiguLubChQuoVCocHBywsbHBzs4Oe3t7lEol1tbWt63X3NyMra1uopTDhY6ODlxd9WPCRUQeJETTp2eyKltQabSjop7v+0RHRxMdHU11dTX79x9iz55NFBRYYmMTLUb/hgn79n2IiYmCuLjHAMjW1lFCM9GCEw7C4NKNQ0LGYWSk4OTJf9DT08OECUt0IdmgaDQazpzZhEyWyO9//7N+pVlZWFjw8MMPs2nTJvbs2cOiRYvueFxFRQWXL18mLy8PuVxOcHAwISEhHDzYOwdTnyasuLiYw4cP09PTwyOPPDKsUsAMFek7cOAkzs7T9bK2IEjo6uocdqYPvn3/yk04l3ONtACw0ZrgLvQv2pufn4Rcbo2zs6eeVA49Go2Gzs46g5kMqVSKu7v7d+ZiNjQ0UFJSQl1dHVVVVWRnZ9PQ0EBPTw8WFhZYWVlhaWmJnZ0dFRUVBquN1RednZ13NLgiIiL9QzR9eiattBGAcDdrg+rQJ46Ojjz22AYeeWQ9Fy9eJCHhqBj9GwacPLmDlpZc1q79MwC12naStZW4YUGQoJvaJX//cGSyH3Ps2Duo1d1MnrxKJ+saijNnvkIqvcBrr/18QHU1txq/Xbt2sWRJrxFuamoiMTGR7Oxsenp6CAoKYtWqVd/p+mdnZ8emTZsA3Ru/hoYGjh49yvXr15k8eTITJ04cdt39DBHpq66uJju7hblz9TdSQasdvkOl/f3CMC414WTNdU7bqFkgD8Ra6PvNupycMzg6hulR4dDT1taIsTGDqqvTNTY2NtjY2Nz2846ODmpra6mvr6e+vp6ioiKqq6v5/PPP0Wq1WFlZYWNjg7W19c017O3tsbS0HHbv/3vR1dWFldXou3EuIjLUiKZPz1wtbcLOTI7LHWb+jDYkEgmTJk1i0qRJ34n+FRZa3Yz+Dcc73qORrKxkcnP3sXDhf2FiYkGXVsVpTQlmGDFxAHV898LbO5g5c37KoUNvolJ1Mm3aBp2tPZScOrUJQTjHK6/8dFAXfObm5mzYsIGNGzeyfft2jI2NyczMJCAggLlz5+Lj43PHCy4HBwfWr1/PV199hUajYdq0aYN5OgC0t7dz9uxZUlJSCAkJ4cUXX9RZp0BdY4hI3+7d+7C0HPud4fS6orm5EdBgbn77xfpwwsPNlzH5jSSbtrO/6yorLMZi3MfGLrW1+cTGztGzwqGloaEaK6uR8T1lYmLynahgYWEhzc3NPP/887S3t1NTU0N1dTW1tbXk5eXR8v/ZO+/4ps57/7+PJC95yXvb4I0BgwcGG7M3Ye8ASSCBjDajvbfzdiVtc5u2v86MJk3TBAJZEPYKGDBgbGPAeOK9F957W9LvD4ovJASwLenItt6vl1/G0jnP85GQznm+z3e1ttLa2kpfXx9WVlbY2NhgbW2Nra1tf9ioPnrUuru7Rc85NmBgJGAw+rRMWnkzwe7WI6aIy6Nyf+/fGYP3Twe0tzdz+fKHhIevx8XFB7VaTbyqnC76WCjxfuQF3UDw8PBlyZIfcPLkX1Aqe5kzZ7vG59Amly59hiBc5tVX/0sjO8pyuZwtW7Zw4MABBEFgx44d992p/zoODg79RWGUSiVz5swZ1Pzd3d0kJCRw/fp13N3d2b59O/b2j16lVQx6enowMdHdYlulUpGUdIOmJmvi4uR4eU3Gzc1XYx4Qc3NLpFIzKivzcHX108iY2iAzM5aE+L3YB86lfWoQp5pvsNw6DMlD7ll5eVfp6wNvb/FbUmiS1tb6R+rRp480Njb2G0dyuRwvLy+8vL4ZetvV1UV1dTX19fXU1tZSUlJCamoqLS0tqFQqbGxssLW17f+504ZCl9/PO/T29gK3X48BAwaGhsHo0yIdPX3k1bSyaIKz2FJE4+vevxMnTnHs2B6KimwM3j8tcebMHuzsnJk8+fYO/E11HZW0MUVwwU54eFGSweLqOoZly37IiRN/4uTJN1my5CWtzaVJ4uI+R62+xGuvacbgu4NcLmfr1oF7PW1tbfs9hSqVinnz5j3yuV1dXcTGxnLz5k0cHR3ZsmULzs7D4/rT29ur01ykwsJCgoP9mT9/PhcuXCIp6QwlJQuJjl6vkfGlUinOzqFcuvRvNm78nUbG1CRKpZLTp9+hsjKbyMgdTJgwlbiqFEocTbnYlM5sm+BvPffmzTji43cxceKGe3pXjgRaWxvx8tKf0M6B0NLSglKpfOhxpqam32oQdnR0UFVV1e8hLCsro7m5mba2NszMzFAoFFhZWWFlZYWtrW1/6Ki1tbVWQkbb29tHXGEaAwbEwmD0aZGblS2o1BDsZohFh9vev23bnuTJJ7dy5coVDh06Q3KywfunSW7eTKK+PrU/j69a3U6quhovwRo/Qfs3Ticnd1au/CnHjv2Jw4ffYNmyH+r1ovDy5S9QKi/wq199T69yRu42/NRqNfPnz3/g8V1dXcTFxZGSkkJraytubm5s2LBBtL53g6Gnp0enIVzp6ekEBgYSEBCAp6cn1669jqenZit4LliwlT17fkRZ2U08PPTHI9bUVM3x438EzFm9+lfY2joCEO0ymcaqK1Q4mpPRWsQEy2/2bUxMPEhGximmTbttKI40urvrcHLSb6/4txEWFkZWVhZfffUVixYtGtQYcrkcHx8ffHx87nlcpVLR0NBAfX09dXV1NDY2kpWVRXt7O62trf3fX2traxQKRb+X0M7ODltb20HfB9ra2rCz02z/TAMGRisGo0+LpJU3AzBxBFbuHAp3e/9u3brFqVOnDd4/DdDR0UZi4ieEhKzGwsKGLnUfl1VlWGDMVMFVZyHGtraOrF37Pxw69Ge+/PJXrFnzC738/0xI+JLe3lheffV7ermTbGNjw5YtW/oNvwULFnzjmKamJi5evEhOTg5eXl5s2rQJBwcHDh8+zL/+9S82bNig92Gdd+jp6dGZp6+7u5v8/Hx27twJQFxcHB0dxjQ2VuPsPAZjY82E95mYmGJt7U5FRbbeGH03b8aRkLALV9fpLFiwBZns3vd8qfMU9jckkWLRi11XPS6m/7fgPnfu3xQV3WDevO8zdmygrqXrhJ6eOpycfB5+oB5yp5DU7t27MTY2HnR4+P2QSCT9YZ4BAQHfeL6rq4vGxkZqa2upq6ujsrKSrKwsWlpa6OzsxMrKCoVC0V9c5u4Q0geFjba1tfW3szBgwMDQMBh9WiS9ohknKxOcrIZnfoAucHZ2vsf7Z8j9Gzxnz36CpaU1oaFLUKnVXFaV0YOSOZIxGGkhj+9BmJtbs2bNjzh69C0+//x/WLr0B9jYuOhUw4NISjpKV1cMv/rVK3pp8N3BxsaGrVu38sknn6BSqfp37ysqKrh48SLl5eUEBQV9I2dvw4YNxMXF8dFHH7F06VKCgvTD4HgQvb29Oisyk56ejqOjY3/Rirlz52JkZERMzFFOnPgSb++VBAc/eljtg7C2dqeurkgjYw0FpVLJuXPvU1KSypQp25g06f4VS6WChBW24RxoS+GcOo/VRhaYIOPEiT9RX1/DihU/xcFh5F6Xu7pqcXfXTgsPXWBlZcWWLVv4+OOPkUqlGikI9SiYmpri4uKCi8s3r/M9PT39+YP19fXU1NSQn59PS0sL7e3t/WGjd1cZvVNYpru7Wy+LyxgwMBwxGH1aJLW8ieAR3KpBkzzI+2ds7IlEYoJMZtz/Y2RkgouLLxKJ/oYO6pKcnBvcunWVDRveACBDXcst2pkmuGEzgBLsmsTMzJw1a/6L06c/Zv/+X+DnN4MZM7aKHu55/fpXNDcf47XXXhkWXjCFQtFf3GXv3r309PTQ2NhISEgIy5cv/9ZKo9HR0Tg7O3Ps2DEqKiru6ynUJ3RZyCU9PZ3Jkyf3/y2VSpk9ezazZ8/m5s2b/OEPn2Jh4YC397fntT0qNjbO5OenD3mcodDcXM+JE39AqTRm5cpfPNRoMxNkzDX25ZxQwpG6RISLMfT1SFiz5udYWSl0I1oElMo+enqahn0jcBsbGzZv3szevXsxMjIiMjJSVD3GxsbfahDeCRutqamhvr6e+vp6SkpK+vMIjYyMmDFjhgiqDRgYeRiMPi3R2tVLYW07qycP75uHGHzd+1daWkp7eyft7U20t3fT1tZFQkIOpqbPGjyBQHd3FwkJe5k8eTnW1nZUqdtIV9fgLSjwFhSiapPJjFi69GlKS6O5dGkve/Z8j6ioJ/HzmyKKnpSUs9TVHeDnP38eR0dHUTQMBisrK7Zu3crp06fx8/MjJCTkkUIhfX19eeqppzhw4AC7du1i48aNetuyobu7Wyfa6urqqKurY+LE++fvBQUF8Z3vLOe9994kN3csTk7TCA6eiVQ6uNulhYWC3t6uoUgeErm5V7h06QOcnSNYtOipb4RzfhsuJgomt7eSYi+lL3ASm/yXYWKin58dTdHS0oCZmXRY5cJ+G/b29mzatIlPP/0UmUzGlCniXHMfxt1ho19HpVJx7ty5+xqLBgwYGDgGo09LZFS0AIZ8vqFwt/fvbgoKCrhy5e8Gg+8/nDv3GWZmxkyZsoIOdS+XVWVYY8IUHebxPQxPT3+2bHmNhIRTXLz4ERkZp5g79ztYW+suQT81NZZbt77gZz97tr+v1XDCysqKdevWDfg8GxsbnnzySU6ePMl7773Hhg0b9HIRJZPJqK+vv29FQU2SkpKCj4/PA3sCRkREMHnyZOLj4zl58jCnTiUQFbUTG5uBbxRYWCjo6+seiuRBc+7cBxQWXiUsbAshIQMPWRxv7kF1YxNVQYFcqcxkpkeYFlTqD01NtcOmR9+j4OTkxPr16/n8888xNjZm0qRJYksaECqVCiMjI8zNzcWWYsDAiEDz9XUNAJBe0QTAREPlTo0TGxuHqan+5yjpgqKiLMrL45g37zuo1GriVGUoUTND4oFM0L+vd2TkYjZt+l9kMke++OLHXLz4ySOVGB8q6elxVFZ+xk9/ukPrRoU+YmRkxIoVK4iMjGTv3r2cPHmSri7xvE/3Y9asWcTGxmpVl0ql4ubNm4SFPdx4MTY2Zvbs2fz+979g7lwrLl58g6KizAHPaWJiikrVNxi5g6atrZHPP/8pFRUFPPbYTwdl8N1htmICFu29lDpKybyVq0GV+kdbWwN2diPLwHBzc2P9+vXExMSQmTnwz6+YtLe3o1Ao9GbzcrigUqnElmBATzF4+rREankzbgoz7CxGzq6hvnDuXAouLmvEliE6fX29XLq0i3HjFmBv784N1S1q6SBKcMdapDy+R8Hc3Jrly5+jqGgmly/vpaTk+0RFbcPHJ1Qr8xUVZVBaupef/OQpxo79Zgn60URERAS+vr7ExMTwj3/8gxkzZhAeHi62LOB2KOqYMWM4deoUq1at0sochYWFCIIwYMN/y5bH8fKK48MP36K5eT2TJ8995HM7O9uQSnXXfzA//zoXL76Hg0Moq1ZtG3JIpkQQWGQ5kcMdadyQN2LXXI2ztZOG1OoXbW0N+PqOLKMPwMPDgzVr1vDll18ik8nuW31TH2lvbze0axgE77//Pq2trRgZGWFiYoKxsTHGxsaYmJjc82NqaoqJiQlGRkb9P8bGxv3/lsvlepsOYGBwGIw+LZFe3swkD4OXT9MUFBRQXa1m6lRPsaWIzvnz+5DJlERHb6RC3cpNdR2+gg1jJQqxpT0SY8eOw9PzNRITT3H+/PtkZHgxb95zWFjYaGyO2tpy0tL+xfPPL8XPz09j4w5nbG1t2bBhA4WFhcTExJCUlMSsWbMYP3682NJYuHAh//znPykpKdGKRzY9PZ1x48YN6tzo6Gjc3Nz405/+zdmz+YwbNx9X14eXklcqdbfrHhu7i/z8eCZN2siUKZqpPgpgKshYKB/Hid5czjbcZI2pFWYmZhobX1/o6qrB2Xn45PoOhLFjx7Jq1SoOHTqETCb7Rh8+faStrW1YhuKLSV9fH62trcyaNYu+vr57fnp7e+nr66O9vZ3m5ub+x1UqFSqVCqVSiVKpRKVS0dvbi1Qq5cUXXxT7JRnQIAajTws0dfRQ2tDB4xEGw0TTnD9/ETOzwS3aRhKlpbkUF59nxYqf0abuIV5Vjg2mhAv6l6v1IKRSKdOnP8aECdM4f/4zPv30R4wfv4ioqIHnrn2d9vYWEhLeZfnycaJXr9NHvL292bFjBxkZGVy4cIG4uDjmzJmDv7+/aJosLCyYOXMmx48f5/nnn0ci0VyI8p3efM8+++ygxxg7dixvvPFj9u37kvj4P3DjhgvOztMJDIzA3Pz+jeWtrW21Xsilvb2Z48f/SFdXL0uX/hRX1zEan8NGMGO6bAyXHaQcKjzP435LNT6H2PT21uPkNEFsGVrD19eXZcuWcejQIdatW6f3oe5dXV3Y2GhuE3A00NXVhUwmQyKR9Hv4BkNraysFBQUaVmdAbPQv6WcEkF5xuyl7sKGIi8Y5dy4FV9eRe1N+FPr6erlw4SP8/Wdj7+hJnKoM9X/y+KR6mMf3KFhb27Fq1XeZNetFCgqus2fPf1FSMvj8k97eHi5d+ifh4WasW7dWg0pHFhKJhODgYJ577jnCwsL46quv+OCDD0S92YeHhyOXy4mNjdXouJmZmdjb22NtPbTrsoWFBdu3P8W7777Gjh2hmJrGEBPzE86efY/8/NRv5NNYW9uhVCq1VsyluDiVzz//EcbGLqxf/0utGHx3GCOxRlHViMrbk/03PtfaPLqmr6+XjIwr1NTkD/t2DQ8jMDCQ0NBQLly4ILaUh9Ld3T3k7+too6enh66uLpqbm4c0zp18SgMjC4OnTwukld/+sk0wFHHRKHl5edTWShg71l1sKaISG7sfiaSHWbO2cF1VRT2dzJB4YCkM//xRf/9JeHsHERd3jNOn38TZ2Ze5c3dibj6w71JCwj6cnSt54YUfa0npyEIqlRIeHk5ISAjXr1/n2LFjWFpaMm/ePFG8AUuWLOHjjz9m8uTJ2NraamTMjIwMjVYvlEql/dWFm5ubOXnyFImJ/yIz0wwnpyhsbDzo6Giio6OZrq5Orlw5yPTpmzQ2P8DFi3vIybnExIlrmDZtkUbHvh9nz/6LWyWp2K95mtbxgcSkHmH+pBVan1eb3LhxgdTUI0gkvfT1qTh79jzbtj0ptiyt0tHRgYODg9gyHoharaajo8OQ0zdALCwskMvl9PT0DGmcjo4OpFIpPT09I6KFiYHbGIw+LZBW3sRYe3OszXSXvD8auHAhDjOz0V21s7Q0l6Kic6xY8TNK1c1kq+sJEOzwFEbOBoNMZsTs2asJDp5ObOynfPbZDwkOXsaUKY+2uMzJuU5n5yVee+2HojeCH25IpVIiIiL6jb+DBw+iUCiYN2+eTnNrnJycCA0N5ciRI2zbtm3I4zU0NFBdXc2mTZo1uu5gbW3Npk0b2bQJbt68yVdfnaO29jI2NmaMGWNOcXEnGRmx5OTE4uwcyMSJC/HwGPy1rLOzlWPH/khHRxeLF/8QDw9fDb6a+3P06B9pbKxjxfKfYmXtxPGebG55O3Mj5yIhATO1Pr+mKSzMIDFxPz09NYSErGHSpPk0NdVy/vzvCAxMZNq0aWJL1Brl5eXMnz9fbBkPpK2tDQsLC8zMRl7uqDZJT0+nqakJS0vLIY0jl8vJz8/n73//O+bm5tjb2+Pg4IC9vT0KhQKFQoG5ubmhsuoww2D0aYH08mbCx2hmd9rA/xETk4KLywaxZYjGnbDOgIBZyB1duKAqwA4zQoSRWUnP1taRNWteITs7mStXPiMv7xKzZj2Dm1vgt57T3FxHdvYeXnppFdbW1iiVSnp6eujt7e3/LZPJ9H6XW2yMjIyYNm0aISEhXL16lX379uHg4MD8+fN11uNvxowZvP/++9y4cYOQkJAhjZWamoq3t7dOdqyDgoIICrrXoGto6KSlZSbW1o7cvJnI6dPvIJWqcXObQHDwEpycxjzy+CUlmZw//zbW1oFs2PAMZmbarzZ582YctbXlbNz4636v+zxjH05I8siwbsG2LBMvD/ELAT0KtbWVXLq0j/r6DPz9ZzN9+k+RyW5HSSgUDkycuI33338HDw+PERnq2dbWRnNzs97n8zU2NuLurrmonubmZuLi4ggNDdXLPqWPSnx8PA0NDf3Gl7W1NVZWVsjlcgRBoK6ujvHjxw+56qazszPOzs6o1Wo6Oztpa2ujurqa4uJiurq66OrqQq1W4+joiKenJ25ubjg5ORl6Kuo5BqNPw9S2dlPZ3GXI59MweXl51NVJ8PEZvaGdd8I6p8/YzGlVIQIC0cM4j+9RCQwMxdd3IpcuHebkyb/g6jqOOXOewczsmzuZsbHvI5ff4vz585w+fRq1Wo1UKsXIyAiZTIZUKqWrqwtra2vGjx9PcHAwFhYWIryq4YGJiQnR0dFMmTKFxMREPvnkE1xdXZk7dy5OTtrdbDAyMmLhwoUcOXKEcePGDWkRk5mZyWOPPaZBdQPDxcWGsrIaQkLm4u09AaVSSU5OMrm5SRw58gampma4u08mJGQxCsW3v69xcZ+RnX2OoKBVREXprpBKTs4FPD0j7wmzthZMiZZ5cdFB4EL+TZY12mBr46ozTQOlo6ONixe/pKwsDlfXCWze/P/uGzbu7R1MXd0y/vznf/G73/10xIW2FRcX4+DggEym38u/5ubmIW/23CE7O5vTp09jZmZGfn4+mzZt0vr1S1tcu3YNe3t7mpub6e7u7v9Rq9UoFAoaGhqYMEFzdQ8EQUAulyOXy3F0vLeybW9vL83NzZSXl5OVlUVbWxvm5uZ4enri6emJk5MTtra2Gi3IZWBo6Pe3fhiS8Z8iLoam7Jrl/PmLmJsPj51kbXB3WOd19S0a6GKWxBMLYWQtSL4NmcyIOXPWMXHidGJj9/LJJ/9NSMhqQkOX9B+TmhqLQlHGz372i/7+Qvdb2KhUKrKzs7lx4wZxcXGMGTOG4OBg/Pz8DOGg34KJiQmzZs0iIiKCEydO8PrrrxMdHc3cuXOxt7fX2ry+vr74+Phw4sQJ1qwZXG/OoqIi1Gq1qD0anZ2d6Omp7v9bKpUSFDSFoKAp/UVECgqu8sUXP0cut8TExAKZzBiJRIZUaoqRkTHt7XXU1VWyePEP8PTUXYXVxsYq6uqKmTHj6W885yFYMVFwIN0Xjl89wrpJW+67GSMmfX29xMefJC/vK6yt7Vm16hc4ODy4snZ4+FLOnSvlzTf/yX//98gqWV9cXDwsPJgdHR1DNsy6u7s5d+4cubm5BAcHY2VlRWVlJSdOnODJJ58cdtf7vr4+enp68Pf3/0ZY5Z1WDI6OjhrLg34YRkZG2Nvb33MPaG1tpb6+nitXrtDW1oZKpcLNzQ1PT09cXFxwdHQ09P4TEYPRp2FSy5sQBBhvMPo0yoULGTg7D72M/3Ckr6+X2NgPCQiYQ6eDgjx1OUGCPe7C/UvEj2Ts7V1Yt+4HZGRc4erVL8jNvcCsWTsxM7OiuPgAP/3p5m/sRn4diUTSH4LX0dHBtWvXiI2N5dSpUwQFBRESEmII//wWent7KS8v5/HHH6e1tZUPP/wQHx8f5s6dq7VKb/PmzeOf//wnRUVFgzLc0tLSRG9G7ebmRk/P/avRymRGTJ4czeTJ0XR2tpObm0JXVzs9Pd309XXT19dLT08XRkaOTJ48TacGH8ClSx/j7ByOvf39Q+ImCo40qrsoD4vi0KUP2DDrJb1ZTKemXiYl5TBSaR+zZj2Nr2/YI50nkUiIjn6SM2f+wKFDh1m1aqWWleqO8vJyFi3SftGfoaBUKuns7BzShlJVVRXHjh3DyMiIyMjI/s+kq6srFRUVZGZmEhwcrCnJOqGlpQUTE5P75tHJZDKsra1Fr3ZqaWl5Tz5hT08PDQ0N5OXlkZycTGdnJxYWFri7u/cbgfb29piYDP9CdMMBg9GnYdLLm/F1sMDCxPDWapKurj7s7UdnrHhMzGcYGSmZNGMtp1QFOCBn0gjN43tUJkyYip/fJC5dOsixY29gZmbG4sXuBAZ+e77f/ZDL5cycOZOZM2dSUVHB1atX+eijj7C3t2fixIlMnDjRcDP6D93d3XzxxRcEBAT09z2MjIwkLi6O999/Hz8/P+bOnYuVlWY3IywsLJg9ezYnTpzgueeeG1BYWnd3N3l5eezYsUOjmgaKp6cnPT11qFSqB4Y6mZmZM2nSdB0qezCNjVVUV+exevWvv/UYQRCIkrhzUt1F67QZHI99lxXzvqtDld+kqCibxMR9dHVVMmnSinsiAh4VU1MLIiJ2cOjQH/H19dFoyJxYtLa20tLSovf5fC0tLdjb2w8qBFWlUnH16lXi4+Px9/fH2dn5G8f4+vqSmJjIhAkThlXo4R2jbzhhbGzcnx8It6uytre309jYSGpqKp2dnXR0dGBtbY2bmxuurq44OjpiZ2c34kKr9QGDZaJB1Go1aRXNzPDTXrjTaEUuN9Z6g2N9pLQ0l7KyC6xY/SsuqUqR/iePT2KomIWJiSnz5z/O5ctmVFZ+wrZtPxnSeG5ubri5udHX10dmZiYpKSmcP38eX19foqOjR7337/Dhw5iamrJ48eL+xywtLVmyZAmRkZFcunSJ9957j4CAAGbPnq1R4y80NJTMzExiY2MHVHUwKysLGxsb0ftNmZubY2Ym0NRUh63tgz3R+kRc3Mc4O0/5Vi/fHYwEKbOlYzhpnE9z8ARi4/YyO3qLjlT+Hy0tTZw7t5fa2hv4+EQxc+aP+ou0DAYnJ098fDbz9tu7eOONH4ruRRkqhYWFODk56b2h09DQMOhqwWfOnCEnJ4eIiIhvDSO0sbGhr6+P4uJivL29hyJVpzQ3Nw87o+/rCIKAhYUFFhYW/f/HarWa1tZWGhsbuXHjBh0dHXR0dGBra9t/X74TRqrvuaj6jn5/84cZ1S3d1LZ2E2wI7dQ4Fham9PSMLqNPqVRy8eLH+PnNpNBWoJlupkvckQuGViBwpwH7Z7S2nuTVV1/R2K6gTCZj0qRJPPXUUzz77LOoVCqOHz+ukbGHK+fOnaOuro4NG+5fPVehULB8+XJ27NiBIAi89957HD9+nLa2No1pWLx4MSkpKdTV1T3yORkZGUycOFFjGoaCvb0F9fWVYst4ZBobq7h1K4/IyOWPdLyVYEK01BOJjR0lTnJSUmO0rPBeUlMvs2/fz4EWHn/8j8yd+/SQDL47jB8fiYnJDN5++4OhixSZ0tJSjVbE1BZtbW24ug6uKFB7ezs+Pj4PzRtzd3fnypUrg5pDLBoaGpDL5WLL0DiCIGBlZYWXlxcTJ05k6tSpzJo1Cy8vL9ra2rh69Sr79+/nzTff5NChQ9y8eVOj95bRhMHo0yBp5U0ATHRXiKpjJGJubjLqjL7Ll4+jVrfgNuMxCtVNTBQccBH0q0iCWNTVVXL69B+xsrrOG2/8t9ZytqytrVm5ciUNDQ2UlZVpZQ59Jy0tjZSUFDZv3vxQw9rGxobly5fzzDPP0NfXxz/+8Q9OnjxJR0fHkHU4ODgQFhbGkSNHHun4pqYmKisr9SZvx8nJkqam6ocfqCc8qpfvbtwESyZLnJB5+3GjI4/i4lQtKrxNe3szBw/+nWvXdjFt2jpWrfopFhY2Gp1j6tQ15OaqSEhI0Oi4uqasrAxfX+33dBwqdwqSDBSVSkVtbe0jGUaurq7U1NRw69atwUgUhbq6ulHTEkEikaBQKPoLrUVGRhIZGYkgCMTHx/P++++ze/durly5Qk1NDWq1WmzJwwKD0adB0sqbkUoEglxGX4ENbWNhYUpvb7fYMnRGbW0lubnHCZu7k+vcwglzJgjDJyxMm2RkXCY+/g0WLFDw2ms/1nqlMplMRnBw8LDbFdYEZWVlnD59mrVr1w4oRNLW1paVK1eyfft2Ojs7efvtt/nqq6/o6hraxs3MmTPp6uoiOTn5ocempaXh5eWlN5Xi3NzsaW+vFVvGIzFQL9/dBAn2eApWGE+J5nzWEerqyrWg8Dbp6fF89tkvEYRWNm36I+PHz9bKPCYmZowbt4Hdu0/Q2dmplTm0TUtLC21tbYMOm9QVvb29KJXKQYVkx8fHo1arHym0XBAEXF1duXr16iBUikNDQ8OobjFkZGSEu7s7ISEhzJgxAycnJ3Jzc/n88895++23OXv2LOXl5QYD8AEYjD4NklbRjL+TJWbG+lG5bCRhbW1OT8/wvNkOhrNn/42bVwgFzsYYIWW6IY+P7u5OYmM/orp6Dz/4wRo2bdqos7mjoqIoKiqisbFRZ3OKTVNTEwcOHGDevHmDLvxgb2/PmjVrePLJJ2lubuatt94iJiZm0MafVCplyZIlnD9//qHew5s3b2qsz5cmsLKyoq+vWWwZj8RgvHx3EASBSMEdhWCGyZwVHLvwFm1tmv3edHS0cejQ2yQlfciUKStZtepn9+25p0n8/EIRhEns2rVHq/Noi+GSz9fY2IiLi8uAdXZ0dJCUlMSkSZMe+RxPT0/y8/MpKSkZqEyd09fXR2tr64gM7xwMgiBgb29PUFAQUVFRBAcHU1dXx6FDh3j//fe5fv063d2jx1HwqOj3t38YoVarSS9vMuTzaQlra3P6+kbHFzg+/iRdXbewmLOYVnqIlnhgJozu5OXKykK++up1XF3z+P3vf6zzSnpyuRw/P79R4+3r7u5m3759BAYGasRwcnJyYsOGDWzZsoW6ujreeustzp8/T09Pz4DHGjt2LL6+vpw8efJbjykrK6Orqwt/f922N3gQzc3NyGT6f38YipfvDjJBwiyJJ0ZGxpjMW83h47/T2PW7qCibzz//BSpVPRs3/oHg4LkaGfdRmDJlHQkJVeTk5OhsTk1RUlKCp+eD+xPqAw0NDYPKO2xubsbU1HRAud0ymYygoCCOHTtGe3v7gOfUJa2trd/arsHA7WJZvr6+REZG4uPjQ0pKCu+99x4JCQkG4+8uDEafhihv7KSxo5eJ7vp/Ux+OWFjIUalGfk5fQ0MNN28exn/pDkqFNoIFJ5yE0RHDfz9UKhXXr3/FtWt/ZN06P37yk++LFt4SHR1NRkbGsA3vGghHjx7FzMxM4/28XFxc2LRpE5s2baKqqoq33nqLixcv0tfXN6BxFixYQFlZGQUFBfd9PjU1Va8MPoC6umZMTXXTNHko3O7LNzgv391YCMbMkHigtjBHiFzIgYOvD1lbXNxRYmL+REDAdNas+aXGc/cehrW1PV5eK/nnPz9DqVTqdO6hMpzy+VxcBv7Zk8vlA76OwO1oBBsbG06ePKnXYYEjoXKnrlAoFEyePJmQkBCysrJ4//33ycjIQKVSiS1NdAxGn4ZIK78dthNsMPq0wu2QhpG/WxMT8yGOAVMosTPCFQvGC6O3/UdrawNnzrxJR8cRXnttB8uWPSaqHnt7e5ydnbl+/bqoOrRNbGwsNTU1rFu3TmtzuLu7s3nzZtatW0dJSQlvvvkm8fHxj7xok8vl/b37vn5Ob28vOTk5TJkyRRvSB019fZvWQxCHyp2+fEPx8t2Ns2BBiMQZtZszPb7jOHbsL4Map6OjjS+//DN5eSdYvPj7REVp77P5MIKD59Dc7MbBg4dE0zBQGhsb6ezs1Pt8Prht9A2mPY6ZmdmgIgcA/P39qamp4fDhw7S2tg5qDG3T0tJi6Fs3QORyOZMmTSIoKIgLFy7wySefDKj680jEYPRpiLSKJoylEgKcDdUVtYGFhcWI9/RduXKGjt4qVJHRmCIjSuI+akM5iooyOXfuf5k8uYPf//5netNMeMaMGVy/fn3Y7fI/KpmZmSQnJ7N582adFEDx9PTkiSeeYOXKleTl5fH222+TlJT0SDuykydPxsbGhvPnz9/zeFZWFlZWVnrXV7GpqUvnnqmBoikv390ECnaMFRQIwROpM4HY2F0DOv92OOevkEja2bTpD3h4BGlM22CQSCSEhm7i2LEb1NTUiKrlUSkqKrpvk3J9o6OjAyMjIywtB76OMjY2RiqVDsrbJwgCYWFhpKen88knnxAbG0taWhrFxcU0NDQMakxNM1LbNegCa2trpk2bhrm5OR9//DEpKSliSxKN0Z0opEHSy5sJdLHERGYo4qINzM3NUatHrtHX0tJERsYhnNftpFnoZYHEG5NRmseXlXWFgoJd7Ny5kOjoaLHl3IOXlxdyuZz09HQmT54sthyNolQqOXLkCBs2bNB5M3Nvb2+8vb3Jz8/nwoULXLlyhcjISEJDQx9Y0GHx4sV89NFHBAcH4+TkBNyu2qkvvfnuRqVSIZPpb4/NO16+1at/rdFxBUEgAlea1V00z15A4eHPsEo+SWjokoeeGxd3nKysw4wfv1BU797XcXYeg53dXN5//2N+9rP/FlvOQykpKdGbjbMHMdh8vjtYWVnR1tY2qOuXTCZj4cKF1NfXU11dTXFxMT09PXR3d9Pd3Y25uTm2trb9PwqFAisrK6ysrHQSdllXVzeqK3dqAk9PT+zt7bl06RK3bt1iwYIFSKWja80+OleVGkalUpNe0cyKSYNrJmrg4cjlIzun79y5vViFz6DJQkao4IyDMDp39JqaasnN3c2Pf7yJoCBxd/S/jalTp3LlyhUmT55McXExKpUKb29vsWUNGalUiqWlpaghRL6+vvj6+pKdnc2lS5dITExkxowZ31qRz97enqioKD7//HNWrVqFSqWiqqpKq6Gpg8XExIju7qH3K9QW2vDy3UEmSJgp8eQkBVg/tpHkL97DwsIWf/+p9z2+o6ONkyffp6Ull8WLvye6d+9+TJmyglOnkomLi9O7zamvU1payrRp08SW8VCampqGtGETFBREbm7uoDetZDIZTk5O/RtId1Cr1XR2dtLe3k5LSwtVVVX3GIQymQxbW1vs7Oy+YRDK5XKNROzU19frXfTCcEQulxMREUFqaipHjx5l2bJlyGSjxxQaPa9UixTXt9Pa1WfI59Mit8M7R2ZOX3Z2MvXCLczGz8IdSwIFO7EliUZy8iGiojz01uADmDBhAmfOnOGvf/0rcNtD9sILLwyr0BulUsmFCxcIDQ29Z4Hk5eVFbm6u6Lk/gYGBBAYGkpmZSVxcHJcvX2bGjBn3XRBGRUUhkUh49913kUgkrFu3Tm96892NQmFKe7t+tmzQlpfvbswFY2ZKPIkxLsJxxTNcPPAPzM2tcXMLvOe40tJczp37J1ZWVmza9AfMzPQzZcLY2JSgoE3s3fseYWFhmJmZiS3pvjQ0NNDb2zuo4ii6pqOjY1BN2e8wfvx4EhMT6e3txchIc151QRCQy+XI5fL7Gl7d3d20t7fT3t5Ofn4+3d3ddHV19VeNVCgU/UahjY1Nv3dw3759mJiY3ONBtLKywtraGktLy35jRKlUGto1aBCZTEZISAgpKSkcO3aM5cuXjxqPn8Ho0wDpFbdv5BPdFOIKGcGYm5szEgu5dHd3kZj8JRar1mEqGDFtFOfxlZZm0919nS1bfiK2lAcikUjYunUrdXV1jBs3ji+//JKLFy+yePFisaU9MidOnCA1NZW0tDRWrFjR76n08vLSq0I148ePZ9y4cWRkZHD58mXi4uKYOXMm48ePv+e4adOmUVxcjL+/v96G3SoUZjQ0tIgt475o08t3N46COeGCC1etqnCa/ySnTv2ZNWtew8bm9rzx8Se4efMQ48bNZ/r0DVrVogl8fSdTXBzMJ598xjPPbBdbzn0pLCwcFgafWq2mo6MDe/vBFy+zsrIiJCSE9PR0QkNDNajuwZiYmPQbb1+nr6+v3yAsKysjLy+v30NoYmKCr68v7e3t3xpSamdnh5GREYIg6H2PxeGERCJh8uTJJCcnc+bMGRYtWjQq1l4Go08DpJU3YyKT4O9kiLfWFrcbG4+8UvkXLh7AaMYMVCbGREs8MRFGx27T/bh58zDLl0cMi7yFu0OAFixYwL/+9S8iIiLue9PXNxITEykqKuK//uu/KCoq4uDBg0RGRhIVFYWlpSWpqan09fXpTciLRCIhODiYCRMmkJ6ezsWLF4mLi2PGjBn3eIR7enr0uqS5ra01WVn65+m705dvzRrtefnuxk+wpYEuCtzBPmQ5R478LytW/ILz5z+lpSWbBQtewctr/MMH0hNCQlZz6dJvWL68ZkheKm1RWlo6LPrztbW1YWlpOWQvfXR0NEVFRdy6dUsvitfIZDKsra2xtv72SLD7Fa65O6S0vb1d71rQjAQkEgkhISEkJSVhbW1NZGSk2JK0jmHbQAOklzcz3tUKmdTwdmqL25W51PT19YotRWNUVhZTYdkKru6ECc7YCfoZHqQLyspygSIee0zctgyDQaFQMH78eM6dOye2lIeSn5/P5cuX2bhxI3K5nPHjx/Pkk0+SnJzMl19+ycmTJ1EoFBQXF4st9RtIJBImTZrEc889x9SpUzl//jz//Oc/+xtl9/b26nVJc0tLS5RK/WsAfenSLlxctO/lu4MgCEwRXLDHjK5JPpi5BLNr1wv09TWwceMfhpXBB2Bn54y9/Sx27fpUbCn3paysDD8/P7FlPJSmpqYhFXG5g0wmY/bs2Xp5DRsId0JKHRwcGDNmDK6uhpoR2kAqlRIaGkpiYiJ5eXliy9E6BitliChVajIqmwl2V4gtZcQjl5vQ0zNyvH2xmccxDovCS7DGT9B/D5E2yc09z8yZQcM2rn7OnDkUFxdTWloqtpRvpa6ujiNHjrBkyZJ7ChU4ODiwY8cOenp6cHV1Zdq0aXp987sTlvP8888THh7OmTNneP/997l165Ze5vLdQSKRoFSKX/r9Dk1N1Zw48Veqq4uZPn2VTueW/qewixESjObOwNphIqamZnqbv/cwJk9eSnp6Kzdv3hRbyj3U1dXR29urFx6vh9HU1KSxMFQvL6/+cFEDBh6GiYkJwcHBnDx5ksbGRrHlaBWD0TdECmrb6OhRMtHNUMRF25iZmdDTMzIqeMZdO4NqWjiWgjFTBddREUv+bTQ21tDWdoNVq1aILWXQmJqaMm3aNL319nV3d/Pll18SGhp63yI5pqamPP7446xatYoxY8ZQXl4ugsqBcWeH9oUXXiAkJITu7m4OHjzI5cuX6eoaGdcJbVBdXczhw2/wxRc/p6/PmGXLfoqtre7DEs0EI2ZKPOkSlLiu30JjUyMxMf/UuQ5NIJdb4Om5jD17Dokt5R6KioqGRT4fQGdnp8bCYyUSCYGBgVRWVmpkPAMjH4VCgZubG8eOHRuxfXjBYPQNmbTy2zkahsqd2sfW1pzW1nqxZQyZpuY6Ch37kJjKmSH1wmgU5/EB3LwZS1iY27DI5XsQUVFRtLa2kpmZKbaUe1CpVBw8eBAbGxtmz5790OPHjh1LY2PjsDGcpFIp4eHhvPrqqyxcuJCSkhLefPNNDh06xK1bt8SW14+DgwO9vXWizV9Sksn+/b/iyJH/xcjIkXXrXmfFiu/g4iJe/zZ7QU6E4EqdtBufNTspKUnh5s2LoukZCpMmzaay0oxLly6JLaWfkpISxowZI7aMh6KJIi5fx9/fn/r64b9eMKA7xowZQ0dHB9euXRNbitYwGH1DxER2+y1s6dKfsJ2RyoYNC6iquohKpRJbypA4XZGA1M2DqVJ3bAT9DUfTBd3dndTWxrF69TKxpQwZiUTC3LlzOX/+fH+pbn3g3LlzNDU1sWbNmkc63sTEBAcHBwoKCrSsTLPc2d3fvHkzzzzzDHK5nL179/LBBx9w48YN+vrEvUYHBATQ1VVFT49uPxu5uVf47LOfcObM2ygUgWzc+AeWLn1aFO/e/fCR2OAv2FJi1oXvvG0kJHxMW9vwC7GSSmUEBKzh88/P6I2nQKVSif65fxTa2tqwtrbWaCEmNzc3ent79epabED/GT9+PAkJCSM2NNhg9A2RmX4OSCUC57KrxZYy4pk9eza+viqKi9PEljJoEouv0+M/Bo8+Od6CQmw5oqJSqbhx4yze3qai94XTFOPHj0ehUBATEyO2FID+tgyPP/74gKpxenh4DDuj725sbW1ZuHAhL7/8MmFhYdy4cYO//e1vnDx5kro68bxtEoma3t4encyVmhrDnj3/xaVLn+DqGsmWLX9k/vzHsbJS6GT+gRAmuOCInCoPc+x8Z3HixJ/EljQoAgLC6OkZy8GDh8SWAtyOPkhKShL1M/8oNDY2arxQiVQqxdXVdcTnaBnQLGZmZtjY2JCUlCS2FK3wSEafIAgKQRD2C4KQLQhCliAIkV973loQhKOCIKQKgpApCML2h50rCIKtIAhnBEHI+89vG82+NN1gLTci3MuGs1k1YksZFbzwwmZqa8/T1zf8du/q2hvIt1dh2tVHlPGYUZvH19hYQ2LiIY4d+x+6u79iw4bh7+W7mzVr1pCbm0tubq6oOsrLyzlz5gxr1659YLnw++Ht7T0s8voehpGREZMnT+bpp59m06ZN9PX1sWvXLt59911Onz5NdbXuNuuuXr2KiclYzM21V6xEqVRy9eoRdu16kRs3TuHru4innvp/zJy5EjMzc63NO1QkgsAMiScmyFBND6NTJeHy5S/EljUogoPXcPLkDdra2sSWgru7O+Hh4Rw8eFCvI2Sam5u1knvo7u5OU1OTxsc1MLLx8/Pjxo0btLToZ1/VofCoW79/A06p1ep1giAYA/KvPf9d4KZarV4uCIIDkCMIwl61Wt3zgHN/ApxVq9VvCILwk//8/eMhvyIRmDfOkf89kU1FUyduitFbdl8XBAcHExnpxM2bVwgMnCm2nEdGpVZzpv0mgrUFC4wDkQmjy8ne09NFXt51KioS6e7OIzjYmSefXMyECRPElqZx5HI5S5Ys4eTJk7i6uoqSq9ja2sqBAweYNWsWXl4Dz9ny8vKira2Ntra2YZ9reQc3Nzfc3NxQKpUUFRWRlZXF3r17MTExwdvbm8mTJ2u16EVSUjr29lFaGbuvr5uEhC/Jz7+EkZEdwcHrCQ6OHlbVcE0FGTMlnpxRFWK7fAM3P32TsWNDcHXV/3YDd+Pq6kNu7hQ+/PBjXnrpBbHlMHPmTAoLC7lw4QJz5swRW8590WQRl7txdHQkPT1d4+MaGNmYmJjg6OhIfHw8ixcvFluORnnoylMQBCtgJvABgFqt7lGr1U1fO0wNWAq3XRcWQAPQ95BzVwK7/vPvXcCqobwQMZk37nb583NZhhBPXbBz5xZaWxPo6tK/nlffxulb11DZKQhTOWI9ivL4KisLuHhxLydO/IiOji9ZudKRd975Gd///osj0uC7Q2BgIF5eXhw+fFjnO+y9vb3s378fHx8fpkyZMqgx7oRG6XPrhsEilUrx9fVl+fLlfO9732PJkiWoVCp27drFq6++yokTJ6ioqNDonL29vWRlVePnF6rRcTs7W4mJeZ9du16koqKQqVOfZuvW3xISMmtYGXx3sBPMmCq40WIKDgu3cvbsm8MyqiMsbC3XrzeRmJgothSkUinLli3j+vXrOvVsPyraKOJyBwcHBzo7R06bJwO6w9fXl6ysrBFXAfZR3A3eQC3woSAINwRB+JcgCF+PE3kLGAdUAunAK2q1WvWQc53UanUVwH9+33ebRxCEZwVBuCYIwrXa2toBv0Bd4G1vzhg7OWezDSGeusDT05OlS8eTm3tBbCmPRE5rOfWOZtg39RBoNvIbrLa3t3D9egzHj79GWtofGT++gt/97hl+97v/YcmSJZiZjQ5v+LJly2hra9N5G4cTJ04glUpZsmTJkMbx9PSksLBQQ6r0E4lEgre3N4899hgzZ87E3d0dQRDYv38/f//73zl27BhlZWVDnufatWtIJO4oFA4aUA3NzfWcPPkme/Z8n8bGJubMeYVNm35OUNDgjHx9YqxEwTjBjnY3G6R+4Zw5867YkgaMpaWCCROe4v33j+pFBVknJyfCwsI4c+aM2FK+gTaKuNzBysoKQRAMxVwMDBiZTIa/vz8nTpwYFsWQHpVHMfpkQCjwD7VaHQK0czsU824WASmAKzAZeOs/Xr5HOfeBqNXqf6rV6nC1Wh3u4KCZG6amEQSBuYFOxBfU09Ezcj4c+sy2bVtQq9NoadHvBPV2dQ/XpDVImluYbztZbDlapamplkuXPuPMmZ9iahrDjh2h/OMfr7Fz59O4ubmJLU/nyGQyNm3aRHp6us7aOMTHx1NaWsqGDRuQSIYWQuzt7a1xj5c+09HRgYuLC0uWLOGll15i1apVyGQyDh06xN/+9jeOHDlCSUnJoMa+ciUFe/uhe/nq6so5cuQPfPHFj+nqUrNkyf+wfv0P8fYeWV7zyYIzzphDWAj5TTmkpp4VW9KA8fYOxsFhOX/843v09OimeM+DiIqKoqamRiObGJpEG0Vc7sbFxcVQzMXAoHB2dgZu31dHCo+yKigHytVq9ZX//L2f24bc3WwHDqhvkw8UAYEPObdaEAQXgP/8HtZusnnjHOnpU3E539AXRhcoFAoef3wm+fn6uxhQqlWcbE5HLahZbDUR6QjN42tsrOHChd1cuPArxo7N4w9/eIFf/OIHREZGDssQM01ibW3NqlWrOHnypNYLu+Tm5pKQkMCmTZswNR16CLGrqys9PT2jphBCZ2cnlpa3i6xIJBI8PT1ZvHgxL730EmvXrsXU1JSjR4/y17/+lcOHD1NUVPRI4yqVStLTK/HxmTxobZWVeRw8+BsOHnwNQVCwatWvWb36ZdzdvQc9pj4jEQRssotRtjVju/xprt88Rnt7s9iyBkx4+FI6O8fx5pviN503MTEhIiKCs2f1657Z3NysVaPP2dmZ1tZWrY1vYGQTFBSkt6HRg+Ghq1C1Wn0LKBMEIeA/D80Dbn7tsNL/PI4gCE5AAFD4kHOPAE/9599PAYcH+yL0gSljbLE0kXHWkNenM9auXY2FRRnV1cViS7kvl9vy6LY0IbBFho1MexX7xKKnp4v4+C+5ePFVAgPL+dOfXubll1/o3x0zcJuxY8eyYsUKjh49yvXr17UyR21tLceOHWPZsmVoKiJCIpHg7u4uehVSXdHe3v6tRWvc3d1ZuHAhL774IuvWrcPc3JwTJ07wl7/8hUOHDj2wvUVKSgpqtSP29gNf2BYXp7Jv3y84ceJPmJl5smHDGyxf/iwODiM7TPzs2X9xI3EfQfWmSM3MMJu/jpOn/y62rAEjkUiIjn6SjAyVXrRxmDp1Ks3NzXrVjqWjo0Nj16z7YWNjQ1dXl9bGNzCyuVPo6+TJk3rTf3MoPGr1zpeAvf+pvlkIbBcE4XkAtVr9LvAb4CNBENIBAfixWq2u+7Zz//P4G8AXgiA8w22jcb0mXpBYGMskzPR34Fx2DSqVGolkdJbj1yWmpqbs2LGcP/7xDE5OO8WWcw8lykbK5L2YlVUSPmah2HI0Tl5eMllZX+Djo+YHP/iOwdB7CP7+/mzevJnPPvuMlpYWjVbR6+zsZN++fYSHhxMQEPDwEwbAmDFjKCwsJCIiQqPj6iOdnZ2Ymz+8rYG7uzvu7u7Mnz+fiooKsrKy+Oqrr/orENrb2+Pm5oarqyv29vYkJl7HxmbygLRkZcVz48YhOjvbGTt2FkuXLsLcfGBtN4YjnZ2tHDv2/+js7GHZsv/ByckdB3Uzl2zVdIwLIunqESKmrBBb5oAwNbVg6tRnOXz49/j6+jBx4kTRtBgZGREZGcn58+fx8fERTccd+vr66OrqwsnJSWtzWFlZGXL6DAwJd3d3qqurSUpKIjIy8uEn6DGPZPSp1eoUIPxrD7971/OVwH1Xtt9yLmq1up7/eAdHCnMDHTmeXkVmZQsT3Uf+DVofWLBgPvv2naGkJB0vL/FupnfTqu7mcl8p6qZ6lnnMFVuORqmvv0Vy8n4kkpvs2LGQ6OhosSUNG1xcXNi+fTt79+6ltbWVxx57bMjhryqVioMHD+Lo6MjMmZpvYTJ27FgSEhI0Pq4+0tHRgZWV1YDOudMGYv78+VRXV1NVVUVNTQ1paWmcPXuW3t5eUlLKkMsV3LhxHnt7dxwd3TExuX8xo9TUGNLTj9PTo8LXdx5TpszT6/56mqSqqoCvvvoTVlZ+rF//bP/r9hSsGS90kekHmfHn8K4rx97eXWS1A8PR0R0/v6289daH/O53btja2oqmJSwsjCtXrlBQUCC64VdfX4+bmxsy2aP6HwaOwegzoAnGjx9PYmIinp6ew7pGgfa+aaOQ2QEOCAKcza42GH06QiKR8PzzG/nJTz7FwyMIiUTcHDKlWsW5rnxU6l6iJWMwlo6Mr1hPTxfJyaeoqTnD7Nk+bN78c4yNjcWWNexQKBQ888wz7Nmzh88//5y1a9cOqWpdTEwMbW1tPP300xpU+X84OTkhCALV1dVa3Y3XBzo6Ovpz+gaDk5PTN96j1tZW0tLSqKiooKgolsLCZq5e7cTIyA5TU3fMzd2xtXWlpiafwsI4BEFOYOASwsLmIJMZDfUlDRtSU2O4evVz/PyWMGvWmm88Hyw40qjuonLaHL46/wmb5v33sMsXHjduKjU1Oezd+7mo/fukUikymWzIhZ40QX19Pf7+/lqdw8LCgp6eHtRqNbe7ihkwMHBMTU0JDAzkyJEjbNu2bdhWIR8ZK1I9wc7ChFBPG85m1fC9+dq9kBn4P8LDwwkNPU5eXhIBAeK63q8qK2kzVuOYVc2YCd9wcA9Lbody7mPs2D5ef/3ZYb3LpQ+Ympqybds29u/fz+7du9m4ceOAPUxwO1csMzOTZ555Rqs75e7u7uTn549oo6+7u5u+vj6NN6K3tLRk+vTp9zzW29tLUVERhYWFFBVlUlERT15eAQEBW4mOXqnR+fUdpVJJTMw/KS/PJDr6BQID71/hVCIITJe4c0qdT8v0uZxL/IQF05/QsdqhM2nSEi5c+BV1dXVa6Uv3qDg7O5OZmcnYsWNF0wC3N0U8PDy0OodMJsPCwoLOzk7kcrlW5zIwsnF0dKSuro7Tp0+zYsWKYbmJIP5WzwhjbqAj6RXNVLcYEod1yXPPbaWlJY6eHvEasRarmigQmiA7nYUTHhNNh6aor7/FmTNvUVr6L3bsmMqvfvVjg8GnIe60c3Bzc2PXrl0DrgxWVlZGTEwM69atG5TBOBDGjBkzIpu0301LS4vOFoRGRkb4+/uzePFiXnhhJ7/97Q/YsGE63d2jq/JzW1sj+/b9jNraSlau/Nm3Gnx3MBakzJJ6ITM2pcrXlcKSDB0p1RwKhQM2NlHs23dQVB2zZs0iKyuLlpYW0TTcyedzdLxvi2aN4ujoOGqqEBvQLoGBgZSWlnLz5tfrWQ4PDEafhpk37vYF7LyhUbtO8fHxYf58P3JyLooyf7O6mwRlOcpbFcx3jBJFgybp6eniwoU/MGVKF3/5y88NuXtaYunSpYSFhbF3717y8/Mf6ZyWlhYOHDjAvHnztL5LDrdvcj09PbzzzjsjtpJnc3OzqOE6jz22mNbWa7S1NYmmQZeUld1k376fIpePYdOmX2Jv7/JI51kLpkTLPJHaO3G5J4fOrnYtK9U8EycuJDGxlIaGBtE02NraEhgYyPnz50XTUFdXh7u7u1ajFO7g7e1NXZ1+9/Q1MDyQSCQEBQVx8eJFVCqV2HIGjMHo0zABTpa4Kcw4azD6dM7TT2+htzeZtjbdNmLtU6u4pCxB2dOFe1kzTg5eOp1fGxQUpOLuDk8/vc2Qu6dloqKiWLx4MQcPHiQ5OfmBx/b29rJv3z78/f0JCQnRiT4LCwt27NhBZGQkp06d4uOPP6a2tlYnc+uKlpYWjYd2DgR7e3smT3YiLe2CaBp0RXLySU6d+jN+fstZseL5AecuugtWBAuOSLwDOJ53QksqtYeNjSMKRSSff75fVB0zZswgNzdXNA9YfX29zsJLfXx8aGpqGhEl9w2Ij0KhQK1WP3KvVn3CYPRpGEEQmDfOkbi8Orp6DRcYXWJvb8+6dZHk5uq2+exVdSXNdCMkXmTutA06nVtbVFZeIyIiUGwZo4agoCA2b95MbGzsA3ffjx49ipGREUuWLNGhutu7myEhITz33HO4u7vz0UcfceTIkRHT/0psow9g2bIFVFdfQKnsFVWHtmhurmf//tdISfmKmTO/S3T04EPgJwgOOPeZ0BUYwOV8caI7hsKECQu5cqWM5mbxGs4rFArGjx8vmrevtbVVZ+kClpaWeHh4cOvWLZ3MZ2Dk4+joSGFhodgyBozB6NMCcwMd6exVklA4unI09IHHH1+PmVkh9fUVOpmvQNVIobqJ3pQk5k/4ZtW54YpUasrx48m8996/qKkxeK11gZubG08//TQ3b97k0KFD39iVjouLo6qqig0bxNtYMDExYc6cOTz33HMolUreeust4uLihmWYy920trZqPTfyYfj7++PlJSU9PV5UHdrgypVD7Nv3E0xMnNm06bcEBAzNSy0IAjONvTHrFShyMaPg1vAKO7azc8bKKpz9+w+IqiM6Opr8/HydG5+9vb10d3frtDhUcHCwwegzoDEEQUCtVostY8AYjD4tMM3bDrmxlHNZhsWyrpHL5Wzbtpi8vOPk51+jrq6cvj7t9OhpVHdxVV2J+lY1Xm0ynJzGaGUeMZg9+xkiIn5OVpY7P/jBW/z+93+lpKREbFkjnjstHRoaGvj000/p7LxdmCg7O5vExEQ2btyIqampyCpv975avXo1GzZsIDc3l3/84x/DOt+vra0Na2vx2+wsWRJNWZl4eVaaprg4lU8//RHZ2fHMnPkiy5c/h1yuGY+qkSBloZk/EpkxCdJKWjvF85oNhqCgRVy+XEBbW5toGqysrAgKCtK5t6++vh4PDw+dtt0YM2YM7e3tIyY6YbjR1dVFTk7OsN8gvENfX9+Q2i2JhaFlgxYwNZIS7WvPuewafm3oDaNzli5dglqtIiOjgJyceAoLm5FIbJDJnDE2dkKhcEKhcEEuH3xPrl61kjhVKeruXkiIYebq3z7w+JaWempqilAq+3ByGoNC4TzouXWFg4M7Dg5baW9fQWpqDL/85b+ZMsWFbdu2ih4KN5IxNTXlySef5MCBA+zZs4e5c+dy/PhxVqxYIWqZ9/vh6enJ008/TUpKCidPnuTChQs89thjuLq6ii1tQLS1taFQKMSWwfTp0/n887Pk56fi6ztJbDmDpqAgmWvX9tHW1oK39xyiopZhYqL5zQpLwYTZxt6ctynmaMVlHvdcMmzut46O7piZBXPw4CGeeGKraDqmT5/O+++/T3Nzs842Purq6pgwYYJO5gIoLS3l0qVLOu/tWFVVxbVr13B2dsbd3R0nJye96I+oSzo6Orh06RLp6enIZDKKiopYvHix2LKGTF9fn15swA4Ug9GnJeaNc+T0zWqyb7UyzkXcsKHRhkwmY+XKlaz8T8urnp4eSkpKKCwsJC+vmJyci+Tl1dDTY4xM5oRM5oylpRMKhTNWVvYPvSir1WquqCtpUffQffYwi6Oe/sbNpK2tkerqIlpbS+jpKcLSso9Jk7wwMTEmKekC5eWhTJiwQFtvgUYxN7ciKmoNzc0zuXHjMK+88gZLloSwevWqYdcgebggk8nYsGEDhw8f5q233mLt2rVab2I8FCZPnoy/vz+///3v+fe//01ISAjz5s0bNjfF1tZWbGxsxJYBwLx5kzl27NywNPqKi1O5cuWzfmNvxYolmJmZa3VOV8GSCUpbMtwFjuafZIXfUq3Op0kmTFjG2bO/Jzq6SLSeeQqFot/bt2rVKp3Mqat8voqKCi5dukR1dTXe3t4EBuo2Tz0pKYmKigra29tJTEykvb0dhUKBvb09Li4uuLq64ubmNiKLpbW0tHDx4kWysrLw9vZmy5YtmJiY8O9//5vw8HC928AcKAZPn4F7mBNwu3XDuewag9EnMsbGxvj5+eHn58eiRf/3+K1btygoKKCwsJisrAwKC2PIyenAyMgRqdQZudwJa2snbGycMTL6v8VrnrqREnUzpKXjJXfH1dWP9vYmamuLaWoqpqenGLm8i+BgL6ZMCWLy5DV4enr2n9/U1MQrr7xGbq45/v7Dp72DtbU9s2c/Q2XlbE6fPsDp0z/lZz/7Ll5ew79aqT6iUqloa2tjypQpw6JlRmpqKmPHjmXlypWcPXuWd955h+joaCIiIsSW9kC6u7vp6uoSPafvDosWLeTYsf/l1q1SnJ09H36CHiCGsXc3wcau1Ha2cWusBwklCUR6Reps7qHg5OSJu/tq/vrXj3jjjZ+I1jZEl96+3t5e+vr6tNqf79atW8TFxVFRUYGXlxfTp0/XuQe4r6+P/Pz8/n6sAJ2dnVRUVFBdXU1NTQ0ZGRk0NTVhbm6Ora0tjo6OuLu74+7uPmyjaZqamoiNjSUvLw9/f3+2b99+j4EXFhbGsWPH2LZtm3giNUBXV5depAQMFIPRpyUcrUwJdrfmbFY1353jK7YcA/fB2dkZZ2dnpk+f3v9YW1sbhYWFFBUVkZNTTHb2VVJTm1CrrTAycqLXwo28MQqM61toTj6Lbdgyrl79O6am7Ywf78G6dUFMnrzigbu2CoWC3//+x7z00m8oLpYzZsxkHbxazeHq6kNDQxS5uRmjLlRFl5w+fZqOjg62b98utpSH0tvbS1JSEqtWrcLGxoZ169ZRVFRETEwM165dY9GiRfj4+Igt877cWXTpy2fZ1NSUGTP8SUw8jbPzDrHlPJCvh3Hq2ti7gyAIzDbz43BHOgUOxrjUFzHGThzP2UAJDZ1PTEwe7777Ad///ouiaFAoFIwbN04n3r66ujo8PDy08n2rra0lLi6OkpISPD09iYqKEu17feTIEVxcXO7xaJqZmeHr64uv7/+tCXt7e6murubWrVvcunWLxMREampqkMlk2NvbY2dnh6urKx4eHnrrHVOpVGRnZ5OcnExVVRVBQUHs3LnzviHz0dHRZGdnc+PGDZ21HdIGHR0devv/8SAMRp8WmRfoxF/P5lLf1o2dxfBzA49GLCwsCA4OJjg4uP+xvr4+ysrKyMgp4Bdx7Zj2dtOX+AFz545h7Vp3Jk1aio+Pz4BuLs7Ozrzxxn/x/e//icpKOa6u+hu693Wysq5QUvIxv/jFszppDj4aSU5OJjs7m6efflonzYuHyvXr17G0tLzH6zt27FieeeYZbty4wdGjR3F0dGTp0qUPzZ27cuUK3d3dRERE6CQ8tLGxUe921R97bAlnz/6N5uZ6rK3txJbzDfLzr3Pt2n7a21vx9p4tmrF3NzJBwiL5OI503SROKMe20xYrs+GxEx8V9QQxMa9z5swZFiwQJ+x/5syZvPfeezQ1NWk1v7Wuru6e+6smqK+vJz4+nvz8fNzd3Zk+fbpoxp5KpeKzzz6js7PzkSotGxkZ9Xv37h6joaGByspKampqyMrK4sKFC/T09GBjY4ODgwPOzs64ubnh4uIi2j2itraWa9eukZ2djVwuZ+LEiaxateqB11MjIyMWLVrEgQMH8PPz07tr76PQ1dWFTCbD0nLwdSHEQv9XE8OYeeMc+UtMLudzalkX5v7wEwzoJTKZjDFjxvD7uAbaVD18/p2ZhP1+6O0ZfHx8+O1vn+dHP3oXY+Mt2Nvr/2ckO/sqBQUf8YMfbCYgIEBsOSOSsrIyzp07x6ZNm/Qm5PBB9Pb2cuXKFVasWPGN5yQSCWFhYUyYMIELFy7wr3/9i/HjxzNnzpz7GnR1dXVcvHgRNzc3rly5gp+fH5GRkVot7d7Y2Kh3YTp2dnaEhbmSlnaOGTPWiy2nn7y8q1y9uo/Ozg58fOYxdepC0Y29u7EQjJlr6stZWSHHbiWwwXU+Mqn+L3PkcgvCwp7h00//TGBgoCibaXdX8ly9erVW5qitraWlpUVj+YvV1dVcvXqVvLw8XF1dmT59uuh55idOnKCnp4etW7cOOudLIpFgb2//DU9Sa2srVVVVVFVVUV5ezvXr1/vbzdjZ2fXnCbq7u2ttw6y5uZnk5GRycnJob2/H39+fdevWDegzeye/8sCBAzz55JNa0alNampqGDNmjNgyBoX+Xw2HMeNdrXCyMuFcdrXB6BvmfHi5mFOZt/j5Y+MI89JcwYfg4GB+/vPNvPrqZxgbb8PKSn/DBfLyksnP/5Dvf38DQUFBYssZkbS0tHDgwAHmzZt3z86vPnPt2jUsLS0fuJAzMTFh4cKFhIeHExMT8635fqdOnSIkJIT58+fT0NDA1atX2bNnD7a2tkRERDBu3DiN7+Br27MxWFauXMLPf76b7u5lmJiIk+t1h9zcK1y7tp/Ozi78/OYzdeoirVTj1ATOggWT1I6kuko4lH+CdQHf3IzQR9zcfKmqWs5f//pvfvvbH+k8v6+7uxtBEMjLy9PK+Hdy6NevXz+koklqtZqSkhKSkpKoqqrC1dWVqKgovYiIKCkpITc3l2effVYrRT4sLS2xtLS8p6hXd3c3VVVV/SGiOTk5NDQ0YGpqip2dHQ4ODri6uuLp6Tmoza2Ojg7y8vIoKCigoqKCrq4uvL29mT17Nn5+foM2shcsWMCHH35IfHw8UVHDp7YB3N5smDdvntgyBoUwnJoLhoeHq69duya2jAHx0wNpHE2tIvkXCzCW6UfOiIGBkVzayIZ3E5gT6Mg/nwjTSkL40aPH+ctfYpg06Wnkcv3z7uTnp3Dz5nt873trmTx5sthyRiS9vb3s3r0bV1dXlixZIracR6K3t5d33nmHFSsenMf6de7k+ymVShYsWICPjw+5ubmcPHmS559//p4FU3d3N+np6SQnJ9PR0UFwcDDTpk1DLpdr5DV89tln+Pv7ExoaqpHxNMlvfvMnOjpmM2XKoocfrAWysuJJTj5AV1cvfn63PXv6auzdjVqt5mJ3AeVGXTjmlrNg3PAoEa9SqTh//n0Uimx+/vP/0onhd8dTn5SUhLOzMwsWLMDBwUGjc1RVVVFUVMSGDRsG7bXv6uoiLy+Pa9eu0d7ejoeHB25ubnrVomP37t14e3uLXnhLqVRSU1PTnydYW1tLTc3tvtF2dnb9eYLu7u44Ojres5F2530uLCykoqKCtrY2XFxc8PLyYsyYMbi5uWnMm1pVVcXevXvZunUrzs7638YKbns6s7OzefbZZ/Vio+F+CIJwXa1Wh9/3OYPRp11iblazY/c19u6YynRf/fXiGLg/je09LHszDokEjr04A2u5kdbmev3133HixC1mz/4vrc0xGAoL08jIeI+XX16plwvjkcLBgwdpbW0dVuEuCQkJZGVl8fTTTw/4XJVKxY0bN7h06RKOjo40NDQQHR39wE2FoqIirl69SklJCd7e3kRFReHi4jKEVwDvvfceixcv1ssqtCkpKfzlL2dZvvx1neYo3TH2urt78fefz5QpC4aFsXc3SrWKY11ZtArdjCvvIsx3eHgTlMo+YmP/jaVlJj//+fe1lvN05/t3+fJlrKysmDdvntbCSo8ePYq9vT0RERG4urpiZ2f3UINWqVRSX19PVVUV+fn5lJaWYmlpqbcFTW7dusXevXt58cUX9baUf2NjI5WVlf3VQ6urq+ns7MTW1hYrKyuamppobm7GyckJT09PxowZg4eHB0ZG2lv3JCYmcu3aNXbs2DEsWvxcvXqVyMhIJk3S35Y6DzL69NNMHUFM97XHRCYhJqvaYPQNM1QqNf/1RQq1rd3sfyFSawafSqXiww8/5vz5StzcZmhljsFSVJRJRsZ7fOc7jxkMPi0SHx9PeXk5O3fuFFvKI3OnYuf9cvkehbvz/S5duoRMJnuoF3ns2LGMHTuWpqYmrl27xu7duwFYvnz5oEOOm5qaNO7Z0BSTJ0/G0fE42dlJBAVN0/p8N29e5MaNw3R39+HvP59p0xYjk2lvwadNpIKEBab+HO3J4qadCvuqXLxc9L9gllQqY/bsp7l4cRe//vWf+OUv/1vjhl92djaxsbEIgsDixYu13gN06dKl1NXVkZ2dzfXr1+no6MDY2BiFQoGlpSWmpqZIJBL6+vpob2+nubmZ5uZmTExMMDc3x97eXm9COL+NpKQkgoKC9NbgA7CxscHGxobx48f3P9bR0UFlZSVNTU1YWVnh5eWl09cwbdo0ysvLOXjwII8//rjO5h0MZWVlmJqaMmHCBLGlDBr9/QaNEMyMpUT52HE2q4ZfLgvSq1AEAw/mvYuFnM+p5TcrxxPsrtDKHB0dHbz++l9ISuph4sTnkMv1pxpUaWk26env8txzi/W+19pwJj8/n/j4eJ566qlhsdN5hzsVO4dalMHExIT58+cP6ByFQtF/TnJyMpcuXSImJoZJkyYxderUR34fW1tbEQRBY6Gi2mDp0ig+/jhGq0ZfWto5UlOP0NsrEBi4gIiIBcPW2LsbuWDEHGMfzkgKudiax6o2eywtbMWW9VCkUhmzZm3n4sXdvPrqn3j1Vc0ZfiqViq+++goXF5dHqi6pCaRSKU5OTveEdnZ1ddHZ2dn/W61WI5VKMTc3x8HBQa/aqDwK+fn5em+03A+5XH5PCwkxWL58Obt27SImJmbA9wJdUVtbS2lpKVu2bBG9WNBQGD7fqGHMvHFOlDZ0UFDbLrYUA4/IlcJ6/t/pHJYFu7B1mnbCvsrLy/nud39OSooV4eFP6dzgq60tJSnp31RUZH/jubKyXFJS3mHHjnlERg6PRsfDkYaGBo4cOcKyZcv01tt0P+7kAc2ZM0dUDRkZGTz++OM899xzLF26lOrqat58800OHDhAVVXVQ8eoq6vT+wqpM2fOxNT0FsXFWRofOzMzlj17vk9y8nH8/Zfy5JN/ICpq6Ygw+O7gKJgTIXVD4ubFkaJT9PV1iy3pkZBIJMyc+SS9vVP41a/+H83NzRobd9OmTVRWVnL9+nWNjDkYTE1NsbGxwcXFBU9PT7y8vHB3d8fJyQlLS8thZfBVVFQglUqHHGo+WjExMWH9+vVkZGSQnJwstpx7UKvVFBYWkpeXx7p167Cz078WOgNh+HyrhjFzAx0BOJddLbISA49CXVs3L316Ay9bOW+sDdaKdzYlJYXvfvd12tunMnnyCiQS3e4ctbc3UVi4nzVrnOnrO8m1ax/T1HQLgIqKfJKT32LbtpmiJ6SPZLq7u9m/fz+TJk0iMDBQbDkD4saNG1hYWGis9PpgSE1NxcrKqj8PydfXlw0bNrBjxw4sLCz49NNP+eCDD0hLS0OlUt13jMbGRr3vtSSVSpk3L5icnBiNjZmaGsPHH7/C1avH8PNbwtatbzB16sIRZezdjZ/EFh+1NQQFcyj5M7HlPDISiYQZM7aiVEby6qt/1pjh5+TkxPr167lw4QKpqakaGXM0U1xcfE8TdgMDx8bGhnXr1nH+/HlycnLElgNAe3s7CQkJADzxxBO4urqKrGjoGMI7dYCrwoxxLlbEZNXw7EwfseUYeABKlZrvfZZCc2cvu56OwMJE81+R48dP8te/HsXdfY0oTdn7+rrJyPiCbdumsXXr4+zc2cfhw0fYtesjMjPdqa1NYvv2GcyePVvn2kYTx44dQy6XD7vSzyqViqtXr4qu+/r16/fdlLCxsWHhwoXMmTOH9PR0kpKSOHfuHBMmTGDatGn3hMm1t7djbq4/fea+jcWLF3H8+BvU1VVibz/4hUdy8kkyMk6gVpsRFLSC0NDZwzpUaSBMkbrR2NdJ/aRgYq7tZ374OrElPRK3PX5buHRJyi9/+Sd+9avvYWs79BBVNzc31q9fzxdffIEgCBpvmD6aqK6uHjbVJ/UZd3d3Vq5cyaFDh5DJZPj4iLdevnXrFnl5ecyePXtEVSw3ePp0xLxAR66XNNLU0SO2FAMP4M1zecTl1/GblRMY56L5sK8PPtjFn/8cg7//dlEMPoC0tKPMnq1g69bb+QcymYy1a9ewe/fvmDlTxYwZLnh4eHyrd8TA0ImPj6eqqop164bHwvNuMjIykEgkonon8/Pz6enpuacgwdcxMjIiNDSUHTt2sGbNGpqbm3nnnXf4/PPPKSsr06HaoWNubs706T6kpw/O25ecfJJdu14kPf08QUGr2br1d0yZMm/UGHxwu7DLbNlYTAVjqnxdScu5JLakATFjxiZkstm8+upfqaur08iYHh4erF27lnPnzvHFF19QUFBAS0uL4do/QJqamvSyouhwxNfXl6VLl3Lo0CFKSkpE0ZCdnU15eTmbNm0aUQYfGDx9OmPeOEfeOp/PhdxaVk42hAHoI3F5dfztbB5rQ91ZH675xthnz55l794MQkKewdRUHO9CVlYsY8fW8oMfvPqN5xQKBb/+9S9oamri4sWLXL58GR8fnxER0qBPFBUVkZCQwNatW4dV4ZY7XLlyRfRmuklJSYSEhDzy8Z6ennh6etLa2sq1a9f48ssvMTc3RxAEjXhNdMHy5Uu5cOEdOjvXYGb28KIeSqWSGzdOkJn5FYJgzsSJ65k0KXpUGXpfx0wwYo7RWL4yLyBFXo5dVT5uLuIWsRgI06dvICFByq9//Xd++cuXNWJojBkzhh07dpCYmEhMTAwtLS309vZiZmaGtbU1jo6OjB07Fh8fn2F5vdIFHR0dWmutMRoJCgpCqVSyb98+Nm7cqLVWIvcjIyMDY2NjnnzySZ30ydQ1BqNPR0xyV2Bnbsy57BqD0aeHFNW188pnN/BztOA3q8ZrJY+vrq4OC4sA0Qy+0tJMJJIkfv3r1x5481YoFKxYsYLy8nLOnj1LaWkpgYGBKBQK3YkdobS0tHDkyBEWLFgw6CbFYpKbm0tXVxcTJ04UTUN1dTWVlZWsWbNmwOdaWloyZ84cZs6cSUZGBocPHyYlJQV7e3vCw8P1uoqno6Mj48fbkpZ2kalTl37rcUqlkmvXjpKVdQap1Irg4PUEB49uY+9u7AQ5U6XuJLoKnL2ZyForB8zNrcWW9chERq4lPh5ee+1v/OpXr2jE8LOwsGD+/Pn9lROVSiXNzc3cunWLiooKkpKSOHbsGM7OzkycOJHJkycPq0Ir2qShoYHOzs5heT3XZyZOnIhKpeLzzz/n8ccf10nOZH5+PlKplLVr12JsbKz1+cTAYPTpCIlEYE6gI2duVtOnVCGTGi6Y+sLhlAr+50A6RjIJ72wJRW6sna+FqakparVmwnIGSn19JXV1x/jzn1965EWCu7s7TzzxBFlZWcTGxmJmZkZAQIBht3eQKJVKDhw4gJ+f37DNn7ly5Qrh4eGiLviSkpIIDAwc0udQKpUyadIklEolcXFxVFRUkJiYSEBAABEREXpbhW/Jktn8v//3FSrV4m/8H9xt7MlkCkJCNjNp0nSRlOo3PhIbGlVd5ARN5nDSZ2yM2DGsjOKoqLUkJEh47bW/8YtfvISjo6NGx5dKpdja2mJra9vf/7Kzs5OsrCxu3LhBXFwcc+bMEXXzR1+IjY1lwoQJWm1gPlqZNGkSarWaTz/9lC1btmj1utzQ0EBdXR1PPvnkiDX4wJDTp1PmBTrS3NnL9ZJGsaUYALp6lfz0QBqvfJZCoIsVx1+ega+j9ir53V6k9mpt/G+jo6OVvLzP+cEP1jJu3LgBnSuRSBg/fjw7d+4kICCAq1evkpuba8j5GASnT59GqVSyePFisaUMivLycmpqapgyZYpoGtra2sjOztZYVVm5XI65uXl/2wdjY2P27t3L7t27yczM1KvPeW9vLx0dHajVJVy5cqr/caVSyZUrh/j445fJy7tKSMhmtm593WDwPYRQwRlHtRx12DSOXv5IbDkDJjJyNWZmi/j1r9/k1q1bWp/PzMyM0NBQnnnmGebPn8+FCxf45JNP6Orq0vrc+kpTUxMFBQVMn274rmmLyZMnM2fOHD799FOtfc5VKhU3b95k8eLFel/NeagYjD4dMsPfASOpwLnsGrGljHrya1pZ+dZlPk0q44XZPnz27DTcFNqN3zYzM0Ol0u0Nsq+vl4yMfWzeHDKkaovGxsZMnz6d7du3Y25uTnx8PI2Nhs2LRyUpKYns7Gw2btw4bMOiEhMTmTRpEjKZeAEi169fx93dXWOhxjKZrN+ws7a2ZsmSJXzve98jMDCQixcv8vbbb3Px4kU6Ojo0Mt9g6Ozs5NKlS7z99ttkZWWxY8d66uqOUViYaTD2hoBEEJgh9cRMMKJt8nguJR0UW9KAmTZtFRYWS/n1r9/SieF3h6CgIHbu3ImZmRnvv/++xgrLDDdiY2MJCgrS+16fw52wsDCio6P55JNPqK7WfOuz4uJiPDw8RK0WqiuG5+pjmGJhImOatx1nDUafqOy/Xs7yNy9T19bNrqcj+PHiQIx0EG5rZmaGWq3b6q3p6ceJiDBm+/YnNDKetbU1K1asYOnSpeTk5JCRkUFfX59Gxh6pFBYWcunSJTZt2jRsk/3r6uooKioStW+jUqkkJSVFo0VkJBIJarX6nsdkMhkRERG88MILLF26lPLyct566y0OHz78SA3fNUVraysxMTG88847lJSUsHbtWrZv386sWbN45pmFnDnzC3JykgzG3hAwFWTMlo1FamZBkZs5OXlXxZY0YCIilmNltYzXXnuLiooKnc1rYmLC6tWrmTRpEnv37hV1Y0QMmpubycvLY8aMGWJLGRVEREQQHR3N3r17qa2t1di4KpWK8vLyUfP/aDD6dMzcQEfya9ooqW8XW8qoo727j//+IpUf7Etlkoc1J16ZwSx/B53Nf9vo69bZfLm58bi4lPKzn31f494lPz8/nnnmGZydnUlISNDoRXgkUVdXx6FDh1i8eLHe5ok9CgkJCYwbN07UfM60tDTkcjleXl4aG1MikTwwhNPHx4fNmzffE/r50UcfkZGRgVKp1JiOu2lsbOT48eO8++67NDY2snXrVrZu3XpPBbvo6GhmzPDH13eKwdgbIraCGZFSd6TOriT25FFXVy62pAETEbEMG5uV/OY3/9B5O5KZM2fi6+vLJ598Mqo2AM+fP8+4ceMMXj4dEhERQVRUFHv27NGYd7m6uhoXFxccHHS3FhQTg9GnY+YF3q7wdDbL4O3TJdm3WljxVhwHbpTz8jw/9u6YhpOVbhewt40+3dwUKytz6euL4/XXf6i1ioSmpqYsWrSI1atXU1JSQlpaGr29us9Z1Fc6Ozv54osvCAsLe2A/OX2npaWF7OxsZs6cKaqOpKQkpk6dqtExpVLpI+Xt3R36OX78eOLj4/tDP9va2jSipbq6mgMHDvCvf/2Lvr4+du7cyfr167+1KuATT6ynpuY8HR2tGpl/NDNGoiBIsEcWGMzJnMN0dg6/9zQ8fAl2dqv57W/f1bnht3jxYkxNTTl06JBO5xWLO14+MSMfRivTpk1jypQp7Nmzh4aGhiGPV11dzYQJEzSgbHhgMPp0jKedHD9HC0Nen45Qq9V8mlTKyrcu09LVx95npvJfC/yRSjTfkuFh6Cqnr6mphoqKg7z22nM4OztrfT4vLy+2b9/O2LFjSUhI0Gluib6iVCr58ssvcXJyYtasWWLLGRJnz54lICBA1B3t/Px8uru7NX5zfpin7+vIZDKmTJnCs88+y8qVK6msrOSdd97h8OHDlJcPzkNUWlrKZ599xu7du5HL5bzwwgusXLnyoXmLXl5eTJ5sR3LyV4Oa18C9TBKccMECScQMDl/+l9hyBkVY2CLs7dfq3PC7U+a+vr6eY8eO6WxesYiNjTW0MRKR6OhowsPD2bVrF01NTUMaq6WlBU9PT80IGwYYjD4RmDvOkStF9bR2Gbwi2qS1q5eXP0vhpwfSiRhry4mXZxDlO/SeRoNFLpdr3dPX0dFKdvbnvPLKcp22BTA2Nmb27Nls3LiRW7dukZycTHe37kJZ9Y2TJ0/S1dXFypUrxZYyJEpLSykoKGDhwoWi6rhy5QqhoaEaD1M2MTEZtHfay8uLTZs28fzzz2Nqasrnn3/ORx99RGpq6iOFfubm5rJ7927279+Po6MjL730EosXLx5Q3uf69Suoq7tIe/vw80zpGxJBYLrEA3PBmL5p0ZyI/UBsSYMiLGzhfwy/9ygpKdHZvGZmZmzevJnKykoOHhx+RXEelZaWFnJzcw1ePpGJjo4mLCxsSIZfR0cHJiYmoypE12D0icC8QCd6lWou5Y3Oile6IKOimeVvxnE8rZIfLgpg1/YIHCxNRNUkl8tRKrXn6WtpqSc19UO2bAnmsceWaG2eB+Hq6spTTz1FUFAQV65c0XmYkT4QHx9PYWEhmzdvFrXSpSY4c+YMUVFRoubyVVVVUVVVRUREhMbHNjU1HXJIspWVFYsWLeKVV14hODiYpKQk3nzzTc6dO0dLS8s9x6pUKtLS0nj//ff56quv8PPz4+WXX2bu3LmDeo89PDz+4+079fCDDTwUE0HKbOkYZKZm1AeO4dqNk2JLGhRhYQtxcFjL//7v+zo1/CwtLdm6dStNTU3s2bNnRLZzuOPls7GxEVvKqGfmzJkEBweze/dumpubB3x+Q0MD7u7uWlCmvxiMPhEI9VSgkBsZ8vq0gFqtZndCMWveiaerV8Vnz0by3Tm+SEQI5/w6xsbGSKVqVCrNF4Cor68gK+tDXn55Fk8//aTGxx8IMpmM6dOns2XLFlpaWrh69SqdnZ2iatIV2dnZxMfH8/jjj2stl1JXpKSk0NXVxbRp00TVkZCQwMSJE7XSMNfMzExjeagymYzQ0FB27tzZH+r27rvv8sUXX3DlyhXOnz/PP/7xDy5fvkx4eDjf/e53iYyMHPLGwKZNq6mvv0hbW5NGXsdoRyGYEiX1QOLgRKZpC8UlGWJLGhShoQtwclrP66//U6eGn1wuZ/PmzZiamvL+++/rtOKttmlpaSEnJ8fg5dMj5syZQ1BQELt37/7GJtvDaGpqMhh9BrSPTCphtr8DsTk1KFXqh59g4JFo7uzlhT3J/PJwJtN97TjxygwixtqKLesejI1l9PRodvezsjKX4uI9vPrqRlatWqHRsYeCo6MjW7duJSwsjGvXrlFUVPSN8vgjiaqqKo4fP86qVauGfSWw7u5uLl68yIIFC0TtK9jY2EhBQYHWymlLpVJkMpnGPRIeHh6sX7+e73znO7i4uFBSUkJjYyPz58/nhRdeICQkRGPvq6urK+HhTgZvnwbxFKyZIDgg8x9PbEUsbW3Dsyfp5MnzcHbewOuv/5OioqL+x5uamigvL9fa9djExIR169YxdepU9u7dS3x8vFbmuR89PT1cvnx5UJ6fh3Hx4kX8/f0NXj49Y/78+QQEBLB79+4BFdbq6Oj41kJZIxWD0ScSc8c5Ud/eQ2p5k9hSRgQpZU089vdLxGRV8z9LA/ngqSnYmmveMzBUTE1N6OvTXK++wsIUGhoO8oc/PK+Xu48SiYQpU6bw5JNP0tfXR1JSksaqHeoTbW1tfPnll0RFReHr6yu2nCGTkJCAQqHA399fVB2JiYn4+flp1WuqUCi00vAXwMLCghkzZrBhwwbWrFlDQECAVuZZv34lDQ2XaG0dnsaJPhIsOOKGJUZTZnE06SOx5Qya24bfRv73f/9FYmIiiYmJFBQU0N7eTnx8PPX19VqbOyIigi1btpCWljbgBflgSUpK4uLFi7z33nvs3r2bhIQEqqurB1Sw6X60tbWRlZU1avq5DTcWLlyIr68vu3bteqTPmUqlor29fdhv0A6U4Z1wMoyZ5eeAiUzCj/an8d4TYfg4DM+mzWKjVqv5IK6IN05m42RlyhfPRxLqqb+7cKamMvr6NFPgJDv7IjJZEn/96w8ZO3asRsbUFra2tmzcuJG0tDRiY2NxdnbG29tbVC+SplAqlRw4cAAPDw8iIyPFljNkWltbuX79Olu3bhVVR0dHB5mZmWzbtk2r89jb21NZWanR/n+6xsXFhYgIN5KTTzBr1hax5YwIBEFgusSdk+p8WqbOICbhU+ZHPi62rAHT3t6ETKZGKrWhsLCIl156EU9PTyQSCQUFBZw+fZqKigqCgoK0koPs4uLC9u3biYmJ4Z///CeLFy8mKChI4/PA7YV8cnIy69evx83NjYyMDIqKikhKSqKjowNTU1MkEglSqRSJRIJEIsHY2BhTU1PkcjnW1tbY29vj6emJtbX1PWPHxsbi7++Pra1+RQ8Z+D8WL17MiRMn2L17N9u2bXvgZmFLSwt2dnZaSRvQZ4ThFG4VHh6uvnbtmtgyNEZ8fh0vfnqDnj4V/299MIsnDN/mzWLQ2N7DD/alcja7hoVBTvxx3SSs5UZiy3ogO3b8BInkMRwcBl8iWKVSkZFxCgeHfN5448c4OjpqUKH2aWlp4cyZM1RWVjJ+/Phv3FyHG0ePHqW2tpZt27aNCCP2TuW91atXi6rjwoULVFZW8vjj2l1ox8bG0tLSwooV+hMaPRhqamr44Q/fYtas11AoRtfutTZpUXdzoi+P3sYaprYp8PcOFVvSI1FVVUBV1TUkkgLmzw9mzZpl993Y6O7uJi4ujvT0dMaNG4e9vfYqXOfm5nLy5Enc3NxYtmyZxgtEpaenk5iYyM6dO7/xXHd3N+3t7SiVSvr6+lAqlfT29tLd3U1nZyetra00NzfT2NhIdXU15ubmBAQEEBkZiUql4h//+Afbt2/X6vtjQDMcO3aM0tJSnn766W/9jBUVFWFtbc2CBQt0rE77CIJwXa1Wh9/vOYOnT0SifO059lI0L+xN5vk9yTw3y5sfLgxAJh3+C0dtc624gZc+vUF9Ww+vLg/iqagxCIL4xVoehpmZEe3tgw/v7OvrJTX1IAEBTbz++msDKu+uL1hZWbF27VqysrKIiYnB1tYWf3//YWkwJSYmUlhYyM6dO4el/q+TkZFBcXExL7zwgqg6ent7uXHjBmvXrtX6XLa2tpSWlmp9Hm3j6OhIVJQXycnHmDt3u9hyRgxWggkzZF7E2qpJbM7Ftd0bC3OF2LLuS29vF8XFqTQ2XsPVVcnzz89iwYIXH+jxMDExYd68efj5+XH06FGam5vx8fHRij5/f388PDw4deoU77zzDjNmzGDKlCkaG//q1auEhYXd9zkTExNMTB6tgrdSqaSgoIC0tDTefvttrKys8PX1NRh8w4Rly5Zx+PDhfo/f/bx57e3tIyIVY6AYjD6RcVWY8cVz0/j10Zu8d6GQtLJm3twcgr2FuO0F9BWVSs0/LhTw5zO5uCnM+PKFKCa6Dx9PkaurLefOXaeurhS1Wgmo7vpR/ucH1Gpl//P/d5ySnp42pk+352c/+9WwD0sYN24cnp6enD9/nvj4eIKCgoZV6Ex+fj6XL19m69atw75SJ9wu7nD69GlWrlwpaosGgBs3bmBtbY2Hh4fW57K0tBwxpeXXrVtFQsLfqK9fgp2ds9hyRgxugiWTJE6kegscTTvK4yFPiC3pHpqaaigtvUZXVxrTpnmyevUmQkMH5pH09PTkqaee4ssvv+TmzZtaC8E0MzNj9erVFBUVcebMGVJSUli8ePGQv+vNzc3U19czfvz4IWuUSqX4+/vj7+9PdXU1iYmJhly+Ycby5cvZv38/n3zyCVu3bv1G6HJvb++w3DQfKobwTj1i37Uyfn4oAxu5Me9sDdXr3DQxqGvr5vufp3Apr47Hgl343ZqJWJnqdzjn1+no6ODgwUOo1ar+vAKpVNr/I5PJvvFbEIT+v01NTQkKChoRXqW7KSgo4KuvvsLc3JzAwEC9729XV1fH7t27tZqfoktUKhWffPIJdnZ2LFkiTo/Hu/nwww8JCwsjODhY63NVVVWxf/9+XnrpJa3PpQs++GAX169bM3/+DrGljCjUajUX+ooopw27jFyWhKwTVY9KpaS8PJva2muYmlaxbFkEy5Ytwdl5aMZ+V1cXX375JUqlUiMG1INQKpVcvXqV+Ph4nJ2dmTdv3qCrKcbExNDS0sKaNWs0rNLAcEWpVPLJJ58gl8u/ETVy5coV1qxZM+Tviz5iCO8cJqwP9yDI1Yrn91xn43sJ/HL5eLZO9RwWYYvaJqGgnlc+u0FTZy+vr57A5ojh+b7I5XK2bNkstgy9w8fHh6effpoLFy6QkJBAYGCg3lbV6u7u5ssvvyQ0NHREGHxwu1pnW1sbmzZtElsKdXV11NfX6+y9NTIyGnJlP31i7dqVXL78Z+rqKrG3dxVbzohBEASmy7w43pNDfcAY0gqTCPaO0LmOrq52iouv09x8HR8fU374wwXMmDFDY5EfpqamrF27ln379pGbm6vVCr5SqZRp06YxadIkEhIS2LNnD/b29kydOpXAwMBHHqejo4PU1FQ2bNigNa0Ghh9SqZR169axe/duzp8/z5w5c/qf6+3tFT2iRQxGlrtgBDDe1ZpjL84g2teeXxzK4L/3pdLZo/lm3sMFpUrNX2Ny2fKvRCxMZRz+7nS2TPUalgafgQdjamrKokWLWLNmDSUlJaSmpmqscbamUKlUHDx4EBsbG2bPni22HI1QVVVFQkICq1ev1gsPa3p6OmPHjtULLcMRhULBrFn+3LhxTGwpIw4jQco8Y1+kUmNSrTq4VVems7lra0tJSTlIZubfmDKlnrfffoH33nuDefPmaTzU/47h19bWRlmZ9l+jmZkZc+fO5cUXXyQgIIDY2Fj+9re/cezYsYc2lm9paWHPnj0EBgbqJBzcwPDCzMyMDRs2cOPGDXJycvofl0gkI2qz71Ex3FX1EGu5ER88NYW/n8vjb2fzyKpq5d2toXjZmYstTafUtHTxvc9TiC+oZ02IG79ZNQFzE8NHdqTj6enJ9u3biY+PJyEhAU9PT9zc3DAyEj+UNyYmhubmZp555hmxpWiE3t5ejhw5wrRp0/SmSW1OTg7z58/X2XxK5cjbVFu9egUXLvyRmpoyHB0NC2FNYikYM9vYm3MKgTNlN1hrbo3czErj8/T19VJfX0F9fSnt7dnY2rbyxBPTWbx4GwqFQuPzfR25XM66devYu3cvpqamOom8MDExYdq0aUybNo3S0lKysrI4duwYnZ2dODk54ejoiJ2dHWZmZvT09FBWVkZeXh7jx48fkVUYDWgGGxsbli1bxpEjR3BwcMDW1haJRDIir/0Pw7CC1lMkEoHvzfdnkoeC732WwvI34/jrpsnMDdSPhZm2uZRXy/c/T6Gtu48/rAtmfZi7wbs3ijA2Nmb27NkEBARw7do1EhISMDc3x8nJCWdnZ1G8QCkpKWRmZvLMM8+MGC9UTEwMZmZmREdHiy0FgIaGBtra2vD29tbpvFKpVKfzaRsrKyvmzg3i8uVjLFggbiXWkYiLYEGoxIVkT4GDaYfYOHEjMtnQi6+pVCry86/Q2pqJSlWNh4cN8+Z5Exa2jKlTp+o8l9vGxoY1a9bw+eefY2xsrNP2Op6ennh6erJo0SLq6uooLS2lurqa/Px8enp6MDIywsHBga1bt+rNhpUB/cXf35/w8HD27dvXX227r69PbFk6Z2SsXEYwcwIcOfZSNM/vuc7TH13j5Xl+vDLPD6lkZBpAfUoVf4nJ5Z3YAvwcLfh05zT8nCzFlmVAJFxcXFi+fDnd3d0UFRWRkZHB5cuXsba2xtnZGUdHR50shMrKyoiJiWHjxo1YWWl+V18M8vPzycrKYscO/Sn4kZ2djbu7u04XtyP1xr969QrOn3+DqqoiXFzGii1nxBEo2FGvaqdkYgj74z9g/fTnhrR50NhYRW7uMSZMENi6dSUTJkzQi5wjV1dXli9fzrFjxwgPD8fMzEznGuzt7Q3tEgwMmZkzZ1JcXMy5c+ewtbXl0qVLODg44OzsTGBg4KhwLBhy+oYBHrZyvnwhinVh7vz9bB7bP7pK4xB6vekrVc2dPP5+Im+fL2BDmAeHvxttMPgMALfDfgIDA1m3bh3PP/88ERERtLS0cOnSJdLS0qirq0NblYhbWlo4cOAA8+bNGzE5I93d3Zw4cYJFixbplRFbWFio1cIR90MikWjtsyMm5ubmLFgwkbS042JLGZEIgsA0qQcKTFFOieTg2b8PahyVSsnNm+cpLd3Fyy9P5c9/fo3w8HC9MPju4Ovry8yZM0lOTh6xmyQGRj4SiYRly5aRkpKCVCpl//795OTkEBMTw+7duykoKBBbotYxGH3DBFMjKX9cF8z/rp5IYkE9y9+KI6OiWWxZGuNcdjVL/3aJm5Ut/HXjZH6/Lhgz45EVcmVAM8jlciZOnMjjjz/Ojh07mDRpErdu3SIuLo7MzEyampo0Nldvby/79u0jICCAkJAQjY0rNufPn8fe3l7rJdkHQmdnJ5WVlTqviGpkZDRiF7LLlz+GSnWTioqRv5gRA5kgYbbUC2MjE7qmTOXIyb8O6Pza2lKuXn2PwMAy/v3v11ixYrnetuMJDQ1l3LhxpKamjshNEgOjA3t7eyIiIjh16hQeHh5MmTKFqKgo7O3tOXDgAA0NDWJL1Cr6eXUxcF8EQWDzVE++eD4SlUrNmn/E88U13VUP0wa9ShX/eyKLpz+6hrO1GUdfimZViJvYsgwME6ysrAgNDeWpp57iySefxN/fn8LCQi5fvkx2djZtbW1DGv/o0aOYmJiwePFiDSkWn4qKCjIzM1m2bJnYUu6hoKAAOzs7nXs4TExMRqzRZ25uzsKFwWRknBBbyojFXDBmptQLiaUVzUGBnDz19kPP6evrJj39FNXVn/DjHy/gd7/7BY6OjjpQOzTmzp2LQqEgKytLbCkGDAya6Oholi9fzvLly/sfUygUGBsb66RIkpgYjL5hyGQPBUdfimbKGBt+tD+Nnx5Io6t3+FUhKmvoYP27CfzzYiFPTPPi4Hei8HawEFuWgWGKra0t06ZNY+fOnWzcuBEPDw9u3rxJQkICOTk5tLe3D2i8ixcvUlVVxbp14jZh1iQqlYpTp04xdepUvQrrBMjLy8PHx0fn8xobG49Yow9g+fJlqNVZlJXliS1lxOIkmBMmcUHi7k6tkxWxsbu+9diqqgKuXXuPKVNa2LXrdyxYoLtKtUNFKpWyYsUKlEoleXmGz5OB4YlEIiEoKAhLy/9LH6qtrcXb21tvPe2aYmS/uhGMnYUJu5+eyndm+/BpUhkb3kugvLFDbFmPzKmMWzz290sU1LTx9uZQfrNqAqZGhnBOA5rBycmJmTNn8vzzz7NmzRpcXV1JS0sjMTGRvLw8Ojoe/F3Jzs4mKSmJjRs36lVuzVBJTEykr69Pb6p13kGlUlFYWChKuKlMJhvR/ZpMTU1ZvDiEjAxD3z5t4i/Y4iMokAaHUNRXT3z8/nue7+npJDX1CC0tX/LrX6/hF7/44bD0KpiamrJ+/Xo6OjrIzc0VW44BAxqhvr5e51WjxcBg9A1jpBKBHy0O5L0nwiiqbWf5m3FcyqsVW9YD6e5T8uqRTJ7fc50x9uYcf3kGjwW7iC3LwAhFEARcXV2ZPXs23/nOd1i5ciWOjo6kpqZy5coV8vPz6erquuec6upqjh8/zqpVq0ZUxbimpiYSEhJYsWKF2FK+QWlpKcbGxjrpBfZ12tvbMTEZerl9fWbp0iVIpfmUluY8/GADg0IQBKYIrthhhumshWRVppCcfBKAsrIsbtz4B3PmwEcf/Z7p06eLrHZomJubs3HjRrq6usjOzhZbjgEDQ6alpQU3t5GfWmRo2TACWDTeGb8XLXh+z3We+ncS/70wgBdm+SDRs7YOxXXtvPhpMhkVLTw9fSw/XhKAiczg3TOgGyQSCe7u7ri7uzN79mzKy8vJycnh+vXrGBkZYW9vj42NDfv27SMyMhJfX1+xJWuUU6dOMW7cOFxc9G+TpaioSLTKqK2trSPKm3s/TE1NWbIklGPHjuHpGSC2nBGLVJAwU+LJSQowWraJa5/9g5qadAICZPzhD08RGhoqtkSNYW5uzqZNmzhw4ACpqalMnDhxxIfGGRiZtLW1YWpqOiw97wPF8A0dIXg7WHDou9NZFuzKH7/K4dmPr9Pc2Su2rH6OpVWy7M04yho6ef/JcH65PMhg8BkQDYlEgqenJwsWLOC73/0uS5YswdLSkuPHj2NkZISrqys9PSOnLUpmZia3bt1i/nz9zB8qKysTLbSmvb19xBt9AEuXLkUmK6So6KbYUkY0csGImRJPemRqFEtXMjXSmH//+/cjyuC7g5mZGRs2bMDR0ZErV648NGzegAF9pLGxccS0Y3oYBqNvBCE3lvG3TZP51fIgYnNqWPlWHNm3WkTV1NWr5H8OpvPiJzfwd7Lg+MvRLAhyElWTAQN3I5VKGTNmDIsXL+YPf/gDP/3pTzE1NSUxMZHr169TXl4+rAt9dHZ2EhMTw+LFizE2NhZbzjfo7e2lqqpKNM9qW1sbcrlclLl1iZGREYsXh5GVZejbp01UKiVV6efxbcqi184Vj6XPjuhNBSMjIx577DGioqK4fv06ZWXDu6K4gdFHU1MT7u7uYsvQCQajb4QhCALbp4/l02en0d6jZNXblzmcUiGKlvyaNla9fZlPrpTy3CxvPn8uEnebkb+4MjB8MTIyYuzYsTz22GN897vfZdasWSiVSi5fvkxKSgrV1dXDrujH1atX6enpobu7Wy+9l+Xl5VhaWopmeLW3t48Kow9u5/YZGxdTVJQhtpQRSUdHK9eu7WLChHoO/ukFnpjmxXsXC0W7B+sKQRAIDQ1ly5YttLa2cuXKFerq6sSWZcDAI9HR0YGT0+hwRhhy+kYoU8bYcvylaF785AavfJbCjdIm/mfpOIxlurHzDySX8/NDGZgaSflw+xTmBOh/DyIDBu7G2NiYgIAAAgIC6OjoID8/n/T0dHJycrCxscHNzQ1bW1uxZT6UKVOmYGJiQnJyMkeOHGHJkiWEh4eLLauf4uJiXF1dRZu/ra0Nc3Nz0ebXJUZGRixfPo0vvzzO2LETxJYzYujr66Wg4BrNzXFs2jSF7dufQCKR8ItlQeTcauVH+9PwcbBggpu12FK1ioODA1u2bCEnJ4f4+Hhyc3NRKBQ4OjqiUCiQyQxLTgP6hVKppLOzU5QiYmJg+AaOYBytTNm7cypvnMzmg7gi0iuaeWdLKE5W2gs16ejp45eHM9l/vZyIsbb8fVMIztYjN7TFwOhALpcTHBxMcHAwTU1N5ObmkpaWxs2bN7Gzs8PDwwMLC/3sMWlmZsaYMWPIzMzE0tISLy8vsSXdQ2lpKSEhIaLN39nZOWp2eQHmz5/P8eOvU1iYjrf3RLHlDGtUKhVFRSnU1V0kLMyGHTtewc/Pr/95Y5mEt7eEsuKtOJ77+DpHXpyOncXIrhQrkUgYN24cgYGBVFdXU1xcTGFhIZmZmRgZGWFmZoaxsTEmJib9RqBSqaSnp4fe3l6Uyts9h9VqNVKpFIlEgpmZGZaWltja2mJkZCTmyzMwwqisrMTe3n7UbEiMjlc5ijGS3t5tDPFU8KP9aTz29zj+3/pgxrtaY2Um02gxldzqVr67N5n82jZenuvLy/P8kEkNEcQGRhYKhYKIiAgiIiKora0lOzubjIwMlEolDg4OuLm5YWZmJrZM4PZi6tKlS1y7do0pU6YwY8YMvaqw19vbS3V1taiVUru7u0dNeCfc9vYtWzaNffuOG4y+IVBamsmtW7EEBBjxP/+zneDg4Pse52Bpwj+fCGfdu/F8Z28ye3ZMxWgU3BcFQcDZ2RlnZ2emTZtGX18fjY2NNDU10dbWRmtra3+4uUwmw9zcHAsLC4yMjBAEAbVajVKppLu7m8bGRm7dukVOTg4mJibY2tri7u6uN9dZA8OXzMxMli1bJrYMnWEw+kYJy4JdCXCy5LmPr7Ptw6v9jxvLJFiZGmFlKsPS7PZvK1MjrMxkWN55/M7fJkZYmRlhaSrD6j/HmhvLEAT44loZvzqSiYWJER8/PZVov5HT38yAgW/DwcEBBwcHpk+fTmVlJdnZ2dy4cQOZTIa9vT1ubm6i9YCrqKjgxIkTCILAtm3b9LLnYHl5Oebm5qIaXd3d3aNu8bhgwQKOH/8teXkp+PlNFlvOsKKqqoCysnN4eHTy61+vIzIy8qHnTHS35ndrJvJfX6Ty+vEsXl0xXgdK9QuZTNZ/vRwsSqWSqqoqcnJySE5OxtjYGHd3d5ycnPRqM8vA8MHCwoKxY8eKLUNnGIy+UYSfkyVHXormXHYNTR09tHb10dLZS0tXHy1dvf1/VzR19v+7u+/BRSsEASyMZbR29zHd146/bJyMo6UhnNPA6OLuHoBz5syhrKyM7Oxsrl69iomJSb8HUBehSb29vVy4cIEbN24wffp0oqKitD7nYCkuLha9Ie5oNPqkUikrVkTx6afHDEbfI1JXV05JyTlsbev4yU9WMGfOnAEZGmtC3cmsbOGDuCKCXK3YED46SsRrEqlU2n+dnTVrFoWFhSQnJ5OXl4elpSU2NjZYW1tjbGyMVCpFpVKhUqno6+ujt7e3P4T0zr9VKhVKpfKe4lwSiQSpVIpUKkUul2NhYYGFhcWIrsA6mjEyMqK9vR0rKyuxpegEg9E3yrAwkbFi0qMXTejuU9La1ddvBLb+x0C8+9+tXX2MtTdn6zQvpHrWEN6AAV1zpwXEmDFjmD9/PqWlpdy8eZOEhATMzc1xdHTExcVFKzkEpaWlnDhxAlNTU3bu3Kn3zWbLy8u/NSxOV/T09IjmjRWTuXPncuxYArm5yfj7j7wecpqiqamGwsJYzMyKeOGFxTz22NJBf3d/uiSQ7Fst/PxgBn6OFoR42mhY7ehBJpPh7++Pv78/bW1tlJWVUVJSQlVVFR0dHfT19fXnBJqYmGBmZoapqSlWVlaYmZkhl8sxNjbG2NgYmUyGRCLpNwJ7enro6OigqamJuro6cnJyUCqVmJubY2VlhYODg95fWw08nL6+Prq6urCzsxNbis4wGH0GHoiJTIqJhRT7EZ58bsCANpDJZHh7e+Pt7U1PTw/FxcVkZmYSHx+PhYUFTk5OODk5DdkA7O7u5ty5c2RmZjJ79my9qs75bdwJ1Vq9erWoOqytramtrcXZ2VlUHbpGKpWyfHkUe/ceNxh996GtrZG8vAtIpdls3TqTtWtfGrK3RyaV8NbjoSx/K47n91zn6IvROGqxsNpowcLCgnHjxjFu3DitzdHa2kpNTQ1lZWXk5+fT2tqKjY0N7u7u2NgYjPfhSF1dHe7u7nrZv1ZbCGq1WmwNj0x4eLj62rVrYsswYMCAgSHR1dXVbwCWlJRgZWWFi4sLjo6OA85Nyc/P59SpU9ja2rJs2bJhE6ZSVlbGoUOHeOmll0TVcfLkSSQSCYsWLRJVhxgolUr++79fx9HxSQID9X+jQBd0dbWTm3uRvr4UVq2awuOPr9f4d+pmZQtr/xHPOBdLPn12mkYLqhnQDU1NTeTl5ZGamkpXVxdubm64u7sbcguHEWlpaYSEhDB58mSxpWgUQRCuq9Xq+17QDZ4+AwYMGNAxpqamBAYGEhgYSEdHBwUFBWRmZvb3tXJxccHe3h5B+PZw6c7OTk6fPk1BQQHz588XPUxyoJSUlODi4iK2DFxcXEhPTxdbhihIpVJWrZrJrl0nRr3R19PTSX5+Iu3tV1iyZAJPPPFbrRU/CnK14o/rg3nxkxs8u/s6v1k5AU+70VNBdiSgUCiYMmUK4eHhlJWVkZSUxOXLlxk7dizu7u5iyzPwCDQ3NzNmzBixZegUg9FnwIABAyIil8uZOHEiEydOpK2tjby8PNLT08nKyvrWJvA3b97kzJkzuLm58fzzzw/LlgPl5eV4e3uLLQMXFxcuXLggtgzRmD17NocPXyQr6wrjxk0VW47Oud1Y/SrNzZeZNWss27b9TCeL9mXBrjS09/DGyWzm/+UCO2eM5TuzfTE3MSzLhhOCIODp6YmnpycVFRXExsaSmJjItGnTxJZm4AE0NTVhbm4+6nIzDVcXAwYMGNATLCwsCAkJISQkpL8J/P9v787jqrrv/I+/vpfLomBABRdARQVRXIJo1ERjXeoaNTHR7Eljl7SJ7cykvzZtp8sknel0m5m0nWSaybRJppkkbccm02bqxCQzWczighsoigFUZHFFgqwX7v3+/uBCCKLsnHvh/Xw87oN7zzn33O+9H74cPve7ZWdnk5OTw7BhwxgxYgTvvvsux48fZ+XKlUyePNnpIndZcXExy5cvd7oYxMbGUl9fT1lZ2SXJ9UCxfv0inn56K6mp1wyY7mk+n7d5YfVrronl859/iIkTJ/ZpGe69NonlaaP48atHeOLNfLbsKeJbq6ZwY3r8FVv5JTAlJCQwefJkNAwp8BUUFDBt2jSni9HnBsZfdxGRINO0CPznPvc57rrrLiZMmMAHH3xASUkJixcvDuouRKdPn8blcgVEkhUSEsLEiRPZt2+f00VxzMKFC4mN/YicnJ1OF6VPFBYeYvfuXzJixF5+9rPP88MffqfPE74mo6IjeOy2dP7wwLWMGBLBX/1uPxue/ICsonJHyiPds2/fPkaOHOl0MeQKPB4PlZWVZGQMvAms1NInIhLgYmNjiY2N5brrruP06dMcOXKE7OxsXC4Xw4cPJzExMajWkTpx4kRA/WM0ZcoU3nrrLZYuXep0URyzfv1innrqz6Slze3XrX3797/MqFHF/OAHG5g7N3C6s84aN4w/bp7Plj1F/GTbEW584j02zkrk6ysmEzdEs2cHixtuuIHf//73REZGBsSXWnKpwsJCpkyZMiCX6um/f9lFRPoZYwyjRo1i0aJFPPjgg6xbt45hw4axZ88edu3axbFjx6irq3O6mO0qKipi3LhxThejWUpKCrW1tZw4ccLpojhm/vz5jBxZzaFD7ztdlF5TULCf2NgTPPHE3wZUwtfE5TLces0Y/u9ri/j8gvG8tLeYJf/wFv/2TgGeBl/7JxDHjR49mvXr13Po0CE++ugjp4sjbTh79izTp093uhiOUNInIhKEXC4XiYmJLFu2jM2bN7Nq1SoiIyPZvXs3mZmZnDhxgvr6eqeL2abi4uKAmMSlSUhICLNmzWL79u1OF8VRGzZ8moKCrXi9gfl70x0VFecpK9vGd77zYMC3il8VEcq3b0hj20MLmZU0lB9sPczKn7/Dm7lnnC6adMDYsWNZs2YNBw4coLKy0uniSAvl5eWEh4cTHx/vdFEcoaRPRCTIhYSEkJSUxKpVq3jwwQdZunQpbrebDz74gD179lBUVERDQ4PTxQQaL7q1tbUBsVxDS7Nnz+bUqVOcPXvW6aI4Zs6cOcTH15Gd/Z7TRelRFy6UkpPzBz772SWkpKQ4XZwOmxgXxbOb5vDMfdeAhU3P7GbTM7soOKtEItAlJyezYsUK9u7dS01NDdbaAf23JVAUFhYyc+bMATtRksb0iYj0I6GhoSQnJ5OcnExdXV3zIvDvvfceQ4YMIT4+vkuLwPeU48ePM2LECEde+0oGDRrE9OnT2b59OzfffLPTxXHMhg3L+cUvtjF9+nxCQkKdLk63nD9fzIkT7xIWdowvfGERGzcGZ1wXTx7B/ORYnn3/GL/43zxW/OwdNs0fz1eWJDMkIrhj1J+lpaVRV1fH22+/TWRkJBcvXmTMmDEB1cthIGloaODChQtBPet1dynpExHpp8LDw0lNTSU1NZWamhry8/M5ePAgR48eJTo6mvj4+HYXge9pJ0+eJCEhoc9erzPmzp3L008/TXZ29oAd8zFr1izGjHmDAwe2k5GxxOnidMnZs4UUFm5n8OAiPvvZpaxd+xcB36WzPWFuF/cvnMhNMxP46au5PPVOAS/tLebhlalsyEjE5RqYLReBbubMmXg8Hk6ePElkZCQ1NTVOF2nAKi0tJSkpiaioKKeL4hh17xQRGQAGDRrEtGnTuP322/nCF75ARkYG586dY/v27WRnZ1NWVtYn5SguLmb8+PF98lqdFRMTw80338y2bds4evSo08VxzIYNKygsfDXoxvadPn2cPXt+w4ULv+eLX0zjt7/9GRs33hL0CV9LI4ZE8NONV/PHzfMZO2wQD2/J4qZ/eY89Jy44XTS5jLlz5zJ9+nSKiopITU11ujgDVmlpKenp6U4Xw1EdSvqMMTHGmC3GmCPGmMPGmGtb7Y82xrxijDlgjDlkjNnUYt9xY0y2MWa/MSazxfZ0Y8yOpu3GmDk997ZERORyoqKiSE9P5+6772bTpk1MnTqVoqIi3n33XXJycnpt1rm6ujrKy8sDaubO1pKSkli3bh1//OMfB+xsnunp6SQlGfbte8vponRIaWk+mZnPUlm5hS9/OYMXX3yM9etvIiwszOmi9Zqrx8Twhweu47HbruZ0RS23/PJ9Hvrdfk5X1DpdNGnDpEmTmDlzJnv37sXn00ysfa2yshKv1xvQ156+YKy17R9kzL8D2621vzLGhAGDrbXlLfb/NRBtrf2GMSYOyAVGWWs9xpjjwGxr7blW53wNeMxa+z/GmNXAw9baRVcqx+zZs21mZuaVDhERkS46d+4cR48eJTs7G4/Hw/Dhw0lISOix7jB5eXm88cYbfOlLX+qR8/Wm7Oxstm3bxl133RVwk870hYMHD/LjH/83N9zwA8LCAnM9q+LiXEpKthMXV8G9965unsBooKmqa+CJN/P41fZjuEMMmxcn87kF44kIDXG6aNKCz+dj69atlJSUkJGRMWAnE3FCTk4O48ePZ8GCBU4XpdcZY/ZYa2e3ta/dlj5jzFXAQuDXANZaT8uEz88CQ0zjb3AUUAa0N1WcBa7y348GStori4iI9J6mBeDvv/9+Nm7cSHx8PNnZ2ezcuZO8vDxqa7vXilBUVMSoUaN6qLS9a/r06SxYsICXXnppQH4zP23aNJKT3ezf/6bTRbnEyZOH2b37Kax9lW9+czHPPfcYK1asGJAJH0BkuJuHV07m9a8uZEFyLD/dlsvyx95h26FTdOSLfekbLpeLVatWERcXR1ZWltPFGTCstZw7d460tDSni+K4dlv6jDHpwFNADnA1sAf4S2ttVYtjhgB/AiYDQ4DbrLV/9u87BlygMcn7V2vtU/7tU4BtgKEx+bzOWntJXxpjzP3A/QBjx46dNVC724iIOMHn81FSUsLhw4c5fPgwoaGhxMXFER8fT3h451qAXnzxRVJSUpg9u80vIQPSs88+S3Jy8oD4hri1nJwcfvjD/2L16h8QHj7I0bL4fD5OnjzE6dPvMXZsA5/5zFoWLFjg2Cy0gezdD8/x6CuH+PBMJdenxPK9NWmkjBzidLHEr76+npdffpmamhqmTZvmdHH6vVOnTvHRRx9x5513Ol2UPtGtlj4aZ/jMAH5prZ0JVAHfbHXMCmA/EA+kA4/7WwgB5ltrM4BVwGZjzEL/9geAh6y1Y4CH8LcktmatfcpaO9taOzsuLq4DxRURkZ7S1iLwgwcPZteuXWRmZnLy5MkOrwFYUlISdNOVL1u2jB07dgzIRZbT0tJITY1wtLXP5/NSULCf3bv/hcjId/n+99fx61//lIULFyrhu4wFKbFs/cvr+Zu1aRw4Wc7Kn2/nkT8d4qPq4JqYp78KDQ3lxhtvxO12c+TIEaeL0+8VFxcP+AlcmnTkL2YRUGSt3el/vIXGJLClTcBLtlEecIzGVj+stSX+n2eAl4GmCVs+A7zkv/+fLbaLiEgAaloEfvXq1WzevJklS5ZgjOH9999n7969lJaWXrYr5Llz5zDGMGzYsD4udfckJCSQmprKq6++6nRRHHHrrWsoKXmdurq+nWre5/OSl5dJZuYTxMXt5kc/uo1//dcfce2117b/ZCE0xMWm+eN582uLuP2aMfzmg+Ms+oc3eX7nCbw+dfl0Wnh4ODfffDNnzpyhrq7O6eL0Wx6Ph+rqapKTk50uSkBotwO8tfaUMeakMSbVWpsLLKWxq2dLhf7t240xI4FUoMAYEwm4rLUX/feXA9/3P6cE+BTwFrAE+LAn3pCIiPS+0NBQUlJSSElJoba2loKCArKzs9m+fTsxMTGXrAF48uRJgrW3xtSpUwds0jdp0iQmTx7Evn1vMG/e2l5/vYaGevLz91Be/gFXXx3Dt751j76l74bhUeH8YP107pw7lkdfyeHbLx/kP3YU8sjaNOZOGO508Qa0iIgIvF4voaGhThel3yorK2PMmDH9eibfzujoqOevAM/7Z+4sADYZY74EYK19Evhb4FljTDaNY/S+Ya09Z4yZALzsv+i7gRestU1Xzi8APzfGuIFa/OP2REQkuERERJCWlkZaWhqVlZXk5eWRnZ3N4cOHGTp0KImJiRQXFwftLJhnzpwhNjbW6WI45rbb1vHoo7+ltnYpERGDe+U1Ghrq+PDD3VRU7GD27JHcc88XmDp1aq+81kA0NT6a390/jz9nl/L3fz7MbU/t4IYZo/nr1VNIiHF2vOZAVVNTQ0hICNZacnNzqaysxO12ExoaypAhQxg5cqSSlW66cOECKSkpThcjYHQo6bPW7gdaDwp8ssX+Ehpb8Vo/r4DGyV/aOue7wKyOFlRERAJf0xqA6enplJeXc/ToUbKysigoKCA1NZWLFy8yZEhwTSpx6tSpoJl1tDckJyczbdpV7N37Otddd2OPntvjqaGgYDcVFTuZNy+ee+/9C/2T1kuMMayZEc/SySN58u18nnw7n/89fJovfWoiX1w4kUFhWuKhL1VXV1NVVcWOHTuYOHEi1113HbW1tVRWVlJaWsqOHTsYOnQoycnJDBqkxLwrKisrB/Tf7tYG5vzGIiLS62JiYpgzZw5z5szh05/+NEVFRWRnZ+P1ehk2bFiPrgHYm06fPs306dOdLoajNmy4gUceeZ6amqUMGtT9mNXWVlFQsIvKyt1cf30S99zz/xg/fnwPlFTaMygshIeWTeLWa8bw91sP87M3PuQ/M4v41urJ3DB9tNaP6yPWWoYPH87ixYuZPHnyJftramrYv38/O3bsYNKkSUpeOsnj8VBZWRm0wwp6g5I+ERHpdUlJSSQlJTF//nxKS0s5evQoBw8eBGhOACMjIx0u5aXq6+spLy8nISGhV1/j1KlTjBkzptdeo7smTpzI9Okx7N37OvPnr+/yeWprq8jLe5+amj0sWZLKnXd+g7Fjx/ZgSaWjEmIG8cSdGdwz7zyPvpLDl1/Yx3PjT/A3a6eSFn9V+yeQbomLi+OBBx647P5BgwZx7bXXkpCQwEsvvaSkr5Nqa2vxer1UVlYyeHDvdEsPNkr6RESkzxhjiI+PJz4+noULF1JaWkpubm7zYsVjxowhMTHR4VJ+7PTp00RGRhIREdEr5y8rK+PQoUMYY6isrGTKlCm98jo94dZb1/Hd7/6GmpplnW7tq66uID//ferq9rN8eRp33PFd4uPje6mk0hnzJgznv7+ygBd3FfKPr+Wy5p+3c8ecsfy/5akMi9SYMqeFh4drspcu8Hg8GGMoLy9nxIgRThcnICjpExERR7hcLhISEkhISGDRokW89tprFBUVBVTSV1pa2ivLTFhrycvL4+zZs6xbt474+HhefPFFjh07FrDdHJOSkpgxYyj79r3Oddd1rLWvqqqc/Pz3qK/PYtWqGdxxx6P6BywAhbgMd88bx9oZ8Tz2xlGe23GCVw6U8NCySdw9bxyhIVoT0SlVVVWa0KUTfD4fR48epaKigjvuuCOge1D0NSV9IiLiOJfLxfnz5wOu9ac3JnGpra3lwIEDxMXFsWnTpuZxjbfccgvPP/884eHhAfc5NNm4cS3f+177rX0XL56noOA9vN5DrF2bwa23/t2AngE1WEQPDuWRdVO5c+5Yvv9KDo++ksMLOwv5m7VTWZCi+DmhaZbPmpoa6urqqK2tbf5ZX1+Pz+cjLCyMUaNGERMT43RxHVVdXc2BAwdISEhg/fr16tbZipI+ERFxXHl5OWfOnGHSpElOF+UTzp8/36OzSZ46dYoPP/yQ+fPnM2vWLFyuj1tQrrrqKjZu3MgLL7xAWFhYQCZJTa19e/e+xvz5N1+yv6LiHPn52zHmMDfdNI+NG3804P8RDUaTRg7huc/N4bWc0/zdn3O4+9c7WZ42ku/ckMbY4fpHuq+VlZWRlZVFVFQUUVFRREZGMmrUKKKionC73ZSVlZGbm0tFRQXR0dGMGDGCuLg43O6B829+SUkJ+fn5LFy4kJkzZ2pCojYYa63TZeiw2bNn28zMTKeLISIiPWzXrl3k5OQE3CyZ//RP/8R9993X7S6eXq+XnJwc6uvrWbt27RVbD4uKitiyZQvp6ekBubzFiRMn+O53/50VK/6+ubXv/PliCgvfw+0uYP36a7nllpu46ipNBtIf1NZ7+fW7x3jizTwavJbPXz+ezYuTiQwfOAmF06y1HUpiPvroI06cOMHRo0cpLCwkNDSU8PBwQkI+Xo6j6f9+n8/X4cfGGEJCQnC73bhcLkJCQnC5XERERBATE0N0dLRjCWZDQwM5OTl4vV7WrVs34LuPG2P2WGtbL7MHqKVPREQCQFZWVkCOZautre32shIXL14kKyuL5ORkli5dSnh4+BWPT0xMZNWqVWzdupU5c+b02iQyXTVu3Ljm1r4JE66muPhdhgw5zaZNS7jhhs3qUtXPRISGsHlxMrdkJPLjV4/wL2/l84e9RXxz1WRuSk9Qi0of6OhnHB0dzYwZM5gxYwZer5eysjKqqqrweDxAYzd6l8uFMQZjTPP99n56vV48Hk/zrb6+Ho/Hw4ULFyguLubgwYOEhoYSExNDYmJin33hU1FRQVZWFqmpqSxZskRjH9uhpE9ERBxVVVVFRUUFH374IVFRUQwdOpRhw4Y5fgH3er0A3SrH8ePHKSoqYtmyZaSlpXX4eampqVRVVbF9+3bmzp0bULP3WWv51Kfm8fjjLzFmTCF/9VfLWbZs2YDqSjYQjYqO4LHb0rl73jgefeUQD/3uAM99cIJH1k1lRmKM08WTVkJCQoiLi+uTdeq8Xi/nz58nLy+PAwcO4PV6iYuLIzExsVe+tLLWcuzYMUpLS1mxYkWb6xzKpdS9U0REHFdbW8uZM2coLS2lsLCQ4uJiXC4XkZGRhIaGEhYWRkREBOHh4Z+49WYrQ3V1NY8//jgPP/xwp59bX19PVlYWgwYNYs2aNQwdOrRLZXjrrbc4dOgQc+bM+cT4Pyf4fL7m2MTGxjJhwoSAKJf0PZ/PsmVPET/ZdoTzVR42ZCTynRvSiB4cOF9OiDOstRQXF5OTk8Phw4cJDw9n1KhRjB49uke+GDp//jy5ubnExcWxcuVKjRlu5UrdO5X0iYhIwPH5fFy4cIFz585RU1PDxYsXqaysbL5VVVVRW1uLy+UiLCwMt9tNaGgoISEhhIWFER4efkmS2HJcS0dcuHCBZ555hq9+9audet758+c5dOgQGRkZLFiwoNOv25K1lq1bt1JSUuLY5AQNDQ0cP36ckpISkpKSmDt3bsDOLip962JtPf/8f3n82/YCHlw0ka+vUIuLfKy+vp7jx4+TnZ3NsWPHCAkJaf573DTesOX9sLCw5r/nbSkvL2fnzp0sWLCAhQsX9vG7CQ4a0yciIkHF5XIxfPhwhg8fftljfD4ftbW11NTUfOJWVVXVnBw2jWmprKzE5XI1J4ctf0ZFRREXF3dJNySPx9Opb6atteTm5lJeXs7NN9/MuHHjuvz+mxhjWLFiBS+//DI5OTlMnTq12+fsqLq6Oo4dO8aZM2dITU3lnnvuCcgZRcU5QyJC+evVU3h+xwlq631OF0cCTGhoKCkpKaSkpGCtbe7KX1FRwcWLF6mqqqK6uprq6mrOnTvXfN/n8+F2u5u/5HK5XFhrCQ0N5aabblJ3zi5S0iciIkHJ5XIxePDgDk8cUldXd0mCWF1dzalTp8jMzMTtdhMdHc3o0aOJiYmhrq4Ot9vNxYsXMcYQGRl52Za26upqsrKyGDVqFPfddx+RkZE99j7dbjfr1q3jxRdfJD8/n4kTJ/bYudtSXV1Nfn4+5eXlzJgxgzVr1hAdHd2rrynBzeP1EeZWN1+5PGNM85IT7fUUaGhooK6uDp/Ph7UWay0+n4+oqKiAGt8cbJT0iYjIgNDUlaitMSA+n49Tp05x/PhxDh482PytcmhoKPv37yc0NJTa2trmbqMRERFERUUxZMgQKisrOXbsGNdffz0ZGRm90gUzPDycDRs28Pzzz3PkyBEiIyOb/xlqGqbR8nFb25oet9zeepvH46GmpoZZs2aRnp7eo8mr9E8+n6XeawkLUdInPcPtdmtiqF6gT1RERAY8l8tFfHw88fHxzJ07l6ysLF555RWgMRm69dZbGTp0KOXl5ZSXlzePNywqKsIYw5133tnr60NFRUWxceNGdu3aBXDJtOtN76Npe0emYm99c7vdTJw4sd1lJUSaeLyN3TrV0icS2JT0iYiItBASEsLMmTNJSUnhnXfe4ciRI9TX1+N2u4mNjXV0XNuwYcNYuXKlY68v0lpT0heupE8koCnpExERaUNUVBSrV69m0aJFAbdAukig8DSopU8kGCjpExERuYKOThQjMhA1J30a0ycS0FRDRURERKRL1NInEhxUQ0VERESkSzSRi0hwUA0VERERkS5R906R4KAaKiIiIiJdUqfunSJBQTVURERERLpEY/pEgoNqqIiIiIh0idbpEwkOqqEiIiIi0iUfj+kLcbgkInIlSvpEREREpEvUvVMkOKiGioiIiEiXeLxeQEmfSKBTDRURERGRLlFLn0hwUA0VERERkS7ROn0iwUE1VERERES6ROv0iQQH1VARERER6RIt2SASHFRDRURERKRL1L1TJDiohoqIiIhIl3gafLhdBpfLOF0UEbkCJX0iIiIi0iWeBp/G84kEAdVSEREREekSj1dJn0gwUC0VERERkS7xNPg0nk8kCKiWioiIiEiXqHunSHBQLRURERGRLqlT906RoKBaKiIiIiJdou6dIsFBtVREREREusTT4NPC7CJBQLVURERERLpEY/pEgoNqqYiIiIh0iZZsEAkOqqUiIiIi0iWN3TtDnC6GiLRDSZ+IiIiIdIkmchEJDqqlIiIiItIl6t4pEhxUS0VERESkSzSRi0hwUC0VERERkS6pU9InEhRUS0VERESkSzwNXo3pEwkCqqUiIiIi0iUerxZnFwkGqqUiIiIi0iUa0ycSHFRLRURERKTTGrw+fBZ17xQJAqqlIiIiItJpHq8PQC19IkFAtVREREREOs3ToKRPJFioloqIiIhIpynpEwkeqqUiIiIi0ml1TUmfxvSJBDzVUhERERHpNI3pEwkeqqUiIiIi0mlN3Tu1Tp9I4FMtFREREZFO05g+keChWioiIiIindbcvTMkxOGSiEh7lPSJiIiISKeppU8keKiWioiIiEinKekTCR6qpSIiIiLSaVqyQSR4qJaKiIiISKdpyQaR4KFaKiIiIiKdpiUbRIKH2+kCiIiIiEjwWTNjNAsnxTJscJjTRRGRdijpExEREZFOiwgNISJUyzWIBAO1x4uIiIiIiPRjSvpERERERET6MSV9IiIiIiIi/ZiSPhERERERkX5MSZ+IiIiIiEg/pqRPRERERESkH1PSJyIiIiIi0o8p6RMREREREenHlPSJiIiIiIj0Yx1K+owxMcaYLcaYI8aYw8aYa1vtjzbGvGKMOWCMOWSM2dRi33FjTLYxZr8xJrPV875ijMn1P+cnPfOWREREREREpIm7g8f9HHjVWrvBGBMGDG61fzOQY61da4yJA3KNMc9baz3+/YuttedaPsEYsxi4EZhhra0zxozoxvsQERERERGRNrSb9BljrgIWAvcB+BM5T6vDLDDEGGOAKKAMaGjn1A8AP7LW1vnPe6ZTJRcREREREZF2daR75wTgLPCMMWafMeZXxpjIVsc8DkwBSoBs4C+ttT7/Pgu8ZozZY4y5v8VzJgHXG2N2GmPeNsZc09aLG2PuN8ZkGmMyz54925n3JiIiIiIiMuB1JOlzAxnAL621M4Eq4JutjlkB7AfigXTgcX8LIcB8a20GsArYbIxZ2OK8Q4F5wNeB3/tbCj/BWvuUtXa2tXZ2XFxcZ96biIiIiIjIgNeRpK8IKLLW7vQ/3kJjEtjSJuAl2ygPOAZMBrDWlvh/ngFeBua0OG/Tc3YBPiC2O29GREREREREPqndpM9aewo4aYxJ9W9aCuS0OqzQvx1jzEggFSgwxkQaY4b4t0cCy4GD/uf8F7DEv28SEAacQ0RERERERHpMR2fv/ArwvH/mzgJgkzHmSwDW2ieBvwWeNcZkAwb4hrX2nDFmAvCyv9emG3jBWvuq/5xPA08bYw7SODHMZ6y1tqfemIiIiIiIiIAJpjxr9uzZNjMzs/0DRUREREREBhBjzB5r7ey29nVocXYREREREREJTkr6RERERERE+jElfSIiIiIiIv2Ykj4REREREZF+TEmfiIiIiIhIPxZUs3caY84CJ3rwlLFobcBgoDgFPsUoOChOwUFxCnyKUXBQnIKD4tRzxllr49raEVRJX08zxmReblpTCRyKU+BTjIKD4hQcFKfApxgFB8UpOChOfUPdO0VERERERPoxJX0iIiIiIiL92EBP+p5yugDSIYpT4FOMgoPiFBwUp8CnGAUHxSk4KE59YECP6RMREREREenvBnpLn4iIiIiISL+mpE9ERERERKQfC9qkzxgTY4zZYow5Yow5bIy5tsW+rxljrDEm1v94mTFmjzEm2/9zSYtj3zLG5Bpj9vtvI/zbw40xvzPG5Bljdhpjklo85zPGmA/9t8/04dsOKp2MUZIxpqZFHJ5scewsf+zyjDG/MMYY/3bFqAd0Mk53tYjRfmOMzxiT7t+nutSL2oqTMeYRY0xxi898dYvjv+X/zHONMStabFd96iWdiZGuS87pZJx0bXJIJ+Oka5MD2oqRf/tX/J/5IWPMT1ocr+uSk6y1QXkD/h34vP9+GBDjvz8G2EbjIu6x/m0zgXj//WlAcYvzvAXMbuP8DwJP+u/fDvzOf38YUOD/OdR/f6jTn0cg3joZoyTg4GXOswu4FjDA/wCrFCNn4tTqedOBghaPVZf6OE7AI8DX2jg2DTgAhAPjgXwgxL9P9SkwYqTrUnDEKQldmwI+Tq2ep2uTszFaDLwBhPu3j/D/1HXJ4VtQtvQZY64CFgK/BrDWeqy15f7djwEPA80z1Fhr91lrS/wPDwERxpjwdl7mRhp/mQG2AEv93zysAF631pZZay8ArwMru/+u+pfOxugK5xkNXGWt/cA21vTfADf5dytG3dTNON0BvNiBl1GcuqmdOLXlRuC31to6a+0xIA+Yo/rUezobI12XnNGFunS586gu9aJuxknXpj5whRg9APzIWlvn337G/xRdlxwWlEkfMAE4CzxjjNlnjPmVMSbSGLOOxm9LD1zhubcA+5p+Gf2e8Tf5f7epSRlIAE4CWGsbgI+A4S23+xX5t8kndSVG4/3Hvm2Mud6/LYHGz7hJy89bMeq+7tSl27j0wqq61DvajJN/35eNMVnGmKeNMUP92y732ao+9Z7OxqglXZf6TlfipGtT3+tOfdK1qW9cLkaTgOv93THfNsZc4z9e1yWHBWvS5wYygF9aa2cCVTQ2+X8b+N7lnmSMmQr8GPhii813WWunA9f7b/c0Hd7GKewVtssndTZGpcBY/7FfBV7wf4t0pc9bMeq+rtaluUC1tfZgi82qS72nrTh9E/glMBFIp7EO/aP/+K585opT93Q2RoCuSw7obJx0bXJGV+uTrk1953IxctPY5XIe8HXg9/5EW9clhwVr0lcEFFlrd/ofb6HxF288cMAYcxxIBPYaY0YBGGMSgZeBe621+U0nstYW+39eBF4A5rR4jTH+57qBaKCs5Xa/RKAEaa1TMfI3958HsNbuobGv9yT/eRJbnLfl560YdV+n65Lf7bT6JlV1qVe1GSdr7Wlrrdda6wP+jTY+c7+mz1b1qfd0Nka6LjmjU3HStckxna5Pfro29Z3L/f9QBLxkG+0CfEAsui45LiiTPmvtKeCkMSbVv2kpsNdaO8Jam2StTaLxFyLDWnvKGBMD/Bn4lrX2vabzGGPc5uNZCUOBNUDTt0N/AppmA9oA/J+/r/E2YLkxZqi/W8Fy/zZpoQsxijPGhAAYYyYAKTQOxC4FLhpj5vm/KboX+KP/nIpRN3U2TgDGGBewEfht03lUl3rXZeKU4x8L0WQ9n/zMbzeNM5+Np7E+7VJ96j2djZGuS87oQpx0bXJAF/7m6drUxy4XI+C/gCUAxphJNE7wcg5dl5xnA2A2ma7caGzazwSyaPwFG9pq/3E+nhnyOzQ2O+9vcRsBRAJ7/Oc4BPycj2cSigD+k8aBpruACS3O/Vn/9jxgk9OfRaDeOhmjW/wxOADsBda2OG42jX+k84HHAaMYORMn/+NFwI5Wx6guORAn4Dkg27/tT8DoFsd/219ncvHPhObfrvoUADFC16VgiZOuTUEQJ//xi9C1KRBiFAb8h79u7AWWtDhe1yUHb00fqoiIiIiIiPRDQdm9U0RERERERDpGSZ+IiIiIiEg/pqRPRERERESkH1PSJyIiIiIi0o8p6RMREREREenHlPSJiIiIiIj0Y0r6RERERERE+rH/D2VObqiS82GaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make a plot\n",
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "districts.plot(ax=ax, color='grey', alpha=0.4, edgecolor='k')\n",
    "districts_seine.plot(ax=ax, color='blue', alpha=0.4, edgecolor='k')\n",
    "s_seine_utm.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Exploring a Land Use dataset**\n",
    "\n",
    "For the following exercises, we first introduce a new dataset: a dataset about the land use of Paris (a simplified version based on the open European [Urban Atlas](https://land.copernicus.eu/local/urban-atlas)). The land use indicates for what kind of activity a certain area is used, such as residential area or for recreation. It is a polygon dataset, with a label representing the land use class for different areas in Paris.\n",
    "\n",
    "In this exercise, we will read the data, explore it visually, and calculate the total area of the different classes of land use in the area of Paris.\n",
    "\n",
    "* Read in the `'paris_land_use.shp'` file and assign the result to a variable `land_use`.\n",
    "* Make a plot of `land_use`, using the `'class'` column to color the polygons. Add a legend with `legend=True`, and make the figure size a bit larger.\n",
    "* Add a new column `'area'` to the dataframe with the area of each polygon.\n",
    "* Calculate the total area in km² for each `'class'` using the `groupby()` method, and print the result.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* Reading a file can be done with the `geopandas.read_file()` function.\n",
    "* To use a column to color the geometries, use the `column` keyword to indicate the column name.\n",
    "* The area of each geometry can be accessed with the `area` attribute of the `geometry` of the GeoDataFrame.\n",
    "* The `groupby()` method takes the column name on which you want to group as the first argument.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Water bodies</td>\n",
       "      <td>POLYGON ((3751386.281 2890064.323, 3751395.345...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3751390.345 2886000.000, 3751390.345...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3751390.345 2886898.192, 3751390.370...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3751390.345 2887500.000, 3751390.345...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3751390.345 2888647.357, 3751390.370...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       class  \\\n",
       "0               Water bodies   \n",
       "1  Roads and associated land   \n",
       "2  Roads and associated land   \n",
       "3  Roads and associated land   \n",
       "4  Roads and associated land   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((3751386.281 2890064.323, 3751395.345...  \n",
       "1  POLYGON ((3751390.345 2886000.000, 3751390.345...  \n",
       "2  POLYGON ((3751390.345 2886898.192, 3751390.370...  \n",
       "3  POLYGON ((3751390.345 2887500.000, 3751390.345...  \n",
       "4  POLYGON ((3751390.345 2888647.357, 3751390.370...  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import the land use dataset\n",
    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
    "land_use.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1ciT+QACDqnLWWWdx1VVXoSg7tkzpe+yxIxK0tvKin5nYX3n5JZYvX86jjz7avm3WwQdz3733MnHipC7PUV5eLr/9tqRT5vo9QV5eLhEREe1Z5Z988kmmTZvWbVmbzYbD4eizzqeffhqr1crZZ5+9R9sKAxAlQggb8D7wNyll604/Hw6sAmYBecC3QogFUsqNQoh7gW8BB7AaCAghrMC/gMP6cdyLgYsBMjMz+9vcvc7CT9cys/YvqI1dY5JvyryKtZ79eLLJSI3d183e/UEyJk4wMjpAgsHPULYxgq0keEsIa9yA8Dl3qdZWazbfRN2CpzSOlLgWZtovRJWebss+nf0Kz27qe/ARGWbgmkxwLOkoq4zcSk19Vady4dZw4qNSECg4vM3UN9b2Wm926hBkZSKu6l3r5iQSsRsfgT1F9GgndqrRNuQiA923x5YRxFHW8yDAaJMwwsUzJYIGT+/nFBcmeyxzSk4QS/VKCg8+mm/8fV/XXKOdu7mBgK8aACkNeP1z2SYn8aYpkxIldM+HqRXEtLzFtsbVpFpTOcIwjjObCjCUfQfy9xMlUph4IeJ6hsUEOLyka1Ku7libcR3LV05DC0gUgyBhsEJU5Com178CzoLOZTMv4ZbItZQ7y7s5OFyz7Qmc9Z0Hq1HJZr5P9vJjsbvf55EQBv+IjqJuU+f+Izpf4556L3Z/x0EPS4cci8YzW/seRFoNElcPz+D2+u7KjqBpVecJkPC0IJ+NfIbNrZuZG3EBry7ZvdCmVw8yELbGTMwgA6Xhdt6v0Khy9Vz+lCwvdwTuQ/U2g6OjX1EVA1tyruTybRNp7KwfSQiT1HV6DyRXZ1eDYuChwngGNirpTLLJz3liBY5NXbNRh44EMTNnYw3m0bTeyL5OB2YdX0VJ5dYu22OiY3G5nHh9XqQEmTSUTVoKS8oH9n3Jjg1jVqyDpG0/0+zRqMg5kF9ardQ7/X3vvJcQAvITrQyN8GMJOjF5m8BeC/7O37v0CCuiogjVaESqJjAYMcgAWiBA0OfF53Qw/swLaawoQ6gqPsWABIRiQCoKoCCFgoZAQxC59FGiVzyBEuh4oINf3Uj9mMuoHXcFAlAVSUAb2PNnDrPw2mfzAWior+PGKy6iuLKW22/4F4OzhnPLP++mqdqFDEoGkn/OEKbgUYI0eGWfJitf/fQr69esJHtcKFv5oIkzGTRxJhurQkPCMBXiMRDw/X59/s6EhYXx1Qeh7O31DQ1cdvXfqSot4R9/C7lDCyEQamK/61NMClIIqgKhZznZrIGr76Gzq9WN22GnrqSofZvf46GpupK6kkIU1YBqMCIUI8GgghbUaKx0Ijz9myzsL1pA8s6rnxAXG0dUohWzZffiWwUCAS699NI91Lqu9Kt1QggjIUHyhpTyg26KnAfcI0NvwjYhRBEwDFgipXwBeKGtnruAckLCJQfYvkqSDqwQQkyWUlbvWLGU8lngWQglTxz4Ke4dgoYWVHdDl+0ScArJh34LNfZevrJtXDbEQUZ9Bl5pxGUW1IsgxX4/6+0uVjf4Wd1gIHSbRhFpGsX4eBiU6GGosYbBlJIaKCHGWYChaSuij8Gfy5zAt9H/on5NNMFAgGAgCtXSvSARwBzfV3wRfSLlzd5uy0RZDBydamaU00jjMh87WuEZ1K5ixuly4nRt67WNEgVv6ljWOCMIN/qI6WMA3h2RuX48EZWY1XDsK/Z9/ISmtVbUkRphoypwrUzrIpSih3sIhLVAWVKPdfgdApZYuWySmxcroKKXMUNPguSMvADGylX9FiQ24eMuwwMEXB2vZIXjeh6OGE2VCHUdSUorI3wfs7b0Gyzh6VwUcRSnN20lrvyZPp/HvYFB+pgZWcqnFYlMtWYT6Sruc5+xlU9RMWwqgYCByMi1TG56lZiSTd2WHVfxJvtFn8t7dCNKBLTklGGoT+m0uaXay8xEWGY2YPd2P7uuAEcnxZBg9fB8kZs6D1RF2DEIM0iwpVnZEgGP1TTi0SDcKJmbCUOFgr/YhCk2SG5kgMKdp4vaGB4rODw6NAnwUGFCL1dDsBIHQ60ReF0dbXVWqEwePpXNbKZAWcqwmMFsauqlmj74oj7ItFF2nihTaK3svezEeLjR+BrGmo1dW6sF2K/wYR7L+zt/2TaeVh9YjUFuOWgx4V7Bgyv33+GaCL5sSWF/3wpOy43hrcJd/zhX+4zcLSfzz2Fg70aYCKBl4bdEjc4f0ABxb2CK1KioLer2t6bmRqRiwJs6jqUtNgpKPcDABMkB6WHMqvyKenskjkFTebkkHHeVBuw7QQIgJYQbID9o5GNXNOtrTEASceFG0iKNxJslNjWAiwBhkfkYCWCQAQQQFKEVE69iwimNjDRFYLfEEZQQ1MAflEht5/sqSVz5KLHLH+jSFjXgInn5AxgUiTL9fAyiGUkErT4rTe6BrzrGxSdw8z0Pc/qcWVxy9Q2s/O1nXn7mMZ5/fR7Lli7itn/fAIAiBJ988iWRtkgee+xh3nn3bRRF4eBZh/Lvf93O2hUr+ce/rsbtcZOTk8M9Dz+GtEZzwUlzGDluAkt/WYi9tYVb73+UUeMm8uSDd+H1eFi19FfOv/xqvB4P69es5J933M9NV19GQnQEq1esorauhptvvI2jZx/HosULePK5x3jjxXcAuPHmaxkzahynnnQGPy+az613/ptAMMjY0eO5747/Yjabmbj/KL7+dD5xsXGsWrOCW++8iQ/nfc4vvy7k37eGzk0I+PidL7HZInq8TvFxcdx/x+0cefyJXHvVlWiaxl0PPsQvvy7F6/Nx/lkXcvYZ57No8QIeePgeYmNj2bR5I6NHjeXJh59DCMF1d/ybn779ClVVmTpjFg/ccRt1DfVc96+/UVEZ+g7cfvM9TJ64X6dja0EVRTUjhOi2D8gZMZJLzj+P+QsW8J8bb0BKjSefuZdFv/0GCJ557HmyMgbx9Xdf8tBj9+P3+4iJieXJh58nMSGR+x+6m/LKckpLiymvLOPi8y/jovP6JxaOO+44ysrK8Hg8XHXVVVx88cXtv11zzTX8+OOPxMTE8Pbbb5OQkMDMmTOZNm0aixYt4phjjsFut2Oz2bj22mvZtm0bl156KXV1daiqyrvvvkteXl6/2tEdffbKbX4iLwAbpZT/7aFYKXAwsEAIkQQMBQrb9k+UUtYKITKB44GpUsomoF2qCiGKgYlSyvpdPpPfmVHOeSg7iRJptLIk7V+8653A1oaWXvcPMyrcMqiYubVP83zRQ9C2WhHX9t8EDBjHh3NXYXP7Pq0+mF8J8wkDsoAs0sJnMC5OIy/DwZCwJsy+FpICZaS1rCDGvgEBVMZNozB8EjXBITSsSyQYCA0Wk+JdvX5/Rle+xUW5k7mlJanTTF+M1cjRKSZGOIw0rPRSr3UVLaoysA++ROBLGcPPjTYqCr2Aiw01cGiOmf0DHhxrjf1a9ZBIWsIKaG1qJqFlyoDasLcQUhBWm0eZ+gt5o2NoXhPe/lvUUB9lrrXElU3ouyIpcC+xcOEkN6/XKBS09n+wc94gH1r5agoPOaZfggQpeSziJYKt6zrOQxipjbFSFTQQho/9+ZGiyk+IDh/DxRFHcUbjZmLKn0bsYxexUeWvsTDmJhZGnsHskjv7LG8K2hlleJEYXxFxpev6LDvVbuJbUxQtvq7v+Nemd5gjruoyM+7bonL0CA9vdl54IS88jGMiI4mo9OLe7CE2K4wRsW7WN8InNZI5o8P4pdnP0paG9nc1L1JwXoIfx7oIWr2hd8LVIDhykp8nWju/I3FhkjPTW2mt2EqTK9SoCQmJLK/r+R59UCK5a5DAu6bz9uSyfPKz8skNDiHMqrGpadcNNTY3SzY3971/mAp3JH5HdOEP7dukUHCmTMVqL0KxV9KaOoPvfcNo9UmOGFLPaUNeJ+ArQprgrMGDuXV5IqEJE8GmJth/8AhsNesZHDWGrb13072iKtCSOQpLVRHelq4KTQb8lKx4kIzRJ9NSn4XPvWfMbwdK2KAmApXdiGGzjab40SyohsZCP9D9BFVPZEWbOdS3BkNhJWuHHEy2asG6XnBDroFFpgDflzgJdhm4/74caBb4V2iclmpmw2D4oNhDg9NPQ5cVHAUwtf23M37mjJA4+pj9V3ytJKx+stcycauexD75MDCHI2glythKtMmIT0ZQ67DiH8DqSXpWNprUaKivIyAhKMHphyefeIzrbr+fcZP2w+V00CTMfPnVV3z0xae89Mm3RIVbaW1uoirg5/JrL+WeWx9g6uRp3PvfO3n8vvu48+57UAQEA0He/Ox7FvzwDU8/fB/PvvURl13zz3YRAvDxO2+2t0cIqKuu5dP3vmZrwRbOvvBUjp59XI/t93g8XHXtZbz3xifk5Q7ir3+/hJdff4FLLrisx32efO4x7rn9ASZP3A+n04G5HybIWZmZaJpGfUMDX333HZGRUXz9yXy8Xi9Hn3gYB86YBcDaDWv4+ZtfSU5KYc4Jh7Fk2a8MHTqMH776nI/nL0EIQWtLCwL4963Xc8kFlzNl0lTKK8o49ezjWfj90i7HlpqCMSwan7tr/+ByuRg2eDDX/a0joG14uJUv3nuHdz78kH/efA2vv/A806aMYPYRn4Mw8uprb/DEM49w679D37VtBVv44K3PcDgd7D9rAueeeQFGY1eRe/xpc1AVFWt4GEuWLuHFF18kNjYWt9vNpEmTOOGEE4iLi8PpdDJ+/HgefPBBbrvtNm699VYef/xxAJqbm/npp58AuOWWW9rrPuOMM7jhhhuYO3cuHo8HTdu9ycj+jBz3B84C1gohVrVt+yeQCSClfBq4HXhZCLGW0CTR9TsIjPfbfEr8wOVtguRPT5rJ3ulvf3Qe31tupnhZFEMDboYoJtwZFuYFHNQ7O5tgJNhMPJS5mP1LHqc+fHq3bv6qUQFRjVG14A/23LFXOCUVTkHIlScCkIyIHcXI6MPJiWslS1SzrNRNsCFIWjT4vR0PTJKlpM9JsZMq7mL1oCf5YKuf2HAjxySbyLf3LEa2o4j+ixIpoSBpBguLXEDnOr8tcrIi3MjcKZKUQg1PXe8mKjHD/GxtrGVw0jiaS/e96dZ2XDUK2eOHsbVyOeljs7EEEkFoFDauJDd+DM3F/RvgCQTOZRaOG7mN92U6xfa+97losAdf2VoKDzmGb/spSB6O/ghT8zftmwzGeF4z3chnrmzGqCXIumcwGZI4ou5wpre6mFn7AiK4q6aKexYFjYOsm3ivLJ1ptiFEO7qaWO7MoOpP+13/fjUfMG3IIXzp+7rLb2VaIeG5AkdBxzurGgQpI5oYoq5iafwMtta7GRtp5TglHGeJAyrsbDfsaizxcMwkI+sb/RS0Sh5p7dpdFrRK/Ckmgt6O51tIQapfwaBoncxCpBQ4qgo6zdRNj2pkeV1Mj+cXlIINBjupJmu7GYYpSiJsXkY1nsrbxSac/t/n3frr4BaGls9r/1uqZn5IOJ8FlWFY1IkcnuvjjtrpLKuHfx64mjzziwR8oXMVAtKjP+W0vLPJszZRICVvrUvi5W0mrkiLYY5SwSOtqWhyoOcimZUGo0UZzWU1RI6ZgmfB14geVkTK1ryDMSyStPyTaKyJ/V3FiSVeo7im86pfbEw0BlWlRrPxccHAVzNMBoVj4h0kbv2CrUNn0xI3jmObjTQX+/ABvvVBJpoVJuUbeagy2Cmz+e/J5HQrCXYD9fhoqfSSWSv4x4hwPvEFWd2breAuElX0BWqg93qF341x64/4R85p3yalHyNNSKwDP2g3z9zYiVN44LZ/M3vuSRxy5BySUmz8uuAnjj35DCwWKz4NwiJjsLe20NzSTN60qWBQOeWE07jwsnPQ3KAKOPjIUBuHjxpLZVnfAVLNChx4yFEoisLQwcOoq6/rtXxB4VYyM7LIyx0EwMknnMZLrz7XqyiZPGEKN9/+T0447mSOOuJoUlNsfbYLaO//flqwiI1btvLp518B0GpvoaioAKPRxLgx40lNCcVwGjl8FGXlpUyaOAWz2cwt/7iS6QcfxoEHHw4SFiyaz5aCzQhCt8DusONw2Dut2mz3Own4TahGI0G/v9N2VVU56ojDO7Vz7pyj2v4/h1vuvBupaZSWFnP+pZdSW1eH3+8nMzMDg9GFogY59OBDMZvNmM1m4uMSqKuvbT+HHfngrc/azbcAHn30UT788EMAysrK2Lp1K3FxcSiKwimnnALAmWeeyfHHH99ex/btO2K326moqGDu3FD8qrCw3Tc960/0rYVSSiGlHC2lHNv23xdSyqfbBAlSykop5WFSylFSypFSytd32H+6lHK4lHKMlPL7Ho6R/WdaJdmZ+vSj+Fh7hIKVkQQDbR9EDawlbqzGzoPowfFhvJ3xEQcUPogIerF5tjBqWHOnMooiGDqmlIvqr+bhoZswKAP5aArWN8K8QpV7NsVwf0U+wWDooxDQOn+AkgJL+qzN6q3jEu+rXDgojOut4SSu0Kjf4u3TTWAgvhzO9EksLO25M29w+nl+s5cvEo0YxgURSg8iTZE0KgXERMfSsrZ/ndXviXdrLEajkfLqYrbWL2Fr3TLMJjMta8P73nkHhBTEqsmcllRDdkTP1znJAlcObsVbtpaCQ47tnyAB7o/+nITm9lcY1ZrPf5R7+cyVDcB+zVuY7pnK9G0Z/M2ylIOqnvrDCJLt5FfMIyk2gh9jTt3jdUe6iphkj8eodG92sS1pWfu/w8IN5Iwr47DqvzK99BFmx9YAUOn146t2dzshEVVnY0Rs7234rkUSntZ5sOevCmd0bOfnodELkUmdffGE30VfAQ/fK9OIHmTAbDWQMCFI/ZBWHig18sJW8+8mSI7L8nGR44l2/znNGs+nWf9mnZYLgDl5EOdsO4BlbV+OL7fmohqiOtWhqKs5MPMbspMf4IisZ0m0+ghKwQ/uLFobajg3r//PrSokx2dr/C29lMyGZTTXh+5lVV09iQcc2uu+fk8rxStfwNP0HMk5HpQB9ekDxxKvYRtfS7npl/b+Py0xgSzhx/fLd/h+m0+W0c3M7IE5oo9ONHOh42tU6eel2DksqldJS13AF2kvYhvS8UwF/ZIio2GfCRKA3MSNfJTzJNHjvahGhWBA4lkd4MQmI6cN3gUB0AdGV+8+ktsRzq5m3yjhA/YxKS8pRlFUYuM7m2NecPnV3HLfI3g9bs485jCKtm1pd+TvDk1Kqv1+HEYBQmAwKQQkmEyh4B+KqhIM9hzUAUIz0QoCs6lz4BMAg8GA3GH23OP1dPq9O1SD2j7j7vV2TFReednf+e+9j+HxuJk99xC2but7wqmktBRVVYmPi0MiuffOe/jhy4X88OVCli1cy8wZBwMd5wshwRAIBDCYDLzx6fccMvtofvz6c/5y1olINDSp8fJHX/PFDz/zw5cLWf3bpi5mZDExsTS3NLedT+i35pYWYmNCE0Jms7nd+bz9Ou54j9r++a9bb+f8s87kxy8+477bb8Pj9uBz2wn63RjVAMh6VIMd1SCQ9N2fzZ8/n++++47FixezevVqxo0bh8fTgxn/Du0JD+86Ttkbpqn7OlDCnxqpmliddT1flFxOzZbuZ5xOKoPLo2I5JCOWaZlWno57j7yijgGfxVdKjviB2ERDezCGpKGCmXX/RnhbmF3+ANcO6X3GoSdMiuSklCZmZUFucjRJYentvwkFElq/6WXvDobWfsqB6hYaC339ctg02DTqWvowFN+OLYGPi/vXGS+vcPJgWYCSiQrWzK4fu+jRDhoa64j1D0UOsIP/PfDZFbLiO6f4iY6M26W2Nq+KwOZN4GjrVjK60V8jYuHE8I00V2xly6Fz+a6fA8m7o74itfml9r/9kYdysedmNvmiQUrOddURvs7DOf5yznM9TWTFz93Wo/UzhsaW1ONxWNL7LjhABHCwYQWry+xUxnUfaWR32L/5Z/aL3K/b376Q8wiPM5I6AsYO/45Dy67AFLSjoHGM7zOmpFup9fpx5HYzMBLgUowEtd675kXVEEj3oRgE1rwICoZYuMvrZEU3UzuLnSG/qqjYeOwpE3ioJJW+nLydfsE2SzNNIxq4v8LHM1tNtPh+v3dqfLzkJtNbmOtD5nT+2CE8m3AzV27I5ZWaNJwp43m4ILZTm1ZWRvBu4V9hp4iBRuPXCOEh4K/j5pmhebE1DRIldTiiaj3j4vsOAXhGXoC/JGwlsno5zfWdB58Wq5UF5OIYc2Sf5+VzN1O84kkM6qckZO75iFymKEn4+GrKjIsoqtyEqqpkJyWQ3FJD609f0rhhdchnwuelcf4XzJCbGZPSvwH6Mal+phd8wK9ZRzGvJgq3X+PwQT7mOz5kjbaUB+L+xsr9PyQiVyE838AnpT2vpO9t9suwsFb5nHX2tTxkvYn6A5cQmxkadAa90NBrsIddw2/tn/O0DI/rss3pH5hIamyo5/Yb/86p517URWyUFRcxOH8E51/2N0aMHkvRtq1Mm3EQH817Hbc7NPnX0tRERGQUkVHRrPjtFwDeffctxkyZhlPRevzOh9tsuJxdozPFmCGo+RFGDdXUue9KT8tgy9bNeL1eWltbWLAoZAI0KG8IZeWlFBWHbFrf+2AeU6eEHOgz0jNZs3YVAJ99+Ul7XcUlhQwfNoIr/nI1Y0aNY2vBTqJkp9ta39DIdTf9h/POPAMhBDOnH8BLr7yMv23VoqBwG05Xz+YiDpcDu72V6bMO47r/3M3m9Wup8qlMmX4Qb778HD4JWGDNtvVd9h07ejxLl/1GbW0NAb+RtRs34vP5SEtJ6XqgNj7+/Iv2/08cOw4IrUYkJ4f8Td9pW93YES0YxO9xITWNgLcRGazFYHShGoLQTQTKlpYWYmJisFqtbNq0iV9//bWjLk3jvfdCQQLefPNNDjjggB7bChAZGUl6ejofffQREBKQLtfurULunhv+/2McpgQWJz9J4coEAr5ezJiCoRWTQ4bDxoafyYxf2aVMRtNrnKa8RiDFRkPEgWjWCERTyNhZ+Jxc1HgfP6c/wi/loePMSI9BRdASDFDt9FHZ2lXlRpvh6pxajml4hhj7Jma0bfelxdFo2x+HIRtjQw9esd0wpfwOmke9SOmqnp3ywuI0zJkt1NiLcTj6YVcEbLIMx1/f/4fYF9CYt8XFkAQLx04KoK5RCXoF5hiN4oZ1ZKbk0bpy98KV7k3sGyKxpFpwu0MGOxY1cpfdQZvXhpM8Ko/j2MbXhkFsaQ5tn5QIE/zrcHgCrDvkOH7x9s/G87bI78lsfq7977Loi7ih+XAQgmgZ5NKKTSQ0bObkiK8xFnfvCA5QEXscX5eez/CsMjLlPFIbuxcuSzMu5tnAERyZPJ7ji/7d7/PuL3nVn5CZdCvfcDhn88senYFJbVjEhNgZLNhpe3p4OgcZxzEq9x1GV7yLsaFzxK286s84MmsWy5QUXqip5+8RNjx2P4oqMOZF8KG7lfV9RKXbzsvl4I710tDQ+/vzaw0EEiaxrDLkV9FfnisQdG9jv3dJtsKdiT8QVxgyj3OkTONuLuCNzaFZ/UYvvFvU/YD+802JHJt3MKq/+wkXS+BLTho1hnfXpvJSgZm/psQxQxayQc3GG+x6bYbHCg63ldNUUUV3gTJjktN5py6FikYwG3I5L3cCxsLlfZ5ja+0WWmvvJ3nQQWhiMq31u+kUrkiiR7dS3LABf6Ufmy2cRLOR5tW/0bCm+75YAI0/fcGRM1U8CYPYXNd9dDibWeVk41akXfB6wrG01IRmY4cmWKiKeJ5Aa8cs+m/afLZmriGv5WYc3n23SpKTuJHPnCGTI2/Qyzznawwaupi5yedRKm18s7X/kfD6S0vObFIX39qrCZc0WvAPPqjzRiFocvf9nnk9bk4+fHp7qNs5x5/CWRdf3qXc6y88xdJfFqCqKrmDh3LAQYdgMpvZtGEtpx81C6PRyAEHHcqVN9zM7Q89xR03/h2P20V6Zja3PfgETb34zkyaOp0Xn3iYkw+fzvmXX41JBauqYQh6EELgRtCsBIiwttlKCEhLTeeYOcdx0JHTyMnOY9SI0UDI1Ofh+5/gwsvOaXd0P+eM8wG49qobuPr6v/LIkw8yfmyHv+UzLz7FosULUBWVIYOHcvDMziuUQkg8Hg+HHH0Mfn8Ag0HlxOOO45LzzwPgjJNPprKmmUPmzEBKSVxsPK88+0aP5+twOLni3FPxeT1IKfnHf+4C4Prb7uWuf/2DI2fuTzAYZOKUaTx2x8Od9k1MSOT2/9zD6eediKZJbLYwnnzovzuFJu6Mz+dj9gknomkaTz30EADXXHkFF19xJclJSUwYO5bSsm6CrOyAlBKf2w60vfciiMHoxGCyIQjjiCOO4Omnn2b06NEMHTqU/fbrmFwLDw9n/fr1TJgwgaioKObNm9f9QXbgtdde45JLLuHmm2/GaDTy7rvvkpub2+d+PSH2dWSQgTBx4kS5bNmyvgv+Dnzw1E9Ure6701VUgRyr8ItfY7zcwt/rruu1vFQM3JH2DD4MTDUWMlzbTLyvjIt91/BLuQejKrjSbkFps5t25Fh4qqmxUx05kXBpainHVD6IxbdrqyzdURG3Pwvs/6JhpxmwiAQz5txGNpWuGNBynpY4jFdLe46c0ReqIpiTa2FCqx+ftZKqujJSnNPwNv/xVkl2JGpcE9uq1gIwOH4izet23ZRAIqlPXoCiKESm5iCkpKWqmKDBwIqZR7O0nwODm6N+YmhzKJ66olj53nYdz9tHAWCQGjdVr2WaZwUjK+chAj1/0KtjJvODdg1Nm0Mf2ZhBAaabnyKjYQdHZeDHrGt5xnkAv5W7mJ5l5THndf3y/RgoZQkzeaVpEqNTwphTdvseFSabUk/kriQ/K5tXMjpqNAdpecys2UJezZe9Dv1roydwk/VffF3o4ZzkeFJQmdfaTJFr380s/1Ewq5Ibs0uYK75D1bw0hWVyY8NRLKzp+85Fm+HiIXWMyf4cj7f7UL0ABmMqV35/DS0eI+PiBeNcyzCn5fPU1o73UBGS8wYHoWJNu/nTjgghMKSP5IVt5k4+KXFWI6fUfoxaV9JrW1WDmfSRJ4MSS1P5F9jiBmEwD8feqOJxBAYUQtiaEiSYVE55dQmxMdFEeZ3Ur/wN+ulwaolPxD54PF/68ilu7DzBlRVt5qiaLynNOZDPKjsLwf0yLMSmfcGCls6+VUeG/4V3lmX1/wT2MNMyrTQl3tdt2O4jw8/n09XDcPsH5oz73DEpJGX2PdBKXPkYyd1E39qOZ/+L8E05p/NGEUFxS/SA2vNHQAAJhg7HZrdqZcf4AUYFoo1gliqar8P9pWvUshCKQUEL7J6TtKJqBLy9j3lM1uR2v7O+EGa1PRRwb1hVlche6hRCogXq9nkkvpiUVMzWgZmL7wk2btxIfn5+p21CiOVSyok7l9VXSnYRg2YDeg/dYrKoNIzQeKnYhTegkZaX2mt5abSyLuUkVjriWFHp4jWGAkNJiTTT7A7NTo1NjERp6LAbNNuDjE+JZG2tHX9QMiFBcG78Fo4svguD3LODnLSGRWRnLsBeNxWfO0hUsplgXC2F9avJImtgL5wpnPn2BAYa8WVHgprk420uInN9qJXF5KWMonXlH1uQAGiNHQn2gq3mXkr2TUS6Rn0gtOzaXB5aBpcWK79NP5JV/RQkN0YuahckBnMajyv/ZIE9GYAYGeSeusUcXf4wiqv3zt5riGax7RKalnbM+jVtM7Bo+MUcFOMkqek3NBQ+zbqJ51vGsbY6NKO4oMTFV8Mv5FRH74J9V8iom8/JKTG8XZELmf9mTukde0yYDKl8j/2sN3JcWBYziuYT3/JZv/ZLbF7OkdFrWWQexivVf1pXur1CQINHK7J5QlyIKgROv4a9H6aHh6ZL5uSsIjriQzze5t6P4a/klpkLuPqrWaysl0waPAJ32VpmpEzi5yqIDYNzkmuIQFDajSAJt9lYa8zn565pP2hw+fkqcy6znS8iXD2vRKtGCx5XKi11fhTlGAxm0PwFECggMjaWloa+o/FFZAbxxVZQUl2MqBFkJSXiXreM+vr+rbRtx11fS6xtG4clK3wSOZjq1tD3ZUSCmQMLP2DZ4Lksqexqq/5rmZu4xsM4Mm8SG0yvU+IsZmjEMNYWDwP6Xok4fFwdRlcSX22VBPZglK6shPWs7UaQ7Bd9IEs2j8bt3/VvTl/UjrsCgITVT3ZaMQkarDSP/wvGKXO77OMM7LsEk7uDpMOnQAiBSQGbOYgPFYcf/BrUeUEQJMoEmlRo9WuEmRTCFQWzJtDafI4Uo0KlFsBkVIhQFUxSIAIaWi9BfrptUz9MoQcUqb6fwwmvpuEyK9ikQOtmpUk1+gj6974gUY1GVEMYYERqavuEiRASoWiIAQQg2lf88Vv4ByVu7CfYcs24G4bhrk/AVa9gr+8QAeGxRjbmBZm3taNjKvJY0cITUZxdPxqbM8/kndJ4nIHxrNopMsjYeBPpjghaTRDjkrCDM5Ox3sfB9XCQ0YI6WmO4cTEHFt2/11IGTiq9j8r8Z2nxaGxr2AANdHpxzWYTJ8esx+Jvwhhw8Zz7MLxBOjtCx2bxtSODqqbd/zhYDJBlcuCIisaxNnq36/s9cJQrqMkqwWAQV+3uDZFlYi3s6L4THsGC/Q9nQw/5MHbmmsjfGNkSivQtbBO4xnMV5b7QTMogzce91V8xrejJXldHIPSB+in9n1Qt7RrVqWGDmQVjrmBGlJ/vY07i2dqhFDV2fsY/sg9hVvR4Ept7nuHeVYZUfcjxaafzflkySpsw2RMowKXb7t4lkXNIzXP8kvEA7/Setuf/HUEp6Jis75+5mSIkp4z6GRF8n0A/HnvVEM362pz2v1/YZubKjFRGuzcTnTWYLE8BTdXNRHSTrDcmJYs3qhOp7eV1KGz08uuY89hv6dOIQPcTQz53M466N7BGno6rNUBtCUAukIu7j/G8LSOAL7acwppSqIaMpEQCW9fRuKFrSNL+0lq8jSSjkTkJBj4IZjM4EiZs+YAfc45nY3XPk1sNTj/vrLExMf1qDkv9FeEawnu9XZw2xufCIveDzA7/G9Czjf1A2T/Lygq6RtLLsGbirTqe4sY9b7a1M7XjrqB+xLlEFX2B0VWL35pIS85sIiIsxNCR+FMoZpBmGl2/v4nknsKtWAhTJM6gwOWFSKOKRfiJwo9qMqAJA25NocUHktBg3RPU8AQ1kncIXaupAjTwaRoNO6zwhZkUbIqKSYL0az2usmxHSoGiqmjdTCZ0lOn/+fVXvwSlpDUQxNZNfjYALWjEZI1GBr0EfJ49umJiDAsHLEgp0IIK3S3sSAQEFSR73o9tT6OLkl3EFlGNx/sdYalgSTOQYh5MwDMMT+NY7DWprAxzM29r56djZbWXTUOPZnjhC522S0sMb5fG05K2Hx8UdH4NVEUwVkJgi5PoXtoTP8zBMPVHxhW/0Eup3aM48TB+UvanqLItl8MO4wW/MKKkj2ZVq5ljDWXkVYdmjUdmzOGTwDhAEK74KfeYWF7RNfTvrnJWjgdVBogP5tOyF5wX9wYyKEiITcLhshOs3vU2W5M0Sqo6RrUyMpof9juErf0UJEjJZNcLBAB79Alc2XIyvrYuYX+/k7tq3mVowUu919HGmvSzqSzJQ3Zjlw9Qt9HCq/nn815lMtU7+UDlxYVxgK0Gmvbe/RtZ8SYi7VQ+qspgYux+JDf+2vdO/WBXJaXNXc5sdQkLIvenqlU329odNCn4oDCfE/phMaSZD+C2BcdQ0twRujIoBV+0pjPVs4RY+3K688BQFAWZOoqHtvXPX21ZtY/YKRcwZNGTPcoqZ1M5JssXmMKOxOfpe1XTEq9BRiVFVYVQAykJ8agVxTTP3zMmzc1bN5LgcnLpYEHzpnV8ljGX0vr+PZvLyt2sqxmHSVWA3vuf2HADVdYHmGKbyY/rMgloeyZynxCQkbCWNc7OQVbMqpl8z4W8X7z3Bcl2NFMETUM7h1BVRBBEDP6gCU/AgCeg4gr0nUV9T2NSIcYQwKkZcOymK5PDD44dnvBWP7RiJMJoxIof6fcQBlhUgVuxdDpetd+P0SCINKh4e1i+2C5gABAQblIJVxQMWptI6WZwrxiMvYqSgTDge9OD2NCCClrQDJgRaiQGQxAhfGhBb68+yb1hDLMiZTjBwP9WvCpdlOwibpmDwZRGwFeJlAE8no3ARkxRJnybchnq1zgkJ8h3RR3ukf6g5PLq2byc7SCz5D2EDL04lYkHESwWLG80sbM50xE5VpQNPb8aEknChCbGBz9mcOknPZbbVSRQlDSbn5hCSU0z0Ny5gC2OiogRvLHV055P5Z2IQ7gqYjkx9s3s3/IhaxQbbzRktdnx9nPA3A/SbSCrN2HIyKZ5m2GPrA4pBoEW2PufCasxijpPDREWScA98JZLJFpqObKqra2x8Xw9YSbF/RUkQLbRScDfQGn0RdzYckT79pM8DdxU/SKJJf0zRwLIa/iezRmTcNWlIXcSh0arRIwpxR5WS5Qrje354bNiwpib3MixjpfJKepfJLiB4FeiWR5zJxOa/oVRa2ZExdsMFSb8jsi+d97LuM0JeBQLaREqVT1Y+ahCcmQG5Fk0HtmsMBAn9f9vfLE5kcNzj8EW7L4PVFUby5vO5bFfB7PzdcyOEMyOLKOnhVuLNZz15uH83MeqVpgpgMfX8Un9plISP/kU4pb07CzaVLmOxNwYAv7JPZqqGCwSa34TRdUb0Ko0EmJjsTbX0vjzV703aBdwVJQSUKN4N/4o6psHJhY8fg1PP3w1cgb/Qh1e/DXHUefYc6ZUo5KtNBi7Jj+dZT6bj1aH0f95771Dk0elybNjqMR9418QbdBA0whTJC4h2Bv5Le1+sGPEajBiU4MQ9OPq5tPkl5IGf/+/Wc5gEGeb4FBVQYqitudS2o7SR+LmHiIjd8uAn5h+XstgQAUsgAXVKEORsvARDHja85l0hxACo9mKxPo/J0a2o4uSXeT5VYfw3cZR2EwBxqfZGZnYxAhVpe7X0Tjb7A8ONJqpT7F2MscqavRytOsEjsuYzVRjAU7MLPFmszUunJLKrlE78lHwubt/aYUiSZxQzQHO10lp/GWPnp8ECpOP5idtIqXdiBERmUSRdSgLSj0E6zvPQL1cYGboiIs52X4dca3rODC7njWGoSwp7zvK1pD4cNLDTPxQ3neOzROSW2gp96PK/mV77xMhicx30bx2z8ew73IoQuZbtkHuXTpezFA/Tf6Q4JXJaXwycj+qfAMTfMX+cH6NuYPHmjsc0C521jOxpoiE+kUDqsvmruDwhof4atw11C9PgTbbXlOkRBtZyKviFQxS4R8pfl4PO4Dxtibmut4gr+jzvTLUbrGO50vHLTSsD9KQ+xxHOk9FEUEM0ofBt+/8OBojhjM//nQ+c4/g580eAlrXdyI3Eo5IhjS/iqvQBFJy9mAvrxZ0U6FOO7fNn8F/Z/1GwF/TabswT+buxcezub7re3ZYuiTXsY6mHkyOYhKSea8pg7LGbn8GIC7SQ/7wXyj1LMNZeCUNrR2rMG/Xx3LB8JmEbZjf4/61hQtIGx5DQ9Wg9m1GmyQ810XA4KC6sZSqSjfRUVHE+JzULfpmNzzxekfGpvG69UDsXTKe7xmmDPGzwfsBR4Rdx7tFe/Ys1lS5GOw/lSPSZlIS9jEbWzewX9SB/Lp5OL4ezOj+P9IaUPEEex7QCvacXHIFwBVQEah7XIIZFdn9wsQe9JvQBthqqQqEJvo0M+u0jxQE/AZCw3ErqkmiqoFQsjspab8bQiEYMBH4k1iE7Cq6KNlNHD4D62oT2V9JpXKDis/dMbvUWu7lhCFhNMYEKW3q6BRbPQFe3WrkVYbtUFPXwYlRFcQ6FLobnqthkvjRJRzS+CTRjm48LncRCWxLPo6fguMor26my8qIJZrK6FF8X+IlqPW0HC54oCCZ3JzLmVL0KPXr1lMWM6XHYxpVwXEZsaRWBDBt8yGFm62ZFspael5uHxMHrRWh8w7uclDdzkTmBpCGvfMx7kJbP2OnEhjUa9GdUQySGm0jJoxo2YN4N280Tf5dWK4WokOQSMk1zVUkbDBSWp7Lwv2u4YCy2xHB/n/Mo5yFHKo8wTcTrqR+WSKWGIk3v4CX5QsMtaXyQNEGklofYH/bx0TVbd2r8/6V1iNoLApdk+JCA4vyn2N60/l78Yg9owHbko7hx/Aj+KYlleUbXezsCKwKyZHpMM6qYm5QaF5qoLk9qpNgqNdITqSfov5H8f5/R4PbxPeVZ3FgQij6kaJY2OA8m/u/GU53q0yn5QYIq1qFpweTixo1gZcrBb3Fixg7pIpK87Osbuurhg3/lIZfT2C7YZ8m4S1tJGelVWOo6CWM9oZPyBp7FrXl8USNdOJSa9laGXLWtoWHkxtppe63H6mX2t57b6yRfJN7EvaGvTOAT402UWC4i6mRh/L92iTYQ/32jmytd7O1PorcuIs5Iq2e6up4SveA7+L/Ep4+nMejTWCSXpq1MLwDdDTvib2xJmRSQOsu4pXsw29iICslA2x4VcAPAiwmBavS5rAflAOKKiY1QUD746Y12Nv8b67//I6MSLTwj1gLgeXgc3f9erVu8XBORBiJEQN3ZhsSbyHQ0PUNMkdLksds4ajqO3sUJC5z0oCOJYHNKSfwXMItvFGdQ3ldc6ffhS2OypTpvNE6hG+KPAT7eFsbPIJ33eNpjBlLsTuCKnvPpgD+oCRD9WKqC5URUnBwH2HrZkXWtNuT+oNerEm7vzQfjGrg91ri10RoVaO6rjJkK95PFKPEOLKUVnsLrZm5vJEzmqadOjwBTLM2McNczGhr32LFLDX+XV9O7HITznIVgWDdsuGsyrpyQOcEEGvfwCz7s8ROqME9YjPPa89wXNQgXly7gKTW0Ax2tKN3QVITPWq3P2L59XdxxPBvUI2hI63ZGMPq+Dt3s9aB4THGsCjzCm7NepMLWs7h7g3Rbf5UncmNhJsHuRlTGobnNzMt24wI2fkKNa1TOT1FY1+ZfGTY4IpBGundJOr8I/HqykwCpoNQzGN4aPW/uX/BCLqOQiQXD/ZgrlzZrU369izLm13WbnOX7MjWkngiTR3BHTa1LOeAiZ0TqTm8QT5NOBwtIr7XukpWvUZU7iq21a5EopGdlECqswF1zWLqfvt5gGGDBoY0mlky7gK27CVBIgTEZ31OpNmMs3oOjXtpJWY7hQ0e3l1jY0HxvhEkroCD+ZWf8WHRK8yv/AxXoLssNwOjoa6WG/56IbP3H8ups2dy1rGH8f2X/Tex7S9eTYBiwLcbgmTp4oX89dxT+i64GxiU7sMLa30kntX8Te3fhb4I7mJ/6w5qNPgDVAX8VMoADQaJN0yBMBXFqOiWuL2gr5TsIrHCyf7pVo52mWnY0nvH51nj4295VlpyLFQbNMr9QYodkqIGd69KPMcG9s2dPxLhqUFSMtdxcMldGGT3A/0VmRfyVXUsZyYsI7Puh27LbEcDNqWdws+efKqrWugS5jgikdLwYfxc6iFQP8AOXhj4zHIy3gy6LLjszMfNAc5LD6OlLUFk/GYnKenmbp2AD06DpqrSjsMIgS+pGGpzQO7a2x6ZHaCktpDsxGF9F94D+II7DE4zqqA+rc99jDaJP2sL5dU1+IeP5qXINLzd5CI4QF3Opk0PA5CXejIYju6xzhgZ5OrqcuSKcDyOjs5cCwiWrplK5KgLyCsaYPAEqVETVcJLzreQQuITEtGPAVVrWBSP5x/AGrfGLZbBDKv6YGDH3Ynchqc4Nreaz0vPQ5NQZw3vZzynXaMs/iDS63+kIWo082NP5RvPMH4u8rXZ2fc82CtslXiSJf7W7o0QjRES22A/xVoo7GYvuc32OMNiBMckmIlrCKNxpY/jx3t4dOu+tc3vi39+fxRNHgOa7Do4MSiSy/JaaS3rPidOUlI0gwd/TnHJ0WQYqlgTFkNjL92e02tErTsL1fYgQRmaaFjnmseQjHS2lHWIlfIWHwuHn8n0ZU8ggj0PyKuX/EjmiDEEy7bRsGVDP89499CsUSwefS4rKvfeAH5qvoO1vu85wvRP3v0dHc73BR8VvconJa/jDXac56tbHuWYrDM5LufsXapTSsnfLjyTo088lXsefx6AyvJS5n/b1a8oEAhgMOz60M4VkLgCux6lKdCfEHh7ALWHOXW/T4b8RnoYWwUDXlSjl/4kht1DC0X4paRpB98ZRRGEGxQsos1pP9B7ZDHFACiwh2JC/KHRRckuYi38kYNj8vE09j2YBGgqCA1KEoEkBQ5KNKMkmSiOCLDGI6l3Sypbfbh8HTPbGYrKjo7hkXl+chN+ZVrxf3scWH2W+W+WlToBP++5p3GpeT1Wb02XchoKG9JP42fXIGorWukiRqJSKQwbzMJSF1oPmX77Ik21g1ejJjKnT1FS0OBh7SCV3FqFgE9DaHCoLZJXW3fOjSEZRWmX6qpqy0kY7ifKm0tLPyPkmKM0LNkuWoNVFNSHQjWWNWzFlh9BeFgUZl8czRvMuyx0esIUJamsLWv/u7SqgMGjo2laY+3WN0YiiR7qo05upqWhGf/wMbyemIu3m1neqVZ7uyCRgCtydneWgQDMCjg4oGATwfU5aN3kgvA7BD9tO5KI3AYSSz7q17mVxc/g5eRxvON8s330/37TOurGHsL96xZg9Xd9liTw+bCDeIBGGppDSSV/jD2DQdXm3c61k9LyIcen1VIcMYcxpf/ea4JkXdrpvFeRRGzWKXzbkszajS76n4NH8H1LOMeO8NK8rsMfwZocRM3wsDEAH5SIPmft9zTXDob4umgalniobxNV6U4b0eZWmv/AJvoNO2XHthjggmF2bEYf3iY/TWVl3e43bFgU8QnPIoSX7KwPKS8/kzMzWnl0a++BETaXxnDAxFNY7Qxlhg7KACS+gbHqL/h3GNytrvWSOPUihi7sOSIXQOP61f070T1AMC2fL5IOp7hm793QnAQTG+T9TI86im9Xx7Ing5380fio6FXeLXyuy3Zv0N2+fVeEyZJFP2M0Gjn5rA4T1NT0TE4/72IAPn7nTRb88A1erwe3y8WjL73FPTddz7ZNGwgEA/zl6hs46PDZBINBHrn7FpYtXoTP5+WUcy7kpDPPY+nihTz933uIjo1j2+aNDB81hrsefRaxk1f4BSfN4e//vp0RY8bR1NjA6UcdxJeL13Q5/iV/uw6n3c7fLjyTksJtjJ8ylX/d+SCKonDHjX9n/eqVeLweDp19DJddcyMAR04dzdEnnsZP331FwO/ngadfJmfQkE7Hrygr5V9XXYLb7cIo4O5bHmDShCksWryABx65l6TEJNZvWMtP33zObXffzS+//YbP5+fcM8/g7NNOxel0cu6lf6GltZVAAK6/5t8cedhROF1OLr78XCqrKglqQf5+xT847ugTCO7wjY03S0TAg2IwUevdPR8ZDYk9EMSxfS1GgNWkYFVUjJKQyVdQQzVLgqogIP0Q9KMI675aLP/d0EXJLiIVA6VNGyFsI2pODFGmCOKMyZj8UbjqJI7GniWt1KCl2gvVEAUcYjVgiTagRJhpitIoVzUKPRrJbsH2Rd+IND9jYz9jVPGrvbYrJ1jAcpGCEIJxcW5MpZ09UoKorEs/kwWObOrLW4GdjNRjMthizOWXUhc9jmb7SbC1hqCjnq0RI+hPMq2PS9xcMrSVRGnDGLQR7fYTH26i3tlxLU/K0Wiu6j45WF1DDXXUkD42C6U8A1e9wBwJYXFBFKsfafbgl25cPjv+gI+6libYSa95vV68Xi8N1AMFxAyNJdY/lNaCPWfjac2xI6s79yxba5eTMCKJKH8uzVsM7eLEaJUog0vZVhPKEK1l5vBGUi7ebmZV8sIEJVv+0f73sKyLWejqfsZrasDF2FWLsfnH9JqcTnrCuNd9Krek1hNRubDX89qWfBTPx6XyueMDngwbwlLFz0vuYgB+bt7E+fmTebxwPfGODkfzwoQ87kjLZmlLZzPEVz0fkzL4ao7Zch/KbprUxToWEesYmOP+QClQ84iIEtRLc3tSyIGwpAZmDHWhGsyEp2oEUrwsdUm+2CrYV2v9fqCxtLOwatoW5KTRGs9t+3NY/g6OgovyC4mxfcPmTbNoqu+a8NZgMDBunIMwy2vt24RSSmLiRoqX2BgXP5mV9RJVSII9TFAsXDaCSftNYFPLcqyGcKI8x3QSJNv5tkISN+V0En57c8+d5C4gkbhm57LVnEPxqr0nSIyqwJzyNgmGWBorD6O5ryQsf2JcAQeflLzea5lPSl7nsIwTsBoGllV725ZN5I8c02uZ1cuX8t43C4mKieHRe25j8v7Tue3Bx2ltaeGMow9myvQD+eLDd7FFRPHm5z/g83o5Z+4RTJ0xC4BN69fwwfeLSUhK4Zy5R7By6a+Mnzy1323c8fhLFy9k3eoVfPj9r6SkZ3DZWSfy/ZefcuhRx3LFdTcRFRNDMBjk4lOPZcvGdQzJHwlAdGwc8778iXmvPM8rzzzOLfc/2ukYsfHxPPPmh5jDwvBUFHHxRefzzac/AbBy9XJ++mYxWRnZvP72U0RERPDVhx/g9fo45pRTmXnA/qSmpPDik08SEWHD4VY5dM4hHHHobH786TuSkpJ546V3AWhtDfUTsaqKpqpogPS3IIGg34vNaMW+mxaIkSZQTQ4ECiJoIhA00OjX2q1njAaBDEgCfolAxWJQiTFJgt7/bdsvXZTsInL0MfyyrZ4hURobmwVl9V6GJVjIjfQQbSjDFtFEoi0bixaLq1rF2dSzSPG6Anh3iJeXBuRaDfh3kMStFSopiaGPhxRKj+YwIyregrRTiXcVkFTSkUwriJE1GWfzc2saTeV2dhYjMi6HDSKTpeW7L0YABkWBy2HHUFVDtQhyRrabBS0xvTodevwaL9VFkxNjIskSINrqYHjAys9tosRigET7Vpx9HLu8ugTVXI51iA2volDR3NRJE9kiozDaYog2mmiu77qKtCNNzY00sZiscYMIFCTja931wVhYjEZYtoNqR2G3v28XVYPHjKd5tY2IHD/1hvW01rTdq4hIPhsyHk83Tu02VWCueYBWLXR1woyxbDYcGEqruxNjgx6mrf6FZEbTWtp7F7Alzcj7pRqGrAu4Pa4RU0P3JiXr00/ne/MUFrmf503TIEZt+p4DjFYa8sbwibciVMZexFlZOTxVE0FiSzXPjpzFKy0bCLR09YtyaA4eFl8jhv6DYzff22sb9zVBjFRZVF5WX+SEsJPIjNl/l5xrP662cNyEZj5vMvPb5n0nRrbzaQ1ckmemfmvHoDXg08jzRRCmOulHao19ypGZQebkLMFs+pC1a86jpaWrIImOjmDEyMUoysouv5nMHzJ69EUYm1yYDRZGp23m5/pENpXEdnM0hcINRzNsuEJV4eEsre3O+UYyJxMSvLXEjZlIw+o9k19koMj4cFYdLFhtnw/e+UwdfSmL12TvlWNNGl7DOv9SDuPfvFf6vytIAJbUzu9kstUd3qCbjQ0LmJN+NBLw0tmsp7/c9a9rWbn0V4xGE29+HjLR3m/6TKJiQiaDi3/+kfnffsmrzzwOgM/robqinMU//8iWjev57ouPAbDbWyktKsBoMjFy7ASSUkKWH0OHj6SyvHRAomTH4wOMHDOe9KxsAI445gRWLv2VQ486lq8/+5D333yFYCBAfW0NBVs2t4uSg4+YA0D+6LF8/1VXf5mA38/dN13H5vVrCTMYKCjoiNM9bswEsjJCx5v/8wLWb1jP51+FzNta7Q4Ki0tISU7m7gcf5Nely1BUlerqKurqaskfOoJb7vw3t999M4cefAT7TZ4GgPQEEYAKCIsRf8CPEGK3+75IE2jGRpw7JCU2GAxEmMIwSDNawMwOsZFCVg8BiDHv3nH/DOiiZBcZlxXLq7+WsXWH6KJrq12srQaDksiROak4fLXQtB41TJI4NBOP30mSNRfVa8NVT59CZUcECvNWnszhY9JYUTKG2TlvYqv6utt9R1S83f7vgDCzKv0cFrYk0VzmgJ1Sg6UmxvFVYCQrKvaMGNnOpLgA8b4YjFqAOZZNUN3AQfG5vNIU1+t+rZ4Aq6t2PPeONp2Z4yHOkU5WbDKa4iOID4HAoEnyUiJQg2Y0j5GA3UBTmo9HtoRE3ZBoGBcboMZjYE0DNNYCtSH78pOzU4l1FOJo7Tpg2ZGSqm2YY8rIzB5F01pLF0fk7hCKJCIngIxqwe6tp6yhlu0JfU0mE8FgkGA3SZ6KGtYQPyqRwrqOJGBSKCyfeiiVPYQCGhP4ni0tq9r/zsr9NwvdXQXJYM3HwasXERWTjmudAePQSPwC2NR9WKdsGeoi5pWYSR58BVf670RtLe9UZmnWZTzQtD8r6+Gm4WczfMsNofP3u7i9eCONWYNY6AutbpW7ajgrLhJL4nCq2ky1esKJg+hA76szfwQ2pp3ELyI0qP3K+wUzEyaw0wJlv9jaAve3hPVd8HeisBUaB7cCoS9hmM1AeB5sNuy+0+7eRXL5CCdjkj9BVUNJMvPzC1i9Ogu3u0MsZmfHkJ7xOkJ0H+9XCIiKfo7U1quRKS285Xqb+NhEYhsvx2rxU76T8GhoDWuLvNWV4bGCwyOraaouww6YEpOxpWTgqOrelGxvIFWB78Asvo1aT72948O1zv80U8dcwuLVOb3sPXCGpRpZ63+YA6OP4ZtVUfwvm20BNHkb+lWu2VmHbBvVWgzdR9fcmUFDhvH9Fx05eP555wPt5lPbsVg7Ql5LJP999lWy8wZ3qkdKyQ233cv+Mw/utH3p4oUYTR1mj4qqEgx0/daoBgNamx+jz9t54mXH4wNdTL8EgvLSEl595nHe/OwHIqOjuenqy/B5O0bfJnOor1EVlWA3vimvP/8UcfGJfPDtQpKEQmp2R/AIa6fzhztuvomDZkzvtP+89z+gobGRrz/6AKPRyOSZh+DxesjLHcS3n/3E9z9+y5333crM6bO45qrrO+0rPWaMFkGd38AAgml1iyZB28kCIKAFcGgOwEG0kkR3w/OA2NdTVXsfXZTsIqPTo3v8LaBJPi3wAzGYDXEMTwwj2+IjylNNU/0SBBqYwZYdQ2J4JmFaLP5mAy013j4CrCh8vTr0kr2++iLOHK0RcJSwOXYWDsVGUqCawdWfYg604FcsrEg/l0WNcbSWOYHOA4ns5Ghmar+QXfs1talPsqLXfPEDJ1lpxSZAsVnA1zYb0FxBcmQK1a0D99ZKCxcYagtQWqZR1+wjNHdh2aGEpVP5eIuB6cl+FlTDlmbY0tzNC64J3iw0oIjBHJYOg7xb28WJxWIFIXC7OtZlvF4vW2uXkTA8CVvLIBzlXc0zDBYNW44PX1gj1fVl1Dq94Ax10KlJGYRrifjqLDhLBeZIiZZdTFVt50F+IBCgegdBAlA74zCW9SBIpluq2bS5I/N6Suw0FrsTupTLkH6OXfsL7uhcntpm5OShQd4uqgEBl+QnELnJ0cVe1bSDp98jWyOJzf87Z/nvRHE3oAE/597APZWj2dQcKvNYQRrpuddxUOHdACieZh6vLOes5ETWBkKFmn2tnXyCVKGSbImnwtWxahVjiuIxp2BM+d41u9oTrLQOZaU3FAzAKZ1EWzcRax1Fo2tg6/tjoqwcZbHRHFHBk1v/GCEhv2yUnJVvwmvxs0Kz83FJzyZMfwRizXDVyGrSYl5CKNXt242mb5gwYQjLlx+Ix+NlzBgjtohHe02kJmUcLY7TWGjPYmywApPRRL2nlti8R7EYwjE1XYLP37tDcJgK5+S6CVRupKk6iNkchithGA8VGMiLSeI4x7t47Hs3zrNE4p2RyYLEQipcP3Ubc2Gd7xmGjp6ISdhQEAxSB6H4s6loiWgz5R04MfFbwZhKdfksWj3/26skADHm3ifcthNr6ijnMdCvyMiT95/Bo/fezjuvvsDJZ18Q2tfd832ZNmMWb770LDfefh9CCDauW0P+yNFMO3AW7772IpP3n4HRaKS4cBuJySn9ajeE/Fg2rl3FqHET+Pbz3pM1r1u1gvLSElLTM/j60w858YxzcDpasVit2CIjaairZeH875g49YA+jxthDE0iOuytJCanYjGqzHvrzW4n9QBmHTiTV958kwOm7ofRaKSgqIiUpCRa7Xbi4+IwGo0sWvwrZeWhgDnVNVVER8Vw4txTsFrDmffemygmFZ8iEW3G1AoQwEhgD2SbdPghzhSOt5uX0aAYCAS6H5r/cXvePYcuSnYRX0M5NrOKo7cg9oA3oLGy0kVoHjUeizGRQXFhjIzQGOR20eiuoNGxGgQYkk0kR2YTYUgi2GihqS0aikR2cYAOaiofi9MpzdjIz4GFlAfKyQ/PZ0be3xjqcbO63oij1AU7GTulJKaTYnExp+Sm9tgV/6i6hl/iX2VD/Z4K0yhBCxKoq8YTHslSyyQmRFXyszOZ6t5C2exUx8WDPWx/DS3OKlKV8dSX9E/QtBYaOGySj1UNok/bT00KviqDCwZnQesaotPzeKooBr8GB6UKRlmacdYU42/LtLrdzCptTCY2mYJGAKn6cAWbqa6voKoxpCzN5jByUodi8EbhKjPhW620D8YF4GsVyLU5DB4bx7bqNd2GJwXQsgfxMd3PoI+1Bti0qWNGRyIIJFzKzlYEiTLAaet/g4gkXthqBARvF/vbe7lnquo4ZWgc2dvc7RntTRYDLzqad6hFcOumJCKHXc2RVY/wQ9oV3F40iB1yg1LrhoeqRxGbeR5jSkNCSbVX87IhjGPjrGSbxjPCO4pXtJfw4MFmDOdBfwSDyko4Mz2dKncosEGKOYbBRfvGvGUglMcfyFpjBQTgWssgHnBv45vA58xIHclHfWQAB0DCsUkxjPMacJY48GMne3gMw2IcbNqF1ZY9zZoGyevxLayu2h637I/9WTxziJ202PsQonO/LGU4dXWHEww6mbJfBUbj9z3WIaWC13sKK+rG88pmEwFN4E3O4MyEM3kx8CKN3gbwNjBl/K8s+G3/HuuZlSYZESjAXha6kVHpg5lXGU1123NR7jFgSs7CY+99xXCgKKoZkzWKoN+DL9vK+tFuljkW9rkQXunveN8K+RGA0yIuYUv40E5+ff1l8Zpshidfy7Lq/31BAjA5cSavbnm0VxOuMMXCjITQ6oZiUGjsp+mWEIKHn3+d+2/9Jy89/SgxsfFYrFauuvGWbstffNU/uO/WGznx0P2RUpKakcnjL8/j+NPOprKslFOPPBApJTFx8Tz8fO9+MDtyziV/5R9/OY/PPpjH5Gkzei07esIkHrn7VrZt3sD4KVOZdcQcFEVh2IjRHH/wVNIzsxg7sef8ZduJMIIwN+MIurnw0lO59Oy/8OOXH3HAlAOx9pA64IxTT6KoaBuHHTsXKSVxsbG89PSTHH/M0Zxz8aUcftzxjMwfxqC8XBRFsHHTem69+2YUoWA0Grj3jv+iKVC/C6Z1/cUcDCNRJONTPXikB08wNDYKU8J6HLMo8vdKWrDvED0NhP6ITJw4US5b9scYqDz66KP8rI5lWZm978I7oQj4S2Qs1pJQ52WyqEQkGlFsXoyGDTS4aim3Q0x4Mpby4YQl+fBEl2JVo3EXRuNrEUTm+VmV9Q3fuL/pVLcRI+d6z6WxsrNJQlpSFuamdOylKkabZNiojUwv+lf7EKMoYiJneq+norXjbYgNg+MzfLy4zYg2wNlRi9D4a91b1I8+lJcqEwd8jQDyIuEQsQav14vVFEl0zQT8fYjAHVGMEv94J//d3L/whoqQ5EQo1Hs0WnydzzfcKDk0TZJtaMFTX4GnbeYvLS2NioqKbusbFLUfLZv7l58meriHrY1Luv2t8YBDeFe1dQm6kWUycuK6TSyMf51CR2ikMyznChYEJ3cqFymDXLZlGRjCebQgutd7eWh8FJPKg/g9QWqHhfNKddfs52EqXDTIyStF4fS06HVURoDrxatk1n6HRLBiyEF8L6aQXXUA9koNbWQxz4rHeECJ58CCXwAoSBzEWdEm7G2Z6g+IHsaTK7/5Qw+DP8y7iVu11znQnMDDm5dx09D9+NhbzpnGS3lpY25bOOCuRBtUTkuMI7Hah6ux82yZahBoY5u5b9vAcxv9sdmbAZlD7+/DB6wm3PJip+2aNppNG6fT0NDKflNrMRq7N3sFCARmUNg0i5c3xVKz09jy4sFu6iN+4Vv3t+3bsnx/Z11B5/4tKwLmJjbRXBF6J2MSU1nkTWPJTu5rB0Q5mbD2DbQeZnsHSvqIY3E7h+Fs6ejDtQQnH496lBp3dS979sy1pU9QbTJSY1MoD/jZ3Oyixf07JZj9A/HcMSkkZeb2Wa6n6FvbOT/nYs7IOgcAX1j/Rcm+JtoksAiBPajhCIQSLAI07+UQtdsFiTPQeXI1VolDtVt72AtksLbHSb6dMVsT8Pu6+opqYSq1/r3zrFsMEKMpaG3VK0bAGMBv8CKlSr2ra98vgFSTIOgeeB+qhmkIESA8wobZ8vubCG/cuJH8/PxO24QQy6WUE3cu++cIofIHpD56GGur+nK57p656fHtggRCSRcbSjx4Sxwc63iEC+0P8x/Lq+TLRPzeIPZSlTB7Oo3uSiosC/AMXkW9YSPJwWSOtRzLAZYDONZyLBdZL+LU2lNpqenwj0hPzibHsD++1VnYS0OD84BTY4L7+07Dgxz7Mj5SrmNcUmjxLNIE1+dWcHXdjdyY34wqBiZej41tJDojm4qwzF26RgAFrWBOzAYg2zppQIIEQPMLoiotHNa/qM1oUlDQKrsIEgCnX/BRscLD22J4rmUExbGTCMsYid8cSURkVHu56KiY9hjxrf0MTQzQtMFMQlz3CS9jF37HhaXrGWruWNi0qQqnLHJgXRnDod9dxsnKhSTZBrNe7NdpX5PUuLxwFUIx81gfggTg2/oWvkqSmAdH8EpVV0EC4AnCY5t7FiQAn5cZeNN8CnUJU3hs+MH8FpxN2pbp1G3x4XEEUNZlc4l2JfeYNDYnh3LD5NVu4xGPBaNiRBUqxzo9f2hB0hKey0aTlyBBrvEZEVLjXw31qBIW8y0zMnoWFackxGLbYO8iSACCAUl8SwL799+q4g+O5IScIP8cUklc2N6bBDs8Q2I1f9dxVAlu96n89usEnC4fpfmltHhz6G6somk51LZcyzNrTuDelV0FCcDz28LIbh1JpqGjT3NHvUW4OTSyiDJJLhvs5BBtBc0V24iIjKIpaQIPlaZ2ESQAC1vCaRh77G6f93bK13+Ms+ElEjI6JmGUunCO2Xg58ebeEzd2x1R1Fo6KALYiN3lrnRy40cdF1SqXxcRxWEYsyh/55dxHHJdzNiflXoRZ7WxObFYtnDXoknZBMpBVkp35vS+7AGwoSBdEaQYSzdDqB7PqI9HqI2IvWpo6A6AFLZjVzgNpVfZ8UNUQ7LcgAfD7uvcn3dXEif0hQhXtggRA84PmMqC2hkOw+++GxSCQgV27+yLowWdvAvkHj06CLkp2mTolDu8ueDuNSLSRvb47MSM5ftDLKM7Q16s46iy2FnZEsrAXGVE3jSDNNZ1k4zC8Zg/uBjfGciNJBUmoG1VMdhPBjCALchaQkp5Gtro/3lWZXXwfThz3EeHVXZMqJniKeMt+HifmeLl+UA0nFP2bcE8VZ5bfwrXD7AwkQHZew1ocEXH8WhnqeJMiTFw/rJlBcQNT6eV+G7awGBq27FoH7ihTOdAsiN2DkwNBKZhfCU9vtXDfBhufe0Kx1AfHTMG4eRRJrVNJTkgjLLb/10sgsJmjO22LSkwkJjMLALVoKzO//YCTgw7MQnBekYa5MPQcCakSu2gU2bF30rjTM3lxSwVN5WV805zQb1+AFS1O7qir3e2v39NbrbwUfTYR9pMIWzOM5qqOAbjHEUCsz+IE15n8JcrK0qwJAEwqXc6dhnQeVNM4YsvPu9eAndCADSmn7LFPzbLE4/nK9zXDDdFkFP8GgKVuC/dahlDgLyDPWtyjz8KL1fWEx4ehGgSim9Fd3VYfs6xB/uxB6cfEwU2jajk8531ys17mtOw9F0xjR4bFwMHpWxFKyEZcyjBqqq9g2VIjYdYwlmYuZalnKW85FuH3H9e+n5QWHK4L+KrwCm78LYMV9T0/9JoUzKtK5gjfnPbbUuuuYty4nzklN8jpto24yjZgMBgQ6WN4tmEwH5co9PYivd6YhBh36J64BAB47LWUrX2QxKyOY6pVkRy37Upidsg83x+mNhzVZZuQgvAiF6PXu//kT+be47ics3n8gA+5KP8GTsq9iIvyb+DxAz7k3EHntZdx74bhfHS4iwSrnxgzqL+DQok1C4JtXbeUEpcm0CT4NCN22YI0NpJo9WPdC84AmgSH24zLGYcaTMaqRmNQjKj+nid8hDKwsYIW8GEwdb2QeypxYnf0JKlUs8TRQ/NVIfvwOe6NP4+nxp+npX8wDOqu6TlnIED4KCPu1Z2fvINHLSG8OjTL15oyhy9WHtjt/r5WgW9DGNohkned73b6TUUl2LaaYDaG46zoarY0JL2CxMqebUjDNCf3V51HUHQkrmux5dBSVcwZecN5o6DvR2ZEuAdqmyi17kdrbYBxKVaujPyZmcX/JTXnVm5oHYq7B7OWnTEKSaptME274VzWvMrMhZNc3Ld572jwcbFBBjOW5lWhyCG+VgHrcvENMHyfX+sYtFus4bw3dBIFwsDJKVmkrVuO2+kkduF3XJaQQXr9sE7O4u78SD7fyWnOIDXCigtQMoayvmvU3d8BwQsbovlXdhj2boxkPY4AYeuzOH3E+VxtfJqbh0znsC0LOHLzT3u8JRrwae4dvNWQy/k5gzm06I7d0lw+1cYGk5UmXxNPqHkIreN9PqzwNwZlZrJJXci0jLNZ1I2jsF9KPg73UWMIMDsmkpiNHRMViioIy7Kx3Kmyc7S8PwvRZjgn18GguPVYLG+3+3gMiikgO2IMxfY998U/Oc/PzIxfMRlD/aHUkikoOJmqqiZiU2L5MPxD6n2hVb8CfwFrneMYZ4ghGJzCpvoDeGFTZL9zDlQ4JUXedI6NPZaP3R8zPmw846uyaKpZgUcIIjKGMa88gtr++BO18WhTHjcMb8G5oXvzzQEjNcrWPEL6qKupKw1dd0N5FCcYrmRe5n+x+/t+plJFBp4tRnoSxcEYI7KP8Lf/qygCrIaQs3JPWA3hzEztEHUCgfBp7VdTadsm+yntTAYNkynUv7cGQz5KRsVIrDmeOs/em1tWBFik0uHcbQKHN/TvJq8gwRpJo1aPGzexplgCmgXfXnJ68PlVfP5wIo3hnVYZdkYGu4nk0AdawI7BFIEWBK1NjeytlRKbEWQ31hgAqODpofmuAEQaJcEBJtE1GH34Pc0Da+Q+RF8p2UUMu7h2Xdzo4fF6D3KCQDWE6shMqmdo0yMAaOEpvLPubPqapk5wpmIQnQVCkNAHKFqJxuDtfkScHNk18WBVzEyCO+hTAe2CpCFyJK95DsESncD7xX0JEkl+DBxuKMGaNYhtwTiOHWTiPvMLHFQSykJ/VPFdnJPX/05DERKDP6Lf5bvDlhbEHLST3l3qgIEg6fKNjjXDOFWledVOWZ+lIOgZ2DPicIeWkRVFYeXYaRQoRhCCd8JieWX8QcQPCcVyd9eVsU1+R/wkJ4pZoqmCLyZau3ShFzpq0AIBXi3tPSP13sQbFDxT7SV+dPdzQx5HAHNZDglKItf6S3l75J6bNd6OBnyWezv3FOfyaw3cXTGcr3Nu2q1PzprU05jPLyQqYYwsXtrpN+G181ggimXeZQyPqOqxjpUtTio9Pp6vqscwNBJbkgV7vo2X4/3c2ljLZ9UO/uiO5V2RnJQT4J+jtjEq/VGs1jc6OZ3bwt/mxMw948E/ItHJvTPXcWj2C5hN7wIGXK4zWLHiGKqqmojOi+blsJepD3Y2Q1zp30RB5eU8tno2D6/tvyDZzgfFgkR7LheKC8nZmENTTRMxKZkssUzksa0R1A50rC4ED3nHEZk9dIA79ozUAlSuf5T49I4+21Acy8mVVxHej8R9R3vPbh+cdVu/hOSI/wdJE7rBGuZFM9UTF+4mxty/XiTGqCJ3mFgz+SSxA7h8pjAnbq0Rt9bhK2oRVlr8e3cIF2cSBNpi0yiqwKHtbP6zw/Glca8Jkh0JU5RO13JnAr6B54gK+Jz4XNUEvNUgG1ANLhzdhETeE4SrAq2H1RB/D2byqoDIUHyaAWEwOvG5mwZkzrav0VdKdpEdQ8UOlEann8dKgpw71kTKFsERcY8gGkNfMsVZxcz83/h6Te9h8sJdkRyXeBjvO77sNNtiERZODp6CuyCqyz7jB21lZOt9nbaVxJ7L96UnMHHYEEaXP9vpN58awevMxWSL5Jny5D4TBk1IUJjoXUVSlJXSFo0DEmo4s/6/xNg3t5cxSC8XNtzP1uzb+L64787DGVTwNg2845VIovIC+OJaWesz81Fh5O7FFpfwr6QkfFtaUQ2C4KAInquv4y85gpbfdt+o1pYepKglNFhzTpjKfGPngUOjULGVZhJhiqI1fDMNTfXUuUvwZnhh0CQ2+Do7eAzSfBjXrqAidjTN/Qufv9eocMJ71lZOzIuhvqDzPbclG3gr537K/KGEknc6N1M7djZXrPpijwzHNeDz3Nu4tySvPUpYUSvcI4ej5f6HIwtvHfBxJLDGks4W39c8HjYE4dvSpUxCaw1EQp15CaOSj+0zy/vd1aHQzPSsYX5HJIemw7flMJCv4KREODyuhczUL1HVxd2WEYqDrJhNjI6bypqGgXwoJcNig+yXWceIhCISzGsI+kKJPKWWjcN+LsXF4TQ1taIoXkS+4AX3C52aH6PEMDvseIrrcrmndFcHc5Iz8oK46urweNzYIqMoChvMy0W797R6NYVnTDO4MLEVZ+2eeQiCAS/Vm58gcdBfaawKKS/jtgROMVzJm/EPtUf76Q6zP5zefJgjhJcDkzXm/TkX8naLoGLHF/TixYvVEA3evkWeUen88VHCoNHbv+ffoEo8wa4X2iDD8O1FFwGjAmZNIdA2oBVmaN1hPtFqAF9bSLdIJRK79/cZThoRPa5iqMYA/sDuDcC1YABNc4DZQrcOaLuBAAwadHfbFCM4dvohTIVoI6jB0CTnQEzKDEYHPveuj1P3Fboo2UV82m5+hAIazxZ4OGsY0NIxYPHHjeKHDb2EyROShHF1HMnrWMorGZFwFN/ZmrBrdjJkGvvZkxjr+pmN+RpN7mxaNlrRfApThm5ggv0WhOYnKCwsiHqKCEMDSzbmoQUDFPsOZwQvoe4QNN0UtHOi8UceMVyCqx8OVlOj7SS6rUyWSznYUkJs0XqUnQLYNUUM5bX4v7Gtn8FgBmpHaYqUWHKd2M1+fnaa+XaLhd2ebZZwQ3Iivs2hfALBgIRNrVxhsyHXabvtPKYYJc22jdAMtvyRPG3tmmNktsuAs7gJUFGUfAaPdtAcKMfusMOqH7gxJ4930oeFVlek5KTSDZCQxnOFf4yZ9qV1kJHVzPikKFpqQl+2iFzBs0n/pkXrmDmfbZnD663f0zB+Njet/ArDrhvRogFf5N7OPSWDqHB27s2L7ZJ7Socic25ldtF/BvSEbE2ZyzLDFgx+A/G+DALRORiaizqVWZKYDZ6tfO/6nuNjprO2ug+npm4aYDVIDkrWGBPexBNFcd0GYNjTTE2Cw6MERruCOTPAZ6V9HzMuTHJWppsEdxgtvyVhPb0Kby8jWovlHY5KGcSahp6drxMtMCEhSH5iE5mRpdgMW0AuR4jQs6M5h6M13UhjwMTGbYWEPvOt2CJsrEtbx3LP8vZrqqJyjPU4AvZRPL/RTGAX++5JibC/qYzmihqUcBue1HG8Xqzucn07U+838GHikRzteg+vY8/kLgn4nNQXPU1s1qU014T6dtOmZE4dcSVvRj+MT+v+Rj0a/k9OmHoeaasm4HN37t8Uo6Qxz8n7Awjk8WdmaEqAMJMfW7gDDR/eNvMgo2LE6epbkAC0BjXiTAYCPg3VqNCi9d84yBLmxrXTaFQIQbOvf1Eld5UYo4bH7yIszIbmFzh26ottxgANWihSokFadzvLeX8wKiCCgp7MCkV/kr70BylJ8NRiD0/CvbuZEncg0gRaD/24MEocbaLPqECsCQxBQdApuhUxvRFaIfnzCRLQRckuoxh2P1ynlPDqFmjIvY97wu7D1rKFT6v+jj/Qc2cfmRtghvELIkoWAHBi05McF51L0BSBwbEE1RUyz8rma6pjJ/Pq8LPJNIaR2/p2SJBg4mvLqxRtMgBRbH+5a7YaWTviPMbutFqS1rCQUzOGsizyYAp3+E5GmSSHJVt5t8QdyrGiSMyuOoKblpCd9hPC1zXr87rUU3mck/lqowfo3xKrCmh9+JMoBknkYB/+CBelmsKXlSaqXHuqw5ZcNdiJtSiqi3W/pzej4h5QjJKgn/a8MxKJdVQtNZWNRKel80BC92EnZ6z3dGSc0QTNqyIIixtKSqaFqqpSmooKmF1ein/kOFpMYTSVFFMcO2nA7dubfFAiSR3UQozDhsh28VDEPwns8BE5S7uSmKU55I0axBeOT1mRcxqTC9/YpWNpwBc5t3F3N4JkO6UOuLtsMDLnNmYX3dzFljVoNKP6u5oaLrWNZYHrBQSSmw1lTEk8jWFRPsZTSGrDYhRHFU8FQvlWEBAIW0lWzEGUNPX9zGdHCA5KdHNg2FZG+NcQ17AU4Qzgy76dB7YMzFF5IKTb4PQ0ia3KjH2zikQyZrKTz3ZKStoZyUk5GiNVH76NMTTbQ1fQXTEXJeGhHvcSIkBG3CoOSD6EhdUhATIpQZIW5iHJ5iDOWoPFWIhqWIwQbU99IBMcZ+OuG0ljaST2hpD9g2VcRzjuuPQ43g97n4YdMmtPt8wg3TeND9dHUzdwq45QvWGS0zMc2Ms24TSZMGaM4uUiM66GPS8SNzvNJA06lvHr3ya4h8KR+twtNJe/QGTKBbS25aIKW5/GqWOu4M3wRwjI7m1J3uclssb9zMnVV2EvDL1DEokyppW3KsIJ9GbY/z/EqOQWfNKGO9g5SpMqTPT0aQp4gtRvbMLn8GOyGYnPjyE6SoBPEDQG2/0yesMa5kfTFLxa6MM7KWsSS0tCpqJSSoSpmnDFgtsV3W07li5eyCvPPMbjL88b2AkD8158ivPPOBmLxYIn6EA1GmjxdYx5brvuSi7767kkDUkiSomixdP1e3vBSXP4+79vZ8SYcQM+fk9EGwUBV88iQdsFf5Le6Okuzf/mCwq2buaCy6/ucd+P33mT9WtW8s877m/fZlFEj3OYQRHy4YkzgUn2LEbmnnIU//nX7YwdPb7T9rfffYPVa1dy/9238dwLz2GxhHHy3Ll9nOEfD12U/AH4vNBHffo/uSiplKri6F7LthYY+VGcyuwMF1FloXj5hubCLjdSEwa+iDmb5zfHY1AE36bexriYGoYIQeXGrh2Izx2kRJvFKF5A7fIqCLw7zE7YjJK/5YJ7ieTWpDi+s/iIsLUS5bJzxEgfoqazIAkoYXyecxOPVudT0NAxMggzKoxNDuPXsp5NW6SiIntYs4zNCENJdFNlcvJJo4HftpjZ8zb4AkUFNbsOGqN2OxhSRJpESWrGuzkR1SxQsitpdjaQkJrG83ljCYiuZiVHOlWcRY1dtrucBl4dPpkpWTkMLdqECAahrJB4gPh4YiPc/FpnxeP/49iTPr5N4/oxzTyn3UJAdAxqTuESwn/LwweY1mZxYv6xjCm/aZeOIYGvB93O3UV5PQqS7ZQ74O7SwYi82zmyIJRQVAJFMw6l0ljO2I0+bJUF7eXLEmayylCOJaiysBnWJmjcon3Ea8LBWMtYxpouZHhAZYi5hZLgt7TKVr7yfskRKdMo6caVQggYmWjm8Ng6pitryHOvJrxmOSLQeQR9gvID38adwOq9YIp3Zp5Cvleh6TcD9rb3RyCwttqYmqyxuLrrNRwWDSek+DFXW7EXdXbW2vrTUEafnoHXV9ZlPylBakNRFAMHRtdycHwQm7mZiMgiDIbFCNE28AvGI+zH42kYS1NZLM3VOw6cA5ijJeFDW2n1uYmPj8cR5+BZ77PtdhF5xjz2V4/i55JUvtjFayaE5LQ8yNSqCLi9kD6U9yojqdrLQSN+brGROHouKcvf2WN1ehz1iNpXscWfjaMx9N5ZV2dy6oTLeNP8OFoPK5IlsoD7E6/i7IQriVgxiMjhXl63R9Po3DtR1P6IFDckYMqzYdSS8QcUFHM1mtTwBJ1YzDbcO5ktlS6somxRDdoOwVwKvimnbnoSEw9KpaYf/bEQ4BN1SEX2+M3RpIZA9CiMdofXnn+KM485legIK0F8eOgQJMFgkFvvf5RoqxOHdKBI6+/iS6KINnOynlZJFEnAt2dFiS8QpLsxxczDZjPzsNkDqksRoPZgugWgoJFiEgTdyi5H/hJKAJ/bzjmnn9a1foMBuhlf/NHQRckfhN/KXTQlZHDKeC/uFaYuGdx3pHFbGB+mXszh2TGkFHf9cEkEX2bfyEPbEvEFAviA74vdfE8kKVaYlWcnwxjE5jHgrwrHVRN6UOuLjWzOPpnhlW+117Uh9WSedM9qH9xZDPC33CCeZTakJnBUudgPiJ3SimHbGhKif+zSntrYiXzoHE5BQ4cH6NR0K0cLAzSpBFNhaWX3H7lmaelkvmWNNmJNC9BoaWKx38jXxQJvUGVvJmZ7vcTGCZZ1xA1NJ0pJI2g30Vi2a9OuBptkU8k62K6fSsASHs7n+ZOpEt2/jgdu2GGVZAc2Hp1MWcBDmTkG6/BpHO23E73oB8T2C1Zfz6mxqfzkz6OocRenibthWjIMsQV4q0htE6sDQfD0NoUzR57Hq65nQcAJnEfMr8PbS/jsCmzM4PPhNzOn/DZM3dhT98aG1FN5rLLnFZKdqXBK7izKI5h7B4fX/peN00bR4FkJflgxLJpx6hAiykJ+I79FHcjX7pe52ToIU+P3TGgs4hNDGJuy9+MGn4Mv5beEL7uRYSkmBkVPoMlWwnrzOsJYQ2z4eBqdfsJNKmNTjKTGlHOgspnDan/EVLSh1zYmFn/EidnTWN2QzJ5+zt1BDX9FBGInL4LmzSYOnGhncXXn59JqkJwc78D9W0K3ZqxSU/FWz4XYR5EynoB/Il4tiVbNRLUngMETjupXcdXUMHZsBUbTF6CFo7gOx9s4iebyJBrLgzuYc3eeyY/M81OpraK8xI3FaqEkq4QFngUgQkE+ZofNpbRuEE/sst9IyIxtVmwLFUVb8aZm840rlfXlu1zdgHmvMY6/TJiNYfkXe6xOd0sVivo2tuhTcTSHhIlteR6nTrmUt5Sneo4EJSSvikc4af/TWdYyhQ01/38ECcCyUg3PWCOeNnMpixLRvmpiNQQ6iZLShVWUzO/qE6T5Nbb9UEVQQnp/EhBJMMkEFNWLX7o6rUotWbSEJ+97kpjYGLZtKiJ/5FjuevRZhBAs+vE77rv1n0THxpI/ckz7Pk/99x6s1nDOufQKAI4/eCqPvTyPmLg4rvvLedRUVRIMBrn4qn/Q0lBHdXU1x586h9iYOD75+HOG5aRw1kWX8ctPP3DNTbfzxP13cuN/bmfC+HH87Zq/s371SjxeD4fOPobLrrmx39e2tKiQO/75d5oa6lFUlQeeepn0rGweuvNmFv74HUIILrryWo445ng2Ll3IxffcQ0J8Aus2rGX24UeTP2wEz730FB6Ph9dffIW0pCiuuu56wsLC2FZQSHllBQ/dcw/vfvghy1auZPyYMTxy370AzF+wkAceeRSvz0d2ZiYP33s34eHhTDrwIE478QTmL1zISedfji0ikkfvux0tGCQ6No7n3v640yrI/G+/5LlHH8Tv9xEdE8vdjz5LXELXhNGRRtC8nfvLt999gy++/gyfz0tpeQnHH3MS1/7tBkrLSjjzglP4+ZtfAXjy2UdxOp384+rQtX3vw3f41y3XY3fYefi+Jxg/dgKKwY8WCPXhDzzyKOHh4fzlwgsoKi7hhv/cQkNTMwaTkfffe4+8vLx+36PfG12U/IHYUufmWY+Jsyf5EMtNyF5slZ2VBj53n8KcoQrJxW93+u2nnGu4pWwM9m4Mu6tc8EaBETCSZIGD0pykZweI8qsEa8MpNM5gOCFRUpB4JPd7j+PHNgsJq0Hy9zyBf4UNbQcfk/CMAL4tSzh6cBOipqspQGr9Qq5JTach+VTqXAHOTDQSUWSgqcEH+DlhhInCcCMNzq7mAAoSoUDCYBOuiBaKRStfVRmprvj9Ir/UeaApJR9P1Qq8NhfW5mG7VE9CvsqGup9DY8q2y2cym1k47gC2KN2bA17SoOIs7GaVZHgkHykdQsOlSTZbo5iy84yno5IDhlYyNmYyX5WKfodi7omJCTCsdTlmr5lBUSNZ37VpfdLiE3xflMvc3BMIuM0k/jq2iz+hz65Q5xzNhxn/4rjyuzAH+m9jP7TqA87JmcidjtReEzzuSKUL7irORZl8IRbPS+3b/YFmVgyKZJw6HG+zibWmZmRAY05tSXsZEfAQUZ/C4VtOITxJxeEP0FDqgdJwktNGcUrqLywOemlODlDqtRCX+R7rnGtY423BG51PisXMeHqXGipBpru+Zm72WXxYvGdtyd8vlozK88DynQbxEmLtsQyLaWXTDqs8roBglc/GmBiJZycTJonEliKpacrCY76ITe56XHhI04yEe60Eqpw4PR1mMNXlowhvPJ6G0jZfLaCnuUSJJGZcK1urVgMQkxzDlxFfUuGpQEVljvUYhGM0L68K2wWxHGJELBwW00BTRSEifhhFsRN5eR/5ZT3VkMm1o6fjXbNgj9XpbCwBOguTyN+GcvK0i5gnn+1xv0xDJi7XSL4r+v8ZBnhH/D4rkUaJUVo7mS0FPEHKFnWTJXMHShbWkDwxEYO593dYAi5P6DsNNszGIEKI9qSMm9Zu4svF32KLGMI5c49g5dJfGTF6HLdefxXPzfuEzOxcrrvs/D7P5Zf535OQlMLjr4QmN+2tLQxKiOa1Z57kg7c+Iz4uHrcI4nY5GTQ0n8uv/Wf7vt4gtPjgiutuIiomJiRqTj2WLRvXMSR/ZJ/HBrjxyos5/7K/cfCRc/B6PGhS4/svP2XzhnW8+81CmhsbOH3OLCZOmYZZKqzfsI6F3y8hOiqGyTPGcMYpZ/P1xz/y7ItP8dyLz3DLjdcB0NLSwnuvv8rX333PORdfwifvvM2Dd93JEXNPYN2GDaQkJ/8fe2cdZ1WZ//H3c87t6e5hEhi6UxEEAxsVO1jXdm1dc921XRO7uxVbbAUE6a4Bprvn3rmd5/z+uMAwzJ0ghf352Revdc557nP6eZ7PNz5fZr/wAp+88xYmk4nnXn6Fl994k5uu/QcAer2erz/+iC12wTnTj+KNOd+RntmHNnNnd/eI0eN57+ufEULw46dv8+ErT3PzPQ91audVIMygEHB2HGfXrFvFgp+WYjQaOe6UKUw7+lhiY+K6vW9Ol4O5n//MkmV/cMM/r2HxvAUEvKG/zX/ccivXXnkLJ55xImhkwnQHNhdpX/EXKTnE0GDz8oJHZtYoHxHrtd3KyiZozCQ1/tJh27Lsf3B7zTia7D2vxhpc8FGpBtAEk2pTPeQpEnOz/01f91r+ME6lqgYmp0KyXmWgLGNb0ZEsqagYo8uJ87QQ3hBacQdgcO1HXJY1DFdgKM0r3dh3scq2bPJy0Sgdz5b6iQ/XEmOQidYLYrUBkn1NmPtq+NpsYk0pdF126MDi4zKJG7My0Lq0eJy9L84UnWpAjfNSpvez1CcoMRzBsYZSaKtFlmU2jzySFXLouP2rm2TifmvqtF2VBV+PNKHsorilETB2/VKijQmoKFhdwZgV+2A7P7b9yKCErZzLODZ5h7Csm3C5njA4yotiUzAlZLBp2957p7aYIbl+BMc74mlROntxlAGRPFzVQJIpE7XPXZxW8wgGX++kZDWqlzNL74C8h3iwOK3XxKTeCfcvG8bd42Zh0r4N20Ua/AErq7MDOJpn8K3jYy4yZWMo71jYcb33dFRFxV7X8d0YH/kRiVVzOZW5JGZcxXvGo4l3puMxuVjrW8s8SyHzNJA+cDSnaBI4pXIDaebOYU8AWY0/MTn7CH7U5PZKeKL3EHzc6mFWCHU0d4vEmTkt/KSL61CV/OtKKOjnJipRg61US0SGHzXeTqOxitWsxyRM5FnySGhIwmF34Nn+v91RXl1Lf/0gAv7uPXlak4rUt5KiuiAZjMyP5C3/W/h9fqaGTSXRM4avC6PoQeSsS6SFwZkpbVhrivBK4dhTRvDApu4LHx5wCMHj1oHcNtCPc9MSIjPzsFWVou6D+APsQkxizsFuDhKTiJoUIvtEYvV1Jv969EzwX8BbJTs80v+/4fFJoETi2S3GprnQ3CFkKxQUn0JzoZnkYV2LPIQ+poyqCpyOWPDFM3TECOLj++L1SfQbMIja6kpMYeGkZfShT3bQCn7ijJnM+eDtbvvN6z+AJx74F0899G+OmnocY8ZNQKu0L5plA1i8IMsy0044JWQfP377BZ998DYBv5/mxgZKtm3tFSlx2G001tcxdfpJAOgNQTGQNcuXcvwpZyDLMnEJiYwcN5GyTauJN0YzbOhwkhKTAcjqk83kSUcDUNB/AH8s+XVn38ccfTRCCAr69SUhPp6CfkG57X75eVTV1FBX38C24mJOOfscALxeH6OGt+e+nHLiCSBrWL96KSPHTiB9exHjqJjOeX0NdTXcevUlNDfWowQ8pGamEqbp/B44/cGvJzZMgUB7yYCjjpxCbEwsACcefzLLVixl+rGdC5fuihmnnAnA+LETsdutNDVUhmzn9vqoq2/kpJNOxq4oxBkMmAyHtkDFX6TkEESEQUavWJC0sXSl2pgU08bJUf9G2Ns1+DfmXMrNtVOot/Y+rjIvQUdxkxenXzC3EiACSfRlfHI/hmoczIiqIVpKwrE1HKuz8wQdO8CNbdsKZuSVQA+x22GBcKqKQl9QQr2Oh5IBvwbFI+GzqLjafET3SefFNitl1j97MhS8XZfMhXFlJBd4ad0Y+sOWtRIx6TocUS6KNQF+c3lYV+NqLz4FKFHhSED96CP5RRu6eMo1jRA7rzMhASg5OZmiXWJnR5i8DLJbibS4CKsbSiCgkN5Xoti2FLsUlDnb2LaRYmMxx8QcQ748jF9aY6jv7Wp9F3xQpmVc0ije2gdCsgPza2TSsy3k2yKxt7Sfi2tQJM9VByVyG1zwZEUGSp87OL3mEQy+3rlmZHycWXrnHhOTBhfct2Q4d4+TCde9yQ6rvSSFsT7gwat6ucTWceXbZhpOWVnnoTQ310e6+YOdf49yzuM9/VQ+2DCM0WnjOdFwDErkZrbKhWyzbuMFGnghWjCqz1RO9cAxJUsJ83YM3Duq6V0uzr6NF4tMvbqeWH0wN6Klh5o5hWaoyLMQpTPh3x4grjdpkNIsCAFGeffnLXiuVOWSfk3Yk0v52r+Ual81J4mTGFgzEFubDUuH8p6doaKiSdNgEdugIrPLdqbkAJbITbTVW9DpdbTmtvKZ6zNG6EcwgMn8VpLEl5a9Hx9i9TAjbBvORhea9EG8UWbA1dzz7w4KhOAx5xDOGpnGsy3xzBrRQMSqL/a5212JSXN6KZ9Gv4jDF1qt50ztpcwpicMX+P+R2N4b7E5IALy9FD7pbbuuoKgCSWPAu71GiSTLBLbX1BAi9Hcuy5oOeUNeT3D+yMrJ46O581k47yee/u99HHnU0dzzz9t3evM9QkFRQac3IMudLezVlRW88/JzfPDtb0RGR/OvG6/e2XdP6Kp2RqgwQq0AhECna4+QkISETheMMNBoBH5/+33Vb98uSe1tdvwd8AeQJZmjJk7kxdmhBTlMRiNIcjAJrot7ugOP3HMbF152NcdPP4EVK+fyzH+fwekPHTrq8kOLCjGaADuW37uH6gsh0Gg0qEr783Lvdk93/Eaj9aGqSsjnLkkyihKs8ab4IVzWcmj7SII49LNe/h+i0ealWYpBkkJ/tDERdmYk3odkb1eeUbUmHnWcSLWl94Tk1IEebht2FY8c/SlH5LS/Cooq+KMOXigK47HKVL5xabANaiNiVBuRuT7E9vMypfjBuowjc9zoWjb1eDyP6FrYzlztpmmzQtM2Ly0VbqyNHnweBTUgiDhEiH2rB+a05VDt2kBC//ZFqCFMQ3xfLfIIP0VDvbyl83BfuZsPin2sqnF2ICRHZJoQDdvwjJrAZ/rokMc5Wsxnmec/hOd3fv6enDDmGNpX2FGyhLb6eaKWLSNDMwKfJ4DiV2naHCCxdTxHVJ7ITM9MhkYNxR1w843jG4qSPuOEmFWcmKPb4yKgnoBgQa1gfw0d75WpWHLs6AwyQkDrwIggIdkFjS54ojyNz1LvwKXrLJfcFXYQk7vza4jS9X7R2uSGe5cOoc01C7E9z8ftPYJv3T8wQZdAXNXKDu1VITOwXxsGU/uQL2sFE9QHO7TTtmxhsrSOgKKyuNLJe9ui+G7TkcQ3Xc0ZXMtxkceRZExiZVsR/3IXMSUzjTtHnMDSrFE7hbWj7UWMlwvJ7mU9zIvTWzg/prRXbd8oU4ksECAgob8W68BWHq+D+7fEbX/mHa6aSwbW8WHgaea45+BRPVzmvwz9Zj22tu5zgIRR4B3sZfXg1Xyi+4QlCfOIzwkdjhndN0CdbgVtVgvR8dEs77OcokARFxqvwV03kxfXJrJ1HwgJwOhEFXNEDt8FhvJqkQFX7x2hBwUKEmVqDjOT43irNRlGHL9f+nW0VtAY9h5vhT+Owx+akJxqPIMF9X1pDhFa+xc6Qhfeu4mqt+32FNm5+dRUVVBVHpQn//6rz3buS83IoHBDMOyxcMM6aqqCHsfG+joMRiMnnX42F19+LRvXr6PWo2AMD8Put2LuISnfYbdiNJkIj4ykpamRRfN/CdnurhuuZMOaVR22hUdEkpSSym8/zAWCRMnlcjJi7AR+/OYLAoEArS3NrF62mPSBI7FLAZBBY+g89whpzz7aEcOGsXzVasrKg/fB6XJRUtZR1h2tniEjx7Bq6R9UVwbbhQrfstmsJCanYtTAnA/nICHh3o20/vr9tzz9yL0AuAPQ6JWQwhQQsGDRPMyWVlxuF9//NJcxo8aSEJ9Ic0sTreZWPB4PP//6Q4f+vvr2czRaPwsX/URkRASRER0LTAtZRhVGwsOjSElO5bsfv0XxBPC7vTidh3ZO2F+ekkMQigrvbPNwer6RQZUBXI3ti51wo4uzMh5Gbu240BA+J8m63icznznEwfFJdyAEJGgW8re8hRyfeRyfFp3GuppdJyDB0gZY2qBHEiqTUvwMGmUnQQmgs1aibWkiO7qky+PsQAAZm2IlPE7XwSreE9SAINzwZ3tJ2lHjUCmK6Y+zeR59B46nJUJmjdfDerNEZemO+xZ6Ah+RaiK3aRHaYSN5OaxzIhzAVPEz6yveAeDx+Bs4JeF8cjZOwG0Nao58PzES3y5ekqGsYKJjBCZTPE1bOt7XgE9Bq0YjpEEMaelPX01f1kasZbN1M9vCtzEtooUL3HmsUvr2WNzvQOKZYj93DvJS7Yjgg5rGkG1a3IInytNQsv7JGfWPY/J0H7u9AzI+zii5HZH/CA8Wp9EdZx8YYaTAZMQaCGDxB/hgwyjO7quQFP816xtisapWbglkdfpdtGMlk5nFkZE6qrPOp8h/DDG6OiKb13Vqeyx/8Hn6SJZsD6GzuPz8WOoH0siKzWV4zNEcYdxMU2QZq2yr+Ma8kW8EpAwYyUm6JE6t2sy4qpc5N+NhHrJ2H3cMsNkbS6yxcyHVUHAH4De/g7EjfLxv0bCuqOvF0zEZKguVuXjwMM4wjr5VfWm1d+/FkqIlWrNbWWRbhMfe/iBWW1YzKnkTUlleh+ig+AHgjKjGW+ElJjeGH8QPHKU9jsrmHF6o2H+hVT9WCQ7lqXBgLEx3ChzlLq7qn8h8u5ELh8VQtfbDnn/cDdSUSL7I2dDVcMVIw0jqzEdSuMcl6v9/Ir4ghpKfqrsN4ZK0EvEFB0baW28wcM8js/nHrLOJjo1l+OhxFG8tBGDa9FP4Zs7HnHXckQwcOoI+OXkAFG3ZzFMP3oMkSWg0Wu566AkAZpw3i7POmUl8YhKvf/JNl8fsN2Aw/QcO4fSp40nP7MOwUaFrrBUVbiIhKanT9geffon7b7+RF554CI1Wy+MvvsXU409i/arlzDz2CIQQ3HDnvcQnJlFWUoRHUQlIne+vuofy1PFxsTz96CNcdeONeL3B39524w3kZmfvbOOV9MTG6bnnv7O56fILURWF2PgEXv6go6fyqhtv55arZpGWmsyAkQXUV3aew6oryggPbycOARXqPSB0KmNHj+MfN15BWUUpp58yc6fU703X3cb0044mM6MP+bl9O/QXExPFcSdNw2a389Qju+WvCBDCsHMsff6pV7jlzut59KmHMBh0zPlsDjk5oUsPHAoQh1P5+VGjRqkrV67sueFBwKVvr+SXwt4tjPYFx+aEMaHZi6NSg0Hr5cL+j6JrWhWy7Re5D3LjpuyQ+3ZFUoSW/4y9HZ3U1mmfXzHx2rbHWVHZteUhSednVtMXOFubic/O4+S8amKrf+6yvUcTyTfpt/FqfQ5nxWtxr+y9EzEmzcC8mFZ+rv6ziwDu+E6C53FdvpW22jKWho1jay8m7YFJJkbZlxCRn8/jiXkhXcK7EpJdES1iudh+CxVJWbwa2+5tGmhUGFM5B8NmPTnKNKyNwYWe3qQhIlelSGfj40qBbft4PSoBJurLaYtrYpl2GdWOatLD0hlnG4/LP5zvanRY3X+Wmbh34WBROpVbcuo5vf5xwty9r3wdQOaL3Id5qDid1lDERIV7w+Ox13S0GGt0Eqahxbxt+AitauO78vJOcr17AlXIPJU6m2dKuiYUQsCwFBP9wlrRhW+i3FDMurZ1O8MvhkbmMlUZzrzqUfx+ACrAJ0Y7ye+/CFUoeNsGsrE4Bbe3fdGeHQnH9N3Ch/a3ON9wPp6tni5DMQDQg2WAhQVtC7qsiVEQWcCZJdfRVOxFo5Mw5pspbVlHZlYmlaZKhNDhsvZnToluvxUrPFzwn77gWN6ed6bRSfh9CnHJxdRs/nqv+3VNSufj8D9C7kuQExjru5EPt/4VTCEJeOu0FKLTel7IdaW+tQN9JqeQeUQv1Lf+h2C3WfnPrdfx+Etv7Zf+0nUyflfH8UZVmjqEO+0PmE1J+AK97zM23Emb30wUqbTuFi57x3WXc+u/HyI2rmMu0deffkDZxjU8/O8nep2uJSQVNdCKEgg9luqMEfh9ocN7oxJN6I0H3wBTWFhIQUFBh21CiFWqqo7ave2hax46xGGxH5xqmT+VOrBnhHFCXydnGJ9H1xCakACM9S1Dr8nF00MF0jZ3gD88pzM1/BOUwG6LMMnJJX3vprz1QZpCxb6qKpcqy7C2BoOuB+fpuyUkNmMGXyVdzzMVqTS6VN4N+Liqn4nmrb0LMwt4VUyd4tkPDgwyTElVKTD4ifeF0RSI5Kmq4HW/XBrB1ZnJnKqt5UNvMlXdmODz442Mdi0nuk8mj3ZBSKZIC1lf3pmQAFjUVl6NmY018amd6qhaAaam14ksTScxJgtroQdTlBZjlp/NmjbmVIhOydArm2CN6MOFhjSOaNLhyLcz3zufOdKnHJFUxxmuPEq1I1hQ8Wd4TXr3fNu8gkdLUlBybuWMxicJd/VOp1UmwIySOyD3IR4qzWB3heQZybHYt3b+plUVLHovDf4Grgg/DVvSOiLq/kAoe0fehBrgdHkh38Se06VMs6rCmlonazBg1I5mbNoRnBfegI4GfLKXZe5lPOmZw2Wxafxet38lgieOKGSr92PWt+04t/mE5etI1ccwXZ1JYVMKGUnr+M2zgMt8l9Fa3r13RPTT8Jv4mVZL9+0KrYVUp6wltnUYzvhtlLZUBj0rEa2Yykx8ZB/Y6Zn9f4AkVLSOjsRgR86PuTGf5LyjqC9esFd9G3+v5uRTJvKNvyMxkZGZpl7CWyUaYP8u9A4nRBk0TEmIJqvag7GXn9gOwrF7nRJJK5ExMen/HSGBYJjW/iIkADYVTHoZ1RM00MmaAD73/n1PVUPYHhESSUAAH3pZj9vT+WV5+JnQynaqCs4AYFIQLoneaFgI2gh0QUiC+UXtBgwhCVC7zt85FPGXGWQvYPf4WV938BZui6scfCIbaOohnj6pbR0Dkwzdtok2acgb8C1fNX/MF44+yHLHRGuXksb7pfd1ICTTMxRit3d7dVwl1qL1AOSPGsaw1jldHqshZhQfJ/2TB4tT2eFMMGHA0dD7D8TvVTDIB/+DOiFd4t5UI0eaY5FXRmJeK6PZ4OCSlOAz8AQEL1YmgZCYKjaSGRP6vmfGGJjoX0NMYjxPpw1ACUFIJsnL2VjetRwnQHrOnZh3IZvj9dWMcSbjcXvQSHpihilsymrj7ioH75RIXaozBVTBW8VaflKGktTaj+Oqj2NyzGT+MP/Bzwlf0Cd2Hhf2sZIWdfAkl/cUNh88WprEnKSbsJqyev07mQCnl97B3TmVJOzyuCRgaGsXBTpzJX6TfyZCG8nz60Yxvf4Knkp/li05f8cfvXcu8MymXxkX07vxw+VTmF/u4sWNkSxtykfTaGDw1sFc5rkMBTuX5nuQxP77PiSNA89u6hpexUuTq4Hlyi/oE76nUa3l2Npjaa3pmmgYjEaaE0fyQ3U/wrUxDIqeSLQ+tttjl4Zvocown0ZrUEkm0BYgzhqH0+5kZoYLTRc5dv/LUFRBa7iKMT747WsN7V5mJaDisI8mNmPvK2bHfl3FsYbxHbadpZ/Ft9XJeHswbv0vIDfOwHV5BgYnt1uW8+PCmJUSz6UtOvI3ONCag7JJvU2/yzwihbE3DCb/pEz6TE4h/6RMxt4w+P8lITkQaPMFsKleNBo7Gp0b2P/hhT5N74REdiBMAx7Fg07o2QNxTk496zzueOAxGtygGpUeaxvKGnu3BSI1+ghUtf1FlfXgNyoh83AOVfwVvrUX+GZdLdd+uOagHzc3zsBTCXMZUv56l23uzniP94q6fgHH9XexSdy78+8j4jM5O6IOn8/GNtcs3l43mkZbOyE5P9vD5YEP2Bw+gd8tqSQs+QBVUUjIzmZmn80YG0I/j8qEqXxunMnsbRHssOQeHx/NqDoFzx4kTeoMMjWDzLxVfJCz3VW4NSURtnRM2hUSrM/R80OzBQBZqPwjt422liYWiMEdrN/JkTqO12wmKkzLKwVjMYvOYWsT5bUUlT3ZdeEyIC3uSNaHXb7TZpmulxClV3Ox7RwsLRYMKXl81xBBae9LeezECRkKOZ5inCYbm5I2sdm6mYFRAymwDKHZN5rvy3wdEvUPJRg1cGteI6c3P0+0vfdlthUkvsx9kEdK+9DogouT40ncEsLzKUA7vpJn1ScYFnEmC5fv6mlWmZgMZ8RWcKT/D+Lr5yO8vfeeLs68mssrjsLu6Vr8ITRURicKxkbZcdZsRVEUotLz+d0Sw5pmhX31mqTGO7Al3N/l/gt0F+Da2v0iICY5nU+aUncpXhn0dIYbfAwfupINtrkEdgnj0ggNx4Ufh369HoEgOj4RnzEOp6rDqWhJkm14myrRGgyU6XL5tpJ9vs7DCyqn9RHkShG8XuXkRlMM9sr2d80QrkHxfI61sXgve1epODOZ+c7ljI4eg73qQpZXH5xIgD8LGkkwI8fA8BY95jIPUXkGlkVAnxaBodLZSRFpzKxoovrkdkpg/gt/DpJlN4pzz4rq7gnMxkR8ezDvmTQCo9YHqkSLe+8JQJIBJLeEGmJa0OjceJ2dQ+53QJJlkOI7hIEpJoVGD2gliNUKoiNM6P8ESeA9Cd86fOjTIYSchDBG94k+6MctaXFzee10FmTfgtrFpDxO2/3EVNMY1aFQ3aLmSt6yxPON+U4eWzSsIyHJ8XCV/236NP7M8aX3MjWwDiEExohIpvZzdklIilJO5UPjuR0ISbIRpqiiEyGRejA/+TwBtF0UUzugEPBYXSO+go6qFqaMcJZa2gfDgCp4ujgKQ3w6xxtLyI0Puk7jwrRMNxQTrlV5r/+YkIRkjFxISfnsbgmJCvjiL+sQRJHm+IJpuiNJTXJTMMHDc0V7R0gAvquSeKM1H722gAEbBnC6/nSqnFXMER8SG7aI8/WrmNRnz6xGBwsuPzxalMicuH9gjuh9QUsJhdNK7uKO7HL6hEv0qQtNkqMzZJbpF6KTdGwsHLzbXsEf9YKbNmcxpew8/hX/LCtzr8Od2Dur9SjX7xyRtnfRs+EahTxdC9lJQQkun7mOSdoSbsxq4LSsfbNu1zaH0S+q62vQKaGLfMJ2KcuMwTxdkbwLIYEdY4DdrWXhsvFEtNxOQdRoAFJMKczwzMCw3kBsUjqbIkczu7oPzxeF82axjo9LBc8URfKmbSCNxmySWtZwXb5tj9TUDn8IvqyAJ8psWPwBnnSaCU9p/ybddj+68DMwRu2dJV4gyPysgRMijiaiZeb/PCEB+Fuugb4bZcxlQatzW7Gb/mvcGCtdnQgJgKoIdIeZp04AOllg0kC4FqK6/nQPK0iA6jlw76hqCNsjQgLg9Ku0uDT7REgAGtygGJRONheN1tctIYGgl2TXpYRGJ9G23fbjU6DBo7LnRQAOPv4iJXuBgalR6LqRtz2QqLd6ubZsDD/m3Bly/yjfCkzdVOysavXSz3Bqh22rzHUscb5BxC6hAUckwwV8T3rTfAAaw4ZRXFSPc9L5DBuXTVpF6LCtbSkz+FA+jRe3mdj1y6p3wbJwC9Ep7XEzcUNltCM96Ixdn6+qgq4HnfADBgGz6xpxbicmmn6R3N/WhMW/+7MXvFRkZCupHOldxbnZXk6W12Dw25k7eDw1UufF5whNMdUVjxEIZRLZBQVZV7PJ1X79Y00Oquu+Jqk+jsTEuUTzEdNyeygQ0wOcfsGLRSaWG0YRa07jOPNxDIsehigWCDVAVv0CzspVidAfeilo7gA8WhTPnMi/0xLZuyrCECQmp5bezZ1pFahdxA43GDaz3L2cARFTMdu6Dmez+wTvlRo4c9M4zrDfyltZT1KVdRaKqesCabqmjUySNvb6fKP0cGm+i3cGrONJ3wOcVnIHF9b9m1sNHxEem8DTdTk8VZ7Ml+X7PqRL9tAKOgAf+D8gKja0mpcteTivFRlQ1O6/16qGcJYvPZ2Toy5gQvEERL2A9KE8VZHCitDia3gCgo/LZBbrRiB77Zxt2MA1+Q6yI6EgBkyaw2vBuC9o8wd4XrEStksMot3sIyr5IrSGXmpF7wad3kR881i+Lvpz5rWDiWnZJtJLdXjde3CtCmgOw9VSlCaASXFiCDgxqL0vF3AoI1rj73LM3h/w7kHoluYArE2aPCDr28czSVbwubsvHCzJMn5fR9apaBT22BF/CODQW2UcJjAaTYCNMJ2Mw3twn7zV7ed9+yiO04V1CBlRJS1hASsDE/WsqO46Zt3ZNAkiv+qwza1aGJzbwuJN0QAsqlf5tf8U4qO2oHeZ+bosi5WZx/JLeRgibwhjorPRWDrqelckTuNL7Qm8sS30Au7zCpXEPAtJzgj0OX6ea7JT61C5eZAHVmq6VJ/Q/cklf56va2RMVjjLG7pXW/utBq5L0WOtW4dOp2PxiEkUyp3vxWC5kqaK/+LrQcbQoI2lUJ4I21VFomSJpvIHmW6YzuBB1Xi8wdj7Cwd8wO/l1+AN7NusuakVNrWmMjM7mcFFJpyKHQjGUptqVnKGKZLS5GH8XnEwJUI7qp6FwrB4MLT14efof3C09AqJltW96llC4ZiK2/htwH+p3DIQl7X9ecSmG/g1fRWSW6K0eGSvzzZ4D5N5SDqVkzJO5NSUQka4/iC8bjFiNwI6XSzi87ShrKzp+lvNjTNwbmIVJwR+I77mV3QBe4f9Ye46BkllHJkSz8L9pMS1dmsGcQUR2H2dwyPcuFmdtJp8Sz7Kbmo3GUoj0HPifZhW5bI+bVjWuoiMiWOhL5c1xb0jFYVmKDSncG5OItEtWznKG7x3xyUn8UxNRo+E6OBCJUwLCQaJWL1KjB70koJRA0ZJQS8F0ONHgx9JCiCJAIIAAj+yQcbn96JICkIFySfAr+KTY3m9OJxGD7xldHJRtAGXJWj/tDT6SMy7kvotTxPw934BqgKGyRNYG/sbI73ns7KbueNwR2aMgaNdWsx7IEu/A7IQHE4V7VWgySMRpTOhC7hQpUOk4Nc+Qu93H9DYCUeg6+ecopcQPgkUUBQVVBVJJ4OsInQqss5AZev++36EpKIEzD0mqmv04fi97WOfJAmcPRg8D1X8RUr2AYMSIzhL0TA/3Mtv5QfX5V3aplCbfCxWEc4muYAtShplnkgqrVBu7n7RWFjjY0j8VMq8v3bsU30dk+6fOL0BQPD4lihcedeQUPELZVkT+aU1aIV7pTicuP43cqnyGLK1CoCG2NF8bTyDF7Z2b2V4qVjhkrxWvqqRaXELojUawmujsKtd3z9tT9lfBwHLLfYe2+hlEEJGbzCwcuQklsnGTm36y7XYqh/GHehZSigj914WO9sXfkPFSuq9do5I8QPt2vF+TxF3HbWGf//W+8Vz1xB8WiYTpevPxbGlWHdVTXJZyXH9TlZGPsvtsWwxH/hE2EvzPbgVmfdKQk+oOknlpCiwrtCiikR+G3klU8SrJJlX9Kp/CTi68jZ+K3iI6m1DcZiDixVXajXLXMsYHD2JxZvDu+8kBLyK4PMKLZ8zhNzIoczIOIdjNKvINS9AYw7W9Ymumc/YlBmsJLrDb7WyYEKakbPDCjna8TGGsrXdHmtc9atsSU5jISn0JtdifBIMinTjUmSciozVKyi0CHaoIXt9EpMNZ/Ct762Qv7cFbIRHhuOwOTCl5uNHRqf6EAEPR6XCgtqujz0iHo7QlGCpNhOdlsPrlXHYeijQ1hmCD0tlhscP5MiYUqzmFlw2C4qasYf97LmqX4QW8qIEaSaFBJ2PcOFBVnxBNTbFj+r3EfB5UJQAEqDVaNBpNGhkCVmASwnQHG2mTbRRo7RSr9RT76vHz27ZsTs4xY51hQC0MNEwkX+mDcJbUYLdkA2xA5FsEsr2XIeWGj9pg/5B5bqn6JWUD5BwxGS+jf6DLZYtjE03kueeQXHz/15tElkSzIxVMa/auyCWPZmFfC4njeuX47Fa0EdGkzhkDFrjvoXBDu8TR37/Afj9ftIy+/Dg7JeJjOq6BtGmdWv45rOPuP2+/zJ3zhdsXr+GW+97bJ/O4c/CuH7pLN1ajSxAkjWgaAn49n9Bz4ApGn8XeUOygPPOPZMXZ79OdEwMklaAkFAF+IVCQJHxOry89uwTXHrtzXt03K8++YBN69dw5wOPYdKAul2o5qNPX2fNmtU89J9/d/lbSZII+DoaPyU9tO32mr/45COkJ8Rw1x237dG5HWz8RUr2EmkmHUPW27E53BwVryMpz8THJU4OVk5wTZuHU/3n0+zY9c3r/UQiLMeDqSMpOd44HiXbzztbgx+EQVKJLl5BQ8pwPmjtWOzv4S3xmPP+xQ2GF9C6m/kx5mJmb46k50le8EZJ8LWL12m4Vo7qVBtiV0TE67EHmoGwXl/bnwGDDFdlNuKy2Fky6iiWhyAkOXIjvpqHcfh6JjgFOTfxuzN659+DjAqbt8zmlphz0WveZXdJ9nhj/b5eQge0eQXP1OeQE5nLqXGNmOsqdu6TmoqYFh7BlPxM3iozHbAK2Ofn+vFXbUAnSYxPHsmSEJf49zxwbQiGsQhV0LwynnmjLmMK7BExmVpxJwv73kN58ViELFgcNw8s0FQ9vqef94gSq8rj1hieFFM5OvVoTsypYKJ/KQn185gh/863MWdRYXaTHKljWoKGgR4NzlKVuBQJg21tj/3rAnbGi7WcnZPEx6U9exULLZBs1JGpsRJprSPSYScdCIuPQBcZBwEflg12Lsm9hN/l3yn2BvPUdELH2bqzUcoV5BQNm9QRLO21voDKRbl+tPUbsCkKUvoQZhfveZB7hBZmZPqIslcgRcQzz5zL5Ix4NjgioK33BCNWD+dn2nm2KCLEXpXcSIkhcSpJGidG1Y3kc2GQVLSKH6GqSEoAl1dDbWNTh18mtFSjuu2oYRJKhA5XhBabRsanE3j1gN7IUs9aNGiIlWPJlDMZoBlAGGEYFAN6RY8ckNFrDfi9O0jTjusKEPD6aPF50aT0IVYvo5oXovgrSUg/ElXk0lztp7FCJWv4NZSvfrbH+xDTfxBrMqvZYtkCwLK2+ZyekUObexBN9sMhAr33OC3HgGmLBvfuBLCX6C0pKf3lK8p//ZrALipJW798l6ypp5Az7dRuftk99AYjn/y4EIC7b7yKj99+lcuuu6XL9gOHDmfg0GB+mF8J5hUc7gioUBcwEGUwYDD4kPxe/G7XfpG89YXHYfZ1/ZQDKjz51ic4Aafqp7O7JniDX3vuqT0mJbvCIIHiDya2K/6eiZfGENHBSwLgFcph5NPriL9IyV5idDNUOIIvob3ZS45D5pqBRt6q8mHzHJwCdB0JyZ5hXUWAgqHjqPYuJUqKYoZhOufVLSDc9RXh/e/j1W16btStxKNN5MXWPiG5xkvF4VRn3MjEmDoe3hrLngiTpOi1XEEE9i6klWWNIKafwtbW34j0xHEokxKjBq7MaMDd1sLvI49itdxZHjhdakVb9zCtXkuP/fVJms6SQHuycaQs4a15gBnhJ5IXvwCPZ3typnQ6za5Y+kXO486fj91v19MOQakVnrImcFpWPKm2LTgdQQKpKAFcVZu4NDaKLbr8A1LcstSuYVxqFubacob7Cik3FbDr6zIiHtIsWtpc7ROJYFdiopJk7p1anwAmVdyHIfcmNvj7srRtKf2ihrOycP9UXx4Zq6HIqvJLTYBfarKJ1GVzctrpTNEUc1RkK0lxScS1yLSs9tCqBieilUV5jOrbB9la0UPvMKj6PYZlFPCzIbvHeh4WD3xRLgHRQBTn5fhJNJTjbfBiri3f2a6tuI2hDOW4fsdRK9cSXReNqqqsyVpDoaeQv8XdxNKGWHoyRMQZVC5KbcZcU47WYKQ4bCC/FO/Z+5IbCdOTHHgbSvDWeNAkpbHUFs36FpX1LXueR3FWphNb1RYmp45mYZ3KxGRBQbiLML8Nn92MXqshTmPAb7Xgrq/BamvAkReFPUHCo1XwyQo5gQLYJQdGo9HQNCkNjaJFp+jQBrTIfhmBBtCAT4Pi0XCSOgq/0OBBg1uRcQUk6gMCq1dg8UKTS6XFTcj7qpNUkkyC/tEqeToXhigZZ5YeY7QL0fwzWq2duPRpmBsjyBpxKeWrX+vyHhhi46kbGMavlrkdtn/ueoOzcm/iw8KU7V7zwx8DkoyMbNFjtu99XkVvlLdLf/mKku8/7bQ94PXs3N4VMdFJkKJzEQweEihIKIjgv93CEoeMGE1R4SYANqxZxWP33oHb7cZgMHDfE8+TlZvPiiWLePvlZ3nurY/bzyMQ4ORJI5m7aA02q5VJg7N5/ZNvGDluIrNOn859TzxPm8Ucsr9Zp0/n9vsfpf/AoOjHxTOO466HnsBqaePR/9y+/SYJ3pwzl7DwjmT/hr+fT31dDR6Ph/MvuYIzz58FBD0g519yBb//+iN6g5GnX3+fuIREqisruOPaywj4/UyYPLVDX4oKQYe2lpsunUVjXQ1et4vL/nYx58+cSSAQ4KY77mTdho0IITjnzDO44pK/8drb7/DOBx+i0Wjom5fLS0/PxmyxcOPtd1BZVY0uLIK7H3mKvgWDcDrsPPyv29i8fg1CCK688TamnXAKx48fwgdz5xETGxfymmY//B88bhdnHXckA/v35/mXXuOTTz/i9VdfweP1Mmj4SO568AlkWebLj9/n9eefIiExiT45eWh1QSONVgiQVHzujuGzP/36G7NfeAGf10dMTDTPP/kEiYmJPPzok1TX1FBZWU51bRVXXnYNZ1x6GQCvPvM433z2McmpacTExpGeMCbku3co4S9SspfYfYDyugIYV8H1w/W80SJT23boJpVFGTUUxOsYpR5NX30fMu0NDCh/YWe8+vXV15OdcDWWFi9PukeGLPa3A99WafmWPQubyDDq+bvfhKMptGcnNsNAfbKVZQ4/g6Oj8LoO3Rhnk0blivQGPDYzv46cxHqpcw5JstRGVOMjNLqbe+wvJiyfsvAL8O1i1hoSmIfP4yPR1x+oAopok07nph+OAgRGzQBc/gP5KQu+LBfE6gdwQaYVa9XWnXts1jbSWMkNebl8VBtL/X58VEsaYAkJnJ0TA7VrOCexhmeqUgmoAo2kcmqsStvyzmFd7cTk8u0ek97LiPdt/ZaP8ifit/jJtk1mtVD3Q56CysxwE201CnKfMH73O/m9xcb7ZXreZyA35NkwbIGWTgsmiQrjDHKss3s8ggCOsX5EfcY1PF3U+0X6iX0COGN+p1qViPGGJmBapxapSkKTreFT6VMsHgsAS3XfMyv/LN4q6trjMS4JRga2Yq61ER2XyDe2LEpqelrdte+flCIYaWzCUleBr1GHLimHP1rC2dQzT+sSySYI1G8DYICnkP5RAXAppGgjcJdtxetqwpEZQUOUhsZMJ63pDgwBI8lSJDFKDPE+E7JbB34NMSkxeKwtOB12DKYwNtb1xeoNhk60ecHsUQns8fvTdXuvIqiyQ5Vd8DMmwESYNp0JEdA/NRZDbCuOwDY8zg34vROISR2MuXZDp35MSSkwsICvfR93PoiAL7zPcla/23l3UziBQ1QSvLcwaiVmGMHcy4K9XUFsF0Xq6m74XE7Kf/262z7Kf/2azCOOQWPoHMolhECPFwmVgNCgIDD5WhGKH7s+aWe7QCDA8j9+Z8bZFwCQnZfPG3O+Q6PRsHThfJ757/08+UroQryyLNMnO4+SbVuoqapgwOBhrF6+hMHDR9FQX0tmdg52mzVkf6efexFff/oB/Qc+THlpMV6Pl74Fg7j2b+dwxwOPMXz0OJwOOzp9Z6PcvY8/R1RMDG6Xi/NOOpppJ5xCdEwsLqeDwSNGce1t/+KpB+/hsw/e4fLrb+HRf9/OWRdewslnnsNHb73a5f3892PBfr1uFxecfDQnnXIq1ZUV1Dc0MP/7INluswalKZ97+RWWzfsNvV63c9vjTz/D4AEDeOulF5m7qpC7b7iKT35cyMtPP0ZEZCSf/bIYAKvF0qtruuGO//DRW6/xxc8LSRIaNq8v5NvPv+SHL35GDpO59uab+O6LTxl35GRefPJhPvxuPhERkVx69sn0GzgEAEkBIbsIeDu6tsaMGsncOZ8ihOD9jz/h+Vde5aH7HwFVUFyyjc8//Ba7w87EqSM59oJZFBVu4oevP+fjHxYQ8Ps5Z/pkjhj3Fyn5fwVJFmgk3/aEuEMDsiRIidSRFyXR32SlgAry3RvpY15IWFPozNhK4zjM5eW8GHESSq+c1r2/3twwAxe4DDhCmHMljSByMHzhMLO8KNjvEjmXWTkupNb9sTjcv4g1wOV9zNhaLfww/Eg2hyAkccJOUvOj1Dp7zkLWSEZE+j20uHYpkmiyUbzlTWbJN/HUllhGt57DtPyxPLgomx33/cASkna0euCZokiOTBnNaE0lTmc7A7FUl3CqoQZrcgEflsrsaax+d/i4VGZq2mhiRC1X5rt4fpuJS3LBvanrGG2BoHlVkJgcraokWlb16lgLE09loe0r8jQR3Nb0FqcWTGNloC/f1EVSYt27xdmx6QJXBfg9AfzbrByhl1kRJuHaHoP3a2sEF/Tx494U4ny2jSU7zojw9xyaGd+2gaHRxYyIH8HqHvmvynl9PdSHzSU9kI9niwcfoUMFVBViklJQJTcT9RNZ6l1KS6CFjZ6NDAobQkHMEAo7icOonJsTwNSwHr9GiyZ9CC+V6UPUeVDISnGQktDIEHcKJm8btuZ6IuKSCHhdeCL7gCeAO2UYn1TJOIr27b3KCIczk5rRB8JJSzNjMM6jvvxEmtcvoSg1nG1jmkhWU+nj70OqFEd8m4xbNWAO6GjyaNjkElTZVHZRTqdvdCJHyqvRGiOY34ksHfgxy+ET/FwNPxOBJMKZmiYYNDIep9+G6vF3ypyJ7jcIXWwC5sVLOG38aD4wdq4I78PHL8oznNX/Vj7cfHgvE07vo0NZL7HP1emVoMSup4uQgMb1yzuEbIVCwOuhYd0K0sYe1WmfN6BSrETtDAGXBPTXuZBx0xow4XG7OO/4SVRVVTJ0yDBOmHoMDhXsNit333g1lWUlCCHw+7uP1BgxZhyrly2mpqqCS/5xI59/8DYjx01k0NARQNf9HXPSqbzy9GPceNd9fPnxe5xy1rkADBs1lsfvu5sTZsxk2vSTSErpnIP3wZsv89sP3wLQUFdDZVkJ0TGxaHU6jpp2PAAFg4exdOF8ANauXMYT24nVSWeczeyH7+3U5+791tXUsK2klNzcXCqqa/jXQw8zddKRTJowIdh/v35cc9PNHH/MNKYfMw2A5StX8drzz4JGy+gJk7CYW7FZ21i2aAH/fb69HlxkdHSvrwmCXi81AAv/WMD6DWs55oTJqJKKw+UmNj6BDWtWMWr8EcTGBRUajz35dCpKiwnTgFAUvO7OIiN19fVccd0NNDY14fP5yMxIJ+APrjmmHX0ser0eg9FAXHwCrc2NrF6+hKOPP2m7KBMcdcz0kPfwUMPhPdr8ifAEOuZBmKK0mHOtvF6vo2kfXMS9RU6cgXGxEloENkXLLzV2rO72wWhCpolLjYuIVMzEe6pIbV6CLtBzsaEm0yB+LTLyddpxmB37N8G8X7iRs+06nJbO90erl5CHeHmwzNuhGrk7AC8Vdc7P+LORFgZnRpWh1UTz9bAjKZI6W4uTpbYgIbFVMsEwga3+rbQEQsv3qkCfvk+ydBdPQ7peoqrkTs42XMjXJXEoKixrgGUNe1dJfH9hYR0slzO4OCeRQO1mAoFgiIfH7UZfu4YbM1P5xZ7Ghq4Lfu8hBL/WwK+kMjItjHijB61wEtbPj3NbBD576IXfjhyT30ZeztG83KMql82YwaLINtxtbv6jTSPeMo8jLOuYgMSJKafwWfJJvLRtz5NVxxmMONvaV7GaDBOu5va8og2t0JLbiKRJQvF3XPDYXQbMiScRW9s5JCQUjqh+idLU+1jdnERXC2KTRmVWgZk/xBwKRAGewq7HK0mSKFET+LBCJlIHRybncpJ+KHrZhkdvpUJUcFRCPoXm9m80Vg8XpbdiqSklAJhS83i2KDh5xkW66ZPWQlhEDS6pjCrHNlr8Dlp8ME5zKebKILuxtzbiSxrIW1s1BBW99g1jkuCI6FaSwpqIjZ2HJG3euS8yYTQtY0eQ7A8jyhpJhSecT5oEDSF5YOcF6TYLTMvvB4eA5Kqi7iAosWRHxnJCdhxhyX0Is1toWrOUxNFHoAn4qFsyDwDDwmqGHZPHWtG5vlWb0sZKzXPM6H8zX2w5PMO4hqWaKKjV0dYDWegNlIBAp+1aZtVjtfSqH48tdDsVOtQQU9RgGJdHE0mbGwwGI7/NXYTV2sYFfz+b9155mcv+diX3PfkwoyccyezX3qOmqpJLzzqp2+OPGDOeT997k6aGeq6++U7efulZVi75gxFjg/lzzz/2UMj+jEYT446czPyfvuOnb7/kw2+D79Dfr7mRSUcfy8J5P3PBKcfyyodfkJ3Xd+fxVixZxNJF83nnq58wGk38feZJO0OQNRotYrsRV5ZlArsQKtGDcXf3fi8/6yS8AZXYhGR+nfc73/4yn9c/+ICvf/iJZ598go/ee4c//viDH376hdnPv8D87+furBGmanQ7P20hBKqqhqxX05trgmCxQsWroqoqZ51xLvfceS82bWCnMeO3H+aGvD5VlVAVW0h33F333s8Vl/yN46ZNZfHSZTz5/As7q7frdcHxVdYBkoR/e9mCnu7hoYg/X9boMEVtnB29KcjpYtL1FOc7ebFCHJTkwKP6hHGJYiRthUriCoXcVR4uNes5Jz2eOFNwcbytxUemewujql4nq/GnXhESqy6Dryryqex3HJsdXddlCBaR2jOrsVYIznHod8pX7gqNTkIM8fDfko6E5FBFbiScHl6EKlReS+sbkpCkS63ENT7IMP9g7nA/zPitM5mlXo5WhFaRGph3J0ud7RYmjYAEyxsMkfpS09pvr4sjQrDq/IDY/Vv8yxMQvFJkYIl+JDFJaR32mRtrGe1exZX5Lgz7Wc15VY2DZpef57fpeLZOi3lAG1EjreijQ1+bUAXNqxL4LfwKmropCgiwOPksFjr/IEUyMqS8PUleQsHgM7Oydc8JSXYkmJo7fkub5c6WzHXeCOJyQr8ba5uP7PXxdAE7EwLLOTsn9MqpX7Rg1pByPvU/w1B5KMbCrgm/0WSiOGokH5YEH6LVC3MrBc8VRfLEljS+Lysg0joNna2WG/JaObmPyuRUOC9qG5aaUgBicmJYYfqKyeN+IGfEbLxp/6GIZ1lr+5ytbWtw+hxMMk7i8sDlmEvNRETHQPowPvMO463ifZcwPTIF/tm3kfOy1zIg81ni459HkjajKsnY7RdTXvlPNjYP5puKvjxemMbzRRF8W9kVIeka71eYaDvE8t7KrPB8UTgfWrKp9Knox09DslmoW71sZxvF7+eI1TFEEPrdrvfXU6p9iWPzup4PDmUMC5doq90/ZFENBBebXUEfGd2rfvQRvWsHoAgNFsI6zLaRkVE8+O//8uKrz+Lz+bDa2khKDhbO/PrTD3rsc/DwUaxbtRwhSegNBvoNGMSc999kxJggKbHZrF32d/q5F/Hfe25n4JARRMUEwz2rysvILxjIJVffwMAhwygr7qh+YbdaiYyKxmg0UVa8jfVreg6nHTZqLD98/RkA330R2iCze79rVq/E4pPYWmemwQ1Tpp/CZTfdxer1G6kPGChptHLU5Cncd/99WG02vJLM+AkT+GLudyiyjhVLFhEdG0d4RCTjJ03ho7fbw8Z2D9/q7po0Wg0+nw/JAJOnTGbuD1/RYmnE6Yc2s5na6koGDx/JyiWLsJhb8fl8/Pztl8Hf4sfnDh0DbbPZSE4OhvF98sWXqGrnl9EnKTuJ7cixE/jth29xu1w47DZ+/+WHHu/7oYC/PCV7ifX+GIYU2Ihzy/yi9fBr8cFJbu+XYGSa4sRR03G77FHI2OhglkZDQ99IfrHZKDEOIY9ve9WvU5vIZ/VjmJDjoV9sCWs8Iyi0dCYIBhnuzyvDI+m5Z0tqr0OqfKpKU4qOMHPHCULWCLRDPPy31IdXOfQJyTHpKvmuLchhUbyeN4KmEJXac+RGtHUPM4wRDKqcgnm7nG2kIZGwlAgsdHQh5KScziJvQYdtE3Ql1FSu4Chu5KWKPbkv7cEaelnlzGyFydpC8h2rqE7ozyKG8VWVni70BfYYm1tVNremMDM7iXjLFlzb838URcFdtZHL4mPYrMnj15oeOtoLNLjgxW16onQqZ+Zb6aMqBKqicDZ0HKx3EJNfR13JVF4ioW1Np75cugQWRjmxtdl4XJ+H8G7tsH9t9LGs7H2tw504MVGiZVX7O6/RScxttnRq92OVyuisWqBzwcVtdRlMzkhAcjZ12hcKBbUfMSxjMD/rs2nd5XMbk6RSkLGKDx1fcJHmItoK23ZaCndHdEIyn5kzqOrG21VihRKrhuvz4rBUFxEHxAE7fUAF8Jr7NfDC7qWEw6VwpuumE14fjq3ChpISQU18Nj9Xw/4IeZqcCmPDG0iJqyE8bA5CsqOqGryeU2hqyaXZG8eKtkiWNOy5LHAotHkF75UemiWz27xQEh8MzRkfryE8rh57S3t8n72hkYvrJvBcyi8hf1/qLyEy/F0m9LmYxQe1RtG+Y6VV4bw0Peaa/UNM5G5elcQhY9j65bvdhnDJOj3jxg7Eb/BjD2iw+7o379UGonD4QdrtHR08aCgDCgbx5befcfnV13H9tVfz7qvPM3rCpB6vQafXk5SSxpDho4Cg5+SHrz8jv/9AAC656jr+fdPVvPfqC4ya0NEgMmDIMMIiIjjtrPN2bnvv9RdZsXghsiyTk9+PI6ZM6/CbiZOn8ul7b3DmMRPJys3fedzu8M97H+GOay/jg9dfZuoJJ4ds01W/jfW13HPzP1C3h8ded/s9uH0Brrn6ctxtwZofl826GJMsuPX667j+1n8y7eij0BpMPPDUCwBcft0tPHT3rZw+dTyyLHPFjbcxbfrJPR4b4IzzLuaYyUdQMGgIDz/7Klfdehennn0aiqKg0Wq584HHGDJiNFfeeDsXnnosCYlJFAweSiAQICzg6LIGy83XXcvl115HclISY0aNpaq6Y900WSvRGmhfhxYMHspxJ8/grOMnkZKWwfAx+64keTAg9oeU2sHCqFGj1JUre5+0eiBx6VsrKGqwYtQKtjQe3IE6LUrP1AQfg+wmWoqUnRr1u0KVIG9sKceXBaXprKYsqmPGY9Vl0aakMDSwkOTqoAXCLUfzqflYBqf5GWb7HI8mkjfTH+aRLR0TX/Wyyv35FZzZNBsR8DI39UZu3Zbfe0lYFe6NjMdeFQx9kySBaYSPRyu8OHz7h5DoZZUpqSo/VO1/J+C4JBjsXEt4WgbPZA7EEYKQ9Jdr8dU8zEh5OGOqT6RtW0drb3iKhk+zn6RCDdaqiIsYSH3CnVj87fHOg0wKDVv+xsX6a3htQxq9LTwcqYOb85pY44wnUuNnsnYz42vewOhtwq3RY/B7UJDYnHoWfxiO4ofGKNbsknvQL1oQpVdZ3n2NyC4Ra4ALMjomwu9AdFou37fEsdVy4MYbowZO7+MnX/Ij6iKxV3d8PqpQiR/VxFTbiyRY1nbYtyDrOv5tWEjAa2NBXSuSq3013hI5kDt1d/Bj9Z6/U1kmLTOiYoio9eBq82LMi+C+5tBlyy/I9TOoKYGWyo75VtmDnExvuwzh6z2TbIwewXsRl/PM9qT3yWkBkpKXsNyzlBnOGbTWds02ojL68lJpJJ5A777Jq/KduKqCCTExiSl8bclgUEyAbH0bksZCo6Gexd7FNAWayNHlMDkwGVelC0mWEfE5/Nhg2idP4K4YnQhHRzeQGl9NWNgchHCgqvHYbSfTYE6l2BvPN5Vyr7+p/zVE6VQuzTATtmUJ5urKDvus09L4XLe4y99OMB5Fbe0ZbNifahYHAZfmG4hZKfap7uHoC2LIyshFDVNpcHfdUVfqWzsw4uQZTDk6SBBVSYdfY8IljNgUPQ6/wKcQUsXSKAtiZQi4On6TslGl3qfukfJlbxCuBZPqRpX1tHjFzjyXxvo6/n7WyXw1fzmSdPgF2qQolpD1TVoNCfj/5KVwmKwQ5gwd3r0rJI2GoPlnt+2ywKeVsPj9+LpY12fHhxFhOPhFNAsLCyko6Gh4FUKsUlW1E0P9y1Oyl4j0m6kw7//iPT1BEnBEgoZcjxZfmwYlENoqIxSw2hNZmHM/rZ5krJYoHBs1BDzBQc0cdTJnR87FHxB8YZtO3xSFYbbP8Qs93/S5iycLozv0p5NU7s2v5Mym2UiO4KLqxMqHiex7HTeUDutRhhQgM0yPtyV4vkJA+DA/T1X59hshidTBzYPqSY7+g5Swk3hzS2cVkL3FiZkqKa1rMeb25dGkPAIhCjoOliuxVT/MQM0AJtmn0bCt88dvr/Mzw3ETCwd/wAZpA76UO7C42wlJlCzhrbqP440nsKiy94QkTKtyR34DM0tv55TwbIzuJgy+VqpjMnlx0Al817aFoyL7cn5LE6MqP2IQHzE9/mgWDTyZH1qT+L1OZXqSnQK5imJLQQcLe2/R6g4mwo9LGs04TQWWlvbFt6WmhAmilOPy+/J+VQQt7v3vFXP54f0SDZKQOS3TzaBUD9qWCNpKNAjE9hyTBH4deRVTaScmPsnIwkhosbXwlKEvkqtjfP2a+Bn8uHnvzrfc6eMpZyOSgFP6xmDppmjmF5UyfVOaoLJdTlNnlBlt+gTRvGcLwUTLagZGVXBkymAGxtioMizkV+cyLrBfQGtTaEIiSRKelKE8XdT7aSFMq2Lw23ABkel9eb40Eq+iUmKVgBiMmhimpfXhZF0BGsmKvdxCm6cNY8ZA3iw14e6UIL93iDXAhZlWMqOqiIr+CCHaUJRsmptPpN6ZxG/NQfng/+9o8wqeKInlgr7H0M+4mMaiwp37Yhc2029qJlup7PxDFVLUvmx0HX5s7tsGhev7Gmnduu+h1T2NAjvkfnevUyLr9GRNPYXBx58A3upgX4oXrdeLFgsRCLyacBSNloDQ4kaHU9Hg9INXAVdApUGF2DAVrSJQPAJVAUUKTWL25pp27cbuA0VjIMzvJl4Gv2zg7fc/4tlH7+eWex48LAkJALIGdiMlkkbzpxMSgAjV0yspBo02glDlS5SAihwIEIdA0mtwotLm9x929Ur+8pTsJS55cxm/be1Z4nV/4+J8I+kbZbz7YXI4cdjPrKxsIzEKJrneRwV+yrmHW4v7Y91l/NZIKvflV3NOy1NI9o4V7FQhsS77Sq6vOoKK7tJWVJV7oxKwVwa9JNHDFZ6p9+xx7HZXSDbBdQMqSYx5DiHcKIERvLD+QtY07XtSw/m5PnS169AOHs4z0RkhJZJHaIpprPgveZpczo3KIlz7I9YNj1O7NfQ0pjXKfH92GEtcHReAE5mHu/YXRnou450QpCYUDDLcmhdglLOCAS2Po1UsNEYm8UruKD6zFuJXOrqy+kVkcr5fzwlbF6IPeNmQfgHzvEMoMLYypfJJnst6gdmF+1Z9WBYqF+T60TVuxuftuBgwGI1YYgr4qFTiwKoTqRyfASONLkzWcMxbdQhVoAoV07BSwiQ7MRo3Ej6eiFhCtb2KNWYVTVv1zh5sxgzuj36AT8oOjnXp6nwnSaUp2FuC92zAiCYm112FUPfse/doolmV9TdWtkXzbvj7uHFzsfZi7NtCF+40hYWzVlvA4j2owTkyQTBRLsJqMRNIG8a7JRq6f54qQ+MEg6L9tPlkvq3cH89e5cxslYGGKtLTfkCSNqGqsVjMZ1FjTeOLumjKbYfPHHcwMaNPgJFNy2jYtG7ntoj0VF4evAKvaB8zZGTO0F/Nd6U51Fn//GT+vcHpeSb6rRf4vXunwLXDUyKZVGo9Pb9PfreThnUr8Ngs6COiSRo6Go3BhFGGLG0rWm9bj30EhBavJpw2EUmju50ESCJYRNQkCRTVj12RcfnZ48LNBlkQrQ0gEaDWHXp8M2oEEbhQFAVZo8Gp6joozx1uSJFdBJwdx0DZYKRO7awYdjBhlFQi3M09evM0Wh2K2vvaWUISqDqJNiWAK6D85Sn5X4Yk9X6xKwkwaGX8iorXv3eDoiwJ/p7vJbcqkmbX/hgVFBZXa0kMlzjS+S4IWN3nCp6o7UhIZKHyn741nNPydCdCAiBUBT2eLhVJdiAnSqCPtuOoEkQPhReb9h8hyY0UXFlQTEzkcwgRAARb3GP3AyFRuTzfjbdqI96R43kxPClkq7GazVSVP066nM7MiP6E698FIGLwlWSFP075qs5Vo7cdk8ASV8fF+nhTG0WFb/I37S08va13n6ZOUrkpT8G7OoxFvoGsML5DSr8aZse+Sb2lc30CgK22Su4Bnsrrx5nGTM4u/YWz5S0Y7c1oVC8nuL/h19iz90k9K6AK3i7W0jd6KCcmVmNubJdEdrtcGFyruTEzhQWudFb3LlViLyD4oQp+wMikFIXxo81EOo2oXpniuvYkF1VSkQZIIASLU/oxaRdSsjblbD4rPHjD5Hf1YVyR6oAWLWHROkaJ9/eIkPiFjvVZl9ASLyMMH5MTfSZTnVOZ65rLZnkzmWR2+k1MYgqftKRT03PkwE6cl+PH2LAen15PVdxofi3pza8E61pgXcu+3c8ILcQbg7kSl2Y2k5m0DYMhWG/D7TqLioa+/NSayNpm2KeYnf9xfFEhY0sdy6R8L03bPSa26lr+njqZF+OD+SVhIowTNNfx6ZY4rO5Dn5BIArJiDZS2dPRIflPmYmD/CPzr900WuDcFFAE0BlNI2V9XACpELOk6DQZv9x+crPow+sxoJTeyMZ5mjwafEiQfbV4QOhWvbEaSJaK1OiQ0CGRUVcYfkLD6OhMVSUCUDiIkLwbFgc5rpVHXdZ0xl19FkY1ESS4Cfj9GWUXS6Wk78Ho+BwRKCKOJImlCVGfff+iuts2O/dGKvVceL6GJoAvl9pBQFRXcAaKAGK0GzUGQKN9X/EVK9hJKFx4mSUCfGANZkYIcg51cqZ48XzHhioWA0OJDi19o8Qk93zOB97b1/CbqNBLX5lu5rPp2qmIu5Kfayft07qqqEp+yjAiplame9xACypKO4yX7kWyz7HotKv/uW8e5rc8g2WpD9lWdPZPra6f2WDSv1ArvatycOsLDy416qkIbbPcKJ6XZiYn4YjshkVhjvYbnlubvY68q/8h34KrdRsvYo/jUENo6MVFeS0nZbOLleM6PmECUoV2xQ0gK+pyb6Bt+N9sW9Nm5vW1sLO8bO47qGXqJqpK7mWm6gC+LOseLhoIsVG7KV1DWhqFsD4HzuAKUbkhEndTze2X2tvGqdwNvJ4TzrDKMCWXB6s99677inNzJbGhNZF89GdsssM2Sxvm5yYQ3F+LxtC8WzI11DBX1TMjvz3uV4YRQit5PEPxeB7/XGRkaB5NjmpHsEsr2REihCPpr+lNJJf9wb2VB2ghialbj0UQz31uwF8Xv9h7lNpXmJDMGQwr98zcTUdW5hkRXsBvTWZp7IcR8hiSCjNJg/ITs+n8Qrg9nhXsFKQNSMGOmv70/rZWtRGT04/mSCHprQDZq4PIsC23VRUQmpfFJcxo1rQdn4S8JlWtzrdhqi1G8ClqtluzUBnS6uSjKQGrqprPekc7n5Yf+xHuo4Jdamag+RzDQ5diZY+JaXsQR0wezRm7kCK7n3U0yvsDBEXLZV4xMMzGweQHWsAk0O9pXb76Ayi9qgGOjtB3kufcYSlCBy7eX3EYQNNho1N6fg4qfFpqIMkTj9Rt3Gg01kopN9YAKLjpa+DSyhlRNFB5FR4tHQidBtDaACTdGnwVZDXbi1sZg9nYfiuUJqLTJBhQ6RT4ddlBDzGc+cWCXwYn6AJqAF1VIwX+STEAFPxJeBcJVDwFHz/HvWr2RgK/zucpaCVUIFG/3zErxKexHAc4Dhr9IyV5AVVUaLI5O22/qb2O8sopUx2aSGlag6UG3Pit2FTVZtzKvvGuXQbhe5ubcBi4ovw2fNonF1dOAvZ8gVFUlMX0NWl8dx/MhQqiYI/rzoXYmP1fs6iJWuadvPeebn0G2VofsqzXjWG5qPrUDkekOm1phU+v+l5Z8aZuJm6WLyUl9n+WWU3hlxb7V8dix+HE1lLNt7BR+1oZ27R4lLaOw7HkiRAQXhx9HnOmlTpFdQoBIeoD+x/2d4t8m4Ew18FauhBpon9U0AuLNrxEvsmlsGdB9GNwu53hTP5DWh+HzdDyobVQRDe7eZ6sPjRxKRlVHU/fxTa+xOPNO5oYIL99zCN4v0ZBsGsw56WYs1e05G6qqYq8q5LzwMOpT+/N5meBAhnQFLfUxZEeO5MQkO576Ynw+H04pyKpVITjH4OTtPmOpEiP5qGT/5SX1FkvsEUzPtTDcHboqcyi4tbEsyb8QEfVqh3dQCD+Z6UWc0XoGbytv87Xra/To6aftjyt1BG8Vde9N1MsqI+MFixsgPwpODK/AUt2IPmMQTxcbujTOHAhckeeirWrbzr99Ph/r16WSn38ZlZYM3iyPos37FyHZHSdmBuslfNeF+MdnFRoS+k0m0vY1rjYLAEPXR7AmfhZzrD52t/NqZcGJWTJflhx6RCVXF1RM8IYwOy+pcjAhLxKpd3VUQ0JVBDoZfHtR5V4SkKD1ohd+NL7eKzs0GIwE/G7MaismjYk4KYoWtxQ0wnVxGn7VT1TAQkCV0OkSABU9PiRVQZE0SIEgKXGIsF4RrJ4iIQ5VCMCgEXgDQTEAVXSuPqL3u4DO0Qz7AzoZNF4XPnfHNZ4kBAaNBqMsIyQZER4BqKiKiqoEUHw+lEDHm64Seh3i0yo0ehR0WokoWUYbUFH2ljUfAugxW0kIkSGEmCeEKBRCbBJCXB+iTZQQ4hshxLrtbf62y77rhRAbt2+/YZft9wsh1gsh1gohfhJCpO63qzrAEEKQENF5cW3HyMjK10hrWdQjIQFIa13MHeobjEoLHb8fF6bl3zmlXFx6A1rFxa/iCext+zYRJGVsBmcJJ8ufIuPHo4nkq/ireaV413oFKjcNaGNQ2i+05OXiyRqFqo/s0I8zeSx3Oi9kedOfn/DmCQie2BLPu5uu3WdCopNUrstpxWuuYemYrgnJFGkBm8ufQ4eOSyNOJyX89VCpJu2Iep3MU97n00kRWAMdB4wJ8hrMLcsZ5D+Jb3op/3tFXw/x1gh8zo7tVRSWRHStRz5DdwGn6y4iKyx757YR3mzSm+d1aBdn3cSpYZvRy/tv0VnvhNnFMVTEjiIyuqPnyelwEFm3ihuzG8mP2m+H7BJlVniuKJwvfcPQZQwm0ZtKqik4BNUqTk4QTfzMsP0mwrAnWNqg4la2oGtuL/DXnH0iiwbMDNleQWJx3hWIqLdDvoNa7VxS0JCrzSVdm87FgUtZ3JzLx6XdE5L8KLgyqYKjI+s5Nl1lqtiIx2WnOm4ULxcZey0Hvj9g0qh4ago7bXe53BSbc5i9LfovQhICGkkl211EP233oUIvlZrQDT8KsV3Aw1FTw9iIzsaytCg95yfWEdNW1GnfoQC/0OJOHYEzhNVYCDB69i2kV/GDtrcxXLtBLwMIdKL3c7hDZ6LN325FdypOHKKZBKMfPQESJT0C6K9IFAQgDx2pkp5oSYvkd+GVIwg4ZQJODU6HCbsrCquSjFnbB4sunUbvwc8vOJiQBIQpDqJ1wWcWKnyLEKI1+wsxmkAnQgJBY1zA58PvduNzOvDabXjtdvwuJ6qiIOv0aMPC0YVHbP//KISk6WSvk7US1u2vuldRaPL5qFX8WHWAQUbqTsP6EEVvnoYfuFlV1QJgHHCNEGLAbm2uATarqjoUmAw8IYTQCSEGAZcBY4ChwElCiB1xNY+pqjpEVdVhwLfAPft8NQcRGk3nj3lOlZFVGX/fo376NnzDnYbP6Z/QsYhZcqSO+zPWcWbZHUjbNRn6hy3aq3NVUYkeZiOh33q8lo2cZvwGjepGBX7ucysPb4tjVw2OmwZY6ZfyCW2aFWwI38CizHJ+G6Njw8ThNI6YQlvuMTwoLueHmv1cGW8f4AkIFtTu2/lMSIbL44sIOFqZO+IolsshCsupKlP5kY3lryEJictiziYj8m2E6N6vrSDzdsyllHo7tjvS2EBhyZPM1F7CO72sFj4+Cc5wf05bTC0fpQSo6GdC7hdBeIqJsOwItPaTKIga3el3spBJWDOYxAUjOe6X6/l74784MXIGY2zWkL6Jo6qe5cLc/e+vn1creLkpF23GYDSajs5ac10lRwXWcGm+B+1B8DU3ueGVIgNz1g1nTNuVzDSdT0FYAceHncgX5X9O8uNFfV2k5ptZkHwZi9Ku4Lv0a7g8wsVVzqVY0oZ1ar88/3qU+K8RInSgtxCQlPQpxzincoJrJu9XZ7CsB0datB6mSZtoa21CAGktq5ATsvnGO5Bfag7uRCcJlfOyPTvD7XaHUz0064McCvArgnVyXxY7EnpoKfjQnEryiHE7t2Su/JDkiI73NqCqlOmyWaMbeADOdt8xr17DR6XB/M3doaowX6XL2jy9gtp9rZId8Hk9lG/dyJY1yyjfuhGf14PLDw5Fi0HpHGWxA145DL9k2HEo6uX2JdqQpCGcOeVMTjziRM47byY2i4V4t50Cv4LsdyMFvOi9dmLcNtLcDkDgU3cznqoQ8Ar8Tg0BNBiMDsb3T0PaS6K1p/j7zJPYtK5znagDhR2vwY5HtoOUPDr7aX7/44/gti7yg7/65AMa6+tC7usKNVWVnD41WA/EIIPsDXrgq6qrmTz9xB5/r6oqAa8Xn8uJz2HHa7fhc9jxux04DWYC4U4Wr53HBZeehUYvULQq7hB5ys6AQr3PRy0BXHqB0MuHTXX3HsO3VFWtA+q2/7dNCFEIpAGbd20GRIjgVYcDrQTJTAGwVFVVJ4AQYgEwA3hUVdVd/Zdh/A9kJLY6fHwsjmOI5mP0/t67Z0fUvMMdfWK5y3ck1RYPRq3E9WmlTC97YOfH5NJlsqLhaPY0dEsXoaDmVOJ1NFG/fCG5k4/CbYtH57SxLWUGj1fm4dnp6la5ocBGQcpnSNJuleIENMpV1Jv0rLBcxvtlXVeCPhwxOhEGOdcjR0fxbr8x1EohPg1VZRrfsK4yqEN/duzJ5Bg+RYiuJxkIEpIPot5gvrXjBDHS5KFwy62caZzJ4up0HL6eP4FoPcyK3Uxe2bc0GrJp8Izjk4ZdFqNOwJwKnEFawvHk5Kyn1D0fq7eNQRFDkazBCU8g0JbEMzR6KEMabw55LL3fyknKPH4IP47qXuQAJRqhtyV7PAHBq0UG+kYP58T4esz1VTv3+f1+qFrPVUlxrBc5zA+dzrRf4fAJ3i3WIYlBnJaShWyQaOqFzPX+RpIRpuTNw+/7hfWe8zC7BWvy1lBiKwEhuC4M3tYaEb7gjd6ccT62hA1IomuWoargsB+PSyTyUkkYvdHasHhAysyCqs0oCFoSR/Bm0cH3ihbEwPTURpZpf2VI2BBcjs4vWJFDy5EpkGnys7pVQ6F5/xRE/F/Bwl6uq0qssCWngPT4YmzNjeC2c6LYyuu0e1XrrV7q91NNmQOBFkf3RpRFNWby+8cTv6X7Mbs7aIWKSSNwdjEVb1mznK3rVhDYRbd13ZIF9Bs6mgljR+OTTGhlEAF3h7dUQaJNjsWtyMRqHJi8TaT5fDTpDFj9boxGAxt/+ohGYwRXXXkTL7z+LtffeBNhkhe94kbna9tpwIRgvojf0/USTxUBnAELqqqi1wVwddP2cMXuM6qCQJJl7rjlZhACIckosgat2p4nZNJAuEbl+88+YMyQ/iRnJQdD9j17Nv5Fy378zv00ieg1WJXgh2emFY9wYdO14vf3rMTV5g/QRgBJFpiEyv4PoN+/2KO3UAiRBQwHlu226znga6CWYHDe2aqqKkKIjcCDQog4wAWcAKzcpb8HgYuANmDKXl7DIYWvSnyk93uKs8yvkWpe0uvfHVUxmztzorjHN4hZWRZmlv5r54Dl0STytfc5zM17Rkhi+2jxJpWBy455zVIAyhb9wY9TLmNk4mYqNH05Vu/D6RdU2iXGJTnJj/8SSV4bsj9ZjqawcRavbD74cfYHDirn5Krka1rwiVRezhxIXReJb1PFTzsJyRmJJzJauwhJ6j4sYgch+d7a0ere1wj1xTcxUj+cCW49QxPKGJ+Qynp7JFtaFRrtoa3eV+Y7mFryKAAFzT8wKWU8v+xaLX2XWa6mKYyapvFopDHkZrQxxtsxBE/SChIN1Rh8XReLGFr9NhflTeChjd3F3Kpcmq+hrzUcW4aX71tdrOylWnYwET6JGVmJ9JcbO0yqABOpZfTAWD4sN1C99+uIXkNRBZ/XHpj44t7g8iGN+H0/AwpDh7bxjVWmpLU932eNr5Vv8yZw0raF2GMGUJMukDRru+xPVaNpbbuMZY2pfFa+Z57El0tMXJVbwEcNEZRYD67NSBIqF/UNoAvfzJvOT+ij9CE6JYnY3ZQH3dpI3toCoHJ1Xx+nxzYiJekp9cfyfvFfxGRP8X6Zlv+MOBLrT58hgGR7OWPTClhW8ycw9AOET1rNXB4ThmYv64zJqBjk0KRky5rlbF7VuQBlwO/bub3/8DGYNNGEaQOYJB8G1YNG9eCRjJi9GtwBsIpwEvUGYpUWMpxW3BoDqCqyqpDibGPayBEs2VRBs0di0aYiHrzjJrxuJ9nZWTz/zFMkRIfzxjsf8+Zb7+L1+sjOyua5p17BZDRRUVXOVdddSkD1MfboscFrkn00NTTzz6svwWG34ff7ufuhJxgxdkKH63hp9qP8/vMPuN0uho0ay78eeQohBH+feRKDho9kxeJF2Kxt3PvYM4wYOwG3y8U9N19DadFWsvP64XaHfo+66vf9N15mzntv7qwW/+gLb7ByyR88+p/bgz8UgjfnzMUUFs5TD97Donm/IITgsutu4fhTTgfghZde5dNPPwYhMWXqVB68/RauueEmjp16NCefeAJP/Pchvv91Pk5X8NjPPPEccz/9nHVr13LNFVdg0Bv54ccf2bxhK4/fdxdOp4PomDjuf/J5EpKS2bx+Lf++5R8YjCaGjw7eT6MGJK8zZN2Rqupq/nHLrTidQQPLQ/+5h9EjRrB46TIef+ZZYmNi2FK0jSGDBvH8E48jSRJfL/iRh+5+iOjYaAqGBKV1NRhp2wOJa0VVe1UH5c9Gr6mfECIc+Ay4YTcvB8BxwFogFRgGPCeEiFRVtRD4L/Az8AOwjl1M/aqq3qWqagbwPvCPLo57uRBipRBiZVPTAdMO3W/wBVRmbzZys+Y2yhOm7dFvjy+9l8sSy7i8bfbOnBSfFMlcXqG5vutMM1NOBBpd+6MUAlIGq2x1/4q5sRrbqsU7q5ga+w7nnrI+3G+dzgZPErqWEjTVq8mxrCSabeh0cRgMI9BqO8rfSpKRytZLeXxtBP87VsigwpahZhVVljZezR/RJSGZLC1mfeV7ABwXP4WjwxcjSVUh2+5AV4QkSSuhVN1DJDqu8yVwbNlDzCi9k1tKZ/Gy5XLej3uHlws2clOBgxNzdRQkGtFIgqlZBmY2PIVmu3JKjKOIASHivneHX5HZWh5L2LbYDtvjsrX0t/zU7W8FcFLLW4xODP3MZaFyc75MenE4TVu9uJfDDGc09+TpOTK5x1PbeZQvyiVeqEqiTYqktraWmpqanf+aSjZwgryOWXm+gxZmsL8wMMLIv+ITOSY+qkdf8MgE6J/0DeyYOsRCYmsjO7W7013EcVnZ/DJgMJK26/whJTCU9aXX8HJJ/h4TEgiG/jxbFH7QCcnAWLhhQANbDB/yoeMDZhhnMNp9AU9sjmeFJwW7MGGVwikMJPPU1rDtvxK8sM1AkxRDVXkpknroJWEfDgiogvnOBBLHHEHKpGOQNBpGFn+DLP2vjPng8Ab4NVFF2duxRBG4AiFUnLwetq5b0e1Pt65bgc/rwelXafJIVLj0bHVHUuRLpMYXsbNYbkCFOreGMiUJhz4RfaCdQAUCAeYvXMKkadMBuPuGK7n+jv/w8U9/kJE/kH89/BSVbhPTjz+NH7+ez7wf/iA/rx8ffByUqr/73tuZdcHf+e6374lPjA92Knn57ss5TDjqaD75cSGf/rSIfgMHdzr/cy++jA/m/sbnvy7B7Xax4Jf28SfgD/DBt7/yz/88xEuzg4azT959A4PRxJyf/+Cy626icMPakPelq37ffH42H3+/gDk//8HdDz8FwNuvPMsdDzzGJz8u5K3PvkNvMPLr99+wdfNGPv1pEa98+CVPPXgPTQ31LJr3M99+N5d3vv6FT39axBVXXYfP7Q4mk/v9BLxeZp13Lp/M/Y1Fv69EeDzM++E7Tj7hNIYNHs4Ls1/lt+8XIWkkHrnnnzz+8tt89N18Tjv7fJ599AEA7rn5Gm6797+8+1X7XBot+fB7QucVx8XF8fHbb/Hz11/y8jOzufu+B3bu27h5M/fdfRe///A9lZVVLF+1Co+scvdNd/Pce8/xzrfv0NLYgkDgC/wvGYfb0StPiRBCS5CQvK+q6uchmvwNeEQNVmIsFkKUAf2B5aqqvg68vr2fh4BQUk4fAHOBf+++Q1XVV4BXIFg8sTfneyhgSZWTJ3Kv5EFTCZHOsl79ZkPq+cyx5rM18i7uSX+NiJrF/KB7k7ryEJfdPxJ9QKVBo/JYXSMZcXouiogmzOElIa2YGNZTpI3CVFWEzRGMvYnMH8yj7hH4VMG8WphHBLkxAzgltZ56YrhznYaErcMZEKuSafQTr7OTEGEm0tiE12fi4VWdaxwcvlC5Kt+FvaoQVW9gwdip1HhCL2QmyOvYXPYSAONix3BqdBFeT03ItjvQFSEJkwTJlhepc5TzgPZMRlQ832G/0dtMfsPX5PM1xxFcnjZHj6Q8dwRRvibibJs7tO8r1QB5PV5tvAHcmR6iAzq0DglHnYohspS06p7zlFLNSzg7ZwYrGtPYlZBGaOGGPlqUjQYcu9RcsdR6oFbiuJRopuW6WOh2b/fmdL+wafMKnisKZ1TCKI7QV2Jpbg9J8nq9UL2W69ISWeLLYlnD4TEUzDBE4C6yMQyI7R/Hx/VdedZUzkxz4na3h036/WYGp7opVIaxdnv1+R2wqFBdn0dm2CzCwt/qlODudp3J8toxfFYdht1zeFi5ZaFycb4HTdg23nB/TJaaxZWmm/mtKpFVTcHn/VM1/ER0Fz0IXikycmqfkZSa/3wBjsMVv9YIhuYkI1b8gtdqQQamHXEMP3Y/5B1WWN9go2BgApkb91ybXg1IIe0LNWVFHUK2QiHg91FTVkxWv445OV5FJZQZ2+mHEn8Y8XojLreHYcecQ3l1LcOHDmHMkVOwWduwWdsYNX4iAKeceS63XDWLSB2s3FDII48/QJu1DYfDzpRJUwFYsXIpb7z4LipeTj7rZJ6870l8iptRI4dz543X4vf7mXLcifQPQUpWLFnImy8+g9vlpM1iIbdvfyYfEyRHU6efBMCAwcOorQrKNq5etphzL7kCgL4Fg8gvCJ2L1FW/+QUDueO6y5ly3AkcfVwwJ2PYqLE8ft/dnDBjJtOmn0RSSjhrli/l+FPOQJZl4hISGTluIpvWrWbl0sWcetb5GI3BfM2omBhwdhyD/1i6jKdfu4qA24XZbKZfbj+OmXJ8hzbbioop3rqFK8+bEXyOgQDxicmd7v9JZ5zN4vm/IDxd10jw+/3c+Z972VS4BVmWKCkr37lv+NAhpKYErXkDBxRQXVuLUrqR9Mx0+uQGywqcNPMkvnj3S+zew2MO3FP0SEq254m8DhSqqvpkF80qganAQiFEEtAPKN3++0RVVRuFEJnA6cD47dvzVVXdIeFxCrBln67kEMQ3JV4y+t/DLeV/7xSWsjs2pczkv74zKWp2UdQM62Kv4eqM82leq2H30UruF8kjdQ0713gGrUS/ZInosDWMs8xFZ7PxtmsqiW11tDYHvUuRffJ5ShmPT+04WZeYA7TFRfLZdiWeJjcsqBWAFojZ/i8bvXz4ygKGwhX5blxVm1BlmdVHnciWLgjJSLmY0vLZqKgURPbn/BgHXs+2kG13oCtCIgGDfXMpaVnEtYazOLHmQ4S/+wWjBCRaVpFoCa1jme3ezEV5fdhm07K6ScWrhF74N3vgsSIP4EEnqfytr5vJvrndHntXTG16nRlZ/+KL7TUg0sPhykQjtjWik3ThDrTVeaBO4qjEGI7KcbHM7+bbSuiJnKxsgtUig/NzUjA2FeL1tluc2lqaKFAbGZvfn3cqIw5gbZN9wyUpCSQoEt6ioFNZ1kr82Gzpsv2pmQLPulSkcZehRLy0c3ts3DrySkazlrU7t2Vrs5nSMoWWFgstwJAhlxIVHawxo6oGGpsuZaF1MN+XejigVcH2I4bGwdTkehZqfmSLawszjTORHQN4utgQXLDtAb6q+IuQ7Ct+syZw+qDhNC0OqvLlbfqS+fGn49nL4r+HIrb4PGSg0lkktnsoXkFkmLLTq7EDbmfv4kt7225XNHsk9AYj8xYsJGCt45TzLuejt1/jlDPPCdneCFx381W8/coHDBwwmI8+fZ/FS9sNUEIIFBHY+d+xajzHjE1h0DffMee7H7nr+iuYdeV1nLxL/x63mwfvuoUP5/5Gcmo6Lz75CN5dvAE6XTBbQZJlArvUtekpwbq7fp97+2NWLVvMgp++55WnH+fzX5fw92tuZNLRx7Jw3s9ccMqxvPLhF12KF6iq2u3x3R4Pd/z7P7z/3XxGpGbx38cfxLObh0OIYOhTbt/+HbwhANa2tk79y4Df23V1yVfeeJOE+Hh+/fZrFEUhaxfyp9O1C0vIkoRfBgWl8zWomoMqx34w0ZvReyJwIXD0dvnetUKIE4QQVwohrtze5n5gghBiA/ArcJuqqjuiyj8TQmwGvgGuUVV1RwD7I9ulgtcDxwKdpIYPd/SL0zLJPrdbQqIAP2Xdzs2O81hc1R6KU9Lq4a6yMJqHKEQmtqcmReSH85Ns5cQ8HVf19/HwgBrezprHsy2XMbP4FuJsG/lEmU6Kw0xrZdBDE5GayUu6KTiV0CEcH5XrulzMBiHwhHBXHxyo+1WWFuCyfDeeqo2oQOmUk1jRBdsaIFfTWPlfAqqfNFMal8bHEvB2755XkPkwBCEBOEK7kZKaD7nQeBqzmuYi2/bd9Diw9iP+U/03ZsuzeT93AU8OrOSGAiczshRyIiFUzJBRA8mileyGrkN/dkeMbSunGDcQqYMhsYJrYyNpWw1KL8rQWhs9WFdLjKmN4YEcIydmhD6vXaGogndLtMwNDCU6Lbdzn1VbOC98M6dnKT32dbBhkATJpS6UrVbU7Z++PiMMiz/0e6aXVcaJcBxmL5u/H4FRarfSud1byFJU0sPSARhmGMaEqgm0tbQBIMsyy0Qt8wJDCWiPYkvFjbxfN2w7ITn0oZFU/t7XxejMtbwWeAaf6uMyzXWsqx7Fq9uMPYxLhx8mp8K5OYd+Bbq1zdAWkYK8Y6FpruP4hMPD49YbjEuNZlqJf48JyQ7IbolkA+h3keIymMK6+UU7etsOOptvWv06anV9uPHex3jn5WcxGE1ERkWzelkwX+Xbzz9m/ISJqD4Jh8NOYmIyPp+Pz776ZGcfo0eN48tvPkPvN/L7nIWgClS7lorSSmLiEzjjvIuZcc6FFG5c1+HYOxbr0TFxOB12fp77VY/nP2LsBL77IpiHWbRlM0WFmzq16apfRVGor61hzIQjueGue7FZ23A6HFSVl5FfMJBLrr6BgUOGUVZcxIixE/jxmy8IBAK0tjSzetliBg0byYRJU/jy4/dwuYKeC7PZ3PnYInhsm83GN98Hjy0kQXhEOE6XE0kn6JPbF3NLM+tWLQeCNZKKtxYSGRVFeEQkq5cH84d//upTdg76XcBqs5OUkIAkScz58isCXRj1hCThEG6y87Oprqymsizoffrxi58I/O/YBjqhN+pbi+jBtKmqai1BYhFq35FdbD+jNyd4uOLcbCf31V2N1tE1Y/ZoIvkg436erUylNYSqjD+gssYlSMkqZWiWCx11RPvKOMW2kajWok4PJYDMZzHXEF1bR+O2oKZ/WHwS70QeS0s3+uxO/4Gb+CenBmX5VjSBay/CvC/L9xDus/BiVXIny9Te4OycAL6qDQBYJk7l5y7qUOTITXhqHsEdcBOli+LyuAHIvu4H4R2E5LtQhMTYQuHW/3Ky4Tj+0boMXUvnmgt7CwmF5NblJLcuZ4cQsFOfQE3cBKpS+1Mtp1Hpi6TYrmNFk8oZmV5St1f83hMcUfEM1+c+htYVg3nTnj8MW7MHmgWjY6MYn+PnC6uTVc3dE4oah8rskliOSY+hv68Yu7Vt5z6nw0GkYxU3ZmXwnSWFrZZDg5wcGxeFr3U3UmD2cmx8FD81t3Vqf0GWhG3nXC1Y//mpDDmrCpc3uDE3t4JhjcMI14UzoGxAh2RRVz8X31nnM9U3lcVtE/myNhKLq+vQgUMJIxJgcmI9CzTfs821jTNNM9HYC3iu2LjH3pFDHUYNXJ6rElevRzXa6R+jZUvX+hJdQCVSJ3ZW9D7Q+LYxmvNHTaRp8W8AZKz7nMjMC7C6D/98HY0Ayb/375gaANUto8rtq8O07HzWLVnQbQiXrNGSlt1zuO0OxOpB8ruQJAmBina7GbnfwCH0HTCIH77+jPufepEH7rgJt8tJemYWLzz/PIoPbrvpLqafdjQZaZn07z8Ahz0YqvbAvx/hqusu5dU3X+TE40/ZeazFSxfx3KVPI2QtJlMYD8x+qcO5REZFcca5F3HmMRNJzchk4NARPZ7/WRdewj03X8OZx0yk38DBDBrW+Tdd9RsIBLjz+suxW62oqsoFl15FZFQUzz/+ICsWL9yZ/H7ElGlodTrWr1rOzGOPQAjBDXfeS3xiEvGJSWzZvIHzTjwarVbLlKnT+Pf1V+88dlRkJBeeex5nHjORtIxMBg0bgV8jsGrguJnncsMd12MwGHjny594/OW3+e89t2G3WfEHAlzw9yvJ61fAfU88vzPR/bijj0LtwYMx64LzuPSaa/nm+x+YMG4sJlPoUgCKRqACeoOe/zzxH6457xqiY6MZN+5INrb9zwUW7YTo6QYeShg1apS6cuXKnhseBFz69gp+KWwMue/23AquqL6j+2J6wBfZD3Dr1twOmuoaSTA8xcioSAvjlbUMbf6GKEdJN720Y0HuHVQVW2jYEoxLN0bF8EXa6RS5/jwd/zCtyuXpTUT5IkAfRqvkotqnZU2rRJm1J+lOlevyrFirtxGT0ofnKxL2yXI6NA5GulahKAq+QcN5I65PSBt7qmQhquF+ml2N6CQd1yYfS4b8SYiW7eiOkAw3+ajecinTjVO5y1pKVPW8ED0cWKhAa+RAqiJGUatJZ3zrZ8TY9nxgW53xd/7VMpVBUSr5solIpw5XPdhb92ylJEmC2mEO3i3t/fM0yHBxjhtfzaZONStkWUZKHcCbJXr8f7J1/cZ8LymOGCwlAt9uXjhnQQTP17WPG0lGuDk6iqbCjvcvMtFOn2kP4PO3IISW4porsDUp2NpsO9uE9Q3jHe87XKSbRaVjMN+UHPoWeAh6R/6W50YN38onzo/J1mczNXASvzeksvLQ1zLZY4xJVDk5UmBfZ0DxCTRGhcDAeh4tjmZPREOOSVcZJNfxTGUKgYNUuPKGfBvM/5TA9hDKhvEX8kn9n1O/Z3/jem0UuqbejVujL4ghK6PdYxvQS7QqAQK7keeu1Ld2YMDICfQfPqbX55ik9xPwBc9R0hpo7EKWNlGvEEBg9gridCA79zyEUdaptAp1r4yHhwtMkkq4q6M0pGwwUaf23nvVFaJ0YHKZCfj3/QbKWi2Nps5hfjpZB94kXHtZsT07PowIw8EvmFlYWEhBQUGHbUKIVaqqjtq97V/Bt3sJrbezWLtOI/Fs1hKurGknJH6hpyWyc3KXAizy98WvqGhlwZh0E9cUeHgjfxmvem7ltrJZTKqY3WtCsiZ9VgdCogsL5+fMU/9UQgLB+g/PlCdgMcro6qPQr4xmeG0sVxkjeShLx+35Cn/L9TIhmRBhWoJniiMxZAzC1lTDsIS9n4gHxAomaYtRFAUlvQ8fJWSHJCSxkoOE5sdodgUXjhclHEcf7d57SHINgqaSmzjZcAx3txX/KYQEgkufOOsmFFlLtq94rwgJwFrdcDa1wsdlggeKXdxRZ+bXpDbco73EDJOJyzIga3p+TjHpehY379nw4w7Ay0UGlhlGEpOU2mFfIBD0gF2TXM7YpC46OEj4vF5HRVgD1rQ1xA9S0ZvaHdINSscJ64J0Dc1bOi+MrI3htG68HiE0qKqPxHA6EJLYzFje8b7DmcYzWWcZcdgQkhEJcF1BPauMH/Cx8yPOMJ3JWPcFPLc55bAkJBnhcE1+6GRpjaRyZb7KyQEd1pVGlO1eWb9LItIaz8V7WJj05+rgd3x5Xi+LAe0HfFYXQdzoI3b+nbhqDonhh2cV8LQoPf/oCwOSgpbptUkSyh4URRAS+E0Cp1Giye/vREggKPc7YOQE5N2KK8sa7R4TEkmwk5DIWh1NXRASrQSKz43wuYjQ7n0WWUD7v01IIHSgr7qfKrqHqZ79QkgAPF2UgTMQsdeE5HDB/161nIOEieGN/CRFdRiYzs/zc0L5Czv/bokcxOuxN9OqGLnTfzuRzvKd+6oSj8EZkLmmwMFYZR1DWr4jurn7BOquUJp4PIU1Jhq2BMOSNDo9y/NnsKbt0ChwGFAFs4u0XJrXRL4+nuZSDzRC8PXTkGqU6Zek5dQUD23aZuwaPy2KiQqHhjKbxEtFBjLCh1PVQxXqrnBJngelej02J2AKY27BKBzezkO3SXjIszxNmT0YuzkzYTrDTD/h93cdn98dIelvBG/FHRyvGc9tlk1E1PasdHUgEUBmoSWFS3w/7tXv28JyWGHrWKwpoEr8Xge/EwDsZITDkYNVcmUTEQ4dzjpwWDovupVYHyWhVOV6gU2tsKk1lXNykoluLcTtbl+ktbU2M0C0MDq/P2+Wh+HoIjzvQKLCBs/bwok15HNGnAVjWjWp+gL85gi+aGgPmxscCwlNEbSooWP1a9anEJF4FfqUNWyra88rM4WbmKObAwGIsKfwR9WhH66lkVRm5blRw7bwmusTsuQsLtNcx6KaVJbv5Xf950Ll/NwAYU2b0LljCdYMbsfAGJiZAJ4NRqyuzu9g2zYd2SMt9I3Wsc3S22MKfnemMrhxJdMzRvJ91YF/t6vs0JCahtZgwu92IrwujjXU8p69pwrx3WNIUgQxBoUFFQeh+BAwJcvEUX4v9uUGzhjhpiVCx4JqM+sTtExOiCKr0ovG0j1JVI0qLW61x4rw/YePIXfgUGrKinE7HRhMYaRl56HV7XnZOkVrQosfj6rp8qjhGsAfzEGweiHesOfvhWxQ6aXT6LBGaFKy799RjA4U1/55l2WdjhbR2dAhhEDxGznUcij3N/4iJXuJ03RL+CXzNOaXty+IPivXMSb7DqaXPcCatAt5UZnBT1vcgEJ6wR1cVXY1LmMKzeEDMfjNPOS6k5jarft0HnUx41jWnEPd5iAhkWQNWwadwULzoeZiF7xWrOHMrFbGFETTVNg+AXhdAVrKgyTBEJaEJnkzWsdW8oACnY6tKUP5vZdViXfHrDwvSvV6AFSjiQVHTA8p/avFz3DHi2yzBHM9Tk6cxuTwRfi6KSyoIPgk6rWQhGS0yUXNths5TX80N5nXEF7XtUv/YGFDxkVINkGEq/v6Kl1hXcJp/NwDb66ywwd2AbjQSU4mpAiG5mlI9hsRrRrMNR6UgEqtZl8X0oKPSmWSjIM4N92Cpbpo5x5VVbFXFTIrKoIKUz++rfxzwrla3fBqkQGjJo/T+7hQEl0EytqH3NPjdLSs6D55uGLZSBqjPUTFtl9DVUYVZreZaCmaJiWJ3kTgGmRICYOyP6Ea97B4mJJSz3xpLsWuYs4wnYHeMYDni02HraLfUakQ3VaMw+slTLtrvQCVWXmCfLsGy/LuPQqeLQmc2r+GxyxxvT7uyiaYmJeHrnkjuZFDDkoNmU+qwvjH2Ek0LQgKY0St+pLModdQGcLY0BsckRbD2K1uIgZ42RKho8F24FbDYTqZs7MlMsoDOBq0CMC1WsdxY3y8YwOzy8cXlc1IAsYNjGaETSLS7IR+djSVJlyNwVxMoVWx+AW9LT+n1ek7yf7uKRQVgqlp3S/TzF7QSSb0Irhc3eOKRAK8kor38HC27hNCiznv+/wQUNSgK20/qB26jKH7MMkmHIeHfsk+4S9SspcI9zZxomkL8+mzc5vV7eeZ1lE0ZD3Fu019KGlpX3C8UhZDfNYDaLypqIrEidZbMHn2zUTYGt6X360jqd0UXHQjBLXDZvB9a9Q+9XsgMadcojW1jWMHm2jZ0Hm/2+EnomUgvmgvPlys1Q9i6V4SkgtzfVAdVBBRZQ0rj5weUvpXqAoTfW+zqTkouzst4UiOD1+Bz9f181GBL6Nf5pu2zsXtJhlr2bzldi42nMY/WhZhbAgt53swoSCx0JaBosLizGsZ2vgpYe76Pfr9cgbuUb6GVxHMr4P5+AEbOZEwcRhkCz2/2/aPC7rBBbOLo5mSOorBSglWSzuJdNhtxNtXcmN2H75qSaT0T1iQQ1Dg4f2SjkPtsWkquhoTTnqYZTLqcLe6iCL4nsWmxfKZ+zPi5XhO8c3kK3M40D2xmZkdIKZlI5a4QZRZ97yI4t7CpFG5MM+J27SZ15yf0UfXh8s01/JHTRrLDkvvSDsW1Ar+kPpxah8VRQouIiShckdfFQqNWKzdfyf6WAUpz813zbHdtguFOXUxnCCVc3JUBS86Mg64MmKjC2p0yUTFJeBqaUJS/ExTinhjl7mvJwxNimCSTaY6TkPORjuSKrCv1zJzrJ/n9s0u1yX6JRg5PcpFYJW2g5iLQJDiqUESyewIdFBUWFxjYTEwMjOMTRU6xqVqmRznwVWqwScJ3IewHLJXCf4Lwo9s0BBw9+69kI0qjbvwQr0cnN9CBBMc9tCEKJgp74eCvFa/wC5Fkyi3dimR3xvIBj02bKH3KREd8o//V/EXKdkHTG16h4mZD/NHZbvVt7DByX8akth9oTA6RY/XnEvLVi2qUFk87hamld2618d26hKY55lK9cb1O7fZRpzKp63xe93nwcJvtYK2BDdnDtXTuq7zwOm0+EjLHMwHDhfr97JI3szsAHLNWgBUWWbT1JNZFcosq6ocrcxhff18ACbHT+S0iE34fF0zIRX4Lvp5PmvraOHUCBgvraRwy9NcaTyLy5p+QN+8MXQnBxmb0s+npdqGKczESimR1WlXk+BTyaaOfi0/95i7VJRyGt/XmtgX13Gple3EYP+be+bVChbLuVyU40GtK8S/S2yvua6CozU1HJ1fwLul+h4XccdlqHgCgvm1+/00d2KbVaIgrYm0mOhgQnwIabmEApnNre3FMvV6A+FEc5bhLPy2/nzcGE29tWtCopNUrsy1Y63agi6jgE+KDl4K4bQ0lSEx1XwvfUW1s5ozjGegcw7k+WLjIeUduSjXx4Y2HWt6UIELBb8i+KxMsCM1c0icQOez4yW0mg6AkFWihnhYi8Kn22BvrLQ1DhVNfl8sVZu4LCeG54oi9riPPcWHlUZuGjoO12/fAGBa9x39R9/Aluaev2WtLJihkXHUesir9bDjmgUCizsSIVp75e3bU0zUm/B3oYujkzQkReips3Y+/1U1wTCc+RUOiqL0HDlEId+vcqjFHnQFv+TFIlqIjIhEo+gQ/qBKWEBud4XskEKWA1q8qERpBVopAJIfhQBun+l/kpTIIeav/RC9Bf/H3nmHx1Gdb/ueme27Wq16lyzJcu82LjTTe+89JKQQIEBCekiB5JcASaiBhAChhN5D78WAe++2qtXr9r47c74/VpYsqzdj+Hi4fGHPnJk5O7sz533e8ryAXVHRRvlyCxj7DlfpZB3RuJ4+O2x+zfANKRkhYpKR59OvY235IM3vJLiwzMik2hi+5kQ4XxISDXXFNKUuJse5ctjXDivJvC+dR82mboNXnXcyjzlzhn2u0SLbAsEYeIcZ+l3XJginhrl0jgH3ZqWHtHf6DANP+DxsG7ZkZgKnF2nYmjcgSERIthx7BssjfT/Mx0rvsrkhsdAekbaY85MriEXrBzz/h447edqT3WNbkiIzLfwSOxtf5nrThVzZ8j/0zpHVCI01NGBZoITUIh2PyY8RIwZaQot9kWURU0yXkhHRk4+Hyf6V5HR83ksBY5XlaCqrD24vTUSVeKjcRKl9HmfktuJqrOnaF4/HoW4LP8hIYZsykQ8HaBEz1eBCSDKf9Ns5fPSo8Qnu8enJswY5e2aEgrADX6VCJJggU8nZRna6P+pxTGHKNKINFsKqjadqjED/aS85FrgovRFXXSNS/mz+Ua6nLwP45Pw4ehleq9VxZLYg1xTl2Zrh577vhcMIl5d4aTdv5qHgG5QYS/iu/gY+rc9h/UFYyJ4iBTjK7mFD++idORvbQdWSOGZyG6kaaI1pBJu6I1PJpXHa0qP8tUbCHRmdJfREjZnv5xWw0jf+hATAG4VqOZP8CRPx1lQgAUdr5eykcNBjY6rgJTXKRSVG3Pv0z3FNsvLknvYBjhwdfOYoWTaNuL/7bWbK0Ai3yegkA5lWhaZBoqcNngjPeuDYqQOPO5ggo0NGpkNLdC7X6XXERbxPezZdSUcSAlUK49UCoIFdtn9tC977ioqIMdJ7MscDo0reUsxGAv1ESSxSEq7o15+QwDfqWyPGP8KncndFGpG4xoLcJLKSeqtc2U06flimMGGbRLC5Z9qElhZnm33psK8blSx8YLyUio3dhEQ/+2gecA49lD5WyDTDj7LM3GRII1U/fH67zQmPOKPY5gTRmxL3J32GgScCQyMkRkVwQr5gX+/98fmCzPaNCCEQOj2bBiAkR8lfsLn2KQCWpC3kopRaYtHqAa+5zPEXHvX0vNe5BpkJ7nuobnyFnxku5jtNzx80hASgMvssAtE4z+ieSRCSTghJsDK0ksdij/FX+SH+YdrA45mH8Z8Jf+SNwpvZnXsOMdlCh30Gy4aR9/5lo9IruKsqg7bMBdiSeqbXed0uCjrWcGNpB3nWvg3DuytTuafCcQBmmvB6/6PcwN/bg3RMd5I2U2BLM+C0bkET3UucrBrwbLESbJbJV6IYdf2/uhdlwTmWnbhaG3HkT+TRCgN9EZILi0LcqdzL741P8ddpe3hIfxs3Gl8lp39H/4A4qUDjysk1vKU8zJvBNznPcgFzw9/i3q3ZByUhAfjU7eB/Y0BI9mKLE+4pT+JfTUk053kwzW/CMSWKZVGQl6UY9+yScI9BoDAQk7irJpsVQ8/AHDWerdEjT5yBOSOL3KNOIivWwoKsoak7bmkO8pYtRnJugvBqeokd+vG1fF+p9BOeFkUgkPUC+ZAIn+YqWGbGkNGRbRo/I09TfYQ8rxLoeJiQ51U0tW9jczh46N6/cfaxSzjv+MO44MQj2Lyh7zBQa1CPEk8nTc4iWU7GKPXvZGjX2nn787f5fJ9u7zr0DKEn7ojRUFfLOccuGfL2fdHa3MRNP/jWiK8t9xWSGyBU4uxo59LTj+OCk47salDZF2yK1iWbvRcbt2zh5lv/CMBzL73Mr/9wCwCPP/0Mz7/yStf25pYWkMBriPC7G39H5a7eWQtCHb1k8VcF30RKRojNWgHhWAfzsu0s3R1HN0vPPeE44U65tuJUExelxoiv0RPfT1Ne1gs26E083b4YR963WdDw6JCuqaLnI9u32bW6O2XLMmMJt3smj10McohIMwmuzzHj3gCIINfnJHOf5KEjOryFptILd0clfjjDSVo0hcd9XrYPMUISUSWKzGF+Nz3Cpy47EhJF7o3EVRWh17Px6NNZ1Q8hWSovZ1tNojnUwtT5XJbSTCxSMeD1Vjp+z4OeST22JRS2fklbuJFf6C/houYnUbwjKyQfLzQYSmgsasQf6lu6dC/Ko+WUUw4SpBnSONR2KPmmXyH7BBn6ONkWHc0Hv9BTF96slbDoJvGt4hCRhh09epu4G6o41dBAqHQqT1Xp0A5Q34f+0BqCf5brSTWGuSx9K15Pz4fAIYpo70w7S/KkcESBng+qe0vDnlQgyHdtxJCagcHmALW/EKbgbOtWzFVrMQPnk1Bky7Q0cXbeaTxQPvRFMM0kuLTYQ515LY+EPmCGcQZncClvV2eNoEHggcXGUTrq9xK4pv2ei6YgPFhhxqwzsyhT5ZMh1E0szdMoS/XyeoWDlgOn+jtkRFSJnVomM6fPpeGTd5CA+RMl1tKr1UCf+KI2QFKJlQWSiVescbY1uMd1vnFN8FyLke/NC1CrM/FsNYRiQRrSTJxsaCfbuY2Z2UvZMsYvtUDHIwSdj4Lo/hL9rX/DkvptrGlXjeicm9atZtmH7/HcW59gMBpxOTuIRfuPlPpiEFZ1JCNj1pkJyH0rQ8XjcdZ8sQaL1cLchXM7tx68ZmFmdg5/f/DxER8voSFIfG6dLvE5tQFSKFd9/inFE8v4013/HPC8flVGb0nBGPOjxRLv3DkzZzJn5sxeY791ycVdf3/upZeZPKmM3JIiwni59e5be403KxYCYYmvu+rWXhy8v76DHIqiQydLLG3u7Ay7Ga6Ya+Tf5SGWFFg5SYvgX9u3F8k4Pcb7ewShmMZfDGdyW1Y7ZS2vD3g9DZmPk7/HtpXdhCRp8hxuD8w64ITEYYQb80x410tdz0mgKcj12XbuN/pojQwvl8sZhr9W6cm3BQYtRl6aZqM0Och/qlRA4tFKI7+YFKLUvR6AuKYh9HrWH30Ga/qpITlW+oDNNU8AMC9lDlekuIlFBu7bsT75F9znmdVj216FLU0L8zP9BVzU9ASKb4C8oC8BMdlMuZzKh6EXh3Vch9rB66HEb9KQZOBQ06FcaClFF03GLZJZ2WFgmxPGQrlkPBGMS/yz3MKstAUca63D1dpdKxSNRlAaNnJ9XhbLwoWsH79MkiHjxLw43sbelnysw8zeWhx3hY6p81r5gJ6pO+cVqyS3bkKXO5V7K0ycUSQo0PUnUylxR+sCHiw8hYzatwAI5CzmUcPlPLh76KGSUws1ylL28HL8eUKhEJebvoXbO5G7Kr/+S0uxHU4x7OTt6JR+x4TidNYmDfycTHZIFOSs5Xn/K1w07QrW1E5hQ9vB92y9VCNTOsGIrOgQahxDxRoWLDmUtc1DU9B6pyrAclMEb+uByQ9q9ES4L2bCGexek9LMMv5gFEmnRxvjYpZAxyMEOx7ovUOEurYPl5gosqCttQVHaioGYyLqkZLaHbk+ecksTjj9bNYsT0Q7brvvIQqLS/A21/K966/B6XRiT7fzp3v/RE5+Dr+57jckpySzY8sOkh3JbFi9AUVReOOFN7jt9ttobV7NHXfcgaIo2JLsPPrSWz3mEwz4ueGqS/F63MRjMa772c0cfeIpNNTVcu0V5zP3kMVsXLeazKwc7nnkKUxmM9s3b+zqej73kEWDfmZVVbnnL39g7YoviEYjXPit73L+Zd+moa6WH115IS9/uIKKXTv43U3XEY9F0TSNv//7CXQ6fdd+gMf/dR/BYIAf/uSXXHX+aRy2YC6rVq3ixGOPYcni3XszVwABAABJREFURfzhz3/BG4qSnJLGH++8n4ys7rTsndu2cPeff08kHOaCE49IdHW/9Tds27SBcCTM8aecwTU3/QqArRvXc8cffkkoGMRiNPDSfx9j46bN/PORR/jvQ//u8dn+ds+9WK1WCvLy2LR1K9f95KfoLUaefPtJrr7oan56y0+ZMWcGX3z8BQ/c8QBqRJBTWMytf/8HFquNu//yBz59/x0URWHJkcdw02//OKzf08GOb9K3RoG4JngvU6DpJbS4IGu7jhsmmzjBGcW/rW85SMUoWKcYuxrgrGsMcrfuW7htZf1eRwDLUn7AppXdclX2kqncFVuEeoC/QrsBfpJvwLdB7lWc6G8OcY1IIsc4/OZaUU0alJAcn57MoXWCwpokflymAIK4JvGhKyXRFFHTEJLM5qNP74eQaBwnXmFzbYKQzHbM4ttpIeLRPmTA9sHW5Bu409uz6dUR5maqd/6AuBrkF/oLuLjpvwcdIQHYnHcpWyzlgw8cAFER5ZPQJ/xHfYR/y3ey0/oSRxZu46bJTVxb5ueYPIFOPri9OJs7BHfV5hHJnYvJ1LN/j7u9hdmBtVwz0UeqoefvZrJDOmDNGGengbW1799iPGcPyVMjCEkgIZEdszE/r5s8nF+skuXbTbVjLv8qN6MKiY8aZbzm/uvM1rdL3B69gEjGLHYVf5vrwtfxt10pQ+oWnmGC66e60Kd/yCPRBykzlHGZdB1vVUzj6cq+61e+bsgyJxTeGgKj++0nGwTHllTyv8DLCEnwTPBxigs/5szig0+jVRMSu0U2GYuO7No2v214dZHe8IEtWNhLSGQJzi2Vmdr2KQRdoMZY4F7Gt/I7WJg3+v4PmupLREgGQND5KJo6cMR6X5iNcSRjEyectIiWxgZOP3IB//frm1i74ose42y2JJ5+40MuvvJ73HFLwlC++Vc/5/zzz+fjTz/m1HNP5S+//kvX+JrKGh5+6WHufuxuLrjyAi6/+nI+WPYBC+cu5M6//ZV/PvkSL7z3Off855leczIYTdz10H957u1Pefj51/n7H29GdBoDtdWVXPit7/LKhyuwJyfzwduvAfC7m67lF7fczn//996QPvcrz/4XW1IyT7/5EU+/8REvP/0E9bV7eox54clHueYHV/PZJ1/w8QefMruogEyDjE7u/93j8bh55ZmnuOpbV3DzLX/kkX/9k2fe+oSzLryU++74U4+xU6bP5Jqbfs0Jp5/N8+9+hsls5kc//y3PvPUx//vgc9at/ILdO7YSi0b5+bXf4ed/uI0X3vuc+59+laA9B0kZWOnwtJNPYvaMGTzwz3t58ZMXMZm7pcVdHS7+fee/efyVx3npvc+YNmsOTzz0AB6Xi4/eeZOXP1zBi+9/wfeu/+mQ7udXCV9/d9Y4Y1urD1tZMofvjBIOxEmrldE7ogQb+r61SmeUZC9SLHqOMewm2d+34SiAFZlXs27Ztq5tSfnF/EM5glD8wBISq15wU4GRwAYdoh9pukBriB9k2HjYFKA+PHb686dlOphRHSMe04g7o1gjVn41LcSDtXGOTvXR5EmMazj6FFb0kbKlEGdp/Gk2Nb0PwIzk6Xw3XUWNbBjwuruSvscd3iN7LFeLLX527PwZspD4jeUizq99HNk/PsndrY75PM9pXBl5BFto4AL8/aEBm+UiPg4+NKiNaBYWliqnMMW7AF3Qgju1gSrjNjpoo01rpEU0oRIHCTZHNrOZzSBDtiGbxbbFXJ+cgxa3Ux+z83GTTMcQ5SgPLCSeqdKRZZ7BRfluPPv1NgnW7+Rck4H23Jm8XitxVYlMicuB6ocjy1z8p06M2+eyG+BIfQW+QN8GW0jz0OLajanIhM1iByWXWXIz6zqlgtd2KARjU2nZJ9rjicJ7lQMbQC/WGJAn3MSnNfohpwydVqhR6qjhZfV5wqEwVxi/TYenlLuqEo6C0UPwVSA1K1tgYdkUIuWjm+vlk108HeppzL4ffI8ZyY1cNe0sHtlu5WC6Hy/XSBQXWjDYHUS9bgwVq5i3eDHrWw7e7nt2k44zM50oDbtQdApS7jQsRAk0VqC2VzFLV8uSXAe7lAm8Uwcjud8R/4c9Urb6hAgR8X+IOfnMQc8nS6ApToQmMCcZeOatT1i/egVrln/Gz6/9Djf88vececElAJx85nkAnHTmufz1ll8DsHbNGv7+7/+CDKdfcDp33npn17lPPONElH2MZqNkRA4n7Ik5Cxbzu5uu5YTTzuLYk0/v/RGE4N7b/8j6VcuRZZnW5iY62loByCsoYsr0RMrS1Jmzaayrw+f14PN6WLDkMABOO/dCPv/4gwE/+4plH7N7xzY+eOt/APh8XmqrKykqmdg1Zv6CQ7j37jtp2tPIqSedQUlxKSIkGEjh98xTTgGgsrqanbt3c8FlVxBHRlVV0jOz+z+wE+++8QovP/04qHGaW1qo3L0LCYmMzCxmzJkHgC3JjknWENoQyt4l8Cph8vbbvGndJip3V3LJyZegajKxWIxZ8w7BmpSE0WjkDz+7niOOPYGlx544+DW+YviGlIwQqtptPKxq9GCblspRHSoz8t7EHqtnRenlePZLYbDkxXk9bCQaT+SwJhl1/GzCHs6u+nW/r8A12d9n1We72BuWsGXl8oj1ODzRA9dvAMCsg58WGQlu1KENopUdaAtzVbqVRy0StcHRV3Wek5lKWVUYNd593UggjqXcwoUpKzBoie7CeoOBrJZ6SJ/Q43gjMRaFH2ZLa6JQbYp9Ct/LUFAjA3v4KpMu5y+Bk3ooakw2Q+3unyILiZ8bL+D8PY8hB8av6UJSsJapOSH0DUP3ru3FrtwL2G1tgiEYm9d2/Bl/udQpZC3QVeYyidweYwwWBb1FQkrSiNq9dJibqNZ28nr4DVTiGBUjS2xLuNRWii7qwK3aWeU0ss15cBmZLSG4p8LBUbmHMEurxOvu7rIei0ZJbl7H1Sl2susX0d6cuCNyi4UbZ2n8tmpgtb2R4soiL966wQswwuEw4XCYdhJGwGUTZvCBM5lqb98GYeMQmgw/XzO0yGamGS6e4KLavJr/hD5msWkxMyKH8WpVxpg1ZTwyB6bYIvy73DT44IMAj9aMXv3KHzdhV+x0qB09tm+NbKVd1851sy/jP9vSevTa+HIhUS7lMW/eEjo+eRuAxcEtrGfylzqrxQUWsg1RXq3sSeyLU00cpexCtLZisyezUkxibTmAiTzrfM4q8KO11+BxtpNNOz8uyGa3lM+btTCc95YWH1r+50Dj9q0csFj8hDprwtSoDUVROGTJ4Ryy5HDKpkzjtRef6SIl+6ZwS/v8PabB3tZS+243W7qjxUbJiFG1YNJZiWphfv2XO9m8YS2fffgeF5x4BM+/+xmOlO5+Om+98gKujg6eeesT9Ho9Jy+ZRSSSWOf1hu6UdUVWiKhhhOh57aFACMEvb72dw446tsf2hrrarr+fcvb5HD1/Ie+88y4XXnE2d95+H6XFE9H2kfLcO6+9SHKkoLfaUIwmpkyezFtvvklTfGjvmvraPTzx4D94872PSE+xc/U11xGNRBCIXin0yVpgaP4ZRUbtS7NLwJKlS3jwoadwhXqe+6nXP2TVF5/yzmsv8+xjD/Hwc68Naf5fFXyTvjVCTKKxx++wKRZiSt6rzK1/gNKW15iR8h7W3H3Uc/SC6nyZ9Y0JQuIw67ippJELq37R75ewPvs7rFxRg9bZc8GSksazqafQEj2wXNKiE9xcaCCyUYcWH5onNNge5tthM5Psw0/l2hcXZacxsSLc67pGi45wZgWhUBAhBNEFh1I5/wj02zZyqtK9KNmkMPP897Kjk5BMsk/i6gwLYhBCssd2Pn8Onk1sn8um6WVE/a3E1AAXG69nhW8hmzLOIqKMnyynOdrGsXvuwBh3D+s4AazXz+Dt0NuDjs2ScglUDv4qiAZVAu1x/NUa0U02klaWMeuL07l24938xP13TpUuZl1oA4/GH+Eh6e/ssL3A4YWbuWlKE9eV+TghX2A6sFx6QHzSCA+2leDIK+21zx/wUiN/SsY0CVlOpGcawkNTGtoXqSa4YaKbogF+Ikflgrdu+B3kJElC17yVE9U1nFZiGFCRa7Q4o1DloklVvCT/izWRNVxpvIoU92nctT19TAjJzFT4cXErJa417A6MDyExKoLTCsdWcck3BhlW/91p5gS+zyT9pF77muPNPBf9B9+ZWU/eQSTA89oeCY8qk33USeQtPZEsycvC7OE/H2MJvQyOYE+RkSOLLBwZXY3wtZKSO4GnPZNYu48SXENAcH+5lRdC0zEWzMRoNOFqayajdS035FRzQYk65NRUWTc0Fbf+xklAllFDJyXStkKqB1mSseqS2Lmjmj3V3apMu7ZtISevoOvf777+ctf/Z80/BIDZ8xfyzmsvAYI3X3yTuYvm0hdSLGl43T7iIQmdYqaupppZcxdw7U9/jSM1jebGnmnJfp+X1PR09Ho9q5d/RmP9wMIu9uRkbEl21q9O1Hm8+coLA44HOHTpMbzw3/8Q6ywar6mqIBjs6WGpqa4hZUIh37r2+xx/8slsq9xKSmEGbe1tuF1OopEIyz58t2u8IkEsHCQW8DMhL5f2jg5WrktkSsRiMSp27RhwTgG/F7PFQnqyhbbWVj7/JBHtKS6dRFtLM1s3JupalYiXeGzwqKGsKBhtRoL+3kILs+bPYuPqjezYXQNAKBRM3IOAH5/PyxHHnMDPf/8Xdm0bOPX8q4hvIiUjxA32jwhMOoUndwlmZlv4ve11FtQ/0rV/Tv1D+Ceksyu0gJBLIjY3xrOViZfbjGwL1ztWcVz17ch9iIcLYH3e91i1uplYOOHmNiXZeTPvTKoDozPyR4K4Bn5FRWc0osaHng8cdEa4KsPK2zYPnzQOP63jpDyFidVRIvtFZsx2PcHMHbR7E93tduQU8V9TovDvxplzyV/2LiccNQ0tugW3ZyMVnkSaTmlSKVdnpED04wGv22A9nT+FLia833UnhV/HFXZyue56Xq4uotkb5TPDUs4tOpTDdTtY3PQ41vAI28+PMfZknkCl1YMa6u2FOc90EQ5/EW/pn6FR1HKyemG/6XhDQTSkEt2hI5O5XKGfj6k0yoq0t1ke+YCtbAUJMowZLElawjX2XETMTotqZ1mrjvrhB4DGFInSI4mUzByCPjeRUHdYKa5F2e78lPSSPDJ1k4kY24HhGV55FvA2VDApbT57fH17C+caWxmuSJXdnkyqbyZqFEz5IVr920i3qbSlzuLjepXgGHU+yzLDJWV+KnSf82joE44yHUVJeCHP707tpTg1GhznaMPVuIeUjGweqxufyNolxTFE/SZuLC1lmSf1oBA2AFCFxL+3JnPRpEvJsn3IZ6FlPfaHCfN46H4umnI5a/ZMH7Vi2NhAYodUwAJq8XyaKISeW6ZjNX0bvgcC7gjga2FCajH5NpliqQ2lZQ2yLEP+LO6q6P/ZbQ/Dg+UmHMaZXFgYhtbdeFwdWFwd/DDDgUU3eA8wo+1Y/K1/GziFSzJjtB3b564Uo4Qc1pNhiuFUnKCBTbHhDyYRDFRx2+9+js/rRVEUCiaU8Lvb7+46NhaNcunpxyE0jdv+8TAAv7j1dn7/0+t46t/3Yk9LFLr3hZOOP4Urr7qCd95/iz/dfjv3PfAAtdWVCCFYdPhSJk+b0WP8KWefz/XfvpiLTzmaydNnUjyxN5neH7f+/f6uQvdDlx4z6PhzLr6CxrpaLjp5KUIIUtLSufvhJ3uMeff1l/nRKy+g1+lIy8jiW9f9HI+m43s3/JzLTj+OvMIiiku7a3XlfUIXep2Oh+67h5v/eCsur4+4qnLZVVczcXL/DWkmT5vJlOmzOPKIwyksmsCcBYmCfb3BwB33/4fbfvcLIuEQRpOZZ158BcViRZL6dxSpVh1nXnQWt/70VowmI0+9/VTXvrSMNO6871/85OqriHZKDV/3s99gtdq44apLiUbCCCH42e//DEC6USAhaIt89eMMkhiPVqrjhAULFoi1a/tp0Xqg8dxltDQ2cqf9p1wo3mVe/WO9hgjgvQm30+yfwAMehRZflLMm6rku9igTW97qNX4vPiu4ke3ravF3JFw6epOZLyZdwCrfCBsIjAkEPy5TSC5PIuAeXu5wdLaZe/Y4Bx+4H1KNcH2eRmijrStlzJpiwJ2yGXewFVmWcS04jGfM3UokOqHx0/K1eGPNvJnyJsHOVLkUYwq/yJ2FKT5w5KDFfBy/j12Drw+h9tONLZSt2MIqw3zWNfS0yIyK4OwijcONVRza/iypvoG9LuON54tu4a/yU4TpnW50vOl4pq85i0gwjnWiQLj0BNrGvvjUViqxLOclVquf9tiuR89i82ImxsrQR+wERDKbfBZWNGuM1hg1KqKLaAwXiqRxUbGKrWMnkUjv+5Zkt/O0d9Kw60p0ckKQoS+kmQRnyut7yBX3haysLFpautMES8yH4qvex6ckCRzTItQFNrMndQFvV40+bfKMIpUJjhpejj+PLMmco1xAhauIN2rHfuGbngoLQ2tpy5jPG7Xjk6b04+JWXE17cKRncXd9AQdTSuFeHJOvkp+9gVcCfavlnWI9jfqGQ/mi6WAwPgQ/LmzEUrcTb1WiL9OyxTeyqWUMGrEMAUadTKHDSLZVIk0XJTncjNTRs89UcmoaK9QSVg8zwzbVBBcUhNBadhONRjnxxBMpKS0lJAwDNgruV32rE5a0a/pU35IlyNUrxEMCWZYIJbnxxr045Aw6ggM7Qk5eMoun3/y4hyLXvsiwRHBqfTNZo2QkJZKNGtNAkgibVIa5vB9wOIyCcFwiPEy/S64cIB7quW6r1hQ64uPjm89SwihaDFmnR42EUWPdPxxZr6PdEuw3wytZTscdMg1ZHS7LqILQaIkO7LQuTreSZDrwju0dO3YwdWpPwidJ0johRC898W8iJSOFJJPlWcfvIj/p1zsuAYc3383/ZfydULvETVN9XNn8fySFavscD7Ay/xp2bmzoIiRIEpunnsMq95dJSAAk7ipX+UGpl/y6ZLytQ1t4DJPs/LWmZdD1f2EWbGoXRNTugc4IPNEuc9XMKO5NeuyZRlosa/EHXej1eqoWHMGbhp7N8eKSzHNlczlzzUeclHoSL5MIa5/JOTh0XzCQ8Eu7+XBujV+LT+1tIM4wKuR9sZU6x2zWVfZ2EUdUiWerFJ5jIqcX/oYjMxo53PUS2a5VA3/wcUBzyiKqzWHCfRjWAGtja1mUdS7hyjj+3RIwPmo4/krBvMpzOLLkXPZkb+Yd8QI+PMSI8VnoMz7jM5BhsnEy86zzODQ5lbiWxJ6YnY8bJTzR4Rv/d0/ajV3ys4siVnjSWNZMj9/UQFCFzFNVMjmWmVyY78Jdv1/fGiE437wNd+5Unq2SGapR2x8hATgxV0VrHF5KUUZaFt5tSs+rCwn/HgOxVPiicXRRkgwTXFLiosq4ikfDn3CC5QRyg/N5oiIZ5/iU1LDNCfMnzuaNgVsFjQorg5kszoxSLedyMBISgI/qFaYFD+GKklSeDvyH+H7P5keBDzg9eR5fNH3Z6wGAxNpYHkcWxKCTlBzi2cAmpo35ldKtekpS9GQa49g1P4ZAC5qnGdkP9BFtNZnNRNImcX+VnvgIMvacYfhXuZkM02zOKwgiSRJqPI6BOFkGPV7NQKiPVOa9hGP/PiVI5gH7lKQaQN07XAI1moTVoKLFxteANEgGtE4HnKKT6Ket10GFZJObZE0mFE+iPSwzlCC/BKh9rIfaAJGM0UKORTrTuMLoTCYMRlMXOYmZpX4JiVWx4Q+be9TGDIaWiAIcRLnRo8A3kZIRwv3Ud3GUD54bCfDf4r+TLpycWPOXPtO19mJ9/lWs3+rH09TYtc084zDuCMzq95gvA5cUS0yutePvGNilYp1o4db2jgE+cQKnFcT5ofEdVukXc+uONPY3GBZmwRlGwZ6OLcTUCCazhdXzD2e50sfCLARnWms4wV/Fls98uOe6iUoxDll+EWaHoODwxwlHP+l1mMc4k9+LW2mL9Z7tAqPC/E/fJJZSxtM1Q813FxyTB8ckt3GE7w2K2gZWGxlLvFr0e+7UvYpL6z8p6NfRv+Fcd2A9JopexlQaY1faGt7TXiZKb2KboqRwmOEwssO5SNEknCR6ogylCd9FxVFudt/cpVLmtk2iMu0oanQTWRPM5KNmA63DaEp3VC7M0irwuhMXT0pKwudLdGZOyczhk2ABG9pH9/68sbQDd0PVoOP2Rkoy07NRKicSD/VeTB2z/WxRBM9WjdzXdFqhRklKDS/Hn0Mv6TlTPo9tziLerz84jfivK9JMgksmt/A/9XFcauePX8CV5ut4eEs+oQOrqjsgflzcgrVuB57yHQjgw0NuZEf7yKMlZr1MWbqJAnOcFM2D3tuAFnAN2I7LZk9Gb3Wghnwo5iQeqM0YsjNiKPjPmTlMmzgBLdZt2Mp6I66YQh9LBprqJ+L/EC3ejqxLx2g7Flmx9XnufaMkAKpJoS0WI9kAwTh9nn84yDLH0KQ4ICWKshFd/xkwoItYEnp3ikZDVDvgLfqS9GCSBW2R/r+vFHMMuyGIJKmg7a0tkdBEKv6oGecAxwIkKRrmYEev7VFbOu7Y2L/bTLLAHtovOiUrhKzpWKQYXsVJVOttP+llA7p4Fv7o2LNDqw5yHWbMJuOYn3swfBMpOQBojRhwDHHshbW/xzCINvmW3EvZuD3Ug5Aw9wTucJUcdE49EUrF7xw8oVxv8HBsHrw/QPuOC4qj/FB7juL6t8lNWk/jxJ/xcEXPPhITrXEqmzYihMCW7OCtWUvYLvd+sKYbXPza8B/wLQcJZsy4mq2bYGLmIjzuGEE3xMNXMuFYA5FYt156WM7k7/IttIX7ISQfvYaUlMXLDRYYlGLthcRHDfBRQybzM77DKSVnc3joAyY1vTKuX6czaSrVRoErNrAV77Y2AkXjOJPeUGMagZ0K+SzmB+bD0JUE2ez4nI/VN9CkxH11qS7eCL0BgKJXWGRaxPGWSZyaZicsJbEzYOOz5kRfm54QHG8ux9bULZvs8O9mvn8384HTdA6uyDmROvNUNsXy+KzdypZBVME+aYQVSilXlEQQTT3T8VytTcyRmjmsbCpP7LHSj/jV4AgPvagmKyMXaXcp8T4WYIGgLVzNRjGTIcmt7YcME1xc7KLGvJpHQx9zgvlEskPzeXR30rAjVt9g9OgISzywOYvvTvshaw0vsju6m0stV/Lq7oOLkAB86s/ipNwQlO9AApZEtrOD3uIRfSEzyUCpQ0eGIYpd9WGJuoh0NCC5gG4u1kVIrLYkDPY0goqNjriB2qDCThd4E2J0nDMhnUxdZEwJCYAqoDUiY9FZSZKjqPEYWiyCQ5IQRhPOqNTDYy8rtiHJ/kKiQF+TBLIuIarR3lm36RmjNCpnRE9M6+mAkkiQIVkCiTiSJCGp4kvpGW6SNSQtBvRvLLtCeuKqHZteRZGsyFIciTiy5MNuDKIXdoLCiC/W9ycw95MNIMZpNbbJva8XszjwRTV8KFgNWSTrwgRxE9MSaV2SJGEW6bjGiZBYRAiJg1/V8BtSMkLEh9BgbC8GIyS7ss9hXbmMq6EGAEWvp2HWWbzgTD/oCMmZmSkU7A71apzYF9zb9RxZBmnFMZ6t7v1BriwN893oE+S3fQJAim8nl5ufpTLnW3zcJAOC706MEq/fjACS09N5cupiGuT9frZC8FvHZ0zzPoQW6SZLjpSHycu5hsb2HWSmLCTgiuJpjlHz4SVMOFYjEvsAVTLwkPU+Kv29P9BUo475n7yOLh5lk1xKODayyt51bbCuzcEfph3NRF5D6UsCcIywMvUc3hXvDzquRtlFqbGY2JcUr4+FVGLbjJRxLDOTTkQrdbPa+gEr1Y+7fvMqKsvDy1nOctBDqb6U+bb5zLGmoQkbzVoyy1p0NATglALB3LaX+72eMe5mWuNzTAOOR+aijKPYkz2fnaKQlZ5UPm3uO80qoko8VG5ikmMuZ6a6uyIlkJCt9Ndt57IkG01Jk3mlRmK4D6waH5rlYRBJxHbnoPbjEUwq1KhW7OxsHD4hOaVQoyylhlfiL6CP6rlK/0M2tRTwUsPBULfw/y9UIfHgNjvnlF7GouQm1jYUUvclC0OYFJiWQg+RgPVtcGSpHcek6bh3b8Oy+T0K5txA3X5WdbbdQKFdR7YxSnLcjeJthJAH9lHDkk2mLgJitlgxJacT1CVRGzGxsV2iqR0YoND/vQaZ4/LGzxMcjAuC6Ekx6NFr4UQtWCxEuqIQlY0jqseIqNCoatgNYJAgPsYlOX1FWgQJotVdOvnlZcxIiAELwvfCF5XwRXUkzFYjsgQG2YFBEegkMEkqikHGE+39aRQ10ueqq/UQYR476Pe/nizjVbv7OAWiGoGoAashG0snObHgwBWSx3w+Vj1YtFBng8uDzKDsA9+QkhFiqtUzJuepyjyZldVJdNQmUjgkWaZq5rm85kwZk/OPNebE9QS1oSeWe8v1TC2UuLoszL/Ku/Pwr5kU4HL/w+Q4e9ZcFLW+z41FhdQGjuWkrACBuoSH2lE6kfvzpuKTeuZN2qQo9yU9isH9Xq8YhiTFKS55gljscnz6bZhCU4iGVTzNMbwNh2PM/IB3k//OSk/vxyBDp3Dkmo/Rx8LclPUZcWkVj0+5nJdas6keQWL9paUqZ7XeN66ExGfOp1JvoCE+eGf5DbH1zM09nY7qA1OUOhDCvjhstDGHszg09TxCE1r4zPImW9V1PcZVxiqpjFWCDmyyjcXGxZxnKUQXTcYcjxAWaQjf4K9dGY3Cto8obPuII4Bzk6ZSVbaUqlga67RJvLBHh7af02G3G/7qTubsCfPJ8e0iGOi2DoMBP8mBdfy4pJhHG9ITKkBDwLx08HsHf49kJhUiKgtRI/27yH21MtYZk7HovQRjQ/uNJaIjbmrNa/hP8ENOs5xGSmg2j+xKGhOp228wNni50sCBjmr2h+9nVhHye9mpm92jb8rbHWmck1MIuxNNfo9K9lLjSCVDF8YWcyG7GyAa6JNQKIpCkiMNzHZ8kpXWsI7tboUapwbO4RlR/hjjJpSwL1xRUCQTqQYNEQujaSo6LdhZb6IfUTRrxNHWrzjaIgqyNPx6CE1AWBX7FLz3TWwyjBqKqkPR2RCahlDjqLEYQohxISWKBNp+9StxiwO1jyjOvuTEr4IYRh3JUGDTg7mTkKh6KzHkgz5W8g0pGSEkefRexLq0pXxRn0N7TXdn6ba554yIkJgUhq1GMRLc7m7jFyUZBKt8gw/uhL9WR4bfwk8nB7i3XOHaMh+XeP5Fhntjn+Nn7nmUCzMn0FiXUOzSz5rPbY78Xg2K0uQw/zD9Fc3b93kAJMnNpMkvsG3ruahFNRhqJ5BWEiO54Dlc8Vxe8uWx/0vJKEmcVbUZydXB9worMNcmjOPrWMEVOYfzROYlvNKWTWXH0MjJ9FS4SLyNw18++OBRYFXmJXyqfM5QeE+T2oSW7oZq86BjDySCzjg40zicKzgp5zu482v50PAK1druHuP8mp8PQp11OgpMNE+kWVpCtu1EckSYSdGtFDe/g04MzhBSfTtI9e1gAZBSejPPif4KdSVeqZFwGKdyeaEPX93OHntdjdVc7nCxXi7ji0GUoQ2y4AjjHjx9ROj2RXZyMUrtBCKDWDkSEpatYU6amcLLdQnLL9mkI8NqZI87QE+eIjhrgkZh8h5ejb+ANWblu/prWd+czzONB78nbUGqkbZYhD2DvIKSDQKdzLDV0r5B/xC2DGKuDk7MF52RQUFhksREu0YgpmI78iTcPj9K65Y+E7hkWcaeko5mcdChWdnp1bOpQyMe6J2OOVKv7kDCEmMJVUBbRMakWEjWxVFjibQuKzGSjCY6ojJ9iDh+g/2wN2ozHsgwCnRqlGinE0mSJGS9Hp3ZgqQoCFklsF9NSZqxs7ZHSMQ0iGrDq+tJklV61GpLMl5Vx0DkJzAOKVv7ExJXROAYv5ZqY4ZvSMlIMQJmvy+aUhaxrKWM1srupmnB+WfwjDNj2OcyyIJfF5kJBJK5s7WV2DDFC47JE3zUAENZBMKa4E/OVn5bnEGgeui5BGGnjH6zjZtnVHO68yFSfDv7HKei8Er+zTTWO9EbDLTOXcxzptRe4xKE5A60wKZBry1JzUyf/iabNp2EnONj2rzPCEd2sMxxL2FP73t1fqgDpbqcU/N9ZNW+0WOfvelzruNzvpV9KE9lXMJL7XmUt/efMmNS4Ps5VcysfGbQee7M+Q4p4c1kuYYv5hDWp1KhJLErOvQmfPWWndjkuYyxc2bM4G+Ko2vK5USuJalQoT2nms90b1Gh9ZZbrohWUEEFSJCiS+Ew62EUmn9DpqoyUa2hrO0tLJG2Pq7SDW/eUv7WMJ3BPGfuCNxXnsTCrEM4VL8Hd3tr1z6fx00Za1gwsYxnGhz9FtZ/pzSMp27g+eQ5yhDVeUQjQ/c2lO/TwfjMVAeZ2/0EFwse2Jl4tvNtcF6hk3LjKh4NLeNsyzlYgtN5sMJyEHUM7xvJOoUfpqej7vZgXaByR0jud84n5AumG53cVdn73fH/HwRz02WseoE3KrG5Y2QWoCIJnJoZPZAfruLHRRbCXhehUBBawUviz76wp6QiWVNxCRvlfj0b2iHcI5D71UgpGQhhFcKqjmSDDqOIoKkqnnCQZYEoLaqMGYUjbVasysgdmX/9w6/JyS/gsu/+EICrLz2X7Nw8/vDXewH42603k5mdwxXfv7bP4//3/NMsOfJoMrMH77fSH/55521YLFa+dfWPRnT8b398DUcedyLHn3omf/jZ9Vz+vWsonTSl1zhZYkiKWoMh3SgQsRAyWpefTgiBGo2iRhNhKdneW1hHJ8Vopw1FVjDoDFjRYcBMa3BowjAmEe2RtaFaHMSH2HR6rJCkB1MnIYnrrbgjXx12/A0pGSlGICUXky3otSDt9ll84pxNc3m3cSXmncQjzrwRTeXaUpnwZh1axMvN+Wk8ovmoDQ4th+SMgjipbeu5rmwa/yjvWx1kf+RZjMTbhpf2IyRB7qxGlrbdhz1Y0/cY4JX8m9la78Wemsbb0xayRemdHzwcQrIXklxD6eQA5btg/fpp2BYt4r+e3vf7KANYP11GSbLGgpan+z1fUvNyrmY5J2SdzBuZZ/NGWwa723pboNdMCnByze2Dzs9rmc0nW84gOed80gv2sKj9L9hDe4b8+dbkXM4qwwb6ELTqF6tZwXkFS+jYM046r2MIX62KsbaQ47ias3J0+HObWW3+kPXx5b1smn2L5fWyniXWJZSZryE7plAo2pjs+og077Yex0RlC09yOrvcQ395r26BtVIhl5XmYmrdTjTanX/hqS/nHJMZX+4UnqpU2HeSc9MlIvXb+jhjNwpSphCr6OwfMEQIBJONRrIL9MSEIHNbwmnQFtEAmYtLVNLtVTwbfY5MNZPv6n7EFw15w+7h8KVAwE/0Dvw7vYBEaIOVH80LcPuu3tLMV5VFUOs2szL5kC9lqgcfJDxRwVKHE7erkmOL8tim5vBefWJfX5AlwYxUman2OBm6EPqIG7+rnVhDIq/P596nEp1EClaqI51ILEy6QUespR5fciF3N00Y9093sMATBVky8rLbzaNtHkL7OAf/1ebkwtRkLkl1jOjcsxcs5P03/8dl3/0hmqbhdnUQ8HeHCjetW83P/vDnfo9/7YWnmTp1GpMLCtDLGq1DqCWMx+PodKMzERUp8QuTOovqdbKEUYHb7rwXSUpEePc6gSTAoghkLYofY+cW0WNMT3SqiYnOUVKibF0iUTwv9iqlCdAZTT3PIUkIJIQksO7DNRJkaG+kRCXUKetslTXMupQ+ZaB7zgiI7lN7Kkl4hZ6hC+SMHnsJiaYJVMNXi5DAN6Rk5BgmKdmVfRYfm0/gFN9zrHBOpXFnt1FimH0Uf3dOGJHD6JwJkFafjKfTQ+qvD3CFzcjKbBMftA+crz7FIbjF+ARSvuBVDxyXdwgfNAw8CYMkuEq24fcPo+hbFkw4pJajW27DGm7ud1hN1slsrffiKJ3IA3lT8fYRjRoJIQFQ1bmsCoVZk/05JwXPpf1DD0uWyizf5+VcZNAx+fO3MEgaF+neQxpCYXtJy9tcz9ucnnEib007m9fbs9i5j3t8Z8DCioLvcUTN3V1y0H7TZBpsZ1DWdieylPDhrJR/hRoXOOvCxAN5WAxDtxRjspmdcjprI68M+RiAXdFdqJku2HNwpXANBn9THJrSWSRfwKLZc3jM/GjX4rE/YsRYFlrGMhJdsqebpjMn93Ry0y8iV/UxObCGvPaP+SL7W/y7NmvYc9GExBMVOn5cnIM5EgAh8LgS0pPhcAh9wwZ+XJjDC8586v0wIUniCF053gGimUWp04nsTkcdZoMFCYkJW/ydi3hiC0CaLsaPp/nYZFzGG6E1nG+5AMk/lfsrTIw8a0BgkPtSQRsnSLA1GSZ0psVpMQnDTgs/mBzmwZ6Zfax1GlmaP4kV49jz5KuGKi/c7U1lcVYq8/w7yA00cENuBruVIt6ug+mpEtOSVbJ0IaxSBGdTHbFADAK924DodDoyUrOw6FKQw1aiTh3BRhkaJDLmOYm07sCzexu2TBd66wS+nZtBRAgebzooWtGPK57scPNYh7vX9pAQPNbhRidJXJCSPOzzzlmwiL/e8hsAKnftYOLkqbS1tOB1uzGZzVRX7GLq9Fn86+47WPb+O4TDIeYsWMRvb7uLD956je2bN/LL676HyWjmnbfeY+eOndxxy28IBgM4UtL44533k5GVzVXnn8bs+QvZuHYVS48/mW/94Loe86jYuZWrLzqDpsYGfnjd9Vx2+RUgNP50y+/56KMPkZC48cYbOOPMM9FUlZtvvpkvvviCgoICAMwiTJIIct5553HLLbcwffp0Pv30U/72t78RjUYpKirirrvuwmq18uc//5n33nsPnU7HkUceye9+97sh3y+xT3A5Ism9bCuDwUAsGoVohP1XPzUKqVIqsiwnylSkRITFrMQwyDpimkRME32mdNkVFW0fm0K1OIiNpFHOCPFVJyTwDSkZOYZBSurSjuB+LmD5Hh1J8myat23o2meZvoTbPVN61UsMBfPSJRb5HLQ39fR0R/wx5lXB5MmZ3N/Y2ifZseoFd+Z/RkpFIi//W9InLC2+GG/0RFa39Z+aZjNI6HLDyM0S2hBCkrJOYtqiahbV/glTrP+u7q7co/jMcDzMy+M2W1af9yNBSG5HC2we9Lr7QohUyv1LeCP4GPkZx/JgwWFcUNDOKbvWkV06g5dVPUZJ4qKWShyZGZwsbcdQM7yO7MVt73Jt27ucnn407824kJfbstjeEuKtWol15gVcV3YvF1T/GmPcy2rjb9mx1cra9CM5JPtTkuIVlO/sjggtzvkI3RDrVQC2FV7GZms5jEAcbJd9DfnGo740Fa7RIGVGBJdDEAoPUXFKgm3RbWwj4RDIMmSxxLqE4vTjCHmNHJGp8kmrMqIib9lkZVMkk5Vtgu9PzMau+ZD2+Q1fld+OphiQ1QgIOynJ9j7PY9Ds+DamDZuQAKhmhfcLJGYYjORtTZiSKbODBG1VPB55hhK1hB9YbuK9PZkjTuEBmJ8OJ2X5aY5beGTXgWvY9UJzB38oyyJQnkgSinpkchuNnFEY47Xa7s+zqQO2OPu+v///InF/sk0a6dZcJDXhxDpEtLJwisK+OZw6nQ5Tbm7nURJxWU9A1dGumnDoBba1ScTrpV6pWgCKL4VAZimwCn9rI3+aF6B9uxlzsgGDLBH9CvVFGy4CqsazzoEdgU853Xwr00YkrgwrRSkzOwedTqGpoY6N61Yza94htDY3sWn9amxJdsqmTEdvMHDxt77H1Tf+HIBf3/ADPv3gHY4/9UxefPxhbvnVH5kzax4qMW773c+58+GnSU1L553XXua+O/7ErX//BwA+r4dHX3wTsy6RfqyTBIokSNJpVO7cxttvv00wGOSYY47hlBOOZc2aNWzftpVPP/mEjo4OTjjhBA477DDWrl1LdXU1n332GW1tbRx22GFceumlGAyGhASxJOHz+bj33nt5+eWXsVqt3HvvvTzyyCNcddVVvPPOO6xYsQJJkvB4PBgMA3e2HzKEQJYkDAY9Yp/i+P7bGdKVZWiV4j3q6QUyGhIqEqqQMGkqksmEUFU0VcUnDByoKEmSHpKUOCh6gsKA+yu4psM3pGTkkIe2GLfZZ3KH6QY+a1D5sWENzZu6CUnS5DncHpw1IkJiN8D5NjPtG/s2XoUGlh0+fl+SyT3eDtzxffPSBbdNqmRq1cNdWyShUlz1JA/mN/NLwxW829D3T8MZgT9X+/nJHD3qFhOxAfLdJRlmz9vGkj1/Qor3bzg2Fp3NY40TqZ1fyqtGR59jRk5IoNF9MY/5nyE1aQp19u/gi2k8Ykzl8kyNnE/f4TtTZ6Hz+/DUVDA3J0R20/AiDvuisP1jvtv+MSenHsqH087n/UAxy+tC3Lo9DSb9gVPaX2PnbisA7vY477cfhiQf1nV8Ro7CxPa7hxw1CxqzWKsW8Ung3yOKtL0ffpcflxxD246v1gtMkgWNoZ2s1lYNPrgftMRbeDX+KgAWvYXFyYv5TkoJciyF9ridz9v0VPdlefWeDXfvtHQWayb+fvYEE1me7YRDw5PolZCZMvlQXLt0g6ZuGewaUlkzn0dKsEsKO0Mhdrf62YKPS+clUWys5B3TR2wJb+F804XE/JO5s8KANgrD8LAcmOReS0OlSEi2KtMOiMDGXjzkd/Mdm5GwP8EcTWYLybrehuD+6mlfVxhkwUXFcaxyDB0qioghq3GEGkWLR4lHo0SjEWLRKHq9nlhLjNp9jtcbDBhNZhSdAdlgQtMZiWGhI6Zjt0/Hlg6tR+H44TlwYooJbz/pu4F6HfHpCvbiyXirdxFq+wIhziDkiXLx1LSvdbRkmT9AeJBnK6QJ3ne6OSfFSkw24RqG4tacBYvYuHY1m9at5vLvXZMgJWtXY7Pbmb1gIQBrVnzGo/+8l3AoiMftpnTSFI46/uQe2ifluyso37mTqy85GwBNU8nKyibdKNDLggvPPo00OZiwpbWu/6GqKscff3xCLS0piUMPPZQ1a9eycuVKzjz7bISsx5GRw6Ilh7F6w2a+WLGKU886jxBGrBn5LD78SIKagjuuIy4kwprCurUb2L1rN6eecjoAsViUBfMOwaZPw2gwc+OPfsJxx57ICcechAj1TUqESJhQwhSlLZqwWyQJMgig7eew2r9ZuNuUTrTzXSEB6UoITWciJiR0EihoyAgQGkJoCfWufr5jBYhBot5YpyAUgZ0g6BWEpKBJSmfxvCAcH9ueMHY9GNQgkTjEDTY8X1FCAt+QkhEjJiSGUvb0ReoFrG+EG80baV+/smu7vWQqd8YWofYjYzcYvl8k4dkw+LhglY8b0uy8lhxlgyfRCdWsk0gSQZB1oPVU9Ump/4C7sr3cOuFqnu2ne3kgJvGXqhg/mSUw7bAQ9vfTmEiDDl8Z0ZRJGNt6p1sJSWZrwRW83Z7PmoWHsULXR4d2Rk5IAPyhS3k1+jmSwUo052ba92mQ+F9LOocuOZZF678gFEzcmwmG/qM5w0GeczlXOJdztrmAFZMu4111Lu8Hi1lgm4s9VYeno/ue7VtovsTxLJJr6K+rL7KvxGuI0U9vqEHh1/w40ys5WCRHh4rk6SFUo57t0e1jcr6gHOSj8EfARyDBXPtcTrbNxBxJJaDa2eSzsLJZ9NtsS93PCH6lRibNNJ3L81y4GyqHPA+Bxo72z0kpzCIzOhtnXf8RM0uJn3rZyCf1rh5nuGxiHLttLf+MPsUkMYlvy9fzTk0WOwbupzkkZJu6F+VQMECuNZEadKDQEIpQXWijeI9APyXGo043O6sO3PXHE2YdHJYlSDFoCeUcEUYvYshaDNQoO0UOb9f2XC+uKI2iNWwFowmMRtAbEXozyyP5TE2KETNLBFUZX1zCE5VQLBDXoD0s0RIShML0rk7vQu8i9M0dcIZD9Ogtsi+iIRWHprDKsYDJ7KKjrpLsyW7crSkUt6lfh7r2fuFUh8bOO1SBpmkoWpAsvY64bMAdHVyBavb8hWxat5rynduZOHka2Tn5PPHv+7HakjjrwkuJhMP8329+yjNvfkR2bj7/vPM2op1p3UIIZEVGliVkBSZPnsybb7+NLJFIYwKIhUAIzKae676i6BJOWFmHBrixENcgLBS8qoGAKuONKbRGEr/NiJaQZo6oEFIlvJ2R57iW2BaMdxeyCxWOPPxoHrzvP70+7zuvfsRnyz/l1ddf4pFH/83Lz7zRa8xeyEZBQOi67qFDVlGDg6cOxPZ5bwtA0hnwRCW6k0D2Pm/dTmidDAY58f8EcRFIaChaHCE0VE10NvyUEou7qiERQ+k8i81gIKpFUXQ6hKQQRyGsQig+MnFiuwEM8SBCfPUJCXxDSkaMzU4T84cw7vTqP4DtOirXru/allRQwj+UIwjFR67GsSUIxxQbaS8fPM0n2BHmJJ/M1JI0nm7uIBSHq3fN4q+Tf81pjXchhXtaK5bm1dya5sNRdiP/Ku9bQ04TEMDDjClbqKpaQsDZt8undoeeN0tv4cSc27E2rejaLvQWPk2/gvWBAl6bt5AKuW8vyGgISTy+kOWhIBWxanImP8SmYO9HfqNs4nCziWgkjMlk5Ln6HI7J/y4z4pswN68Z9jX3R1KojhNq/sIxkoGteRdiirVzsf5+dsz4FWv2LCDo62YThRMEBa7+i+v3R8iQzpom2FqydsSkBOAz5QNOK7h2QAP4YIKsFzSHdxNKD8J4TFmCDeENbGADSJBvzmdx0mIOz8ghGrZRHU3ikyZ50L4CHWGJf9ak8P2MlM7C4KHDFWjBJd5j0oyFBCqsRPcLRwgErcEa3guXdW0rtsNZeU42GD9ic2QzF5guIugr466KoanGDAVr22WOJtFZu91eRlXVgbcyn2xs57RiHW9Vxb8iERHBtFSZKXaVppCMSRFMsoYxEiBm8hE2eBGooGrEdTEiughRzYA3HsYt3LSr7bSqrUywz4XaU3uc+ckqI2F1HgR734dVLQN97yPz03qjoFoHNr4tURtrQ3EOKZyIt7YCEV8HHEegPcz5k1N5oWVsHD8HG1KVoWVPmGUjst6IFougqnF0CFJlDVlnICQUfH00/wOYc8hinnjofvILJ6AoCskpKfi8Hip37+T3d9xDpJOAOFLSCAX8fPjWa5x2+hlkGjVSkqy4g21EFR/5JVl0dLSzasVyFi9eTCwWo6qqiqlTp4IkIekMqHpLglTEu51mQVXi43ff5LIf/phQKMjaFZ9zwy9/j6qpvPjkY5xx/sV43C7Wr1rOT35zK3E1sf308y7C2d7GmhWfccpZ53V9Hp0smD9nIb/41c+orqmkeEIpwVCQpqZGsrOyCYZCHHf0Ccyfu4DFS+cOeE9VOYY7ouu8vwJj2D3oL1xWlF5jPHGFwbLS41riTzckdJJCWtSN0BKdTyRrMh5MKBKdfwQKGpIa63LqqPE4EEcGLIBFppOo6IgjD4moDJWQGHQyslmXYFIHOb4hJSPENGP/Bdt7IQQsM13cg5DYsvN42HwsntjocrHfbRC4M92cM81O+/bBY8DxqEZJXZRTihXeqlcJq3DDjlLcU27mkvY7UXw9G+4ZOnbws9j/kTr5Jv68K52ehofgR6UepkS3cUTrvyiceDmf77kAT0vfIf2mSsGbhb/mxPx7SK7/AM2Szivmi6nXlfJQ2Sxc/cgrF+r83GH4O+oICIkQqez0zeOt4BNMmnIvy4N9/9SvaavC29HBrFlm7MkP4fddyQc7zLwZOZyZaYs5VfkMU+vGYV9/f+hElDn1/+3694z2W5icZGdz4e9ZX1lGNKKyRH//sIzsdTmXkhRPYktky6jmtjmymRPyWqBu+AWYXwZsMztoafRijx+YuoH6WD0vxl5MXNtg47Ckw7jKVoQUs9OuJvNxi77fTtsRVUJntsMwSQkAEuxuX401K5lC3SG0VUa6itiTS+M4LUlUdqoRnzNBY0JyI09EH2K6NJ1vST/ijapMysemx2sX9vggUDyPZ2sVwvtk4lh0gsuLw1SFTLw/gKrT2EDijXp1nK8xchQlwdw0jTx9CEPUQ8DVRjQWRVZkrPkxOgwdLItV0xhsRItrPR0KA6jnVfrXYtCfRHSftSPBVQ/sffDpYvTXqA5ACSexONPJRv8hlNRW0FK5mYzSxficNmZ4JV74mkZLjrRZ+Webc8AULpMkcZg10cRu31VPCIEai2AA0pUEMQhrifq2vWcrmzINt9PJKWd2G/Zlk6cRDATIz0rDJMMVl1/OhSccSn5+PnNnz0TSYmixMOeffx6/+MXPMZlMvPbaazz44L/53e9+i8/nI66qXHrVD0krm0tMk3BFZVz9/A5nzJnPdVdeSHNDPd+/4WdkZudw7EmnsXndas4/4XAkSeLGX99CemYWx550Gqu/WMZ5xx9GUXEpCxYd1uNcMpCanM49f3uAq6+/ikhnxOaXN92MzWbjiu9dTCQSQQjBrb/9S7/3VDEJgiKxvuskSI570LTBowVSHyn4w1Bf74FUOYrovKas09MaN6D1bucMGFBUsOj0GOUEURFaHK0zyrY/UbEqErKSiKhEhEwgRhdpsum7CUnMYMMb0ZClRGWMEAKdLGNQJCS9TEA3YMXMQQWpv/y4gxELFiwQa9cOv4fDuOCZi2HXW702b8n/HvnO9TgC6/jQeDmbNtV07bOkZfBs5pnsCY+d53KKA65MttGxafCnybpA5dbKyH7eRcGPJ7m5xn8vemfvHheaJZ0Xs37KL3cWdB4nuH6il9LIds7wPIYUTcgS7iz4DhuazsNZ3/+qmpKj57CiZ/mgIw133gzuypxIvB/BgGPNDXw//hfi0UG60PUBIaDRew33+J6mtPTnLItO7nPcaVEv+Ss+wuFIYsbMx5CkYOfxZqKRk2huLqS9sYPTc51M7ngHOdDa53lGi7A+lzr7hZR13DXkY+KSkYfSf8um9G18Ef4CAEU2gRCoQ2gY2AsaHK07jXntxxIslw/K3iWSIkie6ae8OZG3aDQaeS3/Nfza0PvljOl8hMRC80Kmxaehj6TSojp4v1FPS480ZsF1meVD6tw+ELKystBLZqjOJ+KRMc9tYIPm4PU9Ej+cFCPPZcLdBLFDdtPmLeLpSh0H0vIzyIIfZtfgcbbjSM+kXC7kzVoO6By+DFj1ggUZMNEaw656iXjaCIb9yLkyIUeIDn0HDdEG6oP1aGPwUJXxI9bvGJl0/FjhO6WCtHV9p9oC2DONNBU18sBuM7+Ov4uvvprcyYfgbD0CgG2TjLzV6j5Asx0bPHRGDlmFJYOOe9rZt/rWXlyZ5uCSVAdmHVi1xHqj6HREMGCUVLR4tEfNgiTLSIqBkCbjjyVkdS06ugxaNBVV7T9MLkkyOlmPIulAkxGahBrX0BkhrPrRdaYQtUQOnGDFXuSaQfOPgefeEqWlM0qSjR81MrQ6PsVooonRdxOUgcy4s4tYRC2puNXh3U9FSqRvGmWBbpDvVdHpiEkGlHiiD4liUNCEDiFJyFKcuBRDQkElSlQWBOTu3nclFiNJugP/Xe/YsSMRidsHkiStE0Is2H/sN6RkpNiPlAhgedFvqa5ZAvE4GZaX2Lq5O9nZZHfwRsE57Aj27rsxWuRa4JpsM76NElo/kh4ZM/Tc4/LSEOj7HFeUhPiV+k/MLb3vrzBYea/gJm7YOYVvlYSYFtrAGd7HkKI9jcEduRezxX05bVV9G8VphSZqxBdEZkznn0k5/Rb4/yhpHYf670TTRpab4wtdwiOejeizl7JCOq5PD4FFaFyzaRl+j5tDD61G0X3e57k0bRbNTUdRX+Pi9Dwn05zvIvsHj5KNNzYUfIe1hmncq96LkGBa2R9YGZ2IKgTFJoks2YUc3kV1w5NEYu5hnbtALuaUyCWYd+cS9o4iL2wMIMkCc6ZAnxLDKVUg7BpNliZy3bk4G51IUyVeDL/4pc4RAA1+0/FPMIVwG93UCCPvNSgsztTIbFs36tNnZWXR0tKCwWCgMG0qzf5qHnFN5urSEMl1yYQ7ZIyzXPzPZWbjl1RLrEiCkwugxOhDEhodwsoLNToi6teXmFybsZOQEkDNUvFYPNRpdVT5q4hr4/PczHIcwxcrThiXcw8VR+XCUU3JBNxRktKMmBygWVT8hjjthKkNq2xyyTQE4KxUJwXrngNJIr34+/hdVmyFNn7vHbhx6MGGoZISSBCTZ52eHhETkyRx0X59Suz6RDaNN9adDiRLie19EZSBIEkSsqKApCAjocQNaHHRrz2gM8qENW+ClAAt0TFSthoG8oygBkdHShSTICgLXBHIUsKIoG/wg/Yea7bQpFlHdX2AdF0MOeDunI+FJjH6c0Lit5AgKqBDQxIqmhrv8ZtQDArtDPzCN5oKCWgJIvJVICXfpG+NEEFVxkJCleKJrFvJ1BXRvD2NoDdMZv7GHoTEYLHyUdFZ7PCPPSEBaAzCHfUhfrLATGSjTHy/5gOOXBPvCVe/hATgiSoz7QXX8+f8x3HUf9hjnxQNcEL1n3l0yvVkqC2Uel9FivY+2dTGZzBmeVg/6RpadvfUVc2YrKci+CmN8xfzojGlzznohMqdjldJcz89YhG9eHwhnwR9xJOL2aIcj9jvpTzTohKu+xNni9PwetxMn27rl5AAyPJmcvM2k50ziw1NR/Fa8CJOL3Qz3fkusn/4UZyxgACW+wsoz90GwQQhWRYpZW+gvyIsqMABLMKev4Q5+lo6Wp6n3bsVTQyud1unVfOg/v/QTdNzinIhkxoX4a8e+9CJQKA3gd4m0FkEijWOZFTRjDFi+jABxU273EoddeyI7MCreROO9xCUJJWwQFmATugOiuLZ+fpD6aiIkihlTGNWnonZmX5qvBuG089yUESjUSqaNpGTXcRNKWGkCgeaBMxxcV+NGedYXmyYUIXEG7UA///I8W4t28N618cQJfFnnFEZWI1edyyx+IE3LPZiYwccMtFNmyZYEwqxsQPcPeyibkPz1Y4Ufp1biK+xFoN+PXAE/lo/R5Ykscw5dAPyq4RLUh2cmWznM38Ap6qSqigc0UdHd28fr2JNgDsKoCBL5j4Jyt7CcxWZqJAIxyGqwl6JrQyjhBikAZGmiq53pjbEAv2xhE4GxqDH0d5aklSdiggM7/ckRtAAe39IgC7iRyNBDF2SZaTlWr2gCehsFUTimZKRJT3pBhUtlnjROxm8PkuNtYGSjSKBPBwd6i8J35CSEaI9aqAQqMs8HjWaSfUmOxAjq7Cc2s0fd43TGYysmXQO6zzj26DOG4U/VwT5yWwdtkob/s7Cc71JoTnPwwflg5/jrTodzszv8PcJDvJqXuqxT9LiLKm8c9BzlLS8hTHNy+rpP6Nxm4YkQer0ONXBdWxYuJTP+lHYylGC/M10P7hX9rl/KBAilW3+2ayX1+JM/h3h/SRVC40y3qqbyMdBoKKRlBQ7Kam9VT/6wr7kZGPTUbwevJDTCj1Mdn6I0V87+AnGEBU5ZxGNSnwY+BAkqKGM/rTQvarGMjUfkn+CkgzZRpk0JYaVIDH0+IQJsxTHHt3Orup70ES3ZRWXYrymPQnZTzItbw7H+s9D2uUgGhp8EZP1AkuWhi45BqY4qiFKTIkSkyNE5RBBKUCIAAHJj0/4aNfaaYg1EBCdZHefRbYL+6xhVdEqjig9guejzw/v5o0TDgkd2+PfroYwSWELEV1ozAmTPcmOurWQeFzCmqPhLXBxb7mZA9ij6xt0QoulH9DrBWJ+ppe0snF3zgG97r5wR+Cv5Xt7Zw8CSaIpZx62xload68lvXgefpeVo4WZZXw9SQmAVZE5KXl0qUH7ExSdBDGNQVNrI0JgU+QE8ejv3HEB+sT3J4TAqEhEBpP/GkOYFAkJmdFY8IpJEEKHXgZD2DNsR6Y2QuXTfZGii6NFElFRYU4iPM5RYU2AN64jSUqQVJNsIqgFMSsJ+zKk9k5di6sh0mQNvVegSxvX6Y0JviElI0ShOZFatM20GFNbIWEiZOTXUbu5W7ZOVnTsmnEuy1y2AzKnqCZxW3mckws8HJ3toG17BNO0OHdUDr0odGWrxFXRc7m7JJkpVUMz2PdHXsfnHJbsZ8Xsm3HG3DTJbby64Ciqpb5raY4wNXOddhtxf92IrgeJOpJ630W8GHkbMeHvPaR/AZIVGVvrX2mLtrJUnIlLczF12nokaXh9JLrJyURaMLHR9CPsER+Lve+S7Rp5z4zhYLmYS2tWC4QSr/S22NBe7CrQENFoQIEeubQ6YBaTJj2CVv97PIHeGqvb1Y1sN2/EMsfGmVxG1taZhPcqh0kCW55Anx4mYvXh0XfQIjVSI6rZFdlFjFj3BMbQKfeS+hIxEfvSoyQAtoZs/PtULKcVG6mJr4ARNGIcDJlMxxOXsOZquPI93LPbzHBvwpQUONFcg2pN5x/lB+b9JEviK6KWNXQE/NkH/Jq21O3Al0dKhov3AxmcDSAERsMm/BxKsNrH3CJrl0z9wQ6BQAjRoyHqgYQmIDpE+z0YB7tOGpCUAOgUPXudWSZFjLjIeyQwyAIRT9SojhSqouIMy+TIQdQRRHsULY5eMvSQBR4ujNEAKqDoDHgxcyAaJUZUgU5vxqQGsQkblqgDKaYgjHFCut72jFmyYnDvndeBj5QMt0TkG1IyQtQEzdiTpuILzcDdFCEtp436bftEFySJhjnn8JbzQCsaSbxdB5UON5fMVXm8XenR/Goo2OmGb0eP455SO4dU/wNpBPnROi1KXXQL8ZRMHshfhK8fha2rkzax1P834toI2pHvA1f4Sv4beBf7xNvYuJ/0r06CSaHnqfFsTDyTQcHsOTKKsqLPcw0FslxBNH4mT2svE9PHqDWcQUbeyRwdeots5+pRfZaBEDDl4NUpvB16u2tbkVGwsx9uNcUMGaKBSq2AxkFC+rtDcGT2eXgq7+h3TBA/z/Avjpl9GodEF+I3uWnTNbJc286W8JZEutwBSiH6sgrc98di3VL0OoWMSTJCHyWCh53tm8aFLE1MWoynXI81X8WV6+We3UZGcqEFqTE8DW1YoyFg6qDjRwujIrgmvxlNb+Keir7TN7+KaGhJhawDe83q0Gpk6Sg08eWlcA0H9REd9k554KbytSRlLyASNHCa3soGAky266gNxgl9ueVrA2KPO0Zamhedxf6lEZOhIq4BusENQUXSo3a+rA2SxkCKamMNBQ0xisiMYhL4VBmboqEGR0Zs1XAQk8VMbATRjXSjIB7XUCOJzALFkEpSVGCXFSSdjConIlY+VUUd47ptQaIPjEWnoMU1pE41Pimiw2g0ElF7LsAmYUExyIR1GjEJxqeIoJ+5CkFHRwcmU9897/rCN6RkhEjWxfk0+WICu62Yk3y0VDzfJQkH4J13Fi86v7xY2W433B1ScI/QQGwKwn+985iVMQtTy/rBD9gH1Vkn87x3DvHiMu5z5PdZ0C4Ljb853iDL/fiofQvB2Kk879tC8sRf9Sn9u0Rex87m/wFwsu0EpuW/gSSPruOa0Er5xCdoUBNSyp86lnF0+GgedB3OtPyTOcr3GhlD6W45TKzMupTl5uWonW4tCYjV3czswlvYGlRQSZCwuIDDzO1U7v4lHSKCIhk5suy37NKKadmHnOgkMMoSBkmi1BCktvq/fV94P3ykvsFHyhuJSMDeaMDBvVYPiGQ5maOMRwGgF3okJBQUdEKHoikomoJO1iEiAlRw2p28FEo4IZL0BrZMegMZmeTaZIL+4MD3QgExUeCxeFBRSd2UijREx4FkDZNULNGW4ee+ERISgBdr9FxaMovlLhPj7T0rsMG5KfW4WppJyS4Y1bkOzYYMo8Z7DfJBYcS2OE3kFSTjjY6x9vIA8EY9TC/pYEtl5gG75mjhzJiErrYCTY2TnFpFa3AK4Qofv9RZIKzROD3GE5UH7wvkvlUufgQUOdq7ZLkPZoR10qA1TrIeNCmGqqrIsoxXHTtV0MEQ0msoqrJ/7+ahw6jiickkS2FEbGThaElvwCNGlkIY0sWRhYYWiaDoTWhqbweZJENEB6HBGp+MEEG9QMSj6GUjWizxm9SMUQL0nItXChBR9cRUQbrNgEl/YJ0ZJpOJ/Pz8IY//hpSMEOGUMiK10wh5Y6RmrsUV7bb+4/NP4XHngQ/r74+REhKA43JV/mT4D6aG4RGStQXf572WFJrnLeL5fgra0+UQd1v+heTuv8B8qIipi3gp7EYqOIflwd7XO8Lcws5ddwOQIqewxGocPSEROmqDx/KW/8mubbuju5kjL6VQO4yA1sq//McyPf8MlnpfIs27dVTX24uwPoVyOZmtkZ7n8wb34N15JZmyGYMuiUC0FYshjd3Rjq4xqoiwY/fNABQa0tCESjTuR4juVWHPmMzyqwmP5qFKq2KRaxGuFhcCgYbWlXqmN+ixF9ppt7SzWd1MZbCyiw+8H3qf483Hk16ZTjDSf8RPTpFpn9DO2sBafFFfl9GwYPYCijYVDSnyX968kZSsPFZ5chkNmQir8Ei5cVTnGApkSXC2rQp3W2dB5ihUqS4vjaE0bATg28lWthqmsezL0ZrYBxK55ol4o6NXWBsO7MntwFeHlGyJp7O3/V177UpQJoGQUeMC4hKTUNDJ6rCj+gcK3ojG/y3rGHzgPrDoBIsy4ePGA/+ZvlsqSNlPtlmSwJZuxJQsEKYwcSlKwNREY10djvQs/tlUcMCU8lKNcO1EL401FeRlFmEMZ+CvMRAPDX795KkRPtOpvFsncbP0KZ6q7cO+vqzT8c6UK9gVGFnc4MdFDbiaG5hkMxFzHY7f2TtaY52rcEuNn/ESuM2xwGnKRsxmC+Y9s9AiEmqWn4dLbkZ0vtdPMZ/NF1VHUt9pDD7xnYXMnZQx0Gm/dHxDSkaIl6pSMO4xkFW4gz2butN1TLOO4K/Ooi9xZqPHiXlx7jA/SnL9J0M+Ji4ZeLfgZ2xzyqxdeCjLlb4L2hcZW/kJtxP31Yx6npo2hXcjaXiTilgRndJr/1xLjJ07f9717wvsJ5NkGFmdzL7why/jEfdrvbbn+ksJtsjQkk1uRiYetZn7/Scys+BcjvSMnpysy7mMtabN/TZYjGsh4tFQQqAq2v8COtC+ryOSSWG6Mp/i+GTSQnm8b3uOHdqmXuO2RLaQnpZOaktq17aUjBQ86R7ejr6NR/V018TsXTsFXGm4Et92H9EBXJMCwcaCjZS7eytOrHWvxTXDxTznPLT63szEYDDQoM8jI8+Cp2kPrpYGptHAIelJdNjLeLZK5mANU2lCYre+hOxOlRgxQqUfRRKkR5vZ24IyGAgwx1DFMor5sj+7SRQCB4aUTLTPINJ6Ml/s+ApUrO6DirCxi5QEPU7yZ7TQ3tBdFxPcbeDciWGeq/5y5jfWyLPCBelNPN+ex5eRx18RkjhlohH0KjHFhy/WhivYTNRuR5iT8WJhWauRqVIWOfpm2oy5B1S62xmBj512ktPm4hSCIks7oawGUpJSSVKyiLVa8DfKvaJSAoHf6uLdCjuTLBF8O3v3VhsKlBlHssszMkJikAUBVztIErv1mUzOhf1FsJKzjbwQiowbIYFENouYOBVv/Wask6toTG/lneirXWlxE/QTaHcvpd49stYKXxa+ISUjRKYyHdLq2bOpu7DdllPA3f5pX+KsRo8flXm4NvJvTPVDTz3SbNm8m/0jyn06Xpo7nz1y32Hgb9u2cULwduLq6IsbhZbN8uAcdihedvUh/VtglOmo+gV73c9HW46izLISSRpdspiqLuU1fxVe4e21T9eWxN72zOE2GdpyKcjOxhlr4B++ExLkxPsy6Z7hd2DXkNkpZbIq/L9Rzf//JyjouLHyHgKt3d75KHDcnPPZYe5NSgByRA4xOYaj0MEm86ZEilY/73RJSHxX+i7O3UOQZZyhUu7rXwKv0ldJjaGGM6acgbRLQuosvjSaTKzRz2R9BUA65xWnkObcTiQSJuD3YfKv58dF+bzlyWWX++CUe3ynTuKqslmodZvRBmj0NhCuLfXiqu/ZH8hv/XKbCO5F2D/+Ref51mIsgdNYtyqXsSBhRkUwIUkm3ypIN2hENQOv7Bm/fLjmiILeZCYWThS/hb3rgNO69uuMgiHqdRz0mJMOh0m7CBsKaAh8OR9qfTvMzdtNWGejJWZiVzCDnf50VF/PxsmVXoDZ4DvwxP7zJkj8liUgFZOSytFJgjK9F5FUgyiNkZ6ciz7iINRkIOKUcZTFEXWb+aXFhhwL4xuBk8NoS+LRwMQRz/ucojiZ22vQF5byhq6E930Rrp1lwrW50yklQXN+jE0VwxPRGQkerjBwbdk0muq2ky6lkGnPpJZaJCExX7uCT92QatXjDIyD4so44RtSMkKYpRTaOrqbtil6Pe9lHEfId+CKxcYaP57k4jrP7SieoUvc+nMP5z/OBcSsE7gvJ5ew3Pfnv9X+IaWeB8ZEm0JoNtaHj+Xj+E7aU28mtJ/0r1WWcLTfQ3M00aArV5fLUlMWOuWtvk43ZGjqNFYE0lgTfqfP/esnvs08Tsbf3L24B5tlaC5gQn4uHdE67vcez8yCc4ZNTnblnkeltRnG/z33tYFKHMkRg9aeC66024F5loWQtF+qlYCIFGFF6Qoa440JMjLAWn2Z8TKcuwYnJFKSxAfRDwafr1B5JfIK0gSJcxvPRUQETcnTWb9PXt2L1QpFSTM5O8+Ju6ESAFdLPUfomjl84jQerzIclCkwr9UZOXWExxoVgRLp6QRwpGVyb6WBLztKAtDUmgrjpAycYc4iM34Gq9YVI8TYrS2/z0tBckqE61VC3hgmh5FXcI/Z+ffiuDxBtU+m0gumtExiDYkfc3vtbrInu3C3piAkQaw0zMu74GD4PkeDKSlwSGQjqqLj2dr+u96PFIokOKkA8o1hHq4wofajHOWNwl3V+6f39TX24LnfYRXerpN4m2QgmTwrHJKkMYEaAlYXGUV5RMIe3DtHl3Hgnnw0Hc6R1VXIkmBGqIqW5kbS07JZ1x5EE/AP4LpZRlybY6RNMXJbw4ESYZG4v9zKdWVTcdXt4HDP4ZjzzAi3wOOrYW5GEh83fbVs0q/WbA8iWJOcuBq7rYXArJNY5xu6wsDBhhsmubjOPXRCImQ9O4qu4N72wyiffRR/deT3TUiE4I7ktyj1PDAm8xTCyNbombzs/5xozm9oj/WmObPV92l2JVLqTJi4UH8KyZanR3ndZMr9h/Gip29CAoni77uKb8C/uByDtedLz1+vEN00gRLjElrDSdzvPZ5XCn5Ph33GkK6/UTeDd8Pvjuoz/P+ImrTNvbZFgyqnSZf0HizBS6GXEoRkEJglM9HKoXXLayhrIBAbenSwwFqAiAqCOfN4bU/vZ2qPD+6uTKU6dQF2R6KOKh6Po9Zv5trsao48CNViu57SEdhAEVViebSwx7ZVatFBIy9c32ZjuuPQMT1nkt7ObMtl1G++npWbS8eUkAA0xQw468MEPTGEgJArQoF57Lt6S5LEBSmNXFUWg6SeKWdR/ycIIUiZHeU/tUPse3KQY6dLYE1OJZI+aVQ1nf3hqokRMlrXYtGC/RKSrwsaAvBqjcwr3iJ2WOfgVKwYXaMrIjMnp/C4KweLTvCrMomTMxzDyq47KU/Duz1RZ7veMY+9CRqNngj3usPYZ8t8bIjhPkAqHDpZcERO90eIhCO46yLsMs7k+fBMXq5UcQW/OlES+CZSMmKEPN3pH/aJM7ivI+8r+069YZKb6923o3iHRkhUewGvGc6iJpjLB4vms13uJzdTCO52/I8M99AUnQaDEEZ2Ri7gv863yCh7oJf0L8CRpnp27H688wD4juVSClKfRZJGvkIIAa3Bi3jI+8ygY1XiPCn9g7RZGVwSuoH4ZnuP1DJvjQ5BCSWlhTQGq/iH7wRmDVJz0uqYR705QjR6AFpGf83wgfQqlyhzujT7ZUUircSAUUobVap3ib6EeHzwhUcqlljhGrr0tFVnZZF3EeTN4PmKgb15nzZKrFRKubIkTKxhO5qm4XF2UEIHcydO5PnGFJpGp7Q9ZlAFIIFiHJn3OM+skqyksZFiVrdKhJoHP2bsIZiSItERgrb9UvoqdxyPpWATwfjoUlONiompllPYuGUun4fGTw3pA79vn+SpBBbZbdSFBo/8DQcrW+DwAht5NTbMhWXEOxoItbUA4GyopnBxI8u0VFq+NhFgiU/ChewcJwGG8oCRImBbNHXQsV8X7PEl/hQV6wm0jO7BVyfMJuaVubw4SnJbFjNqwizOS2OtVeP1FteANpxZ1phX/ykej5u0SdN5oNnAvouIN6xSGa3Faskd1RwHgywJLihWyREd+NubiLliBFz7DLCm807VAdLlHwd8Q0pGiFgkEZ4zJdl5XLcYDmCR2NhB8PPJLn7guh3FO7TGhZ78Y3ikdRZa7gzuzygl1E+6FkJwv+N5HO6x6bgthIHdoYv4j+t/FE/6K1/0If07zxJl+85fd71XrrReRlnKu0hy66iuHYpdwr89bxFn6N6PDtq4z3wz05fM5eTmK/FXdu+TkPBW6hFMonRyMfX+ik5yck4nOdnW41xrk0/mQ+2jEcxccFnBNPKVDDa1Gnkn8AFC+pokbg8RbuHEMgG0Dj2WvAhOczVr7Lv5IDR4OlVfyNXlMl0/nYJoAR4GkYFVYKV1JQzRTk02JHOC7wS0Rg0tb2ie8Ygq8WC5memp8znBVo+rNWENeeorOMNoJDhxKk9V6sYtqqBIgu9OjBDUFP5b2b8RLTpJyUgrP2sDMu+6iwnEvoz3rODEAompWi3ujlZqUg/hk/2CaW1uM1nyT8m1RTAa4hj0MfT6GDpdFFmJIUthkGIIJYJKBJUwcREmpoWJqiE0SSNNmczOHYv5zDP+EfcdvhAXZafib+5mA8XS2JsDvhiEZZV4m0ywLZe0aWeTPHEXTSs+RpJkWu0Kr/dfavWVxMb28Tv3qlaYmZ7CYyPvM/yVRbrkRR1hTdperJYKMeugTNbRUZPwLPgbgkwBFuSksdEueKXZ2Sc5ucjRgmddorA+lpKP2trzXXZujgc8btaEihjPZl2akHi5RuHaIhDTZ/N2UhYXNZXjqdg9btc8kPiGlIwQQUcmmZOmss0xm/q2A6fvPdawy2EkMXixmFCMbMm7hNebMmidt4TnTP17aiSh8c/kZ0hyvzwmcxTCREXoYh51/4+ykp/xabD3tQuNMu1VP0fq9FycZzmXGcmbkeTRPaiadhRPu3fToY5MsWqbtoFtmRs4MftcZuw+hkBb90tVQsKzy4DEVCZOi1Lnq+BfoVOZXnAeR3heJM27jbA+lRrFSEO8YVjXPSGzhDMcEeKhdaBCQXYGx2snsN5p5g3/J7g194g+z1cRuwo+JjMnlXeUFWyPbh9RXc75pvNJdabS3pKwOAYlJEBgRoB6b/2g4xRJ4YjkI0gvT8duymB9SiHLKodnvG9zwjZnHpeWZmFt2040GiUSiaDUb+T6vExWxopY2TKsUw4JCzMlInVbsJrNmJQZhPt5leztk6bFRqYEs7YNvoxQ9OHZcIihEVdrI/EkO5HcuXxStZdh9USL00yL03zA5zhSdKToMO7jeLb5x6cbtQc9KcmCqEfCud2CIWk2+cflEFE93FtnH5drfl0RjEtsNU3ngHWoHRB9PwfjgQIbGLzNhDzuEZ/DkprBZ24Ll0+MIbVmsP899DcFmdgEt2SnsiUZXtyHnMhoZNWu7PIvxQ29n/MaMmkzZFDXOv5hv9MKBQFnC8+XzaJV0nF77lR+qWm4qyrQ9GNfy3Qg8Q0pGSEqHLOR292Y/ZXcOLGE/9Sm4h2H7Jp56VBsE7xUMx4Pv8TNO3JwT/4NV+vuRufq22WlJhfxonwmjcFsPl60gK1K/1J6slD5d/ITmD1v9DtmOBAila3B03jS8yoT8q9iWR/Sv/lGGWvLbbR3St2ebjmNRfYGdLqVo7u2Vsz7XgtbI6Pv0P6u9hIflr7GZcXXYd9SSjTUbb1JSLi3G5GZRroZdkzYRq3xfHKSz6eiNYRZEsNKNfpN2SwywiuJ7/NujMXakHmFhSlGDs1cQqWnkHe9O3v1PPk64vXIK4m/jEyNlkNNhyJ2CiK2oRsCcprMR/6Bo1tWnZU5SXPIq8tDq9aw5E/lgUoLid6WI3neJZ6q1FNsn81Z2c24mhPuVHd7K1NoZWHZZJ6steMcQ3tmRYtgYW46Hmc7ZxaqPFfdd8qZ+BJkUYcLWRJcUhLH7q6A1CLsekFz1XbiyQ5CufN4skYm3vZVjIj3jQ/8vh7iA6GWEHqbRGyMdUxrIhbycqNEOyVYoz6ZUGMGRusezs9L49EaywGVoz0YMCd95BGVj2oOBkICp2QlcaRZokkfZJNf5fMWMW4iG6flBElpCTKarLho4UzwQH7cT0dN/2TY3xyiuBn+kJnKzlSJZ5s6ODvNRaC6m8GHdb1toM/2HJhc2UkOSHduIT5tNq17o5uShGpI1ITFdF8dx0hf+KbQfYSoD+nITJ2N3ZyGu76S72TswSCP/cJ7XiyVOY0pfGeixPjonUv8bVcK/2f5BeHMub32BrMP4b7wWTRkzuS+aUsGJCQG4jxif2TMCImmTWZV6ESe9LxDUdkdfC6W9LoDk81gqPsl7d6EktVx5uM4PMmPXj+SdKduCGFmZ2QJb/s+GdV59kVcivGYchfPzP0/jLOCvRrdS0hEp7fydPwhHlL/Q7k1RCQSRXSE+EnGedw+4URmJA3cMO3C/ClkhPsnY5oWIRr5hALTE1xXGOBPBWdwiuVEdN/4J/pEtpJNaW0poh9DTafrfd8Egt2Fu4lqfXspZiXP4jzzBZzvvJiCrYVYTaWsNi/g/nIr0TFY1Ku9cFdNFuHcuRiN3c+rt24XF1q3c26xxti9SyQ6zIluvTmx+n7PqwoJRTmwnYSHg1Qj3FDQgK5hI8GAn2DdNgxSHH/OPB5onchzVcpBqWo2Gmz3hbBlmzHZDdjyreiKraQaxv49sLxVQjV3q6dJisCSspOmNV9g+fwFbs6q5LDsg5+0jhXKkuEoh2vwgQc55mClY2McwxoDR7ck8+dsB78uM3FekSDNNHbfp1kHetce2nYMX0p/X3yhFQIS/+1IgYUaacUDp0kGWkMU7Azye72Dqa1ru7ZbU9JoxTaquQBY9YITCgTmYTxyBllwiq0WnV7Pf+09G3TrQgkvZEQaWf+VgwXfWCIjxExLGGWzBVNoOnllCrWBDfywxMPT9Y5eRZCjQditEvJEKQgn8avJQf5RE8c3DmIKj1ZacBXeyK15j2BvWAaAK/847m+YQXTuEv6dNHCHeiMxHkp6EMX78ZjMJxQ7iXdiGluj5Vgm/pMv+nBCzLXEaK24kWg8seAdZT6KY5P0GA29GxsOB0JAR/w8Hmx7aVyi022iiXusv2L2YYs4of4yfDWJtAnL1Dh36v7cNW4725k+dTqT03wY5edAhatzJvKrkBFfvLe3bIY9k8N1uxmqdHs4vA0b2zglK5UTOJKd7lQ+D/7/ET0ZChQUTg+cjjPQu/g3Ly+FwqINyHIbW7ccjcezjwTkJNjk7tkHJUmfxCLLInI9JbjbCnipTo83KlAkUL3jEwV9tkpHgW0W5+W04mpKKAWGggGSguv48YR83vbksHMMbKPX6vRcaDLgbm/lsJwivujDnWnsdNhI0sHnBzsqF+ZIe3C1JmrPklMzqNEX8ti2oSlCJetkjspV+V/tV4+03BJ2osmAv/PPOMAdgZDcnbaaMsNJ66rPAIiFQ7R+8T7HT6hkYekiHq5Pxhf96t3H4eD4zACa3wWkfNlTGTkE6FrC7DVF/M4ofieAxCRjEocU6tic285TVaM3Mc8qjJPljdEcHXmEyJqZw2qvCSSo98Nfd0WYmhLhnEMMWButuBr6N9oMcjPNdVXoDAayZ87Da07nmZqRKNUJpqXKLEyLkxJrw+9soVmeSSg+9N/7d0uDuOtaiCw4FJ/U7eQ5LerF35hIFQ4JPQdHet/I8A0pGSEymsJ0+BMLbNvOODb9bFItEt/PqWaHSOPlmrFZfCtzdEyIaQS9MeT1Bn41y8BT7iDbxsHR8mqtHlf29/lrkR1JCP7dMIXmRUfwonHgl6eFGP+2/QPJ+/mo5yBEMvXhs3glvA7ZcSiN9h/iDfXOdT7U4qZi148RIrHYnWg+gaOSBGbjS6OeQ0ycxX2tH4x7uuwmdRWbsldxWt7FTO44hPsdN/fcH9nEJjZR41zM5XlTiER2Eg9V8KfSmfx0dzUx0X1fZODqbD3x0PAti3jcCbzBFBvMSZ+ON3IKLzlrWeX//5ucXG64HGd1T0Ki0+mYPSeM2XxvV6RrxkyJ1auWEIvFQA+fK5+zd7U2KkaW2paS55rO6pYsXmnZNw9b6qq1GC/U+eEufwanF2VQGNhFwO8DwNVcz2FKE0vLpvJYlWlU6TPeKBiLSonV7eAQi5Mv6F3zVWKXUf0qscjB0134iBxYYGjC1VKPG3CkZ1EuF/BYLQz14c806rlWtqNEXChFcV7uQ8L5YMb4VJH0hlvSk5asobdrxBtXEw319DJ11FQh19fy0yNPZr2aw/9qZb6ycpYDQJEEoqMGXyiERVdMcBgG6cGEBSk2QjV9R4JjERUR01PdhxjNSJAtnPgqdozqHMG8GeDuea93uOD/XFEWZkY5ZYEZZY8Rb1tvY16o68iZMQfZYKJp83piM48Z9vUzzXBxyh48zjYK0wupa6nHlTWP14dhJx6fLwjWbceRl88dloyu7ReEXaStXtaVdhlUD96I9FDwDSkZIaxSOh10GyxqTKNtOyiGAvyl0G8b6GHiqeYOspL0fD8vlXC5F9cGOGeBnm2u8dGe/rRZ5j+2s4g17qBm0VG8aRi4ENEuRfmn5W7wrRr1tSOx4/g8Zudd95uUTLyFz0LZoPZeNo801rB952+7lqxTbadypDWA0TC65ogAmraYpzoa8WiDFzIPBzlyATaSKNe299whwRvaM7yR0r/c8PLQSha5zmeCtQIh4ojgFu6aWMyOeCZP1pfjiYW5vnQW8dDoamggET0xsI3z8hewaueoT/eVxXHm4/Bt9/XYlpMbJiNjBbLc88bI8g7y8o6npsZFaGqIVl8rsiRzePLhFDuns6W2kJcau4nIgYfE63sgST+FKyYECNbvQAiBqqqodVu5Ji+HBxryRkVM3m9LYgngbaom35ZK/X7cOBinM33ry0vTKbHDKVk+dGE3CIG7vQUyc0jJzGGblsdj9TCc76fAbOQq1Yq/KQhNRuYuCLHKaqRhdKrAX0tUhizkF4ZR1CoaNvdtYGrxOO0fvc7sKTOYXjaV9z3prBmdcOJBB1VIvB2bwXH5YfJaJcrHdpkZFax6QaLx9+DPwKFmC9Dz/WiamESVTiNfyASSfCyvGJtC+KR4BJdrdFLVn8bz+t23uhVWt4Y4JjfEMQUWYpU6gp6EfZU2QUY22GnfsYWQN/Fl7RLD75TaGoL1jglMNydejJ7sebxaPXRCkmWGicEdaCYTL5TMRuv0iB0dD5Cx9nPUfdKLvV+ttiS98A0pGSHkfqRwDRYj7zV6ejyLkxwSPzkyjxvfbiTcR7O/wdASifHHthZOLnNwRFzh49DIlKCGgtOLNGKNO2laeOSghCRFjnC/+e8I/7pRXVOIdKpDp/FaZDVu0UryxH/xWaj3y0wBDlXWsKP83q7be3TqUpbq2zEYRp82pmkTWeGZwKbw6NK/ekHApc0/JVwnc9jcKh6T7oZhSvM+6nqfW+wnQvxNAOLhasqo5o95VmTFRjw6+mL8fWEK78Qs6whpvSUYDZKBqPj69kwp1heTWZVJpCsELlh6lBNNe5v+jGqjUQMDLI8s5xDHIUx1z6a+sYR/7Dl4msL5YnB/uZV5GQtYaqrD1ZYo3HS1NnFSfi7OqER9IFGTMlzscgtOKZmAq7GGU/NCPFhu7rV/XskskqLDU5EbK9ww0YOvsQJ/Xff715GWyV21eYzk+5lkNXNxyEjA2a0m4d+SzKWzndyx2zyic36d8UULzHTshq2DO69cO7cidm7l9IWHc8SkIp5vtPciuV9l1PgED/sOvrz/o3MEE7V69ujyeWUQD36aV+2V7fda1M+m9s4IWAuMxTOwIAP0zZWDDxwAOoMBh37w9fajRviIAGdNkFgkWfErUSJ7PqC9vNuRKCsKy70jU7f6rAlaHTOZHBW8VjOcIwWX5LTjagzQsWgplXJC7TVLizN30wpkq412Wwmmxg0AuCMHKv45PvhqxZq/AvDlGHs9i7vdGrs2reGHxe5RnfvtNje3ejt4v2F8vI1H5kBW+yYm246m2Jk2YE+BTDnEP023jYqQCGHEE7mQt0KL+YfzReSk+XRk3cL2PgiJRZb4g/VlNGc3YTgl9URONXrGhJAIYaLWfxwv+MaYkACXcR3+SohHNUyrJvCzxvuYKs8e1jncmpt3WhUMhoIe2zU1QDzaylgnYqiqn3Pyyvrcdw0/50bdLzjFfCpWyTqm1/2yYcTIMa5jiIS7w/hLj3KhaW8xkJffbA4iW2VOj52Ho+ls7t9Ryv/2HJwpKOvb4K66fGJ5czAaE8We6e0bmeLfyHFs4pKSOCOJaGyKJDyIckcVRqX38WFNJmZO67V9PKGTE4panvrdaFriGUnJyEbOn8VDrYnC1+Fitt3ChT4Dwf1kzLSIhHlPCtdN+oq7KscBgZiEwZpENDi0MJIEtK3+HO3Tl/l+ajVXlkaR/z/rsXSgsc2t4G5vIVs/eJbHVpvAWJaEKSlhINuKbGzyjr361GHJLmp0NrIWHk5SxsAiL/0hHo1ytLmhz3dSb0i8ugd+VeOn0t3Ug5AAWHOLCGoKM1Phe2Vhvl82vIyYXe7hEhK4uETF1ViDfdJUXjB1ptILwXfqthMKBFgvT6Im0B1fcAYPTDf58cKgpESSpAJJkj6WJGmHJEnbJEm6oY8xyZIkvS5J0qbOMd/eZ98NkiRt7dx+4z7b/ypJ0k5JkjZLkvSKJEmOsfpQXyY+DvTl0pF4y5OLr7GSC0tG94NJ9AEYe0NnWqrE1NAWJiUfTtvuKJZlbfx2j9wnMUmXQ9xr/DNqYPOIriWEQjB6JsvCp3OH6yPe7/iEyWW3slp/Fs54b+P6BHuQv+r+RIn/KU5NNaJIChelnM1x5h3odMtHNIf94QlezsO+l8f81k6WZ+JYP7nHNl+tyqmt3+7niP7xduADGvxHj9XUBsV8a99ERw2aCH+WS8nq47gu/AtylJwDNqfxxmXyZbjb3F3/XrAggqa9OeAxmjqTpo5s3vLM54HtEzvryQ4+MtITCfng12IzceRPxGgyE4vFiEWjGBo38OPCBuYMM0vhowZITk0nFAxyRmHv305YlVCG0BNpLCBLgvOLVX6YUYGhcQOyLGMtmMr7yiHcVVfAfyqMI2rEuNiRxOkdCuF+9N+DLTIp8RS+zDS1gxVuXTLmZMewjlHDIdo+fYfcik/4ZWk7M///aWR+wFHt1XBkZPN49eCSsi+0OPlTWyt/lL0sK9bxKmNPSLIt4G+qRhWCDlsm7rknkXrosWSU9W4LMBDsmdk0WAqGlZ7qUDQKy7sb7Cp6PRkTJ+MuXgjAUt1uYnVbCInxrd+Y7JCwtW0lyeHgX9kTu7ZfFWjFVVOFIX8Gy5sh2ZB43whJwRP6mpMSIA7cJISYCiwGrpUkadp+Y64FtgshZgNHAX+XJMkgSdIM4HvAQmA2cJokSXvdr+8DM4QQs4DdwK9G/WkOApzarvCTnEzyTD3VGXa5BSJnGkmtW0gd/4a9w0K+DY5RdjLBNpe27fsYE6s6+NMu0O9DTJKlCPeZ/oYa3N7HmQaGps2gPXwpn4TO4u/u9bzS/haSkkLulP+wLFzUaxlfaFX5u/lBvuW5HEdkPQCFsQ3clH0Ki6zv9srtHymisTN5PrAevzb2OQJ1WjXStJ7pfEjwQWb/NSQD4bGOFeiNwy+0Gwn0kao+t3uMbQDE/TLxliQydSPzYB1sON10Ou5Kd9e/J00SWKwDNwDVtIlU1J7OAzXZNB8YmfoxRVMQ7q5IYZNhKjZ7ctd2V2sTcwNrubYsgHUIqQ8JSLSYCgHIV3tLcOlkgRIZQW7YsCA4a4LGddlVWJvWo6kqzRkLeFdawP3ltlHVexyTlswxzYJIoP9FX52axB8rAxz8pPTAoyZqwZ5bMPjA/WAvKiHu9+H74GX+H3tnHWbZVeXtd59zXcvdpd01nSYuxEiIE4cQZHCGYZhvfGAGBoZBBg8WEggkIUKIEfekk067V5e7Xfd7z9nfH7e6q6vrlle10W+ePE/10X3uPXfvvdZe67eutxzg4/UxDHMgv38awR+95VNLvhewyRtkq39yP6wba1J8fkEMp3nizAG7AewldaiqSpOez48b7Hyrfx57K87Cee4VFC9fg9E88WTKUj2fxzqmNun6qL0Bg9FA8Yq15Kw/m6xVGzDY7DSS9tQYbenQ9vc801HhmhyqkFzmbEPTNN5cvI7AkNrWGi2KZds7ZBcU84uD6TBAlyE9b1Ns7jGvd7IwoVEipeyWUm4Z+jsI7AWOzhqSgFMIIQAH4CFtzCwE3pZSRmRaJukV4Oqhaz0rD0knwdtA2Sw8z3EnEUmh7g1yQ3bWqH2PtpnRNA3HCVQAPscM17qaKTDV4Nk9umHxHV7WxNMdiFUm+bHt/9DD2yZ1bSkLicavpCV2Gy9Hr+XuoIn/7H+U1xNtFJR9lLIFv6Kr6L/ZHhnpbZhnFXzV8Sc+F7qBosizI/YJASWGBxBimpWnjm6jXsU7IRt74jNT9xiLCCF+YP1ndm78M/a89OdoW5hkmz49YYDOVCev9uVhNMx9GIyuZa5M22sYrlKeikC2chJLWw6x2LQY+8HhUDS3W1Ba9iTDXdRodD2blvYP8vP2wjmR6T6WvNENv/LUYy1ffDhfTkpJuH0Pn6/xsGqSqyaPtapYrTa8fd2szh+5zygAZa48i5LLKySfL2klq+c9kvEYomw5v/It4Jl2QWd4ZpPYKwqyWNeWIjlGyXqDSaFtgY3vdPedtkfG4O1eAc6pT5r8rU045i3BVV2HTMQp1H18tqSdc0vmoJHHjBPTqJrL3J0cM1i7thJMCYLxdL+aZQbLGF1CYwD+r8FFV+5qnh8SComm4PdNBr7eWsbT9rVw1pUUrjsLd3HmRHaL00W/q2TSZRoWZMNn6wK4rGCtWYAWDuLf8haDm16le8cWokOrLQFjNnaHkz2eucvf+GhdPJ33t2w1bxjSeSxOqXH+ns2oBgOP+8rRZLo9djXdDt088/opx5spJboLIaqAlcDRM6ofAo8DXYATuFFKqQshdgH/JYTIBaLAZcBmRnMn8MDUmn58GauYGoBqVLjXM1qz1xMHd1kBum+uCiFODYsKdxR24kjmEt7vHhWqJQS0XlzAW5YURin5111gXRUh81QVpO4gldpAvyykVSZoTPawN/wWsVSKyqLLMeV+DFthEfviOvuSDMmmDt+zxKRwq+V1lvq/hzLd8ttTQErw999BW2rmymET8Yb2PFvq3uTO8q/wqO13M0oBecD/BEscH8Sp3j97DcyAotqA0WEqbeIg1ZwNQCoicMxCIanjiUNxsK5vHYHkIS++ZN26/cTiY+tuS6nS1X07T1ueo3yZkezOq2jsPLm9VJGU4CcNNhbnrOZiZxfe3nRSuqonWR7ezPvq5/OHDid9Y3UApMNL9bwaaN/FWS4v7/UPG6wHgypFObP5GUksquCsYlhMO76+XuJWK0rZMu5tNRH2zI51cH1hDjUHY2hj6Ddbs0w8k6XxTs/cCZCcCnjjELNmTfk8AXg2v4F23oe4t8WKf0Dw2aKDzI/tZJNhKSdjtMoXq/vxq25+dfDES3ifKzxxeMO9ltam9O/oXxeYMPt0Bt0pvrN/7POebsuk4iV4rRteI5dSex6XL6mlsK4Hi6+Xgf17SA3VNMmat5jfe7Im1T6ronGztp3krg4GujMLckS0tMPmL91mrikuhoG58UCsL4Rkxy6yy8r5pmvY+v5kXyMBzyDh4lU0Ng/3R2aRIg5oJuectOdYMmmjRAjhAB4GviClPHoN/v3ANuB8oBZ4TgjxmpRyrxDim6RDtULAdtIrKEde95+Gtv1ujPt+HPg4QEVFxWSbO+eYXAfJKSvC0zFa11rUOOjt7c14nl60mIQ/wfEubqMIyWfnRcjW8gjtz0XPUHGv9/x8fpOVAin5t70Q2ROkNXwrRRv+BV1Pt19LbcSTqqRDhYZ4L/sj+xiMv4HbXkNJwZXkFX2SvXELmzSZNkszzMbdqsLNjt2c4f8Ghvix09NMxm7Bu72EdZHryVqby7P6o3N6v6iI8CPLv808J13Ab/p38aXKs4jHX5uVtmXEVAS0jdrcqO3j4mURhBRIKenVM7/rJwUSbjPehtVlJduVnkCXlbcSi4+vZqbpN/Gu6QANsQaW2s5lb+/JbZgdyW4P7PYUc111IYstfsxGdajvjfLJyjj74tk82Dx23syfOy18rLIKSFJokfTG0sft8eqU22dPGOELixK4tAACCYqdkG0Fv2s2EpxiDaczC6HYqvFwy2iX7dm5LqoPRNHH8CE5yuz8LBWgy3fqqtHNJn57ISarlUR0HMs2A1oiTk64l5heixA6WW4Xkdwyortn3iarAcxqusjjsaKNPHpCJ8aSWoEVEvqxef60BLJgnltg7bTjaY/hKFC5sSbJA03TGxg7w5K7D1qBKs4tqWb1BcsoCnah93UQLqxh1ySDID5t30//9vEdlGE9/Z11hOBP3XPjhLIbJRfl+FDzavlxybzD8r/XJnzkRMNYapdyz+6RfZXNpFJUWUmT4uZwkayTlEkZJUIII2mD5HdSykxB1h8B/lumlw8OCiGagQXAO1LKXwK/HLrO14HDsR9CiDuAK4AL5BhLD1LKu4G7AdasWXP8lxeGuNjwR7odg+xadzsD3TV42tPrg0KBh0Oj46Zvqkmxy2fgnl1Rwoljk+w5NpLP1AVJ9HiIDSwjGR/9EkfPyuNneRpIyX8cFMR3pnXCPa3ZFC+9HWw/x6NW84vBXroiWwGFysL3U5D/ZVKUcTAmOahBOv9tDBlVIbjO1cn5wa9j8WUoAz2H6Ho14YaLiPuSgE7tW+dx/fpcHuIXx7Qd0+Vg8iCv9l3J+/LySCZnJ5TtaHxk7nQTxPm+/YgUsJO3eCzXW6+nb+9wMYS8PIHR+AgZbPTDmE3v4+1OI6/EXmGl80ZefWsFp17MjuCPzSovWnK4oyaBt/XA4T02mvliZSnPBErYm8EA6IoIvJqJaF8LKYZjuFK64Jn2mdcuMKuSayo1Uv0t9CYSyIJ6Hmg2459GJfCzi+FiYQARp6g+yk8P2g+HRAC8OhDg3NoCogeDo86151n4RmSQ2FgWy2lG0RYxsKaskr6GqecD+je9yMVnz+fdAWhvbSW7rBaYWYLmF+eFcKd0VFTeTFp5uv3YCJI+PIUaFXPNzSUewv3tmCtqebbfwQHf3N9zQ67Euy09Z9JDJmKpGDPvQwUvd8HLXTacxjo+WplLtLuVz9dVsCfm4rlx6hBdnu0jvuWVCe8QPmKq1DpHoW53VoXoaD5I05kX0K6kc1Yq9CRlW99m0Gji/kCGHM6Il9buNvylY9djOVmY0CgZyhP5JbBXSvmdMQ5rAy4AXhNCFALzgaah8wuklH1CiArgGmDD0PZLgK8A50gpT8IUUSj2baLYt4mu7DPYve5WBrpriZqNHBgYWfFJFRLX4F5y7EvZ6Tn+a8131SVI9nZRFF5PKDjawyfW5vLtYg0k/EurQmrLyLCEfX9ZRV7t1+k0mHEt6cJiXcG+hIPNKX2oZuT4g/QCK5xjamBl5B6cvmNfoU9KCHd/kt59wz2M1CW5by3lo2u/zC/V/zkp5pi/9z/OPOt1ZJvunfVrK6qNu9tGr5KcSpwpz4QRYQOSlat2E4uNvVpnNtezrW05f4j/mkXGT/DqO9Vz3s7jiScG391jYkPhWtYbWvANpkUOvL2dnKn2cFb9In7TZB6lbPN/B11YDctHhdYcOeGfDueXShanDhIfiJIsrOehNiuehuld69wSuEg34NtrxFbkIszrnF+6ZmjykubG4lziBzPPPqK+OCvLHbzlHW2wnIxYVPhkcRtms5lEIgEGE0ZDMWh+At5WlLxqftNim5Zq2SE2D6isc09PQktLJljZ9wbBvLOhB0hEgJnJcZmFi/CWdAhVxdqprd6cCpxZDL7OdB0QR8LP6hwLB/0q+gx/pxNRLWyEh4x5V6nKK72ze79gUkI0gC2niC7NwfbBsa+fZ0yxqOGpSZW7Dsbn1qE8LwuC7fswLl/Ns8ahUCwpuaV1F754nL3WpXgyOAG1oTErrBv4a1gp2QjcBuwUQmwb2vaPQAWAlPKnwNeAe4QQO0lP574ipTzkvn14KKckCXxaSnnIt/ZDwEw61AvSCfGfnPkjHXtKvG9T4n2bnpx1bM35IOcbK3ixe7ho2lnFAi2Q4u3eqXsJc+0mbl5ip7NvkDd7lRkr/FxfrSG691Mmz8Y3OPrtNi/L5p+rdRCCPA3YNGyQWLPNaBU2Eju89O7LJ7HCzWuyamg1ZPyl1zqL4BxzIyuiD5ITeZc5UBCcNInI7Xh2FpLpx2t8t4z1G89lk/7yMW/XlBHwi8G3+MfKC0gmXpjVSw+altEenZ7k88lAniGPitYKkvrwO7B0mU4stmXMc8zmSrZtO4dfO38HAoRjB6pSiabPzOvpNA4NoiewJfxWL7wjKrmtthRT3x4SicRQRfidfKIgh23U8uqIxU5BNAVWU4qKoiA52YPYVB2fP4++kIlA2Ig/ZGKyz+w2ST5cGcAY8xFyl/Ow38LgNI0RgAtK4HzdiG9fegiM9ChUrKrjofbhYz5enI97Xyhj6JbZbuSNInhrcK7VxI4dMQ2i1nyUcBfeQQ8L897HwFaFvNpyUoqP6GAL4eTRwptTozMsiWePX5R3PLw7N3PBGjOewhKkcWLp2okY0DUOZT3lKQqzXe/pxEZyRnaMgGMZL/aaaWo9Nne1GSS2kJHwUL5izJnA1z+79zAp8PO+ikkZ0Dc52ogF/RMeJ5l7o2R1Tgq64KB9OErhzkgf3rZWrOWLeXWMPi8eTRslwRk4DE4UJjRKpJSvM8HIIaXsAi4eY99ZY2yvy7T9ZKbI8w6Xet5hVfYaXlpwPV89WEYkJVhkD2M2FhJvnfoLMxhOsL8zTnVwF27Tcnoi0w8VuKhM4u7bSa3xPAZbRvsFbPPd/OsC0hnuwIAKwXPyKeqKs6newqOOJAjBf3sdhNtC2Lb5WbC0iH2JzPHU1RbBueYWVsYfJjf6BmNmyB9DpF5L+OD5RAOZvQm2HAObtFdO5PnhCDpTnbzav4qzcrNJpaYYTD8GQhi5p+MUXiWRcE30Gnya7/Amg0FSUPAyY7zKmEwl7Nt7GeFcjUQ8fZBRK52xQbI4G75QvJc2mc/X9uZyIr94mhTcc9BIuWM515UO4O1sBiDg9VCDh9W1Nfy2M/ew0s2yul6sWS+wJ7yDrkOfq4m0czsH1jtX4T94Lfs8k1Pkiqt2fjuQzWB0ZhPHC8s1zjGp+N4bOfxpB4v59AIP326wsrZAoS6Voj9Dd2vPt3C/KcaBwROgQ5tl7mmy8JkSE4vcF9K/O/2lDTTGKaxZSo9jF8yCeEDA7EZRDeja9KIGFKnxuLeMxsDMw+Y6Y5ICpyQZFNhObgfztPjOHgvHss/JMcPNNf2Edqcn3QaTQpOY/TzShC5ITKKbcKga5gNvTjoCOdtqoD88dy9KgRJG1NRxtyG9SrJei2Lb9i6OvEJ+2JjZCLeoEI+lO11//OQPJT1xAhtPMnpiY6tmuMKttOs5h/W+jaFeIqbpLzM/2yF4IrWc/b7pv3Br8qHav4N59nMyGiT2Sgf/tUwlKUZ2UN8r0viHVQYedaYOGyv9VekfhwDO6Rz2HBiFYKVd8mF3G9+1/JCvRa/hQt/fpg2SEwApIdT1Cfr2j92p+Ota4SSrHPyg/wlCqYtm7XpR2wpaI75Zu96Jxq2WWxnsGEQc8a5v2BAgkejKeLzRWMD27RfiCeg8lnwMgGVZF/LaO6u5vTiPvysuYH321FVPLi9P8V/5z3NR09f4UPc3+PdFAydF1er2EHy3MY/+gjXYnWmvt9ligWSMwaFBcf3SZtpM/8eecQqs7gluwV7/IFbTxIO8PyH46T7DjA2S91do2Ape4DvGf4HVA4gjRsBEIF2R/dP1CTb1Sl42e8hbxog5m73KwfdkgAPhU88gAYhrgs1aGagjPcLCpB3u/2dKr3SRXTZ90RrNYKY5ODsrGvv8CtaCtHEkw5BjSf//11EHZTia41hxfnmCre7ncZRJLA4DrkVxwsrUqqLPJh9ydxMPTS78UgCL3CPfC0VAsWt2FNTMqkQxC75fughdCDamIqx/5yWEovBMuIKUnvm7KnUMb/dEj3e+8syZkiTwaYZJjhNz+Wr5p/j53rSudI0L/N5BWkTNjO43E539eVmwVttNtfNM+veMdgXbi6z871oToUmaqO9mSc4BFEWwsM3L39T7qEm9TWH4GdTQxMugx4tk9GY8uwoYK+ZSNQgeNtx3Iqg1TwkpJI/29/HhsgXE4zPL0VFVJz9oaZ/4wJOUsy1nE92bnlDqenpiU1wsEMrTRytiA2AwZLN3zyUM9EuiywcJBUIscK/m7U3nY1EUqntTRDxx3p9tZr9BxZeazKAg+dT8CB+KPEBFW7pqsD3WzQ2dX0dZ+P/4j735M869OBY82SYwKPOYnyVo9IM7DrqEjSsOsiM+WjDCoThIyAQJOdwHHQhsZ/6KJAd33kQoOrcFnC6t1FBzn+OlyMsg4Kemr7HhzPPZsOdaIkO5fpFehXyrgw/XxbjnoEprTpQbVkBirwOt0s7XenuPgVj58eWVLsHKul6ysksIe9PflVSTRGJeblthJBm3EY1ZGIgZ6AwJ2kM6K/IU2kNyXLnoQ+zwGVmamw+tmYuzTkTSZJu1nIdoCvR8L+61FqKWAFeXdeOKWni5r56tAyfZQHASYMttYod/B/uyv8jiisV0JjrZGP0YMxUsmA5GoZPb/PaUIslzZRBIO2Xn51s5w9zJ5mQp3bMQxXlLXYo/ldQQVRSypcaGXZuQJjPN1nnsG2dILrBKGOp7B8MnvwrgaaNkmpRbM1v3XaWX8pOeeSSGrNoN+SnUHpW3j5NqaqEV3m9uoMS4nP5do71L1hwzP91oo1+duAM2SI0vuzexXPwZedlqdNszoHjJn52ooTlF6kVEmi8aM2xLNQr0pYP0y2OrAjZbbIq9wzn+6yixzMwo8ZoW0xk7dXNJbMKG2WImHosPGSU6S5ZuIxYb/V6oqpPGgx+gu1siagXPBp+l0lHHnq0fRJEqX8nKJ9Kc9rJFvXE+My+X/+zrG3WdEfc3SP5hXj9X9v2IrNDIAGFbvJfrO/4LZeE/8u/7Csb0jJ1IpHTB7rQwH7EouE06A/pTwwdIuMp2FXl9efgH/SiKgrvAzbasbbwbexeAxuAeVi59kj07rmIwNjfPfGV1kmT2s7wSHSmh/Zb2Ih0LW7hh/98RHkgikUR7FeqzdW6rFwST8I4mMNZHaU/GybWpDEZTpEuWnMjfz8xylO7tsPO58n7wpsNsUiJGypTgsfiQ1o0F3C43WWVZrFNdLNg9n7NLqvlu48RFXXd7dOLF06+nEJ+FXBKAv53fT6t9J79JbKVf608XJkjBRdaLqLDXsHXgdCDJbFJkA033oAiFhJ5gq38r9c56Gn3HtrbG+QUJukOSFRY/kaapJbOYtDhCWLm6RsHVu4ntxjPY3TvzBNm1BRDPt7FHSa+63Ort56HAPHqjE/+O88zpuZtic6GfxEqYhzhtlMwiujWXH3Mj245QeiiQXsgrJDbLSWQWFc4tljzTMfYLazNIbsrrIFevzlit3ew08vtznbQYJl4Kv8mxnw+mfk3K35D2FDoOTHTKCUV44JP07Mkcw2xdHOcX7v8kOKr8zsnFg77NfKXyDOLxt6d9jT/1z3LG4QnGM9FnuLbmWtiT/vcZZ8SIxUYXO1AUK22tH6StTSKqBI/zONmWXHoP3EIsbuSfc/OJNI5c9k8cDGHPVghrmX9PVU7Blysauajlm5i0zIpO1kQ/17V/DWXBP/Hv+4oOOzfmBonLJMg2g9skcJskToPEZtAwGFIoqoaipFAMQApebc+iJTi+8yI3L0RXcjgM7iPGOzH3WrCa7DgK3Qz6+/D1+qjsqcS+wM7LsZcBKKKUfXM0yb+mLo7H+TjvRd/LuL9da2LLkkep7akiEPSjaRp0Q3VFBW096dwqIQRZUrIUwEzauMovYp9ewtPtk2t3rkWyNEfQGoLmwNwKG3yh1kNDMocn26Z3D08MdigGzphvon9/AqPmJF8dGXLlT/jxJ9Ir4/NkPSQnG4YjCFuz0uFg4xQhzoRqNBFVZ8erLqXKs5FnR30NvXovC0xJ0jo8JxMntlhGT0SS713ItSkzB4oPsN23nSpDDY9PQwBo+kgu0PfTs/t1FINhGrIGgourLDg732Bv3lls7Zi5QZJlhjNLYnzTli6SeH3Mzwv7NXqj6ftNhNswNK+xTF9A4kTitFEyi7xY/Al+t9d0+N9mVRLq70QpWjDr9/rSPA9X+O5jxcLb+e+92aP2K0LyiYoBrDKb0A7XqM7faFF5+vwsdhrHD0Y4w9LHZwy/QwRf5/iLGU+PZOJiAntqQI52I9gLDfzY+f+Inpyq1CNoSbaw33s9VbZNTCcGzWAq4D3vyblSdIjl6npq9YU8ot+TsT8vM5ZhbjITJ47LlcRseQr9qJFJUcx0d11LUxMo5Qp/NvwZk2JC776Lfr+VTxcXENk7Og5Z6pKzsl08M+AbtW9joc5nszexvvEHEw4zlqSHa9u+hr7g3/jnPYXjH6tCvhXyLGmjwmGQ2A06ZjWFMCQQxgSocVAT6EocTY2RIkZSxEgQJU6MmIwR0SMMaBFaU2GCySApfejXLoEkCARrl67n7PBGnt6ffziZ/WhKSlrpH8pbNWOmMFiDb7fzsMaFQ1TgMoFedwBbhw2Gcvs3JV5iML4KmFzS+2RQhOQj9TEcpg7Ke5czv2A+lpQFNaVCArS4RjKWJBaNoes6XjxjXuvoMlq6roOU7PAoTOa3pgjJbbmt+Ab7qQLOt6vYnW40ZxHP9ztmlC94NBYVgj2t5GtNfLG6kscHC6eVFP5Ii6C2po38+gr0qEKOtZJ5rnmEUiESeiL9v5YgrsVBY0pqWB7FTWlRCb4xKmePhSM3j65ZCvWJSCs3Wm/kgdgDh7e5hIu1ybWkONmMEskXyjvwmQt5uNVE8IRM2hdsi2RT5dGp66ljY81Z9PTlH9MV4bOLINJ4EAA9NfUZjW60UDy4hf6SDWxqmo05g+SO2gj3FlSDEMzX4tAWpmkK/lG7cqia+6lRwPe0UTJL9Jdfxr90rEYeMfE9qxiSA0lawrMbL3l9VZIrffdQ6N2MMeuWjMd8qi4MWpL/rl/G2nIjl22PEhqq9qMaBG9flMMblnEMEin5qvtFav0/g5M4ilpKO5HWawj0jTZIVKPg2bpfE9VPfoPkEH8MvMU/Zm8kEX996idLDZMwkJAnq/kJFw7cQHifgS9XrOHF8t/znj4ssiCk4NLgpXhi6cnngoXd6PrIIHghjAz0X8eBAwKlROEp61OktBSF4U+xqzsdZjBeUMcio4lnjtp2dWWSTymPUt/y2IjtGipxcy4xUy4xUw4xYxYx1UlMdRBXzDilh08tMaOpGqgpzEmBIaihC+guaiUqAoeNiqgeZUAfNiri2tD7nmRWZOuLbcUUJQsw+tu5Oq8Haa3j/hbLKMnNmGHP8GdhXoTWc9REVQr0ONgG6hlQ3qCsuIyOZAfeuIdldf1saygC0lW2r69M0hEz8mJnWjlwgTWIQU9CKkanUjRuVXmQXFelY5ISJZKN19NMj7qGzrDgnNwQqqqRtBmJW1WSWQo6oEuBjkDKtJmxK6kii/KJaoKFdCB1nQe8lShCIJH0tEv0SXr6dSn4g7eKc4rLcRpSWEgiZIoUKkuzNbrCyqxNJM8oBM2T7rO93a2cZ+jk/PqF3Juhnsz4CP444OZC+QrJZBJiUGX5MF1RFaOQGJV0DS6DIvEWSN71GpisM2RvyExdQfEIo8RgMuMsLMJkdyIsNqTFTtJkw9DfTt/edEip2Z3FQHJ2co/8mhHL3hR3Fd4FOoQDYRLxBD58ZJfmAMd2kmdQ5LQn6ItzBL7+HrJLrLjNeTN+lwyKZFmuoNEvp1WUNBMFVliaOsAhd44hZeH3TaZxz5ltVtsCBPp6pnWuFCpuk0Ysq4wnm2Ynd+OWuhTbCovpFkYMUufi/kF+3jw1B4KZBHEgqc5OWOPx5rRRMgtorjL+I3Ub3YGRE9/51jAxVeXt8cPMp8SCbLjN+BKFPZsBqBedHHY3DnFHbQIl3Msvl5xJRCi8YtWoWGCjqjWEELD/onyeso098TST4gdZv8fue2z2Gn6ciPo+Qd8uI5n0532rD7BT33zsGzWHdCQ72Du4gVrHm0xWc99iWYI3tIytgwq6fHxuGzgNqpR62vVmtAnW6uqVRUT2p7u0YJvG2vYbOGvJlfzB+QN6ZAc3W27G0zLsDVeVo7s/Bb/vOnbvVlAKFf7i/AvhRJgKRy27dg9X0Y0KiUVIDBYwWCSKWaIYQTHqYPFzbZWG2ahhUFMYVI0S6aHBVMeOrK8QEoKIlITRCaMREzHChAnLMEEZxJdqxqt5icmhpQgNVE1ltWU1y+PL8fR4kEjedL2ML+GbjY93UpyZOBPZINGG/pPs5K7ifH7eVXVYZVBVdBqDOw+fU6AUkBpDPSPSq1C5qp5mpZkO0tUKS3L2sY20UVLvFiid21hbvYAXO51UWeME2/djNBoZyF3GoxNWxBY82KwCNlRhpcaVR8NQsuhOz1QmmwrnlEi8nh6yiyvpjsDwxHtqk7WeCDzQrJJeDZo7L/xbvZKD1nXYDWAzQFKXRHvFtJTdmgOQrFsMHdsAiGmCt3qOvM6RCk6Tv/57fTqXFIz8HmwbL+WxQDGdEcmgH/Cnr/uVSgsMGSWKw8U+/2zkekgKlDABwNvrxWg0kkwmURQFq92ONqpvmFuW58LNVjsRi+SgHuJ3TVNbMaxz6gw6V3NP0/Q/m5V5guXZEQzOXvzmNtplKxf338hDjeMbDqV2QTgl8U2Qz9AXhT8b5nNVThORoB+BNinZ3tlDkhdsZ3omCegrLiTp7+LJ+EJmw9OzMk9gz1X5iynt7Loz5OEPe6b+G1WHHFAxYYGTNp5lmNNGyTTRpU564V7wSN6neOKol8lpBCXQg8Vqw5hgUtVCJ8P7C0JkR4YTVBYNPsV5xct4aSjq5ooKHbu/kUdXnk2fSH+9C5MK9a8MkgR6Lijg966xX9wiNcp3LD9A+jbNUouPH6nUKsL7V6AlM4Rtzdf5KT88Dq2ae37rf56v5lyIlnh2zGMUxYaqnElbbzVvyXZejTx2QoYjK1Lh2oNfQCahe94uHuZXJETm0e+y4K2MkGmXENtp4XrLP5Ba3Ub//pFqP+0dRdTVXYrBsId4vJVI+Hq2bzeACp4SD+tYh8lswpxwsnJJPwlHO46USkpP0lWYICaGQp9khJAMEdJDBPUgAS2APDQBPDToTjUBcei7MGLkjsgdmCIment7h3YJzhPn8SiPTvGi02eLdQupJSkiWoRIKkJKT/EB261Ejihno+kKWaYcBmJpL0yf3sdyl0a0P/NEyZhyssq3irA7zL7EPgLK8IrsjkFJSfkaXh2qrr4jYGWty80b+ny2tkxt4NakoGEGooCvdAnm1S9FyxD+eSIS1wQdoaM/o+mHh93baOBzpYX4BnrJNaWAma9UJHTwS8OIeiVxYWKHB47uiIKq9XBQX9iezYH2mecglDsErUknody1BFPgi4FPQF9EQkTAMU6tOytbZWBz+juqWWNnqjOGP7XOzFDbWAyu6j/zVPA9otHo4Zpi87N7GKqTPSZXlYQxxwb5ZW85gQkWEFqCku8Hq6l2QXnmtLo546wiiDQdnNa5umLgz3IB/ohOIIMoylSxGSTnFoX4H3c9AOcnQ+w9mJjWCpdMpN+ViD6U/HeSc9oomSZPees4r3gD+62r+EZLPZBEFZKzigVL7CGSfc0E/emX5c78Zl6OV7N9cPxrTobv73fwRt7H+FDtpawNPEtl//NcUtvNS90lnFUMZcE9vLX6bBqUtHfDKCUffjdKKKYROTufu3PHfmlXmT38g/gGydD0pBpPJKRUiHbezmDb6ImENcvAPTn/fszbdKzw6l6e7bVyaUERieRIv5DZXEMwuJqWwUJ2Ght4LfK74yFXP2muER8h3Jt+Z91vL+DT2d+haeHb/EneN+K4IlFGaq+DTJMvISDe7R+VF9DRrtDRngecRUXFObS1De3XIGtrVvpvFcJL/DyffJiUf5Id/ix+ludZz8Pb7KWwcDi3RMlVUMIKilFBl8fG1dgUHO4TqhxVrE5cw8PbCkYdV2ipO2yUbI1t5ZzCCxDNZcijwlKEKgmILjw9Hpb2LWVt/Vp2xUZOrJ45IoF8U69Ok2Ue/bGpT66d1iTBGcoN/7zBwsLsYy9beiKgS8GrsQqWiz6cIsFsGCWLcwQev4/6+Yvo2ZNeBTHqmX9fXmlh6dJVSAHNlmJm4wfWHoL2jKt4x6MjlJQl7AySxGRV2Zmc/WKCE9EWhHoZJ5oaGc4aNrUB5YwXJqkDB5UyNDl5Y7E5kP7/WHKG1Uugd3o5k4FVV9I+OHtyu3fWx/hjcTUpoVAgU1R3Bfhd3/QcB8lY+n0JaaeGWtxpo2SabO438nbhR3j0oJtwIm3eXlWpU6u1098+0s3i9wywRvWSXbKKlzPXZ5vavQdg80AZK3I/ws11lxAJxdhQBOe6BnhrwQbeOiK2MCUEf1xro2aJnQecScbqNK52tPKh2H+STI6d7HkyEQ9/mIGdbo72HAgF3lnyKIPaqa0y9efgc6x0XEOO8bcIYcRk2kBHVy1tKSMv6i/RmepMfzQnqDECYJJmKg6sInLEdxj1poiK8Cjb44Pxj6AlM3fqxuoB/J6BEdsURTlcpwTEsEFy5DHlCm+736Y9cPzqtmhoGBcaaVfaKXAU4Gv08aj7UVIydVzq6ZyffQn+1rO4pzNzeIkxVQm8mf6HgN8pv+HWMz6C0lJEqCs9aDrLdLSKHu5XH2Jj7kYMBw1E9kdYkZWDXgSvZ4yvEGMm14/HgqpBgu67WajdxDu7qqZ+gSPYO+vS5ye2WtKRbBmADfULMGlRwD60dfrtX5qlQQS8VhdFa85EU9Qx62Q93WWkI2c9WSaddzpOjYnXkawvECSGfhvuSpVnO3WO9XvRHoKNlAPvjtyuNbEo5yz2eMbqbAQ/bbDNeftmitMIWYNN0wrdkqqRF5LlwOwYJVdU6LQW5KYdx1LyocF+7t43ve98XhZEI+mc2MjJv0gCnDZKpo2v7hIe2zXIkUngT7QpLM6pImSuosQuqbSlyE324+3tRNM0lthDbDI4iM7Sy7NtULBtsISLyySLglvYV7+BJ0wjZeEk8K5R410jjPXS/617K2v83yIlT/7COwBSryLSeDbxyOi10NSqHt7Qnj8OrTrGCLhvcCsfdd5Mnz+LBlMvz0UfJnUSLe/mKPkoOSmOFEWyL9B4Vn9kxHFO4ca0t5BEBkGG/IUqezw7R20faZSMRiJ51vYs/vDxLQb6QvSFw39fbbkaZdw0+5lhVIw4jA6sqhWbasOiWDALM2bFggUrOZElPLK5cNzE191755Nbn89gLG3092v9/IDvcMaCM1hcvpiYXkifbsRsbqM31ssjqUeorKrk4tDFeLo81OFhRf0Cft3iGJVEP1VWzOumw/Qz4okYEeUXLKj6IvtaJq6jcay4sUZnf0Bl28DExx5vPlKXAASJwABfqFUgFgCLi+815kzrel1RlZyi1eiqxkDnNgDMWZklTX1xeK0bxpeYOHk5y20ieCC9ou91xoj0HB9D1RwvO/y3y+hiiWMJxZES+h06ezwnh/E8FteVxRh4ffu0zvWt+iBdA7MzN6p0QlWZgW9b0oqpN0f9PLlv+sb9ZblefJ3pcWyFbGQbxbPSzuPJaaNkmoRSoz2FCV2wdWiAafAL0svcJbyvqIQ1aiu+9r3clZvFXkMdz3fOzo88xwILtGaiS1Zwny1vSucKKflu9jPke39xshUxHxMpIdT1Kfr2jzZInFUK/2v45nFo1fGhOdnM//p9eDXv4Rjhk4ke2cG38z/PxqILObP9KmJ9gj/kfGfUCsF1qbtIRIYNEtWoYHMZsOQI9npfIBNHh3IdjWJTDtdgOBGoM9XhaHMQIZIev8Zovlk14zA6cBgc2BU7VsWKRVgxY8WIFYO0YJAWVM2C0Mw4Uw4Kgm6McRtK0oSeFGh2hfujHvoT4I3rhJMw2UHTE7JQ4PkIBsd3DssKp0jxevR1Cm2F7O+u4a0enS/NK0QoAikkXVoXb9gEVSUryfbuI9S+jzuz3ewy1PNS1zTViPJ0VOvTxIfirTVdY9B7Ynl03UqSG+1OusORoZoEJy6OYCtBvy/9j1BaP2mvu2ra13v1sJGh8Jn6hYTa9/LaoI3jsvx3HFGFxJ7yYV9QhB5VeSXm4cjfmt0oSWrMcb2iNEl/HtfL6zFZrRhipTT6XPyhUxA7ecU3ATApkrrQQXoSUzcsdNXEc/FiZiOxXRGSqyuj/MBRA8BSLUa4NUJnOMMqvZBYDYzrmMkyQ6D7iFB7bwel7io6/SdH7ttYnDZKpoklOnlJrdd74G2lgjtrCwl37qZM38wX6ur4Q1c2PTNQozWrkjsKu9DcBfzAXTbxCUfgFCl+5P4NqvepiQ8+iYiHPsbg9nyODtsy21V+X/rtcb3jpyJebdZjTo45b2jP80bx81SW1tIpR1YhNUoTJd5axLIkAVc3HkM3XjGAJjSyGrKGIp5HM9F7oJfrs7VaPzkkOFQHuWouOWoObuHGgQOzsGEQFvJiRcSsIcyOLK6w3waoIA0IzYiesqAnTaSSZmIRA4Gkgi8BXTEYjMmhZf3Mg1ut3cI1nYesnPRgZprnYvfhcI2pT4b2teZw5srb2Bn79chHFHJIAUrQlcrn/KzzOai2Eu68nk1dbjYB+ZYl3FQeINC+n0o287eLlvGrRvOEyj5Hs3tA4eacm3Dan6BMqcChV7A3B145cexMLKh4dkj+ZpWJrzfHj8nEc7oIRcVkMmHPzic42Iszr5hNLbNz7Z822jm7eA17Ov+6DBJIizD8T7uFVXkB6vMTvNA0nK+zNAfOMzcTtpfyy4Ozr9aWb02XLbCQ4v4mA6/1msi3rmFL07EPH5tLrqlI4dm0ZVrneldfTW//7Gh1f7g+xbNF5YSFilXXObfPw88zhA0D3LUwRp27k92D5fyx2ZTROJmXBbp/5Di2Jk9nca4duwJWJa0S+Y5PYVfvsc9Tmi6njZJjREoX3N1gYUXeas61tOHrOMhVFguBooX8vkllqp2AywQfLekBk5HvFNWns3knSbkhzLfN3yXl2zrFpzix0VIrCO07i1h49Axm/4qX6dBbjn2jTjM7CGiVjaM2uw0uHi39IXtie9KRlKl0fYwzvWfiTY5tkI27UqLAe6b3Jm+USDArZmyKjWwlG7fixqk4sWPHImwYMaEIM6q0o6VsSGlA1wW6rqLrCrquoOmCWMyAPynwxhWaYpL+qDyqrsRQqExrxlaMwfj9QmM4hjU7i6h3+DcTUmc+OXxz63xuWn8bTwSGBQl0qR9WUXqszcAN5jPZt/98UvrwqnN/DP6vwcW6wrWcaWzDqfm52THIgbwFU15dvv+AlcsrruWlQTWjN/J4YxUquoTELiOfWqbxvYYT1yX953BNugp9QPDFWjNvhWYvDC6lC16cWg3FU4pISuH1HnidI6V3JZUOSdxcjENGcRrNs1LHptQOV5TEsMX68Q30UqgX4jPmAoah5P+TJ89pMihCsjjWRF9k6pNyabTwfLSQ2VglWV8I8XwbW9S0WMadwX7u35s2/uZnS0xCkGORFJhTlDqjLMp7DtXwCmc5SumL/T1Pt42+ZiqDX21Jg0IiMHJHsPrkcsSeNkqmScyaz3R0A7cNwA5Rzi01xTCwF3PXVr5YUcKL4dJJq3NZDfDR4i50LclPqtaTEpOPtS01K3zN+CtSwVPLIJHSQqT9Yww0Z5D/zTfwrv7KcWjVaeaaAW2AAW0AgeBO9U5iHTFisRheRhskJoOVOtc69nvfRJMjB5qcHBe5uQotLWGS1UksioXF7sUYMGBSTGTpWRSEijGJfMKY0HUVTVPRNYWkppDUVeK6IJQS+OLQHJ94lWJspr9KMR30PBMcYZR45MwmxwuzoS0k+f2mxVhN/0lFUZCc7EGSwoovkV6ViaYgO5HgMyWD/KS7fFRRv3d64R3KuakW3Hof1YHtrMxbydaBqRkXT7ZNruL68cCsG4gCybhOYZ+LVXletpyg+SVppaT0d/SSP5dJ1ow8zbQRPNEmAOvQ/7NDZ1jSHjMz/4htPcmTUVVOckWF5Im28ec+HyjXCW2b3irJ4Kqr6eubuUHiNMIZJTG+aS8B4JJEiN3NqcOrH59d/yymxCBCGUSIVoQ40hvWSYktDoz+jrYPSM7IcRAJp7WVs9zZJHpGfh6aVaXVe4y1l2fIaaNkmiiJ6X/RuhTc12ik1L6M60u9eDsPskp0c3b9fO5vdzAYG3syUusSXJndScjTxwtnXEhATL7I0gKrgt7+zzzrgMuHVoMV1Y5qzAckWqJvRIXrWPR62tqKKK/ow2p9YLqPe0yIeT9LzzYLmQoGhvtT3Bb/dw4ueZ0n9D/ANIqInebE5sPGD+Nr8I25P8tWQG5wOf174lTknU08u52u4AEAFix0kZt7P4riRdq+wD2Ni4mnziKu6SRSOglNEktq6BKmpjh07D2OBkUiZTosZLK0G3SOFPftTs1EDEFyiaODlCnOZlHHWz0G9rdlQ1s2bw3tP0RMMaPGeomPaQMJft84HNL1vsABOiz101LhOhExSfVwqpenNcYVa0xsmaWE2rlkXXYUo6+N7SOmtpmxGyV3VfbgI49Xek20BE/3vccXwVPt8BTluEzlrEmKI0I1TyYEdXobVc6qcd4pyWqtlf5DuVBTpMqtQ9/MV47umBfnt3mVIAQ5eoqqviD39A7vdxoPkNIbMp4rBGRbo2QySjQp2GFcyNqCDnz9Pfj8XqrLNEId6TlhvMjM1lwBJ9kq5GmjZJrkEmCmeu2dYfheYzZnFq1lnaENX/s+rjWZsZRX8cKgi2qHpMCUwCliKIkw8ZCfSDiEtxdCa9/HHmXycaYr7OBr+jzh+ADPRSC/fDV7gz62+bqQpPNj/nP+MhyRdNFEXV/Ju+9aMBhC1NTOgo7xHJJKXohv11K0ZBx7gYHIQIqjyzfEAinK3jyDCzdGeF7/0/Fp6GnmhGut1xLYM7bofYm7FqWjksBQWF9oIImjMN3JFxRkkZf3A4QALbWUxzuXcHBgvESv0QOUSZH8TY2fHza6p2QMzAWfLmpBMVn4bsvkVVjeCoS5CrC6TXSUGHmpe/ru+qsqJd7eHixWKwePSt6+okKn0hLjRwfSCec/bbChivlMNOgPh3S5uK48wt0Hrcf9c54NDKlhr6Yjx8T2xDEu3DBNXui18v7CskkFCryvWOdRx70Umgs5I6eOy4OlxFMlvNZvYb/vZJwMn3gUWuGsIo3tHnVKRUIDCXjxJM7jSVlzudwa5EdBR8b9F5VKYvu3Teva2QuWENQ0ZmqQXFEhOZCfS6eSnmrf5uvnl3tHXve/376Tz69/AWNiWBU0ariMxxvWcFX9O0POsMykw/7K+HydA39HA5HsZuLJRbyVA+92+046gwROGyXTRpnF9es3e+BtUc4n6vKItu8m0b6ftQCRtN//6H4mq7aen1onH9O72p6ir+FzxFLBw9vub9879Nfwj+PdYJzzhhZepG5n5SqB3fYSQmmZxlMdG6ReQWtgJfpgEmeFyt2l/8wNFZ9A3Tx6UmYwKbyqP3McWnmaueJcy7mIvQKZKURHwvz8M/HtM5I8wvtvKYzTPLADBNTW7USItGrbtoFbeadj6soT11Zp+DsaWJKzdlYKpM4EYc0ipUytWz8QjjK4MI/f93qIdk8//thtkpSG9hMBvNkL6T8igu795ZK8vvdImkzA8sPbp2JcvNML7/RaUU9+ewRVSBRNBSQIiNVEeOTgyTFBbAzAz4KTUzLLz+vhzagXb9zLPvYBUJ1Vzbmma9nvm5pa5GnSmFXJmYWCBfYI5mg/voE+spKF/NE/XpHDU4/muJ0S3w5yzMvxZBDCWG/owd/fO3rHBEghiOaV8rwvf9zjCqzQN45qXqkdyook3zO7AbgqHuDNRp3UUYIWe/vtfPKJK3l//ZnctOBRBDG+8pcLCScMPNtwGZMJP/1zXxbnGwz09nfRUlzPuy0zUFA6zpw2SqaJGEPVZzJcWanzeOvIMtq6FPykwcYl5Wuoiew7HCd4NA6Xm7tL5k86sX2dPUrb/s+i6WPL1xgw8H7rxazDBGwDQDW8jsPx+mQf6bggpYmO0OX8IPwjzll3KVvkmwSln58bvsnf1XyfUNPIH7OlSiPByS2Xd5phlpiXUNxYTCJTfR0Ji3LPpX+XzpGdukTite2DKMybl4XBkE7EDsVu4aEmN1OX3JIU4cNeVE29rrAxV+ehNo5biNH3GrOndd6vZrA6cojbKsOE2kNkF5RwT9ORsc2SBWY/UZNpQinmiRFoJ8fcfVyyzBDFh2rMJnuegW92nOCawEcxGWPSoEiC1v2j5Mg7I50MxNxTvuc5JZL3OVNoWIhKiEiduK4R13Vawypv9538E3KnEe7IPoDJnkXI4OJA2MKbPZKELjirGNaYewgOdJPypIh6hj/ad1IVx7XdM8GqKnzFmctOc4qHe7zYDQphbeL51fOdcKfbyDWFcf7U46I/ODy2O42gxvxkFZfi657ackHh+rMZtGazM8NpdqNkvltwdp5Cng/8lTqPdAkaA0d3SpLrauL8IKsagBI9RX53kL+MU5v6Lw15/KXhLgpsScKJI6fmE7/XTQE4v34htO+kyr8Nh3khobHjYk9oThsl0yQlpvfR3V6bJDfVD5Rk3P9MuyDHvJDbyn34O0bHGaaSCa6I+bjXmjuhYVJtEbTu+wz6GEURHYqDKy3vZ2VOFLv5bRKJjik/z/HEH7mdXwQfAwGv6E8P7xCS+4r+m1t8/0TEM+wh78o5cOwbeQqiSIWrlNuIihAH2cNBfe/EJ80yxWoxqzpXEU5kUFWRsCj7fPr3jM6NyKpPcTDox2q1UFB4f/pwvYhnu8+mPzQdg1Xw3aY8vlqv4nvXhEORfGFRkh6bxh87oPvkdVhNGUNkEKc7i2dDpUftEXz/YBYfqHRRMLDteDTthCPXImge3E52RSF7LCV4YqfeUHxesWDZe5dTK85Cc8ZordzKC6GnmO+cz7b2qYc+Ow0Sq8+Cf78JExzWqlIMknq74IwSJ1EkMSRRXRKRGmFNJ6TpBDWNQFLDl0wRSekgYGUuVDs1wppCMCHwJ9N6D4Oxo1Xvjh2XlacIdfkhkI6PqBaClZUVvBgoYLcHltgHSR2V85VVWsubo4UJTxpuLMghvDdEDfDv+dkkAknM2SaiWUYOyCSveAMMJkb35XFNkMitxTjQwOU1Z3LP9uH+O5iE+6ILOXdxNSXz+rD5e/E07CM+hrP3ECZ3Nt1JyXP9I507i3PggtwAureLYuMifG+b8ZN2ct2xNMmWHI3HWoaPv7Ve58XCEiJCASm5wdPHT/dPJj9F0BcxTXBMZu5rMvPx/GyCPi+XlaV4sPHkNNJPvZ7wGBERVqYqFffR+jha+w5SLjel9nROSSY8cfj+wSwuLltDfWw/4aFiVRarlVg0iu3d1/mH4mJeql3GJnVsZY48/x9oGadKe7WxmvW5XiRPMI26QseVRPIDPBzegV/PHETbK7v4zrxPs9ZwFmsi52NrL+AJ9alMefCnmQI2HHxq8D8JNaQ7vKVl5/M/5Z8+pm2wCzuXBy7HG/TiynYhdUnQPxSaKGFR1gX078vw2xQSj+EAqqqydNkAQqRjrZp8d/FM48xW0IJK2lMmdYFvlwmLkHxmQZL+Mo2n+uCAb0aXP8GRXF4Bz4aq2DNO0myxKUFqDmWbNhbDG90nh6RpgQWIgTfci8uYoMhWN6OaVSciy20GYrtBxYXa7SKrKB0OU8Vi3pxG+owYo2ionhLE/WD0BzECmevCA6iAihBgMKso/ZJEq4bRJlGtEoMFFKsO+RF2CJUHmycvIjNblGh9JBwODFnFtCRdvNaj4Gke3t9fsgBHZFhNymg08mhfzjFv56whocqjc2gqFB5aYk72RKEnSi1QK4w4Cl0jjJR1bgfrBkF4Fbq1/WT791NqLx4xp2oKQFPAAlSwIq+CMzcuojDcjdLXQf/B/cijE08Bx8oNJE3ZNDSkVU6vKNco03sxaTquSDmB1gJ8R9QMEQiCO00sK9CoWRDjvhaFModAFJp5d2hudmPMx3MNc98vxTXBXrWWMjZj6djMwoKz2TtefNkJymmjZJoENQNTMUpur01wrf4Mrrwedto2YlAbaMqr5U+tY0vaPdsh2GSaz53F3eh6gh8uPIPbg72oO7fg6+5mZXc365et4v+yyketmpxhC9HY9sS4bdoZ20ln382UFIx72AmHri3hzaCFnfFd4x8o4F3tNd41vwZ1nDZIZki+KObDbf9EsGN4WTjYkaKssurY1YDR4WZ5M7quM7BogIcjD4OA2/XbCQfDLMo7m/7dmX+XWUuiNPQPkpVlxWR6FIBk8nwebq1ElzPrvHtSKYqECQ6FtUhBolnnqvmbuCSnk92la3nKW8oLXSPDNk8FPlKXRHZsp760lj2esSdI9lg/3jksXrrcEWFddZAnvYVDRqDko/UJtngtU5YSnmtcJonN7iCQVc/PmlUSJ23fNNZkS5KdlEQsKomhkuC60BEIFH/dtO5kEBCz9pC1uIBwm5lkcHq/IykhGdMgBiBIBAQcNpJUDA4n+QsGgcwJ1HOH5MVQCdsHi2Eg87P9sVnhi1XleHvaARBFC2jNLNw0bQqtEEhCdCYifJPEogriWQaUAYE+VlymhNBRRorqSRBJSaRX4lySzUBPB2cUF/Jwc+b51LYB2DZgRxG1XFBay8r6dTjCfUQb9xDqSBd+yqpfSOegB1e+hc/XSTR/DwWiFK2viki3im+c54j2qaj9Nj6zMorXGeG/bel3vFZPYOqK0HiMNCye7xR8obYGX2cT69Um9ovicRPlT0ROGyXTxWRjVLBsBmwGyUUlOlepr7OoLS2rW8YrXIyRvuxVbFh8Pd9qLMEzRgx6mUMQDXh4efU5hIXKT1wlLNiQx9Utu/C2t5HYsYWv5HfQUT2fhyzZJISCU1Xob/3viZ9BQLdUqDZXE483T3z8CYCULpqC7+Ox8L3Huyl/dawX54wwSA5xjnYFvxM/nPP7Z6vZXK9fT3QwyjPFz9Af7QcBZsyEg2Hm5a2jfww7VSiS7sg+jEYjCxc9P5TcbuX13g+yv3/m3qSDIYWaQkmkR1Bd3McZxS+Q3f8kYqiS7gL+yNlZK9i56HJejdfxYKuJSOrkN06qnAJD7x6SwP7E+PksieghN+bceA1fHLBxRnQ3Z6mdXFg/n4NRG1r7Ds4uq2frgHvUPXPMcGuFn9aEc1zn0FywfVDwUnwh0eMsjDBTzi+FV7vlqORdEPy4X2f1vAA1ZhN5moWYwcGZ9jN5d4+T6dSOebRFQVTlku17D82uUTKvFqtuQ/qcBFtVGNWG6ZEKKdiZ7Rm5pNalsDxHo9gYwZSK8H8t+Ufl5oghoYzxnkPwYH8xV1oHUQwGftU8+zVGbigLEulq4FF1VcYE8tkkpku+0dvHvCIrN9icJA4GJ66BI0FLpQ/KXqTxK385F5q9hCbxTulS8FwHPIeNbHMVH1xYTPG8ASxRPwHFRLWhhkijlZ51b1OjL8W71YGYrBiHFGBMcX9BFYfUU67s7+cnB6fS36UdKX9oyVzFfTI83JvLJaYOkt4O3l9dxdNNJ1ce7WmjZJqo6uQ+uo9XeVmodrG69RcjzydJsXcTN3jfpa7qb/hF6Aye6Ri5XGw3Si4wN+OtWc42dbjz2aeY+Eb1Sj6WX4J5x2b8/X04+/v4l8oqurPzOZDTz/bo5Mo+P6c/z9rUQuDYGiUGaw2gkopO3s0jJQyEbuHnwT/MXcNOMybNYj9lbBi1vbi/HuZ4tW2tZS2LOhbhDXvpmt9Ff2xYjzQu49SWLcf33tgDtHthjL7BECtXCQyGJgD6gh/lkYMq6VLwM2PbIHy0tp2z8u/H3P8OZFDRzvdt43zfNvLLbuVl6+WnRM2Gq/P78HYlySqt5Z4JYpj1oVUSowLJOVgZ2OeFSytL8fZ2Eu3YS8nQ7Mbf0cAXq8p42l/MviMUwSIpUPUkdkXj3BKFl4+h8vlYobsnG8WWFJeVq0PCLSPpDEs6wwqQAkKY1QoWZFXOSAr4kRaFDYWrOMPWy9cbc6h3w7q8KMV5IRy6gjHmJtRiJhWemYFikYdixWZq6EjeXw6LDP0E+jrQejTCgLG0Ztqy1p1hSVPOIqyqJDr1+s0TYtAT2J0uPD2zf+2xOBCO8p/hKEvLbVxtdBBtDI7YrxoEJruRqH84zlyokk57gsZOwerqxURSI8U1CqwCXzwtEpAJbxx+fdCMSSnh0xUKTmHGu9WGXhzkwfADFNpf5pqzb8TZVkmgeeL5nqsuyZvFWbQp6Xyp2yMeHm+Y6ncsUJDcld/KE6Gqaa2wtIcgVbcQOrZT0Pcuhc419AZPnvj8Y+se+iuizAF/Ux+BQB/ndo7tRVbQWdPyI/5d/wH/smgQu/FQhy35WIUX1WHn5/bC0ScKwc+dRTyx4f245i1MX0to6NvepattcqsIVsXAp2oK0LWnJz541hB4rWfwpYZ+PnOgk4ejC4ja1qEaJlJjEcS1D3F/+FXipxW0jgsHUrsRGXqMaKvAKaaupjMpJNxsuZmq/VWEgiEs9RbeiL0x4pACQwHmaM7YHjZF0pdsoLo6G7s9/dvQ9SX8uXM5kcTsKJREU2BQe9MGyThIYJtpzSlhkFxaLvF2tWAymXmoZ+K49kMx3AYl80BtUiTqDAubxkxZOFxuXjGuIVK8CqvNDoC3p4ONiS18oj6KZcj3E9Pgu425RKRKledd7qw73a9MFZOQ1Iq+SR0b18SsSGa/1Qvfb0l7QRr88LtGA99uyOK/W1y8InRCiwYwr+4ma3kIk3t675NJN1PumI2VF8Ff2gXfbS7gvuhKdjnXkSxdyXuRyUv6Z+Iv7YLHWuZm+vbdxlx+1Fs7J9eeiJ2BCF8d7OOVKhV79XD4nFbn5Kv42V5nwlzvxGBWcS+O81Bb+jt6sFlhu2f4+3pfkeAy+S4XlI11p/R7UWSDT1f2Y5MK0e0lCAQ9C3cD0Jvq5SeJ/+PZyvuwn9mHOWdsT4rBKumrTvCoOQuAJakYsc4YneGpv38/bzCj23O5SNnFRWXTe3/vazLizs5FpOJcam2k1D35mnbHm9MrJXOC5GpHI8F2LzcW7MEcGDZ3v73+Rm7d9xpF/pFuuSLPO9zu20ld/ee4e3ApVQ6d6GAnf1p7wbgqWy2KkW8Vz+fsgiJe6v5XlixcMsKLPB53Vi7EFX17eo84DQymQp4IFfBM+47D214baOO1ATAKhatKVrLOkZ4xBHQj/UmNzniMpnCAxuAgcfn4MWvraUaTFAmsOenilEeipSTniQ/wuPztrN/zLvUuvHvT7u2c4hx+lfjVqGP6tD5+n/s9rl13J5EdrnS8+BFkLY7QOBhgybK3h2uS9N/GW+2zmwTYLSauu9BSeAkP9pxkSVwZsBkktfEGQkAsfyGdk1D/EUNeZzGGB9piENzq3IOSU8EPG6YXz2+WMZ5KzBtKclVxmxZya2WYaOd+NE1Da9/Fx/Kz2aXU8tJQfs9jLfA39YvpS82sGO7JgFVViE5CbnWyDCQNyN52al3FGWRR5w49wypDTEvnYT6LA5CsyResnzdIjp7EknATarJOegVFxK0syNJpD81emGFCF2zul2zuP/GnXce7OOk7vhDvEOLsWhfnSzM/8AyCgGcH/DwL2B0K88MK/Yf7ejFi9XGVw4/BWsE9zaOfI9ci+VBVknBKYO7fR46oJbg7B3SBRGczr4w4flt8G9vkNi5bfjnLghsIbLejJ4cNQonEsCrIT7PLAVClzoUDA/w0w70nh+BHBx18rqaYqr7tFFpX0DvFoSqlC7aJaqoZhEAP5xdmcZ/fOc32HFtO/F/HSYmg1VzHZfWtVDV8d8SeNyLtPFKYxf8rns8V+14aMTQb9SjnNH2TouoP82piKTtWbqBFmdxAaVJew6N7eDX26siWSIEcw/v4i5Y9fKe2lGR87st+pmyr+c/mVgYSmWcvSanzx879/HHOW3KamaBkpSBDSYva3Rv4WH0Zz5oeolWfHX1Ku7BjS9iwl9kRBsFDxofQUsMGR5aSxVWWy/h99I8cTB7kf9V/5bYNd1J0cBXe9rTX2+IwEDMNsH69QFH2A6Arl0+zJsn4NMazJjxmm+t8dk4usvKE5vbaJFmak6z8Ir6+Z3LDSF5BIVJLkmrKvD+QAJlfj0Od/vdiN0C+VXLAl+5Z/QnBjxocLMlexfnFSdwiioxH2EgPK+bZ+V27i75oukbUdPIcTja+ELJhtKiobhP3akEawzMrqPN0u+D/1VWxUaZoDBx7taqxEWzuh839dhQhOacYVq4I4E4kMISdBA6a0BNjrzSkgibyC6OcaqIUJxuvDgZ4NcP2sKazZYxVN4sKThHnUV+GCBPgusoUpaYoSVIo6ioCW4b7r8TCPrqj3aNPEvBU7EleMr3IDWfdTHn7GgYa0v1U7iIjvy0tISjS7//VeoKH9s/svdGl4KctufzdfAPX6gl+vG/qMsGvdAnWLF6KNe4FQqwry/x5nGicNkrmiMdbYd780ZZpvsHOwVAH/0gI47yzueTAyJ+cbi/kuR43qVIbD5kmFxJTqnrZ0/pIxn132G7GErfxmPJnelIjg0TjUuPlaCEblbkySgSKbTF/8kpeaD/2tSxOM/vEHH5g9HsZ9aVQ3y3mUvE5nNWCdyoe45X4izO6V62pls6m9LvpW+SjMzryPf2w80oqnQ9SGbmBB0Pvsi+xn1/H7mZd3XouzvsQnh0qpkovUdmG0fR7pARVdfPgvkvpm4MY230hK5qrDDWQud5PZ+5GHuo7uobHCYCE5bkq2z2TC2VblCNItO+kQ9fZ5147aXUXr2eQUDBAUhaNeUxHVMVsiAH2yV30CAqs0NXahDF7zah9u7yCXV4TYOSWWjv2/j0kEh1cY7UyWLSQh5oVTvUJaK7RQMqnkYpr4E9wyUIXP5qhUZLSBaEU5MQ7gApOxM9Ql4KXuuClLhMW1cSl5Rr5Re9QlFuBOZ5DuMVMMjKy3XGvwF0UAyZXuf40Jw6XlevEvAludKZIZaVIiiRJkgRVG28MWpDdewiV1RCV2TgDIw3TlvKtEBzjwkBURvlN9JeUFf+Fawpvxd1bxYvLTbynp53H800q3VtjDM5C8dyYBg92ublQ3UuBdeG41ePH4t5GC9daB4lFoyx2JVFYPPOGzTGnc0rmkMaYC2kc2anli+GVDz1DWNbr7quJGtz8vGTepO9TH32EpD5aBrXQUMh8e4R5xY9zOx/gWuu1o5yBD3XuRdiWTvpe46HaFhKyrSdqW8c2sZZv9hfwuf1NvNB3cih7nWZiPJYeDCYFMUZeAIAhO8qB1MyN0NXaagBc9S5eiL4wYt8H7JdQ4XgFITzk2O/mzpwyrnNcBRLeiW3ie7Z/QV3TStPgFhYv3oSU6d/Hgf6beLZlbvRXtw9C2Jk5FlsHXsm6hjd7ZzJpk9xZF+cLtR42jD2vH0WJxcRXCgtZ7R490a+xWfj37Hxu0l2smjj6DJC839mJruu4yufzdu/k2yGUtCdxPHWdaEoQHeyaVm6JJy6RUk5Q8V3wu0YDT+nLyC6tJhaNYu/ewher+yk/1gqwx5iP5o7MYyiYRrx7Jn7WlocwmrlwzPj9E4eYBt6EQiKRYNBg5G2jRnhxL5bVXWQtD2HNS/cNiRBYZ12B6zRzTbkDyqOtFCqLCe1wEtuajbalAGVLKZWdRZwvD2KxOfjOfiff3S/YVx4na0kCiUQaU7wTfW3E9T6s/y038nHUo/z3HckOfqL9L3tre/nTkEFiUwQrmj281zE9FQu3SfKZ+gSmI+aFB3zQ4ZjPhoLpjVn9MfBnLwBABnopEMdIm3gGnF4pmSaGxDjm9BAtYSNJVyWmweEJ2pEf+Ls2OxcpBox6uvNL5szjxS4LzRvWMTjJivHLDK3sbns5475rbBdhsdyDEAmKi75PbuJKCuMf50HxCAPaoRgcwT29ET7sMiDldDphgbQv4/HBJC+1t0zj/NOcDJTknoU1/2YeSjjpqtBBCLJ1mJdUWRqCspcH0FKSvKWCn1i/xaA2s4zWDZYNBPYGcOe4uS9134h9FYYKNtoNKMrw78pk/DMb3TVUGu7gV8HHUVHxDfSx8X1BYvF02JbJtIqHWlYjZ1iTZCyCSegzV+E6KiYZYHfFHfyopYTphAjZjZKYJji/BPSOHfiANe5B3qJ+Uud/2J1Ncn+A84ErS3JpdQveDUdYb7dR0BQjHA8RBq5dZWWXJzKmWg3ANVU63p5OrFYbv20fu0zd0RTbIJVMr06ZVYiPsSjTHRWUxWKcUSR4I0MUxXgc8rCpk7D7OkLw3VAel1fkUhU9gLe7lUtNPURrF3Jfo4ET0eM/XT5RZyIccmLqiB6WCHGU2Oiwc0R9DkmhVUw5dh0gkhL8qK2Q6+cZ4SSYyC+2h4j5VexRLz1xO39udQM6G4oUVlR5ya6MY9WtBLTTwgcnE5dXSCpCe/D7IuRlyInxdcWR1ZLtoo50KorgwWbY7NK4dX0Sr9pDODVsUNhw4NpZgyWi8fm879My710ekfcc3n+t9RYey5+HHKo2f1UwxBN7pyurJ/lUWQRbaylfKjDxjd5h8YjHZyhX/vsmlS+WF+Ht72EcX+IJw+mVkjlkn08Stg6Ha0igQx/u6P7o28UtSzZwsCA9uWhxrsG+eDl/MU0yIUnqmD2Zk4urjFVUW7sRIj0REALM5sepK36YO7iG9Zb1h4/d6uvGb1mDwZiLwVKN2bpiwlsLYSRuW8NvgjV8cV8DL/W3TK7NpxmJhCyRw2JlJeerV3AdH+Wj2t9Tr5wYy6yVhZdStuBXbLd/nLcjDrpS8rDwgleBTWaNX+RqtJ6frtY84G6ZsUFiF3bmd80HoKGogeSRRUp1uMVxHmbTg6POE0oTZY67+bucC7k6fDURYzatkXpU1Y4QJp5puZ2GgbmtcNssyg//LYVCsGANb5R9nF9Hz56WEosiJB/JbuAzdaGR29XJxe+vcNlINQx7x0JdEXL3hrmkTZK9N0zyCOsgslflY7VjDwlZZigKpg08T/aCMWsrZeLC4iTRSHrAthvGHhl3eyQWq5XVdj/zsiZ//UPY7A6MyuQ/5yfbBPf45mEtX0wqlUTt3MYXKzpZOH7JlZOKUkIU74sQDw3/jgbcKj/vPlIQRXBzQSefztvH6vyp38NmFFhSoYkPPM6YVUm2niSv90zkrnl8IEtiM0hA4a0e+MlBG19vzObXgxbaOYVegr8CXugUaKkUdqeDVGE3tlon9gIr6lB/k19vpstdw6tHOTuaAvDV/QKvlsNFtosPb/+gvJ1EJN0/RgZSFLyZHqMBFpoX0lx0Du1DBsm5KmzeFSU5/jJtRrLM8M/1KoYDRQT64qT2B7mlaFLL1pNE8GqsAjGOYNKJxOmVkmmSMjmByLjHRFPwinsh+/LN7Jcx9ke6CfpH1uXYG2zlRqeJzxVdgrG7hJ9UVk26DWcZtrHPty/jvqsdGzEafz5qu6K0U1b8Yy4c+Dg51hyejqblgP/1wCFFrCgfNl7KmrIWUinf6PNVO17TUn7d2UZLeM+k23qaYXJFAXd2/itaSCER1EhlKOe8asP7aGD3cWhdGlWxUDvvm7wRyZnoNQeg2Qm1dpUDxn0zdpbeqNyI3+8npzKHh6MPj9h3W9YHKbA/OqYgnRAaRmUAT5/KK+bFtL0d58ZFX2dZ1l4e2W8gHUg1d2yOlTOv7EpeTC3nlz3VdLRNt7iZ5MpKSXWihVAgxMsxB40B+FDNSvLUKK96XUxm1aU7nsQ3P4vSoCQ0QVhBIqpRHrdhVkPEtdEf8K3lQUIdYbILSrinaWr+rPsajdxZtwxXtAdP53j1HwTW7EK8HQc4t3wpB3yT//yW5AgioRBh49QG33Aynei+OGc1Fzu78fZ2sNHQz/p5y7m3QWRUejqZEBni5cIZ3p0utRCLO5/3pqFT8b5CidK7D7O6POO7c6LwgQodSyiP+FDh0vBWG19YHeZbDcqIApBp9baJp0cXl0l6ogo7Bk99kYQTnXIH7Lcv45UuuLpK8mq4l8GEQHFAvcNKpSnMs2PKKAt+u9/C0tzzuaNiHq+mnqSkYTGhowazFXsv5a36F1ltvIgf6On3o8ykYt49SLtv6itrC7Phliwjoa1GtNTwvSqaoqwstrPVPzsFjd7rl5xZP39WrjXXnDZK5phNJgdP+HaOe0xCT3B3vINrsz5IJFMhiAxYSdDXfV/GfYtNiyiz7h5n4pYgL++HnBG4C4e8jodiIzWv4mocVc0fYZQYjLm0KfP4RdsBPIkdnGb6ePUBQu06Uh87sTgvXgLHSVo8z7WUVNHf88YkjJFDBN1RfrbsyxCd2eD8Puv78O/xYzAYeNb8LEcukiwzL+XMwgPEY2NX9ZISuvvmcyB3Ec1t6Qe4f5fgcfNSosnZqUkyHj9rdPIzPjSDK0guKYcFehu+3j7IzsVcvoTGId/DH5oMwOQrYvfGk9w95BGvLjFzqdtNoV8j1DX6y82tsvBU0ptxUrkmH8Kd+xFC8GJ4esn67qSHRDxKpVPQOk70q1fJAsAeHwAmn6hgHhrN/NPUMNjtgd2eIq6pKqQouJ8S+vl8eZI2cx4NqTA7mmdWW+J4YDWAOEqJQCiCYIa+54EmlelOCZ5ogy9WFnC2G57LrPNwQlCr+PEdKDlsEuspgbLDxheWRfn2fphq2N5iQy+Lsk3sGJy4Ts9p5pYGPzT409/foy3D36MO7A9F2R+Cib7fnYOwc7CUq6vuwlisY4sZifiGB6HIYIqPVvwDuysLGCoqz9l9fh5pmrrxcHGZ5EKc9G/VOLo/TyV0rgpbWFFspUhXsIQ0UmVevrZ/+k6137U5uVSc+LLnp8O3pol1knHp6iTfoeW25RzILZn0/c/kRTyxDNqswAecK1HVN8c9Xwhwu3/BcovCzeabRuyLEUMMvRpGcykHDOv5ckuSbx3cjicxt+Evfw3oQseaPf7gbw3NUTHCCbCZCujI/QcaJhmaU2RSqLII5MD9xIgSY/qyIy7horYjnShuqjXRmhzWzrVg4daCCuKxzeNeIx67gTeiC3mzbeSkOzRWEsMJxLkl8MWKTor6N4MQ9Bes4Sf9tdzTZJ2V6zdH4vy4u49/iwyytW6kxKS70Mx7Wb5RoQ2QDiF7n7kNKSW2soXTLoAXDQwSDgX5oLMZt2lso2rTYHrg9PX3jHvc0ZiGwraKrTMxjAWPtCjsMS8EIfD2ddNtf5hmy/+wccNfyHGeXHkGVgMcPRHrnGfjoR5PhqNnssIheCFUSr11Cp6MY8y6QnBqTsRRK1+pqIJpr5XPzp/ae2NSJLrBSsLby/ysE3d16DRTRfBoi8o/NofYXB7AtUrgyh/2EGb5CzhgTufTlRhVGlqn6gWR3FkruSCSTf+uscel8ECMvL1hUvuDhDojmAaUaYW0HsIThwHtxFeTO71SMk0ulVZq6zTu702OKS+6KEfQpkwuxKkkXMYvHZPLJckSERo6M0sAr7OsJd80emXGa17DHusHWRr5A67ErsPbHc57WKLcwk18iN/H/wBARERoo5jtSTNPtx9ExztmW96nXMTi2Dp+ZvyvUyk3dM5R3Sk4anInkbjrUujOFO/YX4bjMI8uL76a1kkUV8szKiyS77G/8YeEZYLZWGS+XlyPL+DD4XLwQOKBEfs+lvMBLMoD6OM0TdcXsKl7HS80n1yG8/pCONPajbenAwpL6Mxbyz0dh0KcJIk5eBHEEZ45q9NIZ7mfhw5mnpTdVCPxdfZidzi5t2XqUr2HOBSeEI+GybMo+BOZ77fXK7mwMIug30e9O11vYjIc9CusyMnDaItjN5oJJ6feIRkUybWVOkXxVpB2skuqWCuL8Bq97PC9hKP6Xc5Ur+etbfVIeeL79DwxiSfZS3atHakLVFeKxz3anPTVOwYlg7Hpvx9zzUZXgPCezIVLkwGF7EYrfzMvwlPd6rgreYdI6ILvH3QDLlxTMJ5Pc7IgeLIdniTMucVRzq20YPWaadc206OfD0AdGlv7J++Is6jw+ToTtgYbA56pOTj8TQYuXJs8XIPpVOW0UTJNZNSEcYfOl+bZeDPPyOMt4VFSl2cUe/mjb9uE18oyZWHTq4gqkxvk1sjX2J7KPPE617QE1fCjEdviSj7fUf6RJr/EoX6VH4o7MMrhXtdm/x1LuQnJjfwh/gB/if6FvxycuB3zlaWs2nYVibDG3y76Nj90/RMJcXJ5Eo8XSXsESHvAVYvEtSDKQFYbD+vP0phsPC4GCUDSunLCHJL5VtDa/5m9kdmTej7Peh6+PT4Aesp6iEWHO/pzbWexKOct4vGxO38pTexru4ZH222c+ApAErMK89yCC7P68Xa1gKWM5pw13NN6aMCZ24FnVyRA9RqVct1KUA3zkwY94z0LrFBr9NAGdNjnEcy8ODsJJMlkEofLzev6PBq9403iBClXKUowQPsUcqfjmo5QDdzXbCE2jVdgQyGsU1vxd/eTcjjxGcp41WNiV4vk5rqPsdGxn0eiD7Ez+WuWrl0APR9kR5ubufqu1hemVcq2TfszB4sqcFkL0E1e3tPsPN4qmO2ioUfSOTsh8LNOoRWydIXQOBXdowMK7uIePlDk5ofBqehDCwJz95GeZkbIIbW/ma0CvtwteZkoVc4YVxXmYRyKjbdo+qST20vt8MkiM+EtBkLJqb8wQgpKUwqK0E/6PLfxOG2UTBMp0y7bgQNxltkNLJ3v4HfeFM3e9MSp0ApqrA05CQ/KCtsKGs2TC92yixiNXX/KuG+NZQ0FtpH1IZLCyY9sP6ZpSPknpEk0YR1hlADY7L9nqbwNjet5KP7QhO3IF8Vcvu+TRMLp0T+yx8jnq77NL0r+A6+cwSj6V0LQ6sFdVIyh0k+rbT+/TTyFP+4/3s1iUHcwXr5CtUUQbPwbkqlJuBInSZaSRXlbOWHC5JTm8HDk4cPzvDw1j6sLDcTjB8a9hsd7J88GagjGT9zwkUPcWpvC1r+HRCSBbsmnM+9IY+TY0B2Buw9qwKFZf+b7X1KSRGopsosruad5+m20DingGJx5bJtEIvVPGqx81C64qSLK9/ZNLnzt7CKJv7eXWKqMqRgKWWa4rSJIsH0fASFwlC/kvlY7/oFhA/HeA2ZK7cu4qbqcZtObvBZ8DcX2LdafsYa2hkvoHpzdsIj1hbA4+B6u4hq2DUxfBequWkl0mxstIVi11su7NivdJ/5PZNb5QGkc0Td+3odEgsnCo12Tz9k6zYnN2cWCGnuSew7OTi5FS1DSnOPCOtQ1RA0KNpNKJDG+F3F1nuAGm5OB95LMRGwl1mLiwtIYz57AeVsz5cRffz5BMVt3kF9nwpFrIhZOEd+i8Qms3FJnw6RIBuMS3VI+8YWAwkAxz0xSBng9bxFKZp4QnmddhmoYrqKdElbudvyc98LDX3OlWcGi92U6HbvjPpZbBdeZr5uwHVcnPkJkcKQ7Mtiic+fB/6BamXzhx79WNlmf4c0FD/At8e88EPs9fv34GyQS6B0n5MUkBM7+H82qQQJwnbyOcCiMoii85nhteD4p4WO55yFTT417fjJ5AW94l7Gz5+SYbb3UY8JaUEmgaBXf76rkuY7pTfazDCoFZiN5JgNZhslJBE+FHAtkhVtJGO38vreAmawIHCpMqEd8kzxDoCgKbhmkyjm5+9oNGkaTicm3U3JVpc5tWQ0E2/eRlV/EDsdaftjgwJ8YfY3OMPxoVzaRnsu40/QZqk3V7PG/Q7L4W5y1ZgeqMnvKbpt6YZNlNW8Gs/hC7eCkP4MjWZMHhYMm9ISCQBDdls2dZeGhPJO/Lrb4zCTzehHq2MaGuyZFO+5pSXef5sRktbUPu78JwxRkwieiOaiw0buP25KvUuK5j+VF4xs8V5ULbpBZDOwYXeB6qsQ8Cqvtp/a0/dR+ujnkIuvTXB+/nrqadw9vG2yOUb5L55/qdIpsAl/EiVEZ/4XNNedio4KwmHhSYSFBe8+jGfctNi0m39R8WHFLw8C9zl/wZmjk/eebx4+HcDjvYYVNcK3l2nGPe9x0Lwbz6Ncn3Jfiqh2fZ6161rjn/7WzK7GDt+NvT3mel84FmJtBs7rwAwTHySc5w7CDbu9bs3rPi6wX4W1K5yw5ah3sSwxLXAsE3qTEYhm7ZouUhWxtP5c/N53oIVvDdIYl3z+YxSMtKjOZ6H/OncsdvQY+0mfk44MmSiymiU+aNJI7SvpRLXa+ucfBTO29kqGFBNUweY+lIycd/39G/uS+W5vQMEzy+qvy4YvlHWT3vkciFiNZuoLvtZfxXv/Ev62XuwQ/2FHK/NCHudXyERRdsC18P/NX/4IFVTOr0XMIu1FyTm6YxcH3SAUHyTFP7TdvUCRX5kgCjcMWiJ4UsD+Xz9aEUcXxnXgvyE6vUB0rtgzA85FsLMt7YIwJqpbt4cmOv0KL7RRlaQ54u1oJBwNcVTl77/tOj8QabeSZ7p/zoudZKgrGWsWX/E2dwtp+NwON0xeAORpHUCHXcuoazqeNkhkgkhFC2sjEOS0mUHWFnoikJ2ag0Fo47jWWW5fTkjc5ic0Nyjv44pmTzi8wrcVofBIAHcED7l/wQnC0xv9G/YUJ7+Nw/IZVNrjWcs2Yx/TIDhJLM0uzxoIp1r9zA5eKGya812kmj1Eo/M+CRXxnwQLcxunWvxiN01LOorp/44B9bCnbDTY/exq/NWv3BMhVcylqLQLAarPyiH6EeIMEKSQ/9f6Re9rz0NWrEUfJGUoJrV2386e+fPRTt48exbkl8F/OHKJNI1esVrlmL4ToxmqdYF8HT/qKmY2ciTzzkLFrmnwbQ6Z0uE2RmNwqopHUpIye80ok67U9+AZ6cZYv4NHEUn7XaGQqz6lLwQNNRh7YO58blM+zxrKG9lATndb/4X1nvIzTNv0kg8srJJ+r7CPasRdr2UJ+7a1nyxQjYj9cC7Fdo8PeEn6BpSWHz9dHOF4hSueXSs7StnOraz+Xlc9t3aAjeasHXo1lYV/ZjzzKKFOtEr8imUapiVnjltokX6zu5fpqDdds+hf+Sql36WQXFGOxWilPtDF777tABmrJMmUBMGDcQtZRy492o+Qf643k7bPj75ndlypwwMhHKlOcWzzx8ziNcH31aMnhE5nTRskMSOQupJMyTLbhF9Lo0tmjS1K6oCUgyDWOr22f7yvkadMk5F+lxDP4TMZdNaYaSq09CJF+9R7L+hlPBkaHg13l8lEXvGfiewF2+32stmvjGiYvmR8bc18qoVO7+SxKReWk7nea8SkxlPA/8+oxhN9DCW/l61UOVmQVzeiaVlMu8xZ8j47Cb/BKog5/KvME4WxrNw37PjPr6bzXpK4hEk674INVweEQNgmfMXyBq6wfBODt2Dv8a9sbtEZuwWyuOXx+JHwbLwXn0/NXlmWqybRM76Fxxl7l4C8Vgif6fLNy/UIrZPv2Yi+q4cAYl8wxw1QGOrchHbqQVCbvHt895FSJe7ondS9VagT9Xq6qzPweF1rhC3U+Kj2bsbhy2Gxdww8anPTNQKzNE4Mf7srC7rmaW6x3YBImtvufIWve91i3pGVUuy8tl1jGWBQvcpr58oIA+X2bwWRnh2MtP26wT1lFrNYlqA4bSEYynxftU3D3ZHNL7bFfXcy3wPzoHiry6smLLmWR1sYXagepnFz08ox5uQvejDtwrhpM55AM4aqPsjV8bGTYxwolyhMhZCJGiRrkA+XJMd+T00yOR1oUvttWxk+9S7hvsBJlFgewF7utrLatBmBbYAtry0bmlNQ4BVlhO7HQ7P/G9JRAbHKx2Dnxte8q68PevYVrqo6d8T9TThslM2Cn6zy+3hLkO9Ywgwvt2Aus2Ocn+eNQ4Z7OsE6WGDtJscBSgINygpNQ3Zpn6KUr2Dp6h4SLExdiMj8OwGtZ3+Bh/2hDqM4i+GDwy5N8sjQ22+9Z40hwq/mW0XMCCVf1fnzMc1WD4MDal+iUGdp8mimxyLSQvy9fAJGth7clY23cmdXLTeULpnXN6qIPkqj4P/Yk8qk0SwwZOmynqrBRvsje/X8/6wbJJdZL8LSkayVkF2Tzp8iweMP11htQd1VRs/McPm38PA7FQUgP8Z2BB3m0ayGR2C2Ew7eyuWshr7edHHkks0lHGKI5AnO9E+N8F7+MB9jun73P4UOlPmLRKNoYIaWKkNy2sJ1Prerg3JLJDXa2IcWnsJy8C3hTrwShEI1GWJU38Rso0HBl57J5IHO71+RL9LCHnvw1fLeliJ2ZSnVMkydaVR7du5Cblc9zhuUMfHEPe7WfsvaMP1JZFKDMAV+sHaSwfzO3VsdH1RuwmRT+ZkGCHtsedi7fid8aIpKannfzxmId757xV4wM2Sme6zr2hdRuLvNhNVkJ7sgh3KEi9i0gX3NxqbqLa6uPzcTp2Q7Bu0kb7lUeDA4dZ4WGzzDIy12z603Ot0Dx0MJgpRO+XBvg3ypj/G1l5pW/7x/M4nudlXz/YBa/azQSO/FLK500DMbErCpWtQahKJweexN6guyckQWld3rg0ZSfvPrZi2g4EsUoCU9C9eu9WAHRklU8MmYl+xOP0wGU0yRhzuG5yCpSuiCFzq+6B0BCaadCQh9WbbExtlGyzLKMVtfkQrcqtPcyVgs5z3YerriOECnChmruDc7nSAtilV1noaGH8wNfw6RPfRS2Wh9kibiWj2p3cm/qPpJDJbZv5lOExpANVg2ChvUv86yeuZbKaSbPOssabi81kko8MWqfroVZzxbq523gPw9sn5Smh6pYqKv/Ou/GC1ibfIWGtnvwyQT5ipWS/HPodd1GR1ynyKSQN/AdDvjem/VnKlALyG3OPVxocUvOFhha4S4zllHXvxqvTwAC4anm02u+zNOWh9mR2MGzkZdI6OeSszeP99wFTKhffArSHICvBmZxRn0EZxeDv6MBo8nEo12ZZVGvq0nylPYwPfEeFucv5tOFF/JaWxE7Bsce9A1a+rv2a5MfcjQpiCrpEKSF7iRbBsafRAtdQ7G56ezOPFg/2SaAauZKwrc3Cj/YlcvlFVdyZ/ZyntQfY79vC9cV12JoNODtTL/kqY4dnAlcXL+AHzY4qHEJ3l/RzjPqS+wK7YIoHJAHuLDmIjbG1vHAASfBSebIXl4OhiYLyXGe0eSS7FE1+qLpY+ZlwQHfobo4c8dFZZJgVyMVygbCqaF76QLfNhcFBauxFQwCU5HinT5PtAkcNSYsjtchAVlKHTN5/nWFsNQVxyET2HUDFs2IJ9bBQ6EqAC4pFIj3CokbFHqXjaWbfOrKvJ6K9AdLqc+vpyHYQCtbqc5ZS7NnOHfkrT5wlHi5oCqbwZbZyykBsJfoDKYm7kvTxXBPriW3k8d8OsF4MVTHY51HxUcL6IyMnBqq43gG83ryeNo8udCtnsFXM+6q89ZRWPQ6AM86/h/RoeD6sxxJvmf5Ll8KXc9lvs+Oqbg1GSyWh1mUv41PyI9QY6yhXllMzpaFGY89bZDMHufZ3sdHyjVSifHzgHKib/Hd+TUUmscf0K2mXPLm/YzXo/msN+xnf+vd6DLtwU7pUdr7nkcBKswKrp6v0jsHBgkSrkpedbgOSXZNNlviWw7vvlZ+CM+u4RAfqQn8m7K4tOc2brB8CAsWavpqCJSuZ3fvX59BMpeoQrJSNAGgFy4Ys+ZEid1HXE9PsHcndnNv7PuUVT7NJ5d6KR2jdp5MpGOk+mNTG3Ke7LFjMpnZF5jECovUiSk2xg/1mvuJ35NtCr/aU82FiY/x0fBH0fdqJBKj48pD7fv4fN0gaxe9zoPyZ+zyDxe1RcDzkef4k/6/3Lh8N1dVp5gohM1ulGwwKkT7x/+MjQti/C79NeMyqNxhN/M39YkJrz8T7EbJ/EQDNYVLCXeMniSlQoLk0YW+5pitniOM3Ghg3GOLbXBBKbxvjIjZC1xGKpsLsWwtJLklh+B2Jzjrh35DkqqkAykhu8rIX7pn7RFOcxyp0LtZpC2i0FpIhfMmlpSPdpo81wVvu3xkl87uiomSF+G5jlNz+n5qPtUxYG+iYEJFmqU5YE9lHkyXuJdgt1Tgm4Tq1iJDJ73hrlHb11nW4TCCqm7Ba17Do0NhW/Osgo+GPkZ+9PWJH2SSqIbXqS3/LdfJC7ghfBepxGi//GmDZPb4gONibijtJx57Y1LHy8gu/qVMYWNuZhlqt70GQ9X32RVRyDEoHGz53qhjFtR/lbAOlu7/wBvaP5Pmj8nltsvxtKa9/CaziceVxw/vu8hyMeqBUkSGiaN/v4mSbev5SPRO/LqLPzen3z/DbAYK/5VTZFPwewZxutz8tmlsI+CHu/I5J/U5rrJdjTrkhXst+ir3J7/FeQs28eEFEWyGkRPMRDSt+tc1TvG6TOz2gD2vmBVZk/A06im8KROfqw/w+ZIm7qyLc7wSPINJeLLTgbc/szDJIfy2Zp7yP0FCz5wXFSPGA+H7aHL+gk+v7GLhOCVL7qwRBHaMb7w5q1I8dcSqyCfz8vDtVigZcPDpeYl0rtIsYhrKn/hwVQSr0YJ/uyvjcdaFfp7oPUaJJUM0BnTEkFxlJOgb59klV6jbmBfZTfsYhrpVMxMciKMPhdQoiqBbS3+nZxcJkl3p30nEHZmxkt1pjj+5FomvrxvjQSO1RV/lPrWKSKkDozq6f3usTbKn0Icrf3bk5oRB0q1yyob3nTZKpklTauKCVlfkK2Q9t5o7In9HhX1kwvf8yHz2F06ujklJanPG7ctDyyktS3uZH7d8Ho10LYnP6N8aVRxxNhBigOKi72MtfoPcpXHUIxIR/poMkvMt58/p9T/kuoLLivYRj22d+OAjSCV6uNHRwl1VS0Zsl4Cz/J9piqUHzCWG9lG1RhbWf403YuVUh36LNzR+ocLpUqwW424aXhnUa3T6tPQKnkNxsDp4NpHesbsko1PSP+Dl5XgVqaEVwVvzO7ixRqfUfQz1RU9BalxwtT1tiLZY68atgJzSBfftt/L83vXcaPh7zrdecFgt7U+RR/mL+h1uXb6Pa2uSgCTfApFwGKPJRHNw6nkDicAgesfOCetrSE2jI6aiJsL4PYO0x6ZSs2T2WZs38bMqickNwS3JFu6N/oClNa9y87z4qAn04hwoGDAiU+M8ryLxFSZ4py99zCq3HQ6k+4FAs4G8Vhd/Xx8lZxblRu+qjfDZooMkehqwDdSDPrp9tiKNFkXQPP5ixayT0gVWW3ppT0rJ4pyxvguB3ZXNftsiWscYVo3aSOeiI89ESyR9vQ1OI8H+OFaXke3J4yjvdZpZ4+yi9G/EXLCYoJqOmHkDA2dUZlYX/G2TpKPCjz1r5rJq7oUxnug+dTMvThsl0yRqLThqy8iOfHmOxNprQCCwbi/nkpe+wPXKXWSZsii0FmLptPKkKbPX6EiE1Gnvf2XU9iXmJZhTElV9jYBpCc8G0j+G61xd5MbenvZzTdgeAQ7nveTMuxfTojZyyiyTNkiylKw5a9exokAtYGPfNRSKktm/uIS7sq7lnIJ3iMf3TXx8BnQ9zhLtHf5r/lLMQ6tw9WW3sjWSXlpWgJ6uX484p6rwCl6NV7HQptPa+/SMHmFMJFwRv4J4LD0ou3PcPBx7+PDuDxlvIbBt7PAziSSW18/urA20DMXtzi+wgr8La9d7bMw7PdjPhKvy+gkF/GQXlvHnSVaX74nAz3a6OdB8EbeZv8Qa8xoAQnqI30d+wx7Hz/j0yjauKEt/N46C8mklmybiMaSUVDjGP7fVUMZuD7wbL8FdVs87049YnRUcagZXphHkEepLumnyRpqCwtORp3jH/GM+ubKNtYWHriO5Ll+MqEmSiaxlCX7TevgUrtKsyCO0tCO9CuzI4QuVCVblT7pZ43IwaiPo81KVszSjw0EikeUe7ms89kn3AGbbcJ9T5Rjb9fxaoooXO8d+/5SjjEGTC3Z5dGwGSU40PRG1V8DTp3Al7uNNuQPWzNJ7OxFZhhTBopX8tMHKvMF+AHyaTk7laBnuQ/ysUcdXH8Rsn75BIZH4bfExjeNTgdNGySxQ44J/m5fk+ip5WO7vsgJBsGXYe6JoCrlvLOWGd/+Jy1NXolbWkxATf/zzjd14YqNF6jfENlBR2YgQELZvpMKscLErwoWB/5i9BxsHVX2H/MomOmreYO/GJyc0SEzCxLX+a6kxDUm6njyy2SO4XP0gA3s1LtYmrno/JSR8Nud6VuU8RzzeMuPL2SOb+HZ9CfPc1bRZLj28fYUtMSo0K5p9PQA5evuM7zsWV9muwtM+nJzdUNRAirSk4VLzEvJCxWjjKBxmLY3yhlbMOx3DsQ+LncOGSGNs9mp0/LVxabnE29WCoii8HC5hqqsLe73w4+35xHqu43bLZ6g11gLQkezg3thPsNkaAWhKZk2rfQZjelJXbBu/03i0RcEXh9d70kpGmaqyH0v6E6MnH0q+wuZFm1HK032/3z65GixIwZe6v8/f+v+XPL2E+6I/Iafkz3xiiY+P1ElSe8dfKbTm6bwndQZj6c/kEyX5hDpGxyJpMUFgk5tr7Tp31iVnXGSxPSwoLijFuz1zslHWwgRvRuxHiMMcW3TzcMhYtmFso2S8opqKkIeFOg4h7TrhpCCSgsdTYQxrNTqsoXFXIE8zMz5YFOYGo5NrK+f+M/5Tu4k/Nqfnd/GeCKWm9N+7nTZq88YyTATfa9AQS5LTXsDNmp/k7cCpHRVw2iiZBS4pkoTfdVF30MJXq4x8ap6GtTez58diNBJq9PN6TvGkrl2sN4/aVmOqgUAKozHt1S72/oxvxK7mDv9tmPX+6T/IFLFaniJo8vJi4i8THvsh44fwDfg4t/9c7orcxQrLymPQwtnFoTgo61+G1KGoa96Uz68Utdyp/R1/N/g9DHL4/TBg4Mv5NzA/63ESycwFKadDNN6PKP1nOofyfyyKINHz4xHHVBd9kF1DYQYyPjduvDJDGfbG4UlJTmUOr0VfA0BIwZW2VRRU/Zyis/owZph42oo09pokr7SODMZ2+RrSfxgt7OiZQbGJWWJdgWTBxFGdJxRWA9TFG8guLOMJuZqtA9OfhL7VAz/aWkqJ/05utd5FrprOcTP50kZFZ2R6w43Zmn53DhdgPEl4uVtgNB41DhigLdzGQ4aHGFw1yO7E7kld60PiEwRbdSJ7DJz15of5kvc7hBJJXuI31CcEicDYsxyJRKuN8Uhr+rud77CS0zh2YoNA4Ntmp7zDwT/WR1k/fv3fcVmfm8CsZjZIFJOO39TJ8+OsQMw17alho2QwOT0PdoldoMdHPkPEeEguTfBGD3yjIcEPGk6u9/dkotoFJXE3/XtSrOxx87l6Zdbzo47Ec4QR+lSHyoZE2sDfFddYWj1eiJbgDz0xciunl/gecwd4dQx1wVOFUzcw7RhhUCSlSRWfFKRCAu8WBYdqIKBlNoYttR4ciWw2KZN7KUVstO7uedp5VNd4EOL4dnJCeFhqcfFoiMMPK6TgGts15IRy4FAhUQm+Vh82k4tiZQnJLhtLLFa2KVPLmTjeXGO8AU9DukMItmvUVSzkoL533HNyRQGX6NdT0rOQYKsGEkLAjWd8nN/xI+zCzhcLLqPA8iCp1OxkQCaFk03ur/BAeDGeUPodKTMrFAcfpOUIRS0JhNzXwNB8PhafA1kYCZdGL8UTT6+SGAwGnjM/x5CyNNc7ryLP/meE6CSr6N+wnP1xvPuXEWhOd02KQeItHuCRtiw4QvR4caEV/OlrJnPrSAaPb0dtUeEDLgUlpNJYl+SeRmZVF3+uuK06Srw3xhOxeTMqIjiM4KlWFbWtltsXfpqYdQve5nSyt2eaEXaKKe15dKlJ4MT3Eq4rhI22XmIGJ2Z1Hr6WYcNDqsPv6cvelyd1vTxRSMH2JSQY8uRLCO9TOZNbsa3vwr9v/LEke3GSX3QPv4s3GRyEE6EJ7xvpUZA9OVy5NMb6eXF+2WyaciHHew6a+Fx9DPeKDvSmUhKBYcPUsdhHbyjAx+qzsesRZNSP0WLFq2bzTJd5TPW32eSRFpWP1S+Fnn1sG0PS+n1FMM8RJ6AZaA4ZRq2alNohOThym0ecDic9llxSECHeWAwk8PfGcQXtfGVxgG80zL3UtT8hKOodQBSWIYHBQgc2U4hIIvPKW4Mf4rVhaJmaVK+9TGNf0sypLh19eqVkhlxeLggfHGkZS01kVBAyOiRt/QfwVdSmkzMmQW9gz4h/FxmKSPUksFofm3abZxO3+T3WWFYf/rcUkoejD/NH0x/pc/fhNpRQFFvOPNMFODpWMLhLJdAfJz9UMeY1T0Q/wFrzWsqa16ElhyfG58WvmvC8j/T9E8635xFs0UY8WP6eRZSoZfxD0fvJN9+Prs+OQdJvfR//YLqXn/gX4hmq0L7OFkZv/iQtPX8acWxtyfXsGapV4FAFHX3PzkobjuQa2zV4OobDtky1JlqSLUD6XV5l0xCiEwAhNKyun1Cw4rfkr/MjFIllmYeng4VEkyMN8HrHcOGGLnJmvd1T5c5aCO0w4dtnpGi/lX+th8Un+KrJvCzQuvYSyFs860nGmhT8eo+VIk8dAK7y+TRN8x4pQ9oQGUgen7yDyeIywWfqQywObMbf24GGwo8PWNDLVmA2pw0HVZl6zYBbQp8nER49wbGX6PhMA7jqMyt3AZicOgcs2ojvt3fssPdRCAS+nVac+1x8qSrKGdNYNelK2WnvaWYwZzNZy0O4apJkrQjQNnAA1WjEmQqgKwYi9mIatAJe6LHQGT52o8DDbRYMRlPGe+ZaJCv0A+gdO3B0b+Es92g1tXyzJH5E5W6DSaEjMfuVvE8zNr9psaHVxlCN6Smto8DA5nC61tWxYF+PYI05/dt+XROcWTW+o+A3/Qnylk5tTUAp8vOn9lN/HeG0UTJDlptVksHJvfi2eh+pVIqnHHmTOj5fCdIXGem9vkRcQnW1RIhj4EaaBKq6hbPso2uWeDUvf4r+Cb9M0L9XY7AljjxyXtllw5TB67mg6tP4K+8jUvVb6hf8ALeteg5bPzkcioP3+27G0zrS++VqK5/QgurKy6xkJaTg7wo24DTcj5STrIw2AX3W8/j31JfoGQrXyjEobOQVmvZ9cpTaltWUS59j2Khaag6Q0mc3BKrSWInpCIPd4XLwUOKhw/++yX4xZtNDo84zGN8gp/JrZG1o4m2ZTcPA6Ha5EsNhirsGjq824hmFUDxoRB9SUkoGBeF3bNxsNnBXnZxxXP7cILk8uxdXQRl/aJqbYeDiMvD2tGO12flt28SiHmOxM+zCYrXyTPuJ6yG8vEJym2sfofa9uHMLeM+6mrsbLCR0hXsPGrkvvISs3ALKotXcFv8CuebcSV/7fscPYPUAJtuwQSORhOubeU15lQHtIIox8ztmXBjjvqbhfYucVrKapv47TwQUIu/m8AGD4O/mR5mfNfnvIpBUUFUVa04RHaY4HmcrA4qfX4eX8f2uGr7TXMD/Nbj4eYOFP7UqtATn3rt9JJ44JHNrM95zMCa4e6AeX9FqsovKiInRoTl5RkniCH1WZ56Jvf6Tq2DdyU4kBV9vjKEuT5BbbeENl4/nRldRmDNe75Es8Q8CENUl1jFUuA7RFIDfhoLkL5rcyq/BodMjBNG/Alv3tFEyAxZmg6Fvch+hwSppHzxAVkUl7WJyHr9aZWTicamhlERrAnfWk1Nu61xSbOwjT81saLWbMk/Ko94UH4v946jtIctqkhLCuuTNSBadBV9jUd2/oWQYDI4Vq8yrCDeN7jzCfSlWGTaMe+7LyuOjxjp7jpGaS55BMfwGJlWHfWIiahn/o38OX2r4enWRhzjQ9otRQ61RseOs+Q7NseHJigy8PCvtGL4gXBy6mGRi2ODqKes5XMX9HNtZlNnfHjMEUUoXjfEs/tKcOQxC8adXV7Bm0R8a21M819gMkstcWkblI98+I/n7LPxLPSw7/os5I7imSuLtbsOrZjNXE8DF5vQg7c2aN+3QLYC3egWxaJRP1p54kjPlDvhizQD5fZuJx6IoZcv4QWc52wdHHhdJCZLxCApG7FuquXbzP3Ce8/2Tuke/7Oanpq/x6+X/RHxdOxaXgewFKR7Q7qMh0UCg2I9Y2IT1KAliV32KxwaHwwiNQnCjZiMVn54RLxD4dltQ3svmdpfOl+dPbuVkkdmDN38F323K5ycNNr7fVsIvO/JIHafk9kw80DL25DChCx5rUfhuSzG/aBy9zJR/VCi2wSXZ75v70OqJJLL/2tCk4H+aEjxn8/LntmPlCJKcWQSfrwtg3/EObjU9H3zPamNJ0fiGyU4vPJLyk1c/cSi/ozbKUz1TWOI8iZlwRi3E/2fvreMkuc577++paobpnh5m3llGrVZMFlhkS7ZlUAxyDIrZjuObG05u7pvcJMbYMUiWBbZsS7Isi5lppZUWtTjM2Mzd1XXeP3p2ZmeHemi1kva3n7HVVadOnao6derB3yOqhBDPCiEOCiH2CyG+MU0blxDiQSHEnrE2nz1m3zeEEG+Nbf/mMduvG9umCyFOW7IrOoG4tEgQyjEu0LEyRDKV5EBZ7pZ/a+z1Sb/fr7+fmhrreLjLyQKj8VEut10w7b59cvoaKwCZ3W7OVy6ftE0/TkCK65LnU43Ym35FsevtSY6v1uuJh6b3ZpwZff+sx/bLHpyVE3PEVWKi/rJ7yYjfL9n4dFRutX2X/mMKWp5jHaFj8E9T2irCRMmKH7P/mKTjcpNCW/8flmw8hWoh11mvw9c/EbblKffweCxLiGDBwsW2ClR197THSwmd/Z/g/gHXtPsrXGYYqxCuuSqWbNwLwRfrJdG9M5QxB7SIQvR1Gx/NT5O3hHr1+eWSTzekqZyZRXlW1MgsoUJnbHlCotZ4INDfidPl5g+di5OetLFK30o8MGu7OWSAJYbkU41pLlf24O/vIL+4nJeMm/hVq5nMtLlEkkQ8jiLHcqUiJpqfuIIbQv+LcmtuczhMkFvV7/LTNX/JQ8W/xp/JhhLdnbibI4UHCZW8hVxzCNvmfhybh/AZjnCOJ8rmMXvR10uLifQvPkxUaoLAXhu8ns/VFo1LKmcWACsdEBB5/LFzYr3RpSD09tkRpkU4R2f18YpUngmscR+ukgmlJmXVORGenuvrklTMvPS8J5HSBU+fQPHo6hrJGe4YEYMTn2sVZ4vsRGpPajTWz+0F2T4secroJ79ydsUkbdbGPIjvfuRi5teAb0spVwFnAF8RQqw+rs1XgANSyg3ABcD3hBAmIcRa4AvA6cAG4CohRNPYMW8BHwJeWPxlnHiYVUlxXJ02d+R4KCadHv8R3CWl3J9DbRKAcsXPwaHnxn/XGesIdYQoKjr5bpcQSVZaVcQ0H+M+2YWjYYZ7JGFr21VwzHHW0KNMp+a1JyQjhX+F3Zwba9lS4onUY1jWTq4obbKpGDaGeMY2d7FIf2nW45Vfaebw6qd4NdOPqi5QmpwGz7r/k1ciE8JlrVnQ3vIP07ZtaP7eeM0SAJeqUBG5m6Xw2JiEiS/wBS7uuhi1deIpCiF4Ke+l8e/0p/KuxWG+e8Z+YtFP8WxkBaPR6SWFGtdE30F1esVlOpTlmdlWuXSS65VVkN9vmcK8czxUi6RHMSypIFZq1inIjDIcm/+H6qIKSSLsJ7+8lueWKcThUtcwUkqG7fVoi5xami6wWKwkYzMnZ3+iXuND1oNTKskvBzYWwreqelF7dyOlRKvYxA+6yzk0S/F2uxEymQxCTl7dLPsruOrlv+Q858WzntMuJqTPFEneSu+ZtP/J+JPckncLd7l/x4POP7Ld/QJtZUeIOQ5zhtzPtxsTmNuXNuRXSkhaFJ6chbRvICq5rfWdYdK3zxACNxsuqdAZtqp0VQ1i3eCjaIUJn7r4MNi557HEFu7hnJJ3aVnvdwge7FL4/iEbtxxS+GOnQu3IRPmGoQIbTvPcc//JfugvDeLepOJYP703xKAJXKZTSgkAUsoBKeXOsf8OAweB4007EnAKIQTgAHxklZlVwHYpZUxKqQHPA9eO9XVQSnmYdyi22gKEjuS22OatjpFIxNnXsDrnBPfV2rNk5MSCc1HmIioq3CjqnlmOevtgMz7L++wXTrvvj6U/xWCafqpFBjWuVD82/rut/27OFC9NOzGH0zqVpdcuxXDnhWE5yA+df82us+/DvjLD6Jl7uWnDd/iJ9R84qM/9PF42PUZBvZnXm+7lT4l7+U3PQX7uK8BgbVj02CLGZu4I1Y7/NgjI9/+StD5VAFlZ+xVeibnHf9sVQXXgv6ckwC8UKT2FjEnS6TTp9IRC4Wx0cjCZZSk7w7KNZnsLQplewNT11bw+solXume26BYbJ6T7oeTclv6afAufrQlwc+G9NJtmkRzngc2FcFbGQKR3bk+pfW2C29qX5LTj2O038Kv+0gXUd5Csk12kUykeGD2+AOzS4OIKiX+gC6fLzb3zZJiZCSaLlXgsilmd+cOsGo3LynhmNcCXmmJsjr2Jf2SQ/PJanhYb+U2bgbks48XW7P7Bgi6kc3Ism0iqhEVg1uM/rnycz6mfm7MAbUAP0JJq4aX4Szwbf5Z7EvfwUOlDaJZuElUHxxOBlwLuFRoPeBVmu/as1+jkCdOaCQ4jfL4mx5ox45BUJrvoT5m5udXC/+228LwlwM7Y4nIEVSH5XEErf9Xo533lY/SVx+HcMkE44KdsjnlzCicWw4MpmscUkVc1wbaa3HJGftKq83cdEf6rPzCtrJTqcXBl5XtDAZ3XCiWEqAU2Aa8dt+snZBWQfmAf8A0ppU7WG3KeEKJACGEDrgCqFjvokwGK1z+nhRSylKb9ocPkl1fwsME5Z3sAl4hzeGCisnaVsYpQR4jKygOzHPX2QiidbLVOX+W8XT/EwJadMxwHR9g7advhrl+wMX4HG2wZTMcpcSHr6Usz4AXgNf05vpf/l/yBW0iQuzXsoL6H+6p+zNOJJ8e37Q+N8O3WYaK2bYsa04v2r6Id88060zJI7+hzU9qVuE/jDSbnv2zUn2PQf/yrvAgIOOCZPEetNit/HCus6VbcXOmoxWCY3tsnpYFDPddwX9fsC7kjM0El1BWcOfOvwmXmyytT3Oy6nX8Y+jI+QwlvRt05XszMWOuRfNiuEjgwt0LkqMzwVJQZi6ZdWin5elOICvv8BLfDATnv4oCKkHyrwUvQNwJlq2gLLb3lTRGSNbITgGF73aK9JEeh2rIe5soZ7tPv2g3cNFJPYom/218tPsKfNya5pFLyec8R4j37sdrsjBafxg/ai3JmFPOMTem3TLu4e8v/I3JaG3JM2Exs6GFXaOYwVwA1pRJoDXDVwFV8wPqBeVEU+nU/v8r8Cqu7ZBJ74GKgGCQj7iS7p9b1fUfi+toEydFe5nNjL6uCoG+U4URWjNKl4OFuMcn7WJ8Hf96Y5FsNXr7V6OPrTSG+3BSdNeTtmlpJOBjA5S/iXL+F/7NC8PF6ieUY/X6zPYDVZiejvH25lqcwFY/1Ck6LZZXbhC6xVc3PMx/RdIzVU2PyUgEDLnX+z7rCLvhmgxf3yc+kPo6clRIhhAO4F/imlPL4pfgyYDdQDmwEfiKEyJNSHgT+A3gSeAzYA8yLP0AI8UUhxBtCiDdGRk5cYcC54Ejmplu5Vsex2W28UbcqZy/JabxCIjMRLnSZchlNK9yohidnOertR6H5DaoMldPue1D+dtrt1pVpWvSpylbPyJP0H7qB4v6vcrZtwrrdmYNl/GTEgWmKpCX1DH93eB9vctqCwrnSws6DkYn7bVcEvV0/mLatq/RTxPWJD+GZtjBHun8573POhVcSr1C2ooyioiKKiooI14UJ6kGQ8IWC9+Ow3DnjsYKreCtdR3QGfvejcBkyFBcXU1hSyvA0Se6leSa+sjLOnQW3853OG1gxeD/C6uFlZTP7hxYXWrHSDZ90OAnsmfsDIQTEKiTPz1L+ZbPNjznh4/0Vyx9k/6kGDUMqQnl1Hb9uXx5h5oO1EpMqKK+u5Q8dS2eV35kopri4mJIZvvFFFvhMw9Kw2B2LIUcTBoOBjaILq9WCo34jdwSbeah7fgqh2yQpKioiJmP4kz5+Y/xvdl12N5mSCM8UTjDQ1TsaKbOWoYrJHiaTaqKoqAiH3UH5SDk3Zm6k2dSc8/m3KueR3ume15gB7EUWDq4w4yiZHFaSty7F7V3LzzB1WZXG+7ftXvaaXDe1mNhtXssMDv1pscHqp6ioiN5ZSr50hiU9CTNGsw1jOoI54cOeGCGqzTR/JI3qCPUVKwm2GYgOKIRft1J/xMq/VNn4UqOgzAb3Dbr4mW8VP27JzdB5CicGmi4oGvRh1bPztcuQDfecD/Yq2XVMNSrYGpz0rLTyU1eCny2g+OZZJTrGVJhLK945hTtzij8SQhjJKiR3SimnC6L/LPD/pJQSaBVCdAArgdellLcAt4z182/AvMpGSylvAm4COO20006aoDqb0QFzWcuFZDDegurK40lDbkKniTTdgw+M/64wVBBqCXLa+/aTSMxy4EkAmSfo6Z/+8TYaptIGI+Dx/N/Oms6QTAc4fOjrnL3yh7wcK8CmwrvNifnrngPszCviS6UlaPG2nI/rcnyEYGTi5m029XAoMTVJQALtWiFHb3ShUaGv/Z8WO+wZ8Yx4htWjq3EXubk/ej8IuMb5furyniCVml74tphXUdwS4wfp/8OvVn2R3/YX0x+cnrIpOtxDNBVFOIuRx6wIhXYj11ZG+aJ2G4WdTyKOsXruLfoQD/TbgIXTQDXkwWcdLkb35qZAFKwy8b3u2deIkDRj0DLs8JpYzgo9VQ4wDx9gJJWit6BmRs/N4iCpTnYy4vMSL68iI5dGKbmgHDbY/Az3DuMprma6cKA/q/AjtAxLXVzxnnaBWVX4Qn0BL/vz2NW1sGfkMkpGBkeIlk6EVb4eeoU3G14jE8uuaAbFwCUv3YiIm5AigyxMoBWESeSFCPsjRMKT2cc2qBsoby7n2fizc56/XNZgNCuk4rmvnopB8LAtzY7hCI8An15VSGVPCgxJ9qETWOb6gKU2sFa9xNP+xzh9Wyd7dl5FIrVc+SkK24cg11Czs0phuLsNRVHoj9fMeJwuBU/2wpNYKbVVc0V5kjwZ5ZWe6WmP318FQ73drM67mDAT60w6IhjdLclTrHxtfZp/6ErlPNZTOLHYPqhwdUGAuy0eXpNGvlIh2D2a+7rx8EiAa5rzedQbIOJdXB7Y032Caw0+KoosQOmi+jpRyIV9S5BVKg5KKb8/Q7Nu4H1j7UuAZqB97Hfx2P9Xk01s/93ih/32Q1HnXhDcq5KEwkFerVmZc79nqjsJJCdYiy7jMlat0kgkZnfvv91QDS6+3zmzvrlCXz9lm32Fzn59+rCuYyGAw4e+xXmG3RR5f7SYYZ60WEg4107lvEm/h/p+NW27AudKBo5h5lpt6CWeWj6vo1VYMRqNxDwxELDC1MSlpaOkUtPPD0WxEO3YSGP3PdhGdvHVji/xYOFP+HxzCvdxvJcGRSCT2YU6Y3GPb//GyggPlt3K33Z/jqK+JyYpJGlHJbfFzmQgtHApqskFX8jLY/St3BQSW56RnebgnFXSf9pi578HGtjrXV57y0eKR0mlUrgrGniqb3mEmatrIOjzZhm3ZvCSqEJyZZWcNTfkeNRYUwR7WwBwGacXqkUmib6AwoS5IJkR/KTFya55CBbHw6Fmxx1OT1Ysjs0bXOvYgIhnPVhCqigjdkyHSnG+3kQ8NjXHKpPJYCU3mtD75a+5Z/N/YFuduzcp3ORgRzDrBtCB2wZG+bElSm89/L5jue2DkitWdfKMP8vYdyC4neaNvyHfucyaUI4IpyBVvglZvi7nPKbBGPyq1cwP2zwcq1Bk34Xs/Vwl+rGbXXjbpn9Oui4ZNuozMLyd7JDUOgUl73Jm292jUBseCyYSgkSeaV7rXVpK7hnyEVmC2FdfEhxl9aSM7xyPWi5mh7OBTwH7hBC7x7b9LVANIKX8OfCvwG1CiH1k37a/llIejTa9VwhRAKSBr0gp/QBCiGuBHwNFwMNCiN1SytyI208CiDmUEonEK9vJr67hOUOOvH1SJzAy4SUpNZSS6I5Set5LJE+OtXhG7JHN9CfemnG/Txmi3CDQj0mAeK7wDzmTPgkkB9u/t9hhntQ4Gs71qarTOF09RCYzS1wAsCvp4dgb6LDV4I+2TGnntNVO+u0fvncphjstLrReSGO4kf7Gfp5MPIlVWPlcyUpSybtmPCYdv5ILfY8j9IkPcUHfs/ydeIFPVl7D/3AdD3ZCIq3jthoQY3KcVFSubjDi0GNsSu7EayxiuOrTaFJBkwpGoeNSYhz2K0SEjRKnkaHwwsKkzsl34N2Tu0Bnrcvwh84TWwRuJlxeJfH3d2CzO/h13+LLzL+/0M1pwsRekeaB4aOhlZKGTDcBYNhWP63QdHFlhnOsRmhzclZNmntCMXZ7pzSbgtvbTHy1aRWRnoPYFY1pP1u6hsxRQH87YFUyJIHLUh8laYwRNvvwK6Pk60U4U/lkFA1Pz/QhwUIBj7uQEe/Q+DZFUciry+OB+APTHjMdBvQevu/6Ky48+0o2H7mC6MjUSGqJRCBwVDv4r/7hKdM3qGW4rT3Dcs/rujzYpT4znncD0B4+ROmKm3D0fJae4WMjDyQVduWEVoHf54N9vqXx2nyuScMQ7CbjKMHf088qz3mMZqa/Fk+1hV97T/KQiWnQ5ILLbR2E/F5sdgd/YNWcBpt3MrxBaCxI0aqYeMzi5v3Vg9zf8faM5cdtrmUlAFlqzPlWSSlfYo4VSErZD1w6w75zZ9h+H3BfDmM8KaGoszuZ3Cs0Wv2j7Fu9Oec+zzAeoi3SPf77cnE5azYPkkx2LXicJwKKbS2/PHxUH50eL2QeZ+fWVzhfuZKm0EaErvCm/vKJG+Q7CLmGcyWPU+hkwfWI0efIEt1lUVtyNRH3deORhiYhGPC/vmwiRbvWzrOGZyEOBgz8VcG1WMSdk8KsjoXFsoXqrlGMvqlFNoXMUNtzL/9pfJRPNXyCn6auoC+mQiC7Xx06yNG62M9hhWmF0myCdAWvUy5BKS4h5qikV3OwfyRFIJQYGvAAAQAASURBVMcSubd2RvhgUz5rutOkc8imjrQo/OMqA7/3ZTi4NIRfC4LdKKlPHCEKdNhW4vUu7skbhWCbD2K+MM3APzUUc0c8yIqCJIGRYZwuN7/unLw2VjrgkuYu3lQeg56vEvWlwAdrL97JmuJmfnfINudHc1/UTh1gJg1M5fRPmd0Y5LzSFSfh0krJGuMwT4dKl8VrZSRNUoL71VVICfPiPdMFLlMpI2SVEnejm0d4hIHMLMlKs+BZ/WFebnyKG2q+jXFPKZn0xPXmb0wizVEeGM1Ms5xLthYa2TG6/GWlO0KCgkPXs3L1QxwKTkQJDMb6qKr5LWLk88ix8MAvNcaRQ50Ym6rYFXby0uCyD2/JoAiJIzHMsN8Hfh+KopBUQrhKiwgOTrVEpooTHGg9aaLYJ8GsSrYWC5odSfKJ0ZLO5/7O7D5dQsJRjiOjEQkFua4qyv+0vHuLrDzca+TDxaO05pXTpxgoLjFBx9LnvOWCd5JCAjnmlJzCVCjK7A86Yu7CXVPHy4Z5sC/4Hxz/TyEFllASS+VTaMv/DVgwFMXCzwci5GI5ixDmYf334Fi6woHvVuwPjfDtiMo/Nm3DHpueIet4J9OumJGVK26lWPagkmJEqWdHTExKfSo0CpZzaexKT1agDSkdaZveO2EwuEi1NFLZ9dNZ+xTpGCtiO/mwYublwIRA6sxzYbC7yRjMJDER0Q0E0yoRTSE2JlMVmiX5egC7xYwtHSA4MoA1NEQT0ChBlFUStpXTnbTy1lCC+CzsRPcP+2ktsnJdwkJ0ZGZrpbvcTKYsyWupDAf9b6+35EPVGtG+EK7KJm5rXfw4PlBlJr5vQliKtYX5uNmIWjhKLzA0jZfk7OI0f4j9DAChT4RYvRJ7Ec38JDes+xy/2jt7NmipJftcDPp0c0kifT1kPNOTbMyGMht8vNyHv7cNP7ClMp+93qUnAVClhsXkmFE5nwv6WFE2h8NJn8XLaHxxtFcpktxk/DeaTl/DBwdvJNImEQrcZb8F1DQXl15Ko6uS37ZP0B1fUwNrO1WuKPRwdyrMwfDymrq9IQve7R/i7M2rOZT8PSk9RamtkkDHn40rJB+o0alK2In7t6Hbe9igHaKhoZ7b25bhGQq55GFTW4oE6eTEWmKtaObHPUauqRykolhgCZXg7cy+bxaHgTdSIU4G7+t0+EJ9lFjfYfKs1bRkCnj8mGjdthC0hSyoookP1kjMi8jteycgkARLOInq1MkIhQ6bhYY8bVkYD99tOKWULBCz5ZQ4azTaR/rpPut9Ofe3Vu2mzT8R/nS+7Tw2rHiVRGK+3OknFkOmjRwI7Z274SnMG3OFcx0rPpeaFAoNGk6ipEUeR7R8BhNTBewyQ4LuKVuXBxoavXEHJUUlpNNDk/aZzXV0tp7DJ7x/mJT/cSykUAhWXMhT8TW8NZwVZp0uN+Fg1vXQa2vkvjkZngRwNGTJhtNYzrmlknpLBCU0RMjXi9PfyxpgtdGAXt7IoFLE7hGdkWmYvfaH4/QYUnyroYBYW3jSaQrrzAQLojwQjPNa2zE73iYUWaAwMwpl1dza416SPrd7E2xrdjNyaEKo0JIZLBkz7opGbmub+jyEMvF8haYCOgjw6kPoSR3NHgFmV0riGZH1g6WnKoNFFkEsGsHqmU9OieTPGjI4Rg/i703g8hTyeqaOV1tz7+FrTWHUuJ8/BKpnZWACUHQNu3nhcd2ZsaTnMkcD1qfy+GzB6XRsfpXnYo+R1hduZmjR9/Pdoq9zTcmnqYg30KEfAR1u5hdsc23jG+vO5t6OYnojsMZiQCIwyTAf6Bd8oKmYX/p8eFPLaTVTeHnnaurKv01ZzSsc3n8h3lDWMLHGA2vSAUJHKsloGsqRcipXF3C4dzufqN/E79qXTrzZVCg4Ux4klV/PXV3mnCvAz4Udw2Avb2BTeR47E4W81i5IZODmVgtWA3yoZoQ6V5K8eAUY5SRB/2TDEyMOgnILQ7PUZMpIwR87BdN7td95sBpgJmf7/lELVxZGeMCcxyMGJzdWh2mbOcJ9wSizwcfKfDzm88xawPWdglNKyQIxm6ckld+PM+nhkRwZtwAKYo9yrNh2Xl4RicSjM7Y/GaAoZn7V8zYFSr6HMFM411GG33PESxxu/QVDMD6HCpyryRT/HSPHWf4tsVeXdGxGjKRn8b3sUneTd+Qymle+SDKZnStmcw2vv3YupzujqKGeKcdIxYC34hIeDq6gozcr5OaXVbMnVcxBH1xGNpxDX4DRKZyGR3oE4ORDJTWsjWs4SgSaOcRwrJPA4CEqxCHKJYjSCsL2CroSVt4aTpAYu5chLcO/jA7z1VXFONui5Ncb6HdGuGkoTtvUlJ63DZ8sG8Y/0MtB1+kEkktjoeuLQntZELfRNl7zwllgosO7D1dBIQUWN8eHvAtlYg4+XH4L1WUNOPV89DG1WuSguIXSCh4gk5pGKbEJiEFa5qaUrC8QvM/ei79vAE1VMVSt46dtZuZbwiM13EEymWRNURW9kTmuIZPCYrCzUOLndCarBOrhrDCneO00PHkxdQVn0rn5VZ5djHIi4E/yjilRca8lXuM1+RofWnkdvtENxEMdGKuMJAxWMpkKxKEwf2GzMlpn4taB0QUU8swdHf0uOvovH//tMknebx3APLCKqJa9q7ou8b1lYvWKizky9DyXVG7gyd6lGdP5Li+BvghE9/L5yhp+0DG/wqNXVkteHBSEppkAz/XDcxRN2R7X4M42I4owcEVVgEJjmpR+8tYlORJ4u0dw4qAKydXVktMMgsd9Tl70H2eVkHDugIN0aYAHSvLQhUB3m1BEcsnDqbwJSdI3wHmFNg75p4a2vtNwSilZIGbylNhKJF2DnWQ2n5FzXZJaZZSDQxP5FZvMmyh37iFxkns4o5YNDMyS3H4KS4ej4VxfqjsDoxBoUpIZE6J6BqamZnnDB1hZ3stIeqKg5VqrzuHDv1wy2/2l1ktJyRTPJZ6bsc2+5D7qe+oZGDib00/fhN3RzptvrMctM5ztu2dSW2lxM1h8Pg/5aunrGVNGKup5NljA7jHd16RIGPsu50CANyvW6AbioTjxEIAFIytZUbmR4dIuhJ4kMtKHM9DHWmCN0YCpqgmpGNkbNvP6kOQnA8OcXq3QGtDxnWRx7FdWZ6uqu/IL2DGos5Qem1936fzjSpXRfdkJKEtHkF6dgHeYP6vK579b8ia1P7bGxIHMbg6we9L+XNQlb1JQC8QioSlhNB6zhBg4M0Hmytb4fFMCvW8//qhOfkkFj4XKObhARXK3ZT01ngxPdc7dVmppTOrClZLkmIcoPjT5k6147dQ/eTE1BWfRtflVnok+graI3JopEPDH6D18LF/BMFJEPBVjaHSA0vVJLKO1RPuh0jTCpiILrw3N3d3SQPLnlV6KA6sZ9U39SPo6NPKqC/AYdWDxjGwNeYJg/4T5/7A22auXzUcaYUe8eNp8lma3YKshyFnl+XQbM9zVLeZFp6xLwUPdML7wvWcgubQS6q0JepOWedcGWk6szhecllAJHjZzca2VF4mgAGd6nDSazNw+MIrqMWPxKlQXpelWjDxtdXFx5QhPTLXDLQopXfAcazhykuYazRenlJIFYialxF6dxDho5G577hVzGtJPsfeYT/OleU0kkrctdojLjruG3iXlfN8hSOoZftg2ESqn14FTVYilhqdtnxET+UwKoIz8YslE00pDJRUDFfza/etZ251mOQ0ATRO88oodWAdIrqgZJpmoRXc1EjaVcEir4KUBM+nuCWXkmUABe47L80/pAqPRSDqdRhULX4SNQqD3To6JN1lVfGVBftjiBPKwGoq4qFzSaAqR8vViCPcSDodZDWx2W7EUlDEg3fTElr+I3HxgM0jq4keIAAfUuiW3zEXTgke0MFess0PMwMHRPeM6j4h6Oas0j7TO+J9N0Si1lZLKpEjpqfH/n8Dc4xuNZ5+1pmm8rwKeOCaMxW3M7guP9DGXUqIiUY0mQgWr+EH74p7ba0PwWo5Cr5ZOYTQt3IqZTCWw2+ykB6e/V6rXRt0zF6Ce+ThaZmnDqUoNpbhHPRjaG7GmoHhdiI7ht9BlP43N2xgypHlt6MRZaIutAnNUjudaHA9Xc5JBi5O7WqeGEn6pMY4l7cNvLOLRPhPT1VI9Xum9rCRCrCc7x1yeQm7rmfwMPKYM4eE+GrUutlaX8Xq6kpeP4SC4tCiM3llMYETBbZB8Z02KHlOGu3sEvncekdYJguRrTWHCPYdJAE0lFWRrc58c2OeD65qy/x3pjPDPNUWkhuKk2zVA41/KC4h0RjBYzFxdMcr/uMpoVUxcXmqAnqUPd8ySqZw8StticEopWSAikalBxNY8I97kYcwNK/Apud3aQhHh4MAT478bTY1UuXvQEmAwlyMzUTLaSZhXYt/A7p6TKFblPQcFTUoqTBCaZq8EejMTlMFn2nwc6X5lSc4spODy2OXoBfqsAtBa81pWD68myNT5+5uuUo4v5mSxWLEWVfG8zzVFGTkWJrOFdDqd9ZosEFvz7WR6Jiz4ikEg1iT4QesE3Wlcg4e7BeBCEXmcXqKwviqOPeklMDJAoq8dK3AZ4K4sIW4tYl/YyvYhueSKQKEFRhO5Jc1/ui5BpCeEp6ya2zqWdhxOI5xVKmm0ROkLtxCK+icNKegbZQWTjRVaB5zN2ZO2SSRCFQijwICPb5TrKEYzQoCUkmxGuMTmdBMLB0BK/GOlddYofTzBRFJ7T1RQYTZjttpgmtyOrcVwVl6AhDDz7IiVqLaOvlni3pcDWiqFalyYpVsiicdjlBSWz0pSoTX4SI6FeX2Yz1IRa+K39h8xKhfhwpDwwfQ12EebiMWyDzq4y0V5wZmYqoLElRF+0+NZeP8LwHBcEq00424eQnZVkIxNrEEF1RaGOMLPOyo5/l05v1xSGyiFTBkOSw9Xso+8xjp+2Jo/qe0XGuP8vGXCoLMzZOeMwhICo0P0mqcWSvx9u4FS2yaurYoRHWqhxFPO0RJwbjN49AyxkexvXRME9pjJM0i+vTrFi3qGx5YoxOztxVITegj+p9XJR+s2YenfRcaUeyj8iUKHzFCkSKQuiHZNXngi/TEQEltlhiK/F/JKQQgG7GaKrdq7mg55sTillCwQsWmCQ+3VCeJS56XC3FlgNsoX2HNMLPAZlsv5eOI01ps/Tmfazpedb7A2OFPNyrcPTwXfHa7Cdyqaa77IS7okX0lNq5RUFJzNnjHOYLsq6O34tyU79ycsnyA+FKeltgWOYcf9qPUaypJFILP5HoNHAgT1yQpJeUk1Dr0YmVGQ5iSjSpgB6aItbGS3V0cLzP1hM5jMQBiLkmGhS9grvgg7HIItLgfrbRbyrAl+3JmekV1Hl4Ltg5LtgxagAre5gnNLdeqMYTKBAQKj2YyeFcB6txVrQTm9GRfPD6qL/gBdUA7bjD3ETa4poVHHo9ktSPcfRAjBk8GSxZ0YAMnmIoUt7jiO5CjB0SH0EZ1j6wy7KxrRFCMaKppUEEJmPRLo5MVT5FE4lj+ik5Ea7aO7EUJgElY8phI0PUUqniQcGCFNBjLaeORrntWEf3gy9a1/eIAtRVW8OZJdg/Z44bTGZu7rm1zN3WmET9dGMGtDJANpeqwr3qa4d0kymUBYjcD8raSqeaxQouqaVSnxl3VDCpBQ13kakUGN663/QHhdB3cqPyEl5h8P/EHbB3H3NBAcmOwRSngVLKUWpDHEZ6qCPOt3sfuEOc4Fv+/J43pPB5R6KYptIjiYxGRV8ToOcre/muSUOh+Scy1JRg8c/W4Xs3JVGT1igGOF6c2FkOjZT5FlK0cJ9rYPwXaqOKe0mlc7p//uDcbgZy02PJYNhLon2lxbmUIdmZovIjWBjKscnIaM5J0ByRqPwlZPinw9wGP+oiWnPtel4PftKu+vOo3fzmKkervwxIDClxrTBI9MNjZYC3VM1Sl6VZ17hwRV4Xzer0V4zOjkEVMeH6+O8tvDb9Og3wE4pZQsEAZh4ViznNGi0hbYgbPYw3Y1N2YJm0jS1v/Q+O8ytYwhSyNSKOxJZa1PqZPwERks9TzU0sK7xV34zoNCt+lcSOpY5FQvhCrMqEV/DmNFoNeYY3QkF2YtNWPmY6aP8aD2IH7dT7OpGa1Fw1Pr4bXEBFXxSmMz1wX7Wdn33+Pb+grO5Z70BQRC2ffEbDJDew3+8NF5Y8G+zcBdhxXmY2lTjOaxozXAPHvjWZCWku2BMNsDR1m0cp/PgSQ82KUALiCP9QUKp+UncWlegsP9JHrbsANXsHgvSjAlECZBqOcwH6vfxF0zsgpJrsgfwj+QIa+qmX0LdGS6TJILyiS1xhBp/wAF7nx6eno4XuZwVa7gYCKP29pmvp6/bfLg2zE5jGb16vOJ4cWaKGP0SBJB9imWlFm4w5ngyEgcs0HJ/vVIVKUYsyootEia8zSKUwOcZxqhJ1I4rvA5RIK6PAvDY2Fel1VJ1pp6OOjcx4uxF7ne9Zc8snsuprblgdMost6f9MLObxor56AkZ6eX77O0QQouVj9AZDCr/KTiGcyvV/PVgu/T2vwKD+h35jzNqw3VrAitJ9gyWeiyleqYSqO0j+ylWjkDGVD4SGOQS9wxDqddvDasTBsWtZQYScCP+uv4VEOaeOpFGpvOIWUJ8HSqdNoiitfWSpzBUpJHqWgF+OjkD32Tw6y35scx5zdj6hdMznYSY/kis9+8bDhWto1ZlVQQJdztmtJOIgl6MnSdxMKpzSC5pELiNmhTKJYNClya14+/t5f+8s3LWItJ8NgS52AsFfqiklRldo4oBolzRZqoU+fViM7THRP1QdpDkq+U+3mswElMKFiLLHD4VNzeTDj5JN53KNz1Ov2+OIPlNTkfs028zlvpCVrRC2xX83Oze1KbDfL1pRrikmF3uhA4yTJ730OoLb2aHWNeEEWbnE+iCjMVzf/Dm7GJj4gpvnPB57rMehnRA1Eut1yOrJU4gg7i5jj3iWOS6yV8RmxhZd//m3RshfdFzqpewyOhrJJe7VlF4LhkRcuoic2FaXaO5i6oH3Xlm1JBYHkLcN3QoPHHHsO0rDkTEOz1yrH6FmU4jWWcVyZpMIfRg4OTvCjrXBasBeUMSDcvDan0RWfrN4tdo5LV7gqMDOAc3seGgk3smaYS+tU1Ev9ANyaTmbv7ZveoTIZkXYHC1vwErrSX4MgA+pBOELBZbVgVN0355aQCBnqV7WQyGcxV6/hRy9x5BIMyRqGYXJ9j5IAEPESPq1UQGEiwrVJweBgSaX2c7ezoGDvD8MaIAajkkw0a15r3YSsvY3+yAEVLsC4vwZsjJq6v03DaW7hN+z2peAoEpAwDzLNk4ZLBbQY0GCw/jMw340jkYxh1EhnIzWtisOmggRY0zthGIjk0RjpymLfY0Hwh0cMTSlDMq1H+yul8p+ZMnqu6ix2ZF2c/qYSr0h8gvn9yaJajOkPE2UrvyCiZTAY9I0iHBcFdbhSzi211aU4rC5EUKTKKShxBV9rOI91iWdi5ft1m5PKqtdjlW7RQwfahqecwKZLVMspo28RaUdRops1hZ+C4+pO/aDlahHXxkQAfqslgiRROW5Ejry7DnUMnc7SB5MoqnbJ4JzFvCI95E8dyCmi64Kc9pVxRVcJ97W+Psn8y4GAyw7qtCdqlzq96BSP9MFVxFURDkjKPxoAw8JbZwsbCxAn0LL6zcEopWQKoBkFnZBeqqnKPLbf4WhWNoeEHxn+7FBdRywpSYuIFrzZEUEPPL/l4FwODsZBfdxx8u4fxnobZdcF4QUQt2XfMHmVMIZnwHjhUQU/fHxd8rmJvMX78JBNJOAQ+fPhW+xiKT3heLrFdxFk9D0x7fEPgJeASbDYboQNT44JDbUYu26azczT3MAavbsMIhL1DmJSyZaMi3VgAK71FfL0mwv9tSZGriTmcPpqLkgc4WZkvON2TpkD3ExntJzCWi3IJ4K4oImkr5mDUxkuDEm2Ga7mzFb7R2ERsqBN1BhmgLtVJCEgXr2RwjnobdqPkgjKyilNggEg4hB4FP1BUUILLVEJm1EG4Q8V/TF5KzeYV+JQUP2zJzUPVFVepKzITGs4tdKg5asRiVI5TSI6H4DdtRprd67ki3UP56Bv4AZvdxxfcknhflKebtpOSE5qkQ3Pw0boM/rTKSAKG4+BPQlxb/uKWbrMADbYrT7PPsA8ccG7epawbuQpdm1swVa06IiKIDs4s/OmVIYKprNe0R2/ne55vcdnZH2bNwYuI+SaUn3BXhi3dHyF5VoK9+o4Z+7vOeh3OvhqC8ew5JZL89TH8e20ImilzNREtO4B+jANWTwoCh0wcW3PGYpBsbUyxsnaYF2KFvLIMtqxHewSPUjXj/o/Xa+T5qxgdUw+EAl5jC7/vyp2MZr5QhKSGAIHDldPOrlhxhsOHT2alRHBPhwrUc2kV1CfANzK5RTIjuK/zvR0tcU8n3MPc7IaP9Bi4qsjLzY4SnldtfKU8xO55fPPeSzillCwBPPUGBkMhXE3NeEVut/R09SCtsYkV+lLrB/itZfIieZm1HdIn18LVozSRlHve7mG8p9GRKeZoAnskNhFsW11y6SSFBGBD5nmOzMDONRc2Wjbi75jsl/fUerg3fu+kbZdmivCED0zbR7frdAhBpWMV/tT0QpWlz8DmwhQ7xyxHDXnZ0Im26ZJlgM6YgSayTExbihVeHZz7HflmWTFtmTQPDvlzlEEl1+Rb8b6RwDJq4UsrNX62IMpFwSE/HPIbgWLMahFnlcBKexxzbJiAdwS8I9QCKxwm7IXlDIt8Xhkx0BGa3M+PWl1U2DfSNzLtiRCAu6KBH7ZOZ1GXrPYonO5Jkq/5CI30kxnOEAKMRiNVpfVYNA+xbiupQTFOTXDsrTK7JRGR5OcdBTlf/RsjksvcEnKcgrGODGc2W3i2MzZn28MBSX+0khs8ccLBALHoRDjtkDY5XHGHfIWK/C4qZR5NuhVjxoiaVkEToCugC/QMCNUAqgldMZIx2UmmM8R0A7GMQiitEEgJfEnJaBzC6dwUGrshO29GMhMP7kX9CV487Qma1XVc/NoXyMyinGhOL27VgxyYOJfuSKGVBkgUBAjbR+kyHIbw5OMe1+/lhRWP8pn0t1F2F6GP5VnYVmqzKiQVhgqqQw3jsfISSd5mL+im8ZoyyaCC07iaZGz269c1QeCQGWGo5Ip1IbY0pbmt075kxQdzgYJkRBygqH4No+0JCptMHLC5CaaWT6C+slriTBUQmGZ+OKo1/jgyQaixVLAZsqGhiczcbXOHWHIK23cXcnuGw3FwheNglyAESZcJVcRnzGFcHmRz/U52nFJKlgAhNfvW7iya2VpzPERognHLJEwI82oCYnIyYY1ywojfc8bjoyffmE4WfE77Du7OWhSHTsaWIG6OEDb58KlDDIleuvUORvSBRX2LrKYCulMTFhbfMcqA3XUeHBOqeqYtyJFDNy/4XKelTsN/TCaBxWLhfsP9k5LbV5pWssq/a9rjE8Z8nvKW4nQZiLQ6mCkkItKrctXpCoGUzo0VPbw/9SiDpjr+gkuOE8yz2DsKTWOvyipHklfn4O9f7bRiPBRmpYQtxR7aCxR+P+glJWdeoK+qUhDtZiBFIqJR2efii3Upyv12fhYPMJRcmFSVzAie7YdnsQG1lNlqOackQ50aIuLtx9/fiZFOzgc+UFaA5ijmcMzOi4PZY4+Ge9kMkk/UpXBE+xFCQbe5uX+wgc6BiWuyGSTnlUGTJQLBAcKhIMSy3pB8tweXq5DX7S9RLevQd5YTCM5siVdMOpn6fm7vL5iX0BNMCTR77sndqXiGTarKs7O0UYSk0iFY6ZasynQS9AUm7bdYLWjHJZTvT+1nP/uP64jJpR8k5BvyKVKL8Cge8pQ8nBYnTt1CQcaEIW1ApAWZVIa0OU06pWE0mjCarQijGama0BQTCQzEMgZCmkogJUhLMBgMjGjHaZMCDuv7+EC1INw+/Vx0rUzS2n+E0upy3rr0IUYYoD/ZSyB1zDXPkr8RFzF+bvpXVp+5kSt7P0dyWPDb/P+aNTrpSv0qtNYsSYK1SEev6MUfC2E8smZy36OT54uzKUlfSRvOl5sRxxWylJoguMtFQZnO16sG2K3lj3kTlx+3tZr4Vr2Jg/1PULGykVFDmt91TE0+X0qsMvgJ7q+Ydl+qLMOewzNf+9cqShjSNP4w5GU+tvSzSyGYhtdPfaKXFBV2+GB5lJ+2LC5U+IDXwEVFMZ4x2HnWksclVXEe616iQc6BzYWSKwugcl4z6u3BKaVkkbDlGenyHcGR7+ZJQ26TtkEdosW7e/z35Zarecg2lSmnQj/BvJVzQmV/cGFW9/cCPMM1hEc0GIGstOPBgQcHjVQDWwHVKDDnGVCdOr+v+D4983zGRe4tHF3Hyk0KyXRgfN+wmFCKGy3Q3fq3C76WfCWfcNdk02ukPsJwfPLzP8Owlqrh6dnhni+/kWhXHP9qP6ut9bB7asLnUcgOI7+ov4+mjt8A4OI5vldv58b2s8ZZcI4inAZXUQFBnxeXHoRpqiEfiw/anGgyey3R4Tglw/AP9TZ+noxNmxQLkrOUPPy+ifCfwEAS1wBEifClYic3WSL0JxZaCm8CAzG4p0Pl74uasXWUUVypYyyMEs6MMOwdQPd7qQS+WVVGSjEzLPLZPmLgA/mD+Ht6J8iWvcN8ML+Ap4z1bPGkKcxkvSHaiEaYrDeksrQWq15IotdC4pBCFGjYtpXbxPf56oZCeKkapgsfExLz+hHu8RYsKIE5YEgCM+dDHI/CIQPV+RYGQkkurFBpNAcxyhRKKkYqFiIWjSLTEkaYhmx6ERDgz/jxZ2bI2hVkX2sTMKZjO1QHxYZiPMKDS3HhwIFNt1GgmynRskqMTEqCYZ2P9n8URVEwmoyoJhXFpIABMp4hCm0FCN0ImoLMKKT1JFoyg49sHF5KJHg+/OSCL+1AZjcHSr9GY8UqBvXeGdttMW+hONDE6JiCmvAK8ircmJPlhGYJk1SMktaG17kv+AeaLm7mvLaPYWyf6lGLDijI0RJqztnDt8wl/HGwgOOWmWXB7wYL+VCVjdHhNkby15DMLJ9CdGYJ5GXyCGpTz2Evz/B4YGbBsMBowH4kQk1a5582u/in9txneKM1TsBk4vUFiHVmVbKpULB9CRSaMlt2XXu3oMAiiPUcYEPB1mlz+XLFM33wtdJRDC7JmuAIVnOQx+b4di0WNU74aIXEOWQi/JoBsS33dfjtwimlZJGwl0sIQLy2KecK7nWpFxgPgJKwxuniluO8JGbS2OK7FkAguXwwmktJy2Wj2XhHwylcRHvntkJk0pKYNw1eMFTO//WzWCasbzUGP0dTB2ymYo6MCYxVZgW9+3+T0maIf8oBl5kuI61NeAM8FR5ujt08xcuzJqMwnX19xLWJ13rS5Jfmc2/8Xg7b2rjG8O0Zw1QSIwoj9StpOmbbpo6f8d16G39xZCPx414EzV4CPi+hoR48lqJZi5DdHwtz7Yo8tPbweAy/Vhij78hM5mLBKzGFtUaFzDS5DdHhOF8ssnOLFXrii1dMLIpA74khEER7VejNA/IoNtfjqE2j24Nk1ARDPR0Y6eRcwD+N8BD0e9mKF2LgI+sN8djKIJhHuMtAskdMSbq1vFbDR878c25O/w9f3/p3hF+brDhKJJ5tUf7odXHQvzDXf6+WospgmjN/QjUI8krNGPJSvE9vR7f5qbUW0dXVNamd2WLBbLOhWGxgtaCZrdDXQySdpvuMC9GF4JrhDAdSO2lPtU/xmiwZBET0CJFUhHZmMC4Ysn+fSXyGyBgLXSI+ebL68E05rLy8nP7+fgiMteny8WeWP8NoNmIwG1CMCtIo0Q06mqrhU308GH9wzvG26jPnAwopODt6Eb69Jo66UqQuCO6emzTBsnmEJ6KPAtASOUxb6f/l0voPUv3S2SiJyYJQ73mv8nDsD1RaKvlw1ZV4kxX8ut245LV9jsVgDH7aYgPWLbEmOxVmFVLGNHl1GqGOyWu8rErz6iyMWx8uyiczEkExCDrF/AZqjo9SaM0HnPMe87ZiQb1/B2fW1bAzWczz/QvLtTqzFFaF3iTZsIE722b+vnkszLhmK2Lp6zwtHJKzPVGsxR4uTPnY411MTR5BJKhTZ3ySp1OvcpbjbJpcRbQsw3x0GuGTdTqVUSP+7UbC48/ylKfkXY+oMoQQgoecuTG7OESCI0MTFq9zbOdQ7XqajxiquCfaCIBLJPm3vD+hBWYIHn+boKkFMIUY9BQAzhIXj8ds54qIPn8Toao6xsOn1Phb49urSj9AF6ACHt/P6U8sIhBYgnXASnqsKoLBYOAZ+zMcXyRBSEFRPDBtF886P4hFyyCMbowY6ZNdGFZHyeydmdb0cNcqNhdvxjK8c6z/DOtTb3JZ+Vr+1D15qbqn1861ZgvJZIJLyjPcNUt17gPhOAfCcaqKzHzc7cYRCfFsZPZn9dBIAK3Gzcau9PSKyUiCz9W6+Of44t/RK4vySR+e6oLIJAXBwyagCImkuqgCc1kcb7oTn396k11JYRl5opx4n5XkIWXaGjbHo+i1jVxwZpDfqD/jM6u+TeDghBCZtznIE0ETb4wsPBb5YFhlTbGJQP9klchkVckrMyBtMYLpAYbD3UTsdgzuIpS8ckYsjQwrKunyBkZVI4PCQL9QJ5GBHMXfhEPIVIpHMtl5Yiu8ilrjB1klNTx6FHvKhyk+hEwMktbDhAkT0AP4Mj6GteHxub5cMBWYyFPzSMVTpFIpdH3+wkEikSCRmF6Sc9ld3FBxA3E1TlAE8UovA9oAA9oAGXKLt/uo+aM4Oxvx6vOjK7WV6Lxa8CxR/wSVnC51HoveR8lZr/J+759h3VMNQGrFEI/Gs8QbvVovN/MLLnZdzLca1/B8oHxR8+xkwXP98BxWrqpOsvH0EBa/k0CLAVux5OXo7EnRFb4MEcBTZ+LW/tzdDR4zBL3DuAsFC1FKjgRhTdUaEqMd1MW72FRZQrehgge6lRnJN6ZDtS2DElFmzB8EWOOBbZW7kDRw/+G8SaxeBRbJ16tSjComHugXJ8SLNjMkX1sRZsixi0fjj/JJxyf5RH0ev5uRkn1u3N9j4upChQFtgKf1p3h/yRpagrmVkMgVdqPkO7VporvyCKSzWWDWYh1Zl2DUlKJ6Sc+29DillCwQsVgUxSDoC7TgrqmlS8nNLXaa2Ml+bUIAOctWQSLxBJWurLC/xuTnHzJ/RSYQWI5hLwoRlvbleTdhRXTTvMWaiB6ctzFK1yesvoMjj4//d9h2NsTgTOsIh7vnoPucA+fZziPUOSHOqo0qbcmp1avWWNZQPDp1e1qxMpwwstOwggY9zQbzBt5IvsGDztu5TPkScgZ5LDaosK/uarayk3R+E896Ps73+1dxaBo9eDgOyYpm6N1DuT7C8dXhp0NPPMl/xYdwGiCcw8fusdEAmRoXp3VrGK0GVKeRSG8UoUC02ck9gaUxcSWlji3fTMw/M0OVQBAfEcRH7BRsrMLHVKXEZDJh6msg4M+BovOYMgxSlzS+fgHh04M8UfJ7LvB9ktiQwLUhwnbNyHMDi7Na7vHqfKJUx+hVyCs3gj2GP9VLSASJFhUTyMun3VLPLsMaRsTMyuVskFoajqmYHtMlB5Ia2YwrOyh2sFeBPeuZ8qgKbkWQh851/gg1PV6kUSdjSJNR06SUJCk1QYwIcSLERIyojBKWYYIyiF8bC/PK8dbczM3gJvtHNo8wT83DIRw4FAd2YcclXDhxYtWtxEUcj8kDSdASGlpKI51Ok05Nv8rEo3E4wtjVZv9VU40QApvdhsluQlgEGVOGhCFBWGQVs6AexK/7cSgOarxr8XbNTyGRSAKrD/Gq/5Vp9w/FB7nd9j3Ouux81uy9hMer7kCPTV4Anoo/hcO0nevKrmObp4o72m0nNBH+WJxdBi8PzN1uLnyg2EN+WuXH/T42F6c5Y1sYMmmeaZtZYTjDYyPSnpUNwu4Ew/Owd6z1gBJSiAS8KKJy3p6Go8UfzepqPlCt4073kTe4kxs9TuLuOv7UY56kPMyEu9pVymyb8PbNrFxeVDzCH3mUhJbgA2uvQYus5p5WM8mM4PpqQeQNF2YJX1iRJlSu8ZRPsPNtsM9+qFYSdhzm0XjWA/ib5G/4c/ufc2V104LzoXxJcASbMWMmoAewW4aAGpaS9CCaFqQUM3paYLBKbGsSbE/Cw4fhjrNnz788GXBKKVkgbDY7+RWSoWSKw6U51iaRkoD3sfGfJYYSat2dpFKQP2bT/KL12ZNSITmF2WEezCc9nzARAXHmH3ibTPaDCdwGhWCsA4DS/NPZEzOQpyr0dv7XvPs8HisjK/GOCb2eMg+3Jm+dtt0mLuJOWwHvq2pic88tqGMW2dcqv8DOaC3bh6DEomIWWUawdv0QllUp4vtnXhgP9KxFr/86vwqezuP7Zxeuf9tu5MYiN4GhXoqtpTlXTg/P4zE9ORokXO6kJRYlFtP56/oC9hsz3DOwdLlVDw0HeBT42KpCVnh1onNcSHp4au6aqqpUm7cQ7J79ntlLDPTV7eNh8Tvq1ZWcF7ma9G4nJptCXETYlXyDylU1rC7ewj5V8tAsHqhcUJ8HFxSn6A3sgnoIlZbT4Spku3EdfcrSfX6kpiHNsxcXPIqELunXM/SP/V6ZceHfPVUYV8imjtiRBM/38HKxRr7UcOsZKnQNm65hQscoMiikUWWGMA6EAKPIoJJBkELRkzh8g6QMSeJKnBFG6NQ66U51MypmKVYgAMvY3/iFZvNYnMKJQ3VkFRnFiQMHVmnFolswZAyomgpp0FM6WlIjFU1BFNLpNKlkChMmCsb+HYXZ4+LYDHjVIskkZheWXGvi/E59ZI47Dq+EnufV2heQsRnILvQIt+q3ssG6gRvrz2V/rIJHe5Y/hEcBbiwrwm/2UmLwoWSSvMzU/M55QcJmP0RHonzJaMXktnM4Esfuf46vlubTa6nljx2C4wXREHHE6YLCiJ2n4vNzEbwwAK8om1iTL7CoktgCIxaTmaNUwNWcUVLNGc4AiYH9fNisYq5uICaNHIyYeXUWaudsPsn0z25ToWDQtZ9QKCvv3Bu7m3xDPjds/CChYAOlQRsBPWvdDx42ITFyTV2GK5vTbI9Inuybue+lRpExySHZMbFBwK3pW/m84wv4Susn3YMNBXCaJ8ltraY5GbVeGnZyWc1lPBB/gBbDAd5XUcvTfbMeMm+8Eta5aEuENlTubJdjtPknS0jc7DillCwC0hnGhJmHTbkVKtto7KAvPDHJL7Oei6bdBUBT5HZ+kuejIPzgSRv1p7wD6OTeDpQpVeMVlHOFo9SwoDUimRoBEzhUxvMD3MUfhThsVA9xMLl4M9+gY5DSqlJ0o86v5a+njcnfajmdXf3lvDoEf7JdwCfqtvK+5NPU+Z5nj97AM33Zi0vrAuMxSc6P59/JeeKzM7L/RHoNvFVxBo/nsEindEHIUYMI7uHCcm2WSueLw0TFd/jn48n6lwgZ4LcDoyDhX6oLiXTPXFUx2q9Sv3kV7f3Z/ACj0UiN+TSCLbN7ax2VKjdX/T3BsRDMPZnX2GN9jU9v+yYPGx6gJ5PNi3ggeS/2Qg8P7Ktf0LWU2+HisjQFqSH8wwOowyYe2HYxh5Tls9Lp6TTSuLAkzrBNIbYqD0MkjRpKI8IayjGLsEAQtptoUwRgzMZIzgdS8uX2I+MhW0Vj/840nInD7UCxK6QsKYJKkJAI4df9jOqjjGqjJPQEUhzzshzNYyHCrFFZxyflHwOX4uIK4xWkDk3Oh/JneoDK8d/OlWF0JU1ot2daAgSTS2dv9Qv0BHILFZU5fD/2JPewV+zlusLr+Ka1lnv6CmYgo1gcLihV8cdMXGXJI3UwRNHaEN2DLegVGxfcZ7Nb0BWWXFqQT1v5CziDxdh21ZBpDdNgk5hXNtHRf5iGAgP/tKKIAykj93ap416NAz7JAZ/EZQqNeYrm94HQdDGWiL00wuf2Idg+5KbEupmry5JIfwd6JEwzcEZNBfszZTzRO7/znece4I+J7ZO2+XU/v43dxlds38L/hnNSbwJBuMMAHQbOKtU5pynBW5rkno75nXchuKfbymerzqbf2s+gltVApJDczm3c4P4cyBrKbTrVmX6krnNPfzW5RHDv8cJFZQ0AvBh7kRtcZ/J0X/6Sjv2ZfnhFVceYEt8ZyshRnFJKFoHheDuWmnqS08Q4Twd39BnGZS0JG/Kj6HpWtNQzUfKDvz9pFRIAVZxSSqbDWfrF8z5mtHpq2FMuMBmyCnA2Z1gBdMKigDKTQkv7dxfU5/F4IP5AdmWY6XFLaEpfxi/Gkq0HY/CDg3Yecn2AD5acz5PeiWTppC7IO6Z2z4HMbi5vzhA9NLNkp3aZuag8wTP9cy+m9/eauM5kJD9b9i+HqzvJIcb/Z0YoRkl0jHWtoWwt8ZZ8gpE5jlEFd9d8n6A+NRbuDuWHU/Iffxe/mevX/G9+ucc153gAqhxwYWmagvQIgeF+ZK8k4/Fg2LCFZ53Fy6qQAGS0NNKwMKXkXjUJ68cy0rEiAKeq4FJUnELgRDCCDgvkNFCRmNZswJhOoWppRCqJTKfQkylS8QSpQBJN01BRyR/7d075OdlEdyC/oYGU00bSpIKEDCaSqgEVHUXqKOgoMo0iUyCTSD1OJhMjk4mSzsSIiggBPcBIZoQhbYigHuR3yd/xhYov4OubSLIfCLazurmOkcPZ2Cmp6LT178ezogCPtYJkt4uENzsXJJL4xiM8EXx86gUvElJI7k7cTaW5ko/XXsVgomIsaXpphCuXSXK5wc5od5rUWISCQ5bgLvTx3ws0bJxdBpscYX4ScLDKFOWm1F1oFo2GS5o403cF9jdrSe8socJZRGpQIQasr9VIVqV44Dha2OWsn7IQDMXhl61mVNHMFdXQJAbxDfZSTh/frCimy1jF/V0ip5Cxu/pLeV/119Dy97E99gK+VHb+NRubsXVVHZOQPRWxQQU5aKVxW5wTIWj7knDvUCUfKf0Qd5ruIKJH2GzZzJbwFiKjQZoTO7KkCRX1/KKrYAoZy2zoixaw1rWWt5JvoZkH8JjzcwqPyx1LXa/mxOGUUrJAWPIE/uEhOgvX5tS+RAlxaPil8d8XWM/HZnqT5JJOxOWFcZmTQd+pqIyumMJqNBtUo+BR9fez1gqYCWZLlvZ3MKVz5sqfoMb3sSNh5HT5Iof0BfC1LgBX2K7hgcNOjpdkW4Lw3eBk9qaEDp7jlpnnCv/AVj42Y//RQYXzqxWeyaFSbiAJ1qo6woPtmNXCZaX6PGGYpZq5UCXq6i76hwaoK19JcGf+eEG72aBnJB/2f4kf5H0nt++5gEfTP+VTq/6KXx+cXqGwGuDDNWmKUoP4RwahF2IWC5Y163nZXcrriiVnRsLFQkunkYal+ZxJIJTRCWWWxkSUEQo/9Mwe4muWOgXo5MsMbj1Dp8ywwusllUzyu/KVdOaYs3g8DFKniAwleoYCXaNeT2NBx0oa2T21SMKB4NM0nb6G2GEPEh2Hw4nHVo7udRL3TkydvA0R7jTcj55aPjNar9bLTfycS1yX8O0Va3jKW7ooStaj+HSNgn9XVoJUDYL8KhPdsdd5RV2BvoA1+YpqSYV/Dy+mNnK620FL2eNokWz/bZEW2kw/ovbiei7d9XlS3onQy1CngS2nZ3iAyYUUzyuDWluaR/uMU+jQ305kpODBLoAy1nnKuKAgTHSoHVdqmK8Uuxm01Y+Ffs2MwRjceciOKrZxVd1Wyt1dbM88w+X6tYS75nZBups1fj2ksKCP5wLQGZY8ba7h+sJPMmDrw3rYii+TVaTMFjNWu507++enkAA82mvghrzTeYu3eFl/icsrm7iz7eSn6z0ROKWULBBRZQirzZ5zbZJ1+qvskROq6xnOEpLJR5dreMsC4wLYot4LMI7mkZxHPol/yyGGZP/cDaeBaiobt9i+GnMCZ7HCIjl4+BeLsh05FAdGYZy5RsMYLFhIRs9hIJrb9SY1geG4ZWZAdFLQLPAenvnDkm4xcU11gj/lUFyqPeWkUNPYWix4aQmSVN9uSG2qoCeR5NVliDo66B8aoKl4C/6dtpwUkqNQUyZUYSCT41wNyRB7jLfxgbrP80DHhDdYFZJPNWhYfUeI98XwA/a8PEJNq/mVrZiwkpvneEkgJVYd0qkUuvrO/ZwlhUI/Cv3CAAo06ilqk0nMFgudYuHXpQmFARQG1GnCzhpL+GiVn8r9O4lFIuObfdFBIq5WivUKnH0bCbZm59jRmWYp0NlR8RT9/oWtYfPFk/EncRhf5SOV13Gmp4rbO2zzFgKPoiFPUBVwMaIlQYB1g+SuYIDmvHp2LrAsWDAtWFFczZ42+E61zq3xJ6a0kegI71SiGL3byPllGZ4fW7fWeKAh8AbSL/lkeS0/aD85vb/7fLDP58RlWs8HqzTU5ABOVSPX2MaMFNzfrgJ1/Hnjp1F6cmAMUyQj7jSHZyk8uRzQpSQTFpg6TeNMdp5aD38y/Amn4uRTVhs/7yolms59XOE0kCzBpJhoT7VzkW0UKFueC3iH4Z27ir/N2NO6HevKVWRyCN0yoNEzPJHgXmoopTqvi9TiSxycUMj0KFkLxbvAGr1EsEob0cHc/aT25gw/56cLPp+uTuZJF4A7cBf+RViO7MLOJ2KfIOwNY6m18Ij+CMOZ6RO5L7d+jD+8lfu54hmJQU5eZvq1fvRNATg8fTFFZ3WaDZWvsxrJn9jMXPPtxUHBtQo0O5K8hDnnsZ2sSNQkMBb0kc4kAUERzWjuQY70vDVevTv41vwUEtsqjR+6/nfOCslRdKTbKXU/yjllV/LSAHysLkNJopNQr4844Coqprt+Jb80u9FyDGOdDeUZwZUBlbqBFFKAbhAY4joiqqFHNTKpDDIj0TOSjJZ971QTDOZL9CXylJwM2JzK5hTZCgqXz9skBHdbPLg3X8ife7uJH9iLlNl3O5lK0jPYTnFDHEegnkjvhLApS8PsCO9YnjHNgIge4bbUrWx0bOTLjeewJ1zBU33zvy8fLVEZ2ZH1a3s2KPxXXxRfAnaOLnzuvDwAL5NPnc1MT9GLJGNT/eZnh65CTFPRKTaocE61wvMD2ftuMzD+DGakKRxDkQUsBuiJzNpsWRFMCe5oM8IiiGarhYXo0Nxrh3ttih92nTjZY1Oh4Dy3j1BfG7G0kfySclLRIK1VrdwbvxcyMJIZ4U3HS3yx5iJ+0OphPrLRmwEXl5RfwsPxhxk2drChoGxJPIHvdLx7VvETjIyu8Xr+3DSkAKerB2lJTLCsXGI+F027e7mGtmzIaEG+v3IT/7e9G1/qxIQKneyIE8derhLpnVvYM9tVbin4l0V5ntPCMun3ubZhDnY/tOD+rMLK9Ynr8Q1kXdLpI2nOXH0m98fvn9K2UC1kILiJWCr3mIJEZqqnBODm4f/mq03/xWDLBPWwvUxjde0+Nob/gKn9AJm8Sq6tWcd9XbPnIwRTAkexC4Meg3eBUvL/WmN8zt5JJpPB7nDQnd+HT7dSXNlAoDebi2R0QipHRmLzuhjft/8tLDAn7NXEi1xbVsEWew3B3lZCgKIoxDefwX/YihYtNK9LK7zPKyjtihPriiDluO4FgKVOQy/2kdYipLQkyWSCRDKOpk1+58w7t/MXLjfS6SJjd5K22UlarMSNZmIGExFFRQAV8TBp1UBcNRBTDURRCCEI6ZKAppOSb3/uXHksRAJIuZY2AXY6BITK9wvr2Hx2GRfunUztOzw6AAxQu3kFqSMlpCOC5H4Xf+b5e/ZvfZyXQ88t+/iOxe7Ebvawh+uKr+Mbjnru6nEzmCOJocskccctjJKhcI2Jm3zBWYuuzg+CDxSauSs1Nfqh0laJ85mZSSMsowbWedLs88GOYait20yxIc4fBx3Ttjcokk/Wa+RFu7lpuGGpLuBtwTU1gvSRufPNVIuk3aQxklhuL6zk8ipYqQ7hH+xBGj1o5Ru4u9tANCT4kidIg97AK2LiPXkz+SYFeQV8ruksbmmxzNL3ZLwyKDmjKDsvnog/wXVF69jjnX+NmXcbTiklC4TD5eIFNTcKSkLHuHMlrHUn0E9Q/P9SQ4nu4l+ryrg7VMzzI11zH/Buh5A8X3MXW/o+PKeyEV/VT0BOrd48H6SZWMDrLYKWI3+/4L7MmPlU8lN4+yfMM/n1+fwy9stpDT4XGj/O7QfmlwQV1ySKnPohGY2PMrzyALRUYi3UWdFwiC2J+7B2vDHeRg31cmPhCzyivm/WXJESKyTjMYz2d0vOk0AtX01b1MJz/RJGs9d+ba2bo74lbWZyrklQN/v5kemfF+XcNGCgMOrE19sKgM3h4I0NZ/JCjqGrUyAlFyQMnD0icbRHiQ1l18JjL8lg1XHUaCj5EQ53vDVZS5kBiq6D34fw+5hIWx8vDZLb0ADMFnDkUVZcTDISQprMaCYzSaOJhMFExGgirBjwKwa8ioFhFHxCXVKPhjPoIwG0ugqXrM9cEI9EsORPVYQ6+4/grhjBeGQtSIHis7Hu8WtpWns6T5X8jt7YIoq1zhPjifCmSq6vu4rBeAW/bZ87ET6YEvwhGeGajUb+GEvQlktl0RzhNqh4C18hGp/qtjgndhVCzhzWFGxXuXRbVikBxvIypldILq6QrNbbCfX6iFWuf8cmMwOYVclpqkowOPd741iT4Icdy6WQSDYUCLZ54phDvYRHAlBWQ2/haTx1HLtYLL8RcXgPH1794ay3ZAxPxJ/gi0o986s5IvDGi6iz1dGR7kC1DGA1OBccmvhuwSmlZIHQqutz+gg1qMO0eHeP/z7LehYu2z5mKMz7jkA6NcCHrKOc1rCF77Xt4b0ezrVDf4GaM5qoadtMdHj6FcVgVvid8eZFnysxFgplEgKn92eEF6jcmoSJT6c+jbdvQiFxeVz8jt9N+zgL1UJGw3Vk9MmCf2OhldOdQX7bMb21K6aBOkOc8W3+/+GWsz5LbeJBHF0vTdumufcebqzfyn+3TB/qBVl2mIOlG9lsWEIp423GTeMWt4mH8XC34PP5doyqEX1w8kNylBoIVHXjPFJNPJidg9rWfn5u+I9FjcOIkRstNzJwcCJZZ+ciFJJLrT1cPRxi+JFs/PTxRm5biY5a4aVnpJWBQJoaV441oJYIAiCZgGQCk93CYM/kpCYVcI39VR57nBBYrDaMVgtaaSW73cWMCANDY0rLfBQWVeoYMtlnuNuQo+FrsZCSS9v2EBijLXasWoshnSLQemS8SSDop7ZcJ9o38T5b3qrgisPfZOicN3g0dS8p/cTFJGcrwv+cS9zZRPinfaXsnqXsC8COETgQSPK5mjBOY96CQsCmw3WlDh7PPDxle6m1jLznm2c9ViDID6uUWDMMzbKc2wySJluc1Egco8nEvT3vTK/wynzQJZxTqBDZN7eXxJyvsyvDMilgkm9WdBPwDpOKgr2kgv2yiR0d07e+vc3El5rWkDh4gEtXXcoTx+QPiXlzhcNDvUY+uvJcOuhgh3yNq6vqubvjvS2Wv7evfhE4UlkHsbmZR2pTz7P3mN9n2KpJJJ5avoGdIEiZpiq1nR82b+Cf2nsIpt/BWtYS4A/cAvW3sLFpG+u1MygK1pDpM5MIayBgZPNbeFl8jYu4zDKPnGFq5aD35QX1YcTIZ7TP4Oud8NoYjUZeLX6VaHJ6E/xoZpRR++18at21PNfjpieQ9ZicY+1jWCmDGfjHommJOoOVMJaJcSB/O2t3Tq+QAGRsRawwDlNqc80apvHSIOwYeXe7vlO6wOwupjBWTOCY7Y5Kle9WfhWExLnaxQ2x7+C3DPEb5ceLOp9JmPhM+jMYIhOfCVdjc+4e4mNwpa2LTyj3IsIvo9tWolX/Lb7u7JxRzRJnQ5KocZCuoW44MfnTSwopJfFYlHgsCl4vK4AVY/uEEFhtNgwWC6rZAiYzusHIUdeqbjCQNphIGk3EVQOqlAgpMZnNGACnzBCep2IzX/x5bJjAQFbxNDgc/KConphQuLy4krUHdhIeK+irlPhhoGBS3RIlbaDs2TP4TNka3lz/ADtDry/bOKfDeCJ8+XWcmV/JHZ22WZOOdamQCQ7icTiYf9GZqVCBdPGb+ONTSULOT16Fkpnbwh88ZOSDW9Lc1DJz25gm+FmLjVLbWr6YH+VzJWke8RrZvzjn+wnHpQVBQr1HqJNrUQvc+Ptnlx0MTQnuPQKLMX6uLxBs9STwZJK8FsvjhfHCh4I+UyUug49w8Xpua5/7Wf2sxcrXm5pQDrdxwYoLeDHxItebrqc7VDbvMXoTAmOqDCEF+1P7OdMxCuSWFvBuxSmlZIHI2BwQm90yaxcJWocmFBCH4qDeNYD2bnLPxfbwf+ua+ceOEfzvccUEAbv119itvAb5gBvKlWo8ShFvZd5cklNkpKDBAkda/n1Bxxsw8Fn5WZK+JA7HRIiAv8bPwdjBaY8RUiCFZF9qL/vkXi6sv5htiUuIJEzY4mGeHZw5xCStCwKW0Iw1Hv6ffzfXFDZhGm2ZtF1a3Oyv+Bg/Dp7D4wdyExzeFXTAs2B9gcCtWfEfNE369B2pfhXG8iDCBPmxbeEhfUdhwcJn0p8h4U+QV5iHw+HAVFXDfxTWo89DOL7G3sF13AOR18a3KcohbFVDqJZiYsYhRuOdRFISUkyakwKBUbVQU1GPSbEipAGEGEuNyY5BFxoD/qxZ05aXj8xopFNJtPTiLfaqqk4az2KhJ5PoM3DAHw03O+p/Mng8mIxGrt31/HgbKRQMZhNiTLHJmM2kjWYSBiMxg4mwaiCoGvEJlRFhYEQopHIhYpE6pd1tpMaudXtlI7Gx4x415vHsunP5QmwYa+shhkPd2Nf4sYw0EBuc3Lc64GTrwPWsPP10fqv+ZN73ZzGI6BFu029lg30DX248n7cipTzaM/21xzX42egK9JGlWS8+XObiJfnglO2FliJcL63MqQ97ZYbtc9QaOorLytLQXogSEnx2hYmhxmEe8ZneEcqJKiRKdBSXy8UvBy28r3KUqqI0tnApox3JKSHQ7jIzj4USzBQbXWaDC0o1fteuMpNCUGyFTzqtJLtchIaTXLHBSLI4zGvD2T7v6RCs9Wzkrfbcw65+0urkL1c0Yu4x8zHzx2kRa3iyN5djpxIF7Qnkc2HphTwTf4ZhYzvrPaXsfQc8y+XCKaVkGXGa2MkBbcK8e6HlfIR47u0b0DIhEz/MNs86HhtaWEHAdy0E9Mtu+jM58NrmiHTb54npCcQCsuVNwsRnMp/B2zWZ4iO/IZ8HYg9Mf5CE6wx/g26I82rmbvq0Pp6NP4VL2cHlI5fTV7yVeHr2XI6MnFkL16TGUF45VccoJcmidfzQ8lVuOuAgk0NBrvcGJBc7h1AHmxHHeKVshQYe0qcPuVsorMLKJ5OfZLQvGwuTn5+PsaiY/yxqyIltECm5ztHGtdyDjLwxeZdej8/3flq6D5JO7520z1XgwmOtxhooJe6XxAJpgq3ZeT6Tk8y9IUJkjM7W72rizq6x8EZFUmxTKLKAxyxxGXXsagabksFEGlVPoWRSZFIJ0skEiXhsvOL6UXg8nvG+lwN1BRswCRsZUmh6kog6TCIZIx7NJvFPe+4ZWNltY38lx203mkyYLVYMNhvRknKezCuZUsjyL4L9+IazbHuuFSt53DDZ45hQVH7sKGP9eg9XtO5haKAfVR2mfuM6Anudk7wmAoE3r3dygtAJxJ7kHvbKbEX4b1lr+EN/wbTsVLkU+ssJEpyl+xlKDE3ZdYF2FUp6bhFLIomUpXghB6pbIST1qk7Enz1y6GASRXHzmRUGRpq8PO4zsdf79hM1zISLKiAw6qOueAPniEJuP+JFVRQ+WOOlaWOc/Hg53laNjDZmZKmM8mLLzNfz0fIAwd4WvtHYyI9a3Uy3EA7HJTsTFprGkjW8e9JcU+XmzKYQt3RmCKcV3pqnEqBLhR+3OrmxyIzJ4uHJHEWfG5sSOE2CV7wWXhnMKijP90u+WbgKeCab8F68jr2+d7fXfzacUkqWC1IS9D42adMGh410evEhPCcjTomOJwaaHl/QvXYrbq6LX4evf/Lqm1+cz53yzhmPe5/1Uh7vKKI3kOS82v/FmfmHeDr9ey4zXkYalWf7Zv8Ari+1cVAemHG/UzFRNjK5QIDJ34q1QjulkByDy6oEujVBcGiypV2xSAzCSGpe5TtnhorKp1KfmpRrNFRQwi/yynOi/D3LMsRX1VuQkTcnqc1Sr2Vo+GpaW4JIOSFZe8o9+Nw+dqR30K1185XkvxBpze1aDFadgNZHfnktWjRAUtE4+klL6YLeiKR3XCBVxv6MwFSGnK82RRChAR6JN1FgBbdREkoLHJUerELDhIaqpxCZFDKdQksnSScTJBdR/dbgK8Y3kBwbk50Hzv4VA3oPeMCjeihuLsYqrFiFlXwKWTd0NhgySDWNLjQ0mSSlxUmkYkRjUdLTGAfSqRTpVApCQRgc4CJF4f1rNnCLu4qwonB6Jo6+bycANrudm0qbZhzvXsXM3qatfK58GOPeN2gZ3E3ByiLywk1EerL3PblqgCeiU5n7TiSOrQh/XdWVDKeq+E3bzJb0xeB9RU62K1O9JPlmD55Xcyus7Fmd4ab+3AoCXlkFYmiy907XJSOH0iiKi082GRht8vLYSaqcNFujRABzoITy7hh/53YxXGLiNz1e7tEULq4MsnlDhMJEMUIa+O+BmZNs1nlASccxV63lQNyCSYHpa3kKfj/ow2MxcGN5AZkjIXw9CcodVi6uCHFf58IS6JMZQdRZhZnck11smQi2tM6KwD62lhcxaq3g3k4jwXgxJZYShrQhVMsgFtX5jiYxWAxOKSXLhA3GTvrCE9lShWohZY4e5jAqv2Nxggo3n8ICUGms5FLvpfi8kxUS5wond2h3kJLTh7oYMGBMvI/esfyRFzrjvNJdyyX1/4h1ZC/DxWsJtc0+oVeXdfNwpHPG/SGZ5qaqFXz5wEQitdDifEI+zO9sn2QgR7rPdzua8yL8yXg3H930VeTOiVo1kd4MX7P/O9/L//aCKX+PwiqsfDL9Sby9EwqJtmo9t7qrSM5Bk2uQGf7V/RQ1wVuRcmJOSGkiFPw0+/drZDIBAMxmM+ZqMy8rL3MkdWQSs1ZG5B7b6lgRpWVoiOGiLTQ6TaR732KN57QFhbEY9BTCYqNtiDFWpqMLmnHsb3ooQuI2C/JNkG+GfLMkzyixqRnM6BhFVrJQ0DHqKYQWR0vEiEciREcn7pPFacgqJGOn9uk+fKmJC9mmXkDgwPR0o0ayDGOKWWLOkxgcGVSLDqY0uppCI0lKixEM+4nFYyT27eKLzlZ6Vm+irv0gwTEP0cCazfjFHKGSQnCLo4TGMy7hus79eHu68DJC/eZVRDtcPFZ2OzJ+cgjDvVovN8tfcIXrCv6yqZkHh0toyZFGO1dssSV5eJpv3wXyKpTk3OKVUCRDzgSd/bmFqG6wJgnttU6rXum6ZORwmsL6It6X38mRgPukE2x/3WXns9UrOJpeGQ+kcAZSfMNmp6fGzB29ozyFk42FcSpskt5ZQtqyBRxzLzjoS2v8+9AQZ9U5uNJiptvWw32tiyOSeHzAzNVluX+kQmoeTiWCu6KBIZnHjlEDiQw82mfm6uaL+L32O3aLN7miqoE/LlBZeqfjlFKyTChMvjYpX/Mc01lI+fjbNp7lxnwKub1XoaJSoBaQr+bjUlw4hRM7dmzYsUg7ZmnFrJsxZsyoGSO6yNBrbeOV9Et0awsLAVtrXsvm3s0EIxNfY5vDRmd15yRKw+lwufXDPHJQhWMK7mm6ROiQVm082TM70cOKIittxodhjlSjn8U7+HDNNkq6XkMqBlAMFHY/ytfrL+BvDlTOfvB7AOeUQp/zdbxBLzeb/o0vmb9POjlx76OHVU4/5zxezzw/Sy+zI1/J58PRD+MbnBCEMyvW8JvSBpL67ELmuZZBviL+h0zgwCRbr66vp+XI+QwPBwAwW8wotQoPph8kqC1eOgxmBlAUhVeGFaqqTUgp2epJs983sxIxExQ9jTTkXmPgKHQp8CU4pt6FGPubXaD4YoNCum/iGRqKZ5ceazOzMzgB6ElBfETAyNFzT2ZnsglJ+YoUXtGCP+DD89oLHH0K+ZVV/NwyuTDrbGhVTPx73UY+WVZFwd43aO8/iL3AznrWMyAHTh7XuYBH4o9QZN7Bxwo/xXCRi9vbTWh67gN8f5VklclHv+7mkV41W40bWJdnQ+6VXM43iW/s4c3iJ9kf3keeyUXR6+tz6tu1JslPew3M5SWxGSSfqktgC9lIzXBzLQ4D5qYYz6RjPN7mzvn6TiSCKcEPW11sLPTzgW0WLH0W/L1JUjGNruTEde0ehd3LNIle8UV4hTCKsC66r94I7I/krtj8pt1EMjO1yOJgDGypCpDZWjyfc7wPKMqhR8kaj3hH5BPlilNKyTJhJDg5Xnqlw4KmTWXnOIX3Braq5/I+/weRKdBTClpcoMUE6ShwTJhSisk54flKAZ+o30ymKMSP+HfSzM/VVqlUEo1MBHh7qj380fRHvPHZS8c6FAfB8DYC8cleFJtJpdi3h46CzcRSMTx2A77o9NbtjZU9PBqePnn+eHzNFOMfmy7k3/DyjzKfla3P84H4vfzW841x/v73KtYXDnBX+DkANJHGXK2TPoYXwNHIohSSCkMFl/kuw+8dW5/y3Ow64yJ2JHX0ORSSv897gdWhn5KZ5B2BeOx6du82jXtHPLUe7jfcz3ByeLydCTPnKe+nLrWKvGAJ+oiJuD83T4nZLekdHcRTWkmgE/qSFgoBtwwBBfO4+iz0dBLNusC6KwtAoWKe9CbHXLO/j0WJChbLjyKkIHjYjEGsoWlNnIHEYSKRbChdxu7EiU54PmxUQvAbayEVWy/mkwMtBFsP4zjg4AvVX+BRy6P0pnPK/D0hSOsZxIF6moqN/K+qLl5OO3m+PzehN6YJ/CPtWIGPW4xYa87k5vYkV1ucpAkhULDtruFcPs+25iFSjghKfG7FWKiSQatGX3S2ey75YI2kMtYCAXhQ28yFzQ6U7iip+IQiW9RsoitvlFs7DMS0k0UjnBm7R2H3aIKzSxNcusVCUgiebz2RlO6COZa2nJHU4YbGFHe0GefMVZqNjKUr6mGTexO7krsIGbv5Vm2GXlHEwz3KlGdaYRdcXpbAGu4mnUqynzWcPJaAxeGUUrIMKFFCDEQmikkZMFBmG0XOzSD8jsWp8K2Zcbp6Pqe//hEC0we8ToFuUoivchItyCakRoaToPeSVuYf+/dY/DFuWHED8fY42gqNm2M3k0sI7GWmj/Pbw1PFoPdVKZiTbp7qiOO2GlBq/oUNxjMxRC5ib6cgncmu9GtKrOxX78l5nAe1IJ8Ys9veZLbwfcA+8BpfbTjEjb7cGGzerfjZ/hLO3PBJuuS9hFJBflD4bT5c+FmqWjYS82V4tORWWODa0mxq5oz+MwiGx2zmeW6ePONi2pKzi8AGmeHHrrvJC/5hcu6ItDI89HmOHAkAGcxGG+UVTXxX/OP4vKtUarkq8SnMh0tJRrLnyarNk89pcRoweiSoOuH2yRKEtSYKQ+A1ZJnfDgQE5wHp0CgLUUq0VIKE9cR9Dh1pFf8xL2K/pWNWY7k17Jopx33+kILAWzbsxo1YVxxhxDtE6PABvtjfQ8+azdxtcs9rQe9TDPxHxSouLa5kw8Fd+Lp9nGM6B1EvuDt5N5l5xNwvFz6S/iLpeAZvVwalr5QrVkg2Nw3z217nrLVBAPb6oH7sdhiEBftehb+yOEl3TM2gNx0uwUQJiknHsNGPLWEndNCMPg1FsWtNitt7ZldIvlXvxd/fQRSQFRvY3hZlO1GsNoUP1eTTmFGRLi+/CyTY1TJ/D+HbjZcH4WXiWNR3rgBhUyX07uG62s3c1bFwiunHehS+4N7ELnbxVOopLh29FLvWw6ccFtSiep4ctrPKrdOgjBIZ7cehlTLqqOWF4Xfec58Np5SSZUCTaOfwMb83mjdiNnW8owsmzoVT4VvTo05ZwVl7PkoilZud03dOIbdWQUzXGZfiigxssq3D1JpHSpu/Nen21O3UNdTRHm/PyZhSbiin07+OlDbd11pwwLgCTQ+xun6UfXqY9tQTYHqC01b8E68ezLrE11Qd5tFo17zHCvBkcpB4UTPWkcNcELqPbcX/m9eG37vzS0qFV3avwGn7NhvX72Bf6BHuljejNCpsVc9jv75rQf1uMW9hZddKImNVqKUzj6dzUEgKlTg/sv0Ugq9MHqfewOHDVzAyEgCg1FWLZbiR6Osp6s9cSamo5MzRK4gdMSB1SXIa27+j3EC8dITfWn6CX2bZvzao2ziz/fpJ7cJ6ttDAS8MmQNIeklyabyUaDlHp4JgE99yQjMeIOE7Mx10VEkNC4VjrwEFl16zGgozXwPFK22KhpwWm3ibsBRGisSjRcBjP9uf5pxXNPFRcx5vq/MLZnjA6eX7dOXwh1I++bxeZQxluKLqBnQU72ZVc2BxdKoQMXkrtlaSiGXRNMnoA3J5Kvlw5yhEj3Nk2c0X4QBIcxS4ioSB1js2MpHS01OyU03mrk3yvy4YqJB/ZFKUyrRA5YkWLZs8hVEm/RWMoPluYn+CJQCEXufykU0l+3T0xP+MZnTsHx7xrs3DnqEK+AwhDxAnIfZFcV6dzT4fCUnsUXh6ERruRfMUPzEyPPxcSGZDJEgwY8Ot+nFVO/B1+kokEVm8XVxaWEhnqwq9paBUbubnt3aWMHMUppWQZYE5ODllZaagjmXxlhtan8E7Eaeo5NGTWcJf8xYxrnFt4+FDrN4iGcxMmBi8p5maPNq3Ve1fMxHm1X+Vg679Ne6zLaMFpMONNRonrk88nhaQ91T7tcdPhLPVj3NY1vfnwwbZsgJnZoNApbh/fXmHaxo59NkBydo2VNzN/yPl80+GZwkquHDmMeWQfX2nYy2vDGxbV3zsPkoY8hbbQhPk8HDPx4vazqS1bT1HNYxwKvslr+nML6v0863mUt5STOKa2UP/Wc2mdQyFZZ/Ly98p/oIUnc2Bq6fPYvbuZeDwAEpqLziBwyExUywpvV+36KqlYZswjInE0CHwF3cTUCBbdRkj18TJPMCT7j17+ONr1Q5w5flck9lJJ10g/Lk8hbf1HGwqsrkIS8R42Fej0RnJPErWokE6nCaRPTGLpynxBW8kOUh6BM+PBlnZyWHtrxnXEgZNYjmFt80UqqFDi2kiXup1g6RaSGPF4D3N6yxEuXLWW2wtrGZkr+f0YJIXCT1yVrDyrmGu7DuDv7qRhtIGNjRu5R7+HiL58FMuz4W5upmB9EdfHv4G2Nw+pSyK+FPjy2NBgprq+m8dDeeycoSK80ZGPIRIn0D5ZmZwOwiAZMGXwJbP37WdHVJxGuHZllCZFIdlmwVqZ5pbuuYXj/T7A08TF1g6Yx60zKZLPNoBL0fjPw0srvBoUOSUnx6RIthQJMsDrU9mR33bc2BRnsPAlPudaz217SpZUUUvpAkdhOTHvAIooWBTd9N6Ai/PKzuOZ+DPst+xnTflZHEgX8lw/JH2CUpuHa6riWDNBFqMAncw4pZQsA4aCeyb9rnPqyFlqNbwbcLLbYpYSW9VzOfPNj5GKZ/irhh9xV+mP6NGPo7XFzOcH/5nIUG7PPVlv5xbP7G2l4p70e21eMR8tLaVA7yadnKBVMFgb6dEL+VV3GyOp+RUMWGVcze7hOqScnVFkU2OC/ZmBowMjM/QxND2FURWUFb/G3sjwrMfPhR+mernCYEFoCc7y3cvFFet4qu+9w0byZw0ZmmWC0TILd3QKAscwz3YOOOkc+AhbVp1F0HYvQ7H5lUCvNFRS2V5JMj2ZzrZ8+3OUnfV+BtLTC11X2Tr5ZOr/Q0tOTvJJxK/jzTdt6HoCRVHwlNSh9TnRtYn+U7HJfd5S8n/GPSFMw4ZqNViptFZSK2op0MqwbEsQQeLVdNwiDL2QsE9m3okZXUAPlaYE2aoduSE9Flw+msiNlnWxaHRmeDTzJ/zSn7128+ztV6kbl3U84W6Vii3ruatXIZJMUemo48MV+QQP7OPPrK0E127mdmvhvIpmHlJM/HvtBj5SXkP1W28SagnxIeeHGKga4Mn4k8t4NTPDywg/tv49a87cxBVDNxBuzW4faUuimkq5dq2XbfmS2zpsxI9bimOqgxrPakL9c5v0XauS/Lp3siIXTsMdbSqKkFxdlaCRfhpdFVQ5svkVs+GCgjgipPH5mhA/anXNef5zy+BShyC6z0LeihSKyCxdXRbga1X9BI2F/KbdRJFV8NHiIcIj/WhBjR22rUt2nqXCJ+o1Rgu280zgGZzGHXx2ww3csbec1DzIDuaCV81HSXSxtVjw2iKUshcGJN8sagae4dX4q6yynsvjxxR1HIzBz1us2I0WpivE+G7Ae+crf4JQrgQYivZNbJBQZH0PZOq++96NaXG6ev64QgIQaYOPd//lJFmmQBTzjf7vEWnPXcDp3Jg3a1pAg0XQ1/3j8d+b3GV8MX+IvPj2SQoJgBZvpSy5nX+qlHykYm7WnmOxSn6IXf2zKySKgGHj78Z/rzN9lZbBrEX8knoDLydnKMSYI8pVKz8TpaBn77HB38pfuHdwIgTGkwG1TkG9DBHamY/lDSvfKRN8vF4eVzBT8ObBCrr3fIWNedfk3HeBWsClvktJJrIKg9PtxlWSLbknYlGu6tyPcRrh82vON7k+9jdk0hNrmZQQCNzIjh0WdF3HaDTSV7CZ73bkE60exmyb2eZ1debPJsZkLuCs/LO5yv0xPmT/MteKv+Hs8N9Dx+d47M2LuPnN1fzrYckPDsMdbQrqWFjhdt/k8KKOePa3JT2/EMeMFJhMJgbnyC1YKhTYEvgzuZOe1GWWN6dKMUr2CieRZPZ9643Aj1rd7M/bitXpxrzjZb5z8FUuSM+zIqIQ/MGcz682X4htzXpikRh5B/L4ov5FKgwVy3AluWG/vov/KvoG7Wc/h704O0czKUlop4fSQRffrB7loorJa41TTyEHcrBMC8mwLTMjlbkuBYoi8Q73syq4gwutPZTNoj8XWCQlusBwZB1F4UK+0qTgmSGqzmOBbzdLLo6aCO2wkkkIkkNGzild/Me5Pg+uq8vw9aYQeiqJQ6TYUiToi8J9o6U4i6twVzQsOwtUs1tgN+b+HbikUqIU7OCJ4BMAhNNhHsr8ihu29GOZ1gEo+csmlY/WzM+79PJYXse6vNzqFilCYlCmuw5BOFFMgVoAAuKmXkqmIQmLpo+y/L37cMpTssSoF22T8knWWtZiMnSSeHc7St6lr8dkbFMu4PQ3PzKJ9cSab+Duqu+Py8tNyho+cOTLhEfm98B9FjFjVMAmWxpv+18TT2WDh11GC58vSpNOzC5FaelRzlFG2di8jX89coCknN3Kd5blbF7qLmQuDt8qj4mYnv36FBia2HWoEtCzie8FTxEJLi5Ew4BCY+tkNqlNI/fykdrN/KHz3RlHOwHJh4u9yPZyBAKZgcBuCw15Ov+8MsmTIclLgxNvmwGFDYl6dufQs0txcW3w2nGWLYfLxR/XnU1KwEdjLxANh1FbD3F9npvbnaVjw5F81/0wZYFbpyS09/d9gfb2bF+KotCfv4HHx0JSftpt4i9XBknttk9L8FHS3cw5m86jOLGeodFyXt6vjFOtTsbklcVjhuBwH05XPnuGJlsKd40KyoF4YJRsbfPcVyWTxcrAiD6vYxYKoyU8J032sRAIbB5DNoRrGfRyy5oUT04TSrRjGHZQwTW15Thirax85Um2NTUTdLiIGE38xlKQU0J8QKh8v7CebWeXccGR3Xi7hjjPdB5ag8Z9ifvQljhXJlc8od/HM/UPcX3dl3HvayIVyxDpMSD6Knnf+jDrm+L8usdJlUPgTBkJe2fPIwFwr0qPFUKcGbX6AH4gz+2hRVQwEJvZ4v3hqjTpVtcYc5oBa16Gy09/DTW+mgdaneMe1Ga34FMFOsEdViLHeABiQwqbaiUvDMxnXmfHU2GHa8ojqOFBQgE/DEAIeFRsZWiirBSdYckPwoUzCPlLCcn7be1kior5SYtj7uaMsV0pk689qkX5U+KXfHLjp/ntntpJzFZfaVRxHraz1qxgbQhhUmL8qtU8Z7hXWwiuKi9E0YJA8azX8LWVSVKDLQy61nB/19R+n+i3csmKi7gnfg/PpZ/lsopm7midw536LsIpT8kS4/h8kjqllmSyZYbWuSOpFDHg+cqi+1kuvNuVkjOUCzn9zY+QPkYhsTgNPLz6Z3TJbHz9mepFXLH7S0TnqZAAjKjTSxvnWXrpOfS5cYUE4G/qG0kncq9b4oi9xndXVDCrRCPBk7qCNu/c0lKXN0XwyLdZI/8Fe+BG4mOsYu+rS/BS6ImcxzUTujNRDjd9hGjZWejOcgDUUC832F7GNK116d2DD9VKPOl8kv7JS3MqpBB53colUTN/3axT48xuj2mClGYhX8mftV+7sHNd9Dr8I1klwu508sD6s2lTjPQII89vOAubI/uht+7czscyWcXyJtevKQvcOqkvXS+jteXz4wqJq8DFzsad1Od7UccKOIZS8OtRhfy1E++LEFBQY8G5RWF/aYiX37iC23dW8lj3TArJVFxSnkHXdfS8Mo5fdUYS4HS5SSTiNLpmXpFcBpXT3Q7yDBNS1BHzihOWECzV+Xly7uImvt/8FX5zxt/z1rkPUli3dAKKapbsNpiJpmYyWAj+1KnwS+8KDFXriXV1wK7Xcbz+En99aDsXabkbIF5TrXx35Tb0zduQUqIf1PlM5DOsN+dW02M5oIk0dyg/4s6N/wfThghCAakLArvzcLYX8aVyP+eqLTi0yZ4dW4mOYX0beQ1p5Ni6KpH4nBpds9CkbS6CZDREqnwT/zNUz0PdMyde2wySKgmJY9aC0Y37eSB6H/dl/j/OWfcEn9rg43ONKT5tVwi8aYVpQpKK0nOHJTbkwRebEnyzsptaZ/Z8fVF4NeBAcRSiKNlt7sKSGdnKljtZ/UO1knDAz6NDzpyPeWEA+nrO4Pz8CyZtj2tx/pS8jU9saMc5Zue6oV5Q0uEkFkoTHknS1JuHMtDGmTl6mvrN1bwUnU0hARC8MGJBIKgxTf/u9ETAmaoBYCAzgMc2wsKsEZLVHsGF5XBBOQvs48TjlFKylJCSgcDkfJIikwU5Q8XsXJERJv7b9jP+M3Ix+kkr/p+s41o8zlIuZusbHyJ9zKprsqo8t/4OjuhvAdCorGLza9eSjM5/ZZZAR2aqVHaepYeDR/5mUtjONk8FltiOeZ8jEzvEVWVNM+6/wvZ+EgkTxhypGeNpne2HzOzvySpgNfkWRvPuJzOHNyZX3GKo4KHQ33OP6X+4u/hXPFn+L/THbXyl1sufNya5okqn2gnvlIU2Vzzbr5AKzfxhi/SosNvGx9x9NLuzz+qXB5xcbfwM6gw1JhyKg+vj1+MfzCoRNrudRzeewxHFNN7mDdXKcxvPwWjKbnO/9BTXq0HswYcm9aXr69m39xoGBwMAFFQXcLf7btrSbdyfuYXPrpwIX2gLweNaisI1As9GleCWBDdJP//YFuWujqziMl+Uk2Uc2h+dvqaIwZmlA16XP30w5LkeJ18cNXF+Z4Z1eRNxM0/0TNt8yWFSJFE5e02SmRAhTFT1LulSa1qd4MnuuR9EIgO/bDHjzzubmvLsOhIcHmLFy0/xv3v306Tn9jAzQuEmZxmPnnEJ+dW1BEYCrDi8ghuMN2BdgmJ2C4VXDvPftr/jhTNvx9GQvcFxr0CRYCefwYPHGWvKBxkY7qMt+irK2lZcTSlcK9L8aQ6PhC7h9tBKfttumFMJ/kitRmZgskfAc3AFJdZSEPB89Bn+lPpPOp0PESroJn9NAjGN0UYbNnJ6yfTnKrLANxt9nJvaQapnH1icdIYn+tg5Aj9sdfO0ugVb1RqCltJZx7xcUIWkMtGOrWLFJPKPXPBcP3hGz6fJOfn7l8wkuS9xGx/ZcJhP1kPTgHuSNyw4lKRGP4czLN6cvED3dKjsyCGVco8XdpvXosR840ac49EWKmCDOUvu0mtoYWvxQl56gU2VbLD5qQ+8yddKWilQT34K2FNKyRKiQg0wEhuctK3ANEPjecBrOZfdUcFwWqfffvXiO1wGvFtVknOUS9j8xgcnVdA2mBR2bPkju/XXxrddM3IjmfTCikVo5VZCmcnHnmZLcODI305pe33R0QS3+eOcvOktrEaMXJmy8jXtdr5d28eFtdZ51505o3qAncH5K0szoShWw2hbktH9MLI3nyM71zPUdymBgU703r2U+XbzActhvlU3zFXV754CQP4U/GtgFH1V3rT7HVUZWNXJS+kKDgey80CXgt8cKOFjts9Oae9SXHw88nF8A9lwO6vNxjObzuWAMnUu7FQt9Gw+C8i+z3nPPI3FfNr4fi19ATte30oolLXw5TXlcZNy0zijkj/jZ7/5Xj5YN/E8nuuHn4Xi/E1nmF+0StoXUR/NbpSER/owWyy8ODD9O+AnK8SVGaf/+G73RzCYsp+9PHXZ402mYI1HoVdfuAZUrVQT9y+NIm6wS3YoVmIzekmmYkPYSp/FR/eqbvKLst65QFsLl77yON/0dZGXo1GidSwR3r/tPCxWK+EjYT7m/RjnW89f0LUsFfbrO/lu8dfpPPsF8k8L0zPQjiPQOKmNrSxD10Dr+O/h0QFitj4UW4aVLsls6/Pu0aP5ALPDoEhqiRM5jtxDHXFwVccXJ217PfE6P03/mPsKb0U79wB5W3w4KjMYHDqqWZKJCjY4p1caRxLww1YPux1bcVSt4ln/9B7XrjD8tMXGra1LINAsAB+u1Ukm4vyuJ7ewreNxxxEL22JXkmeavK6m9TTtxr3UohGZJjwvHtRQDfnjZBhz4etNIb7YNHdy2vYhaFFr+FpDgOnmy2O9sIksacAz8Wc4vWBhC+cbI/DD1nyeVLag5VVgkrnlvLydOKWULCFqxdS6DHnGxVuOe00TjBZvGS9edH/LgXejUnKucikb3/gA2jEKiWIQHNr6JK9mnhnfdpnyYSJHFn4HwvWTrb4eo8JIx99PuadXlzUhY/sWfB5npm/a7Z+wXsnW7jupH3qEG/v+iu8od/HNulHOqMqNwWhTuY2DxtwLJeYCT2zCImfNM1K02kS4JsxI4WaeVLdyS3QTPxlp5gcdJWMhEO9seMyMhxHowPcGhuhstmK0qOQVmSlcqWDfPMxoqY+f9ZfyymTbB8GU4KmWRq62XzO+LV/N57rwdfiHsh4Si9XKC5vPY/cs9SeetnmorD8aTqPw/PNNmM0r0NIXsWNHHamx+gzmVWZuTd865cV/K7mPTP7TnF4ysS1reV38CnFRuUTTNKyFlTNamduiWaHp/2fvvMPruMr8/5m5vepe9d4lS5Z7T+zYaXZIT0wCJCEJIST0Dgv82IXdBRYWlg4LhJYAaaT3HscpLnEvsqzeu3R7L3N+f1zHsqx2Vew4WX+fx491Z86cOdPOeev31Ufd4+6PCoEuP/FeZ6pOf0plqTlGfbh+6oYTwBZPJ1YWwV44e6+CXBXl5bbkLacXZ6Tg7nHxqu5xdoV28WfTn2E+6A164vE4oUP7uH3Pq9wSGEIWSQhxksSD+lT+seIirPPm43V7yW/J5w7uIFM1VRjMqYXQ+WjqPkB12nrc/aMFOU32aAFRkiQ0/UW49htYMaDnPyrFMUPJzJXHawoVVH3p49b/UremYlSPnZvrI/X8MXIXfzfcxWDpARxpu+izv0Gn7k00ziZ0E4QIQ0JZ+k2jmQMzc+KdUqhkifkmP8G0KoZDM51HJO5ryOIy1bWj7mmldR7W/qv5SbsK9aIoKs3IWqI3qYnM9/I/TVLSoZ0SAq27k2Se/TMdEPcO84Vyz5j2MUUiEszBKlmJEgVdL7Op7drpg981GhkSyYe+vVt476/mZxC0Yiw7iVY1+yS+Vqns+N9tSsas+zs1eH+pJetVl7B415WjFBJJgs5VO3hZGc0utWBo3azO1ZI/2vpUo+wiEB7NKyghuMQyuwTyaLgH3Uk1B+wqOxcH/BgiQ8fOA/N7HuBzPV/ma4ZnuLPUS1naxEKsJEFFziFa/cnXQZkKucZcdFoV9qUaWBlnd5Gbf+t38ePGOE93ynT73xnp+wOperg1p49rikaH8D3U7+DJHB8dxX28ovbzi24Lv240Txj21OyB7t5VrDGcQ4Yqg82uzTgHEgqJVqdj+/L1kxbEs6lUfHpHkND2FIpyEtbhSESiuekqdu0qIhaLIUkS0flR7gvdN+Ej2Bp8hXl5B4/nvcwVSjUJYbA9NjEt6p5BgSRJ+BwTx2EP6hIDLwlJfDzn9HL920wB/OOsE8lCpdj5flOQkHashKKvFFirQxizleN5DhNBa1XYHtcRjScvOJ8X1aKkB7CqE/dfSIJHgo/QXCZjLqhCkiSCfj/GXW/y9brtXBRNbr4alFT8OLuSpnMvQm+24Gh1cHHXxVxruPZdic5cr19PSn0KBfZqBmvHDsC1z0ZF6mpMxoQxqSSnikBfQpQK9Mv43jaxYtDAd+cJLsydWS5AtTaMr2t8T54wxCYNk+2N93JP9B6ezH8STbUGk8VEwO/n2qKZG0gTYUbvTqisQaPCl7uCe1tmZ0RwRyR2ts/nkpRLASgwFVDu+jBPtWgJxyV+0hpBtziKrJbQmdRE5vv4SdP0ik82ha34PG4WpSUjWksErQV4uhr4XIWfk+/vy70mNuk3AbBb7OSy/NkbuKPizBf5z7JvzSFkZexio5Zmz5jSEE09/ndrZHpVdk8X3j8iImyQL2Xh25cRi4wOC3KsqeUpcd+Y9gGTC0gdsz0ZRHMNvHQSFY/DsXVMu9uKFhALzj48Ks9opcU/Qkd6q3YTi5p+NqadijgrOv5IjfYxluXcwRb7Qp7rUuM5iUbu/GI9b8cfndFYZEmmwFRAviYfm8hBG8km7E2jo8vA94fihOLvWCTfT2/XaOQY4YPmBpx9btLzNEDaqP2HnXDYmfw3v7Vb5lbLJuZ7qnE5XABotVr2rtjATtXE1vVMtZpbdwTQtfgBicD+HAoWx+nsayUW0xKLxdBoNPRX9LMluGVKivzHA/dxQ7md+w8XJJ3EPhnUsiA81IUsy2zpnXhhDcQkrJnpuB2DzE+VOeIYO/l2KiEqJYG/zUeWVkZrkogkY9mfA2h1Xpgp9bCAWDTxDFW+sQLKqxo9ewcilKepKMgT5KoFGfE4Rk+cUL+WiHvkgenLHRR5h6jOrKJuYOoBrU+z4mv2ocLKxb2f4dzl7bxhf5IYClv2VvGSomJR2kousvTg7OvCPThAxeDLrCiv5IGcCtrlqVnzXtZYeKv6HO5wdxE9vB/5iMwdOXew1bqVhkjDNG7UzLFct5zcplzsxhxizVmMR4koIeE6osOiX0b2fCfBhrEhT/5eGXpNrM+Ps7YqzEtOiR1J1q+4MFegHbZOSNDmXdxEOD51GI5P8fFA6AE06RouK7iMPF8/Nl3eqJpHyeKaIokVmKhX+XmsU+COTD0nby6Os2dYNWnifzLwhWP8z4sNzMU6cHBYUG49l/W5PtJc5/K3+hGPUygOP2kL843FAr8c4n+alGnXd9nSAzfq1axMDXFweGpCihd6dWxOTSeKRIZeYvCEh97sgSsjxSDgSOQI51iGmZzZayyWZUC9SyQVMnim4KxSMoeQxik4p5Iis1JKYpKB+hPWjK6wQkSyoRWumXd6FhPifPkyFuy6dIxCElzdxoPcNe4xffo2smaolOzfYCemjF5+UlPPY8C97/hvg6xmmbqT2Oz4EgCIKiPXVaGtYL2rEdUkFYoNkSE+0P5DVqQsYmHBR9ipVPBal8AbjmHQyKRkvsGwZ2qfv0bWUGwqJkedS4qSizqcScRnp7NLz+uDYhQt4/8lqGWIR6P4cpbx+uDscxzUsiA16MDpSIQvaTQaDq7YwJvjhHu8g3yNhpu2etB2jkw0QoCeEY+ExWbh7ay3ORI8woe5kwLHfH6R+nVi0gQahwT/DP2ej87/Gn84aJt18bYNORKh4SD27AJcbZO3FUY7OAaZnxLniGOsAtMR97AiX4u3U0UsorC2wMKW4Vkku0wDcXn8sLJkkK/Nx+nTgYCQc6xk6Y7GCUYVDvUFODHI06RVcX1uG+Z0F6nWDNTCSlt/PSIeZxVDlJWewzOtESbTy1anqFBr48QiChIypj0lXKr+Ak+V+Ikpiff24LDg4HA2VxRmk+s6SCQSwd3UwFUdbURrlvAXSzYRaXJLbVCW+ZW9kKXnZnJJ8wEcvb0sGVjC6orVPBh5kMgsSWMmggYNy/TLKG8tR6e2oOstJxSePMohHpLw7J183vd3qaDLyGWFcdbNC/HXdmnKEKR6l4oluRpsxQJPG2NCuKx7Krhm7U28EH+UYGxqhTJKlCeCT2BRWfmm9ce4UyK87gvwVl/yYZULVQYcexSyNSa+XaZhwOLjsf4YzRN8Nqk6SBs+xEYhUFVUcV+bYU6ME3OBR1vVXK5cxt/ax77wgZjEL7uiuCJiRnNWICZhycyH8BAwdS2eTh/80lcy4f56Txrnpp3LttA2XOp2KlIyaUxiClmWARv0nTgH+5hXsJT7Z+llOp1474z0PQARP8lTIkAlRScR+abGsGEt0ZPmHYdhJdmBd6cq7kQ45J2iLO17ABeqrqB65yXETkpYV1YMcI/88wmPa5AOksWyaZ+v7YpsnlfGsYdpC0b9/GxpDbHw9mn3Px6KTSl0BhOz2kfllZT3/Cip49LdB/mo+yAXpq0lb946wpFiFNnHM/6nx7Q1qA2UGEvIVudijOdCIAu/J4XGHjXPucab7N//CsmiNIkmtzJG+er0wQvWGlpa5+IsgjvLAjg7E8U01Wo1R1du4DXN+ExVAGVaLR963ol6cETIVRsUNFW9NPYmqK59eh/P6p7FEXbyheAPiBww4wM+t+D7/ML8jQkfX5w4T0Z/x8erv8KfjszOwzvf6ME7DH3y1OFWw8KEBshWB4CxibH7hwTXFUehMyFML9Lq2cKpV0pStAKPMvN5skpdRYtfTaFJR8w9dlVZH9GwIicdvxoe7xk+Hprlj8RBVuHze/H5vbRkbaBDdy5FFgm7OkqFXM9tpek81Z/GoG98of+3XR6uXahlkVfHUEPiXZHLUqjrP3n+kojEIS++AnV2gLbhWqKRCOx7my+lprG/agkvaqaO69un0rOvYhUfzxvAfGgvgaMBbrLfRF12HTtCO6Z346bAWv1ayrvL8Xl8hAhRqFqP0ze3LEXeDhVWSU+2IcJUrOvdAcHPmoJk6OFDK7TkeuM4GzRIx+ZNKaom+7VVfGCDisf4W9Jj+FDsUww3Jp7dJRk2LiuJ0KDy8VSXhGMSRanADAanHj8h4lGFwaNhMmpU2HRxJrK4uiMCV+5CckJteDoPc7PVhDOlkgdbVXNaXX6meKYdJpq4HOGJ9yWDXuwYhw4gS7mzvtYXOuEL9sVsYxsvR17m8uwaGt1T53q2ewX+cCIiIjvWB+TPahynE2eVkjlE/CSlxKwyo5IjxGehlXRqVo1x94dl28w7PAXQaHNo8J6BGXLTwEXylVTt3DSGQUuzxMuv1T+Y9NijyiHO18jTYt8aPD+dv5vGFwCk2Mi9zNSZKIodnpVieyIuUa/kDTpYpz+Hc/temfbUmzv8Fv2FFl6O3p9Yj+Jg1pipMS0gUxShC+bi96ZR263mCcd4lrh3f0E63diUL8gd2sUFxRX8ssk2Zv9UjFRaWfCJcg2emMI/WiZ6xwSfrggS6DwCgEqlomXlBl7STMxWU6PVcvWTw6jcIyZMS2GMId1hPL2JQUllEv8Q/yBFSeXLfT/D2zZy/tBhPZ9Y+Q3+pP7vCc/hER4i+kOUWVdNm8rzxGtTnN1IksQrvVMvWfUeNQsATdjNeEoJSPh1I+9hauD0hG5V2SXalbFkKMkiS8nm+WFYZ9MDY+cOU1sQE5COIKtIR5d7RPqNaFPQAqTksK0zSEwRtDlgSbHMK9o/gIArK2+krn81+7rHWt8DkTj3NgfZkqJw/QqZrEEDv3aNLd+tUwnOM0h4atXQbSUrZTWq0j7ae5vwOIYp3fYK3yyr4MG8SlqlKUK6JIm/mLLIW7WRj/Y14m6sJ9+Vz82VN/OP8D8QJ9CpflR8jn2qbdQqe5O8myOYNzAPf2Bk7VanRGB8TpAZQyBwZcWonUYU2mAIftsU4ZwsWL/SiyWiIdRmIeySEFKcHaqXpzMAbJ5sAlLCC+odDMMgFBhT+EaJwqDRwS6/jq0943tPXKk+0uJmhttDaPUqhnS97Om2TXi6uJB4qFUFlHJVUQm2WCe6nn18PieDw1Ixr8zx/T2TsKVXzZL0ZSids1/rFCHhDmSTo8uhN96LXt+HWi4hNk49mhMxHJKI5FehlRTu7z4zQ/4nwpmf9fIeQuSkQlIlmhLiyuwqUNdRNWabPu4cp+W7B7/mvaOFjweblErNvkvGKBWGmjC/1v/rlHJ0nBj6sun5pl8vGF+4MskS/QOPH//9ueIy4vFZBuUeg6IUsNcbRRISH4wXkO2cWY7KkjjoVDrW2c/jOtMnWev7Bnv3XsN9O5by1wNZ/LNFTa0D/i8qIOMhUxdDbzDQGB6f5ncyrEiX+G6REdtBPTXDKSxLG6+V4DMVAYKdtUCiunrnyg08q53YIn2ORs/Vjw4eV0iEJLAt8dAa3Y7H60EgiC6I8ph4jBqxnBvrvj1KIXkH6l25bJY+NuF5LjdcjcO5YhYKCZyTJeH3+bBn5ZFE+gP7hwUqlQqfcxB5gjoAndE40jE2opjPj+Y0vKollgh1JxXXnQ50SirBGBRoJqdllZC4oV3iKxEzn7GlkWPR8ViXniPpG3jMU0zsBHrTiPWxdw7iqeB9aNPv4vr5Mjr1+KJBjzvML5uC/DTmpTc8ds67tRT8h0eEoLBbJrAvl1LduaSnJuLhXc2NXLH9RT7j7kYnpjbkdMtq/ju3muZzL8ZitxOoD/CJyCfIVicY+nLkAqy7K1m//Va+5PsRuVLBFD2ORugkr4iQ5r4KoK0izqMT0FhPhe398N8NRh7xafGX92Fa1gfn9NAb7Em+Ewl+mvoVzPmjQ0TDgRhDtQqqvXYuVyx8IbuFxSfNMZ0++GFTlHtkJ/KKGPpyD28FbEmf+Ml2mV90F9KbsQJZraZgeBdfLh2gavJ6r+9Z9AfhhTlQSN7B8906LlBfCMABeQ+XFyT3Ht3dpOWuRj19Y7MKzmic9ZTMIU5WSqIiiiNuIwUV4yXMJYMDIQsJktAEVpvjZHqnYSE5DWiYMU3fmQGXcLB76eOs2HcNkUDiOZnmKfzCOrZOyESoTXuLYtYn1TZUbuZIZHwvyTJpJ0e9RwGYZ0knJbhnzjhPXIHLeMz3Dz5ouozVLQ/OqA/FnE1xqIyLItfz6l7DqMS8MwHrs6P4QjH2ut69Qmwn49F2NeF4DXFn8t+JTiW4vQSKHHaG9oWAOLJGM46eJ/hshR9/Z0LYlSSJvlXreVI3sQJ0jdCz4L4epGPTitogkCrbaOxL1M8QsmBoyRCvO1/ng9xG9q5lBKMTx9dnv72M9Wt6eT3+wqjtHzLcwOHuxexMMsF3Iiy1Bgi4oV+VHPNgTJGwpGbgGuyjJlXm0PDYL2iXQ+b6FQGGFYnDIYHULcEpDisxmTzEp1ET5GQoMTOr0/SUB+MkY5ZSBeIYuoMMWSNE44K3u0ZLJytLZY5GR4eFHonU4tHch0Z1E5OlVAz7xyokpVYo8qtxjbMeeNvVIM2jYkEhXd5agqEg7N/FZxYs5udpE8fUn4iXNGZeX7COT3h68Bzez8XaiwkVhcjwVKPEEs84dMjAZu2/EFnUx32aX+FjaoOOMc+ItyPRTi1riQzogbmr5yAQuFKjtM2cCRqAfUOCfUM2KlJgU6aPO+VP0WA6ymuB15Ky/6xSrcfbOf77p8QFyHFi4TD1rvGPr3NCnTNKnklFt3+6q5LEC53wAnmcn5uPXemj0CQ4Oo058f8qegNgiOSCgD3BPdxu2cB0E97fSzjrKZlDhGOjJ/2jkaN8t/MpfuXIZkC/BrV2+i/ScHT0x3+dcvcZZ3/eMjQNi80Zim3Ky7yy9M8YbGrMpRK/Tv0mcZKnc35JeQK9JTkdv2Ph+BbsdYZB6lp/ffz3HXkZCDE32YFKfDFvhDoxqUxsCspYgtMr4Ca0ZupLb+NfzD/itkPn8mDD6VFISq1QNg0HQ2GGC+O8J/jYoiFsU5OfnBYEYsnz3EOiSODXC4OkHbUy1JK4yemVBh5Xudg7eGJLwecrfKMUkuFV5/GozjZuvyrg4y41C/85opDo0xRCRbX09CfeB8ksUbewjtedryMLmZK+ZVOGJSoxwZK9VzJftWTU9h3Rt5hvn21iskDlScR6vJpE6NY7iOttAMy3jv8N17sE36+X+V2jxHOdMpEpwiHmBBrXjA81y2YCUR2lGhPOtuTouwzpCoF8/bi0v2WpJs5rUHOZ8YOoTqAJV6EjNnALvvD0lafrcqI4j0wcGSAJCdchI7b+FZTmzk9QCB8+wDe7ailSkpvnwpLMb1PyefGcTegyshF1goivF0vJyPGxiIK8O5NP1P6IG8VnuJ5PcB23T6h0xlVxJGSq086jMLoBz+DcFpjTmkETc3JO1tRtk0GjG37baOaPrcXY3Rdxp/g8VxmuQsPkURnrHFdNuE+tlWn17SVsLyM0xaOfvkJyIiRe64Gft2XzYteZJsmcuWj0pbLeuB4kcGra3rdeJjirlMwY7ujYL9esG5+Jo8Xv5L8aD/KFZh9vKcvAuJhkb/1i48iieoElRK7/2RmN91RBo8ul2Tc2tvi9iFplH/+c/2N+n/VtItO0lMWJESubOq8mo1xHu2X0u6OVJNarD3K0/ivHFc516YWo/XumNYbJ0B9Yy5bAa3xUdxkr2v46rWO9uefxi6yfcFX9xTzcpj1NiYqCm8piXJXhmF7oj8HDAc9+noj/gguWv8bm8jDvFr/+TLE6E7p6azEfq1uSMU/PIzjY3j9yHSpJ8KVyF97Oo8e3eVau5Z/68ecgi0rmc82CvBcGRrYVxRiy7sF5LDdAzpF5veB16jwJJUeRFP6Q/a+Y86ZWBiKBOB84cgfZ0kgoZ0esgyb9Y1xRPPP7vyRdwut2Yc/MpTfJMIR8M0SHErkbmerxa4KY1TIXZp1Ob5ogzMznyRptDd0hLalycgxtil7mkTQVb+rGWg6MGhVXejWofCoKX1nPx3q/TaV5HgDVfIPGvpkpko/1adCtDmLMnlyqjQUlvHvTKeRcMtNzcDU3ctXOl7jD14ekJJeX1yBr+VHRIgbWnI/H66YluB3j0h6MOSPnDnliWHfMI237QtK3L+Jrbb9hk7x51HRQqC7E3+KnxLaUoVopkWsxx4j6JOL7c7jcGOULFT5S58hY4onA35o1/LQ+l+HBc7gt/Elu1N9Iijy2jk+eXESofuKwP3s5KHKUhzvenYrtZzEZBHm6EPMCiW/0xciLXJA1u5plZzLOKiUzgCIEh31jrVUGXc7kxwEPdR/lS/WN/NqZy5B+DWrN5CEJdwa/wrUpTlab41wX/ulshj0rDOnXEDctQ6MbTXPnU01Ne/deQrdoT8rlPx5eMD2IRj++0CDJkLYgxhHvS+hPKHxllCXm++6iruUnJ3jABB9KqvhScohGL+a54F7yNfls8PaiUZKT7oTGyL6yz3KL+9P8sjGFcPz0WLZKrPDl4j5s7ibu7U5lOrkpUXUisCWmxHjZ+Tx7zb/iltVHWJ7x3lFMtvdLGE1meoP1pFfpeDDu4u0RXQK9Cr5QMoSrq+n4tviyNdxrGJ+ZyqqS+fT2INbdI0E/tvkh2mM7CQYT85ioFDxpepKB0MCoY724uafo+5gyplZMtBlBFujnj9q2P7yPlNTdLEob/QwnyvU4GatTE0KiUzv5PClLgo35gi+Wu/lY5jB5tkTBWXUowTRnUMl8IN3GV3Oy+A9zOp9x6NkU1lMwMQ/AnKLQIjEQ753x8QUUcMQlYU7yGwxm66ntD3BonIDyG1LtaE4QvjWtaVzw8ie5XPtvbK+bmtlnIjS64Qf1EjvTI1hXBFHpJ3/GgV4VyuFyKjJXIEsyqj07+HZ3LTkiSQ+1JPGozoahqgZbWQXtvU20i7fQLG4lpSI6poCkry9G6Vsb+Hrfr1ml2gDApvgmJKEi1H5qXwQRl3Dvs2LvSOPTecNcnDeX85HE850SjwwWEK4Ls3n4Om5T30ahuvB4i6vCtyRCtMZBwkuyBzLKk6o/chanF0vSJWLdR3B1uMhSZ+FTfKh1fUwgarzncTanZAboCkXQx2P4TtLpJM2If1YlqViSsgSv4qXBM5Zyo9nn4PuNDtSSxAfzlnGuKYYIHOJkq64x3sV1rk+ckutIFrKxhu/XHzz+O1Wbxip7LvPNZg475yYJ+/2ARqWWvOXPsqL5cnx9Iwur3qxGye/k6FAjSBxTShLvzjLdAPVtr4/qZ3NuFUpgH3MBIWQ6AxUcDN/Dt/Q3Mb/zh0kdF0mr5u+WT/LjoxnMIJJjVojEJZRImIOaqmmGiAkCJ0XbD4eHeY2nOcdezp7BuTFR3lYeIUX42OFLTbog2nQQjMGQtZJ8lY/7nS72n+CAs2rh9pwenD0j9DWGBUv4uSV7wv42RjToWkeoaFOWeGjs2w8kQr6kvIUIXTth3/hW4kHRy8OVP2Nz9CsEXWMFRiEJ7Mu9vGR+nD3Bsd69J4OPcEtBFl2+Qhxhwefn+SlQufjXo3lThk1lakJ0Am8M6JjI47UqC9apO0iTCwk0ZBL2yERkgSpHhdc5hFrO59bMNCx1PiDMOzZGT2+UFVWCTt+pF8SqUhQaojMvAGiJp9LhFei0Iqnaiw6zBK6x201aFUZLEHOqFp9jxCOimLU812ADZh8u+nwXbFEJbl4YpCSoxlWrmTB0SkLCddBIumUF6vI++nu6+KjTwRMLzqFBTs5q/9OMhAJ6ZWY+1Q0Hj4UidmKvSiVdU4rnqAHlhOJx3jaFZW2bWb/0Utr6dlOVtpahntNTRCPQL8NAHucv9lBdEeXPrUYuLQCzHOWJLu2MChu+gzavQDbK7KYCbzdsTMtE0jjYr92P7nA2oQnCke1lMOQP80jnmZOHdxYj2D8EpcVLsfbt4SLVRdwXu4990i4uKyjl0bb3n19hyiuSJKlAkqQtkiTVSZJUK0nSF8dpkyJJ0lOSJB041ua2E/Z9UZKkw8e2f+mE7amSJL0kSVLjsf/fM1FyBXot56jGfuAeZRV3WP6Vz6i+zqdin6N4XzEmeeIaAQAxIXiw6yhfrG/if135DBvWoNZMzcV/OrE7ONp65ogEeb6/mZ81H+DFgZZ3aVRnJl5TnuV/Sj6LsiJhcbbn6XGm76Pb1Xi8jTZ+wrsTahx1vAxcZJo7drVwZDOPBl4hV51LXjCclM/BWbCRb6m/wfeOZp4278iJ6PYLfttXxBvTNCzLEli8qWOKjW3QXcZDjXMXlmCWwvgHOyk2JZ9zNF38s1XFz5pSRikkGXr4eGYHzv4RhSSlvJKfpxZN2I8EVGxzHf9tW+qm6ZhCYjSZabKt4C9NOp45XMml9qsn7KddaebFmj+hNY02z6lNAtM5vdxt+C17whOHGz4Y/jMfrXDyg/kD3DH4Q67u+C/+X9Uwk4XWVaSAHAtjS8ucNISv2wcYUvA1G4h4EkuaUCRSbenEYjEWpUnUR8ZKe9FwnFLt6QlXyTRHGI7PnDZdVlIACVUoufCmbjG+JcEfifPrJj/P5sYwLdSClEjE3lmoxh2cO8E8HJf4U6PE/zoVxCo/1vLJ+454EyxdeaqlyHHB5Xu3sjw+vaS1p7Qp/E/NOryrzsOckoLT5aBxcDfuvN2kLHOitZ70DkletCoDnubZMWROG0LCvT+F9F47Xywcppw+pO4DfCx/9rT6KWmZbOsTHHLALxrtPN1dxkLfRuTCPtKKxlLDqjQybf69GLKKccwqR/C944l+L+LRNhnyl6Dt04KAA6EDFJrfH2HzJyMZNSsGfFUIUQ2sAT4rSdL8k9p8FjgihFgMnA/8VJIkrSRJC4A7gFXAYuAKSZIqjh3zTeAVIUQF8Mqx3+8JSJJExD5Wcdgl28BXjfJmPmJfCZIk4YwlL2A2eIf5XsNBvtQaZCfLkIwLebdpVVXqFB7sOjp1w7MYhbtUP8C2MkiT8gq+0InvgEK+dsS8LmtHZz9+qmQh0VDbnIxBCBONgRS6Yl30xHr4qXYP91d/i9asDxwbCcSk0UJZT/G13O78GI+0v7uxxVPxsI8HRUhsaVzMNZabkI9Vjq62zqehrWZO82B6YiZeYTEPnMYquQUmuMHegmto5N2x5xfyi9wqkCa+trUaPZqehG3dtthLY+8BADIzbbhSyo8rfgNBOFK/hlX2NRP2VavsY8fSh1DrEvdWa1EQy1r4Hb+iL9Y36fjDhHlR+ge5UjfWQCu6mItrBn7DZysnDiU8LyOhSASMk2cId/vhf1ttmMtG50JYjuX4zbPE2OX2jXub0mKnh8PfoJ/Yo1ykKSJ/Elp1SUhEI4lx/ll4OVqpJ1o9eQHCZu/k/pSdXX5+MeRHXjqIb6GZt7pdk7afKbr9gv+pV/GEFEO/2jsq52M8eJo16FsWkmctY+PRPRiToAw+EYokca8hjZ8v3sDQmg3YcnIJhYI09Ryi1/wWxqU9WEujaK0KHf2NlJnXEAmeZlfwMfi6VBiGc4joUpBlmabo5NXhp4agU53LiTJDoxt+1WTlL24TnZmdqKo6yajUIsuJNhnzVAQiHvb4xuahTAefrAjx5dIhzp3YYXsWs8TdTRqilkI2GDeABD5NF/mnKfz0dGJKpUQI0SuE2Hvsby9QB5ycSCAAiyRJEolqVQ4Sykw1sEMIERBCxICtwLXHjrkauOfY3/cA18zuUs4MvFOwWQhQhEJ/aPrxHTEhuL/zKF+sb+YebymYFs/xKJOHS1NNWHl3Ju33KkySiTukO2js3IVygsXSYICNm+pZF/oXlhgSlsND8Qp0GhsAZeZUqkXtnI3DH7qOh/zPUKWtwipZaY228sPQvfw/m8RjVd/ijcKvcHfuv9FVfC4Cib6ia/js4PXsHZpYyP1kRYD/rull+ZnlzDuO3pCa5w4u4FrzTWhlLQvCl7Czf25d3I+0ylMWPJxLzLNJ3JI3hMc5YklNycjg96WLCUuTX9vy+mMKyfwQjf37MJuNrF13mMp5v2Zl1lGWnfAcDw9LSF1XUm2tnrC/t+NbqVvxIqZ8Be/yWn4b/RVBkRwbVHesm7vUtewr+nhiTL4Gbgj8g2sKx/M4CazBhKKz0zG14hCKg9cw2lqrCidW7AxVAF9MwZg+uh9Thh6v0HA6rLyS2j3u9tvl21nRsII1jWv4mOZj4w6lQleBI5YIPewIhHlqwMmu8MT3PG5S0eOZ2uy9IlfF/dbf0p73T9YWndrQnd2D8L16FQcyQ1hX+FGbJr7nSkzCvc9GyuA8/l9vJ6viyb1fJyIuyTyss/OjylXUrt2ErawCIQTtvU00B7YzaHsbk9aGq3V6Ss9cI54V4+dHjezUL+fFrtn392T7O/PB6Pvb6Uswdv3FnU5LSh+xigYy5su4ta1YrCls7xv/eRSY4dP2WjZOUorMpgMGGnH2tFLp2sXXSwe4ukCTdN7YWSSPu5oMlMcT8/OW6KtszJ57YoZ3G9NarSVJKgaWAjtP2vUbEgpID3AI+KIQQgEOA+slSUqTJMkIXAa8U9koSwjRCwnFh/cJ8bJyzAKhMYLKqCIYm/6EeiL2uXr5Rn0LakPpXAxv2nh0YHDqRmdxHBXaCj7s+jCOttGu1cxMWLvuDUKh3ciGUuL9v0YnSzhjCjZTGSD4Qp6NeHxuWDUUJYeDwThexcv1plV8M30j15mvRhYyhyO1fCd8L/eaujmS0salUhe/r/kEX3Nfz75JIggWpcJm5QU+3PxVfm74E79Y0MH5OYIzzXU/GIJnDtbwEemTPHV0jng43yUsSpO4UD5MLDziUTBZrdxftQqnNHmmY65GjWWXE51dodWzF4vFxOIlryHL+5AksJj/yPVFreScEJ35coeKAseHKDQVTtjvK8pTPFTyc/4a/tO0HbmHI7X81RimOecKAPKHtvJJ7XOsTB95h7Sy4LbyKK7hARRZw4Fx6oyMh7qQgto8ImRGhhOCvBxMeCod6RqottJYqeeerBj/HnXywzYHp9obrVMJYspYT8kq/SpczS4AhBB4G7xsNG4c065cVU6jd7RXrlI3cX6UopM5J9c2mQONVKMGbcbzOMNO3nS/SFruM6SZTnUYk8Tj7TI/aJUZqg5gWxgeVZX9ZAT6ZUJvmPnQYTffcPSQdSwBfrrekzfURn6UX8NL6y7FsGBxItIhEsETHMaRuZv0GtAZT396rbU4xu5g4lpqHcwBLbV0vI8L8+ATFSGsJzm8B4Lw+0YDf3bl02voIKIE8HrcfC67BdU4z+LKHD9qjYZXuyd+TpsLwoTDI8JximJnXq2K/8wxckupDsPZzOU5gyIkIuF09OgZiA9gNb3/QriSVkokSTIDjwBfEkKcbCe8BNgP5AJLgN9IkmQVQtQB/w28BDwPHIBpFH9InPdOSZJ2S5K0e3DwzBeQ/bog8VwPGhtIlrlZ7MIizl8HJSTp9IbUqAxV7HPNnDHm/xqKNcWsaFuB2zHaKlpZKahZ8CThcBsActzPkHs/CwJ/Y736IEOeWj5dsggRODxnY3EHr+RR/5Ncbb4cu/EZjPq/s9a2he+k38B64zoAtoe281LwJUo1pbS61vNm3+Tv68dz2pnX/RAAhYOvck3TN/lvfsHvapq5vCDOmaScDIbgt4dz3/XijtWpsHllC6BgMUQ5b+VejLrkYvcXpsJacZhgIKGQKMXlvLnpOh5ZvYkOeWoBckVEjQTIxT1oNDFWrX4aWR6p4CZJkJ3xv3y+phmdauTZPdJoYGnwJtL1J7nDTtA/O2IdSV3DeNgSeoN77YX021cSk3Sk+hu5yt7OFxcN8OklTXxiYR3qgSMA7ArnkKzS8HJPIofrOKIGNBoNHscQOpXgV70D/KS3n8cHnAyMU438VGFDLnTrx9YFKqIIWR69BKeJtDHt0uJZHHCMvgdZysQKqcYR5Zz2KGKSz3FTiZs33Ilil0a1EcWxcdyCiOPhijIt8iyWtlAc/tgk8zungrzKj6V4YpFAQsJ9VIv+NR1fb+nlW+0H+cTOF7AkSR18IppkLdtt2QghUABhNBGK+qgbfp2h9B2kLohhtJ6e/BJDpkJzaBt5+tCEFMHzUyXSpmAwmwivdoM5OMCNpsPcXhHGctJlucIgwiN02UGfl2LLWHFQ5e7GYSmdsM6SVhYYXCN5pVq1geBRO0KRcB+BrL0y/2ZO5Y6y9wvV8LtvhNvjtHC+4XwA3KruGb8jZyqSUkokSdKQUEjuFUI8Ok6T24BHRQJNQCtQBSCE+LMQYpkQYj2JsK53Mnv7JUnKOdZ/DjAwTr8IIe4SQqwQQqzIyEiuou+7iSMZe/hj0b/x07wv8aTlyTnrd4+zl3bN8jnrLxkcjEyjat1Z0BZtI1gaHCVorF4dIjvnAWKxEUUlGu7k9qIaOgZepK7lJ5QaTVSLuVNIFGUBO0J9qFGzwmBClo8VxpP6sBn/yFUpPu6I3kGaKg0ErBMf4p/Nk08F52TBKtfTY7ZnOXdxafN3+F7ov/h9TSPrs8+kCfLdzcdamiGoqH6Fl3x3cc45z2Kf93P2+/7JwqVPI0mTC1WL0iTWUXtcIQFoKa/hcDhGWyQ5u05JaxBrWZSO3hbWrm0nEhkbH6IoYfIz7+UrNYOcuNj+o9bKBcrNmDQJog41aj6m/yQXGC9K6txT4aHg0/wuZwU/rPoM/5lTxZ91D/GX6M/olBtR2uNEI1GwF/Bia/JapT8q0WCIMFRt4ok8+I+4C7M9A0VRWJx+et6FW8sifLIiyK3lUa4vifOBAsE8vY+e6NgCsw+FHuKxosc4UnWEwPwAxnlGOhir7MWUjDEFEA2ByUNqAzkTh7xtLDVRM2DhRvPNpGhTWK//EC80JSfkF9n1pHVvoyxt9uFeXT74cb2K53URTKsC6FImHoMSlZAiEkNRKyZbBleFZ2Yh3tDfBkBs8Qr+vnoT3RdejkhNJ6ZEqB/aRqfpNWwLgljSTq0QrcpPGFgjnYe5Na2Fq4rGXvuVGTE+netkc7HC9AVhiUOikFAwSLzzIDeZD3NF4Ugfq7PANdRPXGvClleKOT2HjVn+EwRcwXUlcdQmGw+3TawAX1Ok4PeNePdLbcuInFR90dsTxiDPLmLkTEGJVebLBV1cVjCTZzI32NmvkBsvAWBffO+xaIX3D6Z0rB3LE/kzUCeE+NkEzTqAi4A3JEnKAuYBLceOzxRCDEiSVAhsBs45dsyTwK3Aj479/8RsLuRMgV8esS6GpskeMhV+3ryfX86rQQnMXd7BRFCpzNzfNXMKy/+reDHyDD+46Bz2bc9g9ao+orGXxrVYVsd38duKAhTJgAh3oMwgbnoiDPrX84L/bm6xXo9JP9aGEI+nIyExHBvmauN1PF5vm7LPa9J7yG1+a8L9qd46PuD9dxamreP1+dfyp67c6RU9fJ9hYZpCVsXzbHEk6J4Pu948vu+IeyfrVmXyxs614x67OA3OVQ4TDCYUEltZOWqg7PBuXp23kmTExzS1Cnt8Dy2BdoqKIBx5fcK20egQNUUPcmfkdu46+k4sl8Q9BzP52NKbeVE8wLWqW3igPpfLSzLJUh+mPzZ7LuRHgs+M/BBwo/5GInURQiJEak4qLdp8lN7pMZz9qS0IJ5DmhnU2oIcKc4y3+099HInZ3Yzf50MCTMf+eSuhzdc2bvsYMerCddRRN2Gf3qht9AYBkaHJY8n7jeMrYRlmLWsjYTyNWixNy/n4ygIeH8gmGk+udtG6FCcYi2jsnrv5alu/xLZ+wQ2lIRYIGfdhHSI2evwao8CpdfP3JhuQzRWE+EJWN60mM7s1RnqlqT0chUoUb3PCJlqbVUggrPAUGtSL1nG+Bsrq9qF0tdM4tAvUUFqzGHk4E3ffHFd4two6+kdqDMkGK690jL7eVB1YfVqctbksXxCkrNzFIwP2aeWyvdINXyovx9XVRDQSock7co5VVi+xiJH7e1LpGidi2KyRMPfuxZm/ZBIGRkF2qJ13hiRLKgIdek6mlbaXwwP9c19UI1UP7rCY0IszOwjGM2oVmgXOwT4y6ePLhbn8uS8Pz8xqjc4CEko0QUzQEm7hIrpJ1RXgeJ+klyTjKVkL3AxcKEnS/mP/LpMk6VOSJH3qWJvvAedKknSIBJPWN4QQ7xDjPyJJ0hHgKeCzQoh3qIh+BGyUJKkR2Hjs93seveLUZQALJH7Z5Ualtp2yc7wDj24+vthp/9re8/hOZSVS+HlWrHiIaOylSVoKoqEO4sF6FGXuFvhYdD0vBQ+Rpk5jviGEJI0OJRNCpnewlLu1d2NWmVH7F9M9ftHr40jVw/zwgaTOnzf8Jh9p+Sq/znyKr87zjAkbSBZX5avJOA3ESBvTUzDIc5sID9AejFE7QTheliGH/Z6nWFbVPWbfsnQ45wSFxFy9gB/n1bAvswCpr5sLNckpetf0NtHX04YQAntsJXptxaTtw+FGNlQ8wVVFI0pAXEg8cKiIjbEv8cfDuQwE4a9HjGySb0bP3D0cs2zmDnEH4aNhhBCkFqXytOlpOryzt1Z3RxIW/XR5ipd8DmDSiFFWY4BYTYxHo+MFFySHNFUa/sjo+1Bq0hMJTq6stUbGn7s354HvcEI5k4AOMjjYm5xCUp1pQN17mENiYgrqmUPi/laJn/YKwsuCpFSOLn6or3LwxKDteNun2yUe2A/VXT1cv/NlPuXpQTdFrsk17l4URQGrjd3hkbYxAS9H4A9lS9m/aTPxyvkICVqGD9AkXsIwf5DUgrl73w3lTuLxhDdBkiSeGk7HHx0tAF+WL/A0aBJ1XA4b0TZkc3OGm4+VRaaVQP6mO1FpwZhbwdETSCB/12zm6WjNuAoJQKYBDAYj/2ybWJG/vJBR5BtlacsIekYrJGqtTL9xmNY5JgZJ1cFXcvV8s1wzKvR0biD4fFYTXyp3cc5JbGJZ+jiyLGMuqOa+wXdDIUnAEzYmIh0kQBfh1rwzP7UhWSTDvvWmEEISQiwSQiw59u9ZIcTvhRC/P9amRwixSQixUAixQAjxjxOOP08IMV8IsVgI8coJ24eFEBcJISqO/f++yNjpjqWgU81Nkbbx0Ox38P0eLX7jauDUlfR8dmh8tpizmBg3F85H798FgKKc/mQGIaA7uIDd4T1cb74EnfaRMW3C4Q9Sr+8kIiJcofsQ/2ye2np8SW6Uyr6nkh6HBMzvuo8rg4+ycGyI/JS4NiuVqiNavp5i43Pl8qmJmRXwhdxMljRH+ELm3IeFegJaCuXLx2xfknIpzfs+T2H4q+w9mjtq36osWBk7ROhYlXX1khX8T0YZiiTxqMaKLSub8oM7UU9hGMzXqlAfSSiRalnLQK2Z+qe+gF47MasWQCi8nWuqt7DyBMoRf1TiL3V6RmRgib8cTud6w8fnJHohQ5XBh90fxtGemP6tFVb+KP2RJZoV1M1BQtB+R2KJkwJzV/tnIsyzjTwYgcC/xM8TgSfGVBafDoZjw+RZDnFrWYALig2YtCoWmicPnVJkqBsaK22eU2Akq1U6XsfHsCjKox3JMyuu1PVARhl7e5JTYmYCRxh+2SBxfyyGfnUQQ6aCuSBGt0qi8aQlyROBXzVaabMsxNhwhM8ffJ3NYRfjuaaNQkFuTHij3AuWMtFV7wgr/DGnkrc2XUdw2RqEWkWHo4766Iuo53WRXjq7td1SGKdzaKQ2VX5uGaXjGBkrZNWogo8Rj0xgTzblXgNfLx1mWZJT1u5BsOZX8pe20dyxMUWicxJOlTQ9RNLLCcQm9pJUKJ0n/iTeN/Y67OXwfBLsedOBSSP4Yr4Wzz4J5YCOb5ZoMSVprEkGBWaJgM9LWNJy+CTil4GQire0K/hNo5n+dzEirT2oZb42UZkjqA+iJJFj+F7B+68c5LsNSSbbPDFzzVygP+zj2/WHuMdbjGRcNOf9S5KWbcMzT2T9vwgZWKOdvFbDqUY0eg1PBF+nWFNMmaEHSRptTRXCSNdgHs8FniNPnYfbXTbJojOCNcZudDHXtMYigLctG9k2zVtSbtIzvzOKUASD9WFMe/X8S5ptDIvMbJCilvluWia6I14QoBz18IF026z6LLZI/G9NAzeWJkxnqxa0UR95aFSbJdYreWPHeoSQqW3J4MTwgHOyYEnwIOFQCEmSCK04l9+k5I/UIJEk9pXWwEAfF6kntwiviAaO91ycupBoKE7Qrefo45/FoF0w6bFCeYpbq3dTMAn/fSgOj9QV8iHzzZP2NRWqtFVc6bgS15ALAE21hr/G/goSGJQagtHZ07W2exNFIt2OIYzqUxtOWGA8Nl4tdC3r4nn387PvVIJ/RO7hWe2PWao/zHfSjawWky/b0Rw94djoe2fUqrhIHSY4kDhWl6rwhqTDE0ouPE6SIKi1sy8+CTfsHKLWAd+vhz1ZYfxZg/ytdWJF7MUuiQf81ahNaWTueI1vNu8ZQyN8fXCYUDCIAN4yTW0pORyOcY8lm4fPv4b+DR9ApKbT626hLvASoryZ9Plgz9cfr/eRDAQCt7mB8AmFPLXOTBY2hfkPawbr0xI5nDWpIA2Mb3B0N2iRDudzjcXPZyoCSb3Tv2qyjvHETDlWAQ9PUqvq4nxG1UwqSV+E96SQQrVWZtA4QO0cmpt1KsFXi7QEDqgRAmIRhdA+Dd8o1JM6R7pPOA5vaJbxu0Yj3pO4H17rgXrXux+W3OmTSCVR18Yje9jmsb27A5pDnFVKTgEshoKpG80B9rl6+WJ9E6/FF6PWz51LXa3NQLzLScLvNSy35xENzwHR/AwhhJ7mYCYtkRY2m9ehVj87po3XewNv6/eDBBepNvNIy9Sfv0kjKAsdmfZ42jI3cU/vyeWMJodGkrgZE5HAiKCkCMH2qDynbvJL8wUnly9eOSDI0M4s52BFuuCe/Ce4rPnf+YLmMebbwe1JQSOP9LfEei1v7DyX8eKUz8+FBcEDRCJhVCoV/as3cLdpLEP6C1oL9vxCSvZtRzsJ32tW80h+gtozIoCFfDpqH/s0Bu3kdY+M+vv5bHXDpAJPfxC2t9SwyXTppH2NCwFXG65mScsS3A43arWawPwAD4QeAECDhgH/3FE561LSEUKwNOPUzmmZ2ghymszeeXt52/n2nPYdIoRGGBg6EsPZONpTobcrcEJIj8M2VqC9tlhD5GDCmioQuMvjbGlL9JNh0TAvZ3JLqxDwUDNJh3rNDSSe6YQfN9mYIloNRwh+0ZyKM2s5Iccwy958gX/payBPiVGlREirS3gOYwuW0pEkUQTAcCzOY+j508J1HNy0mdCSlQxGBqlzvE5D7EUcOTswzh8iY75EeokOtXbiOTVrVQS3Z8RjZ7Wm4G5JPCtfh4/VzVH+3Z7B1elaPO0TR0HEwxLevelk9dr4UuEwG/OnEpKn/97vHgR3ZOLjFqpOIG4QoHGN/V7t5bDFbZr2uSeCShJ8rURN9KAWJTZyzUpc4Nsr89UcA3lzcLqBIDS4Zt/PqcRQSEGvJLSwKNGTl7P3NM4qJacAsjZ36kZziMd7Gvl84wBb40uPFVqc3WMV0lli8eliodX2rp4/GL6Of/qfYbFuEXmGQ2NqFAglmx6fmbdDb7NQt5AWR25SCYJX5Mco739mynYnI6oyTnui/FJWJr7u0UKPv8rC4wNzG3rzQJtCrCLAiXUHVXYt8mSFHcaF4CPFIf5ov5ui1oRAnd3+BL/IeYn8NAfKsTCSJebreWPnKsYTDjblC8o9+4hGImh1Oo6uvoBHdbYJz/hGURUMD3KxanzBqlSnhs42AFIMGQx3jH4IEb+Ww4/ciUE7MZOfWmXFOeDhziInk8VoHXGAs38dy/VJsgIKuNxwOZ8IfAL1ETXRaBSTxURteS3PBZ873myN7hwOD03SzzThVyWqn1eYTg0N8MrMxHM04eCFtBdo9bWekvOYIuNX/N5dZKRjJZgWh1HpBJ3S2OCktpCMdlEUSRZYqqM8foIlvrykke6Ur7FmURO2OarXkZvhJz3l9EtKT7TLPBVZgD2nCE/9ETbvfJHL9m4lcCzX50DuzOp9xYFtYYW7U/L487mX8fqm6+i68Aq8ixbTJvo54thKXfAlBtLfxDh/iMxqNSb7aE/DwNs67F3nUqJeS5FYR3powfFQunfgb/URfVs1Zvt48HWpiO7PZ4MmzA2l0yOEmA0sGkaFyOXZK3B2j+MlMfSxe85SHQRfLVdDrYFYZKwHVQhw7YPPpZsos77/DarhuITqWPi+jIzyPjIin5U+TwEiqhkE0s8SAonHeup5rAcqLXnckJNPRuwosej0BbpYqINSUy4t/lMfh/1+QbZWBe+StUKINGqDMs64k8/YLkelumtMm2HHZl5UvQIxWKFcwq+SjM4LxSX67SspGnhxWmOyhnsosECyhtWrs+xwdHQ2pLbSyk96+k8Bs6/EbztifGORDucBhUiVhf/sHUiK1eod5Jvhm0VNXDr4Z1Se0TezovNBVhZ9hkOSwhLzDbyxa3zPxBWFgqzhfcTicfQGA28uX89u1eT5Am+qjawrKYO9b6FbsoGwMlppWOl3Hr9decZqxpMJokEthx6+nUUf1BOXupBJJ6Z0EI0NolKZaWq6jP5+gSS1sCF3OVvHstkex6udKm40XsmQboj2aPuE7fTouUW5heEjwzhJzCtWu5Xn056nNzy6FlIWi3jWNXdUMm1BHbmADS8wvmA/U1xTrJA+dIC4pZoUxcxH3voPRLaPUKYDn3WQYV0fA3TTGezAH5t5sr1dZUcbsYzZrqhhS7ebUFTBoJFZXyNT2z/2PG91BDigU3HtCoFH0dLZmwhvyrNrORL9M5IkqI3+CVNJBqtjn+ftBu2kdU4mQ3m+C4/9lxhUBlKavojbd+pyLMdDtx9+3prBh0vT0A4dJuAfuR/FIS9tGgtDseRzaU5GTMCRcIwjqMGaC4tyydWoWBP1k3nwbdodR4AjoIX08jzS9cUIlwlndwghEsrEXEECQlqJx5pOnyjnjcLPO/K4rCCXing7KqFGb1YT8o0oRvZyeMw/9n2dGQRfLFejqzMSmsJl5jigcOdCM39Teal9H4svejXEjxkf1KiJKu9+SNlc4axScgrgl2zv6vkbvMP8h3cYnaTihoKVLDd4iQeOTqMHwUdyC/ivxvfxVz3HSJFnvsjNFp7gNTzkf4TzjeeRpt86Zr+i1NAdg5ZoC+cZ1vN2T/IMcU90qDGX3MgnMxQKB19O+rh2y0pik1SHPxElRi0LOmOcGKFlLjDxg8GBU1ZqxBWGu50BCioNvNw7bomkEyBYkSFRbo5SoXNSrupjSWgn1ubXkE7yJERT5/FAyp38vjGH1QVVvHDIOG6P1xQr2Pv3EhcCi83O4wvPoVFOLnHmhbwKVrc+zyYpwlOMhN1kqFXY3t7+zpDxd2k4mZ7zHcRCGvbe+7Hjv9OKXeSt+wWtLRfScUzHsuUUs7Vl6gdwX72OTy38CMPyb/Ep42fPflT6KMMdIy+ERqtha+ZWeiNji7O65FYqMypoGJybTNL9wxK5QNzrYO6UEsGdFWEinYewZGTzdsBAuVaDHJeh24qp24qJYrKA+SRCppS0INFsJ377ME5DP5ZIKmGNj2f9U7NzaSUtQXMArdFO5IQaJYECAyFn4j4FowovtExsBfCF4/y9YfQ8lV+4nyORkXfErwxyRP4O8xedR7jvWpr6k4+bzNCq2ZhmY1/2/xL0BwnGglQveAZdvATkMIdql+I6bQqKxIMtKkqsi7m8wIevMxHSmP76i3xQpSa0ZCW70vI4Ep4bD0NPNM6j6FEvXs9KrUy5axDT0UMMeboZ8iVY9gwFFgri5+DsnoH1ShJwkmdbZ1dQKoP8ulVL6LQvPxLPdkpAMdeVKBTk15LLAgbqo6jUMkP6Xra3zE2ds0+Xq7A1mgj4kvN0Dh2KcUtNCvfLbvYnuQa915BrkvBJiblWK7QEY+NTGL8XcVYpOQVwiZR3ewhAohL83R213A2sTq3gmgw7lkgjsdjkyka3bg3/03iA98tLfjpgxDcho8uphKKUsyvoIiIinKMuR5JeGNOmb+BiHo8/DEBRfC3PTrPExL2tWrRlN/Lx9CgFQ2OVnvGwqv23/Di7kxcs5/GsK49a58STpt0YxZyhxX1EJh5VMKbq+E3YRWSmptokUe8W1LsnFuJKrXBVtodN6t1UuN9C3d+IpEwsxPQWXcuPgtfwRF1CUXihaXKFRAhBSmYmf5+3ih45+al4n0rPpvJ5sPstzCsuxBdP+Hgud3QiHaMSLk5bgP9I8uFK7p5Ugkc+T3vPSA0kd18781MzOOKYOmb9tS47i4sX81ZobC2bc/Xn4qwbPecEy4O0BFvGtAV4OfgM1xZk4Akvom8OkokGgmDOTMHrdpKqY9Z8/gY1fLLIiauzGVteGb9vT+XS/DiKZ2KBW0JCNWxENWxETx7v+NKFFOf2khpCaU485kGGtX30Kz10BTsIx0cG2h/r52fyv6FarGadvJGF/nPQdaVx1CzBDG1HGpWEh/FrUXVE3sCc0Yh68MvEkrDCfqNCIPZoEAN+5Kx1LDKFCMlBXnU/ByTya2zlW6mI3sCu2lNLBHMiWj3wG4+Zq4uWk+9vwO/zIsVjGPZsZz2wrrSSxrL5vBFNeEBmi5iA7WGF7YY05KXns0inosrvxNZ4hOBAHw28SEZFPhmaCrwd0ijvwkSwlkUJmruJHig+vs22OMJeKcYj9RLv7jot8XCrigx9ITfmt2OeB1ZVNs8E50YhsWohPyrhcifmMq1RPSrncCIM1Ua4sToFOd3N3jkMBT1TkKkXuIQLAD0mht9HOSVnlZJTgAHFwuzr3c4tdjq62ek4ZrGRrZSa7RQYrOTq9aRr1KSoFCJC4qAvxGNNBzmrkCQPjSQjQm3vyrkdgYt52v83kODB4FaulT9JrmEvKnWCmjgWO592lRtn1EmpppSG4ZkpzH9t1qOvvJnbUjxkuvdN2V4CdHEfw7p0YpoQt67s5uUjZePWRNk7JKhz+bhjiUzOsI37YiEGPacvRvpk5Jngytwg6aEO1srt2GJOAvos9Ola1MEhZH//KOVE6O28nnsn3+1cQpt3rGSjkkYKfJ2okNjzC/hd6RJc0vTDOZ7MLuX85gYujXp5SDaxWiej2zeSXN1vEgwt8aGWJVRIqAGVJKOSJFSAChm1lKCHlYH2WIBH2418KicL11A/trQMXgsXc2QoOUltaVqEl0K7x2zfYNhAXnMeYRICttFkpK+oj5eCk9XwgccCd/Ohki/x4NE8fOHZq/sqawZ43CzPELzUNfO5Ld8M19k6cHX3oytYwC8aE8mm2ZogwYHxldDJIAkVmpZ0NC3pWKjgHWqI1otf5QX/2HrCcWJsVZ5jq+E5KJeJNs+8vFc0LihzfpyV9gqeiz9EKB5ihXU184ZX86TxrxTHb6U3ybCQlpjCylIdg01hcl5bDYBQxzh03h7cERcRJYIr7MTF/7L2nPN5a/slnM415ol2GYumiluKffg7R4gg5JYG5rU0UJWajqqgiMesOXRPw0AwGRRgfzjOfrUVqtdQuURNaTyM2L+TweEtSGaZoqIa9MEsHG1hhDL2fphyFLpi+8hzLTvu87QUx3k+EueN3tO7RqfqwREa37g0GIJfNtm5tSxCaqyV19vnJq/WE4HX4zEuqjAT8Ki4Vx3g6kIr0lHv8TbGVB2BcSwNg3URPlxlQ53p4u2pnOHvMRQaIuyIJow6asXK+0leO6uUnAL4FB1paiOB2OlkKkkeQSVGrWeQWs/7p+DOu4kFKVkoSvNpP288vppXQg1oJA0CQUu0hZ+6WlgTXsNGwydJNbxEd98SHhV/BWCl6gL+1D1zN+/vGowY5n2KW2M/JsU/+fUeKryV/fEKHu/S4QhBemkLS5e0UNN1AS+2j512gjH4VaOCReMYQ8N4utHth983GoB5QCUp2gR3fZZBkG6OY0mJkqEKYJd9mKIOjARpiueyMStAIFODPy7jjki4IjJDIcFlOSG6wno0sjiukNhKyvhFfg1BaWakFHUqHVfMq0bZuZXiDVexdN8bo/ZrfX28MFx6EmuZYCRx/eQMmsQ78XqokFUFGfxvs55x8kknhM3sJBweLRhcr78eUScIizCpeakcsR5hW3AbIpiEoCvBo5Hf8NHqb/Cng2Zi4whs08Gb7lQWAiWGMMyw8OOKDFgt6vA6g3iyl/No48izM4sIUd/cCQZDqrFhbSdDoJBb9VeyxRVsO5xcHuP5RWYODYUZ9kdJM2mpbAijCq3g5ux51C1+lfk7LkF267kh41s05aUCrqT6fahVpry4E1mddZwZSYqp2bzlW7RdvJUX/I8ntiEhRXN5N4QobxR+22im2r6SjWluIkMdhEIJE7PK4yJ2YIirZRlLWQVvZBWxTTV9JXMyNIRjNKDCsGgtV0S9pO7dTtvwIWy2TsKFYXJSS2DQjqdTRkJCaxUMmw6Qby3DszcxZ6r0goHMMG80nP7795l8NTpFyzO+ADsmEPLvadaSZZhbop8XuiTMRR5ecsp4wnF+7g/xnfx0Ar0BPJVmftIzwLcrM4k0eMccO3Q0zHXz7KiyXGzvf//kXdi0fnrjvSBAROaO4exMwFml5FRAkrAZMgh4J078nAzVZf9CRFOCRniJenbS1PvomNj1meBiw8VsCW4h/q4EGr1/kWc4/ZOCENAXWsb24D183HAdSyLwvNbDs4EX2RHcwY7ADu5Q3U5YEyAaiSbqcQSLmK0w8LN6M8bqL3Fj939ijIyv1O4p/jTf7FmHIzLCvNvSuJZQ9n+Rm9HIx+wf5KHazHG5899thSRdEyMQlwgo73gvJNwRcDvgMBKJKVMN6Plqpcwnog9j6N/DBYCQNQiDnbjOTlSbQsRowaey8ef2AgoMRsKhEEIILFXz+XFmBcq02b5G45X0QlYdPcIl218AX2JBNpktYM8nhIpVsuDl7umdY+8Q7B2arp9XEJFHYgJVqLhVdSvuukS1O3upnb+IvxAPxaf1+sWI8XT0N3yi+vP8vtbEbN7dd+iNTVEXkD1p2/FwdZFCxvABFK2WI5ZlbG8bvV8npDnlueiOji5Mdx3/xuG4AZWxkSguVIHlyMZ2hsUuhOQHplZKKtNNrDgU4/wahe1ZJvL9elTH2O5UfRYW9F19vK08aKJyMMwXKmy0G1S80OskNGndGIntEQuXVUgM1okTtsoYYibMGjNrtRezv2MRb9bNrbA/XdQ5oVhdRE1bFvmVUdyaFpzuRDENRVFwN9azqLGe9dk5NBdV8ojONutv9UQEFcFDKjP61ZvYoIqzoKuF4NHDtPQkqNczarKwBsrwmlqRIyp8h0byoAyLgvysac6GkjTWZoOh24yrN8xV+XZWVbj4fbNCZBxjwakoKvhIu4BjckscuFvxkl2oZXtvIu/wB/0D/FtFFqHG0WQpGp1M2BxiePj9o5CoZQHaYYhAvjafAe8kRaXegzirlJwiGDU2YHpKiV6TSlHpv/J6MONYfqoZNNdwTtUFNB393KzGU6mt5ApfGovFx2myDPB08OmzyskcIUOjn5Pq1tNBLHYpT/i2k6vO5SLfEIs6/sYSSxUX5HyEx1RtHIwcJjUicZ53N9H0q2gSveztnIsKhBL/dTQVU/U3+WD7d9HGRyc21xbczPcH19HoGb1Y9Q4bOa/iUva7n6JH/jVXrriKpuYVdPlkyq3wZt+Zkaj3AcswRc6j/Fg6j+gEReqyjRLfLznChT2/Qw6OZFJKShTJP4DsH0ADGAEbUGj5Iu3exEqtW7SMn9gKGMPZPE0UiCgb6/fgBqRjColeb+DVeBV1IwWjWZCj4fxsF892pNFyigKPy6wy1iEjOpMOo2zkutB1OLoTQp650syfIn+a8aN1K27eUP+NW+fdwT31M69avH8IylTgdwwAWSQ/IMGnKkKEOg9jSk3jKV8pLScVg8vQJ5JN5+ruCl2UvuCIp6RcV47DZ2NXc5SE9+4dlAFlNE9wKVa9mhKbngN9PmQJLglokBQF/yEty8wxoj4/U90HXWOYSqAk1cybORK7e90Ttn2tB1aW9aIz5hE+Ie4/o24+N7qXIoc0mKpNNPHuBvnLwGqPjB8Jd4MWwTyKK6O41M0MOUYMLa6+XtL6evlaaiq9ZfN5XJ+KV567KgohRfCCIvNCVjlL0vM539WH3NbE4HA/g/RDEMptq3EfM95YK2I8PMS4isCpxgKLIH5sqnN2hbAMm/jX6hB3DcTomqQy/KlCayBMa+AEz6wEPxjs59vlmYSaEvNhSraO3nwvP26JzdrTeiZhUz60qBKT/Gr1al7onzs2tzMBZ5WSUwSdZurY/YrqP+JWdOikKDKC2pCeznFCG2rDdrTMTmRbq17EBR0/BRSO5n2YCtXHaTYP8XTwaaITMPScRXJI1cgw+3zcpCGEmrZAAQ2RrXxTfxMLGn8IgN17lA94j7I4dQ1v2T7EqtBWCgdf4ZOhbrakfYh/iLkR/BUh8R/1ORjmfZsrW76D6tj705i7mR/7LmHf8NhzrE21cF7rRhoyXyEQC/CM61EWlTaxuXMZgWEvkayVvD0mAV9QkOWns3/uLUGyJFDGqdPyj+FMvmHu4ysc4r99i8YoDxtyBP9he5qi5vuT8l52FW2mvT3RR3zZGn5pmb6V/mRUKRGuPLQNt8s1+lzW+dSdwE5ckqblUzX/iUHuYYHtQnYNXsEzHcY5SR4/EfNsCs4BJ7cU3ULMFcPhdKDRaPBX+LkneM+sX7mOWAephke5uuRDPNE6s868UbCmpeJxOViYKnEoiSrTVi3cnj+Es7MNe04hf+nOxD3OrVuYJmjMOkL4YoVUZz7GjmzkwZl7T2N5o629ZaoyuiMTM6lNlPaxLk/LwgMxLkyx4rdr0TeNJHTFfDISEDeq0FZFkOpkYsGJ763GEeV8hyB/YTqPd06sVDzjTOHm0iDhwyMKpOqE77fU/e5brG/NScdfN3IvpGPKCVRRVlpBLGWA9t4Rd4TH4cDsfIuPaTQMLl3DA/q5pZUG2K/Ssz+tGFVqIR+I+ljY146rtZkm106KlpZDTzau1CgH6t8d4foPjRJXFLg5L8vCUG2USDCOqNVx1aII/9t4ZpS7U4D/Ghrg2+WZmHQRno57eKNJ4Uwwds0lKkwu7gm+CYAtlpc07f57BWfG2/Q+hEo9NfuEOj5Ie0TF4aCO3QEdwQlWF09cQa+xzWo8i6ISMgoyML/7QW7p+DdudHXzldit3KC7gRT5zGAMey+iUH16Z4Vw5IM8HHiJ5bplnDe0c8xHnOPYwXUt/07h4CsApHlqua71u/zc/A++P7+f0jkgRgnF4T+bi3i59P8hgPasjfwqdg1be0ePpsZi4LtpmZzbEiNaL7hIfdXxfQfdB+kqbMeSbh+3gu7iigFcqd9nzZonqcgfp8EM8eEShR8U6vh0uZwoBHYiJImfBRaiDjj5dNqJ9UcEX57n4ffan1Pcel9SCklD0Uf5U3shsqzCveo8/jgHCsmKeJBL927Fe5JCAlCuGdmWYdHwxSU/xyAnioxoNK+yOvubFNvmfoHO1SUkdUe7A4/Tg9lq5nDZYZ4KPjVn59gf3odk28KaWRR6l012AKpSpvYQl1klPl/qxNnThqVgHr9sy5ywwnWhIcqh+H6e9T/KP7S/Yseyh2Y+SCCUNqIxWSUrWfEs2j3T92ovkCIoMQn1cJSUYwqJd2Uj/mUjxR0by3T8T1uU2hoZc00EMcl7rehU7PJMbhY/4hB0GTzYcsZnIgsOBKkwzSynZy5gVavI7xpfKZeQ8LSokQazMBbMx55bjHzMM1KiOYdiwzKy9u3kW637+Jh/kI8Gh5DnmCEwLsk8o7Xyo8KF1K3diC07h/beJtqlN1Gig5TNDanVcZSnQEWSS//TnYKfDnswL1NQaWQMC+L8OQnK8NOJOPCDoX5+7nTxRt90Kk+9N5CmF0R0vcSJk6vOxR08/TXxTjXOekpOFVRTzx51Df8PA2AArIYi8nI/TJO0mJ6TMkwrDeCIumas7+er8yn0jk5MloCqnoeZx8N0ZG6kXH8dnfoYL4mX6Y51z/BM//dwYUYxInDwtJ1PCCtHg0b6o/18WXURhYPJs++U9D9HMc+xpOBmnspazx+bjON6C5KFIwzf65hHvPTfeStUyFMtI9NJgV7DzSmpxBo9BJSRBMScHSuwrXoeV8QFwBbXFjbnFuHqGtu/KvVV8ECtextYtrFqzSoG2i+mrXdmK7NeBZ8pjZDRn4WjI0SKWs2/zdNQp/dwX5tCOJ64F1Eh83vNOu7sfpYP5pl5xJHGt6qGuGPge8iBqUNPhNbMjowbeaHdhFqtpm3lep7Wzl6auCDmZ+Hu1wmekFCuVqsx5JTj7TyKq7uZ5RlpNHhlvrbyb1hU9SNjEvBM7w/Y0TF3RQkhQY9riTpGsdK68l0cDh6e0/MAvBJ6kevysugLLBiX5WwquKWExT5LHQQm9r6ty4aF4cOolHSk/MX8ulHDZNZWq+Sn3T8SqpsuZqE5AcbWXD5S8Skc5h6ylTR8hz0UZaromThyaly86DOwPj+GpltBFjKKPcAThrvxRX2svmQtCw5fzct9EWKK4MmmADssWq5ZrZDTBoFxQkIOV+rp7py68MNfWw18Ja8LuT8TRRGYMg0EUzXUKmG2DHvw+0evb3kmiW7/6Oe5LB3CCtQm4dGaDu7ISCdU55m0jSrby92tRgIxExn6DK7KjyA5wVWvxTzfynBHO/qOxPP+WloaTRULeVSbMsarutio5+LmKM+lCY5oFQpiEn0qhegEoZs5IoYbmcAx8outahNbK1dxQ6GD3Lr9OHva2CB3cHlFJY/0WMfcs3dwU6kgRwP3d8kTtnkHVxUEQOnDnZHLPS26KcOcBoLww7Ywn14a5IFe1fE580xCHIm+95n34B1cnhflTeV1AC5QXcjj3ae3MOnpwFml5BRBkadXzdQTbMfT/GMkSc05uddTr78Cx7HEQmdMRqe2EolNPpmeiAWq5Xyg5eO48zpRdP2U9P943HYSUDTwEkW8RL99BWWWS+lUa3hTs40jkSPTuob/i7gmVUY5jROgL7SZB31PcpHhfFb1PDft4yVgQeffKdG/zLzqL/DT9uIpF67J0OWDbzVVjLEiL8qIYegP4znJWCUHNVysXMvD/PX4NpUURacSoxY4ky7KcHi0plLnfptS81pg+gJ+mRVuSo8hNaTjcCei/+MxwWBthBydif+YJ7NP5eGhtkRY13BUzSNpl3Bt65OsK7iM1xzp3GbKRjuFUhLOWMi9oQvp6Jax2FN5rWYlu6ao0p4Mrox6KXp7K5HYSKy+Tqen1rCQbU2Cz2ba8bqdnG/u5eqafaSrt486PjrwbXocmcA0JdspcF62wNk3+jnp6nVcX3k9iiTQykZkYWCAVl4KvDjr8z0c+Du3lH2ev9XmTZsUoTWgpRjQhF1MpJRsLlawD+4nKknsC2fyVPvUQldM4ySqjAwmJZJ8cdLxoBoyYRuqxkY11mXDNEu1GFTT/0b393nRLa6jv/xpVqjX4VD14zvm6djpeYuDxUdYFPsyO+sTuWYD3gh31cOyXCObCsJwWEM8lLh+d7mJFycJ2zoRgZjESyEz5TUq3hqK0BZ0QN94LQW3lMfQ9B6ip2Apz3WO3Ov1+g7Qm6l1zF2oVIlRh6Zp8npS+jSFFmQCscRYBkPw5yYtHyqJUmFVYYiWETGH8B7L41IrElk7t/LNzCxer1g0irHrQCDEMr2a6x4fxFhghphC3B/Ds8DKg9mCNvXIM9UKhVsb9+LMKeAPlpyRAUkS9xvSMC09n9s8vUi1B/B0HuVStRptRSUPdJhG1d1J1cF8ocL5tpbP1MToyIvyj1bGJRWpSZXoNezlad/TbLBu4Itli9nmyWX7FHWsQnH4eYPMaU+k/D8PQZpxkLZoGypUaCN570vl62z41ilCRJpZHLwQMZq672ehPJKtOhhVKCv5+rT6udC3GV9PDNWuHIx7FvNSwY+pzf8ocSZOFs1y7uaaju9x88DfuS20lM+IO1ilXzWj63hvQJCuNbI6NY9PFi/gR/Nq+E1lDr8ps1JhntoteklWKUpg7i3CE0FRCtgbDBJSQlweyyLDfWDGfZlCvVzT8i1+WrCdlemzW1zGC2t5plNByo+gq7Agq0bvT9u+gGxDDsWmEm5zf5Oi3etYlTm6jQYNse7PkGXIGbUd+3OY9dOTRi/JF3zCpiV8wErAPfbYaDjO8MEolQ0WflBk4cpCAEFDQMe2wktZ2/kswUCYnZZLJzyHQKKz6Dp+PHghHV4ZW0kpv1+wbk4UkpuCwyxvqSV2gkJiNJnZqVnIm32JHB+HuRiA4d5OsuSTFA/3x2nZWsz6+giXFMytu//FLgkpfzGagoUcMK9il3ElL0rLeKpuOXfvXc5du+fz+z0lRIfWs1q/evYnlOCByB+4pcrFdIWifcdqrngdg6ikscfeVh7B2rcHrVZHrXlpUgqJWhYEtKPN+UaffVrjmgyBWOJZjlffZyrk2rTURf7BcHiYF/xPsMuzY9T+oOLkiPwdlhSPFgP29gT4aavCkQWJkK6YRebhwPSU2Z39cG+nl7bg+On/BWb4cskAVk8rptxyjhepF1BpMvCks4w/tM1t7sZHTTbikzKIgbbEw4NtY221r/WBISuKu1GLoXUJpYZzKFavRVU3n0JlLd6hQZa//RrrY6Mf1F/tMTo3ZuLv9OHvCRByR9C+NcQnXvAgHwvXVguFL/U1IqIR7jaP72XzSyp+k5LPE2s2Ya2sJhaLEeg8wocMh/lYeQStnOjrlqIY7kNaJCHhOqzBtl/PtwpkPlx6Ih14AhdlDPFWNFHsdGtwK8+aH+NSY5DPV/hI0Z5VOM40nJst0a45CiSYVPc6526eOZNw1lNyihCcoVLyDpzDL4L508d/1yulSR9rEEaoT+EdCr2oV6J1Zz7dllwaK9dToN7Pgu770MVc4x5v8zXyAd8PCegymJ91M4uji2mwN7A1sPV9kTO2Ji2fm+1+4lEHijIEDCVuVQDeEfu+kFfN0Ugeb7uG2evsoUo7H5fiGhXadoVNIX4aLRXu0KU87ruXzcbLWd02u7h1SFgk1rT9iu8U3MJ/Spewa3AuH67E99r9hOMBLi+1MU+tpUuJU4qKeL2XKxo+jdxrQY7L+IhQXSLxBgKdSnBjzTBRQys761eQrVlB/wm5CS3eoyxdeJg3di1NYgyCT5bHKHOnM9gYYSohNuSPEdoPy20prC6N8kowwJZeM+biTVzS/jQv2C/nXEseKu/o8EbFlMnLluvZ1p6wOBtrFvGjtJJZM2wB3OnrQ96zA5E1IqxYUmw8H6qg8QQ58ZE2NbfbLfh9Xjo7VlJSug0AObSJ+lfPBQSyArnjWExni782vcPqdvL9HTnXU+1qbtRdSqXeSUN0/CriySIiIjwv/sLt1Z/lz3XJhy+4IxKWbDtel5PF6RJ7jxMtCT5X4cfXWYfVZue5YDmN41r2x2JBqoRX74ETrNV6py3pMU0GgcDlGUYg0eqcfthdrzvCiozvMaD/C47Y+Dyy6epKDnWM/S6i8ZGQrsxccPTPjAzl5rIY97eqx4QFBWKCX7VlEhdZMJBQRP49xUx0IEikO44hxchLqQrbnWNrT8wE56aax9DFngx9mkLzCV6SE+GNgkgJI2s0KFEJb+uIcS8elohLceLxOEt2v058xQbeUo94TP5qj3HbxkzyXxo4/omEfVH+680wu5eaSVP14muqZ/e5GwlPUbeoQ9bw45x5rM4s5ILWWlzdXdB1gE+mp+C2lJDh1eM6YfxKRMa9V09FisK/VgzQqJh4sEVFtV1iyFqP0zcSeLkqfgHefamk5cX5bH4PrwXS2Zbkd3AWpx4rUp3cHXgZJCiIzuPh3jODsXKucdZTcooQmOOa7v1RBZupPKm2V0o3EQmOdVJHvDLdezJ4e99FPJX2C3aUfB2voXDCfozhQTZ0/IwKTZAb/Ta+EL+TSwyXvOe9tostdqLhbhRlYkL1eKCOitgObjI38p9p11BVX8Ua9Zrj+6/IKSceOH3hbYqyiNcCHegkHReGtVgDbXPW98LOv3FHZv241uPZ4J1wrGcGXfysd4B/9g/zy6EhjHYd6q4U5PjI9JOLkSq74EMrDvO08hue8DxCRtUD7PckFJIyaw0SElmGHPYcXDDJWQXn5cCtpRG+WwYFnRnHFJLk4XdFcO8VXDhk49/LDQypU2gsuoD8I89y2Hb5qLa+3LX8Jn4D2/q0qNVqvKvO42fppbNXSITgi8525D2jrdu2tAwe9Y1WSCARUuFKScwPXV0OYrHzIbKAllc/QjwqEAg6Fpj4a9+7R8d6X4OeZfHryVBlzLqvgfgAh7QPcm3p9JJZVaaE9X2eZcTrtDEffJ112DNzuddVNubeToYKS5whafQ9VfXPTTayLgWCoSBSSjaR2PSTdoWAXY0yvXV3soDvYJLHWuEzIzcRn6Rq+4A3wuH+GbhpjsEuB7mzLGG5UcuCi/MERRYYDknEj+WzXZyewodcavztvuPrVtAd4eIhCbN6DkQUAZdEpk6u15R6+Gfb+JEEwRj8uF2Nc2mAlIrRa2vYJVGSm6BqjkYiLN+9lTXx0WvLX+0xujZmjpIh/b0Bqp8doLo7grxwGW9Pw6u6U2XgR2XLGVhzPhZ7Kl6PG7l7P25VG5aSsQpkLCQxNNSJoWcfX8rvYFNqL9uOeUkArBor6bsWJcbVrcIUyaTd+/4TeN+ryDFCWNeFkASV2koGAhm8HxUSOKuUnDKYmF0FISFGT3yVBnD5W5I6tqh78aT7lYhM/4EU9uw4h2f0P+SN0u8ymDKx5fkDHf/Fue2/5rau73GjT/Dl+B1cZbgK9XvU0Zanm97H7HIkQl7U4p3rFVximduE4anQHziXrcHX+YjhKlZ23jvn/a/tvovby09NHYsTEYwrHMgYe/+NARXF1c/xuOdeQvEQEhLpSjaf13yVNdZr2L/zZsxD/4rSdxuB8PiCQ5EFvlEe4YqwjYKjaQT2GHH3z/w5eQbD+HfDNX4b1WnZdJZdyPbdgzTk3YhQaTlSdAv/07MSR0jGbE1h15qLuNcw+/AoWQi+PtBE+OC+Udvt2QX8ZbB4wlCeB1tVWFJsALS2LuZXRz+P25x4Z4Va4rG+Oc4angH+WGvmMvkW9DOsqn4i6iJHCKe8xHk5U7d9B+8ku9tViffiAwWCEs9BbPll/G93LsOh6c0NGeoQXSfkPlk1VmTfXNQDAkNGQnGKGGenxEViCtvrjPibv8ZC9VfRkLDiW+U89jfPrfHsZMRREeg8wpfLhrjTXoddq9B+gvMjVQcXhFWE/bExx4a8Ub4mpbA4ZXbFFjdnpeLrGvloZPU4809OnHpFRWDsMI7DG4W7GmRcqWOFfv+BTCqylpEXXovNYmf17q2sTEIxMefH6Q828bR1BuQIksSjOhs/W7gOz6rzsNjsDAz10RLcjmlZL7qUEUXWPN9DKJQYj2toAF04xsXiYvKN+QCcr7ocOZiYV2WNoMcYmXGuoVEtuLzgvcV8dUOVn1trXOhmkLt1OnB5fpBXYwk2zXNYx5MdM6/ZdKbjrFJyimAQySelj4c+507WxJ9lnWGQFeH7cNTfTIKJe3IslFfg7UiSPlJIDNcZObBtMc9HvsmrJT+iLXPThEEYahFmWcef+Fjnd7nRPcwXY7exwbBhOpd1RiCF5C1/QujoOlYdyhxLCDTX5lYRD9ZPdticIha7gGcCe0hTpbE2GMAwQSX12cAU6uMKXp9zysnx8PiAE1PJ6PDGyLBM37HQuCpLNR8f+FfmvXgZ0TcKONe1ihStoGfQREvPeANU+FBhmE/Z1agOpTLUEh5VvG22cPWEiexWs8CUR2PFJl7ZE+CRlC/zz/Y0QCIlK4u/Lz6PnXOQP6ITCv/SXYv3aO2o7WGdnV93ZDFZiZGYItFtKAOgr9dBljrEPZKfQIGetyp1M7K2zz0k/nwkg4/oPzEnHtc3QlsoztlHlS259jsdOnR6PR5Fy8fLw+QM7UHOquAXTfYZMQmpJQ8DwYHjv20aO4otOCm1brKQzAkjgWcc0pRMi4Z5ORpMuuQLp3lDcbYdykDV9T0WaO+kSNxG+IR3ojrDzJ3p6VxSkIpJOzcF2ULHDFeBoR4a9NU81Dq634vz4gxrJ86N8w+GuMCYfCj00nRpjMf3+WEXvmozOnNCkOutMLK3TIs5O/G9CgRKvosHWpK75r6YMub5iriE64CZsENG1VqBUW9k7Z7XWRYfbeg5UTGR1QKXuY5OUyVXtnfx9cEObgkMkqtMb+6KSzL3GdL42aLz8K5ah8Vmo62nkV7zdqzLhtFaBZ2OkfVKq9Wibq8gY88abvbdybWWzWTvXnJ8v7UmxAMdM33+gs+WCVY69Hx9noJ1bvTzU4oSKzhSt/CC6td8ZPlhFqSeWYqJShKY9QP0xfowSSZEOGfaJB/vJbw3Td3vAWiV2SklAM3d9wP3A8k76tLJwpynxted/MQmIeFp1eJpnUd7dgVZhVeRJ/ZR3fNPtPGxMb0yCjXd91OFirLCz1Guu427Y397z1SIV8UGSfbuxGPnEYkkZgA5KINWcJHZR2x2jrCkIQR0BCo5HP47n9HdxLLWX5+ycy3svIcvl5XxpbqyU14B976Ij80a+XjiqWswyAJ5MavEJqwvViK9Yy8REsHdRr6wwssvWzVjhPJUPdyWHSBlIAtHj0IyivtMMbxfoXKZQrx8Ae62FipSMxiypnNP5Ur65dlPpVYR57OtB3B2dozari1YyC8adCQzCzzaJvHF3HTcjiHm08mLwQJ+ixPmJjR/ThCMwT+P5nNT9ce5N/iXWff3ePBBPlqcyvDRIgYncfZV2WF1ahgGwTBQi95goCNzGU/MovhbSOfgxMmkI9DOXdXfxKg2kq3PJVPOxh7PxO7Jwfp25bT6jkiJh9YXUnNydday0gYOR/7AfPN/sWua4x/0Rhk8MDZHcaVGT8oRP4uABRodrlIjA1pBXgBeEiGaHdMP47LGXLhlmS3SIhrGYZrv8KuIGEtYmm3ENw6VkHqehZ/0DIx69e8oMbBlQNDkH/2wc4xwtSHI5hI7DziD1B5LlwjEFX7XO4hJJ3NVvp37e4ZAgi3Ax6rTKVO52Ro0HA8nmwqtAYkSO4Sc4++P+SVMfTVE0/ezYe/rKMvWs1814hn8qz3Gv16koBvupd+v5eEmhfmpOtpbFTINES7P6MJmlvCatOwz2tgp65MKB41LMvca0lEvWs9Hgg6y6w/R3FOLyqIiHh5ZmwvTqnF3SICEc2cKufr1x1nWZI2gQ6MwHJr8nUqwJcLJc9JHyyQMzXr8QzJSn5F/WRrmaa9gxxSMXu8mzq9s42Fnohjho9F7+WL6d1hsM3Jvy5mRs3FpgaBOdQCisEm3idfap8fs+l7DWU/JKYIcd70r592iPMP/FH6WPesentHxgT6Z1rfz2H7ocp7I/gXtmRdP2FZFnPM6fskV3n18XncnOs58zuwUjZ5YJPnsvUCg+PjfUV+UO4oXEgs2TnzAHCMSvZZH/K9SrCnm3EAP2vjkxctmAwm4uOMXfHne3NLGjodigxaNQU3HRa/z6sbfcc+53yI1mknKjqrjCok5x8iRCh2mHDORPRZuKx5tvduYJ/hatgb90Wy8PafWCyAkQdpyL25HD+itREuXgFaHqn4/N7TsITM2u3C+hfEwn6rdhrOzg+z0dAqzMpFlmWDOMu5q1JP84ijRqCoCwDXUzxWFZ5bV7x30B+G11gquMX1wTvq7P3wXN1YMHQ+/kMfJj4rGwRroIhwOEY1GQVaxd3jmS2CaXuDXjf+tBGIBWnxN7PC8yXP+R3lIcxfR0tE1PuJZPkI13SjW8TUpX8gFgCl7D6vnhSlOT5idtWqZ5liC6EJCYNDMzTK+LRzEXW5CUYMcFaTW+6k6FMDSHGCVcYZeQElGCEHTBJXcd/TD450xfhR1oquwYErXozp2PfpyCz/sG62QZBmgwqfj+kEVn83JRHOCsH5Djhu6svDshVtkOx8vk0a9B/64wv19w8f7U4C/9A7xX/0RXuxKXvhscII2bXKzVtglkeZdjFAEF+x7g4XxkfmhRgnjOrqD9t5mhLuP6kwDKgSfKutgU4GHvU4Nvz6g5rHdcUqahvhqRyvf7TzKF1w9iVyVKQo2xiSZfxjT+e3iDYhlq1FrRkJ9dFod3trRQm38hJBF64Ig97dP/T7dXhrky4U9LD8hFHdNFlR51ASHEseLuIR7t57LYxrurBDjfpPvNi4tirFDPH3891rr+YTfTmN+UGZ+6pkhHpdbh9kW3AYC0qIlc16750zDWU/JKYISP7ZYKZAr5yLUiWTT4dgwUU69760ytmhWx8dDEtGIDru/ecq25X1Poot58dtu4o/x2Vs+TyWW2LKA5L9qj8fEO9Q6Po+P8+UWYqfJISSEnsZAKt2xbr6lv4mFHT885efURx1c7X2Abdmf5K2+qRdqk0bgj8J0LEomlcyaIQh6IliCaTSIBM1ht66VEqqQkBioMvGT3iEIgi/VSnG5mXvqh46fZm0ObFQsDO6PA3GM1THc5j40u/Knf9HJQMDwbgsmVpBSE6RxeBd1ay/i+TVXcom3j489/RfkeQu5r3wZHZrpxcBvDrvI37sNTyRCUVYmkcbDBEuqycqv5qdN018Yn+2U+HJhDs6BXspi7UAxZ4LF72QcdUpk9y5jfdYgrwdfn3lHIsF+9KS4mzuq7mTXkJXVUgtOUyFpePldm53zc6HIfZB0fTlphnnINh8RfHxQbsWfk0NcSAxFNXQFZOpdYty6DidjQaqEW+smmWjQqBLlgbyfMb9iIXYlgzgxDsf30h/sgxpI16VTpCtlQfcGDIfzkVQCp9uBZJDYG7gnYT7MgOysLDLUNbRFEnNYnfrbaMrVFGmX4mr7CH3jUF4ni6ZhP034MaWqWJWZQo1bYOhMKEy5LSE+WpLBtqCfFkfylIMxlQ4hBFkGid5JDgvGFb4/MIBWlpiXY+ADRis/6h8Y89p+IFfgOBglHlUw1nn5dpadLeYYZpOb7GAOg86ER2moOURxlg2N7CA8xXydzLM+EYMhkLOmNoIE+mVyCpbSFd/Fxv1vwJLzqJW1XNl8EJfVRuuycyl5+UnO1XXyl8F01uZZeSj2E9YUr2F98SKG3dm82KXhw4UG2GvFrkhcV+bmWnsfbXYDj1jSGZAmFuGCsswfzNl8K6OX8DHvazgSRqloxBIow9s6+lhZJ+jRxPBENGhlwbIMaVwPR7YRon0NBKJRFtLD+rJSGqKpnKORce8Zm+vgaVaTMSBzZ5WP3zeeObkQFg2Y8nbS5UzkhJnUJubv+gBCEjisCkdOX4T2hCi1glvbDnFYoVtBq2t2NZDeCzirlMwx0pQoF0V8lDuqWe0vxuvwjqovAKDX69GZdKjMKgKGAD1yD3XROvpic8e/lzMwD98s45pNxiGsg61JtS0Y2sIKYw2t5ot5OfjyrM57KjHPZCXZKDMhYGgofMJvgUo2EeP0MBiFIpt52P8cC7WLEKF0+lPXkOPYMfWBs0T+0OucX/Ih3uqbuk7AzcVBjvqNvNaTfP/+uMIWe5xzvRIp26spv7iSJl8DzbEmFmQLAn0Sw0rsuECy1eFhK4wSUN7qhWUVAexWM9GyIX6m+y5Igk+s/AbqXbnTut5kIB07uSlXocW9j94LLuMJRQtxhX8aMzFv/iyXBIb48HN/R1dczlMVKzigt04adiELwRecHVi627Ho1Xja6ohHvESL52N2VhGsl/j2shAPDELdBKEiE412XyyfYnpxO4a4triIx9rOPKUE4LVuFR8xXkSVcYCjkaPTPv4D8nVUH74AR1Ujfxe/ImRoptodwwOoXA5cwGdys/E4BilKXYpr7zsKow2wYbIKYpn78fm8pAKpwCIVWFJtGNPzcUWgJ6LnqEui0T06nKPQEKUunvyc7Y/52OXZPu6+ofAQQ+EhqgyJWi7GLIGiKMiZo5VSv9KPPzJaUhTE6I7sosx+Pb6QCt9UUvhU44zE2dLloCnFwOYMLdrBCHIgTk6tjwvmmWgheaUkKBLe8xyTRG9givVIgogQHPIEOOQZ/xxvD+n4cK4Rf3vCY+zvD7JqANLLUxluHu2tHErVEO49Ne99TJucsUBSQ0rmPIY7ajl/58tcXlCEo6eb3Zs+yN5wnNuWrMTe1siFxQX8sxGurbmOfwbu5w3ewKqz8tGqzeQ4qnFFEudz12sBLTkWwTfKexlKlXjVnjZhPtvlUS/Ozg6MZjMvLz2Py3qaGGxuZJB+8pcUI/fmEexPeKCt1QHu6UooDVcUKlj79nJOSRFbvZnsPWHJ+2CeH3/niPLr7G4hU2olHF474X0wFse4u0fLmUTdeWup4Gh8xEB5qfgwKocB28Iov+yY5MDTiItzAjwTShSdXaQs57cdZ+Y8Ppc4q5TMAYxC4Qb/IBm9HWhjMQYG+nEAsixjNluIxMMY04yJ7zEO8XCcgDdAdDjxYaeSylrWYjQZMdgNhE1hBlQDNMQaaI40T9vImUYG/rbZXZOsFqRI05A0gTUd/0tD3n+wW2/DpbhmN4BThK3Dvcjpq6mK7Zy6sZiP1zvaDCqRA7SfmsGdeGqRwpGgGpfi4nLxKb5dZ+PC3M9xQ9lGzu3+E6ZQ7yk9f7nUQ0JEmxhpeoHS38iytGxeY3rsMW84fcyvzMBa5+P8/g/TZPoeLd4WIqV+ntNYODzgmrKPXzfG+fTCHp5Q/RKiicXuT+r/5s4V30benTmt8SQDfarAYamlYeXlvHSSddWnKDyiT0V/zae4JOzi/Le3cGVXC5r8YgJpmbjMNvpMKQxojQRkNQqCDzq60Hc0Exzowelxk1JehdeeitWUge9IQgjxvW3gpuoYR0ti/KNVIdnJ4LUe+HJxAc6+TgpCrchSKUqSMfOnGw806vhkzWaGVHcxFE9S4Rdwe/zraHbnExQxDDtL+Jf5P6GxbduYpkGvi2LdKlyHxlppIx6JlBI7Pp8X7Pm4jfkYlCDe4BC2qJdwZztpwFrgfIsGsy2NuD6FYcWIXfbT7p/buUA/lPjmNPYwDEPYEk7KEwPQbPgXKIHr1D/g4cPJJSrLUqKC++7usUpApzvILwlybo2NZR4JQ2eIevX0krA9cTVGIF2f/Ls7GercEf5dDPKRqjQqeqKEPFEQMNQ4NgTOEk9QCvtOAcGDTx7pU6WRMWToCVvUiDY/sXActUHBsCDEsx6JHfUGbixdgujZh6ulCVFexd5jiuOTaYXc3t9DgWMvu1jIoKOGcms5TZEmPIoHc9iC5+jYsOioV8K1z4RaEnyo2sllqT08l53LjhOUE6NQqGk4gAcYql7MQVnHwfwaLs4qYnnDAbr62sjOCWHOsxFrT6dfG6MvkAgRLJWGsKeuIiQGWeTbxYayEl52puMIQ7h3bJ2h4pxKfHvHV9QktaDTEKPbf+bMP0vTIGtQi37n9ZScs5Ajlh2kvbQAtUlwVBtn4DTljE4GnUqgM/TgCXtIU6URDGef8lzPMwFnlZJZQCsUbvUNYKk/RMDvxy1JZJaWo8otpvCQGn+fjC6i0J27nftU9yUYO9SADiSLxEL9QiqlSuwhO7HhCB6Pj4A/sTgYMbKEJazSrsKcZiZujjOsGaZFaaEuXEdsklTti7gWMQn3fDKwFMcoDeyd1jEyCheHX8Jl2MyfOTPDuOq9QzR4B/l5wdRtfb7VcNJ9jkbntsrwRAiEr+Uh75Os06/njXYbAK/2yGztreLWsu9zqXoPS9v+iPoUhQLmBOvJMS6YNOTi+oIQoc4Izr5OyqxZNE+T2+EPPYPcXp3O471RFq24gIOuLXRZWjjsTTYhWOIPR0zcOG8zz6sfIHwsbvsu9Q/49LLvIvaO/6xs86MQF7jqk6eGMWYp+HJbeGvhBbwVnljICSmCJzQpsPYajLJEtUqQGQ5g87vJdA5RNnyUNOcgKAqa9Czi9nR00Qjm4gqcKVqe1jzNR2N3jurTXaem0CzznZoI/+gVtCR5n98MZFNDJx6Xg+tLiniwZXrTvSQp6DQKocipXyb+dMTCZxbdzH3Kb4mIyevKaNHxWe/3CdaOfn7OIypKllXR2jPicbHbUjEPz8czOLFlW2orxJTuwOfoYlBTxpsdcSAX7YBgfmomZRaFTHUIfcxHxOfEP9iHBvBo4Lya8xiQBmgPtOOKuKZ1zSa1magSIaKMXK/qGLucojtG36p1Ja2UABhlA8N+MyRJSb84y8qVvRIXlpl5PSLY0Tn2ZNu6XWwDSkuNdPVP7yMfjqgwAna1AswNoxcSPNA3jE2r4os1qYQbAuNWao80ePhqqpU30wSvDM9tntyrwxJVVUYagmH2un3EA34IwB2lGRTFnXTZovy0CSLHhnVfi5rPVMwn0HkEuekoK0tr2BWOMxyLs3/hSkpffJxLcmM81KLis4uvoln8nKuMV2FsLsY7WXiZkHAd0SPQcf1CB+fmwB9s2fglFTf4B/EMD2NNS+Muw0jYz8saM1vmn8OtgUHk/m5aO48iaSW0ogYQrMiQsMfTcR3RAwWUFefgCTWzPLALi82O1zV6TVSpVMRaJ6atTqmJcFf7mSRMC67NVOPZrkYCbNurOedY2LBhfoh7m+ZGgZ4tLi9Q2C0SkREbNZt4vv3U0nefKTirlMwQS4Z6WNV8lKDbhaTWIC1dxeOWTHolNZsCalK7EzSRGpPAGDByXsF5vO4YiZsWkuBg+CAHOUix0c6XCroRSinh8HLc7mwGBuKEwzFUKhURbwS8YMPGMpaxQrUCg8WAYlAIaAI4JAc9Sg9NoSY8eLBE7bO+Pr3NQ37Xlmkflz/0OhWm9Sw2LOZAeGKqx3cTAglJ0iDEZAK9hv5+G2bzaAucEKeexkiIbPYGQ4SUEEWxDTx3QgpMXEj8pclARnkluqJbWNT+51MyhuKhLZybdQ2PtI4vSNh0YIh5CeQt4ZU+Ld2eGSjBEvy5N2EZrz+yHkPhDtrkfZRZ59GcZH+KkHi4sYobl93CQ74/Hu/3d9r/4PP63xANjQ5lsc9XeFaJUWCKsbBKhfPo1IKSJReGs1p5ceE57JtGaExAEexRANkIFiM51iw+ocRxHrN2aWUNhtZ6jCWVdKX4eUY8zMfjn8b79tjvN+qTiezUcXt1nCPpce5tiTPVwrlrAM6rKCfi7CMt1oNOXUQ4ltx9LctzY857HL1sYeeOazjVnChxIXHv0SxuWvBx7vb/fsJLy5EL+GjHN/B2jn0OEhK+/RnkLQri9g1jM6cRry8gFJx87GG3TKZlMbL1IItCBxjKXMTRgSARRWL/EOwfkgHjsX+Z2HRQkwqrpBbMTWZyyWWJvJRQXhCNpEGFil56qY/W0x5tn/BaLlM+QupbCxDWMPF0PzFzADmcWJLjcgiz2cyh+KHkbyKwWreGHclSwgPVah0+hw8c8AG7lqE0I03D41sippNL8g56AlBtNqOaS6XkGFyxKBFDCyp1DvEJpvKAI8x6rYFX5phIac9QnD0Mj9n+x54Bqu1Q1zD2ZHc1G/lCUQERr5O1jfs5WLSIsBC8GIZP1Swms/0o89IX8VBDJh+b91nSvFa87cmJaBISrkMG7B2Cf5vfzus5mWR3tRI2m+ksr0E5KYw0Lsn8xZRFRnEat5qt0NkGzja+Pi8XSdLh3mU73tbTpkZQSeXCAnqCRzGbR1M0Z1uLcU/gJUkgyp1FAba4Lew6A1i4biqVCNeO9ppKSJjzFZ73iDPGo1yUMsxLkcMgwBQtpOMMYlA8lTirlMwQ7q0vowCetRfyhDaF4AmeiYUnMI2oDHGCLg8Z+zK4ouYKDnGIdt9ol/8V2YUQ7UaSW9AbWtAbICsbotF59PYupqfbSDQ6eqHxuEcsVjp0lFDCefnn4XA6sEeymC1HU7nmEPIMKX4v6PsjnZmf54DqwJlgcBgXsqwjPtFKBqhUF9HbOzaURJLDSeekzBSe0BU87nuQS01X8lyjacz+9TlQo2o/ZQoJJBLelxqGeGSCsCxXWPDz1ndCpGYfJzzkNrBOdy0HXPfzwfwP0HwkJeljQ3GJgf4STCkm/LFjll4JDi5/hoW7LyN2zLORMU/H43E32/oB1MRLQqyosDPcEkVWScRjCuIkg6s9T0+b7RAvLFxLfXjmtU+KtGouPfAmgwOJHIT01FTSVIJwXh6v5u6jOdTMxuGN6D1F+JXx2ZgkJFx1aootMv86P8Y/emTavJPf+5eG7SwPNOHz+bi4sJxnWqaubi9LcVTZf6fFm0gAPW9lCW/smri46lzBEYb/z957h9d1lWnfv7X36f0c9d5l2bIl9zi9OCShhRBSCBAg9BrKDEx55/2Y+s4MzBDq0AmEkgRIIZUkJKS6JO5dVrV6Pb2Xvb4/jmxZ1lG1nAQmty9dlnZZu63y1Pt5srOGm+pu4TfRu2fs36BcyCWH3zPDUjsNmkDpq6CoykZwrwcWKGCE+1WKVq6iw7eTLeYDTNiaGQvnflf+BOwfhwY1K5Q6PfncF6ihOTVKmb4Pd9hNwVgB9ridC00XYvVYSVvTnNCf4JnYM9nhIsDq9yAQiKAJJWhCz1ThzZQWJxQO0RtZWHB7peFiHLIZfbpk1vvOhcKhqTyMgJSzKiRLRX8YwmoYmzsBLG+S8w01ElvMgT8294T8sl2Dc18XNgshOOrPvSutCe4dLeYdJh/x7k7eVlnPfWSt3894yriq7TBv8XRzx3gpql+HUBZvCEgGBMntLrY2hRhIBomYbfzGNLt3f0zR8V+F9WzKK2Nr50HGThzHYnBQWVbCRO/USxMIdGk74fB0yUKvGkkMFXJmRAGAY52XyBE3/v02dGYL71gR5rKGCC8GXWx/jZSTEgu0xlyMBafnH0khCZcl2PY6SG4HWF8Ahy3bIQlr3Ws52Hv2huY/F7w+OM/+DKGVV/HiVTdwj84xTSEByB+dWhRMlhD/YLqLT5Uf56IRhY0H13Nj4kYud1+OXZ+l5ms05PbP6/VtVFb+hgsuvB+XCwQKemFCURRUNbfVSWqScP/ZfVajSxKuO8Huqy6k94KtRAuzsU6aqidQu3qaCDq8/iJ8DWvR1KkFx5IYYbPo4XrL9Wd1H+cSR0Uzo6YthC3nkbJuBEsrqrkJvakKg7GW7dtyu6P1unOb5C61WnZGJ1CFij22cVr148kjuMgyyJb+H53T+wCopp/ZFY7l1zZ37mvmRuPtdPgWrpCchKpIrjLfwnW6L3Od/stcp/9r3LpVhNeGkZsysEnjAeln28jU8/ymW2GH1ctowfM4GmcKcnlVJrryj/Lg+rNTSFYbdbx5x5MwqZCUFxWgdhxkwih5sGI7vYlePhr4GxpDW/EPzC9QJkMK8Z0WPupUeHfN3N/hoBdc5dmCigXje3GY5rdDaVLF6L/p1N/7w7+htXH5SDjmQptf0jHUwpWWq6Ztf4d4H+e/8m5icykkk4hPKAT35C1YITmJwFEj9SUtEPPzFkcfRt3s82iTK9u2u7CEn0/U0B+B3rDKb+O/5Ye6H7KnOhv6mogn8A56ifXECMusQHeb/jY+Ev0IHrOCqzWMszGJuVADJds3hSKRaKh5KvHMwqRpfeDtbD9Qzf0HF07LXuuxoJ+YMsyMly5/pbtQCoxGIzpt4YrSwiCpV/z4Ds/9vOY6O4+O+Zf52kvHQAT26VeiKAr5Lz1DhSE7Ho8rBpItG/CNDvKF2nF8w32oqZkGqYXCf8yIc2g9VdZSrtZl5p2tX1HNfK1hI7q1G4mlQhxLPEn+ag0xOQSEgIHETK9dvWsT8cjMMakYJV3Dh7GvzC5g6ZhCYJ8D5UAxbzOl+HK9j8tKJa924vsHynSMHZtJ3+5eneaXfa/qrcyJzQVeXgm+AkBjcg1PD7x+CALONd7wlCwRXRsv5ogvtz9iX42BdRErkb4IhYZhRNxHYe+jvBW4xl7GoP58XuwuxRO8ClmnoU/3klLMaFruOGBNC9LQkGDg+CpSbWWYbDqseTqwxYlqPoLJMQKJMfx+Pw590Vm7H83lCZLpPDLKEfw6L+1NYG1dj1FY8caPYqxZRZFWjmd4giP2DqQtjVJWhMtQgytqxDnmZU3PvRzMfIl8c/7Ck1dfRfxPd+6wCBMm3hd5H4lEbrojTS4u+X+xCMSv4LHIr3mH5SYeODJzwX1rJWxSjp7TeiUnYU35qHMoCw6lOluk0io/2VeypHN/36NCT/0se2cXiEJpherSWuSIDXmahyK/1six/E7ua9zMaHLpCsn5RoWWZx+GZHYhrCnKJ9F1jOjaBh6zPYw+redDE3+Dd7/CYsy5AkHgmJ789VHmsy09MeFhi+hCJqNcVgYPzc/yzcHOQi7ecg37An9AIhk330lJ3ucYmlgc3fFS8Nyg4CbLRbTaRtif2I+Kjtqj5xM7i++wUPj3OqlcV0fvUCcfbczjO0dUzlTANxfBhbZxfCEY1xfhn5Rx/CEzk4Zv2hPtrFZWo2kaqqoy0DDAy7GXAejX9+MYceDDh0SQKV6FTvgQuhGcdgc2kwOh6NA8Wi4D9BSkQmXkq9gsEfb0LX6MttosnJ6w0naO8tNMVjtKZqYguBgoYnpYzVXl4Eh58OUStwUgQW9SuTN67msuLRbbhqGmrhX9wF6uHmjnxwU1APzYVsyXi0vwDfZQWlSB74D5rEw/6ZhC+mUHl/T7WL0yySNllRyZw7iSEQrfcZZz8QUethx5haPjL1LSUItxpBaTW3AsOn0dN+otBLv05AodcKyMMDIsITF9DdMSAv9+B4rezjXNCc6rG+dAysPjvXCuwyquKgdbn42AnOqL1tIMqbCg3ZBiKPr6COtwGcHvOEo6kCbflE86WMfrNuTkHOANpWSJUNXZBYF7HRlC5++ivkzwrCnEzlUX855ompK+3aihASpCv+MWIOVppDu+id27KugMVFJeqVBcHMVmH0XKTpLJrACsKCb6+kyYVDMpIB5OEw+fnFzc6HFTIBqxpQykk5LYWS4uCSt88qkruKbiUi6s7KLUuYdo8hUikzkYidQovYzSW8ApQ4emxfHGj+JVgCKgyESl3M31Xe8k5AgzLsbZm9z7ulRQTkKPnlu1W/GOzl7HJOC/ELPld5yLyuFS5rM/nrUsGeOr8OaQUZ8eENxSo0OqRsQSFvrDZbdgyoSoG34k534JdJRcxza5jv6RKAORv0wLjVGVfKQ2gj42wfd6q3hftZ+SkJ1YMEVBg4FDhf3cU9VKMLX0WL2r9Bo1Tz2EkBpCCGpcNtKjQ4y3FPOw+gDhWJgtri0EDqssxWKopSGygG541AdX1dcT6G/HM3YAi2EN0eT8z7Vn74UUNe9jLDZMMBmgpu5eJgLvJ5le3tyAXPhNh4GPr3obY7oxBtODnFj5CoXbzn0ImUCQOFRKQWMYc3qCjzU4J4tXZnFzbRrr8H58AQ1R3sovOqaW0KEJC+c1bOFIYAdp0riKXHiHvKRXpHkh9sKp416Mv8i1umtJp9OEyjZzf6cGWDDpK6jDSIsaokYbIWKJQI688iprNefF3sSEwcGDx9KAkaX0H6etH3tVPuHeDBmDwt5FJrEvFIrRQiax+Grwp+NzFQMgFH4+Uoo3Dq0mH4H9M6m/TQ4DPzBHqbGYMAro856dMnQSdQ6IppmT+GMx+FWnyufravEf2c8FV9WxLaGhCcGT9a1sGR3BpFpJLVNuQ2RQwTBo5LbmXg6tcHC/yUEoM/vE8YLOwp41F/Exbx/Dh/djsA+TZyiZwZ1Q59jEWK7cLlUyGDqOy+nCfyy3901LCSb2mRC6Mi5aFaOldoLD6TweOUfKiccEl+sseIen+oPJYeBJW5hN5UF+0X7ujS0LxbUVCbYlswaMjcbNPHbUNM8Zf1l4Qyk5F5CSAd9jvCJ6T9bd4+cCKmvq+CtdKReNdGLw9aD3HqfRe5xGQBqsxOOrGB+qoqe3kIO+ShIGhaIiycSEwsSExGMdR52FplVKCE2cvYtcNUr6M0kSGT2/79Hx+55Gii2NvK3q7awvP4rTtI944hDzC+USTbxEsWsNE4eTOHBwKZditVkxOo2kLWkyIkNUjRIXcVKkSJLEq3kZSg8xmp5ZOOtcwiEcvDv5bib6ZyYvno5du4xs2XI9esPvlv0eoom38Gj0IbZaruKJ47knongG3tdxKRe6W/mO81e4h19a1DUemagmz2GijulKSVoYOVx+C7v16xkZGCKR8OMuqyV+buSU1xTNHrjSdIL4aIg/yDXE0vCjDo2/bYxQEDGzv3ScXxU2EZ9j4Z4P7yJO/h//gAD0ej1lpCCd5sQKHQ+lfkc6lTUqHIocYutKycTi8plPIVfe+plWZYDHxlxcrChoyQiXlet4rGt+pSSS0GP2vxfFdAea1OgOtbF54/O8uOPypd3sIvGjozZuX3srv0p/k4flr/jixjoCu+2LDstaLLSUwNDfgNI0QLL3IO+o2sDvTyh8rCFGsu8Qql7PSP56Hu2YeR/h0QvBuIMNxg0EegO4ympRgzEMBsMpVjGjMGKxWwim9DxyWnphPKVxeCTGijojSAgHrmCN2ITF8Qxt8cOn2L0q1To8L61mfI0VllgzaUWJnvvk30IpFJWVskb7a1LHsp2ptcxE10SKUHx5kuekYiCVOLsy1GmjAwGEk5Jmj8CaUYmkBHqjyr35abbYbdQnFPbrU4yOphhNLK/X5+2FPu4bXs64fsFd/Xm8xzHO2uP72Va5GoRgj2riwjXr6Nq/m9oaN6HuxeXhGOwaBrck3DvdcCAQBA+bqOlM8Dfr+ni+rpSnUmJWVTYiVO7Iq+aiCwo5//DLDPqnu1ctRge+9kmX1BlwrooxOhamIX8T/nnGqkwL/AcsCMXM+avirK4b57lw/jLmnEiur5YUBY+xP30eK0sNhAezmuX+YoVtoxm2jS49TG75IdE7OxmJjqAKlfzQSsZerXyo1wneUErOAVbqhhgMz0xQ7M1E+FymHZySG4sv5AMJqOzZidDSiGQE8/ArVPAKFcDFQEZXRijaxKC1jDbhZCCWxuLUEz2Lqr3zwV6T4gn/9CJHw1H48VErHN3IKs8mLi8NsqqoDZf1EInEAaRMoxrX8OzAVZTa/eSbfdh14xjEKPmFD+Pou5ZgcLLYVThCJDzdamac/AfZmi311KOqKhabBb1FD0ZIG9JE1ShBEWRcjnM8eZyAtjyu+UvNl1IzUMNEYG6F5CR27DDzpjedRzyxgFonC4SUCh1xlaRMUpTaRP880Vkv+Vys832Kf6y5glsD30eNji3oOjc692NJZp8zpVg4XHELg7pqDqZK+F2vhbE4fKTBBn0H6dX+MpPrrHqIhgP0O1vonIwj1ikQxcuw7zgUryGZg1J7i0mlua8DzWzhXkcJUW2m0qIAt8S92HdmmfZsViuuiSFEZTWHiwd4LPTYtOPDqTC/KPxvbm39IhP7FydsW4slnZHpHtsqO3w0X89eLcN9J6aeoT0Ab26oJ9h3nELfQfTqClKZ+a3rh7sKuHjTDewL/wad1HPZwGVsVVwEahN8oyPKubQcaFJw52EXH1h1G7pAmo6hfdSsayK0p+BUMctzhWRAQT9Qik7XR8HEfjYUrCfZdwiL1cbLykp2zZJ/frgrn8s3X8TKrhqimSiHEx5WWyaytL8CqvXVvCn0DjSrEXw+kjlqaFjTAVDh4LCe0bCdz43fxFokWlmIUOUAhuGsEBWQS1ca8jzjDE5eekQOovin+kJr0TH6nb/kfP3N+MZWcWzw7NabtKInEY9xKsN/Cfh2u+PU71vzgvT0Hae0NYam1tHZFaczcu4kt7X54O/vQFM3s5w5EN4EvKKs4IJgJ9cmQzxkzD7jD51lfC6vB2/6GEbdarT0wt+ZoWGMvtFOaprX4ztsnDFOMnFBZruZy7sn2LAqwUulpTyfZNYiry/qLBxuuZiPDxzD39l+anu1ZQNjs3lbhaS2dBX+fQu38EtN4D9kxllfTEDLsDzvWfL5Oi/+gS6k2cw9/UGQglub8ihBx0PDrwMqsDOwtUzQbjgIUVjvXM/Bntmplv9S8YZScg5Qln5lbvuVEPw23sdziok/itnDwNTQAK7QAC5gFSB1JhJVKxkxrWVQa2UsXknYbyY4kiST0rC6DBirkuAz4e2LL2lcB47reUeplfNLVJ4Lhzgcmu6zPeKVHPHa4dBGGl0buaQkQktJJzuGivn1wUKgakabH6hPIoKLowfOZDKEAiE4Q++wYKFy8p/NYcPoMhJxROjKdLEnvocEC3fXrzau5oLoBUwcmSDE4vj2OjsbKStfPqUkk7mQHckDtBhbODZqm/8EAAT/2L2SF0u+yh3yK9hj8zP11I5MCcWqFmW7soH/POyadsxvTxi51eXkN31/mXGsL4/AqH0tPZNx+EVmeE/xCKG8QsxeKxw9yM3ufO7WZxPuBXCDFqV6+w4CnkJ+W1xHNIcXxagI3jt+AsPBbJJzntuNvvsoNK1mV0kbz/qfzXk/vdFevu/+F27b/Hmie5xoC6TtNeQl2XNa/rkiJLcVGgnsVmnJs9LYEOHHfelTlraHR5xcoapkYgEuqzTxVPfCalm8tKuVizeNsvX4uwj1aEACjzDw7po493Sf2/A+m16B4TRef9bS3j14jIZVjskaCucWkX6V8tItaEVDqL4DmNx5PBiuzUE+MQWjCq1DrfjDw+gq1vBUu6Bl5dR7btA10KEVUaMGkGEvhfaVjIame7h1kVE0l42BQAK9qmCtVBGaIOX3oG6fEs796aUrJTH9gVNefBUjPePZtlxmHQHaScowh5I/ASdsKfgwO/Y3LPlaSXRkMhlsekF4GexpDww5uK6iieGB42haH1+ormBPsojnBueer3SK5Av1MfZFLDw1sHAF6XLHOL4waHJ6Xy8yw3XlMcwyhkhESETDGF0F7InlzXsvJ7FzBGrqaqiJ+GBSKUkIhR1N61n10lPUt/gJ7Fm4cUgXdWOz2mifeJnS1krU/kriEzNljOiwgm7YzNurxrmyMsTu/Dx+r3fkVE58QuU/ypu5rqCM2kO7iIbDaEoSRdGh5TDe+A9YgYV5HxS9JJPKenIkkkBeiiNty7XuCHaE82g1DmB2FYBPgIBfDC/M+PhaYIV7iF/49wJQm1jNj4eWmcv6zwBvKCXLDCE1+sefA+DbxrdSlj7CwwbJ3bE+4mckhH3YWI7IzKyOOls3FOk4ptG9VLH3lOifcZTz45a/Iz9ZiYgL/mUwRqMrzoUbJWUJG/EBlfAiwrqkJoj0R7ECbwFuzHcTyzewLRnlBe/01fi4H477rXC0JWdbipBcVy1xhntzhEaf/WALB8OEg2GqqqqIn4hToVZgc9lQbSoJUwK/6mdQG2RCmyCkhYhpMar11dSqtRQHi/F2e5nIwTW/EHR1SWrrakkkus7qGU4inq7jaPw33GL5GD9cVC695J2efuydC6MOPR0KsEkexKq/iMhpBboCScHTqUai5z6v+DXDSSrd9QVwsaGHPdUtPGGwc+G6PNbtfAbHtj9x5ZXvYLdUuX6wHf3Rg4QbV3J3+cqc8dguVeGmE4dROrOckmWFBWTa9pNpamZHyS52+3ezzrWeutilaEqahHGYQ+mXT9GDTyQm+K7x//GB8z+BaU99TkabM5G2COKneTs+XqeQPmIE0oQnkgivnr9ebeEZQjzRJ+kOgqWhnlBfG+Whw+iUOtILKLKqSZVdu9/CFUYTkA19CE0kWedx4mwY5d5ew6lk7+VEtV1wa4WPvq7poT8DsUM4TBvIxM/9Yh0ZVDAnS0joOjHbXfSH55q3JJ+oCeDvH8ZdWsMd7UYKTJDSRU8lrBdpRfwpqODy2FAENLp105QSi0FFC00QLShDSpBS8t+lt4PQeEflrZRs23jq2PHY0sJ19argRGKqBlWpYQNHJj02K/INHEhmDUirtH8CBPIsnRAxTUUFCsyCcOrsldi+MHy73U6NYwNvLwoQGOigRutjfWUph7QynurP/Y3eUiGxDbo4PyG4uCHJ3pTG708wLzHM78fzubZMIXPGvKwqkOg7NM0MFo2EqaEbUbqJZxc4j9/TqfBZJcyb7UEe12cVk+d1VtavXkvn4f3U1m6ZTCifH/5jBgzqGupbgnSPHkKYB6lZuwb/ARvkqAYePKHCCRcX1SRYX97Dy/l5PGpw5GgZHjS6OL/1AtZue4pjEy9R3FBDfrKe8e6lD357S4wTiqBcqKjpOHcOLS9t9I4RyBS2sFI9d9Ely4UaBwzZj4AfSi2lxP01/G9TSOANpWTZ0aI/wWBsjEK1kDWRLvL6nuOLwBdMDgZK1vCk2cCd8T78MsnWSO7kvwNlH6Rt6HrKXMNUyJcoCTyAXssd3C9VI89F3BycCPGhujShMR27xyS7x0ARIS4vEVxYoxDbtXCqyNMRGY/DeJwLV9h5YRHeBLsePlTQQ2BoHLW0GruUhAJ+rFbYsqWfdGYben0xQnjQNBeppJV43EwkYiAQVPFOSKLRxSkumUyGwESAk3qGHj1Vk//OhJezi3EGwdjoeTicy6OUhCeHYjxaQe5nzv0uPlCX5JLB6fTAMUM+fls9hnQYW7QXY3r2xJDVA/dyY9VmftYxvX8czU0+9heFd1RpVCW7eWrlZvaoWcv7SzoLxRsvomDHs9T96VHqnS7wjqPVreDX5SsJ51BISvQq1x7eiRjK1vWoLiog2XWMyIpGthU/z3H/cba4LyDd+1bu7D8Z613GlRVrWVmxnaf8j5ORGWLpGD/gG9xw/i3UHLiE4Ohpi72QSMm0cAy/MnUvl5YIKkZc+KJTEqSUMH4wxcXFTlY3BPlhj8YDQw6u0elIhye4rKqZPy7QWxLJaPxMRLjVZSTmzwrD4+0J8s0ePtec5N+7EiRzCD1ng3cU+VAy0wVvl9ONw9dM7FVQSE4iOiEoXl3G8NgAH6vP43uzJMV+oC5FoL8dhzuPn/RnK2ivyZN49d5TSok5aeW4X2LR6WkBSvTTM6er3UZEAPxYgTTFTj1+kf3Oj2u/4XO1m0iNq8SCKcYiS1NKGkp09DF1XaecMiqV2uIcyYyjx8KeDtOCQvzmQySj4gDcBkn3Wbc2he4gfCvopNmzgausffhGByljkM9XFHNclPPYGUnTq01pwifH35iJVQ7JcU+Gw/65BdauIHwjODOXczAiMTgMJJPZ72A2WzBabAi9gZ/1LG7t+mGXnU9nOhiqXcW+ybnoG54qPtWqp+fgy9Su2rBg76DMCAJ7nZQVnk+quJv24b3kNRXgCDZOPf8ZCHbrkN0OLq+PsabKyw895XiVmeLhdp0Fz5bLadi3g+FAN8Oym8bV55EZdWD0ZIiNKoS9C+uXRpfkqBT8qh0gg1WvI3IOdIdXRuGV0bMTdW9qimJK6XhkwJCTgGY5cEVJhD9Es9EX63Ubeahv+Sm6/xzwhlKyzMhP7GQQ2KLfjHvwt6e2i3iQ8u6X+BBwm87EeOka8ocO5GzDp65mbDDD2GAB+7gORfdOSkolFY4uKpNPkh94EiGyi4XPvoI9ndkE6G8em/45NSl4ehDW1qtnXZDm8JzVz2fiA9VhlIyNA7Ya9nQB5PP++jRbVjxCMpW10iUSJ4CpTE+jKfvjyYOaGlAUM3p94aTi4iSVtBOPm4hEDEQiCqEQhF7DKqf796tcsXUTqdQrZ92WN5WmylDFwMSZliLJxxri/KrHlHPCjmYURp0t2GO9RI0FPF/+aZ4M1zKU0GHSScxuSYEhRZEhRokSJA8vztQY7tgJSia2Y0p5ucTYzs9o5n+PVUbykfok1sQw96w+nxPK9Hd+n9HF59esI35wL3jHydQ38euKVURyKCSNRh1XvPIM+LJKbp3HSWp0EG9dKX/Ke4rB4CCXuq9gvPNKdoxMH4V/7FPJG7uQG1bWsEP3ECfCJ5BIfhv5NW9bG2Zd79UETkhcVQpSaIwdnfK0KnpJfyIDqBSY4M06GxN9uVfLwHAC/YSZv2+Ge0MRjJ4G0n1HKQ8eQq/WL1jw7I7EeTrfwCUxlfRkZftkLIN2QM8XWzP8R3ua5epDTW6Q4Qlw2k9tKyksR3TUEHuVqTuFFKg9NdiLgoT6DvP2qg08fGL6t9xaBsrgAQxGI0/GawlOymVV5hTtWs9UW5oVTQr2jUs2OUwQHQaKT+0vsUgIwFjKAKRx2zL4J/clRYKvFd0OReDEzYrI33NgkQ7STa17GM3smsbiKpNTNNzSOAYJSBGluUJhX8/ZJ7sHUkpWKVmaXWxeHPbCYW85W8sqaNEN4hsZoJBhPl9WwM50NdtHsl43a8Rw6l0CZKIKR5WzkTAF3Y4WvAmFjoBGwCfAB6pYfBRAIiO4b6yI6xK70K/cwCuqGYTgf5xl3LDJgtj1EjXrVuPba19wPlVsVEGO1tLQXEZ/5CDezDaqyi8gMotiIhAEOvRYBnX8dWsvT5cU8rR+ZijxowYHpRuv4AN9h/H1dHN8fCekO4DIAAEAAElEQVQoUCGaiHsLc7ScG2KFxq/apt7V6d765cfS2zYZ0rxguIMCQz43rrwAXbqcQxMunhs8u3ZPhyIkaedxgqEgekWPM9h0ag7534Y3lJJlhJ403WMvgISVYRfKLMnHIh2noHd2QTacrJz2t5aWDPTCALXs4BOYrJ+mvCRKpekAQV2G+UhS3BkjgbMoQ67qBM9MLDyp3KKT7PDb2DV2+oQmuKtDhye2luqKYvILtk0qJbND02JzKi4nIaWNiopSMplyUqlCEgkn8biBeFwQj2tEo0kikYVZhBcHQVfnlZSXBxDKzDC8hULTKhhJxBhKD3GpK8zTA1ZOTnYfrk9iDPYTSeWO6f5tj55A+c3cUruGPZkavnvEelo4gpj8MU7+uIBKQLLCpXBp2Xu5VHeYZu9TXFraPDnJ/mVDEZJP14fQiTjfW3kefjFzgV6lJVC6p5I6lXAIgzKTfneDSWXj849BLIpOp6Nc1ZDpJIPlJp6wPIY/6ucq91tob7uYAxO5F6+JuODHe8t4R81HaCh5kad9TyKRDKuDHPE/Aw4wqq2EDk8vKGkry3AokKUS/li5Hu/uucO9fPUWzEMZgmqa+wbgbTod6YiXyyqNPNW9cMHMbAjhLHUx0T01n6STGnljDi4t9S5LH3pTuaQ2dIigP457UimpLW0itK8gZwjKq4FkSCHP0UJMt5Oiif2cX7yO7ZP5PI0uaIgeIi4lvY41HDutCJtTRDmSPAJkCT1SmaxkrkmBxVNEfKgXi6HsFEWze1JIHph0opvNuTloA/iwpFRy1YiYC6PaHryZ6d5diwqqIshokh4On9oetP8Ug+62nMn4i4EvARWATadx7uo1C54egKcppdlTymV5ESLD7TSld7GpoQEVCO6fLjBn0pKvWPI4bIffjUwsieT9qf6TDFRT/TKzRHa4EyH4k6GWK47sxrZyHX/SZfMyfmd0c+F5V6Df9xJF68uI7itCLnAcCAT+wyZctg1YGwL49ynzitGpqCC1w8mFa49TWVbOndaZisagouPfK1u4uaiCiqP7CQcDBBPj5BdWnPLwGq06UrFMzryTgpVGvtnv58/BELZ+VTcHEyHChOhOdYOENYVr+HjJBlKxcrYP2c46suDKMjgs9gGwybmJncfzeLULS75e8IZSsoxYr2unKxnkQvOFVASW1ksjpmKiIRvMkbAdj2To6DDSwSa0jWmYsy6JJKaLUrDSTmJCTA8JWSDMZVYigYUTtEfTgl059TFBr76Kzd5hEv7LSBYksDlfJJnsX/Q9TWtVhEEcR6ccR6cHc47oCimNIKvIZCpIpQpIJBzEYiYiEQgGE0QiSyOgT6Uku3dfSmtrLXrDHxZ9fjj0QfbuzWA1GqmtruVF+Ws+ue4taCk34YQBdaSNdFE9zEEU8mS/ypOsWcRVBW1+SZvfzL2GDfxdfSmGOah/LbosxewyMYS+ZlCF5LO1PjJWI18rbCWdi2RCSt42eoJILAbrNuMa7sc/NMAN1sPcVbmKxOQCe5kBVvzx94hMGovFgsc/ilJeRZdjgkd4hHQqzTuc72bbobV0LYBW+ffdespGr+CddS0IXQ/imEQiKXXVEW1zceYCpbjSHO2RmFSBGnOTYna6Nlupha8NjU2TnSwNdQT72iib2EVLyWYOLKAAw9sr4YKAi4kTM5UYYZQMR5QZ97lYXF+t4RzZQ+K0pOKGovX49ljPOePWfIgMqNSs3EC7byetiUNMuFYzHoNrTJ0E/TEMFWt4vH36PapqjNSkl3mlaSXBkPnUvqDqRCBZkW9k7yRNqSXlR0ro8WXNpKrBl7OAooqR7tHFx7r40zMNQeuOGlgXMJEuNHLAEDq19Iylj7Jx5SCvHCk5qzCuiUT2nZjVc6mUTCHrObFSaF7Lu8uDBPuyeV6lTTHssXL87bpTfSk8GKUK+NzKQu4YGj3n9zYfDkxIAvYa3nn8ALb6VTxsyBojXtJZGF5/GTccfRnL6ii0V5OOLfxdpsMKgb3uBY8g55oo9waKyE8k+XxZH99wl89MgheCe00ezK2X8uHgAKGDe4nqn6eq+BLC40kyq6IYpII8YiJxRoJivzXIwNCCb/81hMSnf2a6OCbgYOIgBzkIErZUb6Gp9DIeOIMwZjGozu9nezDbT6tiq3li/H+nQgJvKCXLCkt0BwArkytZqzy7pDZ63RcTal+Y9Kcogp50krmtDYJ/a9fQKX42FQiaK6EMM5aYnoxfJTCcQJtnwRm1iBksWEvF/T2Ci5rLeGfn3xIbKmJ7yftJFUawOl48VSzyXECIxAzFxXUaqYmUFtLp8xnvuQaRMoIuhaakSMk4qUyceDKOpmUIxPwzdMBYLM6OHQUUFHyW4uIEFusAel07iA6EmN3+JqVCW5sBiJFIJNjEJn6R+gVdqe8A8BHdR/AlEwzGzLO2cbYIJAX/dLyUM4hlsOgkHy8dIBWPEnZU87MOPX8OVq0zYdFJriyTPNYn+Ez1BKGCPL7rKJuVAhMh+GpxI/aiOkJCpdRWyC2RMJHONt5rc3Cnq4y3qSlKn3oUAXhcLoy9xxENq2nPG+Kh+EMYVSPXW27jwb31LKZ220BE8vMDeVTZ83ins5eMIYHNXEYgx/CMG7IKQDwD/zwwRmOpmevtDpTuCKnE9Pkj4U2gmiBz2iPffzK3JBljXeI5mmvX8fiQCX9sdo9Lbxgusk7vz/l1RgL9acbbEnyw1cbX4qFFPfOZ2Dmm8E67g3AwgBACQ7gY/2Hj66bn+Y8aqV/XQsfQAa52tqNzWvCNeHGV1fKN9unxSUZVoqnRUyWdqkQVfbGpOPFjESMNQIU5xd7JbUpoGGF1E/Rmv0NKHcqplJQbzuPQIhUFj1VH6ozJq9xSjuLNWnEMQwm0lukK58H0N3A3efD4/s+SqYFHYxJ0YFbOzuOy+OvCt9rtNDg3sTk/TVCJMxHYg3mFhQJDLYGjFuQk3e72+LnwpC8NJ0JwV6qSDyjHsVfV8mtzNiygU9HzvVVb+FTHHjLlByjUmgl2Lm9iOIDBKRk0pTjYawQEwZTCZ5RBvuMqy3l8TFH4jquCa7a4aNz1Aid4npLmRv6r20g8A59tzpDXZT9VR81TaeIe3+vnfQPkmSSVNoW9ZygDLQ2jdIfnyIQSsCO+A5f3yiVfu84B/ZaDkIBaWy0T4zNzYP834Q2lZJlgEUnax7ZhxIgYCeOIb1tSOxOG5tOqtc8Ne6GBI8GFWfjTmmD7CJNFiWIoIsrafIWVrRkqVDPOpAHh1+EfzNILn46dsWUqYwuA4MdDVawqu4mmgd+wtedrhEfK2Vb0XrTiIBbr86RSrz5/uBBR0olq/Hudk1a06YqADpCmFPet+2vyTfkUGYvwKB7MSTMenYeUP8XYmJ+xMQAPcB463YV4PDacTsjLa0NveHJam1I2EY1On5z16EmR4kLThfgmfcKlphQwJcycXwQVlgy/6V6eytq55NBoWpA2OvlTuJzDHctymdcAko9V+fAKO59cDU8VrmC3urBk0dBkWNegouP5lvPZsvMZ7F3H+Jh7HNGbXaRKC/LR2g+RqVuFz1CAXmTIN+VzmXYLv9hTTHKJMtiJEHw/WkmBGQK+GJ9cr2Lrsk1j0TMlNZo9WaswwPFIjP+IxLi60knLGUYNLSO5tMDGM2NT3pT+MAxWtFITO04kHMI4uJfrjDb6itfz9CzJ7/u9IPICvGeVk7EjSfKbDTyY8nPNagOpPSreA2k+s97Av3Yl5mU0mg0DEXhUbeRtjuMU61fgP3yOEhHOAv69TsrXVtM/3AMBP678Ir7fkzfjuNUehbAhBJNyvifl4anT+DVeGZGstOhwpiYABy6zDhkNkilu4iQPR0hm+5pHV0soPUyKKGX6zVhjb1r0fbutCmf6AhrU5ml/j6aHORPRjI90Ls14gYilQW/WoxdpTp/HXh0I2gPQHtABNqz6Nby3ME57326sVTZKbY2kRjzs8AZeVzYXbxx+MFDCx5VePlqS4kf2bN5RvZYiOjGO3mDg6ErBirwA0b0OtGXMx9A1+vlF99Q8uXtMkmeUvNvo5R5z7uLNAH/Q2xnbfAWX7X+J3pGDfLyqhjv78/lmu8b7aoM0W114e+OkCuLs75y1mdcEt1REiPQfw1KykZdO8+BY8ncwLREpB+ocq9h3dKE0/jNxRVmQB4LZBPcWsZ7f9J57b+LrGW8oJcuE9eoR2jJxrrZczYXuCcQsSafzIZSuXfCxBqfk2Kik0SVotKk80r/w+BpNCvaMSfaMKWR9kwmq7YLz12jUKRYcMT2JMYVkXLLLt7wT9hGv5MmCrdTo/oAxHcQW6+eqnv8kMFbLtoKbUUt8mCzPkkotrVrxUpGJlc8ZIqI5sybg8fg44/Hsvb3AC6CAyWOiuaQZVaioqHiEB4fmIJGReBM6xjpX4HKsxKRPYzLFSSaNxGI6YCrML9oW5VquxWwxo2W0UzVX9CNHuLaqBZ2AKjFGaGyQZ2Lrzt2LmMS32+3zH7RknHv+9Q/Wp0n5R3GVWvlFcSVDYmnT3SuqmTWtmzC1HTylkFQXFZLqPka0ooGIpZyftBvxGGt5a+Wn+El71sJ4NohnstSnAP/ZnuH66iAbSlR8h7KhJ1KVDOUg73tiNMClTXmouhQxYwafSDKQTtI2NvN+HutTsOubuLU6QnzgGFoiTMXQ83ygvI7no6V056CZ2TcBSn6Qd66HO30xjvmgJ5zkc2vsTBxIYw1YsOqShM6CRac7CL9NN/LBskCW3Sh4bhZpicS9JkbwuBktsfDvJSb/nfrbYJ6kZp7eRr09Tb+YCk3Vpy2MnKbvJTWBvaCUTNgHOKhyGRA+iOhcnMwViQ28m3r7uxjy6vAHU5S6DISAY77FZ8HazJkZSkmJv/7U7xKNkfhMpaTcuJljC6CongtGswWdTAK5mcteLURSgl1+M5eWVBIY6WefA9LFPuh5/QmC0bTg2ycK+Iwyxu3pFI86i7ls34toisqTrRdxUDVSVZXi/ZY+bB32WZm1FgN7TYo9KcOM8ftkv+Aj1iBVlfYZxCCnY7dqwrvuEm44sA3fQDe3Or3sFI38skuytczPVastPBnPzTr6WmGlG6IDbbgKinmpd2oclxZEOOLfMe/51uR5S762RSeJOo6QCCaw6qyYgitIZF5H2vFrgDeUkmWCEsp6Ruoz9axM3bekNlKKmUjETU5/fQ5kTEk+Xa9SOuGkM6PC3CUb50VPSNITEkAMVUQ5v1iQp1Ogb95TF43vddpZ2/gJLun66qltzkgXb478O76JFWzLvwF9yRhG07Ok02dL37swyMzcVryMfXaPUZw4uxO7c+9UARuggSlhokJWcHHmYsK9uZMNYmd4T1KpFJ6RbNs+wFzRTFd7jhOXDEmZVZxKrn018A9N41Sr4/xgtIlis8ajfcqSreu5cFkpiIH96IuL+WlxJaNLVEgALk1HcB7Zny1MAKiqihILM+4uwWy08JP2bL/xJuAX7fN7YqyGNJFk9n7evcrP3kEXbf65z7m/R3LQmea9m1Po/HqejJI7TErAP49NnJH/M/t7DaXgf9qttOZt4AprP77RIcR4J5eIHtbVbeLxXknsDM/pnnHJAa8kPZlsOxSF30XDvGO9hR4lTGgZbAnDUfh2j50vr4mS3mldVFXrhUAKiWPdBO2DR6hftYbA3oUXqAPwR6bqG/kGe/hAvYufd0wX1grUGNuTU4njMjMzDPPJQBGbHSEutlhw6VJoukZSKNTlGRgMJjgxnuTEOJyMGe1fgjJyEibjTCXT2jUVkqPlxUlp06XRAmMxrYHbMBZpHJsIk1hi0rvOaEZkXh90QnvGYM9YER5jEd7l5Cg+DcUWKLfCrrGzM76kNcE3Ot18Rgnz1rY/EksmOX7+Vg6qWQ/iCUXPvxTWcJt9nFVFYYJ7rUsmg5BCEi0I8uDx3OHCv+7U8RFLH18tnNtw2i303LvmAm459gqBsVFWK7tZVd/Czzp0dNgj5OWYIqtsghPh1yaP4uo8L8FBeDpSwek5cXW1+9gXnPuedIqOg8drlnztayvT7MnsAmCz7TyePnwuDYF/HnhDKVkGeJQIx8dfxq24sflCmEeWRhE7lHcBsRGVhSol8R49xgBMEKe7frFu8ZODLfcElpGCF4eAJXGSzI9YGn4dXMMK1waK/NOFeXeojbeG/o2JidW8lHcT5tIRDMZnSKeXKbFlFsjM3MMhbTt7gvI4cdqT7TSbmlEzc1u2XGX1CC2Ff7gXKSUmsxlV1fGr3uWyNkquqYDLjB1EdXb++Vjx/KcsA+ocgnelH8Ld8zQXFm1Alwrz6ZUX8uv4hdzTYzrrehfVdsHK2CGM1bV8q6KZaK6E9gXivbEJXLu3EctksNtsuF1OfP4AXcEo7qJSfjpUymKEjk3lAT7T+k1eHH0fB4bzuLry//Hm2kv4ye638PzQ3PfZHoB/DcHlJSmeH5j9mkshJNg/Afsnyri5tgS37yjxWAzHwA7e7fDQaW3m+d4Ypz9n+oxvtGtcsmt8ebXaSErwwx4dH1vnJ/SKa9kS3RW9RN/cR9dgDwAnxo+Rbz5vQYnDUkhca/1oGRsJex0SQaESJjSwnzeVb5hkY8rCqETxZbKe0EK1kER6pjR22AtX2YLUjR47te18XTUbZQzVAymzjrBeJaSoHIoKtvUt/R0rugRSE6fo5EvMpajjU5W3RUzHWy038mh0isq+2bCGyr0JKoE3KUYSpWaCRQl+3rm4+xB6EzL5+sojOJvcp/lwg6uAEn+Km8o0QqY0/UQ5HIbdo3IJ7FyC77Tb+HhDA9ZgHypkixCdzIsTgjstBayqTXCTpR/jcSfRkcXPee7mGPd5Z19bomnBSEBldV6CQ+rcYZW9ip7vrTyPT5sP4uvtgf59fKG2moPxPP6f7W6eyb+EfzxeQTwDl5bA1rieaLGbb4+NTaNeF0JDp0pS6eUJVc6FewY9nFfg4sCJ0xUQSVrxowgFTc4uAzU5zmN7ZKkhiZJCOUC9oZ6klqQ00sxDCyBF+UvHG0rJMmANBzkiM1xuupyNqR7EEhlohsyti2LHigamrFoHQovL+7i5RmNDxAMqSEWSMoT56YS2IKag5cIf+lUua76Fm/27c4obecFDXBs8xGPin2jXPkNT5QGE8kc07dwsbto8SkLSvDxC15vNb0Z3VIeco5+4C4q5o9PF2yohX57AXVLFHd0L54A/E5uL4ELbBMgMQmZDV1wywFv1O8jrf4pdtZ/l9HoJy4k6B9Q65CmB7bPlHbi7ngbAPOkBavK28U+m+/ngirdzb+piftJlnSH4LgQmFa5znkAqNr5dseqsFJKPh4YQe3aSAQyqQoFvCFFYhg/Q6XT8arSMwCKMv4WWJJ9Z+yPSyXG2uL/BhQUeMuk4WvJJbqwrYNvI5nmfOa0JnhpY8iPNA8G9XSoFptXcUh4g2H8cGfFyqaeHDdXwRLCEI95X15o5EJE86DNzw/oI/j1Lj9s+Cb1dkqxso63kOOHSbHycHj1lwzWk98zf/53rfHQMHiJTtpa7O7PL59p8J+uFoDZ0kGZPy2SejwRlap5qMjQxHplpgdYpEnRTAp4iVAKDCTTtJJV3lq/KiaT5PMnSMhWz2H7EhlH3nxQ7dbjtaZqU6Z1XiRoo3b+Oq9Yl2JPeznh8jFJ/46n9QgNTfwxb2eI9HhnFgJb8X1CRdRKOjIJ/MAGT3C35mHl7oZFrar38cycs3nsi+EG7mWZPI2860cV6mWRPdRNP6qynlJMjipF/KanhI45R6oeThPZZkQsMBVJNkhFLgj39c3t67+tR+ZhnhEN5lXMeBxAUKl+rbuELFguhY0fwDfawytCNU+3jZt8/UrHq83xjZA1XmQX+oyoQ5K89Dl7Kl/xxPGuAvHD9IeL6o7Ttv55QbP6k/nVOK5utFu4cGid5JnvLLBiOwu9PnLlOCLZvfytu+5Wsru8hZthNe3BmXbmkf+lh1FuKBJlwlLw9eVzERfQUlC65rb8kvP4CKf8MkQq9BECeL4/a6J4ltxOUK5Z0ntGmZzSxuCBugwJjx5OMHU0yfjiFPujAaXj1Yxm/e6KUR+r+jWH3ppz7A9Za/hip4avHivjRgTfRfuKzqOrVCLH8rCPaPNaYhDE37apTcfIh9UPcpr+NIl3RnG1cbr6cgp4C6otaqC5toLSoAo87D6Nx+mLQLsoxqlCT6EBRFJ4LLV0hAXh5BH5wwsOBRCERnR2kRokayCrQRjtF2sxY8uWAWQdvt5+gPnKEEgtsLpRcE74/57Ei7qe2+xe8U78NvbKUvij5eI2fRDTE71ZsIpKjBsnCmpF81teH2JNNPrQb9BR6B1HKauj0ZbX2dDrNe0vGWSgFriI0/n3rfaSTU9XuMpNhiQZDPduG1y5JCTsXGIvDtzqctLs34fRkK5P7hvvYEt/FxxpiGJRXVzHZOy55Lilwrjo707a1RCNcc4DxiVFiIsZO3052+nayJ7SHMf/8mp6rOUbn4CHcpdX8onPKnrdvHCLFa0kkElyhbyfPJKm2KyROq9ZeKkvpCJ9uA5S8tVLyqcJOfINTMUR5tpKcdR0AzLNsXwwSaY0TE0n29WiYJ2YqYeq4ldqntvKuP/09H/L+PbajM4XPpQTTpoSexLISpry+8d2JcaxV05XoVExjf0rhbMK5DnvhG515PBcsZUNPB3/bsYvLUlPGsoxQ+IGtmB/VFiMvDmCvWljUhWlNgHv65g89TWuCRCBDkbawdtNC4WuFDSQ2XoCiKASTgq+OXU5/2Vs5v/0/uMk1hn/vlFIe9SZY15Hk74qKWFUW4Uj8t7QF9lKx+qcUeeY3Rl6rWnEcCfN3OLm1OO+sBVxfyMhLe1ewZ+d7MA9/hVbLrdTYmwBwGJzsbyuZp4XZsSkvwD0F96BfqcfhdPPk2VVG+IvBG56Ss0SJEqB9Yh+Vukq8Q14yxUuz5kkgHFua4Kn3GGGRHg7jacNVUQSYYqjJVz+msy8Mnz1cwwWFn+fd9T1s9D5CqXf7qf27i27m/iNZ4XL7MGwfLudTGQ91hmoKq9pJpp5lOULMpFRJJeYWYmO68IzyMTp03KTdhLc7u1RvXrWZh9MP5zy/RC2hrKeMYtmKf58OyHLQq4ADUHQS2dROPJ3kZ73wofokoX4/xorV7FmGHJJo+mSBMTNZdrFiLi3dxLqCd5Af7sNpkASSyysYN7kEQlWJxaK8u3SMWqMfY89Mi9PpWDFwH480pPlxbCt39yycfenW+jShwU6OnX8FnXMkY84Fs6Zx+3AbgfYsZ3yB1YzafQxlzSZGJnN99Ho91c61pIYNfLIhwvfa57/Wv16xFxLbZ2zX6wt40r+GnoKnKBjbyljg3NE/LxYvDcEOUc2tDRK9YYRUMkmy7xCfLC7gxVQNu8devfniyX6FwroUjVUqoROLX7acK5L0xvYwUTrBQOkA3aEpRcBlcGE0zv3e7TUpOn27cbg8/LQ/nzMFy3u7VD7dsIpQ3xHeXzRMuyzGq/Oeog+3Je0c8mqAYGMBXGwZwjcyQBAQQiAnrboOY+GsU7lZW95CQYbiHvSFMfRJE7qkESVhQCZ0xEZ1JIMKhraZBhahSCaSKU7aMwvNUGLJhv/NhaimQ6RSGBR51uGZfw5w63Ukzqj9Y66T/L5neQg+9o5L9o4XsKkQLupuY4tJx6NlK07lmhxXDHy3oJIvhY7Dibk9gPbaJLuTekYXGIDw4piRK0sC/Mo8k3EuJ4TgTmshl56/lQ37txMNh/nJiQpaa/6V2GAp5AhnS7cFuWjLOL+dHBd94W48Vd+l0fRJjg9aZxxfbRc0Wc1Ej4UAiPoSFPvgxqY87h2ep3MuEKM+M6O7m4Fmygoi5LtDDGhLM3wVmCBl6CeZSPKn9J+4xPFJtJG//HGxELzhKTlLrJRZhvmL1IvYUpREW6J1dsLZwkG9CaXJjq3MgqJbeAdNjMT4J3s+t1QtXIDTCxVFERQ26VFah3lWjU8m5b022DYquP1QDV/MfJYH6/6d/vxLCJkreCK2gtMncVVINus6uL7j3yg+kmSg70OoypUz6mwsFlKuIB2YOzY0ooZmbPuQ+qFTCglAQbLg1O9bzFv4kO5DtBpbQcLbkm+j3L6SYHduoSqTgWQ6ySvUUWwR6EbbsNod/LzrXAmqgucG4RvtLv6//tWEz4IxaTbsHZfc0VvOAfsmMoqBA/0Rfmr7DINV70Tqc8cvi2SIysDLpBYRe31xCegHDxBfv4VndEszDJTIFJ/r2HVKIamwW1C625CrNtA7kuUtctidlKbOw3/ITGRQpdRn5p3V8yvFHYNNmIwrp21TFDO7Qlt5cOIJDvlfRKn8GtUlr6+g4owU/Oy4wpOyFXdpNqEz4B2jNbKLjzfEMJ27UO8Z+GWnykRRBFPe4owQrpYIHYEdJJNJokqUw4HDRNNTAuMa/Rrc5tk9nOZ8jUG5D71ezx+T9bMq7t/rsOAuqcI30k9l5Cg9Ws+pfUrGSolF4fP1PlaHXsE3kvXMVBTXUJG5EI8rK+ApJoG9VmCvmPliTZnlze97RnuEb6f+m6+Lf+Orxv+POxxf4e7SbzG4YXZvv6VEEs+crGIO7yn1sjG+hw/XJ1DF7JNwYDJfz7SIde3PGVuLFcRp3l4hoFMNsdyMg6+Mwh3dRewNeHhb+wG+NNJO2aQXw6voeGpFKxnT3GKe0EGDSdCSt7B7a/NrFEZnL9Y6G57TWbl33WW4ysqz95c2M8AeXM3xnKHMzh1NfGDw/1BryzLEeePjrC7L7U54R4nGxpHpSru10Mxvl0khORMDY1b2H196uPNbKxI8k/4jAFt1V/L4wMKo6v834A1PyVki6H8eJBiHDVzJ4+j8XUtqp8e+iV/2BEhOspuYHILzXHZWm0zkx0EbjxMP5pYaU4kMqb4IazwZVjSqxITkWEzj9705DwdAEQmUVj/PZOw83m3n9ULSvmMEdoxUcV7hJ7i82Mfvjk23Qt9Sk2Lj0C8QQLF/D884PoD7eCvN+rWUlx5Ep3ti1rp4cyGVXEVknuTAcI4Kksb4dEVQCShZpi3gzeUxTP5B9F0bWJ9ejwT8bTOtPCfhakxx0FzN9m64vT5AsD9BIK+Z+NiiH2fRWE7mq1zIMt44cRnXcm1hinuCBSCqeFvVOPXjT6FEpmrTSIOVXzs/we+OLiyBsMIGqxNH0DWu5H8sBfOfkAPrMnG2HtyOP5D9xvV2E+H+bhINq/GPZ+mkHFYXsrOaaGjqXQU79GxsSdNfmBUQZsNPj1rxxT/Cu9bcSyL+MqDQlXg7v5x4/NQxpZYa9g6dfd7EucCJENwRyuctFR5q4+2EQ0ESfYf4aL6LNn09T/a/OvPHd9r1fKnBhxrxkIkv7JrJMRNGo4lEIk5YThemmhxN5B3PIzaau/6CzqwRyj9CIhCnP28DR/pnF7w1KfjpQAEfKkoQ9I7Rlswqt07FSXzUz5VyCH9/VmAsKijBGqwhtC+7BLvKi/D6Jzji2MFD+odQ0fHxoa+jpaeup0to6FWx5OrqelVQ4tLjsmYwm+KcyEwPWUuQoDfVS575KPlsyNlGdFhwnsHAlrI0UoWUJggBmf4DfKaukZgwENV0BNMqvqTCWByGIpI/9Ak+UruS4LKyBi4PtpbBVaqZtC6OREEKgaZARkgeHBMc8M0fqvSJhijmTISwaudH7Sbu7Iny5TUGDAeNJOMZXGUmHvKeu0T/5wYFz1HKVRnJ+0Z3EK2o5OfOMp7JwNCNhVz3hA/dLPmqweMGBAZuqEtxeVOK+/oF/XPqHAJ9OncfdMkM/jkMswOKjq/WbeC24gqEd5hEIk574mUq1tagdZXNoP/W93h4U9+nGLp0B4/F7uep8J1ctPE9vLir5dQxHhMUxXX4fNPPPVaQRjtn+XeLxekeMonTMsJQcgghBaZEOUP/eyIb58UbSslZoFYd5USgnc3mzdRHvOjGlqaQALQbmk4pJABxTfKcN8hzJ535Av5prYvwvtnjqn37pwT4ys1R5lI0fj+kpz+sm/OY1xI7R2Hn6HSaToMiudp0GFssO9P8seSjPHc0hpSwepUd94CTDt3nyC/aj07/7KKulw6vnLdWwZrhSynJr2JY10tvopvxxDjaGRXbo8HoKaUkn0FSpu00rYRU8lq8XVvxzyH8J2zjPNjjosYBoYF2nJ487nod8ecrQnLlJINoRgoyEtIajMShK7AwVhl/Au7q1AM1XFFWg5oaJxwr4OqKEK2RF9B729he8XH+7ejcuTknYVQlN7j7kXoXXy+sm71S+xx4azJI3e4XCSeTICWNZpWYz0ugqIpYIDv+rBYrmaPVZHL0Ef8BM9duCjEY0TMQmV1gfKBbz0T8PdzU0EhEl+Kn3uemUbCGBt7O6915/VifglXfyPurYyQGjhIK+CllF1+oq+X+0TxOzHQmLisyUvD9ExY+1+Il+oonZ+jHmYgOqRSXbCDsOU4H2UqgVp2Vi2wX0zS2GlORnoRfkjpzLhQS0diLb8SLVraWpzrnv1YgKbijr5y/XqHHqli5UXcjskcSiWdfjMvpJp9G/AcNhE73AGtZ40Zg0vCRIY05TyUycppAnFTxWBRGQkuj1q3K1zPi+eJUZaRZHC/9yRPMVnlBZsSkp/ek6FCKmxK0lWM84foFTp0Tu2LHIi2UZ0zUJPWocRVdQg9RCx9uqOThfuOCQ4VeDZhUSbBdJRmbaa221arA3F4BgyJJ9B8hLiXuwhKgHE0KvtqR5O/WgLpXj8hPc6znnNz+NDzZL3hBV8PH1T4+FQzwXxXNHE0mGX+Tg/fvS2A5PLsnNtSpR9+p4+PNKfpLU9zTI2b1CuZKKWnSkrylr5+4y8rPHfmz5vRpQvATWxHFVg/vM9uIHjtM33A3Js8wFWUt+I4aptcByqg0+lezzfIM45lxelKPYbc0EYpmjVbvqZT4d083XkokzaYxyqwmBiIan2mIcCBs4/khXhO8pUKy36swEMkyXh5T9gFwmeUyDgwvjo78Lx1vKCVngdrMbvYDa5JruMC886zaOj/0JD9uWk+XUklXOo8TMRM9gQxDwawSUuUxoc9RAG02hHIU8zodWUvI61MhmQ3vqU2wYeBnAITN5dwfWY2UMdblCy6LPErdyGNsEEb2pj9At/F2nAW70Onm56uRUiXmmz8+1rK/kuw/2AxojjjmxgAwlSQuJoXiOpuHVPzE5DYAlUjn7GFY1lKNIWEikRG8pShCpE8yaKw65x6MxUCTArc+wxVyByu1NiK6PKKqnajTSqzITEY10p1087vRwgWwuAmeGYBnKKDBWYCBME+GPDQVS77dt25aNXSzDmLp3P3547VBEr4w9zRdRnIJTFsfDo9g2LODpJToFEF1OkZKOBg02snEsxTQZrOZwvRawnMoraE9Nj64wcvXOsxzxsw/P6TQHtjMzSXDrC0K8Hzy+VP7Ruag43w9IZISfK/dMq22iW+gi6v0fWTqV3FXl/6cJu37E3D3qIVbNwQJ7nIu6JzokIoYauLqZB1XOt6JzmcmtNNAPCmINB1GKfahizRNM0y4NgRo7+/FUdHEtxaQN3QSqgBNjXKB4QLiR7J9yGKxUGZdhf+wmYA2JXKZCzW00n7ah3sAcHLa87gTMDIl2KUjKm6HwsgSFb+RQAZmL8h9CmPxUaQ1gYgsLBxYIBAdHoY9w/RqOdzzAjDBjYYb0Q+30eRqeV0pJaqQZGax/IcXUJdlQ4FATla8jwZ8QBkg0KTgv7tS/F2rDl+kgy/UqQxLF48P6PCfIzrirZNGo+DEKNqYxl8Dd1Q0M5aG76zR88HCAgr/NLvrXSAIHjbg1On54uoE+4Xk/u6Zc6+Ww1t3UTTI/xwzYNGleF/9EMJt4Dc2D14lt5g5LPT8V0EdKz3lvGPgOP7uTtrjO6lcV0u6vYxUOHtNc3Gal11/ZDw2jip0OEMfpn9SIamwQUlEh/8MljG9WTKkGBiISIotAn0mzqp4Dxe3NPDAWAFHhl7dMNkGY5CqUgPfa7fQlOfjJ7FtIKAu3cwdg+e+kPCfE95QSpYIKSXDE89hwgTDEfJSz+U87jfNbyKo6ri6/zAV3tnjqarHnqJ67KlTf0eNBQy7N9FXsoJutZqxuAU1WIbNYyDsndtSpujkpFLylwOTClfpD2JJZCfUPxZ/jBeOZle2txUHqO14DACdTLCp94esE0b2JD5Ij+l2XAUvoaqzFDYE0unLiPQtPm9DCZrI9BpAaTu1zWjNLuRvKiiD9FT8azLQSio6+8QjSsb5/aAdp0GSGunEYrXy6xk0ha8+ri5w8qI3dIo7/t5uFWd9Kxf5H6My/Mdpx3rtKzng/qtF00q3B6A9YMNjWkt1GNZ5NK4qSmAkRcY/RCQUxF1awnf7y6YJ/O+pSRIe6ODw+VsZnGXhmw2q1PjCeDfhIweRgNWgx+MdRKtuoHvcf+o4l9ONY6KZ8Pjc30JmBEq7m081BvhG29wV3Yei8I3OIj4otnJBYYZtvpdY4VzP7tg5mI4l1Dig+xx4ME7WNrmlthin9xjxeAz69/Pp4jz2ytpzapU87oenzAauboniP7AwZU4gCHYYAMNp28BjKaZz8AilTSbkwWqkJnC1REkoftzF5Xy7c3EhdU1uQcwQ5dHYo7x/xfuJtEVwj63H3zXVh3Q2DXOjl57hY2jDU4JvXmrKOBKxeoGpcMRkSOAsWLrwEopnKFYKiGjzx4OmyvwYji/MWwmgpHSssK7kYGh/zv1WvRUxJnjF0MKe18haPRtUIJPKrXwE0/OTC4zGYFNFI8G+4yQScT5f3ke3Ws7DvYJ4RnCvL87maC/4syTP11as5a6O5WePNKqSFfFjJBNxLE4XQZ8Xf3cnX9A0vlm5hpii8IPCDDe8q4Sm+4bmFINlWhDeZ2J1vkZdU4x7+gV9pzmMZI4kzrQQgCCahp8fA5Oa4pbGYcYLrPzW5JrVi31UNXK0cg3XlFTTcmwfvUNdWAqGKStvIXBcT6o6hEPxgIRVplvZdmRqTNxUruHbaZr2LBKJfk2MH3Zktw5H4Y6ufCCPlXoLxW4jR17lPqimY5hFgkaXhR7zHkhkacKHgkW8oZBMx2sv9fyZooJeRiIDXGm+kos9XkQydw2Lu5Uo3wwd5oHKNYtq35IYo3bkMS49cQe39H6FqKLyrwE/fywKML4hhm4TeFp15NcbseVNj70XKsgFh7FIPtUQ4QvVw9xadw4ynZcJ76+Nsb7/ZwCkFDOvpLPJbw35Zi4NPjRjWOtkgs29P+C6zq8x2HUNo8N/haa1kAsx76XE5hE6Z0NsVKG0aIo2U7VPMoX5xvCaL0BvrkNKJ5Gx/FnbMNg1fIpkOArvrEyRTCZIe2pfc5aay/McrO1O8WWThwLDlMD8ww4bP8/7Akl1qvps1FjEY47b2BdcurXfG4c94/CHfkFM6k4pJAAJo3va+7ikMIFx+ADptZt4Tjd7nk4uuGWGL/fsJ3zkIAAesxHHYCdK3Sq6TlNIigpKMA80L7hvxH0KeaN23l+3EJYkwc86jPg738abXbfQcegdSLn80/FNxXl8wuDm3dXnqi8J7u7ScX9iNc7ybE2LgHeCWt8rfL7eT5n13PXh54fggKrhqD+7SuGBvXmUF1fjD3kxtw7hbEzSMbabjM7Ez4dLFu31aXRojCjZHKm7EnfhKfRM1h0BoUpcrSG8ea/QNXgETdOwO10EijcghEANTHlGRox909pNRcB2lnqrR51OO2/VWWmyr+RSx5W80/g+bk18no/2/zO6zsXnZlWnm2ZsM6pGtrq2clXsM2REGbrXocRhnOOeQqm5x7JOkbypKMa32p0cdW7ClV+Ef3wE98huPl3UyS21acrMGq6yerxFG3iITedEIQF4Z1WGaCSMqaSB7w7XQvladDodvhNdfL5nP1aZfZbf6RL0vtOzIDLz2LhCcixCS8sT3NgQ5yTBQS75InPGtngG7jwqaD8Y5YtjA6zOzO0e+oPezjdWX4hcfx6pTJp2/w4yTce4d9DE80fP5yrl79m2d6puTqtH4h43IM6IJnCvS/LTQSXHuBUcHY3xp7ZXIUkzBxJhP9cUDrAtnC0hcT4X82DvuekLf854w1OyRMhwNiyoNFBKc/qBnMcMucroCGcXlmMixZ0t11AVDbGldy+W5MIzmw6X3cR93SZCKXhhCF4AIOslsOol6woE62sT5IsYY95hhFAYizfO1eRpEPzqhIUP5o+QpySB+Ysivdqw62Grug9TKhsNrddi/M3E/2Hdqo8yoTmo63ls1nPbiq8n1V5FPAHaqmIU+wD5hY+jTHo3NG0doZ6lJUefhDVTBGS9YFKRIGG/f5j9/mxY1/tsN+OYI/zDXB/icb8DAFd8iJCq8vBrzMbRaDVz4TAk0pLwQIRPF9j5hTVGZyQbjvLVtjyqmr/MWzr/L2nFzLbivyO4u5JrWiaorTPwq86l5ytF04K7OvRsKlxBM6/gLqnkmx1Tyk6ZFVYmj6O63XzdtjgGlDotxbuO7MA3kWVlKbNbSHceQazexImRqcWqsqSWxMEy0unFPUOwW8cKm8rWUsnTg/Ofu3NEsHOkdVHXWCjyDDoaB1KMh1Os9Dj4ckOY7/akiaSWX1EYjcE3O5xcWLKJjaKbgHccf387bzUYidev5JedunMSinhvt0peY4yCYh3R4aVJvEIKkocqKMgrpzf2ElJ2gMHM78aK8E6G8C0GRfoEL6UnM7oFYHKRXhPBOWFkXDlG+8jkPGYwoBU28cNuA1LC+0wC/5gfm91GWAvTLY5RxPqp+0TgOMsVu1JeyRalCZsvH/2wC+E1TYvfPxvkjVRluc0Bi87ChdYLsY6t58BEGfuHonywZJgNjigvj7y+whRNiqSg3pglTsga+5EaoIE/Onec2W11CYwkATM7R2CXqODT9S6CfW1Y9GZWx/VETGN0SxeP9QkWEA22YNxYDXVGeHxMst8LhdETRHU67huwkZHwsw49H2hsYjDvCVKpFLd3aXynZh0hReEuA1zwvlIu/cMEuvG5lYUD9U+zy7eDPNsBPrjpWnZ2rMhZnikjJEJI5Bnj/Jgv+3NdzTgXFeu4y14wa1HbpFD4gb2Emi35vLvnMBO9PVxjjdHuaOK+I45px9oMAs5QPBy1GZ6Ma/Mk6p8blFnFnDmF4XCArvq9xPwx8tQ8YrES4svL8v0XgXlncSFEhRDiT0KIo0KIw0KIz+U4ximEeFgIsX/ymNtO2/eFyW2HhBB3CyFMk9tbhRDbhRAHJ891nNnu6xmh+DDl+nIc4XFMI7lDg14oWzX1u/8YXw8d4W8ZYzH8tRLYo6whOIsxMJISvDgM9w8ZSWoxdHYPjycbeWER7slAUvBIuI5McsoS8npCSz5oCFLKVIiVI9rNDV1/z0d7bp91Sc2gp4MrSAYFmYTAv9dFeO9KhrtuY3joC2TSFxHxvnlJdQ9OR3xgKvb6TKsNQFG0AS2Ze6gJVRJUw+wZy4bZ+MdHcRRVvqZsHE6dyntSZhKRKc9ZZCzOe0JGNrhOeiUE/9xVx86a29lW9Q+0vVKZdfnvyWdVXM/nG8KYz1KA2jsOlopV/GSg6JRAq1c0bsrrJ5VM8qe6NYtKbG/REly373mCkwpJrd1MpreD1Iq1DI5OKSR1Jc1E95ahLVIhOQn/QQuXmVOscL22nq5POj0kJnmew94kYq+R/1Nuo/kc5lW+NATfGaqG8lYMBgPJZAKlfx+3l/Wy6ezqf86K77friVV60dmWLvHJtCA6olBelKU9juc30Ta2eIUEwEyEnmQPAG7VTUya+E6HyrixC38gq5C4yht4XGvlJx1GEhlBUhM484uRUrLBmGW+OqYdmNa9pZDozjK4wTtRRN5LazAeKUHxmpdNIQEwdhTiNrq5xnENHw7dzsZDN9ATr+XA8ORkpqgYtXOUTHEW+Fmnwj94vfx70sfXUz6+q/n5iernLqOPuWTGMqvAlvQynJny1Gak4Fvtdlx5Bdh1+fiPmEjuKWd11MiXqsZ5d21mTurkhcJjgrUoZHaaeVfayFca0wT9XowljQxFs3l4H13jZZ/zF+zw7+DhyMP0FBziUx2v8M6EH4BtqTjfv9qB95KZXnw5yYKQbBhjV3AHABPxCe4L30lh029RdTNpreKKits4W38SPNgND+5J85GBAd6SnDvGt1vo+ffqVnStG4hGwpSN7+IzDaFpa8pLw7DDmMJenf1KRpeky5PkuVcxNMuuh5trM3yhapCbimb3wJz84vv92fDGq/TX8Ej/60s5f71gITNcGvgrKeVKYAvwaSHEqjOO+TRwRErZClwG/LcQwiCEKANuBzZKKVeTDd989+Q5Pwb+Vkq5BngA+NJZP82rjEuVS7nMNTjr/hcMM1/vJfY6LKmFZ/n1FF3NAyPzJ2H3h2FbrJg7ugtpn8lcOy86g5I9aiOlFoUbizx8sqQQs/L68LW/NASf7t7C9yq+wd6qj5AWU+FqyhyFEw9WfIjRI9PjwZMhheCePEKvrGSo5834fXEcGwZwrvfiao5jLdMQusUtGnGfgss5KemdcTs1+hp0Y7Mn4zqbEhxJZs+9pCCrefbJV5+NY1MBfLrSg14IvmD3EMmRiRoPJrl6WHBlfvZ5RmKwS1vPsX0rp1ms/IfNuAbz+FzVBAVn4fBJa/A/7dZpCvkn6yL4RoeIrTuPvZaFv6eL0lGu2PUskVAoy7Bl0ZEcHyFUVo/X5weyJAUNBRsJ7s07a2EtuNfBzYVhXAsvHbSsuCbfRaJ9eiKJlpb49mo0mu2znLU8yEjBzzoMPJpZi6usDsgq26tDu/hsQ2jZ34kmBT/osaBbOYFYYrV51SSxrR8hGPcDYBrcy7sal3ajiho/5SRsNjQzkjIRS8Pvg5W4iytoc23iGx2uGdbciDE7z1dnqnGpVTSIL3J4jZltzUZ+VyP4pifBb9vPzgQ8Eju7ULfZoDNruFaFuT58G4O9lzGaqMfXH2fL4Th/5TdhNahoqhGRfnUy3N9fJ/nKCoXbV0iur86wwiVQZlUGBElNIZiEsTj0hyWdAckx3yyHT2IgIrnjRCn3dp1pfRH06CsZi/QihUQg8B8zkNpXwZq4ji9Vj3FDjcbSDYCSj1Zp+A9k18FQr0r0ZQeVpfXcP2Cl1SP5uxpwH/MwlpgSlJ8JPENSjVC9/2U+P9GDKjV86QzfLdHY+d5StEk3XOC8Np688tvE1/Sxt/YPM66+x7+b34lfUqZOf0ERoZI3z5DxJ+CHhxWCh8J8wT9KtTZHyLgQfMdVgW7tRgDCfcf4aH4nG08LbHikD455kljLM6RXRLmz49Uzql5WCh90H8c8uAffyADd2hwsEooOIQUuows9eozx19bw+HrGvLZMKeUQMDT5e0gIcZQsvcSR0w8D7CJLPWQDvGSVmZPXMAshUoAFOCnFrwBOUs88BTwB/N+zeppXEfX+euRImorU8zn3J1QDO0+rGnwS14QXt6gcsl3C4RMztxtVSb5JMHBaKsszA2cnSPUE4bN2D9627Gj5ktNOX6meu4bG57QYnTtIjCokMgJvAr7eZudX5iv4QNV6Lsq8THPfL1BnubOUYqYzdTHpWG7FKh0Hqy7O9b1/jwDClipGHS30lTcy4NqI//DipOk8awn+gG+Gp+QS9XL87fqcIq5EEjFO8Fh3Vrj2yAA+YPvoq1iRDnAaJNdbrXj3xfg7p4NI9+x9NBXPsLFHw13nIWH0Yuu1E4nNfLrIgIoxWspHagb5zXgenctAdvLeujSh/jYcjU181bpws/ubU0HqX3mBeCqFKgQ1IkkyrTBiyyMVzfZ1o8FIuX49/oPLFOOrCdKH8rhtTYA72l59zWQgmeT8Mivhgem5bvoVDh4YHJnlrGW+h4jkG50eLi11s5YeAt5xQn3HeI/NyljpCn7brbBcSZ6BpODeMRvvW+8nuMu1KKVSColuRS/dgydQK1qw2IuJ9h1hlexltKqGF04sXHpwGiRpXZST01K5LGdHMDueu4NwR3D2cMOjYRN1QMLrYXjwU/RlJNmldApnU6dECIinNbJi8vK8d9Uosa0M4tNFeDbkZvtIdt58WUzwdy4HMX8SzaQjkoyTVk3EA/0UmEpZohNqwSjWqUR3GjECK6ySdUVplFKZpUYTgJL9X4osRa0Ugl2JFA/3Ls97ebBHcHuxgrslgn9/1jAmpMB/xASiknWr4tTVjvGYv4CD3nkaOwO31YOhw0z8NEOQKU/Dp+oZi0s+XawReCV7zatX3Mjv+CkAVzivgPEK/qhZuLr3OF/2T/DzmlYGFR1PpuMcuNbDu4a8PJT4KfFInG7bf8Es83Y0HaE19RwDynWntnXpjKx2SNoD87/DXWOSXWNJbq4f5fJiI3dZPGRmCen6jrOcd59nIX/3NoJ+L61qgLqaVu7tzo6rX3fBLbVRHp2lKPG5wrOD8CwNnF8saLHHeKJ7diOunCRiKTAWcJFyEcmQgRILbygmObAoU7gQohpYB5zJf/sdYCVZheMg8DkppSalHAD+i2zA/RAQkFI+OXnOIeDayd9vBCqW8gCvFfTDelocUZTwcM79ukyK76QcvN+1hkpLCQAWnZmLul9e8DXi1nL+GJqZ4+EywhdXhLmlfHlp7XwJid4wZUmLBZLkH43wf3Vu3lucT7PdjGGJlsiFotwK76tX+Eqdma+WOnlfzXQBfSQGXz3m4tNDV/HLum8QNZfmbOdQ+UcZPTS7e9RTJ1iTepaTYpE9eoK64YfJ07yEOhYmRKomSf55YfI3h9EZ9BQWFiItU+9HL/SU+ppyhnQBuKoEg4rjVGiSWZUUlZYzkJsz4ZzhEzV6Aoeyv8cC81tSM2lJ9fEYG7wmIkOzTyEJnwJHS3l/cYTNhWe32F9YDOXpQfJq6vhGceOCw7ZuSAbY3HUEt9tNkcdDRXQC1eEi6irA7XZTWFhIYWERpdpGgp0zue41k0LapUdbQsiFwSXZH1pYAcjlxsFglH+KjBNeZUc36bG1Fpq5Y/zVT/J8blDwnaFqtPK15BcUYrVYqE738fcrg6yfnf/hFFa5s/PCfDjuh2eiJvLWLU7izd8YISljFFTU8bMOA9/vsJBfWY/RaOA82lhftHBhZ7VH4DVNSZk2nBzxLazv7ByRFBYV41SSqKdVAy+0G3hLnY3P19v5P4WuBd/L6WgusvAP0sH7+5RlUUgUvSRvXYx06ygPxwz8d4eb7afpuikpGSzN9n2hST5QWkCFwYzNauGj1T5s+nO7jthPm3PTEUGwS4//sBn/ARP+/Sb8e4349xgJ7DYS2mUg/Ioe97IOVYHqqSAshjG7zpgjpcB/2IxNV8zxwOLeww01gqohE/GJ6W2a68I8OmIjrQkS+ql1z7N9DfW2BtxGN7Wj9fjTBtoD8GC0EX1G8pnBY1ycyUrGw6k038134Kj6CqsKL1rA3UwPC2hXDFQULeYlCu7tgGd2J/jM8AAXp2df+O4xedi5ZSv5ZeV4PB4q0318dlXylDxyd5du1hD3cwvB9mH4QbuZ2Cw1Nps9YCZBYWEhl3svpyHVgCM+wvsL+7hg6UXh/2KxYKVECGED7gM+L6U8Uxq+GtgHlAJrge8IIRxCCDfwDqBmcp9VCPG+yXM+RDYUbDdgB3J2KSHEx4QQu4QQu8bGXhvWhFwYHR1lBbMXS1SRbD6xiy/tfZRHDu/k92E9/yHzMaUXHlM7WHgZj/RN/0RlVsEH8nqIBbzc1bu8aTjRtCCun7mgR8bjlB6L8JY+uKl6+ReTlW74aD38a62NzxhclO8zEd0NY0dSlJLbY9EXBqcMYInlDp+bCG6ZMyfA4h6kcWgmQUG/uiFngbxcyMQFvn1Wgolx2nr2Mzo6ysSxCW6YuIEbxA1cK65FTRnIq8mt5EhnhAd6swKPTpEM9p1gQHMt6NrLhXdVg73HNoOn37Qmhrk5ObshW0J4AVW8ZVqH2VfKxuQR6hxLE4aq7NCSPEJck3ynfOWC65F8KDJC/vY/MTI8TDLoR9d+AF1BCW2BKKOjo4yOjpIIa9iHWgj3T1d+NSE5vMbKj1wJvq+P8KcVBtKLyDKWSOKVcZ5ZQLL7skPCR2sNuIzwvcFR7i/UsFbbeNAUJ5ZZxkzbRSAjs+QFvxivImFyMzY2xmD3cVoju7i9IUSeKfe8cm2VxgWpvVxnPU7JAkKwnx2EfWRwNi5MQnGtinOsbw+xRJKf9HnIyGx9iR/1uIilJeMjw5yXOkC1fWHfscaa5qh69NTf3oR5QUVFAZKaYAgX4yPDXFZp4rp6K39T5+ALioU1+zT0u9JEjsYpcUyfT9wWHeXzxMT1+pNY3WffF6WQuFZH8a7x8suYhf867mDnLI63Xw6PY3LoURIahUfC2JPR7Hfv6eCjFeNzhFMtHXY93F7cgRJdfD+XcnnGhiIkX2hQcR4rwJmuQZTOlFucjSke8GZInFFfw6zLktfkglGVbMxYiAxMn/8MTsmoFj1FxX44nsRozc5VSkbhip0f4a2pt3MwUcXdk96E/jD8ZKiYDCprtv2RD4dHTuW6Hk6X85zp4zhq/ps1JW9CnaUIohQzvcrtdhMVi4zPHInBDw4oGI/4ud03jEvmjn54RTXz37XrCReVMjY2RqhrP58sOcGGs6DJfjVwlXucof4+RkdHGe8bRyYkY2NjjAwP05o4/JqF+L5esaDVXQihJ6uQ/EpKeX+OQ24D7pdZdADdQBNwJdAtpRyTUqaA+4ELAKSUx6SUV0kpNwB3A525ri2l/KGUcqOUcmNBwdmxJC03CiLHFnScAGrHOrm846UFty0VHQ9nzp+2oK3yCN5pOYai0/Gz8apzUoAqoM5tZbQvsh5Ebkg2F8FnGhT+vdrGrSkX7t1mAnsyTHQnpgnItmTu663yCN4Ue2TWK6zRfkntLBTH+XVG1iZ/P0PejphK8PoXYLo99RQSg13i0LmprnaTn+/EYbehi+mQXRLRJehPHWDYvB82jGJc78PeGsK9Ok5+s2TEGOOkY6Lcmh2KCXXx9VKWiloHnJd0EBiZrijbqxS+bfsH7nB8ib4Ltp+ytC8UQoH8GhOelghFaw+yxv5zbrU8zVVFi4+HN+vgnc5eVJ2OX6/chH+WBXIapOQz/j4Mu7YDkGcxYe49jlrdSEd46lmLnTU4RlsIjk1/fk0n2LHKxON9EwTjaWKpDHuGg9xlSxAvXdgK4m5Occ/A4t7bcuG9JXl49un4cpGdi4sFbeEY/+gfY1/wtY8VGInBt9qddDg3UziZ2B3sO8aN5sO8ty59mqAq+XBDgnWmcdLpNOFggJs9vVgWkO91b7fKoCuGtXTuoFNbeYbu4B70BgPPphrwnjb1BZKC3w3nYTSZiEUjXOfonlVYPB1uJcqJSDbeVqfoiCcWNp/YjTrOqzCBI4TiVHgTGg27NLTdKbwnEtOK1dXZLZQ49Zzf2k1Dy92kKv+a82tmz20ECCXSxGxnpwQ461Mk143zkLDyoy4Lh4bn7k9xTaKzTwmuQsvO5UIIAooT7Rw4S0IpiWYvJjk+02IvkSg6iaKXyBwK0XLcjlUv+ft6PZZDZiLeJBOHVAyKFYtr6j3o7ZIeR4o94zPPv74qzWdLR7itPjmDKOS6Soh0zZxTjHVenvS6Tv39YK+GvilrtncWG7GXRzF4TTx5hhFpIi7472MOHCU16Hdv5287d7MuMzUIOjOFPKN/P2rVHbSUXYtBOeOdajO//+N6O5vLlhZ+/OIQ/Hx3mlv6h3lzMndhpZiicEdeDe0XXInN4SQwMUZL+BU+1RBd0NzwasOsA5mY/p6klJQUllOYX4LN5iSYfP3d92uJeSXMyTyRnwBHpZRfn+WwXmAr8IIQoohsvkgXWXl8ixDCQpbDdiuwa7LdQinlqBBCAf4B+P7ZPsyrCbteoh+fsog93HQ5SUXlmo7tWGepWbIY+Esv5Z7+6Ym8fSHJE9YVDPgk0VlchWeLcS1DiVEllci9oDsWwXZ0Jqrs8M4iHSUJC6lRhUBbAi8ZmCNjRQbVnFR7nyjpwNq5Y9bzioKP0ZRXSRdXT98hwOw5TnXfkzPOOVZ4HcE9s7ufDQ6JuSSBvdCLNW8Qo6WPVGYCTduPEFOTeSZ9Ebt2NfG7ZAve0ZntGFWNCluc/uGpmJRii4QAJNAD575ejCIktxboGNs9/Vomh45flf0HGZntYI9q97B+cy+XHnwvscDcnc5TbkJxB9Ebu2ngEI3DD2FMTzlVS81vxahWz7AOzg7Jx6oDREd9PHveVvpyWOZmPJeUfGG8i8hkDZICqxl9zzFk7Up6Q1OLQ01eK7HjbuKp9JkNMLFB8FKbf0bb5XYjhu75LfB6u6TdnKFnJkHNOUeRUU9NX5KEJpk4kGZzSx4vkEP6eQ2hAltTBUTajDSsraTXf4B4LIZ+YC+3lxWyT6ui1RIg0NcOVVUAONwO9uRv5wMeK9874GG+XJT/Oa7nSyv8GMJuksGZgpzBIRkzHiAdSTNWuJGDOeratvkl5WVrqEzswj8xxscqbNzRlTfntTW9n/ikYFdprSQQswG5DT2txWY2WVUqMiqGsOSH+f8fR+LjvKX6LaR8YbIBBDNRrqi0aXAw8QOEmMwVMR5GEZfMKeiPmyRL4fuxlmhES308k8nj2W4bmly4cqvFTpvbtex3SJau5Vcd5yr+X6BTjESGpwepCUWS2jBGV8qKEGAQGjpFoqKiAIoQHPOdXS6fSQe3V4N20ETqNK5X/yETBmcSZ2MKNEEyL8lPj+fOMqwkSGp/NbV1ab5YOUKPcHJvt0paE7w4pKOq3IKuK0w6mfXqGF0Sr5LiiHfqw2tS8LOxGLeuidAxegS84C4qy3nP8Qx8o9PNbfWtBAcPsmVwgMtXtfDTvMpTBqABzc2AeiMby7eSnvgvBiLZMgfhaNfMLioE6TyBzagSnkWGmAuJjODOI7BhLMjtNWF+5SpgQszsK0/rbexeewkfG+kk2HaEaN9hPpznYicNvPzqpMzNCoMiuawUmkxBEuO9BM8odm3S2fC/kjWwG5waN9bGuXdm+vH/WixkZrgQuBU4KITYN7nt75ksaCGl/D7wL8DPhBAHyc7YfyOlHAfGhRC/A/aQTXzfC/xwso1bhBCfnvz9fuDOs3+cVw+lNg0xGSssge+rUXqjQ/xnVTlvttfxrtF+1vQfWHL07ovGS2ckQYVSEPLDuawA2hs30FCgx9efe0IxRgJ8qF7PTxeYd3ESFp3kxuIE+aMljJ9YeMx3aCTFunqNgcjUMzd74MrIw/OeO2EpwlVqxD84ZQkvaDCwMfrbnMcPi7WnQr4MTom5OIE1P4A9bwiDrQ9Vd4JUqoNMJqt0Jifl2TP1NL+/BVNRKd723PeVyAg6zmBIOxljnZQqr4ZSclutQLZbT11LrPei0/S8bH2WQW160bY9mW2Mrh7klu4vERrMrZhUNEO55XesHHkIczJ3mGWraOOtFZXc37Owxf/WujSB/naGtlzOAWX+/ubUMnz04AuE/X4Aiqxm1BNtpKpXMBaedCtKaCq4kInD6mQxgjOgCeojEd5eZ+Dhzqnv0Fxo58oeDWUBVi3Dyhh3tcNs41QR8pzU7AD4mMNNfCRrZbSVWPjXvolzcp2zwZeLCom2hRAIRhMFPJBYw7vLAwT7j+MfH6WaUQKnJf96KjzcbbibcCLMmH6Mm1d8hHvb5iOiEHyn08JfNfkQezzI00I5hSpJV3YQHg9hqFjDo+2zf4unB+DWulbUgX34Brv5eIOVH7TP5s2UxIwTp3SQEl0JQ7MQbQC0WlXcuzOEJ40yRbUljMfHGVQGqU+PoTM4Twmfp8MdkoyFUjQY1jKc2gdAn9ZGQ8HVtM3hPh+WGrWz7p0Jg0Oi1k+wXzh5vNdGfBGskQBISE5SUkskMkdo8GLxkTqoy9hJKZKkohEjyWMTaY6eIoKS5GcMBM4Ye3o77IvZTvMWLL8XM56Gf28XrC+SbD2TnEZKfLpOpIB7+6tzKo8XlwhsaSd+BMFOPZIyVq5I8eXqEY5LN/f3SL46PEKRW8+tbjeG7iiG2hEezcHu2B2E/xe28KnaRoL9xwmMDVFiKZ0lsVpwZ4eB84s3sD7TRuTwfj5k7WCoeT13mzynFrhdeDDnfYXNhfsITTzOQLATxZZBO8N7/aDJwTWV8ET70o2zu8dg/0SG9zYOM1Ts4CHjzFB1v1D5anEj17kLqTnwMqGAnxbdXsqqW3mg57VjDv1kbYBAfztqsZsTNT3sT+7nltQteHu9FDuqyXSUcnLdTQYU1iiCB1W5CGPdXzbm/XJSyhellEJK2SKlXDv585iU8vuTCglSysHJUKw1UsrVUspfnnb+V6SUTZPbb5VSJia3f1NK2Tj587dSLqJ4x+sA5eYpQXdPxTp6o1ly7Fg6xv2+Q7xX7+f6NRfyyzVX4zcvjuI15WnkAd9ilo/lw74Jic6eRihgsulwFBinyVZ6YUbrP8DFJYtrN5oW/Fe7iZ8KH5lNCQpW6tHPVUp3EslYhhrTdN35EyUdWIbnJwzY2PdPXJj3dWo3enEUGlFUgcV5hNKJ6WF0KcVMd9GbGUoJEpsl3Zug+NLnqNjwDzjK/gFh+i6p9EPE4/tPKSSzQUoD3d0pdgYXl+9jmnwVDhFjRYEZq2ExVjvJrXUpbq7NcHEJlFqz22bD2jxo9LuJBbMTo2Vlmu8Z/4lvm/+Bbdofc54T04fQ58/uJYiMqazv+wnm5BhRQxWH8r5CxDS9gOeqgXtZoVtYXtgFxaAfOoCudQO/N85OqXw6PtujUmQpB8CgKuh620lVNjIWmRKGavJbmDikzhmrEThkYUsyyVtrs16zpgIb1/RqKIn5Y84dDWkenGBOpeMj9QneVrn8uR1vKXARn6QB1hkU7tVFSb0Op1VTYMrgMSEzjMbgWx1O2pybcOVNZ1XThMYjxkcIa9nQv/5UPx5LD7oFEG7E0nDngAXrugDyZCVqJJbWEUbGh3CX1vDD9vmV3V906rFXZKuVJ/oO8c7q3N+uzqkQMkxZG9xJD92+2cfMkVgG02kl2qsy2fHSFm4jQxpnSW6vrXky3LKAC09t6wp1UeuY25M5kJDoTfPPK1JIXC0RBur8/NTr4YHONPHU4vurWaeQTmooeol9U4yjk55Oq7J0N79FGPHuSxPakyGxS5I3aEd3GimAyygYGD+I0T39fvVWjcA5KBqaC72xmXmjyaCCJjbwTKJ6ViKTTbYA4eNTviyBINBmILmnnHUJHV+umeD6ao2xZJL/Gh7lB844O1PWWUsApDXBtzocaGVrMZnNlM1DFrF9GO4JNeIuqSIaieB8+YVTIV1XJ0NUailiGHkucx57nF8hv+orWHKMw4RQsBVBpfvsCgCnNcHPjwmGD4b5/MQQRVrufvOg0cU9Gy/HXVlFOp3GObybj59Wff7Vxt0DLjylHu6y3MVL8ZcIa2Hu1t8NgFtfSWhsutExetTEzdWvwY2+TvFGRfclokw/NRM8WFACvpkWyY5wH/8JfL3Uw5XO87l5bIgNfXvnbbvDdTHPHHlttOaJuGC/2U+iRRBIK0zE4S0xx6kibDphxF1azQtdkqV4bI774et+DachwHWrBSs0K+k+PaE5qsrmayYgO5O35IkFeUlOonrsj1TzR7qK38qByrewPvoAvQVX0G9eRaeulo5MET1xC70hyQlfHE3GOb/CiMvxDMnk4gu+pJJXYTDb2Dm4uPdzcvqsCo5QIxQmdMOkLQawFZDSWUgrRvaFrLSNzbRWXl8t+aTuQdzxXiL2Irx2N2PSxSh5DEkPIWHDlzHSH1XpCcONDjPje7OCuqoX3O/5/oz6KqfDpJq4InAFvlgvilKDlsPM5x3NsGf11+gL1jPQl82Z7K9r5hpuOnWMTiaoU4dpySvhwMTsC0aJBdamjmKsrObfneXzvju9lHx6RIfu4Cj+2qzvPpnRGCmoIB2dbp3VTda40RtVDJYpAU1KSSYpScUzaJrEf9DC+WsiOBttlBwCJT6/UKYYNIbdSfblDM2YgjkyRKHfy5vK1/PUAsgCFgKrqrBpHE4aQgdrzRwZfn2FbZ2C7jRmpNM2bx+BnaKS99SWYhk7mi28KBXeHn87f7L+iY5EBzfb3s+2nhWktYW9t4EIPOAzcsO6KIG9VlzrAnQMHsfpyefHfQvPH/tep43PVpbjG+4nb3w/mwrX8coZoZlNTo1xZeqdG+LFBOOzC+BHx5PcWGQkHs4eUzBeDZasYStgDOC2x8g1h6ixDBVFZuKhSk7ygEgkdvsQMPsznQhksBcY8fbNHlZjLzASrhnmoaiHnb1RYOnFDmMZDbXFRMY8wX90Kqx062gBTKRgFgKT+fCtjgT2fIUvpOzEAkl0do3j4xon31OpVRCLxjCXx0n4pgR81awx/uqUSGE8kUbVG8mcpsjpjCo/HPEzWwRsmVXgzOgI5/CsCU5SCZfTsmGCP6gWommYSKZ5tC9HY2ecfVennvOLVnGR3cuecfecBpOJuOCO7gLeW+fBPHIQ/0A/WwYH0Ol0NAKZ5rXcaS8hpijsS89OmPori5O3twS5YNzIn3olI6GlU2MdmJAc9mq8b8Uw7SUunjHYZhwzJPT8d3UrX0yn8Q8OkOg7yCcaVvP9Wb2a5w6bCyQHnAdIxqeeuU6frdeUJMSZMW+pqGBFRsVpyBBIvuEteUMpWSLytOziEzVYeCKUM0f/FFJaisd9h9AKmtkwzyQiFR1PZTZwLkO05sOvuqZb06616k4pJQpGfj5w9oQDgaTg550AYbaWCi6oNmLzWhjvjs8wcJhjOrIbBR8vbsPc+cqir1c7+ii1PEpH8bU8Znwz9wwXMhg4ueBOX62ur99DMrm0srAjI7UELGUs9vudzBHKN1YzfkjgpgqzQ49ZU1EtacbUAR4OzMypKLPC2/WvUHoiyyRmJiuWnO6j0GwlJGzlhByFPGtaw7hSg63VhDFjIWoLYbHrccfd+BLTi2GZdWZW2FbQ4GugMtmM4i8mNEdF5u2H6qf93dmpp3vVx6jx/vDUto0TD3Kpp5YDE7k9SaqQvLtgkEzKwPcrm+el/m1NqtyyI0J4yIt+bT+RcIwqNUOvpiM9qTy5S6uz2fdaBh8T6DfESGViRNNhpKYhNQ1Ny4CUZNJp0ARuczGKzKc5FkWpURGoKIpCSg1nixsgzuingpQxyTc757a8l9sg4M3OHTXBg7TmtbB/GSKsVCF4wSMpKLKgA341NA4CrAaVSPJMIVRye0OIZ73OOZXDc4VoSQBTUZS4SNHun640alLwy049NY4WrivOjsGJ/gnWKmu5rPgKHumo4bh/cdfbNw61Nsnqdf10DHVhMpl5LFJDaBFRkmlN8PPhEt7rjBAK+NisHWXQumparlupMcFzyalEonR8br7PSDJD3DF1vrGzGLFGIJH47X6CviGypJUzUW8zsXsohVpjpNywBUdmE0dGyphLiRgKJsjMQtSgKAJ3k8Zec5CHe6xEk8tDivD1fi/JSQVyOAotgJpJMFu+zEIQSmsoxuwalTFPZ7AqNMmsZq5NF+4VQ4ahwNIMaYuGAKNdT9Q79S1kRiOUnl0Z1CsgdSYUg4aWzB1BoLNKOjQL0TlYJWfD9hHJZjXIJ+qN/E/7fPzagl916mhyr+PN+cP4hvtIpSYHy75X+LTTRffKtdxncM4+PwvBwyYnapnGTR4/6riRZ05oeKPzDTqJxySmkU5Alr3v58fg4kCQj9XE+LEtH+2MayeFwp9qV7NuMDsG432HeHftOu6ZUdzy3KLeMcZPYjundbXMZIhmKDVBrr4fOGTgAxtifKvtVbrJ1zHeUEqWCKcla3F9om4LsXjHgs5pSc0vAESKt/DIiOtsbm3ZIU5z+YuMDu/SjWe5WufpQXiaBDWOBG/bqFAetRHs0khOJkmm/QrNHoFeSK4IL9xLkgv1ww/xWR7iTSXv4oGSa3lo0MrwaQTna4rNlNieIrGEZ9S0EgYGwjyWXjzh/XBMUAUk5VSCayyYIhZMYbLqONRYnENQkHywdJhLfffO2bYSHsIcHkLvruNZ3c081pMd9nmmJKs1I42pW9ioJFCVMClDmJQSR4smyfSkMSgmqjKXEBhOsBSr6fMDb6fM9lsMmazC4wofp8Izil3vyCkUfqI+QmRknD9t3opvHqat8rTCzc8FiXgTuFui9PuHcI33o9StQxkbJiNTuPIK+W5P/inBaAoWIG/WtpWgRK9kEEJwZWmawvGXcRYU86dwGYoQICVCZKtEC5GNgx3wGokvILfTXV6HhoomFFq0FPsnzr5gYzCd4ZmJ0zx7IssEdH2Djl8cnn5TH6pPEuxrY4vRSHH5mhmsPOca/9meAvSTP7nnxJOFBq+rgTKbl0g4hHdwnK3mKJvqGrm7S7eovBxVQO9QlsK9x95M+7wW5pnwxuFpSwMXGw8QCYe5saCX78crTn1zkxJmaDKMt9BcSCjpYr78sD5V42RwrxI2UGOrpSvcyZA6hDlgoVBfPs3ifhLFqATjacyd/8KhU3kn849PrzlLNHA6XKVGRguG+WXCw6HO5Q0rPH3cDUclwiSylWsXAJctQTSuI5meOQ/scUkq8uwMy+ksTW5D9v6jFiOGRjv6tEQkJJo5QzT96hWyUCw6Tl8oMxnJCruZo6Hc7pqekOTfowqfWBfH3WckMjjzmS1NSe6ZvQrBPBBMmMswDByg0LxhQcydx3xwzFfE9dWFFIfaiEayIZThgJ+CHc/yd+UVPFW9il1zMEZmhMLdFg/GCo2b83xEx/Q80RGbtQDou4vzWadL8yxBHu+fecwLQ5JjviSfXznAj/JLCSnTFbidqpnLi4rxjwzjqfTQY3ueN1VcxlN9i8sxUYXEpmfRnouWPEGha5D1YgV7xqc0jMPxw/z/7L13mCVlmff/eapOzqdzzj05B3IOIkFAlqCiKAZAjLjuT919d9V3g7u6rqtiYlVMiAoiSSQLwjAww+TQM9M5p9Mn5zpV9fvj9Eyn092nu2cA9+V7XVxMn1NVp8JTz3OH7/2915rXkkhHc+YI9YygxG9idUGaQ/7/t7Mlbzsli8SYxUkh8LCJGeIqTY5lNOoreT3zMmOpiTDouuDc0XfdaGOP5YwFRwJPNTLGSS+JIjBIet70iYWgMwzfDWuY5RDXLBeskxzQbyA0kmL1Gp2L7Mewtu8CQHVVE3E1M2yqR9IUmrt+kffvCGDl4O9Zwe+5puJGfl76N/yuNWtZXN90iFRqcTN/PHYZkiSxysuC5ZpbQzpnWWUi6ZmRFGMzPNU1M3J5Y73GdTwzawPPydAR/NF7K08cnnjlx5KCFwdgwkCcSItXO+D6kkHK4ysYbV28FxoNZdhR8Q3OCXz0xGeblF28q7qOX0+LYF1XpxHrbWHwjAs5IM+dcbBr8MkdCWL+FDo6iiFEYXgUY+MajL6VLHc3M2jt4Ec9uRyS+aHpguPiMY/3wJca1zCExF4fTBjSC88y9EXhW20FC95vMbijooiR6FRn0iJnlYfk6lUIdJYRw1TroD7Ziq7r2eCeJPFCumnBnaZPPgQPd4LNsJz31yfRBo+QSMQx9u/l0xXF7NLqeCmPhOYyDxQEDpMCXFXL+Fnb4ueuw36dyqo1VKV3ERwd4o46B//d7gEEafPYCR+k2lzNcHp+Jb2WVIYLrPKJAEwDK+mgnWOxY9TqtXgqTIx1J9ElSFRbGXJJHE2laBnIriuJHIXwc2FY0k7kXgwmCeeyNDvNCo93WVHUUysZrekCq81GJpnf71gavoGqRKmxVdC269NTvnt0JJBzH5chex9fjiV5cWTSwrxoYz43DJLOjXXZxvC/62TGHPMXs4Kl2cKoojCYSjOQSKPmVrk9gZQq+PZRuLw6zTlFBgL7DScaXZo9OnsyS1t3H+s1cKNZptmxkPVJ8FCXwG1awQdqY8T6jnC8/DfQ18vW/j4uWL6K+0rqGcyhknXi2oTEL+yFOG0qH2WYHdFSdvVPGwc6rBjT8I2mOavYzdrmKPf0ZAhOW35Gk/DT/YLb1vTx/ZIqEtMck2RxGQwPEbPFeCbxNO8ucbIxuZU985Yz6pxXLlhvj+DRM8So5L/aF/ZOXFwSpMT6G26WVC6vq2d7ysOLQ4dQUXEUO0iNzh61CrUauO70NIf8b1BG7y2Kt52SReIrLjNj68/nQHhmlmRL9CI821dSKy4gvWqI7sq97E3tYGVPy8wDjUO3eHjU+QH6grml+95MpCZxwDVFUGSRGIqfOtpHShX8rgt+R5TTSuAd1QrekSM4LEmebPwy+9IVHIo62dsDa7w69xr+dVG/I4CVA79D1PwNAJVuM00FL5JchEiMrkN3t51UKozFtfBJJaMJXIUljAz3UO1oOsEzdxaZ+aOSnqHWUu2Ad9v2Utj+ZF7HH6l9F1/ryl88ocoBxVoVo61Ljy7uP1LIqsZzKIi+DEDEWEh/dGokcF2hoHBsP6zfNH9hu67zpaMQ683WGXk3REkPtWCsqMMaW8tofxKPZmaPKD4p0tkfa5IwtRazvBTOKQvx8tBbf8HY6nYgH4hjXuEAJvrDJFVy8qyvrWukcHQvqqrirlrGgfySv28I4hnBPa1WGlwbuabSR6C/k+DYKI2MsqWpkQeHCuidpQWO0wiX2zoI+ZN4Syv5XsfSG84+0ye4pWk9Ut9egv1tfKRpHfd1momZAid8kGK9mL8E5x98h8cyXF1mxtc5rsAVrMdr97LCtgKTw8ywO8ordjsHRiPEQwlYeJnbFAwoGlWywFttotczyAPRAtr63qBiC8BksRELB+fd7pzNB9gXzz7UZCZ/w9AmFBKwIGreYnBrIxQfsqLrOp9cl+S/ptFunhub+aAcBgmzJDGWnntc/KkXDjgy3Ly+BwMykpDRjCYeanWyFGM1lBbYauvZqo2xXRTMm2mUhc4yt0RLUCeUFtzd6mBL8RbOMfcQ9GVr93RdJ3rkEDd0tpFcvYGfOUrnbG57nhIj0X2E0x39NK7awIMtiRPn8d7yQmJHss86PJrChYPzywM80jPzPJMq/KpF4j3OAPfap2a8wxYbJiAjsvf5D/Hf84FqN/7kcroj0+0WndNKBVtdUTxqGpvqJt5aTDIksLuMCCn/0FOBGaqcAwgRZ5/ri/wqcTpXFnXw/9klfjE4RJfWhWfAQ1mxeUZvrOMQ7RaurU3x8HT1tv+H8LZTslgIOBCeKS5tls24d2WLmiRdwnKoguWHKjin6grM6rtzHkqzl/Ib402k1Q0UJcsotAQYS751DJ+YmNC3z6R0Cm068/TNOmnYMQI2g5GNRWV8srN4RtTkY8WHMLcdXvTxe4ov5dVRI6DyzroAyeT8QgS5oKln4PeHsdpsPNO3uHMJmEpBDOKsFCTHF7l4rcJrM6I1Oh8qG+D0wdmzQ31111OY6MI6/Dq6ycGv9CvyfmYlVrjYFCN0uJiToWBSVCrjjr0OwJGK6/lp8kJenNTp3GOG8w2taLKV7+ZR2H6730Bqfzbs5V6dJBNtQXYVYNZWM9qWHSBCEqQ0seTzv7pGUNfvJhhKEQ/B5WuMpIoz7MxPROzNgQ5XKWaiWpzqcH7X/3CXxNaSTZxj6eMXfUs33E8FOsLwrXARF1QUsUF0ERwbJdDXzjuNPejNK/llh2marKbOR6vHCAyM4fR4+cVw+aKyZrnwizYDn2lqJtTXitq3nzvqGukxTsgqWRNFeRX3BuIKSvFEtsNzuI6PVX2JWLcR+6oAbclBXhvIvyB/PvREdc5Y7uNFSwFPdVrR9DfOIQEQJiuKMorLBOE5bs+g/vyJf6uzdPjOBSNZpySUWvq7PxcKJBklnq0ts87iKFxS5OYs3YycUFFCCqmggmQQyA0FPBAL0xqbPfq1vkBneHiiPslXsoWTET2P6hakkRauqPbyeA5jfzLeU6+xot9LusjEH1IRDkYSvD4Ku0U172sox+5rITXOc06nUki7X+OzBQUcXr6Bx00z55BKLcPy/a+RkmVe3XAmLcLEh50quzoy7BnVqZpkjkqyIFoX5ZE55LpDaYFxNInTqk2hcUVlIwWAKibGza/i9/LRmk/xP8cqiCiw3C04tzhBKQlsGQfJ9kKSfonJQzIZTnNJk5tnfPlFAq6pTuN2PYcOPKFsZVjR+GmojhXWv8UX+wCXS+/jgLeYFYoGs6wfCZ/E1hrBM0aN2BukFvdWw5sn5vy/ABXWEj7jWs1yZ82Jz1JqiqfP/gHDF+xELZ4I37ksChlpZoGZ6q7lXuk9aIbTiB/xEvfrrCl4aw3GnYk4kZUOhlfa2eXR6Yue+uLYiuIYm1f2ceb6Nl4YgG91zHRIzijROSv46JJ+53XnRXQHksiS4MyK7Ys+jt+/GQC5sBZ1kT0onhowIoQgImW9Gm+Vhd8HZ9Iz3tugstEYQmi5w4GatZB7M5dxfeRz/LT+W7xQ+Un+pz0/Q1MSOh8sD2LoqUDLLP05G0wSl9r/DVlPMlhwBr8VV/BYz+Qsic6tlaNEQgEOrt46Z5QN4MykTPkL2UJxR42KauxGjYbpDscJtk0rbs3RtXkhuKgCzo55CA5ODLzgQSPX2iTWF7z1pHaP40MVRUQHsh5o2p/irvISSs3T408zz3/nCHyrp/ItFRDJhRcG4DsDtaQqNmKz21EUhUzvfm4rauOK6on35WPNKQID2cBRt7khj+vSubBCJz9jVvDDTjfe4mwxe7C/HVmTKbFmJY311PzO9XH0GyfOWY0ZCB81oyYlRNgF/h5sC5IHnx02k0yXP8nPogX8qSN1SjqqzwdtnJZZYZ/7Wai6Munf+ac7ZTVrVoZOYpfss8uzioCTYdIn5prZXAuPLJNojxAdiJOKZa9Hy+goxyK8e1Di/xSXsNw189kaJFimTnTz9BQW83iO5p4Lwabi7DWYAx2YzBae6J37/juNsFq1EB5OkWyLcEUf/GNxCcvs1hNiFI9n1uGtapyyX9jvp2r783ypay9r1Yl506RrvP/IDuKxGKFNZ/KKbCMgGbjbU4JrrZMPr9K52zfM/mYT9mILnjUSP+yeP931dC9cqExNkx4vgE9PcjF0dEgm+EhpD19qCnBrkUZlr5v06xUE97pI+nOvO6cLc56+rU6jfQghHWPQfiUt476+BLxf3MdG83r64oXsGBXgnDs6GD5g5tb6fH7zfyfezpQsATcZivnwvj/xUaCzqIGnK1fwlBaiNdpBJx3QBKs3rmN17DS0A808d8YtnKklue5gtk+kUriSH8XfQaH9bPwHs8Wu8WCamsY5fvRNwI5glB3ByS/+qTdamhr2syf8CJIiYTb+X1LKzKH60eIWzO0HF/0bKjLb0k2AwoV1MkbxFxbD9tF1Kz29GRzVK3klMFOuMF8MxsFTX03vwFGay2sYKEvT2jY1klnvgmUixivbN7HH+CMuWPsqjQPfmrLNror3c+9hG5oOh/ylQGne5/CxxhRFY3X4pnuAi8S5y3bi9b1K1FrFI64PcO+RqbUiH21OEejtwrJmA0+Z5lbkKdDg6m0R4hkdk1MjU9BF+vAeIlWNeKUCPCsEAXOaCCopIsQCi5/eziyBd2puRttnmhzBfWZu3JgkpescyU1tzx86fLC8iN+N+EloJ6fI+OlAmNsrnEQH4qTjGdyDKS6uV/n1eGLXaspQvua7VJo209JyGr7Q8dJLnQ81KXi1MPcNFi24LuqNhKYL7u8w4DSu4n11CdTBI0RCQUrYxefqa/hTsBSHEuD44xmbRdEIsgp2N1aGuNywg0JlgJu9H8zruaZUwe/81VzrjBOLhLHvs3Mu5yKXyAQMXvKN1O9LqVw4qa7kOCLdBgwlsLLAPJN/vwCsLrVxntVP0ujm3tYUg+GTqlSyIKTHJblLLDpH5thOmRRwyczSnyInMtlrC6ZzUWh1ap0SzS6NKotCoSTh1EwYNBkkUOQ4GQEKOmldR0NH1UEdbaNZS2ArdGDylDCKG7MmSJJds2N6brpuRzLFbLalrunYkwpnliQ4Gp4qjHJ9Ldg6llNUU8Ng/Chdxpqcx88XstA5W2onRoh4LDvHXFIJT8+R0b+5ViF5zMVxPqKuQ7I1QmWjkWOx7MTQH8vWx11S6WVlpp1IaOKlCXR3cW5vD5euXMPPCmp4f2iA0OgI3uoafmidSrd6yujEWWXjAy4fXb0h/jUjqPLnV2ReaRcMGaYKhZi1cYEcMjQaGzldOh17xIlbL0QPFhHtkxjL836mWiN8paSA3kKZ34yMEVNzz9GXVUOR9xAALxpuOPH5De4ReoLDrNe38pNemUQGUuYUMLu4iaYIyoJGVngzS19f/grxtlOySBQH6zkjlkJ11yKHuqn3dXC7r4PbgfaSJp6uWMaTmQCHIvs5xH4MawwY4gYu1y8BIFm6ie8HzsNTcgb+16cO0DLJwuzxl/83kE5kDWlN16ivCHOke2px8JmlcF7oD0v6jdayq3llODs5XdPwKpnM4maAdOqdGL2VfLt18Q7JiXNSiykSPQzZ9vG74eZp3+pcXxwgc6wcgSCpmPhz5zkUN+zB1f8CAInSLXx95LRFdQx/R5XOGlWnp/PkGC2NjWlWjv4LGcnE42Wf4b+Oepi8uF5apZPpPYC3uoavF9TMehwAdJ3PH9aJ+5Ig6chNfaQPv46+bC1x3ximQoWvDUcnZdPym9pkoc/IbK0ugGvNDkYPzM4vUf1GapwpjgSW5qDfUlFESUuMLxS5ecGr8sJYeEnHAxhOpsGZPS8hgdIU5ddtE70ctqw/xN7oMKOJJzBXP8e5Ky6n5fBG3leaJNx3DNVbQEY/eZShU4mIAj9qtVLn3MS1VX6CfW34B3s4Q/QSSEw4BcOz2PRX1Wj8rfVx6np/j9AUdNnE1rKbOBLIr49GfwxMxW5ikYnnpo6oOAtH2VhRw56B+Z2J/SNprql04mub6pRoiqCksIxaY4pdeZ3NVNQXWDjPE2NVQuA/WEBVuYn6AkHndL3VNxAJPbvWFZg1ZiNq3FhaSF30LmRVRlYNSKqBX9mMdMTnP+9MKonBYEBW4LQyaLKnKZXMODUj5rQBkTKiBCRifgUlqTK1j+FENnnKiixtpaxMw+iMEkoNY/R1IMo2ABZ0dCIZjZmaZtASTXAxswt2xDw9PNAzdc0wSLBGFoRCgvQBG3bDBrauUXA1qvy2a3Fdv6vsEjFnNZaMckJBa7XUz1FnFd05iu+rHFCfdOMLT81UmJY5+fPIyIztn+0XvCw3cUtDEnXgMKqaHceaphE/tJ9brK2kkkmEEDxduyqnjHBEyHzfXcqZtjgfKfTz+3l6PR1HrV3lMTH1HntTCTJA1Vg9haYt7IvYORyAv61WCffJC3bvYiMJCkbgs1Y7Sq2NhyPhE47ZcWxyjmEwPkVCruCZiAvQqTRJXBj9Ol8fjHON8i4S4761P5NEFnbEHGt08JiB609X+JcA/L9W9P42fWuR6Imcy1WHr+Fa/ptv132fww0fJVmyAR1B40gbH9/7BI8c3M4f4lZud6+lylZCta2aFcF9RCvO4Tv+Cxgu2kxfbKYSj0t921cc9U9EUwoLZ06EdxTtx+Q7tKTfeMl2McORdLZZovnpRR9ncLCaVyOeJZ3LcTzeI3AXFBOOjtDgmToO3t+o4okXkY5MvLapgMQu+UoAdMnIA7b3snN04ZNYvQtusLzOlUN3sGX1IotiJsHhNnBB6rMg4Nm6L/KtrsopfP5Gl6Axeginx8uP69ejzkPb+tSogcShIADWNUOI4TasK9Yx4hvDZDLxRKx2Br1vPqxz2fjHWo2zyyc+q3LAzS4LvgNz9BRw6AyXJpcspdtot1DVmTW0Yr4kWzsUvlhWil1e2rT8zmIP0b6suVWwRuaHfRmOL2xCaIxoL5/YNqWm2Bt+GHvttxGJYbwVddzra5zRJ+BkoMQKd9UPs3ox4mN61lgtNOaeG7siOv/d5uWIeyvekvITCkHHMVvW54lewStsQLdkxRWEmuY088LGfzoanPGZGOuk2pqfSEQ0pRJ35s6qOKRiXMnhBZ3Pcaz3atQc8+Br0dAyOsHeFJcVnhwq2GIRHpf3Pa6SlQsNwoC+y0tmr4vUARuJwyaW2ed3Eq+q0dBUBVe5mw+tO4i74nGOWB+EnRYiu2R8B3RGj6UJDiRR8tHuPg4NYgMSwb0u9IPNVKfPQTHGSDTuwbsyTUCZ+b6WWODyIjdGc+77XdRoptdknlE3cH0txI9OGNlaRhDca6LysJlPlPXwngYVeQG0VJOkc12pj5+2mflxYAWJik14ikpJxyNcqu/h2rqZkf8KG6Ti9hO2sGG5E9MyF/cEZ5fjS6pwT6uFl4yb8JZPDTAlEwl0Xcdd18Auee7nuN1o4+6yCt6x2cy19TBfttFpETNkga2pbCBge6qWH7TaeWUIginYlxHYyxefjU4nMuhHwlwf0rm9WcFmyJ5bowtK3b0IobHbeScpXafCJPH3fJUDagVnGM7gVd8EdT+gGbGXzH1dAoHosHBd3aJPdwo2FcMNyxfequDNwNtOySJRqgcocZo4MJzgW0c8XHH4It4R+Se+Wn0vOxs/S7jyAnSjjabho3xy7x959OCr/PeAD4PNw/d8Z9Lu2cxvO2S8OSIs5qTMqSzS+2tAz5AD+XifimlGwgXlGmcFlpYliVqreCGaVTq7pnEfaWV+Wd1c0LU6okkTry3ObsgBwRG5FiFgRXgXhfaJmN1Iwkp6dGZtSHtbA5HK8+mpvZ5vts/dsC0XTJLOh4s7uHjsF0i6Ql3mqaVdgYBLy3+OJTPI67Uf50ejKxmeZBTajTpXOToRksRja89kdJ5+JOcnZAr+kq0jsS0Lkoj1I1msdA5nqwV9BWsXLKNdYDRwXdxMYr+TKw0S19WpOI1we4mJwL7ZnQ0dHXl1jB/OUYCZLz5gcE41jnRQj4T5vO7i0qJ5FMjmwB9HgxxoMlO0zMoOKTyllkLXJXytH8EkmWh0rabKniWY+FU/jxQ8yr3DzlOmXHRpRYbAYA+XWDqxLiDuUm018xVPMbVH49xaOLdH8+pwti4mXLYZh3PiXflQQRtX1cysF9F0wb931PBk8e3ohqzBtEpvzf/kAJMz9znFtPz7z7RKuSlKGZ8dFkJfmoTn+zXM1VOX+Ko+I8uK3/gu18fhH6fR2cXsg2xQzHQYSgzzD5iqoqP8oujn/I/hHn6dvI+XEy9jZZZGgZt99J39KtEz2mCzD7Mjf2ct6ZfoNYxhLDXQGniNtsjMuaDBDRt8Gkpq5rUICULOHu7rnDo+DJLOGgmUHMezV6n4x0awDOzmE2UdOcdyLlxfC+XJWj7aYMBqgN92yPx3Xw07pJVYbHZemqYk2OyGRAb+yT/KQxU60ZVOvj48wr+ODDM6j2oYwLEgfKuzhEDpZuyOqXTcYGc7X+rcyxnq3LzQjJD4iaOIfY1FfHyjoD5nOaTOukJBgTazCN0wXnw/Mi1J+WCXQK2JZutLlgAlKvAecPKl2qzz+M7yGHb7H9EQ/DG5mgqTxD/wFWzpY/xpsJVqdS17fBO/2R03YiqcP2CRHJXYLARltnk3nRMFZjjX2IFkeWsKmEzH207JImHs28VlqW18qGKEKxtMVLjN9ASS/KzVxA2HTuOSgdv4h+Lv80zj/yFceR4Imbh9Hff61rPLupGnxgvNbNOKie0eE5pIUWb7fytlNx1KRqbCXoMkJFTGOLcc/qZOxW3S+VjBXoz+pbU+3VVyAzv6s+HgYtsiOqmNIxK5mAHDyZVxfqpX4KpeDqkoVxRORKeeHlD4qpI1OG2NTmylOq5GBWtJhue4iJ+m37HgZk8AdzaGuFF5ACmR7X1QGnqcS9a8gtG8uOlh86p+KoIP0l52Fb9MnjVlQgadj9X4iUeCvLrxbI5Ic0dvSlTBZS+F0VQdW7mKahnCMNJL37hN4ykq4dGehSvtfMJdQMyXRNN0AgfMnJF2cmf5GLH9hjkP5d2Y4t5+edFiBpPxgiGFzTuT3hH3p7hEl6icr/HyHHjaF6BP2kGR/wDXTYuGbljWgSQkRtqvo33vR9noug5JSFTbziUYy4+2tBjc1y7jql5OyO/jY/X50dTO9Dq5JWQi1j0uD5vXkBQ81CXxY/9yDFXrMJpMhIMBikZe567aQTYVT906osB/DKzm1arbAChPHJvFEMqNTr0IbYWGsE4dE9ICxuSBmI6jcOa7EOmXELbZm3zOhXAyw167giRPnFdoMMVlnjcvWzIy7iAb9dmdkp8P+vhBUYrHq8HizBrunnlMFacR/IzMYLp4ZmmQ2m45yOPa/fxKfJcfmv4Z2biw9zko+/il/ktcXhenFc68lj0+HUshSNLM4xYtM/B6xjmj58j1dRA/lvv9i3QaaC7dhNVqJRzwZ8dydR/nlOfcfBw6a7AxekilYK+Rv3cX8JkmM59ojrF7VONPyWUzxB+u8g5xWmo3n20c4+yyCK9lRtAXLBgieKRb4hehFdirVyFNymQEerrY8PJTfLH3ICvmaaLZIpv5VnEFGzbYuKEpez2bigW3N8X5/PIBzq4+wO46z8yrTmWPOzCjbYHg8TETnlVLkLmXssdUk4KhuAeLDNX2ISRphG7nzSQ0+CL/RkCV+WN6LcWihJHo1KDFPr9AM+dXIxbaZ+ED1UvRtdf5YOUoRouD3+7zLeE4bxze5gktEn1VF9Pvj7LSmqYk0salyWFERQ1hexWHfQpHAvDrDhNPmldRYV/JZdU3EdfMPKna6JwUVTebNJyrjcStKoPE2ZWIs3NEnHKd9bcOdEqtguUeqLGmqDcFqZBDlODHkiinOGPFOTiASfsSelLiZ3Wf5szh+5b8q69K6090lTWIxCIL3CEUKeWRnpO/yP+408lHi7yER47wzoZzebJjfAIX8KQvyJNke5VIaQhE4HJbPUl14U7EBxtS3MxjmEf2Tfl8ue8blFU+yzPJrzA8kH/Ku6xSYuvYZxlzreEh0zU8emzqvflIc5pgbwcDZ1zEdsM8ISBd564DKvFACoNVJ1PSSfzwLtS6lSiRrJEqEoJ/K3GTtmX4iS9O57itW2kX3Fg6ymvxIl7JkQR7KBXhhiILMV8SISBlUenUPaxbGSPaYkfNoTzmrTPwfFqjL3pyAgYvjIXZa5D5VHMRydYJI93qMnLYHaR/bI6d54GmC56IN/EuVw+uoV18umkZSUeMXf0VvLxvGY1Vn+LwOKXgL6+dxrLqZvZ0LL0mam4Ivt/u5FM11QR6j3Jt3WYe7pp7zK62WkjHJ0Q24nr+YzGpwo/bzFxRvZb6xDFi0QiB4X7W0c+5zcv4Xb+bwXHboDsC3xw7g3+rC9Lc/yBbCzN0hvNbHkuMabYZdtFf3k+xpZizDp+FQFA5uoPmotNp9c2vGHB4JIGlxEh02jMXuqBKT2IzWYinF0A5GsfTfWm+0GwneGTCECvuMVDjNdMTeOML3vujGkggzaOoFc1otEQSaJoBR5WK7pgaEV9dAOdaighrOq9FYrhtSQb1mZ00XVruLJZPTNpWh1R0YbSeUYZIkeJg2UHWRYpgmvOTUgUvWQPY1gtqDGa8ihk5IpMK6nSndlDsWYMQCsdZhgZJZ40QhHJkSWCcxrXPgcu0marVUXr8RwiMDtHEEFsb6nkyUETLtJJIgwR9skptow1fewpfaxITEoatLlRdpX1aXOCdlVA8upJS40qSIoYeP8q6iI+tLjP2glJiBhe+jJnuqExLcH7J2ogC32u1s7pgM+9wDxMYnJAQC3a08f5Mms7iSn5iL8lZZwKAENxv9dJUb+fTzh5Seis79B20pdsgBWvkj4E2NSioJZOYTGYS03weg6SzwQ0itrj12lWfQU1JxAYEBpPEb8b8XF2rUuh9FYDnxBXcbH2d/qiBn3ZlqeUfMN/Kr/qmziP+JChyfhaHrgmcIzbcptSiAo4faU4TGezjJcMm/lrYN287JYuFkGgZSdAyAlDD8pLlrLUmadAGcCW6uKyyGKxeIgNtkIQD8U05Oeg/ifjoDE9W7/jflSGRhE6DS9Dg0qkyJag3BimRI3hFCLcWwqmFcaWHsMb6kAZ7EfMYHTeb70OK5tHGeQ4EnCsIpGXevULGbEgSjXixWk3o+sIiKLHYB4kKDwuhJ+eLeEbwitrEOmkXpQPbOLvmXLb1TI2uTG4Y99sOmVLrwsbOlTU67zU+T3H3n3J+747v4d3cwM7V/82uw+Xzzmkmi8Slpi+Tzrh4tPBjfK9lqtPxzmodtXc/8oYtPGqePxT9hX6Z+NEAOjrGFf1kOg6h1awgPO6QFDrKsfStYDSZ9eDvWOHlKXuQ5wd1hIDAQCenl6R4hZmZrEORBENGhU/VejF74/znQJyxpEx7seDKVT70jtITDSwBrE4jvYVBnm0/ucnlYEbln0eHuXF5Ic296SxveVmCn08qTF8s2sPw/Wg1H2ssJKYc5SHlIdY2reO6wJXcf2SqsXas17uk38oXGU3w88EyVhaUsbNn/kVyeyTK33hMJIJpTDYDO6KxefcBcBt1bmkQFKsysmLiy/7lvLNKpzaedU5Cvcd4l8mE2ryC+zrMJFV4fRT+w3gZl7qLcRpU8l0erYTpi/eh6RpCCChqhFQUIiOcrR0gYF+JLzZ3lEnVdPz23PfDMFrIJdUaj7bndTpTEE5m2OtUaJAFmqoTrbfysJSiZ+zNUeAKpcHgMCDypKTFV/s4kDLybGe2J8hxbPZqOHZFcSI4bYWduCnO66mZbdsdWu55ZkifSgl+cOvXqBfLObv1emIj85/bkJ7Nru9M7mSlYzUuU+GMviuPdR+fK9JAmgIz3FLaDWmN3rDOmWWCVwazz3yuLMlkaGmJ4B4XBdYt2FeG6fEdITDQyZlSN7biLewanRhDGU3w/bY0K7xprthqpGTMgZbW+a1/ppPsNMIFspOx/iQIeE43sjtUT6W9gc0elS2KTmnaQZ1Is8YY4SzHEMIiuGe0nkRG5676Udq1Ih7tnjk/HvJnVSAvrymhKd1OJJj1noSuY9y1nS9V1fBA/Rra5siat0kmvl7SxIXSAG1dkzq7JtvAdN6UbXVNxWy1wiSn68xSuNwlkThsJhhb+Lxqr1JJegdJ7a5CAKLBwdhQjJX2EYT0GmHTSg4mrdyifJfvBbIiPSZhQkpW5uzHExcaoCPymOOjZi+hwML54RdV6mh9B5Cq1nK09a/DIYG3nZKThqMjCY6OgCSyzb3W2sLEBjvQxmU+V2pdUF3H9qGpWZBsZPev2xERQqfemXU8qs0pmkx+qiQf5foI3swQjtQw5mgv0ujMgvWFwjr8+pKP8WvDTeyz/4A+pQ8vXiw7LuL88y9F548LOs7oqAeT6RR4JON4fRRWNa1D6ttL08hLiJpzeblntrSvmFK3MR9WeuFvTK+yvOfXKAXLUExezIlh5FDXiW2UguUY/Uc5Y+xOqpffyLODHyAamn3BPr/xRRxj+3m44V/5xrEiJo/rlV6oDR/A2tjEv7vmp7tdHzFg2pYdL+5NfvRwP4aqegbGggAYZTPu4BoiyQnjynckycXlbhoaIzzWn8Hp9tDK7PyGMSXDP4dGKM+IEzSGXaM6Q3Y7H2juxz1QQ2g4lQ3iLYvyo45T957+bniMWo+ZW1ZYuKc/wcmaE9Ka4Hutdm7dWE6hKGRPcDfdli4+vPl6/tTScCJT8EbCn4Jtg5DPNR6KJDhEAmuBhCyliEZyBS10NhdLbHRrVOk2XkkleLoXvEfcREJZi2B9nYPHe2K4TCt4X22czOBR0uk09O7no4Vueq1NPNIteG5AEC/bjDeVf+Q8ZfKfmOcrTZUcE9UMqhoXGMMQD3BVQT/3p8pIZeY+5kE1w2oJpsdlor0ya0vG2OEqZGiujoOz4Om+NB9d5+SlpMaOwdmLlReKaquJazweClPw1bGZ1KncEFhtdlDzc0q+dSy3elWBQT5h0PWk0zR5UoT1mZRAqzpTZlxIMKwOTIkDDusDDOsDnCNdP/8ViKn7v6j9mWtqGvhl29xU1GoHBP0jULWBA70ZrhE7Ob2+lr9EiufMkuRCJiER2u2hqmYrHWzD5S1iz0DuQMaRABwJKBRYAlxcBvu6Zh7vI3UygT3Ztcxe42B3cBQE9Md03l1hIL7XSkTRABNQiNtRSteyCIkMNLgEmmxmNDF3wOZPPQKT1Mgn6nwEBiZOItDXwxUjQ2gr1/ETVwUJafbj/Fk7j/PrzbR0fg8dnaHQYZhGx5SMJhhnQVhk+FgjFI+YiOxcXIbEWqzRX5aiLlNMevz+Pp6IsKUYij3tCAGv2W7jXXTgi9bSHclGDy61XMqu/tzZ5zBmSgt1kmNzP3Oz3cj3xxaeMl/hhebYQawFxXx3nnH5VsPbTslJhqYLnu+H53Hz2cZagv3ZARoOjFGh+7jeIHCXlqBYC+lK2dg+Ik6J0s2pxNoCuLF0gGrJR7k+SkFmCGdqGFOsD8m3uILxNwIa8HLD50kHjfSn+0GATdiQZR2TuYvkAp9Dbc2L3N9ya87v1hfCkeDiJBwn4xdtRt7TsBHr4F4ah1/E3XA2f+xYAid2HC0BnWc9m9hZ+QN2RRwM+rIqIpfW9/M3sV9jGdnDg84Pcp38G0yhdiqDv+Mm18v8uei/6WifWcC7fFmcZWP/xZ/rv8B3euuIT6I/uU06l5o7EAYn36vILQk5GevSEuueH0MBPKuSKOoIWjRCb2z8unVospyHr39mtDc4mKIsbOPDKxPc3d1EZB6KgYqgb1rwvT+m8+1eF3fW9VJirwZ7hu8M6YuSWV4IuuMp/rlj8RFspxFOL9F5tn/med67p4wblt2Br/CPvB58nQe4h0s2vJNI77k82/vmKjLlg4SmZV/gcZTZ4NxSjSaDBU/CTMZvINiWJKbD6VvsPC1ixMotSONOyaUWB7uIEU7DD1ttVDk2cl11mEjfMaLhEN7wLu6qqeClRCXbhyDfckuXCWLmIIwHBIr0IrZHVPqCKQ5Xnc6K0ReR/N1cX+3ivs65I+EHQhpnl1sJ9M+ciPSjxVy9LMD/RKzoCwx6hhIZvtl5choeyMDVpQWsSxtIdEfQByPEgbMbnGzz59CXzQGDxYaWWRo/2YHE8TelNZZktTkOOaZFi2Jn+i+ZHQY0kdtBnKcGO+f+3Uo3l9iGgGrm8swu8vhIaFZ+0WUgntEJ123CGWvnXDlM4tia+X84B8I9Eo5GJ69laqc0w7ytOUFCM3B/p+FE7Yo/CQ90zTzGO6sExX1OguM9XmLdUb5aXcRzxhQ+PUqVz82YMnVMmpZnuK8jy/DoCMO3w/kJc6Q1AdrMQF46nYZ9r/OpgkK2r9zMS3NQe19UT+fsejPtXf+NLzFMqRRmeFJGTLg96H4/55bDZXaJyB7TvOvAbDC7NfwNScZSOsXtWQfZWe9kf2CEz60MYbE8hirMPJus48uZz/J4rOTEvhWpZfxmOHcPm76kidriDMmxuR2GgRoz/sGFycQXWnQuNbcTjyi8lK5DXeiE8SbjbadkkSgmjMMsE82hrnEc9/UX8DfVVmzSIGZ0Tlfb0YVEN3Z6wnGKQxGuBjxVJaSsxRyNW9k2xJIN2VONeqfG+/u/jEjnR6V4KyBl8PBk7f/H1zrruLQqdaJ4zyyZueiiNpLJRcgLiySpHIaqywQXF3ewrm4UB6VkUgWMRuw80StNkcXNF7/pMPCOqs3UhvZRPLCNmxo282CXjDpLS+a1BQKramNHaK7nI/h1pxkm6ej3RuGFgUqeLPtbPl7/Or8crmeg8BMUOaLcHPw+lkA770zfyOE1/8TLRzeTUbILs6vAwHmxT7O/+oP8OLCOrsjUwvYPV40R98d5autFM+Qbp8OtwfteiRFLqtjLNaKGLtSWfUQrG9ETCSRJYpn3THyHZjfeU7EMpoMWLl2R5qGuxb1LiQx8s83B7U2DdCWt9L/VhvqJtU7ns41+2jNeGkxZWtJtzWu5p3W6ASx44JiVjcV/w1VNdTwZfphnA0/SXN7OhzzXcv/hgrf8vHMcdzU6KAsYCB3OoKRUfGRgUlWYI2ikwAyPR8JcPf6Z3BPHYhEkx9+Zvih8p9XF6oItvMMzSmCgi8DIAGsY4OymJh4b8dKRhy2wpgBC5tAJp8Sa8NI3rk29oy9OccPZFA9swzh4gGsbz+Th9tkzBNGUilSgQP/M75SooMrn4l0Ngkfblx6UWAxuKy+mtC9F8miC6Qm28w02tpGfU4LRgppcWsYmoxmxF1nQMhojyQSSIZrTKTEo5hlOiWEOAQlp9rYiE/sXzXRoDst7uLy6mj/NopmyqQgC/Z0YqtcSH+9t9FCXjEVexlcqbYxFFmk4CjAXNbF9ku6LWdaRRtuRkwk+Xuxhu9bM66OzH2KTMUI8MPWmRHtjnA54qryM9U311ApqLDwYCi4ySKNTQDnl3iZ0EcFm8xOPT0yuYf8Ya155hs2r1/Mjb82sWZNt6gZOq/8CIvAISH0Ma6tOfDfiKcLa2c6lhuWEWhYfcDFYdRIrEtx9VPBPy2US45ms180KBWaodPYjRIJjzjtZK8JoSprtI4cBWGFagS9WwGxO6qGgxFlFcbKZp9lhBOyyNGvTxumQhM41VWm6lAZ2R2T6R/+6HBJ42ylZNL5q/jl/VxPjVeNZ3DO2hr3DMyM/o0l4wWejum4/u1O7SUTez2WWQ1w78M8ARKw1/LH0E/SpXsyJUWr9ozRYZZxF5QQMhfysLX9JyTcS/XGZ/orLqex5OG9u8JuJgHM5Dxffyb8fKSKlTi2NMAszOoutUdHJJUxS44CoJcLD8axssdvk5gPtX8G5PMEv2xdn+D3dJ9hSvIHTTIdhYBc3Vy3noWEP0Rw0k3cWmmCnxpUVhXS4BQ+O+POe1ABeGpLYMbqVlKpz2O8EnByu+we+WPVrvH3Pstr3fymvPZunI18gMKrxjuIfMmxay/3qhWybJjH54aY0wf4uOs+8aF6lLXSdLxzSiQ0nkM06iaI21KO72Xd+hrUBK/G+BC6pHP/h+RcaJbUwPf/cEPyobfHyqSZJX5QTOh/Wumz8TcLMq24dg81PsL+DQuB4KbCZNJA7Kr9nVNAe2sINq8v5i3iA1kgr/Ybv8b5NN/Bsy8opdUoLxWmlsGOWyODJxFjcgqFjdi8x2KNw+Wqd+zoTOKqLiPbGSMczvLumgPuHplIhsnz3Ys4qK+Z0Ux+BkUFCfW1cKMtctWotv+k0ztnZvt6eoV2foKWKVMWU7//Ykea99esxD+7D3bed82rP5y/dEya9zSSzpdxMsxShQZHJ+AxA7kCXP2HntblO5hRDA5I5FFisHhOPp/IfOBnJRCqxNN7gv7cmOdFgWEBG5P79otV/xlFjRk+XkEl6yCRdDBtmT4k/0/wzzqq5DFvMixyxkPLrpOMTz8PiNPBC5f0zHtH2xHY+4jmLP/VO4xKN43zXKAnVyv3dU72eKyoFsXYZFiW1Ap4VCj/qn2rGpVTBH1JruLo6iRboJDYPw9hvkHFWt2EZbJ5SRwcQnOaQSAbBcGmYXYuqUdC5o0ki0+okHFIAGzaxifI6Fd3rZ8DfTTKZ7WmSPLiXTxX0zpk12ZFZCc6VoOgnppzNZh/nmR7jVbUQYc3d1HI6hKzjqNKQCxTICCLHTKgKyOvi/PcxQaNLwuSXSACOEiuPDvr5UHMal+s5AJ7WL+Dd2m/ZrTaisxuAM/Sz+XXf7OZ1d0QnXTI/NcPVEuUuu53+ZpV7u+Z/ZzRd8NO242Ms1zN66zspbzsli4RJT1PQ+wxX8AyvF/wHe6nOud06T4LnkrtJkyZcGuGBozVcXn0bW3vvwZnoQZIl7j7iABw4jbWcVgCNxiQOUkzrK/uWwa5RnRti13FHzZlcqzyOu//Pb/YpzYrukku533wjPzxs4/jMNTnBYBZm9DnkKeeCQM/JRHKaBMokHX4dyEQlKg0GpnBQFojXR2HIsYobinsJjBzlk7UNPOYr5NCUoKNOYcrMGArRgTglA/BZqw211s6LqTi7QxHyoctPj5r/tsvCQe+tfL2hgVVdP6Uguo0bpJsYWP5urKnDPOD9Avcfmep0XFABev8BtI2n8aRxJrd7Ov52yEDi8Cg6OqZVA4jBHvadDa9Gd/GqYRcfrruDwoEmwnmko3X9zZ3crqiCcxNFvCipPDkaPGnHNQrB9YqV6GictaNweIULb3nNCWUbp8vNT7vmvtfhNPxkTwU3NN/BWNET7A7twpSWGV2ivXuhO86lHhO/6DcsybmZD88Gwtws5FnX10xaY7lkAxK0O6B0/PMVc3DeXxmCV6jkyppKGpVOwoExPBk/15qG0auW8euumY3uAAqkGM/HuwEwy2YS8ZkStL/vtfDeklqEv5v60W2EK87GaYRGKUBDxoQ57MTf7SSo6UDuDGCy3Mx9Iob/TZRlvH9kjLvsdlKxqYZrOpah35x/9iaFCUVRcJnIWQS8UFgNENeCOb9z2Q6h0gJk5wMDsCe5EmbJHOzXdrLfuBM8ZP+rhkJRQrNYTYlewfP6o0TVHBkhASOGVlYXFE+bj2FrCQQGupCq1hEKTB5DOlslJ/7Y4hwSHZ2AS6F3cOa4Hk7A/7RakMWK4+UVs+KZYRvnpg9S1ezCfLSUVHz28/GuNPBv3Qt3KA2SzmcaZRytDuKhiTEsdEG40wCdJbjNxRSt7KVvqAuYyJpsWb2eH86RNTmxCOs6fyd9BzV+iKamTzE60oLNupZMIneQxF6mkalN0a6o7A8aONSp4TELrl4Tp9KgcXeXAVWHS8s0Qjuzhv5AiQH6dJqcQ0hSK2OWMxnNGClP/JEfD2cpbFZhhVTZDLnlaSedf7G7OU1olnlhIWh0CUqMYaBk3m3fTLzdp2SJSHqX8dOBqlm/d5n9pMfzyg8kHyDSEOHJARcPe25DB2KT6F8RBZ7rz3ZGvbv1VMtzLgwfapq6GA7G4ctHyrlx7DYeafhnkiUb36Qzmx17az7M1/UP8MNWO7NFb02YFu2U6Og5j+ow6KTEpElk3Ii2nQR6TF8UvtdfhbN6OZl4mLMy+7i6dsLLWFMg0P1To0PphIp6JMxlIYnbGhbPQzoUELy37QIer/tHYvYaZD1BafhRHiv7JN86OtUQrnLAyuRhXE3L+JFj/oaO10Rl7C9lLQXv+hjG9Bj9ZQGeS7yW3UBAwOziV0aVgg0ysmH+eynNU7tyqlBpF1ygu/G3x1nbmuLvS0txGU5O3canS0uIjlen2+sc/HEwyrc6S5Cr1yFJEgcNzfNKdWYheKDVgr/1Ot4jf5hXepctWUXOipPUaw7u8Mp8aXmGkgUkmZqL4vzt2S3ceXrbvNsOJNM4yueWkzaHzFQ54KFR/4mu2tGeKM1zdgYX/LFHcPdQPcmKjejCQDqVQuk9wAddLdzcqMzIvumGEFEl64HV2GoI6jPPK53ReCJcBSYbkqZytT7CuxJGKg4XEDlgw9eZQpuFigmQqLJwrxbFH39zdeJjqka8ZuZDVRWN9xTmr94WVbPhgool9OGZjGa3YEjPXcsolJnex0ByYXPgmD7Cq9qfeVS/j+gcFLWnk09xYelMzt+59mFsdgf3d03Nkry7RiK+sD6dU+BZluHx4bnnlXz6KbWHdVIVG/m3Livq6jhGs4R3o0RipQPZOGEi2gtMvCoiC3Yky23wjw1mzPttxIOzj2EtJUgfqKa8ZMKe0nWdxMG9fKb/MPMWUwnB3fqdCMlMWfmjxOJRpGXdM/usSDreTQo7ilP8y1G4v0PmkD+b4Q2m4BftEl87aiDLwtQp1VNIMphsBu4fHuPCCijyHABgm+WDXGZuod2wgXA6OzbeYb6MV/zzq0sGhA172fwRQqk5zUNdS89wnNfczZjppHV5PmV42ylZIv5ku5q56AoZZwpJTNzmJ9Un6V7WTUuigH3Vt6KIpcVzP7UszZ3NUa6q0Sm0LD4KPx9sgTbKc3S9PRrU+czhRm6Of54/N/49SuHKU3YOKkZG3Rtpqbhxnu1knm/4e/7Jdwl/7M11fyeel0ks3imZLVRrkzWKRTmXuq/kYtflnGG+AAA5qWOQlj65pDXBd1td9JpqUDMZCoZ38cHG7EpxulcjMJA7LWysDPOHoaVZAuE0fOpwE98p+Edeq72TX9T8O99oL5+y+BkknRsK+jA57Hy3fPm8he0rFYktfw6g6+CsyZCkn6HhvTzi2DllO10Ijo6l+Jf+CMrGNO6yuQngxjfFKdH5aJmR0UMTK7dyNMxdmnNJXdohO1k7xyaOu8OkjA9lwU9azbxo2MKfBxZ2zXt98MMDDRw4CaJMkg4CQfCACUfYhD81+1iXgYsL3fzLBUf4+bu+yxc3fZFV9h9weklueerpCLpnnzeNZgkh66wv0IlmNETt+JjX4SrX/MaCpgt+02HgP9sLkavWYTabicdiGPv3cmdpO9fUZiOcoBM3Tdy4ckM5A9OyMWvKbNzQIPhYQZxVtjOoil5IoqWY0WNplDwVvhSLTDT11qDJ/iYQPBEQEJKOu0nBscmH5OjO+xihTHYdKT1JjeVr7BpdSteMzx0GExllZsO47tjJKfqfjhQpMA/ygUaFKkf2Hp1ZBv7BHiKeJhLTHmGTeWlkmtSoiUutRZRalmZDuExwf4cBTRd8sz2DWBfliUSMuwdHeaxMw1GdfX/0xgQP9yzMxji9RPDZQifR1+Wc3e2nQ1cFoqMe5/Ru8B1tfDbQM8teE3g5WcYh58cRoptNm0L0D/fg3jDxvO1lGmJrgv8cUHgir57Jgrt7zYxsSOBboRJWVE4vCGAwPENaeHg6VsrGyI94zj/hjJakG6dIM8+GtpgJ0zwULldjht+PLl0e/vwKnT3yU3lJEL/ZeJu+tQToZhf/0rN2zm1+trMei+n/0lAZpMA7jGbuYSDTS6boUiwxB5JRYDfqeUY3Z8Ib1fld+b1Um6u5qawZecBCOmPEj4PXw0464yeHAmay2NjiUHgsmtuP3eUT3Opbw5klq7mj8QBnBf6w6K7rGWHC717LqK2ZEWspGbWOeMZDPGEmHTZikDNUWV/FmZg5SSVMxTxR/Xn+o6N6Vi745OnCiBFNWxyHIEvfmsmht8kaRV3LMLWvnnpdIZmVHu2kGICQ7U1yWfUmqgN7yfTv487mVfQl7TSul1H7DIRHJ7I1ziIzAxYffdGTEZ4U/KjVzkOWcxjNMafe0Rgj4Qvy+JYLiYu54x4ODT64PU4snkG26KS8ncRatvPcOUMkE1NT1kJkF7WYIvhma4bLKkNcVOTEd0jJubrLSLzRHNoPN0loR8xM54jH/Sk2+GHLilK+6xslOo88bC5oQKJGOUE9WdeRpq65hO8PZOVY28OLvdaTs1BJky/JzIyO1Zu8FtZYHNSlJdSBOOn2NI2nHyWemggXa0pelgI7UnHOmvS3bJTw1hpJeNK0qFGeGRD4U9nf36Ym2Dq+nXMwhQS8o8jDVk+Sb3YliGdyX38iAz9pM1NoWct7quMkB44SCQbwsou76qp5PVVG1BI6UWDtTnvoDqRZV25jhS1Bs6LgTstEjjlIRjOMLrJuwNkepbjSxGj0zSlwn4yBZBrbWgOaNEJU0tiXcfBMv308qpwf/ClBMeAxapyMuGiBJcVoZnTGMFY1jVfZTJHRgEeWcEgqBpEhpR1Z8m/Ohlf0l1nXH+YSwFtfC5qK6vHyw86ZptY32zRuWxmlZshDoG/hEpzJgI41EOVDRhPGugKeU6Ns9y+MWnVrWRFNhiADthT398j4k4KvteknKM6HIgm+rCf40Fo320ZCLGSuuKlesCnkwXdsYdemRAVFyXXE5VdR1QlHJnlgDzefZuc+a9Gc+/9r6Bx+4dqDmYdYs+Z2Dh48SPPqrWCS2JbReOLowua7saTg3jaAONUOKHd1IYTGQdcdbNJjxON2Wsel9DdZNtETzN2wczrCaYn+5EHc1s05KWZC1hkpVDh0bOnzc5UrTq+yMBWvNwtvOyVLwKGSqxhrnd3ov65B4UjBT3AayjBrVSTiJYwMnE3vsJ3DuswLOPhS8W4+VqrwG38NQ/PMJ0YhKDEb6U+kQYBVljBjxZfy0R/v51VeBSfUUcc6ZR3vNLiQ3Wb2qPVsG1naoxYmC1WGJDA3bWL7iGD7yDpOL1nDHY2HOSv8GObRA3Puo0hWdtR+nIBcwIDqpSvloCcp0WX9BhH1Ve7c/W0y6QmLx+SSGWjcyvJpTonPvZY/FNzON1q8pOey+SZF9ZdG3zJilWc6JWZJQ89h6MSHJZpWaRzwn7wE5VO9grPKNrI+fZh472EaKhv5v106W4oE59aZ8ARt+DvSSOUBft9/kvgS48jlkLy7TiPWd4SuMy+csxkWALrOl45AbJyOZFs9QuLYQfafr9Gfo0GmmKaj81S/zm5LmNu2GDG22YgFphptshDM5ZTUOiTiGS3ndSwWY1En5XOQuDNHwvxtoYuXCnWeHwvNul0uNLigMCoxOl5lq2Z07C0RvlpdxK+0KK2xN1dbXEy6btUgMb1+6ia7Gd/BGJNjBZrimfL6iDwzx9vGIlzsdmMvlEh5UxzTY/x0EEZ8MP19fMEX5oIiLzFfkkQwzT8Weom3JVFtcOWy3DKpkzGWzPZ6qXNu5toyP8H+NgJDvTTSi+RwsKloExk9g3XAxmdKU7hSNsJHHKRii3dEJkPognO9Lh6Kzoz6vxEwygJl0rN9NBrnaNDJYstbfClYDjgMJ8cpsVgSzJDYAhJaht/0tiz5+AtBa7qVC8ouwD/kJzCYzR55K+q4pk7ngWl9jjRd8MM2nXPLA1y11snYocyMHjX5QFN0Uq0RLtsaYLvfTC7H4YpqjS2xUsbMgsPpJK8Golxa5Kb4WIygZsRhNPDpdT5+Oeqc0ekdAT/rzX+uMkg6n2qU8Xa68PkWNydF+2Qa1myi1Tc1W+5+/RUuOvMinjfMQW8Xgi/FP8J/mY7g8f4PdXWfpLVrJz2FW3g+h1z6QnBVZRy7/TFSUiFRqZQrk/eyPT6RAd+gnsYPe/Ib0+E0xNNxilb0o+ypnJHFcK9T+EHnkk73BO47YuPWdbdg1vOQl3uT8bZTsgSsHnqYbY0BHs6cwQ/66k9wZY/D6RmmN9YFdE186IW1NSvYt+NDmCSd6zyH+Eu8iRucKZ42LeNocHaDZoPbzgVdKkKyYnaYsnxPEUTVp6ZFu+iiy9iVrZPX4V3qV5fslCiqhiE5DNTntf1rIxKvjaxhc9EaPtZ4lLMTz+MYeBmRw0g0aAmeUdbysxYzNrNCfVUQT9koipJG0zSs5YLIJHZAOizwmZtoRkIaN3zay67i14br+ElL7kl5NhgxLNop8Y9dzAZXkienOWqy0NFy1I9oaYkK08lnTL4yBN321dxY0kegv52PV5bzq5EqXh5OU2JNc/VGGNYzDJ2krBmASQjSmj7lVq8pgKKx/ajrt/An4/w0mc+MGEgcGMFermEoC6EFOulZl2FndN8se8yMFI8m4V9b09xYl2FziRvf0YmQ7Zxsax1uNRRiKB3jkbDGzjkkMxeCR4bCtBRYuVmznaj9mI74WIqtYZ3yNSbu68w/+t0RhhfdYc5f7Z5CD4v2xnh/uZ0v68k3tQ/rZOq2kmOYq/LMdz+TdMNkGk++dFYB28rDHAlDf/t8XHMYKzZiGTeQ4mPZ/ytxwUqTTL7iE10Rnf+OeLijeTXJ3qyEuNarUd+bnRMrC5pJHHYwmstCXiJqB2YfJ7IkuL7eTVhP8Kcl9LmZjJUlVpY7Fcq1AKps5Z62iecyl7xsTuhQZZfpG1exGh3vDWqRVE6GCSIZYzmdkjcLEW8EhsBqs2MqqECN+akypriqpoInesUMKd2XBuGwJczHNhuxdTmIjC78GVoKNTo1mdkmgFKzIHEgig3YApwmWyCcYrznJ5oiYLCQiytDtIfn7yw/G8pscEe5mfQB05TGtotB8KCV+k0r6ByYyGxpmsa63dsY3HwBLfLsBna/aud35s9xXfqLVFX/nEjk/TiVVvaal+Ff5GmZZZ16Vz9CjHHA+ff0ax7OifmJBLNUM6/sJZkszVtavTOicYFNpmewg+b1HoL7JhwtS4HG67q6aMd/JgT37i/iitMq5t/0TcbbNSVLgFDiVPb/iU8Mf5kD9k/wQtNv+WR1J2YpO/nGLbmpCAYp+9IXWAT2jJ/rwj9hvXWYi8RBTi/NuQsAJcbsBK5rkAyniY+l0CWVzDRZXqtu4++Gv8Pf9d7N33Z8j2LmVz6aD4pkIR4JIi1QZnWXD+44tJx3jd7Jj2q/TWvDh1AKV0zZRgBNpizvc3XTID2mb7I/8QvimaxRl/QGT2xrtMh0LLeyM1PDP4vP8nLtp9lTeztfS7+Hn7RZyMsqm3QJBmlxVpyiXEZLSxg5GaJg2tw4kDSheuzY653Z/+oc2OscOGodaPrsr5xFEtxQWrAoxlF/TOf7/RV4KxsIjAzyHncbyz2CkQT8uA1+lqPh4aKgw3vLCvmi7uIfS0qwytnrcZngIlM79qpqvu+af+K7PCbjfmkU+8ZBuvVtaNowg6KTx/VXZt8pPHs3+9916fwoEcSxWcNsz74n8hzUsc9WlBDrihLaZeYaychN+fnas+IDjQqe8XFwLJbgayk/xuUTjpm92IJt0kCxrR0FaeEqNn/she+FQzi2qJht2esUEjxrTb+pDgkwpRA1kWMQpwwzOeVKbKrzmm+mBOC5QZ3+WH4vy8PBELmGg8kv0TC//3wCNgOE1NwZQJuUf7H3QmEYU9hcPrMmqcJl4eN2DzW7UpytJLiiYendm6s9Ft5vi7C+X8K+p5gKxThfWdhM6PDJ8hK+4inmH9JOPl6kYRi//8GUjiRJmGeRPoZsJ+6slsH8z1fNtz/KG4Su8SCkz72cb7d5+M5gPa+kqmg2+PlEcSt3Nse4uVFh8rWNJQXf784glS+u3sVUF+HhnPWTWcjGJKEzjhA8swWlwYeqZdAyU+9tbECiSIuxWMrr1mL4bJGT2G4ZZamqGcfPaV8xJUVZoZTja3UykeBdh1+jUJ87C/n7eBPDnlsQIsSKlU+TUVJ8sHKUxV7fu2o0PK5t6MCTymY26DsYS27i9eTrAFxquIynh/IvlLq5IYOu61itNvzSGO5lkwIPzSn+cBKK26dCkNDe+nmIt/4Z/pVApCPU9T3C53mEz7kLOFhyDR/ZcwmlK3cwnJhKRTGK7MD1msGQiSGUOBeP3IOr5g6KtGE8plIO+gXlZhOhlAAhEDrUGkxMloxUlzk5YpnJE0wQJ9YN2jgf01VrJmdnqQUgZXJRVVbG2gDsG5t/++noiuj8+9Ei/p1LOb30HVxZP8DZyReoD2xDSgaoEj6gjGGfF6ZRMgesHRSzHgBDlY3fD49wrdXDmspKDqsSD4+VcngBc7k2yXqTDIvg9mtlvDrwTp6RDfi6VKbX7/2pV/AnZjmhObLgt5cWY2qJ8JXSAna7dR4dDizI0Eypgm93FPDJZVZcaogbPSP82VrMy4ttwzIN5xW6uDhhJHoknqXgBNN8sdzLz4lyfUMIg+bhW9Wr5y1sL1MF57wUwr4xTpQk9dVV+A6/wONbutDm4N21G/dxXfNKHmrN3QujIwxfjSS5dUWa5SEP/UIjl/7/paUWTEcjJ5am1KAZa/PiQ1LX1gpW+4torB/lZ/0muiKQ1HT+bXiY960opKE3zSO2NB2xJJ9uKiTZFkEYVfaOLm767Y7AV6MpblulUOUzM2Z18dLgyPw7nmJI2oRBnMvdCsgK5mn5q4EDdTSc+z4kyyBCaGT0k6s6aDfqXF7kpUk3I/wxMpNeVpvXzKjRQSyaf+h/S4lgvWZCr95ATJ9Kp5JiRpYi+T0fNqpGdk36+7wqL1vb0kjJbOYnPWbBXrl0z9RpNBDcmw1kCUD4jdQXSHSM5U/F+WxFCcaWCMd1ruQhI2eUKrw8mH13K6pqic2hSHdeoYPzSCAKVTAKFJPO3V0wnQ1kkHQSYmE0yFMNFZWK2kb+7ehxL1jw2jCMuIq4rNSGW0pRoIc5r7ycv0yam6+rU5EGijjRfyVPSGaNUaNMKJ372ctCx2YLcW/8B9kPSsFaaWWZbSU1SjPlfz4DaTxY5lQLOassm33PHzo3NkhsCnkY239yKaS6KjD3NVPdZEI7shtz00rShmxw59Nj3fxzYT2ZOYJPXwxdwc/teyG2jw0bquntLeIjyzV+cnThaogbi8aQ5d0M2d5BSwJq5Cfp1i4BkaVYutRmOhdQtuE1qjgqqvmDr5iWTrh9WYK6NTpKyMgjY6e+39NbFW87JacAUsJPlTZABo1QeqZxKutZp8RjAjmdlZMUWoYtXXcTqv0Cfb5eGm12ai0b8U3mofZPjQglhY6eK9okwGSXSYazBplllkLOhSCsCPoG+1hVUcy+saUMm+wE/dpwBVb5Jq4uuYyrKnvJRP0YJJ2+ERvn1F1DZ+ovBFPZe3dIep0Lxp2SsfGA/8NdoNWWss8v0b3gQNmE4ZA2LixareuwP3YZ97UZxnnWS0s2XlqlE0/aCKTA2hpFBWLDCVaMQHuVlUORhTWP0HTBd45aua1ZIt19gOVyL5UN6/htx+KfmUkIPldSgno0THQaTyI6GOeONQZae47w8umXEBDzTPa6zmcOqRgK4hzt34XVasHe38r282KEonMbF/vEXqrMPj659gP8+pg7Zxpe0wU/addpdgdYmczFWdc5zZUhgwmdLP1MX6bws7bFLQKNLtiqSYx1pjGOurh5WT9PWQpPUFx+PTSGyyoTDmXf03/2jXBBo4vNaeWEDOVicJyPfnppkl1Db24tSRY6UtrC8eBHMKMw/d73ppKsNLumqPBERu3se+jCE3/bvGYgeNLOyiwJTtN1Ro9krQWjWUaqtbNdTfKcL8hC+6b+ZUDn8lo7iS4jffLeKd/Vm2rJp1nbYuFuj+EpMZLMqLynqICig1EEAh0dx7oMT2gmdrROzGerS60cGl548xmHUeZ4d0DNAD0OJ/FY/pPs1SVejEembh8fkdhQp/HyYHa8R6IRJIsO5G42WCqZCR2ZGCeSUefGjTG+f2zq/W1wCUbVN98hn4xqUc2hpIfp73ZnGH4YtuEy2bi+JsUKR4K/jHMXDZJOTTK9qIJ31/IEDw4YmC0D8N6GDOEjvVAz8Vkik2BfeDcj1kGu0SckI6LtZras8PHKUH7sikKLzm3VRsztdsb8p2YeSgUFzrFKYnVxMof3Ea5sJJFIQF8fd63Q+EZJ06yBsDQG/lX5JP9Hvgt4nsLCBvr393NB+WZeGMx/7t1aAl7bQQBeNt2ILSWwZTqpNkRxSA7OMJ/BvuG5622n4ztHLExucvujYyY+1JikpDzMrmNvrZYQbyTedkpOETpNywkkZMShf6LAqeBxJXHaElitMaJj2QHnNOqISZO9BFza/R9scq3msPcS2iJ+YKIZl81rpqvUkJ3rdNgbi7LWmTsyZ7AD4167YZHKXpPRGpK4pKQcVY4DC+A7zIGEKvPbwUJ+O1hIvSvbATuekfnLa2dikE5j/fJBDO6dHA3t4lJLNiXckTme8RE82r2465rcXcQ0nxE9HZKF0VR8Xsn0fGA36pwhJ0i22TDbjaQyEwa/tMzJoeHFLraCe1ot3Ny4ATGwD+vAHj7ZvJIftNnz0q2fjGa7hffrdqJHc4eACmsttPieYez089gzB8f3OD4+ZkTpHmasfD8ARfEQ+86Bo9H5+1MA9Kl9/Jr/5MZVH+b1vvpZ+e2toeyYnY56l8CZNjE2/gAL1xr5994wi3EODJLO+8s1Aq9ZEGRVY6T9lVy5fpgSi5MnerO/H85MDRy8MBbmtVBuY2yheO1NkJ3/xyYJm+JAFzqaBJrQUYVOTPXh3VCArMG+HFHb3X6J08uMjHVP3A9HjQNdBkS22ixlBE7iNflTEHEkcNS4abVr/GEkQGxkvLPjoqYPQYchjmfURPm6KgZH+gCwWW3Exp+3nk9DtEVAUuG9FifmcAZjSwwQSCYNZUOGHw0ZGJxGb9ya3k9z4woe79TIzNEHZTps403qMh4jP7UmCA3OnRqXgLvKStGFTgSdkq4E6Wk/JxCUqQKDpJPRBLLJgq7Onp10S1PnZU0RVKZkSqxMUVWsdej0ZOaXin2jIHRBUbiCn8+xNoXTjHfdnli731Wj40gVk5iD0pYLutAJWVO098xOG3qgy8BHm5bhNrkJpacGfhqNUyX80xEJj6ZikZmlb5HOnc1xDkbtNNjTNCtWQruMxBapYJkvIp1GPBuqyawUmEcG6BUmdF0ncuQQt9mc3OOcvRfWQaWAvzg/y9nhf8Hp+jE1NZ+hWvLTFimkL88mrxcUBzGZniAtFfBUpIBqM4g4GEUCAwbq0mv4Vn/ufd0GmSuLPHiFzM9HfXMqL/6s3YTNcHKo1tfVaWwbllhEXOJNxdtOySnCHrURAF2XGAubGQubgamcYIdBQ6RmGnuF4UOcGz6Ev/ofMa9xEDxkRtdBssj8fGgqZWB1+SyLjVXFYJIwWWSElsEs63kXYOXCAT8c8FedlD4buZBNe06cX0aT2dVSBVThdV7BzioJTZd5ZWzpsnZCScA400ReoNyJNl4PdDJaYNxcm8I6WEGSFKnYxAJtcRr5nn/pusH3tRt5Z/VmqkP7ifa28OmaKn41XJ632tQ1JV7W9GaIJnJnk+wFJrq0V7CuXsfvLPPz6TelJUr/4sO6doyBgSgNhW66Tcd4Pv7aQi4LBYX7kj/ikqrLaHSfx2/bJPK1MDvD8F9KnNs3m3CEbDyQCC1IznQybm/SSR+yTTFAtYwgtquUMzcFKWyU+GV7bo7/9J4Ff01wpBz4Dsw0KFNbbXyn9XiQZebz6I6AqJnkkJTb+HJoppTrycbXOlJktNETQZpFQYdLit2cLlngcJw0GexKJZB1Sko9DQzrdo46dCKqyvktp8ZIc3ROWBjWUpXOWonftGsoao5BbLbj6X+Vd9adzeMd+Z+PfdwpSXqMhILz37QyiwlnQCE2nMDD7EThVKeZK6uTPNINumxCS+Q4tg6XFrspGsswvcVh+LCFGzbG+N6kbEmxReFVpe8tw3S53HY5fcFy8juhiaDJH3sEptoQazeaYNBJaCi/ScmzLM2TobnrGFKq4AfHXHxgy3U8lL53ynflsZnFdOZ4AZdXZ/hD18ygzgcbFeTwAMtd1djjQxiSG9C1kyOuMB8Cex3YNjqRLTYabHbax4IASLtf5eozL+RR0+x9oL4f2cgm97uwhh6juuY+hgZv54aCPr4br5whXT4dJVaodPUgRJoDrtuJh3QqDNlFtD9dSpmhjOFoEbmeuccgc5fZS/RIdjR/vraQf4/4SM4RJJhNonyhKA21cAUJjM2ruaf1JDUFegPwdqH7KYBmL2VndG4tbQCXrCC02aNFDinFMd9rWFcGMMyi2hRLm7jGdSvvtn+cvzF/nuulf+Ba7Su0eEIcXhnh5eowv1NiLKItQk7M9wKfCgQiZp7xhXluLERCOwkXIk8YivICDxeJvjNL+1kiii1QlTYS6J85oXdUmvArJ8dqfbJXsMu8HrvDQWC4j5tcx9gw/9BkfYHgzDSkp1nPNq+Z8EoH9kIzscIjWAocfKewdt7jWTS48bU4qqIRTvmoLi1heHQfj9h3zrvvbHg2+RRHbD/hzjVRnAsILo0k4J/bUvyWIK/n0eQqFy6s0CkbNZPJ0bdHIAjv9rIibeQTzbEFi0O81SFmybza84hxRcwT812LW39DjMmlz1k6/1JrZWNbmvSx8Il3InzUhM2apWx0hgf4QWiM5/r87BgMkS5eesH5XHCsUnihzMgvjyWnyPVOhmp2g7ucp7oXVi9lHc+mxq353beBZH4OT9IvsVUy0OgSoOsoqUkhXD0bBPmqo4gNbWliOcK7miKoGM+WHIfNFntDHZJ1ls2cLp+f+0sdqiL1OY35+ZDWBL/tlPmnrgw7S/w4NqfxVs6feU45A+wYmfr8y2zZ+hR50ryj6YKEr4FP80Xe6/wAa9xrAHANVM48F78Rr2HmmJGETlvcxHeHm/ifVgt3D9YSKAhP6fp+KiEQpA5VELMXEO9qpbJkIttc+/rLbFHnTgl8PvJeDJY6hPBRXPIMId8wdzROd31n4urqJA5Htqnr08oWAMqlIJrWzIFkL2fo5/Fw90zGRaHRwF0mD9H+id+IdUf5gqf4FJI8J2E8cvry2MJoZW823nZKTgHC3jW8OjL/TOmV5w5Zm0gTqjyDLhFFr+9CzrFIPNJp4FevLecXr9fys71F3HvIyS+PWvhNh5FHuiWe689KOC6UtvO/GX8eMtOgfpbVxo9RJFXnsYfgwIFbaG/7AIePSJBgyfSMG6rjiKHCGZ87qu3cN3hy+xHsHoVHkyvxFJYQDYfYmtrL1bVze2P7/DpP2wIUr5owrqweE7+2JfnR4Ajh2jb88UGeat4wZ6HhcfxdjyA2EEdHR5YEkZZXeWZNP6lcEd4FoEPp4Hfqf/L+1b2szFP8yCzrWGTB7kXKABdb4GKrIJyjIdpkBA/YKAu4uasxhM3wv8MxMcs6s4neWLT5x0G3msBZbMbqNfO7oZPURfSUQxC1zjS8dU1Q4W3I/hHzs6VyYvHvKjt58tvTYd6Q4d6kgb90z21QhQ1uhuyNszots8GiHd8/v+2NQpDIsx9FcI+RD5YmCQx0kojHAZ31LhtftRaw7FhyigGXC+FDFm6snsi2GYx58m9OErbGLmLjy9fxef+3WC1tnPLdhbYL8WmlpJfgBGu64JEeia+2Z7JSb/NA6i/mHxrTfKhRwSLD/7dc51NOmZUdNr7cJHH7Mn1c0VMnlDHAoTLcT2/hom0f4f2OWzF0eqYcz1ahMliT4qdtM51qTRdsG4TjXmBGE3y7U8Ox9tSJO8w4h7SEZaQZrX4VysHXcbuytS+KonDBgVcp1menvwV1M/dIn0MIIwbDDjZuyhDtbeHddVPPv3ESO10SOo3OQYToZ9h6CQfHSQMlDDFqKOGgchAlVT4ju1FsMvBp2U10YCbLIN4R4e+LSk55X18hBM6q5Rz2/3WtPW87JYtEh+laBss/QqT8cjIFq9CNkxYk8wpCeQSPXPM4JbKu8GinxsP+MgYNMCy2szq/ZqFvceh8vDnOVTUaBYuXRF80RhKCfcfKeHV/I4b07Cnf4zAaiwgGdAYGQJeNKFZlSfStOptCccRAeGSmQW6wR3lvw+KPPRt6o/CTkVq85bUoikLB8C4+1pxkrpnx+QH4aSKEd4PA5jXxW0ea1liS25tTJIPDhDadyR55/gd4dVSG17K89MJ1CUTXIfaen2EwsSCJl1mRIsWvUt/jgpp8nDmdzzSrfKlBZ9WiFFx1PlKrEtqT38ANtxlxDpTwydoxSv96MuiToDN5jBRZBHquJiSAMQ+n5JcdOs8XBdlZnjiFOlUnH/viGUzumWec7vGc+PdyecLLfXksTB63Y0EwWHU8y9J0mARdeRQVD6VNHFiEUmJMAqXExKiWX7Z2nduGlqfjY7TqDAoT9uqV6LpOiVVgN0g5MyO5oGUE5SnDiWyJIoJ57Xey4ExkA0nRoxLnbf8Qn438B9VSdsJujq3kd90nJ0P2hcpyAq3zR/HjgzLRnR5quh18sT6GtdtM8KiJdFgistOCc4eVyyMm/rVOZqtNxWDLPqd0RMLx3HqEPhGzd9apHCtNc08r5Jt+SmTgp77ElODVqUZiRMKpNGJZuxXHcA8GQ9Z5i4ZCfLTrAHMVfD6XqKTVfTsAVut9NDV5KfIfmGJXXV4azWbzgCtrdArdOwB42XzTiW2K1E6ej6e41PAOnhyYmokoNRv5hHARnaMbdqYnxmneU1vMbnZ6+FXP0ttBvNF4u6ZkkWgZXknX/snFqjrF7gjlBWPs1/IbbE4x98KiCDOqphNKZPjtSCk3VNg4N3QQT/ma8YjFXyeWeyTqAxXUC52zisNEDRFCsqAjZeOVYWaVNjwVMMnzL7yyNGnGkiFDBnmW/iYmSafCLjEU12cpFITLSxPQWUWujl+BI1C+PszJEhOYjIgC3+4q5s4mG9HeFpTeA9xVU06bqOCx7twW1JEAfD0ep8gp0RbWuKpGJ9V7AMe6TfzKNj8PrEIVnP5SkCTgbk6Tjuyje4PKruiBk3x1kJHnV1K7uUFgbrUTHZO4eaXCwQaF+zsg30X4PQ0CU7uNxAKiobEBGXdFIcpfRcBK533Lkvy21czH1g7S5ziALnSMuhkDZgy6mYFkMbYaN6aMBYNqRs4YkTNGUgSZX31K8MIgTJY2f6vAJAR3lZTw7dGRGZzv5wfgnNo06f1TndGET6JifTUDw73Iwy2UOM9iJJJmLJ4m0liIu3XhvWgmw+zWsNbF8ctx2oWTAcXGob786Fh7B5OkFsHb/UPvuHM/S+HudKywWGFGBUgWVreJxKQInWVtiv9pg6trbLiAGge8MhrlvGWlqLOIaUxH6JCZ6zfFua9LENYW4XUtAcaoneS4O61rkDxo4WrjZzFtDtKn6ielVuy2ihIyhxYmc5zwSeCbOR8LBLEBGQZkYBodbNocJls1WhesZJmVYn/SEeLSai/+3jdGCTB01IR7Yyl6eZwaNUNHJHvjAz1dfNJbyN2e2RkQXwmezy+duxGRVygr+ymh0K1cnGmnx9hIRAEViau9/TyoVXB2cReyYRtp4eGpaCHHAzSGzAg7R4+whqvpikzMFRUWE7dpDmIjszvZtkIzjzkUdgdPbZbv18Pli24U+WbibafkpEEwGnIR0h0ccmZfzBJbGodFpSdoIqPNXKxtYu7FJS4mQqtJReO+Hjs31K9k5cgevDXrebznzUl0yUJnhVeizq5Sa4lhlTKoGNgfsfPC4MyOtdOxwavhP5BGzehkJfEsFLqM1JZKbKkY5J+73riQsjEHd3YGJtGThEGgoWExSsTTE17H6gI4Vz9IMpEABV5zbaUlR6sSk6RTptmIBnP/rmd5hp8HT75DchyaLvhBm52Pui2kkkkCI4MUMshnm5r4Sbc3ZwfZYAqCKY2VXqgI7sdWWc1/umdykWdA1/nUAZV4WMHs1sDexWC0m8czr578C4Pc8tiTsMwDq9IGgmPZ5xlsMdLolfmnZUnuGxK0h+f2GgotOmtVQdC3sPfO1ZjhjxHBKVLMPGnYVAwfWH2IAtvviBvuBMXGzsiOE01Mc0Ie/88M53svhM7L3qjTPen4e3cRsaNh3rnMw8MjU1/elCqIzDIt2ZIVQC8CnTNLNB4ZN+z2G1XOXcR5WLwattoUo1KEFuGmJerk8PDx9SN/J2cxDsliUDGLgqHZbuReW5K1JVa2jOiYSuP81pdV3wopAhdwlqGdPlsjPxzz8SmXnWRYwV7n4EU5xQVpE9Heqc6OyWYgWmflN50KKwtUetXcDYpPFdSgxPReNKqiI8cFDw4tPVtwdYkXz5GJHkoWh4F0XEVbgHraYhFsMfLujRqBtD7vXDgdzw9ASX2QNWk3oeE3xhIO7vVgWV8IPQepq26gazibqczs28VVZ7p53JR7HdWFxP9J3s5/GI+RUXwsX/4Ie/dezkerR3k6WIwlEyE4MsCt1WmKvP8DwCHXHcTG74kEbAuFOd96Pi2jnhPHLbMKbtccROdwSOx1Dr4bCzAWOvVKJ39tqlvH8bZTcpJhrcycqCe5bWsL9eafAAKDoQDkQjJ4GU408vfPnoFlnmhhQkxdBTUdftsh8+7GLayODOJuKOC+JfSfWCzqXYL/W/gsm0Z/jxgNnvhcdVXTt+IcWqUGYrqVqG7mu92VTM9i1hus4w7JBBJhhUQYxFYPb2QU1SjlU6QpTflnRs9gM0pMZsT7EpDUJ2aBSrtOS2Cmc7amQGCJFhHNcY1C0hl1K7QOn9pMkaoLxjyrcA7vQR9PdQf72vhwUSGPxRroyBGwdJt0LrV0oKlWftawnow0f6nenT4D8aOj2TqSxgHGDrzCE2d1ok/XCz1J0HM0Spz87U0lGQI7LFNyIqmAhL7DyofXZNhbkOGBrtl7h4wlBaMWDZtNR4nn94zMbo12j8L29rwv403DltoeXKZ7yGTgysaX+fcXr+ecVefydOipvPZXSJ2QfH0r46xSOMtt4D+PTR0vupw97/UZI4bSAl4LR+lNTMwPhxMqa5w6SmTq9YVaTdjr7MTiMQoCR5BEE5oOOwaDnOl2YsjDALEUaFhqYvikBIdw0xK10jICWQN4admWU41XU3FOW+FCGu8FY3GZOFguM5hS6A2m6E2keNVkYIsBDoyvjf6UoBoIB/zcVCDxa389L3kF8QKZHcGscTnktHJjo5PtIsVZiolRm+BHo2OEB7JeX5Utw5+V1lN2Xe/R76AysJyYY4whSw9dHCUenPks3WVmekwq4fTS64g2uJKkZQl1XNDF2pzBqmaIHjWhpJbuZLqbFEIdhhlZkuMI7DFxy2lR/jNhyBmgmgu/6dS5q3mEIrmE4MCpX8OFLlBba9AbUqT2v0rxyk2MjqtWNu55hdqtF9Mt5X4mXRkHjzg+x5XK3yOkHtat38nOHRvYqnQRiEOD6SwMMQVNW4Msv8ZTma0n9i0zSbzas5+Pyp/iW70T60Uso2OqyOSWNBeQWeniK/3DbxmluLcq3q4pOcmIOKQTEdFi23GOsU4mM0YmdQxSr1Fq7QTAPE+mJClm8taNsmAFFvTWWtYnPHy06Y3Pz7WFYIQiRDI45XM53Ett5/1c0v6vXNPxf3jf4L+yuXDmROpJ544oyUaJTuWNDScb8qBvTZ5FdFknQwaLYeqrM5wAh2uiPqU2R2EswG4fPKyp2ItnPlsdsEeLKTCeHEdzU9Hxo87Eg10yo85mpHHnQpZlYpEQF7OP07zTn4HGh8oGiUfCvLjuDIak/M6v5mjWmPKuTWBI+hg8w0YgHcQkmai0VbHcuZKNrq2c7bqASxxX8k77u3EZF5YlcoqJe+6nny3FuWf8mxuBdkdOgQKBIHjQyMo+M19YrlNomd1p+u4xgbQ2hpDzcKwkncyKJD9rz27rdqQwSAvrQ/BG4md7qjAYSwGQUi9jscQoCa3HbrDntX9aT+M2vXVX3AYXfGG5yuVpI2KHkeWOqUGfLlN2rop3RKg/muBSz9Sx+OyAwF6b473WBOXubF2BHg+wtSrLMdd06K+ZXUHJWqLh3hAmvWmUA/UZfh5z8q0OJw91aLTMEW09lZAElLtmnrPTbKDYkXvefskf4Q/hLN3I4jLxkDvNH4b9vBqc4AL5lQxPD0zMtSOJifcnGY9SYYcXRkPsmERpaYkk+OrYCE/7QnwlNMr3Bkem9PxRdCiQT12RZUmihthRCXYVU7ZtM2dse1/O6VQv8fNg78kpjvx6ZwLLumzNot1r4uVMgh/4FcLrghStA5t78Y6PZNJoc8fxb4rj2prCWa1OUZLU0SlYq7A/vXCH5Dgi6PTI27B73pgak0xM4NSrMK3bitx+EIsl+xxSySTv6z40Z33Jr6PLGfO8FwCzM07mjHXIsozH7SXSYyBwyEpw8CpSopHu1MR6X2sIUWGoIJSaKgMcUeDXkQiFDVPHgtEi07rMyrcG3nZI8sHbmZJFwmBWyEaxpnUtFgaO1wo4DcPkEoOIqVnup1mfO0qfmMYBlQR8st6Kvi/7ro22qNRv8vJmRNKO6TW80+RApGfyIjVbMaGC9XSYV6EGp04KVQ4gR1M7AE+5iV3+N/atNcj5ZEomnZMEfs2P1TDzPI3OQgzxGF53IRk9wQwO7zi2ByLslSQ+s7x4Ko9aE4jOJGVFxiVJAm8uFpxnH+SoWsJccYfHR9ysLtjERcZWIqHgic83mlsxl6/lpfG6pdvqowQH++ndeCY75fyodRcqUQwlfswJG2NKO5mO3Wwr7gbgpvgnsG+ry7lfjfc09p32OK+Ft837G+8S76Nh/9m0rX+JP2q/4dnEk1xaDSs9Z/PLVgNOo8BmyL43q1TpBG1rNiR8Ep4iE7WODGOz+MaqLvh2h8znNseJ77TBHFRF98Y03+gEENjNCtUrf4lRstB75Hp8oTdB4WESJKHPoFmmVYn2+BXUGu8FNG7duIvvbT+Pc1afy1PBJ+c9ZlpP4zIx6717s3FesYq+y054XCnnEqeTo9EJ4/+ZQJibhYxskJDq7Ryc1p8nnhHEZvHPkl3uE6/7MmmY18gWmL4SjlLDhFqfuUDDWhNlRErQKrwcDLlo8yXIdlB/c/kWLouBa4tGKJbi7C9sIq5KlBhTOJQAkq+dvc6zGY3mni+TaBQ1ePmFEuZQZP7rGIrrYAaTycwe81r2LaJh5mPdMh/bdAW/zvx04TvnAVPCNmvPleNwlZgZMPnxp04O5Tipwnf603x+vQ1NUniiIxuJv7vViNOY4NrGCCt0K/qgPe9eJpClDcmmNC9GU7w6DKCyqUjj3DMkilM66X4TUn2CewZkuhZRVzIZKSVOurQTEao8KU2GZ4Ns0bFsGOUl2wsUUEDzig04lQzJZHYCCvR08cHSSn5um71R7d+FruEz7kq+FdqKIhn44CYL7tYjJ74f21mKyf4uvlj1Sx7hGsyZfkYHHuEd8kU80j9zfT/g19lbF2KF10kskMZeYuUBS4JDw38tSoNvPt52ShaJsq33YKh/Dll2IktOZMkFWhnb9t98Ypsdw2dQ7WrGYQxjkSOYRAiJEIOhbDTSNM+Ul9CnRhtubbBhOyiRViZ5Ovobong9A72qm1jRehwD29BNDmLFG+m2rGS3toxXomVs65EI57i8rYU64SO5DW7hUek46c15j8+KuY1Hg5SeThGeGyq0plq50J3mwDTxKIPBSYn/TJQ+gX3L3MpSufqtCAH7qg0cHllcAVyzG64q9hPoayftWcUTeejlH/LDkKWJW8qGCAxlG8GlUkmWq3tw1WxAFjrpwaP4z7mUJ+T8IuZXx8eofP1lOiUJYZMoTegk6tZx0dFGbNUO7HvqZt1XCtjY8NQNNJ62gcctvySs5C5+LZeqadh7FqlYhuptZ/K51Zu51/0fPJN4kjrrEW7feCWepAlXqIK0I0Fw5/wZGHOBxlG7wu72uR3jiAJ39wg+tTVO/HUbeg4qhLtZ5cGgRigtMEgqqzY+zJFQtmt9Qf0gJaFbOdyZR8OYk4xaJ9xcZiCFzjdbZ0ZMvv/aGr5xvh1NjVEkPc1Y6kxKoqdhN75ETJlbDSilp3AaBadc63KReGZI5uMNCqFj2Xm1JDz1+geSaRzlhcSG4jwUi3AsNtO4PpZSabZqZBJT361UQKJqQy19Q92IoSOUuc5mKJymL5QkucxLuWUMvyHKYTwcjLg4NmrkreCIHIfbauDdnl5s8QD22EYuKI/S7tuHNmmeGo7NHigJKCrft0bozsMhgaxzb7FYsRRWsmOR1EZNF/gC9ZTYShhRRxZ3kDkg4kaYkxIKoizA7/tPbg2kPwl/UWOs1Icxy6WkxodpRIFfdhiQRJp3VafYWClhDXjwdcztnFicRr4SmN6kVLDbB7t9GrLQubAiyfYOQWzJahzZ/QdC7axcVYnv0BIPN9cvNQT5nvgmyUTWCfmw68OEWqcKBLj27aTp9Etok3JnblIY+Xr4zBP35ufWIv6psAQNHYFAUwSRjmaSjiE6hj4OZGljZvGuGbT04/hNl8b/1xTDFirgm4ExIuG3bnb8rYi3nZIlQUdVw6hqGOjHYhb0RScm8R/uaAQaZ93bpM89mcSnRdr/0JPmunovpV0J0gl1/AzeHGwfkXmx/BxSDVexLV7JtgEDQ3msRw0mE0oq90saMp/8LsgNLsGl4gDWogoeHC6kb5q9bxD5/OYkByIFmMBrbcEgLSMzXoB4YYWOo99BdLzWwKQZcBqZNQ1+QaEL9dhUgzu+wsnjgwtfXN0mnRtrU1jCvQT6gniLy/hue/4Nk8aSgu/2lHFno51w71EAMpkMJaO7MBgMxFZv4ME8HZLVWoq6fa+R1nVUVcVpNaG0HyRevwqBoChVynyBdIHAtWMZNxX8PXu3PsLO8PapG+hw88jnicYmxlH8kIkPub/KgTVP86zyCF3K97jZegva9jogDyqB0FGb4/ziaH6M1rGk4Ftd8OmtMdK77WiTGgqavRpHGnfTebCZhsoEycLvcyQ08az9qTGqvCPwBjolJknngw2C5oiH0Z0pimosbCgMsHeaeJEvbsSvvRMPv0dVw9y2tY0H9q3k3NXn8WToT3P+RkJN4DK+NR0SgP4YKJUT5xftj/OVumL8VsF3xt+7py1ptFoDnbMo4zw7KNjYoBA8NDNKaomXA91IAs4o1nh4/JE/RxIp5eBQz/Ei6TfWETm7xsa2ntmz6ScckpSfotgmEsMSiWEntVVn4nccIhQOApDOzP5sE4pK99jCMvYmqxVJXXhardxs5BZPAbvUJA93BvnIpiu4P/6zBR9nPmTmiQ05C00MmscYSZz85nRP9sKKaoU7a0b4QU/pFCXHbC8TwSPAOWVBLt6YIb5ndulXg92IJyMTzORed1Vd8GyeSmvzYlL2tSv+OjXV55wyRa7MgIWke+LYv8j8glvLb8U/OJGVUNJpbug8wNcaNpGXjr8QvFpawTua4oTaslS5cLsJS+lyqgxV9GX6uNR2KbsG5w5y/XeHQlob5o3la81eD/nXhLdrSk4idL2A4Uj+hrVpHvpWTJtqTPmVDD8eHMVgefN9yf6Yzifa1vO5w7X8vmuqQ2KRJC4odvPJmlL+qaaA9ZN6BBYquSlNkizozpz8xbrUCnJJA78dnOmQQFbWcd4XWZ9wStQxFbNs5s/KQ1zckH0+FhkusgmifRNZKzltm7VzulWSuCAkT/EorU1O7h7I3yGpd8EtTRnuqhviw1U+Hu2z8N3hZvY7t/KHYM2Ci40zmuA7rU5E1foTn+m6juJ080BpQ17Or1PTuPLwTtLp7Lg2m8zU6CaKarZQmtyK0+lCyPmfl+y3sumpm3iv+bYpn7+HO4jmqG9NhDI0bbuIz8S+hlO4UeZ5vybDvTHNj7plFjKph9KCb7TJyJtiGKzZMSIkHW1ZlJg0hrvp2zgq/0BkWrZng/tytu1emffvLBWXVgq+WuOg5KCD0aPZQIi/J8m1XjO5whr/s3sLx6V913hfoTsCBaH1OIxzS50ruoLjlDSJPHnHbM2oSKaJ48W6ongGUyd+Yps/wvZABGUW3kkwBclZbkOs34jRmDVkPP6WE7LhLSMJDg0vnGJrN52cLHiT1jfrdx6rgXe7e7AmxyiObyQxPGESRPtkrN1rqS1vAqDeu7B6hg82apxfPvv3ssmCkpy/F8dxuA0yd5WX8qGgGe1omHMTRlRNEAw08Rn577jNeifvtd3M5dbLWWdeh13kF0jJCV2QnCfCLVeEeXhgYQ6JJPIdy4IWqgkM9nBrw+xj5+UhHYs2t4EcHYrzWfvSam+qS6Os2fpjzj19G41Vs8sVH/dJPEWlPKmupqtskOKm+TvTLwZS0Mq7ze/nYuflnOY6CxWVR+yPYHdOfe6Bvl4+FsufH/i0wUGyfMIWMdUkicoBLo9dDjrUpNewbXDu55htoPnGOQhrC+CuuqE56yH/WvDmW7f/i5DSvAuSYTTOkymJaQZypY+VSWLob6VG7Y0uuNVcRLQrgepPA2niQmfjJo19YxIFFpAjBsgh3eouM/N46OTXxmwfhu3Dsy9O29vPxBbyUF6RprAggc3uQ4geUqlujmdINH1iEha6YIVzBfuC+yh0vYrHupX3VStE906tEVCCZurLYrzEzIX8ztJiYi0ThqqjzMrXA75557DVBXBOYQJrfJjg2CjFqWLGzOVTuu9mu5QvdmIS3Ntm4qaGjVgH9qBJEsLv4+qYjwethaTmIgjrOp8YPEJwbKKBYZ1zFaP7H8Bo/wDppEShvBZTSYCE0Bc0cHvMxzCkDVkFEy1DlX8FcwUxk/ut3LDhTvzhNNqyEcy9pSiJ2c/dVqrxp7i2KMnepAr/cUzic+vimFpsWJal+M9OAw3+81ndHOflwItTtl/h3swrO87ljVqwTJLOxalCxg7NfLdEp4WrqlM8Pk1V9cionQH1vQzHvNy7ux6Ax3s8nLP2PJ4MPTFlW1nIrHGtoZa1qP5Gnhyd/bokoXNeuWDvWNa4zxc31WvsGJPpzK+NxZx4agA+16gQbJl4ZxLBNOc3uHjRn98PtCkqNSYNLS0hDDruRgXF4ScsgV2rIdjfDokgp1dZeWWODMV8aC4ys1XqZ8RSxS5fhr6F3LTJ8HdjlAtndHb32oxc4+rGmvRTktpEfGimE6SmBGKoDGhjje9F6htP48H2+eeXzUXQHDXSrEvYqhX+lEO5VzdYSPpHyRXhlYTOBRXwfL/AKkl8qKyQwu4kqZbwiRUx2h/j6mVeHury85WGIlIvV+EGvCaNVUVwuTuNak+QtkWJGSNECOHXfPRqvXSkO1By9Ik6jnK5Cn0OGV6718SQeZT+2MIa4N3RmKBUL2BvJsljvXMr1T3Vq/PJ5pX8vGt2x+eccoE2YmI2xUpJFgSW2TmmLk2CtqpsiIPRNrppw17wZ8oTn2NwbOZ5abrAVb2cH3Q4Sanw44iZu6qP4i5ZnrNZ8GKgo6MXxhFjVkpf2EopoAuVHWe8wog6wsGqgzQda0JVJ+wM877XWX3mpRyS8nCQhOCF4iLeUR8noEV4sP5ufEkfH059mI9YP0JfrJC3Wkbi3MIYgd4+3l+Q5MejdcSUt9b5LQRvOyUnETGlcP6NJsE4X6ZElZnulMiAMimXq7+FvJL+GJhsCqoy4ZgJXVBuMAAaZxTrRDtyR59kj8qh/jc+/fiTNjOrCzbwSe9fOHjQTiRiA2owmc6mulpQUhLHZPIzWdSgOdxMwB7gidiD3NLcTMmgl1B6atIxPihRUJaAaU5JhcWEsTVywi0z2w38So4TS+Z2ZivtgneUp3AnBgmOjWAxFxJxVJI2V6Ga0/y05WRHoXQqCDAmSbx+ybupSccpeeFPfKi6jqdXbKEznXtx+1hsmGDbsRN/N1SsRB7ppKh2C6N92XsQG5ApKm0ktm4fFtlB9EDhFNpTLgTOPsSwNsBHtn8dHBkeP+073M2X+OSyrxE9lntf+3qFu0eLGIspyJLgb1dYYM/sWbj4sMSF7lJ2S6M5a33mg6oLvnFU4pMrYvzJbyCUFuwZhXONl7G5LsaoEsArN+LLHOXIvmtRT3ar73GsLYAKu85TvRP3Ja0JnhAKZxnEDBnu6Fias6scPCNHSKlT7+U/PnfalL/7Y1AQ2oDT+BJRJcpq92rqWQPBZl455ODlyNRjf7o5jJxJ8K3OUjYXC872hHFrKhbFRXGF4IHO/N/z8swAF5WW8JPw0sf6WFKQcM00Ns80WXmR/JyS5wYFn1oTQiVFVKjs1dw83esilBYs88BZZIskmhjilSU0Qd07EGd1czkr9uicXmYlXG/miKzy4kCaQDw/eaRCuxGhZihzmuid5NQU2Ixc7ezCkvRTmt5CbHD2MWlwZdCCEK46k6d7dXIFlSbDIsM1Xp3Qzqzjd+6GBJ56jfs7p2b+M5IJRVHwmMUUJ9Vm0Lm9ZoyXwkXcUlFIXX+GxOGZIuruMjP1riSZEcEBVafJqZGOSGhpidgAMJDtgQVejEABUGLX2VikITnTZOxxkpYIcTnCE8pjDGcmoumVonbOazRVRXhs2MlCAkBuk05pykD0gGCNw8kZ9dBpivLkCFMa8E1AcHfr3E7PaQ6JYMvsxr653sE9i6AET0cqPVE3E1OiFNfew+oGOwXSKkaHVnCkO2v7PNJnwp+ceM6qLvhDsJTrClowRZpP0M4Xi0xNkF0rH2dPeCe37/wmZMbHrWNiXdqd3E318moMhyfM20wmw7va9nKk+TTUPGhczxodnFU/xP3KfxJLxUDAcOkwlsMWjtoNvNXq5r7faueWxg08PGIktkjltLcK3nZKTiICSe+Ctr+l72rWuc+n0RKm1hikXAQo0n24FB+WhI9Sews3niYQ6KDrJ4LLSVXOSvkJSKc8wMJ+91QhqULCPvONcIwXzzVbDCRnKZaMWhXerOjDIT+EMpVs2vwjjMat+P2VHD1qpL0d2tttwNSIkN6us4UtnF5zOjYtQCY20xnVVYEtx8Q1kEyzrcbMxWEDcX+K18olWn1TQ/ROI1xerVKpjRIc7sMWtKN4a9ifrmX34GTHLf/X9z31UGJS+VWXPGeX1480pwn0djF40VXsTqnsxszWd/wNm7c9zdnhYTotM6/1wkwM454dJypvigqKUVpdRAKPYHLeMmXbUGaQ/tGsmoG73oOtdy2ZRO7nrjSM8Qd+RjU1CF2GiIwsZJIk+Fbh5/nUmn8leXBqhspemeEJ1cxYLBuhVjUdf1Ke8obYCsxYy2Ds8MSNSB0L88UyD/fJiSkFzmeX6txi3U67qObrnbN3CQbB3cemPo+XBiQ2q9fROqaTzkh4HGcTSSy9l0Fu6FziGkaXTTzFVKrGX0bDrFhegvvQTFmdyFF4/2qJn+QR/X6k28XVy24iLkrZecTF9hPKejP3ldNR4kEfUEK5Vac4YyC8p4Qk0Hx6inzVJTYVQ3B0CG+JBOTRsDMPHE2rNFn1E+POVmAmmDetBkYSsF0x8dqombHk1LF7LAhX1lYSGO5HDB+l0n0O/aHFR4gf683wd812Ai0p6INmQF7n4vc9+XUyL7EbIAwldpneYPazAruRqx2dmJMBytTNxAZmd0iEpBMz9yGK6ni4Pb9o++1NGrG92TnTUqyyxvQXtihjDFRcz4sDE/crNR6wKbdNZM5KrHBzUR8IG7vHdK6pjxOexhYSAhwbTDyTDPJiVjuCB7t0vrI8Tfr1uVXtMjFBJCYD1vH/CilpVtBKH5mync0g490oyPSaiPimPj+by8iweZSuyMKyJO/+/9l76zDbzvLu//Ostd3H3e24n5y4CxEsQKDBQnAp0pb6D2vfltK3BVoKFCtOsASIECFC/LjbuMveM9t977We3x97zszsmdkjR0Lom+915cqZtZfL89zfW753fQazt4IoSZLRLMmj4FIsvL/BSKIjwoGEzkNDLNt8+AxUIalIWplc4lvaLVbw7klocVjoiRUOFSeTlhy/m4YvkRNyGaQHbPezfe2H2X+ybtFoc08YeorL2djkJX2yZFl7/oxM8Vz5dmlN0335kzwZexg9rKMIhcSGYWyHGgFI1eWrW/068Wvubr2bUPfsyxMcG+N9lWN8zVW99AlM4ylPJVsDW3k2+ywAD8Uf4u7Su7lOGeKYv2bFz+mlwvd7LtTc8tLiFVJyHuGNry5vszNmpTNmBSoX/FZuhbUtP+NA8MCS+7jN/Q5eLqQEIC7A6jKhOo3oVoWEQdCrGVBFmDLNSqiAl22cOH/IkOhDPc28b0cNqdQz2O2wbZuCxbKJgf4NdC7ikRcI9EEdtUYlXtyDXTQTHVFmBlKJxKQLzKpc4IV+xh9hn6JwebOTxyZzg6YqJDfUwlpzgOjEIGJSQS+vZ6B4O0+Ngj4pZo68Okje1yaoGjGR8Cr82YYUJxWdn/QtnPxurJVoQ0dIbL+E+7XZoWFvSmP00hvxZ/Vc84U5qJMZth56nvh0hMFoNGLzdZCIgqf6jQS9+d7RpDo7ebjtJSQKEBLdlua3jd8mk8iQ1mcn1oSWIwwaWb7k+Cs+vPWzaAc9AKhmSWeNwp7O/JQZ67x7dqBU8Fwwyjt2mCgdMRIay+0/Op7gTVYDR+uKeDIQ4C9axnhz/IdYxg+SKW5novmv+F7v6pR29s/J0Q9GL0xuNcDNdSCzKR4NV7HYrP+NYS//X1s5ya58YpJJanTE3FTaggXVZM5gPA7fONQ6/dfSlsUDwWoGo1WA4LERSUelF0ERAoE9nvOGx7PLv8stTp2oYxs/GTx/0aVHRgQb1gp8CSfPxqMcCgZhbHX7eGio8PkMKZU4GEEI2FWa4d7CKfjLIpzM8oIty1aLSno6Ql4RWjmBck33jSkz57YtsRt5taMPc9JPtbYjrw5uPiQS+5YJ+kaGGai6kpUU6F9bDSXjFiIpgWqRtLUeon34l/ys7jP8vi9/3ahmwAyUzjF2jQpIqfNYoARdwn3hBHc0FjHVP2vtSgk/9KbpnFOOoknBwazOWrckHVrdGKnbE/iy+epURYqHzwzE2FWe4JpGC1avBf9g7hws9Qke8q2OkChCUpfJMDWYb7VLHfx9GeizsKVI5+KWNN1S594hMaNeqQqJzSAWiKZoEp4RMS7ZaiPTZyQWzM+8cNfbeMQ7teyU8eqKItZ0JnHUldJrh19NBgjNK4qPJkx5pGQu1rkv5ujBhTbMXNzbr1LblqV2rcB3ovD7aynTCW84STZmxbaneWZ5omOMx6OzqaO61Pm+9Yu4r3JjFEai2eiCAN4PtB9wV+VdGCIJPDJDZzyLcmQ/Wy8p5qC6vCT700YHnzReyrOJZ0GAFJJDpYdoPNXIXS1lfKf7wo3n/y/jFVJyltD1hcb1WMzD/Mn6ioufpTP2BFaDHYtqxaTYMClWDu97I5ls4Qmh2CJI6ssnuYuXmVbBv3TFco0hYuT+m4bdCKbo4vUkzjIz++J/WGnMp8fgjtiVWA1n9Cl1kslDVFQeorz8tTz7rJNCo7t3cgwYw9XmosRZDUiGfb1Mjmb4UH09P/dVLCiyT+j6DCEBaPMI1qrjBIaHcHmK+GWkjZHucw8Rv73ZREWPQtyfe09Chyw0unQ+05Fif1ry6wEAQYdH0BQ5SqKhmXtclQvIx0h64XMzSJ23dh8iGJt90I1FmwkeyR0r6PUs2EYMV1NUGiSeiKP1FPZYxS89xWgsJwmT0mcn26Q25z0R8F+WT/PunX+JYW812qYUP19EXtQ851LszU7u9+bSGb7UnWFblZU3lZjwH8sdI53IcnkaPtr6KC2DP0ZoueVGfycfqbmH3qq7eGbs5eUhU4TEadD56kA96UJ58AL+3T/JJ8s9xOY15ps8neLtOwz8a9e55Z3PRU6ZM3efUppAs7jwVEliY4L4gJFrGzUeWIH89897z//4Fk7Dp3sTzBjZ5/lxPjCo8E6nhVQyiWvqBKqyFm2J+oTl8GhfnG1rHHAo97dtKIGtRCWeWT4Vxjw9xZRnJ6lylXKTpRtTwk+1XJ6QeLYG6RrpZKT6Cp7qW358LrbAdRZB8ISKFJKGLb3sGvoKv274Oz57Ir/RHEA4q1JGrgbkTGrsSAy+kqjnTGnmgUm4vC2EZdA8ozciBGx12vIimirgTJaSN+msEBlbfAHHtgkPaV3wzLjkGRKsLUpw204jZREbYxYvXcOF1a4KwS6Ll1QeTAUUUvssVJh0/mpNBq9V54ExwZZiiccg+Xb3/BdV8MAgPCRi3N4A2xptKCEzmifDiBrnYX9iBe+2ZGdcIQJEh2KUAx8yWcg2O/jX8dl0tnDUtKjv06gYCfTcQjy1vJf+G70u/rohTi5CNe9KFIl1xxQvlj7O84HnsZsd3Fn6tyiTNqQ7xWRp/6KPNpQuzPgzZLjfeT+vit2IdXyC5spaeiMJbuw8wNE1F5MVy48tv3Z38Dr9dn4VuxeA/an9bG7dTLTvOJtKtnNk6uWVxvW/Aa+QkrPEwKkbMKqXYLSFMJojKIYw43ErCxsZSuLZOPHs7HKDYiCTvWPJ/btNkpi+/AArXmYhxEKye7vKIT66+AdsKZLsn1z0J7aWCsqtEo9Bw6EK7KqKBYWTcZ37h87ngCB4cWgd17c60bR8b7JQfs3GTXdy9MjSajjhSJhwJD8vPTA2yJuqBF+Mli+57akAeMxVxGyV0/1P8q/Nasyl7CUzq6t52D1hoCac3zsiHVZI77WysVhne1uag2md+nQvoayJ+9u2klqBsQPw0al+gqOzWpLlpZUEjsyPS+QjMalg8K+n2CxJF4iSABTv3chdO97DHsPzebcisYhC27cNX+C9V32C+4YayCwiMWqSggygGhV+lMp/PgfGEvTbs7x3uxHHkInG+k4uTnwdY9+pBfspG3mMDzWtYzi267wUXa8G7S6NdkeGB0YXevh0KfhZ3/JKTTFN55f2JLeZVbKpuXVpUDzuZFtpgAMFvsNzxZDupqwiCmMu0mGFdTaVB5ZJ4aq2CZyKhYlkuqCc6flCmxuuLk9y36CFedk6nBHyXSmSGhjLGkkNnYJkhItrrUtK8i6HrC55XNO5qchELJBG6HBFpYeM1KnRVaxp+Mbk4g/OqOQ+HsV7ihslmDBRyw4iQ4Wn/hlCMnaM/sor+f0KCAnAdVUaOmkUo5nqzT6umPgSjzX8BZ86VYO2yFDtTwnKAKchvwnx/OLvnwzp/EWbmcnTKaytTu5NRTg2nktfU4A/qSyh1acRPxUnfRYMM24OM58tqDKfdJwMwMlAhgprCGPUyVtbMjw9YWRohS2ldCmImzIUaqibt25aIXjEjBHJu9qyCAlkBXajRiwDr6038OsBbYZw6FLwiwG4V8SpsiUZ6Vt8XlxTBFuLsuyeNNA7PX4ZFDhVFqCt0oY9bCA8rJGKZzHMEzWJxg2LUAm4xfl6ft25su7tSQ1+4he8e40Z36l5H5mAh4vu40TgGACxbJR7N/wbaT1NJBM5G64JwHh2nOO1J9mQbcfec4rypjV4vV4+WDvGfzqXTwftVExcYd1FefLZmV44x4zHqNPquNbazwll9UqXr2BpvLzc7H9EMPrX0v94E133b+HEL66g96mb8SdXZiS7jG6Wc2G4jBDLruRL/OP4IDqsIBQoqjFT2mShrN1E2XojxZuNRG3jvLvWx8frhviT5nxv7WutTnYOmmk4bKd4nx3zbgtyt4nt1vN/3ff1m0C5bNHfwmHlrL+WwNgATSuod31xXHK0QOPXD13dwoMfvYItNauTueyMJci0Le7VS/kVwnvNrMNLMBhg7yU3MLZCQrJGFaRO5XfGcsSa8/KAC0IXC5rPzUc6JDA/voEb9ryX6w/cBeSMpXeY34Vhvi9FQleilr4C8lnqtEWUaLXTtUjetD+W4Qu9ce4tTdOqPIlxaiEhOYOL+77MJ+u6sV0Q6dvFsasC/qb+FH/mfJS7Ws6tl8/RcJy+poVGhH8oyWvdFi5UAefTYwoR3TfztzspMShLH+u9dZLXDMMHwxYqzBeuFuevWxK8x2GmfqCS1xSXnlnM9aVu/raigr/NuljnXF3a3pNTs9/cUpK8K8ULQzFCc8bGTUfjbD+WpPJEDHd3jDtrF9cfN4pZOmUyGakVO4gMroyQ9FZcye8HVh7B/nmfykMxK/qGAUqU4zxbcRef623O67ExF95pp4RDWboy15eEPeYETzWofG7Sy7E5DRr/tryC6lNx4lNnX7cTVRd627Xs4uPsRAKGoxKz+xgXdTzJB7dMcG2NZCXfzaRIrqhVxhkIBKEuI8HDFsInjPxJg+STHZINfQY+Xr3QyaVLwUis8HlcXJLGPHqQS8pm73dWF/y4T+ez3VE+GwhwuDWMulNj3zx9w8UM77WutfQNbCnYi2sxnA5KnjMFcVfkkzOpCS7ufV3e/DGVmsoRknPE3uRego1xZPMaDAOdWA0q1X4fF2sre7e/a63kZtusE7lV5lJYg5Ne7mo5m/eu8DO6vBLM6v/b0ZdXIiXnCQa7hje2Mn+a3bi8hXoyCFfYPoLJHiBpzekpChSEVHL/RwGpoESW9sCfL9gMkiqbQpFZYjPAoSkW7dheCLuDAmt5iEBK4ItLpoJypqbhXa0qcrgfs8XCQ/HavO36MibKQwtHPcWnsqZI51TgnC4rD7GM4NT4DtpKHs5bbjRWMJxW0TuyKCfPjplsKtLpC5+9D+ArT3ZjFyl2RV9gV1sb3+q2oK0wSvZN3yQfc9pJLjJ7eLaG6BobZOja29hfoKnlfDhVhVe/mMDsLmHSn/Me1VY2Ejl0focTgSAVEJzxLgoElhfW8cGLPsoP9f8hoM0+/EjaAAUkPtWsxFZi5j8nfFQ4TYv2EpISpuIaimPpeyCAawe/yHua/4X/6FxdXvlysKgsMOBubsgSrf4lhynhir49/KkzgLvtdXyl27Xi5z8f94z7+ZuOCrKn88M9ashOkyNB3wq9v6uBLwkZARaXjq05hdekYzMoBceQdcUCw1Qu+pNN67y1uIh/Pw8qQgshEJFGJjvDQIp6q5Gdbgev8isku9NkyJ3gtXVOTqywWznkxDNubKwjMD4Evh5aSmvomTy3FNWHwjpXbrLTqWsUCZW2o7NOq5pjMS7e4OTF4XwjzjingL+ypHbJb1QicW8N4k+NMlB5Bc/0rz6688IE7BHlvKOlCMPYCe4sHeL+UD094YWGljchQQUzGRZL6ZmLXw6mWEz29qTI0Lxw9ZVDSIL6PE+QhHSy8PmUWARB/DwWfwx4hPbSdt5feTmRSAP39ZpJFMiCHEwZubjcTGhi9YasnlZojBiID5lIxwXGkxHes7aMb435lt94GoeCJrbWbqYrsjjBj2UE9w/C/eTk/POhoAgFfU7PrnXaVXx3CdW2Qvj1oGRTqx/mSfWbusq4rPlqng0/uep9Lof7kvfxnsr3UCzasUxNoMlarjy5n8PrLiWhLH0NmlAYN7fw+uzrcWXdlIfrUcstJBU/o6Mn2F62nf2+lREJVUg+uibOcNLCzxeJbm9zhmiw2/lRz8LvtNEpaHRKrAaJlLkseYsiMSk6VkXHIrKY0TkRd/LoyB8vsXmFlJwnSLPEP7VwNAr4OtjkLkVKBaRASkEyvLy3ezgKP+m0AFXT/104OI3Q5oFam06pMYNDpFC1FGSSZFMJkskEmXSauWPV5oY1/GfXyvNqZ9NCznwsswbV770mrlFV9LI2Ql35htZD/iDvUkwLNOPDfSrXXZQ5r6QE4Dd9Ffxd9QaSqWMzy6TcTLg8QpfexWY2rywaMA9TqXMLSqayOp97dIDb6jdS6zvOn9a6+G2kgdPB5QeflEzjarGQPJS/3LM2RSA9waEb38DuFRISg4C7T2tUOnx0eWeNxFgyjKNYJ+m/sMFXPamgP1PPHVffyX9r/5VbKHIDdCGUdHj47cAkxQkT36v6FQ9zMV88XZRXNrOpwsw3PN+jYuCBJY+fUaw8XP9Jfth9fgnJjSUuLo8beNyR4Pe+nPG6o1ySqXmAQ4GDHAK8TZfz2YF9fMD4bZwtb+E/BqtX5RiYi3/zevm76pwwh9et8lg4QufkFBcq8mo3ShLOGMcv/wUVmQ6+t7d9yfWvK9MI7TbPnI1Fu3AR4fsTYW6e/ndsIMrVQHJe7VvZMo30FsNprZxyhhACLrcMU1Jbx4HRBNmzrC857UtweroOxmJUaLHZUOKz53WxBV6c/vfacisdzgxFodMzI64ilq4hcW8N0D16jNGaq3iq9+zTzTSZ63fU7NrCaw1erhdH6GjazkN9+S9rJCNRTSqqloSzkE6+sdTNBq+elzBtshmINVh5LBphPJXhLSXF2E4W9rZbSyVjer7KQZWxCn+4cEpSgxMm9Nl6i850J53pThxGB3/d+nd0phTu6dcXOA0OTilc6dFh5X388hA6nR9dKO2K0Vhmpj+xMpJzaBIOTa4s1WoxvM7xLjqV3fgzfurM9US8K1Oxmov1xXBHkQW9y8xcJ5JWnOD0zt9dEEJyBt/Xv887bO+gNOlAjQQI+8O8PzDIl0oaC27jkRrvmewneuIooFBVvJbgiTMptHaaNxbj1Ps5qtRPN0wsDKsBPlA3iVPTcfs66fBs43QwFzEuswha3ZCY6Mepqry3rRVHegqZzZDNpEkl4mQyGfCDzeyi0XwRMivQMwI9K8mmJdmUTiqW5eotKi8Yo6uKYL2c8AopOU/IGhd/IY/1lAMvTTRjtSg2wzurxtHjEYoc5ajShJI1gOZEpj0Ik0Y6YibhU7BsHGFwrHdmWzXuB1Zf7LcYesPQWruV3QMLf/Ols9jqiogN5LtvHSUJat2TwMICynPBCb/EF7sEp2GWlIwMl3PKfID+aD/bGrahD6yursPpcrPHe356sDwwKKhzbOCNyiiv8wwyUFzFPb1LfcaSf7/pEcyZRygu/Qj9L2wlGdOQQpIJGmGsHW3b4gIEi+FdUwaqxscYtZycWWa32wgE/aTcB6h0bCUyeH46UReEFBj1/Al6KVJy2iZ51Bvkm2sO0tb7A1pNv6Jl7Z/x173rCSezXFdv4EuGL+EceGbJw6YVJ/c3/j2f7ao7azIwHyrwoepy7J1RItkM19RobOvQ+Fq3Snmll2cDu2fWvT/4LLdUXMflJ/+HV9dXcZ/jTzheIN1vOaSl5LPxqVytxPnvWboAsQxM2MZ5LvAcuzwaJZa2BXK6Z2BSJJVpleD09xJa6+BbY2dpya0AxyIJ3lRZTHS8cCQjOhLnNe1F/Ma7ci/IQ0OCP63wEAkFEZO9dFRYOG12EyrkSl8FkhmdsWYLNcdy0RKDSaEokeItzVksgV4IhyAMdruD0up2Rif7MWU8iz7quYRkouYKHjsHQjIXvWH4YriM1zSU0po4Qa2jneHo3LFTYLFakenVR5D+tKocy8nIzPWYbAb8DVZ+4JskOjZLQp6MRrh1if0Yi7L0pPPVMRoNjfRHVQql2VRZJUczC7tBRrUY2kkXTRn4x3bJXhnl3oHZcX8kJtHKUpyPrHmDSeFIg5F+X/Cc97VSfG9PG+2eNsotcCDIqprNWg3w7kZBnd/D5P4kZwiJVDV8lx3iYfkL4uELOxClZZqHXA9xY/w6XD2nqGzbxOSpY3Bpw6K1sLemw6w5tpdoZPZ9CooBhNKOnCYgwaN2ytY1cndLnK93LYyubSyGq0piGPQUIhNHSyTRrWU4i0q5PnGSt7RUYdTNOcl7XQXnZmRWQfoVZNaJ1HLEQ0uDsclH3+hpGm3b8Z0sPAGFjup8YouBz/dmliVKL0e8UlNyniBeZs10VgJ/Cv5rsIK0uwYVM5GjRQQPuQgetRE6bSZ41EZ8TEVmBckjNbRUbZjZNuT34Tp7p8sCPDosCKUX/4CG5rQJMdrTbHnbv1J33ccoqfgW19Wc//v+zEAHqprz3BkMHnr9Kv3RfgD6S/pXtS9PWSVPZNvP6+AwFIUvD1YxaazANn6Yj7aFMBXIz//stQewZB9GCAnF/0nTzX9N/dYUAkFsTEGqyhJ9jfPxpqyZ6qcmCDqOI6cLIc1mM7beEzS7bKTSKQa0F/Fsis1ozV8ozBd4qLIGMaqL3+NvPdvL+1ojXD3y37lt0xFu7v0c/9W8m7e2Zviq/lmco0sTkqSxiF81fYpPddUuICSN1rOXhvyLFgeWE5GZxoaxERXzITufbM3yyNFymrIfx23yzKw/bgBptHGfuOGsCckZ6OTSCV4aCGyRXKLNkehhrikrrBRwS1WaeO/sPQ3o2qoKzc8G4aLla1bW9aW5qng1Hn2B194081dWMZ4XQnIGJ7QkZWsM2NZN4i19ls6p57CNH6ba5aKtYhsNXI6lZyuxA5XUlbQTOLbQaDpDSHrGjpGq2crDvauwNFcEwW8GFL4y0TKPkORgMFlIJ1ZfxeyT+U4UXZM8EAwSzeYf40Qkgb2ssPyrdMYJy/x3sVxUcDpY+I0rNUpuy76dEpHvbNxmuIRUNFco7j+kscNXxPtb8+9n2HjuXc1NDoXf1woefAkJyRl0BuHZ8dURkutrJJ+udeA8YmNy3vvVf83T3Jv5fp4Q0IXEaHaU3toBzFsuJhAOY3E4MM+bq2xS5+P+AepffJLYNCFxta8ls/0SfFMTOLfkD7zBExZqYzZ2lC083kAUspN9CKnxPW8t/zHeyj+ecPPFoTrUomqkrhE6OG13HbETPG4ldNpMuMdIZMBAdFglNiEwNU2RCg/RpmbxZ49gshR2/OlZSfaomT9vUVFesvH9/OEVUnKeoJxFJ+iXAqqQBQ1WyHV8/lqXjUfiFtRNQzhqF/eYS00QPlhMi/0S7HYHUkqur76w1+wyqHywqozqkVkrMBMzoU9PIun0GFc3LPRYnSse6DeCuBwAKXeRLZm9zn2BfSiNy382at0mfpLZwZeG6s7ZeFwMuhR8u8vECed2lJif/3xtA6WOfJb4nh191Bq+l7dMI0PGqM84AU/cXsnh9PIT5TUGCx2/HMO5IUQwFJxZXmOEpH8S3+6nqUqEMJlMdHn341h3HLvjPmzWeymt2ktRpR95vkxLRRJX81MyHpNf4G0bx2goWmiAbCoz8dHk1xCp2YJWgeSyiR/yufDfY548vmCbuUirDu6r+zs+c7qa2LwO9NeXuvmTKQN3Vi5sKlkIJUYDn/GUcX2pmx9PRCnZnD/BaClB9oidv26X9A+Ukx74OC2u9QD8QPbwq9o/5T96Vn68+TAoktc26HyyOcQ/NtpxGRaf4KqWLS6XbCyGu1uzdHiWJ909gRoaHA0ksgnslYWb/601k9drol1e4KZgEsbl8mRBy+hcPibZ4rItu+4Z/LxPxT1dPG8aPUxH2eoK5uej0mXi5mYz76zxsdn/JCeCTzAS7qS6vI62kouoCFxG5nATwcMO4uOzfZPCh4oWTTst2pSge/QYEoF55CBvaFEKkvtzQaFGc6rJQjq1ekP9Z+NT2IpzxNVRY+dIvYGh+OLe41hpYe9ZyrqQENmEe0FvqbkoUszYd7fw5j1/z58H/p1XKW/AKdxc0/VW9DkyY0pxlBcC+e/KhJ7GYDo3s8tSkSbCBSj8Os+oscPd24bxVX+TsfgY2XT++K9bMnSLpcfeC4E9yT1oiiCVThMNBvnIoafYNq3aeHUmxoePPkvy6EGklNjsdoYvuZYvVHXwbXs5nqYWekaP427Pf9eCJ8zcVJRe4OQJp+F5ZSNf7C1dQOQenHAz6hvA2bTE2CMkjq0TEOknduA5xo8dIr73MTxNx7A4DAvXrctiq9BJpzXUE3Y+0arwcus+vxxeSd86T1B1iRC5gtnzDgluo4rbZMClKjgMBhyqgk1RsCsKFiEwIxgyeqkyS4pUBZsORg1EWnBQc/CL0aUHsWfH4bCxjHc1TlJR7CB4ZPG6l3CPEbdjK0WtQ8SED6i4ABcM15W4uXhMJ30yukDbXZXrgVxH2Ybig7hN9QWjLGeDlCY4Mb6dTTWdHNhfgXAxk3klkTxpfZKrrVcjE4s/bE9pBf/RbXpJOr6+OAEnTE3cfewoNzbW8OPpfhs3tU1yWelXmcuVpTQTHftLJvbZAInvmjLuU5Y3CDaazFz603EsRTr9vhMzy2vKy/D+/rcIwFNZi8tWh+qx4xN++v1+nKVNNBh2IrQk2fBhTOopiqovYWqsDi2bG3pcrRki/QbkChrpAejoOC+a5EfZ3+Qtj8kYv0h9iRuabqWl6AaemPbIldiN/LP7Xix9BxfsS4ktnxIUs1TyPdv7CQz7+GCjifu8pTNymleWuNg5pJFN69R1Jbixyc2jc3rPFMJHXMXEeiLsNClQ7+b74TB3rXfiOz5HFSehwF4bf7Y9wfcmLBzb+1YuvehFprKHeDi2YUWNB+djTRFcWxKnPK1ii5Uz1e/An5V8tK2Ef/TN1gcVGw28p6QE0R2hq9lJkS3FfeOxBZPqO1o02oIWwgcs3L4zwT8Hlz6n58clb2zewAAD+IynsRmaFlxHi0tgi9iZ67tWxpO57+8CfU6fbXETPbAyT206keU1IRNhu4Xe+PLuYl0Kjokm6pjMNVO0jHJ6lc1um0ssbPBoFMeHkP4hxCiYzRaqatowxIqJ9JpIDosle2CwyFjk2RSjy3uA4eorGY3BLk7jHNnN+5vX8OBUWUE1u/MJ3WBGPwuHng4cLhUki8087JvMScYWeD+eSAV57Q4NNasjk6BFDcQnFPSMIGEKL+gJqSyTluyQBlLkPNKxUyqNXEmL8WpimXzjMmCc4shwfmStJ2GkrdyEf/js7224x8Brd6U56n+5puZI7mhPES99ml8EnkQiURt+wTVdH0CROUIW3dnDw/YfMxm9QBrkS2CndWeexHAsHOaaI89zbU090ZPHOOPu8lTX8oOWLYwo02ayEHyvbi1vmRhnOH2IsqIdJAO56xEIRKeLd7TF+J+ufCdPrpfJwmfVE5bc0LaGcKwbRMeC6L9QJeaNI5iCA4wdmE3jlVJn8PnfUrszgTK5i3gwN294OtJ0BXeDAFebG49ch6HbxYdag3y1+9zu2UuJZSm7EKJOCPGkEOKkEOK4EOJji6zjFkLcL4Q4PL3Ou+b89onpZceEED8RQliml28RQrwohDgkhNgnhLjo/F7ahYVmD+DYlCR9kc7ARYIHFdt5JiSSf6n18DdxO58MWXnfpIk3jyrcPARX9GXZ2p2mozNJ7ak4pSdjOE5G2NhlpWivHV60Et9jJbTfSvCoFbdcmXcukoH/6HIRtS7NVTNRQfJwHYmAl/Wra2K/YmSkTjq+uAch5Z8tktW13dxSf54S/JFcVgV/2hYh0ufld49dgt8vkf2S2023U2TOGROTyUn61/QXTFHqU2tfEkJyBuE0fKnLzY+P5YbT9eUx7mz7L/Q5ndClhKjvL/Htr0DXJYl2J9+tXN4YqDUaue3BKZS0jtI4RjabeyYGVSV76hANG2+lpOkDJFN3kHa3MuIbp8i3jaryWiLJMCfjT6MZrASntmErfidgRE//mLLao7jrEvTGXiTRdBjP+uSKUr48WyM8aP4l49nxRX9/LPEgPseXeOv6NC6LgVuLJylLr6BL3yKIm8v4vv0DTIViqBXtfH2gZIaQXOxxcvmIPtPvQ9ckO4Y1trmXF7G4JxXB7DCSTevsHMxSrbq4LxOmrGNeGpguiOy18sYyO1ld4ekXL8Uy+j4eOYuaHYMieb0nTEVvFbEjHnzdafTplLFUV4Q3V+Q+5EuKnHwobkOeCqNnJS2dCUqOavxJ/cJn85thA4pNB11gHTNzybL+CYE9nvt2j8YOc23NwvfvpkqdUHf++KOJFFtLzmOu6DwMp8dXJdWaCKV5Q9nKU/YeH4Gi6gYAFF83u2qXj7SsKbdxe4vKu8qHuDL2DMUjz2NP+WmuWUOL/RJcQzuJHagidNqMnln9WOPZHKXTe4D+yit4vC/BSW+CewKNxGt2YIp5uTL5Aq9qXr7r9bkiKazTpGT1k+evvAEengwuS1b3+1N8qjvL3/Xr/POUxn2WND3r42R2JYmw0ImQTS8tYmHRF35/2rz+UTa3kZBhYYTvgE+gus69AlkdNHPDBUhdPlfYDJJ37exkt+0/+H3giZkxvSt6muCls1GRkaLTTKZeekICUCoXymfHwmGiJ2frSO3rN/F/W7fNEpJpjAkDvZsuIplMkqrpRsyR700FBc0plXbPys/lB/0WEuk4RevzSapilBg2DGCZ7MojJHMxvPcprK7f4yzLvWdyjs0RDocYSO4Da5Lq4SLe3vzye1cKYSVxxCzw51LKtcDFwIeFEOvmrfNh4ISUcjNwNfBvQgiTEKIG+CiwQ0q5gVxd51umt/kC8Fkp5RbgU9N//9HgMWHkM0OSL3em+FlnnBeGzndOpCBjSi8IeRZeW6AVaEa3dDu7hYitgF0VbY6QTCa50XNhBpa9oRiFGq5O9dXN/FvTYlxcfy5uAMnFFfChthgfKe+iLbCXyNApEok4druDdzcMcVfDCK+KxnnP+FW8SX8T13muYzQ9SnLz4t4uyx9MZ1xw97oYf3nRV8hm89Nj4sGPEzjYQiapobmN/OQiG8llVIBcqsKdz0Ux+NM4m7IMjs0WhFZYjZSUtuMd7iAWtGGr0OkPH6LIXUw6opA91kRL1Xo0PcOJ8O8o2aARnszgHarF5Lwb1dhEZPh+muxmkDpdU3tg3SlcLYUnbNeaJM96HuZUunAfEYD+TD8P6Z/jXQ0DKL5OvjyylUDt9UhLEYmKHYw0vpHdLX/G71r+nqxncUHRiLWO7zs+zMRUiBOObXy9y8olbg+ftZZwd1UZ13khM0+/N5PUuC1oWLbG5HQ0wZPlEtWozBATu+7md8YgJXMMQWOHC2etg5+NzpLz/aNnF9zO6oJ7plxYCgj5tQykabFbOBSOocwX7RBQSnpBfvKWEomc7tcSGVS50b18v4ZBXxmVtkqC6SAlJaPzfpVUZxWQ4KjVcW8N4rosSKh9knD2fDkeFuLxkIXi+sIGuNGiYprnqDF1aquqJXokWIEyLT26Nn0adZ4ygxCwqcrGG1sEd5X0cLujC9fIizhJ0FK9gWbTpVh7txE9UE64xwjnUKPm2RKhc+IgfRVX8lT/bJggmdH5WY/ghNqM3WqhcvQZ3l4focR+4dLn/FqObH6sup+dL4EeTCwjODQJv+hX+MmgZJJ5kroS4smlSaMxU9hsspdZeKAOuupgT2ChMzCSgbTl3N/l+JjK5TZedjUDKQ0mjL34Uwtzlh9Wf0Z6zThaXZAJRhbZ+qWBskwn99CuK/m30uaCHd9/bXbj6liHd3Ic2+aJPGda6IiF15aFWCnJjmUEXmc7I/HjqObcNqpZItb0Yp/sZfzowgj/XIwcfhFryWEMJoXQaROt1bN1v5lMBr/9CPFokvXBIi67sCKu5w3LznBSyjFgbPrfESHESaAGODF3NcAphBCAA/CTIzNnjmEVQmQAGzA6Z5szsU33nOV/FEhI04VJ1ZqDgJpCYXkPoVBAURUUVaCoCkIVKGpOJ1WogvAqvVARXS7Zd9azOUr3xGEAEurK86tXg4SmYyu1EvMuVGbxdhVTus2OpuVisKX2fTS71s94sVeCNjdcU57EHB4mEgoQn3aYOd0eos4Gnpwwk0lK3qs9j2f4cRqBS4AsTUywjQOJ7RwImmCR4ja3miHHv19a3FSnsavyMbLp/AE/Eb2L8JFtxEO5yIluUxnLLO2tMwrBu09mMffFkEIStnbNpDnYTUbCh/dhsL0VyKW0Jcq6yUxmsJs9uci4LggfLKGp/jISnn5OeZ+jbs0alNEa4qEM430OFPXN2LQ0tv57KVu/jqFQkMnMC1RvrsM0WU9sZPYeOuoyHK9+mucTz6/oXmy37ODQRA2m0mrWWUJ8gw0MOO7i8KSa12Ds1XWf4i8bH6Su/+czy/oqXsXvDNeyP1ULpZIXhsGqKFw0rBFNpikZA2OjAzWUIRHIT39LhNLcZbHzJUM2rwt5sTknLHEGz/kjVDQV09qVIJvWuUw389lhMNcHuLSuiGQc/nFiYoWaaCtDXxgesIW5pd6DfzCfUGeSGu8QDj6rTXKqwkBDMGc42Ws1QrVZvtZjnpFQrnPAnTU61mELoTnPSPZbuLUuxYNLlHk9PSp4dcMmxuPjBC2dGJTamcZsW0oFcW0cZYeJIWFlj9/KkT6dlXTBPhf0RgTpljQsov5nKzLzK1eaUoORHQNiJrqUTmjcVe7iM3HfitLKTvgl17a2ER0+DeFxrm1o5/H+BJuqbLRbY9j8XRAIIf1AUQ3jxiqOOGvZrhcRPpD78M4l9iqRuLf5EVKhc+w43eVX8tzA4o60h4cExZa1vKM2SHD4FK82Ozhdt/0CON5gKKbSASgWB+PeXEQvV6t+4SPNa4ugV+vNW1ZrrGUisvSc++NImmvWunCNpkiE8glGf6nKybEEJ5foaRNUEwjOXVI83WnlTc1Jftq38m3+tlXFkbWRUXUyQidt0IjLJHFNJ5KFQFbFnxREshBKQTAlVyXSokmBR1Yu+ls4E+Y7Rf8MRUBhleYLjjBLGwquTAqWCRJ+o6KF94yN0D/aSdsm50y6u2oE30g3H27r4J4he0GFwbn4eZ/CJ+pc2NcFiHcWkW08jXtymPETR1Z0PcN7fkfNJQ78pxsIHiyidnMDw+O5wSwcCWNr7sV/rJnLt/1xaASvyu0mhGgEtgLz40lfAX5Djlg4gTdLKXVgRAjxf4FBcibNo1LKR6e3+TjwyPTvCnDpWV7D/1rcM6JT16iSlpK0rpOSkNJ1UrpOWpMkdZ2kpi9OOSQ5lVeNp4B5/wABAABJREFUaUq5cgSzkjIF5CJBGk+dgbRlivr6esKKky+evHAh/qzbAIv0S5O6ilndQFzLvYbJ1EFubryd/zqydC5wlQ2urcrSaEliOKP24XFRVOQhKs2cijv44QhkJwRnPB2PWm7mDh6f2Ych2EdNsI8a4BZnDS9Y346hoSHvOImXsNv3GVxaKbm9/TEM6hN5yw3qJcROXjvTsEsC+68pRteWzml+l1fBcTAXbSndkiRhsmF35q7TMj6AoeFSvIM5D6qzXke3m2mwN2BOu+em6xIdVJGDzbSuqSXr9iHcfRQnSpk6bEbXYKLPiMlyJ7aIl6Kxx3Bu2kbWIJC1wxTXuoh2uRAShtbu48HIgwvOs0Y0MKIPwhyPYZFSRG3qNr47CiB4DM+cLfKfzf1DJno9r+OrtRmqxh7n2caPsTvTwre7TXnGkcuoYrQayCQ17E0O/ik4SavDwu0ZI6lo/mAfm0hw8xoPPxnP3b87KorZrEb4VTbNXu/sJHWv18/71pRRnYLPB3Me2/sHwdgYRnFZ0S6AM/GZcUlDc5jWiINYIN+gig7H+NO15Xx51MtnG8owFyV4OBnnqVOz53x7g2CHpuLfbSA2z3BMeBUubjbwIIULNzUpKEqvBx7ldOoEV1Vfx+PTDc/7wpJ/D1TMaSB57jLaKzVyT5Og3mTFUm4FCdGRGI5aO1/NhJgIZVhbpGCvMhIZmvWexgaivGddGd8aXVkDu18O23iD04VA0ho/TlOZwJJNQ0SQLKpkpGgDh/2C4fHUdMmc5BL34vsy2dOsf92PGDtwK+Mnlw8xCATCrJHWovRXXsFzBRoj2o0611YJ7h8UfKnbw61129luD1Cv97FjbRHf7zGuun5vq9vOJpsVOwpfPdMAc/rRHpqCG1sa+f5oGUNRUAX8+fo0D4xYVtSD6VxQac9yINWX92o0Ghs5vkxZ2OFgksPBJKqA/6+8eMZxZnWbuGeisIDDGeyNKFyz04AtppCeEoS8qbOqRU6HBFtUA/cbMiuuMXNnnUwemutIUbFixwqUGSQmp0S1gmrWUdw6KdcoQlHJqFb+6fjyqakA1uyFqTM9X3g68TTbrdtpmDdvz2BqgmutTp4wFCaOQaFycONOrh/uIs0knvUq0V4TrpYMFnsdEOcDLZJ/PuFYQSq34IV0Ha+y+bBVODArGkMrJCQAupZldPdvqLvsDYwfrSR7qp6WLSaycnZ8t+6MomRsONWXPzFZMSkRQjiAXwIfl1LOp5o3AYeAa4EW4DEhxDPk3MWvBZqAIPBzIcTbpJQ/BD4IfEJK+UshxB3At4HrFznu+4D3AdTX16/q4v7YMRKXjMRfepUNfxqsTiPxUAab24i1SEU4NCKWFP3jz2AJOVAcpXyl08KF9Gj5DLJgS61spAPMZ7ixzqbKo3DkkgXnY5pWGqrVxgh4x2AERgBVVXFV1NGvl/DIsCg4qP9wrJpLyq6hzrewqZMaGeGSyL/xgu2TxOL5nrE3NG3nl30vjbjd1lL4wI7fkEk/nrfcZKrHe/huJvtmJ6HRm8p5bBlC8uaMmYonckzWVqnT5T2ApuUsxRKbhczwEBqXz6yvFsfoG8h5ZlrsCxtqCQShU2ZMrmpE8zB9E3uo2FCFZbKF+LhCOqkxMVCCo/jtGEaPkEweI1vbxMDkAMIsMNeW8EDi/gX7bVXWctuRj2AskjxQ901O6odBwm3Gd/H1wyuPVB0PCn5cdhvlVZfxwEQtBycXWgilJgNaTJ8hJGkpc3KjJSo3airpRH5Mo31Co9lmIZjJ0tKfJpgy8LotGl6nZCAyu/9vjPkW2N739mtwAdV1ftir8RdtUYyHLQvSQ82nI1zR6OR/0pP4RvQFamOHA5KL7Q7EvO7a9iITVE0wFZkACkz20xj3lnJr5a2UBes5POe2nU+ximILvKopiuY5RmR0Jw8NLP0+PDCkUVOV5kQoRrnZyF1rivlnr3cmxfFUQEPai5jf1KWsO05HuZXT0eV7bYwlDYRqmlFHDs0sG62+lBcnYNKbYWEXbTCkFpHRtWRY//pvkUgfpHjzQSyuT9C/u2nBevPhD04yFQryTKIwibmyUrDB7ONBUYYuBQ8OKbxoKebttQEig4d5m8tJv62DBwdX/qxusDqQJ3Mmw/o6K6+1OjGlJZ8L+khkIagZ6IvkPgJNCgIpuCJ7gKvb1vDQmJWhC/QpOCxRZDb/Wy8TFQxGV0aGNUCblnhWFEG8PUaya3l28ftxwe/HIyhCsq1UsLFWUCesOOIG/J3ZGXnwlSB4ROVtmzN8o2tl6+tLxF71rCAZEBAAUPBUmRkM5urxiqrqgZWREj26Mtlsk2Ki1d5Oo95Oqb8BY9DJtys+t6JtzwUpUnSqnYiBws9486SPru1XMyQKpy4+bnCw2eEhfvwwMABuGJsE5mS03926iW91LR3pNauSna4oA4MDtDiqiPk7qNrgZezY0qlbc6Fl0oy8cB+Vl7wG7+EaMj0VTNj2kppRthugvLSKbXLxdOWXE1ZESoQQRnKE5EdSynsXWeVdwOdlrnlBtxCiD1hDbnbqk1L6pvdzL7mIyA+BdwJniuZ/DnxrsWNLKb8BfANgx44dL68Eyv+l6I8Iou0xJnWNoWScU0HB6HBuoN5VsYWRKAwvXmd8XnEqlaKQ+kFwuBFby+zfdvMeLqm8hBemPYy7KhQucoXJTA6QHEsQAIQQeCpqGVXKeGxExd9bYOdzcGQKjlRduygpAeisvp3Y6EKDpMh3mNsbN3PYr9ATXnySq7DCTTUZvt9tWPT3laDFJfjoRY8tICSq6mCy608ZP5r7O1Nl4eDVxTwpl/bKXa9aaPtpLpNSqJJY8Wk0/+xE5g75sFRdi294lnAlpB9VVWl2byfcWXhISYcV5KE62taVMxw7ik95nuatGwkfdiF1QdSfAdZSUrOReO8jNFVYOWZv50d9Tm5o/iyZkgd4IfgUnwh/ASVjRE6ZiEeyJCNw7di7uWzLCF5HP/d3lbPaptn/3WXFoFgLdts+HklAEXQFI6Tn5G3uDUWxV7u4ZEjmGfjxQIq3CwvfMScIN9uwnYwQOGTijot0/jUyz/hc4tG/tSVDedbHj73VTKy+x1xB/EdPlr/bmCW6P584l7SY8VjCPOMvpBgDjzuDXFVbRGA4iWpUKFqrskcJEcmaMYi6BdvMx5MjKptTV3DPMuJnHhMEV5l+f0UVtFZMMGzbzW+De8gGs7y20g4DGxa9njMIpQWhdM6L6E1l+MJ4/slJBL8yJrnRMJvCBZBN69yJnU/LxIo+4R/0GPhYaxuh4ZwVaRI6k7HZ78uoCjaWOWk3miifymIcTeadt2rMsvGN3yORzhksup7A0vB5Wkvez0GfE8fe1kWlfwHMJhtCn6Sp2ErP1OIvU4slSjoe5Q2NJfy8L0fkppKCL3UX8+oGD7boacq8+/hESxM/Gy/LS4UshJSQM0nIt44IMnqEDOSicmNeHvMXM3dQuqffxN1NbcSGj/OG4jKeNDdwePkAxKphMMaZH9SzSzdWg2Al7WQsiiA5rXxUvM7AvwyuLr1Nl4J9Ptjnk0CcT7YZIbvy5BWhSlxrMoyvIr1qNaVIRqfOmUynrGHlUtahhA23200onR9yKjGX0G5eR3WiBc94LYbeIsSc65VI3HULt7sQuDd+L++tfy/+wcX1+hOxGG/tPsT/bd1esLYE4GvFDfxpyTDhqcVfUH3kGNvLdrDft/h30uyC17iGEJEMDeqlhKaVuwxNl1HensTbeXLR7RZDJpVkYvf9VFz0erxHKqhr3UZP+sWZnmLeyVWmzPyBsOwXMF0n8m3gpJTy3wusNghcBzwjhKgAOoBecqPpxUIIG7n0reuAfdPbjAJXAU+Ri7CskOu/ggsFiwrVdii3ws/GtGkP1ZlRLPf/3ReusfIC7AtF2SXMi9bujJ2ooKVF5Uwn8lSql+trx1nnKMYeGyEcmCIyPbYVlecaDT42ZmS8f/Xn8ZtgE5c52vBEF76iPYZWFCXJjp0hBJLdu3Neomw2i2t8P1cA17pMONzFaGYXQWljMGGkKwR3lAwTGB7jY61tfGvAvcArvRyKzfDnO/eiz5HHNZvbEcLG1PBNTBwoBnQ0u8ovr/fQlV46QrLFZGbXT8dmnrhj8xS9c1JTap029LEA3snKPLWicDxIkbuY4InlU/kEguAJCx77DiwdXrpHD1PUXkxJtoNQd84rNTWSBXEdFWSpPvFrrl1zMw93S0rHXsPr6q/GOOkiPJFirkWhZSRF/U2cqihhaJEmbctDkF1ms+MF8sSfmgrjaPSwvied16cg7k9xd7GVbH+cNGDocPPl7pWl+pyBUUDG5MojJMVGAx+odvNgZIrDZ9vRXRd8fSzFxzY6mTqaRTUqODZKvjUZpGuZU3xkBJpa/TTbPQw4I/zngDb97q5MtzepLT+O3Frm4Uqz5HMTwVV9F1UWjTHbHl4MzNYeHdKf5dra9TwxfG6RmIPBGFe3V2A4kZ8oEB2O8cF1pXxtdCWiH4Ivd7v5cNtaYkMncY7s5vL6ayjCTE1MYh9MoExlYKal6ew5C0Vj8x33EE/vxmCqpEs20qIfRddi7LPv4Z7ASa674RZanrgBRcs3pPS1LgKZDEIIKk0p8nuYz0IGRtEMCpXxPhTRkpd6cv+AQrF5LW+vCxEY7uQ28yjRlnX8qEdlqeeeZJaUyDmkv2gyd40n/PkDfDwr+EqXg+1lO9lpi7HNmuZad4iDyTKeOo+Vp7qysEeJNaJyl/M4+03r2bPMO2pXVRw1dkhkeFEN5dWMrRaVNigN2plk8Z1IIXFUSWKjClJIitZlGLVn+daAWNVx9WUK4z1VZoxOCbogYZy9ARG58jTtvqhKTUUN5aZKmminLNiAbaASxetYlDBLoZFtCRCoHihIqM8WJaKcneIKGpPrcAbK+E7FPzBFLjqdCWVorChHQyIQGOIRpoSRUDj3fQdHR/hoUSn/Xlo4CplQFJ5eu4Ntzz+2qLS1rutcbujhuNrMPF0UbqqTNEWO4zHVkeisIDYnUhzuM+Fpv4aShhRTAyvwnk4jnUjg238/Zdtex+TRMlq3bKFrPOfAcLs8GPWVRbv+kFgJLb8MeDtwVAhxaHrZ3wL1AFLKrwP/AHxXCHGU3Oj0V1LKSWBSCPEL4AA5C+Ig01EP4L3Al4UQBiDJdIrW/6swKBouexaHLYPVkiaeMDHkPfdiuKVgM0jeXz1KNpUglYiTTqdyGQRpWFO7me92XzgZzpUgpunYyhYvds8kTFjNO8lk3aTTlUgZwds1jJYcJgxUepooVhpJThn5p+HgskpTS+GRYcHb1r+eK6ILBeKCup0dO6Ywm38FwMZN7+PokfzzzaTTBHzjwDgK0AhcWQ91dVG8bgfhcDcfrCri0VjrtKb58jAokr+5qAez+qN5x2rl4J52PJNr0TIZdAV+//qKZQlJg8nIzfdPoqRzx3e3p+kendWyEABDPZjcr0JE8yeOeDyGq9SzSPJJYWRjguiBCpqbSghwiu7oC9Rsrsc0VUd0WAUJE30Gitxv4ZpQF02J4xypuIkfHLdwXU2Q66vsRE8J0tMjvWpU8DfG+G3XH6aJ6QPeIPa2EhpOx/NIdNyfwmQz0NNu5d6JfCunwgrxbE6RpxAeGjFiVEyc8STfWuZhu1eSOBznjm02TgZjqypEnYuxOPzSHuGNrUVEPDH+sS+9YOIshK93Q5MrRN8EXIgUzqCmEezUuX2Dwg96V/7t/rJf4Q1V+eoTKS1Fq8fPE8MLpUBXi6+Oe/nb8iKic8YkKSRulxdGV5quKfhat52P1VUR8I5xSaILupuWqSvQ2fLm+4hnfo/RXMe/j0l6YkfY6K7gyuJy7unLhUQfjz7E1PUTXPTcW1CiufE7sdbJV8YmeE9rGdI/RrV18W+k3CLJZtPomiCRSPCmmig/Hc6v0/On4MeDJfy56ybGtAOkRg7y8boqHovVLtoktsNhpWI8M78VCADxySSOEmVBF/Yz2O+T7PfZUIXkI1VRGv39fLyllZ+PFzGy+ibw8yDJ6AurrbW4BkJwbAWRmalMlk9nJml2KvQOnFv90+3VClMHCrMLR41Of/Y5Gra1kVEkXx0rZmRk9cfTlKXHR6VC4y/7w9gMArvBjMWwE6dJMD688m/wZEDymf4PM3W6cLgp3eolUDPIoKWTU/FjxLKxWR5+Dtio7GCzdgll4XoUr53Y5OxOI0h2VV3DQ/rPuNp6NaVxM5NPPZS3vbulg4jFPUMw4scP86ZdHn5uKdxb6EXVyo5N29EP7V3091Bgivc0V/CVrhwhUITkfa1JtPHT1Lm2EDyweBQq2GmhZN31uNMPEhpbeYFhMhph6tBvKNt0O95DHtq2bEUKjXiXG5H9w9p0K8FK1LeeZZmvTUo5CtxY4LdPA58usN/tKzvN/90wKBqONZ8iIzUC5FI6N1Vfw5D3pgt6XJMqkCYbWXMRMYeJqbTKaFxhIKIT6n55NGaaX+xuthlw1QvCYohHH20DAQ0NdXh9k+jlzawLVRD3Qux0Gt90pf+tHUX8cuJc2qoLnkytYZfqxKTNTmS9FbdQ23YQTZtN7XK7v0V9/UcYHAwU3Ftrq6Su/iGyWT+VVVA5LdW3xXwpj3S+hh+ctgKC7WWCo1P6okbnJ7d6KXN8e6bW4wxSiRJKo9uIRHIT3Knbq3guszQh8agqb/59BMN0KoLJrTOSPpy3TrPTikGvwj+xsPJWURT0xVQRVoBInwGjup62TRF6vUfRtEHqtzaj9daQDglioQyxUCO15W3UeF9kgxLjiH4ZnxmK8rb1Cu0xF/7uDI6N8O89aV4K1Z5C+On4FHevKaXkZL7FZLCo3O8LYFHhskrosMVwyzRW3Uxcq+bzA8GC+8zZvhIF+JvyCtKd4RkDL3Zc8J5NKl89ByK21wdltX6eG4TkEl2sF0LQtwq1uxVDwl3VpdQOpkmlddZLJxBipc9Vk4KK8TIMVgPV1mq2q1cxNd7BN5apKVkOa51WzEJwKBzncWeWXT5mSETRxjRfG15d/ZguBU8n6tjIGKWmBhYpY5oDydY7HiShPYLB2sL/GYwymsyNQ0dDExwN5ZPdQ+H9TO3y8apT7yXiquab08XlIc2AHbBmgpAn/pCDNyn47+RGrAbo8IClgJH4fk8JU51hrMb1WCt8eCdPconq45Kaar4/Vp43XvnTGbLxAvdeQJPNwtHw0mlPmhTs1ZvY5sogZJabqlJ8v9c0o9p2NqiwCkIsHKO1jEayuJX4KqaL3ojOuYw7NoOkIeFgUi9slRtdGdoM2wkfsWFySz7QlOLxmMJTY6v79r0kqNpmRyBQ9Gl5XE3mdEJ0iBkigCCezTlMcliekFgVhXUuKy1mC1WKSiaQYUFu3Bw833wfpyInFiujWhE6nGtpz27i/sRP85bf5Hsb0U4xPUbm30/FLGmX7ZwyNbMztYnJZxcKp4R6TtN0xfX0TAZnllUeeJ5NF1/PEaVwbcjXXFV8srKK4PjiKVLRoRNcXrmTYwH4QHOEdGASZ2YXweNLjxtTJxyUbLwJPfsgEd/K01QS4RD+47+hbM3tTB5aWgDo5YZXOrq/DJDVVSqs1YzGZ7U0o9rZFm1Iii2CRidUWSVF5gxmcxKjMYFU4oxP1fHr/txjD6bgS93zPQDnrnhzPuEzSIpNCkWNBmKGUQb9pxgOTg/EArAVMaqUs0eUc7gLPteSIdaZP4iuzxr45RLHaPfANaVG/rsrU/DSfz5g4bbmt7Bt4JsAZIWZ7toOVO0HeesJoVPf8GOi0Tfj9y9utTU0DpFOL5z1UqnnuaG1hzXFd/LEYBNtsaPU1a/jV/35J/W29gTrqr5POp1v/BoN1+M9eCMRX46EjF9Xxi/VpWP7JiG4+3ga85l8aEWiN/SR8CawGB3Uy0vJuoeJHX8Qi/vNi+7DbnMQT0ZXIF69OKQmCB50UVN2CdnqQQbHejF7RqhrWEf4pBWZMRD0ZoDtNFYbqfftY3PKy6H4NfwmGOKGTZLnfcqSEYP1xaBLOFmYK54XfGdsko+sLcd6Mmc0mqwq9lLJR4olrnQIU9pFsruYZECZVsVMcV2Lm8enls6j1gFjVs+bwzMpndpxN7vKg+z2nn0k8KFzTGs6X7ii2Mn1SRPRk7GZJJZEH9xYK3h0eOX7yQQS3OF6Nz3jDXx/eGUpZUuh3GzkjrgFYRCcUhI8PRXm0o4KtFNhzG6dEwaN4ejqj7HfJ7msrYNB71Ec6pa81L9ZSDa/4XES/AaDsZRP9Qfxp5cvLhqKD/LcxvvZ/eLtM8vsas6BoUTGWYyUnEEiC4cKZKJdX+Ii1Zkb17SMDsMltFRfR9B6Et/UIB+oiHFANvPs9PTlS2dJNdlQTuVHJexlFh5xZDkaWJk27PPj8Dzti6oxng0aXDCuL5xjjWYzPxu4cH1ZFsPr6lVCx5cmF3NTY5NTguSUFdFsYLXaul/tlpyriEaFFS6v1ElqgqQmqLOmqTtVQrI/yxkhiOX8FetSOziV11ViddgWvhr3i2toveEg3dHOmeUBzyhGanJ/KBJnnYZSHCOa9eGdGkfv1dmhbEePH0dqi5OmiWcfp/LymxifzH0EmUyGWzoPcqxjF3qBLquaUHigdQtXT/pmGgwvuGZnkp3mAB5ZSqBnHfEVpqVOHfVQsvFWhHiIsHfldmEsMIXS9WuKO17H1Gk7FrdEGl7+6lsvjTzQK1gWRabavL8nU6tPnr19ywR3bT/A1esex157Dyfc/8av1U/xM+2f+FHyi/w4/t8U25f2mr98ILm8Ely2PqbKd3Mi/DsG/CeQ6GD1EKu5iH2eq/iuv5VvnmSmEPK4HsNoyffMpQdjuAyLe+s+2Wrlbopw7TNwS7mn4NlEMvCi2Io23X/kxab3Y/U8tui6Qkyybv1PqalZPOT7zNP1WCxrF/0tk5mg0vll3rr+UVKpOE3zZuFLKiWv6vgl6XR+MwizeSvje9+Ofyj3fGOb3Xy3bHkv2t3jAvvhnEEskTi3TDHmHcGgmKiXlxIYTmIJTVBSu4VYaPG8YrethFA4iNlzbjoUCZ9C5nAjLdZL8biK6fYexF++B/fWEAZrbt/+0QzByc3UO27hlrH9vJYTvBiw0B9Z/Nhuk+TDbTGut/SvODXpXPHTgBf3NoFlnZfo+jEeMYb4z9MSZbKV4DEbyUD+sHtFSMGiLD9B/SQdRTHkrxcYSvI6mx3rH7F7qdpi4u/Lyrm4N0t0NN9rHg9muMS8ml5IkuOWDfz3oSZ+N6xwroTEqih82OgmPpUkNpHgY2U55aqvTk5i8RhR1iT50cpTvhfgR0NOjA4z7srFvbBNt+4npU57g4WCx7iy3P56Rwsnjtw28/fNdRIxMi0zmoxQbFu94W1RBJeHFo6jwdEUSk8L60quJBoM0hrcy0fbwnimL+k7AS/Wjpy3VghgrYvPa0FeWCEhOd+wGyWXmYcX1C9cY72GkLlm1bV954qHhgSxZhtWz8rdOlaPiSen/jD3r8ImcI7tp8y7j7qpvTB8GNW0OlOyuKvtrI6tCpV2xxqMidyYsEbbMvujBJ+tD8/mFKZdaSa2xnncnqZn/AjjvtGZlKx6h4WpvsINl4WUyM4jmM2z32RwYpx3xpcutjummkls3lnwd8XXRWmmmqkXXeirfMemjnpwrr0FV/niPWAKITLpJXT6F5S07WPE9hwZ5aVXc10t/oinsv9dMOn52t7hdAinLU0kvvKBatI4zmPRn+cvnPfum4wxOA+Nmy4MJJdXCrY4o8jAELFgFF8QMFpIVm8lLUx0xSwcHY9DIKdYMh+/HRH8faMB36lZC1TL6Ly61MOPxhcmCidiTqb6c4P7RRkjDy1YYxY/GvJwZd2dVIYPoTcEyGQKey2EmKSp+SuUlN7N0SPpGQUMgHQannpyOxdf0oqi/A5dn+/51JE8wPU3rOfECSsmpYK0Lqixw3u2PkkqtSdvbbO5mYnDH8LXlfOjp2us/M96ExltaSv8zpSZsqdmw81FWyJ0jZ7AqJppMVzF1EASiyOFf3gfivmtBfdjSufIl7UhRip47u9WuM+ApJWGphoi5n66xw5jKjNRV9pOsruIdFgQGM8Au+hoEJQN/5rR2nW8oDTTOTUbGbquBjqSJzGlXHzf38DUBebjTS54fUWIyHgf3aM5j9Tx7E72egEED6lJrlxku9hkkvevLePLY0u7gU9HE2it5Yg5XufiOguTxhBGhUXz9l/OUIH3VZdT1BsnNV7YwDJPmFlfHF+0ZmEhBM+cR5GZ9zfaiR6cjUjqp8Pc2ubhQV+Q3VUphrznZsBOJQX/46vnE5XjMOLJ+y1yUSefCv6Y/1O2HUN8P9m0lz+rbuKjXbnIWSFU2moZP/32mbnj0kqoCRwiO2cMqncb8cdX5zX9QEUZsZOLPyddl/iOQ2PZtSSKexgbOs1bnU5OlnbwxIjgK34/H6vz8LgpzdNjL6FayiJocSkEvGPsMu/iiHoEBNSqtVR0V/CMem6NOl0miGbkCnpTzCKY0fjymBcFuLW9iO1ZA/H+6KJ9ws4gEUzztjUl/HCROe1CYyIuKaqqJ25w05c0k9YErf7VfQeGURfN61vojRaSXMjBolrosK+jPt1GibcBU085SnKWUFeOtHNrza1UU487UsHpoItPDabQpOCMz31bYy2B8ZwTz2JQsQiBs7yCiHe+wh6UrNuEtbyaTCqJ0WxjeGJ2THYdO8D2HVezXy3sGPi2vZy/qasnMDS44Lc69zqCh8++r9vUEQ+lm16Flr2fmH/lzz0W8JM5ug9nx9azPvZLiVdIyVlCnmUOfSFkkguLMCtLYqsiJXpmoT64SZhYY1pDg9JApWLHnvzDFAIvBbtRcnOtTk1qiJDfRzQ4/YOrkgFbO88Pp0j16uSm4qXzj8Np8DsTzA8CtmuLe3J+POnnA2YLmZRGrD/K5nobhwvkOI/E4AXDLurqKjFq31/2uoTQcbu/xUW7bmbvnvI8dY5MRvDM0x7c7jeyfccYmcyTME9DPpk8TlvbAP+37s080LWBm1tOgfarvHWMxlK8Jz/G+LQTVLOr/OJaN4H00sm6NyoWmn81G43zbIzTNX4IJLSarmSyL2fB2+37UYuuwDtUeKiI9VkwlhjxpwcRrD0vCioCQbzPhso6muqyZIvH6Bk9hsFloK61BTlWRmxMwTsgUdTXslHq1I89wYTDyZGSbfQHM7TFjwGSuKmE9KrqJc4OiYyC5UQlrg6JlBKDqOAxb4YzOdm7AxFubC0n2b3QsLP3xSl3G/GmljYUvzE5xcecdgRgak3x20SAp/8IdQuvK3dwRdBE7ERk2frWwHCSW3YaOO5fgU7recaPRiN8dKuZ6GF1Jr1quzTxIPDo2DnILc1BKC04bVDZ0mJmsie3T4cnDgdeYMM16/jk6SN8uv0SilOHeDTqQqewUV9qKSfafzdT4Zzxs7EYNiaPkpqXUlJRoNi9EDY4rVi6okt0ucgh4kvBZC3r1jTQFX6e+ug+Pty2jv/ps/HpyErUyS48ao1RhBD4h/y8zf020rY0trSNtMgwHNWAs68/+pOGBBWKkYemDOxb5eXqwP3eAPcD9ZVmXu924xpLzsgOz0d9X4r2UiudsZfWHTGRgC/2zTpRW1wC1bi68VW3palQauidpwPnNrlZY9lATbIFz0gdhr7SfCU5ReJqzCKKNQJGSSBdROPzN6AlBVGgdK0TTeY7d7xqCUZypKROphl+cTdVl11LPBxGS+buXfHajdgqqgmcOop/TuPC5itvoteXIwCpZJLL9j5J8fYreMxYwPkmBPc0beS28TEymfznNhI+hduxjWz07BOUfEeKKNt8M/r+35CIrLyoL51IUDw1glhMyvRlBiH/CE7yDHbs2CH37du3/IovAd7930/weN/5GwzqKyI0NB1B6GZ03YTUzHQP1DPhX0ofXFJhFdQ7odKqU1cUwGoYwo3Ak9VwZ5K4U2HKEz2UBQ5i1OPsbvwIbz516Xk777OFKiTX18Jac4DYxGDuA5ZQ7q5nxF7KobiT4xOr030/g+uq4cpxN1F/muJ6C8nyJC8kEwXz0v+ysgJ5KveBG9ud/JO3sMe6zgGfvfx3SP03BddZDKnk69m710mh7626BtavP0gyeWzR343GCjKZSeYSF0WxERr6W0ZfqCC0rYgX1lrQgX3ppY2l7SYzN/94HDFtZLnXpugO5BpRriu5Et/x3Hru0gjJ0IOks3cg5byBVEgUAzNhaPc2P92jx2h1Xkyo68IofNgqdUS1l4GxLqSUVJXXYk/VEuw0IqY9k6W1BrLpA/gjPTg71nB75JuEbA3stl5Hl6zmvmEri4i5nTd8xlNGrH82RP77RpU9wdm/2+1WXj+R3+viDMQa14L+GIvhunI7VfY4P+nXKbFIvIk/vizc97UKyo7ZZ9TTlkNZu5n/iAcZ/gNkH7hNko/XmUkfNWIptfCv6UBBxaizhSIkf90QQTtaicURJxm4h3gogFQFvbeX8kxsH412D/2x4BLn6UEZ/zCDE7lUqUan4FbzSWLRCCOlO9jvE7yzeoLA2CCJ6u38tHeF742Ez7pKiQ6tTvLK7jGhV48y6D+Bw+Wm29zGw0OFjdcdZbBvOkOmxmLiTk8R/zo2cd5LHF/XqOMZ35+3TCCoVy5Gj9nQKq0c0FM85gsuS8LmosoGH6iOEt1XhrNeI1mV5kGf5PB0FKHEbGRqGafDfHy4XcN13E42tvhNcNTY+XR08g9aBlpsgb+yFTHZu7JQ9OB1z/Bo4ldkZZZKaxVtxnVUR1pwDdWgDLkQ8xyK5mIda02GpA2Gsln2BFRO+KfFBST8fdZJKpYj3Y46+wLyW+eA67J7qXXaCO15GgDVYqVs6y6S/knsVbWEuk4QHVkY3RCqAfPF1+Lzz4ZpjUYjz+26jgOLREyq9SzvGD1NsGdxT1FDVSvxgwsbDK8GEknZ5jG8u39DOrE6G+n2v/ksTVteHvpSQoj9Usod85e/Eik5S5SJCOfr9rlM4Mi4UAcvo8SkUWpMU2JI8NoqP66qGDYZBwRZoSKlwEgas57CoCdwZPy4U8O4g71YJnzLjk32TACbQc52MJfgMqp4TAaKDCpOg8oas4UGNcE3gtHz3E1XckmlYIczQnZykIQvThAwGWysLdlFasJKpDNFosPK8XNQy3p8VHJlcwStWeEH/iQnupcm3r8Ih3ijoiB1id4Xo7y4sMd6KAr3n76S161LIjhEJrOyykuz5T52XXwjhw81kEgsHLxHR2B0ZAvVNVuprk7hcvlRlAHS6T6kzJLJzDdWVRJTH2VibxXJRivfaVeJLENGAJpMRm76tW+GkLhaM/SGclKGzSVbZgiJlBI9/TSOsmuZmiN16qk2k/GMM5nuIxqNYrc7qHQ3kOwpwl3hwStPYLduInsBDOX4uALjldQUlWNq9DPo62QsO4y7zUO5tZnIaTuTw1kM1o2oLQZiviCPBddyTWuSNwx9Bp97M+vrX023rObBcdd0U8vVodgC/iXm3tMWnbnVYTerNvbMKSztjCWgtQJOLfRyKT1RGkvNtNgsDCaTdMUWf56Pe2MYFI3LdhzBo/uYGL6B3RMvj2L1leI7vTqfXaeTPrCy9Se7U7xhu8KX/wCSz6G04PP9KT6wSeVbg6HzTkggp8b1fNrFrWtjTB37OfFQTpFBaJLmn3uxv/5SHo49X3B7u9GBZeoDdE8TkhKL5DWOXsKBCA6Xm2fGBEkNAmoRMIglHQBKVnRu76guJXpy9Rq8sWAagqWsa72e/tQeKsO5pov3eksZWBAslFzmDrPP5+Zij5MbAwqJ8TAfXlfOf42ep+r2aZgX6dXRVLKJyHEjkIFQho3ATo+DF2viPDaysuf9Os8w6d5cT4vIoAqDVt7QlOXmjgyHIxa29Rs5XuvgV96Vq218vUvh7nUJqnqLSMxJTXVU2ki4DRwhA+csj3xuCKYkwrnyb6J0qo43Gz+Ara8adXJh3wzFKHE0ZMGj41N0DsYkz46K6ZpAhTwxHgFKuQWX6kcx6cQHBVazQkKbPZ+hKLgqPOjds4qSWjKBbjSjp1OMPPVwwXOVWha17yTG0tqZyEcmk+Haoy8ytPkKfGI6qiYldyb9lB/dRzCR83o5i4pQSssJdZ2e2d/AWDdtHaUET5+9404gmDxSRcVFtzL2wq/JLpMVkbdtgUL9lxNeiZScJT79le/zveGVDeoAJkVS6xB0uCVlthRmaxShRtCJsjOisy6xF0dyBEdsEOOCGoPzh6Gya3kq8XEyPpVsSiOb0hZtTmgp0XmqPHVe8rPXFsGVpQlM4WEioeDsD54axm1NFAmV2v2zJ2FpdfIPk+c6Ea1ORez/K51Nq0mtdfIfy+T3Ww1wZZVka3mQCssoNvMpVPU5hFg6xUTKCoKB19PZmSadXt5rZjRK6uoEFRVx7HYfiCGy2UnioTsZf+YSIkbBD24pYjiz/L5KDCrv+X0U0/D0oNmQZVDbQzabpa5oDenOipkUldJqL6noXsKhW2YGsrK1Kif8T4IAm81GPD7rpSkrKcceamNM3UeJu5zs8UbkBU6ZMjolttYgQ/5OUqkUJpOJ2tJWFBR6x0/wiNiB2WziCtnLuvEnuKkjjnv8aUKONl4seSPdejWPB0o4uLQeKyC5ulqwy5HAmS3m73sXfp8WRXBnRQl13izxqXwy8USjwv7grOVQZjLwvoiFdGKhH1Y1KmgZHUe9g0+HfHNeYcmOi3+OESsqNvxaN0PRPgDuMn+Yrx6unc6j/uPB9lLBG9Me/IOzLM/qNqGUmIj1LvSGlDRauEcNcOilT6N/SXB1pcYuvQul+yjRqYW5P8Fb6/mVfGbBcrNqoTz2EU705VKAc/2nRgh4x3C6i7g/3jYjBHF9jaR2ah+YbHw3vH7Zc6owG3lPxEI6fm6pcyariq0lQpdvH0aziUz5Wn7QY5x5Z0ss8EbzEWLWq6ntSeWUvQDFIHiiRmFv6Px5x97aksU4cnDmb0WoNKSuIerPN+4821L846C+ou7uTS54V0mcyMGFNoFEYrRKsgkFxSA40Wzm/lUQE8gJLnywohTbYAJfg4VvjvqWrCt6qfGFKje+k/n3TzUItEUiwvMhkdgrdUwVGaIWQV9G4wWvwCasnCzQsHYuLikzMJ7KMhbLNRSep5XBDbWSq4wpTHqKaM9zBIYGADAXleBqbse3/4Vlj1G260p656V1F9U18IWmzTTJLG8aOE5gcGDmN3f7Gr5W2UZGCv70xPOE53zPzY0tJI9Uk4mf23gtVEnpuj5GnnsAvYCS2Hy84W8/R+Pmbed03POFVyIl5xkivrSn6X1tSezZMDKTADSEoiMsAs2s8YB8AG9q1ui9Sb2FOt8TF+xcI9Z6+ouvoN+8hkFZjjuRJBFaWn0lGRBU1OmcjUCbywR31/vJBL0gBLFImNQQOZlPq5to8RoOhcx0jyeAFO1lVtZXmAlN5Iw5bTiOxSbOqeHhauPZD2fiXD39b/dICqMqyCxB2BNZeGRI8MhQEeBhffF6Lim7hRaPlzLXNxFi8XxPISYoKv46F13kIJm8jaGhMiYmggWPk8kIenuht9cGNEz/J3FZrVR3BDndXIWyTJdeALMQvPNIaoaQ2Ko0RjgwI19oVV0odgPxcAbQCXsfx+q5bZaQrIcTU08WvK2+KS+eihpqwtsYCR2kaL2OabSJxOSFSy3KRAShg0UUmS/CuTbKaLiT3umGj3aHkwohOeBL0UsNzVXvoXPqJBvjDq6v8POqgX8iZqliTcXbOeWp47FAyYyC2xmoQvLaRsl6wzhtSpITBzYSyui8rr1ogbfz0iIXJSdji1Y83aba2T/HnelLZwk12mZkg+fijDEWHYzyzjWlfG88N5m57FlOhxYPKzyq3ceftL6fH3adW5FuIawtEpgUueD+nCv2T0ouaQ3jGLOgZXSsrU7+K+wnHAjz97UlRIfzXcDSnSF0gSWd/5C4bPh3ZMJ+9LaNVFVFGDt2KO93z4OD3HHN5fzS9gKazBFag2KgJv0BDk8TElVI3l/nIzA2hsPl5jfxVgbmKNMdC4hcJC8dp9xpwhtZ2sv6XlcRqYlzV3lKJzTSx2x01N+I13iYwPBh/rS6jBezjbw4kTMmU6kUHXGdcGbW3NazklsTJo4pColFOmafDR4fM3BL7SZMk10kkwnaSi7Cfyz/PljKdJ7PrIyQAPSF4TeijNsqzMQm8g1pgSCbEDPXs743hamliF9OrPxlTug6/z7mRTWCNvqHUd1aChlzlNINdtImnYiaYVJP0SQthA8UnoeNNol5Q4YxsjwXEiSCNnba7HSkBa2BJKl4hnCFiZHk0u/oC77ZhzSfkFgNsNPkJ3SoBnRByaZriEz8mGw6TSowhdHpXpH70rv7aequvpmhiVkFrsDQAH8pIDo2SmDaKehpaaOzrIavmz25lQT8fu12ts/p+J7VM5jWTJA5sDolrfmQmmDqVBM1l76K4WcfOu91zn8ovEJKzhJ6LMBbG3ODT1e2hD3D+V+DyRrjYfkzxrJjaHMzUxcZ5GIrlHlcDYZLr2SP6xZ69XK6omZeHMqlIYDkH+qzwDKSkLqg1Lg6g9JulNxYI2lU/UQnhmcLvYwWMqXtdGaK2D8SRw/ozNUK6vQlMNSYYCLnKTbW2CiJpZcdjM4n9oai3NpQRmwgSjKc5k1rivnxipVNBMf9cNxvpdjcwF9teTdF9j0o6gsIsfhAIZQoVts9tHdAW3sJUm8iFt/IpM/F2FhoQVPE+ccLJ6YwJQXWp/dzCyDNFvS6RmJllfjsLoYUE71pjfQ0sXr3KNiP5oiStVTHZz1EKj7roe6c3ANWKKuopcJoIOkrRpaDrXyKSGqKE5Pjy47cg8GTVJXUUyfbGJrqJGsep2nrOuLdHjKRC+fF11KC4CEndsM2Kjf66Rk7TiwaYRN7uaqpnr2JCp4dT9FLM+sr1nJy4gBbs6Vc5Rzh+oEvcLG1hpbyd3Dak4ucDETh9vo0rWKMbfph1gz9DCF1hj33E/DpbBzTeMZqYCo9+zE/MRXi8pZyEj0LDYZ4b4QtdTYOzfG0fXtikk96nCSChd/x2oEUNe7cpFzsSlLobRzNjqK6jlLn2HGe0y3hrtY0dUqQqalJoq519Jznhonf7MvyqQ0KpxIWfjDmzb1jEuTcWhMBni2Cr3hj56GT98sTO5wJwkdy2sKVeoZkRR2mns4FOeO2J4d4865d3Fu+n7SeoZX3sbfzjHEj+UhLiMDwAHaHg98m2xekSY3HwVpsJxGPUe8yLElKbix1k+o6vwawfzCJ2biWNe0tnJp8njXCx0VtHdwz7EJVVUw2AfOUV2PeBB9eU8r/HT8/aVzjcfhOt5mPlJsQySSJARtzG+1JJHpzigdPF97HYhhNZUgFlx/ntKyk+XSSzzSW8WsZ52Bo5S/1S6Rqvmp8fkQjkskfHP56ruqvAE+VGbVEJ6yq9CYEg+k0ayIOajMK108kSUYyQDTPsXNzsZtvjS4txbsU3tGUwDJRSWa6h1XgdBHl67YyeihXQxnuOUXxmo0ETh1dcj8CiO9/DkfHVqKx2ed1JjqiqiqxrRfzeVvptO71LHarVnZu3IZ+eDbLp3+0k9a2EkJd59YTR88I/N1t1F56I0PPFU5D+2PCK6TkLKEIGKaY50dSJDML/aPhpINxdTyfkBRARJ01/nUMRK0bCFk2EFabCenVhNPF2EoGuXLgL1Z0bhFrHb92foB/PQG1bgs7XQ7eYdT4DmFiaY20srIPwaWorGQYvKZasrMoiX/gFNnxLH4JsryNcUMlvRFBz1QCGYGllLMOmcC41s5vfAFCU38Yy2O3KcN2h5FAnYXf+M5OKcafgr/a3cjG4iZ2lb+G1qIJ3KZejKZnEGJxs1KIKYQ6hdO5D6cTGpvsaNnLCIVaGZ8Q+KcWWoLSamOsZS3FpVOoAT+RSR9a9ylc3adwAS3AlYqCqKnH6CmlKZyFNRa0uMqk+RjxyCL3WIAvMoxLi5HxlDE4dTDvt+WQSiXpH+3MW9Y9dhTFqVDb2oQxXEGoRz0v6lyLQWanZSDtxQw6N9AQP01gbJBWBtnZ3MjvgmUc9aU4znq2V27j8MizXGyp5RJbDzcN/Av71D9ju9bL2xqKuDj1DPXex2bPVECJO0bAZyYZyfChymL+wZdvJP0wEeYOozoT7TgDR4UNk5Kf0pXQdfqrjFQsQUrSiSzvrvHwuaQXhy1RkJQA3Bf7Je9obuQrRxaq+J0LDgTMVFXaiccGuMXdxc+zbYyfnf7Eokhpgr/rCwNi9h0TkC02wWQSRRE4tuh8aTSB74+lxdJZ4CrRP9MYc/LYQWyXXAvrtmHtPkZibsorYNo9wlu2XcTe2rW8eLR+ZvkH2xKEhrqw2mw8qa8rWDNlcRWTiMcoNxcOA1gVhUsCyjJah2cHLaMzddxAR92NjBsOEho6zRtsNlJJiWJdeE5qh4vvBJavMWxySfrCKxtbFCGJhkPUF60lMZ6f+urp0PjeWfQufqe7iOz4yll7rD/Kq90mRi1GJlZZAP9yQ2SR04+QoqHdTcKZZoA4jwYTHB6SdDhsvDlioi6kAbElpcxrz8EUWF8M1bpOZHDWzNVTAsWzBkXdh65pRIf6qbnm5mVJCUA6EqY4HiQ67dBtrG4nnJgiKySPr7toSangr7ur+fOKCkITs7Wh4/pRnNYt51x/qSUFwaG11F6qMfzC71g0H/+PCK+QknNAd0iSzCzuCd/jM3NR40U8n8wvTmxUHVxrKmW7bqIlGaMsNIYx8MWZ33+Uvo/w+MKBucxRuaIwY8JUxgsVH0Y/ZOejxSZMAwnEdOrIzRuLKI9KjOEkqTUONAFZJFkBaSnJIEnL3H9JqTPizVKIlHjMcF21Tr2YIjDaj9XZQNZWwpSzhb0+wfhQGli5FXFP39IdrV8K/NYb5GmzQmxs5RNLmUViM4p5HknBUT8c9VuBRtymBq6uvoqNpX7KbUNYjQcRyuH5DpXZrUUMg/FRSkofpaQUdH0TL76wbSZ6IoGjV7yK51M6WEqgAlSps0nPsC4dpSoSQJ30Ep70IYf6yQ71k6cFskwAqkexQeT8mSO6rjM41gP04OnwUGZtItbjuCDRk6zIcMC0kSP9cYSo57K6NbRmegiM9rNDDHB52zq+22dj/3iK/ezkiOcy9gz+jiuK22gv87BN20vb0K8X3XeN5TTdbAIg2RVZkMbVG0+SbC3HOJ2WZS0y011p4Mejk4t+Ct8fneQzFcUL0j3mItET5uq14C8QcTsDKSSHlMe4qe7NPDJ0/lLmjkxJjkzZuKVuB85MD28pGuB/svXTUdezx5lmj7n0mDn7kvDJ6gpSJ8OoBoFtO/zfvsQ5H+/lDI+qIXpm1aCy6RT2oI+RNNR1bCIxrRh0BrbiUh7NXMvBo7PKjG9o0kkMHcdisfKCsp4TS9RJpYy5Yng3MQpFzD9YUUq8QE+S8wX/UBK7eT3FrQH6pnJFyJqaWHBOGcGyUtl3tCTwlj9IVXIjzx/sWPbY5VYBOjhEJYm5ioYmnWF3mq5VCkesdVrRF5H6Xg6JUJoPGOz83JnixArqJ/6Y8KtRSSAVIJ7Xy0cwEE+SKqAmNh+J4RglxQamMqutaZLcWhQgeWKh0lWop5jytZsZP5ZLh41PjGCvqiE2NrLsXgMnDtN87atRoo2EDhixl5UzsEsuSUgAskLhkbatXDY523A5GotSttZH9EDFEluuDJmIIDK2gZqLdUZeePyc9/eHxCuk5BxgW0Kb+1QArmnaxvPMkpLXW2r53MnCCioAVqvOYiZxKmIm5GjDE501L8eLL0KiUOl/kVM1b+Zp09WcTjjYHjaiJHTMI0nmTvhNR3PkROxM84Wu1bkg6hxwXWWGorQXLZMiEvQjxyRBezGRml38LGDhpDcO3j9ij4+AmLbyvMwtpXCre4zR0VECjdv4Vf/ixmAoLfh1v8qv+8uAUnaUbeeiighN7jEcxm6MxqcRovDzyGbr8tK5fFdNE5I50ITCQdXMQasZrCVQ3kqRpvF3XWGEjJI1ROkbXWE+wgVU6AiGggRDB+dET8oJ9RjOS/TE4NDpETaOjOUIlZTw7GCcZ6liZ20L6/V+EkPHeXeRiyFbG78eEDw3muZ5w5Wccqh0HP8tzdVGMmWbMPqOLNj/et+n8Xb8gJOncxr1i6Vx/ffEJH9dWcREkcp/TvhIjsnCngQBe1w665dQAZYSKsxZhhLWZTMuD6cO87ay7djG2mbV9c4LBA8NgUlp4c7mDHfXTvG1gVJWqOa7KD5aXorN7uPeKWYkU5GSv62sIHMyjMGkYNiU4vM9GeIZsaJI3R8jFHQ+nH6CcDTfoJ04dhD3pl0MR2K4DAb06dovZ20j33fcwHB0duq+pU7H4z2EwWzilGMNhwpIn59BX8pGBWBOTAEL89o3u2wYu6IvSSF1Jq2j2+z06DvZSg9JGWZurabZZgBH4doLiwp/2T7Jq/3f4O/LqziU+j7bd23EJlsJB2s52lWGLhf2HSm2CIiDnwHK2puZ6s6g6xLnxjT/0bv6l+1NZicJ7exIXHwqxWvCCre2VPCdqamzMMAXwqBIXlMviWbFtBT+hfmAah1wmTvMvWMOMnr+/JdLtVx43KQusZVbic4vAFkEuia5udTND8dWV9D2lmYdd6KEYGLh8TNRgal9Exw/RPH6zVjKKogO9q143xZRim867SrpU2jrSXHruigPGpZuHHxItXDR5h0wOase1Dd6mtbWYkLd55bGBZAKCoRxI7Xbk0SG+nBVXE46fpKJnuWjQC8nvEJKzgE2w+IferXLQpPTgi2mUmOqYSSbY+AJufwsbrekWMz6iE8ojLdtyiMlv5Q3E02msTW8k4e8bk4GACQbFDuLFa8YLSpqnY3nIzFWoiNY54BrKjOUpL0EvKMwDAEAWxHR6h2cjNpyvUSmlm9q+L8R9unHJKWkxhgHVtLNXLDPJ9nncwBtVNrauLrqetaWTFJiGcRk7M6lc4luhIBM+kYO7K/gTM5zavNO7mVlNUgfGTQQOixB2LBuWb6osqqsFGWwiwln2UwBvNlswWFzYDXbMSpWDNIMWWOOuDhkLmyj6CA0dKEjhYYm0ySzcWKJCNHo4hP13OiJu91Dua2JeI+ddOTsvfxaXGBPllHpjDEeyU+X2jscZy/lXNfUQF3gIEUT+/lEYy2/C1dx1A+Pj2g8Zb2J02bo6H2KnZ52dpWNYRt/bmYfQsBV4ffhr76HiVF90TSuhK7z6cTUioOED/mCXDRdy7QYBAJFgD9sYUP95Rgy9QQDlcRTZszGLEZjBoOawWDIoqoZTklBmwcOX4A+dWld8N1uE+XWUuoc0HWWwc1byjzoJ2JEsXHH2gxpj8bJoGRbmYItnCZhVZEbkvxLT4bXlZWwPgjfUmIMJZaSvJa8vlFy/6Agq798GYzLpBBOaTPE/33Fw4T3dy9YT9c0KtMxQhixF5UQ8U3gbNvEf8qLiaRmjewbaiVV/kMIIdi+/TSX2p/Gr93FkTFnwXN4blzwBlUgw+MsICUSbtdtRLMvTQptaYeZfxtO4E1AuqKF18yJCLorzEzUh/mvbo3FjNsGJ/xlfTfXDv47/7XhMp4P5oyvzvAh4BCosOviy9m392Yy2Xxi4jDmIkk/jZawuTjAus1hnNg4KVUSWWXR483HW5qyNOml+NNGEucYVdIyOpwK8wGblWCjle+MT55VYX+LS/Cqckl92kmkU2AuNfHokomfS+O2ep021cfRdDm/GwGXSXBZhWSN1UiJBjIIisFGtAYeHFr5fhPOfNPT4jIiyi2kB2IL0l+r5erM1AortIkwgRNVBZ9iuM9D2TW3EDt+AP+xgwXWWhzzRQ7DJ81caYgz2qFyUF2qrxx801HJpyL5c/EEx7Cbt6Clzn3cSvoUYAcZtuMbNiCUKqraDIx1re4a/5B4hZScA5xGWFPqoN5qolxXcUc1LBMplKAOpEAYuf2aG9moPsuWqWGsfbuX3afdFAM8C5ZnowpBUzNZYaan6jZ6rZuIpWuI2ox87fRcEiOQxVbw5wZJk1VF1No4KjI8Mhkk6Vu6ErbDI7i8LIkzMUFwcgKGwa8Y0CvWMqaUcWxKY9yfBj+cTyJiUiSvbdB5bFQleH4aJV9weKYnNpenmMen8gmJ3Sh5T0OY1OQQweI13NO7+Kc2Hod7eozQU4UqKtlauouLPDGMkWEqKwSnT4c4Q0hkXSM/La6FFaiS3RUwwB4vEknRphiasNBWchFpvxHVBJmiUYbGZ71DJpMJ7dghPNtuw5ZV0aMmEl4DmfHcQJma/m81sAI2VWIplhhdGootQ1AfwjeVHxoIhYOEwucePZG6wHU8wVtVBd+aMh4OhfFG88/68b4EH6q4lKriYfrGT7JDjnBV2xp+MmRnKgmPj8Ljxqu4yGnihfEDrI0Vc1VrgiLv0wgtl/emKLP3f7E0rqVOWxWSjSWCtc40jabwdClFlDKnlVTCQnJSIR3KJ2YCQSBi5oUXblvV/bhQ8CY46waUCrBjclbmIpUp5mQgV+B+YFJydVsUrVbyjV6dPyurRDsdJgq8p9LOZ0kV8N5LPtiWIDF0nGurdxRskvqHRo05wzsCv0Uvq+dfY5vY4EhjOfJowaq98eOHKdt+OfbySjJV7fxLZB3aHDXEXRXQGDqMDuzYOYhqeJZsCv5syxf4bdkH+OmRmkX3G06Dp76KgHeUGreZkdDsN/Kus+xJcrZIpIwz79LuCcmtDbknXNpq4UV7kPu6Fk9a3lYKf162l0t7vshfbHsVjwYW9wYfCz7Llh0Jjh14PYn07BhsV3NjXl9Y0hdWeM7i4sO1CcqjQ3yi0cbvY1UcWKK+2mOGNiVC8qAT16pHxsJIx7PYTkT4pMdJusLCNwNTeZHYxaAIyc21sMNkw+q34N+fZHLaAZq0WVks9cJlgrsaIpyIO/jdyML7u74YbvT4CIz2EwA2FyW4pqkRUirRXiPZmGDWJ2Fk+64YD67iOjtlhg2tTkaMkhejUY6HwzAZ5g3NRRQrBiJSJ6BlmcpoHPetrtD9ztowoq9yyfkjGVBwNHnwToyuOoaUTYwiDJ7pGsYcokcN3OEIMV5nYEwUjnpIIfhJZSs39ffNCAFFohHK1vuIHChf5ZksjqRvloBLXSUwdRXVHUZGT+85L/u/0HiFlJwl1nmuo+xoetpALDBDS0Gpv5Htvn/DpK1MFseuBjhDSiQSswssZVkUh8Yp0cTjtV/lt2PWJTsbn1CzdLQ7OUaGh31B0ssQEZBcUSXYZg8SGu5CG4IgudQRUdbM0/Ea+gaSha/zHOE2Se6uGiUwNorbtPOPhpQ8MgxjJTUcntTR5vGEWEagpMIkkwlckye4uGIj/RGxZJGwJgX7fLDPZ+cTzcWcPt0/81tm3SYeqWkjnl4+2nZpUqXxyUly/kVB8LCD+VEcc7AGo2tWIa3W7cQmbmJiv2uFV78ySE2Q8AkSPgUwYq9uw8fi+Upzoyf2Zjsltjq0wVLS4dVFTxQNKo5HebtBwdtRyiOhyAw52VXtxn4iQZgSassvRa8aYnjoJG+yWInVdPDjXgOaFOwZT7OHDbSXb+dQoJfmCRPXr5N0Z97M2Mn8h71xTOMJs0o4u/izcZngdbUJbrEeoyXTiSfahWG8BzEvciqtxXyv/W+IKtWU6gIRVogNms5LapvNIElquSZ9f0jowMlyhaaQwOIy8l8hf57N+eXuDDU2hb/zlBA6PWtNjRcZ0Av0TNpRJkgM5bp+NluT5OjwywtnCEl0YgQmRvirNWlEKEhkmf5CrvAk4fpN/GtPcV5a5bpiwdb0UVLZLO3bizEavzvzm6aFuLHyC6wtfQefeWIbixn10pi7R3UulZFp67LaYqJ6ILVcydl5hR6ce/2CqJqgZJOHn8aDHBhY3PnyqlqND1sfY2Pf9zlas4FHAyeWPMap0H62bLfmkXqbQWJzFUFYYFYlH6yH6N4SDKKEog1xdmWPc0VrDfd7PfQuYtTfWR9HHTk3SdelkAimUWNZgvbChKTMAq+vlTSnnSQGFOKhDPF5Idp9mcVDtmZhwHa0jC0bJ/gd7pnlFhXe1RwnNXKS2KQRZ90aHp9y8SanQnBP4YZ/5pSR1WiD3ev1c+/cBdOv6GpkkhfDjRVxPCkj0RVI0cdHSilev4XA8UMAWBwusukU2WWaEE8deZ7Sza0EjudLsMdeMPJe2ySfK6lcMgW6UzFx6eaLsOybjcL3jp6ipbmIcO+5p3EtgFSY8l5K7boLsO8LgFdIyVlCM8RQFTPaMl7riZNuTmz+E7YMfnPJ9SLWegaLL2PKrGPfmSamSAJaluGUoDOk0Degs1gEZTH8ckXd0HPd1bc7o8jAELFAdKYHgFQMpCo3sj/spGs4wWoK1s8GobTgy4PV3N5YSWKe6sn72iVWGWEg4+DpcWXJbtovNbK64ICvsPxAwFwBjGMvq+HYIPx1jRndmCZIkK/3uQrm/d9YKwmM9s/8ndyyk++6a2AFhKQqK7jt6TCJAgIMZ5AKKTQ0r6N77DAmk4no8aNkbJtZVLP6PCI2qtDacTFR8xDj3sKFhbF4jFj8FIpDobalEVOkgmD36qInShYqj8d4u0FlvKOU34UjXDzH6ZbwKuBtoKW1Gr/hNMmRQ3yksoQTahOPDeeO0zmVopMaKqrexfHUFNWnH6a24RqioRpiwQxCwGSthfBoeMFrsL4Y3lU5wJXa85SNPYlIL+0cEAk/68yj3HEs5+FuculctDZGb2RhTvxq0eAUXKEdxu4u5vF4PUem/nAKLT+f8PPGtmL8WY2pqfz3TZOC4bhOZ+U47RWlhCZSWDeY+NfhCQp9Z/t8cHHbGqJDp7CmAyxFSqyKwlXFLh6eDGJVFS6vZMUdu88WVeYs7whOE5JpRE/tX2KLWXi7TuGubERVimccH+VWuEY9RSySIFa1jb95VuUjF/8p2z3fRNfPDJCSNvsx3r2xlW8fdS/YrxQ5o21uBvK7HR6S4y9tD4xEMIWlaLYn1WnNzgu+aMFI3F0tKd6p/Yymod8irSUcsL8Wg/YTsnrhcUsVKsGxi/OWWVQJJicg+VirJHXQipACJASO2PFYt2P3BLlROYahrZFfjDhmHEotLkG5rhEbvXA9mACs5Va0WKGoleTO2hhV3jqmBpMsRghMNgNPz1Nu3OSycZ3dgXsqSyyZoESxU+fIdT3fVQGXmkfQcNJTvI2nRiEdzml0DxZnKRXGhblLZ84mniN657eWbXWwqLDRGCB6vGlF68cnFEo3r8e2zgaiEf9YOdXNXQweWTrmk4lEUE0+JDV585FAYNxr5D1XB/mWtWjJfXzXVsrf1DcSGOyfWeZTT2A1bURPn//3SqDgG70IxXjhiPT5wisd3c8Sn/nMZ2iVN8w0/FsK9TsmuHX4QyhLlA6OllzGX+sf5unz0EF9KWwugcuKY4jAILHorJGkSxDlrYwbq3hxLEtoma5RBkWQPafmhivDh6vKcfaGcTZm0Owh4kqG3XEPT46+fPPGz+C2ep1WOcL3fXX4k/CBqjKcJ6O4t4SZNER5LlzEXm8+qWlxCW5QjpJM5mZlWV7JjzdcSmQFBfiqLvk/+7PEeldmWChGSbzxMGUyhT27lvH+8xslWQ62Kg2laoohb/dMDctScLnclNsaSfS6pifL1UEXEqVQpECReDbEGQqfIJlMUFTVwG+D5Zya57izmVSuLU3T2PkYdWUb6C5dxzeH8id+m0Hy8dZJ/iT9c5yjz67qHP11N3D1wLsIXwB39e2NGnsm1SWjrLM4823/Yb6zj7eqGPflPLP2ap1kjeDzXYU9EmZV8sGqIWIhP/8T21ywruSTVRVwMoyp3YVBk1iyGX7vDPLw8IUZy6rMWe4K/pbo+NnnlFWu28S+iku4b1pI4/YmHdfYfrSaLfygZ9b7eWlDkA9s/ilatoljY9v5TW9Jwbqf97QlyQ4dZarmUu7vyXBzmYcNXX+YEPVj9SKvh8/ikPz5mjB3BL9FRXA/uqOGB8KfYchbSrrNx29q/5vJ5MI0H4Ni4K3ZT/DIcA1dsdn3x26UuI2CO+t1zCesBaOxRofE2h5gNNhLsriN/+k28WetIew95SQDF5aUqB0uPj9HQtZulFhUmEqeebclb23W2Zxy4zu+kJRYWp38w2S+bPlnrSVEx2bvtaNGY6QqzDe6LXjMEE7LRaOpa4rgToxE+hb3Y1vKdB5wpzk4T/XNaVxcLvhC4P2tCWoDTsI9Zx8REKqGQf6EyNTSPXGcjS1Y3LcRGVzoMHK0a9y7ycHuZepLGvQMr9v7OKnk7HvZXL2WyIGyszv5FeDVH91M/brCTb9fSrzS0f0CwOSEApkoM5BC0hep5XT1m1g7+tOC61VNPcflTXfy9NjSDPtsUGGFV1Wn/3/2/jtMsrLM/8df51TO1TnnND3TkxNDhiFIEBBEggkwLrqgrru6wdX1q65hd10jKgsCioBIkiA5w+Qcejrn3JVzOs/vj+rpnpru6q7u6RmGz4/3dc01XSfVOafOeZ47vO/3TVZ4CLdjlGAAsBUTKm5AmwgwLOexazSBsy/GbFkRk1bFOcU6NkgqXKo4v2jPjM6VrU8OTsc38soEw0ocY0TC3aIF8hAINmyM8top0YY5MTzTKwNlk58fHXfxea0O30ELucsVzlV3syEvgmQv4XDQxK4x+LClB7djwiFRqXlz1dn4IpllL/6lR87YIQFQq9UUBSTiaoXhvvSFsScLwSEVDOWTZ8jDXB9gJNSB15u+etrr9eDz7UcySwvKnqR1SAAUCfd+E1mGdRgbXXQNH+ZM+riwbgn3dxsJxJL7BqMJnhlUobJextlZMo19L/J5tZ6DeevZMhzlmvIYf298haq+R5Hi80/r2R17OKfgUzzbd+LZEYALSwTLjTI/axU83p3ZMdfnylxl1dEthbmn49QHrQxqKA6aGZsgEgUGZTrMBmYbmyIJiZAhj9j4CGvyJLbPMC7LgNmbwA9EW71ESVbFnV9tJ1zs5vXBxb3WQm2MWzwvnJBDAjDacoia7GK+WFfIdpeBvoBM3LyBPcf9Nu/22Dkw+AWiiiCSmP2diIukQW1VAhhUejY43zupkhqDflanRK+Cf20Y45qh/8ES6iVur+Px4X9jzJ0Momjb8rh27B/YsuEhDvj2Te4nIXFj5HYMO0u5wazh7QItr09kDjSyxKfKEkgHTERnkaeN+SViu7PJtmahszv5Wm2QbEWH5yQ7JAAD0oTYiEpwY6WgXlERCebw3fBRFQuJBztVNOf5uXo1xFotRAJTc0WHespRqbFK3GLKwd86dZ+zSvVEikMc8CSFU5K06ZnvxREXSLUJSOOURJwSZUUJ9pB6X64tj3J/hybtcRcLy7KhUImekEMCIBIqbMUX43M8OOt2vu4ONOcMcuz8fhT+VhVX5bppLlbjVaU/nx5Zw+jKDdi2TUl+dw42U11lx9f1/qBanQx84JScAIRu5shSwqrGVaKjQ5Vg77gP70iYnGUbWcIjs6mD0kQ7KmkdieOMJ40kcX6OlTUqPcLm4MetcxupJo3g0hJBhezAM9yLMqDg1lvwlmxkn1tLx8jRCd5CpvSsr5WqiB+UCEXjlNbqyDXFGQ/EWFFkZI09wp/aBNH4lLOwMgcuyhVkR6BfE+IunzGj7zkWXeEI1cd8lpCwRAVk1LXl9IIjFkdVmUO81Ytnjx0ZO9nZCnpjEJ3ooVLtwO2Yun8D532I5gwdkltcKtieeUGgPV+Df/xRdLoPodhD0Pve3ct4KFn3oletIH+Fm47hg8iynLarfbL2pBPoxFpnIyfUhL9/cYz4eEjCuzub0twziZf0Mth3mFvsVroN9Tw7cY8sGgjGFd4YFLzBGazK1rHWe5ANkS6u13gp7noCiYUZuHJwnLMLh3iW0hO6jgID3FzipShYiGMXfKrByANDc0tyrbQauWRQhbc9Tk2JnQ+VunlrJEEgljQ2zsu28pbTe1JDAleVgefI1G+vM2t4emxurrmOKBHgDIuHXp9tWv2WAvww5OSbpdn4+6doMY7OMJfV2UkUunlreHEck0JtjNu8L+AbmockEZBXU0+0uBpMWai9I2jDARJqDR2OcXCMs0qWeUuzljbPzOeZjErP/C7fVhvB6OkmFo2ijCrEAE1wjC/mrz7pPUlmQ5Gc3gzJ0Qv+raaXy3v+E13cSzRnJY90/yPegCllO9ltYNMrt1B8weu8EEj2Gbpe/izmnTUARPwxNoYlSmtz2BZycJW1H/bVEg9nNu5FvRLR3TmYshT8IQlbbQxh9RLpyiJyEhwUY5WZbT4/N1aqaZITBI7ocAckIMDV9Vk8dYywxu4xaHPDFxod5IwU4OwLI0nwknMqwFNoEsiqMZSEkdxqPa6cAI84Xexrnf7d6TAiK+gRMwaBREKiQDv9PuQoLlbkFJ5kuqjgMruDeMeJjZlHMTaQT17lEsa6j8y6nco/gNZaMmOWLbxVzWfP6uV/imtmPcZDuiy+UVWDp6tjcplD04xesxwl9v6ybxYLHzglJ4Co5AfMKDKEywwMWGUOBUO0OXwwlDrI/81RyDn5F1E++nLa4zU4XmRzyVpe7J96GO+o1WE+qCHWHkUhSlZTMoU7U48Ag1pwSYmgWu3CP9pHbDiWlPDNrqBLU8G7/WFiboWF1oi0S1pKJ+oanJ1Rrl4VIwuZqOsgLZGlRONhQHBFOaw1SGhGNXi2qXAjYVvnAebvlBz0BmlYkk3pkSkLQ3GqWZod57Dz/UM9PIpXYkHOPuZz2CkTdprJXlGOQ5lyKiLL1/JMIrPXM1nY7si4zFClkQm6/4qt6KMMd8VB1s290ymASEh49mRRUXomY9q9BIJzqwBFomGCY4tvFITGZcR4BXXLCukLHCDPt5Ov1dbwnCObi3VJCde9Ui1vDcHe0Qh7qaO2cBnekSMsD0S4qNqNZeSdOb5lZtRJA3ACTskV5YIlul62Gt/lwtbPoyhxSjvD1OcaaA3Mnt28FhP+YJLf5RoIc6HZxjmVIdxeGz0kqGwLsqmuIIVWsthYLhvxhKae5mipgVgGnbIf6rNxSckqvP17+UjZMu5qmz7eVJt1hIen34PxtjBXNthQCt28s4Bu3seiQBvnNt+L83JI1Fod2as30mOt4al+PaVhiX0OGytzZM4UzRwdsxVF4Zy8CG2e+b+z97brgHrq7BKrshOUKiM4R4aImbZRVL+KsdZTWeI+BVuagavOBt8sOcz5HT9ERYJQwdn8qfnLhKMzX7uckKl6+UI+vr6MoMlN9utNKeuVuKBiKEB9bQ+FWhVtGTokx+IoZUsyh2gfPITeZqCsZBmeI4YUNaYTgbnUxLedYyBBod5EjcqMEvZxlFK5clThFbWM/5gAoC8G/9Wu4abqcVZZrYwnTIwNT1GQgjGJTs9eCtYu5bdjITrbjv/WubHXB5sLBMHjGktqLAJTeYyxGabjeMjPxuwQ+x2ZydgvBFdVCLISWbg9i3P/JUkC1bkgtczaHX1s31ZKzluOY69p+kpFRc4RGx/J8/GEZhYWgiTxcGENH+7vRSgKkiTh9XnQVLcjtdQtwtW8/3Dyc5D/D2MkNsa7y3T8JjfKrzxOnuwbp80xsyH19rBgt/n8tMdSUBORl7DenDox+AmROIZvH+jTcF7R1IsiS4JLSgVfqXXy9eoxskZ24RroJCpkwsWr2W47j/sG83mjJ0TseImoeeLlkShZpcnBRVEE+QdNSLt1FFhWsGswyqdrBf9frcyafj2hbQa8XVPUGoOiwqSZ//dHheChIQeyamrASYRllttObkH2ycIWlw9zUaqxZKmI0+nYO/lZ5OTzWF5FRsc7Wth+vLb7bMgtHiKraD2OgYl7eJr1dQj0q7CNrcJsmrvvS2l2Hcoi6LvPBAkJ9yE92Y51lBfVEPOMckZoBz63C5/bRZ1nFx8qm3qm251R7vVV85uC2/jZ2EU8GbwST+F5k0XFmaC36gZ+OLJxQeerlgV31nsoyd7P3arfsD+6D2djMhQaiyT4uGSac8B/UR1Gkqfu51hLBM9OGVp8VLQEEQocESfPeF2TB/JwqsrPS6HMlAvHwvBghxpXwVqeG545ANKUnUC7AnJWqslr0JJdpsdgTVIlxlsiXC1ZOfMEGizna+J8xvcCvsHejPexFhRhOONsRvJK+OuAno+Zj3CZtZ/P1EbYMy5Q21OLUzuC6VWQ5oZEmxse7VLxZrAECYVOYwVD5g6MS8cx2U/k2AuDNjR97NpUIPhB0Ttc2Pl9VCTwFV3GAwfvTOuQHAvLjjoKXl8/bblKJ9DVdPAR511I4gQV2uITzfPCIdrGd+Iv34VttRut5cRyiJIEz6jCk8muNx0Bvj86wpGaqesOuaPcnjtT3YHEQ50q7gkE+MlwatBgz7ggXrSUfTHNjGpimeDdYYG2KLVAxFIRZ7Dez4/H4tzXcewaQWMWyGoNMXHyzEyDGppUTtz7Z3AMTgA+p5mc0tmzHCgKSrwP5JntmvCYzBntYWqU2cfLHq2R/rVnk0gkiMfjCCEY9wxhXxLFXHYCHWrfp/ggU3IC8PlHeCeQqZqBxLOeCs62rSDXk+wWHVYX0We7ie7oenoGTESGE2StCGPRiMnisBeGZG6vjeE+kpwsoh6JpiUy3Xa4MC+A7OolMO7DDZhKShF5dfSqitg6ECHUubhNDbMNKmJGP/QnHxslLjBYNIRUQb6eY8S1P4Y3jXKEOmLlzALBSwuhV0twd3aUO6xZEAyyNTfI813vX3+62y6ROyFooMtWGJb3TlKVFFnm3bXnJBuszQGNENy5J0bAlVmBqixL5JV7cQ3sIsGVcBrX5cR8KvKzVhCUt6LM0kRswNVBSc2JFTfOfS4SsT0lFC3NI6rbQySSvN+2/GKeHJruELWMR2ihgfq8Fex1trDEZeKihgg5429N9jqZCYerP8dXBi+g1b2w84wr0G5v503fo5NGzcPyb/iS/X8IueP4+wPc3pjPL4fSF3G+4/SxtiEf3TF0nmODhYYcNU+OuE4aczJboyYanTq4ucjIHs98mr9JPNWT/uQe6Y7CRK2KLAmqLBLV5YIirSBHpcOvSJwjBRkOGedtvOVr4nw28OK8HJLCpStwlRfwkOrPXKW9hVKTnWgkDFgwJ3yAnj/02bm5vBFN1EePlM8b3Ytz8/eOK6wyqrCoBT/tzOXyMoWlRYexqpfiGz91WZPoeIRvVOSjj4IcTJAo66ZIKNRGh0hkNeIxrOCRPdcjZujMnjFkgampl8v8f8AS6iWUmH/W/li4DxqobdiIU27H6XIQDAZpD+5HZVVRVlcDw3kEBud/vnK9lR0zZCGfGnXxb3X5RNom3stWLxvKzWx3T3fYk+PH9Gfk/g4t2SeQsFCExPEJuuCIimC2jCeaLIZfk6VQppWxRCVQYvzZV8H+Y0Qkzql0cWbZAJXWLtrctfzPO40LPyHg01Uh9KNFxE6C1LkpaymOvumNTY+F8+A2shqrcDfP7Cz796v4ZI6b7+blocwiE/ykzsY/1S/B2zpFGWtzb8VisWLUrPz/KyrXB07JCUBKRCm0ahk+TipHq5ZZV6wnLiXY3jNlML40IHPtshspVH+cHl8Dg/0CMWmkJ41QX6eWD9WFeHTC6B4IQLg0aZTJGoG1PsK4t4NNYQeho+wAcx4uWx0vjMkMeSOcjH4i19XImPvfpNsnU1O4GU12lE5dgDJhxrNHQ4QEsyXeQoNaamtdvLQACtdVZbBeo0PpiRLxSzwflN5v5SQpeHTMyR16IwkRJ1hwhKBrynEcOe9DHMzAIUEIvtUmZVzYbrJrEPEX6dm7j+LGf8Q5dIokUU4Avl41NStW0zaaXj41HA7RrdpOVcN6PC0nN8rrOqylIG89vpzDuNxOlGgYmw6caXzCpJxwJeWF9Rzy9VE7ouOSpQqFrjeRYlO/uZA17Kj8End2b2DohGIIEq/tW0Fp0xaGgsmBJUoEtV0kGw8BpjY/edlqxmZpyPbLoVG+02Qh1BEjHkp90QRRvtagoJIkhDufhzweBsInbsDeVhuhP6zl7eEYL8dcbKqycJ7WQJuUOFntkVCERIcXOrwSyQElNvFv/mNUjjrBZwMv4RvoyXifwvVn0V2a4OHw/4GAN+NPclHhDQS6BbJay6ODyWi4MwK/bJvea+hEkRASFnsOenUYMPFcn8xOQwk31QxTVGjH06omHj35gYtoKA5HfJPhM7Unl86QTCefXLTvsK1ycFb8eXI9+xFAKHridCJPiw6ZpdTWxQkY+hga7SeRSNA92Aq0UryyHGOoGHerJiMxDp1Zw13O9A74XW4nd5TZCQwEEAqcozexncyyiEdxTWmEZwZ0jIYE+QZp3k1Qm0MJllsEMV/yehJhiRUqmZXVEopbjf+ACiWWbKxoWyOz35HslnUUn132a+KxEYhBvvHEVKAa7BJFSgJfz8kxY72OsmTqahYKV8TlQG1wAMVptxHvqvj8pW5+M4dM8P8V1nHr8CAB71Q0xOfzUrDchWd39rzP//2KD5ySE0SxWc2wN4pGJbG62EBF9hh+wxb2h7aTxWroueyYrSVeDVRQ36cn6p35QY/7ZZZoVUxJcgpGlAglazwMjncz4oggZDWJgqU4VNl0+GRax0IwfnKNzLG4HosEQqtnT66XrQ4NA4MSa4sFH23S4jwUZbba3ohLxiaiLGTC36g24d6tcDTCubLQyD7PYmWABF+pceOWzPy5W31KdNb9cYVglQGz7jAjw1PFx9Flq3hKycyw/qdBNbE9mRW2m+wags4HCHmGqFj9aUa6T3+H5Chc+41UrK6lZyh9xCqRSNDh3UZNw8aT7piExmR03mWUNfbTN9zFpYYAfeXLJovgZ0KvO8ofKKCg6FaOhMeo6lfzoSZBme8dhErLswVf5l/baxdFBjgY0SBGPoHG9t/ElBgVcg2RYwKvugozY3PIXSrAfw77+LsVCsY2AxHnVLAh7JBRe4yoDRDz+fmUTstD2RLdoYXLyepUAmtomGLHKHrVeoLxJM1xC+9d8fV8oJEUvqi8jXegO+N9CtdtYm+5k+dDz0/abL3xXh6X7+b6/OtR4lHOK4jRXtXPqPoJsrVFdDd/BId3kbn5BhvamBdI0l9GQ/CzFgNr86Jc3DhCjqcSR/eplQqOhxY3C25fGqZCfYCqwecB8BsriAUWJ7MqIeFp0wDVVJVWkMgbpm+4EyEE+0UexeE9GBsM5Olq8B4xzNqDoq9Mi2MofXrOEYvz7dg4F1fbaNDo+OXgyLyDc90hLR/PSwYsXg+WMRrKhFItKDZJFBsl1LKCqTyM+9AU/c2zc2YqnEMzXYxGHEP91MgnMg8Jrsr1EG4+Aa7lHAgHdRQ3rGfwyOyd0H09+zAVF6btW6NEJCr2JDhnY4i3ZpEJdkoqDi5bT9WWV1KWdw4fpqzwTILD7192yHzwgVNygqjX+6huihE2b+NAeBvNEedR2xmPeJNs04dxHiPT90QvfKc2SnR3+slF55ZZm6ew2hbG4O/D1+eiC8Bgw1GylrcGBe6eOHBqJovqHD0NdifnNA3w490f42BndPK7dw0GadOr+cJ6E8YjgqA3/UBztK4kMM9U5Kg6gpapSWSlcfGckmsqBYpvjDpNNv9Q4WJIMvBorxZP9OQ6J3FzF/193VMLsnN5orA6ycGZA59xqtG9PbtheRRavQoR+xshzxDZJSsZ789lVu/xNIOERPhgIdk1Lpzu9FFEIQSdvu1U123A03ZyHZNERCK+t5S6VVm0j+whL7STO+oa+L8uy6xO7YgvxkM+O1mFn6I15qWyV0NW02q+faQ2k589Y7T12zm79HyCvgGuPPwlQsf0HIr3B2nMN9Dsmz1EGorD/7RIfK4uQrFBQ3BgaqoQcYnYhL8QrzbRPXRiRe+RhMQvBsu5uqKUJWFICNh28uroFx232zrx7pm9q/ixKFy5jubyYNIhOQ712nr0CdNko9Qh1aO4wk7Gw6MsKTsLx6HyRTtvAC8G9L4hoChl+a4xwT7ZxqerR6i26Am2mYjOpK5ymsNUnMCpHOHm3p9PLnNYGoksklrfsfD3q6C/hNLsIhJlPfxtVCamrOCa/AgxdyvxoiglOdVIXjue46TMzSVGfjI4npGT8dK4h5dg3g6JXgXlhhiu/iGMJhN7HErKQQxqWJYFVaYEBVoVdklGHxdIIRklpCLulYn2S7hCc3+1Lkthrz/1+ACPdd7OZTU70cVeQH0CTsmHK8Aesk0okp08RKOrQdoxa7bE3d5M2UWbCAza024T7JO5rDjAwXINrlnU5l7QWvh6YxP+5oOTyxRFQSkcgOHp8sP/L+IDp2SBqKg4WojsICRCDCf0NBgbaJPaGJ/QEZckQW1xhO1tUwNgXJE4JGuoUEsk4qkPutagwlamImb2cIXKhSRJKFYrsawqDgYsbBsIEXMtTpQ7x6RFr5YY8Mzs2MgSnFluYHN5O3W2p4lEDxOLQaHlag4ex6P3huP8pNXDZTVmzvPrcaRpcqYP5bM8X2HrwPycqSOhOBstRkIThTYlyuJMKEa1YIMB/K0rcAcloIjS0hjfqAnSE1d4vE/P2EnoIH9LXZwcOUjOxDOUkGQebViLKzx38f6H/WpKXhnL2K2w5Ryh7+B+NHorsv5DJILvnyzJUSgxGbOjEXvtMPFENKmOkgYxhrFUF+HrPLk67xIS7r1mKks3oSobJ6aE+VptnOcd2eycI4HlCsX5S8iIJe8mrvEP8tnEVl7MOY/OdDyweUCrUvjB5jcZVI1g7/o8PlfqMxWLJLgxbuT7UpjonI1zJe5ugyvK4pyZn8C9T5siimAuNPD94cyc47mQENJEHxXBPy0Lc2aWwp96TIycJOrWYuEcmx+x95U5t9NbrGhzi4mODeCos/FU8N6U9fmGfG5M3IqmtYDQiIxpY4DnuwRRrXNym2DoBIuzZ0B/RM8ZOdlkBQSu49So4orEPe06lmYJPrrWgW3MiKf15BfCSyqBSg/x4wxOtSoOAuJKZmaLxiiQy4fZHGtFck8td+rLaS+yUOL0J7u4LzLCTpmshoLJZ/fedh1quYEPlynkGYKoNINYczSo/Pakapci8ZwmetIpyeGEQKOSKK6oIKHSg2PqC7/RKGF1S8Q8aoJdMiIuEWHmsGcmp2kpUc/YCPrpIwXo1Gu4pDLMH/dsWNB1WDSw0RzH9Y7lpLO4/S4TJQ3rGZglWyIBMU87KtMaEoH02YzgNokvZPv5ocWWpIWlwW/zqvhmPIocPfbuKxjyE4RGF9+ZPt3wgVOyQHT39KS8EDIyxRSzIm8FLsVFrCDGuH6cSKQTSJV2e35Q8M0KLeMdEXQmNdZSCb9qkD5nCwNeBbwgWfIZt9aybVRi1He0zdfCsanYztqAjMYbR/bGkN3AOoWfzNCr7pIaHZdWbCXP8DSx2DiRY2glJRYHNkMheo2MVgXD3tikqtffuvwcsOu4dY0GpRmiodTIWnBQQ1HN/K9jyyhsLpQJTURn9b7FUd76VGWcyOEcYscY6oF+DYF+G0XFCl8qGWNUVvPUoJGBudVp54RaFtxWEyHad4CjzHMBdF50FfsycEg2RFSsf8VBTMnMJSmsCtG9+2kAipZ8jtGe959DchShMRmVzk6soAvHgAOdDmIxgTKDcpha3U951Ya03YcXE/5+NdJIAebl4/QMNrNC7mJlXRP3tGmZa/r2RRL8IVLAxqIyLut4kv7azTw9rCXDn3caanOC/NuZfyIR2U9WAuK5V+BrmS7E4R8K8tWGfH6Uoazvs32CbTrBl/I0BEeSz6lKI/O4Nkw0vNhZN4nftum5Na+Xa7SdhEqX8mC7PK130+kAiyrBWf0vEhCzp7nM+cU8lvchlpTIGDa8xd5EaobkbOu5nN99I+MtsaNJdqSIFo3eN/lZK2vpHbYt+jW0uqF4rJdl9gLeTiOFfNgF33Vp+WR1iNq1HsJHcqc5DCcKvUVDuNTA4XiE7riXm+xhPHtsqOQEq6o7WWJ9F9v4Kzhyr+SR3R+b83hCEkh1PRSKYZYOPJSyrk9VykP94zTUmLg0qEE3uPiMA58SAabYEHFF4okeFU9g4dwiC2v1I7gcOzFVmMjLa6C9R+bkF0pK3N2i4VO1WZjGWoGlk985GhPQYkBZ6OBzHHx6JW0Dz78cLOQvB69b8LE/VRki1m7PuGnuiSISWTNntmRs7xaKzlqKY196erqEhOntOB+7JMif1enVwnySihfzK2h856WU5TWlFkKj/+/XlnzglCwQ5rJyAn3TVVYkJBKOBLJDJp98hHBzS9EwIUM+48JEjw8MagmHdhR9Y5h+Vyv9RxthGewEsuo4EjRyYDgIY4tnROplCUNPatjRHI5N1nFZ9WpCsQSxhGBD6ZvY1Q8Sm+Hrz835Lueek/xbqy3jP3d8m8MjU45GvzvCD7xRrl9qZOW4HmfPVKoh6IlRJkLA/KLY3ihELVNGe2gsjMYsEZsz0pseNVaJ6rCdMc/M9zgwKMNgAXkFCp8vHWdclnhmxEzXAuUUNxXCBrkbT19qAzvPWZt5KTY3V7QmJnP1ax7CGVIosos19Oz5GQDlK29itOf9Q9maEdYYzzXeTaNRzVVLtShiEFnOYfu2FXiOc6zj8Tj98k6KS9cTOAk0jeMhYhK+3XnUrtbQPrQf+vbz1cpSHh0voj+DOtRtw1Gacz7MR8I9fE4a5EnzmYz4Up/LpdkSF+V4+XmbmZmMl482DXFl+W9JRKYi6+qiH2LO+iX+47IlsiyRpfeTPUuR/vHQSVqkhBqIo9LIjNUa2TeUebPOTHFhjo3dHj+/GCznxuoENWoPXy7ycL+jaqLj9OmDz5nbCbTP7thZqxq4R3seZ9cG2Ke+l2HflOWvltRcZrqSpXs/xPhI6sXJYYUxl4Fayz+RnzeIz5vL3hOSAp4Z3T4FrVVHhSnO27OaAxJ/6NRSZdVyfeMQNl8OnpbF62+ktmr5yQQNUCUJzDnDXL7mObKcLyP5nRyt584dfIhzltbz1uFVsx7PvsqDIrxs7vmvaesGSAoItIwHaJPgwytyqW0OQlxBXgTnV1YL3LMY928OwZsUsCa3gHNtDtyeLq7V+FGX1fO7dsNJd8B3OrVsCAa5slzwzEQt3Buj8PkyHY6e9NQAjV5FLIP5R62VaU34Se9kLfz6VudKFCVUeEZOXX2F322kuGEDg0e2pd1GicUQYhAh1cyafYv6ZFbvD3FglYZmOf37/IbaxOqmVYQP7p1cNuTqxG7MIhZc2P0zFSso2tM89cwHfUoWDH1tQ0bbSRLg6sMwuIuyoTc52/8ma91vMDq6jz5XC8JgJVCynj1Z53G/u45HO0k6JIsMZ2x6JF7yqVldZOTWJQq/qNjCkrwkPeCdgdQ+CVHJxEHVGRxUnXHcEUrpc0+vzk0ogoc7AtynDWNdpUalmXrMcmMqDJr5P3Yv+CPsr9Oi1soYcvQUGRY2Qa/Ihl8t6+Bm+wjOlrm3D47I+HflY+/I4ZbcAF8t6+Pv6oKUZiiEU2WFO2o9NLh34HGmOiSRVet5RD1LY6UJZCvwuS1Bwp7MKqF1RhWewQcRIoGlpJKA9v3dhElo47y96QFyNGEuM3USjmwnGu0nHN7HmrXPsGzZ9Eh1NBplTLsXfdapkz1WhU3UFDUhSRKu4X6u1BzkivLMnEFvOM79rhJaC8/guqGnaMidMviurlD414IdfNJ3F5+vSzUaJBS+t3k7lxX/kETcmXpQOUBh40DKIlOWFmVtnP8c8mfskAAMhKP8KOFBWmJlV4Wae06CQ1Kg07BpMMGXwyZuLMjlwQ41P+/MZlhffto5JAZZQWpNb6QAmJes4WfqC7mgaZi3+RnDoSmHpNRUykXar/Jux/moc6fvm/BqWJIl09KTzVs7m9jbWkgyr7r4mSmTPZssOTOeapcXftxup9UcxrhmGI15cc4ndswPnBASRtlJ9uCfkcLOWfaaGbaGKOOBTj7q+jWqY1rKRtW5tOf8PYPxqWizIuCp3nEeLlb4a7WK5uVGFM2JOQXGIoXBDPqp7B6H/+3I4blwHfrCGsR4J3dUjWNUC+wnsZ/tEZeCWq2mRjsVzen0QjxnhvlFgtwqPfp1gtDycbSGuYM89jItb46cDMdKcKndhW+/9SQce3ZEI6uR5ug35Tq8DXvd3IyHYJvMTSN+tHNkWO/KLseWOzU4BENBdEvmT5eV1ALbahc94h3iC2ycfSrxQaZkgRjLyluwR6fXmCm3LeNNjZkXur0IFyxmP5FjoVFJnFVsp9EvAakvTGBY5u9WbmVz9w8RaHi3dCWaYjs7+iJcV1mGX2tgRySHN0daCCf2U2kppck+tX8kkodFr8IXmflFbBkL8T2XzCdW6qlz6PDpuugca2dp/nnsGpjf9b41GgM8bLOqcIfnz6WSJcEXawNck3gBjT9AIHQHY7HMLZ2wUwZnLrlLrIzHWrlEcWOrqWRvOIfXBqarjOTp4aYyL/6BNrz9U4OPsGcRLy5nuLCMZzPo2K4Rgn/akyAwD61Yo2kvQwP9qA1GnrRfQJfTwTfLs/H3LgIH7RRAsYQR1ijICglDlL1VLxJS+vliXpR4NDVVFY+7yM55kAsuuJQ338wjcQxlIBAMoC04jEW1lND4yY+/OJs1QDY1a5bRPniQcChEXmgnX65bwm86zMQzaFL52mACd801XNT6KJb661hn8XCT6gUquh4F4FrjC2zNvob9TiiyRPje+Y9BZOu04whFTXzgu3RsmWqyllurZ7vJw2Nt0wtQM0FIUfjx8MmrQP+MPZvoiBdIYJCTVpk7Ao90nn486itsTqId6d8na2U9P41v4KrlI7wS+z9C8WSEsthYzFLdKgb7N/NobwwI86cCiRvL9PhHY1iL1CRsAqchRHhw6nglJri1WIsjZOWu/vn0bZkbCa0FTTxI5pLDEg90aGnM0nJlfR/2UAGuZu0J0WkigTg5+WocE1LVo2Jm+dRI3jreOrAy7XEM+QpDsf18Qv8KRm/qs/qG8Re0HtJDkwlIDRANeJLGWpsjQFuliZtCMQL9CzOP1PYIRzzHKmjOjla3oNVtQS0vY7NZ4tPVYfKCCRwGeHbYTLdvcR1RRUgYimpRPEPA1H1uJkC51kQ8qqAzqbFUSfTp/fxmNERXO1g0ev6tBsYPpj82QNwaY3hxH1EAPl4dx+zOxXMKFDKPRzJbsp6BWbIlobERclc6gbkVweJvCz5/hYdfGtPLBEckmdeWrGXduy9N9urqGmyhpjobb4Y1k5byOC7jEdqH5u/cv1f4wClZIHpQU2nPQnK75rWfRqWjOLwJV1+ErCbtbDTFRUGWQcNFIR+erukPsRKRCCRq2F/yaZzqfPLbLVweT/DhKoFHXMgPux4FprodZutSeZDFwQS/KXqWO1VX0uWc2QOPxBXuaQ+yqhhWJQIgQYU+QvrOE7OjLjvBGluYZwYNDAQyu3n1NsGdpZ2cP/ArDOFRHi/+NWNtCwu9uo9oUbGM6voY/mgvZ+oHWVEcoV9XwZPdEgkBN1cnsDqP4O1LTZUqpRU80bCOsXgCMhSy+UaPTKB9olldBpdbWBWme/dLCMC88XzO0yocblP4adDFV4vs+E+sEcZJhWIN07PxXV4NPkdMmaIv5UdMfLvcQCycPkoUT7zABRfWcujgmQwNTd0ol9tJ0LSDspzVJ10u+Cg8u7OpXbKRdndyAvP3HeHvy0u5f7iINK9JCvaMRAlVf5Qru/7CFatVVPQ8OrluyeCf+VJ1I3/NzeFjdb8jHpleCCDFq3Du+TdGu5ITmUotYW2SeMDj5tBxNL7VuRJ7xhfmpCwm1thMxFuTDqepwMB/Dy5+JmYxUR/qTCtYbC4o5l7deVy5xM1byj2TDskF9gswjp/Hc31mvOEYJo3grALY5wjxbI6MlKVw2BHBmVL7JbiuUmZj1MrYzih2TZjqXD2dwcWLePbHzZQuwBJodkGLO5dbakKUrXESbysg6lu487/UbOAtZ/KujgkrQqWd1mz0SPzDpHtWZZ3An93MpeY+ivpTHfWW3H+k9WCyxqOgJUhOnhZHcObMc5M1BIGFm0aKLkJLny7teaZDXJF4oQ8+Wa3DcthInl3LF0oCjBW4edNjnlNAYz54dsTCBYk2svVMjknP9Av+pSFBVCuzN+7j6T5B9JhAii8G7XofuVpz+v41EgRUi5/WLDFBnRTB037qsyRHEY6sRpJ2IGbJcPgGDmAsyCM4B71MKBJlB+NsXBtkmyp9Hcp2lYENy1ej7JuymMbVzejVy1Fmcc4ktcCywknH4KGkGqyAJXlnoo0tfl3aYuMD+tZCIUGwvml++wios5yFbyz50hb2n/yuuaP+KAljegvYH7Zw28ClPBNZRSIqEfHIBPfqiL59Jl9S/QPLbcsnt7VrUnPKpkCUFd33cnfuw9Tlzq4Ms3cwyB/GyhguPhtTbH6O3LHYaPMTHzyMRZuZvvpnakP8PO9pruj4FqbwMLvKPktk6MRkNSUkPK1aEgdq0Y5VYtVZsAzt4vb8dr5S2od2cA/hcKpDkqip5+H6tUmHJEPc6FUhbXOgM6pR1fei1c8eMc4q1NC7724A8jedz+C4gz3e5IDnjif4rfBhzElOzJmk4QHKVg9Qf37mcqcAsipBcdMwTR/ewuob/krFul5m6x6vSArOsw7y0Krv8YL/SdbY87kkv5qri+u4sbSRb1VkEwvP3SU7Emln6bKXUKnEccsjtHu2YlvjAunU1NZ4juioy1k/qRTmGu7nE/Z2lszeP2sSV+QPs/pjYd444CCakzrOnN/7M26q2kc8NoNDEriOrhf/fdIhMedoUVZH+P6An0Ou1GvfkA/XG+CL7zW7T8BVGCcDNO9YErM8Le89jHKCUMfM4WJLSSW/t1/OWXVRtsv/hzfmxaq1cp3mZhwDH+HhNj3ecJyzC+Em3V7qDQFGQvBOf4C3e0M4A6m1RCoJVoVzGDuc7AMVjyp8Sj835XM+eHVIxZiSvvB2NihC4t52HY+6s4jWDWJfGkYsgGImqQT55qn5MCgZSFhKp223wv8jzmrcP225QKBbOkCtNcSK/gdS1nmMq3mj7ezJz3JMcI3Fikk7fQwstulYpvgW1I39KCIqOBEnv0xlQCgQcEZxHtBgOFTIxzRGvlHt48pyBXkRxrBOLxiK61mVM3UsT1Ti584I3+oI8lgPKQ7JUTzSK2Gvm35vbAU6cpYlUK0aYeciNFM9HjcW+4i1zcBzPIUITNSWzAZX836MJZk1tPR3qbh83DtrAT3A72wl2HKnMt4erxvrsvRZWnNpgljtoaRDAuSYi6hXX4zjoBrE6W/yf5ApWSBUikJUq2M+Q3lV7grGDk1RndTuGCsbrOwbWWD19CwwaGTOLdOzSo6Q6E7/MwfMEs4BeKoHltdHiO1KGq3+URhvHKPZ2zy57RHvCAb7meRqIEcKszLoBqBm4EnK826kbXymb5hCQhE83xnBqs/meCpZpvhzvxl/bDXBOZhIdTb4clkPmwd+jTmUzPaEtHl0R8/HPbR4kRx/rwp6yyjPL2EktIOIxz1tm3jjCh4srCGUyNzUaorKLH3NidDKxMu6yFKVMz5LkaFaK+Mf+zNKIoapqIRefxiKl7G1bWqbwXCUB00yS+sN7PD4+aLdmjZzotbGabr6FcLSX5AkLfl1/8FomklBpYlT3DRCVnknKsthIvGDKEqYOBAXYKh+msZlm3h6qITi0SUYjhQjEhLkhIgUuNiS/wyt/hY+WbKUjXon8XBbyvETGdfmqejr3YzeYGHUUk+up4XQMQ9K++ABipaXIndVnlBEN1O4DxmobdxAh2cHiqLgdbs4T3+AwuLlvD44+76vj2ezujZM3bUeHn60lJsrA6g9XQDo4m4qDnfQu2oF4ch+pOAVoB4lNno17VsKQCTfrdw6PbtMbv7cNp1eWGKCq00yrj06CgoUbqmJcF/HybgLc6PMqEWZqJcy1lh4aXz+vOk7a9287LRz6BSwFG6yDxPvmD6GWCvr+bXmfM6pUdivvxtH0EG1pZrV7st5friaYe/Uu/b2MKiKV/FW+p6gQLK+4n+dbr6cYyHoCKPWygzrSGZNFym55Y7Ak70nZgocdgoOO7O5qTpG/Vo3sdaCya7fmcC6KsLLfVMZu4GwlrChELO7M2U7KRZklevbFK65lcf3XIEQSQM5a5WfQNzBJcOphe0JtLwU/g6xSOrYm90S4AsWA82VOl4ccJKYKEy/MDdEom3hncaFJPCcIP3BGtHiYMo5jYYSjB0GWS7g7GUx9ppiGQlozIXHBsycXZAAppyMudgH3ih0GXzY1QZ0RjWm0gQezQh9WhWvjRloHVj8TMbFpYLsiAm3971X4AuHVyFJ29NmSyRAiY0Amd0HeY+amy7w8pAufQYjKsm8sWQNq995EUmSqClYgXvvDJanLLCt9NAxfADhFkjILMk9C+cRGVf8NCvKmwUfOCULRNmTf0Kao1DpWEjIMJzPZGfFCaxU69gHmLQqzi6w0ReOcnhs4SNOiU3HeQVq6kMRQgcTKFEt6Ww6gWBUJA3dhJDokBRKdIK4NcjWNY+y37snZfvBwAiDgSRPt8Jcwc2hZKFcNHsJ7TNIC6eDNwP523QYDcFss7EsCT5VI3Gldi9r23+csuXbhV/Ee9jCQh2i2aAxKURm6GodW7aSB/KqM5bxBTAp8ImtQUJRBV3DKFFF4Dgy+z45RaP07O1Kxihrl2MWMr9on05Xag+EaQ8k8/X/q/Hw1QYzod5QShflwsZRCtb+H+Fo0ggWIkrRxt/i6vsnYuEpGqAl30/VWTtRDH8jHncmn+w0QTI5dohXfftQDM+hWqMiIY5xsCYe9wajiniwc+YDZIB47Bq6urTs1i9lV5eg0LiUm4rHcA12T24zNNqPOd9NfvYKfD0nf/hzN+uort9AV2AHiUSCSDhMdXQXRdUreagz/ffvGoN3u65hY/lPqL3OwKNPLOGG4iDyxPtXNvY6w31/R9TcROsLm1GEQJnoe6TSyFiaBA+4XRzqnn5srSz4bCm4tmmRSIo5VKm13FQV5aGuk3AT5kBfKMqP5Ri3NubylHf+XdxVksA70M5mezaHqOJkUtFKdTHsR16d9phba5v4qTiT82tUdJnvZsg/xJlZZ5I9ejEPdZuIxKe/GG8MZnaejmicRy1hPppl4aGQl7ahsUW/xNCiDIkSD3WqqbHaubZ+EHsgD/eRuSmT5vIEL4eUlIa1z/XJJHJv5LvFRgoGX562T+Hg77l1RTt/afs7KFIz4Gnmc+rHUYvUMXhHzk8ZOTTzPK3yJWg6EKQhz8aOIhgMhalX3Pi8C8saARjzBN2xhdNEKy0SeFTAdFVIRREEdFr6/YujyjkUhEe75p8RerhPcPuyEZwaied9ZrYNmjihB1KATaPCMwOLwKgWbNC5ce0ueo8JpkkEPEaKl2xgoHl6Hd9RhMb70NlribjnPuOoR2blQIjnq8y4pPS/xVaVgYuXbsJ4WMK9J7mdtSaGt1MNQsJYmCCY00b7UDKgU2CtwOKtZ/xghPdTs2T4gL61YChLV7DnkmvxbTw3o+3rczfgd0yfmHK7g9xalMsX3TpWHAhxpjQ/2Q2DRsaoVbGpzMRnl6q5wO6i0REmcECDEp395zXmC5qPSdI80QPxTT081Pif0xyS45GnyqfHuByhNdNrXEaP671XdWjKFvx7nUTxET3uvvKUQWzMthp3YB1h/+I7JAARW6rKkSzLmK021F3tNGnn95p9s00QGApibvQx4GnD5KxjNv/XXqChd9+DABSceQEjDgdvRivmlJZ0xeJ0WsZSmhFWn9mBffm/E4mmWqeRaDdN1zwDCEqWD7Hm5ocpveAfiWoeJH686tMMSMS9nJdXmfxbzJzx+V1vH7K8MNkZrfZ8tmwxMJi1kl1jyUF4OAg/7cwlXLwajXbKUPAH/HTHtmJf6V8Q1WS+8LRqqTJOpf0VRUE3uIcv1flnpWL89pAFZ+AGQvH9VFwl8dfRtYhjImprjvwfwaG1xGPKpENiydWRWBXme31BDqVhSX64TEt4ryGlMNk/oKLRqeUjlSd2rQtFWBHcNTRGa2D+kpWFRhkhBC5jGSfTIVGh8On4VqKB1KBRWUMtj2dt5swamQHr7+gL9HGl+cNIwx/loXYDkfjUy7smB6oXEEw+7Avx3fFR2gLv/Tg7Fzq8gp90ZNFiCmNaO4I+J/3gJasFzqIIr8/goL0wnsvGztv4ce73EdrpRfiGkbe4ueSbxC1tXG1vIcs3XU7xrfwRhi7YhndDG9H6EZTs0LR3XjMW4cxDEa7vF/j32+d/wcdAlxOj2aOiKCfIOWe8QU3JdBbE2sZ+ztr0Ik010zOCa3ISeIdndjp0RjV7IpmJleToBatzJeZg/C4I7gj8oMfML9rNbBuBE33nbi/O5yvWnBlt51uqQmhGCk5Kk8uFIhSaXYnL29mCoWhuCpvaJNBaFYK7NXzaP/sc2hCTkV7TEBxSYSxU0K/qoyOwBdsqL/ZVPvpVWxlzjKKS1SzNPg/RXoFn+P2THTkWH2RKFojehhVsc3gZs+VzMbO/llq1gUCXkZki9KqAQm7z1EBjbw+SXajBOUfn7fIsPRuyw+T7OygylEJE4VGXgf1DRtaV6LhiRZTAfvWsiijqwhjb+qZ4AIGYxHhUT0ia2zCwihKu7jyT80o/QqF4b4untbLg1hqZUqcW7/bkKNwTySNRVYnK2w3AO5ZPMr735BigxgKFnuGeyc+23FxeWbKWTknDF7oPsOGVp8i68EpezYBq+/lxNdG9o2Q3xWkZ383S7PMZO5x+cJEkiAVeQogExoJiev1hTKVL2N2WdpcU6CSFaDD5BBQ3DaMv/ymKMrPTEFKeY+UnmolEuwguwLc7w27jtTTFmhKCywpKkfAycx/h9NDrGnjttVKk0lU823788y7xcKeaGutKrsofwDWa5E0pikLbyG7KV9cQPVxMInJyJz1Pm4baNU20D07VIgT6mrmzsoJ7BvLxzvBsJITEXfua+NY55xOKvE7Oxefw0lvncLHuZaR4GBUxzvD9hFD9DxlpjZFXr2ObwcNjbbM/50/2xPj3XBv+4zqC+npUrNGqcRbFeWOGbsynKwoMAl1czx9PkII0K4TgHywH8R5IrSUprynnI6o/sSHbxw9zNTgDTq6RbmLvwAb2DqaOi2cWSFyDnZg1wo/CwRl/85MNo1pgUEk4Trq9IvFAh4YNBRpWmrZTWbIc137jtPnIsirCL+agDf66v4q2nP/kLt2PUPv6U9apfL18yvfvKdK/x+Kx+J8JxINJhlJO8p9epadAX0iJqoKmdy9H9iUpy2KOIF4mEIYIzcNqVjU42ev5G1j/xurSZehCZ7O7uZxoTIXOvp/97jdR6d5kQ9Nn2X6wcnL/Ko2OWGTma7EUqnhrJDPenkUjsyqwg7UGFZa8YhyqbLaNa2lxL9YcuHjjpVWRCHZ6+bvGPO4anMoCJnuSSHhPQa+p+SDoMVC8ZCMDzVtmXJ8Ih9AYwsDMATaNWSA1xNiq6FiuCaHerqO4TbBqZZi9Kv2M+7RoFMKbcojroow3P4sYTv6O7UP7JrcpttWgd1TPai+8H/BBpmShmHhxOiNxEg3LZt201raBSCAzK05S4JycmfmFsgRnlBn5VLmXG03trA5JmNsaifaZecdgYP9EfcDOgSC/cckkNsSQdekHIZ9BmhZNH/NZOcu2Ke0+N1es5l8rSymTywnFFJ7vinJf63vn255TKPGdKiP2vTq8HcnBa3VNO7dWfG3SIWkt+giBWMlkNHkxIesE0YKprIKhaRU/bzyTnSoDTlnNj6tWYqlfQt1LT3JdWiJdEqVxmZK3HeTW6GgZfxe7MR/HkdnPuaAygqNvd5Ji3rACIQSP9GUq7QkqVYLosiH063rJXv5fKMrsA9rxGZT5oFh2p133kyWNNCa2k0jMj7qoVmeza9cGjEVL+H17epnEDi/8rK8Yc9mSlOW9Qx2EKw9iLDz5pdWevVnk56Z2WHcN9XBrTidLs2ee5Fvd8FLrZWg0BUTVb6FZa2SrfCliIlKX4z1IrfVpKta62W0e47EMmmQmgAcJoNFNn+y9bRouUatZlp35u2LTJ+a1/WIjVy+Q82oIxOZvKK3Ph0zoDX+f3UXowDspy4orS7lG/yRqEaGy9y983RVlc/ATPN+3ZppDsrlI4uqEnbGWMN59cGe5ZlEKlucDrSz4WpWKv0/YuTj31KjwbB+BVvMKer2HMK4eRGOcumZLRZxnfYJgBhKvLzlyuCzwHfx5q6atS+eQxCRV0iE5DuFEmJ5AN+963+Cljb9FyVq8oFqg2cK/a3K4sm0Zn2/7T271fJNyUcah2G/JbfwR557xLl2B3QAkRJwjid+yccXUmJoTT0/9UqzxFIrbbOj2Cd7RrSNWmBTJ0A4fZFN4O39XF+RTNTGWZcPpQuv579FRzIUGzM1+vq2286WifAr1ai62jeM/lKEyyClGKLQKSU5vPiszsAc0FoF6bZRtdSp+2KXwSleQp8Z1WJfE8LWpudrpmrXo/celCv+Tp8ZWWT1t3dLs84i1luAbf387JPCBU7Io2F2xJO06o86Kq21+k2XlcenbbKOGK2u03JrXw4c0g9Q4cxEH63Af1iOpBX218Hxn6sA64ovyi3aFvpVgKJjuEAkEQ4npg3m9OcRFwfSFfkUqP3mJVmIR+7yuabGRoxf8Y52aS902XLtAOcYgyTWOIfuTdKq4pOUd7blsURIY7fPrJD8XtAYVhhWDDI0OYLbbaT/zIn6aU0nomMEqIcn8V14N8bWbKHjrJW5z9WFKM5h9rltBkqAvsROAYv1SlFlqUYw2DQOH7gcgf8PZDI+Nkyhcxtg8GB4xrY/fW39EV8VfiSfmURi0ACihNmya6ZGgMoMNdWDfDHvMDklS09d7OUJbxq87LMwVvbuyXJAfMVKvvoQCa8XkcrfHxYB6K/ZlJ5kao0joBmvR6VIjaB6Xg7Pie/lI5cyO0QMtegY9NycPYX0Vb4Weg+YrJ9ev7P8tVwzcypW6/WTPHGibhtZAiP7q6RsLBEKdIJbIbMxSyQp1qx6jvvo1rq+d0J48xbBoBM8Np5fVTIe6LDXnWMaZ67n5u6xu2P1CyrL80iKuNT+HRklmm2I5jTwTOZs/91QwfFwK5IoyiYtDdsbbk8+XogikVgO31WSuxHfiEPxDjYw4YCQwHmFVR5SvF+WjkU4+LeaNQQlH1lJ6hzpwF+7CviSCrFUYLYiyZR5tb9qCRjYNfY2Bkg9ltH1Mo+OqrCYuy1qGTjVz1Lor0EnvurfQWBbnuY2HJAKjIUKOKPK4Ed3hIszxpGHti3nZ4/kr/thU4EUg0E40MbTrQO1PP0f1qefnPLW64f52DT/tKuDB8Gp2GNdzV5sRgxxnfXAHt+cc4RuNXr5UF+COOi9fqxzi69XD3HTS1PgEF5UIao6jL8aEwJ2lRpIh6IhgbPbx6XE1ut5ilJOcwV4ogh4DxQ0b066PeIcmA8Ias0C9LsrWGpkfdym80hWYFFbocobZa9ai0gv0hzWcn0j/G5tEgq+Nd+Lump5aVOTY6eJjnjA+cEoWAbsjCeJLZpYHrjStTa/pfRwSVjVDy0y8kqUgS7C+1MgnKkPcaDzIJiVA4VA9gd1F+CfSmQJBdFWcB9tn5gHEFcGfWsO8UqDFtDTVMTGXCPa7pr/wZdIYF/Q9y4as9TMeMyuRlCEdDry3eteVFpmsQcuMvMltnSsRcnJw31H+BR4fL+SZPoG2anGNAHXVKDEphmrVOn61/Fxe1qTJUEgS95gLOLRpM1ldrXyidSfl2tTs0tqoTGK3E3uNgj/sAgGBOdLWev1eYhE/WrOFEUVFVn4R93fM0/Ga0JQ/FUO/EHE+VFA5bfn5uSVk3LjlGGi15Yw6crl/qHDWxoRaWfD3dSHOjtrw7Tfj6g9DeyWNOecmBSiAeDxOm2M7ljWjSOqTN7qHnTLFylp0ulSHIBaNYhvexZfr/Gjl479f4ue7q1CprwBAXfQ6XUYd3TlXTKxN/tvU9XP+oXqYTGenBwbHMdRMycsKBPa1YR5wCVoz8k8Fmza8QYtnNy8HXqTVdB9fWuHEemrawUzimV6JnnnWx6skwfmJXQwLe/qNhODv7R2od/8tZXFuUQHXZb+KbsKJD+ev5r91X+bXvUUEo6nP8UcrJc5223F0Tzm81nwdoYYAfz4BuplWM9/3RaLNZ0NSTbwnAqRmH5fmnfxx3KqFokDSkAoGg7S5txGpOsTTQ/MfdXxxNV/3f5LXK74251NujAb5/u7n+PHuv/GoO0GduWzaNpKQqHFXM0NCZdHg1KT3vCQkIq4qALJ0ELSFyK3RoT6uDtFepGPLCVCvQnEmlenu6dBjNJkIBvxIIQ/B/mZUsQADcj6/GyjmoQypv5lCJQmuq4Tv1smcNa7nksLp1/HToVGeLAJ1gxWVRkaJS4THTm/zNBRMny0Jjw1hKlQw1sfZXifz406FV7uDk87IsXimO4LcFCY4LLMyPDOb4sK4n9v3v0Xw0HQ5bICW8S3YChdWj3m64fT+1d9H2Fq+ZJq2vlFrxTkHvxsgUqzj5SUafqry8ceBcWz6BJ/Kaud8cYTGqBFz50rce6zTZEzNTXEeHlYTS8z+He/0BvhTTI1t6dTEKOXF2e+Y7iwlJA22QAeXRIoBaMqupdRcBIBBbcCYGEGlsjASXNysw3yxa0wQK5o5su0NGAkUnI/fUMJ2mjjgSPJwtyUCGCwnft4anQpLk4+WChN31azlV7bSlOxIOmxVa2lbHiRH+Lnsnb+xUTe1z0cPx5BUEj3+vQAU2qsIetPXFeVXSAweSUZvnQ0Xcq9nKfePlqLMsyBQyEmHdrbaI42+nKhpPWrDiYfQVpim339fYmFqMt7A2TzmrcE5R8a6KVuiLJjHWPOUY64ogvFDUCttxm7Mn1zeOXgE0dCKPvvk0bn8fWoKI+vIy0l+b3lRNdWGTWTZs/H3NXN7ST+lx/m3g0F4vHkzOl0VkMDSuIUdIS3D+ZdMbqMixmVj/8fHqzMsVpDgVz4nBpsWgcC2Lszdo8kIayY4e+1B9nmmMgid0U4eif2cTzS1s2ZKVp/kK3fyHL1IhlmdY/GhsqQj+PLQzI6BRlL4hnkf7HkxZXlReQkfy30VYyypfx4o2sSPNV/m7u5sovHUZ+YT1RKrR2w4+ybGKQlymzRsLfDwk7bEgmtKKgq9VKy4ixW1041dvSxxU+GxRcNT9/0vw25+b4lgrEo6oqZKM8+MuBd2EvNAJCFQm5LOj1abNJyGS4b4aFEfmwpn23M6dCrBpdYBVAhixekj1cejaryTBs10B+wq41VY/OVJifJFhlDH2X/p4zRH0meBl9qW4nUmz6vLC99pj/DfQTfdy/wY10JenQ6NXoWcn5hocnriiCsSoaxa7CU19KuLeV5ax0+7i3ikU4U3snjjnkkjuKVG8B9VKpZ06PDt0BMckSlWZGYaD1oDIf5zZARl9ckNDC0Wgl4DxUvOmHGdf6APtSXGeJbg5a6ZnZGjiMYVXgkbsZQnKBmKYz9GCEYlFG73DFD/zsv43G6ERoP7rAtRjrM3BAK/rf297oG7KPjAKVkkHIzEcZ99UcoytUpDIjb3S66oZPYMe5GAs8uNbNIHqY4vRRyqx31Yj5ghCiyrBUcMEkPezDiEF2TF8bZMedJRXQiDevpx7x8q5q7q39LjW82mnPV80tTB17M6+G5lNp8pq0KWQKMuYSTw3rc32xIJYcqaOSzbEjyftwpv4/6eqUjwX3sF+poTO297sY5gWTOPrqnmPmsxgxlK/Taohmh0fZctQ3/m97rfYy/WsPLFx7lGivBhv5pgi4ecGjWBSDL6mq1K3+BRo5MZ73kYAEt5Db93FBGKk1G38OORkOfOlIxJJfzTkUMciGbP/wuOg02Z3vBvDp96RkSVT/L9bevn1NUH2D0Ob6sC2Iun05VkjcSwrRJrWcPksjHHCKOWndjqT14lcnBYhkNLqJTPJtFejK9Lg6Z1GbVFy3GPDXO1vpmLSgSqY+oO/tqlpnX4Y0iSBkUJk79xH294TfTkXjG5TbbvMDeq3qDBnvqL2tQqcjTTDXBHNM6WPLCUmPhpr5xxxmFtYx/7g3+atjxChD+E/o9LCtzcVgNfqgtws/EA+hnGmvcSWTqozV3LZwq9E3UlU7CpE/yT9DbBg6mFrBW15VxvfQbDBF/cU3IBP5Bv594Ow4xGR3cQ1BPN6UxZWrTr4vyPw8uzfQs3uIy6GKLwNwwH+wlYH8agnXK0NZLEN2x5lB4J8u2cJDXrklL4VM2U0z8QjvIfzlFGl5j4U8x/SoyYSELirt4CrGUN/E1ZgamsEQmJ+9R3syGvjU/XpNL+1LKgMQtmMlxvqw5xUehZzun5KdrBbfM6j7Z4qhKWSTJR4a3G1TyP1J4ssC+PoLVNn0fMlVEc5+3Bv6mN8IoBIkuHedf7Bo6II+3hqqUmjhynkjcagoe6JP6jI8QPvG5alvjYKflZzB/r9+1a/rcjmz+2q0jTqmrBKDTC7fXwL0UqCg7o8ezWpQRUlRENa/NmNj0vLRPYolpEBnVGpwNCgZUzZ0uEglobJW9IoiF/9sbSANv6gwwUxggcVPOxkBuADYkQXz+yFWXvDgCU6npeOP9qHlZbcZ21edoxhj1d5De8t8HixcAHTski4nG1GV9p5eRnb9CBKoPJWDcc5soaI/9cLXNBXwJpuwFfr2rW6LUSl2jok7i+bu4H/qN1BnKaVSnRoKh/mC8U9FB3XPDokBN+dNjCr1v1nMtKdCQ509ZEP7XxZK1DQuTT73nvC6qe7xPoKmamMTSHa3kzUnucoS6xXQTQmxdGm8hbqqJDvIozz0JHpuwJIbhQeg1P978w4OsGIE6cHfn9hNefRfGbL3BGbyt6s5rRxFSjyvBo+okyq2CQoGsASZJ52X5OUoJrgVCkpFEz2yEsE47LXu+Jd6aTjiukL9JbuNQ4P6mnqPJxvrdlQ0YOyVH8tVfQUeRJcWJza/S8ZXXxcJfg521WxvLXoTck36dIJEy79+R3gQ8MypMTtlAkPHuyqDGciZJIUOrYyR1lgxQdUy7xs33FJKRrAIgnvBSe4+OPjtXstX0UoU6ee1Pfffx9STvqozQwAXfYc7g9YuKq/OmFoy+Ne/he0IkzQ5opQMzySlo55SK5DHlnKaWtVnICyXuZJnbwnsCqhSUJI56DJjhUxHVaHX9fG8CqBZ2s8OXEW3g7DqXsU7+0ko9oHkUzIcQwVnYZ3+ULPNiRnmL59rDgF24PhnUxDld4+X5blJH5Kx6nIBjRYPZ8BrPGzGhoiHVr3gWSE/k/5+QR7Ep6leHe5HkW6+PIA3tTMldIcP/w+ILklxeKcAJ+3malzw+/ajOR7VvJ2fqzuTd+DxHbNr5a78KmFZxTBF/MbWNjaAefs+zj7+qmLObb6wLU0Ufp+Bvz/v64JNMZSB1nrtVei260bMZ5NrxsgESpF3Ec/8FcaOJ7Qwq7y8Oozghjb4qg0iffg2DZII9G7+OP/JL7TD/mPtNPZj2nPH0BMffs2Wd3BB7rlnis+/TPHDRmwT80wN/b1Jh26HHv183YlsDXJ7Mpa/pYY1DDGo0D937LtHWnK4JeAyVLZhYGEsJPoFfNpfbMRI6eG9Viro9SPRzjK45u1r7zIp7RUYRaw9D5l/F/ZUvpjiaP9ZTKjCiZHrhsD2xZsH1zuuADp2QRERdwT1YZSnmSI4pE2kj+sZBjgqV7FKK7dIRdmf8kwWEVtc0KX2zQYtTOPDmeV2FiWX98enfdw/XkaYrZLB/ksrKZB7xn2mrQ6WqmLXeGKuakjJ0aSByQ/GgNx127JAgVeGdsTvdkj4KxZn5GvFavwrjUwUHna4yffSH3VizDOUOjp2kQgovEUxzouZeESB2YRgzn8YAxj0ObNjMe7GDY9g7j/qRcbY65KK2KRlahht79ySyJZsW5bPfN7ZTOBkVKRlFnc4B1StLQ2ekcQJZP7Ps4Tt/9als5SnweBfbytfxo2xnzckiO4t6OBJ5aH1qDirwGHX/TuXnuGIXRZ3slno4uJ6twinvePngA9fIutJZTlxn0dqnJ9awlOysX1+gg1xqPsG7CqPREJR7cfxZ6/TLUmiK+8/bN/D6yjEfEhTzt3UwkdwUSsMb9PBcUJe/Rp4tyCbf7CHujNLSG+VZePnnH1TTF5tGF2mKMEpjlN7vRfQexcIKQL0bocC5LrRdxbYlgEZiTJwy1LPhKuQbf3uTzHo8qKKNe8jq28dW8Dr4efxVvZ3PKPitWVnGF8kdUEy0TB8o/wnfit/FYx9zPRL8fvtse58/di9eC/XBXDnmhzwGw3/MC15cb+Of8fELtU2kud72JmBBYpSDxklXsTiPF/d5A4ldtZqp861ivX8+zoWd52/BXPlPcy7LwQfze5LMVi8VQufsAwfVVCYJ9h9kQen1B39ibW0VMSaWJtqva6S09Mk19S2jiPGj/KXeXfYuOi18htLIXxZ504Lw2NaE4/K1P4odHBD8aVehqDGHcGGFcN7/gijx2K482Z66UeLrhhqo4IDinEP61QeJmNEjb9LibNTALjVhCojCu4vhM2KeqQhgcRTBLfeDpiGBgBbJquv0VDzuSdXqdMmeUzd2Qs88dodmgRh0PEj64FyEESmUtL114NU8JXYp7HBWCt5ZtmFRhPIpILIi2Ik2DqvcJPnBKFoh4bGYevC+h8Je6NYjCEgA0+ZnlRmeiaGV0Hn4Zyw6ZL5dLFNtSC52WFhi5MBQhOBNvWki491opYTVVgWa+WBeaJlG5dURiPHDhtF1HQqULOteTgcd7wXpcsMm+IsizznRdZiV24ENnzCyaYM3TESw5TDcj7LjkOv4sm8hIWVgobFb+wr7+x6atqrDVcSiWvIdvqE08seZ8NPqp89GrzTOenyRD2Ps3EAqmrFKGjTPzWeeDxETvnFmfvtjYxLYg6Spm2zIDTH3TZ/SV3L7nbZaPFiNJc/8eGu1F/HzHeXT7FuoQS/ysPYG3KcCfE25eH5x+nIGA4KfdBVC6CtXERDM02o87fy/WypPTeHMmhJ0y2s5GSgsrCPh9XGjo5brKpCP8+qDM1p6P8ct9t9Pl0hNXBA+N2rm/6BZ+1rGOnYar+ZvtRl4akGmyGCjuTI2Ih9t8fDFk5LqCLK4vM5CXoWJXEoKmFS8wGprZALNgQx5NVcIaa41SHtTzCcthPlUTm6GQ/1RB8LUaNfEDOhRFIIQgv6yLkfb7Getswfn2i3h7Uqt8N66t4KLIA5NjY0fFTXw7+kme7VqcrtoLQVWxh4AlGZj4Uug/qNwP0dYph8RYZeG3A8l3tjlk5Y/zFb84JZC4qzOLVb5zWKJdQlAJYleKKMlKlTv1+7xcVyWwjx9gQ7lxQVkSgNaskmnLtgS38Ij4HXcv+RfevORuRs/dRbzUg3PjoUkH5mX/M9xv/G9+1/hN/nLB93jb0J5yDG8UHumS+Fm3gkOTuecnSzK9I++fjMDxqLHCiriK79VKbPboiG7T4+2avS/aUUgqASLEpsLj6yIgkT06mXl6vyDoNVDcMD1bEnGPYsgShMZlztXP3vQyz6zlhhqBZmA77UMTxezZudxb2URnZOZ553Akjvus6fZZx/gecirmNaifVvjAKVkgNvT2o0vDeXHGE/y16QxEfiFHxt8hr/4kcxcUCbFTw+cssHKC65Fv0XKdIYK/dfYJydulJsuxGlvYwZ0VI9MMlOfbl6HVpFYjjgTSSwafaoQT0KnzI00YOjqbwpAuyt7x9Ps82atgrp370c+t0dGrfRNHrpmHV53LnjRNrY6HJBQ2Jx5m/8BfZ1xvyboghS/llmQi4Sme2YC7jZGsd8hdpqRkgQqrorgGkgNWTsUNFB+J8rWi/BOqIU5M0remP8tqQwNj+jN4MVzB0S8Zx77Ab5JRG2oYkJJZiB/p67jzyDtIER+5h3ewzF3NbMORTr+Re3ZfwT7HiUXRFCHxizbBzlmeD5C4r13DHsMaLLYk3SkQ8DOmPYh9le+UdIEHSEQkwvvKqSluQpLAMryb2+sCyJLgF/uy2NGfyr3cNRLlbuPFPGD6GL/vL0IvS1wfM8yo/hf2xahuCVN1CD5bpiHTh+jM1S0c9LyTdr0PD/9beyeuTYcx2KcczZjDgFWdizywl8/ntnF9VSLj71wcJCXE9UdMxCIJZHWC3KIt9O5/AmUGaXSAs86o4uzgHydf1YPlt/Dt0A283H2SpaNngSwlUBXex2hoiI+LLxPbm2rYGmxafh1wTvr+L/WfvlHnSELint48zg1cwhWhq4l15uDdnUONaRNm89R1WYZ2YdBr2Tz4qwV/V7sxvQMgEBz2HeTx2AP8X9m/82ji3hm3Gw+PMZ6G4qiSBG7vcpbrb2Wl8ROsMt/IKsu1rLJ+mJW2D7HCvpkm+9kstW+g3rqKpbYzicZOr6aA88GVRQlcBw14dhoIDGVmRsoagX1lBFYP0j60nzWW1AK2l0cM9Ay1E648hKn4va9ZnQ+C/unZksBAL9q8OAJBZ5pGinqNzDU1aq4Q2zEM7ERS4gj1xLbOcc6fo+D/CbUFUXxckFgCh/bwibC631O8v8ln7yHqR/K4RRfkt/qZPdKhWIInVpzFRw5tIxgdQVZnn5TmfccieFDmmsoYxdVGGtURQts1GREGoh4ZDtWSvcrBDZYWtlkb2DGaXPd8r8TVSzaj5cHJ7YcCZuA9aEecBk/0w52NMdyHtGjq3TzQPTvFSBESu2Qf9Xoj0fDMBknuMmgefwkkkPw+PInMBkkLIdZG/8j+kTfTbuOUSzg2F3tJxEtiwjAymc1slxvZZPPSMbIdclTU2NYTHdUycOgeAArrNjM60SRP1ezjO1V5/NzvwhmbbyRfzJop2RO1cU/3UQnC5BY/bD/Ej+pWQnBKUUajKyOgLqQzIpOrlsgNb005TrNqAw8PtOOJDQFD3Gao5PLDr6RsU7DvXRLrzqPZmMrlB9DplvLYgY/xxuCpncR3j0O7tpbbypy4BzoQQtA2vIeyVVXEW0qIh05+TEcSEt7d2WQvNzEmjxHsO8ydleXcP1SAMwyyJFIU12IJwV/7JSCKQSUjcmR0XjWR4MzPhlDAHIry1epxnhjLT5uFKswOUlk6zJHogzOuPxYJ4jzCb/m76m/D7qQ4gmc4AsMVNFbXMy6OYBrczX9Ur+eQAo/3ilklnRcDX65Vo282EvLHMFrCiPizDDT3pN1ebK6nxVpJnfVSsvtfZkfpZ/lJ8DJ29J9E7dgMoAgVlsD1FJjcvNBSxady9AQdSSdJkuHtXBhznLqM3onCE5XojBeyKWhnzJ/MTng7NFgMKylY4qZj6CAAwVCE35ruwKhToddpEZIKgYyChDTxl4yCavL/BJJQUKNglCPooho+oq8lKkWJEiVGLPm/iBERkcl/IREiokz9f/zA6PbOPN87whKvHyoE5ikn9j7EpaUSueN6vBkqPco6gXVplE5Vgl/3SGjkbD5mHCRLDgFTjIZOL1xW10hbxIS1MEyTXYP78OmY5ZuOoE9PSeN59B18dXJZ1ONCY4wjoaUukUCjklJo7+tKjDRFDsLAhBCCSoOzcD1vDcFV6l1I8Qg1O99ky+oLCCgz2x9RIXin6QzOHPxLSkhvzNfP0voGxlreu4zuQvGBU7JAKAmoejPONZcpPJmY2TgZjSX4y9KNfKxtL/XFRTh7T36ELditZr0/QcSjQZkPh1mR8O7OpWipmbXB/dRUN/JwpxqQeKNzFZfVP0s87kajyWUspOZ0ckpGQ+AwJ8iujbEzqs1IavPxngQ/qJMZPzDdKclZFqfZ8S5IIMwWtq49BzLIkixT98HwLzgUnJ1bPKjkpnyudgzhnvhbZJWzow12jFoxaVZwa2WA5r43qbIZiLZ6UGn0xBPrgKnBJjIQ5Esr4P9rnx9vXaeaPVNSrpv+XEeUBF9pacMo28jVmYgocUYiDiA5sFabsrhjQqRLrckhqi3npb5BPLGpZ//eYBcfL99Afu/2lGMX73yDxKYLadVMabHrdA280HoLT3RNn5yKjGDTMU29ZjHhjcL/dmRxc/VqVKFuAPqGu7CVucjyNxEYPDXJZucBHZVVZzAk9uAa6uXjNh+vGmu5IMfPo/2WGQuoQwmFHw6Pc30jNEWtOA/HUY6rBcsq0dOu82DwOrmYAZTaRh7s0nGsry5JCvm1j3DI1zKvc75f9998cu2dqPcXTqoQjndGgCrqipfg3h2h3qTme9WwW+WfqLtYfNxaI5PXacbvj5Jd6MDR+xiRgH/mjSWJ4OYy/qx9CcLQY76eIttK/uo7kwPD761DchR7WoqBYiDGvYYAn8kzERgLE1li4dXB0bT7rc+V6fApc0pon2roZGXasBUPyQhJwW7LIs9QQefYAZweH05gu3EDh52ZPStqWfCxygTaw3uQkdGjJ6dsNYMxI3pJIEuglgQmOU5JIoZa0SOkBEJSUEiAJBCSQEhKcllBOPmPZFxJEaAgcAoD93Usdp8IgUqCxDxl3jNBpUXCH4XxyPzeuWvKJdYF1Xg65jYd1QaBeUmUFlnh5z0QOkZRK1DWQJ7i4PxiidcHp/b5VdtUjc3a3DjXrIvj3a1/X9SZOEaWY8k9hG98SqpbJYcBI8p+FdesVvNoWwirXs2VRUE0gzuSNoaAeFETrzhtDHckjZdwdROGwV1IbhdXxrw8okpfe3QwEmfZWZvJeic10DemtADTu7+f7viAvrVARKIhAq4o524Ns1KXPoLriCd4qHYlbaW95C3RoNKc/FseGpdTOpzPB+7Degoj6yjwd3FTddJg/UunlriS5C6qVMUM+U9lJ+LM8NIYuG2jPNmT2f1NCIkDGh+a4wzv7KYoRxxJRRuRX8jzmy5l3xwOiSQULpRewdH1LUbncEiMaiNjiSkqgVYoBPumIrbvOKcK4gIxCZWIk5+TzdiOtwDIO+NC9EWxSYUNo02Darmb3w3EmW8hrVkjkZhoWjjTXbOTngcbVGL0htyMRFKNu86Ai61iLb/zVPLlziBfO9JCZ+A41S5J4iaNm5h9unpI2ZZXqRarAdDplvBC6238oWV6dFIlCa63dHCt2UOVddrqRYbEnzrVvBarxWqfiPx73fTLW7E3nTpD1delJte3lmx7Dj6Pi7Pi+wgPtXNz8TjpqFDhBPyhA34w4iGyJkJOhR75GEXAeIGHP3Zp+IOnAX1hDYn+/Xwmu4XrqqYic2es6KBrng4JQBA/v9V+n2c2/C/hDd1oVwYw10gYbGrcg0nLOBKI42sXJ63O5GOVMeoG3gXFTX5ZC4NHHkjrkEiSjO+iEv6sTb5rS3RL0PrKeTB6xmnjkByPvlCU36kCqBus/GIWhyRbo+aycQvfyLfy4bLTy8B7uFPFIbOD7OWxSR0MS1WM3tFWbN6luPdaKU2cMdnXp96a+fwTVyReG54yoC22LO7uMPFEt8yjXSoe6VTxYIea4YiOSFse7r1WPHuy8O7Owb87H/+uAgI7CwnuKCa0vZTIjkJiOwpJ7ChE7ChE2lmIanchRtXiP7+31UjcWSvQL3KC2KgWfCHHwDXZ86Nhf6JaYrVTi6d9ukNiLjRgLknOXWqzgm1NlO4lYf6jJ8EDHcnmjcfiTx1qJK2BFSbvtGMdxa5x+Gk/aNYH0VhO/zoTJa7CXnReyrJE3D2xTmKZI8Zl1Tq+UDaKdmhfkl5lK+JAznk82G1g+Jho6l7flB1g3/IaldrZncAnNdbJOuajGPP2Y8l9/zVU/MApWSD8xmRRm6szzE2HveSo048c7oTCHyqXcjCnH6p70C72KLPICAzJGPuaqFYrlJmTA/uWnvXIsp5ovIDBDHujnEqckRMmRxdhPob5oz0KtrqJl12CrKYwLeNJ6pFSXc+fl59JT3R2KkSe7OWs0C840HMfCTH3ZFlgLk+pJ7koHiAaSd5Pe04++46RtDeoITzWi2awGwkwZufyUKCMLpOTYOURClbIBOvG+K9uzYKkRi0aifhEpsQXP/46JaRp7UAzw8P9zRz2jjLbbzGqhPlTce2M6yrfeok8cSl/a7mNP7TMTMUzqiXy9bUkDhdxS46g0DjjZouKfeNwn7OGrOJKYKIL/PhOTGuGT1mzr7BDRtu9lJKCCqLRKPF4HNdAF5enUdA7Ck9U4n/b4mhK9rFy7Tbya7Vo9CoaVG/z+4Zd3FwR5IEeM21Z61Gp1JSqksaCxRilj+liDfNBj9LBfaqf8nPjv/Bf+XfQt3RXynpLvcTDc2RJjhfhyARXlCZY2v06Q817cPT8jt79zybDkjNAkmVcFxXxmCZZL7MhawMr4p/mgd5CuhfSAOgUYjAcTTadm2WbL2ZlE3JHGT8QY/2QlS+feB/URYTE/R0ano3F0a0ZQmdLkrKqrGsIDiXnyuCwCpobKMwrxj68izvqvNMajKbDUBCsWUkDvFtfTXSGqHuVVp6uUJkhzMUKPeHFNf7W5ErUO7MwNdv4bradH5ZZ+W6NmX+s0/GZGriyTMn4+o/HpgKJcJeasll7EqW+Jx+rVFPdp8Xff1wD5wozh+p1fDvk5K/qINZ1UVpqI3y7K85DXcx4ryEZFNzhs5KjVZBnue3OMPygRWKsIYKp9PQLhh6Psf4iLLkFk5/9/UcwlSSQNQLJ7qJg8G0MUgy0BoaLz+YPY2XsHpwe8GgZC0F2MmgnJRJsHmybts2xiAjBlhVnpI4BEugLTh9GS6b4gL61QPSvq6K0x4XPESWwK8JtOV7+225KOzH4Egp/LF/KJ6N7KCzvRNtXTTR0+r5k8ZCM2G7ls6sjvGIRPNJu4pzq8xkJlqab198zVFhgk+oItb5drMn7LLvHMjvBSEKiReejUGfEWOuldTxpLEVWrudP2aVE4rMb5evULbgHfklLxJ3xuZr0qdGMRvfoZD7CbShKWXdJiUIRVhx7k4ZST/UFHHTIHHQZgBJW5wbY07twEQWTRhCfkCp+2zGOuWAdDQY1hwIRXh/rZyzateBjZ4LqNBNWV8EVPNxxEX/qTD/R+2LwakxwUbEO3yGJLyz38ot+1Umnpnij8NPOXL5YZybcdxCDwUD3YCv5S7xo+2qT9VknGYmwRHx/OXUrs2gf2YcQglxdgqQTmH6G/1hljAvH7iPLdwSfoZwXl32VNQP3oFFCrFeZubjqZrZJq3hiqIaxCUpcRZGb/lgaqtMCoUhT75XerGYH/llrSvL08OWyOIqk40g8wV+65qa0nFekcMboO4x2JdWSRBpONoCsUjG6OZ9n1O+iklR8yHw53uELuKczCpy+Y3SmUAHaqJgkfGoMMrvmocJ9LKqs8NECwdPj0qLTJt8ehi6TnRsqOtGrcnHtsaU+zYqENJFK8fa1cIksY6mt4VWnnQMztlASLM+R2ZgToUyWGVQXcV/PzM9NnjDgWaDwgjo7zI6xxX3vr7PqcexOOsPhtmMDRjLZGKgu0hHKctM/r1czSe/VqwTRUIK4J8DV9Vk8N+ZGEYLzcmys1ejJJs4h03CKatuWEZkarwZIIMmgr7bwQiLENteE4pgEuzxBdnmOUojndvD+1gvXffxczowM8nb7bMojEne3Cy4oinHRMnAfOp2DuirsRefgG/8LAJ6OIxRdvBaPZYyRQScIiMlZPBUvxdU5+2TVqamiml4ANIf2semSGrZE0o9j+yMJlp11IbZ3pupaxmNdQCXAKRNoOVF8kClZIFrUBhL1Ey+eAMsbcW6LzP6QBRVBoKiMEW8PsbKOWWVps8p173kTHAkJ/x49F0XVXFMhaO5YSU+bAYtuoeeV2qF6sXBTaZizBu6mfOwVrsub3jF8Njw9oBAuO0y7YxcCcJ91IffZS4jM0qldTZyLxFP0dH4PzzwcEgBZW5zyWetN7i9JEi8NpToYtWoXvt3JrtKWsmoeHk9Nt+8ZB5C4slzwxayDfK4uPK+IskkDlYkGbgn8Ix9781uY3r6JV4fyeWywjbHo7BKG0yAEl+mLuUdbyzKNPaNdakPTv6Ol+Dp+yQ0zOiTr8pIN1I7i1UHoyHOj1auIH7Jxe2kMk+bUDLwKkJuTj21oHSUF5YyOD+PO2YOl/NQUGUsTkt5Vmk0YDAbk/r18pcZJTho5TbsOrtXvJst3BABLqJerB7+JRgkRUdt5p/x2lg3+hWu9D1BiUnBPDGVDY1b06gzlJTO89W55ygDR1woe60k/0aokwRcqFHw7LQS366hpNfDtWokLi9PuQqVF4pLQXkZbposmHA9ZrWboolyeUW8lR5fDNXyS5r6Lea7z/RdhTIcE8B3XGKNLTBhsWgYLPWxJz/SaFR8tUMMOI7eQxT/WqVMaey4GBgLwq4FiRtQR9Kv6psnDGjzlGPTJ7KmiKHj621gb3MFXapw02CVAsLkEvtYY4O7GQ/zaeDf/0nsbZWKA/UopMxnLalmgDSy8oDquTzA6Q6baoJK5Mt9OzhzUm5kgKbPvIxfEeWUGSfNUCJZkSXyiKs6/1xr5UYmVa8olev1TZl99a5h/ipj5ZsTC2o4oHPHibAlSoqRG7/tCUdzVRlQNVp4sgu+Oj7LNNVOqZT7ZJokfv9xJviWzLNNrQ4L7fFGs60KntYE9PlCKOSsXlU5P3nmX0j7YhsvtJMtUQIPuEgwd+TRmz/y8WY9pDfB2bxAs+ZOfV+zbimYOSa3HtTZEwdTgOOrpxZKrI7x0iG2X/iFZJ3Wa4wOnZKGQ4MUaM4aJjmCxcILqV6PcOMeP/oIlH1FUyqi3l0hJGzrTTPxMHY+aY+xrULCVvfecQF+HhtphHcPdgwTG3ZxfmvnAo5IE5xcJ7qyH79XIfLrUvqjndkGxIGssn7HcGwBYE9lKRYby7/kG+ER+P05/kvrQt/nDPKy2zjrcmaUwa7w/Zl/fXxZ0vkFVajYkOtEozF5QysAxNnq2HkyJANEJp6U1f13atuvP9EIst47EwCHuLBuk0pLZ72NUQfWRTej3lyIJFepBK0tf/DC39XyHc62bMzrGR/VlPKquZo8jzo+bt7Kh5VV+7wpjl2bP4GzWFVIwNpWSVpB5uvCrfMv3ER7vOf6dEHyqJsYZ0hHazS+zoal7cs09nQrRhgDxuILUks0dFVF0J4HffRSyJLijzocYbsEeqSERlojsr6CmeBmBYIDu+CmuM+lVk5Vdgq20DvdAJzeaj3BhyfTr/1KVk3U9v0lZphZJz2NL+Re5s2MVvyr6IY9YbuH1ieL9Ul2MhmWvEcggU7JGdSZfH/8ZOVL+7BsKWNv3ISBZD/V2PMBshsyXG2SUA0akicxIzC/h22HgHLeWr9VHON4TUkmCT2X1Mrxn25znrNJo6LvIxt9U21lvX8+5gS/wbO8K9g2dnvUjJ4SJLu53G738rnNhhkmNFXIdycHV0RWGnRq+arVzW42EehFrgiIJiV+0WTlMDvGaFoyFU06rr0eNfWwdNUVNmExT/CX3QAdnRnbwteIuvi3fwx1dn+Pirh9QNvYqcZWRvYlaXhmY+RxX50pE3Quvs/Eev6uA79jzuNNroLE1wtU59nkf06VJH+BUa2UOy9PfG4sGzi+GL9f7+eWyTh5f8ib3GH/Ndeq3ie2XGD8U58ywjWAcRNXUvYsG40SPLfoQkBXLnVard9fQKD8cGaE1sACu8AQas+CsIiaDJ60jfh7fM5Dx/m1e+O0w2NaHT1vHRBES2SsvJbHiDDpHHaAoVGTXouttxNkbxjcW4cNCg81wTK2TTs3ttUb+qUAz6ZgoAnpNSya3kUYGuZzZqaQRRbB15aapOyOBo3QPf7T/F3u9uxiydiz25S465nRKJEkqkyTpNUmSmiVJOiRJ0p0zbGOTJOlpSZL2TWxz6zHrvjqx7KAkSQ9JkqSfWP6IJEl7J/51S5K0d1Gv7BTg9ZhAXjZ1C0PeGKtfCXP5LEGOsXiCx5ZuRJSUMebrI1zUklJsbbBreDk/wZ7BAH/tCPCIKYqp6ST3OckAvn6ZrIkiX72YXWZOr4IrygT/1CDx3QoV5zr0aLcb8OzSU9YvcUWefVHOSS0LztMLxttjvHLkPIRKS8PAo9xQ4p5z38YsuMHahtPtZPsl1/G3i6/jufgcaWEh2BB9hC538+zbzYIhpqIYOqEQ8Ca5++Oq1CzIpcVxVJ5kgYnObOVpt32Wo0rc06aj2bKWWDjApfJ+rq2cux7EqBIkZpCpVg/YWPrCVSy3rJp1/43aXP69ZRtL2l5H7Zsq8DeMtfJoImdG/r4FNX/Q1PLT1t3IweT1+QzlPFb9Q348upbtx9EgsnXw1WoHuaKXFwqeZ0t4Cz3SHyjKOWo4Svy8O451OYT9cbTtedxRFV1QDUImUEsgh9xU5C7F054MSCRle3Ooy9mAJEm0je/EsmYMTlGTwJhKzc/a7YzmrUMIKHfs5I46L9kTCY5Ki0SJGMZrrpm276h9LU8EluKNwi9azfy0ZcISEYJPeV/kwm2CDyXWz5kFuXDoRvzt8Okj3+YS+SNpt79YdQ2+nqRRrKlW+Ft/+uf0+krI6tYSC6YaX1qrQCqN8PyYjuMNs89VBQnufH32kwXUWi1dmy28oz3C1YaPohm+mQfarIz5/9/JkMyEoZAgkliYAX55iRdUx/xeAsaORCg6bOJ75RaurZxYuEh4vFvmb6EKhrTb0a3qxVKVnHfiAQnvnmzs46sxlS2brBcRQuB0OviDew2vVvwjIW0ub1fcwR9y/pED0XzSOb/OMETKguRUzb/hnMYiGIwed1wJpLAyqThXHpz//e6OhdOK4mRVa3iyb/p9/ve6fv43+m3+offzXNnxb6zp/i1hjZHD5lzspcmxaqw1wg35an7ndKC3pM8OKS4T5+Uv7ruwqQDOCO9kVbyFNEr8GaHfD78ZlE5Lx8RSEUezopNDIy34/H5KLUaKHP1o3W0pdp7zcJRPFyfturNKjfxrnhnzboF3P9xaOmXvvdkbBlP25OfCLa+Rr5ndTtkXSeDddMHkZ8/wOOfbzgdAnKR5cTGRSaYkDvyDEKIROAP4kiRJS4/b5kvAYSHESuB84L8lSdJKklQC3AGsE0I0kaS33ggghLhBCLFKCLEKeAx4fDEu6FRCAE/VWTDnTD1E/vEIF74eZLM2/UA0Hk/wlyUbEKUVjPsHMOcmBwedWcWuasFbvVNp0QPDQX7uDBJdJ01TijqVkJDIiTfgLjmDvw1MfymsWri2UvAvDWq+VSSzqluP2KbHvVdHaHTqvIOuCKtZHCfrk1UJVH3JF/byxmeQElFkFDaKfdi06V++TQVwHgfx+v3sPv9KdkcS9EXnHiXPVu/jwNDLCz5fvUpPTzxr8rPtmAqkt8dSJ4hiXLgO7QXAsmIDTTlzUwC2jMAf3HXo88qxDu/iq7XOScN0JuhUkEgz7ygqhZHY4MwrJ/D9sAZJmZmuVNizja8aUwvZb9FX8oYzxqrWVyf3ay/8ML/N/Ve+0VxCX/D451vw6ZIx4uZx7tXdy3A8Sc0LxgMU1D6GLCV/s0BM4n5XkLwlOoLuGJbuAu6ojXEymvNFFYmnvRUgT38H3If0VKjOwGg00TnYjLqpC7Xh5E4CAkF04iue65N4ONBIdmEJ3r4WbjAe4vqqBN0+ha93NPJU3t/RnX8JCVQT+8Ib2TfyVM8Mk5wk8QPt5eyzbaK+NYsv79nA9ZGz0Yrpz+H58uX4O5InEXTGqX7nfL4Y+9ZMJ8vK7osBMGVreS2aPkuyPg9WhTQEho95JiRB1oooPbVhvtMKh4+raTinUFDY+W56ud8JaHR6wpfWM2QP8/HoJ+kcu4AXuk4/8Y73CldXKNxQlUih2jZmQY9hK78v/B7yOd3kVk9l8KOhBI69CZZ3WbmjbnHpIQMBiEajjDoHCQ2nPntybZS72g38ariKWMlqDMakYlEsFufNnjj/lbiFl3tU9I26qdKlp6N2eOH/a4vyiMoN6yPkNWiRVRlmm4tj7PdMfycitqllwT4/+br50cMOeFRYC2aeJwfNAXwzxAWtchC7v23yjYqorTye28QPQ38kccz25kEz1fY47SUzn5M5R4uUF8cfXzz6uEEN66V2hBD0GusILFAd9CgGAiLpmKw7PRwTa2UczYouOiPvMjQ6gN2Yz4qsOjzb38Q7OszI4T3YK48ZYwTk9Wr5RrWeS4Y0OA5GEEoyjpfdqeGC8uSzHFcEg7Zlk7tJkTCXuWdX+AR4Qm9H5E/1zLHtt1Fumq52eTpiTitXCDEkhNg98bcPaAZKjt8MsEjJZgdmwAkctVbUgEGSJDVgBFIsnYl9PgY8dALX8Z5hS1Qh3JR6Gz0DYS59yc9Vs9BIHPEEf25Yi1JRzahuH7YCHW2NEs92TudpOoMxftUZYnCFwGh775oJJeISz3Yr+I+RyK3NNfC1WgP/bDNTd1hPbJsG90EdUV/6R0vtOXHefYlJoiFmwjsWoa50iNyhqcdnef+fuKFi5jTnJaWCpuBeQuEIhzZ/mB0Zdmkvk5309f1m7g1nO2drLUKaui9iYvqwZefSdYwyok0rMCohEpHkNQS1OvaMZ6aE5YlK/Kzdxlj+OsLOIW4yN7MyjfKjVlaIiZm9ksCaTkbD6YnnH9WXUdAzO0Xm4yO9SEKwWVfIc5TxD81vovH0ARCXtLxR/Q3+I3wDv2yzpDQAnILEXX1Z7DC1TEoXH0WH9xBnrZtq4NjqhlfUHuwlenzjEYpceVxyXKPbxUKHV7A1psI8gxqMr1dFtnMNudl5DI32E644hD7n5HUn1hohypRT4QyD367B0ehApZYxDe3mq+UDLMuW+I/DOXwtdAtbqr6CAJpLb+Z3AyWkpU9JEk+7svg+F/JGwYcoGMjns9uWc0vgQmxM0D8ErOu5Ytqu7fr905ZdqboJ/0Dy3ZcrY7wyMPN9KTTC1RYJd8sx9IbqGGwI8ovxBH/sZNo55+gFH0ocxjFR2J4OGp0e3Yr1hHsNXDl2PeqdjazxvD8atJ1KnKlp5d7GA9xcHUUlCS4od/Ba8FUG4gP8Ov5T/lT6Y7RnD5JVOhX1MBXLPDW8uHWQ7ohAp9NjMhix50w5m2qzwv5EsnFoQkg82KHmQf9SDGXLUE101j7akBZAzkAZcc+44CdtCv/j8+BZHSK3STO3UqY5yqEZeqb0TagaGm0acmt1rMsgqHQsjrgUVLbp55xdpufZsekeiUUDBdHelGVvVn6Gx4LPgQSx2NSxXINhzrGreWjIkZKNyanQo1kveCHXwz93+/hL9+IFQW+tCuB1u8gqKufpNGID88VAQPCboYU7JgKBtTKOaUMA+6r5Z4VkjSBrWQipqY2O8LsMjvah15hZmnUBup5GRlrz0ZuTdEchFKLudyfriHOq9Hgrx9B3aPE7Ur/b74pytmrqN369NwoG++Rn/c53WT5HXW9YEWxfddbUXUnARudGpHm2DXgvMK+nTpKkSmA1cLw18kugkaTDcQC4UwihCCEGgP8CeoEhwCOEePG4fc8BRoQQs2uencZ4pNyCvTi19sM3HOHM5wPcnCaSDOCKKzxYvYqxigLa1W/y5kj6FyOuCO5rC7K3LoG18L2pM4lYVCkdSQHax0MciMmotBqUWGaPU3AshEl1YgPeTUVhvK0aJCnB+fbfIYkpA0eb8HGu5vA0nvNHqxKUOncTSSRouegq3s6wcdRKVTe6oW8TjM+z+Ps4mI2pjYw+PEFfipoKUpZvLhaoJ6hbhpw8whprGqM9PZ7tlXg8tIxYVhXNrpmvUysr/GHFd3nnkt8TXDk1oSXyfbxmmT1xeXtg7k6xOkcHu12C/z2ynbKudyaXOy2NPFL1Q77auZK3hmd/DsIxNQd2X06xsWzaukPBJ2isnCqafqFf0FvkJrdWx36rlxf7T94A/EwvOIrDqA3TDeuIW0LV3kBpYSUut5Nxy65J6sliQ2MVBESqUS2pgrwefh1VVi5Lcs/ENTLEMu8O7qzzMhiAbw+s5e6qX3J37FLa5lBhqrEmKXTveo38Z2QDTxZfg95VzE3vVPMF10V8XPoM/v7pY1zdls1cLX1y8rMsZBrazwbAmqfj1XCIdEXHny9TcO9OjnH6PAXjBh/Pa2L8pEXmaLlHakG/4POFo4zseHvWa1FrtehWrMcZE1jza5ADFkRCwtAb4ory+fVs+H8ZfQGZPNyc1/lD/sX1b/xsSTtd8paUn6sz1sn94jeorMnn2pyjZZvWQ08amdnZJLtnr0eRMFhshAJ+Rlr/gJighKqXxHj6OIEEbxTuajPyumoN9tK6lIaw3v5WvlLrpMY695gwHITftAu+NehhZFl01trtgHrmhrXv+D1E1kd4t9TLd5wunhucbx2GRKtGwZidOteHC6IzvrM3VYZYOvDnlGWHtToCIjlnxfNSf5jCoBFZFmgrTJhLTWSt0POY1sUP2sK8O8KM13Q8/nlNknWQCXRRNyqViudchRkdO1MkHRPm5ZhIsiBraQzVxgDPG2J8p1Vih0hkFjySBLb6KIbVAzgLt9Lq2MHo+BAalY4lOWeRM76eseYESkKgJFTkVZ0xuevw4d1k1UTIXqPhUZWbn7SpkWtTbT5zjpbIWpmfDU2dSzSuMJLVNHUKwKbWvXPexT2RBP5N509+VgYVckKn/ziXsfsuSZKZJM3qK0KI4zveXArsBS4EaoCXJEl6iyRd62qgCnADj0qS9AkhxB+P2fcmZsmSSJL0eeDzAOXlp2f66XA0gb9RHJcDgoAzyrLnFT5/iYZ7NQZmoO8TUBTuL6jhtpw8bujq5lGpmAFPeirBU+0BErUmVscUwo5TS+fy62d+XF7qCbBNH+HT643kdUj4HLNHHYSAL+fm8WTAS4t//kVz5xRCob+AkXCE85ftRTu+d9o2a4Ye4sLyjbzYnTSYLq/WUU8XSnEJry5dz5uzSOsde6Lnq7ZypPt3JMSJZ3di2rIphVEhqHQMI5WU8Jovdcau0Qdxvp2UJ1ZKl/LsmH1B3zcSgt+1pedvaWSZcDzEgfBeDhj3sunSc6gfOINnc3/PeGg2iUbYa7JwcQbnoPb0p3x2F1/Az+VPcd/hzCl8gYiG+PAn0Nr/m6gSRStruS7xGWJShDezH8Q8fDs3ZhXzhtfHb9tDrMlzs7vz2CPMr9N9pvh1u8S3l4N3OxjtGoLuKcdDicqE95XRuD4bb2KECL3YjUW4Dy2uXJHGpOCOpzolihxALTRYD1fj8MWpLdoMFQOEYj5uKwrSI3L5QXMWc92TJVnw2+LnUSf8PC9dyKPD2Rxx6fgJTRQUNvCxcC/Wd3eTV55NKFiFzzF1/UIR1Lafwc01Fv7KH7hUup7AyMQ7VBnj9baZDYi/r1UR3adFq1NjXSLYKQf5S6sKkPhoQTa1qBFIZJu9/Ho0RI8PPlkVRex5HSFmUfHSaMjaeB4xcxZvj+ZwqF3wz8tCGEdMBN0xlhwJsadQz6D39O5Jcipw2C3QFCTHenOon5BlnLd90x2+y41X49yqIEkQrQ3zWIvCTM+UShLcVjKGR7Lwq9bUvkM1Vri8oYvdsSidfeXk2P0c7EgVS9DY8jDp1IQ7VOSWjOH3Z7MtrkFJ83t3eOF/vXYa7eu4sjSMNjShFyzC3JA7gKfAxsN9Rhzh2Z//qCJR6MsiMmHuqLQCfb5CoD+ZPZG1gtE0waJOf5yfT4ZZZ97m8jIJayyLdzwB+kLT5/x7uv0g4IwqC+fojNgCMV4LT9c+VkmCq7U70CZSaYtd2iGYmF5HTb1YaZhcp3hVVFslvjs+kQ1fgOr3kKqIS/Pb2DVmStuP5Ch2R0u4srgSvUjQ51cIxhfTMYG7BgW3r4/h3qFJmw1QmxVMtWGG9TKP9At6Bo9mwSSe7BGsbozDlpnnJa1VwVDtJaxyEZqgXefn56OWtFhjlbjaJBwDcY6XEI+GKyf/VhIJQqFd/My1ljF/ck76szPMJ6uy8A5GsdWoeUkd4eX26WPQ/tEYt5SUMklJjoW4OeLiQV3WtG2PxRM6O9+srUMKJaM5avn07wKSkVUrSZKGpEPyoBBiphDqrcDjIol2oAtYAlwEdAkhxoQQMZJ1I2cec1w1cC3wSLrvFkL8TgixTgixLi8vL9PrOuX4S5aGnMrpBmDYF6f4mSBfdbnIUs98u+MCfqey4tCquFg+SEVWekPSqFWxVAqfcocEwDmLHJ03HKcvniCWibEPKC1eNlsylMk6Do2WOKMtyUF82DtzqMYYGuSzprexG9R8vDJE3sDb9OuMPLJ0Y0YOiYY4m5VHONT960VxSAAGJ/TCAa6K+Rjs6sTj87N1JDXqK7udKLGkgfemqKJ9gT0FjkeVlYkC+OT3ySJGTJkyJLd43+J+y08Yj8zukAD8ONqPyFQqFhBqPftqbucWz2e5r316gfJc6BiwUa9ORt7XmDdg27qEnLdXUKGpYNPq18hq9vOJhAmDrGL3WOq+G3MMfKRyOhXixsJsPpRrP3qG8+4qHlck7h1OctDD+e1odKlUD0lIjG83Y4wVMTg4SJtjJ9Y1jkUtNpT1MVJ7+wkiCR9xKcarK+7DXKjGMxTDuz0PYyKPkeEhNIN7+Wr5IPX29MfN0Qv+s+it/x97bx0nyV3n/z+rqt17pnvcdd0tG3cjTkiChECCW8IJHMcdcsIBhwbIBQlRICQEibtvsln3cfd216r6/dGzOzM7PbobCN9fXo9HHpvprqruqv7IW18vqjvvpbznET7a/Vl+av8t/7FsFFFQGU1ruT1Yz08Kr6ZFlyQWuJuCkiMUlE44SLGxLLY3mvnI3m9RcWAdADqDxO5Z6KZb4gqOJhHfyijfHIzycLcAqsAXyoqobU0gt0ZQWsN4d8EnXCbOKgOzrwWDfeabESUN1rVb8Kta7up3ccgPIHBXlw61agRRFBDTKldIfwUFzpOIm5eGqbfNfdxCkcwKjKVzEfp40RoeUA9OO8amtVE/sBlFVilcruX/epPMNKcvr1YZ6u8lqU7dsyRB5eLSXh5J/479qbuJF/8nvbrv89HVI1xW5Dxmf0XTKoODg5gLChk8dD8a08s82zt3D9CRIHz3oIGnwuXEZZHBwUGGhgaJ9R/mvfqD3NyYnlUtfZPDQqp9Uvy11sYjujTCpjT2hizWqiySmqHZvjjdjHWmFJUtCW45WgqZDwK8GYjw3ZFRvhrx8fzA9LXjiiqFpaN/RtVZSLvWHXtdFFVMWLgt/F0Kdi+dck48kKXedmLr0AO7R4iGAnykfvbfQi+pnKaL4N2txbrPyL+X2bi08uQGiYbiAj8dlLFvSE3LmBiLFawb4/Q1JfjvAfhJi0rvNCdM4C8eGWvtpH1CVLE3pzGs6WfYso2Okf0MDPYzODhIKqJiDy0jtbeKkX0yqXh+GyHosWB2TmQnPHu3c27phP1xKADewjHSK4b4cSjEc33THZJLK+HTbjDJLgYHB4/9V3RgJ7Y5yhLjKrxWVHXsHGUWvaZ3CubDviUAvwKOqKr6/RkO6wPOHT++GGgGusZf3yIIgmn8OueS60k5ivOAFlVVB/g7g5ycOhEPSHo89cm867KcEtA/rXBbzyiNs9QCDtQtQU0EOVvdS31hfoPvg7Ui7P7b1EB7ZxETrC80siWgIxmdvwFfsEhb//lRDQVVuefT0l9BvPjMvMctS+ziSv1BtLE+es6/nF9ULedIau4PdYtRNkS/z/7Bx2c8RhRErtbeyLXiLRg1+VXHJ2N1xVW0yxONZ8v7c2G0lL3quNIsAan/MABao4m3wgtnhMmHK6vhFrvEelngs+52zq9QEeGYeOJCMaIk6KnaMO/j91bfwg2tp7LXt/jN6I19DaxynMub4ddIrO5DQGDtG1fRkTxAeFMb0ZE4/1DoOmbMaIWcMXtWr8gGVM4uy71RqtfytcIiKlsSbPKoVJn0fLXEzRcaEiy0Ob47DIPWfkbDvegt+Y2T4H4TdeYt6HQ6OocOoV/VO01/YbFQdRlGJyUby80CQYIA7Fd24K3OUUCqSk7XpCJ7CiXuMgJjQ5yR3cNnGyPTtF10osp36g6xpvvnx14TgPqRRzkr/BfWuiYRVygSv/KV87+2K9ljthKNPITV8QbuqolnkUnIpKK5zdNWreHpGahZAZ4cgH/tj3FnB8eiqV8tKkJ3eHpdkCaio8a/g0K9huBg/i1ElCTs608hanZxl6eawdjEZ48m4OWskYJluTlg6U5wQWVB3uu803BOucIu64MsX/EcZ5affENjQM1lK+4v3URndDqN6Bn6MxjLHMG9VOIFNTJj1kEUVCqT3VgdTu7rnBqFvrkhwR7n64TTOcNfURUkNFQdamRJW5JvWFyc77ITlHPn6Wx2AFJoFyTgu8uj8oOeEvoLN+IYV9tOpZLI/fu42dnC+2rl6Wx9KlyqGI8tB4IID0XD7PfDd9pk7khkCNiGKe23c7mxkHML7VSZ5l9WrRNVDOPxoOi8nZp8ooQqazUWHo98kz9EbucXB/+N57W3Ey29kArFTlyNInpNZNNTx0g2rWA4QXbAjKxyWC1HRJmV7fCm2hRmXxWKrCJnFHz7s2wesvHvzfp5ldPNF8Nx+NmQin1DOtcvUp9BtznB664k/94OD3SJs2ZodnkhVJTCXKZgW+cjVr2LjtCb9I90oygKZosVfeUKXtVtImgrx9edzsteORmCIFBYsfHY30omQ3PkCJZJJtxdA1r+t9M2RRIAcqKxX2pWWe/RE9yjJ3zQeowBFSARi/GR4Nym8zNaK47q2jmPe6dgPuH2U4EPAedMovC9RBCETwqC8MnxY/4D2CoIwgHgeeBLqqp6VVXdDjwM7CbXayICP5907ev5O21wr+mcLsx1X4EVd1P+hUlAIPO6xM27hjhjBhatJ7MSneddgZKMcHp2D42uqcbulQ0m3Eck1EVSOp4IJIPKWDL/BNRKAh+xa3Pc9cfBZNce03KZdl5scUwtnWFIuyacwjf87512TLpwKXcHNpKpr+f3m87n6Yw4L3NzqWYQ1+jX6PAfmPEYjajhA8nPU/TKegpfX8m14U8jCjNPpXJrLa+Klx37e5OcIDCQa/i2ZqemQVaYU0QGckrqxpKqGbVJ5gurFv6xWWHVqJ7gAR3BAyaKsstYke1C9HZwTfgarpWv5Wrt1VxuvpwL7RdypvNMNjg20GxrpsRYgl7KP6a/ponSX3slvsqLiJSfTrJoLVlHHYrJNe1YhxJEI57ouBXYvetsqsy1PFlwH6oxjRg28J7Rm3nUcC9ySYRUe4Rbytxsclj4qs6J7nAEJasS2GvhHGOaj1RbuDlqJN6ZM3IToTTv92hItkSxZlTOX0RzvFfNzVOdceYxEO7QUpbZhNVqY3C0j1TNIYyuEzcmZSFFs33iOpUWGJNzJRlWwY79UK6PSRDB3KwQHxXJHqinvnQl2WyWaH8LHzIf4hONCYqNACr/0dzPOQM/RsgThSvzvsYmx/RMh4zI732F/Jd0Aa866wnFn8ZgeIriWmUKk5HGMswpRcxqxByv1p6edP5kGlPFEKfUYiSx7y3kzPSSUY1Oj3X9qUQsRfysv5hwnqrSl4cEOgwRXLW5Mb6yPYXb8renYJ8dKhUVR+iMdPJi4Dkylb/juuY4J5Nt7ulgCXfV/IBOQTut5KPMVIb+kB5fdJhB8+CsTubl1SrhoJ8WTf20Ep/XwhJBeepYei83E/PmnMToYIw1HWmWp3KZBMGQy2SldbNkFmbB84Pww4FKQiXrsY5n1mLRCKbh3Xy+vI8LKifu44oSJ9G+iXC6vs5KZ2xifxuMgV5rJz4iQkuEdZ1pzrbPP/O/vkiAaG7dOKIsjnpXJ6p8qkFA6dHRN+piNJC7p5b+Cu7Z80liGRsI4K/umnauxaVlNHni1RZP9Ivc0W6asedxeQFUp8wEBqbaBhFfmvh2gY+aJD7eyEnTlso5JgqJTTEeULL8Vys8Pzi3wnyBAT5UnyEb6aVHeY3OoUPEE3EEQcBZVsNo0Qbu8DVzZ7uRzrDKY0NQUDvXOqHgKh8lFpxKvhHa9SpXV0+srblM99Tvd2U13FosIr9lJDHed6lkBRzRpVN6pbKH9tMwj/EzUjSL2uw7DHMWmKmq+hpz/KKqqg4BF8zw3teAr83w3k1zf8V3JkwdR9hY1TyFvalP1NJTF8XSoc7oOMQOabgkPIr5TDdP5ul9fS4jcNb5V9H0/J85Vd2JpmgDR8YSbKows3o0TTz8t6kJNLplhqL5jSirKBE9kN/BEOpUdpPltKQOb0t6yr4pmyRYpE7ZYSVOnd5CJiXT0l/BKavPxDT6MqrGQGf51fyuz83gGRfzRwyQnZ/zc5q0m+6en5KeZZIbJAPXhz6L4cBE47VpXxU3NX6FpDPIU6bf4k/5jr2nETXEXZ8iJeeMKacqc07ngfFYNviH+zi3vJjnx/WjTtONHjs3aSuB47u3FoCNbrjcDpFdJhKTIkSRbi1aaTn6ZV3oTQkslgzpjEQmKpBOQyqlkEplSCRSyLKMioqgFRCNIhhA0AuIJpGUkOLXAQ1KcPq4+IrrabShHoRM7geu6fs9/1i/ln8/UgqofKIxyZ3tBhZSxrXECe936Qi03sT91d+i87SXaHj2AgyHSznznIt5bdVvOd1zCwWtMc5CJapMpBAEBEK77bjF7DSdBskko20Y5q2MnWcX0RzvSWsoA0T97BtrbFjEZluFobIdj2+UpHUXpaa1RPoWP6czSpKyYBdLnas4EoBig8LubG4w6dCjLc+QahUJb2rnDuEnXLX1wzT5VjIa7cVYuRwFAbydpPoPcplGg626mCtiDyKk8xeZS2R4b/bPlC87h9fCRYwmRRqtaRoMUSpEH4WyhxFNKXcOnorRlOSC9JuI6jBFtZcQDdq4QL2bK+U+upeeyfPyRp7wFrLPl/ejjuHnXi+fbyjkTVI87w3xbzVu9EqWWOp1Enu353VI9GYL0rK1xKxF/LTHNWvN+y86dPxTXS8mfyXxUIarDVbujB79Ukd/03cOa41DL6AysXkcCO3Ha/Hw0dXXc/+BIiotIoMx9YS0IHZ7Ybe3mAJ9MZc1LMfjfINtwVdRVIVT0qeAAiazmfsG7LNe57E+gUsr1/NsHsalw6N6mnTvBcu3gdx4LWtZRYKp2dvkIGAAWZMzAhPzLLO7ssjJ7micvvjkqgaBP/YIaMQGrquVsQfbiMdiRIN+yrJj3FZTwbZ4GWv9MNldemIayYmKQYbJW/hCqCyWWNLEjuRq7wokDXaNRGie+5RGVLmuWmJVxkZgX4ZonvEfX9PLw4kHAHhM8xuulf4FZRJJjeTO8mbv29NrNwGV99jDRI+Uc3yvBeTW5GCLFqdew1dXpHk5qfDc/HUUZ8RwHH7aNnf2SRRUzi2H5Xo/kZFe5EGZoyFCq91B3FbFU0N6Bqf7dIzEIVyev2RRq8/gLOrG1/8GAwenL25yOkVNoheDVDdtjpab4cZKFW2ngaBHnHb16IBE/dqVdAzn2A1lWeaa4Q6+XX68SsdU3G108eX6xlmPeadAUBeSB/0bY8OGDerOnTv/1l8DgKfu/gXbVAM/r1k55XWnkuVfezyEdsyeyjWVKmw/u4A/yfmjFVv1IitfeBRBkOgt3MSZ2Qyxg3876kp9gUxLuY1RRWYokaIvlJjCxHVraRHaI1NLLAwWDS/XyrzSH6fIquP9xRKFfXrCYykEAZ6sFDgQXpxXYtPBVwsceFpyG86SygHOtPyIh7iE1oBEcOs5/E47v4JrQVU4l0fnpdJ+hvU8lj1z2YzvZ6sD/L76+4QzOW9iZfXNvKCeBUCpmuXGlh2ExnKOh8VsoUhZSaIozLdajYDAv6ovEO5pBcC3/hp+459DITsvVG5uhJqgjnD7zAavbX2AuC1GvesbeRMyomjjP9/8GlpBh9ugUqBTsGllTEIWg5BFzCQgm0LJZshmUsRjMY5fTwySSqFRpcCgEs2IeHEiWl2EBjr4bWbDvIXcLiiHMyWJwP5cI2N4Uxu/kX7KR4L/gv5ICaog03Xei9S9eTpCZP5lFPbmFCGrj9+OOBlYRLMnwLICgU3xt1jmOAdPy9zlcKJWRb9ikL7hLiRJota2gdCRxTHqCSvaGPOOYHMWcI+vjstq0vxZ/NqUvXKjeAY7lFfQo+cG7QdQEuU8NGBmbNxnM2lUrqnO4oj2EAkFkVC4sCLOuthLaAIzkyJ67SvJSFZcwb1olanzuKX8ffxJvICfdxipMchcpe+iUIhTxjDr5RewpgdREUgWr6PLsp4Xs6t40lMw3u8xO1YXSFyta8f/1nMo8nRjx+wsIF27DNVZyu09hWTnaMKFHDvUx10JkgcLUBXYucJAKBXkXLuPsGTnztbF9Q28XSg2wkUrD/GX6G+PlWAaNUYuNdyApV9Eo9XzW18lI4sM+lxYqdIbFWgZ14IpMsLFjT7i5kOY9hgQEAgUr+fPvScWbT91yzPsD70AwIeUz2PePl3gU0UlUL6NYqOOyI5XCa2/inv9JdOOm4xivZaPBnQoiopUb+XhaDivErlZq/L+mhRafxfx2ITjUV3agNJbQtIvYq6x8PXg1Ea1WpvALXaF4IEJB6m32cTvR+fwsMfxpeYUynbHsb9FjcDhOj2Pjk0V3yk0wJklCi8Mi0TSKtdWa1iTtRJqy0wryTqKTJ2XB8q+S1KeyE58NvlN9P2FxLxZJK2IZ1WcX41rC6HCN+wu0gaRF7NxtvkXuRAehw/UZ1kdcuHpmJ8GkL05xeMovDE697EngiYHnFuaRfR0EItO2CyCIOAoreZg2sWzAzCXw3ZuOZwxbCfqzzmF1oIoev1hhtvzZ24nQzIY8Z7+Ie7vmFhXrqyGjYgE9ulmp+4VVVjaisc3Qdl/+NTzeUVjnvUzC5QsDyytZG3ZPCnT3mYIgrBLVdVpNeDvOiWLxO//+2tE9Gae3nIhr6SnPsNzMzEu2Bkn2jf7RmZwK+w/186Dan5nY6NeYt1LjyJls9QaNxPufOfw6auCSrZQT9yhYacuycHhOF/ROomNTSz8jlU6/q0/hDLp8WypMHGZKJFMGfmP0Zl1MOaDLzfqkHdIqKg4VyXo9e0iLasETjuPB6X5pfiNpNmUvIvDY6/PffA4PhL6MvrDpTO+33X+8zwT/QuNhWt5w3QrqiBSo2R436E3Cftzm1Z5cRVqZzWZqIClQqazOM4TffD+jl+hjjejbVt5E7uic/erTEa5WeAjFTLqERPp8OyLqnVjgJ8PG/jKhlfR6x7Ke8yoegNfefaUeX22JKiUmgWs2pxYllEDBjGXmjeIKhXaCJaITFbJMBbqo7NgI6/OqQOlcksDVHn1RHqmzqe2C56iTT7AJa/fiphc2NwQtSqmlT56BC2/7tRyIhFDgwTXa3ewtPAMvNOrOvNCRcWxNkjHcK5MsLF0DYE91gXzyIsb2ui39WFVrGgFJ1LaxF3Kd6cdt1q/ms3RM9geLee1kRmuJai8p0qlXhkk4BlBQOWsshQbM29g8uxd0PcCiBrLebHsU/xypI59PnDpZK4392Pu3k5dhY0N2rcoTIw74NYzeCr2ZSSXjE+fwqMkCcsqGknEqIqYRAkTEhohCdFOsnu3kY5PLyOzFZcQLq1D46rg9u6CeTkkR3FWGVwk6vEdFMEMBUvihA4a0btkdrkyPNa74Efw9kEFmx7eu7KTx9L3k8jm1t2rbB/A5G8g2X8Qi9XGq0rznJmofPhccTuS1c0POxxTXi83w1VlUTRKmh92nnj/TVNlAF3JH+iNdlAiVHBD6PMkDk130OWlh8jEw7D3DcLrr+Qe/8zrL8A/lhQhtEwyOEUBXb2FP6eieQNhbgNcVxkjMdR6TN9EFEVqSpawO1HMn4anGuqXVSus9xqITRIS7mg28sfReXjVqHyzMU1kh2PKq6/UatgemBrYO7UUGgM7sFYupzxZQrhtdjIZxR3jD8u/hy+V50dXBb7Y9hPMJSL/5Q0SGleiv6GkkIqW3DMRRIGeRuO8nauZUG4W+ERBhsiB+ZW0qajoNyf4r1Z4O7I3Zq3KeyoUypRRAqODVFdX09ubm9AWm52MvZLnRk10hhdiD6t8q8aKf6+M3RVitP1XC/pOztMv5jvDNegllY/Xqhh7J0q15oKpRGZAevPYWHWUlPI/TZvmLPf+3eo6zip4G9gxFoGZnJJ3Pj/YOxQ+rQltfyfLLTt4vWnDlOTk81ozq5clsI4oKOmZB1nSI7Ly6RC686zcJ05fiHekZDJnXcbmV5+kO7GduqUbFx1RPdkQVAGtN43dm+bcDVl2qyrPWNKc5slR/mp0Ituk7BSHBODNgTj7tCJG7YlTb74VS3FumROhcpS23v2ogO/0C3hYnF96v1gMUxn4EYdDbQv63KdK7uHy1n9CkKcaySoqY2fu4tnoozQUrOGQ5VOoqshSOcWl+7cRDocQBIGG4tUE9k4YoNEBiUaXwAfdHuS2iQ3HuwhF3VtKDMS2q/MybhUBBqKwb2w9G8ufRRCC044p1fyFUus6hueRfZBVYYZsQ66mt9xs5/N6J96uJPXuZpaKCU6rGWNUY+DFYZGYouWisgz3Hud8l4rCNIcEoPHF8xg8uxv7BTEif3HM+f2OwuhWyFYO8peIm12eEw/KJGUw2kxkhSQwP2ICAYHQHieNyzbRHd5N+/BeatY1Ed9bjDpPQ1pFJavL8Gji0WOvlWvKYZLNIiFxvf56tPEaft5rzasEfRSKKvCXXoHlBZWcstSHPWbjxT4fHRUfQii+itPEvTQO/3HeJoMlMch7Or/KiuKL2F5yHj/qLuMngRpMBVXcoB+muydOqWsTG60tDOquIdieGqdVl3BjpkQjTGkktbr0BG2HMfYfIJ7HISmorGbMWYreVcGPuwqm9abMhR0elXWlXThcy4l4U/h35daR+KCGTQ6F3gKZA/OxOU8yTimGAr3K4325+zmr0MbZCS1PG1I8sLeOD666mafF+1hiXsbOlhUc9gtcXbMOybOPzdI+SitX8VT/wp6FxmhFyCYAx5TXB2Pwk3YLJ9q/YrekWLV8F7v2biQ1+FG2rjvEkeQfSBgiwPS1xqS3MuD3Ypc0aJi7Fyti9lC9xky2XyLiS6MqKqn2CBcJcFVdEd/ye8hMCsh6kvCTdjN1tnVcVhogNNCBoih0DR3GrW3nk43NPNBjPDZ/ynUZ4sO58WGpMhM0i3TF55dhaLQLSInp99gXn74nHvDBea7liJ2l+PyzR9+zlQGeavoVvvgMDoWgEmzuoj9ddMwh0QkCTWPysSpqVVGp60pis0uE51lOlg/Xl4aQ2yuYb1Gbc2mWu4ZFTmZfFKicVSaw2hQkPtZLZjjNsTyUIGKvaGRf3MFLQyqMCYv4bIGDQpQao4Wgx0ZBeQ3+wZ55nx3Z9QofP72IItlMeIeexAICKPERibo1q2gf2QNAJhLhfBGe/fvJMcyIvz6v7P8jqK04E4PdSW3Ux9XK9A3yJ7YCTBvmntSpgEjT01FuzsbzbvZ7UzKvnX4JitFMR2A7jlXzz8cLYk6x9O2GoVtkXZmJbf4oanMuMmJv0PJsf34NkkRGwR8/MTE5k0al1pSmXX6WFCFUk5kDF1w9b4dkiTSEY+Rr9C7QITFqjJwbvna6Q6LJcuSCx/hj+j5WlJ7LTssXCKlG1slJLtrzCtFwCIvFSq3uFIJ7bdOchvA+M+7A1OLVcHbiM0walTPL4LZVAda7Z168ngtopjTCzYajW/vdrUbCsRvyHyPHuO2Uk5OdPNWtEhrMbaxhTwrvIZHs3hIahku4zhrig45u9GOHxlmyJmr5H/Gq2Oqmj2Mho+GyPV/g0tUXTFEmNhXoCSy1IORprDe6FeJVw/zfoOukOCRHoTdbSMoL524OHjZQyWYsZgs9Q21IK7rzCjLmg84EWWnqcxnMThRlF0lF3Cx/km7fCm5vm90hmYzTymI8mPgdP5d+zoHmAyRsSQa9EX4zXMMdBV9jV+UtZOY5zwSgdvQpVqT2cLT9Lq6I/MpXznetV/GGZSOPDTTROjSIu3LqnJrskJidOrzWXThCvYTHpqd63A3NDNmK0RdVc/sCHRJRULmhLss/lWUoGMs5JMcjckjHVYUqjr9BTGijNURNvJUP1GjZ5LBwukcgOhTntG6ZBpOJX+0p53z1FpzeCzjsz933Iz0Shy3rkDRaSr27uKkhw0KMrozWQjY5215zYtHsVcv3sjf8F0qW/4SVDaO8unMlxpF/Rt+WvyxLL5pBELAUupBm0aM5ijs7Vb7SE+HVkhDWdWB1j/9wKuBLTXFIJqMrDD/qcHLQuhFnca45OJPJkOw/yIdsR7i2VgZUrKJwLHgwYhb4wfAY+0Lz25vXFMikPdMHUqFuehAqnAaDzn2sRGgmRDa2c3/1/zAQ75/xGKPGSNQU5Z6uied3U6mLuH/qeBdrzSfkkFxSqVAcKyMemt+CozEq9Fgys2Yp3IZcOZhdN/cYrrfBJxqTfLaonRr/DkID7WTSuefnLK4gVrqO/+0s5EcdDl4aghMZy3/oA1u9iCAImJynLuhcx9JVqP5+wnv18w5ETUZgn4USdxkGgwH78FrWv5zAeoKi1O8E/P3fwd8IcsCE5FpHvP0Q1W+9zObjGLXSgsj9ZXbszXNP7nRYoOqpBJ9MRslX8HUoleWFUy8Em4P2sZ3Y1wbnpV5qXeNHPokiRTMh6RM53Zr7Pj/xeDEXGdlrzJKehUJ4sdBLKjc2ZLjJfgR5YH+OXcTp5tGtF7FtnhopmzWHiPZ9DX9ybj2OyagyVfPBni9j2Tm17lmxJXntnLt5JfIcq6s+wAuaG8mg4bRsnNN3vkQiFqOubCnWkdVEevNnP+y1acJD/ZSdcg624hIEUeCmZUG+fUY7v7joNe686GFuWfddVpR8jQ+sOIhGzO9svu6PoGmyYbTr8C01o23On6o1OvUcSeXeS8kCzw00oSj5m+Xc4l+odJx4ZqtBq89behAYTCK3VCIdWYY7sIXzNCpfapyIOh7yC/jdGcjD2BT1pPndf7yFnMld19hg5UdihF8Oe0gsm146EPcKCBon/vmVOc8bgs5EMOGZ+8A8iA5I2L1rcRcWMzw2QLL6MPqCeWjpWFXS0szGikk0MaCU8XS/QLUV/nFJiHPLZ1fQLjcL+LW7j+3Tbek27kzcyct1L2NuNhOKp3i038r3dV/gueovETJP7wHIh17D0mnPXEbkdz4X/62/hDcctYQij2I0PUdxTY4t7CiMVi1B535KlACejtZp1y5ZtooerRVzWS23dzkX5JBcUKHyL9Ux1gRcxPbZCY3MPDASu4x8bNwo/WviJ502FGcVqzISZ/bIJMdpxFQVLBoNIPDr/S4eapuapXtjFJ7KLsPmdMHAXj7fGJlDPX0CAcVAIjaDPPtJgCLkHHhPYpRO6UecespTRJISjxbImGuml96K2dy96e0OtMw30Cbw7CD8e1ecl9xBHGsFDGYNqmtuz3KnB37QW0a4dD1mS+77xGNRzMO7ua1yAIMyMU7883CSJqNMmyE2On2MFmrz7w1B7ewOyeDZb/CA5idTekiOh1Pv5ArpZh7YW3tsftg0EkV908e7NJpkbcH07zIbY95k7PGJBC0pbO75efCm5Wnumc46PQUfKPejHdzDh6vyM79YtXBdXZbbqoc4Pb2DVP8BouHcGLM5nGgqV/GybiM/6C3loW6JWObk2EVJGTr0YSSNgGegCPtCWK4sNiLRMPblCxeQhly1ikVTSDKZxNwURTuc5P0j7xxCjsXiXafkBJAcKMXatIriWIC1256lWDvVpTggGTjUpEXvmHsyZ2MCxU+l+HQsjC5PpLstleXpzeehOgvpGN6PZd0oombm69obMgz4OokO/nV+YudghkaXkYSscJ8pwRODJ0MZeeL+TBqVD9RnuaWgDXFgb64p0WRm4Jz38H17BUOZeUR2VJVzhJfo7vo2qVkW8HzYYjudi7d9FqnfMeX1bFWQRzf8kJboEZbUfoHnuAgEgfemAqzZ/gKZdJrGwk1EdrvJRmf+LQzGQQrKmpFZymBBBXqTmRUl38BluB1R+T3p9Kuk07komF17J18/e/eM17rd5+G7UoS7hr382OfBUmIkutSKqUCPqVDP2FIz3yLEQ70Tm90TfSLDocvz8v8rSoJb1k0XUFsIREHFEZ+7tCkTFQjuN2OVp7L63N8LjpWzR94CS8x80zNGcDzKd3v/KNbGqU6ZoAqY+vTccpKJSLKSgURm8Q2i6ZCA2NqU0xAJ+vHbd2Otnf1+NSaFhDjzhtaT6cFsa8GuUzm3OMUne2/lCvNhbrYe4NZ6P9fUKtiOY7W8qCrJs8mnpl1rNDvKvel7+XPZn7E2WRE1Wl7rTfPD+BX8vuLr9BadN6OpnhX07EzOslkLAo8H7PwXZ/OCew3++ItoxD9RUpvG5NASLz5CoRRmeO+OaaeWrtlAu6LFXl7LjzuPOiQq19TAlxqFGY3wNS7457oI52VtZPa78XbPw0tVBHSHTdzSNPehJxOKKnBHu5ERwyjuhqk/2LlDKleUm8ivYZHT0bnLU4OzrIZwfyufqxqhYB62Yn9cQyaTQTqJQp+T8fqbF9DI53AZckQe+4Mv0VQzzL5QnK8HPRxp0qOdpGyoxHP3rTFZsI+1siChEgReGIJ/64nR3RxlmzhfZ0vgkW6Re0NLMVYuRxRz63fAM0J/fwumtUMYXQrDmYVl/R0IxzLlKirWmiz6zUl6ZmC8682mEDX5jc3RM3fyaPJ3s35eo7WRMzKf5Bd7y6ewPWlFATk9fd/UNUQJ5NlPP9aQ5NuVRv6nysZ/1Vr5eoOZf2rU87EGgQvK1WN6R8Nx+O/2DG+WhHCt0kyhBD8elgqFZ2LqnIrwWTFX0isLk20slbPK4AsNQa437MU4tIfAaC5TbDAYsVY202LfyI9H6vllu57uE2CynA1/GABngxZBELAVnzbv86IHdiFJEiOJNoRFasYkux3o9Xq6PPsxlci4X/Bw1gJEjd+JeNcpOQE4yzM020ZQFZk6IcvlPYemZTp+bbSTXpdG1M0dTZFTAgVPZ/hsOIAxT+lJdzrLExvOAncxPUNtKM2teSOqOpvKkLwPt7MEYYF11YtFbEDLGYW5idUZTBBOnljZ2Ccb49xk2Mlt9T5uq/PwIfNBtIN7iEXCqDodwVPP4cFTLuQxWZOHbHA6CsQY52Qf4EDvr+aVZZqMC81XsvrpaxASUw2C+Oo+flP9bcLZCCU1X+VVeQOoKp8NDuB682VEUaTWuJngodkXCZ1NJTHWhio0IYzztYsaLaI4Mw96meZ3nF2Xv8A9mlVIjDfLR7MKX0v4uWN4jJ9IUf5TDnLPsHd6+YIq4PEsQc5eNO16qv5UvvHiummvLwRbigXSvvkvN7JHwymTSEI8SdgvpdGt68e2zo/BPTHuNUYV86Y49415ptplAtwe9mJbMXVWxoclqkZ0nHMSqdsTaMlmF6c3cBSKDLKSxV1YTCKZoDv5Jo7VsRnHq2iQCc/BGS2raaIZWKsfQqOmWBd/hQa3gehoL9bhXbzffJCbGnLK1jYdZIxHkGeZUTE1RlY081NvM32FG3CU1dIyFOHXYyv5mfNrvFb9BULmuinndBVfzAuj89soXwuZ+e/0Fh4tPhO/vAdNUzs6Anh3vTHt2NL1W2hLqjiLy7mjx3VMK+Hr9WZW9tjRHbFwfc3U9a/cLHBrQ5Qb9AY0h0rwtGRZSKA7HRapGNZzUeXcx86FAgPThCtnhsAPOm0csXtwrkyh0eXmkr1CS39q9khrJAM/6HJhqlxOYGSA66umlxsfj5Zg7l/L28itsvtIOaOHP8da++UssW/grYPVx957bCyI1jwRrc+EcnNY0emJDHRzmn3htGKKKnB/l8rzYwuLTEcycEe7iW369ThLq4693jvcwYBuG2sLBimfnfjoGBx60KVz5Cz2pgyazQn+rMnwn60qvdH8Y+FNr4SzYron6Tt1P39M3zfr553tPB/XyE3cf8jO8U6rCGiNUzMi1toMT0RkeiLTv8s2nxFBFvDtzxDckyW2U4EdIo6dBrb02fm3YgPvm6SI/ni/yn+PhMmuS+Esnz7/VUElXJ6aB9kJ/KzDwqBrA17ZSL1NmF6elcmg1+txlNfhK97AXeHl3N5u481Rpt33yYY/BYPWCIIAnsEyLM7pOl35kPR7qXIVEImEsS9bXBA3FRSosqxClmXihe0Iosopj3twad5ZbIELwbtOySIhWdu5TL6V9UO/xlpmJ95+GEd/J9dmjzMSBIFvu4rRbknlqNzmgJIRsDwt83mfL299YH9a5k+rT0OpacDjG8Nr24VjydQon77BRzwRx4jzhO5xoagOZCi2nrjw2OmloIzmBIcCg10EhnpIpZKoOh2hrWfzh9Mv43caG4F5lIdZhCTn8jTWgS9yYPjpBX8XvaSnPFkzpQdE1KgETz/I/eYfYNbZECu+zl65HrMq8+XBw2T37cRkMlOa2TgvxjRLTYiYZxTfkBM0OWdO0mgQhJmfpapmuWn5vZh183D+xr+6L5PNa26eUWjjG6ZCDHszREbPQFWnbiBSZjeV9hMzuFdbmLU05nhE+yUutE/uLYEHuyW+1V3Aswkj/hofuvWD2NYGCaxI8h/tkMoTbfOkZL45GMNSPrUHItIvcZpxfn0R80FE1oIA4okIRKoCHFoCh5qpM21Bp9XRProLy9pRpHzGqy5DWJ3dKTEqFdh1ApXpHLVvhfcVrh34Ov/EL7iqwk+FQ48wuJ9bClr5WI2fZ1OPzXq9QqmQcLQUEHhhUOAHnYU8I67HUrmUQCTOc70iP4jlsidDhVsB6DOvoneBlUCdKT1hkwnkLOnDu6dR/5au20xbLIO9wMU9Y1MjwLG4lVgwTTKaZWXGilmrYtXCJxqSfLoQ7O1leA8Js7IYzYZYv8RWQWBZwYn81vBZq4uvVIqcO2/nWODXnTr+nFYQlg7hbtCz1xpkt3c+jo3Az9pNJErX0RKfe9yPJcBgNGLRvr0mQjyl5ZU3t7Jz+9Ucbzy+7FAwu3JrUcInIAgC6fFI+WnZ6WV8bzdaAvCD7mKGXBuwF+QMT0VRCPW3cIm4l082JubsedjkVpE1Gdgc4zdZmf9pFdg1RxVxT0Ql5Zq6doY2t/KQMjPbk1Vr5WrLR9m9/1yeycMCqhUEPmtwkghNrOsqKrGiNG+M5R/XB/wQ0eVvok9EM8REP48PTB0vobTA99plnrAGcK4V0U4qcy9cqXLvPBntdKKAVatSpng4Pf3WlPIsZ0kl4dL13BNdxQ87C3m0V5gz85IPK6xGjOLixvsfhxUK6/WgihRUnD7v86IHdiJJEqPptnnZh/kQOGSgsqQWj28M++owmmCGGzpOQKTob4x32bcWiRXZx5BCuRl1sfgiDzVehCngRde6nysbVvAnvePYsSlB5HslJXxpywjRbYY5mZFUWUD3rMrnz/HwsxL3NON7JCPz65qVvK+0AvWNl2hPbqd6XQPp1lJUGQa8OYM+6z95Rlc+mIoVNO40EYOWgFZHS1qPlFrcZHDo4eLyLCXyKIHRISabwGpJOSNLVvGqZMKfleclhiiR5QxxG31Dv2d/euENyAA2rY0PKB9HeLMKZdw4NrgVImuypPUlrBS3sNf0QbyylRolw3WtOwmOjWI0GHHH1+bUfueAioqY6qGgfA2eQRFVzJUCiBoNoqCdNQuUTXXxzbNf5x+ePnNR93cUp0tGosM549a3pxBDwQ0YTb8+9r6iJPjCljf54lNnLfozylUToQVmqLJtRq6tTfBQ98RriiryyjC8Qo4ByG0Q8ORRxJ2MjKpyHzGuM2pJJyacuN6YiYWod1p1KkUGMW9DZiAtYiSnN6CkT7zkJdyppaRkI0HbQXqG2yhfmcQwUkVsaGJMKWIGnzI7deeItI/rl9bjEXyEytZgGz2CIKfQZ4OsHriH1eSoe/2GZkxhH4+7LUSVmcvQztNdwkPHCZMNRHOMTOXmtVxZGSM13MbhgRCH2Ux96YUE5Nk1JfIhnhXYKddyzoFHScWmRvZLVq+nLZ7FbLXx52g9/uTU5/1wKMi1ooSqqITaVT69Io45rUEzUEJwJMXCZO7yI7xfzzWbogxGpWNMRgvB+0sLSbTESGDgzGqZsjqZ+7rmt3ZuH4X9GjuXVvp4uFtkIZHgAk2KSHZ+oqWqq550/1+nf0ZVp6+VL/nCbBdFzmywYZMkilUbsWzOOE+07qK8YSWDqb8+Tf4zAwLPCTW8r7aSglA78ViUTCZDpv8gN5iNJKua+G23Nq8G0zMD8AxHad7n/2wPZWM0GqykkzLR9Z08KP3fjKc32ZppilzDPftnpuP9h+Iioi1TAxrO5gy/8cy+Z41oBCpd+mlkEO5mDa9gmrFX47UR2CFFuXmlSJXPQcIns18Mj6/dM2ODW+AUR5i0p4fUcPIYe5bFZidtr+LZUQPdPbNfYy6IwKdLi7C0RzFUFfIffs+8qi8moz8KvtIooMU7XIXR5iARDs55XtLnoWrlBrpHPTQtTRI4tDAJAMgxOSqd5RhdI3SO7KemYits93NpbRmPqyejjP6vi3czJYvEQXEijWsY28NyxygCUCQnqd77Jo3HqYIHBImfVhRh35yaX/mQKiA8D58bHKVIOz3SkVFVHtA5aD3/SlS9gd6hDrRL+9AvHSadTiNJErG3uZ/kSJmZrw/BdzrS/OJIlEc74wyF5h8N14gql1Qq3Frv473aPeiH9hAYHQLAaDJjK3ShFhZxZ/NG/qzqcw7JPLBa08WqwDc52PMLwot0SIoNxdw49s+or1WijLMAaU3QuUXifwpKuNPUyOv6T+BVrZyWjXP17peOiSKWyPNzSADsDVlCnYeIRXOF6oqQM5pFSYMgzL3hOtRHuGLZDMIT88Qr2QnDPJsQiQysQlGm1qc41MeoL1ycEluBHnThhWfQUkGBNYKIdcbHIMy5qR1FRyzJkaqpFyrvSbLCOvsm0GiHTzdGeXD5Dl6r+iU/q3gGd55KJG8qtxlLmpM35+IjIsbeldSUNZKVU/QLb+BYHT22fqhChrHs7Fo/zyee477UnXwxuY/T9H5OqSrjO8tOZ1fzOcSKl6EKEpbEIFWeFxhzOxnMzjyWNGgQEg0zGuGDMfhpu5nHlLUIFauxOQroHA7i72nhttpRTp9dWmIKJBTO8W8jPDq1tqNk+WraU2AwmnhJWZK3zKQ7nsJQZ8FVp6eo+SCVWSex/Y4FZermgoBAareFj9ctvPF9S5FE48iEc6wkLLw8srD4YCILD3dLLMQhqbVBavAIxnl+1J3txnnPr7cLCUXhKW+Q34/60JrthJIpzM4CJEnDh5WdC+wtOXlQVIHfdWm4J7wEXeVKtNrc2pJMJGBgHx8raON9dXKe5vDFZdceHwR7jUR8dR+/0/8MZYaaw3OcF6Lv/zC/PWyb9lmlJvhEA3yrxoLQNT3wENb1crbUytU1CjON6W1+A2rxGK7l4F4m4W7QYynU4TEP8ljf7PeQkgV+1qHyGyFIcEmQ3/bk/wy3AW5qyPCFsh5WRN4i0t9CKplEEAScxRUIgsA9gSZ+3m444T6RCjN80+nCeCSCnFWJdUX5F3fRorgsHvdlKagyoMgS7pr5Z0tiB3chiiJj2fa8ZC7zQToiUqFfjaqqBC1HEDUqq/88QpX2naNtN1+865QsEg3FU1frtZ4/EnfYCbUdwqERuLplJzZ1qhHdL2j5WbUb+6b5OSYCAspLIp/tGaVcl79G8KU0PH3Ge1ArqlGQ6R3OZUlcBUWo81TLXizMCRH5eCGSOaGyuRg+2xjhY/bDFHl2ERzsIpvNYjAasS5ZTtfW8/jxhnPpbFwBvrF510dahCTnZO5lqOtrDES65z5hBtSY67jiwK1kWyYiTSa3gafPd3OXabwkThBICAI3xmOsfvP5Y2rAja4NRPvnb2AYDf2YbEXEQznjWB0n6lVVdZ69LypX195NoXHx5VWv+iKYiyaMc98+M7HwtROfoEI6dS4fdEVw6xeeXD2tWCU8uLgMWni/npvqTo7h8cioH2nJRON7Jinz3oQBx6TxtbnJww21ab62dJSnlz3Po/bv8k/9n2Bz5w+wD7xIU9fdfKO+neN3raHxYP5sTZ2LgZwSiO0uxZ6pQ6/T0z66G/3qPswVMv7YCNdlrmOFfsW8rxdD5r5ELzelO9hiinJubR0/W3YWBxvP4kvqdAenSCrCMK69cp7xIp7om7s3ZCQOv+7Q8eOROpxFOU8kMNxHfWAHt1UPcV7F1LK8fLjV1kK4Yyq5QvGS5XQoWgRRpM28fEb19zNKQW/fzrmu27li7Kus1f1pStP0yYKaFdAfMXNL08LG5w5PlnhDFKNNi6XczO2E6YufZDq4PLisOIy9tJo/dP99MvSkNWayispISR3+2uVoMjGuKfwbCMdMQiwj8PN2A08oa7BVNh+jY49GwpiGdvO50h4urpp7vM8IdeJz2ko6uNf0PbLq9JJdm9bGNZZbeHPP2WwbOt6sU/lwncBtFgf2XUb8e+VpavBGt0JQX4ik1WEb2cVtVYM0O6aOkyYHnFnTi58ejvhe4bD/RQ5Hn6VP/yJDop75Olz7/So/apua4RMFlQsr4bZ6H5dLu2FgLyF/js3QanegqVzJc9IGftBbSrx0DevcJ2dPGIiphF2hKZTyqfYIHywtXPC1DvkhVpQL3PlHatGb5tdolPCOUeUuJBgK4li2+HUg2KKjuqyRQNCPZZUfKaHw3n2Jvzsj/+/t+75j0BCYGhYQkgHe6zyIpnEF2v5OIp4xPt17cBqnereg5c5qF45N6Xk7JunXBD7VPkJtHh5zgJ50lnsa1zFSXoOjvAKARDKOpertrSu0+xbWzK6XVG6rHmZpaAfR/hYSiTgmiwVb8zL6tp7LTzaez3eLG3lGa0EWRN7QWhCAZeLctd/N0jC13m9wYPjZRd5NDvWWRi7c/ilE79TSt9+fauV1w8TztCvwn0eg5okkRYW58pTGwk0ED86/ZM5QKBNs2w7ilmOvKeNOSTaVRMmjf5MPmXSKq5sWz/yEAKOFubEliAKmehs7PQ1ks6eSTl/KYN+X8HVeRGJHNdcWLFzFuU6XJpNc3FhUsgJFHj3r5tc7OCd+MDaGpXTiN4p5k9xqLUAnKpy++XUOS99D59zGxeoLNHXdhWFsD8KkeSqgcuHYz7mxbmqz7EhcRRTFGVlyThSBw1oco+upK1vC0FgfPdnXCYaC+Pv8rOlfg0WcTqM6H3jUFHckurgh20WPPH0MfVNTzH3iVj5hvI7i9CoGYwszBlR56hoRGB2kwruTWyv6uXQGY+3DBSOk97085TV3QzNdghEVkMtW88Jg/ue8vACuM+7i/WP/havvSQRVoWLgQdYs7X1bfptUSKRyRM8lVXMfexSyKvDdjiztdUm+k/TjS7/9WlI1VgE5MMRvhly83Y2/bxei6kSztyppea78PTT0v4pOOPnU8wvFYAx+3G5jp3EDBaUTDfshv5fisZ3cVjXEKQusYrRoRL5hdXFDSc5AbhtzUWWePtCabUs4W/4sd++oZzRPD//l5SZqOq142lIzJpb0JRnu7jbwo6Eantds5PaBclqDEwcvccLZdUe4L34HCffUD7HUW/BZn+X00tl/B1FQ+XhjgrpJhIjNDoFPNcb5VGErpZ4dBAa7kGUZjUaDo7yBnoKN3D7awC/bDfSPL08Pdml4eYpwGCEAAK4SSURBVGjWj5oVNn2Gr565j9zaI/CjrjSOxtzYkrQigaUW7h9enKL985EU9hI92YyGovr5Z0vih3YjiiJeuQP1BBjvMi0lmExmOocOYavNYj4Q5prMO0Nwe7541ylZJLJ5xk1h/1NUFiiYikqoN+sI9nZzm6drWoq5Q9Tx8+pCHBvmF90WEEi9KfGxlmGaZ4hUJxWVnxhcfKd+PZrVGwhHQnSnX8e2zoc4b4aXhUHjSWKdR+R8WYHApxvj3OxoIewdwVlZjbpuM2+ddhHfX3cu3ylp4gmtlawwdTgOiRqszgLKo8EZry0AZ0o7iPZ+lZHYwAneEYwkh1HME9EKrUGi98Ii9ugnjOpTkyJffjFO6kAAVRZQ2+posG2Zk2XreLjdA5gdFYS8ExkZddyJzaaTyPL8nBJZXsGzXQuP7EzGH/wBWGLj4RKFb3rHuL87S/fgpfg7LiS6o57gAROqIlDkySw46CeHeylsXHwaOdwlcblTmDdP/mxIKSq/08SnRM5j3VE+VRVlbzinjP5I4ik+oBnm4WWfJVa6Zdo1pMggt0q/p3EKa7GA0WQ66ZmSycjEBSK7i6jInkpJUfmx1xOxBDdkb0DLyU/Vl6dDLOm8m08f/h5XR/7Cz5e38KmmOLX55W+Og8APB6sZdW/AaZ9a3x70juIe28ltVYMsmcTHca4jgmPvX6YcW1hTR5/ehgLYKpu4t3PmNeeQH/57dD13V/wnnqpLUSU9gpJh0/Dn+FDFl1i91HuMuepkIdqnYQsiyxfkrwv8tidNTP7rGNQDMYUXlaV5jda/F3jSE797tHQ92waTDFdu5sPOedA3/ZVwwA/f7y7KMdMVFh17PTA2RHNwB7fVeadlICbj/XUCt5YUUWXS84/WQiIDUZabgth1Kq8MwUrthinHn+e8CPPAjdx/aHq51lHYZNOcQoZpozDeAyPQH4XspEZxqxbOqW3nN/F7QIBX5FcwLDEgLBWwN9p5TH2M1xOv0VB+cFZx0VKTSLr/IBfrWvhYY5J/XRHjlORbJPoPEYvmmDAcriKy5Wt4JLOWH3Y6ZxQ3FBG4sNRIyQLbZs26LLdf8HNq9b/ia2fvQSsI3OouwXc4gbXYwJNlKr8c9izab39jFJTynF0X9DSg0c3PIUh4RqlyFxII+nEuXXzVQyYuUK5bCYBHcxBJr9L85xGW6E6cgOivhXedkkWiK5Y/NbfJ+zBjWjORzlYEIHrkIB+PTq/TbhN1/KqmAPuGefaYAIkdEjftH2blLI6AIgj8xFFB59bzMJpzHnOidj+2+hNv7jweAgLNBfmfg1UL19fJ3FY1wOnKfrRGme6VG/jNqZfwrbq13GktZbdkgDnUxwV3MdbBnmmvV+u0nJrRUL4rgCZwgLRyYuxQRxHLRnl55f2okoy5wsyDFzu51zEeyVRVPjsmcd7jPuLeifI9OSkQalvYpLc44gy3vkxGnqoCq6oKqCqiZv6ZBUlqZZnzxLJiY6kM3x0ZpSs+cV+7feUEDxph0gYV8ybZ4py5gfJ4NNohEg4R0PfM9VPPitRhPR+onViudKLK5xtDbFxEGv9IJEFXzdTfS7u3iBXWVcf+HpPH+Gbiz3zYZuXZpZ8hXbh0yvEF/c/wzYqdU3QctAYz4l+BiTHpEbHEp0ZM/b1+bozeyEXGi06qc6JXxnucUKgbfYILOr/JP/R/hp+5/sRPlndxY306b4/NBATCWYEbxCf4gvVJ1lVNXS8CY8NcaOym1gaVhgxr2/8yhWnLWVHFkMVFVlFxukv4v86Zja8cVIbjKt84UsKFfR/gB+U/pKv2QygmF5ZkK6cFPsb7qv5n0c9jJkT267nGpfxNFN/ng6wicNj/t+m/OFkYiOV+d8XdyBPjhQpPpauwdr1J4QLWy78GXhgU+OFgFfGydZgtE+tlYKibU9M7+WxjdNq8EQWVZQJoWyJcNywS647iaM7y26A83scloAkuQxIkCg2FXCtey+4DZ/HyLL2jlxU5qeyauzEoIMz8/M4qVXgy/edj024wO8gDqQd4OPkwd2XvYkzOlX3+Ifpb3tswU5OHyopx+YJYNEKm/wBiKueI6A0GLJVL2G/dyA8Hqrm/U5tf3FaFTQ4LXyop4l9lG2s7RD5almUhUbJYWkNKzZWUVmnv5du1OpTxhn9JhErbiXvtrWoEBMikdJQ2zV+3JH54D6Io4lM6FixbMBnBFh1VpXWEI2GMy8cQZJXLtkXz6t+9E/GuU7JI1JvzN/3awy2cU9CPpaiESlvOjRd3b+e9qcC0Y49Ien5RWzjvUi6A+F6JD+weZr1+duvnWa2F3687G2dlFeFwiM7YG5jXjaCzntzIXLVmwgAyauCKaoXb6n180HoIty3Fvvpl3LHpAr5duoQ/6h0EhIVZbSP2AujrxiqJODUSp4g6lnbEGHm0h10v9OL1xkmHl859oQWgPdpK72U+vnaKnkPj+jJFssC3Dig4X/Qca3xfPBTUzLM4yi4gcpx2h4qKVpLQW+bfuyEIIzQ5TqB8awY84wlhOE5dz1SgZ1do/p+1yZXFWLmc3wYKKGxYvMWWjQksSWgoNwtUWOAzFYMkRrr5pPsIi2kX2B1JTHGSBAQ2Dl487bjWdCtfTD7K592r2NnwD8i2imPvbRn4Jbc1TsxrQWdEPEl8hioqjmUZspsTDK+P4d2YJLkpibA5hWFzmohtenQ46AliPmzmutHr+Kj0UbYatp6wTpE+Oz2YoVFTLB36Pe/p/CpfGbuNX1Y+zfeW93N5tZxXbO80RxB3YCfOSAtne+6h3O2Y8n7I7+VceRcfSb5CKjph1NhLytAsW09aVhAEgRfileNUn/nLvta64cvN8LHxHg9/En7cZufitov4N8d32V3/WbLORlp0N57QM5kJyV0mPla7MCPpKAoMcFPD4s79/wu6xoeGrDGSyOTW5bFohr4lF/Nhc8cMZ6n8Ry38d62Vf28wcmuDxIfrZS6tUlnjYpp46MmFwO+7JO4KLkFTuQrdeNRcURSi/Ue4Wn+Ajzak0Y9rU11cCcku3dGvDUDaIU/pnXq538Kl5vdwds/Z2GPls1Jtf7TUxdKO5LT+keMhalWGZqHHLrJF8MpeUHNkFzNBFVRE49R1qcgINzZk+EJZN6WenVPey2jMhEvWc09kJT9pt7LbM+vXpMli5MweGaUlQjKSQc4oGPtcfLRhYQ7pd964CFEyAwr2mv/CZM/dU3A4yVrJwYnOQZsoYRjX2IkElyBp5rcpJMZGqHK78Ad9OJecWJBV7ixHrzfQPdSKvSmNoTPK9dG/j6b3dymBF4lkMsFMbUyrBu5jpOyfGRkYA02u1rvorVe5ZPPZPKGbGmVuFXXcXu3iM5KH8Jv6eRkRsYMS12ZH0G8qYdssFLyDooZv167l5qIyrC0H6BlqQ+fsoaKxAdXjJNIvzklPPBtUVMqULFurTDSZEhjHDpEYjZGx28k0LuUHjhNTGCtQsmQFERE4ezTOc3v97JFzC8bRb223pMhYXmIODbl5w20qQVv8ae6Ta4+9dnlUYsu2MPHAyWlGLapsJ5t24R2cXmSsqAp6jYRhZsqpvCg1e4F51dTMHwKkSw0QnlggO4skMiPzX7T74hpeHZYAFU9pGIHFOyaBIxI3b07g9bYRGIuxpNzB6b3/yxeavs23jzjmdxEVPlHmpqAzTnZSv5dqTNNTvhdm2ORfT73BssyX6creyfKql1jm+SVCIsDNqbt5tehWto+JZCQj0kmKlDvXpLknqNA2BLnY0dFnfvRfN9XWIi4vCRHpn6rZkIgnSHQkKKWUD5o/iFQu8YL6An3ZOehx8uBeq5lbSlZgGTmY931DJsDq/hy18MV6Nzc1X83zygZ+2nZUZVxludB7bL5aE/18LPE1Blxnst1wFoeGoiiKQp2kMNzdduy69pIy/EVVuMd1A8wVS9jXDluK4RT9ED/omxD3KDLCddUqrjEd0e0ayuszXFGd4dnBHLVwShZ4oEvPA5zCBeVb2Ki3Y3JKJ20+H4UqC+gOW/jYkji/aMu/roqCykUVKk/0TwQjNKLKZ6pV6DLzz81Rbu/Uknj720z+7hDJgNFiglQImCiNesJn5WZ/Kw1FtXQcJ3BbbhbQBZ14u3PZAi06itBRbdNymk1CciigV0hrM0R1CSKKii+rMJyU6AwLDERzfQez4X3FhZSIEnd7fITzMEQmsvDLdj3FxlW8rzJMdKANVVVJpZIwsI/PlpfQLZazQieRCEwNUkWPM5D7o1DkayCQ6KHTVsRM0AkCVV6Z2DxikKYShbZIbo3OB402yWW6yyjyFHHYdZg3ktOFTI9CJolGzI3xRo2P0EgfyoDCUQ5Ms9VG1lHFc6NGOo/M/d0moy2WwFLuIjo4UdYcHkuxpKCALcXhcaHEudHhM9EWu4EGwy9B00f1GQ/St+397HOJ/LHHz4n2XN3RofL5pXEK2s3EglDadAoDh1+d17mJI3sQXZX4xS4ElizaPkuHBaoqV9KR3slQ9gB2y1oqnxiheEUZLLwt9K8KQf0bUeotBhs2bFB37tw594F/BUR+eQXWgZdmfP+Vqltp3TNIsqIBX2J8QdRq2b/pLF7WTHdnipUsXxgZJfWmAWUGru/jYa6T2bG5gEcUaU7f3qgoXJfwUdLfSdgzhqIoGI1GCu1FGEQrQsYAWSmnbqyKqDIIkspEm4eKoMuiaFJk1CSJTJRg2E86nUar0+FsWsKg3swbJgeHBd2cZVn5YFUUzs6EqUykICozFpXpjEicqR5kpGA1f+ycvlPrtDKmxn9HVk88fb+y7ELe0r6X6Lh4YLks8OlWheSB6VmuxaKgxEvE8zRo30cmOd3x0KzqIhXxUqZpw7n25TxXyI9k8jq++PrWvNz4xz7bAKcXK9ToYrQlrTzZP/d1jZJIk9lAsU6LCjzrXSjF8tGRKdBoh1s0Trydi+cZlYwy1uY4XZ79vKfMz9r+u+hzn8tXsx/lleHZx9xKm4n3yqYpmxpA6ZpB7ii4l5HE7NTKG6TT2PDatQgClDRqWOZ8jib/Q7S7L+T9XedxeUWGpREXntYTK5U0uhV2laR4fB6/D4wb6sYRAiMznyAIAs4qJwdMB3gz8eaC9933Gir5VCyDu2/HlMb/fIgaK7jd9Q3ubDeyvAB+aH+Q6rEXSNjrsfv3Tjk2bKrhVeO1tLz25rHX7CVlxKqaCcfjVFRU0Nvbi7doA/W6EKGBdswWCz/15rKjH6yHpoxI5IAuJz45DlOxglSWpkuj8tsudfq8UOHiIgdbUlqifSc3y2iuyLKjIMPjeXzAzzTGiPUfJlO+lgc6NYDKPzSDdq8ROSUg6VV0qyP8akDL4OIYuN82lBt0FOm1dMWShOZJz36ycWtFH8FIjLtDU7Pjl5VmqE9088Ng05TXzyyDc8fsRLzzjzyLWhVDoYrWlkUwKCg6gZQokBZU0qpKQpV5ZlQ8Rkf7daebWHcUvVlDsNrIr0e9s/YKLSsQuNDSR2Ast944HA6CwSCuAje2aCORvlysWEXFuz7G3Z1TU8GnlcBGk4fbu13cWFKEWxX49sh05ryVNhOXjYlzkow4Vib59wEF+biA6Do3bHXESI91kk7lHPjosihPJ6aLEGvQsEa/hrWxdSS8CRKJicFrMpuhoJpdYQvbRxVOxOi/pdSN88j0+WpaE+B/B/Uz6qQcD1FQ+PV77iSbOkJScxFffeF8Ann24xPBzXUS1f1W5FSQQN+dx/pF54LzrEvoGx2j0b6FYOviUnn6AoVMU5xHhiUuMXfjMhQT3l3IZZ9fTdWyE+s/PVkQBGGXqqobjn/93UzJIqHTzv7oVvkfp7fmWizRJLKpiGB8jEwmw+qdrxDbeBY7pan6CKOihv8sLeWfThtBu1NPJjKPjEmXxOqxILWnSdznKmQ0M/PikxBF7ja7YYkbfbPCeiXJkmQEbThI2DdCxO8jn4MqSRKSJCFKGsSsmPtXEhH1BoQly2m3FvKqZCItLK4S0KbKXJQKUxZLEg1meG1UwzPHtAdyEeIL64qxpT2QR6E+nZFoMFfRH108BbBd76Cw/JO8kF0+Xhmi8gm/hoptAZLxkxeydLhDRMaeQme7mlgw/wKoqgo6SUBnXtjz1Ol2cVrJVp4fzP/+5xsVSpNaxIiDlFrEk37vvPaGhKywLzyzdWTTwY3VUX7SbmbyBXWiysU1GRyuDvoHl/LCILSHwNcYhs7F10zICYngXis1tZvp0R+gyVBKled5bqlbzx7vGiJ5/AGJnDiWuT1KNDvhkGgNGZZf/ixJ/sj5wkbu65vdKdmZfZ3TrDeQjGQZbssyLJzF3uoLcacGuaXURyoZR9XYZ73GvFCX4vHWuSO0R/HmKLxJCaeXlrBBN3hM62cyVFXF3+unnHJucd/CqHuUpxJPkZmnkODDyX4elmBr8zr+OWumrmc7gpw/05CVTOjG5ccO+VV+ZbuK0yrPY/BAGXXOEdYVvUKB9wmEdISgpprWbW8dO9deUkq8ZilPppsIqfAhKTf2XGM7j0VbtYaJ7tZSrUBk1/T0VHxUhFEDBUUaZDVP+kuAJz1BngROqbVyvmgk2RU5KbIXsQENW+wKPQXyNNriPw+bucpmJzq0l4sq11NpEDC16UmO69zIKYH4Diuf3pDikYA6p9r3XwM31GUpSpRi6kqQTcmYCq18TxMmmv3rNOlPgd6M6hnFpJOIpyf2u1cCRpo8h9HZGkhPEmIsM8jE/AsLEigZgfiIACPT1yktUFifodSUPeaUCONiqalYFuPhCLdZLAxX6vnVcP56pMN+hTNr0gwUDrAqsBpl3Gnw+j148VC1th61rxQlKzCamb4PvDYCclEZXzXbiR2JogiwscrCjuPKag+E49RXOWlsl2etSJINwjGHpNwscGFpCmt8kJDfS/S4qVMVr5q2LJ1tPBt3qxtZlvEzwVrlLKmkUy3i/n6BrO9o2eWJZSH+6Atwi0Z3rITavVTHoCXKo14D19ek+FX7/FLViiryq4MfoNYZ5J7dC6DOy4v89/WrLpkP1IZZNuo4mjSeFTq7k8K1m8jGQgiCQEDqApoXlC1RUbGtStOhy3JvS27sPCfVcna6BbP2HZ4iGce7TskioZ+DzcARbUdXpiPY2YLbtRmj08JwqIt0KsXpu18jvv4MDotTJ1BcEPmGu5R/2OqlcI9AYmxuwzQTFTA8JXPruhGeXubmpXmsvylBZJtkYpvZBOZiKG3Gqig4BJkUIglVIClABmFRGY+54Bh3RIqiKYLBDC8PieOsMPlTyCHRCr7DGLSFJDPTN0KnppZ+FueUrCg5i/366+jI5srs1qdFrt2TItYT4OS0zudgK4wQ9z+G0XEFYf/MlCGCkONvXyiLkyB0sLowzPOD043iU4oFigcL8Q8lkTRpHi9LnxRW0CIjXGdrJ9If5LSSjbw2btOLgsr1G/byfPJJwpEw17i/AIO55sLHfAo31hrwdZ+YKpugl7mdx+mpu46LQkNs6b2DWxv+m/84MjUKJAkq/9YoEnsrMkWlt2zlMO7VvySZzoWzt+hHeQCY1cwSVITKOByeqPv29aTw9bgwO3V4jS/jKojBjIWdc8NSJfNkEBbzA706DK9SxjnlZazWjs6YOQl4Aug8Om6w3ECmIsPj6ccJq/Orf9yW9nAlHurrGviqWMy63t2IyeCUY/YUXsZLnqMUxQJL1AJ638yNy7ZYGW0D16PXXsOGJbt5fdde1HHqa3tJKfHqpTydaaIlACaNioE0VruTjK0MZbSDdDpFIhLiow0p/tCn40WfwGVVWaJ9+beylmId2TkyTm8EIrxBhGUVRq40Wsl2RFEXrL80FeFDOq7ZGGc4JtDogEqTzMPdEgNReEJs4kLTEWoih6hIbyYUmDrqBFUguMPA1cvTlFbJc4rSvd0oiveja7FyNDwT96X4XLOLb43OLtz5diAlGhEEKLfqaPdONCWHkllCRUs41xDhycDEGugWdSgn+FseD1GrEs1MWJlKcmrgKhXNUJtN4jaQV3zykmqF17PP0Z3pJmZbjiXbxHJ3P0FPbgHtG+5EMvRQ5q5iNJqfCz2czWDUy8TIfY1LMbKD6RmEP40FuHVJEdojMzefREWZa2pVqvAQHOlHGVCPBQAADAYjWncVO8I2Tk/7+JjhYwwZhhhShnCJLoq6i0jKuRvVGwyI7nqeGTXR2TPjRy4avnQWwxIH2Y4k6aTMSzI80Z5b2S9wpfhgvcj9nfPLeLzSbeOV7hMteVb55LIo4ayW37RNZ/x4oFvh6qoAa+oa8XS05jkfEEVKNp+BqqgMv/wsqArVZ11Cz+gYDU118ybRMRQoJJsS/GJApD86YTse8sPy2kZWNf19UO+92+h+gojoG+kqujTve6s5hLWqFp1+BLWritrC1QAk4jEu3vc6NUoeD0IQ+J7DTdtmCXvz/KL0AgLx3RIXPOfly4FRatWFl49ERJF+QcuYIBERRTKCeFIdkgIly/XJAJ/zjvKejmFe2R7n57tkft8pzklTOZbWIihZ1pfOQPOTKsv/+ixodm3AXfs/vKi7GZ9qwaLAv/SJvOcvPmI9s3QPLgKO4gDhkd9hLHgPYf/szFWSIKGizssoUpRqkolrGR39PB19/4o3Nt3Z0Ygq7zGZCQ7lNo1Yk4UDs2Q+FoKxhAq2XF/MCuvENRVVICtKhDM5Q3fMtIdCQ+5+DvtVQq7Flcsok/QIMs4QHtnDXYlH+KJ5gG8338SIvpfNxVPPkVUBjxrFUpHbuCRtltXXPI9t6ddJpSesvUyyj4/WzC1C2Os4lPf1WCBNs/MUAsnFE+irqCRK0/Oujc4PgRcGBX7QU8I+yyYcFY2IYv5lPhaNkW5Jc+ngpdykvYkKTUXe4/KhMxvhI+kOzixz8fTSc8nachTFWUFHh1LOAT98obSIb5gKSR6ePpZFg8yb+4+QHBcdtRWXEqtawnPyEg75c87kJ6q8KCo8FGng/9pN/CG9EmPlchRFQRnYz3WGA2x0xMCdP3wgWySeH55/6eXhSIK/pH3zLrOYC4ldRj5am2GrYRjb6F7OGFe07wzDq+pSRhzL+HEwjaVyqhNrHqdlCh7SsSms4/rav+02LZmd08Qns60RLj6OsOCvgYCcM9Dcpul705izngZ1amrJwdvQya6Rp2Rks8dl0wVRZdSZzuuQgEpN4QDdmW4KDC52Hq7n2QH4YX8FwZL1WG05h0qWZfpHutkkH+RD9Rk04tQ5dMgP/c4AuqO/i5DTNcmHHw6NYa6brmNksmspWpfB278b6/AuAsN9x6olRFHEWVaDr3g9d4WXc3u7jVKjgi1Qgn7PMpZ3n8O54YtxR7YCAla7E7l8DffHVnBHu4nOk9TjmQ/fHfGQrsnNmQ3KRGC3NWlDO7SPs8v+ei0JH1mSZK/2T3SbHub9zfkDbY/0CbxUdBbFK9dNe69g+VrKTj8P38FdjG5/GcbXnsSRvQiCQEjbPScJkoqKdVWaQ9UpvtsiHNNzmYzfd0t4LRlU6Z3frPZupuQE4LGdz+Mjn8fu9lLH49Perx95jN22L6KEvciZKqKH7TQvP4VW7xvEwmGuPfgGzy3fxB5purF9t8nJ+hUJrisIENupn1efSWJERDMi8KkVfvqqRe41FxBeINvVyUSDkmZrIoI5LhMIpHlpSCCYgoVGgXuiIi6gVvLzOlOf1Wfq7RQPrSdbtZfDkfzNuJNR61iKXHA9r2XrQIYyWeDGIQHzviDpWHb2SPkiUFTRx+CRP1HafBreoblLe0RRQkJAyqOloKpuMulTCIcrCSftBFQnbREdr48KMzbGfqROJHYgpzRurDTz/aGTGd0U+GmHhSur1/Obzqm/qS4zUWr3Vng7F1WfxQOtOafpCX+G66ss+Pvmly1RUQicepidphc576VPIWY0hIweGHdmBzID/D6T06i5sdzFXm/llB6C+3rNfLZiiBKLnpINvyaZzs/Us1YzgFYQycxilL7ME7xPWJu3zMffKqBUK5itWhL56sjmgKMpy70n5JBMxR6vyh6vgwrLei4rj6OMdeaaa49DOpUm3ZbmFPEU7NV23tS/ycHU3HMJIKim+cdkO9pCDbdWnENteiV7w8Wggj0D0aHpDrDWkEZJ/olYMFfbZCsuJVRawxHdEvYPqrynSmGpMEjQ4+NPwhpGxi/hSwrc0W6i2LiGaypjpIfbSPcfol+joWbdEmKtTrIxAVVQ2b3cxFg6Q2psYTM6rsg4lgsED55YfbmKin1VkhfCWrojZVxVLNLnnYiuH/DDAb8IZPjPtI9/bC4i2xrGUmHmm1EvFzU62eBXiQ2kaVU0wN+uwWRb1MHVtSqe4xqTTzcnedJz4iU5C8FIUkMN4NRMX/AGZDMrEl6g/thrxqyGBCfZEJNkgqncvqoVBNKJqWXT9pVpft6b/9RzK1Tekl8AoFK8iN7s0f1Z4E89AnqpkRtqM+i9raSSSZKJBNLgXj5V5KRbVz+eNcs97192wz8sh70hHc96Z6GuEuCHYT+3umwkQ2kKarREtQP0+o5QopSgKBNzxOEqxm8o5YlBLWNdE5dwG2CtJkO4O+cMhLtFbGIBPluaNnEl+0cVGP3rjIN4VuDhcJBrRYlUT5TiQi2jqQwvDancaNay0hTmReaiDj9x3NCQps/4JIeSuUCVYlD4YPO13N9qnHbsC8MigcLNvHejiZEdr2Euq8S+ZAXhtsP4D+2Zfo+jQ1QvXUPP6CgNjXWE2mdej/QFKg9EBFoDMNs9/6JLy7lnnHxpiJONd52SRaJbfyXP9BSTTWcxZfM/Rq2SYK2+lVeGs0jaVcgZDf6DWpYtO4vDvpeIBPxsfeNZtqxaz53WUpTjMhO7NEZaKnV80uajpAPCs4iGHYWAQOSglsIWla+sHeNQmYHf6O3Ii+z5WAgkVeHMbJyNyijV9KIRonxx27pxIabFLxDtIZWNOgFprBVJXIM8KYtgjBuItKQ5rfMjOM95lNfDL+W9RoW1FpP7el7PLIWswIq0yHv7FNgfQM4oJ7VUC3KGl82+g74D2ylfthXv0Jp5nScJOhBA1IKqWMjKW4lE6ojE7fgzdnpSJraNivl53I/DEic0hOwkCyS+nwkSCp58w0ZRBR7pmf7bKpOoYUuNpVg0Y0ANAPt8cFljDPrmdpjlihDblj3Moch+iMLBc/6Cikp7/HDe4x9J3ctHlnyO/zs04QCG07A95eL9q56d0SEByKSG+HjNZn7afWDGY3zqGJYKiUj/9P4tOatSLK9GLFFILCDZJkgq1uosHkeGthlYm04EA1G4o92ETbeSq6syWEJdRCPTQ5mKohDoDtBMM6dUnEKrrZVX4q/Ma+pmUPnfeCcfky/l8T74hs1FrGv6Q5A0WXSaJ/EN5zJKtuJSgiU1JIuW0jIEX2oOcHb6RbYpK8m6K+jumnYJRhPws3Yz5eZ1XFEZJTvaQcfQQXSFOiqbmgmLdl7o9E8/cR7oCsOhwix1Dg2p4OJ+C0FUsa318LuAdbynROUHkWJmKirPqCrfGh3lw0td/C6YKzN83BPgBVFkS7WFPb6Fh51FQUZRRcz6LLHUiTlYb46qnF/jZTJtj7tBzxFpDN6OTMQs6I7kVhGLkOT4Qo/BOKjBMRi3CUVBRUqe/H1PFWRC6VyZbYlh6rMVtSodGplgKv/YaS4a4r5EK1atjd0Hm6e9n5IF7u7QUWBYyQ2VMZJDrciyTCQYwMVObqsqY1uqnO2jkJThvzrnk3VWWVMkkzQO4h/tYiQyHs0Z/4omswUKqnnVZ+LADPrDH65OkNjvmPKanBCxOrPs94mcbAfArFW5vCLHnPdI3/R50x1PYagrItER4b0FTn46PEZKFgi7VvCLjpP/fY7HB5oTDBkfZ2dygnjpcPow5aZtfKqgBL2zhB92Ti0l3uODgHUVH72oFHWkl8EXnpz1WyaO7EUoLCes70alccbekrRfZGuRlVZmb0BrtAtzkpS8E/CuU7JItHqXkU3nohMZWURGQmK6obJ09GFGqm/Eq/Qy1peL4HgOKyxrPI+W6IvIsgx73uKfS8v4c/1qjhzHKRoTJL7nKOILdT2U2GNkO0pIh+eecEpWILZDT6NV4T9Weuh0afiLwYHnZGVOVJUtqpd6OQaqiTX6fpzJXvTatxA17QBIGgdZZXrKcqFIyQL2wiKC3lEKzVrGIhMuxPZUnC2AmNGw4ukrUS9U2BZ+5dj7RaYS3CXX82p2DXJG5OK4htO7MiSP+JHfhvmp1WdwuvsZ636BweEwlSvPY6x/JcI8S+E0GQug4g814A2vo18qY9uYhsHYwr/sYBR6qsM8F9P+1dly9HKCS5xXY4jU09bv4s6RqRHrpwJpri53EhicOVviP/Ugf+RuMpOyDtvCszOSxeU4VZ5KPlgb5f7uic98fhBWmjeyobmFVKp9xvOXauYgywdCxUOI/cV53/P1JDHZZzcCVVTMxSq6kjRxg0BvRuYNr0Dn2+CQTEY4DXd3aJGEJq6oUanK9BP05s+c+Qf8uHFzs/tm2l3tvJJ8Je9xk3GR6SL6AkWgCqS9KY5POAmCgsX2IqOdncC4Q1Jcjc5VgU+W+GrlEc4e/AmyZKA/VUWitG7WzxuMqfys3YxDv5qrK1NoAl10Duccytsa6nk5WMDuRTSK/6Zb5avNcdTtpgVTcupsKnXLW9g08n+opV/k3/1u5msgDaUzfCRuQE5r8deYuGNojBcX4ZCAyrINdyMKEkPxHtZYtxLxrGF/h4vFVWwLeDRQVqgj4ktjL9EzZu/j153zF1E9WeiNqEhmCX06AkzNPI9G0sSiMUSjgoJInU1Ajp98p0QQJkw7TyrDwUYTW6IS0eE41vo0D8yQMdhaqrJfyVHD1usv5NVZnEV/En7abqbeto7LS/0EBnJzJjA2xFKG2NpQz1/GCukMz7wvLC+AMwrjSMF+ov4wk2k8JEnCWlLN7pST5/wCim/mMXpdrYxtzEYkMfVZZiICJiHDyXZMP12vpzpuIHRExlGtYa8teEyj5hhUCGtzxANuT+ZYr/mDXW93ZYjKx1dE2SE9SEdqaoDLgIEl2ZWY7A6SQgJJUKcxmvVEVL7XXchnqgV0liNkjmcSmISJbMkI9fW1hGfplSlsibJuiY3dI9PXC72k8pG6JGUyWNOzKt2+I/CuU7JIaHWTBn9WQhH1SEr+SPRG+Vl+MxhF0tYgZ3LnedrTNFacy5BmJ5Gkn+DwEOd5PWxdvZFfmdxT+jlOycbJHj5A+/I1dC13c8qwF3uLTGxg7gmYiQhktmmp0Kj80xIP3jKFXziKFyxiCLBG9fP+5CFODe6heuQtNOF+dlXdTKT+RWQ5zPESFHI2yPKiGIfGptezLhQJYxEwisukmeKUvOqLcJbVRjKSQUCgcXAz26yv4NA7qS67jleVzfSntHzCL1J1KEpsNMGJtHsZzBksDh+CkEEQ0kAGVUkjZ0LEQyOEPUNERmSMVjtVq65grL9+Qa05iT4DJkeKlKmQWDDIU/FKIpnFeU+RDNzRoQAnV49hPtjW28wh/9HSjokSD4cerqxMU5nJIqQmSrw0RjAvS5HQZJD3mpFTAuZAARn7wtLNp0sXEujMsKzSzsUVAZ6cFPm7q8dBgf48Ksp6UGfou1LFudlb9hpeYx3XzPh+PJRHcNCoYK7KINtgTJDZEYXX+znhLOJiIKsCj3QLQBVnlVWzVj9GYDh/vUnQE2StYS31hnp6tD0cSB/ICakdDxUqow38sEekzmIgPTi1ZEZVVQqK32CoJec02IpKCBZXk0bAroVPx++hauh5APYWfwR1QOXV0fmtUcEU3NWhRycu4apqhZJUL4GBTlbRyZk1lRzIFPPcIMz/OQvcNyTwiZVZAgdmNgR0hgyKLJDN5LZRc2mWpTVvsrH7e4jAVcPfI7LkK3y3Ze6yza0FFjYMyCTGdacsRyL8a1Mx3/GMkVkAJViDTaS+ZpBt0QnHe3/wBdC+QN26YsqlM3l1x1oWOuaSSGhKI7iLjRz2Pcvr3o0LOv/kQcBssxNJ+DneKQFIu6poMGVoi+ups6ok+96GYIwKOhFSMiQVlSc9QdYWFSN5RQJ6GwMjwbynrSkZ4b7kPgySgX2HV87rozrD8INwAZuLC9hqmGDWCwx0cpbUw4WNzTzUbz7Wv1JigovKMjiSQwS9YySOM0kcriJ8+jIeHdTg65x7DBToYZWgEuyebiqmogLaRfSvzoXCsB1ve85Y97TKfGiDjm+EU0wesx8tcx1r3o95k5zfYF8EXf3C8anlYZ7hV4ylpwZzSqVSPqDcTPwNF6GsgMZo43Or4vywdfozDqUFvt1RwGe2XoV5//PERmagzGQiWxI19aJSP2OQREDgDK/AQY1IehIr3mklcIphBHugklCHFuG0d34b+btOySKhmaSormZEouZKnJH87AqWzDBNVSY82RbGBpYfe90/kMRU3kC4cTtCu0Amk0G7cxv/UlnF72tW0ilqKVKznHpgO1GzhT+5a/CnZV4qLKDpHA3r00lKIins4RT6RBpNRsg1RQnkAmIKiFkVsrn/T9vAazTO2yFpVkJ8KH2YM0J7qB15C21wOsNVWewIXdoqZDl/DfrW6rGT4pTsDRtYChQe7+gLoJQaOdp5aOutYv2lH+V1tpJJGfjnftDuD5JJjjOVLAIaXZbC0lFSkUOMdh0mOJC/Tt3mLqF82dlk0lUExmyM9S98AVARSPnHCBttpFJJLqqQeaj7b9cXtFjkylamL6DXVuioHXESGEiSZCJLIqgSX+1Q0EgiX1+ZIbRTh/5wGeeffxnPRh+d9+eujp5OGoj5Mjga32BzZgvbxyOX4TS87F/K9cWXIop/ynu+kmin0VJKe9SX932At7KvcorlfaSiMxs8qqBirZDRuGRCOpXWlMxroyJjo/DXdkJmhsBLQ/ASRSwvKOK8ghDR4c5c9nbKUQLh9jAFFHCOdA6WWgvPCM8wkJ3w+M40nclYqAhZFVhhMcKk31ZVVYoq9tF/cDsAtuISgsU1xDJZlpbbuXz4mxjTE47OsFiKs8jB4AJZp9KKwIPdElDLhZW1LBOHCYz0U0E/t5a7GdRV8sdecdwRnB29EdhXmKWpQCLpzz+PbS4Pgf5ncJWvQLA3ssLyHMu67z/2vjXRz3WBO/A1fIG7OqbXmR/FGpuJs0cE0qmpjly6LcxXKwv5aTrEWGoexp8KHxQKMPTZaKr9JE/wCGPJCePJkxilxDHKYsafXpBp82wHAZwVtbR3vt29JDNfXzJYUQJ9aMQ6sscRgiQdlTSJCdriesr0KvHw21BDrwpoxp2So/jvsdEc6d5xvr1JnyGe0lDlyHBEfR2AJebzeTW2sOzC9lHYThmXVJbSKPcS8nuRZZl4/2EulySsFS5URSEc8KIOqAQnnWs0mhBd1bwesLB3hvKsmZCWIbg3//4tqMLbUrw3rFWnkv+3GfhoU4a7OiZ+64c9AW51WEgEcwHKDZKBZ3mbnJJJQ/FwwMbSkqWMJSbm1Sr9Ki6JXEdgl/mY05BNCNi6jHywPsn9eZw/WRX4cbuZDyy/iHrHdgIt+e2niWzJEPV11YS7Zg6SaL1prlpZwIP9Xuw6lRurIxTICpmWWkLxd8qeMzfedUoWicmZkkivhu3rP85G4S4Kw/nZeUZrQ/hfeAujtZ5EdMKyzqRknuRJNqzbQNHBIkhDoL+PS8dG8a/aSOXYAP5wiMMXXIV/0irYlsrShgYsGrDMQUGqquhRSc3RV1KrRPhQpoWzQnuoDraiT/jRBPMUdU9Cse9NOjLvB/JPqibnADB7GcZ8sH1UZV2BmRIpxvGb1WEhw+oyE53LLPzGmcWZOZcv9ioIe/3IWXWeSgxTIUoyBSUe5HQrY9376R2dehVJo8FZVovRVoVKMdGgg2TMgGd80V/sEmB0pQm2BwmYgwAUaxLAiTt17xT8pifLF9PTjflMUqbRZaQ9muCVpMyWIoXEmEjN/i1oGp4kq8zdrCqqImKXHcgi1SZ4LPFn3ltpZCC69lj52/ODsNy0js1L2kimpvelqGqWm8rL+NfWmZ0SBBWpKgmH828QjmVpukxZngsK7O0+uqOd7AjVyTUKD/nhkN9OqWkdl1cmELydJBPTc4qyLBPqCLFV2orapPJQ4iEQoCm+nDt6c8+jWqNlslNSXNVO3/5cc+9kh+T0ag1n93592pNREXglUcnkHowCPfPqo8pB4Ol+eJoyNhWXcarZQ2CoBzMePlFgJe6o45E+LaH07M/vwR6VrzQnZizj8g6UIWo/iFwyhDq6i46AgNu0And8Yi10hfbzUd19+Ks+wp/6po+XJrORy4JakvH8XW3R/hifKjDzJ1t6Vr0ggGtKC4i1xIgBhp6lfLzhG3RVv8WT8p8IpHIsZJ6BLbNeIx/OLFOR/N0g5ITwft5XyNvtWH+yUaDU5+YNMcNTnuCUj8toTAiolNh0DASnDoqwyU1ZygM4KJxH1nNRkCWKjALd89hYVq59nIQSxCg62BnaiUbU0NK62JJmgSf6BaCGq2qqqUx1Ew74kWWZoHcqQ4YoithLqmjPunh6ADKBxf1e0SxodZoZBRi1b8M4OJBIcsakv+PhDA0jDi6tDPJ4f25NCGdldrkFVpTYeCOT4JWR0UljZEKw90SxxmbiqqyRg1aVh0b9vDwk8H7LOTQbR2hNt3K+4ULWjZxH8IhuyqeJWhVtdZKBOdo4H+jScXHlqWyx2PHufD3vMUezJTFLH5NJHPKh8lCMG9ZpKU12UBCuJdT6Ns2BtxHvOiWLxORMiZIR6HizluCKf+cc+3coCu2acmxUb+V2pZuL1q+huvNF4lyIML4VS14zl3AdfwjcTVljGRdmL0Tny8UfCvtzUcuCklI0J6LqJQik8kzQMiXGhzKtnBfZS4NnFwJaBiwr2ckqfpK5mHJrhq/EPoOQmXlmiSjYkga84/utKBrRaZeSyNQxHK7izaH504zOcROYiqspSgU5KqIoiQIr6wvYV27ktzoFg5rl06MijrcCc6rY5v8IhYJiPwLtjHXvZeDgcUaZIFDasAY0qwiOOYhGpGniUicKoyGAUlKGWlgI9lLuaPv7W1RmQ0xWGK7Q4TySQRDAXGoiatNwREnRP55+f2YANjWn8TQf4WnhYbKZ+bHnnC5dSDKSO7bVsRMUeDj6O0yaJTCJte3XvXYK9FdSUdqLIEzPn1mTe6k0FtCfmDny1ms/jJvVed8TYiZei0VoDcHbYbytccE5hj5+MVqdVyxyodhaApWmLA92aRiOw53tRoyaFVxdo1Al+NBqRVyuPHoJHrjZcTPPCc+RyRQdY4BzZoRjJZLuyn769j8GgLmolODqi7AkhnifaR/VvQ/l/T79Yjm7PBPrXY1V4DNuA21ignu6VNLzyHQcxVuj8BZu1rjcnFcUR4iMYUgMcHORQNJYxOMjZnpnnMMCd/cLfGZVhuD+6TFhUatiWpvEp7EgOIvJpqz8qTtBiXstWw07KUzk6KoqPC/xuVIriYpreXpgYsutNOq4IaEnHp7d24r7U1wal6iodPC4J5j3GL2osiYCkyvKvR1pXEMbOGVZA3Z7G62aLl4+Ml2Adi4UG8EoGDAacnPoDJPKk/1vn1PiNkBd2ImnK8pK4JSSAlqdIg8Oe5GBMEaKXC6WkGYgOPXcgGCmLjPes6Tqiebp8zxRiDE7JabwMfHEmWC3pPBnBhiJT6QnllvP5rXgzFmz+UHgjz0ColDHVTX1NBhjSHIKFUhLJvpTep4bEPDPHk+cN3Rm7Yz7qUE6+bmSfCLOgYEkZ1ocDLoC7B1Pqj7uCU5wngpwdXEBq9MaNOks+4o8/P4EKgwk4LOlRRjao0SzcRr1EiuLTRwIx/lNm45PrL6cZeZuGo6cQWhw6vd1lOnxVYb5ThdE5sGa+mS/SLRkJedtFPDueG3a+/HRIRpWbcCfSGKvyRDpmTlbIijQNCCQiTQTiv39ZEcm412nZJHQHEfZKiDgO6hj55abueQ4p+TNmkvIqvt5UPcKnzeeTbGtldH+JceibwVtjVAHQ/Eh7hXu5cLyCzEdMFFn3ELKK2GtD7D8xcdoKqtk75K1bE8tjrjWKaa4IdvBewK7afbsQJ8MkTBX0mJcx52Gz/JKwM7uPoWjhlSN1cBthSswjbw14zVVnRXRK6NW3ECfv5IjYyW85dXMstEvHiNpPZrBw9S6zsBVZae1QMObkoqoKHwgrGXFjjBxX3JBmRGTLYHFNkIm2YO3v4WhI9Ojw2ZnIQXlq4hFlhDwnuiGMjvkWB+CvRCfz4dgrCCefefXgC4U94z4uLTJwSuBCP64Ly/b6SMecDcfIBqcv6bJ0dItjV7kBeUvuReFqUxgAJG0wLO+Ei7X3YTL9dNp11GUFDdXVvP1tv0zftYrwpNcI6zOS6gU6pfZslalNXTyN4XVBSr/VLyH/T7DSZMR2mAJIWViwITeTyILD3SIgIuLK2GJlCIwmqf22Qun6k9FdCepsBgYiIJm3DEsLPMwcOAPQM4heaDwPaySDfyP7imsfdM3X4CUeyV70sVM7oO6okRkbCcU6S18fQk8mYzx6sjCgjR7vbDXa6LaWsMlJXFUTxdJ72HOFUVsDXW8EnKyOw/HwVAcdksKy1wySe+EkaMvUMg0xvjfLg2RjJEmRx0Xu0O4CraS0HTxh944pUUbWGdpoyyynfrhR/liuYFo8ZW8PipQqNNws2wh5p9fh1smKbO8U6ZiiZs7Bz3TfN2sCgeL/Kx2m0l1S8f6mhLVRh7siKCXllBuXrqgZ3YUowkBk9+Hs7SKw9niKWVLbweuqxDx7JrItEVHEpSPwL867LSXaBhLehG9XkorKsi1Ok8gKGvQpXNrhj4tvi1OiZISsVumZyqvrlFwadM8P2qgMwyhqB5z30cQXP+JioqAQG/35pP3PVSBP3RDrm5s8YKtc0EwzmzcKxkZjajOqyQyPyaeY6FWwycKCsm2h6ctq3qzhoglSs8sQqgOUSTanTM86hYuXZY7z5Zj4Luq0kB5JoFnXDk+k5K5JmGgV5MinJW5+2ABX6kpJjLJIRE1As5lIs9kg7zQCqgCHygtpCku8j9RHwllZrvt1REBQ/kKNpT3Ec1Ttxo9sg+f1Y2uqJ+5Kk/iI39/5d6T8a5TskhMaXSfhGC4gKygR6NObKpntz7Mmeuv4An/Th6s3cd7t4coWuPCe9CFmhUQ4hrOsV7E9sSrxLIxngg/wWWrriH8VG7BTe0upMhyCoYiH+Kzf2RV41K21yxl/xy7g5Esl5m72aI5TFlmH0r8EKf2V6Dv2YlqdPKfhd/jsUHDJPHCqQttT0RluHIJ9Uw4JYrJRcS5gn5DMweUenbES9jepWFwZhbVk4Iim4Gg04h7EJYuF3jEIOFUVL4wKlG8P0zCn4ISGfvaCKH0KGJb04zaLoIo4yodJRXdx1jPEY4nDzXZnThKm5C0lcTCbmIhA57B6dcSRBVTsYKSFZDTAkoKsilAXdwCbanJEBxoJ1KeW3TsagQonP2kv0NkVJU/jc0gaqfC6YVWTteaMA58gOVF6xjV9dOjdNEWbpvxmqIqInbnSrf0tWmSk+gMrOYUnuOik68Pw1pLOQ77GWi005mlCtL7KdKbGUvl70TyqMNYyiWiA9PnoKKo1AgmOCFKhanQSwq3NgT5UOa3WDpfJ1b3b4RH5j5vPvhVr42sMpOyscCT/fAkZaxzlXG6I0h0uGtK30kqlSI10M75goCzthJ9xImmOMhI24OoqjLukFyKxWblG9KdWPtfGzfR8lB9GlezZ3jidbtOpSxiwaumSSdl0nvholI7Gxui3NmbITaPSORk9EbgjogJk2Y5763JYg51ERzoYBVwZk0FbUoJT/bnDL6j+EO3QtOSFKrPiKAK2GplegpT/Kp1Yg9oC0Jb0M5XMxAeqwTh/SSkEZ4dkdBSw7qyKE2Df+JfK3R8m/dwTtROdHBhFN2qArbDUf5lZQHf6vcxea2WVYEHu+EhIcqVNbBeMqEOG/iRL7e6pWRhOoPRPLHcHCPuh5ciJezxvr2UomatSlXcikedXs6WCKaxlunYFxMpAWxCiuOdEn8KhHgYvU5FTL49kWJBEBDzlE86NFnMmSCd4eJj75kNGdzWZroiLSx3nMYbR/7+SnEV/cyBMUnVUWYW6FtgEHKDG84pSpCJR/hBd46h7kynjUzr9EFqL9EzVBHiZx0TAdN8eDYY4frxChRH0oxOTCwoqwpwvrAfXbGJqDfIYUVlSdUF+Mb1tGKeJLfWF/JNb45++BejWT630oj3QBZHqZ5ARYRv9WYJpQU22i28RzYQbYkRBT63xM13RmYXoXp2UGDLsk3ka6aLDvRSedZy+kcHqKuuItL7/67p/v/unb3N0OrzOyUGUwbpuOJnEZk9iVwH3Ch+dmwq4kxfF9aVKUJ7yhEjBpqeuZgG07k8s/VnjCSHKdm5fso1MlGBzG4XVSWnkg52Iz7zBzauXMfLpXV0pPKXt3zf9hC20MMAx+JFUiq3Ecp6J20xw5xq6vtZgrPyAnp1TexVGtgRcfHmoIh/frp3uc8UVJocAnVWddqGPxvMeokl9QWEivQc1Cn0AbeZzDRHI/z7UAGaQwH0hWn0tWmixd30BnwUZ0pxSJXk23/N9hgmSweenrfoPzixihqtdpxlTUj6SuKRIqIBI/5JtI7HR6R1dhVjXYjhUCdap4PBwcEcN/643StJElqtDq1Gg0ajxWWoInTAiirPfN/mchnV3I7WYERjK6RfqaQv+c7nFD9ZqDLpucJhp9CTIdaVJEOYDBJmVlDHCswXvUobMzslZtFKts6PsbuAjoKdUzIYFlP+8pi7us3cymbqat5CEKYOaEWO8/GqVfxn+8zZkkjxMMJAUf7vE9VhkBIsporweKwuhP8ufZ1lvfccK6V0jbvSdkuKZEoilVn8Up7PsL+yRqE63UvEVMZdHTpAYLcXdnsdFBvXcXllEq2/m3hsIpOlqir+4T5E0xhq727kTBqzu4QHCi+lP6nlm9XtuHqfAuB3zs+xwhpmeeAZxMjQsWs8L69jdBK73lWVGgL7p65vweEU2jEd/7bMxAtKhGcGZzdW8iGeFbi3Q4tGbOKKapXKzACBkQHcDPBpt524rZo/D+jwJXPsaL/ug8+tToMq8EJG5vmOmZqwJYhlQBXxDJYBV+AoCrMvdIBXxzSsNsvcUHAEn2YJDBkWHMCQ9Cppk3fG+1VUgUd64RHirCpM4vGd+BqiiYzgLKlkT8/bvx5tLYaU4KOw2o2/LzlFpFTUCPzRGyCUVdisF9Bl4xzfb+eNZ8lGgzTViWSib1/5Sj6K97s7tZSaSpm8+LT3O6D/w6ys9zDU/c6nY82HlGbm5yhktJSYWLBTEkiBRlAYG+7lfXWF/L5LIpVHtNbVqOc1Y4hHO+buoetPpLCUFhIdjqMGjZxZluDZBTT2V1rGAyzJFE3uzXT59zAg7sBhWksqnluDEp0RPrXUzR3DHgai8GdzlEvX6HgpE+LZdhWHRsOXi10o7WGiykRAS20Nc3793Axhz0bcnNe4lFD7kWnvqb0dYLCRdPRDb+38b2wyhJMtD33y8a5TskhojsuUGF0KBbUB1iV+N23qDDirGE5M1Aa8JbRQW9pM1eH9ONcaCOwpREBAjOs478hHCNX0Innzp2PjIyLqSB1NSyrw9LVyzoHdnLphK885Sxk8roE4Lpg5Pv4pJnNGhBTqYWNlkFeHHbPe5//21vDV9IfnFZG06WCZE6pMMm6tiEOQMMggplSUiAZiKsMumd2e2Te3xjIb5lore80qrwsCkipzlpxgZdQPqOjGRjD6TERrWhnye2jQN1KgVGDJLiVxUJzCPCJpsjiLc1mRVCyEam7EXbMBEBBEO/FoERG/Cf9Y7v5EnTKrpohGD85akbSgodhRjUYjUlokkMokUFUVcZxMQKvRYdI6EAIOgi1zT7PooIhbCpIurWRYW8rzXfDOYWl6e/HlkmKU1jDqUCQvQ5qlUMdzyt5ZrxFRQ/zE+G+wVEBSp85Ngz6/5x3PCrwWraQw+GEczjunvV+cPYxdayCUye+B7zNsYw1X5n0vNqJyRrnKM3kybAuFNylQlO6b0tvllH2AyvKVL9ARfYtGy6mEx1ZxoHOyFoWKSZO7z7mhcn2NSA1O/qfHz1BCxBn2ofq9fKF5GT9qnViPRhPwi3YDGnEJl1cpVGUHjzXa2vQ6pI6DxBPxXFN73XqWmqxIQThfnWjkvMR8kCciK/hz9H1cUhlhdfg5ZI2JQ2o1R0u3bqyz0ZwR8GemR80VWcV3IMPpRXZOrU9zSI7x3LCwgGb4HLKKwB+6BaCS00ur2GD0EhjqhvB+PlNdQ0jR8WrQzm4PPJ9W6IkyY8ah2gpbyh/CU7uG9iO1JGM5QyY4ZgNOxWDZSF+6Hd+OndgqQxiXFaMXqwm3GGfM6k6GiopudYzv/3/tnXV4HdeZ8H9nLrPwisECW2aIKczMTVNKU9x2t9uv2+12v37L7XK3y912C9tN0xSTJmmShpntOImZZTHjZb4z5/vjygILLMl2nDbn9zx6JA3PnJlz3ve81Dyf4nCCvadBIVmeD+HgKIGSRQpBC+SZbsGbNjNXVwxTWxgnP12AMeoi2JvCXuNmaGQQELg9XvREBJg6KRBL6yTSWZY4s8R75heLtmAEGDM8WkMKemISp0lwWw082GWMjZuCfS0zT178JhDX5InZ/seRSQtFjgwLHatawvAP+518qG4DJdEWKlxLeWwwSOXyYnxHYiAl+WtN/DQcYu8MxRNnI5BnwtIHgZ4ky0szPDOP/GCakLyv1qAs0UY0KFiedxlD+zMsa7qQA8HnKKodQqSrMUWyCIvGG6mJ8eD1Acl2kRyfaNWEwDqQJHGi7C/h3BHBm2YTKbIkZumTtw/AJY1rkc2Hpj3RUNtRKi6+lp6BLuqqq4h0LkJ8l+9+d3CllCySyZYSh99gTe3znNP57Rk/zaylgXJnnN74xIzgIa2NK4vyae7bhWfDeqK7CnOpBnt8FPasmfPcAkHwsA2LWM2ylUkGjhzghvgO2HQer5td7BsrwPjHwRv4ni+IK/TwxL5jwbtCGtxpPMg2/yfZNjh7h9ITy51xMoV2SVO+oMaRocE2yhJtiLjmIzhSTSZsIdEmMNIaaZhaKV2TrFiXZufQ9A/DbTPTtLSAXr+VfWaJVRpcmY2yYrSfTEc7yUScDJABEvE4mtZPja0Rj3Upwde1KdlxhEmnoGQYmT1KoK8ZqTdhtp9LOJjHcO/Ue7H6JPkr02TdMIROodCJvzG1KJizwEZ8TNrJpmBgtyQ3Q3d8lq6AE+1mOrCQyaO82jQjLYdJNK7lkXlUOj+zSM4rFRgy10meaUaFgW+OcUfWjXIsMnsl9ikIic5UYcRind0c+HIfrPVUs8a7Ds20e8o6PRvmd2vO5RvH9sy47w79JTa7biMdm24OiQczrGw08/Rp8GnviUl+xE182fYKIpWTiD1GiEq3RnjwHPwFvewNPgvWZ6nbUEql+QKaW1bQN+Lkd2tG0IWZt2M+XuubbbZR8qeNJmzNHmLBBDcszePRgSCbGpcT6zqIVWPGQmBZQ/Bgu4kbqyv4o5IX2WvezODeg4RDQQqqahnMLyURHKA8OEAZghAeSm0+RCqEr/t5PszzRMov5IXkWh4N3UqNV7Jr7KNZ6XFQsjPD6ElknfBgCgah0eFhY5WJmDfNUT3Os31ivHbD/BC80gevUMSyvGKuKg4hSRLqOppz7aoup5kyWsOz15X5nco+lrfdRWH1zRzKfGra+mTUSjK6krx1pWRjrcjWfejOVlwNVQh7BamOfFKzpB8GyD8nyX/3mEi/g5Od5xamsY04+dkZDGw/kWDqeBE8DxWuLFeWD1JekubtSQqn2eklPNSLJuQ0y7vuLabYppM+HWbKGRACQnMokZ/2F+PeH+OrjSbaHBHu75YLfBfPPkucNi73eahMClItMWZT7zIxDZ9XZ3GipOAXrRqfaKzhQ95u9iUr+F73EFfW+diUl+afu6ML8sgA2JZMcBE5V8eSrIucBDKLVVNI3lcjWGMSpNudpMpsZK1uIt25wWjwcIbqFStoH92HXmHisZCD0Uh22uEmv3+jmSyvF8H6ENPiDROBFF9utCMtgq/1RpntM/71SD63r97IyL63pq2zRoMAJPO7obP2ZI/jNxKllCySN97cDjiw+iS19QfZ2DY9YBZAx0JWc1FocdDLhFLSn+1nqTtOJuphbypL7PIySo6sJtI1VcCeEykI7ndgE2tY2pSGwUFE62FuqF3Cm+V1PGt289nwx7jCeRkfsDyPJ/I0AytXUfL2Swgk+d3P8j9lcZ5bcS0vx2t4e8RCd8zArAkKbbDEA1WONOXWKKValCptkFKjj/x0P654N6aBDoSeUzs6/Ffy3NDvkZhB4RjHEJRbzVQXOcjPs2P1WMg4TQSsGh0WnZ1Irk4HuH2wj0RnO+lUalbBvriwhMguP2LsaZktWfL8w0i9ldGew8hsA5plGcJ6HiNjgV9CgNlt4K7MonskI5rBgbjB64MawV4AwR8utUzxUjZZNP5aD3JenYcLrE7sfUkSoZnTd54KdmsLoraOeGE18ZNJYmcQk5D8aX0YR9ZFOlvE9il2pzPDA8MBPmOxoWemdtM2lxl3HbyQ1HDnu4lm5h/0PhnNPHeFmrva3PyR6UpqKvchxFRBpto4glOzEDemp08whIG5OkX60MzdqD/jABZ3zZPxmU18/5iba5s+xMrW7wPgzI5S5YZtLX7Kgh+m0R/A4TvI3tBzDHE/a2s/St/IKnYlCqkdfZNGYFN9HT/rLWRwmo4miKEhx2b2NwxKXjab+GGbk2sqz+HuQ7ML4mVOeJ/7ICVdOwkMugkPDlDauJqh/GISkfCkM0h+0VmM2/JJbq4ZomHwCURiFE/vK9zEK1xVsoF/0++gbzAneV7n9gLhGRMJzEQ6oTN0NNd2tVY3f7EmQ7z4KAeHy3m2x0rfAsI3jgQlR4Jeiu1ebqnyYh5pITDYSxG9/EFpPsPOWh7sME9xzcuzwdXGiwAczF5Ldg7Nod/kJ+CUaJ44lV4nzpE+kqED2KsbMFeXYAqXE2o1TRkH8poy/Dp6fJLoncOXHiJVVEt6kSllT5WemOTuY1ZyVcPjHH8PsxYXuq6zxCNoOcFylfH40YwsdreZZPT0W0s0qyQwi0WuyGrG254gnTYYOmDgNTn4vw1WeqsiPNRv0B55d7vkXlTg4bKYhVhvAnpjJ63tJbMCjynLcVHSbdY4N8/DkrwED/ek53QPX1ckOb+qh5f1RzELM5uGNvHBulXc2xrimRnqs86HN0YjXO3zkQilsURdrC7IsO/EoFHAYYK/qDETO2whPFbDwyEaCDjewFQzCAcLcht2leHI7yIzsJ+1xet4offk38GzwyHWLfMjDk+XXsLNuX7h08uL+Z++GTJrkEvPfm3jUuS+t8Z7AAn4t15C0FNKvjtG70AnS6oqiXb99onwv3139A7hjFcAo1T5U1zS+pezWi8fXXkN3xcBOkNTg5cG9UG+793MF7JvMdyS5U1HkFeaXmD56pXUxBrx9pcTbbXOy6yPFAQP2QA/ddWFZFP9NG57nnOK/XQuWcYDspxnxcfwa7fzudK3+GRRP/bhwwC4+17nZl7nJns+6bxqEiW5wGqLnsAe70Mb6EbMo0ZExdDLOEo+SWJoIqDYWWJgLcwgPRpRl8aIXbDb4eVozYQriFfqXJMKcGtPL7HOdjKZzHgJJIvFQoPfSY1piNdG84hEJyQLt6WQrDeB29dHMtJMdKQXmW1CmJeg2bcwOphTRDSbxFefRnoloyaDwwmD1wcFI/3Hn+tUJSpkGExOfmrPt0E6xuujEV4fU5Hev6yA1WFBdCGSzhx4ylIMH91BYskKnh0+u4GQuhRowUaCxyJYbFksTrGgitI5JFdVwvO9zCsry0gmi6W2AL15ohMvqrez1xfg3vZcZpcLKreyJ/jsAi5BsNK0niJHFZ2Bqjk3jWUEr4SqKMr7KG7Pj6asy2ZG+UztFv6zdeZMDp15ByliZsumCFhYmpcLgl4MPrOJTxUX4miL80ixzr8HL+Q7ha9gGTmENTFEqV0HNPpGnPSNOPE4i1nVuITD2bsRllydlRd7Je+r3cDOETPtLbO34/dbs/zVCjuBPbmA4lub8vlR/zAPts/WfpIP12W42baL+r5n+FnveYSGB6haeR7DA5uxjAoal6cYMVoZDUxIGNGM4KcdfhymO7mleoSl/Q8h0lEsyREG3VVAFhNg706w2MnlbNrAU7QNt+dHFLudnFt+BcHkMg6P+nm00zZvF6+hZM5NzW5ayW21WQqi7YSDAazBAJ/0OckW1vNAp53RFHy4Kkpxz7MkSjfR0V7FCTbiSU9N8utRg/aAizLvhZzry+BN78dUuYVMPIF/7wsU1NRQsLUOYj5Chx3YCw32OrJsn1679oxSbIfgUB/b7RXv7IlnZeJdDBs2BLlsSScqJWlnAbZMBpvLdEaUEmExGA7OvO6TBQWkByf6MUOXDB1JYRFWPtdg52vxAIkznL3sVAhldWID839mqRCUCRd/5i/EFsoSG0ogh9O4q+CGyjT/2zzdfarABp+oNmGzjPKt5LfGl2+o28A54ihL1pXwXwfyF5zEAgAB2VIbhNKEurNsXpFm3+j0a0jokA0WkIlPTBolhjVqV62jefhNVjRdxtDhLIlIhiXVGzg48hKN0X305K2ZV3/+zYEh/ry0gGj/zDJCZciYs9TUq2EfVy5dQfDoQewFRdjXnctuWc6DxzQuLs9jCX1kCnugq2YeD+U3C6WULBIxFjvQ2+fOFTCcxcBZG+qgyzJzcNNPEo/iz7+NO8sfIrRrOX2bbDwhcpm3C8oK+Kj+ZdLHFiakRjpN0FlBZUEZVnOAxK7tfN5sRixp5KX8Mv46eiF/vfJCztcH+ERiN5tH3sQb68UaH8I6tBfbfKcmT8AsU/icESJuO66qDPESeKrAzZvmfGInVJAvlFmuSYaoGuwh0tWRK/40ts7psLOsyExT9iB1A09gGctQU+S/gZfEWux6BhmPEN/zOCazFSmXY7JuxTB5GRnQkEjcFQaW4jARfYjBkT5SNj//cey4YDq3T2UgY+C3Ghjp3HbSZZ4qXwi4f2CU+yVc05DH1oyFeE9uEJLz8t2fwOo0o5XZsWbewFy/jFhBLYebF3SIReF3wKZiyWOdM1/vLi1DE7k0iBdXeXn2JMF5x/Fa4fYqg4asB1PSRLYsxPMzZJGdideMFOcACChabea+eJC3J8XVREdWgWkWpURCnamJNXIzFYl6nIECkn2QSRnQ5OHR/sGZ95s0KrzYC+s8Dax0NaJpUxuhUbRhEyZScro08Yp4glvFmhln9APdKc5duzil5KOlhdR2Z0gdipABbnR6+cfeBI+vuIObR/4CAI8pp5QcJxK3sm1PA1dvupNSw8TrYy5XD7abOJnJIanDw4kYN1flEepL8XRg9ja/uFTy4cJjbO37Ef2mZdx7qIpUYoTqNVcy0LlqPCYreMCOJpZjq9pBKj1VE0joGj/vLMbv+DQfqjyILiwMpaxAlpv9BSSPLj5zmTvfjOH+MQIQIo7N9gglNvB7ylmd+Hta7RHubme8rsrJSOrw0xYzmqjnhmpJvdFDYKgf4vu43W7HqG7kFss2RDZBs+1qoqOzW1IjDS7ah3MKY184xYNhsJlXYe3RiKRs+Py3c5k7Q/Xe5ygoKcK8opC4MLN9uGzRz2OxXFKmk2eUc6jjHT/1SelIWKkFSm0ZTszAlbB5sacTmB1nxrojTVlGUtMlylqHDVNLbJrDptmqYapxEYF3tUICsCcU5yaPl+Q8CyAZaY34DisQmZKKP9KlUeKPkqspNjHf/6ElGuvTXkbfzoClnMqNtXQb7QDcl7iPvyz+MA32r/M3mz7Nz5qX8fbMxoQ5eSwzxEfWuBnZn6VS2ICZE2FsN2dYdcKywH47VeuWcGTwFWqLLyERydKfPISvoIgn43UcDc5PPkpLyX22KB9Y4SV6cKq13GQWfN+IzBmGs31Acu2SBorcPiIFFdw9UEzX2GFe6hVsqKmgu7+D2spKYt1n29379KKUklMkEc3SVf0xakbvmnH92u693L7+eu4LzjzTek/mJW7wLeNDy7vIvllLemsDe4xjnGe+fMEKyWSSoxrJ0UIq17k4akpTNNDHpgN7uNJfwlBVHb92FfIZ99Xgvnp8H5PUKSdJhYxTJuP4jRh+I0ahHiNfj9BirsefjOPNRLGQwUBDx4ShaaQsDroMC4ev0HjJWszQJEWk1siwOR2lKjKKeXiQ8NAgUspxRSTP66YpP0tT4m2qB59F6zJIax66XVvoylbQNZQh1BvHUREBl5Okp4CUx0++XMlIlxmTReJr1JHuECPxLtpDQZiULlVm51+5ZCBlZm0+xMdiKZKzRfgJeHI4yJNAeZGZJq+Vi0J2YidLZwa4q7K8Yrfx/FCEWy19NHW2EKhs5P5uz0n3PR2sLYQbnIeIly+f0Rz9+GCAdWMD0zqzjfnaJzbnO/Dv0xhNG2gmycr1aZ6fNURyKs8Ph7hiVT4xe5R/7UlMczHaf6wY/yovkcz0KOPPpb+K3Jkzt+dieSZcZ1yp2QeRTzWkuevYxPXd0+Hji+abqCj/1ykZ17LpQT5Rs5nvte+fdowB2Yu73Ex0hqBaQ5csES44qRPEdLJAKjrpvW2LUugz8/X2Oqx1X+XJWD0Pt8w8GD315lIWkyThjUHJ5oYQ+c4i+gamK3JL8+BTFX1cGPwVnq4OnktcTOvRnMRaveZGBrsap2WqE1JQVdgEcQfZiAmjpJ/Ovpbx9YMJjW92r6Ixz+Aq+SJF9eexJmBaxBOboGx1C0Kb7j4lQrcyuD9LntXFV5drPJ2J8nzv/CdhDCl4pEMAlVxUVsU5jkECvR3QtY/HrT6M6js5OrKF2SaoALabpvdFqaxBKpu73lAyy6+6BCb7lVzksnCxuQvLQDsf8CXIluTxWqSAHe9AnBfAy/0mihyLLPhwhmkOCWoBrzY9LXDE5MYfHyTtHiS/ophAzwKzH5wEadZnzCB5h8dHum+6y46pxsXfDQ2eZDrsXYIAUWLnVKuyugrshKjEY4kTycBGP1zpT2LZU8LwWHY9IyX5wOgX+Le8L4+f+yehbXzedj557m/zmdVXs673Mv73sJ2F9Gd7RiR98Qif3aARC/bwhxUZ/qOnetoxnhgIsrWicEpqboHAyCzD5hgi4NgHXhiN9WMpWM2RBfQVAAdCKb4RHeGPC7zjMakAelZyUZ6Hn/ePzLG3oFnzIwr8/Lhlupi+K1NOLT3oRb3QPbcnwG8aSik5DRzJXEUNMyslAF889CrP1daS1DNcYbqZxzP3kRnzUR/Wh3nGdREf6XySD6+0Y2wvo/rCyyl/6dzTcm3SZPCLNjNZo5p1RdVcYIviObib96dS+Cqr0J0uklY7UauNoNnGsMnCkPAyqOWRFIKUGVIIEgh0oY2nvZ0NTUrOMZLcmAhTHBohO9hPLJwTJCcLGqWFPprcUZrCr1ASeINM1EOPayOvOj5C13CWUDCGubyOAVcVO/MK2GWy8aEynZJkJ8LhQ2RTtA3vQM/XqampoXtwEAfFxL1V9FoaOBYWbHT7WNqfxOqeXVHYXAKVDp1DIROHApKuKJjdOgzkhpBRcfKOqDeZpTeZ5XUtwfXL8igzWfBlJQ4RwUjqmGwGuA2SFo1RqXMkZfBCZxqvRdLU8SKidikJXyOD84zlPlWanFEu7/pPlhVfyIqlt/LdZueUIGYdOFxuRmDh1WBw3sd9fiDBVquXbNrA0CUlumPsaPMYUAT8WfcstUuArGGizrWFPcFn8OBjg3Ye9ZlV5IfKSLSakbNYAmR4ZgHRrEno3c8l5efw4lio12gS9sSqKEp+ALvjvinbrzH3oMGMwYnR0n7omaHiOeAMW3Gao/PMgDXBL/pG+FptMbH23PRYNm3w/qJ8vtc3xOcOLjvJ3oufIf5+m85S39TpyXyb5DNLQlyaeYmmlnsZdK3jp61riEdyCknV6lsY7Jq9oFdol2/in94Kqv1laBWDdPQ3j1dvbg7mvrf80DZGHYVUNq1l9JiOnl2YIGC2aJiK/2fGdUOHzgF0smmDkT0Gl/p9bGpM8D9dqQUG1Ape7oOX8bOywM/lhSFifa3c21mESXuFhlXnkOp2EwtOtZgkK+zsGZj9HZ+Mbkhe6E7zgvRzW6GZxubXcFdUcZ51mPNrXDTLMh7tnD3W53QwkOCkKePPFj0xA4vHglWfIS2wtLM2FeRHRgMXlw3i9yfwZYqQAddpUVCS5ul9ymqvk8yxmSMg3xirWfbuSsYqqXAJ0jrTgvC7LXJR1bHcJQ4CBWZejsfYGQxCS84F8I6mIG3ml/l+4m2+YPu3KRlg4ofMXHD+lbxqPANAW6ad3bG1nOP2YTE/xblVB6hx38l3DpYtKC5sMAF39xtcke1BxARQPX0jAfcQ48MuC6lYFleJgxdcWV7qGWFlwXJMQhDLwIaycuKpxamUMd3glULJJr8H+0CaeCCFaPLyq8HZrPcT/KRl9srtL/bCl2rK6epvo7ay/LfKWqKUktNAW7uDdEkR1uzM0VneZIivGOdy7Mh5mAY93HixiQfT94yv/4W+ixsrLsDT8yp3Ll/Hz1/WsZcEGO2bWdBZCH0jBWSN3ECYq2rsxqqt5JYaA1+yDz0QIB0JYyWXXHGuxIVCCEwmEyazGbPFgsliRbNYEBYLDp+PcHc38UgYY6xy6eTYkMpCF+W2OHkyQEPgJeyhEfozazmaaeD52BICwSiW8noGXZXszCtgp2aHlJgo7CzgF61mJlcz1UQZFS6BtU/QEi6GE4IxP+iwkxpN01yaP+lqpmIyzKxMRSjOdnKhV8eVX0ha2MhbUUxq2Mqh7PyD2pOG5IFJQocmJLUeQSoGPYMwUS1GAyS/7zmK017MkM3DPXN0QKeTChes01qx6hHq+h/n87Y3Wbfi9/jZaBMv9E08v18OzBAdeBIMQK9wYGrJYq9ycyRrQROhGdNnLobq4Qu5ouMWYkPZcW+knKI79QSOPCuG306LluXFQJiZEmA1+ARGwqDAZjDZBerBdkG9dRlLq8vQtL7x5ZlUDx+v2sIPO/dNkwP32rexhhtnvOZQV4Yrlwke7jh5nv0pCPhZJsptVm08aLpHP7XZywsLPFyRl+Ge4eQ0P/zjpHTBvtHc8zRrkjvrUlxveZu1HXdhMRK0ey7mkT0WMqkwCEHVqtsY6p5hwJ+DxKAGg6VUFfkxVQ/R0d883mcAhBMjHEw8j6vCR61vDSNHQE/N79lVrI6CabopQSQvZ+SEQpe5zF0a/68pj8OuIL/omL9L13EOjMKBUR8ljvXcUpVEG27hyPB2hF2jftV6GC4g1J/rxHbnsXCjmRA8MFqIyXkDHxaDVDS/hqthGUuMMF+q8fFIoIKW8Ls7ePrMIHB682ZMC9wXBxEepsUCLeFckHyNJ8OlZUOU+BPkZwoxgm4C3YuLWopqKU4UnS5wuUDOnNRi6yCkir28PLLI6pWniU1++GLxLkrkIN5sgCdSG/hm/9Lx9UtdDi73eigN6fNKz5FXZsNUpDNiS/Nwn8bR2Cgc7zLHPtcPVYV5hh/Tk+wBAQeWvUDt8IUAuIrMdDS+zev6c1O6xnuDj9Ngvp08xw8Qopvy/H/kTzd+nMfa1vFU1/yF7+4oWBpXE9XN0Dpz/9ESS/JmuY06i4d/6x1EH5M3DozC8XGlJXxqAv/zIyGeB9Z5nZQV2XjiJEUU58vebAVV9JIt6oEF9sHvZpRSchrwllrpzbuU2qFfTlsngWdqv0H7q42YxsbdopfXs/rKPeyL5FKNtmXa2OG9lst7XsU+vJs7l4Z5pBuKKzYx3LcKaSz+o2h2C05MoJQ2BBoGkdGhKcLAyZBSks1myWazpJLJ8Ru0WZ0UmJ0YFjNVZR7yTCl8hMjLDlEcPUR++ADRSCM9qZX0JPJ4eGAt8XgSc2kdQ65yduYV8bZmm6aEnAxDijE/y+kCX4XdimyN4lri5t7e2R1T3xjKclmqHG/Cj6fIit0GcUs/w9ZesgUxjiYb5v18Zrq+2WoafMQfRGs/TFdJLdsS1ejvgFxR5YbPV3VzUcc3x5c5U0Nc2fK3rMnfyKsrb+e73VU0zy+EZEbuCo6SyDMIB+IQgNM5k7tr2Mpqm5mYnCo5mm0a1nIHvXbBtmiU/eEQDM59E7VuiU3aebzzxBkwwf39xfyO/YOUlv4HAFIKROh3KN51HhcsfZhXjaen7LFdf56NzltIx6drP+mkzpp0hOrSAZ5JNXB4fhPlAByNJYg0+HEczE0trjesPDr/3cdxmDT+T3Ex4kiYiISPb4L/SDFHwLfkfTVZbnYdZGPvj3Alc76QB7038NRbUQw9hRAaFStvZ6h78UHQiWENhkuoKCjGUjtC52Az2exE28ZSIaKOTgKlA1QVLiV21Es2OveMpav6FzPOSMc6bp11n+HDKcrtbr62VLDbFOHe9ulpZk/GQAK+NxYUf2tNluJEB8eG3wYJ5U31OLQlbO8PLuiYk9HR+MloKba8W/lYpof8tu24l6/hBscRdrsbeWkeWYF+29DsbsL9ndPSAo8mdPR4FCYZ6DoicHfEAliocGW4tHSQSn8KXzofGXQT6EnOK9ObyaIxJKenwP1O3xBLyx3c4vFi6YiRnhQ8kopm6HafLjuJpM4raPIZPNUtpqXpnou0DluCj2IZOcTuJb/HjwNLGU1JPl+bR3GfiVhPAnoiMyokmiYwDImv1IapRKfbEuO5UIKdXXNPtrwZ9nKR6yJ+nv05AE8a9/PF1efQ527jf7grl779hN0zZHg4epA7LOdjNr+GEOCy/4jbGg+yMv8mvn3AS2qOQsST+Z/mkxesfGroFAa8BbA7HGc3pyc5DsBzPZIvVZXS3d/OksoKor8l1hKllCyStBamuM5GUdFhVoV/gn9o54zbCcBOBDQJY5mINKmxdfftdDe18kFzEbfFUpQc/eH4PuZgK7fm9XLEbeL10WbMjmuIjM4cX1K6NojVmqBnbyl6SpDJNzNcZsPflgRD8vrAzB/cRucA78v+M1FXHSFnNVnNSUazkdHsZDQbEhNSCCSCNDb2hJZSIOuQWQ0jLcikJJm4TiqRRRoQ7oLLVnWyvOcfMDAx4llHj9bA9thGegYakBY7ur+WHmspbxX4OGK1LlgJmcwN1QZPdotZszt9JD8fvT/M43Ju/wMDMJc7SLdEiAyniQyD1VFMdKWd/+k/MwP9cmeaqqPPEF/ShKVoCXtOW3C7pNSpUe6U2My5R6oBJQ6DWmuE1aKF8zq/i8WY3jGWBN7itsBbrCm7hWfKruK7rXmEF5H5eCB1arP5c3EoAHJJBrqmLs+vtvDXwSFixy1l82i2EmsGa3EtyeD0dW1haI5XUpC6HluymP49FxPszwJZthRcy6sFU5USQxhYqlOkZymS6db8RC0xMosYj77XN8Sfl+QTG0jg0jPkWyGwgHb5eFkhtcMp4ofDY6q7IPK2nd/fFOfrzSd+P5JrKg1u9x1hU99P8Q7k0j1JCW95PsjLb+T83DSTifLlH2S4p3ThNzQDqbDAaC7ETxHOhhDdgaMkkxOz2KlUkmO9e7HkW6heupRkSwHp0PRG9tcJDOu26SfIltNzwM5cUmc6qTO8FxrcHv6+wWCfiPJYD4TSC+sDkjr8fMyie3VVHStN/fT2twAt3JFXwIBvBS91Z4mnFxfxnDI0/idQhbewnDuTHTjb3uL8NTasFdU8cxoKdf4mkdKc6LpOrWfq5E8srZNOTWjcFS7BUMIgPfau98SOu8ZYKHNmuKxsiKqSJL50HnLEQ6B3dguKw2MmrM/8nR+NJfhGLIHbpfGh2kIqh7PEhpLY6ty0Dp/cXWc+XF0FZUNvkrSsR5cLE98OByWxJWWEa1fxT4GLxqylAt0cJh2auVhz8VIrIzQT04NoBU08HErw5hSr79zv3PYByfm+4txANLbpf7r/9KTXuiu5m83xD9Pk2YkQuTHcZH6TFSVH+Bvnp/jR0ToOztOYX2iXSDlRWLXGaeXS8iw/btGnKXWfbkzRl7TweNdvQgSQ4BCVlNJPpqgbun87MnEppWSRdIZfo4oYtclj+IMzKyTH2dL9Xwyu/iYDuyYCmU2DHh6prCOv99cz7iOySZqCj1DVuJnHmgNYS1cRj60nEZnQ/B1+g2WWF2jq/gUvbPgaR7Y1cajSwlNdw9hcGo0FLhKD0wc/qyapybahAd5YK95Y65zXP5h3Dl2mKxg6OLPAabLo5BVF6EgKDukfo79/BEt+CYn8KlptfrYVexhIm6eWbDjF8bPME+QjG3t5+dDqabnfC61mLK0xLPUedoycfDDosUnyJ/2fTug0RvNo9IVOyWowGasmObcU1rgi5B96HdPSlbSF4+SnQuR8oqc+kLpiF1c3FfGdV+af+uavlvWzWh7Fkw1gNpKARCDxJboo6NuHNg+v5sa+h6jVnmJD/Wd4PL2e+9ptnKEaZIuiTYuSJxxT5Mv4sGRTmRiPDZkPXi3FtqCX4wdymuWUuI97WiyUZDdjOlRJJjUxex8/qlF3XhOtxuEpx+vKP0zBpFwuTp8FVyUMOuM8Ec3yYnvJwm50jIyUPOtOcV6NwV2DgQUpJL9bVoz3UHT63Jwh0Pc6+IM1Cf7tCIDg4jKDDxW0sGXwXgpaDo5vKiW8aP8oO9/MvYcms5nSZR9iuOfUKlRbfQbO6jQJp6A9k6XRbCK6w05oVx4+60aqlsfpj03V1jOZDC29BzC5TdTUNxLdXYycpFQV1O+a8Vz68KfnHZuSjGZJ7oZam5s/adAJeVLsi+m80CcWGBckeKoLnqKM9UXlXJQXINLbQknsVT5gdxKuWsMrAyaGooureRTWTXw7sIQ/3FiASIyw/tADrKlcwSOZBpoTJ69i/dtAQLdiI1dP60SLdNrixCoM0lLjAyWDxEf7sRdVcSjpm5KqvC+ey6wGbkqdWT5epsMc/YjVqTGSnltgjWYNftA3BBKubcyjK7mQMrpz81SX4JLyTbw495A9IyldsE3bxFPxlWyblAjmrlaDrzUZBHZP3b6wxs6A4zCtopjHOotJjxwfPxb2HQzrRWx1b2V7YvuCrvee8EP8mfWDeOx3TxxNhCny/gdfWHML23rP556j1lmv54oKyfmuJNa0hXaLzv8ctYGAT9jzyBwM81crkzwcgJ1jXvefaMigd+1lWUkFj1O2wPs8OzzZBX9Y4ae7v2OsbslvvrVEKSWLpNp5AZng2zx3qJe2NV/hwv7vYNVn7nxs2SDLTM8TzL+RVGCiQ7PpJ/flcA3u4PZ8M0PFGZ7Yv5+8onqszloScT/Fdb2sbL8HAWzt/y7Dm/+O51ty0wGprMH+wZmv55JySV3g5Xnfa597FcaQDcYqB1jtGbyFATTRTzzUTjQ4RCRTTadRyWHX+WwrdpEwtNnCOIBc+tiULudthj2RkbiP103f5pJVMbT9m2mNTBznzsICMkMRHp9nsb2XQ1FuPmHZ0OE0H9qo8beheQZqn8DmEtjsjWIxUpBNER0dJDOSpjQiIb+AYbuP/XIlb3XObP5uHYphzevl9xst/HezY17XUGO0sanrewu+1hOxGAlW9v+KwUoXrjUW9Gw5O/u9vDW0wLiIM0BHyqDUNVEUzVdiQ5QZJBZohdgW9IzdD9zoz2erLcqPo5lx9ypDCp6J5XP70hSj+ybifaSE62J38C3HX0453ivak3zQvQ5PlUbAFWdHKs5zPYzPzp7Kc3t1JMarcyVqmYH/U+bHcWh2YSib0HA1O/i9xjjllhEuDz9IRcvUPiGLlSe0D3J0dzsAFrudotoPMdKby3SmWSSucp1Ix8mHEYnEU2VgKs4yapG8HTN4qU+QyEpA43cadPKEREiBkdYI7nFj19Zhs6UpyI9NqXWi6zqtvYepWZvF6C4lOVawtfmF9VSt+U+c1XdhWHOusSKzhu7ddcyVEWsmMimD0QM5O/c6r8F51RmSLujIZnlpUKNjAXLmrmHJruE8/nF5KRuN3TzSWww927lOmEjXrWFHyE3LyGLiGwT/cczHtVU+Vq5149XjvO/Q42hFlTxnXsmOyEmykpxlTrRgLJTepJklQKl9onjfcQx3Pn6rwVBWEBnszrkcdzdTDvyOz4EoquM7zc4p+/THgZgDJiW3dW1MYk1qiLCXQFcSk10ykMjFBJ4UAU8MBRd1b3OxkMmXE7knvHaKQgK5Puqn4Th3rHOS7bZiLzXodUT48UiCAx2Lm0yZzOM9Vj5qX812FqaUJGSCJ6Kd3GbZgMk0deLXan2Ii6p3U+/5CN8/XDqtqGiBHS5yZIjsKCAOlG4J8qdlxdiDBtHWCCDIvOngtuVZbCUZQhmBqW8frvwCfjLw7sw4NzOCFnMVhQySKej+rahbIuSCC6OdPTZu3Cjfeuuts30ZADz233tp3ztMfskokaHH8C9t4DyepyQ48/VJ4CcV/0Q7frKGgYGGy5Siln7WaK0sCz6PKdw95zmlyUayYCUDRhkdspzOniTZRJzCAid5DgOz1cwO8zoOx+0MZayEDDOYzZg0DU1INCEAyUdKB/hw65dJWgpJmvJJmvIwhAmBgYaBkFkywkVMeIjjoo8yojEX6dgokdE+NKsVUVLLgKOcPel83g7bmJYLdA40IfnH5X04RZJ/6qijexFFr+t9gooVv2BXcBfXF9zKW/u3cGxMCbquOI8Gs5Vv9s3fZP5VUx7xkalO9p4iG3sqgzzQvvDrAyhxwNXlGTzhVmKRMEtdFqKjIe62X0hv4uTm4RIH3GLdh9OXT8aWh4Hgv5tnNrMD3NP4Mhd1fXdxF3sCh0rX8AF7MCdLS9ho30iTtp54rILne+zjOdPfabaWwGVeBzqSUSPNrrDBW4vIZQ9gAr5Umqu8K5FYt8b5h8NT2+X3GxNU9pbnfM7HsDhM3L3uz4kQwiqsXOW4mnyjgd7RIp7u0RacaWsqkhuq4Ryzj3/vjBHOLtBMJeGPyv2YxhQS0zIPtpE48eGZj+OuyHJO+WOs6rp7yvKUycfD8Rvoas0VfbW7PXjLPkh42Du+jWdTnKQGmTemCnczYS82OFIZ5762SX4ck1hfJLg1bcnVWZp2S5K8xiwjpiMEgtN9NipLa7GGygm35aqgCwEVK7N4qrbR8fqlxEOnr4CeMEk8S7LoBQbtepan+rR5ZQVa4oUHSn5IQdczSKuHrrJreGSwnOGEhpQg/UtpFWW83hVfdGKIjcVwoS+ANxsh03oIYXawy7eWx0e94/3zVRWCSlnIvQOjxPSzmw/qxyt3syxzkGOWZbyZqWdHJI83BuS8Cq4ClLvgKv1NXFUr+PYJ/eJnLbt507aMQwkHt9Vm8etDBAd6xrO9uauW863m6S7Rf+0uItqdk3A1s+BfPQkK7JIryrJUkkCLp9hpLuTpbjjbEzQLwSQkpU4xTXifjM0kOadYsGNw/m0wX77UOMovrd8jZCzc9eALeXdQ5/4hQkz/jqWERPJjPNO1jkfaJxTTP1qWxLY3j2widx/5a2Okh+3Eeqb3L3mrU/w4amA3QTAlpnleHMdrhTKn4Mg8a5WceSQ3VMFGh0Y43MJocIQaLiDeP7tsceMfrKV6xWJyq51+hBBvSyk3TluulJLFcVwpAbDYM7jdr2LIGJsqRlg2+NCM+3QWXcKnk1+keXhqnEORy8IlpRk+aHqJ9eFnMAfnb5tNmvIYdKwiIIqJG3biGTPxNMSSWeLxNIlYHGnIqf2nlGiaht3pwG63YrOZMWkCKSWGzAW0W8waThs4zTp99iVsT5bSlXVwIGYjqp+aifArTSHuHPgH3Ikudiz5A/4rsJlX5/iQZkbygXO38UTwEQCuyb+JvQfPX3SH8WclJWSOTI9KL1pt5p+GIgtMGTqVS8sMLs/sJ97bzbedVxPKzv/5fb4xSqzrEABOl5ufRppm9XN/ovERlnf9YvEXOomMZmbLkprx1NUAdZY6LuZmnu4qWVDA9ruNi0qhniJqo4wLIACuCp2XfSmenxQ07DDDlyoi6PtLMCZlI4hvbqXfc5iC5EYebHEzkjz1QXyJFz7mt2JqdxIZTuGo9/A3w4Pj365Vk3iszH4uCV8pK0EeDiM0weAyJ3f3DfOVZTribRfGLMqSpzrDxpJHWNH1EwCi1nIeHDqfod7clKorrwBHwe1EAxOCX97yDL9IZSiywUWjduIDM3+/ZofEXZMh45U8HdJ5fWC25yT5u3qN0NuzB6a6NvTR3jt7AFZxYQl5sobgYdt4/N6ZRJgkvqYMHc4M97Rqc7o5frVpgE90fBkhJxQBabYzWH4lTwTraA/nnp9wF9HrWc5L3SmSmcX1ZbUewXWlUQozo4j+TrLhEB1lm/hVsIC/rPIwultidZpJ1zh5MByiJTa1c6twQaFdsHfkzMkG9V7BI4XfxNU3EQOUzatjn+9yesw1HEiX8EbQxc45rbOSz3r34Soq499bi6es+ZS7lQ5TMc+FJlymi+1weXmWcjnC6/EStp+QBElD8idJD5mxhnQVO/haZqoS/KW6IdLhEX4SXrbgeKOzQaFdcktVGm96mHsGyinPi1GXHwMhc/NNhsa2Dv+0ulCnm2uqJMVFb/BQ8qEF7+sVXv5f8RW4bD+ZdRtDX03ryG3898F8NhYLLtNNBA9PuDE6Sw06eJWasgb01lJSoYn+SiJxbInyt0dMzPauXVkpaUo381B86VmbkDuOzSS5uRpWmTXSx6ykAhq+5SmOBd5gSfkyojtnt279Jiglyn1rkRwtNZGOOnC3JsgkLYwmLqGkuoOXju5g36qvcWn4fgrDuWJrUkJ34Z3sDN/KVX6N5hMyBw/HMtzfAs85r+B9nno+WfMGFb1PIOYRGWvXg1RHX52ehds+9lNwCjeZzv18Pe873N/rO+nm8+FjdSneF/4hnkQuWnlL2zcpLLuZnzTcwt2TCtlNptEHl7qLCOmS4UyW7cEIMd3Ala4c3+bJwCNcvcJAHDqfw4GFDxZHyExKNjzB6CGdT67X+NfmuWcV7aacD+vL/WJKgHijT+fSyE4S0Sg/dF9JKL0whc5ipLGaHdTKC8kzxXml6r8YsNXSpZVzSK/iWMLF0bCZ9ojENw93wNnICBOHy1ews6CCXWbYleglkwoCYMPGjc5bCAdW8c3Ws9RlnEbPsQvcNjJvxaZlmUmPWKn2CyayL+RSxL6e8XBtk2T4QG6Z12/DShXPtJQtqlr7TNxcDedn8hh6KzV+/kRLhM+v8PPt3pzF7466LBUmyTeaLdNdXiT8WWkJmcNhLHYTu6rMPNGX62i+327iy+sTZDvtmBwmIu1Thc1Ip4U3jZuJ1RZS1/8kD3Y0ER7NKSTe4lJMjluJBiZcgewFBgcdWfb15cxolzekYcA+dhkSd6WBpThLyAqHU1le6tfIHW6uBhSMmiUzfR0SSf6aFIOx3P04nE4SBY14RIpkfwuZTE5xHhoZYIgBPHUeSt0NRA670U+DsjgbUhcED1gpdJj585VJtqfgsa7cvUymxAHXG89NUUggFzdY0vlrPgE8V/b7vNJnQ0aHKYu+wpdraxjBzcM9zgXVZwBoj0j+O+LCZ3Vya3UJ5fowy4Ld/Gn+MImWLUCGdDwLh8LcpgmcS/y8KlI8OxQCAR8oC/DDrvyTnudUuLE0iLNrx5Rl5mAr64OtrAeuQ6Ov8Hy6lm+gTVSzK1HMywPmnIvVOLm0wEYyAkxVSjI2Nz5jarzOUPJ4WvmZhTarSdC+PEy52U5e1kpCGtA+sf76akmgt52+4o2Eht/9Csm6ItiY3E22K8vOgo2MJAV/v/F5LOnJ5XA18oyv86OjJ89SdSo83Q1fcpUvqg8PyzDPx0a43rwCzXRwxm000z7qi4/yV+d8mtFBP4G3y6ecKtYv8Db66Og7hsXbQX3dOkZ25fo0gUC0uPhQXZJfnDAfnGeDj1WFCHcfxVxaRdfpyVewKJry4YKKMLqtFZ/uIfbqyvGJpuBhK/nLCugcOEapp5h05DchUH9mlFKySI4EhnkqEOX21UVU74sihCBjNGFboZHqbeYF6+VsLSwgyTp2jl7B0MHc7Etpysxyv4NDJ0xNLPc7uM1twt6ziuG8ABXy8bNxW9MwHIUMinxOR+mnS8oNPiofoXR06mDU0Pcwt1c4CNdez4Pt08WSi4rA93YMH7kSSANVNvZHEmQifsxmM9mxFLFPBR7lmiZIH7hgPPDRZdI4L9/DcouNA2KY53pnvo/nRkLUa1Zsbitmr2V8Bt3ISgr7fawvDLLrhJlDm0lyWYVghS1AuRimwWhFlF7BrztNgOTDVSnqjz1L0N/IN8U5ZE8SIHmcSjdsLTYoN0UI97SzzHkZwy1Jki4LHveLeAU0ApcBaZOb4bw1DBU04gzN38IWtbnZW76Snb4idpFib7SDpB6C6IR53YyZGxw3YU+u5IH9rjlSyJ5+NCSb8r2ss9spTQuMwSRmTy62Q6YN9LTBgVITDw4uvJ7KP7ek+d0VxXiOxcZrgADYCmzc3TZ9GuzFXljXMEB5YzW6K8NT6RAvHj09s8hOs+TzS8x42z0MDU1/wK7DEa6q87E/HqReQnS3lz9YF+dfxgLUIZfY5s/8flJHwjjyrPzal2XXJF/2YAruGxFU+JPsG7LyCYed9AkFOaLdZpq1DexoOUoymnumBeW16OIGEpFJgdOaJNOY4KdHxNj5BS0Y1K9IkXULeqTO8wHY2XZci5x4531WOefs8sGYZGOeJBWc2MbsMbCuiPOjARPXe2zYqlbx0w4H4VEAK0X2ddxSlcI62ko8lmu7SDRCJLoLq99KVWEjqbaCKcc8NQwKl4QYaZsQ2rMJjfBbTjaVG6xbFuVXQ1YOjk68Hx+rHqW4++mZDjZOrXWUVygb/1/qGZK9B7jBasXWWM9jA27aFljmIpQW3H3MikmUcXNNKU1aCmdUIzEpHkYaEGuJsB64sKyQYHkKuxgieIa/9SssuxFydtOShkHFyCtUjLzCVuBWSz6Haj7F/swmQiZJVzrL7oAZYXcT7e/gxFmLlNmBJ7OwojBJHX7WpjE+GzcJvwOWym5aS87hqfnnHnnHacqH5oBER9AWlpxjkdRVnsfStMHqRgOHFj8husqgtmAYqJzxeCYhqfHMntp+vhhSENeLaHI2cTh9+OQ7TMIhHFTqdQSH15HvPzirp7gQKaQOL8UK2LwlSUHIRPCIBSEFAkGRp4JwJIRmMtFtz+Bx2cnGcgdLDGusrhK85GTKJEA0I2lNe2ksr6XDOJsWBsnVVW3clf4+6Dnr0e+v+lOCu3Ous0IKikwNBPQdOBrCpHflncVrPTWUUrJISvu3UenbyH1dw1ywMo8bZIRzPA9QNfg8D5V+lvRQgKfbqvBWnMdQ30TnGx5Ic0W1iUNjGvfaUjufLNgPfcvp2QkpdLYNbyGy/hucH/x7tGj/LFfwzpDy1pLGzImd9EJZlif4vHcbS9t/NWV52LmE18s+zi8DDTzXO7PQXiGcJCYFFnYnctdyNGSnvraeI+Ej4+ueCj7GzdUrad2Xz1+7i4j1xZEjuUFmwyYLzzHzaBvM6jxRKdgXClGYMvO7NjtWn5V4gYVX9RSHx4QMqya5vBKWWYOUEGCVdozGvoexZ3JWii3163jDUcJn/P1k97zC4boruH/05OYqrxW+VJHGrJvBkCQSIRxmH37jMobHkhckYjrhkg344hNBf1Y9SvnI65Tz+viymNXFW1VrubDl9XGRcMBbyq7SZexyudmlhzkS7cKQfRDq40RMmLjOeQPu5EoeOew9YXbyZOTy6J/qIHZrjcbabo1I26TsUZGp2d+Wlnun7TcfMlLyrd5Brq7xsaZ54r2O9sZZVungSHS6L8MLAS9X+rtpTzoIpk3YTItP0jCZRp+gaNTL8IlllceQBmzuk2xebSG6y4GeEtibHXy6Icn/Hstt83tlflKHIrjLnPyACF2h6d/qvlHYNyqADN01PvyHp4omTm+cUNv9JKM5wb60cT2R0IXomYkhQmgS58Y432yf+p3e1wEWzSA4JQA392zybHBdRYprHEfwZYf4aOvlJzbjOC/2CWoa4/g1M/a4ASZBu1Vw11ENXcJwomqaYjychB8027BqTdxaY1Ca6iQ0mrOopNNpWvoOoDk1quvqob+E2Cx9zHyp3dKBveYfqDl/E8GWK2jdXgsyd8xYr4bs9XDHyjT9S7Pc065hSMEt4kWEPnv/KS1O4tIOVkg2JTkkD9E1dAGmonJWWoYIdB3iEiG4ub6Ol8MF7FxgDJUuBQ+2C8DBuf4gl1facA85GemY+s5F++IUFyYZ9s6cfv50sa4IGiNTg56l2YG052FYfOhmL1mTh4zmIY2btHST1N0EeqoJd9oQwEfX7OQjRZ08Hawhm81S69GmxAIkTXYK03Nnh/hcmR8BBKVOdyYzZ3HDYgd8p7fqXZWJcDIXlsKFPnAMW+grzeO/+4cIpQUHCzYwGHbTdDSJHUmz8Sma5fvH9pIIoTE6S2HS1fkmPup0kU1a+XNmLgy9EJ4fcnF11bkcZkIpcVs81FluYUS8RE+sc+oOEq51XMfa6HmE33IRsAncl96B0/M82cwAJ06U6tnzSfU1sVb4+bfDg1xVlWXlsqMUmRoIHrShRb348gt5IlFHfwt8pTpD6NDEhEtwj507N0X4xpGJxCZZQ/BoJ5xoiXvnEaTJG9e7wzJMd/4hvJYNGJkxa8lBG77GPHqCzXjNG2d11323o5SSxZJJcrmrje3+erZaD3Cz8QscHW8D8IHE13it5ou0OmoZOvIzypZfwWBLDXom9xH5O018oTHMjeZt1AVextzaRtK/lbu1P0Y3TDiscZbpbyLiC0y5cwbQTXYuTGosrdU5ptnYOWqie4HTaAU2+HL5QTa2fnt8Wcqcx46qT/NMZhU/OWids1iZpluxeyWpSBqTRSOY0UHA24OSG+urOcKEUiKRGJ4uEPlgyFw8zRh5WSvMopQA7AvHQcBIJsu3PQlC6Sj05ypbX1YOKxwhCo1Rlpp6WTH063EXtMnU6e180TVI7HA7j1fexL7R+ZnFw2nQBssI9xwXwd1jOWAmrldasrxYdT43Hdk5NUQIaClZyisldbyqZdkZaSVrdPOh9dcTE5KdqSF64gOQaZtWSHMyQgqudV6PL72Gxw776Imd3BpgM0k2+wWrPTGarIOUZnoIaPn8bngFp+Jv9UCHpH5pFFPYPv7dANjdZtxlZlKeLEeNUwtseWooxLm1xcTac4K4ZhZsdM+slOwZgYTu4ariCH7ZxXprDI8vj6SnkmcG7AuexZ583AsaQnitjilWm8mkYhm0HVaMsXc5NapR67NTYk8xkISfDY3we8sK+eeRYaLZk1s0f9Q3zNdqiol15O7b4UmSDt9PPBwEoLRxHYHhixCTnKk0s8S6Ica/t2ucqPPEMlPb2apJbqrOcq27mfWpHeQPvIZIx9B9NWwsvpwXZskelNThe80aOWHj+Ls3MQM+l6UubQjubTMBtVxSvoT1tkECfbkpbcMwxmJRmilfW4UjWkmoxYxYxPtZ0Pgc8TTE029irXqTNXWV6IHrOPbyGlJRGwJB8IANp8XKV1aliFpGKO99YsZjSZONvopreXC0lj5flleczxOI5N7pSpPksXbB0/hZWeDnisIQkd4W1ugtXFxbxb5MCc/2wEK/sW2DsG0wxfL8FDdsMlMcdDN8LMXx0NLhRCcDjsUXxJwP5+drvNT3u6SkhWjCTjhmJztL7Y/ZSCSdrA4+xq/SdwJQ75W0T7IAxbHiMOYep4p6UiTDaVzAsnInc+WjPLBwg+w7woYiwU0FQLeF2GETGcBnjdNYbKc5lmRbP/htUZrIve/9CRf39s5vlmnfqE4yayXaFeMTy4voy2YYSmdZ7XCQBX7avzBF5UhQcn1RPnaLnbRIs8Z7NXv3b+W1qI2lVeWYPP+CPmY9W21dzVWZm9D3FhEcySn9RhpCbZv4XuoclpUOcG3Fd9H1nGVfSgcj/ZcT2GfHSYSv1Rbzqh5AmsxsM+kUbUgyhOTBrrpx9+rscd1bSJwlEmtBmrTUWZpnOW1uuaeT3qCPMm8ZfXpuIvGh9IP8n1XLCe4aSzQiBX5bA83ht6hcniC4b2oCEikkiHepVj0JpZScCsEe/rL8KOeN/AKRmpBKNODCjv+kouQ6HqtfS7DrDfJLugn0b0bPmggPpKl1llJS2Is5mCtQZh/czgfW3cdgpo5l0R8g+k59ZuJ0IIVGpM2CKe5mU7GNc4tjtPri3N3tIjOPMuQmIfmT+l4ua/snBKBjYm/1J3lRbOaHLe55Fej7WlsQNDD7oNxp4/jUuS4FLqOMSmcldbZ68owqTPFyBrpz8S9pjxkmGQIsMRNmbX6ZRSJ6lkvLYY0rjF+O0qh1sXzocTyJzhm3lxKavVdzbE8fCV8F3/ZcRzi6sPiR5mUH8MtCTL0TFgC9JEqwsZU21372x/aQTCdxNV5I0mTiqMPFEdIcSQwykgpAZKq/7S+C++Z3YgnXuK6jILWWx4/6xgL5Zm7bPBtsKZas8YRp0PrxZ7qoCr1FYefecfGoreQ66n2raAmdmovTt1qz/PkqA3PQRjZPZ8CU4q1onNeHIDU0dxvWeOBCf5rHu61zCrOPyQSXNnk5aKR4cTRMdA6z0NGg5GjQDTRxcTmsc4bI9hzgYsPgQ41NhISXY3GDNwbnLrp3Yk2U/20z+OoKGN09+3Uak5RrV7GdZzSdgWTuxoJZna8PLMDZWcDPslFus2popiR64kGiYyl3CyvriIROUEhsEvO6GP/aMv/MYp93PM2SYz+dsswU6mBtdYgXJpfanusiF0WuXs2L+PnE0iLyZJhwTwuGkVPWege6gC4KVxSTL5YQPDT/oPiiulHi6TemLEtnusH9fRpucGIxrqZj2/kEunwYGUFwlx2rp4yXln+Nzelf4uzPua1Kzcxg5TX8arSeHrfkdferDEantp/Hmhp/BgdG4cCojzLnBm6qSpAYbqEy0cUfVhTTZa3mofaFVfaGXCHSQ4EsFa4gt2zUqE64yY5oNEf7OTCLK8/pojLtprl75vjB+TIazcdhDON02IknkpTbM8DEDHdcmnHqWRwmjcRMWcZkrtL6cQyHidNYbPuUqXBBf1yetF3dhpvYjqlWT5NF46qyBM1jltTBVAa710kynGZ0Idn8BDxuTnGRgOJDsUm2ghiOBs8cO87OsUwRV+bfyfaeYl45ODHOHe3K58LN76c7/hzvN30Ib1ct4VbLtP2H9zm5amucb+wt59DQV/jyxh+STR0jEv44sYOV4xMNsfYoF1bl8dXI5Gjbqc/yaFanbEuKgWyWY1GNPYOQ6D2zsTWnwgv9Jm4s3swj8YcBiBpROvMOkmfdgM0LzsowRrYHj9vNQLIZm7YGDIHQJJ4VafpdWQYsxvT443cZSilZNJKP1fRT3fkgA3nrGShqImaqJyErSSR8XBL9M+oGHud9hWEeqroMeyKKxfwgLt/1hEec9LdJHon+IRfVV1DTfjcABb33nVJc+ulk2F1Ea9ESLOaS8Wwk4aEUtridxAoLGX1+PfhXmoLc0PMNTDJNc9nNvGK/nLu6ihaVBjgLdManSpgtbU14WM4zQxM1Ifw2M4X2DP0mY8rzTAVhTYEYL5Y0HckFZYL17gjlDNMgOlg+9DjuxOypmg0pOOK9ljc6nWR0P68Ur+Xl8OI67IOW53mm/hilK8tJ6gkSepxAOgA6MGkm/kvZjtzDOFW/bwlXua6mKL2ep47mz5gKsdINW4p0VjtGqRX9+FPtVI2+hmd4ZuUMoGx0O6sLPkxL6ORK2bl+yaUFAZxahp/0lnA4OLEunhX8MpzEa0/wctvxpTMP0pqQnFcC5+WFWKF1URnfT+noLlLl/8Av22bv5t4MRXkztNCXUfBSL7xEHo2+c7ihcJi+rsPUlS+neLiQi4vT6E6NsICwTBPRwSo0ikxmfIZE15L8bbNl3DqY1OHxZJxryvMIzlFNWmiC7DI3Xx8YInmKmZGOxhIE6gop73t0PMuWu6CYLNdNcdmyeAxcq4cZTOvEs3nzOnbaEDxhnMvnxM+nBXdfZDnIf3DuKV37yfBa4Q/rh7kk/jhPO2/iYfM53FASIdF3jGw2J8CNjA4xwhDuOg9l7gYih9zos7ixHKdq02skZnnsuhFH51fUXHyQwE/+eHx5OqJxYEcDbSVfYWXdHmr1nTwebKCz20x8VZxnYs+QNqbPzDgtKXKZSiboi8P3mh04zSu5tUZHj7Xj6XubzxV5ifrqeKDDMqtr3Gz0xODbzQZmLcTv1sWwDFjYd4atAk+EDbac4jGGgl7wQoEnp5T4tCSTlZKoruHKuviDkB1nqZOw28RBPcXLoyFiusRrMeGqcGLEdTLRDMnp8u9ZRPKBol7QzPygu2TONn11NMKFTk8ucQGgaQLzshD3dEx1UzQVWCGcpj+7sBfkjUCE68qLiJ6QS9iUXFyM6SMdGnTUz7ju9bfW8tW6TUTeNhOeRRkTCOzHHNxam+JX7R7+4JnP8bXz9hHvbZoWNxbtinFxnY+XRmc2Y/+sDXJW2ekunbUewZbiLPmmFBLBj1odZ911L5wGrxxTKSSsta/FigXHqg703mN0v7gfISXFWy+mNRSicVUCHY0eh849XRr93Rpbzn/3F1dUSskiubA0RV3HL8hoTp6wvA/90ApS8YkZi1fr/5Zr+AAVI6/yGdMenqr4IknbEmJHf0lpzWX0tVcSHkrzXOr9XLs8QVnHvWfxbqZzT+MWfhjcxyXeFTRNnqWt1Hi4c375Az/VkOS20e8Rdi3h8co/5sf9VexpO/l+C2H7WCrSa4ryOEezYhnNEBtIEtyYZd9IkgsnbRsZTrGsQrJzSuYUyZYSwUZvlHJGaBBdrBh6dFaLyHF0zBzyXMeOdgtZWc6LJWt5PeycojwsFIdWSDy7l9boscUfZD5IuMJ5BSXZc3imuYCWsAQkPqtkdYFgmTtBk22YCqMff6KZquFXsWWD8z68PTPKCmeIh2ZRsa2azk1VOpe6u1gXfJKK9tdyK+r/nb8I5jLjOM2ST9fHuFy+QY+llpf76jhRISl1wiUlaTY5+1mSbaV29FUK2iesRX0FWym0pDmT3VxzCP49VMRNNQU4gocxubspTa8icsCCAHxY8Y5ZnQSCCGDLs/L+JUnum/QtvNIv2dIYwdQ/4aZlsZtAQiaVGw3lUjf/toDaOyfDFX+Fofacf7fV4cSe9z6igQkfa0eRQaKkGS1Tjj9lYomXOd3U7CbGB+57ewu4o/wifD0vTtmmKfYGKwvO48DoqSlVs3F+ieQzhXs5v/2bWIwENxZFOZT/Wf6r2UOZcz23VMUxBo+RSuU0+mg0QnN0F7YSG5VFDeiDecS6pw/cDl+SlHh6HjXzZq6Jkolp7IkX8vjAUvLzCqi1NJF6w8TyJVsYKG6l2XyYPdE9JLK5vtUsEpyolBwnnhVjVcjrubEG8o1u6N7NR1x2tOJ6Hul1zlmPYsarNgRmslgLS9Eji7VSzY+WRJotM+ZZmz/huB1Z6KLAptMNWDIxYGIyKJKBTDKMkZVEu2NowCrg3I0m/upYlnBW56uRsdkpB2j9pyfPa7VL0BmVp+K5yh31OoGenI/jp0vT/EdXJbMd0ABM5Q44lvNdy1uV5QfD2jRFJm7PjZPdyUXEhpqmnttV4qDfI5iWvvAU0Q2N9lg+hXLuAyeGNdZVabxqNwhnzAS6mojvc874hNbY7LxEiDyboMIlKLZLIhnB20Nzf8gVbomjdyf2ohJ+PlJ91hWS42Ri+XzUdScl8Wq0tkLCHRr2tREG2p5CjPlgDr/1Ou7159Ee3MvDmbUMzqMm2rsJpZQsklf7rVziqcAS6eH69L08V/9HpPbl8vh7881s1L45vq1Vj3Bj599xuPx2nlu6iujQbgpL2ohGziMRhjdD7+dG+1OIZPAs3c1UdASPJnsAGNIH2VJlIdSV6+UCzWk+td7MdzoM0nP4r19RIbnctJudRbdwb2Apzx04sx/GaouN9KHweDh+uXTyo2CUi80OjKzEbNXIpg0qzTYgxYZiwZa8OOUMU6f1snLkCfKis9dAOI6OhQOe69nRKjCo4enS1bwVcZxqHgAATPri7GR17gbqWU5BrAz3sJ/h8lYeTv1s2nZ27FzpvBpPZhkvtRXQogkuKE7y2aoRyuQAhaluysO7yOs+fMrZd5tEJ5DP5MHUJCQfWZJiizjE5uCv8Q9MzcKyJr2brSVXU+9Kc71tD+d0/S+2bJhqz3JurvkzHu3UOK9EsCUvxEpTF5XxA9QOPIPFmG616/BfwYOO2/nukXemqvUjHRqF9uV8tDLIse5t1KxvINNcRiYqpsUupIKCNZrgEZOcMtj9oDPLn650Mrwv9615l2YYMjxo+2O4/A5+nVygpDkHdxQMkn77JQA0k5nCmg8QGJhagM6Sp5M6tpTRlEAKyY2b43wzPP07bvTBtaUSfybLQxELbw1BRwRer76Ea3lxfDspTATtVVRkdQ6Mnt7+wCQkX1wW4eb4/dS0TqQ8rRh+lStrr+CgbynNIfhOsxOvdQ3vq07jDrURjeS0rFQ6RUtvLudzyaoyPHo1oSPWcdeu+gt3kzVOXqxIMD2VrkRiaugmHA/RWLiZwEEbkbGZ4PRuHy7Ws8m9jgvrbmLY385+yy5IJmCGY514tl93AFRycXkl59iGGO06wDUmE67Gep4dyZuSBexkGOFBIt4zXxG6J5FGaA7k4ibbxxAYrjIKtZwAm4mFgNLxtaGUTnqGmEwpZn4ep6OM5Mp8+Jgpj0QaBorMPDAaZDC1QNMVkJXgqVqFlQzCyLDEKzDruRiRmTjoiLBudRxdZnkqa6FlhomDLnOM9Ss0unsXXpBEuKY+s0yB4MnY8LxdoRfCA0Oj/L7VPmt83XEiu618anOMqJHCGvZgbcgi7FkwZ9C1NFmZIpVNYHP4+CKDJOMx8lz5eI0qYvkx3h6au+Dr9n7Jprp6/qczn9jCm/C0UeqEjUUGtXaNEqkh+32EO84hNjamCCB42EPhxvMZePUZAGQ2Q4lZ0BJNc3GZzi/b3v3WkckopWSRSDQC+WspivTgD+5kadWLtKy4kUJriPNH/hR7pGfaPk29v6TCUc1DNZ/GiCZg5F4KSq+npzmfgY1XUNpx/1m4k+m8sWQzQ8lcMMaB8AHMK7/PNZ5PEDookAasiSX4o4YA3zhSMGP14SVFLm5abuK51y14yktnzap1urjYb8eZklNcgp0JC2kZ48UqE12JFMOpJF/155M2htGE4Pb8dq4O/ISCE+IwZiNhLmSv7Qr2tCbAls+2po280JMP08aJEwtqSN5Xo7PePsA/tFSQmHkiFQBTpJ7r8j+AJjUSYoR9iT0MJk8+M74+dT7FL28Y/79QGFPq0/hNfi62XIy13UphYRFl9gBX+fdRHtlDSc8OtNMyJE+lNrqTi8rWUeVI4zVneaLPxVeqmrmk579xpgZm3GdV14/494IjeALdU1zmCiKH+FjBa9y5TFAz+ipF7fvmVJqOlt3C/eab+P6Rd9Y/eCQp+M9j+VxdtRFX5AhGUQ+VNasJHLBNU0yiB2x8aGWSu1smlgVT8AoRNhflKnAftgzz09Y0v7u8iG8NjJAInp522uqNU7z3EY7rQxUrbmOoe7pCHD424dMipKAkacJjkeOzsCYh+ZOlGo5RM8E3TASBi7ckeWssO9T9gUauzK/HFGglUHUlvzZfw7faSpkl0dii8VjgHxtbubLzX6dY9DKakxdrv8z3+hu52T9KeWWUFyIVPNaljaXKXcqNNZJavYfg0ESWw4HhPgboo35LA1rCTazFheZ7DOYhnOiyn5mK6iT2VGKVVQSnrRm71qggs9eFjZWcX7gcS2OY80vhtXklXzzuTuhnXZGfS/JGCXU3s1lKrq6rZXu8mG0nOU69VxAJh9gn7czDHHRqCLC5rSTnE1A4B2lbGQX6IFBMNBKeEqs1Gs8SSgVxWbUpiTKM2fLJnjKSWwsMht/OvdzuIfik2YKoz19YvBdwb6uZnGjmOH5ovlbkIVCe4VvHstPiTO7vSnA/grnEuYf6o+x0i0X19MPufmyTrFD2VIhPF6a4y3DQGj29JoRQVkerc+EZSiFMgvDgzD7KQgrcwzbSnkFGHCEwWchqNlJYiBk2glkno+kCugLw8Qov1kM2DHJ5Xnwb0ifNnqhLwX+0vNPO9JJzijVWeXXKzGY8WZARQbzVTiYqxp0wNJNkcjZtPSUwWavQLBaMsZpNw2+9hnvteXgTbWiifs5EQu82TqqUCCGqgHvITUMYwPellP95wjY+4CfkykiYgX+RUv5wbN2XgN8h19PtAz4ppUyOrfsC8H/I2bwfk1J+5TTd1zvCIEUUjf29oesHFPq7qOl/ak6ByZPo5I7EV9lR/Xl2i2VEO56guGIdhzKXUcq7Qyl5OL8QAhMR4ntCuwmU/xu3uz5DRcjCpcGPc1nChbPpr3g2Vse2nuSUoPdGv5sHDw9Raxjo4szrvefmCeI7IlOWZUYFG4o13hiaWP5K/ghdAQ1DwoAoJC9y8nzpo/al7DS20NweQF/h4smtrfSbDuMe2TppK8nlFYJVrgBmc4yn+ivYPypYUwifKWnjwsF7SKV9PFb4pWlVhCfzwqECjmsTH67Lstl0PhQd4I3kiwwlZ88D2uNopZgJpcQ5VMDNFTeyVHqoyabxx7ooCz+C1Qji7F5gPtFFUjn4PH9Z6qa2/2l2VP0O66ryubL1r2fw3p1AIxePMhPndHx3xuVhxzoOOT6DWxtg5fDfsL/yDn5qXMXPm8+ek/hTXYJt1iY+XhOhuWsHFWurEZ3VpAITd68nBQ0INGFMGTAe7ZKsbYxj1dP8pM1EVkq+1Xf62qzMluXizkeJjw1ePn85w72lJ9krR/SolZtXJPhJS+4+dCnQhooItUbH+7z8uIbPqhNKC57rhZeXv5/ePD/f6ypbUCVksyYxCeaVdjmSkZiFPkUhGfau4tGiz/DPzUXEMoLOaD7fbmjnq6mfcvOKm3k52cAvO6w81C6ASs4vrWKzc5hA74RPXUZP09m/G7PPjKvzdoqK9mAyvzxrnQTIBb7nV4cJdE4E8wvEguT85IhGciSPq6qzbG1K8+SgmHf2p93DsHu4gGV5hVxTFCDQ3cwy2tlaU8F+vYxnunNXdCIXFKewjzp4e8iYcf3pxuwyM68sJ3OQNPkpSLRzPF1rU76Yki45UbGCckyMTqpNZZwmhctl0ii0WSbFOAr+q9PEzU1O6hMasc4oRlYiToMS9KnyYmKHorh7HPzlqgzf6UkxMKPBY/ZzJbK57FeLISEtTE5LEG61IISPnoIzU8zmofQg5y5JkdQdlA3OnBBBM0vihUH+/WgpJ3tfRw2dyUmuZcjBFn+Gl6dnw3+Hkawo0NiQb1BtNuNKGWSGLUSP2dClGE+UKQS4y52EfCZ2pZNU5IWoOmgnO8ktK3zUR/GG8xh4I2f9NjIZ/FaN1kCAm2skv2r/LVJKyCkMX5ZS7hRCeIC3hRDPSCknTzF/HjgopbxRCFEMHBFC/JRcb/EHwAopZUIIcR/wIeBuIcSlwM3AGillSgjhP6139g4QNSY+GAHUDj41r/00YGvntykvvpzg6gr6ho7ScUxwePmnWNZ1D8KYYzr9DBO1uXk+PN2NqTPWyf86/5UvurciknZEKsTH2r7MnY4CDjbexEPiCp7vMdESljx9cIA/bAgSBF4amTnnfYEdRk/TjGlXJk6F5hx3B/AUWrEUplhmzbBzaOIVf7Jr4sN8pM/D9WU309g3tW6KlDDiXEG7aRWtI2YCI0mCKwQPVxzDYu+l2nwVnQebaI9ZWZoHl5akcTPAiKufB1PPETSCXF57BecvqaVbHuWG5gcQmQQ6JpZWpNg+ML+sMz8/PlvWvIHra9dyXulBXk4+QSAVwCzMlDpLaZAN+A0/3mQBji0hkuRkHyPZzw1RSWV8G6Uj2zDL0+BbtkA0DBr7HwJgzeCv0GR2ToVkofTmvZ8d8TvoGZMhnZ4q4st/n3uS544Vrzw1TOLkmW/mIpyG/2r2cHH5RjzJFpLuN6itWkNgnxMxdtxUq5WrK5M8cUJm6bt7szT6BPPI7rsgNAw+lXqFcGDCrSU02Ev5stcZGbhgTgHKUWxgqUnTFzeDNLihJI9zdCuJE4pNho9YuGm1zo9bAAS/d2TN9OrzJ+GSclgr20i6y/he83zc7wQPhhpYV7CZ0tEdGMAjhZ/lbw4WjW8RSgu+Nbyef7Lv5oqWv+M8m59zGr/IFw8tAQSv9cNrFLE0r4iriyMk+idMWNlslubmIM3NNRQXf4HaJb3YbA8jxNR+WkoHsegH0LynZyIm2mlGdJr4YF2WYFOGZ4c09s4zwcGRoORIMI+1hZu4zJtLj1xBD1+qqWB7qnya5SQ/2QeFFRCYu62+UOanOZPmyaHggnQXTcgxq3puJ2k/9d4gJospCr8AbAKgxmWwc2jiuAlnIRY9iUTDZAOzDQyRZkORCacZHGawaRK7yUADUgY82qnN67u/tNDL8qMp7F4fpkIb+7whHuhIcU9/7tuqKrVxQ56P1+ORkxxpbtb7XPiPxdGBdFIn/ZbGJzb4+KfW0CkdF3Iu1oYUxHRBc1DOmqXQNENDW51mUvrCXcHmQy7bnA0w+OtK13gh48nkrx0ha47xwSV29gbNHAqAVQhW+5zU2W1UCjOj0uBH/cN0pySr3ZJMNHcf0S4zy9bGeJnZx+JCq5lPlfp4Lj4ye2IcCRcXecl3Jnmoa+FjrMci2FqQok5aSBy2EAxNuGRNpmuZk5/3j4xnh3OG4C8aMwT2Tlx/NiYwu+qQ4uXx2JKRN1/FtfZc8rJdQDUbigT5pnewAvIiOWnvKaXsYyyxqpQyIoQ4BFQAk5USCXhEblRzA6NMRPyZAYcQIgM4geNZ6j8HfF1KmRo79umL4HyHiC0wt/qJVA89RzWwBjhSfiMvvWlmcM3/4bzkw+Opgt9pnqnfAukurnPexuPxB6asC6aD3Oft4OKS8yjuylUoFolRVrbfzXLu4f1lt7Kj8iLejBUR7W8j31/OvhnixStcgk/6h4ibLLwV8/Fy33R3h4VwKCpYW2cDW5qwqZ9+q4k3wy7e7JldOG0Nw8HqTTTyK9Kahw7XVtqTpbR3h8HtIFHp4MCyfrZzEKfVRa24gzf31NJhmPBa4QtLgwz79vO6vp/2RDtM6p+fS0z4tBs2L6ZMAhM6DbYQsFDdW/BYuxnaV/ORpga8lih6yk1gxE5XXOP1kGQkeeKzq+KG6kqWUQ15V+CyGlTZ41Rm2qgKvD5nNrEzwUz1XE4VXdjpGXu3JBJrQ4RvR87nxb7TMyP0B7VDIAR7U8U817P49/OlXsEOcwOfXBLjWPdO/CtLsQ/VEx/QSAY0Ni018cQJThU9MbngQOX58ImCfsJvT7cOZn028kvjBPe6ZtgLfCsFL5DkuWPgs8LflTsJHUoRnyH9m5HWWCq0cQvQQhQSp1ny2doAwe4WQkC+w0Mu2Pvkx3i6W+OKFbdz++gONOC81KuszL+FA5NK2WwfFPxq6fv5XetunKlBzok+w41Vn+LXXRP9+NEgHA16KLCv5X1Cx+kaHa8UDzA0FGRoyInH8zvUNyRxuR5GiBiJxO2MDNRgGq4iPEe2t4UiEERaLWitZt6/JMuVyzI8NyLYPc+M8XtGYM+In+uqiqiNHyEw0MMyeti6pIYdST+v9cGGYgiODBIrmzsV8FqfE/uhCKuBLQV5jJRYeTAQpHcewdNXVgqasq0EnFU80m0hY1m8UiLMEosTekUNMm8N7riTaCxOYeEx7vQLhMiS0RLkBw36jS6GajOkRZoUKdKkKXSmSJIkYCSIyRhxI048G+c2+21Yulejz8Mjqdacq3mVDKexGClMvgSTszh1JVJ8J3HqIs1wOoOjxDsumDsLbfxn56kpOsepcmQoyQ7Q399P1LVpVqVEm2Gywmw3wzsQ/P3PyVH+cGkxqaMTgTK2PEmT9jrrWn9I2uThaNlN/IXpeg6OwJXdEn0sWURdRa4/Oxg0sbkkSyaas54baUGZxTr9ZOQUm0+XFVHQliQ9GGfDOScmxsnxmbJiKoayxFqS5K3Wed66cMNfJAN3HbNiEpIbaxKss2uIPgvRrqlyS39mqt9oPCsYsOtYkFPcgkPNPvzrtjC0K+dtYGQylNrMtAwP8qVaG4H+Lhxy2cIu8iywoN5TCFELrAfeOGHVt4BHyCkcHuCDUkoD6BFC/AvQSU5se1pK+fTYPkuBC4UQf0/OM/+PpZRvLvZGzgaR7OkLIFoW/DVltfU83uHkV+4buaS6jeLOX5+248+Xt+2FfLT1I5jbC7jhMhOPJu4bX7c+by3/NBKnuOu5aftpGCzre4BlPMBNrjoCBQ3sdF9KlZtpbhtXlxmkd1Zis0muXhrn/PoQ7dLLw52meddBAMb9QvcMS7Y29LAr4mJbj4cJIWbmY+WZdLZ4YwwPprkv9RGGhyOYKhqJVJp5unI/fUzMJC/xNBJs/zDbBnOBcUu8cG35MV7zvkRz5OSB8VmbC6IW2kqvxTgltwjBzw47yen1U5fPtO2jnYJzlywhuN9Kxm0wUKZzoKAJ4d2C2RmlzGFQpQ1QGd2Nf/RNTO/ECHMaqRz9KXmFHyQwksG3McKDIetJM6rMl3qvINDXgaZplJXlMTnV6GJIZOG/m11sLtmI12hj2LyNunWrCe7xYB40sSxPLtq1Yr5U2jLkH3xmaj4GISjedAHdaYOK9OyzhskOM2/YTYBBKA1Jb4Jxf/eZtm+2csuSJA+2L+wa41kQ2TQ2m41Q4Ur+vVXj+Pt9ZaWkxpGiJWbjhd6Zv6Mf9VewuvyDLO+9l6be+/j9+tV8IVg3xT3uv5o9LF3xB1zX8ldUDr3I5yuKGS65mW0DU4Xk0aTgB0fMWLUmbq4xKE91ERqd8A2KRGLs3gVW6604HDb81iai+xyLKsg4HwSCSJsFrc3C+5ZkuLgpzb2dGnOU1ZnC410ahfYm7qwIEuw5RqCvg0Y62FxdBiYLgQi8Pjj3eHaDzUN6zLM9PprCMZriTpMZW20eb2gpnhoMzao/NtqjhLpG0AIj3G614LFdxAhgsknctRmEJpHCwLBoZM0CXROkBWRELodIUkqSuiRl6CR1SUIXPBurIZr5LOcVJhGl+7k3fteUc251b6Bq1MWDyVdO/oAE6ELHOimD3FzkpyfCCV31KR7pOjNxk12JNH8nRvijpmK01hiPejIEg6enr/5Ri4U/afKSV2RwYI55Km2GRo0HUnxumZ/vnMZsgDMRzRr83eAAVzb4GMlkuRkH0Y4Y6dAypMWFNRNhRfdPWV95ObuH7Tj8DqJjxSETgwlMLmgJG2i1MLkft6V0zJppIlBfwgfLCmka1IkfjI73kxW4gekzRH5dEBvOvQHhwxZuWaNzT8u0zeaFLgUPdcJDSDYVp7h0i8AbNhE6YgFD0JeeHsz25KDGR+uzhFsmVZ+PatgbliHZPt5iI2++hnP1FgL9XVSX1WMxZvZceTchpJzfYCiEcAMvAX8vpXzwhHXvB84H/gioB54B1gIm4AHgg+RijH4J3C+l/IkQYj/wPPBFcvbXe4E6ecIFCSE+C3wWoLq6+pyOjo5F3ejpJhqNokkdpzi95jBDChK6GR0Nlyl1Yja+M04060TTcrMIBjpJy8QH6chquMT8XcuklASli6yYKtRZpI51kj4spcTQ0mQxkZ1nqkgpJVZhkFlgakkpJQ4jiTbmWyylJGGygzAhRQbNdIJPme5EyolzmMkitRSGNj/fGp+ugzQTx076HcwrIaXEIQ1Mk2J6YhggBAKJjcy4u45FprEtoF3fLaQMB1kspIUx7/dmPmgY2IROVkLmFBWSExHSwK6NCRW6CYFGUmQxznDslUlmsBlTBzcpAYsFpIYm5z5/AmM8SNgis1hP8lwyIkt6EW2ioaPBtPa0kUETkJRm5ByCv0vGcWq5+8xKQRDPtO1N6OQTGX//Q4aDtJh55vQ4UkocIjO7i5sh0E7zuzL39RhktIX3fzDxLKceD5InuX67AaY5XPwmvyMnYiGDefIqQ0PDjJQGWU1HlwIdAWLhwr2FLMYMfbJmgEkXZCzzk3E0Q0PXHfO6BpuUmMcsI2myZMSZz3BkNSB9mnUfTWYxCTHne2SWOrYZxq4UkgXMIZ4WhNSxSw1NaFhEDIvIfetBw0FGWLEaYJn0Dh4f82xSxzxZ5kDPeUONtbWQMFNS4aTU0bXpD90sJbZJlrG0zJLRTt87YEHHLAUapvF7OBG7oU8Z3wEMqSPkVBlGaiakEGiGFbvTgukUrJSnEyHE21LKjdOWz0cpEUJYgEeBp6SU/zbD+sfIuWK9Mvb/88CfADXANVLKT48t/xiwVUr5+0KIJ8f2eXFsXcvYulmjOjdu3Cjfeuutk16vQqFQKBQKhUKhePcxm1JyUpVpLE7kf4FDMykkY3QCl49tXwIsA1rHlm8VQjjHjnM5cGhsn4eAy8b2WQpYgXl6yioUCoVCoVAoFIrfFubjM3A+cCewTwixe2zZn5FL/4uU8rvA35LLqLWPnFfp/5NSDgPDQoj7gZ3kAt93Ad8fO8ZdwF1jblxp4OMnum4pFAqFQqFQKBSK337mHVPybkC5bykUCoVCoVAoFL+5LNp9S6FQKBQKhUKhUCjOJEopUSgUCoVCoVAoFGcVpZQoFAqFQqFQKBSKs4pSShQKhUKhUCgUCsVZRSklCoVCoVAoFAqF4qyilBKFQqFQKBQKhUJxVlFKiUKhUCgUCoVCoTirKKVEoVAoFAqFQqFQnFWUUqJQKBQKhUKhUCjOKkopUSgUCoVCoVAoFGcVpZQoFAqFQqFQKBSKs4pSShQKhUKhUCgUCsVZRSklCoVCoVAoFAqF4qyilBKFQqFQKBQKhUJxVlFKiUKhUCgUCoVCoTirKKVEoVAoFAqFQqFQnFWUUqJQKBQKhUKhUCjOKkopUSgUCoVCoVAoFGcVpZQoFAqFQqFQKBSKs4pSShQKhUKhUCgUCsVZRUgpz/Y1zBshxBDQcbav411OETB8ti9C8Y6g2vq9hWrv9w6qrd9bqPZ+76DaOkeNlLL4xIW/UUqJ4uQIId6SUm4829ehOPOotn5vodr7vYNq6/cWqr3fO6i2nhvlvqVQKBQKhUKhUCjOKkopUSgUCoVCoVAoFGcVpZT89vH9s30BincM1dbvLVR7v3dQbf3eQrX3ewfV1nOgYkoUCoVCoVAoFArFWUVZShQKhUKhUCgUCsVZRSkl71KEEHYhxA4hxB4hxAEhxF/PsM3/FULsHvvZL4TQhRAFY+vahRD7xta9NWmffxZCHBZC7BVC/EoIkfcO3pZiFs5Ue0/a94+FEFIIUfRO3I9ids5kWwshviCEODJ23G+8U/ekmJ0z2JevE0JsP75cCLH5nbwvxXROQ1vnCSHuHxujDwkhzh1bXiCEeEYI0Tz2O/+dvjfFdM5ge7935TQppfp5F/4AAnCP/W0B3gC2zrH9jcDzk/5vB4pm2O4qwDz29z8B/3S271X9nLn2HltXBTxFrsbPjNuon9/8tgYuBZ4FbGP/+8/2vaqfM9reTwPXjv19HfDi2b7X9/rPaWjrHwG/M/a3Fcgb+/sbwJ+M/f0natx+d/ycwfZ+z8ppylLyLkXmiI79axn7mSsA6MPAz+dx3KellNmxf7cDlad0oYrTwplq7zH+HfjKSY6neIc4g239OeDrUsrU2HkGT+lCFaeFM9jeEvCO/e0Dehd9kYrTwqm0tRDCC1wE/O/YsdJSyuDYdjeTE2AZ+33Lab1wxaI4U+39XpbTlFLyLkYIYRJC7AYGgWeklG/Msp0TuAZ4YNJiCTwthHhbCPHZWU7xKeCJ03jJilPgTLS3EOImoEdKuefMXblioZyhb3spcKEQ4g0hxEtCiE1n6PIVC+QMtfcfAv8shOgC/gX40zNx7YqFcQptXQcMAT8UQuwSQvxACOEaW1cipewDGPvtP5P3oJg/Z6i9J/OektOUUvIuRkqpSynXkdOSNwshVs2y6Y3Aa1LK0UnLzpdSbgCuBT4vhLho8g5CiD8HssBPT/+VKxbD6W7vsU7wz4G/OpPXrVg4Z+jbNgP5wFbg/wL3CSHEGbkBxYI4Q+39OeBLUsoq4EuMzbgqzi6n0NZmYAPwHSnleiBGzlVL8S7mTLb3e1FOU0rJbwBjJr0XyWnZM/EhTjD3Syl7x34PAr8CxoMghRAfB24A7pBSKpeedxmnsb3rgSXAHiFEO7lOc6cQovRMXLdi4Zzmb7sbeHDMpWAHYAAqscG7iNPc3h8HHhz7+5eTliveBSyirbuB7kkz7feTE1oBBoQQZQBjv5Vr5ruM09ze71k5TSkl71KEEMXHMy4IIRzAFcDhGbbzARcDD09a5hJCeI7/TS5oav/Y/9cA/w+4SUoZP8O3oZgnZ6K9pZT7pJR+KWWtlLKWXCe4QUrZf6bvRzE7Z+rbBh4CLhtbt5Rc4OTwmboPxfw4g+3dO7Y95Nq9+QzdgmKenEpbj/XLXUKIZWOLLgcOjv39CDkllLHf4/spzh5nqr3fy3Ka+WxfgGJWyoAfCSFM5JTH+6SUjwohfg9ASvndse1uBZ6WUsYm7VsC/GrMc8MM/ExK+eTYum8BNuCZsfXbpZS/d8bvRnEyzlR7K959nKm2vgu4SwixH0gDH38vzbC9izlT7f0Z4D+FEGYgCcwWO6h45ziVtgb4AvBTIYQVaAU+Obb86+TcMT8NdAK3n+H7UMyPM9Xe71k5TVV0VygUCoVCoVAoFGcV5b6lUCgUCoVCoVAozipKKVEoFAqFQqFQKBRnFaWUKBQKhUKhUCgUirOKUkoUCoVCoVAoFArFWUUpJQqFQqFQKBQKhWJOhBB3CSEGx7I8zmf7DwghDgohDgghfnbS7VX2LYVCoVAoFAqFQjEXQoiLgChwj5Rytur1x7dtBO4DLpNSBoQQ/rEisLOiLCUKhUKhUCgUCoViTqSULwOjk5cJIeqFEE8KId4WQrwihGgaW/UZ4NtSysDYvnMqJKCUEoVCoVAoFAqFQrE4vg98QUp5DvDHwH+PLV8KLBVCvCaE2D5WqX5OVEV3hUKhUCgUCoVCsSCEEG7gPOCXY9XnIVeNHnI6RiNwCVAJvCKEWCWlDM52PKWUKBQKhUKhUCgUioWiAUEp5boZ1nUD26WUGaBNCHGEnJLy5lwHUygUCoVCoVAoFIp5I6UMk1M4bgcQOdaOrX4IuHRseRE5d67WuY6nlBKFQqFQKBQKhUIxJ0KInwPbgGVCiG4hxKeBO4BPCyH2AAeAm8c2fwoYEUIcBF4A/q+UcmTO46uUwAqFQqFQKBQKheJsoiwlCoVCoVAoFAqF4qyilBKFQqFQKBQKhUJxVlFKiUKhUCgUCoVCoTirKKVEoVAoFAqFQqFQnFWUUqJQKBQKhUKhUCjOKkopUSgUCoVCoVAoFGcVpZQoFAqFQqFQKBSKs4pSShQKhUKhUCgUCsVZ5f8DVwQt2n6YeFoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make a plot of the land use with 'class' as the color\n",
    "land_use.plot(column='class', legend=True, figsize=(15, 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Add the area as a new column\n",
    "land_use['area'] = land_use.geometry.area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "class\n",
       "Continuous Urban Fabric             45.943090\n",
       "Discontinuous Dense Urban Fabric     3.657343\n",
       "Green urban areas                    9.858438\n",
       "Industrial, commercial, public      13.295042\n",
       "Railways and associated land         1.935793\n",
       "Roads and associated land            7.401574\n",
       "Sports and leisure facilities        3.578509\n",
       "Water bodies                         3.189706\n",
       "Name: area, dtype: float64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the total area for each land use class\n",
    "total_area = land_use.groupby('class')['area'].sum() / 1000**2\n",
    "total_area"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Intersection of two polygons**\n",
    "\n",
    "For this exercise, we are going to use 2 individual polygons: the district of Muette extracted from the `districts` dataset, and the green urban area of Boulogne, a large public park in the west of Paris, extracted from the `land_use` dataset. The two polygons have already been assigned to the `muette` and `park_boulogne` variables.\n",
    "\n",
    "We first visualize the two polygons. You will see that they overlap, but the park is not fully located in the district of Muette. Let's determine the overlapping part:\n",
    "\n",
    "* Plot the two polygons in a single map to examine visually the degree of overlap\n",
    "* Calculate the intersection of the `park_boulogne` and `muette` polygons.\n",
    "* Plot the intersection.\n",
    "* Print the proportion of the area of the district that is occupied by the park.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* To plot single Shapely objects, you can put those in a `GeoSeries([..])` to use the GeoPandas `plot()` method.\n",
    "* The intersection of to scalar polygons can be calculated with the `intersection()` method of one of the polygons, and passing the other polygon as the argument to that method.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# extract polygons\n",
    "land_use['area'] = land_use.geometry.area\n",
    "park_boulogne = land_use[land_use['class'] == \"Green urban areas\"].sort_values('area').geometry.iloc[-1]\n",
    "muette = districts[districts.district_name == 'Muette'].geometry.item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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asRUwRLhvrI/6/npaBltoH2qnfbidMduYfy5wGovxYfY3JSklIWl3DzZamDUBZcoDo7PTv8cdHVX8+0sXGXR0ctMNPXzlEzcQGRmYL/To5CivXLhiGD/Veorb198+S0Aa+hs4cOkAufG53Jh745zBFWaTmZy4HI/CPMXQxBCvXHiF7tFuOoY7aBlsYWB8ZvhAYJgeih1IrCYrYeYwJuwTTDomsZgsXJN9DQPjAziUI+TdCgOJXvzTBJTXX4cPvU8p4TVNA03U9Fxx7chMSOTpB7ZyzTX+N3G8W/8ub9W+5dY25eYFhv12ZHKE9xrec5kLYsJi2JK+heTIZBzKgc1hcz0Gxgc43XbalXpzNRJuDuem/JtYE7eGcEs4SinCzGFYzYYYW01WhiaGqOur4/3G92kbasMsZkSEgoQCHix98KqIGtSLf5qgc/JkYER5eGKYy73uru3KFs7bbxvnu+46/CbQk/ZJjjQdmdU+vSKIJ4Ymhvig8YOlDyDECTeHE2WNones16193D7O65de5/6S+91yUQ9PDHOi5QSnWk/ROeJ+G+VQDm7Ku4m9eXuvenOGFmZNQKivX7wHhjfYHXaquqpmLWTFhxv19MbG8KtAn247zcjkyMIdryJuzr+ZzNhM0qLTiA+PZ3hymO98+B2Pi4ujk6MopWgcaORo01GPnx2AWcw8tOEhNqRuCMYlhDxamDV+Z8oDw+5nU6VSigvdFxiaGJq1rW+sj5SoFFcyd38ItFJqWRfCQpXsuGyXGQcMs01JSgmVnZVu/cxieJX8W/m/uXmheOK+kvu0KE9DB6tr/EpPD/zoRzASgElm00AT7cPtHre1D7dztPkoTQNNbjOyKYH+p38yQr7HFuHEUNdXN+t2W8MsAQYoy5plJsWu7Lx+6fUFRTkrNovNaZv9Nr7VgBZmjd/o6YEf/hD6vQ9+8/7Yoz0LZjyzOWzU9NRwouUEPaPuUfxTAv3P/wzvvmu48C3E0eaFy0ZdjZzvOj/LHJETl0OUNcqn42XEZFz1NuWZaFOGxi90dxsz5YEAeHSNTI54nKXN1/+j9o9IjkxmXdI6N8EYHYW33nI3cYR7yJ/TN9ZHdVf17A3zkBOXw9aMrYxMjnCs+ZhHk8tqYGRyhIb+BvIT8ukd7eVEywmvy2xNYTVZyYjJIDsum9KU0E+FGmy0u5xmyXR1GaI8OOj/Y9scNk62nvR5AU4QsuOyyU/Ix2KaPQ+JjDQEetduBxHh4pq5vXH5DVek30IkRiRy67pbKU0pde1vc9io7KzkWPOxWbX0VgOFSYWAkcp0sW5/ZVll3Fl4p077iXaX0wSIQIqyUoqqzqoleUUolGGbHmqnILGAzJhMt9vm0VF4803F918+T0pRDfdft5Wi9DySIpMQhNjw2HkDO+LD43ly55OzbuMtJosrPLtlsIVjzcc423EWm8M2x5FWFhd7Lvq0X1ZsFrevv12L8gLoGbPGZzo7DVEeCtAd++XeyzT0N/j1mDFhMaxPWu8WVdbY3+iyXydHJnND8QaefhrCw4XRyVH+9cS/ejRLmMXMF7Z/wesiqyOTI5xsPcmJlhP0jfX543JWFJGWSP607E+v6oi+mcw1Y9bCrPGJzk5joW/Y99TE8x9/uDOgiXRSo1JZm7iWkckRKjoqZm1/+ONr+IvPGC5hzQPN/OjMj5iwT7j1ubPwTnZn7170uaf8es92nOVM25kFs9CtFj6z+TMUJRct9zBCirmEWd9PaBZNR0dgRXl0cpTzXef9djxh9op/50gnx1uOzyn+v3uzldpmY5acHZfNo5sfJScux7U9Nz6XXVm7fBuPCLnxudxZeCfX51zv0zFWGjfm3qhFeRFoYdYsivb2wIqyQzk413nOb4l0oqxRXLvmWo+pJB3KMWcqzEm7nX/4USVTN5R5CXk8seMJni57mvtL7ufhDQ/7xcVrU9qmJR8j1ClIKODmgpuXexgrCi3MGq9pbQ1c8MgUNT01fnMzE4TSlFLCLeGUppayOW3zoiqFnLswwsuH6tzaMmIy2JaxjbjwOL+MMTkq2WNi+A2pG3ig5AEKkwpX9EJZbFgsD214aEVfw3Kg/1oar7h4EX7wg8CKcvtQOy2DLX47Xn5CPrHhV5IhJ0clu4USe8O//6qBnv7A2oA9zZqHJ4bZmrGVR7c8yleu+wpWkzWgYwgEJjHx8IaHdQ0/H1hQmEUkR0TeFpEqETknIl/y0CdeRF4RkTPOPo9P2/YlETnrbP/ytPa/F5HzIvKRiPxGRBKmbfuaiNSISLWIhHZJ4VWOUnD4MPz0pzAxsXB/XxmeGJ43W5svtA210T92JQxRKUVdX92ijjE07ODvfnDFpBEIcuNzZ7VNz9YWHRa9IsVtf8F+8hLylnsYKxJvZsw24CtKqVLgWuAZEZmZbeQZoFIptRW4CfhHEQkTkU3Ak8BuYCtwt4gUOvc5CGxSSm0BLgBfA3Ae+xFgI3A78F0Rmb/GjiYg9PTAj38Mb75JQIXJoRxUdVX5PUH7qG2UU22nqOmpwe6w0zbU5pNP9JHT/bx2eP58D0vBk3llYHyASfuk672v4c7LRUlKyVWzsBkIFhRmpVSrUuqk8/UgUAXMdNxUQKwYqyExQA+GoJcCR5RSI0opG3AIeMB5rAPONoAjwBrn6/uAnyulxpVStUANhrBrgoDNBjU18OKL8OyzcPnywvssFUGIDYtduKOPNA00caLlBLV9tT4f419/XkdHV2CCQwbHPUfnTPd1jrAsc4nwRZAYkcj9Jffr/BdLYFGRfyKSD2wHZmZ3eRZ4GWjBqHD2KaWUQ0TOAt8UkWRgFLgT8ORw/AXgF87X2RhCPUUTs38IEJGngKcAcnNn3wpqvMNuh+Zmo4J1XR00NsLk5EJ7+RcRoSi5iHBL+KJNDd6ymDwOnhgYGeNb/17NP3x1IyY/r8xM1RKcyU8rfkqYOQyTmGYlZQpVLCYLn9z4yRX1QxKKeC3MIhIDvAh8WSk1M0b1NuA0cAuwDjgoIoeVUlUi8m0Ms8UQcAZjJj39uH/jbHthqsnD6WfdSCulngOeAyPAxNvruNqx26Gl5YoQNzQEX4g9ISLkJ+QTZg7zu63ZX5ys7uQ3B9p56Hb/VXFWSnkMcAFmVQVZCdxZeCeZsZnLPYwVj1fCLCJWDFF+QSn1kocujwPfUkYYYY2I1AIlwDGl1PPA887j/G+MGfDUcR8D7gb2qyshiE1AzrRjr8GYiWt8pLfX8Kq4eNGoLBLIRbylkhWbhSBUdy8us1uweP6ly1yzNYE1mR5S0vlAZWflqklytC1jG9szti/3MFYFCwqz0278PFCllPrOHN0agP3AYRFJB4qBy87905RSHSKSCzwIXOdsvx34KrBPKTV9ReZl4Kci8h0gCygEdBmJRWCzGTPhKTHu8nynHLLMDH0OJUYmxvnHH17gO/91M0s1oSqleL/xff8MbJlJj07nrsK7tF3ZT3gzY94DfBaoEJHTzravA7kASqnvAd8AfigiFRimiK8qpabk4EWnjXkSeEYpNXV/9iwQjmH2AGOR8Gml1DkR+SVQiWHieEapINVTX8GMjBgiXF1tLN6F8qx4PpRSfvVlDgSnq3t468Nu9l+fvKTj1PXVhfy1ekO4OZxPbvykq6yXZuksKMxKqffwbPed3qcF+Pgc226co31OT3+l1DeBby40tqudnh5DiKurjRmyw3N08Yqie7Q75JP6KBTP/foy129PIjLStxmiQzl4reY1P49sebiv5D6So5b2I6VxR+djXkEoZSzcnT9viHFHx3KPyH8opRiaGKK+r365h+IV7T3D/MfL9fzpp/J92r+mp2bO+oUrCZOY6B3txaEcOuzaj2hhDnFsNqitNcT4woXAJKRfbpRSVHVV0TG8sn5pfvdmGw/uzyU1ZfGCdKr1VABGFHwcysF7De+xJX2LW/i7ZmloYQ5BpuzF58/DpUsr117sLW1DbStOlAFGJsb44W/r+c9fLFj0viup+rbFZOHTmz7Nu/XvUt8/+47mvpL7tCj7GS3MIUZPDzz3nFHV+WpgeGLY5zJFocCbR9r51G255OZ4nzXA5rCtqBDr7RnbWZe0jrWJa6nsrOTApQP0jxs5SMqyyihJKVnmEa4+tDCHEBMT8ItfXD2i7FAOKjsr58yJvBIYs43xvZ/X8c2/Xreg+9zA+AAnWk5Q3lLO8GSAElovgrjwOG7Ov5n3Gt6je7TbYx9BXDkvRISNaRspSi7ig8YPqO6u5rZ1OsdYINDCHCIoBS+/bCSiv1q41HMpJARqqRytbOHdI2nsu87z7XzvaC8nWk5wouVESHmc7Mvbx/bM7WzN2Mq5jnO8W//uLBPLxrSNJEYmurVZzVb25e9jb95e7bccILQwhwhHjsDZs8s9iuDRNdJF82Dzcg/DL9iVne/94jI7Nm0l1qnNDuWgpqeG483HqempQc3OKrCsJEcmsy1jG2B4VmxO30zfWB9v1r7p1m9Pzp45j6FFOXBoYQ4Bamvh4MHlHkXwGLON+bWmXyjQ2tfLv/+8iac+l8jp9lMhXwk7OSqZCfsEkaZIwJjVH6o/5NZnXeI6nfdimdDCvMz098Ovf706gkO8QSlFVWcVNkdgUmguJ69+UEuN/JG09aF/J3Ch+wL/dOSf2JO7h2uyr+HVi6/O+kz25M49W9YEFi3My4jNZiz2BaqwaShS31/vWtFfbdiVneoja4lJ7SUqPoA1uPzEuH2ct2rf4v2G92fZvrNis0iPTqeivYLGgUb6xvoYt43z8IaHtWtcENDCvEwoBa++akTyXS30jfUFLN9yqGC3mTn39kZ23F2O2bIyboM8LUh2j3Tz9x/8PWBUT8mLz+OWglu0KAcJLczLRHk5nJoR/KWU4lLvJTJiMlZkjbeFcCgHYeawkM4e5w+G+6KpPbmW9btrlnsoPjMl1ruzd3PH+jv0Ql+Q0cK8DDQ3wx//6N6mlKK6u5q2oTYm7BPkxOUwMD7A8OQwSilSo1NJikxangH7iaTIJHZn7+Zy7+VVkVVtPpoq15Ca30F82syaEiuHwqRCbl9/uxblZUALc5AZHYVf/cqoJDLFVKDFVImhjuGOWSHKE/aJkBdmpRQ2hw2LyUJ9fz1R1ijSotPc+lhMFiItkcs0wuBSc2w9O+46ueS8zctBRkwGD294WCcmWia0MAcRpeC3v4W+vittNoeNsx1n53WtMomJSGvoi1l9fz09oz3Eh8fTONCIWczEhsXOGvtcUWarjcGuOLobk0nJXVnXGxsWy2c2f4Zwi3+qtGgWjxbmIPLBB0a6zimUUvOKstVkJTsum+zY7JBPQt4z2uNa2BsYN27f7cpOZWclOzJ3uG6HbQ4b/WOr0yvDE3Wn80nO6fZp1hwXHgfA0MRQ0MLWrSYrn978ade5NcuDFuYg0dQEb7oHVdE+3D7vTLk0tTTkzRdgBIxUdlZ63DY4McgHjR+QEpVCSlQKNoct5KLgAslQTyxd9amk5i8um1xJSgkPlT6E1WzlUs8lfvzRjwM0wisIwkMbHiIzJpP+sX6iw6KxmLRELAf6rx4ExsfhxRfdg0gm7ZNc6rk0735dI10hL8wO5eBcx7l5A0YmHZO0DrXSOtQaxJGFDpfL15Kc043J7N2sd1fWLu4ovMNl381PyCfcHB7wPBsfX/dxYsNi+dGZH1HXV0defB6Pb388oOfUeEZb9oPA2bNGperp1PbVMumYnHe/zuHOkM+8VtNTw+DEKsze70dGByNpqMhZuKOTHZk73BbdzCYzhcmFgRgaYJgv7i2+lw2pG/jJRz9xmaS0OWP5WFCYRSRHRN4WkSoROSciX/LQJ15EXhGRM84+j0/b9iUROets//K09k842xwiUjatPV9ERkXktPPxPT9c57Kycyc89RSsW2e8H54Y9spdbNIxSfdIcBaOhieGudRziZFJ7yPW2ofaV73bm79oqMhjuM+7HMxT3jnTKU4u9veQAEiNSuXJnU+yLWMbL1a9yKht1LVtYHwApa4es1Mo4Y0pwwZ8RSl1UkRigXIROaiUmm5UfAaoVErdIyKpQLWIvAAUAU8Cu4EJ4DUReVUpdRE4CzwI/JuHc15SSm3z/bJCj6wseOQzkxwov8jht8PACz1bl7iOlKiUgI5rqir1pd5LOJSDxoFG4sPjSY9JJzUq1bXoOOUKN24fZ8w2xujkKLV9tQEd22rCYTdx7u1NbLv9FGGR898pefJaWZ+0HpOY/HoHtT1jO3cU3kGYOYy3at+iob/BbbtCMWobXVFJ/VcL3lTJbgVana8HRaQKyAamC7MCYsVYeo8BejAEvRQ4opQaARCRQ8ADwN8ppaqcbf67mhCnvLWc4yOvEbFb2JiRTO3JAkb6o+fsHx0WHdC/z4R9gvNd5+kZ7XFr7x/vp3+8n4vdF4kLj8PmsDFmG8Ou7HMcSeMNI/1RnHx1J8V7zpOY2TdnP08z5khrJJvSNvFR+0d+GUtmTCb3ldwHwOXeyxyuP+y23Wqy0tDfwHePf5f7S+5nfdKcRe01AWBRNmYRyQe2A0dnbHoWQ4RbgArgS0opB8aseK+IJItIFHAn4I2xrUBETonIIRG5cY6xPCUiJ0TkRGdn6NdPG5kc4Z26d4w3okjN62LXfSfYcVMja1I95x+o6akJiI3ZoRy0DLZwvPn4LFGejkLRP97P8OSwFmU/MTYUwZnXt3H2rU0MdMbhyVIwl/nqwdIH+cvdf8nevL3Eh8cvaRxrE9cChiveS1UvuXnKXLvmWp4ue5qs2CyGJob4yUc/4Y8X/8ikff6ZvsZ/eO2VISIxwIvAl5VSM+NMbwNOA7cA64CDInJYKVUlIt8GDgJDwBmMmfR8tAK5SqluEdkJ/FZENs48p1LqOeA5gLKyspA3hB2qO8SYzb1mlJgUf3LbRjY/up1fHazjhd83MjxyRYhHJkdoGWxhTdyaJZ17zDaGIAxNDNE71kvncGdIVdK4GulqSKGrIYWwyAlikgaJjBvFbHEwOW6hajwS60cKi0VISICCAtiwAcxmI4/yLQW3kBGTwa/O/cpn18PsuGyUUvz2/G8ZmhhytadFp7G/YD9Ws5Untj9hZJ9rfJ+jzUe53HuZhzY8REZMhp/+Cpq58EqYRcSKIcovKKVe8tDlceBbylgpqBGRWqAEOKaUeh543nmc/w00zXcupdQ4MO58XS4ilzBs1Se8u6TQo3O4k+Mtx2e1p0SlsC1jGyYRPnNnAfuvyeRvv1tB1aUreUDr+upIi04jzBy2qHMqpegd66WhvyGkE7Zf7UyMhtHTnAzOFM4xYTGkR6dTV68wOc1YJ0/Chx/Cpz8NsbFwtuMsL1a+6LMol6SUUJpSypGmI9T0XEm0ZBYzD5Y+6FpXMJvM3LruVtYlreM3Vb+hc6ST3tFeLcxBwBuvDMEQ1iql1Hfm6NYA7Hf2TweKgcvO92nO51yMxb6fLXC+VBExO1+vBQqnjrVSOXDpgEeTxC0Ft7i5RaUnR/AvXyvj4duyXO02h426vjocymHYeR3zmxSUUnQMd1DeWs5H7R9pUZ4HQYiwRBAXHkdqVOqyZvSLD49nS/oWdmbuJCc+Z1aOipYW+PGPjRzeh+sP+yzKUdYo7i66m6GJId6ue9tt2/61+z2K7trEtfzZrj/jrsK7KE0t9em8msXhzYx5D/BZoEJETjvbvg7kAiilvgd8A/ihiFQAAnxVKTW1gvGiiCQDk8AzSqleABF5APgXIBV4VUROK6VuA/YC/0tEbIAdeFopNbchNMSp6anhYs/FWe1ZsVmUpsz+J7dYhL/4dBGFuTH8ww9qmLQZ9uApt7SSlBKPXx67w07bUBuNA42zTCYaA0HYnL6ZMHMY4eZwLCaL2+Jq80Czx88qkJjERHFyMekx6Qv2bW6dpPyMjfZh3yv23ll4JzFhMbxU9ZJb+tWChAKuW3PdnPtFWaPYlb3L5/NqFoc3XhnvYYjtfH1agI/Psc3j4p1S6jfAbzy0v4hhNlnxOJSD12te97jtY2s/Nq/HxW17skiMt/K3/3KekfErs+SZuYwn7ZM0DzbTPNC8YMDK1Y5CERsWO2fekWC7hUVbo9mQuoHosLk9c6bT0N/Acx8cJmezb+fbmLqRTWmbaOhvcPPuiLBEcH/J/VeVh1SooyP/AsjJ1pOzysGDcWs4tSo+H7s3pfKtr2wiKsLsapsyZYzZxqjpqeFI0xHq+uq0KHvJ9ACKmQQzg58gbMvYtqAoT5mmmgaaaB5sJiFrtiudN0Rbo7mr6C4cysEfLv7BbdvdRXcTH7E0Lw+Nf9G5MgKE3WHn3fp3PW7bX7Df6+NsKUrkW1/ZyFf/4Ryj43Z6RnvoGulieHL+QoEbUjcwZhvjcu+KNs/7nTHb2KxQ4wn7hJu5KBjEhcctmDFwYHyA6q5q12edWdhKbPLQvPvMxd1FdxNljeJEywnahtpc7VvSt7ApbZNPx9QEDi3MAeJM+xlX+svpFCUXkR2XvahjbSlM4hv/aQP/7Z+rvMpLsTZxrStBfYQlgvNd50M+50awGJ28MmMemhiiaaCJ9qH2oGe8S4hImHd7x3AHVZ1VrnFFxIyybpdvpaq2pG+hNLWU0clR3rx8JcVhfHg8dxbe6dMxNYFFmzICgEM5eK/hPY/bbsz1aHJfkLKNyfyPP9tAmGX+39L06HRy4q7E8KRFp7E1fatO3+hkeHKYtqE2TrWecs0elyMN6Xxmk+GJYc53nXeNS0SxYV8VlrDFB/nEhsVyx/o7AHir9i2XKUcQHix9kAhLhA+j1wQaLcwB4FzHOY8RdXnxeeTEe59lbCbXbU/ia0+WYjXPLbKePDLiI+LZkblDfwkxZqLnu87TP768yfrnytxmdxjFBabf4RTsuExcqm+1A+8pvodIayRtQ22caLkSCpAek05mbKZPx9QEHi3MfkYpxeGGwx633Zjn22x5Ojdfk8zfPFU658y5f7zfYxKcKGsUOzJ36FSOi8QsZoqSi/z2oxZuDmd90nqPHiBKKS72XHRbP4iMHSVnU6NP59qesZ2i5CKUUvzx4h/d7gzahtr43onv0djv27E1gUULs5+p7audVUgVjKQx6xLX+eUcN12TzH//82LCrWaP25sHmj22h5nD2Jq+ddFRhFcrEZYItmVsIys2i52ZO0mMSFzSsTakbuDaNdd6DLF3KAfnu867LcwBJGT2+lyW6rb1twFGpGB9fz1g+E3fU3QP8eHx9Iz28P1T3+et2rcWDFzSBBctzH7mbMfZWW2C+L0M/A07Uvn2VzYREzV75pyXkOdxn6kZ2UxfaM1s4sPjKcsqIzbcSDBlNVvZkr6F3PjcRR8rMyaTsqwy0qLTPP4PjE6Ocqr1lMfAEYvVN8G8r/g+IiwRTNgnOHj5oKt9X94+dmbt5OmypylNKUWheLf+Xf6/k/8fncOhnwzsakELsx+xO+xUdVbNat+QumFOsVwK20oS+ef/uo20pCu32TlxOR5X/JVSVHdXz5qRaWaTHJnMlvQtsxZMRYS1iWvZmLoRs3i+W5mO1WRlc9pmilOK51x8HRwf5GTryTm9bey2xX9Fy7LKWJdk3J0drj/s8g5Kj07nhtwbAGPx8ZMbP8mdhXdiFjOtQ638rvp3OjF+iKCF2Y9c6r3kMYBh6ssQCNblxvBv/30XW9amExMWQ0Fiwaw+WpS9JyMmg01pmzCb5hbe1OhUdmbtnDdSMMISwfbM7SRHJc/Zp2+sj9Ntp+cNDpoYDfdu4E4SIhK4de2tgFG5/IPGD1zb7i662+26RITd2bt5cueTpEenc3fR3Tr6L0TQwuxHPJkx1ietD/jqd2KCmb//aimf2rdtVvKb1SjKMn+GAJ/JicuhOLnYK3GaWkz1VGEmwhLBjswd8wr36OQoZzvOLpjneqjHu3DtKe4rvo9wiyHmr9W85jr+VHIkT2TEZPB02dM6a1wIoYXZT0zaJznfdX5Wu69+y4slPBwe/bSFa6+90rYaRdlqsvpk512IqTD5xcwYLSYLG1M3zgqvL0wqXHCBtbKzct7K4lOMDUUyOuBdqPg12de47pgudl/kQvcFwAjH/tjaj827r54phxZamP1ETU/NrEW1nLicgIjIXJhMcNttUFg6xoR9YkFRFmTFzZLWxK3x+x1IcXIxufG5PomTiJAbn8vW9K1YTVaSI5PnNV8AjNvGF1VZvKM2bcE+SZFJ7F9rhPrbHDZeq3nNte229bcFNQ+IZuloYfYTUyXfp3Nj3o1Bn4mIwH33WDjX9+GCM+W8hDwKkwpJjzYKr4Y6ZjGTFZtFhCVi0aWVrCYr6dHuqTUFYWPqRr8IfWJkIjuzdlKcsnA168WIMkDrxUyUY+7/I0G4v+R+1yz9SNMRly/72sS1bE7zMR2dZtnQcbp+omnAvTBLenQ6hUmFyzKWmCgLd94Wyc9+PeJqiw2LJTEyEUEQEUxiYk3cGkxiojS1lP6xfo+Z8EKJrNgsV+KftOi0BaP3zGImNTqVtOg0EiMSERFsDhvdo92YxcymtE0kRvrumzwTb4NQFuuuODYUQVdDCqn5nj+f63Kuc92ZDY4PupJnWUwW7iq8S5spViB6xuwHbA7brNnpDbk3LOsX4pO3FBMZe8VDZHBikI7hDuzKTkpUCrnxuW4LhTFhMQFbVPMH0dZo8hPyXe/TotPmHa/FZOH6nOspSSkhKTLJ9VkUJBZgNVnZlrHNr6K8GPrHFh8O3nA2x2Ph1pSoFG7Ov9n1/uDlgy7hvzH3xgXNKprQRAuzH2gdbHVbXU+MSGRj2sZlHBEkRsVzw/XuN0RjtjGaBpo8RiaaTWaP/s9rE9eyJ2cPOzN3evRACAaCsCF1g5url9VsJSkyac59bA4bI5Mjs9pjwmLYnb3bFTgSbOwOO10ji8+pPNgVR1+r+w/JlAlj6i5iegL8lKgU9uTuWfqANcuCFmY/0Djgnm9gZi2/5eKBfesxmWen+5xeFXk6hcmFswIn0qLTsJqtxIbHsiltE1vTtxJpCe5CUkxYjMeE8lOpTediLgFcKA9yIOke7V7QRW4u6k7nu82ab8i9wRXePTMB/l2Fd+mMgisYb4qx5ojI2yJSJSLnRORLHvrEi8grInLG2efxadu+JCJnne1fntb+CWebQ0TKZhzvayJSIyLVInLbEq8xoCilONN2xvV+KkAhFCjNzCd/3Wx75uD4oMcIryhrlCtibIqZeZwTIxPZlb0rqN4cc9lukyKT5jVnTBdmh3Iwbhv3+9gWg1JqScn4+zvi6W1JIiMmg4KEAvbl73NtO9l60mVO25q+1WOgkWbl4M20zgZ8RSlVClwLPCMiG2b0eQaoVEptBW4C/lFEwkRkE/AksBvYCtwtIlMrYmcxqma7lflwHvsRYCNwO/DdqarZocil3ktuOQ725e0LmcUWEeHWa7JmtU86JmkdavW4T2ZMpltgxIXuC7MS3EwVEI22Li74wVc6RzqpaK9wJbkfmRyhpqeGo81H582lPDw5zOjkKHaHnbMdZznecpzukdmZ94KBQzmo7q5ectXyvnO7eGLbk3xu6+dcM+LpCfBjwmL4+DqP5Tc1K4gFhVkp1aqUOul8PQhUATNLcCggVgxFigF6MAS9FDiilBpRStmAQ8ADzmNVKaWqPZzyPuDnSqlxpVQtUIMh7CHJ9JDXtOg0SlJKlnE0s7nruiKsltk/FJd6LnnM3SwibrbbvrE+znacneVJICILmhL8SfdoN8eaj3Gy9STHmo/RNNDkVYBG61ArZ9rP0DPag81ho6Kjgks9l4Je0eVy72W/BPo0tU5y9OSo24//9AT495fc73VxV03osihDqIjkA9uBozM2PYshwi1ABfAlpZQDY1a8V0SSRSQKuBNYKFN8NjDdaNvE7B+CkKB1sNWtpt7evL0hM1ueIi4qgj27Yma125Wdi90XZ7V78jDpHevlaNNRKjsr3WZ8qdHB9X1WKI/luuajob9h1j6NA42cbjvt8YcpEHSNdM1yp/QVh3Lwg5fqmHSm15ieAP/aNdeyPmm9X86jWV68FmYRiQFeBL6slJr57bgNOA1kAduAZ0UkTilVBXwbOAi8BpzBmEnPeyoPbbPuV0XkKRE5ISInOjuXx/92+mw5JSqFDakzLTyhQcH2OszW2X92Tz8iLYMtHmeidmWnY7iD022naR8yTDeh7F63EAPjA5xoORFw08akfZLqLk83hr5zqa2L197pdUuAnx6dvmDYtWbl4JUwi4gVQ5RfUEq95KHL48BLyqAGqAVKAJRSzyuldiil9mKYOGZP09xpwn1WvQZjJu6GUuo5pVSZUqosNTX4UWt9Y32c6zzner83b29IeGLMpKqzitqRCgq2187aFhPmPpO2O+xeVbQ433WepoEmavtmH3MlEQzTRtNA07zZ43zltbcGqWlvob6/HqvJysMbHtZeGKsIb7wyBHgeqFJKfWeObg3Afmf/dKAYuOx8n+Z8zsVY7PvZAqd8GXhERMJFpAAoBI4tfCnB5cPGD11f5uTI5JDxxJjOmG3M5UKVXdJCbIr7jc5MMWodavVKRBSKmp4aj/7QK5FAmTaUUh6T3y+V/IR8bBNWvvui4bN8d9HdQTcraQKLNz+xe4DPAhUictrZ9nUgF0Ap9T3gG8APRaQCwxTxVaXUlK/SiyKSDEwCzyilegFE5AHgX4BU4FUROa2Uuk0pdU5EfglUYpg9nlHKR8fPADEyOcLJ1pOu9zfm3RiSs+U3Lr/hyssgJkXJDecpf6UMh90Ya0N/A53DnSRHJZMUmXRV13+bMm2UppT6LVrO5rD5XewtJotr4dPUH8ZX9t7C1oytfj2HzQZtbdDeDj09MDQE4+OgFFgsRibD2FhISoK0NEhPNxJoafzHgsKslHoPz3bf6X1aAI8+Okopj3kvlVK/AX4zx7ZvAt9caGzLxYmWE66ZpdVkDcnZcn1fvVtVZIDohBHW7arh4pEiV9uobZSmgSa/LU6tZKZMG7nxueQn5C/5x3bc7n+/6en2f4fNTH1FDvghR1FPD1RWwuXL0NBgiLO3RETA2rWwfj2sWwfxi8svpfGANkotEpvDxtGmK04pG9M2hpxtTynF65de97gtq7iF3pZEuhr0re9cNPQ30D/WT2lq6ZKqY88VYelP3np/gEfv8k0MbTY4exbKy6FxCTdLY2OGqFdWGu9TUw2BXr8e8vLAunyBliuW0FKUFcCZtjNu5eX35IRePoKG/oY5I8xEoOSGak68HMPYkM7ROxf94/2Ut5RTklLik2lDKeWXuxBBiLBEeCxZBtA13MvBt8Z5+AHvS1BNTsKJE/D++4aZwt90dhqPI0cM00deniHS69dDSgo+Vf2+2tDCvAgcyuHmIlecXBySiy4fNn0473ZLmI2NN1Vy8g/bUQ5tHJyLScckFR0VWE1WHMrBuqR1ZMXOjqT0ROtQq19mzHkJeQsusp46BbfsM2y+82G3w5kzcOgQ9C8+wZ1P2Gxw6ZLxeP11Y2Y/JdIFBYYZRDMbLcyLoLqr2pWAHAJbZNVXuke6vfKbjU0ZpPj6C5x/L7QiFUORxbq7Tdon3QKPfCU+PJ6UqBSPRRimSI1KxWoK55134MEHjQW6gQGYmDAW6USgo8MQxooKGFxcjn6/099vmE7Ky40Fw5ycK0KdkaFn01NoYV4E02fLufG5cxa3XE6ONB2ZN3/EdDLWtzHUE01TZehdRygSG+ZdqtC6vjqvwsXnw2KyUJpaOssklRSZ5KpUEhceR2aMUX2losIQutra4M2Gl4rDAfX1xuPNNyE6+opIr11rvL9a0cLsJQ39DW7pPUNxtjw6OcrpttOL2mdd2WVnhYzQM8mEEsmRyV7lcLY77HMmiJqPMHMYVpPVtX6xPmk9JjG5CXN8eDyb0zZ7jNhUCk6fXvRpQ4rhYcPUcuaMMXPOyroi1NnZV5dLnhZmL5mZrGi5ykbNx3Q3Pm8Rk6J0bxVnXg9noDMuQCNb+WTHeZeupXes16cowjVxa8iJy6F9uJ3e0V7So9M513nONfMWhOKU4pDLxRIolILmZuNx6JC7S9769RC3yv9VtTB7QddIF+e7zrve78nZE3JfELvDzrFm3wIkzRYHm/dXcPIP2xkdiFp4h6sMi8nisbqLJ3yJhpyqVi5iPGfEZNA62OqWTzoz1j0d69XGTJe8tLQrIp2ba3h/rCZW2eUEhiNNR1yv48PjQzKg5GzH2UVXX56ONWKSLbd+xKk/7GBiNMyPIwsOUwmVvLWvL4bEiESvgk06hzt9Eua06DSX3Rhg3DbOpd5Lbn1y4vQ6wHQ6OozHBx8YftIFBVeEeiHvlJWAFuYFGLONueqogVGReHrtuVBh5hfZFyJjxwxx/uM27JMr618jOy6bdYnrmLBPMG4fZ9w2PufzYsV7ZrInT4zZxqju9i2L3EwXvJqeGrfFw4SIBCKt2ud8LiYn4cIF4wGGME+JdH4+hK28eYYW5oU403bGlSQ+0hLJjswdyzwiz/grfWVM0hCbbjnLRwe3rCgf58SIRESEcEs44ZZwmCPeQinFB40fLMoWv5AJweawca7jnE+eGDFhMcSFXzGYdo100TninsZ2vqKzmtn09MCxY8bDbHYPcElNXRkueVqY50EpxfGW4673OzJ3uN1yhgpKKTf/6qWSmNnHhn2VVL6zEaVC/79YEOIjvItJFpFFF0Od7zNXSnGu45zPZqSs2CzXeoXNYfNYvCAxInFWm8Y77HYj/8fly3DggLFoON0lL1QDXLQwz0NdX53bAszOrJ3LOJq5GZkc8XsWs9S8LkpurKLqcCmEuDjHhcd5na9EKeXX3MutQ630jvX6tK9ZzKRHp7ve1/bWzkp8ZBKTLhXlRwYG4ORJ42EyQVkZ3HFH6M2iV8696jIwfba8LnFdyN5SBiKLGUD62g5K9pwH8f+Cmj9JjPR+RumLKM9lorA5bNT2+l4sICMmw7Ve0T/WT/Ng86w+yZHJIZlSdjXgcBjmjg/nz2CwLOhPfA4GxgfcXOTKssqWcTTzYw5gEfGM9e0hL86LudX35c5irh++hv6GJVUnERHGbGN0j3RT0VExa7tJTKxLWufz8TXecfAgVPu3+teS0cI8B+Ut5a7ZVWxYLEXJRQvssXwE2kskY307G/ZWISEozmYxexWRN4Uv7myeZqxjtrElZ49rGmjiSNMRznac9Tgrz43PXVLaUY13KAUvvmgUBwgVtDB7wO6wU95a7nq/PXN7SLrITRFu9j7lo6+kFXSw6ZazmMyBqY3nK3HhcV7f6juUY1YFcG/w9Pet7a31m63ak/teuDlc+y4HkYkJ+NnPApMG1Re0MHugqqvKlbJRkJB1kZvCarYSbQ38AlFyTjfb7zhFeFRgbNq+MN3VbCEu9172yR4/c9Y6OD64pFp+3ow5PyE/pCcDq5H+fkOcJ/1fO3fRaGH2wPHmaYt+Seu8DsddTtKi04JyntiUQXbec4LETN88EfyNtx4LXSNdPpsewi1XZsxKqSWl9FyXuI4dmTsoyyqbczE52hpNRkyGz+fQ+E5zM/zud4Z5Yznxpkp2joi8LSJVInJORL7koU+8iLwiImecfR6ftu1LInLW2f7lae1JInJQRC46nxOd7fkiMioip52P7/npWr2ifaid+v561/tQny1P8cimR9ic5ofib14QFmmEb+dvq1t2u3PbUBtqgW+RQzm40H3Bp+ObxORmKmkcaPTZPa4gocCVKjbaGj3nuNclrQu5XCxXE2fPGomTlhNvZsw24CtKqVLgWuAZEdkwo88zQKVSaitwE/CPIhImIpuAJ4HdwFbgbhGZSsv2X4E3lVKFwJvO91NcUkptcz6e9vXifGF6AdNoazTFycXBPL3PhFvCebD0Qe4tvherKfBF1sSkyN9Wx467ThKTtHyGuZ7RnlmRcjNpG2pzRW8ulun+0UMTQz67x+Un5JOXkOd639Df4FHgEyMSdUBJCPDOO4ZALxcLCrNSqlUpddL5ehCoAmbmQFRArBg/8zFAD4aglwJHlFIjSikbcAh4wLnPfcCPnK9/BNy/tEtZOuO2cc60n3G935qxdUXZ+UQMe/iTO58kNSo4+ZVjUwbZcVc568ouYbYsLqLOX1R2VnK67TStg62MTI64zUTtDjuN/b5XGp0SZodyUNVZ5VOSpLz4PPIT8l3ve0d7qe2bW+D9HSyk8Y3f/tYwbSwHi7Ixi0g+sB04OmPTsxgi3AJUAF9SSjmAs8BeEUkWkSjgTmBqqTldKdUKhvgD042kBSJySkQOiciNc4zlKRE5ISInOjvnnzF5y5n2M24zq+0Z2/1y3GCTFp3GEzueIDc+NyjnM5kVOZsa2f3gUbKKW5bFvNE31kd1dzXHmo/xYdOHnOs4R21vLWfaz8xZyNQbpoS5ob/BrQivt+TG57qJ8oR9gqquqjn79471cqz5GJd6Li25CopmadhsxmLgclSE8VqYRSQGeBH4slJqYMbm24DTQBawDXhWROKUUlXAt4GDwGvAGYyZ9Hy0ArlKqe3A/wX8VERmLWMrpZ5TSpUppcpSU5c+O1RKuS36ZcZkhmShVW+JsERwf8n9QT1neNQERdddYNf9x0hf275s9ucJ+wSdI53U99czMD7zX3VxDE0McbrtNPV99Qt3nkFOXA4FCQUue7FSiqrOKo9mFZOYKE4uNmzPKBoHGjnadJTRSd9/VDRLZ2jIEOcJ3yxhPuOVMIuIFUOUX1BKveShy+PAS8qgBqgFSgCUUs8rpXYopfZimDimsrS0i0im8/iZQIez/7hSqtv5uhy4BAQ8uqO+v97NVhmKOZcXy3KF8kbFj1K6t4prHz5C3pZ6wiKD/F/tRxzKQd9Y36JNGOsS17E2ca2bKNf11c25cJgdm01mbCZlWWWUppQSYYkg3BKuA0xCgLY2eOml4HpqLJj5xWk3fh6oUkp9Z45uDcB+4LCIpAPFwGXn/mlKqQ4RyQUeBK5z7vMy8BjwLefz75z9U4EepZRdRNYChVPHCiQzq3+sBmFebsKjxynYUUve1jp6WxPprEujqyEF28TqzZ0lCKWppW7ui5P2SS50X5hzkdJqsroWBkWE9Jh0UqNTGbeNa++MEOH8eXjjDbj11uCcz5tvyB7gs0CFiJx2tn0dyAVQSn0P+AbwQxGpAAT4qlJqKi3biyKSDEwCzyilpqYM3wJ+KSJPYAj7J5zte4H/JSI2wA48rZTqWcI1LsikfZLqrivB8tmx2V6nkdQsjMmsSF7TQ/KaHhx2YaAznt6WRHpbExnsig14alGTmIi2RmMxWbCarcazyerxvcUCY+Z22obaaO1c3EzfLGY2p29283vvHe3lfNf5eQNb8hLyZmXHM4lJJ8cPMd5/38jnvG1b4M+1oDArpd4D5v3mKKVagI/Psc3j4p3TXLHfQ/uLGGaToNE40OiWozeU82IsBpn/Y1sWTGZFQkYfCRl9FFCL3WZipC+aod5oRgeiGB2MYHw4nMmxMCYnLNgnLIsWbrPVhiXMeMRFhXHj2mtIT4gnPNyoZjH9OTwcoqMhKurKs8halFrLH058xE/frKCnOYnRwYVFcnqItkM5qOuro6G/Yd59IiwRsyqYaEKXV16BxEQj+X4gWb33lIugrq/O7b3O6BU8zBYHsSmDxKZ4TjSvFDjsJhw2M0oJDruglLhVVxGTAxGFJcyO2WJHTIYxMMoaxRd3fJGkSF/ufhS16l0KrzVu/Ow2ExOjYdgnLdgmLEyMhjE2FM7oQBQDXbEM98agMJLmb0jdwOXey14lz1+buFan9VxB2O3wi1/AF78Y2NqCWpjBLWggzBxGZkzmMo5GMx0RQ7zNFveEQWYxz1uJxGKy8OlNn/Y5h7aI8MimR/jX4/+KXdkxWxxExs7tXzw+EkZnXRrN57PcfOHnIzYsNmj+5hr/MTJieGo88UTgKqBc9cI8YZ9wS1CeE5ezooJK5mO1LhwlRybz2LbHONdxjjdr3/To73t/yf2u8GdfSYlKYU3cGrcQ/ShrFKUppa7K1iOTI1zqvUSd1LFmQxPZpU101ady+WQBowPz1wrUodcrl85O+NWv4NFHjUoo/uaqF+bG/kY32+D0sFlN6JESlcJjWx8jNjyW63KuozC5kB+c+oEr+MMkJu4puscvXjXdI91unhQ35N7ATfk3zVqo25O7h/6xfl658Ao1PTWk5neSnNNFS3UW9WfymRyfHSKfEpWyIpJjaebm0iV47TW4807/H/uqN27NDI3Ni189whyKi39LISUqhc9v+7xbYvyqziqXKIebw3l086Nsz1x6xGbTQBM/OP0DRiZHAFiftJ79BfvnrC0YHxHPo5sf5c7COzGLGZNZsWZDM9c8dJScTQ2I6cqPvyCsTVy75DFqlp9jx+D48YX7LZarfsY8c+FPp1sMTVKjUnls22PEhMW42o43H+fN2jcBiA+P5zObP0N6TPpch/Ca8pZy/nDxDy4bdrQ1mgdLH1zQ7CAi7M7ezZq4NXz/1PexOQzPkHVll8kuaeFy+Vo6atPIjM0kyjq/mUOzMoiIgLQAZNy9qmfM47ZxWgZbXO+jrdFuuXc1oUFadNosUf6o/SP+cPEPgBGg8fltn/eLKJ9oOcErF15xW1i8Kf+mRQlpVmzWrBSsETFjbNhXya67z7BnU3BymGgCS2QkPPZYYFznrmphbuhvcLMvL6ba8kpgNSwspUWn8dhWd1Gu7qrmt+d/6wqTvjHvRr98dvV99S6xnyI5MtmnnNwb0zZ6bL99xyb+/KkIPvEJSEjwZZSaUCA8HD77WcgMkAPXVW3KaB1qdXu/mDJFmsCTHp3O57Z+zq1KSV1fHb+q/JXrBzUpMonrc65f8rkm7ZP8rvp3s+r4fWztx3zy0smNz0UQtxwb0dZobsi9ARHYuBGKi+HoUXj3XRgPnWpdmgWIiDBEOSuAcUFX9Yx5Zt5bnTAmdMiIyeCxbY+5iXLzQDM/rfipm3tcWnTanAtyi6G8tZyeUffI/9z4XEpSSnw6Xpg5bFbZq1sKbnEzlVkscP31kJzs0yk0y0BUlGG+yJ6Zkd7PXNXCPDOl4moT5pXqlZERk8Hntn7Oza7bMdzBTz76yayUme1DvhdFXYhb1966JHPQ9Ora6dHpHr1Fzp6FlpZZzZoQJDoaPv/5wJkvpnNVC/PMGbOnMvUrmZVYCSMzJpPHtj7mJsq9o738+MyPPSa87x3rZdy2dDtATpx7MMqG1A1LDlCZvoB42/rbZoVe22zw5ptLOoUmSMTGwuOPB8YDwxNamKex2jwypkesrQSyYrP43NbPuWVVGxwf5D/O/Me8eSc6hjv8Og6TmNhfMCu/1qL5+Dojr1dRcpFHv+Vjx6Cvb8mn0QSY+HhDlFNSgndOLczTmL7yvxqY6aMdysSHx/PZLZ91E+WRyRF+/NGPF6xKfbl36em6L/Vecr0uyyojOWrpht/O4U5MYnIJ9HRGR41FP01ok5hoiHIgExZ5QgvzNPrH+n2uphxqTFXMWCn0j/dzpOmIq5DquG2cFz56wavZ8Jn2M24FWBdLx3AH79YbKhluDmdf3j6fjzXF0MQQ7ze+T1lWGSlRs6da774LYyvP0nRVkZRkiPJyuDVe1e5yM5OXH7x8kEP1h9iSvoWdmTvJjF25WeZ6RnuWXO8u2ByqP8TgxCC3r7+dn5/9uVtyqfnoGe2hcaDRp+KzA+MD/PLcL12eHnty98zypvCFd+rewSQmbsq/ada23l7DjKEJXZKSjIW+uGXyoL2qhTkmLMaVC2GKCfsEJ1pOcKLlBNmx2ezM2smmtE2EmcOWaZS+sZJmy9M52XqS813nZ30uC3Gm7cyihbm+r54Xq150/YDFhsVy3ZrrFthrYTqHOznZepJb197qMWKwrQ3MZiO3ryb0WG5RhqtcmJMik+a9VW4ebKa5upnXa15nS/oWyrLK/BL260+ONR+jdbCVzNhMMmMySY9JJ8wctmKFGVi0KIMRor0re5fXuU4udF/gZxU/cwsAubngZqzm2ZngFsvBywdJiEhgV/Yuj9tLSyE3Fw4fNhLgaIEOHRISll+U4SoX5py4HHpHe1EoChIKSIlK4dWLr87qN24f53jLcY63HGdN3Bp2ZhqzaH98iZeCQzk4XH+YwYlBTrWdAgzf5ZSoFPrH+5d1bMFm0jHJTz76Cbuzd3PdmusW/GyONh11E+W06DS2ZWxb8jjq+uq40H2BT2381LyBL9HRcPvtcM018NZbhj9zMKswa2ZjMsEnP7n8ogzeVcnOAf4DyAAcwHNKqX+e0Sce+AlGgVYL8A9KqR84t30JeBKjbuC/K6X+ydmeBPwCyAfqgE9OFWoVka8BT2AUY/1PSqnXl3idHtmTu4c9uXtc7ys7Kxfcp2mgiaaBJl6/dGUWPb0icjC52H1xlhuZQs1ZjXm1MzQxxFu1b9Ex3MFDpQ/NGxwy0/7+sbUfW3KJJ6UUBy4dQBAGJwaxO+wLhnMnJsJDD8Ett8CHH8KpUzA5uaRhaHxk9+7AhlkvBm/+E23AV5RSpcC1wDMismFGn2eASqXUVuAm4B9FJExENmGI8m5gK3C3iBQ69/mvwJtKqULgTed7nMd+BNgI3A58V0SCUlKkf8z7WeaYbYxjzcf47vHv8vzJ56nsrFySZ4AvnGw9GdTzrRQsJsusnBdT2B2G3WBz+pXsb6UppRQmFXrsvxgqOipoGWxBofjDxT/w7LFnqWivcP1fzGeiSUw0Eq7/1V/BTTcZob+a4BEVBfuW7ozjNxYUZqVUq1LqpPP1IFAFzIwUV0CsGFOUGKAHQ9BLgSNKqRGllA04BDzg3Oc+4EfO1z8C7p/W/nOl1LhSqhaowRD2gDMzV4K3NA408stzv+T3F37v5xHNzcD4ABe6LwTtfCsBs5i5p+ge7iu+z+NMdXhimFcuvALAlvQtgFEq6q6iu5acic/msPHm5TfZkLqBP9nyJ6RFp9E71suLVS/yb+X/xsXui/zw9A954aMXmLTPPSWOijKE+a/+yhDqxNWV8DBkuekmI41nqLAoG7OI5APbgaMzNj0LvAy0ALHAp5RSDhE5C3xTRJKBUeBO4IRzn3SlVCsY4i8iU/aAbODItGM3MfuHABF5CngKIDfXP/ltvalqPB/lreUUJRdRnFLsl/HMx+m202420qudCEsEn93yWbLj5s4uMzI5wum200Rbo11eNncW3umXwKKjTUcZnBhkf8F+kqOSWZu4llOtp3ir9i3ahtp4oeIFwKiE4s3ahNVq3FqXlUFVFXzwATR75z2oWSRJSbBz53KPwh2vhVlEYoAXgS8rpWY6yN4GnAZuAdYBB0XksFKqSkS+DRwEhoAzGDPpeU/loW2WAimlngOeAygrK/NZoV6ufpmP2j8iPjyeoYkhXw/jdrw/j/tzv/jCzoVSilOtpwJ2/JXImG2M6u5qsmKz5pz9pkansjF1I+83vg8Y+TA2pnrOm7wYRiZHONxwmJ2ZO10RgyYxuVwt361/l/cb3yc9On3Rod4mk5EidMMGqK2FAwcMdzuN/7jlFsN9MZTwarVDRKwYovyCUuolD10eB15SBjVALVACoJR6Xim1Qym1F8PEcdG5T7uIZDqPnwlM+a01AdOzx6zBmIkHhLjwOGwOG92j3bMCTnxheHKYl6tfDqi9+XLv5QXDlK9GjjQdoXu0e94+D5Q+wBd3fJEvbP8CD5Q84JdiAu/Wv4tDOdiXP9tIGWYOc3ln3Ft8r88V2EVg7Vp46im45x7Dq0OzdNLTjR++UGNBYXbajZ8HqpRS35mjWwOw39k/HSgGLjvfpzmfc4EHgZ8593kZeMz5+jHgd9PaHxGRcBEpAAqBgMVJeQqXXSrV3dUcbT4aMHHWi36eubf43gU/T4vJwpq4NeTG5/rF3bFntIfjzce5Pud6jyaRC90XOFR/iM1pm+c1s3iLyWTcdv/lX8KePaE301tp7Ntn/OiFGt6YMvYAnwUqROS0s+3rGK5xKKW+B3wD+KGIVGCYIr6qlOpy9n3RaWOeBJ6ZcokDvgX8UkSewBD2TziPd05EfglUYpg9nlFKBcwFPxDCDPBazWtUdVZx+/rb/RraPW4b53zXeb8db7WwOW0zm9I2Bf28b1x+g0hrpMcqKnaHnYOXD2IxWdi/dunZ6qYTEQG33mqI9IEDcF7/Syya7Gwj2CcUWVCYlVLv4dnuO71PCzA7hZax7cY52rtxzrI9bPsm8M2FxuYPkiMDVz6ivr+e58qfY2vGVvYX7Cc2PHbJx+wa6XLL86sxuDHP479ZQGnsb6Sys5K7Cu/yGLJ/svUkXSNd7MnZQ0JEQkDGkJQEjzxi2J9few3aA1c3YFWRl2f83UJxtgxXeXY5AKvZGrAvDRgBH6fbTvMvx/6Ft2vfZnB8aZ4f/ligXG1EWiJJjUoN6jmngknmKtY6Zhvj7bq3ibJGBeVHo6AA/vRP4e67tQ/0QmzebNTsCyX3uJlc1SHZUyRFJtE31hfQc0zYJzhUf4jDDYcpTSllV/Yu8uLzFr345I9Z92ojJSol6BXBq7qqaBxo5FMbP+VxQe+9hvcYmRzhjvV3BK1kmclkuNdt2AAvv6zNG5648UbDCyNUZ8pTaGEmuNWxHcrBuc5znOs8R2pUKruyd7ElfYvXX97MmEyyYrNoGdSF4qYI5B2PJ+wOO29cfoOcuByPxVr7xvo40nSEpMgkyrLKgjo2MGbMn/qUkfP57beDfvqQxGQy7iZ2zL65CUm0MBNcYZ5O50gnf7j4B964/IYr78ZC2dFOtJygd1S7yk0nMTK44XEnWk7QM9rD/SX3e5ypv1X7FjaHjRtzb/TZPW6piBgeB1lZxux5cGkWtBVNWJiRnGj9+uUeifdoYWb5hHmK6TmgY8JiiAuPm/WYqkgylUVOc4Xs2ADXkp/GmG2MQ/WHAMNc8fF1H3fz7GkeaOaj9o8IN4cvi5fITAoL4c//3FgYPHNmuUcTfOLi4DOfgQzvssGGDFqYWX5hns7QxBBDE0PaVLEIvM3B7A/ea3iP0clRLCYLF7ovUNNTw66sXezL30ekJZIDlw4ARpKk5U4LO0VkJDzwgGF7fuMN6LxKkg+mp8Ojj4ZGGs/FooUZo3KFL+zO3k1hUiGDE4NUd1VzofuCz/krBGF75nbOtJ3R7nCLJFhFdPvHjLqEu7J3sSdnD+/UvcPpttMcbT5KVVcVX9j+BdqGjHjprelbgzKmxVBcDEVF0NRkpBc9exYmVkeJy1msW2eYL8JXaOF7LcywYF4LQYiwRDBmG0OhSIxI5IbcG9iRucNlY9yRuYOXq1/2OSovJz6He4vv5ab8m/ig8QNOtJxw1aHTzE2UNSpodtw3a9/EarJyc/7NRFojua/kPq7LuY43L79JZmwmCREJPL79cf548Y+siVsTlDEtFhHIyTEet90G584Z3hsXL66eRP3btxsLfSs5KlILM3isyzadMHMY/2XPfwGMaibh5nCPiz75Cfk+C3NpihGCFBcex+3rb+eG3Bv4oPEDylvK/ZLDY7Xi693OYmkdbOWj9o+4s/BOIq1XHGDTotP49OZPu8LvM2Iy+Py2zwfdfc8XwsMNL4UdOwzzxuHDUFGxsgV63z4jhecK+PPPixZmjPwJ4ebwOQVw3D7Oryt/TVp0GmHmMPIT8j2GWcv8AZLzMtPtKiYsho+v+zh78/ZS3lLOkaYjS05LuhrZmRX4fI1TwSQpUSlzur9NF+KVIMozSU2FBx80hO2994yFQofnWgMhickEd90Veuk7fUULs5Moa9S8M9Mp3+Mp8uLz2J29m5KUEtetdNNA06LOWZxcTOdIJ2HmsDldviIsEezJ3cM1a66hor2CDxo/uGpLR80kPjzeY9Sdv7nYc5Havloe2fTIkstPhTrJyXDffVcE+tSp0C8Wa7XCJz5h2M9XC1qYnURZoxaVSrO+v576/nruKbrHNWvbk7uH8tZyr2zDEZYIHt7wMBaTxauq0BaThe2Z29mWsY0L3Rd4r+E9GgcavR7vSiAhIoGcuBySo5Jp7G/kUu+lefvvzds7b8FTf+BQDg5eOkhOXA7FyYEvgBAqJCQYdtq9e+H996G8HGwhuOQRHW24w2UHz2MyKGhhduJrYvvTbaddwhwXHseW9C1e2Zm3pG9xuVMt5twiQnFKMUXJRTT0N3C44TA1PTU+jX25uX397SRGJBIbHkt8eLzb36FntIffX/g9zQPNjNvHMYkJQVweK4kRiX6par0Qp1pP0TnSyRPbn1iRJoqlEhcHd9xhhDJ/+KEh0qFCUhL8yZ8Yz6sNLcxOIi2+ZTSZ6dqWF5/nlTAvNVRXRMhLyCMvIY+WwRbea3iPqs6qFVNuKtISyTXZ18wpdkmRSXxu6+dwKAc9oz0kRiTy68pfU9VVBcC+/H0B98aYsE/wdt3blKSUkBOfs/AOq5iYGCPNaGUl9IZA4Gl2tjFTXq0FA7QwOxmzjfm0n91hRymFiGBz2Kjrq1twn5y4HNKi0xbs5y1ZsVl8cuMn6Rzu5P3G9/mo/aM5q0SHCqnRqV7NQE1ickXWTZktkiOTXcVUA8kHjR8wMjnCx9Z+LODnWilkZS2/MJeWGguV1tCI3wkIWpid+JpOs324nR+d+RGpUamc7TjLqG10wX0C5UmQGp3K/SX3szdvL7+/8Hsu914OyHn8gS9pOpMijXvWffn7Ar4INzg+yPsN77M9Y3vAiimsRHbvhgsXYHLuQt8B5frrjZn7arcqre4l5kWwlDzHdX11HG857pUoA9T21nKx+yJ2R2CWu5Mik/jsls9yc/7NATm+P0iN9k2YU6NSg5KD4u06Iy3bTfk3BfxcK4m8PMOEEOzZqojhDvfxj69+UQYtzIDhpxrMBPRn2s/wQsULdAx3LNzZR0SEffn7uLvo7oCdYyn4MmNOjkrmrqK7Aj5b7hju4FTrKa7LuU7nv/ZAQYGRgyJY4hwWZvwY7NoVnPOFAtqUgRFAkhSZRHpMOsmRyS5vidHJUYYmhhicGKR9qJ3hyWG/nTMhIiEoyXfKsspoGmjidNvpgJ9rMfhiY8+OzQ6KZ8Sbl98k0hrJnpw9AT/XSiU/3xDnF14IrFkjNtY4z0rLDrdUFhRmEckB/gPIABzAc0qpf57RJx74CUaBVgvwD0qpHzi3/RXwRUABFcDjSqkxEdkKfA+IAeqAR5VSAyKSD1QB1c7DH1FKPb3E65yXCEsEz+x+Zt4+U7Pq1qFW2obaaB00nhfj+zyd0pTSoLlf3b7+dmp7a+kf7w/K+RbCLGY6RzqJsEQsKgNbMP5eDf0NVHdXc8f6Owi3rNAMOEEi0OKckWHMlFdidrilImqBwHgRyQQylVInRSQWKAfuV0pVTuvzdSBeKfVVEUnFENUMIBV4D9iglBp1Vr/+g1LqhyJyHPhrpdQhEfkCUKCU+r+dwvx7pZTXhsSysjJ14sSJRV24vxizjbkJdetQK10jXQt6RTyx/YmgumCd7zrPz8/+PGjn84bPb/s8+Qn5yz0MF0opfnD6BwyOD/IXu/9i2ZLcrzTq6vwvzuvXG9F8KzU7nLeISLlSapbvrDdVsluBVufrQRGpArKByundgFgxpjQxQA8wFSdkASJFZBKIAqYSDRcD7zpfHwReB/7vRV7XshNhiSA/Id9NYCbtk3QMd9A21Eb3aDfdI910jXTRO9aLQzkwiznoK/3FycUUJhVysediUM87H6GWPa+mp4aG/gYe3vCwFuVFkJ9vBHq88IJ/0oiWlcGddxr5L65WFmVjds5mtwNHZ2x6FngZQ3RjgU8ppRxAs4j8A9AAjAIHlFIHnPucBe4Ffgd8Apg+fSwQkVPAAPDflFKHPYzlKeApgNzc3MVcRsCxmq1kx2WTHeceJ2p32Okb62PCPhH0L76IcEfhHdQerw0ZQQyUV4ovKKV44/IbZMVmsTF143IPZ8WRl3fFrLEUcb71VsMl7mrwvJgPr3+TRCQGeBH4slJqYMbm24DTQBawDXhWROJEJBG4DyhwbosWkT9x7vMF4BkRKccQ86mPsxXIVUptB/4v4KciMsvKpJR6TilVppQqS00Nbul6XzGbzCRHJZMZm0mYOSzo50+KTOKG3BuCft65ONFygrdq3+KDxg841XqK813nqeuro32oPeiifbbjLO3D7dy69tarMvTaH0yJc5gP/9oWi2G62LNHizJ4OWMWESuGKL+glHrJQ5fHgW8pw2BdIyK1QAmQB9QqpTqdx3kJuB74iVLqPPBxZ3sRcBeAUmocGHe+LheRS0ARsDxG5FXGDbk38FH7R/SM9iz3ULjYc9GjaWVL+hYeKHkgaONQSvFO3TvkJ+RTkFgQtPOuRqbE+cc/9j7pUVQUfPrTRvJ+jcGCM2an3fh5oEop9Z05ujUA+5390zHsx5ed7deKSJTzOPsxPC4QkTTnswn4bxgeGohIqoiYna/XAoXOY2n8gMVk4U+2/AkPlj7Ijbk3khefR7Q1dBIOFCYVcm/xvUGdtV7suUj3aDfX51wftHOuZvLyjJBpbz7C5GT44he1KM/EmxnzHuCzQIWInHa2fR3DNQ6l1PeAbwA/FJEKQICvKqW6gC4R+TVwEmMx8BTwnPMYnxaRKR+1l4AfOF/vBf6XiNgAO/C0Umr5p3eriKTIJFd48xRTtu+hiSFGJ0exOWxMOiYZHB9kcGKQgfEB18PXvCILsStrF7evvz3o9vcPGz8kJSqFwqTCoJ53NbNhg2EvPnBg7j65ufDII8aMWePOgu5yK4HldJe7GpmwTzA4boh1/3g/ncOdtA210TbU5lMQTlp0Gnesv2NZzAjdI938y7F/4e6iu5ec8U/jjlLw6qvg6au5aRPcf79hW76a8dldTqOZSZg5jOSoZJKjkt3alVL0jPbQ0N9Ay2ALXSNddI92MzA+c63YIDMmk+tzrmdj2sZlqwxS3V2N1WQNSra6qw0Rw+2tv98o9jrFjTfCLbfoRb750MKs8Rsi4hLs7ZnbXe0T9gl6RnsYs40xbhvHaraSGpUaEnkoGvobKEwuXBYvmasBkwkefhh+8APo6DCqouwIfDWwFY8WZk3ACTOHBSUviC90DneGlAvhaiQ83Ait7uqCtWuXezQrAy3MmqsWm8NGz2hPSLgOrnbi4q7OnBe+ooVZc9ViMVm4t/heXq5+GREhNz6X9Oj0kDCxaK5uruJodI0GV0HXd+vf5Scf/YTKzsr5d9BogoCeMWuuamwOG4XJhQyODxJhiWBX9lWUjV0Tsmhh1lzVWM1WPrP5M8s9DI3GDW3K0Gg0mhBDC7NGo9GEGFqYNRqNJsTQwqzRaDQhhhZmjUajCTG0MGs0Gk2IoYVZo9FoQgwtzBqNRhNiaGHWaDSaEGNVVDARkU6gfrnH4SUpQNdyDyKA6Otbuazma4PQvL48pVTqzMZVIcwrCRE54amUzGpBX9/KZTVfG6ys69OmDI1GowkxtDBrNBpNiKGFOfg8t9wDCDD6+lYuq/naYAVdn7YxazQaTYihZ8wajUYTYmhh1mg0mhBDC/MSEJEIETkmImdE5JyI/E8Pff6ziJx2Ps6KiF1Ekpzb6kSkwrntxLR9/l5EzovIRyLyGxFJCOJlTY0hUNf2Ded1nRaRAyKSFczrmjaOgFzftH3/WkSUiKQE43pmnDtQn93fikjztP3uDOZ1TRtHwD47EflLEal2HvfvgnVNs1BK6YePD0CAGOdrK3AUuHae/vcAb017XwekeOj3ccDifP1t4Nur6Nripr3+T8D3VtNn59yWA7yOEfTksc9KvDbgb4G/Xo7PK0jXdzPwBhDufJ+2XNeoZ8xLQBkMOd9anY/5VlM/DfzMi+MeUErZnG+PAGuWNFAfCOC1DUx7G73AMQNGoK7Pyf8D/JcFjhcwAnxty04Ar+/PgG8ppcad5+lY0kCXgBbmJSIiZhE5DXQAB5VSR+foFwXcDrw4rVkBB0SkXESemuMUXwD+6Mche02grk1EvikijcCjwH8PyOC9IBDXJyL3As1KqTOBG/nCBPD/8i+cpqjvi0hiIMbuDQG6viLgRhE5KiKHRGT5SqYv923JankACcDbwKY5tn8KeGVGW5bzOQ04A+ydsf1vgN/gdGtcTdfm3PY14H+uls8OiMK4rY53bqtjGUwZgfrsgHTAjDGh+ybw/dXy2TnfnwX+D4apZDdQu1zfPT1j9hNKqT7gHYxfZ088wozbKaVUi/O5A0OAd09tE5HHgLuBR5Xzv2a58Pe1TeOnwEP+Gqev+PH61gEFwBkRqcMwQZ0UkYxAjNsb/PnZKaXalVJ2pZQD+Hc8f6ZBxc//m03AS8rgGODASHwUdLQwLwERSZ3ymBCRSOBjwHkP/eKBfcDvprVFi0js1GuMBb+zzve3A18F7lVKjQT4MjwSwGsrnLb7vZ6OGQwCcX1KqQqlVJpSKl8plY/xRd+hlGoL9PXMGHOgPrvMabs/MNUebAJ1fcBvgVuc24qAMJYpG51lOU66isgEfiQiU7d3v1RK/V5EngZQSn3P2e8B4IBSanjavunAb0QEjM/hp0qp15zbngXCgYPO7UeUUk8H/GrcCdS1fUtEijFmI/VAsK9rikBdXygQqGv7OxHZhmGjrQP+NNAXMgeBur7vA98XkbPABPDYct2t6pBsjUajCTG0KUOj0WhCDC3MGo1GE2JoYdZoNJoQQwuzRqPRhBhamDUajWaROCMfO5weHN70/6SIVDqTI/10wf7aK0Oj0WgWh4jsBYaA/1BKbVqgbyHwS+AWpVSviKSpBfJw6BmzRqPRLBKl1LtAz/Q2EVknIq85c3AcFpES56Yngf9XKdXr3HfB5EhamDUajcY/PAf8pVJqJ/DXwHed7UVAkYi8LyJHnJG986Ij/zQajWaJiEgMcD3wK2dUIRjRu2DobCFwE0b+lMMissmZ58MjWpg1Go1m6ZiAPqXUNg/bmjDSKkwCtSJSjSHUx+c7mEaj0WiWgDIKQNSKyCcAxGCrc/NvMaqjIEapsSLg8nzH08Ks0Wg0i0REfgZ8CBSLSJOIPIFR+OEJETkDnAPuc3Z/HegWkUqM3NH/WSnVPe/xtbucRqPRhBZ6xqzRaDQhhhZmjUajCTG0MGs0Gk2IoYVZo9FoQgwtzBqNRhNiaGHWaDSaEEMLs0aj0YQY/z8BIh97r5pe7gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the two polygons\n",
    "geopandas.GeoSeries([park_boulogne, muette]).plot(alpha=0.5, color=['green', 'blue'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Calculate the intersection of both polygons\n",
    "intersection = park_boulogne.intersection(muette)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "# Plot the intersection\n",
    "geopandas.GeoSeries([intersection]).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4352082235641065\n"
     ]
    }
   ],
   "source": [
    "# Print proportion of district area that occupied park\n",
    "print(intersection.area / muette.area)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Intersecting a GeoDataFrame with a Polygon**\n",
    "\n",
    "Combining the land use dataset and the districts dataset, we can now investigate what the land use is in a certain district.\n",
    "\n",
    "For that, we first need to determine the intersection of the land use dataset with a given district. Let's take again the *Muette* district as example case.\n",
    "\n",
    "* Calculate the intersection of the `land_use` polygons with the single `muette` polygon. Call the result `land_use_muette`.\n",
    "* Remove the empty geometries from `land_use_muette`.\n",
    "* Make a quick plot of this intersection, and pass `edgecolor='black'` to more clearly see the boundaries of the different polygons.\n",
    "* Print the first five rows of `land_use_muette`.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* The intersection of each geometry of a GeoSeries with another single geometry can be performed with the `intersection()` method of a GeoSeries.\n",
    "* The `intersection()` method takes as argument the geometry for which to calculate the intersection.\n",
    "* We can check which geometries are empty with the `is_empty` attribute of a GeoSeries.\n",
    "    \n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)\n",
    "muette = districts[districts.district_name == 'Muette'].geometry.item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Calculate the intersection of the land use polygons with Muette\n",
    "land_use_muette = land_use.geometry.intersection(muette)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stijnvh/miniconda3/envs/DS-geospatial/lib/python3.8/site-packages/geopandas/array.py:689: RuntimeWarning: All-NaN slice encountered\n",
      "  np.nanmin(b[:, 0]),  # minx\n",
      "/home/stijnvh/miniconda3/envs/DS-geospatial/lib/python3.8/site-packages/geopandas/array.py:690: RuntimeWarning: All-NaN slice encountered\n",
      "  np.nanmin(b[:, 1]),  # miny\n",
      "/home/stijnvh/miniconda3/envs/DS-geospatial/lib/python3.8/site-packages/geopandas/array.py:691: RuntimeWarning: All-NaN slice encountered\n",
      "  np.nanmax(b[:, 2]),  # maxx\n",
      "/home/stijnvh/miniconda3/envs/DS-geospatial/lib/python3.8/site-packages/geopandas/array.py:692: RuntimeWarning: All-NaN slice encountered\n",
      "  np.nanmax(b[:, 3]),  # maxy\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0    POLYGON EMPTY\n",
       "1    POLYGON EMPTY\n",
       "2    POLYGON EMPTY\n",
       "3    POLYGON EMPTY\n",
       "4    POLYGON EMPTY\n",
       "dtype: geometry"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the first five rows of the intersection\n",
    "land_use_muette.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Remove the empty geometries\n",
    "land_use_muette = land_use_muette[~land_use_muette.is_empty]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "135    POLYGON ((3752020.694 2891519.323, 3752025.310...\n",
       "229    POLYGON ((3752443.986 2891171.823, 3752446.430...\n",
       "239    POLYGON ((3752110.034 2891774.197, 3752112.444...\n",
       "278    POLYGON ((3752000.000 2891530.298, 3752000.000...\n",
       "279    POLYGON ((3751954.462 2891571.778, 3752000.000...\n",
       "dtype: geometry"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the first five rows of the intersection\n",
    "land_use_muette.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "# Plot the intersection\n",
    "land_use_muette.plot(edgecolor='black')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "You can see in the plot that we now only have a subset of the full land use dataset. The original `land_use_muette` (before removing the empty geometries) still has the same number of rows as the original `land_use`, though. But many of the rows, as you could see by printing the first rows, consist now of empty polygons when it did not intersect with the Muette district.\n",
    "\n",
    "The `intersection()` method also returned only geometries. If we want to combine those intersections with the attributes of the original land use, we can take a copy of this and replace the geometries with the intersections (you can uncomment and run to see the code):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Green urban areas</td>\n",
       "      <td>POLYGON ((3752020.694 2891519.323, 3752025.310...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Sports and leisure facilities</td>\n",
       "      <td>POLYGON ((3752443.986 2891171.823, 3752446.430...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Water bodies</td>\n",
       "      <td>POLYGON ((3752110.034 2891774.197, 3752112.444...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3752000.000 2891530.298, 3752000.000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3751954.462 2891571.778, 3752000.000...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             class  \\\n",
       "135              Green urban areas   \n",
       "229  Sports and leisure facilities   \n",
       "239                   Water bodies   \n",
       "278      Roads and associated land   \n",
       "279      Roads and associated land   \n",
       "\n",
       "                                              geometry  \n",
       "135  POLYGON ((3752020.694 2891519.323, 3752025.310...  \n",
       "229  POLYGON ((3752443.986 2891171.823, 3752446.430...  \n",
       "239  POLYGON ((3752110.034 2891774.197, 3752112.444...  \n",
       "278  POLYGON ((3752000.000 2891530.298, 3752000.000...  \n",
       "279  POLYGON ((3751954.462 2891571.778, 3752000.000...  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "land_use_muette = land_use.copy()\n",
    "land_use_muette['geometry'] = land_use.geometry.intersection(muette)\n",
    "land_use_muette = land_use_muette[~land_use_muette.is_empty]\n",
    "land_use_muette.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "land_use_muette.plot(column=\"class\") #edgecolor=\"black\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>class</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Continuous Urban Fabric</th>\n",
       "      <td>MULTIPOLYGON (((3755334.091 2889457.833, 37553...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Discontinuous Dense Urban Fabric</th>\n",
       "      <td>MULTIPOLYGON (((3755585.963 2889793.822, 37556...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Green urban areas</th>\n",
       "      <td>MULTIPOLYGON (((3755772.518 2889995.038, 37558...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industrial, commercial, public</th>\n",
       "      <td>MULTIPOLYGON (((3755275.182 2889527.443, 37552...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Railways and associated land</th>\n",
       "      <td>POLYGON ((3755654.921 2889540.054, 3755560.618...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Roads and associated land</th>\n",
       "      <td>MULTIPOLYGON (((3754820.067 2889843.877, 37548...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sports and leisure facilities</th>\n",
       "      <td>MULTIPOLYGON (((3753932.354 2891267.190, 37539...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water bodies</th>\n",
       "      <td>MULTIPOLYGON (((3755507.459 2889412.262, 37555...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                           geometry\n",
       "class                                                                              \n",
       "Continuous Urban Fabric           MULTIPOLYGON (((3755334.091 2889457.833, 37553...\n",
       "Discontinuous Dense Urban Fabric  MULTIPOLYGON (((3755585.963 2889793.822, 37556...\n",
       "Green urban areas                 MULTIPOLYGON (((3755772.518 2889995.038, 37558...\n",
       "Industrial, commercial, public    MULTIPOLYGON (((3755275.182 2889527.443, 37552...\n",
       "Railways and associated land      POLYGON ((3755654.921 2889540.054, 3755560.618...\n",
       "Roads and associated land         MULTIPOLYGON (((3754820.067 2889843.877, 37548...\n",
       "Sports and leisure facilities     MULTIPOLYGON (((3753932.354 2891267.190, 37539...\n",
       "Water bodies                      MULTIPOLYGON (((3755507.459 2889412.262, 37555..."
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "land_use_muette.dissolve(by='class')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: The land use of the Muette district**\n",
    "\n",
    "Based on the `land_use_muette` dataframe with the land use for the Muette districts as calculated above, we can now determine the total area of the different land use classes in the Muette district.\n",
    "\n",
    "* Calculate the total area per land use class.\n",
    "* Calculate the fraction (in percentage) for the different land use classes.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* The intersection of each geometry of a GeoSeries with another single geometry can be performed with the `intersection()` method of a GeoSeries.\n",
    "* The `intersection()` method takes as argument the geometry for which to calculate the intersection.\n",
    "* We can check which geometries are empty with the `is_empty` attribute of a GeoSeries.\n",
    "    \n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "class\n",
       "Continuous Urban Fabric             1.275297e+06\n",
       "Discontinuous Dense Urban Fabric    8.828861e+04\n",
       "Green urban areas                   2.624229e+06\n",
       "Industrial, commercial, public      3.629901e+05\n",
       "Railways and associated land        5.424307e+03\n",
       "Roads and associated land           2.262708e+05\n",
       "Sports and leisure facilities       6.039885e+05\n",
       "Water bodies                        2.921943e+05\n",
       "Name: area, dtype: float64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "land_use_muette['area'] = land_use_muette.geometry.area\n",
    "# Total land use per class\n",
    "land_use_muette.groupby(\"class\")[\"area\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "class\n",
       "Continuous Urban Fabric             23.277436\n",
       "Discontinuous Dense Urban Fabric     1.611493\n",
       "Green urban areas                   47.898906\n",
       "Industrial, commercial, public       6.625501\n",
       "Railways and associated land         0.099008\n",
       "Roads and associated land            4.130023\n",
       "Sports and leisure facilities       11.024339\n",
       "Water bodies                         5.333295\n",
       "Name: area, dtype: float64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Relative percentage of land use classes\n",
    "land_use_muette.groupby(\"class\")[\"area\"].sum() / land_use_muette.geometry.area.sum() * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "The above was only for a single district. If we want to do this more easily for all districts, we can do this with the overlay operation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## The overlay operation\n",
    "\n",
    "In a spatial join operation, we are not changing the geometries itself. We are not joining geometries, but joining attributes based on a spatial relationship between the geometries. This also means that the geometries need to at least overlap partially.\n",
    "\n",
    "If you want to create new geometries based on joining (combining) geometries of different dataframes into one new dataframe (eg by taking the intersection of the geometries), you want an **overlay** operation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### How does it differ compared to the intersection method?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "With the `intersection()` method introduced in the previous section, we could for example determine the intersection of a set of countries with another polygon, a circle in the example below:\n",
    "\n",
    "<img width=\"70%\" src=\"../img/geopandas/chapter3-overlay-countries-circle-intersection-new.png\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "However, this method (`countries.intersection(circle)`) also has some limitations.\n",
    "\n",
    "* Mostly useful when intersecting a GeoSeries with a single polygon.\n",
    "* Does not preserve attribute information of the intersecting polygons.\n",
    "\n",
    "For cases where we require a bit more complexity, it is preferable to use the \"overlay\" operation, instead of the intersection method."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Consider the following simplified example. On the left we see again the 3 countries. On the right we have the plot of a GeoDataFrame with some simplified geologic regions for the same area:\n",
    "\n",
    "<table width=\"80%\"><tr>\n",
    "<td> <img src=\"../img/geopandas/chapter3-overlay-countries.png\"/> </td>\n",
    "<td> <img src=\"../img/geopandas/chapter3-overlay-regions.png\"/> </td>\n",
    "</tr></table>\n",
    "\n",
    "By simply plotting them on top of each other, as shown below, you can see that the polygons of both layers intersect. \n",
    "\n",
    "But now, by \"overlaying\" the two layers, we can create a third layer that contains the result of intersecting both layers: all the intersections of each country with each geologic region. It keeps only those areas that were included in both layers.\n",
    "\n",
    "<table width=\"80%\"><tr>\n",
    "<td> <img src=\"../img/geopandas/chapter3-overlay-both.png\"/> </td>\n",
    "<td> <img src=\"../img/geopandas/chapter3-overlay-overlayed.png\"/> </td>\n",
    "</tr></table>\n",
    "\n",
    "This operation is called an intersection overlay, and in GeoPandas we can perform this operation with the `geopandas.overlay()` function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Another code example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "africa = countries[countries['continent'] == 'Africa']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "africa.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-59-c1250b33ac0f>:1: UserWarning: Geometry is in a geographic CRS. Results from 'buffer' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  cities['geometry'] = cities.buffer(2)\n"
     ]
    }
   ],
   "source": [
    "cities['geometry'] = cities.buffer(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "intersection = geopandas.overlay(africa, cities, how='intersection')\n",
    "intersection.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>name_1</th>\n",
       "      <th>continent</th>\n",
       "      <th>pop_est</th>\n",
       "      <th>gdp_md_est</th>\n",
       "      <th>name_2</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>Africa</td>\n",
       "      <td>29310273.0</td>\n",
       "      <td>189000.0</td>\n",
       "      <td>Brazzaville</td>\n",
       "      <td>POLYGON ((14.10056 -5.86749, 16.32653 -5.87747...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>COD</td>\n",
       "      <td>Dem. Rep. Congo</td>\n",
       "      <td>Africa</td>\n",
       "      <td>83301151.0</td>\n",
       "      <td>66010.0</td>\n",
       "      <td>Brazzaville</td>\n",
       "      <td>POLYGON ((16.34948 -5.94680, 16.32653 -5.87747...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>COG</td>\n",
       "      <td>Congo</td>\n",
       "      <td>Africa</td>\n",
       "      <td>4954674.0</td>\n",
       "      <td>30270.0</td>\n",
       "      <td>Brazzaville</td>\n",
       "      <td>POLYGON ((16.09773 -2.43295, 15.97280 -2.71239...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>Africa</td>\n",
       "      <td>29310273.0</td>\n",
       "      <td>189000.0</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>POLYGON ((13.69097 -10.78080, 13.68638 -10.731...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>Africa</td>\n",
       "      <td>29310273.0</td>\n",
       "      <td>189000.0</td>\n",
       "      <td>Kinshasa</td>\n",
       "      <td>POLYGON ((14.03697 -5.86721, 16.32653 -5.87747...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  iso_a3           name_1 continent     pop_est  gdp_md_est       name_2  \\\n",
       "0    AGO           Angola    Africa  29310273.0    189000.0  Brazzaville   \n",
       "1    COD  Dem. Rep. Congo    Africa  83301151.0     66010.0  Brazzaville   \n",
       "2    COG            Congo    Africa   4954674.0     30270.0  Brazzaville   \n",
       "3    AGO           Angola    Africa  29310273.0    189000.0       Luanda   \n",
       "4    AGO           Angola    Africa  29310273.0    189000.0     Kinshasa   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((14.10056 -5.86749, 16.32653 -5.87747...  \n",
       "1  POLYGON ((16.34948 -5.94680, 16.32653 -5.87747...  \n",
       "2  POLYGON ((16.09773 -2.43295, 15.97280 -2.71239...  \n",
       "3  POLYGON ((13.69097 -10.78080, 13.68638 -10.731...  \n",
       "4  POLYGON ((14.03697 -5.86721, 16.32653 -5.87747...  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intersection.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "With the overlay method, we pass the full GeoDataFrame with all regions to intersect the countries with. The result contains all non-empty intersections of all combinations of countries and city regions.\n",
    "\n",
    "Note that the result of the overlay function also keeps the attribute information of both the countries as the city regions. That can be very useful for further analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "geopandas.overlay(africa, cities, how='intersection').plot()  # how=\"difference\"/\"union\"/\"symmetric_difference\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
    "<b>REMEMBER</b> <br>\n",
    "\n",
    "* **Spatial join**: transfer attributes from one dataframe to another based on the spatial relationship\n",
    "* **Spatial overlay**: construct new geometries based on spatial operation between both dataframes (and combining attributes of both dataframes)\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Let's practice!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Overlaying spatial datasets I**\n",
    "\n",
    "We will now combine both datasets in an overlay operation. Create a new `GeoDataFrame` consisting of the intersection of the land use polygons which each of the districts, but make sure to bring the attribute data from both source layers.\n",
    "\n",
    "* Create a new GeoDataFrame from the intersections of `land_use` and `districts`. Assign the result to a variable `combined`.\n",
    "* Print the first rows the resulting GeoDataFrame (`combined`).\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* The intersection of two GeoDataFrames can be calculated with the `geopandas.overlay()` function.\n",
    "* The `overlay()` functions takes first the two GeoDataFrames to combine, and a third `how` keyword indicating how to combine the two layers.\n",
    "* For making an overlay based on the intersection, you can pass `how='intersection'`.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Overlay both datasets based on the intersection\n",
    "combined = geopandas.overlay(land_use, districts, how='intersection')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>id</th>\n",
       "      <th>district_name</th>\n",
       "      <th>population</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Water bodies</td>\n",
       "      <td>61</td>\n",
       "      <td>Auteuil</td>\n",
       "      <td>67967</td>\n",
       "      <td>POLYGON ((3751395.345 2890118.001, 3751395.345...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Continuous Urban Fabric</td>\n",
       "      <td>61</td>\n",
       "      <td>Auteuil</td>\n",
       "      <td>67967</td>\n",
       "      <td>MULTIPOLYGON (((3753253.104 2888254.529, 37532...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>61</td>\n",
       "      <td>Auteuil</td>\n",
       "      <td>67967</td>\n",
       "      <td>POLYGON ((3751519.830 2890061.509, 3751522.057...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Green urban areas</td>\n",
       "      <td>61</td>\n",
       "      <td>Auteuil</td>\n",
       "      <td>67967</td>\n",
       "      <td>MULTIPOLYGON (((3754314.717 2890283.121, 37543...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>61</td>\n",
       "      <td>Auteuil</td>\n",
       "      <td>67967</td>\n",
       "      <td>POLYGON ((3751619.113 2890500.000, 3751626.627...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       class  id district_name  population  \\\n",
       "0               Water bodies  61       Auteuil       67967   \n",
       "1    Continuous Urban Fabric  61       Auteuil       67967   \n",
       "2  Roads and associated land  61       Auteuil       67967   \n",
       "3          Green urban areas  61       Auteuil       67967   \n",
       "4  Roads and associated land  61       Auteuil       67967   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((3751395.345 2890118.001, 3751395.345...  \n",
       "1  MULTIPOLYGON (((3753253.104 2888254.529, 37532...  \n",
       "2  POLYGON ((3751519.830 2890061.509, 3751522.057...  \n",
       "3  MULTIPOLYGON (((3754314.717 2890283.121, 37543...  \n",
       "4  POLYGON ((3751619.113 2890500.000, 3751626.627...  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the first five rows of the result\n",
    "combined.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Overlaying spatial datasets II**\n",
    "\n",
    "Now that we created the overlay of the land use and districts datasets, we can more easily inspect the land use for the different districts. Let's get back to the example district of Muette, and inspect the land use of that district.\n",
    "\n",
    "* Add a new column `'area'` with the area of each polygon to the `combined` GeoDataFrame.\n",
    "* Create a subset called `land_use_muette` where the `'district_name'` is equal to \"Muette\".\n",
    "* Make a plot of `land_use_muette`, using the `'class'` column to color the polygons.\n",
    "* Calculate the total area for each `'class'` of `land_use_muette` using the `groupby()` method, and print the result.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* The area of each geometry can be accessed with the `area` attribute of the `geometry` of the GeoDataFrame.\n",
    "* To use a column to color the geometries, pass its name to the `column` keyword.\n",
    "* The `groupby()` method takes the column name on which you want to group as the first argument.\n",
    "* The total area for each class can be calculated by taking the `sum()` of the area.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Add the area as a column\n",
    "combined['area'] = combined.geometry.area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Take a subset for the Muette district\n",
    "land_use_muette = combined[combined['district_name'] == 'Muette']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "# Visualize the land use of the Muette district\n",
    "land_use_muette.plot(column='class')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class\n",
      "Continuous Urban Fabric             1.275297\n",
      "Discontinuous Dense Urban Fabric    0.088289\n",
      "Green urban areas                   2.624229\n",
      "Industrial, commercial, public      0.362990\n",
      "Railways and associated land        0.005424\n",
      "Roads and associated land           0.226271\n",
      "Sports and leisure facilities       0.603989\n",
      "Water bodies                        0.292194\n",
      "Name: area, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Calculate the total area for each land use class\n",
    "print(land_use_muette.groupby('class')['area'].sum() / 1000**2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Overlaying spatial datasets III**\n",
    "\n",
    "Thanks to the result of the overlay operation, we can now more easily perform a similar analysis for *all* districts. Let's investigate the fraction of green urban area in each of the districts.\n",
    "\n",
    "* Based on the `combined` dataset, calculate the total area per district using `groupby()`.\n",
    "* Select the subset of \"Green urban areas\" from `combined` and call this `urban_green`.\n",
    "* Now calculate the total area per district for this `urban_green` subset, and call this `urban_green_area`.\n",
    "* Determine the fraction of urban green area in each district.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "district_name\n",
       "Archives           3.678060e+05\n",
       "Arsenal            4.871228e+05\n",
       "Arts-et-Metiers    3.181515e+05\n",
       "Auteuil            6.386649e+06\n",
       "Batignolles        1.350675e+06\n",
       "Name: area, dtype: float64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "districts_area = combined.groupby(\"district_name\")[\"area\"].sum()\n",
    "districts_area.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "urban_green = combined[combined[\"class\"] == \"Green urban areas\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "district_name\n",
       "Archives           4.409114e+03\n",
       "Arsenal            2.801951e+04\n",
       "Arts-et-Metiers    7.154903e+03\n",
       "Auteuil            1.577429e+06\n",
       "Batignolles        8.471799e+04\n",
       "Name: area, dtype: float64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urban_green_area = urban_green.groupby(\"district_name\")[\"area\"].sum()\n",
    "urban_green_area.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "clear_cell": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "urban_green_fraction = urban_green_area / districts_area * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "district_name\n",
       "Muette                    47.898906\n",
       "Porte-Dauphine            42.266546\n",
       "Odeon                     33.044112\n",
       "St-Germain-l'Auxerrois    31.534557\n",
       "Auteuil                   24.698847\n",
       "Name: area, dtype: float64"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urban_green_fraction.nlargest()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "clear_cell": true,
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "district_name\n",
       "Chaussée-d'Antin         0.005752\n",
       "Saint-Vincent-de-Paul    0.332773\n",
       "Notre-Dame-des-Champs    0.593873\n",
       "Salpêtrière              0.605310\n",
       "Saint-Georges            0.654253\n",
       "Name: area, dtype: float64"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urban_green_fraction.nsmallest()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "An alternative to calculate the area per land use class in each district:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>district_name</th>\n",
       "      <th>class</th>\n",
       "      <th>area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Archives</td>\n",
       "      <td>Continuous Urban Fabric</td>\n",
       "      <td>323124.623717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Archives</td>\n",
       "      <td>Green urban areas</td>\n",
       "      <td>4409.113826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Archives</td>\n",
       "      <td>Industrial, commercial, public</td>\n",
       "      <td>33752.922651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Archives</td>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>6519.347840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Continuous Urban Fabric</td>\n",
       "      <td>274791.191887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Villette</td>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>33164.775004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Villette</td>\n",
       "      <td>Water bodies</td>\n",
       "      <td>3384.185687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Vivienne</td>\n",
       "      <td>Continuous Urban Fabric</td>\n",
       "      <td>190071.213662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Vivienne</td>\n",
       "      <td>Industrial, commercial, public</td>\n",
       "      <td>33180.126871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Vivienne</td>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>20339.790825</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>357 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    district_name                           class           area\n",
       "0        Archives         Continuous Urban Fabric  323124.623717\n",
       "1        Archives               Green urban areas    4409.113826\n",
       "2        Archives  Industrial, commercial, public   33752.922651\n",
       "3        Archives       Roads and associated land    6519.347840\n",
       "4         Arsenal         Continuous Urban Fabric  274791.191887\n",
       "..            ...                             ...            ...\n",
       "352      Villette       Roads and associated land   33164.775004\n",
       "353      Villette                    Water bodies    3384.185687\n",
       "354      Vivienne         Continuous Urban Fabric  190071.213662\n",
       "355      Vivienne  Industrial, commercial, public   33180.126871\n",
       "356      Vivienne       Roads and associated land   20339.790825\n",
       "\n",
       "[357 rows x 3 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.groupby([\"district_name\", \"class\"])[\"area\"].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
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