{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Demonstrating plotting with geopandas\n",
    "Note that this relies on a development branch of geopandas: https://github.com/sjsrey/geopandas/tree/legendkwds\n",
    "that is planned for submission to geopandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import libpysal \n",
    "import geopandas as gpd\n",
    "import mapclassify as mc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "columbus = gpd.read_file(libpysal.examples.get_path('columbus.shp'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "q5 = mc.Quantiles(columbus.CRIME, k=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Quantiles             \n",
       "\n",
       "   Interval      Count\n",
       "----------------------\n",
       "[ 0.18, 19.02] |    10\n",
       "(19.02, 29.33] |    10\n",
       "(29.33, 39.03] |     9\n",
       "(39.03, 53.16] |    10\n",
       "(53.16, 68.89] |    10"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "q5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 432x288 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x7f196fba1710>)"
      ]
     },
     "execution_count": 5,
     "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": [
    "q5.plot(columbus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 432x288 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x7f196518f390>)"
      ]
     },
     "execution_count": 6,
     "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": [
    "q5.plot(columbus, axis_on=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 432x288 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x7f195bea5c50>)"
      ]
     },
     "execution_count": 7,
     "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": [
    "q5.plot(columbus, axis_on=False, cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "f = q5.plot(columbus, axis_on=False, cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "__init__() got an unexpected keyword argument 'fmt'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-10-8c4a71aabec6>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n\u001b[0;32m----> 2\u001b[0;31m            legend=True)\n\u001b[0m",
      "\u001b[0;32m~/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, gdf, border_color, border_width, title, legend, cmap, axis_on, legend_kwds, file_name, dpi, ax)\u001b[0m\n\u001b[1;32m   1063\u001b[0m             \u001b[0mscheme\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1064\u001b[0m             \u001b[0mlegend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1065\u001b[0;31m             \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlegend_kwds\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1066\u001b[0m         )\n\u001b[1;32m   1067\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0maxis_on\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/analytical/lib/python3.7/site-packages/geopandas/geodataframe.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    654\u001b[0m         \u001b[0;32mfrom\u001b[0m \u001b[0mthere\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    655\u001b[0m         \"\"\"\n\u001b[0;32m--> 656\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mplot_dataframe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    657\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    658\u001b[0m     \u001b[0mplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_dataframe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/analytical/lib/python3.7/site-packages/geopandas/plotting.py\u001b[0m in \u001b[0;36mplot_dataframe\u001b[0;34m(df, column, cmap, color, ax, cax, categorical, legend, scheme, k, vmin, vmax, markersize, figsize, legend_kwds, classification_kwds, missing_kwds, **style_kwds)\u001b[0m\n\u001b[1;32m    706\u001b[0m             \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"numpoints\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    707\u001b[0m             \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"loc\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"best\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 708\u001b[0;31m             \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpatches\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcategories\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mlegend_kwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    709\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    710\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/analytical/lib/python3.7/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mlegend\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    399\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mextra_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    400\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'legend only accepts two non-keyword arguments'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 401\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmlegend\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandles\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    402\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend_\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_remove_method\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_remove_legend\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    403\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend_\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: __init__() got an unexpected keyword argument 'fmt'"
     ]
    },
    {
     "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": [
    "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n",
    "           legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n",
    "           legend=True, legend_kwds={'loc':'upper right'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n",
    "           legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n",
    "           legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate'}, \\\n",
    "           file_name='crime.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wVgFBAkUw7JEiBXggnCWoULCodGXbMoMSaQ6uf4aocgQn47ohqk3cQttpgxEoQq0CerTlKC8vT6lWq89PSEhIau/9n3/+WRsfH58UERExevHixeGi2HZHWGVlJTtx4sR4rVZ73s033xzh+F53/dc6q+vNN9/0iY+PT4qNjU1etmxZh150q1atCoqIiBgdFRU1+vPPP/cEgKamJuaSSy6JjY6OTo6NjU2+++67Q+3l09PTA4KDg1NatzcEKAdgrTZUw2Dp0PilV8gRnIwjLhE427A0uLMyAkUwpT1rPzw83Jybm5vd3nt333135KZNm0qKi4uzioqK1J999pln6zJarZauXr26/F//+tdpx+tWqxWrVq0K37dvX35+fn52cnKycf369QGd9aWjuiorK9mnnnoq7Mcff8wvLCw8Xl1dzX355Zcere8/cuSIevv27b55eXnHv/nmm/wVK1ZE8LxkYLty5cqqkydPHs/Kyso+ePCg+yeffOIJAGlpadWrVq0aUp5wgOQLB6AEAE7pSlzShkOaiBzBybhG4AQKHyfqZmzl+oySkhKFXq9npk+fbmAYBjfeeOOZ9jb8e3p6ijNmzNCr1epzwjtH/zVRFNHY2MiEhIS063jSVV15eXmq6Ohoc0hICA8Al112WeOnn37api+fffaZ94IFC+o0Gg1NSEiwREZGmn/88Uc3Dw8Pcc6cOU0AoFaraWpqanNpaWmvt7gNAly60CBHcDKOuCqCU/RlOWcpKSlRBAcHW+1fR0ZGWioqKpxuQ6VSUbv/WmBgYGp+fr5mxYoVPdqWlpSUZD5x4oQ6Ly9PabVa8dVXX/mUl5e3EaiysjJleHh4i4iGhIRYWgtZbW0t+91333nPmjWrsfX9QxAXC5wcwcmcxSUCRwisXZdyvpyztLevlpB2bd7axWw2E7v/WlVVVWZSUpLx8ccf73So3RH+/v7CCy+8ULJw4cKYCRMmJERERJjb25zfQZ9bLlqtVixYsCBm6dKlVUlJSZ1Gk0OEYsB5V5HuIkdwMo64ROBYgnpIJ6t3hmgr12dERUVZHSO2kpISZVBQkNMieuDAAQ0g+a8xDIMbbrih7uDBg2497c+iRYt0mZmZuX/88UfuqFGjTCNHjmzjKRcWFnZOxFZeXq4MCwuzOtQRFRMTY3rqqaeGy+n0Lo3g5Dk4GUdcFcEJLEGnrrMsQQUhXYpgt4iMjLS6ubmJ//vf/9xEUcSHH344Yt68eZ2en9D6frv/GgA4+q+999573vfcc09o5zWcS1lZGQdIdulvvfVWwN13391mg/4111zTsH37dl+j0Uhyc3OVxcXF6ksuucQAAPfff39IY2Mj+/bbb5d2p91Bjm27ljwHJ+N6XJYHp2BRCUFaLcW5Qiq6Mg9u06ZNJbfddlu0yWQi06ZNa1y4cKEOAD788EOvw4cPu7344ovlABAaGpqi1+tZq9VKvv32W+/du3fnjxs3ztSR/1phYaHK09Oz3QTljupatmxZeHZ2thYAHn300XL7aWKOfRk/frxp/vz5dfHx8cksy2LDhg0lHMfhxIkTio0bNwZHR0ebkpOTkwBg6dKl1Q8++GCvrapIOiEAAgFEAYhs9ewFYCNNox/3tp0OKAZcOUSVIziZs7jcD45SabW01U6GHkdueXl5ytmzZ8cVFBR0eMCMK5g3b170a6+9VmpfFR1oXn755RGOh+N0hKMfHEkn4wC8CyAOQFeGbKshCV0tSSduAC6w3aMEkI2zUxA8pDMSBAD2XyYlJKH0AuBte3a33a8CsBaAonJlA7zUvTqCFs3WZiz/5m6crC+C0doMvVWP/DN5AKCnabRNWo7MXwuXb9UiBCJHcKav6mNZljY1NbEJCQlJHeXCuYIvv/xy0DjppqenB7zzzjsBs2fP7u4cZgqA0QDgpnBD/IhRiPCKQoRXJCK9oxDhGYn8ujw8tXcVRCo+BeApkk4MALQACCQBc37Vpgt+LP4B8xKu7lUdv5b+gg8y/9veW/36D1BmcDLkDC9jY2OtlZWVmQPdj4EkLS2tOi0trSeLDu8BuBzAIjWnxttz30eif9sNIaP9U/Dsr0/jaMURGHmjG0MYpAaMAccqiIbToLRRChoppeBFHrxohXD2mD9whIOX2hueKi94qb3gpfKGu9IdKlYFJafCK4deBABklB/qtcA1W1tOpvwFwEoARtvDNZnEMkOKISdwMj3HdsL8YgBeZ4xnrpr38Swcv7sQCvbcVMEZsbMwI3YWeJGH0WqERqEBx/Tdr4pVsGDzkU3IO5Pb67osQkvmTCVNo4d6XaHMsEK2S/qLQdOoFcBCAPWljadQoe94sZtjOHioPPpU3AAg0jsaQN+kiljPClyvj3WUGX64XOCsgsiWN5j8SmqNweUNJj+rILKublOmc2gaNUJaGICKdc3hL50RZRO4KkPvF9LNQouuDYckaJk+xqVD1JJaY1ClzhwsOmyqLz1jCg/yUlVE+mlku6SBRQnAZadbdUakVxQAQGfq/YFkDkNUWeBk2uCyCK6k1hhU3mAOFVs5hogUTHmDObSk1tjjE9r1ej2ZMGHCKLvrxuTJk+M8PDzGTps2Ldax3FdffeWRlJSUGBcXl7xgwYIoq7X9TQ0bN24cERkZOToyMnL0xo0bR9ivz507NzoqKmp0XFxc8sKFC6PMZnOnK4i//vqrZuzYsQmxsbHJ8fHxSW+++WbL5npn+pKfn69MTk5OTEhISIqNjU1+9tln/e3v/f3vf48cNWpUUnx8fNLMmTNjdDodA0iWTBEREaNbf3YnUAGAku3//fv2CM4smNCenVV3sMhDVJlOcInAWQWRrdSZO93DWakzB/OC2KP2N27c6Dd37tx6jpMC0Iceeqhy8+bN50zoCIKApUuXRn/88cdFBQUFxyMiIiyvvPKKX+u6qqqq2HXr1oUcOnQoJyMjI2fdunUhNTU1LADceOONdUVFRVl5eXnHTSYTefHFF9vc74i7u7v4/vvvnywsLDy+Z8+egscffzy8traWdbYvERER1oyMjNzc3NzsI0eO5Lz00ktBxcXFCgB4/fXXS/Py8rLz8/Ozw8LCLOvWrQsAgDvuuKN+06ZNPVkxVAIDI3A+ah94qiQXq8L6gl7VJQ9RZTrDJQJX02TxaR25tUakYGqaLD2yS/rkk09G/P3vf2/ZgjVv3rwmT0/Pc0KBqqoqTqlUivbdAzNnzmzcsWOHd+u6duzY4TVlypTGwMBAwd/fX5gyZUrj9u3bvQDguuuu0zEMA4ZhMH78eMPp06c7VYPU1FRzSkqKGZD2xfr6+vIVFRWcs31Rq9VUo9FQADAajcQxuvH19RUBQBRFGI1GpjsmAq0h6YQFwBIQsKT/p0QJIS3D1MNlB3tVl1Ueosp0gmsiOJ46ZVFkcbKcIyaTiZSWlqpGjRrV6S90UFAQz/M8+emnn7QAsG3bNp+Kior27IoUYWFhLXWFhoZaysrKzumX2Wwm27ZtG3HVVVc5PWm0d+9erdVqJUlJSWZn+wIAhYWFivj4+KTo6OjU+++/vzIqKqplLHvttddG+fv7jyksLFQ/9thjvdl8rwCk6K03Qtkb7Cupf1b90at65CGqTGe4ROAUHHHKwUPpZDlHKisrOQ8Pjy63SzEMg/fee6/ogQceCE9JSUn08PAQWLZttOKMxdItt9wSceGFF+pnzpypd6aPJSUliiVLlsS8+eabxSzLOt0XQEpkzs/Pz87JycnaunWrX2lpactC0GeffVZcVVX1Z1xcnGnLli29MQtVAoBAhXY/f39gn4fLqendZhR5iCrTGS5ZRfX3UNaXnjGFdzZMZQhEfw9lt+2S3NzcRIvF4pQwT58+3XDkyJE8ANi+fbtnYWFhmw3YYWFh1n379rXsWSwrK1NOnTq1yf71ypUrg2tra7lvv/32hDNt1tXVMbNmzYp96qmnyi677LKWgwec6YsjUVFR1lGjRhm///57jyVLlrR8nziOww033FD33HPPBS1fvrynW+CMAM7wIj/ivT/fwS1jb+1hNT1HEjiC709+C81/pH8oDGFsDxYcw4JjOCgYBRSMEkpOCRWrgopTQc1poOE0UHManDg7hzco9gjLDC5cE8GxjBDkperULinIS1XBsUy3l9D8/f0FQRBIc3Nzl2Mru12R0Wgk69evD1q2bFkbu6L58+fr9u3b51lTU8PW1NSw+/bt85w/f74OADZs2OD3ww8/eO3YsaPIMeLau3ev9uqrr45qXZfJZCJXXXVV7PXXX3/m1ltvPUe8nenLiRMnFHq9ngCSxVJGRoZ7cnKySRRFZGVlqQBpDu7LL7/0jouLM3X1+TvCluy7AgAe/m4FSlx0PkJnVDSV4+zefAmRiuBFHhbBjGZrMxrNjThjPINKQwVO6UpQUJePrOpjyCg/hJ9P7cN3Rd+gqL7l/058f38GmcGPy/Lg7HlurfPgGAKxt3lwU6ZM0e3Zs8d9/vz5TQAwbty4UUVFRWqj0cgGBgambtq0qfiaa65pXL16ddB3333nJYoiufXWW6vnzp3bBAA//fST9tVXX/Xftm1bSWBgoPDwww+Xjxs3LhEAHnnkkfLAwEDB9joyODjYPH78+EQAmD17dv1zzz1XUVxcrLIvBjiyZcsWn8OHD7vX19dzW7du9bNdO3nRRRcZnelLZmam5tFHHw0jhIBSinvvvbfyggsuMAqCgJtvvjlar9czlFKSmJjY/O677/ZWlT4EcE2TpWn+g9/ci8+v29nL6rpHhFckACBQm4r5Me+Bpybwohm8aARPzeBFE3jRBMHxumgGT43nlDvV9AvqTPkAkN+vH0BmSOByuyReEJmaJouPhacKJUes/h7K+p5Ebo7s379fs379+qAdO3YMiMPHnXfeGXbrrbeemThxonEg2m/Nrl27PJ5//vnAvXv3FrZ+z9EuqTUknQQCKGUIozi1ohojtCPaK+YS9p78H67cOh0eilD8I/G7HtfzU9kaZJ35CAB2ANgN4IzDoxZAHU2j8vzcXxSXb7bnWEYM9lb3mV0SAEyaNMl4+PDhRp7nYc+F6082b958uutS/cObb77ps3bt2pCUlJTmrkufC02jVSSd/CBSccabv7+Gxy7+pyu62C4JfokAACN/BpTSHq/mKpgWR/n5tkcbSDppQlvhO9PqcZSm0d7v/pcZVLg8gpMZWDqL4ACApJNLAOz1Unlh7fTnMcovEQQEowNS4K50d1m/RFGE2zPSvObtyYegZHvWlolvQF79lzDwNTDxDTALDTDxDTAKDTDzDTAJOlC0a8TcGh5AME2j8u/2MEK2S/qLQ9PojySd7NKZdbPv+r/bW67bPeDWXb4BUyIv6fN2GYYBx3DgRR7NfG2PBU7NeWOM/y0dvk+pCIuoh4lvgMkmfuc8Cw0obNgNs9DIAQiGFN3JDBNkgZMBgAUA/g7gNkhnGWhFKo7+o+ooO3vrFXh73vtYmHRdnza4r3hvSw6e3loJb1VUn9ZvhxAGKtYTKtYTXohot0x1cxZqjFmAfI7DsMPlAmewCOzBUw0+OhOv8FJz1okR3vVuStapMYNM/2BLG/nQ9gAAkHSiBfAfq2hdcd/uO3F1wjVO+8KJooh3/9yCHbmf43jNMRgsBohUAEtYuCnd0WjWocnSkmqIU037EeZ+YR9/KufhSMumEvkkrmGGSwXui6yqoH1F9cFWgbakiXyVXRM+Ncan4urRgbJd0iCGptFmAA+QdHKVzqyLO1KRgYmhXYuQhbdg0pbxyKo51u77DWZpCzFH1FCxnjDw1TBYq/qy692GZVoCNzmCG2a4zC7pi6yqoO8L6kIdxQ0ArAJlvi+oC/0iq6pP7JIGwqKoIzqrq7fWTS6wS3KW7wFg78nv233TwltQ1ngaf1b+gd0Fu5C0aaRN3AiSfBfi0vBnMDdmC+bHvIc50W/h8ojnMCPiBSxJ+hnxPnMBSCupAwlHWjzx5AhumOGSVVSDRWCf+KYgtbW4OaJgififmXF/uinZbufEPfPMM/48z5Mnn3yyOjMzU0UIQUpKirm4uFgxYcKExJycnOM+Pj5CaGho6p49e/JSU1PNK1asCImMjLQ88MAD5/TdZDIRSik0Gg3V6XRMUlJS8v79+3OjoqKsdXV1jN3F4/bbbwyBRUMAACAASURBVA8LCAjgn3766Q4jz47qCg8PtzrTl6qqKnbcuHFJR44cyWYYBuedd17S0aNHs/39/YXO+tLTPDhnIOlkAYDPp0ZOwzc3/YDbvrwZn2R/BEEUQNH+746C0eLKqE0Idb+g07r/qHkHv1ash586CX+P/6ynXew135Y8iBO6bwDgeppGtw1YR2T6HJdEcAdPNfh0Jm6AFMkdPKXrtV3SYLIo6qiuvrBu6ku7pG7yCyCdgMWLPL4u3AVe5M8RN45ooOFGwEsZgQiPyZgb806X4gYAalb68ZuF3jv79gaOkSO44YpL5uB0Jt4pGySdydqndkmOFkWEENgtiqZMmdLclUXRlVdeGVdaWqp66qmnTre2KNq7d69XbGys8fXXX+8ywbe9ukRRdKovXVk3dbcvfQFNo9UknRQZrIaYe3cvg9lmT3RB4H0Y43czOEYDQnr2f1LNSQJnFbudo9ynsGeHqPIc3DDDJQLnpeacskHyUiv6zC7JblH09ttvn7RvjLdbFFksFmbatGm6riyKiouLFXPmzIm96aab6sPDw3lAsijieR6LFy+O2LJli09XDh4d1eVMX7qybupuX/qQ0wBi/vvn2y0XFIwWCtat4zucQM1Kp9qbhHq8c/xiEMKBIRxYwoEhCrBEAYYowRIFWEYJjqjBMiqwRAWOUYNjVOCIGgpGC47RQMFooGC14IgWCkYLFesOBeMGd2UwOKZjr1I5ghu+uETgJkZ413+VXRPe1RzcxAivPrFLGowWRa3r6gvrpp72pQ8oBjAFAMb43YIgt/MR7Xlpryt1FHSjUNfr+jqCJSrclnywQ5FrHcGRdEIgHZAdAskcVNnBg4f0vSkHEApABPAOTaNyGtQgwSUC56ZkhakxPhXfF9SFdlRmaoxPRU8WGBztkrRaLe3Koig0NJS3WxStWrWqjYXTiRMnFIGBgby7uzu1WxQ98sgjVaIoIjs7WzV69Ghza4uivXv3al9++eWAL774otiZupzty/z583WrV68OtZ8JsW/fPs8XXnjhdGd96ScIAIzxW4xJIY/0WaVealviLWUQYPgnKLGCwmJ7tjo8WwCcfX3ue23LUvBSeWKBwNRDoGboLRXwVke22492IrjpAL7t4cc6CeB/PbxXpo9xWR6cPc+tdR6cgiVib/PgHO2SBsKiqCO7pI7qAoDeWDe5yC7JKUg6SQJwE0M4pPjd2Kd1azlbFgwRoRKSwNK+3/ta6nkLBOYMTEIDgPYFTm9p+VW0/55OB4AE3/MQ75sKBaMAxyhtBpxKKBglOEYBi2BGheEUao2VKKzPQp2pGgDcSDphAGgBuAFwtz27QTrJTAQgdPBsf91E02hpH38r/pK4fLO9wSIwB0/pfHQmq8JLrbBOjPCq70nk5ohsl3QuXaWJjN0x9g0ANwPQA2h0eLxD0+jezuom6eQTAAuTR1yPqaFPtXmfFy0obPgaVtGAFL9FEEUeH+bNhN567pERkkuvGtJBNypb1ESgs0g6Hdz4KlRi+wLUG057LAXPluOqqM2I9Jzc5v3q5ix8VngdACoAOI+m0WMknfwCYNJzl2zDRaFXONXOAz9ci4MV/wOkA7W7vXjWDm8AuIemUdmpuBe4fKuWm5IVL431le2SXERru6Rma7O6ydzkzjIszzGcYBWtSgD3AWgvsfofJJ2EAqigaW3/05F04gZgIQGDcQF3tly38Hr8VL4Gp/UH0MyfNSauMxUiWHs+mqzlbRoSKA9B6PhcGBP3J1SWvhc4Ih3/2m4qikgF7Cv7F2zOwi/YxE0FYDwAjPbrOtXFToLvWLvAKQBAzWqh5rTQcPZnNyhZFSgVIdofECFSwfY4e71cXwKraF4KIJSkk+toGjV02rhMh8h2ScOMY1XHks2CuWUBo7akFrP2zAIA7LzhW7CExYn6Qtz39TLH2wwAfgIw39Ec0jbUMgFQ3BC/CwBBRvVrKGz4uksLokiPS3BxyKMAAAoKq9CMZl76tbGKBljFZlAA2Wc+QbXxGDxMczDCdGcnNfaMCveHYOZyMSXkKYz2ux4W3oAywwG4K0JR1LgHR6pfB4BSAEk0jepJOrkIwP5orwR8OPu3brXVaK4Hxyig5rRgepg6AwDHag7hkX03QGeuA4CjAO6lafTXHlf4F0Z2ExmmEBC4Kd2gY3UIdg/BeUHn47Loy0EIwbToy9BkacLugp0oPJOPSkOlG4BZAHaSdFIBoATScFaA7Xfko/zZ59Tvq45D6oh/IMzjb6gzFaCg4f9Qa8xFg/kkKETEeV8JL1XXEdkZYw6qjccgMK75n0moFMH9VL4aIuVxtOYtGPg2Jy7eR9Oo/cS0iwAg1X9it9vyVPXmoLOzpPhfgNev+AYr9y5Eub7kPAD7STrZCeAJmkbb3+Qr0y5yBDfMON14OqhSXxnqofRA3IhRyM3JQUx8YoflKaV46/fNuP+buzqtl2M0GKGOg5LxQLzPHMR5XwWmnUOjedEEq2iEhnPujz2j6nUcqnoZKn4UgvXPO3VPdzijeRVNqq8BAO6KYBisVaAQQagbKGkZ+YVAcvX1hOSocsU//7YJV8bc0Of96Q56iw5bc17BxzmbYBKaAWks/RBNoxsGtGNDCJdHcPUGC7v98Gmf6kazIsBTZV0wIazex00p5wm5iCD3oJpqQ3VQk6WJbbZ2PXVDCMFt5y9FpHcU6ox1MFqbUdxwEmbBjJcOSoIT7z0Hl4WvBUC73LUgJeA6vyFAq5D8CATS6PQ93cHHeBsY6gGd+hPorbbMHEoQ1vg2arXPwajIAKQh6jlq3ZMIrq9xV3ph6ZgncG38HXjtj9X4v6IPCYBrAcgC5yQuFbi1O3OC/vtzcbDJKrb8VTy3Oy/8lslRFY/NSZTtklwAx3CCj9rnzBnjmYA6o3NrOwxhcMXImedc+7V0P14+uAEUFNFe0207Kvp+/6s9VUQkrplHZ6CGp3kOGlXSqWEa6/lwt0wHS93hZpkGI3cEIJQFZQBwALFghDoQoe7RLulPT/DVBOD6hLvwf0UfAoDXQPdnKOEyu6S1O3OCNv9QFOoobgBgsorM5h+KQtfuzOkTu6SBsCjqDJZlxyUkJCQlJCQkXXrppS0WRs7WNXny5DgPD4+xre2PRFHEfffdFxoVFTU6JiYm+d///ncA0L5dkp/W7wwA1Bl7tjugwdSAOR9dAQqKCI8piPGc3qN6nEHL+QEAKHFd3jJLfRCh24oI3VYENK+Clp8AAHC3TkWEbhsiGj5HpO5LuFn/BgAYG3BRjw/BcRXuyhZdkwWuG7hE4OoNFva/PxcHd1bmvz8XBzc0O3dCfWs2btzoN3fu3HqO4xAREWHNyMjIzc3NzT5y5EjOSy+9FFRcXKwQBAFLly6N/vjjj4sKCgqOR0REWF555RW/1nVVVVWx69atCzl06FBORkZGzrp160LsOwlef/310ry8vOz8/PzssLAwy7p16wK66ptKpRJzc3Ozc3Nzs3/44YeWvDRn63rooYcqN2/e3Ca/b+PGjSNOnz6tOHHiRFZRUdHxJUuW1AHAHXfcUb9p06Zzkn7dle7NDGFEXuQh0u6lHNoNK5utzfBQhGJ6+FqX/rG3CBy6vS25WxAoQNpJT2OgBQMVCAhMbA4AYGzgRS7tS09QsC27Ldq40Mh0jEsEbvvh0z6tI7fWmKwis/1wWa/tkoaKRZGzdc2bN6/J09OzjSq99dZbAWvWrKmwb9IPDQ3tMAGUEAKGMAKADj3bOuLidyagqP4EWKLCrKiXoeZc+/ek4XxtryhEDNzxpSLElpXc8wImDVg/2kMQBTz92732L8sGsi9DDZcIXHWj2alM7upGU5/YJRUWFiri4+OToqOjU++///7KqKgoa1BQEG+3KAKA3lgU+fv7jyksLFQ/9thjbfILWmOxWJjRo0cnjhkzJuH9998/Rx26W5cjpaWlqvfff99n9OjRiVOmTIk7duyYqrPyDJEO1+5OBPdr6X4cq84EQzhcFbUJfpqOV1/7CpZRQs16AwTgmTbbc/sNM3sMICK8VL6I8ho1YP1oTZ2pBo/uW4Rfy/cAQB2AhQPcpSGFSwQuwFPl1HgjwFPdJ3ZJdouinJycrK1bt/qVlpZyDMO02CWlpKQkenh4CD21KKqqqvozLi7OtGXLli4jzsLCwsysrKycjz76qOixxx4LP378eIsQdbcuRywWC1Gr1TQrKyvntttuq1m8eHFUZ+XtEVx3BO7x/z0M6R4ep5p+wZHqzcg68zEKGnbjVNMvqGrORIO5GEa+Hrxobvd71xM0toUGKzNw2y/1SmnH2tiAi3qVpNuXCKKA276e5ihuc2kazRzgbg0pXLKKumBCWP1zu/PCOxumqhWMuGBCaJ/YJdkZDBZFdrPMpKQky4UXXth06NAhbXJycssepZ7aHQUGBloWLVpUDwD/+Mc/Gu69996ozsqrObXJxJu0FsH5YV+V4ezhL3/UvtNleQIWCkYDjtEg0mMKpoWvcbotR7QKP9SbT8DKlksGRAOAmTsOABg7iIanFtGEquaWEel4mkYHZO/1UMYl/6p83JTCLZOjOh1v3DI5qsJbq+yVXRIgWRTp9XoCAHaLouTkZBMgWRQB0tzc+vXrg5YtW1bTur758+fr9u3b51lTU8PW1NSw+/bt85w/f75OFEVkZWWpAGnerLVd0tVXXx3Vuq6amhrWaDQSAKioqOAyMjLcU1NTjZ3V5SyzZs1q+Prrrz0AYPfu3R6RkZEdb+wE4K50bwIAg0XvdKT185KDWHHhQ7g++UZcHjMTE0ImYtSIBIR6hMFH7QstpwXHcCC2dBEKARZRj2a+Bjn1n6PJ0rMhpn2hgWe6NWrvU3hGEvexAYNngUFx1r+Ol8WtZ7gsD86e59Y6D06tYMTe5sE52iUNhEVRR3ZJf/zxh/qee+6JtPdlxYoVlePGjTN1VpdjXwBg3Lhxo4qKitRGo5ENDAxM3bRpU/E111zTuHr16sprr702etOmTYFarVZ88803izv7Hvlr/esq9BWhFsHC/Xp6PyaFX9zl99VP64dnLlvv9M+h2dKMmuYaTNoyHmeMtSgzHEKCcp7T99uxC5yrtmt1hYnJAYgId4UnYr2TB6QP7cGSlj9PjqQThqZ1c0lcxvVbtRqaLcz2w2U+1Y0mRYCn2rpgQmh9TyI3R2S7pHPpyC6psK4wujCv0LdCXYsbUm5yWfvXfjIP/1fwFRJ85uPS8Ke7ff/R6rfxW+XzUPIjEaJ/yQU97Jxa9avQq7/GpNAZWH/Jx/3eviNmwYTdJ7bCKlpxtPoX7CvdZX9LTdNop1G7TFtcvlXLW6sUb50aLdsluYjWdkmO2BcadGbXnlq1MOl6/F/BVyjTH+rR/RqFLYIjTV2UdA0mhTRvPxiGpxuP/BPbC95uffkE4OJEwWHKkHUTWbFixcCeFjxIuOOOO+rvuOOOdhdr7KkiRt61geY1SQux5Msb0WQtR6PlNDyVYd26/+xuhoE5Xcs+/9ab/LeXj/wTZU0noVV6wF3hAQ+FF9yV3rCKFlgEE8yCCWbBCItghlkw2a6bYRXMsIgW8KIFZsGEgvpjgLTU8hGABgBbAfwpD097xpAVOJmuaRE4q2uFg2M4BLoFodJQgTL9QXj69kzgRNL/IzAzUwQQHgwYHKz4AYcr94FSCgrR9uzwmootidOi7T2AIrPmIDJrDvRlt7bSNHpLX1ZI0kkiJNNT3vYQIXn9FdA0OrDnNroQWeCGMXaBe+7XtVhx4UPQKrQua2ti2N/wZd52lOkPIdH3mm7dq1XYd9D1f45Ik+orsEQFgZrxZmb35w9bk+h7LayCZOhpFY1gCAuWKG3HICrBMoqzr4nC4XhEDoeqXoHNXfhfzrRF0okvgIsB/ELTaJuNxySdsACCIdnV/6eDaihJJ5UAKgGsoGn0p+5/6sGLywWuTmdgP9h50KeyVqcI8vOy3jRnYr2vl5tsl9QPKBjp3Fkjb8Q9u5finXkfuKyt60cvkgTOcAiU0m7tX1Wz3iBgQYkAEc1g4Dohbo2Jy4Vgm7sPc/8b7I4pUioMgfQxbK/PeZYu269xjAYXBN4LL1VEj/pRY8zGoaqNAFDsTEoISSfekFyYk21fVwM4DmAEgFhIf9ttdu4Eac+HSKXpPItoQKP5FBHBB0MSwnQA03r0AQYpLhW4J17cEfTax/uCjWZrS5rIv17ZGX7X9VMr/rNivmyX5GL83fzrPJQeXgA8Ps76kHvgwoeRGjjGJW3Njp8HAgKDtQo6Swm8VVFO38sQFhrOB818LSzMaajFeJf0sT3s829Xj/wAwW7n91u7rSk3HLG/7DKCIulECWA77OIGFhRCAIA2Bg4abgQ8lWEY6XUFknz/DmWrw7oFakWtMQefF14PAK755RhAXLYn5YkXdwRt+O/3oY7iBgBGs5XZ8N/vQ594cUef2CUB/W9R1BkFBQXKSZMmxcXExCSPHDkyOS8vTwkAX375pUdSUlJiQkJC0rhx40bZE39bs2zZsrDY2NjkmJiY5MWLF4fbzQM6sn5qzy7JDkMY6s65NwJ4FQCe3d/7IVhHcAyHYI8QAOjRaqp9Hs7K9t92LQtzGiBWsESFAM3ofmu3Pcr1h+0v93VWznYo9dsApmk5P/wj4TvcmfIHbkr4DldEbMCCkVtxW/IBLB19FHelHMeSpJ9xTexHGOu/pI24AQBLFPBTJ4CRcu68SToZPEZ4fYBLBK5OZ2Bf+3hfp3ZJr328L7heZ+i1XRLQ/xZFnXHjjTdGP/TQQ1VFRUXHf//995yQkBAeAJYvXx75wQcfnMzNzc1euHBhXVpaWpvvz3fffed26NAh99zc3OP5+fnH//jjD7fdu3d7dGb91J5dUjs8B8C6PedTHDjdvYNUusNFYVIycY8ETmHfzdB/G+71yj0AgCDtWLAdnHrfH1AqosKQYf+yU4EDsBrATRyjwVVRr8NDGQqGsPBUhiLWeyaC3MZCxXqCY1ROTxOwjBIR7pMBaSw+paefYzDiEoH7YOdBn9aRW2uMZivzwa5DvbZL6oz+tCgCgCNHjqgFQcDVV1/dCABeXl6ih4dHS70NDQ0sAOh0OjY4OLhNXhMhBGazmZhMJmI0Ghme50lISIjVWeunjqBp9DSAFygoFu9YBJ3JNXlx9mTiMsPBbm/EP7tdq81uOpdh5I4CAELcx/dbm+1RZz5hO5ga5QCKOipH0sntAP5JwGJGxAvw1yb1WR8E2vLrOKzOW3GJwFXW6pyyQaqsca6cI+3ZJQ0Wi6Ls7Gy1p6encMUVV4xMTExMuvPOO8Psw+jXX3+9eMGCBXGBgYGpn3zyyYjVq1e3CVWmT59umDRpUlNwcPCYkJCQ1GnTpjWef/75Jmetn7rgSQC/l+iKcd/Xy85xGWk09815CDNHXgmGMDDyZ1Bv7vDvtF00Ldu1+i+9kWeljewhbhP6rc32qNCfjd7aO58WAEg6uRTA6wAwJfRJRHr2daDV0uzgsFLpI1zyYYL8vJzKug7yd66cI+3ZJQ0WiyKe50lGRob7iy++WJqZmZldXFys2rhxox8AbNiwIXD79u0FVVVVmYsWLaq96667wlvfn5WVpcrPz1efPn068/Tp05k///yzx9dff+3urPVTZ9jOO70BgOHT7I+x8JN5eD3jVcz84FIEP++Dn0u6Ghl1DcMwCPWQcuDKOximnmr6BUer38ahylewv3w9fjydju9PrcKppp8BAHw/7Ue1kkpQYgFDFAjUpvZLmx1RZuh8/o2kk3gAnwFgz/O/Dckj/t6n7VsEPcrPDpEL+rTyAcYlq6g3zZlY/69XdoZ3NkzVqBTiTbMv6BO7pMFiURQREWFJTEw0JiUlWQBg7ty59QcOHHAvLy/ncnJyNJdeeqkBAG6++eb6mTNnxrW+f9u2bd4TJkwweHl5iQAwffp03f79+91mzZqld8b6qStoGs0n6WQ+gE93F+7y3l3Yss8Rf1b9gcmRU7tb5TkUnimA3Z7pp/I1+Ln8Py3JsGc7gU7PrhFI/wicXvkdACBQk9KtU8D6Gkopys8KXJsVVJJOfADsBOAT7XkpLgx6oM/7YBYa7akyVTSN5vZ5AwOISyI4Xy834a7rp3Y6W3zX9VMrfLzcem2XNBAWRR3ZJU2dOtWg0+nY8vJyzlbOMykpyejv78/r9Xo2MzNTBQC7du3yjI2NbdOXiIgIy/79+z2sVivMZjPZv3+/R1JSktPWT85A0+j3AMYDeBbAG/brekvP94FaeAsqmsox8a2xqDKczf6hEIHWlukEAM+CqYwEUx4DpjQObEkimPKYs+/3A0aFlJYR4j6ww1OdpQRG/gwAVAM4R1xIOlEB+BxA/Aj1KEwPX9flsY09wTb/BwCu3bQ8ALgsD86e59Y6D06jUoi9zYNztEsaCIuijuySOI7D2rVrT19yySXxAJCSktL8wAMP1CoUCrz00ksl11577UhCCLy8vIR33333ZOu+LFmypH7v3r2eo0aNSiaEYNq0abpFixbpgI6tn3oCTaMnADwKACSdFAN4uslJgVv7y7+x9pd/w36gTeszH1jRV9o0T6xQ7FsAptkTEFmAMrBM2wbq1gjFoVlgq8899V50r4clpMjlh8/YsaejBLsN7AKDQ3rIT47zbySdMAD+C1s6yJVRr0DRTppHX1DdfMz+8khn5YYiLk30/c+K+ZUPLbm8+oNdh3wqa3SKIH8v602zL6jvSeTmyPLly6vXr18fNH/+/KbLL7/ckJ+fn926DMuy+P3339sNt6dMmdI8ZcqUltQK+9CvNX5+fsKPP/5Y2Pr6gQMH3JYvX97ugsXVV1/dePXVV7fpz80339xw8803t1n5dewLx3HYunVruykfNgcTV7iYNAGA3uycwG06/DLMQqs9o5SAQAWGauFrvBM61SewcCdAvc6A1J/NhqFKKWgl+rYLwMRs373g+k0uPM6AEjMIWARrx7q8vc4o63h4+gSA6xSMG2ZHb4aHMtRlfagwHLW//NVljQwQLt+q5ePlJt534zTZLslFdGaX5CRWABBox8KSfyYPCz+Zhwp9OeyRXnDT8+DEYBCqAoHy7PYlAM2KQ7DgBMQR5UCxlEBLGQFQWKQRa7NH20asSkBgAVYAjwZwLjwdr0klzb8FaJNdFhU5gzT/dm7+my2RdxmkfDdMDnnC5Yf/CGdt5oZVigjQM4ETRVEkDMP0zYkjPUS2S5LozC5JFEUCyTWiV9y3exny684GuUo+Hkoh/hxRc0QpRMEAgHo6/IiUZy2bmHamfgkIYNYC2iZY2VJwgusEzqSQoqaBTg9pspbBYK0EgHoAWbbN828BuNpeJkDr+h0W7oqWTUVtFr6GOj0RuKyampokf39/3UCLnEzHiKJIampqvABkdffeZkszFm2/FpX6SgiUR06NNOL2bb4DGv5CcKJfh+IGSAIHAFR7dthLVTaBEztObyEmLai2CVbmNDRCSne77TQW9hSAwTD/1hK9UQCvAJgNIFzJuMMi6gEARr7biQbdxlvVsjsrsrNyQ5FuCxzP87dXVla+VVlZORrDLClwmCECyOJ5/nZnCjvuPHhi76P49sTX57xPqBrulhlg0HVKhV3gwFkhQgQD5hyBs19rDTFrQAHwbIXL/Gt56ECJEQTMgG6uBwAF2+Ka4gvgLgAI1Kbi8ojnsL3wRjTzNTDxXe4O7Eu6l1w5BOi2wI0bN64awFwX9EVmYKgCgC1/vIkPj70HluFgascBmFAFKjxWglClNOdGbQ+oQKgKDFWDoRoQSM/STQB8KoH6EEBhy4pRWGCZ9xpACbgj08GVnXUOISbpD96V27X0qu8BAH6aBKjYduYC+5GRXldg0ajdqDcVodFaBgWjxSifuWCJAkrWHc18DYyC6yO4RkvLlHKxyxvrZ2TDS5ldkEQu0CyYgdYrpDZEpgkiup+ZwkfkQlkfAqYuCKQ+ANS9QVpsIBRiRC7gIHCwraQKjOuiFqNC2mEx0PNvdrxVUe1aS6lYLwCAsR8iOAeh77vNrYMEWeD+4tA0ypN08jKA/xCDJxSHrwBYQVr1ZASA5W1f89JrRpC+Zs9+TVuuS9coK4BqGwGNAdRdyh0lRk+o9i0EAFgTD0IYlSHd4wAxSSuaAnFdvqmFlUxjgt3GuayNvkDLjQCAfhmijvSaiQOVLwDA5S5vrJ+RBU4GAN4BxWqq0bOk2QPE0ntHXT4iB/z5P4C6td3ITwRpqocy5y7w2nPhRKLvdfvtIUAPCimbJmSAFxi6Qsv5A+ifRQaGtEy9DbtjCWWBkwFNoxUknewGEecI4fngTvQ++ZXR2c5ZULWTnkdtCwxEEjhr7BGIIUWgaqmsSBpwynORvXCbZ0raXmvvufUuCxBp5cJDEQo157o0lL7Avn2KF7u1u7BHaDk/KBgtrGJzEEkn0c5Ypg8VZIGTsfMOgDlCZA7YE2M6TQNxBtLkA1ACMCJEzgSGd1h9FW0Cx4gQGQuE5APn7kElgEj6xsKpPRTMwCX3OoOJb0SRTjLjjPO5yuXtsYwSfuokVDRnAMAykk5MkM6GeMfljbsYWeBk7PwfKGqoZ50/9a4GaQjsVWVE5ED03qAe9RBijgE1oaCM5CwiaqU5Nqo0QYg7KombSQMubzz4MT8DFPA3PAkCFo6HvUgPSRwJdfyatCrncI2evbdOsxkmReaA2yN1xd7T/wSFiBHqUYj1mtmndVt4A0r1+1FuyECtMQc6SylMQn3LQTQAHrG/IOlkD02jZX3agX5GFjgZAJJfHEkn7wN4kI/MBtcwwqYlDnZHLalrDnNnjKMdEgVlKOwjSCoQgAJC0qH2d5hq9RASpWRXRucP9mQK+OTfAI6Hio8FhxF99/lAYbUZXMZ4XdZn9fY1zZYanGz8HwBgYtDyHruHWHgDSg2/oVx/CLXGHDRaSmE8V8jOgYCBpzIMvupYVDVnopmvBaTEX1ngZIYN7wB4UIzOhiW6jV+Ac7T28bJcAwAAIABJREFUe7NrX7P72WiKOj4YQGDBnkiVYjCzBpRrgpU9DU7oO4HjmQqbWzBBuHvPT7B3Nd+XPgaAIlA7FpEeXfvzWXgDygwHUKY/hBpjNhrMxTAJDaAdmhYQeCnD4aMeCV9VLHzV0sNbFQ2OUYNSiv8rXmY3IO3eCd6DEFngZFqgaTSLpJNSAJLbMCUOdm421Wr9tb0cADCi9ABAqAaACErMgEUF9R4nD2o3awC3JliZcmiEvjvFrlkhnTzvxgWAYQbnr73OfAqnDdKhQBcGrTjn0BiL2IyypgMoNxxGjTEbOsspGPm6DiMygLREZD6qkS1C5qOK6dDgM7fuCxyofMEevQFAj85MGUwMzp+0zEDyBoA1bEkCFEe7N5Sz57eprakIMjwNnlTjtNetgMLc4fas1hCLFhSAwHTr+IxOoaDQK6UdDP0xad9Tvj/1KADASxGB4sZ9OFy1CTrLKZj4OgjU0u49BARR3tFI8k+Gu9ID245vBQDcMToDCkbTrfZz6j63i1slgK8hnb06pJEFrhfYEmSvg2RiZn9kAVhgOwNhKLITwBrRr7z7dxL73Jz0a8VSfxCqBSXNgMcZoMm/6yrM0h9lX57NYGELYGVPASAY739Xn9XbW0x8I042fofSpl9RafgDel4ywdZZT+HP2rYLmFHe0Uj0S0KifzKS/JKR6J+MBL9EaBVS/uChsoPYdnwrOKLptrgBZ3dPALiLptEdPf1cgwlZ4HrHtWh7mngkgEkA9vZ/d/qEOgCgpAcuS7adCcS2Z5uAQClEwcxlQwgqAeOEwMEmcALTdwmujaovAQD+6kQouYFJEbHwehQ1/g+n9D+j1piDJku5ow/bOUR6RZ0VMv9kJPpJQuam7LzvbfL+uomG87W/7PKA86GCLHC9owhAsJ/hYaj5RDSot0Gv+haQDs8dqgJnAAAoTaCg3cuHa5l/O3sapFKIhpnLBvV1zqHeHsH11XYtg+InGJTSYVV/C17ZJ3U6g85cisNVr6DaeBx6Szl42jZhl4CBjyoGPDWj0SJZqH97415MibqkR23aHWGcPfC5NdzZqG9wJwp2A1ngekc+gEkiMYCjAdDw59sFbvIA96vH0DRaR9JJJTg+iGqbQJo9nb+51RAVOGudJHo6F5HZBa4vtmuZ2CzUaF8AAMR6zUKYx996XaczWMRmfJQ/u9UCAIG3KhoBmmT4a0cjQJMMP00CrKIRH+fNAQDcmHJzj8WtL3CIKDmSTqIAaAFobA8jgDOQIvymjs5vHWzIAtc7CgCAZ6T5KjVvM2OguJCkEwVN63CJa7CTBSDIcvn7HRZgKqKhPHRlq4u2IapDBKewe8OpDc61bNuPSklbyyZn4FELM1cAM5ePRtUOgFjBECVGqBOQWfMBFKwGHKMBR7RQMFooWS0UjBsUjBuUjBs4RgOG6Z3N4c9l/4ZIrXBXBCPV7x8I0IyGnyYRynbs0X8ofQImoQE+ah+8Mbt3Gwd6O0S1CHowYCBCfBbSqWsdwZN0Ugfp9/9amkZ7fICUq5EFrncUAICVlQSOpT7ghBDwbLkbgLEADndy72BGCqM6GemIgafaXLNvnidwHKLaTGIZASJjASMqO234bAR37vyUCAt45gwEUgsrexIWphQ8WwmBqYVAGiGSZgDWdvssUgsOVr3Qabt2WKLEksRfoOTcnSrfGguvR379TgDAhUEPIN5ndodlT+j24ITuWwDApwu/6rWw0l4GVRXNRyHakriD3MKhYjVQsWooWRXMggmN5no0Wuph5A0cpHm6AABTAWzrVcMuRBa43vH/7Z1nmBvV2YbvM6O22t69u+7dYBsw3cammN5bCqGGEBJCCflCCSQgBElIg4SQBgkECB0TIHQMGBuDbZp77/b26m2qM3O+HzPSyt6m3ZXWBd3XpUsjaebMaFd6dMr7Pu9uPTgAl3YwbabgzWT/FbitwIyjim/ioLyLd3vBrzfxwobzOlkdAdEhqpAdHysFNzZ9CJpajVG0E6V6TI8njggcaAC02RdQ734ARJzVtjQbwp9h+s4JUI0iHPpwJGGkCMfca7DncyKALkO8tvVq0m2FVhaBmQImhGrORwrR47xkvX8dEp0851jG5pzR7X4BrZkFFfcBcNGkbzBj+HHxvb8eiPTgDKnRFNhKrmtUL0fs2YD5//vlzCc4afh53e4W0oN4PrmG+TvfgH3c1TslcANjE0BYqUaiI1BxaZNpM6s2fU94xV/203CRVQA+rR63vWC3F0wXDgHIzj2yLnpwYC40aGo1sqgcehE4QpEgVEm7bQn17t+DkGaAseaAsBPhT0f4MxD+TPPe17FNyIVAEDj7EbBpFLXfjlOf0Osb1kQtlZk/xlBaqfOvYqCewkcOuSHWhqgTFe2f4dcaSLOl8cT5zw7wbCYZdrPXqcsQz204C4eSwYTc85hZ9vO4jo8IpNrDdQM4VCcOxRl5OEiluvtHSuAGgPTIduEVFQitTFPqsBtDcIdnYtOfR1OrDgJupue5jH2VZQCNgY2dXlCEjTRbHn6tAZlbi9FQ2hHAG11F3X0YajdGAoswcnqXDSFVs4SgPURd+i9BSJSa4diXnInooWBNFy0BIOMoKiaR1GTch6GYjsVT8y9HCAWJgZSGtYdESiOu9rKdIxid1bN3pMNyNHGqTmwJyqyYWnwI/zznCV5Y/Szzt80jZLSxsuEZZpTcHlf2RqRnqhm9Tx3HrNSmenAHOBuBMk2pwG4MQcFBvv86ajLuBolHeEUl8Kz0yAGX7xtEdgL4wl0LkttWgF9rIDzzNZBg+2o2tp0TY4aRnXtwADI9ztCPkBNspq25qC/B/tnpfRQ3YlLKeh/aGmIXYcvp97KJc8lKYpHlCGmWY6+vi/oX/UUIwWVTr+SyqVfSEmyh5IFcDGlgoKHE8VUXwtwnLoHr0LV9WuD26YvbTzAXGmLm4dK0aaSHTgSBG/gPsFR4xdnC209riMGnCqBd61rgphRcRqbdEgEBRvF2c7vbIepIa6N3w1jDFjBXXAWIpkIci89C6PZej+uElR8bT8Byx+qjGBRxgw5L8rCenBmMLGcWivVxM4z45i9VS+DCcQic0vFR3qeHqPvLF25fZreV1AgFvpvJ992MahQCTMVMgdomvOJB4RXH7uNilwN0m+5zUN5FXD5pLpNyLzKfsAwsI2Ki7DFEtRlDENJpFppJ7zkeLjzrv6AaEEjDsegchObscf/uiXzv4vlyR4R58L6rijBFWyLRDC1J54h8xOJbXe3owfUuuqkh6teHDbD7SiqY6UqZoZNJD82i1fk2Lc5X0JX6YcBPrFuN8IpPgE+t21fS003uzuBzMECea2yPO3Wy5ImsrO4hcAIFuz6SkG09+pBtKJu7NqkIH/IRMqsJdNUUt1Df8yk7Li4yBxe/wA0mKxueASDbmZ2wObg9iQi20c3fwDA0Ktu/oLxtETW+ldFsinh6cDFD1H26B5cSuIGzHiCslHf5ooKD7OB5ZAXPIaiux2dfSLvjU3Slrhi40LqBRLPm6+ZIjxy8nKKuORgg19mzwGVb5e5kdr05zLOGqAqdY90clsDJvCrYfFin17UhW9BHrgbAtmImSnMceas9IePvwUV6nhKDVfXPM7ng2wM7dy8E9RaW1z0JwF2zvEk7T3SIKjXqfGvZ0foxNb7lNAU30x6uQ5Ndz/8VuXsfpsfM0+3TwewpgRs4W5DomlKrSsKd5p8iCBRc+iRc+iRyA9egKZUE1XUEbGsI2tYSVnfYgOHA/wmv+KP0yC4V0xraDgdqpUd2UdElIRwFkJ/Wc3jFELfp1yazGgme/7eOa5Sd/waReTiZ3bkMnqFoaEe8BwKUHRNQtyeiPGdkDq53gVONTIR0IEWIBZX3MjHv/G490xLB8ronCRmt5Lhyuf6oHyftPLo03/sTa7vPHCxIK2F0ziTG5BzE6OxJTMw7hDG5B/fadsiIDjb2lVFHl6QEboBYVt9bQY4NK5U4jBG9HiMQ2I0y7EYZGWHTc80gSF36b/DbPwc4S3jFS8AooAxYIz1yk3X4HzCHuAivqMGsRr415hZ5vKM/MXjCK1TgRICy9KN63LfIPRWnmk1Qt1ZHJQhcpGnTOu0bXUndI2XLcLQTOvEFsOngy8C+/PjEzIVFe3C9Dz8V0ilt/SsVWd8HoD1cR7Zz2MCvoQsC2i5W1JspcJ7jf5mUc0QIxSxgZDqyGZ19EKNzJu0maFnO/nlahvWUwH2dWA+MDavb4xK4rlBw4g4fGxG4fyD5W8xEx1ZgtLVtBlhJBYRRDBQDR3dqUCKFV1QBO4ByzNCP8j22q6RH7jnDPQnIzbSX9voltytpHF92N+/tMEfUdn0UQ9ruR6FzXVUzFg5QtWjYgjZ8NdqhC6JDW9uWKf1bMe2KPs3Bgd0oQTXy0ZUG/Fp90gRuef2ThIw28lx5/PCIHyXlHHvy3DmfMTxzbL9dRroi1LEQkRK4rwELgLOanXNwh2dE/dD6Slr4yJhHNsWm56OpNWCKmDk8lUxAQHr4eNzhY1GNLDSlxrrVElar0ZQadNEgwCgFSrs9ocSwRDBW+HIA8lzj4rrmsTlnoBlB5pXfRdi2lZ3Zl5Pnv5qM0Gm7zcWpMgPVKERX6tAO+8jMZXXtMQdkJPDj2IceXARFpqED/iRVk4/tvd174v1JOUdX5LmKEipuACE9av+U/MKtAyAlcInhL0huCNm2DGtzvEdmqPscxJ6wyVyyAucRVivJ912PwMHO7O+A9SGSHmkIr3gNuLjdMY92xzwc2mgKfXdGh7oRJJqVnF5n3iv1aEo9urDulXp0sUsBWYY5DN6tF5hhHxL3dU/MO58811jm7riV5tB2Gt2P0Jj2CIrMxqGPQpGZgEBXzLg6Y8R68/0KF1MKLmNr8/vsCm3rqJeaCGT8c3ARzDoSyasmv7TuccKGj/y0fL437dqknCMWgbAyMBLvbBQTv5fqwR3oSI/0Ca+4DXiuIe0RbMYQ0rTOK4XxkBf4fnRbj3iiSdKFV+RLj2yQHvkN4RWTgO8huSpk25Lfbp9HTvCS3doR2LAbxdgp7nYhURJGF01oSp0leg202xYTspvVmfpCkXsy3xw3h89q/sq2lnk0h7ZjiGYCyrJO+6apeUwu+A6T8y8hzZbLlub3rQtKXC/D/HJDfHFwJoolcAE98QLn1xqjoSH3nvgb5m5+l9fXv8riik8J62HmXfUpOa6chJ8X4ktX6yupRYavHy8A0xHajbXp91Hcdi8uffKAGlRlBq7wNAL2r5zAB8IrLsb8xt6F5EwEjUB+wLa6Xx8zgR2bLMKmF0V1IC18OJX266nxrcCQGoqI/yNiV9OZUXobM0pvoy1cQ3nrIhqDmwjr7dHXS9OPYFjGdFSlY/ganSeTCezBGX2bgwNQpJkfmughalNgKwsr70czzCH5DW9d28m77d75d/PgaX9O6HkjJKMHZ8jo3zU5UcoJIiVwCUJ6pBRecTOQLkXo6poML8Vt9+HSJw6o3Xz/D6lRPGhq1SFIvgJcCOzWQmM2QNC2ru/24t3gMEaAVNHwU+9fR5G7fyKdYS9mYt75ce0rrS+LPmItMmMXSks+SvnY2GDSvhMVy77MwWUC4NMa+n1azQiwpfl9trV8RI1vBe3haow9NEAiUY08nNp4DOEnYF/O4vJP+33O3jD2QiDzvkJK4BKINUd2LZAuhf9b1Rm3kx38JjmBb3YbH9cbdqOU0tY/Ue9+CJ/j00ykID10IlnB8wjYVtLm+ADVyEpompHNGIKmVrC+6dV+C1xfcNsKaQ1XIvOr0POr0AF7IA21fgArmX0I9I2gSNNuKKDtivuYOt86Nje/Q0XbEpqCWwgZrZ32EdKBQx+PUxuPU5+AU5uAKvMRCHy2zwnYl7O5aVMXrSeI/cNdPCmkBC7BSI/UhVdcDtQh9BuaXc/hs39Kge9mnHp8K5N7opBOoe8O/KHPsRlFOKyQC6c+huxgfL2kvpDrv4K6jPtZ3fgiUwuuTFrIRITzxjzJmsaXaAxsZE3jS4BEDHRFVUbyY/sucNG4vj1oC1WzsfltylsX0RDYgF+r73J+y6aX4NQn4tQm4NQn4tBHIrr5qkU+Ey3BZkJaCIetZ8fjviCEQEo5YCvz/ZmUwCUBqxbDjcIrXkLyeFjdPqYq4//ICl5ETuASFPqeQC4QuLWeA28TRbo2gya9BE2t4r0dP+XMkX8l3T7A1KkesCkOphZcimEYrGl8EQDRlt3LUb3QjzAR1Rqi+rUGNu96j8bAJqp8X9Ic3Em7VoNhdLZEF9KNUxtr9cwm4tQnoMr4FwtUmRMNn5m75R3OGn9u3MfGi7FfOXUllpTAJRHpkQuEV0wF7gP5kxbXHOGzL6bAdxMuPRHpSMmjsP02qjJ/Sp1/FS9v+jZnj3qk1+T7gRIpfAwg7SFEqHPAcNxEenDdJZpjEFLW47cvI2TbQFgpN4tNS2gNV/Lujpu7OMqGQxuNUx+HUxuPQx+P3Sgb2Fwh4NTG4XPU8dbGN5IicPG6iRyIpAQuyVj5oj+1Uq8e19TySdWZt5Eemk2u/0psMq+3JvYKTmMcpa1/pSrz/2gLV/HfTd/h0MKrOaTwCuzKAISnB9y2QuxKOmGjndDMV3C+fylC6+eQLZrJoBFUNuK3LyWorieslqMrDUgC3ftghO2m/bmqI9NbQNooafsdDn1Uv+dSIxgEiLg/R9py6OPw8SmfVy4ZUNvdnjPVg0uRbKRHLhZeMQ34BZJb2x0fOHz2T8gJfJus4HkD/uIkA4cxjLLmx6jKuoEQjXxW82fWNs5hVtldjMg6PuHnsykOLh3/Fk+tm43h8iGzGhCNJXEda2BAdgN64U5kbjWywOwNNrueozntua4PCqahtOQhWvMQLXkorXmI1tyoTZM+dD3hI95HNXJw6uMT8h7r3Q/ic5grpnZ9RIcZKLClaUtCzhEhsvCUjDm4ZISeJIOUwA0i0iMDwC+EVzwBPCBF4NymtCdoc7xPSesDKPtgQXEbWZS1PEGr81V2uZ6mNVzJm9uuY3TWKUzKu5Bi9yFWIZrE4HYU4lCzCOiNSEfnLCBTyOrQi3Yic2uRmU1mAr+t65KBCCDk7BAwS9CUlrxeh8Ci3ZwHjNRqSARqTI89rG4nrG6PPm4Pt2EYxoDLB+5JMsQooEeNbJLlaJMQUgK3F7CcQc4TXnEa8GxYLc8Lq+VxVX/aGygoZAcvJDN4tuV48hlbWuaypWUuADnO0QxxH0KuawwtwZ00BDbSGq6g2H0I0wq/T5G7d/udWOyKm4DeiJFbjZFVHyNkPlC7ETKICpnMrTFdgQHHe5chfP0LoxEB8wdHkjhb8ezAN2m3z8dQWhmTO5Zjh85gec0ydjRvpzSzNOHiBsnpwfnCbZHNloQ3nkBSArcXkR75rvCK7UAe/UzQH0wUHBS3301AWUOj+zHC6g4kfnYFt7Ar2Hl4taX5Pba3zOeMkQ8zPLPrup+aEaSy/Qsq2z6nzr+G5tB2WsMVIEGf8FXXFxJ0IVpzrSFlZHiZC0E3AkFoxqsYhRUo2yei+AawGqtFpg0SJxA2mUe+/3rq0n/D5qZNPHjan/nnuU8krP1YhBAgkzMHFyNwieveJoGUwO19rP/BPm1tvxsu4yBK2x4AwMBHu/0T/PbPCKuV2PQhOPVJ2PVhNKY9iq7W8PbWGzmu7E7awlU0BTbTGqqgXasjoDdjdGdZF+lwNeehNpSaQtaah9KSC6G0HntkhlW9S90+aWBvVE/O1yM9fBy+0Im0O+ZxycvfYOfNtbgdyVm4MUlsDy6shyK5qDopN5EDD+EVmcAY6zYayAPSgWrgN30sEagCtDhfxaGPxGYUoBr5qLIAm5G3Ty4+xKLgJjN8CpnhznVA01oPpzzzGnSlnvkVns4HS0wh82WgtOYi2nIRrbnIzCb0MSvMfWwh7Cv6uKBhN0VT+Ac4p2mo0Ws0CHVpxd5f8n0/JGBbhS9cx3nPn8HcK+YnrO0I0ZoMCe7B+bSO3pv07NurDSmB6wXLIvxU4CTM6lhT6MljDZYCb/fhFLXAQe2OD2nv4kXFyMFm5KPKfGxGARmh2fvsXN2eKNgoaf0dFdlXm08EXaiVY8w5MV8moj0b0ZbTZSiIaM1FO3Q+qPFnIoA132SzeoXBgQmcQJi9OJuGgS+hAqeQToHvJ9Sk/5yFOxbwxLLHuOrQ7yWs/VgSPQe3vwxPISVw3SK8Ig+4GriODjddwKxGPip3NKNzxjAqdwxF6UUsLv+Utze9CXAyfRO4i4HTMD3ZyoCh1q0MSamh7FJCyi5gMwBBdT2lbQ8N8N0NHnaKsOujCdu2oFaMjb83FvGG0/rYg40sQkhQEmGgGc2ISHxtlTRtKlnB82lxvcJNb1/HmWPPoSijKOHnkQPswWmGxvbmDWzetYbtLRvY0LQy8tI+bZUEKYHrhBWrdj3wHcAFMCJ7JJdMvoxDh0xjctEURuWOji18C8D8bfMiAjd7zzZ7QnpkA/BsN9diw3TzLcOsz/B8WN2JxBhw9PxgkhP4FnUZ96MP24Bt1XHxVam3W4KS3kLglCdRK8egrp6O0tv7tidYiJSIOCSm92Y6ewQwCCFFkPTQibQ65hKmjZOenMGq6zcm5DzQUbu0px5cna+KTbtWs3XXOna2bqamfSf1/mp2BRtpD7cQ1AOx1kh7UpCwi00SKYEDhFc4MXtSNwDHRJ4/dfTp/OCI6zltzBmoSs9fyqOHHovL5iKgBQ4RXlEkPbJ2oNdl1UuosG6fCa94SIpQsS7qscnE/9InC7sxwpzLsoXN2qlxCJxSMwwxItesk5rehj5uufn86q5XYyNI1RK4RHnLWbVey7O/a3UMY8VCdnPf3XP0WEV0c9Mm7p3v4e7jE1tK8OnVf8avtVPnq6ApWE9rqBm/1h5b+q9Xshy5FLpLKEgrIdORzfvb/wskMH4mSXytBU54hRu4Bvg5UASQ48rh8qnf5drDr2NsXvzuHy6bixnDZvLB1rlgztc9n4RL3gAUh9VKbNr+I3C7XE+ZJQGrh8WdeqW05eH88DsY6bvQDlqMUbYZIzeO3wyb9aU1ElyPWIQSN5MlVctdREVIGwIVSRhDaeP5Vf9JmMBFAnzf3tpNJgfgUF0UppVY4jWEQncphWmRbVPQCtxDcKodZRQ1I8wH219BIguFV9gtc4l9kq+lwFkLB5cBv8Yc/jG16BB+eMQNfPPgS0h39G9y+oSRsyMCN5vkCdzMsFJJGocmofnk4Ld/AYC6o+9hG0p7Dmr1SIyyzUh3HHPaEYGTiY0rLGrzosochBSYIT3mvblS2fGckJHXhFV8yBQxiIia0mWIS0jZSWXWdWzdtZVGXyN57oHnKEd6m6UZIzi6ZHZUsArdJZaImb2xvhaksSl28tOKqfdXC2AIZrGifZKvncAJrzgeeBCYBnDYkGncc8KvOGX0aQOuPHTSqJO5ax5gLjQkgw0AmlKRpOYTT5t9AVKEIOREqR7VrzYiKVN0kbq1JzKygpqoAjZSgJDYjRLsRk+L5wPDYQzDoY0lZNvEbz75Jb875cEBt2lTbGiGxv2z/sO43CkJuMoOCt2l1PurAV4XXrEMsGMuOuwA5kiPXJXQE/aT/WemeoAIr8gQXvEI8BEwrTSzjH+d8yQLr/6cU8ecnpCyaocUH0quKxdgpPCK0b3t3w82AITV/UfgdrnMQitq+fj4Fhe6IOoNp2q9229Hh6gJ6sFZ7RiiqyCexJIePhGAF1Z3uebUb4wkhKodV3Z6ZPMQ4ErMRbnvAh7gf8Ir0hJ+0n7wtejBCa84DngSGO1QHdw2/U5uPuaWfg9Fu0NVVGaNOJHX1v8XzF7co4lqW3jFLOBXALqI31J7b1KX9iCaWgGGQN02AP+7UBqE7eYKaXoztHdfjT3SgxNagj7ahgpogyJwGaFZNLkeo7a9huq2aoZkxF+6sSs6hsKJF7jvTrmVC8ZdzZbmtexo2YRTddES2sVDX94B5or/rcC9CT9xHzmgBc5aHb0X848tphYdwmPn/YfJRYntrsdy0qiTIwI3mz4KnPAKB+bSeyHmp3KlVczm18AdYNph5/mTX1NzoDQ5n6Ld8SEAthWzUFr6H1EgEIj2bGROPUZ+JUoPAofdCs3qr4/cnuiRHlxbLzsOHFXmYjNK0dRyFpd/wvkTL0pIu8myNspx5TPNdRzTijtWtsfnTuH6988GuEN4xVPSI7cl5eRxcsAKnPCKQ4GngCmKULjl2J/x81keHGriotG74sSR0TC4k4VXjAOyMKtf5Vj32XSIWNEe93v6Dp0GvAd8E0xxK219GAUX+zItjtdpdr0IAtR1R2DbNvDCNRGBkzl15ixPN8hImlaCBE7odiRQl/4bGowcTAt0AymMjm0kdHmLoKAaBbi0KWQFz8NpdD97YTeK0dRyllcvG7DARVO1BrGq1mHFMzh15MW8t22OC3Ou+8JBO3kXHHACZwXH3gp4AfuY3LH869ynOGbosQk7h2EYbGzcwGcVS1hRs4yNjevZ0byd2vYaWoJR95g8rDmzeFGEsmfe4Hrr/kok72pqVXpj2qPk+2/YK4G+8ZQmbHa+SpPrX6a4bTsI27rE1JEQbab2G1m9FGWO9OCCifkRiO38GEp/pwYMdLWWdvUD2h0foBoFZAcvJiN0ZqfAZdXIB2BL0+Z+niuGyLzyIKeLXn/YvXxc/jZ+rf0C4RXflB754qBeQAwHlMAJrxiL2Ws7FuAHh/+IX530u7jn2gzDoLx1J6tqV7K+fh1bmzazo2UH1W1VNPjraQk24wv70Izea906FCcF7iGk27PIdGSTbs8iw55FuiOLbEceua4CclwF5DoLyHUVkOsqpDW0i6veOj6SzPx96ZHbAaRHfiK84mwkb7U530sT2Mnz/zChpQK7QiIJK+X47V/it31J0LaG9NAJFPhv7HL/JueTNLteMmPedo7Htvx4cPiRUjVzOo3dQyQkElTdzIJCAAAgAElEQVQNbCEMpw+h6hBMM+fcNNtuX/7ISqpM6zlURFoCJ0IJ6uWGzQJBDm00OYHvYIZ72BFSBWwIbFYYiC36vBkOYo/GuIWVCgK2FfjtS/HbvkRX62l0/4PGtMdwaRPJCJ2OOzwTBSVqrhDuQxBud3SU3Rlcy/JCdwk/OuweHvj8VoB/Cq/4QnpkYu2K4+SAEDjhFQL4AfAA4C7JKOXPp/+d8QUT+KxiMZWtFVS3V1PbXkO9r45GXwO7ArtoDu6iJdhCS7AFvxafcEVQUBiTexAl6SMoyRhOSfoISjOGU5I+nCEZw0m3Z/b5ffx68Y0RcXsZeCz2NemRHwmvOA/J663ON51C2sgNXJNwkTNox29fjt/2JX77V+hK3W6vtzk+IM9/dSf34Tr372h3LOi4XncrwTP/tXvqlMQUOt1mpkDZwiCs3oW0gdB23xcAYW1b79PdSuD0x0G3Iay2hOYwFyE0J0ZetXl4X3NYu0EYNiSQph2NWzum1/27wmGMxBEaSVboXDRRR6vzHVod72AozQTsKwnYVyLkQ7hD062hL+jdp0f15eqBvWMvfuG47/FF9Xzm73wjC3heeMVx0tOdN1by2O8FzrIu2olV5R2gqq2Sb8w5r1/tpdvTKcksZUhGCSUZ5v2QjBJKMkspyShhff06bn73erKceTx55scJehcmDf6ayOafu7KhkR45V3jFRUheaXG9Zhc4yAlckTCR2+V8jl2u50DE/OJL6hC8C7wD3IjQjvbbvyQ9PAsw/eBq0u8jaF+5W1syP1ohqwkzHMmNwI5NA9tuPyR+IIjQcgCETLcKwkS+4NL6nlp/DgG4/MQ80+UaoTF+GYExKxHtWSgNJSgVYxH1Zb3nsu6B0FVrRi0xwfo2WUhu4HJyAt/Gb1uGz74En/1TDKWFdudH0TdjGAPvdXVEPg2+wAkhuOPoh1nfuJzq9p1HYgbV3zLY17FfC5w13/YWMeIWQREKOa4csp055v0e27muXLKdORSmF1GcXhwVskxnzz0vm2L+ycJ64o0UitOHsqbhS+jBjkl65JvCK76F5KVm10uqkHZygt9JyPn99i8j4rYUmAO8g2BZxN9OeMUQ4Oh2+wIkYdodn+C3fbV7z8s8binwFbBUemRUta3/VxrgxsxjbJMeGRZeUQaUK0YWw1vMGDBJGEMEkASQIoQkhBQhDOHHEH4k1r312BA+JH7aHPM6xFHVkVlN6FlN6KPWmN/zYBpKcwFKzQiU8vEooe7DtQwlhFQj7y2x2UgCO27tSNzakRj+a/DZP6XV+Q5Bm3mddb663hvp9RzJ8YOLlyxnDt4Z/+K6uWdiSP2nwivmSY98czCvQewv1XH2xBqW/hXTzgiBYMk1y8hJyyXHmUOGIyMhwbt7sqx6Kcc+Ng2H6uKjb1f1fkAf+NvSe3h6zUNgBiOf2lOOnyVyzyJQ8nzfJyvUvx5rLHXuB2h3zAO4RnrkY3u+bs1x7m53Ya48fAx4pUd+2J/zCq8QSJoRZA5rfgZV9t9mfHv2xUgRwP7JuQhDxcirNm+51dGeX8y1m8NlXwYi7DQF0ekzDTNVbbfE+Mzg2eT7f9jv69qTVsc7hNStSIKmkIsAhvATtK2O7mOu+EdkSlg9skhymLCuL/b12NcELUHT2dipmg7IEgNDShQhOGH4edx1zN8SUgPCMAxCRgiXret5z/+s/hN/X+YFaAAOlR5ZPuCTxsn+3IO7BbjOrjgIGyEkkoMLJyelaEcsWc4sAPQ+zNfFyzcmXMvbW56nIVBzAub7u7+7faVHviC8YhLgaXcsTIjA2fVox7HLGnnSIzcJr/gIySwE84A5CF6VHlk9kPNasX5rgKPDyg5UfSBxitbXXVdRGktRGsz3JJFIdwsyInh51cjsBnO4nLWr60GcVCyj0WIyQicN4Jp2J6xU0eD+S6/7hfTETFkFdX+n597d+gLvb3sZRZgLP6Y4mvKoCAVFqNgUGzbFjk3YsSl2AlY7IT1ASA+iGWF0qUVzXs8ZcwV3HNPZq/DSg25iac1CFld9kI85H3eC5ZSTdPY7gbOGOV7gToC7p/+D+xb9iJAeoN5XnxTDwAgtwZbo8n0PHln9ptBdyjWH3MFvl9wMEE/w2FQAd7h/k997YjfKIps9FQE9FYFTemSiI1/XAEeH1J24BiRwFmLPhwLhywZfNmq56Ygs1RBGbi3hI98Dp5+M4OmkaVNRjULTOl7mWQnziUV2+ERWA78A2mNufuBjQH3vso/IS8tHIjGkgZRyt21DmjF4ez4HMmYbbKodu2LdVDvLq5dyy9yb2RVoQk/gAO69bS91KXCKULhr+j+48q1Z1PurZgD3YQWuJ5v9SuCEVwwHngOmKyj8+Ij7mT3iAv785S+o81eyZdfmpAncI1/8jZ+8e0P01yoZpdjADC+x6HHiRHhFPpKzQZAeOjEh57bFIXDWsDkZ9jhrAMJqD1G8cRF/epLQHaj1Q9E0G9IJ6aHjSUuEuMZPYzdTAYuA4/yan4OLBh4kvSeTi6Zw3sQL2dm8A13q6IaOIQ10ad5rhkZQCxDQAgT0AIGwn6v/dzkAt8/4OccNn0WWMzs6x+20ORn38DDaQm18Vb2QaUM6e/blugq497h/ccPcczAwfia8Yr70yHcS/ub2YL8ROOEV5wP/BnIK00q5Z8ajHFY8AzAnM+v8lexs3pHQgN5YPqtcjESiCJV8VzGzR5yflPPETAh3Ejir9zoFmA5cicDuDE/GJgdmrSPR8Nu+pNU5N/LEaOEVYpALipgCpyTGeUf2YfpVWqEqIsEWS90jOm3swZfAcR/vmM+pY07vZpeBkeHIYFJh/PnB3/vfFUgk1x7+I0ozO6+BnTXuXF5Y/Sw//egbZDnycKgOHKoTl+rmpBEXcMnE6zm0aDrXHvJz/rH8PoD/CK84VHpkUp0j9nmBE17hAn6P6bbLjLLT+PkxfyXHlR/dJ9tpfsHLWwb66989xelm4vORQ47njye9nLTzyA5d04VX5GM6DE/HDF4+CnYPQDNE/wqLSyQhdTNtjg+tQsTNHS8IntkL1ZKsHtzABE5IYYlbHy4/Eos3aF+HXgXuv8CPH/vqEW6bfmevK/uDgaqoaIaGL9y16cClU67ghdXPEtQD1Pkrd3ttbeNS/rXi15w84kLG5Ewm3Z5Je7i1AHjOmo9L2jLvPi1wwivGAy8Ah9oUO9cfdi/fnPCDTqujWQ5T4CrbKjs3kiCK0osBaAwMfPm+J2ICPCP2M7tRljGKyQVHUugu4ek1DxFWt2JgxB3fpYkG2h0f0eb4kLC6PfalNcCTlrjtDT+mHUh8utLo1kUbqszoZzPW30Htwxx2pAe37wjcx8CnTYGm6Y8tfZSbj/np4FxWDzgUB5qh0eTvOlXulDGnseh7X1HVWolP8+EP+/CFfZS37OTJ5Y9R217Lm1s62UDNBEowLfmTwj4rcMIrLgf+DqSXZYzivuMeZ2J+1y62WU7TXaK2rabL1xNBsSVwLcFeciEHSK6zMLLpdKguJuUdxuTCI5lScDSTC44gL82cYzSkwTtbX6TeX0W7/UMyw917bBoE8NkX0+b4kIBtaUz2APUInsVMb/tqb9a4lB5pCK9YB0wLKztR9f4VbVZkFgatyLQ+rIFEBW5whqiiF4GLcZB546ElD3DdETfgtDm72nXQcNlc+DQfjf6Gbvc5dMhhHDrksE7P3znzbs54ZjaLyz8FM251GWYA+Oqv3RBVeEUGZnzbFQCnjLiI245+kHR7VrfHZDtMgatPQHBkdxRb3lzt4b6XgtzevJEX1v+dxRXvU+urYErh0fz91Le63HdG2Wk8eOIcspy5jMuZjL0b9xNFKJww/BzmrH+UVuebnQROYhBUV5tDUMdCpPBHXggBrwNPIXhnb6TP9MAaYFpY3YGrnwJnMwrQ1Ir47M0jRDM39pk5ODCFYEV1W9XU3396P7+YdU/Sr6on3I50GgONNAX6/gPvsrmiUzzA69Ij/5HQi+uBfUrghFdMBV4EJjhVFz898vecNfrSXgN2Iz24/vzx4yUyRO0qpmhPNEPj/W0v8+aWZ1nT8CV+bfd5i+V1i/isch5HlXZe/VQVlWNK46s8eOKwc5mz/lFC6pboMDWsVNDmmEe7fR6auluPdgnmEPQF6ZGNcZ1g8LEWGvo/l2rTS8G+HH3Eaoz8SitP1YEIOc3E+ZALEUpDBNyIYBoE0qMCZybNDyrdzitYvbjbgLd/9bFXjMoZzaVTrxjES9sdVZjiH+pnBs+5E86P+CReC3z9BE54xZWYPbf00dmTuG/m44zKnhjXsZFFhuZg8pxuIwLXXam1mvadvLDuERaWv01F27bYxQIcqoOZw4/n9LFnsaRiEXPWvMBvlvyY/16wYkDXNLXwGPJdxTQEamhMe5iwupOgbV3sLjuA/wD/kR65vutW9inWAIQGsNAgSDOrVDmDSGd1n4J5KrKuIVIwJlpEBgVQrGIykSIy1n3UTUQF7JabSMRVxIGQdsCOIp0IHOZzOGPj4HqcOJUe+a7wih8Df/7hm99jSEYJs0ef0rc/SIKobDVHkpMKDu7X8SePPi2yOSwxVxQfe13gLNfdPwE/BDhr9KXccuTvcdrit3SPLDK0hZLnupqflh/1awtoPhyKi4UVb/PapidZWbeEtnDLbvuXZQ7l9LFncvrYszhh5ElkOMxJ83ObL+B/61+h2reTD7a/wuwRF/T7mlRF5fhhZ/PfjY/R1hHi0Y7gJcx5tfnJXKFKAmthYCuphmhGYi7UHFV8EyGjjbDeTshoI6S3EzbaCelt5r3RTlhvR5NWMZvo6qskEqUTTehPjjNVSW87SI98WHjFcM3Qbrnk5Yv44IqFTCmempSL6Y6q1krCRhin6uxyji0enGp0DnFQ3Vr3qsAJrxiGmZx9lF1xcsuRv+ecsZf3uZ0sp2mG6Av3L2QiHiSSXFcuDf4GLn1jOjW+8t2yGVShcvTQYzl97FmcMfYsDi6c3OXQenj2cL4/7Tr++vlD/PGL2wckcFJKNu9aE3m4EbgXwSvSI5NfQCA5bEES0pU6h4EPBXefG9BUMz/4iKLrOKI4vtzRv60w48FevWAVAkFIDxE2goSNEGE9RMgw05JCesdzYcN6Xg8RMkKE9SAhI4RmhGKOD1vPdz5+Rd1iJNIhvMIRxzzo7cCw1lDrty544SzmX7WYsqyyXg5JHJHYTLtqZkL0h9r26HRJxmDWUt1rAie8IlI7tGBI+jB+PfOpbldJeyMyRA1q/Xf4aPQ18mXV56yoXc66ujVs27WVyrYKGn0NtIXbdvOKq2o3wyuK0os4dcwZnDbmTGaPOoXctB5qBcRw6/Q7+Peyf9IYqON/m57i3LH9m1v5pOIdltctAmgEjpAe2dLLIfs00iM14RXrgSlhtRyn3lPGWNdooh6ALMfQPh+b5yqOusUkm2/97wh2tm5WgIlAj3MV1grzVcDQitbyGRe9eDZzL18waPFxmQ5zgW8g36/v/PfiyOYmIPF5jt0w6AJnuYDchukPpRxdMpt7ZjwaFan+kG0NUbubH4slEA6wrXkrK2qWs7J2OZ/s+JglFYvispQpcBcwNm88J486ldPHnsVhJdNQRN+T+4szirnhyJv53ae/5l8r7u+XwC2t+YS7F34v8vC3+7u4xbAGmBJQV2HXx3aK7zPwUZ1xB7poNee6ovNepquurpgCl+mIr4cT67sWmUgfDEbnTGJn62Ywc457nYyVHhmwsnkWLa9ZNvaKV77NS998bVAEOTK9EjbCGNLo12e+3lcf2TxjMKdNBlXghFdkY6ZbXQDw3cm3cvWU21GVvn+wGnw1rKxbwtrGZWxtXguYw8iRfypBMzQ0I2wNETTT8cBKVN4TVagY0sCm2BiaNYxhWcMZnj2CYVnDGZa9+7bb3vchU3dcfshV/O7TX/c5cLg11MwL6/7OM2seIqgHAJ7AdDLerxFeoQDnYGZt0OR+nKa0xzEn850oRjqqzEYXrehq7/GO8dasMKy02oijxmAxJucg5u98A8zUu7iQHlkvvOJMYNE7m9/K/+5rl/Hv855OusjFOvQEtSBp9gGVPE3ePFIXDJrACa84GDMFZXyGPYu7p/+D44aeEffxmqFxzTuz2dm6mYDm6zbZvaY9LucePzAX2KJL/WaAXbcH+iW0/WVkzigcqoOQHqLBV0O+u7jH/dvDrbyw7u88v/avsQsa/wJ+KD1JsDYZJKxSiZdhFgqaCJBmS0cVqvU+dSQ+dNWHTsePwdVTbqMgrYSQHiSkB9BkGM3QeGfr81S2bafGv5LSjCN6Pb9h9frVQRqaRhidE80D7VN2v/TIjcIrzgLmzlnzQiYwKCIXIaAFBipwg8qg/FWEV3wbs8aAe2zOwfx61lMMzexb4ff5O19nQ1NHT96pOhmZM8q6jWZkzihyXDnkuHJJs6Xhsrlw29PJdGaS7shgXd0azn3+dDCdMKZJj1xnuZPcXJpZNqjiBqYz8Pj8CayqXcln1fM4Y/S3u9wvpAd5deMTPLHqD+wKRrv5H2IaTC7o8qD9BOEVRcBizELBFLvL+Pak6zlnzOW47Rn4wm3U+auo81VR56ukzl9Fva+KQncplx304y57XNXtO6ls2069f21c16Bjzu8rgzg8BRidHQ1k7rNdiPTIJcIrTgXem7PmhUzd0Hns3KeSKjymYeb+Z46bVIETXmEHfgfcDHDayG9y+9F/xGXr+1CvNdQR47b5pgqGZAzp01zAw0v+GNn8m/TISLCYAeYKz3Mrn+aSKZf1+boGwoT8SayqXcnyusWdBK7OV8lrm57if5uepN4f7ZUuAu6QHjl/UC80eYwARqXZ0rnlyD9wysiLsCkdq3RuewYj7OMYkTUu7gaHZo4CoDm4vZc9TXSrB2cTg9uDG5o5GofiJGQERwivyOrrHKr0yMURkXtl3ZzMnS07ePHiVynJ7DXy5GtF0uxvhVeUYPY0brYpdn56xO+4e/o/+iVuAHkuMwfTrtgJaP4+T3S2haKpO2tinq4EntIMjZ99MPgJzRMLzF/xzU2mTbUhDb6oXsCdC67kglen8vjK30bEbSVwHjDjABI3sOrG6lLn1JHf2E3c+svQDHNk0BaOz2RYl5Ee3ODWmbUpNkZkR1eJ+2X6Jj1yMTAD2PZF5Wec+ezsvVJBa18mKf9V4RXHYRYdOa4grYS/nvwGF034/oAmcWcNO4ti91DCRpg7Pri1z8f7tWiKVXTDWs25CvDVtteyK5C8TIiumFhgzsNsa1nPPZ9cy9kvT+CmD87jo53/w5C6BrwEnAgcIj3yf3szGT4ZSI9sBqpCeoAaX2Js+iNTH0G9Oa79DSsca7CHqGAuNFj029VSeuRKTButunX1a9nUuLG3Q75WJLxfLrziJsxVPZsiFGYOPZ0vqhcwNHM0ua6CAbV9w7R7uWvh1Wxq7L5g/NzN7/LmxtdxqA6cNicOxbxfUr4osktXnkqVwNhNjRs5ovTIAV1jX4j04NrDrby37aXI0zuAx4F/So9Mnv/TvsNaoGRb83pKM0YMuLEya4iqyxB1vrXoMoQhQ2gyhG6E0WUQwwijE0Q3wrSETGEd7B4c7CZwA7IRlh5ZJ7xiIXDBkopFjMvve/xgMjEMg4aOMJFBJaECZ/m3RU3ZDWnwysZ/A6AKhSsm/9+A2o9YCfWUsfCjt75PeUu3qT4+4NOY6xXAb4CxDtXB0KxBTZNjXN74aPoX5irim8C6A62n1gvrgJO2tWxgetmpA24s05EdmdvipU0XxX3cnql2g0HMQkMifNI/AS74ZMfHXDb1ygQ0N3Bq22r57ae/4slljxPuiFEdlGIzERLdg9uK6b5bjFlAwwccDRwXMgZeRzSSkuXvQeCa/FGjjJ9jphI6AYd1/4H0yFg7kCMxg455+oIXGZIxhMHEaXMyLGs425u3AbwRs/jxdWItmJZSiSbLkYvLloYqzOpQkUpRkceqUAnqATY0rUA3dH6z5Gaq23YS0gP4tXbaw60EdB8BzR9NvbIrdp46cyHDssb0+7rMugfhaG8TmJwAi/j5AAt2fDSAJgaGL+Tjg61zeXfz27y18XWqujagHdQ0woQKnJVfdlvsc8Irfgccp4qBTyC/vMGsz6F3E/ZlSCO2d/fbOOLDNmGmOeXd9M51/GLe7RS4C3ng1D/3O6m4L4T1MNVt0dqqAyq9tz9i9aAnAOxo6X7aoa/YFAchI8j9s/4TrdvRHavqP+fad09FYvC/TU9iE3a0HtIkg7rOu9te5JqpPReF0gyNmz+8kI1NK9ENHV2aAee6oXUVbpEPFAK1cb3BrlkGtGxp2pz18Gd/4oeHX9/vvNF40AyNdze9xSc7F7JwxwLW1K2ivQs788kFR3LKyIv54xe3R55KfMX0Hkh2mMhU4HqA4b384hmGwcKKt2kJ7rKCNkNoho4uw4T1MCvrFrOo6n0AbjzqJ122UdteG/nwNMQT/Co9slF4xQ3AM9VtVaK6rYoNDetZtPOTQRG41XWrCJr+WhulRw7uCse+wV+AHwGMyemfDU9XOFQHPg18Wu/uMhNyD+HcsVfSFKjj4/K3ouJ2w2H3kuHIJtORQ6Z1/7elXj6vnkdA690TsLJtG1/VfNzdyxIzHlOzbiswiyL3GyuP1ws8cNvcn/CHT+/nksmXc/FB32Jy0ZRuizL3RHVbNdt2baW6rTIqymc8cxI7mnfQFOjaUrA0YwSjcw7i8OJZnDj8HIrcZRjSiArcYNVDjZDs4J8zAbdLdXNQ/uE97njrR9+KClhPeE/4FbfNuLPL12I+eOnCK46VHrmoyx1jkB75nPCK1zHDMJ4GmLftA1w2F+dMOJ8C98AWRnriq6ovIptf9LTfgYjwim8AP3KoLm6cdh8XjLs6YW07VPPL7Av3LnB21cHPjv4TAL/77P94deO/OXXkxXznoBs77ZttGat+Wb2AR5bdhyJUFKGiChuqokS3FaHS6I+mk63FLBwUETMtWbmY0iMfFF5RDtxd21578ENLHuChJQ+gCpWJBZMYmjUMVaioig2bYmN49ggm5E+kOdhMTXs1Db561tWvZXXtSvyav8vA3uU1y6LbRe5SxuZMZlTORA4vnsmUwqO6dN6OyREfFAeRWJItcH8HLgzoviOvevt4CtNKcKguTh55IZdMvH63sBG/bg4t89LyGJs33porUVEVq8K2sPGNg7/Nd6Z0b6c0MmcUl065gmdWPuUC3hBeMSKeAsXSI9uEV3wBlANDX9/wKq9veJVHv/wbi675aoB/gu75ugqcFSP5CMCN0+7jovHXJLR9l2pG9PfVXt4uTHv4WOeYWNJsZkGz9U3LWd+0PN5mCwfTCEF65IvCK17CDB35LnC8LvXxq+tWKavrVvWpLYfqItuRR4Yjiwx7FvlpxYzKnsi43CkcXHAEhe74gor1jk7boPbeIMkCJz2y2Yq2frs1tOuYSDbCusalbGhczh3HPIzT+rWdXnoqy2o/ZWTOaOZf1WvHq1v+cfZjrKhZxsraFXmYidvvxXmt64VXjAAOwgzTOLIsq++WO33hy8rPI5tfK4EDzgJyDyuawYXjvtfrzn3FZQlRPEPUWCL1L7pzpbl4wvfxa+0E9QDSKpRs3pvV5A1pYFjFk31aKxubVgHEF5CXQKzFiiXWDeEVbsxYu0IitsTmwts4YBLmPHQ5UI9Zze2kmw//Dd+YcG1CDAj2ZvBx0vNTpEfuEl4xA7NauhM4GHj0vW1z0ivbtvPQ7FdIs6Vz6qiL+duye1ha9SVtobaoRUtfsSk2Zo44gZW1KwAOJU6Bs67VEF4RBA5ThIL3hF/36xriYWvTFpbVLAUIYAZFf+0oyxyVFAcPt9387Pj62INzKD0L3LjcKdx7XKdC9F2yqWkVV7w1E2ICy/cW0iN9wGfx7Cu84lDgJCBh/xuXzR3JZU0TXqEOpjnEoEQ3So80pEeukx65XHrks5jpJayq/5x1DeaYvshdhsvmRiK5bW7XiwjxMiQj2nXuzwTarwHb5VOv4uCifgeY98pTy/8d2ZwTzzD6ACME/S9g0hv9LZCiWIYLsfU0+otTjSa+D6pFdwJoA/Bpfa8e1x2KUKI/OsCgVrEe/PBtQHrkcuBlgMq2jqToe6Y/CsC/l/2Ltza+0e/2C93R2qKFPe23J8IrjgUutik27ph5d7/P3xshPcR/VjwReRhfl+DAIggQNpJTsXDTLnOuaXgfkvTBDNsBUBOQeO/YSzUIBoLwChtwMuwm0Akho2PxISehDffCXhE4i1qA7S0bokOCWcPOYkbZ6QA8sOi3/WpUM7TY3lGfBA44O9LGEY9O5qIXzuEvnz3EmrrVCZ1HePizP1HRWg5mFP9+bXnUT5wAdqXrmq8D4Yuq+TQHzRCGL6sX8MqGx1leuyiu/18kRCQR3nAxxgGJf5PJ42fAEcXuoZzbj9ooPVHWYY92dEIb7oW9WXSmDeDpNQ/x2qYnOLb0VGYNPZObDv8ln1S8w6Kdn/TLHvmjbR+yqPyTyMOFfbymP2F2oU9pC7VNfGvTG7y1yexJDkkfwomjTuakUSdz4siT+130Y2fLTn79sTfy8Mf7WdWrRDEEGHBucle0hTrm9N/d9iLvbnsRgJum/YpvT/pRj8fq1uppInpwMcPjwIAbGwSsuTcPwM+P/UuPhdb7w/SyUyNxgWcBLyS08R7YmwL3W8xl4/NbQ82T3tv2Eu9teyn6qy6RrKtfy6SCg/o02RmzxD9XeuRv+nJB0iPrgJsAhFcMBWZjdtlPrm6vHvLcqqd5btXTAEzIn8hJo07hpFEnM3P48WS7sntvX0pufvtHkWyLOdIj414AOcA4AeCFdX+n3l+NlOYKpMTAqaZxzdQ7or5ufW54xLk84n6XheXvsLFpBavqv6At3MySyg+YUXYailCs+DWBZmjsCjSwK9RIa7CJDU0rgcQk3scUCB9Ui+7+YJXufAqwXTT+Go4Ycr/U27YAAAchSURBVHzCzzG99FT+8tVdAGcO5kLDXhM46ZENwJ3AnVaS/nnAeWEjNB2rQuXhj06mKL2ImcNPYNYI8zYhf2KPghdTf3FA/jfSI8uBJ4EnrZSig7DEDjhhfcO6jPUN6/j7Fw+jCpUjSo/iJKuHd1TZMTjUziOTx5f+M9Ij3AUMbCVl/yaa9PvB9lc6vZifVsyN0+7rd+NTCo9iSuFRADz4+e3M2fAoS6o/5Fuv925hDrvNn/WbQBf2XPswdwNTyjJG8aPD7knKCUZkjWNo5mjKW7fkAy8Kr7hiMMpb7vXCzwDSIzdgJun/XnhFMXALZojH5Nr22iEvr32Rl9eaQ42i9CKOG348syzRm1gwaTfBs3cIS8LmPqy4otXW7SHLqfgoLMHTpX7MkopFtiUVi7h/4X247W5mDj/eHNKOPJmDiyazuXETt70f1bQfWgL6deUcTJ87Y4/b1cAZDf7ei8rES2nGcMDslWXYs5FIpDQwpERVFFxqOmk2N05bGmk2N+n2rITE5sX04PZpgRNecTTwM4HgrmP/Fg1mTvh5hOBnRz/Ez+ZfSlu45UJgmPCK2dIjE7dc29V592UHUKvnNA5zSBO57RY+XeguZOaIE5g5/HhmjTiB1lArJzxxLMDn0iOPGqTrzARm0dHD2y2+pCi9CIfqjNg4PS09MrEzuAcIwiseAm669pCfc9XkWxLS5kc73+DOBZczPHMsz5/7ee8HJIglVR/ykw8vAtPB5uRBO3EfsAKAlwLjL510I9dPuzfp59zWvJ5bPvpWJHriDeD8ZA5X94keXHdYPacN1u3RPQTveODEOl9dyX/XvsR/15qGkTEBwoO2emX9Cr1p3SKpSCdhit0pte21kRWJHcANg3Vd+yEBgET95n5WOQ+PVTt2sKtmyY61o3254tl3gfEjsyZwzSFd53cnmpHZE/jjiS/z/XdPoSXUdDbwB5I4XbNPC9yedCN4Y4np4bWF2kqt3fdaIWTpkVXAM8Az1jWOxwxunm/ZdKfomjUAq+sT09O6d9EPCBshhmeN454ZjyakzXiJsUAffC/0+BkDMCn/sGjK5GAwLGsM98/6Dz/+8AI0I3yz8Io3pUf27rTRD/bpIWpfiRG8o4HF0iM37eVLStEHhFcMASrtikO8dfHGAYcqzHgmH4nBi+d+1e9V2f7yRfUCbvrgPICPpEeeOKgnjxPhFYcDXzhUFy+d+yWF7tJej0kkT656gEeW/xJMX8Yp0iMTHlKzNwN9E470SCk9cqP0yKdT4rb/IT2yGlgQNkI8v/bvA2pree0iJAbp9kzKMkYm5Pr6grof9OCkR34JzAnpAR7+6q5BT4r/zqQbGZU9EcxOSVLGyAeUwKU4IPAAPLX6j+xo6d9v1C8+/i7XzT0TgIMLjkxKQn9vxOReJjZiNvH8Agi8v/2/gy5ydtXBbUc9GHl4q1WIPaGkBC7FPoVV9/XJsBHkzgVXxGVaGYsv1MaHO14F4KiSk7j1yAeScJW9k+3Mi2wmzzE1AUiPXA9cBGjPr/srL67/x6Ce/5CiY5k94gIwc3YTngCeErgU+yI/BtZvaV7Lrxbf0KdeRVX7DgBynPn86aSXKcscmZQLlFIS1AO0BJuo81VS3rqFTU2rWF3/BV/VLIy65ACF1tzwPov0yLeAKwAe/uoultZ80ssRieW7k6N1js9J9N9qv1pFTfH1wDJKPRf4fN6O17JeWv8o35z4gx6PMaRB2AixtWU9YLrvbmteT1APENB8BPUAQd1PQPNHt4Ox27vtt/t2MOZ48zU/IT3QpaV3F9gxQ5YGtdhKX7Gs+w81pH7bLxZ+l3+fMY8id//yrfvKqOyJFKSVUO+vKsKMIV2ZqLYPqFXUFAcWwisuAubYFDsT8g4lrAcJGyFCepCQHiRsBAnpIUJGoFuTyiQTwsw19cfcfHtsL5Ae+ae9cXF9xbJLegeYXeQu5ZQRF5GfNoT8tGJynPmk2dNx2zJw2zOs+0xsCYovvO2jS1hY8Q7AxdIjX05Io6QELsU+jvCKPwA/jXP3oHVLA1qBOroWnZ4EKd79AoPpTDtYCK8oAD4kjmLUAkGuq5ACSwRLM0ZwUP7hHFRwOBn2rKiBQoeZgnUvDQzreYmBIQ0e/Pw2ltZ+AmZmw2sJez8pgUuxryO84hAgHVO8AnQIWezj0AALJ6ewsFIPzweGYRojlAB5mFZiGdZ9JuYKcaLnF8+UHvl2ohpLCVyKFCn6hTWkLQZKrdskzBKJh2POO+5pphC5yW6erwC+lcgqZCmBS5EixQFLKkwkRYoUBywpgUuRIsUBS0rgUqRIccCSErgUKVIcsKQELkWKFAcsKYFLkSLFAUtK4FKkSHHAkhK4FClSHLCkBC5FihQHLCmBS5EixQFLSuBSpEhxwJISuBQpUhywpAQuRYoUBywpgUuRIsUBS0rgUqRIccDy/53NOGXThR5SAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n",
    "           legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988'}, \\\n",
    "           file_name='crime.png', border_color='green', border_width=2.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Legend Formatting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n",
    "           legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988', \n",
    "                                    'fmt':'{:.1f}'}, \\\n",
    "           file_name='crime.png', border_color='green', border_width=2.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n",
    "           legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988', \n",
    "                                    'fmt':'{:.0f}'}, \\\n",
    "           file_name='crime.png', border_color='green', border_width=2.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
