{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following illustrates some options for the boxplot in statsmodels. These include `violin_plot` and `bean_plot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bean Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following example is taken from the docstring of `beanplot`.\n",
    "\n",
    "We use the American National Election Survey 1996 dataset, which has Party\n",
    "Identification of respondents as independent variable and (among other\n",
    "data) age as dependent variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sm.datasets.anes96.load_pandas()\n",
    "party_ID = np.arange(7)\n",
    "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n",
    "          \"Independent-Independent\", \"Independent-Republican\",\n",
    "          \"Weak Republican\", \"Strong Republican\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Group age by party ID, and create a violin plot with it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Age')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.subplot.bottom'] = 0.23  # keep labels visible\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0)  # make plot larger in notebook\n",
    "age = [data.exog['age'][data.endog == id] for id in party_ID]\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                                'label_fontsize':'small',\n",
    "                                'label_rotation':30}\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels,\n",
    "                     plot_opts=plot_opts)\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def beanplot(data, plot_opts={}, jitter=False):\n",
    "    \"\"\"helper function to try out different plot options\n",
    "    \"\"\"\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "    plot_opts_ = {'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                  'label_fontsize':'small',\n",
    "                  'label_rotation':30}\n",
    "    plot_opts_.update(plot_opts)\n",
    "    sm.graphics.beanplot(data, ax=ax, labels=labels,\n",
    "                         jitter=jitter, plot_opts=plot_opts_)\n",
    "    ax.set_xlabel(\"Party identification of respondent.\")\n",
    "    ax.set_ylabel(\"Age\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'bean_size': 0.2, 'violin_width': 0.75, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True, plot_opts={'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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x1e69sJ12DrZt2YoFK5dFXhPMZrQ5HBkcXe7QNA0mnirNHw+v1wuGoxUykn6K1wuWj10h4wUeHpm+ECRDUZRIQj8ACJIIl0fO4Ihyh8Ptwm0P/Rb9Bw/Cp+9uw/pHnoTf58cvl/4eTkrqz0+9e/fGTQvvwg8vuaDDaxarBW1NFJAlQ9O0Y61/2k9pFRQUZHhUuUHxKuCE2IDMSQEZSQPFGxtQAIAgipBddP0lQ1EUsGJ0QCbB3dSSwRHlDrfHgzHDx+Mvb2+K+XlrYxPqP/g8Q6NKHa2QdSOXywW+QDJ8zVxQADutkCVF07TIthvL87RClgKP1wtBPNbcnqMVMpImHkUGH9fHlxcEKCqtkCUj1Af52GdXlER4ZFohS4Y7ro9lmChJOdXPkgKybmR32MGbEwRk1gK0OexpHlFu0jQtsu1GW5ap8ShyTD83XuChUA4ZSQPZ6+0YkIkCPAoFFckIrZAd++yKZgmuHAomMsXn88EfDIDjO274iWYpp/pZ0pZlN2p12GG2Httaqz9ci8q5C1Gzey+GjRmJiRPPhq7rkcbPxJimabC3tmDBtFk4sHM3tqxZj40bN6K8vDzTQ8t6itcLXiyJ/FkQRSi0QkbSQFYUCGKfmPte2YjhuOLy3Ck7kEmyLOPwgYP409h74ZUViGYJ02delelhZT1ZlsFLouFzleN56EwoaBPittOzEa2QdaPmtjZYCq2RP1fOXRjprXXWlAvx71f/SaUvkqBqKl5c9TdMnDIZv17+IC644ALqA5okWZFjtix5UYDm0xAMBjM4KpIPwluW0fe9CReej3XPrsn00HKCx+PBukefwLgJ47H2k3cw7ozx2LC2ij67XVAUBZyYONjiJRFyjmz9UkDWjVrtdliiVshqdu+N6a3VVN8ApzN3juBmiuJVUXfoG0y97mpIFgtmzJhBfUCTJCveSGFJAGAYBiaOakGRnueRZYiSFHPfu+Q6Gxrq6jI9tJzgdLvhU1XMW74YRb174a7lf4Tf56PisF0Ir5AlwolCztRzo4Csm+i6jjaHHZbCwsjPyseMiumt1X/wIDgosb9LXs2LQeVDsHnNC/AFg3j++edRUVGR6WHlBI/iiRSWDOMEasFCep6iKOBFIea+98YLG9H3hBMQCAQyPbys5/K4IUgiVsxfBGdrG1bMXwSe53OqF2MmKIoSU3sxXi4FZJRD1g1qampw9dVX49NPP8Xmf/4TC1Yuw4CyUixYuQwP/eIurF66AjqA/qUDsWvXLowdOzbTQ85qXlXFZT+/Dk/9fim8sgJJkvDaa69lelhZL1zpW4hbvuckEYqioFevXhkaGfmuCwaDUFQveEHAgpXLUDl3IdYufwzlY0ZhypXT4PV6qXRNF5weN3659Pd4/L4/4JrvTYJkMeOqm6/Pme22TOkqIMulJu0UkHUDm82Gn/zkJzj38qlodTtROXchKjetw4CyUgiCgNn3zMPU667G3x96GL/5zW9w5ZVXZnrIWc2rqnj1mbWYeeetKBs5HPUffI6FCxdi+/btmR5aVtM0DQzLgOViP9acQD3xSM9SFAWcwMNkMmFAWSkqN62LvPbu8y9DURQKyLrgdLtw2sQf4sVdH0Z+9tGWt2iFrAterxcmsZOAjFbI8kt1dTVWrVqFVz96H2dOvxhrlz8Wea1m9148uP5vEM1mTL76crxR9Y8MjjQ3eDUVtQcOYup1V+PAl3tw0cUX4dlnn830sLJeaMuoYy4FK+bON8RMe+s/b+NQ7TcxP/vxOedh6NChmRlQjlAUBVyCPB5OFGiVJwlOtwvD4somcTmUkJ4pbtnTodxKNJPA5cwXUsoh6wYVFRV45plnoPNchx6W0fkUH/z7LQwYODCDI80NXlVF2ciTsHnNC9CDQbz8yiuUQ5aEREv3rMjTTT1J/93xPzhKBGgDS6ANLMFXnhYcqKnJ9LCynizLhl8GAIATRfpC0AVd10OHIiyxxU1NkkAn87vgkeUOHSKicULu1MKjgKwbVFVV4c0338SS2+7q0MNywcpl2LZlK2ynnYNP/t82XPjTqTlTpC5TVFXDnIcWYduWrfjtz27Btv9uQ1VVVaaHlfUURYHb7caCabMwfeR4LJg2C/WHa8EKFJAly+3xoGzkcJSeNAylJw1D3xP7w0UPxC7Jspx4hUyiFbKuKIoCE8dGGosDoTqWT92/BJMnT8aECRNQQ18MDCleBY5We4f7XpggCjnT8YC2LLtBeXk57rrnbpjK+2PgsCExr8XnU7z9zHrIskz5FJ3QfBpGDBuCyk3rcHj/AVga3FQUNgmyLOOV56pwoe0KPLj+b9i85gVUzl2In//ubrg8FFR0JRAIQNHUmDpuolmCs8WVwVHlBo/HE1NlPhpLqzxdcrvdHbq8VM5diO+fdxYuuvc+OJtbYbPZKI/WgEdRsOZPKzDp8kti7nvh5y4nCJDtuRGQ0QpZN2lsboK1uKjL94mFVrS2tqZhRLlLVVVw7VtvHM/DSzW0kiLLMhpqj8bUvqvZvReCJMLlyY0bUibJ7Vsf0RW/RbOZ2tckwePxgDMbr5AJZglONwW1nfF4PB0CsprdezF55nR4VRVz5syhWowJKF4vag8c6nDfCwv1U82NZwgFZN0gEAigzelAQRIBmVREAVlXNJ8PXPtJQY6jXpbJkmUZJw4ZHFP7rnzMqNAqj5sKEnfFaNtNlCiYSIbD5YQgGffxlcxmOFw0h51xu90drr3yMaPw3r/+jaaWFqxatYryaBOQvV6UjRze4b4Xxgs8FJWS+vOG3W4HZ5Zi9v8TEQoL0NzSnIZR5aZAIIBAMABT+1yyPAevlhvfbjLN4XJh1vxfRnIWw/mMotkMt0yrPF2RZRl83CpPqMEzbbd1xeFyQiqwGL4mFVhgd9EXgs643W5wltiAdsHKZfj47few9P4H8NJLL1EebQKq6sXcPz3Q4b4XxotCzvTzpRyybtDS0gJzcWHXbwRg7VWMusaGHh5R7vL5fGA5LrJtxPM8NM2X4VHlBpfHjUHlQ2JyFgHAZXfQtlsSPB5Ph554olmC2yND13XD5sUkpM3lhFRaZviaZLHgCAVknbI7HBCivgyEG7Qf3LMPffufgNWrV1MerYGamhr89bHH0dTYhPKxo/DAmr9g9ZIVuP2Cy1BaPgxggNqvDqL/gP6Yccm0rJ9DWiHrBs3NzRCKkkvSL+pVjKNNjT08otzl8/lg4o6tNLIcB81HW5bJcHrcEM0dt40ks5lOCiZBlmWwcdtGLMfBxJpypo5RpjicTpgtxitk5gIz7E5qGdeZNqcD5qiDXtEN2kedcjJmzZqVwdFlL5vNhuGjRmLtJ//BxCmTsfjGuZF5czuccNsdeHrbvzFy7BjYbLZMD7dLFJB1g7rGBhSUdJ0/BgCFJSVoaGqi0hcJhAKyYwu3HE85ZMlyuV2GARkn8PD5ffD5aKWxMy63G6xBgUneLFHZhi7Ync6YgCKaaDZD8Xrh9/vTPKrc0eZ0wGw9Nn/RDdonnH8udu7cmcHRZa/q6mqc/L0KmK1WTL3uanhlJTJv9uYWtDW3wFpUiHGnV+TEoQgKyLrBkcZ6FPYuSeq9giQCnAlOJy3hGwlvWYaxHAeVArKkuDweSGZzh58zDENBRRJcbjcki0FAKwnUvqYTqqrCF/AnrJbOMAwEi5lKX3SizWGHOSoHL7qg+Kf/24GRI0dmcHTZ69RTT8WXn34GzevF5jUvQLKYI/NW0rcPevXtA7/fh0+2b8+JQxEUkHWDusYGFJUkF5ABgFRciOZmSuw3YrRlGQgGEAwGMziq7KfrOlwej+EKGRBa5aGgonMOt9Nw/niJgtnOuFwuCBZzpzl2gsVMX0I70eaI3bKMLii+u/pz/O53v8vg6LLXAw88gA//33uYMeYMPLvkYZT064N3Xt4M22nnwFpcBGtJMWadfh6+2rMfzz33XKaH2yVK6v+WZFmGoqoxy81dEYsL0djYiOHDh/fgyHJTfEDGMAxMLAu/3w+hk/YY+c7r9YIxdWwsHsZLIgVkXXB63JDKenf4OSvyNHedcDqdEK3G+WNhvEWigCwBVVXh1wMxK4zRBcV3f1wNs9T5/OarRYsWwVxgwbSbrwMAvL5uA4QSARv37Yh531tPr8fgwYMzMcSUZGSFjGGYuxiG+ZJhmJ0Mw1QxDCMxDNObYZitDMPsb/9nr0yMLVVNTU0w9ypK6QSWtXcxjjbU9+Cocld8QAYAJo6l/KcueDweCAbbbWEUVHTN5XJDlDpu+XJmCmY743A4OpRsiMcVWOBwUGK/EafT2ekKo8VagFaHPc2jyg07d+6E7PZg2k3XYNpN16CtuSWmKGwYmyPPkLQHZAzDDAJwB4Dxuq6PA8ACmAngHgBv6bo+AsBb7X/Oek1NTZCSLHkRVtS7F2ob6npoRLnN5/NFapCFsRyXEx+mTPJ4POATFOYEAFaiLcuuuGQ3JEvHgEyg4rCdsjsc4LsIyKQCM1ra2tI0otzidDohJKjhBgAWqxWtdgrIjIwdOxaWQis2Pb0Wm55ei159+8QUhQ1j2ndZsl2mcsg4AGaGYTgAFgBHAUwDsLr99dUALsvQ2FJytL4ell7FKf2d4j69cLShnk5axqmpqcHMmTPx4NwFMQ1iaYWsax6PB6yUeEtXMAtwUi2ohHRdh0eWQ4du4ohmiSrNd6KptQXmQmun77EUWdFspw4lRkIBWccvAmFmawFa7BTMGnn00UdhtliwdvkqrFu+CtaSYixYuQz1h2tjmo07HQ4KyIzoun4EQCWAwwDqADh0XX8DQH9d1+va31MH4IR0j+14fFN/FEV9UttdlSwW+IJBOnUUx2az4fzzz8c9j1Vi4pTJqJy7EABgohWyLoV6CSZepRDNZjjoektIURSwPGfYbUO0mOGkav0JNbe1oqCo812CgqJCNLW2pGlEucXexZav2VoAp9tFB5sMDBw4EDcv/BVePViNTQer8ehrG0L5d1F13CZOmYx/rX8pJ54hmdiy7IXQatgwAAMBFDAMc00Kf/8WhmF2MAyzo6mpqaeGmbTa+qMo6dMxEbgr5l5FaGykArHRqqurcfnll0O0xDaIZVlaIeuKO0ENrTDJYoaDVsgS8ng8HXoJhonUHLtTza2tsHYVkBVa0Upbloaa21ph6WSFkWVZcKIAF63SduD3+8GwHcOY6DpuU6+7Go1H6xAIBDIwwtRkYsvyAgAHdV1v0nXdB2AjgIkAGhiGOREA2v9pGK3ouv6UruvjdV0f369fv7QN2ojH44GipXbCMkwsKURDA7VQilZRUYEXX3wR/oA/pkEsw+XG/n8mOVwuiGbjgAJoD8goqEhIluVOm2O7Kf/OkK7raHO0dRpQAKEVWq9fg6pSX9p4XQVkACBaC+hQhAG/3w+TQUAWXcdt85oX0L90YE48QzIRkB0GcAbDMBYmdKzkxwB2A3gVwOz298wGsCkDY0tJY2MjLL1KIqdj4vetwzlQRj8v7NMLtfWU2B+tqqoKb7zxBv5wwy/x7NIV8LjcuOPiGVj6q3tw+eWXo6amJtNDzFoOtzOmsGQ8kYKKhGpqanDppZdi2d2/ifnchoX6Wbop59OAy+UCw3PgeL7T9zEMA8lqRRutknXQ0tYKi8GX+ujnxuqVf8GXX36ZgdFlt0AgAMbUMYyZfe88rH/kCcwYcwbWP/IEfjRtKq2QGdF1fTuAlwB8AuCL9jE8BWApgMkMw+wHMLn9z1mtoaEBUq9jLZPi963DOVBGPy/u0xuHj9Ym+lfnpfLycrAchynXXo0Nuz6Aqnjhtjuw8OGluOCCC3KiF1mmONwuCJ3kkEkWM1xuFwUVBiK5iytjcxfDOJ5HkAG18DLQ1tYGqajz1Z0wsbCAArI4uq6j1W5HQVHH1nvRz41TzhiP+fPnZ2CE2S0QCHQokwQAq5eswMw7b8WG3R9i5p234u1Xt9AKWSK6rt+v6/poXdfH6bp+ra7rqq7rLbqu/1jX9RHt/8z6Izm1dUdh7X3shGX8vnU4B8ro5yV9euNoQwMlasY5WFODc396cUwvMtFixhVXXJETvcgyxe12G7ZNCqOgIrHq6mpMmTIF5qKCmM9tNF4UqVq/gba2NghdFIUN46xmtLZm/W09rWRZhs4y4IWOK7a8vYEAACAASURBVIzRz43zLp+K/fv3Z2CE2c3v9wOmjvXb4p+5DbVHaIXsu+6buqMojkroj9+3DudAGf2cFwWYRB52qi8TY8iQIdj2+psxvch8gQCqqqpyohdZpjg9xjW0ovFUi8xQRUUF1r/wAsAwMZ/baLxEAZmRltYWCEnm0FqKrGhqoZOW0ex2e8IuB9HPjY/eehelOVBpPt0SbVnGP3MHlJZSQPZdVVNTgwkTJuDXd8zD0tsXRHJOovuPvfPKZmiqhukjx0NTNWx98WXMGHsmVi9dAU3TUH+4FuZexZTYH+fm22/FZ//dHtOLbMnt8/H222+jqqoq08PLSsFgELKiRJLSE+UyUlBhrKqqCu+9+y7uv+42vPPyZmia1mHuWGo9Zai+qQnWko7bbUasxUWob6aT5dHsdjuEAuOANvp58tl/t2P6zBlpHl32Cwdk8fe82ffOi8zdti1bceWtN9CW5XeVzWbDlClTcPu9v8bZUy+M5JyE+49t3LcDgiBg0uVTUfXZe5h0+VS01DXg+nvm4cVdH2DSZVNROXchpF6FqKeALEZhcTHue/JhbNy3A4++vgGPvrYBi9c9hUcefQTl5eWZHl5WCtfQMrV/U0yUy8hJAgUVBsrLy7Hgvnuw6s2XIYgCJl02tePciTwURcnwSLNPQ0szrMXJBWSFJcVoaM58qaJs0tbWBqHQeIUs+nnyfxufg86ylAMaJxSQMR3ueauXrIjMXeWmdejd/wRaIfuuqq6uxrRp01A8oG/CnJP4PWyvrHTIIyvq0xu1dUcy8BtkL03TwMU1yOY4DirlPiUkyzL4qIT+RLmMHK2QJeTyuCGapYRzx9LcGWpsaUJhkp1KCooK0eqw58SDMV2aWlpgLux6y5cXBegsQ1+o4vj8fphYNuHnNoxhTTlx3VFAdhwqKirw5JNPgjGLCXNO4vewJYu5Qx5ZcZ/e+KbuaAZ+g+zl1dQOR+g5gYdC9YsSkmUZXFRR2ES5jCZBoKAiAbfHA1GSEs4dJwpwUR23GIqiwKtpEDs5TBKN5TjwZonqaUVpbG3usstBmGgtoJzjOKHex6aEn9swxsRQQPZdVVVVhc1btmDxTXNjcsKiRe//b9uyFYueWYl3XtmMq8aeiWeXroCmapDdbjS2tuTE3na6eFUVXPuJo3BewK+nX4t7fn031SFLQFEUcOKxorDx196ClcsAALwkwC3TN2wjblmGKEkJ5040S3DR6kSM1tZWSMWFkTqMyZCKrGihxP6IxpaW5AMyKhvSgT/gh8nEdvjczr53Hu64eAamDavAT4dVYNV9i3H48OFMD7dLXNdvIfHKy8uhA7hq7s2YcftN2LzmBVTOXYjKTesi7wnv/0cTBAGz75mHqdddjc1rXsDD8+7DtJlXobm5GQMGDEjzb5GdVE2NHAEP5wXMWfI7vPvsBthsNmzfvj3DI8w+siyDi2osbnTtAYAgiXBRP8sO/H4/fH4fOIFPOHeiWYKzgeYuWmtrK8QkttuiCUVWKn3RLlSDrBUnG9QgM8JbzRSQxdF8PrAc2+Fzu2DaLLjtDsyaPwcA8M+/P48/LP4Dfvazn2VqqEmhFbLjEAwGUXfkCC6/eXbCPWsjRvvc5l5FyIaenNnC6/VGtizD82UptOKMc86iOmQJKIoCk0Edo3iiJMJFK2QdhLd8O1vpESSRVhfjNDU3QyhKLSAzF1nRQPc7AKEuB+A4wxpkRixFhWhoae7hUeUWfyCUQxavZvdetDW3YNpN12DaTdfA7XDiwFcHMjDC1FBAdhxaW1vR78QB+HfVPxLuWRsx2ueWigtR11CfhlFnv0AgAH8gCLY9qT88X0E9iLe3vkl1yBKQFRlsEjd1QZIg00nBDhRFAZ+gj2WYKEpwuSkgi1bX2JD0Ccuwwl7FqGuik+VAqOSFuTi5LgdAqGxIIwVkMXw+44CsfMwo9OrbB5ueXotNT69FYUkRhuXAKX0KyI5DU1MTrrz5esNck84Y5acU9SmhnpbtVFUFJ3CRlYrwfM358eX4/NNqqkOWgMvjgSglbiwexouUQ2YklIMndPoe0SxBVuhARLT65iYU9ipJ6e8UlhSjvolqkQGhkhd8J/1n41FA1pHmD21ZxluwchmsJcVYt3wV1i5fBYvVijvm3ZmBEaaGcsiOQ0NjI4Qi4w9S/eFaVM5diJrde1E+ZhQWrFyGAWWlAGJze+oP1+KhW+7Cob37AV3Ho5V/xsaNG/O61paqqmCjTliG58sry/j4pdfyem4Sqampwa/nL8DXh7/G4OHlAAPUHjiI8jGjMPveeVi9ZEXkWrztoUW0QmZAURSwYucrjIIkwu3xQNf1lJLYv6t0XUdDUyNE10AsmDYfB77cg2AwAD2oQ7KYseiZlTjljB90+HsFxUWR0heswcpGPqipqYHNZsMnn3wChmWhBwMoHzs65llhxFJohd3pyOu5i+fz+QznYkBZKe578uHIs5gXhJw4PEcrZMfhaEMDXvrL35NuJG6kcu5CuB1OzLrrNpx53jloaWnJ++bZXq/XcKWCF0XIipeKIhqw2Wyo+N7pePjVKrgdTrjtjsi1t/jGuTHX4qp7H4DX6830kLNOfNkQIxzPIwg9J27q6SDLMrSgH4/e/XtMnDIZHM9h0LChGD5uDMZNGI/FN841/Hssy4K35Hdyus1mw5VXXomyIWU46ZSxGDp6ZKfPijCWZalsSByf3x9JcYkX/Sw+/dwzsfKRR9I8utRRQHYcjjbW4ejBr5NuJG6kZvde2JtbcNnN1+GHk85BQ0ND3ietJ9o6YlkWjImhxtgGqqurMeGsiSgoKjzWjD1BMeJDe/ZDUVUKbOMks0IGhLZ8qY5bSGtrK6SiQhxsv9+pihcPrPkLvt73FeYtXwyvnHglViouzOvSF9XV1ZgzZw6+/vowbr7/bhzauz/pg2FSkTWvg9l4qqYlDMiin8XnT78Uh7/O/rIXFJClKLRU34ShY0Ym3UjcSPmYUShpTzr87ONP0KdPn7xPWvd6vTDxxg9GThRodcdARUUF/vPmWwgEg5Fm7J0VI2ZMDHw+X6aHnVXcsqfLFTIA4ESRrsF2ra2tEIuskfudaJZw/3W3YcjIk7Bi/qJOG92LRQV5HZBVVFRg1apVOKH/CVjzp0cxdNSIpA+GCVYLBWRRfAlyyIDYZ/G7/3wdgwYn3g7OFpRDliJZluFHEHc/9idUzl2Itcsfi+TrLJg2Cwd27cHh/QewtnJlJC/AyOx75+GB63+JtZWPAQCGDBmS90nriqKAFYwvSU4UoCgKiouTa9OSL6qqqnDOeefhzR9NQ+nwYfD7fLhq7JnQAQwqH4J3Xt4cuUYXrFyGPW9/AE3TIAhdByD5wiPL4MWuD0WEr0ECNDU3QSyyYsHKZaicuxB+nx9HDh6KySFLxFxkRWNz/ianV1VV4bLLLkPdkaOoOxLq1PLVF7swdPRI1B+u7TSPjLda0EJ13CI0zdeh1V5Y+Npcu/wxDD6pHD+bfV2aR5c6CshS1NLSAnNxkWEhuolTJuPB9X/D5jUvYNuWrYYFJsNWL1mBn911G6ZedzWeXboC+7Z9nPdJ67Isg5WMAwV6GBorLy/HtbfciPEzpkA0m7Fg2qyY4sPbtmzFxn07Iu/fy7G09RvHJXsg9uv6tBtLDcYj6puaYC3peB9MRmGvEhz9Kn9PlpeXl4PneZx70WQcPXIEJX37wN7SgrOn/qRDgfF41uIiNLRQHbcw1aDVXlj0tdnW1ILa9z5J59COC21Zpqi1tRW8tePNO9ncMaP3/8R2BQ4ePNhTQ84Zbo8bfILyDRzl7ySkqmqHYrqJrkOW5yggi5PsChkr8LRl2a6+uRGFJce3Wl1YUoyG5vwOKr744gucOfl8HNq7H/OWL8ahPcnlkVHpi1jR977O8AIPVcv+fsgUkKWota0NQmHHgCzZ3DGj92977S30P5FaJzk9bogJCnSykgAP9RLsIBgMwh8IRIojdnUdUkDWkUeRISRRx42lVVoAoTzaxuZmFJakVhQ2LFy+IZ9PrI4cORKffPg/DB01AivmL8LQ0cnlkRUUFaK5jbYsgdB1qPp8YPmuN/o4nsuJgIy2LFNQU1ODW265BQcPHoQgCvD7fCg9qRw+VcORg4ew77OdeHbJwxAkEYFAAAumzUpYWyZ6f3vYmJG44JKpCAaDMJnyN0Z2uFyQevc1fI0VQ3WgSKx9+/Zhw5p1eOLPj8TUHltbuRIcz8Pn88VchyaWzesHoRFZUSAks0LGc1THDaFcTy0YgNBFd4NEWJaFUGCB3W5H377Gn/fvul/N/xV+/9CDqPv6cORzamJMWLByWYdaltH1BIeNGYWJZ50FVVUhJnHNfpf5/X4wDJKqycbxPFQ1+wOy/H36HwebzYaTTz0Fg0eUY9yE8Rg6eiTcdgcavjmCa+b/Etcs+CU4nkNRr15Y//n7ndaWCe9vb9y3A8s3PY/eA/qFepvlMafblfB0lmSR4Mzz+TFy7bXXYsTYMZFaY6uXrEDlpnUoHzsaM++8tcN1yLAmOmUZR1EUCEmcsuRFAR7aNkdrayvMRdZvVSBXLCzI69OCjMBj4eP/h437P8aLuz7Ey/s/RuWmdaHnQlwty+h6gmdNmYw3/rk5r+cuTNO0pFrGAQDLcfAHgggEAj08qm+HArIUVFdXY9zpp+HIgUOhff+9+9HW3AK/zxdpYur3+WGPqgWVTG0ZAJCsBXA6nT38G2Q3h8sF0ZwoIDOjzUUFEeN9/vnnOP2MHyZdD49WyGLpug5F9SaVQyaIIjzUPgltbW0QClNrKh5PKCxAax6fFmxubUFBUaHha/Gf3fh6go11dVQcFqH8MVOCE5bxGIYBJ3BZv0pGAVkKKioq8O5/3sGQUaFaO0NHjUCvvn3A8XykiSnHcyiJqgWVTG0ZAOAtUl4HZLquw+l2w5ygt5tkscCRx/OTyLhx4/DZRzuSrofHmExZ/y0xnTRNA8OakkoV4EWReoECaGltNcyjTYVUVICmPE5Ob25rTRiQxX924+sJDigbDLvdnuYRZ59EnV0SYXNg25ICshQ8/fTT2L9nLw7t3Y+d23fg0J59sJYUo//gQVi7fBXWLV+FAWWDYS0uSqnpOACwFnNef+uRZRkulwMLr5iN6SPHY8G0Wag/XBt53WwtQJszf+cnkSeeeAL7v9zd4XpbsHIZ3nl5M2aMPROrl66ApmmoP1wLhqWALNqePXvw4t+fM7zm4gmiACXPT1nW1NTg5z//Oe6ffTsWTJuFLz78CAumzTKcvy8+/AhXjT0DPx16Gq4aewa++PCjyGuh8g35GZCpqgqvpkV2A+oP1+KOi2dg2rAK/HRYBTwuN955ZTNmnno21j/yBHyaD+sfeQIzTz0b27Zsxaz5c9Dcmr+FdcO8Xi84gy3L+sO1htdkLhQXp4AsBX379sXsO2/Hy+37/hv3f4xHX9uAv7y9Ca8erMamg9V4/K1X8OjrG7Bx345ITkAyxAIJjjwOONxuN15/5V8J+4CaCyxwupzU9idOWVkZrp17a4frbUBZKQRRwPX3zMOLuz7ApMumonLuQjAmE4LBYIZHnT1uuOEGjDr1lC57zwIALwjw5HlSv81mw7jTTsWKLS8Y9kuNnr/FN87FuAnjsfaTdzr0tywoKkRTngYVDocDotUSycGrnLsQbrsDs+bPwTXz50BVvBAEAcPDeaBfvI+Zd96K4WNHo3LTOpSNKEdjns5dNK/XC9ag5EWiftK5ULaGArIUuN1u8ObjO1nUFbPFgrY83pJzOp1oPFqXsIYWx/PQTSYqOxAnEAiASbDdZphHxjC0Qhblyy+/xA/Om5hUzicvClC8+X39VVdXY+xpp6D3Cf0M85ui588rK5i3fDGKevfq0N/SWlSEppaWvPyCFQrIjuXg1ezei7bmlkgesr25BTW79ybMA7UUFqKFSl+EWu0ZdHZJNG+skP2FnSkgS4Hb7QaXoJL8tyVazLC78jsgG1BW2mkNLbHAktd5dkZ0XUeis26GeWQMk5cPwURGjx6NTz/8X1I5n4Io5v2WZUVFBd595x2wHJuwX2qYZDFjxfxFcLa2dehvKUgiAghm/QOyJzgcDvAFx+aifMwo9Grva7zp6bUo6dsH5WNGJcwDtRRa0WKnU5aKooA1yCFLNG+50O2F6pAlqaamBjNmzMBXX30FMAyGjhqB+556OOktSSP1h2vxwPVzcKTmEACA53mMHT4CkyZN6p5B5xC7w4Gr77gV/3p2XUzvxWhCgTkUuA2gIrphuq4brpDVH66Fpmp4dukKrF66AkNGj8B9Tz6M+oOHKSCLsmTJEtw85zbYTjvH8JqLxrVX+9Z1/VuVfMhlixYtwvTp0zFz3FmQLGbMWfI7/POZdR16+tbs3osBg0vx+Qf/wzXfm2TY31IqtMJut8Ni+XYHBHJNq70NvOXYTsuClcvw0C/uwrrlq6DrOgRJgr25GaUnlXfoRQuE0jc8sgy/35+wj2M+cLndhkn90TU+o+fNlAOtz/L3v2aKbDYbHA4HLpw5HSeUDsTr617qsu9YVyrnLkTDN0dw+rkTMWzMKGxeXYVLLrkEbre7G0eeG1rsrSg9aWin88nl+UlUI4mCq8q5CzHp8qkxPS0HlJWi/tA3FJBF6devH2753d343o/O6fK9JpMJLB86Oi8dZ1HUXPfb3/4W5/zkAtz2f/dj85oX8M9n1h13T1+hwAKHw4GBAwema/hZoaXNDkuhNfLnAWWlePS1DQCOzV+iXrRAqISDYAl9Oe3du3dax55NXLLHsMNGov6qvChkfXFx2rJMUnV1NVpbW3H+FZfG7PN/GzW798Lv82H+iodw5e03QVPVvG0P1NzWFnOTMiIUmNFKS/UdGSzWJMqjyNeVnURUVU26uCSQOxW/e8quXbtwxk9+lDDnLpWevrw1P0+WtzoS3+uSnT9K3wBcHnfCQuJGRLMZTk92FxengCxJFRUVKC4uxn83vxGzz/9tlI8ZBY7nsXzefdj09BrwgoCCgm9XcDFXtbS1wZqgLk9YQVEhmvO4mGQqUu2tmq8Ur2J4UisRU54HZCeddBI+3vZhwusqletOtFryMjm91W5PWG8x2fmj3YLQlmWi3sdGREmCK8sXPCggS1JVVRXMBRb8a/V6rF3+GJxtbajZtcewdlGiOijxFqxchv6DB+HTd7fhhUefQjAQwIYNG9Lx62QVXdfRam+F2Rr61pho/iyFVjS10XHvDgx2IBesXIZtW7ZGahmFr9WWhsb0jy+LyYoXfCorZEJ+B2S/vPMO7NpRnbDOYvi6S6YOo8VakJfJ6XanAxar8QpZsvPHWcx5mdoSzeVxQ4yretDZs1e0mOHI8vZ7FJAlqby8HL+6ZyGe/u/rGHnqOPzsrttRlaBfZaI6KPEGlJWGapgd+gyvHvoMd/7+N5gwYUI6fp2s4na7wXBc5MGYaP5ohayjRFuQ4TyKcC2j8LX60uNP07ZlFNnrBS8kf3LaxGd/+5WexEsi7n3izwnrLEb36O2qDqPFakVLnvVkVFUVAT1oWNAUSH7+xAIJbY78rtbvcnfcsuzs2SuaJbg92R3EUkCWAq/XC47nu9znTyWPIlq+fvu22+0QC2Pr8hjX37HC6XZRHa0oDMNA76TQa/xc1h2upYAsiqIq4FNqv5LfAVmrww6ztXtORZqtBWjNs6DC5XKBN0vf+jNoLijI64AsEAhAVr0Q4rYsO3v2SmYznFm+qkgBWQpUnwZe4Lvc5z/e/B0Tx8Ln8/XE0LOa3W6HEHWTTzR/JpMJvFnKy0TgRBiGMdqxjIifywFlpRSQRVFohSwlnW23pcpsLYDT7cqrU78ejwdCNxQXlwrMaMvjupWyLIMXhQ73ss6evbwoQPNpWf2MpbIXSaqpqcFfH3scTYt+j9KThhnWhwkL15VZvXQFdABDR43AFx9+hL/+/k84tHc/GABDRo/AzfffjdVLVqBm1x5wPA/Nq2LL6vXYuHEjysvLM/J7ZkJrXLPi2ffOw+Ib5+LZJQ93qF8kFVnR1taW18e9ozEMA+g66g/XonLuQtTs3hu5JgeUlXaoyXPlL26ggCyK4lVQkEIOGSvw0DStB0eUvfx+PzyynNLJts6wLAuW5+HxeGDtpiAvm9XU1OCyyy7Drt27MHz1Wsy+dx5WL1mBA7v2gOd5+DQNvCDA7/OhfOzoyGfYiGQ2oynL86F6Sk1NDa688kp8/vnn2Pzypph5WrByGR665S48u3RF5Dlbf7g28kVUsJjh8XhQUlKS2V8iAVohS5LNZsOI0aOw+n9vYdJlUyGIQqd5FIIgYPY987Bh1weYdPlULL5xLtwOJ66ZPwez5s+B2+6I9IEbOnokxk0Yj/6lA3HhhRfCZrNl6LfMjIaWZliiTliuXrICM++8FRt2f4iZd96K1UtWRF4TrBa05VneSWdMJhP0oJ4wdyI+J6V33z4wJWi1lI+8qgouhVOW4Nis74fXU8Kt47ozoA8Xe84HNpsN5513Hu55bHlMH9BhY0L3f47nMW7CeAwdPbLLvqpSDiSo9xSbzYbJkydj/rI/dJinRD18w3hJzOrDEHRnTlJ1dTXGnV4BS2FBUnlh8XvZXlmBPapfWVtzS6QP3KG9+zFv+WI0Hq3DVVddherq6jT9VtmhsaUZ1uKiyJ87ywMQCgvQ3EInLcNYloWuB5POW9R1HSzLpnmU2curqiltWfICn7f9LN1uN4RuWh0L4y1SVj8gu1N1dTUuuvhiWIoLY/qAHtoTuv+rihfzli/Gob37u3zGCJIERfUi2En+6HdVdXU1LrvsMpjb5zGVHG7OLGV1rU8KyJJUUVGBz3bsgKaqSeWFxe9lSxYzSqL6lfXq2yfSB27oqBFYMX8R+g8aiOeffx4VFRVp+q2yQ3xA1lkegLW4EPUtTZkYZlYymUwIBoJJ5y3qwSBtWUZJNYeM53koeZpDFk5I705clq9YdKeKigq8+OKLYEyI6QM6dHTo/i+aJayYvwhDR43o8hljMplyoll2T6ioqMBzzz2HoIlJOYebN2f39UYBWZKef/55fLVnH2adfl6X9XWAjvVkFj2zEtbiIqxdvgrrlq+CtaQYi55ZiW1btuLQnn3YuX0H6muPYOvWraiqqkrTb5V5fr8fdpcjpnJ1Z7V4rMVFaGxpzsRQs5LJZAJ0Pen6RXqQVsjCdF2H5tMSliAwwglC3jYYd7vdYM3JB6/J4Mxi3mxZVlVV4f3338fvrvlF5JmwbctWHNwduv/7fT7s3L4Dh/bsS+oZw0tiVq/29JSqqiq89dZbeOgXd6VcC481i3Bk8fVGSf1JqKmpgc1mQ1NjE04aN8Yw2dIoqTq6n1b94VoIogCO52KSrqPf88mb7+LS0yfmVUK/3W6HWFAQyWtKlJweZi0pxpfNzXnd4Dkay7LQg8GE/dvi6cEgBWTtNE2DiWPR8M2RTq+5aDzPQ/bmZ+6O0+UCdxw9PMOf6XDyenTSei4U6+xOgeCxkj39Bp7Y4TMbff+rnLuw02uRE4W8zGcsLy/HLbfdipVPPG44T53dC80FFtid2XtKn1bIkmCz2TB9+nTc8qs7EiZbdlUMNplisQzD5NURcABoa2uLqUHW1TwJogifHsjLpXojJpMppTwSPahTUn87VVXBclzShZwBgBN5eLX83LJ0uJwwF6SeQxae33DyenTSumQxo82VvQ/I7mSz2XDyqafgsa0bj/s5Eo0VhLy9D6585FH84EfnJjVP0aQCC+xZXC6E7sxJqK6uxm233QZBEBImW3ZLsdg8Dciia5B1NU8Mw0RKX5D2FbJAKgEZrZCFaZoGVui60HM0nufzdsvS7nJCPI6k/vD8hpPXo5PWJYsFjix+QHan6upqVIz/PgpLSo77ORKNFbi8Dchqv/kGF19zVcrF1yWLBW1ZXMeSArIkVFRU4PHHH4fP50uYbNlTxWK/65pamiEVH8sfS2aexEIKyMJCpyyTD+IpIDtGVVWw7SkEyX42eUGAquZnHTKnywWzJfUq/eH5DSevRyetSxYznK7sTbLuThUVFfjvu+9BDwaP+zkSzSQIeVukuF///njnlS0pP0/NBdn9BYByyJKwbNkyXHLJJfB4PB0KlYYZFYMNF6QLvx5doNMwYZNB3q2Q1Tc3wTqwOPLn6HnqP3gQmo7U46dDT4vM+yln/ABCoYVKX7RjWTbhlqVRPh4oqT9C0zSwPN9pMcl4HM9DUfNzVcLpdqNfCqcso3PHDu8/EFP41O/3AzpwwxkXot8J/TBr+pXf+dzZ559/Hmedcw6unzAZ5WONnwHxz5FBw4bgjotnoPbAwQ75jSyfnzXx9uzZA5/fh+cqV2Jt5UoMGT0C9z35cOR1o/te09E6LL5xLryyAo7ncf6EiTj//PMz+FsYoxWyJCxcuBC/+c1vcNvdv+pQqDTMqBhsfMG6LpvG6ombRX9XNTQ3w1p0rORF9Dy11DXg1DN/gLWfvINxE8Zj8Y1zAQCWokI0UukLAMd6WRoF8kb5KMFgkHLI2qmqChPHdVlMMlo+r5C5Pe6UtizD19/6z9/HzDtvxfCTx+DFXR9i4/6PIQgCJl0+Fc9/9i6GjRyBmTNn9uDIs0NZWRmuvuFabNyf+BkQ/xxRFS/cdodhrhQn5Of2+axZs3Dy9yqwYdcHmH3PPAiCEDOXRve9xTfOxbgJ47H2k3dQOqQMl156aQZ/g8TozpyE6upq3H777eA4rtP96uNtKh6RZycHdV1Hc2tLTA2yaF5Zwbzli1HUuxfmLV8MrxxambCWFKG+mQIyIBSQcSyHoEHDdaPrkbYsjwmtkIU2CZL97HICD82n5d1KdiAQgKKqEEQx6b/T2ZyGX5MsFpx+5gR89tlnPTHsrKJpGkx815tS0fNmb25BW3OLcZHTPM1n3LlzJyacf25K+drRz5JLZs7I2nIhFJAloaKiAk888QR8mtbpfjXliaXG7XYDrAm825dQqAAAIABJREFUaFzbSLKYsWL+Ijhb27Bi/qJIDz1rURGaaMsyInTSsmOAYHQ9BgMUkIWpqhp5QCb72WUYBiaOzbt+lrIsg5c6NnPuTGdzGv3azk8/w8knn9wTw84qPp8PLNd1QBY9NyV9+6BX3z6Gc8jxPLx5dh0CwKhRo/Dp9o9SyteOfpa8tvEVmM3d23Giu1AOWRKqqqowc+ZMfPzJJygbORzQgekjx3fY0zfKRfniw49CDcTjahwZ1ebpXzoIpz+yEt///vcz+wunSVtbGxSfhgXTZhnWKJqz5Hf481334ZrvTQJjYnDjbxZgwbRZqNm9F3369sW1V1yFkSNHZvrXyDiOZREMBgDEFjiNzscrLR8GMMCff/sA3trwCjZs2PCdz9npSvSKRVI5nu04noeqqhBTWC3KdR6PJ+Uq/Z3NafRrJwwYgOfXPNfdQ846obp3xx65X3z4USSviTExMJlMGH7ymEjT8ejPre20czrMIcdzUH1yJn6VjKmpqYHT6cQXG1/FmxtfhSBJuP/Zx2LeY3TdNR2twwPX/xLXfG8SAGDo0KGoqanJunsgBWRJKC8vx/bt2zH33l9j6+v/xsQpkzH1uquxec0LqJy7MFKELjoXJfz64hvnYuadt+LB9X+LeX94nzuoB1HSpw/szS0YOvIk3HfffVm7v93d2tra8M/nX8Rk2/SYeYjOlZi98Nhcrlv+WGQuV961CDabDR9//HGGf4vMM7Em6AaJ/dEFEhdMm4WJUyajmDejl0mAzWbD9u3b0z3UrKJ4vZEty2QL6wIAK/B5ukKWWgDa2ZxGv7bjtbfRp0+fbz3GbOfz+WDijm1KhfOaWpuaoCkqmo7WYeKUyVi9ZEVS1yLLcXl3HdpsNnhkDy6cOR0nlA7E6+s2dJgvo+tuQFkpho46CROnTEbZiHI0/u/LrLwH0pZlkhiGAYPU642FG8jGv9+oNs8PJ52DvXtTzDvLYS2traivPZKwRlFnc3nGBZPwxRdfZPpXyAqsiTXcsowWnkuO53DLLbfkXQN7I17VCy6FPpZhLMflXbkBWZbBJkgt+LZYs5gX9bT8fj9Y9tgaSDiv6fC+A3hgzV+gKt6Uco9ZjoPP7++p4Wal6upq2NvsmHzV5Zh20zVoa25Jer7C90BrSQnO//GPs/IeSAFZCliWw7AU642FG8jGv9+oNs///vMeRo8enYlfLSOaWpsxqHxIwhpFnc3lp9s/ou3KduH2SZ0Jz6XmVfH000/nXQN7I7JXAZ9CH8swVuApIOtGrCBkbZJ1d/L7/WCi8jfDeU1lI4fj/utug2iWUso9ZlkWPp+vp4ablSoqKlBYWIj3t7yBTU+vRa++fZKer/A9kONY/GPjP7LyHkhblikwmUy4689/xIpf/TZhrkn8/vWiZ1ZG8gGi3x9+38Hd+yK5U7LLjb8/+ddM/GoZ0dDSjF8svherH1oRMw8mkykyT5EcqOHD0GdAfzy7dAVWL12BAWWl+OP9v8/sL5AlkmmfFL7eDuzcjdNPPx0vvPBCmkaXvWSvF3xh6oVOTXz+rZB5PJ6UArKuetJGv37ikMHo++t7MGnSpB4YefYIBAJg2NChiPrDteh74gDs+M97oReZUIDVVVPx6HkrGzEcV15xRTqGnjWqqqpw1tlnY9PTayN52kbzZXT9RZ7NlSsxcNAg/Oett9P/C3SBArIUmEwm9C8d1On+vtH+tdH7jd730ea3MGTIkO4ZbA5oamnB2DMmdTqf0TlQky6bGskn+8/Gf4E5jtWN7yJTEi23wtfb28+sx4MLfwvLcVRc/65RvF5wQknKfy8fAzKn2w3RnHwOWThHNj531uj15yofw/8tW4Zf3HxzTww9awQCATDtNQAr5y7EBVddFrmfbduyNam8seh5e+nxZ/D8s89h2QN/7OmhZ43y8nJce8tN+KHtUoidNLpPdP1VbloHl92Bff9+P+sS+gHaskwJazK1n2brGboezJs6ZIFAAE63C5ZCa9dvRsfcvCM1h9DcSqUvAIBhTECSdbH0PCw+nIji9YI/jhwyE59/W5YujwtiCqUCUsm1vWDGNHz99dfdPeSsEwweu78fb83K6L83+erLUXfkSE8OOev4fD54fVqX9fA6m19zgQUOpyMrawlSQJYCE2vq0f+Ieh61tXE4HODNUtJV4+PzyYaOHoHmttYeHmVuYFJpuZVnxYc7IysyhOPIi8rHljUuWYaQwinLVHr7vv+vN3DioIHdPeSsEwwGQx9WHH/Nyui/9+ZLmzBg4Ik9OeSs43a7wZulLu9hnc0vx/PQGSYrv1RRQJYC1sQiGOg8VydZ9YdrsWDaLEwfOR4Lps1C/eFaQNfzpq2N3W6HWFgAIMFcRKk/XAtN1fDs0hW4auyZeOeVzfj1Y3+C16dl5YcqnWpqavDko4/hhjMuNJw7kphXVY9rhYwTBchKftV/OvT1Ifxpzq8TfkbjLVi5DNu2bIXttHMM86KiX//4nfcx7aore3L4WSEYDIIxhQKJ2ffOw/pHnsCMMWdg/SNPYPa985L6d0TP20dv/j9cYfvut5yK5nK5OrTvMnp+RM/v6mUr8NWXu2OuW94iweVyZeJX6FR+PP27STLJ08ky6relB/Knz6DdbgdfEPpgGc1FtMq5CzHp8qkxvctOHDIYYkEB7HZ7JoafNWw2G8adegqe+M+rhnNHElO8XvDHUdyVFwTIebZCtvaZ1Zhw4fkJP6PxuurdG/36n/6xJqWWTLlKD+ULAABWL1mBmXfeig27P0zYH9lI9LwtXvcUSnr36skhZx232w0uLpfR6PkRnt+TThmL7593NsrHjoq5bgWLOdQpJsvkx9O/m5hM3bdladhnMI9WyFrbWiFYQytkqdZ2C78uFlryPiCrrq7GhLMmQjRLx9c/NU8FAgFofh+4JHoLxhNEAZ48WyFrqKvDpdfPOv4+vZ3gBB6+gP87X8JBj0oX+NZ9jxHKBe2uBYJcEQrIYpP5jeYyUudzb3t9yz37Y+aZk0RaIct1rKnrek/JMtrj1oP5s0LW2NKKgqJQQn8q+SbRr/MFFJBVVFTgw/e3QVW81D81BaqqguO548qn40URnjwoZBrm9/vR94QT8O+ql3qkTy/DMOAlEbKcP0Eu9T0+Pg6nA3zcCpnRXEbqfI5qr285ekTMPHNZukJGZS9SwJqS+0ZiVAMFQMzPovuVhd9zYHt13iRcN7U1o2DgMABd9xGMrh/D8aG2NVeNPQM+TcO68uF47bXXsvIIczpUVVXh3Enn4a3zf4rysZ33YAQAJslr+LtOURRwx7lNJogiWvNohUyWZVxy9RV477U3se7Pq7rs9Xk8OClUrb+4uLhb/73ZpLa2Fn99sBINt/8KpcOH4Z2XN0dqLPo0DdOGVUAHMHTUCNz31MMdtnmB2GfLkJEn4aKLLkr/L5JBbU4HPG53pKdxomcpEHreHtqzDxzPh9pWMcfqWwr/n73zjo+izP/4Z7a3ZNMTEEMIJSS0KGgQPQ9FPBSkKCgRlBMbHNJ+RLFhOc6CB2cQOTgVBQ8MCqegggUVVEQQkNATMJuQQurW7Gb7zu+PzSy7my2zvSTv18sXsjvzzMyXZ2a++zyf5/MVcKFQRt+P+Z6EzAcYTCZILyVqANceKAAcPnNVr+yPX3/vNiNkUrkcGYnDAXivI0h9T9VjPLjnGySlpqK5vgGFI6+Nyppk4SI3NxePPPE3DPrLTUhIovEyo+FZ1h3Q6XRg+eljx+FxoelGozkdHR1I7ZVJu9anP3SHEbJnn30WBSMLUbr3Y5v32KcXjqFkyiyoFUrMWrYAAPD1tp1dfNso7N8tn73zIT7bvgNv//Nf4b6UiKFQqbBt9dsYO22Sx3cp4Nr/k4IvEECuUoXyVP2ie7z9gwRBECDh/WXmaU7bk2aAtHQPDZnZbIayXQV+p4aMLs71Pxtr6jBi1LVRWZMsnNj7G3mjO+pOXKHVav0uBcThcrpdQuZrYXFfYXI5cZ+QVVZW4rpbbnZZ11jeJsWUh2djysOzofBQn9HZh6y5sTGclxBx5Col6qtqAtbf8UVCKNp7ErKYhqA5uuBpTtuzZqB7eESpVCqweFyfPdec639ePag/9n3zbVTWJAsnJrMJDJqxZDCZMJtDZ24cK2i1WjD9HiHjQavXdZuRxlDWsaToDglZXl4eju7/yWVd4+S0VOzetBW7N21Fkof6jPbvkW8//hSZ3cyHTNmuQt9OPVgg+juegA95FE5Z9iRkPsBkMLxOWbryzKLqaHny5QEcV+HEM0qlEjwfR8eAKx481ecv4NSvv6H6XAUOfPsddDodJBJJCM40NjCbzGAyPd/KlFdP6UuvYNy4cd06XoA1yVAqVS7977z54jEYDDBYrG5jDtvR0QEWjREyKm7TBo7EvQWjcffAkbS98ZhcDtRxXGBcIpHAYDBg387dmFFwAw58tsehrrEoSYxta9Zj65r1EIkT3Wr07N8jv+07gOndyIfMYrFArdHgSS/vUjr9kC8SQhWFqyx7NGRBhvLMsq9RRokzvWowuklZG4VCAbaIfhkWCnutGaUnE3P4EJOsbq0jM5nNYDA8j5BR2pM7756KRDOjW8cLsCYZ/3vnA9x279Su9e681GEErmie+D6UE4pV2tVqMGiMJlJxs5AWJKWmQtEmtXk/eXv2cfncqHxBBovi4mJMnDgR9zzxCBobGx3eC1nZffDWVztotWP/DFTJ5JB8333uYbVaDRaXg9452Z7rH9PohxwuFzqjAUajEWx29NRE7hkh8wGC8O5DFoi/THcZIZPbmcL6CxVnUUoSpk+f3m11ZCRJwmgygcHynJBR8eIJ+HjwwQe7bbwoVGo1Gi/VubxX6dzD3UGETtGuVoMncF/ImcJZ41lTeZH2M5DL50Olid+ErLy8HPfffz/YbHbQfNxIkgSTEf/vCwq1Wg2OUOB1Ozr9kCAIcPi8qLO+6EnIfIBhLRrocZtA/GUIdI8RslaZFILEhIDaoOIMNgvvvfdet9WRWQX63mugUvEyWyzYtGlTt40XhUrTjj79c1zeq3Tu4e6geaJQadrB5XtPyJw1njl5A2k/A3kCPtrjeMqysLAQ27dvh0GvD5rvmMVCAkT3eYW3t7d38SBzBd1+GI3lk3qmLH3FS8LkzVOrB6BNLoNwYGDFhKk4V52twIAB/bF3z94gnV1sYTQawWB5v42vxOs8hhQMwWeffRaGs4teVGo1Hnv5aZf+RXTuYRaPA00cJxD2KNXt4F3tvUQPFbfq8xfAZrNhMhrBYDBoPQO5PB6kmugarQgmZWVlmDZtGs6eO4v+Q/KD8l4gSYtX7Wg8YU3IvP8woNsP2Xx+T0IWT9ib9FHmfpcll0CSJDg8HiTnKrB64XKUrFuFrOw+OH34KFbOXQhdhxYEgwCDwcTVA3MBEqiXVCMtIwPFd0xGcnJ81ydrk8nQP2EQgK4mupTJn72prrNBokPcc3Pw+Pz53dYY1mAwgOlluhK4oj05uvcHzPzz7d02XhRKlRJ9Cke51KJ488UDABY/OkuvhIJ2tQZinneJgau4uTLJpu5nB5PTvIEYP/62kJx/NJCbm4uSkhI8/MgjuHDyDBZNmI4V76/DsNHXedzPU/wsZgtYPq5Uj2WUKhWYNBIyqh/ax85gMODVx5airkpiS9Iyr+6DERlXY8iQIWE4e3p0n/Q6CFicpivti5qqFUo019Zj1rIFSM3KBIvNRs7gQQ4FTVfOXYihRaPQf2g+ruqXAxabBbVCCbVShbKTP2PQkHw8+uijEbiy8EGSJORKOQQJ1rJJzoVhV85d6LHQuPM+1932Z5S++Wa4LyNq0Ov1Ptk3MDksGAyGEJ5RbKDSqMEPQMfI4fOh7C4JmaYdPIF/sXJV+NnVdzfeOR6fle2IayuRefPmIXtALrb+fgBDi0Zh5dyFXvfxFD/SYgHTy2KeeEKuVIAv8q4ho3B+P6uVKvTLH4ShRaOQM3gQho+5Hs8991wIz9h3ehIyHyBJRwNOe/GvvE0Kk9GEKQ/PhlIqg16r7SIm1HVosWTNSly68Ade/nAD9Fod5G1SKNqk4PL5uGb09Thz5kykLi8stLe3g2CzwOpc2eIsoNZ1aL0Kqu33mTSnGA113pfVxyt6vR5MH1YJMdhs6PX6EJ5R9GM2m9Gh04LD8/5r2x18IR+KdmUQzyo6IUkSmo4OcPw0hvW0QML+u7v+Woy2lpa4thLp6OjAXTOnIzElGUvWrISuw3s9VE/xM1vMtEbH4wWZUgG+kL5dkvP7WdEmdRD63zJtEqqqqkJ4xr7Tk5D5gHUV5JW/24t/k9NSwWKzsHvTVohTU8Dl87uICXkCPkqXrUDfQQPw4oPzweXzkJyWiqS0VOi1Wpw4chRDhw6N0NWFB4VCAV7n6BjQVUDNE/C9Cqrt99n/2ZdIy8iAyWQK52VEDb4nZExou1FhbFeo1WqwebyAqmLwhULIlfGfkGm1WjDZLJ9NnCk8LZBw/i69V1Zc6/IEAgG+KNsBlUyO0mUraI06eoqfdcqy+6iO5CqlTyNkzu/npLRUB6H/4X37cdXVXeuFRpKehMwHLCTpIOq3N+kTJYmRmd0H29ash7SpGSajETUVF3Bo7z7MeWYJSqbMgtFgxPEfD6LqzHk0VNfAZDRBlCSGSJyI4hF/wsUz57Bx48YIXmHoUThZXsx5Zgm2r92IGfmjsX3tRix47QWvBrq2uA+/CR+/9R+0NjejqKioW5qd6nQ6MDn0H8psLgeablQY2xXO4mBvRrCu4IuEkKviPyHTaDS0hNSuaKqth8FgwJbXS7uYoQLoYpY9bc79cZ2QvfHGG5BUXMDsa8fi+I8Hcdfc2bi3YDQm54zAvQWjcfrw0S77eDIU724aMoVKCYFI5H3DTpzfzyJxIqrPVeL4jwfxx+lz2LOlDLf+5fYQnrHvdJ/0OghYLBYw7JYZ0xH/AldMTCmjyUN797nc7+D2z5GdnR3Uc442pDIZOAlXfuVsea0UMxfPsxnpfvH+Nq8xdS42npGSBrQqu6XZqa81GTlcLtQd8fvSo4NKpQLH7kcBHSNYZ/hCAZQqZdx7B2o0GrD9nNpdvXA5xk51bZINdH1+Ht37fVwnZJs2bcLNE27HE/962VoUe1UpRv75JixZsxKly1Zg5dyF+OTcYYd9PL1jrKssu0dCZjabodF2+KRldBU76p0x8cH78Pn72/DVtv+B/Hf03MMRGSEjCCKJIIidBEFUEARxniCIGwiCSCEIYh9BEBc7/4y6pYYWsxmEH0Z8dM1iCUb8F35ulbU5eJAFYqRL7StIEeOuu+7qlman1jqD9KcsuTwe1N3EP8sdKpXKYZTWnz7IYrMBJiPuvcg0Go3fdSx9jSuLx43rhOzs2bMoLBppiwdpIbFkzUqfNGX2WMxmcGhY3sQD7e3t4PD5ASdODrrFh+5HS3NzVGlqIzVluRbA1yRJDgYwAsB5AE8D+J4kyYEAvu/8e1RhtpB+6U7omsUSDEbcJ2QtUilE4kTb3wMx0qX2JTgsbN68uVuanbZrrOVE6MLl89AeZe7U4UYmlzmMkPnbB7kiIZRxriPTaDRg0TDjdIWvcWXGubfb0KFDceLX32zxIBgESpet8ElTZo/FbAGTGT1lf0KJ86i2v9j3yb3//QSZvbKiyr4m7AkZQRCJAG4GsAkASJI0kCSpADAFwJbOzbYAmBruc/OGyWwCw2mImI7+hE5hccA6QmY2m0Ny7tFCq7TNISGz14NtX7sRVecqaOt4qH1Xzn0C+w/sR1lZWShPPSpRtreD50M9RS6fB5U6eh5AkaBFLoPIbpSW7v3pDEcoiPuErF2tplVY3BXO+tA5zyzxuD2Xz4trK5H3338fF86cs/Wz/3vzVZw5cgyzrx2LM0eOYcX763xqz2w2g8mMjqm2UCKRSDBp0iS88dTztN8N7uiiW3zoAahUqiCebWBEYrwzF0ArgA8IghgB4DiAxQAySZJsBACSJBsJgsiIwLl5xGw2dxkho6M/oas1IxiMuE7IzGYzFO0q8EVXli4768EovQkdHQ+1r7SpGa2/ne2WZqcqdTt4GZm0t+cK+FDH8SgEHdpkUqTmXokZ3fvTGbaID4VCEcxTizqU7Spw/Rwhc9aHbnmt1GOceQI+5G3xm+AOGDAAMx/5K2596D7bZ3+ecqff7VmnLOmvOoxViouL8ac//QmTFz6KhupqWu8Gdzjf679/91NUJWSRmLJkAbgWwAaSJK8BoIEP05MEQTxGEMQxgiCOtba2huocXWIymbr4vgSigXKGwWTGtX2DQqEAW8B3KUQNJI4icSJapdK4NpV0h1LdDq4PUx0cLhc6gz6u+5k32uQyCAOspQoAPJEQrVJpEM4oelGq28GjUdDZFb7e01wBP65Hb1ksFkhz8CQpFrMFrG7gQ1ZeXo5bxt0KcWpS0AqzU7AEPMij6EdVJBKyegD1JElSy+F2wpqgNRME0QsAOv9scbUzSZLvkCQ5iiTJUenp6WE5YQqjyQSGkzNyIBooZ+J9hEwmk4GX6HrZciBx5PB4MFjM3dJfS9mu8skskSAIcAR8qLupjkyn00Fr0PvtPG+PSJyIZml4fxSGG5WPU+L2+HpP8wWCqNLzBBsmkxlUjbDFYu4WPmSFhYX4ZMcOsNisoBVmp+CLhJAp5EFrL1DCnpCRJNkEoI4gCCqq4wCcA/A5gDmdn80BsDvc5+YNo8kERucvEko7VnWuAtvXbkTx8Jt80p+4gmAy4nrkQi6Xg9Np7OesvZvzzBK/dDyANcngJQohl0fPjRUOzGYzNB2+LQUHAI4g+orqhgu5XA5egigoy9xFSYloaYvzhEyt9it59eZB5gqegA9VHBcYZzAYIC0WNF6q86g7puuLZx0hi/+ErKysDId/PYyn7pnj8G7wFid339t/vu6pl3D+QvBG3AIlUqssFwLYRhDEKQCFAF4F8DqA8QRBXAQwvvPvUYPZbAZJkrbpNko7tv3UQcxcPA+5BYOxeve2LoWwfYHBYsJoNAbrlKOOlrZW8MSua1hS+pJPLxzzK47cBBFkMlkoTjtq0Wg0YHE5Pq/8ZfF53TYhk8lk4CbQN5f0hEiciFa5LK5XRrf7OCVOQXmQfXLuV/z16SXgcDle72kOj4cOnS5uZwkYDAYIgsDqRU97rNfrqX6lPWaLBexukJDl5ubigUfnYuvvBxzeDd7i5O57+8+Lbh+Ld/69IezX5I6IJGQkSZZ3TjsOJ0lyKkmScpIkpSRJjiNJcmDnn1H1dnXWjwVTO0ZBMOM7IWtsbUGCWAwg+PHjJAjQFud6HmesS8F91/ewhbyoErKGk5bWVnDF9Kd4PcFis8HkceN2paXJZILOoAeH67uo35/7myAIsLmcuPZ2YzIYqD7nOTa0Y2fpHsawJpMJ7R3qLlpGb3Fy973951PmPoDGhstRoz/uKZ1EE4PB4GB5EUztGAXBZMR1QtbU2oqEZGtCFuz4iZLEaGxxKTuMW5RKpV/ePFyRAFJ5VP3eCRuNLS0QJYmD1h4/UYS2tragtRdNdHR0gM3j+jW96+/9zebz4tqLjMlkISd/kMfY0I0daUFA9VhjBcoU1vlavcXJ3ff2n3/78adIy8yImqL28f+vGSSMRiMY7CvDwyXrVuHAZ3swo+AGbHm9FAaDweVcv/189aIJM7Dojhlu57wZLCYMBkPIryUSWCwWSBUymwcZHe+nptp6zB83BZNzRmByzghMH1zkst4bACQkidHU1j0SMolEgqKiIlxzzTXY9M+1Hn15XPW/52Y+jEULF3bL2p+XWxqRkJwUtPY4YhHCvdo7XARSx7Jk3Soc2LUH9xbcgM2vl0KjVmPRBPfPPgo2L84TMgYDS1b/3eOzz92z0VkTJW1q7hYjZAqFAlyREE219Vh0xwxM6VeIyf0KoWlX48CuPT7H0dn7srWpGTfeeGNUPA97EjKaGAwGMO0SsqzsPuBwOfjr00vwyblfMXbqRJdz/fbz1WqlCmqF0u2cN4vDhk4fHZl6sFEoFGDxuGB2ah4oPxhPmrHVC5ejubYe19w8BjMXPw4Wm42Vcxe6bD8hWYzmbpKQFRcXY/r06dj20UcYcWORW40J4Lr/rfv2U+QPG4ri4uIwnnXkIUkSjS0tEKcEryqbKFmMy81NQWsvmtBoNH6bwmZl9wGHw8Gcp5dgx7lfoe/QQq1UedVFseLcrZ/JYiKtdy+Pzz53z0ZnTdTOjZu6xQiZUqkEW8jD6oXLoVYoMWvZAsxetgB6rQ4cDsfnOFKf5xYMxszF8/Dk6ldw2223RcXzMP7/NYOE0Wh0SMgAenP99tso2qSQt0ndbs9ms6GNorpawUQqlYIn9s37SXK+EiajCctKX8U98x6CXqt1W++Ny+dDbzLFtf6Eory8HAsWLIBC047b77vboz7HVf9LyUhH3tAh3a72p1KpBNhMcPxMMlwhTk1BfVNj0NqLJqwJmX91LAHHvidvk0Lh4dlHweTHdz1LJoMJ0s9FIM7vm6bahm4xQiZXKMAW8iE5Xwl5mxRTHp6NKQ/PhqJNGpD22FYLOVmMSZMmRcXzsCcho4lerweT7Vg3jM5cv/02SWmpSE5Ldbs9i8OBNkrmsoNNW1sbOAm+ialz8/PAYrOwZsmz+N/GD8Dl890uwScIAnxxAqTdQNhfWFiI9evXo6GxEb9++71HfY6r/kcQwJFDv2LEiBFhPOvI09LSAn5SovcNfUCcmoz6psaoEQUHE41GAybPvylLwLHvJaelIsnDs4+CxeXEtTksg8Hwu684v2+yrr6qW4yQtcllECQmIDc/D8lpqdi9aSt2b9qKpLTUgLTHtlrIbAa2fPhhVNRCjv9/zSAgkUhw991347Wly1EyZRZOHz5q8yD76M1/Y0bBaGx+vRQ1lX9g2sCRDhoJ+3lsLp8HlVyJGfmjsWVVKf44e95hWzaHA50hPkfImlpaIEjybYSsZN2eYMtaAAAgAElEQVQqZGb3wYmfDmH72v+go70dZrPFIcb2uooP3/5PVPzKCTVlZWXYuXMn/vH8C/j9wC9u/Z2cvaC4fB5ESWLcX3gzJBcu4u233w7zmUeWxqYm8FOCm5Bx+XyQLEZcrrRUtbeD7WKEzJW/k6vP7J99oiQxROJEr7oojUoFVRybFjMZDL9tUpw1Ufc8MqdbJGTnKyvw1lMvoupcBVRyJbauWY+ta9ZDJE6k7UnmCiqeLz/0BA4cOBAVtZCJWP5lN2rUKPLYsWMhP05RURFuuOEGiPL6oqGuDtvXbrTVaJt/61QAJJI6fwEqpFLcNPEvOLR3X5d6W1S9xoNffuNy2+a6BnScq8Gix+aH/JrCzfr33gFrYG/0zsn2eV9PcQNgq4G56R9rUH3sFCoqKoJ9+lGHSqXCi/96A7c+dK/bbZzrg9r3yaN7vkfxLROQn58frlOOOFu3l0EmZqFfQfCcvgHgyBf7MPu2iRg8eHBQ2400n3y6E5e5ZvQf6thHXPUrAG77miec29r/2ZdY8exzePiBOV73jUX+seYN5NxyPcSpKQG3dezr/Zg+5lYMGzYsCGcWvfTJzsaf7r4T98x7yG3f8vSs80ZrQyMU5Rfxf397IhSn3wWCII6TJDnK1Xfxn14HgfLyckyePBlckRATH7wPug5tF11OTeVFLFmzEjUVF73qydxty+bG75RlY0szEv1c3eYpbva6itvvm4aqqqogn3l0IpPJwBd7Njj1pHFkJwi6xfSuPZca6pCUnhb0dvkpiWiMQx2ZSq0G10XZJFf9yl9fQef9Gqpq0B7HI2QMggjq9HYwKk5EMyRJounyZUye+wBtrbavvpbCxISosQHqSchoUFhYiO3bt8NCmrHnw4/BE/C76HJy8gaidNkK5Awe6FVP5m5bDpeLjjisx6jX69HeofG7oLOnuNnrKo58dwBZvXsF+eyjE5lMBq6buqAUnjSOwqRENLV2j1WpgHWVdItchsSU4FleUCSlp6K6vi7o7UYaa0LWVUPmql/56zvmvF/fvAFoj2NRPwgGgpaPkWTcT1lqNBqkZWbi2+3/o63V9tXXkicUoF2jjoqyhV7rLhAEkQlraaPeJEneQRBEAYAbSJLcFPKzixLKysow4Y47IPngA/QfMhgr3l+HLa+VYuuat9Entx9AADUVF8Bis61+ZQTDpa6nZN0qrF643O228ZqQSaVS8MUJfv+a8xa31QuXY+uat9EvfxBum3QnzGZz3K8+amlt9bpIgorb1jVvIzc/z6FPJiSLcfncpVCfZtTQ3NwMflJiSPpFUnoaLhw/H/R2I41ao0ami4TMXb9y19c84dzW0n/9A5d+ORHU64gmGAwCwcrIYlhtRBulUompD87E/r3feuxbnp513mAwGOAIBVCpVEhJCXwqORDoFMLaDOADAM91/v0CgI8BdJuELDc3Fy/+/WVIxSz0yx8EAG7np5tq67F64XL87bapto7h7H9CbdPF9oLLgd6gh8ViiatfPm1tbejQ62wLIdhsNkxGI3ILBmPOM0uw5bVSSM5XdokXRVZ2H5SsW4VXH1uKmsqLIACbgS4VU4oft34KhUKB1NTUcF5i2GloaYK4t2c/LefY2JOYlARJy2+hOLWopKGhAYLU4I+OAVZTYqVGDY1GA6EwOGWZogG1RuNyhMxdv6Kr2XFuq2TdKrz6+FJcPHUWT/xlOlLT0vDorAcxcOBAv847XrB/T9g/G6nPq86ex678AuzatQu5ubmRPt2QoFAokOHhOeYco39/t6vL+8MWr853j9FgBJtj/WHfv2AwStatAlckgEKhiHhCRuetn0aS5CcALABAkqQJQHxWf/WAukMDLg3/IjqFYd1tQxAEmGxW1JRxCBZNLc34bPM2jLlzPPrlD8LQolHIGTwIY+4cj5VzF9IqpLt64XKolSrMXrYAs5YtgFqhdLktPykhbp3T7bnc7L8mDwD4IiE6dDpo43BE1hU19XVIzAhNkk4QBITpKWhsjB8dmcVigdbPOpa+0sXwU6/H/fffH/LjRgJfZgm8Fcd+cvUruP3226PC0DRUKBQKsDzU6/XlfUu9e1hsFoYWjUK//EG2fdhCflSslKaTkGkIgkgFQAIAQRCjAUT+zMNMu8a1nsIZX81inbdh8bhxZ27a0NyEpto6qzC/olOYX3mxywIJT2JMyflKKOxMAeVuTAG54vhPyEwmk0MZKn8gCAL8pMS4rcPoTNWlGqRkpIesfUGqGHX13pfaxwparRYsDjssonFnw0+tRoNTp06F/LiRggS9uUZvxbHZHA7uv//+uLb6kcrl4IvcJ2S+vG+pd49eq+uyOIwjFECuUITyUmhBJyH7PwCfA+hPEMQvAD4E4Lp+TRyj7ugAh4ZJoq9msc7bsLncuBu1uNzUiOxBA6zC/MGdwvy8gV0WSHgSY+bm5yHJzhQw2Y0poChZjIY4LWVDIZVKwREJbGWo/KU7JK8AoNPp0KqQQZwWuumIpMx0VNXWhKz9cNPR0QEW13+Xfl9wNvwUJIhQUFAQlmOHG5IkQYBekuutOLbJYMRHH30UFYamoaJNIYPAw+IlX9631LuHy+d1WRwmSBShTR75Vee0fMgIgmAByANAAKgkSdIY6hOjQ7h8yABg2QvPYcysqW7Lrtjmss9V2ITn1Py0/by/5HylbSFAfVW1w//n5udh/LTJeOK+B+LG08hsNmPZi89h8LgxeHPpc6g6VwEmkwWDXg+ABJvNgdFoAAECfQcPxKMvPuVSU9ZUW++gIbsqNwcsNhv1EmvcbFq0c5Xo1bsXDvywP251FWfOnMEnP3+H6+68FacPH8XKuQuh69CCYBBgMJjoP2SwSy2eM+eOncAQfhom3TkxTGceGaqqqrDpi524YdodQW/7yn1fifTMDPx84Ef0798/6McJN7W1tdiwcxvG3BP6vtFUW49XH1+KSxUXQQLI6NULWzdvxvjx40N+7HAhkUhQXFyM48ePo+/ggXh6wxqv96f9OyOzz1VoabgMo97gsA2fz8fevXsxduzYEJ59ZJBIJBh76y243HC5i+aLip39848n4GPF++swbPR1Du3Q0ZCRJAnjhQYseOSxkF9XQD5kBEHcDWAyrAnZIAB3EQQxjiCIjOCeZvRiMplgNBnB9vCL0TaXfeogZi6eh/4Fg90Whh07baKtKCqHy8HYqRNtc+C7tmyLqylLmUwGtpCPq3JzsHr3Nnx28Thy8gbgr08vwYBhBRhxYxEGDC3AnKeXgMPhYMtrpS41AVnZffDW1zvweXU5dleXQyASYuy0K3GjtGhbfvseOQMGxLWuoqm5Cdwk66/GlXMXYmjRKPQfmo+r+uWAxWZ51OLZI05Jjts6jPbU1ddDkBa8guL2UPf1Ryd/woD8wbj3XvdGvbGEVqsN2whZVnYfvPXVDuyuLsfn1eWY//LTSE8P3fRyJCguLsb06dPx/Csrcd24m2ndn/bFsaVNzWBzuJi5+HEIEoRgMBjo1fdqzJ8/H8uXe28rFikuLkb/vEHomzegi+aLYstrpZi5eB52nD+MmYvnYctrpV3aoeL42cXj+OTcYXz2R+efF4/b3tECkRCyGJmyfBjAewBmdf73LqzTmL8QBPFACM8tarAW2eV61FN4m8v2pgewFYyta4A6jowRW1tbu9QPdJ7Tp/RkvhhMOm9HadESksUoHH1dXOsqahsvI6lz+k3XocWSNStx6cIfePnDDdBrdbSNEZPSUrtFQnaxRoLkrNC84Kl+yBMIcOPE8Th9+nRIjhNudDodmBy29w1DAIvLiTvZRnl5ORYsWAAWi4nx907zuSi2rkMLvVaLe+Y9BJ1WB4vFgpaGy7jvvvvi9llXXl6O/BHDUHuxyq3peiCGsPYIEhIgVyoiXpOWTkJmAZBPkuQ9JEneA6AAgB5AEYD4TM2d0Gg04HgR9Huby/amB6A+790vG8p2VciuJdw0t7SA6+Qo7zynT+nJfDGYdN7OXot29vSZuJnydUXd5QYkpVlXDPIEfJQuW4G+gwbgxQfng8vn0TZGFCSIoNZpoYljI06SJPHHpWqk9coKSfv2/fDU8RPI6dcvJMcJN1qtFswwrLB0BYPNijs/xsLCQqxfvx46nQ7f7dztc1FsnoAPLp+P/238ADw+DwwGA5lX9UZZWVncasiGDh2Ks6dOezRdD8QQ1h42hw2SgYj/EKCTkOWQJNls9/cWAINIkpQBiAotWahRq9VgCzwnZM6FX+c8s8Sh2OmcZ5Y4fE8Z1815Zgm2r92IGfmjsX3tRkx9ZE5cJWQNTY1ISHGcLqJiVX3+As4cOYaaigu2mDjH0Z3Bn/N2K95fZ/t75ZmzeP7558NxeWHHYDBAplJClCQGAKx4fx3OHDmGqjPn0VBdA5PR5DFu9hAEAUGyGC0t8evYL5VKYWIQEIhC4w9m3w/PHy/H3TNnhOQ44Uar1YLB9n/RiD/FninYXC40cSTbAKzm4jt37sTrL/4dR7/70Sfj0qbaeiSlpaKjvR3b1/4HHe0aMJhMNNVfxnfffRcVRbFDQUlJCX7d/xP+OH0Ox388CMnZSmxfuxFV5ypcFrCn+9xzhuqr6155AzfddBMkEkkIroYeXkX9BEH8G0A2gB2dH90DoB7AkwC+JEnylpCeoQfCJer//fff8cWJQ7j2tptp70O32Knzdgd27cH/LV2KhY/OC+YlRIxVa/+FrDEjQmo54MzFU2eRbeJi+rS7w3bMcFFfX4+3t2/BjTPuCkp7Jw4cwm0Dh2PMmDFBaS/aOHHiBHYd/Rmj/jI25Mcym0z4cfMOrFrxMjic8OivQsWer/birLYN+SP9G30JpNiz5GwFMjQEimfER3Jrz/OvrsSwyeMgSPBc9syekimzIGtpw4RZ0wEAX2/bgZSMdMxaPB93Drseo0a51IfHPMOGDUNWXi4e/8ez2PPhx9i+diNmLp7nV5/yBNVXM9PTYWmU48cff8SRI0eCcAWuCbS4+AJYnfoLO//7DQBJkqQmkslYOGlvbweL79vwvb9aqPo/qqFUxccImcViQXNbKxKSQuOQ7o54Fqs3NTVBEMR6jAmpSahrbAhae9FGVU01EjPDU7WByWKBnyJGQ0Psx1Oj7QjIFDYQbQ+Hy0WHLr5GyCiMRiOYLN/Kd7n1YGQwYDbHr0d7ZWUlxkwc30UnHKhezBmqrwqSxLjrrrsiqsnzmpCR1iG0KlinJ6cBGAcg/gq3eUCuVILnwS3YFf5qoXLyB0ERJwmZXC4Hg8cFO8ziYHFqMi43N0VcoBkKahvqIQxiCaDk9FTUNMSPoakzlZIqpPUOjX7MFYL0FFyqjf0aoRqtNqD7NhBtD4vLRocuvjRkFCazGQyGbwmZOw9GBpMRFQWxQ0VOTg6O//iLS51wIHoxZ6i+SjIZ+O9//xtRTZ7bhIwgiEEEQbxAEMR5AG8DqIN1ivMWkiTfDtsZRgEylQL8Tg2Kszbi9OGjLrUS7ua2nfd31pY9uW4VjGaTrVZjLONqhaU7XGlO7D9bNGEGFt0xo0ucXe3H5fNhAhlXq1UpaurrkJye5vI7un3THnFqChpbmuPywd7R0YFWhcy2AAIITNtkj7t2UntlolJSFZTzjyQ6vR6sAKZdbc+/4Td10f0Anv8d2BwOtHFWPg6wLjAxmkxg0Bghs4+PwWAAl8/D1jXrsW3NeoiSxNb3CZMBozF+ZdwPz3sMZ44cd6kTdtaLBXJfz3lmCT568994ac58vPvuu1CpVBHTkXkaIauAdTTsLpIkbyJJch26YQ1LAJArFeAJrCNkzrWz3NVitPeQcedHNubO8djyWqnDdr36Xg2OgA9VHIyStbhYYekOVzXJ7D9TK1VQK5Ru67o5f86Lw5qWZrMZ9U2XHRIMe+j2TXtYbDa4CcK4FPbX1dVBlJEKBuPKY45O7Ts6uGsnrXcmqi7VwGKxBOUaIoVWpwM7gISMev7lFgzGzMXzsP3UQVr3LWBNyHQ6fcDXEG1YpxdJMJneEzIH38qpEyFMENk8GN/6ageysvuAxWJBb4z9H+7uYHLYePGD9bZ347DR17l8pwKB3ddbXitFYnIypjw8G3dNmwqNRhMxH0tPCdk9AJoA7CcI4l2CIMYBNGs+xBlypdK2Ssud/xXdeW062gqOkI/29vaQXEs4qW9qgihZTGtbV3Gx/0zRJoW8TerVx436nBeHZYHa2trAEvLdGhT72zd5KUlxVRiboubSJQjTHcslBcu3yG2/EwhAclkx3/d0Ol1QpAZ0/Rft/x3YHA50hvgbITMajWDQLHdGp58yWay4TFwpFCoV+DSlQoHc15RGb+KcYlxbdD2ampoipiNzm5CRJPkZSZL3ARgM4ACApQAyCYLYQBDE7WE6v4hjNpvRrlHbpiw9+V/Rmdemo61gC3hxMUJ2uaUR4lR69QNdxcX+s6S0VCSnpXr1caM+FyQnorG52dMhY47GxkbwPQj6/e2bCenJqI2jwtgUFdV/IO0qR/1YsHyLPLUjTE/BpUuxrSPTGw1gsQNPyOj6L9rHj8ViQa+Pv5Efg8FAa7oSoPme4LChN8ZnQmaxWNCuUdPWbgdyX1MavR/+9zl+2LcPWVlZEdOR0RH1a0iS3EaS5CQAfQCUA3g65GcWJbS3t4PF49qmPTz5X1Hz2p7ms0vWrcKBXXtwb8EN2Px6KQx6Q5f5braQD0UUlHEIBJIk0djSgsRkegJ0V5o7+89E4kSIksRd9APutHri1BTUN8fXqE9tfT2Eae7jSadvuiIlIx2S+tpQnXZEMJlMuNRQj9RMxwpvwfItMugN2Px6Ke4tuAEHdu1xaCepVwYuVlcHfA2RRG/Q20bIvOlzvD3vXMW7ZN0qHPhsD2YUjMbm197EhZNnMDlnBBZNmIHWxiYYjIa4W5Sj90GXR+s9wWGjIw61doBV/8lgs1xO79r628CRuLdgNKYNHAmD3oADu/Z4vK/d9dOSdasgEidi+1vv4Ofv9yM5OTli3m4+Of91msH+p/O/boFKpQLXLkuntBH2OP+d8jV5Zft72PPhx1Y9VOc2Wdl9wOFwMOfpJTY/FfvvAYAvEqJNLgvhVYUepVIJksVwW4zdGVdxBbrGlu5+iSnJKG/+jd7JxgiSuktIGea+YDqdvumKpPQ0nG46ALPZTEvfEgs0NjaCkyjsMr3rrr/4wuqFyzF22kQHPyR7PUt67yxc3PdLQMeINHq9HszO6TVKn+Pqeebte3fxzsruAw6Xg7SsTJAkiexBA1B7oQpqpQr/WvwMJkyaCKPRGPN+bvYYDAawaE4D03lPsDgcaHWx/Z5wh1qtBofPd/kd1d8sFguS0lKhkEpx08S/4NDeffj0gntfUnf9lKqTDAAHPtyJFxYtg1hMT2oTbOj4kHVrlEol2ELXHcMd/ta1pBAkiCBVyAM+90jS1tYGQVJkOjUA8IUCaPX6iJfCCBZmsxm1l+tDYrDL5rDBEQnQHEdTvLW1tRCkh8Z/zNv9m5CcBKVGHbM6UIvFApPZbEvIAn2euUNyvhLyNikUUhmWlb4KpVQGRafHFoPFjLsVhDqdzqfqB97iyuFy0aGNT782T9VxbLWQKy+6rXHpaT+P+m0+L6Kr83sSMi/I5XKwRb4lZP7WtaQQJCSgTRbbv3xaW1vBEYemXA0dCIIAPykRbW1tETuHYNLa2gqmB0F/oPBTk3D58uWQtB0JQllQ3Nv9SxAERBlpqKurC8nxQ43JZAKTxQJBWNdwBfo8c0dufh6S01KRlJqCNUuehTg1BUmdHltMFivuEjKtVutTwXZvceXwuNB0xMcPTmfUajVYPNfPOlstZA81Lj3t56mfsnoSsuimTS6zCfqdaaqtx6IJMzC5XyGm9CvEojtm0KqvZf/9gc/2wGAwOMxrCztHyGJZQ3G5uQlCmh5kFE219Zg/bgom54zA5JwRmD64CKcPH/W4/aI7ZmBKv0JM7leIRRNmOOgsuGJRzK92o2hoaIAwzVoT1F/PndOHj+LegtGYnDMC9xaMdohtYkYqquPA0BSgCorXIK1XZkjap6NDE6QnoyZG42k0GkEwr7wafHme+aLLK1m3CqIkMaTNrTjx0yFIm5ohEieiZN2quBwhsxZstyYZdO5h5zrHc55Z4vA9lxe/FQ00Gg1Y/CsjZA6+bJ16sZoKay3k6vMXaPU7b/EEABaPE9GEzP/qsd2EVpkUwhzXv7RXL1wOtVKF2csWALDWGKPmpT3pVOx1Fc4136j9zbBAq9VCIPCtQkC0cLm1GYmDs33aZ/XC5Wiurcc1N49B3jXD8Pn7H2Hl3IX45Nxht9urFUrMssV/p4POgidOQEtrfPhr1dTVIqHTwsGbpscdK+cuxNCiUViyZiVKl61wiG1KZjokh0+H9BrChUqlQodRD2FiQkjap6NDS+udiYtnY1PYby3vc+XV4O16/dXlZWX3wVtf7XD5XdXhE3FnVqzRaMDgWkfI6NzDW14rdajdSHlWUrC5XHRotbBYLA5ee/GAql0Ftl25Qud4Hdq7D59ePO5Tm97iCQAsPrdnhCyaaZVJIRK7HulxW2PMB9z6GSUmxPRKyyYfVlhSSM5XwmQ0YVnpq7hn3kPQa7XQeRiSpzQoVPwVTvFPTElCQ0t86KL+qK1BSueKQX81O7oOLZasWYnElGQsWbPSIbZJaalobG2JiwoR9fX1EGWk2qbcIkFqRgYuNdTHZK1Bk8nkMEIWCeJxhEzZ3g6+wCp/oXMPe9uGwWCAyWHHjU7WHkW7Gjw7UX8w/APpacj4UKkjp/3sScg8QJIkpHIZBAmuf2m7qzHmC+7mtTlCAeTy2BT263Q6qHUdbqd63ZGbnwcWm4U1S57F/zZ+AC6fD57AvX6P0qBQ8U9yin9CkhiX40CobjQa0dTSguROkbq/mh2egI/SZSugkslRumyFQ2yZLBb4yeK4MIitqb0EQef0bqRgczlgC/kxWQHBZDKBEeHVtgwmM+5GyJRqle2eo3MP0/Ii4/Gg0WhCfu7hRqVWOXiQBcM/kE4bPAEfyvbIeYD2TFl6QK1Wg2Cz3DpWl6xbhVcfW4qta9aDANB38ECffY2oNja/Xmpro6m2HpyE2E3IZDIZ+OJEWiMUTbX1WL1wOSTnK9Gnfz+k9srEiZ8O4cRPh8Dh8bBw1YsomTILf5w9D9JiAWkhwRPwseL9ddbYPb4U29asBwkgJ+9K/Jtq6/HPhU9BcqYCX+74H8rKypCb694yIpo5cuQIPv5wK97+5xrk5udhzjNL8O7Lb2DL66W2626qrXewXnDFivfXYeXchZh97VhbDO3hpyWhvr4effv2DeHVhJ6quktIzY/8NQjSktHQ0IBevXpF+lR8wteEzP4ezs3PQ8m6VV77ord2Mnpl4ZYh18bsPesKpbodgmzrj6qSdauweuFybF3zti1mzrjaxjnWt02eCLVajYyMjC77xyoSiQSvvPx3NF5uRG5Bns2T8tXHl9qeeVf164u/jZuKBkkNSJDgcLkwm83oXzAYc55Zgi2vlXbpj7Z4rl4HFpsNo9GIRRNmAARQX1Vte7Yy1JEb1SZiWTg+atQo8tgx974jvhK5GY4iANMBLACwHsBOAEe6bBUr/1SnT5/GzkM/YNSEW7xu66yhO7R3n8O8PvV9WekGpPfuBQ6Pi5SMdJw5csyttsx+v0QWDylMLvbu3YsjR7rGNBYYMmQIrhqah8deXm6LEQCPcfOH6nOVSFYY8EDxrGCcdkSwWCx48qUVGDNrKm0PvFBx8eQZ9DFxce/d90T0PHylpqYG7+76BKOnTaC1vbd7mC727Wx89h9o+eMSTp065XM70crLb7yGAbff6LOUwx7nWO8r+xR7du3GiBEjgnimkaWoqAgJKcl44OUncWDXHlt/sr/2+bdOhaKtDTMXz8NXWz+BTqNFr35X46aJf8H2tRsdtGLu3ilUOwCJDT/sxp4PP8ZPn3+FRx55BM8sWRay6yMI4jhJkqNcfdczZRkVlMOajAk6/4xMHa1g0drWBk4ivelKuh5Heq0OL3+4AbUXq7ronzy1m5CegmnTpkWsNlkwuHDhAsbfN81tnc9AajLak5qVgT9idGUghVQqBYPHiXgyBlgXSlTHYAUEs9kMwgeReCjqg15/y82oqKjwq51ohCRJKFRXaiL7i3Osm+oboFQqg3SW0UF5eTnyhg1BYkqS2/qnijYpTEaTVTsslUGv09n8yLzV8PVUI7n2QhXaNT2rLKMC5xGoH/bvx69NVRg+5vqQHrdkyiCMufN5u4x+EF7Y/BOq9h3CC0/GXpWqptZWtwshnKHm9alrd+dxxOXz8OKD85E9sH8X/ZOndq/q2xfvvvtuxGqTBYPMXln4/adD6FcwyCFGnuLmD1ZD03ao1WqIRKKA24sEjY2NEKT6PwIRTMSpKTjZ0gKTyQQWzaLS0YCvon5v97A/7Rz96Rfk5QXep6MFrVYLksEIuD6oc6x798uGLIYXf7lixIgROPn777jFdK/L+qcTH7zP6tDf1mbVDqem2EbI7Gv4enunUO0ApE1X1q8gD2pNB0iSjMiioJ4RMg/4klgEgisfH2FiAqQKeUyu0mpua0ECTZd+uh5HRqMRDdU1kJytwJkjx7ron9y1+/oTJfj2228jVpssUDQaDcZPmYTjBw66rfPpb01GZwiCgCg9FQ0NDUE488hQ11APQWrkKkTYw2KzwUkUxpyw39cRsmD1Rft2zh8vx8qVK/1qJxpRKpXgJQRulO0c60dXPIU2RWybiDuzceNGVFVe8Fi3WCRORFb21di2Zj2kzS0wGg02PzJvNXw91Uh+stMDTxehGqGx87MtArRIW5FwVX+X39ERsjbV1uPVx5fiUsVFq8krAYCETVA9bPR1Htth8XlQKpVISUkJ9aUGlRZZG3qLR9La1l+PI8oo0F38qf3q/6gGq14Ws+LghoYG9B6YizUl87t8F6hmzBWCtCTU1tfF7OjEpcsNSEL6VyEAACAASURBVOqfFbbj2e7fcxU2oXD/gsG2/shPTkRLSwt69+4dtnMKFGtCRn90IJD6oO6efycOHIq5xRCeUCgU4IgEPi+AcLW9fazlLW1o+OVEOC4hbGRkZOCvS57AmOkTbZ85LP7K7QcQQFNdPQYOH9Ilhs4mu62XG/HyXxegQVIDwLoCOqOP9X7kcDm2/aljVJ05j5/3fIMdO3aE/b3Rk5B5oFnail5J17r8jo6xn71xaVnpRjCYTFw9oB9SMtJtppye2uEliiCXy2MqITMYDNBoteALQ2toS9ccVShORP3JiyE9l1BSW18HYXr4LBySMzNQVVOD8WE7YnBpaGrE8KIhYTueq0LHY+4cb+uP/ORENDRejvopc8fZmWGd/4WDRwE8CGABLpxcj8dufhnWBU3D8aLdVrGyoMkdMpkMLCHfZ1Nnb9sLE61l9iI1xRYKOjo6upRNso8DJcQvO/kzrWL3K+cuhMloshmOf7LuXTTX1qPs1EGH/an9Js+cAbZKh+Li4rAvBOuZsnSDXq9Hh07nNrGga+xHGZeaTSaQFksXUbqndrgJQshirKalQqEAL0EY8ocDXSGxKDEBUrksZstQVV2qQXJm+Ja0p2ZloLq+Nibj1dHRAY1e57P/XSB4K3QsTk1BXWP81AgNPvG1oMkdrVIpBIkinxdAeC0wzuPCwkBceZFpNBpbiSkKT0J8b8XudR1amIxGm+G4xWKByWjqsj+1Hy9BhBkzZkRkIVjPCJkb5HI5eAkit4kFHSFrbn4eZC2t2L1pq7VYL4OBqwf0cxCle2qHmyBAmzS2imMrFApww/BCpCskZnM5sDCsL2uhMHLFzv2BJElI6i7h2usLwnZMvlAAE4OATCZDampq2I4bDNra2sBPSgjrSIG3Qsfi1BRUHIn+klT2+feRI0fwTcUJXDN2TMiP62pB0+rdp3Dq0G8Yk9Uft9zi3TonFrjc2oyEAb18XgBBZ3t+YgJkMlnMLsRxxjpC5rhK2pMQ35NonxL5m4wmrFnyLPKuGQYGgwEGk9Flf2q/3n36YPPmzREZ1e7xIXOBRCLB1KlTce78OVw9oL+DcZzzfLMrLYBtLvpcBZhMFgx6vfWJ50FDVnWuAmw2GyajEbmdGhSDXg9+Uzvmzn4w6NcYKo4ePYqvzh7FNbfc5PC5N60NtY39XD8A9OnfDy988DYAOMTbnfmf/XEYTBYMneLMgoICfPHFFzGlJZPJZHhlfSnGPjjd530DMes89tUPuGfMrRg+fLjPx40kv//+Oz7//ReMHP9n2vu4ihMA2rHz1q8tFgt+2LQd/3zh7+BwOC7biDYOHTqE76vOoPDm0T7v667f+fr5mSPHcW3yVfjL+NtDcIXh58VVryJvwp+gUbUHrCFzjltG7974z7q3MWnSpDBeUXDx/htKAqAY1hHUwbC+TM8DKARQBiDXzbaFAFYBmAeAGknjAcjp3M5+f+f9rJ8HO0Xy5EPWk5C5oKioCCNHjkTqtfnY+MKrsDeOo2N66I9Roqt9nnt3LRp+ORFSk7pg882+b/G7vAFDixxF/dT1HfzyG5vW5qaJf3GITcmUWZCcqwSHx8XAEUNwofwMjHo9cgsGA6BnhGp/nMs1teALhRh+3bU4f/QEsrOzY8oc9syZM/jk5+9w3Z23+rxvIGad546dwBB+GibdOdH7xlHE1998g3JVI4Zc71r36QpXcQKCa7p7cPvnWDrnEWRlhW+xQSD8/PPP+KmuAsNvLPJ5X3f9ztf+eP54OYYJ0nHHhDsCuZSowGg0ouSl53HrI8VBKwJuH89N/1iD6mOnYtq3LZrlb+FMyHqmLF1QXl6Oxf+3FE18CxRtUpAgbfPNW9e87XV/yflKvLL9vYD3EYkT0SqVxpRgs00mgzCx69A5dX1b17yNzVv+jb+OHo/XPn7fITbW4uLWgsJPvrUKD14/DhaT2TbHTyem9sexWCww6PQYM2kCDn79Xczp8S7V1UKQ5p+nlj99kCIlMx1/nKn267iRpEnaClGa67qz7nAXJ39j5wpughByuTxmEjKTyeT3G9JdPH3tjwwGAwZjfNSybGtrAy9RFLRkDHCM51+K78GTH38WtLYjgX3S887m92Hpm4arcnMici7V5yqR1m7B/ffeF/Zj94j6XVBYWIgdO3eAw+MiKS0VyWmpPhU1peai+//zLZ/3sT8Om8sByWRArY6cc7CvSJVy8F347XjT2lDbsNhscHhc/HPRcnB5PLDYLOTm59EuLmt/HB6fD3FqCo7u/xHipKSoX+nmTFXdJaRkpvu1byDFeFMzMlDbUA+LxeLXsSNFc5vvvoGu4hSMQsb2sESCmPoxYDAZwfTTyNbds8/XmDKYTJjM8ZGQtba2gpcUXD9L+3ge2bcfmXFkEaJSt4PL92z8HUq4Aj6U6vaIHLtnytIFEokEY266Ec1NTQAVHoJAn9wcsNhs1EuqPc7/nz58FCvnLoS2Qwu+nV7ME9Q+ug6tg8bs0P/2YN4998dMweeVq99A7rgiJKY4WjU4a20MBgM4HI6DZg6AWw1Z6+VGW3w4PC4yruqNprr6LrqKvz/0BOqruo7uZPfNxv4f9seEhkwikaC4uBjHjx9HvyGD8dTbb9DSfzkXagcJ1Euqbb49zjpIV/tR3184eBQlc+chMzMzlJcaFCQSCfr376r9oLk3uupNFgOghPjDAXzqQ3uu2f3Fl5gcIxqfPV/txVltG/JHdv0B402bSH1fefIM8kYMpaW5ddV+1dkK5OTk4NtvvomJe9YT3363D8fa6pB+VdYVX0oAOXkD8ew7b9ri4O4d4Ar7ePbLz8OYG2/Eu6XrwA6wEkA08OKqVzH4jpvDYsruCllLK5p+PYXli5aGpP2eWpY+0rdvX4AgkJaVidklT2B2yRNIy8pEW2MTxk6biLKTP9u8hlyx5bVSzFw8DwAwc/E8bHmt1OsxqX12nD/ssA+nc7ojFqDqtfFdrGakzCM/vXgcn5w7jAFD8jFz8TyUnTpoi2VWdh9s+GE3Pq85afvv39/vQlZ2H4f4JCYnQ9fR0eXfYfXC5dB1dFz5N+uVhUEjhuKdn/bgqeefi5kHe3FxMe644w4seG45bpp4u9t+5gzlo1N28meMnToRHC4Hn144Bg6Xg7FT3fdb+/2o7wWpyWhsbAzF5QWd4uJiANMByDv/LPZh71xYfa/0nX8uBzAbgBrW5IyLQJMxwDpyHCsYjSYwmUyX37nqK/bYm8Su3r3NlmzY7v8Lxxw+d9f+G//bguuuv67z3za2qb3cgOT0VAdfytnLFkCtVDnEb+XchRhaNApbfz+AoUWjsHLuQrdt2sdzze5tyMq5OuYqQriCJEmo2lURHSHj8floj9CsVM8ImQukUql1ZIBBYPupgwCA4uF/gsloxI7zh8Hl86HXalE84k/49ILj8Qe9uQF5azd2abNy8TxcWNrVbZ3i7kGjUHby5y5tnzp0FKMzczDu1nHBvcgQoNfr8dTKFzHukWKvmjd310tn+7sHjgIJEp9dPO6w792DRoEkSYd/MxDA+4e+waUDR/H8sqeCer2hgsvl4qeffsLeE79i2NgbvMaGwl1MvcXa1fevlL2HPHYyptx1VygvNShwuVxUVVWhdPO7GD39TtrxcoWv/ZIOrZebIP+9AssWLAqonXDxyac7cZlrRv+h+V2+8xQff599rtpvaWgEUdOKJX97Anq9PrALCgP0JHdcWKdcqNqT1CwCdX0EgFYAaQDaAKTjyhRNYMTKa16v1+Opf7yI2x65P2LnYDab8cN727H2lddDot3uGSHzEblcjsw+vZGclordm7ZaC5impdqKlnrSQVxYOh95I4bioWesw50PPbMUeSOGen0gudNYJCQloqm1NfgXGQI0Gg04fB6tTuyrpsR+e3e6vtz8vC7/Zrn5eeALBWjXxI4Or7CwEO+8+w6YIr5PGiZ3MfUWa1ffJ2ekoeZyXdCvLRQUFhZiw4YNIFjMgDVf/ug/vcEXCqCKIR2o0WgCw80Imae+dGHpfHxRcxJf1JwEANv/003G7Ns3G0347ptvY0736ZlCAFkA3uz8L7PzMwohgDmwJmNzOv/evVCr1WDzeBE9ByaTCSabCa1WG/Zj94yQueDo0aPY+sNefL7lI4f5/kdfegrvvvQGaiovAp0rH0mS7DLf705H4Ql3GovWhkaoTv6BJfMXBP06g01dXR027NiGG+650+u2gdR065PbDyajEQ2SGgctBgCXGo3Mq6/Cd+9sw5srX3M7FRNNSCQS3HrbODTU19v0dXT6jzt9Cl3dj73H2wevvonqsxUYOXIkysrKonq6VyKRYNq0aTh77iz6D8n3yXPNGa8aKA8+eu4w6g34ZetnWPP3V/w6p3AikUhw2+3jUVdb67Lv0fFflJyvhNFgxNX9+3W5R2k/B89V4Kqr+uCH77+P6r7nDYlEgvc+34Ebpt3h8R4FfNOQOdNUVw/NmWosmRf97wlPXLp0Cf/5tAw33O34DvHXV7Gpth6vPrYUNZUXQQDoO3ggnv2P9374c9lulMx9HBkZwa+S0uND5iNfff0VTqmbUXBdVz8jyv+lrHQD0nv3AofHRUpGOs4cOYZPzh122HbQmxt8+nXoio52NU7u3odXn3vR+8YRpqKiAtu+34vrJ90W8mP56mu0/4NP8PKy5UhI8M0WIRKQJImnV76IkdPvpF0TNBDfMXdtJbJ4SGZw8NVXX0W9f5s/prCeuCtnhG2kB6Dno+cOkiTx3TvbsOblV6JedF1UVIQ+fbMx9uH78PuPh3zqR/Z9UHLdODyn19u0tF9v24mUjDTabUmbmtF29BxKnljs97VEAwcPHsT+6rMovPmGkB7HoNPj0LZd+OdLK4NqrxFuzp49i09+3odRdzh6L/r7fCuZMguyljZMmGU11/562w6kZKR73ffI7m8wd9I9Ifkx0DNl6SNN0ja3Kzyoeld6rQ4vf7ihS21KewJNxgCALxJC3dEBg8EQcFuhRqvVdikKGyp8rQnH5nEjMgTtD+3t7TBYLD4VaPc1HnTaEvdKx6RJkyJS081X9Hp9l/p3vjLozQ24K2cE7soZAQC2/x/05gavNSs9QRAEWBxOTGihysvLccPNN4EvFPrcj+z74HN6A0xGE6Y8PBtTHp4NRZvUp7aYLFZMPPO8UV1XC3FaSsiPw+FxQXDZkEqlIT9WKFGr1WA6lU0C/H++Sc5XQtFZT3rKw7Mhp9kPWTwu2tvDb33Rk5C5oE0mhTDR9UgKpXHg8nl48cH5yB7Y36E2ZbAhCAJckQBKpTIk7QcTrVYb8EuRLr5q0FhcTswkZM3NzRCmiH3aJ5jeWVRbBJ+Dd959JyZ0PHq9HgQrsOloTxooOj56nmCwYyPBKCwsxP7vvofZYva5HznrPFlsVhc9J11YbDb0nSbRsUxVXQ1Ss4I/7eUKYVoyGhoawnKsUKFQKcEWdNWQ+fJ8G/TmBof9kux0xck0+yGTH5mErMep3wVVEgneefdd1FRe7DJfXbJuFVYvXA6j0YiG6hqQFhKXqy9hxfvrfDqGK18uFsta95IA4TDXzRUJoVAokJ7un0loOJBIJJj78Fz88UcV+g+hp61xxhedAPXvsHXN2zbdU8mUWW5rEmb06oWxQ6+NCT+3pqYmcJOtCRndmDjHg7p+W5v+xHb1Olx9dTa+27cv+BcZZHR6Pdjs0D3OqJjUVFywacgYBKNLnN3BZLNiYoSsrKwMN48di29vuxu5BV37EYWr/mTfB/vk9gNPwMe2Netteilf2kpOT4XeEP3x8oRGo4FCrUZCsudqG4HUnbVHlJ6CS3V1MfEDyh1ypdJhZsC+1nPtxSpsXb3OwbfSHnv954RvfgAIoO5iFcxmM7auvlIZQiQWo6m23qsP3tbcXHz11Vdh1TD2aMicMBgMyO6XgwkP3odJc2YGpZadK5w1KacPHwWLxQZPyMcds+91mOs+8cNB3Dnseowa5XLaOSooKipCfkEB8u74Ey6Un/ErZoHooLzVJHxnxWtorKjC6dOnvbQUeT765BO0CEn0H5ofNG2YP+0opTJIvj+CF56k54MWST7/8ktUGhUYfG1wCqIHQ/9pz6Gde7DgvgfQp49/iw3CyfOvrsSwyeMgSOhaAo0iFJpF+7Ze37kZP23egTf/8bq/lxFxLl68iM1ffYbRUyZ43C5YsWxtaITs90qUPBEb9iqu+Pemd8Ec0Au9c7IB+BYbatsPXnsT6b2yAJBISk9FUqr1/Tps9HVetZ9UG0OLRuHox1+gukoSdP1sj4bMBxQKBdqaWzBpzsyg6HHc4axJ0Wt10Ot0UEhlXea62UI+pPLoLr1SXl6OP996K4QJCX7HLBAdlKt97T8rGn8rKiuD/+8YChqaLyOpU3cSLG2YP+2IksSQKmUwxsDUkclsApMZvMdZMJMxwFqbMVZKUWl1OrC8LD4IhWbRvi0miwWT2QKz2ex3u5HGWovWu34sWLFMzkhDQ1NjTNyv7lAoFQ7G4nRjM+jNDag8eQYfvGZdbd/a2ITWxmY8cKbC9n6lo/2kjpeUloKRo4vCrp/tScicUKlUyOzTO6i17FzhrEnh8nng8nhISk3pMtctTBBBGuVu/YWFhdi750uQFtLvmAWig/JWk/DogZ8wYMAAn88p3JAkicaWFiQmW00jg6UN86cdJpMJrkgUE0Jhs8UCIppXlzGImEjILBYLDEYD2F60oKHQLNq3ZV0IwYJOp/O73UjzR001Umjox4IVSxabDU6SCE1NTX7tHw3IlUoI7Goh042Ns/9neq8spPfKxH+HDra9X+loP6njMZhMfPv1N2Gf/o3iJ1hkUCqVmD5vLg7t3YfiEX/Cob37bPqkuweNQsmUWTh9+Kjt738bNxXTB1+PyTkjcG/BaJw+fJTWcUrWrcKhvftQU3EBZ44cg9FohNFogLS5BdvWrIcoSWybJ+cnCNGmiO4RsrKyMhz97TeUTJuFQ3v3edTWNNXW2+K36I4ZWDRhBu4eNAoGvQEHdu2xxZ1qw377kimz0FRb36VNKp72+9p/dvboCTz1dPRPvSmVShAcFqTNLVZN3LkKbF+7ETOH3+Q1roD7WDnHx7lPu4opAPCTEtAaA8bEjE5PQGfo9B1/8LldEiFx/Q42er0eTBYLzXUNHq/P1f3mL3OeWYLtazdiRv5obF+7EXOeWQIAYMbIylRXkCQJSe2lLoJ+V/3GXSzd9TFPfU+YloK6utgwdHZGr9fDYDaBw+XarrGq8/lXTOP5R8URAETiRIiSxKg+b32/mowmnDlyDNXnL3hsh2rjsZsn4vTJk/joo49Ccq3u6NGQOfH9D9/jcHMNho+5YsjnPI+9fe1GzFw8DxMfvA/Fw28Cl8fHf378AqXLVrj0IwuUdoUSlV//jJeXPxvUdoPNmvVvIWVkPtJ6eS5IbR/P+bdOAUBgww+73GoEgqGxqDxxCgOZ4qguBeT4vi6CtS7jAgDrAeyEtdaiN+ju53v70fyo+HT3LtQQHRg4YqjD58HUOgXS7uFPv8Lj9xQjOzs74GOHEoVCgX+8/Sa+2PlpSOLmCnex/GXHl1h0/1/Ru3fvkBw3lLS2tmLVO+vx59l3O3zujybKeVtPbVSfv4AkmQ4P3j875NcYbFpbW/HGe//GzfdPC+i+DZb+84f3P8bKJ5+BSOReS+kPPRoyH5AqFA5DpkDXeWxdh9b2d5PRBL1Oh8SUZLd+ZIHCFwqgale5HAGIJvQGI5gs7yvd7OMpb5NC0Sb1qBEIhsbCuow+ln5tl8OaLAk6/6SrZaC7n7/tRycsJgtmc9cpwWBqnQJp12KxxIRhp1arBYvLCVncXOHuWCxO7FjVOFNXVwdhRlf9mC9xdbetpzbSemXi4qWaoF9POFCpVOB0rrAMpP8FS//JFQmgUqmC0hZdemwvnFColOD3TXP4jJpXprJ1qqblxAfvA4vNApfHg0omD5kfGYvNBpjW2loCAX2z0HDz3P8to7nlNZiR/xOsiUAvAMDknAGwjtRcg8k51pVyL+IlvIyXnLZ33IY+w/HfsvAOP/sKSXauFjTI8d7fB2HMnc/b/UIchNW7T3lto2QKvf3obtfa0Aj5iQtYtmBhUK4xVHDYbFh0pi6fO9+7wdKD+tquxWSOepd+4EpCFqq4ucLdsZhcdswmZJJLNUjMSO3yuS9xdbetpzZE4kSo9ToolUqIxb55GUYalUpl8yALZ/9zB0doTcjCOUIb/T/ZwoxcpQRf5DhC5jzHv+L9dTiwaw/uLbgBJqMJmvZ2zL52LI7t/xlpvbJozfXT+d4ejoAfEaO64CCBdYqM2/nnKlinyJIBpHT+mdz52WIAIgAEXsLLAA4AKAOwrfPz5fh/9s48vIlqf+Nv9qQL3Zt0pftGgSooiKiI4sIqKlwqeEG8bleQIlUWRa9yBReQKuIugoLlinpZRMEVlwsoqIUiZW1L6d6mzb4n8/ujTUzTSTJJJsmEXz/P46Mmc87M+facOSdz3nm/gK63TsdzFAJg9f4TBuCjPudtam72VwNpo7Wz3aYftPaxzc+vR13NGUzNGI5pmSV46IZpeOTWGaT9pm+5Chj0BtJ+5Uy3A/Ttl2sefBRnzp4JSNt9QcDnw2TsvyCjU+vkS70WsxlcCk+Pg41WqwWHz/Nb3Mhwdq5QXpCdqa+FhbBQ1ouR4exY6+ezho3F9lfeRO3JU7b6WSwWIhJj0dhIj1YykHTLZFCqVF5pZ61QmVOpzrvcMGHADdkHFmQOyBRyCB2eQknSU7F21zZ8duYo1u7ahqGjrwCfz8fcZWXYUXMY8UkSxCeJsaPmMG6ceRvWLuwRj69duLQn7+WxnzBm4gTb51bcfW8PTySESqWiv8E08vgzT2FHzS/YXX+8zz95w6dh3vKrsaPmR8xbfjXyhi/E7vp3sLv+CHbXf4Dd9R/2/vc7EIb9AyOvvxxbfz8AABCGTcTuehXyhpsxb3kZdtQcwrzlNyBv+LR+5+DyzuGya8dg1qIHEBbJBYs9x3be2x8owpuvvR7cAFGgs6sL4YMiIUlPtfWxnOIi8AQCxEnEmL3kYbQ1NEIlk5P2G/tyO04ewrjpk0j71ZY1FZi16EHsqDmMWYsexJY1Fbbv7Pvl1ZNuwq4dnzJeXC0UCmE29rdIcBy73iYd97Ves8EIPj8wWSx8Qa1WgyPg+y1uZDg7F0fAh1qt9tt5/YVOp0N7lxTv/OvFfvd3T+Lq7Fjr59lFBZi16EFUHv+5z30gIjEOdSG4bSmVdeOTN97ridnxnzFr0YPILirwqP9RmVOpzruCCBG6ZTKf2uQpAwsyOywWC9QaDaVtR/s9blmnFN0kOih3++Ce7JNzhcy/OZlMZrDZ/dPXeNLOpRotjnz/E2ZfPg4AoNVoMSVjOGZXn3QbS5PRhCUVq3HHg/dAr9WCsBC2MtffMQWNDH/7iCAIdHZ3IaI3bZe9V51eq4W816POZDSR9jcrVOLt6hj77ybPnYXOtnbIAnxj8hShUAiCof5LBEHAZDBAJPJPejU6UanVpLkEgwFfKIQ8BHcFGhsbER4fgzo/6/CcjeE4SSLO1tfReq5AIO3uQnPdBZ9i5uu9zx5RRAQ6A+z/ObAgs8P6uJ6K+NYxb1tMfFw/rxR3Hiqe+M9wRALGL8jMZjPYJOacnrTzhTARrrj+GmzrfUImChNhT/0xbBta5DaWXB4X68pW4NM334dAJAKLzbKV+WHnF0hOTaG1vXSj0WhAsGHzgLL3qhOIRIjq9ajj8rik/c0KlXi7OsbxO3FqckgsyMx6Zi7ITEYTOGxOSGxZKpRKCETMWJAJw0RQqkNvQdZwsQFhCTG0erWR4az+WHEiGpqbYDL138JnMl2ybqTn5fgUM1/vffaER0ZAKgus/+fAgswOtVoNnrB/YlMy7Pf3rZ4nzvb6nekFPNET8IQCKFTMvjlZLGZSc05P2rly0wac+OUo5vQ+IbPmCKUSS3F6Kv748SC2v/IWTEYjHl2/2lbmtwM/Y84982hrqz9QKBQQ2OkX7b3qTEYjpK1t2LZuI8TpqaT9zbGcq3i7Osbxuxn//EfA3zbylPDwcJgYuq2q12oRSfOr8/5CplL0ySUYTIRhInQrmd3vyDhbX4dYcaJPOjz7BNnOcFY/j8+DIMQMYgmCgFQmw5KKNT5pF32999kTFoQFGfN/sgUQrVZrezrhmPzbaDQiLScLIIDG2rp+SWDtE8SuXbgUc5eX4Z1nXsSFU2dBADDoDf3OZ9UCUIEvFEDF4CdkBEGgu7sbj02/G3UOSXI9aefQ0VfYfNxOr38DQ0f3+MF1NLeg4ex5mAxGNJw9j47mlj66Akl6Kt74dle/+q6bNhEAIG1tQ+eRk742069Y3zJyTDb8+re7PNLwkMWbLIGxs7+Jtby1zGtPrMK+nI/wxd4vAppo1xMiIiJg0Hjm6u4qqTNdCZ8BQKfRIioy0quygUauUCDC4S3zYCEME6EjxLYsv//+eyx84CEYjUYIw0RYuWmD7R7miKs+lv/Kmziz+CG0NjRi9QOLbfNIRn4uVry93nZftSZ0t8471jrC4mPR0NAQErlTgR5TWJPFjNScTLdzhau4OZtrPBnP9sfGxcfj73f+LWBZXgaekNmh0WjA6V2QWYV/GQV5KB41EpmFeVDJ5FDJFaRiQEeh4Kr5C6GSyTF7ycOYs+RhqOQKl6J9dwhEQijUzBX1EwSBr3d/gaspvqRABXs/mVXzF6J41Ehs/f0AikeNxKr5ntkwsNhsWBju49azIBN59LIHVbyp01pm9fb3MGLkFSgtLfX5OvxFREQEjFqdR159rmJC599Ap9YgKnKQ1+UDiVypgJAhT8hE4WEhpyGbPHkyUjMHU7pPURWgu5pHnNURlRiH2oYL9DfQT8jlcggiwills/DlXkaljP2xeUMKMWvWLI/a4gsDCzI7tFotOIIeryDH5N/1p866NDElM4/t7pRi4C0ucgAAIABJREFU2r1zMO3eOZDZJQv3Br5QAJWG2U/IOtrb/SZi1Wm0KFu3ymsDXhbIU+swCYVSCa5I6BdTTm/qtJaJio/FlWNGBzzRrifw+XwIuDwYPNi2pPpig69/A7VSifho90mmgw1BEJArlRAxxOuQLxRCq9eFlBZKo9HgjvvnUbpPOfax2dUnMSVjOKZkDAcATMkYjtPHTmBhW7vTecSVsL/2YoN/G0sjPaaw1F568eVe5qkh7xXjrkF1dTXldvjKwILMDr1eDza/Z0HmmPw7oyAXMfFxiHYipnYUCgrDRIiJj8Ou97Zi13tbEW2XLNwb+AIBtAxOtEsQBBISE/0mYhWGiVCxZKX3BrwsFqmTO5OQKxUQhglpEwPb61C8qdNahsVmYf++fQFPtOspsTEx0CioP0X25MUGX/qyTqVBXG+yeCZjMBhgIszg8plhYMtisSAIMf9FoVCIPR99TOk+5djHtg0twp76Y9hTfwwAsKf+GPKHF2ODONHpPOKsnw6KjUGXQgaNRuPfBtOEUqm0mcK6w5d7GZUy9sceO/ob8vMDZ0o7kMuyl9raWkyaNAlnz51D9pACzF1ehi1rKpxqyFKzMgEW0Hi+R0/mqBlLyRoMAGiuvQCCIMAXCmExm5BVVNBv/7r68BGsmr8QOo3Wqe5A0S3D+a8P4qnHltHSXroxmUz4xyMP49DBg3326QFg9f2LUX/6LFgABhfkYsVb6z3S47Q2NGLl7PvRdrHJ9plkcCqe/fAtyvV0d0jR+NPvWLGYajaBwPP+tg+hEUeALxDQol+akjHcdnP3RhP1l47yNBLFifjphx8ZqyEDgHc/2AxjSgxSczIpHe+thszTWB7d9z3uHDMeQ4cO9b2RfqSzsxMvvLMR1941PdiXYuPQZ1/gwTvuYnwOUKBnDrlqzBi0t7UB6FlQsjlsZA8pJO0jrvqRdexWHz6CZ+YtgKH3x3hKdgaefn8jgJ6ttfMnT4HH48FkNPabWw7v3If5k+9AdnZ2oELgNd99/z0OtZ7HsDFXujyutaERz8x7GE219QDcx9i+nLsxaz8Ps9gssNhsJKWn4dWX1uH2228nrdcbXOWyHBD191JaWoqrxozB7KcexfnqGmxZU+FSXOiY/HTLmgqbIad9QtRddVX9jl27cGmfuq36qLJ1q1CxZCVWzV/YL0E5j8+HVs/cJ2QAEBUTTZoYXCVXYM6ShwEA+7bt6Nd+d6xduBRmkxlxEjHS87LRcOYcTAajx/UwHYVSiYiMBCSmJtPeLk9erHAsYzab8d2725GZSW2hEywk8QmokVP3DXIVE1ffWTUmz21/l3Q8O6JXqhEby/wtS6VSCZ6I2lOKQMETCUPmCVlpaSnyi4dg/b4dWDRxJgACb3y3y2kfcdXHTi96EECPgfNdix/qM6dI0lNtc4q1D5Il3xbGRqO5uTkkFmTdclm/DDlkrF24FHqtDnPKF+DLrTugVauRnJlu04V5M56tOM7DJ345igXPP42wcPfXRRdB27JksVgcFov1B4vF+rz3/2NZLNbXLBbrbO+/A/qMv6qqCjfeNAFhERGU9qXJ9qS9SQYLUNNHcXk86Ene1GQ6tTWnIbPT0nV7oaWz1iGXdmFJxWrIpF1e1cN01Bo1+D6acuatf6OfDmVKxnBKr9E7g8PhgMVhwWBgdv9LjE+A1oMtS2/xRI9CEAR0cmVILMgUCgX4fsjF6wvcsNBZkFVVVeGyq0cjMibKqVk4VawvNHk7pwBAVHwM6huZbYZtpVshp6RdtJ9P5NIu6LRa1J86S4vWlmweFoWHoTuAlj/B1JAtAlBj9//LAHxLEEQugG97/z9glJSU4PM9n8NiMlPalybbk3a2T+1u/5qKPorD5cBoMjJamE52bVmF+Yi209LFeKGls9YRFReLdWUrEB0X63k9BAE22/0bPMFEpdWAT9EHzxlnFj/UT4eyp/5YnzdWvYEnEDA+r2BsbCwMCv+/+OKJHkWv1ULA5YWES79CoQCHoo4nUPDDhAFPX+Mt+fn5+LO62qVZuKd4O6cAQExiPOqbQiOnpUwhhyjC/YLMfj6JiouFUCRCRkEuLZplsnlYGB4GmTJw+SyDsmXJYrFSAUwC8ByAR3s/ngZgXO9/b0FPVmnf3/enSGVlJSbcNAE7Pv4PUnu1YrfnjXS632z1f9m67rU+ein7z+YuL0P5tNk4f/IUGs6ex9a1G2z7/Pas3LQBq+YvxJzLx9k0ZI6w2WywWCyYGZikuLa2FrNmzcJvv/+O/V98+Zf+ruY0UrMzIRAJsXXdRpuGjIrZn70PHJvDtWkopK1tAIuFDId6yDQCAGyfpedm447b7/BL++mAIAhoNFrwBfTnO3Snh/rL54gAXyCA2WQCj8/vo0vh8HnQMfilEgCIj4+HVu75r1lrfFzpcewp3/ACVt+/GJufr7D16daGRtJj5dJuJCWKvWlOwOmWy/1ieeGLp5soIgJdcuYvyGpra6FWq/Htf/fg252fIyVzMHgCPkqHjbVpkMunzfZYD+psnnH83DrX2Mc4ISUJnTIpjEYjeDxmvKjhDLlSiVS7J2TO7ucGgwGdLa3YuvY127Hnjp9Ew5laPL35tX71OoNszMcnS3D0wE+Yc/k4sNgsPLp+NURhYWgOoDlxsJ6QVQB4HID9a29igiBaAKD334mBvKCsrCwsW/kkXt33Kfh8PsZNn+TSs4Qs8avjZ1vWVGDMxAnY3psoNctJolSrGeru+mP4+ORhp0aCbA6Hka+Al5aW4o477sB9ZQttHmxWH5dxt01CeGQEdtdVYVddFV79cgelG5K9D9ywq65AzrAizFu+GHnDi7GbpB4ynxn7z0aOvwbbP/jQn2HwCbPZDAthAZfGG6dVh+LOb8vqcxQnTgSPxweXx0PxqJHIKMizHc/l8xmfYDwqKgqEwQSjh1v71vhkFub1azcZkvRU8AV8zFtWho9PHsK428gTuAM9L+OkSJI8bkswkMq7EUbhKYWn+OLpJooIQ5eC+Quy0tJSjLjyCry8pxLzlpUhPDICr365A1m9CcC3OyQAp4q7BOOOc419jDkcDoSREejs7PRHk2mDIAgoVSoI7PSLzu7n426bhB01hxGfJAaXx8Oc8gWYU74Ag2KisGVNBeVzko15k8GIeIkEO2oOY+7SMuzZtA2CMFFAM+QEfEHGYrEmA2gnCOI3L8vfz2KxjrJYrKMdHR20XpvFYgGbzaLNg4huPykWmwWLhXnWDVVVVViwYAG4XI7Ng83XdpP5wLmqy52mb/ydU9Hc2ERalgkYDAZwePQ++XSnQ7F+Z/XLk0m7oNfpoNfqemJ++q+Ys3kcxi/IWCwWkhITIe/yLN2Jra+dOtuv3e7KuOvjqi4ZUsQSj64nWHTL5RD5IcWTL/fBsPBwdMsCt2XkLVVVVcgrHoKEZInHWi86cHYeYfQgtLe3++WcdGEwGAA2q8+PUXf38+5OKUxGo9faZLIxT+YzKhAKoNZoAyYVCsYTsqsBTGWxWPUAtgMYz2KxtgJoY7FYSQDQ+2/SXkQQxNsEQYwkCGJkQkICrRdmtljAYrNp8yCiO7ksi8Vm5IKspKQEr7/+OoxGIz7fsh3CMJHP7SbzgXNVlztN37cf70Iyg9OI9CzI/LOt4M5vy+qXFx0XC4FQCIFI2BPz/L9izuZyGS/qB4D05BTIOqUelbH1tYLcfu12V8ZdH9fLlBCLQ2PLUqaQ+yWPpS/3QVF4OGQKOaO1swAwfPhw/PDdd+AJ+B5rvejA2XmEUZHo6KT3wQXd2KcstOLufh4THwcuj+e1NplszJP5jHK4XLDYrID9GA2qDxmLxRoHoJwgiMksFuslAFKCIJ5nsVjLAMQSBPG4q/J0+pABwIZ33oSwMB0g+nu8pDrksbTXSTnTRbjTNZGVcyxjf574hATs2/sFhg8fTlub6aC2thalpaU4+ttvyC4uxDwKsXEHWS7RbBe6HjIvt4TkJFss03KycNesUvx75dN0NZtW2tvbsXbTW7imdBoAat50VHGlkQLQR0PG4/FhtC68erV6K95aj+YztZhy2RhcfvnltLTXXxw8eBDfnD2Gy8ZdTbmMu/iQjVcquiiCIPD9+//BqsdWIILhycUJgkDZk8tx/fyZ4NCsUfU2j6D12D+/+gnPP/E0hD6+8OJPjh49iinTb0Nne7vH/cQRd2XI5oh3/vUiqddj/amziOk2YM4sZqY9q62txZ133onjx48ju/gvLzFH/zWgx4ONx+ej8XwdUrMzYdQb0FR3gdTfkrJuliDAYrFsXqEJyRK0NTb1KfPDh5/iiYfLEEOTubMrHzImLcjiAHwMIB1AA4AZBEG4NBWie0G28d23wS9IhSSt5w9n7x/20PhpAFh447ud2PvBf7D9lTcxa9GDffxhqPg8OXqSOZZz/N7+PK8+8gQ0XTLQ2WY6WfzkMlw7bwatOiiquItr28UmaE7W45H7fXvb0F80Nzfj1Y824+oZkwEAM4tG9/PEcfSm8xR3MXJ1zB/f/w+3FI3AlVe6Nm4MNrW1tXh39w5cNf1WWuqjEjNnqBVKHNv1NdY8+S9arsWfqNVqPPnicxg/P3B5+8ggi/fUv92Jx//xT9C9I0InZ86cwYdf78GVkyf4XJcvc4Tj8dLWNnT8+iceW1jm83X5g1GjRmH8+PEwx4ajo7vLdu3l02ajq70DBIFe78nzYLGA2MQEn+dZV/M62fj++T+7sfjv/4BEQo/0wNWCLKipkwiCOEAQxOTe/5YSBHEDQRC5vf+m7vBIEywWC7BbnzruWdvvL3urk3KnKSDLiWn9/+FXjAhoXi1PYbM5ICzBWeC7iytBEOCwOUG5NiqYTCawOX8NR19zd5JBRc/i7BgWQ18ocUQikUAjldG2xeWLBqi7Q4qMlDRarsPfqFQq8BmQw5Is3vwwEVQq//vL+YJMJgOPpu1eX+YIx+PDB0WiszvgUyllqqqqMHPmTAjDw/tp77rtvCflHnpPUs1T6yo/tZUeD9DAbFkO5LK0w/ro0orjnrX9/rK3Oil3mgKynJi2vFq/HsWwYcNobTOdcNhsWIjgaNzcxbXnhQ3mdveeBdlfC0afc3eSQEXP4uwYNocVEguysLAwRIVHQOWF/QUZvmiAZCG2IGOCSz9ZvLlCAeMXZNKuLggi6PGa82WOcDxeIBJBZzAwVv9ZUlKCDz74AGZLX/9Pq7bV6j0Z5aH3JNU8ta7yU1th87n/PzRkvkL3luXbmzfBMjgeKVkZAPruQ6dmZ/bRkE2ZPxsblz9ry3vFZnOQPaTArXagtaGxT27HlKwMcHk8p9o0+/+Pi4/Ht199jSFDhtDWZjpZ/u9/4bLbb3EqDPbFj8hdeXsdEIfDhaF3AGXk52LF2+thMprAaejE/fPm+9xOf3Du3Dls/nInRk29CQC9GjIrVOLv7JjjB3/FGEk2rr/+ep+uIRBs2voBtOIIpOfl+FyXL332173fYNZ1NzN2vNpz/PhxfHb4AEbcPI70e3+OXXfHtdZdxIS84Rg9erS3zfM7H1Zuwzm9HNsr3iC9d7vSENt/Zq+NAtDjC2g29dHPOs5LRoOhT85ks8nYx0fwuptuwHOPPcHILd/a2lpMnToVp06f7pdD2t5/0l7PCrjWYQPkulCrDvzi+VrweDwYDQZwuLx+c4VjXUe++A6zrrsJRUVFtLSZsRoyX6F7Qfb+tg+hlUT2JBF3g3Uf+ue9+xEdFwdZpxRjJ9/cZw+crj1sK9+88xFeeupZ8Pn0m4fSwco1/0bxlPEIiyQXMPuix6Fa3qo9uGX2DADAvm2fIDYxHovWrYKoVYl7Zt/tfQP9CJ0aFH9w4vBRXBE/GDfecEOwL8UtB374AT83nsbwscGdwA988AmeXLCYNjGwPzl06BC+OXccJddeRfp9IMauM04cPoqRcWmYcCMzxwYAvPr2G1hfUYFxt01yqe0C0C8O9p/ZzwcPjb8N9vkw3Wk+rcdHJ8T1mZO+2vYJfj7wA2Nz0f7yyy/Yf+oPXDZujE86VzLo0IH/tv8Abh89jrbdKcZqyJgGj8OF2WSmdKw77yI697CBHg2UhYEu/fZwOByXthy+evJQ1UB12+XOlPXqDixmM3gc5mrILBYLWCzmDkcWmw2zhdrYCDYpycnQSoNrJqpVa8AlgOjo6KBeB1WUahW4LrJEBGLsOqPHnJPZW5ZKpRKN5+rcaruo+GtZ5wMq+TDty1qPd5yT2pqboVb7P6WYt5jNZrB65SS+6FzJoEMHzuKwYTYH5t7H3BkgCPD5PJgp6mTceRfRuYcNABazGWwWm9E6KC6H4zJ+vnryUNVAxdjlzozu1R2YTWawGSzqJwgCYHCqTRYLQXthw1OSk5Oh7qRP2O8NXW3tyExN73lRKARQqdUQCJ0ntg/E2HUGX8CHSsPcBQUAKNQqm1eiK20XFX8t63xAJR+mfVnr8Y5zkiQ9jdEavB7riZ7/9kXnSgYdOnBHbbk/Ye7sHgREAiGMBiOlY8s3vICDX3yNupozOH7oCM6dqMHm5ytg0BvQ2tBo+750+DU4+MXXffIuTpk/G1teqMCMwtGQtraDy+OSHmePyWiE0MUNkwlwuVxYzM6fkNliMmwstr/yJs7/WYOZRaMxPXcEyqfNRmuD60S45RtewIGdezGz6Ko+sbbS2tAIg96AztY2bF37Grauew0RUYNQvuEFWCwWxudzs9La0IjyabNxe95I0rh4+n314SMuj3dVp/XzJ0rvQ9miRaitrfVfw2kiPDwcMRGRUHYH7ylZV2sHsgdnBO38nqLRasATCPr0g0dumYFHbp2B23NHoP70OWxesx4zCkf3jD2Dwe14tcfV/dCR6sNHMLNoNKZmDMfMotGoqzkLNYMT2xMEgdaWFmg1GluMPlr/Bh5e8xQO/HcvZhRdhS29MZu7vKzvPfDkKaiVKny0/g3MKBwNRbccApEQpcOvQUTUIERER7mMmX1crcfX1ZzBiV+Oov7UGRz84mv8beED0DI4fvbMXV5mi8XmNeuhVqr69TNP+lKf+ERHISJqkK3cyk0bKNUTyB92AxoyO7759lsc6byA4tGk27tO8VQf4Y3HlEquwKkvf8QzS1d4dG2BZN3GVxE7ohDxSa6dyW36u8/3Izo+DjKpFGMn3UxJV0JVm+f43ek/jiOXE4VpU6bQ01iaqampQeWBfbhi4g0e+xD54lPkrk7r51nFBbjw3a+orq7GL7/8ErC4eMuHlR+hO5qHzCL/OKO745c9X2HOjZNRUFAQlPN7ylvvvwdkifHyouX9NUm9TxaqDx/B0NFX9NPL0o3j/bH60BH8+6XnUb5gEe3nogODwYD0zAyYCUs/7SrQXzPmqDGmohXzhZrfqjA0LAG33kKPNx/dHDx4EN+eP4GSa0c71QD7o59R5fdvfqTVFHtAQ0YRkVAIk8HzV/s91Ud44zFl1BsgYrBTNQBwOVxYKOy1e5qnkqysO22e43cWiwVcLnO3LO3x1IfIF58id3VaP+fz+Zg8ZQqqqqr813AayUofDFl7cJIqEwQBdUcXUlJSgnJ+b9Dp9eDxeOSapN5xSpbj1C/X4nB/1Ot00DE4j6per0dnWzupdtXduKKqFfMFLo8HjZ3jPdPo2RLs2VlxpgEOJgRBBEwqNLAgs0MkEsHihV+Lp/oIbzym9Hodwhlg3OgKHo9HSfzoaZ5KsrLutHmO35lNZvB5zHw7FUDPgO99WO2pD5EvPkXu6rR9rtNj797PUVJS4p8A0ExaWhq0ncHZslTJFRgkCkdkZGRQzu8NemNPcntSTVLvOCXLceoPHO+PApEQBiM1KUkwMJlMSEgSk2pX3Y4riloxX+ByudAz1IcM6Jk30Ct1caYBDiaEyRwwucvAgsyOsLAwmPWeD3xP9rQBYOWmDTjxy1HMuXwcTvxyFCs3bXB7DoNWh8hwZufDE/D5MBvdP2G0xqv+VI/Woa7mDKW42Zcli7Wr7ywmEwQMtQsB+v5KdNefPP2eilbCWZ3Wz5+9ZwF+/ulnVFZW+ikC9JKUlARtt5zySzp00tnShqz0wQE/ry8YDAZwuVxSTZJ1nBqNxj7aJCrj1Rsc74/L3lgHg5G5CwqLxYIps+5ERHQUtq3biK3rNtq0q+7GFVWtmC+w2GxYGPyGNI/Hg6V3nJZveIE0jsHEYg7cgoy5HgpBICwsDCYXj8admXVK0lNd7nGTmR1SyUvomAQ1IyMD144eg6ws9z5pwYDH5UJr7j8BkrWfqibAWZLxZz54A1vWVOCfN97WxxzQWq/jOSfePQvcDOYadLLZbNtbjO76kzffOzveMU6vf7OzjzGitS6rMSxT+54jPB4PSYlidHdI3Woa7fHWANW+nDg1BS+vCe4k4inG3kwR7vqWlT73Jjg31XRXB1msh46+os/90aDT41DtLm+aFRDMZjOi4+Lx6pc7APzVrn/eeJvNUNwRsnsVVcjiBjg3S2WzWTC5sCMKNj0Lsp4FoyQ91RZHT7Cfm/lCARJTktF6sdGrMWxvJptVVIAbpkwceEIWDMLDw2HQON9rXzV/IYpHjcTW3w+geNRIrJq/kFK9axcuxZiJE1B57CeMmTiB8uBbu3ApVDI5Zi95GDfOnA61Wo3S0lJKZYOBgM+HieQJmbftty+bUZCH4lEjkVmYhzETJ2DV/IUu63Q8547X32H0W5YcDgdEEG6alP82BMFoDzwyctMzIW1t86iML2PVWi6vqACrV6/25pKDhqcvd9nfm+YseRgqucKjcW2tg0qsWWx2UC1MPMW+XSqZHCq5wmUbPe1zZMe7rCOAtg3eIBKJYKbobuAM+7mZx+OjteGi12M4s7Bnrsko6Jlrdm75CCIRPWmx3DGwILMjMjISRq3Oaef1NuGzt6aI9gLHUddfC5lMxmhRtYAnIN0i8sUU0tkLAO6E6o7nbG1oHFiQkUD1b2MxE+Aw2FiXjMzBg6Fs9yyxsi9jddLf/wYuj4eCoiLU1NR4c8lBo8cLirpnGh3ia6qxZrECaz3gKWw22yY3ADw3/va0z7kzl3Wsg7BYwGGwf2VYWBhMOt+2pO3nZr1OB5PR5PUYdjTWbW9uGViQBQM+nw8+hwujnrxzeJvw2VtTRHuB4//2foX4+HhGi6oFfB5pAmpfTCGdvQDgTqjueE5xagqjF2TuPNz8BdW/DcHwLBFkpKSkQNPZ7VEZX8bq3g/+g7bGJtSfOsPocUoHdIivKfc95q7FAPSVGwCeG3972ufcmcs61mExW8DlMHfshoWFwejjW6D2c7NAKASXx/V6DNsb636+ZTvixYkIC9ALdQM+ZA6sfvklpF03EtHxcbbP7PenrVg1ZAnJSX00TgaDAXy7xK6u9vetOoz6U2dtd52MwjyseGt9n++tGrKioiLs2bOHsTqe77//Hgdbz2PYmCsBONd/WWPiToNSffgInpm3wJZglsfnw0JYkF1U0Cdxb2pWJsACGs/XOdVUTJg+BY+UzkNeXl5gg0KRtrY2rFz3PL7e84Ut8fzg3mS6nuhyPIWqZuqPb3/CpOGjMWLECL9dC91YLBY8/sxTGH3XVAgoWsb4qiE7/+cpZGZmYv++fYwdp2Q8+9LzyJ4wBoNioiknoadTQ2bVWjXW1vU7p16nw6+Ve/Div1bR2WTaUCgUeKbiJYyb2+Od1VfPJERMYhzaLzbb4nTfvx7vk3R87vIyvPPMi31i6XiMfTzI/j4dzS2k+mYAOH+iBsl6DmbefmeQIuQas9mMR59agfH/KO1nL0F1PNrHnMfnA6weqyi+UIiEFAnaGhqdJit3jOu5P2tAmC22p7IxcXE4+uuvtI3ngeTiHvDW+++ByEhASlaG7TNXRq6OJqeemCdaTfAIAkjPy0bDmfNgsYDYxIR+Zb59bztWL3syYCt1b7A3+APcm7i6MwCkaqBLxZj38Gdf4v7bZ2HwYGa+/dbV1YUhw4fBZDbjltk9N85923aQ9oVgQHeC3UCx8d23wc1NRnJGekDOd/SrA5h6+dUhtXAF+v4Q9TWRuDe4OqdGpcaxnV9h9RNP+/UavEWn02HZ6mdww709+l53xsxUko5TTXxtxVX8Tv12DIXCWEyeOMn/wfCSJ1evQvGU8Qgf1Ncqxpu+SJpwPT4OzfUNMOh0GHrVlS7nWvu5SavW4JvKz5Cfl0ebIfaAMawHJMbGQ61Q9vnMlXbMUePkiXmiVYchl3ZhScVqyKVd6CbRYhh0enDACtg+trfw+XwQdluW7kxc3WlQqGr2qGgwzCYT+Ay2veDxeOhoaYXMLiZkfSFYWMxmRsfPGTnpGehq7QjY+bRSGVJT/fdE01/weH/l8fU1kbg3uDR1NpvB4zJXbsDvtfuxPtxwZ8xMJek41cTXVlzFz2gwQCRk9twRGx0Djap/vlJv+qIzc2OdVguT0eRyrrWWt85N1065BWqVKmDa7YEFmQPxsbHQKvt2DFfaMUeNkyfmiVYdRlRcLNaVrUBUXCxiSLQYaoUScTGxjE9UzOfzYbF7y9Kdias7DQpVzR4VDYbZyPwFWbw4EdF2MSHrC8HCYgw9DRkApKeleawj8xaDTg+zRo+EhISAnI9OwkRhtjy+viYS9wZX5zTo9Qhj8I9RNpsNAV9g0x67M2amknScauJrK67iZzKYGJ/lJSEmBiq5ot/n3vRFZ+bGQpEIXB7X5VxrLW+dm77ctgPR0dEB04QObFk6sH//fsx/8H60N7dQ2p9vbWjE6vsXo/7UmX51ZRTm4b6n/9ICOOokrNoBZxoyKw1nz0PUqsT8OX+nta10c/r0aWz9Zi+unHwjANf7/301KAT4AgEsZrNNdydJT3Xq++aI43ns9WXW89Z8exDPli9DRAQzzXUtFgvmPfwAfjrwo0sNmTtNhbcaKHcc+vQLPDRjNtLS0nyuK5DI5XKbvsffP2haGxqhOVmPRQ/806/n8QcvVryMVze8iua6Btt4NJvN/fSa/upzrsZ668WbgC71AAAgAElEQVRG6GsuYsF9D9DaZjp55sU1yL15LCKjo9zej8jiCfyleU3NyoTJaERTbT1lfZ4zD63yDS+g6dQ5TL/yOgwfPjxA0fCcb779Bvuqj2LP5m2U/dWctdlRX2wyGtFYW9/37RAWC6lZGeDyeGisreujQ07NyoROq0HrhZ6k5nw+H/v378e4ceNoaeuAhswDLr/8cgySJGDBy896tGfd1d4JgrAgPS8HDWfOgcVi90su+9D4aQBYeOO7nR5pM/789XeUDJLglptvoaOJfqO+vh7v7PwYo6d7dp10a1bI6rt50kSs+9e/Gf2m5ZKVK3D13+8Aj+/8Gn1NPO4tP1XuQvn8B5CYmOhzXYGEIAiseO4ZDJ82oZ8+hW5OHvkDxeEJmHTrRL+exx/k5uWhs1uKyfPuAtBX0xmIPueqjoaz5xHWpsI9s++mr8E0s/711xB1WR4SkiU+1+VLPMnKzrh3LubdehtycnJ8vjZ/cezYMUy8bSpuKr3DY93cz3v3Izouzqlu21k8XSV4t2r4xPEJsLR244cffhjQkAWDP//8E0XFQ8ATCDzas5Z1SiHr1YLJpF2kyWWpeNKQoZMrkRDP/G0QgUAAkxc50+jWrJDWR4DxW24CoQBGN/HzNfG4t1hMJggEAlrqCiQsFgvZ6Rnoave/jkzT2Y301NB6gmjlQn09FN1yUk1nIPqcqzp0ag1iIqN8a6CfiRo0CDqNhpa66PBttC9r1OoQHh5Oy7X5i/j4eLRdbPJKN+foG0a1f7pK8G7V8Jk0OjzyyCMDGrJgUVJSgjMnTqK7vdOjPevo+DhE92rBouNiSZPLUvGkIcOgVCMuLs79gUFGKBTC4oXjMt2aFcf6MvJzESYSMl6DJxKIYHSRugvwPfG4t5j0hpBckAFAZmoautv8vyBTd3YjKSnJ7+fxB3l5eYgYFEmq6QxEn3NVh06tQWx0tG8N9DNxUTFQK1S01EWHb6N9Wb1KjagoZi9oExISEC9OxJ7NlR7r5ux9wzzpn64SvAvDRNi9aRsMai0++uijgGnIBhZkDlRWVuJU9Z+456oJ2PJ8BQwGA1obGl2WKd/wAiKiBkHa1o4/fjwIaVs7IqIGYe7yMhj0Bmx+vgIzi66CMCwMgjAhZhZdhc3PV8Cgd183QRDQdMlDYqtIJBLB2Num8mmzcXveSJRPm+20jdbjak+e6nlEPGwsaXLd6sNHMLNoNKZmDMfMotGoPnzE5XU4JvT953NPIlzE7F+IABAeFgaDE1NiK86SFVtjed4ay6Fjsf2VN3H+5CnSvwHVvxHQo2+zmM0huyBLSU6Btqu/YJhO9FotYDSHxA8nR2pra6HRaKDolmHr2tewde1rEIiEtr41d3kZtr/yJmYUjsb2V97E3OVlfcrb+uQw133OClnfc+zXc5eX2Y5544nnoFQqSetiCvGxsdCpnD8hczfe7L836A04sHMvaSzIytrfH+tPn8PXH//XVnbRulVgE6Hxhv5dc+/Gz5/vp5xk3dpnak+exm8Hfsa56pPYvGY91EpVnxh5muD9wH/3Ij5Jgg/XvoYNz7+Ebdu2obKy0q/ttzKwIHMgKysL4WFhuHX2THx88hDG3TbJbS4sSXoqXt23A7vrjmF3/THsrjuGV/ftwJY1FRg3fRJ2nDyEucvKEBYRjvCICMxdVoYdJw9h3HT3dWtVaogEAkb7j1kR9ArzX6KYm82Wf+34z5i16EFkFxVg7a5t/cSrnuYQtSbu/ezMUazdtQ3RCfEIEzH7LSMACBeJ/jIudIJj26yxssZye28seXweZi16ENuP/0wp16erfmjU6yESMP8JozOSk5Oh7uz2a/qd7g4p0lNSQjJGpaWl0Ov1GDthPOaUL0B8khjhkRG2vrVlTQVmLXoQO2oOY9aiB7FlTUWf8tY+mVVU4LLPWSHre479esuair9ygxYX4YknnvB7HHwhOjoaJrXzBZm78Wb//bjpk8Dn80ljQVbW/v447KorIG1ps5WNjI5CXHR0SPTLy4YOw6KXnu13b3OGtc/kDClEnCQRc8oXYE75Aui1uj4xcnbPtP/81X078OqXO/DZmaPgC/i4ceZteK7yHfx97lwIhcKAmTwPLMhIqKurQ8moK3zW4Xiac4wMmbQLqZJkr84faFgsFkQCIepOUmsj1Vh4m0PUikGnQ0QY85+QRYSFw6BzvWXpDE99jDzphwa9gfG/sF0RGRkJAYcDLYnPEV10tXcgKzUw5rN0U1VVhc7OTgy9bDim3HNXP38mqn2FzuPsjykaWsz43KAxMTHQK533L190eO7Kuro/qmQKiBOYv7sCAJlpgyHrkHpcjo68qo71Tfr732BQanD/ffcFNH/0wIKMhOLiYhz88hufdTie5hwjQ9YpxeDkFK/OHwzCw8IxOD+HUhupxsLbHKJW9NrQWJBFhkdA7+WCzFMfI0/6oU6jRWQ4M+1CqMBisZCRkobujk6/nUPTKUNqCI1Te0pKSiAWi3GqqhqfvL6pnz8T1b5C53HWYxTdMlQf+Y3xuUHj4uKglSudPoX1RYfnrqyr+6NCJkNSiCzI0tLSoOno8rgcHXlVHevb+8F/IGtqxf79+wPa9wZsL0g4c+YMrr1+HKQdncgqyseU+bOxcfmzfTxybDksSfJTusrP5srTjIyj+w9g+pXXMv6GZOXl11+DMSECbz61BvWnzwJAr6eRyZbH0lVONrLvouPj0NncajvHvSsfw7R757i9Fvv8gllZWdj35ZeMzi/4ww8/4OemMxh29SjS7936ut2/2OZhJk5PQVdbBww6PWk/8yQXYeP5enAvSnHf3Hv80eyAsG//fvwha0bxaP+kNPqpcieW3PMAxGKxX+r3J7W1tZg+fTqOHz9uy/HXxz+RQq5Yd55R9lDNldmTB/c0kpKTcOC77xk9dgHgieeexdCpN5Daq7jzVHTlXUYWf8ecv3/lzhQgMSUZrRcbkVWYj1tK78Sc8RNxxRXO5ximYDAY8PizT2HcPTPBcfNGvH28xKkpaG9q6fNCFJmfJ1VaGxrx4oLHUPfnaYwYMQKVlZW09r0BHzIvWFOxDslXlyA2MYE0p2J6brZbbxM6PHt+qtyFR+fdB4nEd3+bQPDuB5thTIlBxZIn++T4lEmlGDvJdW5Pe+zjVDpsLPhCEd7+YY/LnJbO6kjPzULbLyfwxx9/0OYl4w+OHj2KL6p/xWXjx5J+70nfouJ5R7Uvnj9RgyQdG3+7Ywat7Q0k1dXV+OR/32LkreNpr9tkNOKHzTuw7pnnwOFwaK8/UOz/6iv83t2E4tEjguZ358jZYyeQbhbizum301433Wx8923w8lKQNLi/9Ymn8fI2vo7l9m/bgYM//ISMjAxfmhYwXtpQgbgRhUhIcf22srN8ld7MNWQ01dbDfL4VD//jfq/Ku2LAh8wLMlLS0N3es8VBtkdPxdvEV+2O0WCEUa0JqVQsgyIioNfp+uX4rD/lPrenPfZxMhlN0Gu1HmvIrHVwwMacOXMCqgXwhvDwcJi0zrcsPelbVDzvPNHwRQ9i9mvz7hCLxdB0yf1St1zahaREcUgvxgAgJTkZ2t4YBcvvzhFlZzcGh4i3W5okGfJO8i03T+PlbXzty028eybam1pC4g19K4XZuWhvanF7nLN8ld7MNWRIm1tRlJPrdXlvGViQOSEjNQ2K9h6BIdkePRVvE1+1O7KOTqSIk0LqRh8VOQg6jbZfjs+MAve5Pe2xjxOXx4VAJPJYQ2atQ6tQYufOnYzf9o2MjIRR6/wtS0/6FhXPO6p90ajVISpykG+NCzLx8fEwa3W2fI10IuvswuDk0Eso7ohEIoFG2pP3M1h+d45ou+QhszuQkpQEdZeM9DtP4+VtfO3L7XznQ4iTJCHxhr6V7MwsqNrcaz2d5av0Zq4hQ9UmRWZGptflvWVgy9IJDQ0NeP3jrbh6xmTS/X93GjKynGJ9NGYnT4HL48FoNPbTVlk59ftx5LAjMX3aNL+00R8cOnQI35w9BklmutN2Au7zk9mXk6SnoqOpFQadDiw2Cyw2GzlDCt1qVKx/A4PegGFDh+LTTz9ltA5FJpNh1YaXMe7vd5J+70keSzL9olOdjosce5L0VBz98jvMGHsjiouL/dp+f1JbW4tx469HS3MLsoroy/EJAFU/HsL4rGJcffXVtNQXLAiCwNJnnsLImZMgl3a5vE95mr/Sm3yXJqMRP27+BC8+/SyjU55Z+d///ocZpbPQ0dZG6b7m7L5vPd5eEzrYQddHRbecmpWBe+fNx5NLlwU4Et7z559/4oabJkDa2en0Hrf6gcV98j+nZGWAJ+Cj8VytLbZp2Vk9uju7z1zF2x6j3oCfP/wMLzz1jF/63YCGzAs8ERiSQYcG4+hXBzBtxFhcfvnlPrcnUFRXV+PTQ99hxM3XOz3GVdu9/c5V/fs+/Bh/HjuO2NhY/zSaJkwmEx59agVuuO8usNmBf3jtLL6HPvsCD9xeisGDBwf8muhi1KhRyMnLw/DbJqDmtypaNU+Hd+3HPROnMzpXIFXeev89mNPjkJbT88OFLq2YN/W0NzZDXnUWjz7s2neQKVx55ZUQREZgwSursO+jT33SbZIda82vSFW3fOLQUYyIT8NNN04IRPNpYdSoUYhPEmPyI/fi129+IJ03u9o7cMvsHj2rfc5Ve2x5Lr3QMPtTPwYMaMi8gs/nIylRjG4vfFEAejQYmo5upKaG1lZIz7aba+sGbz13vPE5mnj3TLS3tCIigvm2DVwuFxHh4R77rNGFs/ga1FrGp15xR1VVFe6ZOxc6tZZ2zVOoZNKgQl5mFrpa2m3/T5dWzJt6OlvakJfJ3Cfajhw7dgw33XITtBrnfcyTOFD1FnRWp7ZLHnJWLFVVVbjvnvmQdUidzptUPMd80TB3NLagOK+AtjZ5wsCCzAV5g7MgbW3zqqyvGgy9VgtCb0R8fLzX1x8MIiIiYHCzoPDWc8cbn6M973+ERLEYfD6fngb6mdioaGiU9OTE8xSy+FosFhi1OkRG9n+VP5QoKSnBV199BXWHlFbNk16rBQ+skI+PlcyMzD4aHrq0Yt7Uo2rrRFYQdDzeUlJSgtPVf6K1odFn3SbZsc68BcnqJAgCqg5pyOVWLSkpweFDhyGtJ48hVc8xXzTMyqY25GRn09YmTxjYsnTBH3/8gZ1HfsLIm8dR9syy9+Rx5fPkTlPRXHcBpnMtfnts6i9qampw9TVj0S3teduILxRi4QtPY8+mbW61SgB1bzKqfkjpudmYNnUqXl7tOi8aU3h/24fQJIYjPc/59hfVOHiqkSKrNzI6Cif2fId/r1jpU7uCTW1tLWbOnImqqipkF7vXH1KNY9vFJqiqa1H20MP+vPyAYTKZ8PizT+Hq2dPBFwq80n6R4Wk9ZrMZBzZ/jNXLVoaMKL22thZTp07FqdOnkD2kkNRL7OK5Wpu2ODUny6XOk6o3GZlPWWR0FI7v+gbPPfFUSKRNslJbW4tZs2bh999/R2puFlhg9fPxfGbegj4p5nh8PoxGA1hgYXBBLla8tR4AbB6UFosZhIUAXyhEQooEbRebnPZBtUKJqp1fYfUTT/tNNjKgIfOSzs5OPP/mBlx39x1eaZt80V9UH/wVVyRmYMINN/qtff5g1KhROHr0KIaNuRIFI4Zj96aPoFWrMHdpmV88i9zFuOXCRZjONuOf995Hy/n8zd4vv8AJTQeKRl7m9BiyNgPwiy9Ue2MzVNW1WPTgP32uK9gQBIHyp5/EmNm3gS8kT5Tu6ZgNJZ8sqrzx3jtgZYmRkpURtGvoaG5F55E/8fgji4N2Dd7Q0tKC9VvexTWl00i9st74bhctY9ZdP204cw7CViXuvXuuP5rpd97Z8j6ee34Nrp8+mfQ+Z9WGVR8+Ai6XB2G4CLfOmYl923YgNjGBdG6m4s14rvokxBoW7pr5N7+1bUBD5iVxcXHgWgCNUuWVtskX/YW6oxsZ6aEnoq6qqoLFYsE//vU47njwnp6tVwvhN88idzHWKFWIjYqm7Xz+JiEu3mVOPICeHKlUUckVSIwLHR88V7BYLCQlJkLRTW5NAHg+ZtUyBZLFoWHLQJWi3Hx0XGwO6jW0NTQFTcfjC2KxGGaNDgadntQri64x665sV2snstMzaG5d4BiaX4jGc3VO73NWbZheq4Nep4NM2oVp985xmYeVijdj98UWDMkPXr8bWJC5gMViIScjE50trV5pm7zVX1gsFqg7ukJO0A/0aAA4HA5eX74Kn775PgQiEVhslt88i9zFWKNUIz4mhrbz+ZuYmBgYlBqXx5C12V++UGq5EuIQ0zG6IjkxCYqubqffexpHvUwZUsbNVMjLzYWiyTvtLF3Im1pRkOcfbzN/wmazkZU+uN+cYfXKomvMur3vdUiREcJvRefl5SFBnIjPt2wnjZlVGyYQCSEQChEdF4td7211mYfVnTej2WyGsrUjqG9LDyzI3JCXmQ1pSzvKN7yAg198jdLh1+DgF1/bdDsAnH7nqowrujs6IYmLh0jkWRJtJlBZWQmxRIyTR/7A9lfegsloxKPrV3sVByq4i7FRrUFMdOgsyGJjY6GTK10eQ9Zmb/uaO/QKFeLj4mipiwkki8VQyZw79nsaR61cGXIv3rhDIpGAb2FB6SJO/kSv1cIkVyE9PT0o5/eVvMysfnNGRNQgRERH0TZmXZU1GY3QdSmQkhJab1jaExsbi9K75+CnPftIY1Z/6gxO/HIURqMRRqMB0rZ2bFu3ERHRUU7n5ojoKEREDXIa746mFqRLkhEeHh7o5toY0JC5oaGhARs//hBjZ0wB4GC+6SCmnLu8DO/868U+Zn7eJDg99dsx5HAGhZQhrD0HDhzA/5rPIjEthbZkw55gX19ikgQfbtqM8ePpz2HoD86dO4ex112LzvYO8PjUxL904KxfJ4jF+GT7fzBmzBhazxcsTp48ie0/7McVE2/wuS6jwYifP/gEa595Lii+cf7kP59+gkauHnklQ2mpz5Nk9vWnziKsTYl7/z6PlnMHmnPnzmHT55/iqum3BuX8bReboDh2LmT825yx98svUK1sw5BRI/x6HpuR+J+nkJubg72f7/WrgfiAhswHkpOTYVSoYdQbAPS8uTFm4gRUHvsJKrkCKpkclcd+wpiJE7Bq/kKo5ArMWfIwZi95GCqZHGsXLvX4nMq2TuQw2FHeHTExMTCqtH1iNWbiBKexoHocVezryykswGOPPeZTfYFk9uzZuOzyy5CWm4XiUSORUZAHlUwOlVxBW3zIIOvXH1X9iKzcHJSVldF+vmARHx/v9gkkVZQyGcTxCZfcYgwAhhYWoauBPh3Z2oVLoZLJMXvJw5iz5GGo5Aqn/bjzQhOGF4VuVoi0tDRopDKYTaagnL+jKTh5GOmmqKAQ3TT2QWesXbgUV916Ix5+4nHcecedKC0t9fs5nXHp3UlohsvlIjM1HR0trQDIk5raG/fJ7EzrHAWGVCAIAso2acg+rgeA6Oho6FVqr4xc6RCkW+vjCQQoKh6CEydO+FRfIKmqqsK06dPReK62x9Dw9FlKYlRfIevXZpMZY8ZejWPHjtF+vmARGxsLvUoNi8Xic13KbhkkCZeGIawj2dnZ0HbIbD9EfYWqoafZbIaiqRX5+aGnH7MiEAiQLkmGtLXd/cF+QNXWgawQMtR1Rnp6OqDWQ6Ny/ZKTr9TWnMY1k29GlECEZcuWoaqqyq/nc8XAgowCBdk56GzqWZC5EmoKw0SItjOtcxQYUkHR1Y2osLCQdkaPiYmBXqn2ysiVDkG6tT5ZhxRnTpxkfFJxe0pKSvD74V8hTkvpMTTMz6WUKNxXyPp1R1MLzp08FVLxcweXy0V0ZBTUCt+fkim7FUhKFNNwVcxDIBAgPzMLLQ0XaamPqqFnZ3MrUhMkIW+0W5idg/bGloCf12wyQd3RHdI/6K1wOBwMzS9Cc90Fv54nqzAfn761GUNy8vH6668H9X43sCCjgH0G+vINL+DAf/diRtFV6GxphaJbjtJhY3Hwi6+xctMGREQNwtZ1G0kFhlRob2pBQVZoP26OjIwETGYsWvdvSqJVd+LW1oZGPHLrDEzLLMHUzBI8cssMtDY0Oj2/tb5/jL0F50+dQWVlJa3t8yeVlZU4fPgwWi5cxPFDR3DuRA06W9ug6O7GrN5+Rhaf8mmzcXveSJRPm43WhkbSz8iwHnf+5Clsf+VNlA4baxMgL55Sij+PV4dU/KggSUiE0oX1BVV0CiUS4y+tNyztuWzIULTX9SzIqPYnZ5RveAER0VHYtm4jtq7biIioQZi7vKxfnS21FzBi6DB/NCeg5GTn9Ml44I7WhkY8cssMTO29x91ZMArTc0e4jbXj3+XUb8eQKk6CUCikoxlBZ/iQIZBeaPKpDnd9t3zDC6j64X+4e/ZsfPLJJ0G933meNfv/IampqdB1KWAyGiFJTwVfwMe8ZeRGp6/u2+HTueQtHRg3ciwdlx00WCwW4mPjERE1iJLRoSQ91eVx9voToCeh7NqFS52WsdZ3/kQNkvUcvwo06SYrKwvffvstXnzndez++BNKxpFW/ddz29/F3g/+Y9PmOH5Gpaz9OY5+dQC3jbwmpOJHhaT4RJyj4Q1Cg0LN+IT1vlBYWIjKvbtgNptJ+5gnxsOS9FS8+mXfe6PVtNNa50sLl2LKndNRdEvom+ymp6dD3dEFs8kEDtf9NLt24VKb/vjLrTugVauRnpdl04w6i7Xj32XjilV4Z+PrdDcnaOTk5EC9oxImoxFcHs+rOtz13ZiEONw1by6eX/kvcCn8rfzJwBMyCvD5fAxOTkFnb15Lf5lwEgQBZWsHMjIyaKkvmEgSEqCU+f4UAqCuP3FELVdAEh96Gp+4uDiYtTrUnvReg0eHfk/XJYdEcmmZngKAOCEBGhqE/TqFEnGXkCWII5GRkUiXJKG9sdkv9zzHOutOnkaMMOKS8HUTCAQYnJRi0x67o7bmtE1/LJd2QafVUkqI7RjDlvoG5GQHz0eLbkQiEbLTBqO1wfunZO76bnNdA4bm5Qd9MQYMLMgoU5STh85eTYC/TDiVMjkieALEhJCRqTOS4hNc+j15AlX9iSN6uTokJ0w2m420pBSk5WR5rcHzVb9nMhphUGouicnRkbi4OBjdmO+6Q6/Vggt2yORZ9JaRQ0vQev6CX+55jnVK0lMxcuiwkMq96Iohuflop/iWYFZhvk1/HBUXC6FIRCkhtn0Md7//EeLFiZeEfsyey4YMRXu991pGd32380IThhYO8fUyaWFgQUaRrMxMKFv/0pFZNU8H/rsXBoPBpX6n+vARSvqL9sZmFObkhfwNqba2Fo+VP4YVs+7FzKLRuJ2CFsIVjvoTgUgItUqFqZklmJZZgkduJdeU6ULYtDMzNR0zF97vtQZv7vIybH/lTcwoHI3tr7yJucvJrStsZYeNxUfr38CZYyd6dHq3zoCAw2HEr0a6iY2NRWt9g8sx6U53opQpIE5ICPmx6o4hRUWQNTTj0VfW0G48bN9v//fF17hl+hQMLabH94wJ5ObkQNXaQenYucvLoOiWYeva1yBtbYNRb0BdzRlbrJ31R3tN84cvbQCHzUZjo3f3WaZSkJ8PeWMrvPVMLd/wAg7s3IuZRVdh8/MVMOgNtviZzWYomtuRl5dH5yV7zcCCjCLp6enQSmU2HdnaXdvw2Zmj4Av4GHfbpD4eUY6+WqvmL6TksyVrbkf+JfC4ubS0FFOnTkViUpLNS8sX/yyr/mRXXRV211UhPDICeo3Opd+bxWKBXqkKWY1PemoqBFyurZ+t3bXNqRmsfX+0HrdlTQVmLXoQO2oOY9aiB7FlTYXLsllFBRgUE4U55Qt6fKJkcnxa+bE/mxg0oqOjsadyB0bfcoPTMenOG08lV0ByCQv6rcTGxkISEwcuxb7oCfb99qlNG5AUm4Dk5GQarpoZpKWlQS9TwqDTuz12y5oK3LX4IeyoOYx5yxcjszAP/z37my3WzvqjvaZ55TuvYvKkSUH10fIHcXFxiA2LRFc7tcWtI5L0VPD5fMxdVoYdJw9h3PRJtvh1NLVgcFIyIiIi6LxkrxlYkFGEz+djcEqqTUdmhYp+R6fRutVfWPVjmZmZgWqS36iqqsLixYvR0dKKRWufRf1p91oIT7DXWzjze1PJFYgeFAWel0LQYJOSkgJNp/Oci+7wVPPjqNNTyuS4UF/v9fmZDJfLRWdbO66bNtFpfNzFTyVTXNJvWNozclgJms7X+/UcjefqMHJoySX1xJHL5SIvIwvtje63Ld31N1ffW7/Td8mw5NElQfXR8heXFw9FS12D1+Wdxa+1/iIuY5AJ8cCCzAOKsvPQcbHv4KKi3xGGidzqL5TdMkTyhYiOjg5Uc/xGSUkJNm/ejARxIl4uW4GMfPdaCE+w11s483tTSLuRIg5dQXpCQgIInRF6rdar8p5qfhx1emHh4SguZs6Nim5S09Ow94PtTuPjLn56pQoJcaG5He4pQ4cUQ3ah2estIyp01Tdi+NBLZ7vSSnF+Yb85gwx3/c3V91mF+dj57ocwyFTYuXPnJeUbaKUwvwCyi977upHFjyAIyC+2oCC/gMYr9Y1LTyDiR7KzsvD9id8A2OX+O3kKDWfP48O1G5BdVIDyDS+go7kFq+YvxOY16yEME+HhNU9hz6Zt2LruNVsuQkfaLhH9GNDjpVVaWoqOtnZ0dXXDYjaBzWY71Z14ksuytaERBoMBnS2t2Lr2NQAAXyjE4vXP9TlOJu3CZUmhm1yXzWYjMy0d0tZ2JGcO9rh8+YYXsHbhUpd9zkprQyPUShU6W9psMY2Ji8PHH1+aW5YA8PjSpXh+3Vrs3rSVND7u4mdQXtqWF/YkJCQgLjwS0tZ2xCf5boTrON4feu5J8IwE0tLSaLhaZpGTnY1dP37j9jjH/mb1aLPGaMr82di4/FlsXrMeLDYLbDYH5dNm2xJuP3ffIjSdr2fOr8sAACAASURBVMfll19+yfkGAj2SIYtKB61aA1E4tRdp+uTnzc7E1//5LzY/X2HLM33+RA1E4EAsZo6588CCzAPS09Oh61LAaDC69G9au3ApZi160OYftWfTNreePfLmdowfdV0gmuF3srKy8Msvv2Dn7t04a5KjYMRwl8d74nG0duFSjLttEn7mchEdHweZVIqxk27GljUVfcroZEpI8pgz0LwhLzMLR1rqvVqQufN2s2ftwqXQa3WYU74AALB3y3ZERUQgJyf09YzOGDakGP948jFcdt1VpN+7i59OEbr6RG+4cthl+PV8LS0LMsfx/nLZCryy9uVLMieoWCwGz9wjoYiIGuT0OMf+5ujRtnH5s5i16EH8vHc/ouPiIOuU9vEou+exRbil+AqMGjUqEM0KOBwOB0Pz8tFS34CsIdSeaDn2s+2vvNnHP3T9o0/g5RdfYtRDkEtvBPgRHo+HzLQ0dLa0UtrTp6rfIQgCipZLw3/MntTkZKi73HuReRIv67H1p8/25Hp04tWj7ZIz6pePN2QOzoC6vcvv53HU5Mm7utHU6Js7NtOJi4uDSeWd9YVRbwBMZsYIgQNB8ZAh6KZp29JxvDfXXcCwS3R7nMVioTiv0OM3zJ3pkOtPnbXluLXe9wiCgKK5/ZL+AQUAxQVFkFLY/rXiTsvdXHsBQ/IL/XjFnjOwIPOQopw8dDQ2u93T90S/I5d2ITos4pLQj9kjkUigkyncHudJvKzHZuTn9uR6JPHqMZtMMKjUIe+hlZaWBnVnN8xms1/P46jJC4+MQFFRkV/PGWys+Va9QSVXID4mjlG/rP2NRCJBJFcAWafvPxDsx/vOdz5AokR8yf0YtacoLw/djdQMYq040yFnFOTactxa73uKrm5ECoSX/BPbnJwcKJvbYbFYKB3vSsu9p9ezjWlZSAYWZB7C5/KwcdmzfXL/OfrykPlC2XxkckdgZtHoPnnK2i42oSgntPNXkpGYmAitTGlbULjy0qHqcWT11zpXfRK//fAz6k6e7ldG3tUNcXxCyHtoCQQCpCSK0dXm+nVvKnkGqw8fwcyi0ZiaMRwzi0aj+vAR23flG17ok4NVwBdg+/bttLeHScTGxkKnVHn1xEel6PEg+/8Ei8XCyKHD0XS+zue67Mf7j3v2Y+ny5eBwODRcJTPJzs6GsqUdzW6876y0NjTCoDdg8/MVmFl0Fb7++L+IT5Jgy/MVOHf8JI4fOoL6U395lLVcaERxXsEl/wOhs7MTn2zeijvzr6Tka+noPxYnEePAzr09/W73Pjzwz4cgEAgCdPXUGFiQeUh5eTly8nLx4ZHvMWvRg8gqKujny0PmC2Xdz84oyEPxqJHILPzLm0vR0oH8S3BBxufzkRgTB4W0x77BlZcOVY8je3+tuUvLkD2ksF+ZrrYOZKZeGm7VRTl5aL/oevvQnWcWAKyavxDFo0Zi6+8HUDxqJFbNX2j7TpKeilf37cDuuiq89cPneOKZp1BQwJw3j/wBn89HmFAIrdrzbUuVXAHx/5M3LO0pLhqCborO866wH+93L3gAN99wIw1Xx1wiIyMhjonDi/8sp+RHuXbhUoybPgk7Th7C3GVlkLa04caZt+Hjk4cwb/liZOTn4DM7jzJ5cxuK8i7t8Qr0+FveNGECVr73KiVfS0f/sQl/mw4+n4/PzhzF/BWPYvw11wboyqkzsCDzkGPHjmH69Nsh7+ryyFvLlfbpUslfSUZm2mCboR8d+fCo1KHs6EJG6qXxxlZudo4tQ4QzqMREp9GibN0qDIqNQdm6VdBpyO00OhqbMSSHHnsSppMYGw+13P2WuiM6+f8fywt70tLSwNYZofIiZmTodTropDLGbRv5g6H5hbhw5rxX+WVd+ViaTSao26SXhH+lO6qqqrC4bDG0nTLK84eze6OyqY2ROT8HFmQeUlJSglPV1WiubfDIW8uZ9ik9NxtxkdEYNMj5GzihTEZqKhQdPboTOvLhUalDI5VdMo7f6enpUHd0wWwyOT2GSkyEYSJULFkJRVc3KpashDBMRFqXsrUT2f8PJkgAEMcnQOlFvlWDSnPJ63XIYLPZGDFkGBppMoltrmvAkJw88Pl8WupjMvm5eUhMlniVX9aVj2VHSyvSxEkQicjH86VESUkJPv/8c6japNi96SNK8wfZvVGjUoOlNyEpKSkAV+0ZoS2yCQKVlZWYPHkyat56G2CxkJGfi9aGxn7bbI5eO1Pmz8aGpc/AoNPZjjEZTfjbwgcwJDk70M0IGKmpqdAcPACgR/9l78+2ctMG0jKtDY1Y/cBiXDh1FgSAjPxcrHh7PSTpqX38elKzMwECmJ47AhwOFwZ9T4qSuIR43DPljsA00M8IhUIMTkpBZ0sbxGnkvmruPLNaGxoRJxHj6Pc/Yc7l48AXCvH05tf69dFF61ZB3624JP2gyBDHx6O+rd7p98788fRKNWJiYgJ3oQxiaNEQ/LF/N3D5MJ/r6rzQiKtHXkPDVTGfwYMH45Ypk/Hz3q+wdd1rkKSlor2pGVMzhtvuhUNHXwGg/3heuWkDtqypIB3f7Q1NuLKAWW8K+gurv+Xvv/+O1JxMrHibPB2cPWRzTtvFJhTm5DLSZoV5V8RwsrKyEBERgWtuuB5bfz/QJy+WPY66no3Ln8WgmOieXIHlCxCfJAafzwePAHKzL90FWVJSEvQyJUxGI+X8imsXLoVKJsfsJf/H3nmHx1UdffgdN7nItqol2bLVLMk2xhgwxaGZFgiE3kILJbRAQhzggxBKKAmhBDABQknoJJRQQieUQCgBgikBAwaDbXBRtdW75fn+mLvy1WrVZe2u9rzPo0db7t49Orr3nDlzfjNzltVVrKoOqTcbNWoUCw7Zn5yZBYwYOZLktFQOOfXHbGhu4cc//vFg/pmbldkFMyjtIty7Ow3eH35+AXsfdUhbnbzswulsueN2Ha7R6352PvlZOVFbbqq3JCcl01zbeaRlKG3exo0baaqrG3IR0T0lNzeXxvLKHtVn7IrW1laq15RSWBgb2+MjR45ku6234Zc3XsUTXy2mvKiYOfO371TT6b+ft9xxu07v7+o1pRQMQf1xKAL5LV9+5WVO/vV5PaqnGmrOWb+mmJnTI6OYeDDOIOsD//vf/zjs0EOpXlfR6V52KB1AqPqLtSXlQ1Y/BjYQTU5Lo6JsXY81ZMF1FStD1KoMHBfIzdPU0EDluvVsu/su1NXWDql6bvnTp1O9tqT7Azuhs34Pfn3V1yuYlR8bEyRY6ovmLnKRheq3+ppaEsdPjPoI3r4yatQoZk7Pp/i7Vf06T9naIqalZcRULrctCmZQ5gXo9FTT2RVNDQ201jaQmdn/Qu/RRG5OLrXdRJ4HCHUP1xaXR6zmzhlkfWDu3Ll88ekS1q5Y1akWIJQOILj+4rT8PFImJA75QakgO4/youIea8iC6yomhKhVGTgukJsnbswYEpKTePXhJ0hOTh5S9dwyMzPZUF1Hk2+7uzd01u/Br6emp5E/xJNL+klKSqKxqrbT90P1W21VdUwK+v1sNXMLSlf2L3Fw8YrVbL3F0EwG2xn506dTU2SGRE81nV1R/N1qZuZNH9IpQ0IxefJkWqrreuSlDb6HswqmM1KJ2ByVziDrAw899BDvvfsevz9jYad5s4Jza11y983tcj3FJ0zkiDNPYVaEuk4HkrycHGpK1vU439h5N19DfMJE/nr9rTx4/a3ET5zQZR+v+OIrNrS0sK6kjNeeep6UlJQhVc9txIgRFOZOp6SX2b4DdNbv/tfffOZFDjr80IgUum4u4uPjoXUjLc0tId8P1W+1VdVMinGDLD8/n5q1Jf3K2l+zppjCgtjxxoIl1x3e0kpddQ2X3H0zS95bzHHbLGDJe4s71dN2RfmqIraIgXQXwYwYMYK8admUre2+2HjwPXzMOWcxM3d6xOZsi02/ez/Jzc1l8eLFnH/5Jcw/9mAqSss5e98jWPnlsrbCpb++48YOtfD++OLf2z3/73OvDGn9WIBp06ZRU1xO2g/2aOuTrgqKp0/L5I8v/L2rU7Yd5+/j2qpqPnv2Na688OKIveH6ypaFM3nx88VMK+i9B6uzuoz+IIlvPlvKKw3NrPj5wphIQwCW7DQlKZnaqmoSU5M7vB+q3z55+z3SM2PLkAgmMTERGlv45Q9/xHfLvulw/3Z1b4Pdp8M3bIwp4x+8Mkr5Myj+bjVb7rgdj37+bp/PparUFJWSd+DQnz9CMSNvOu8WfcOU3Owujwu+hz/611vk50RunzkPWR8ZPnw407NyKF9bbCL0qmqOO/csjj33LGorq7pNWqeq1JaUk5XV+8LR0caECRNIGDeO6vUVba/1JJlpbyldvZbCnLwhZ4yBVzZkTemA1BL0E/g//N/1v+OAAw7g6KOPHtDzRzppKSnUVvU89UVzdV1MprwI5rkn/kHh1nNC3r/d3dvF361mTuGsIXmfdsfM/AIq1vRdDxqgprKKMcNGkpISm97a7GlZfarzW1u6LqLnXGeQ9YMZedNZt7a4Q3Hmik5E6H4qy9eTPD6B8ePHD1Jrw8vMvAJKV2+KFByIJLHBVKwtoTACk/0NBMnJyUyIG0PVuoEtNr78iy/5wXFH0FBeyYUXXjikgiF6QlpySq8SnTbVxm7KCz8rVqxg9lZzQt6/3d3bFauLmRVj25UBcnNzqSnq/8KqZNWamCiX1BmZmZlW57eL/IzBNDU20lrXSFpa2mZsWf9wBlk/yMnOoaa4vENx5sROROh+SlevYUYMCagL86ZTVbQpMmYgksQGE8nRM/1FRJhTOIuib/umI+uM3JmFPHbrXaROTOC+++4bUsEQPSE1OYXG6p4VGVdVGp2HDLDApndefJW66poO929X9/bGjRupKSodsvdpdyQmJjJxTHy/i7RXrilhRoykuwhFXFwckyelUVm+rsefWVdcSs7UaREdBOEMsn6QmZlJc2Utv7j+tx0E+6FE6P4i0Df+8iLGjIyswqabExHhT7+5ioNy5nJgzlzqamrbCr2GEvh3VTA71Hu1VdXEyfAh7cKfNWMGlau6F7IG6EnR8fNuvoZ3/vkvLr/wYh577LEhFQzRExITE2npIvWFn+amJkYNG87o0aM3c6sin4cffpjvvlnO8dsu6HD/dhW8U1FWTurEpCFbmaQnbFFQQOnq7qNU2+7f/G05ctaOHJK/LecddCxF366ipqgsZrSenTF9WjblRZu2f7sb79YXlZKfFdkLAWeQ9YMRI0aQlZnJyFEj24ozP7XiY/74wt9DJq0LaCv+9vEb5OVP59JLLw1Dq8PDaaedRktjE4eefhLHnXsWTQ2NbYVeO0tm2pkOJdR7xd+tHvIu/JycHBrKK2lpau7R8T3R6aVPy+SYM37CsmXLeO+992JukE9MTKSxuvPUF35qq6pJSU4e0tdYT8nNzeWuu+7isnv/1OH+7SpRcenqtTERWd4VhXn5VBd1n0crcP9mzyhg9g7zyJlZwPf225trzjyP5PETY9qoBcjNyqambJOnsbvxrn5dBdMivAqJM8j6yYyc6ZSvKe7RsQFtRUtzCzvttBNLlizZzK2LHD7++GNqa2uZu+uOXSZ7DdCVDiXUe5VrSpiZP7QH+lGjRlGQnUPJqp7lgOqJTq+hrh6tbYyZcknBJCYm0lxXz8aNG7s9trayirQYT3nhJzc7h9qSnm8ZAdQWr4uJyPKuyM7OprqotNtrri3x9ZfLWHj9laxcuoz9f3wU3375NVvEUALnzpgyZQr15ZsCxboa71SV2tL1TJkSuvxcpOAMsn6Sk51NbWl5j44NaCvWfLOSlV99HVN6nblz55Kamsorf32iy2SvAbrSoQS/lzOzkOq1saFL2XLGLMq+65lB1hOdXtHK75hdMCMi67oNBiNGjGBC/HgauiihFKC2qoa05MhMKBkOpk6dSuO6qk7zuAWzceNGakrKIjrKbTAYP348qROTutU/tSW+Lsxn0bmXkD0jn+fuf4S0KZNj3qgFSElJYWNDU9uOQVfjXX1NLWNHxUV8EJ3LQ9ZPMjMzWbtsBecedCwrOsm7EyCQ8+mB626msKCAZ555JgwtDg8PPfQQBx98MP9+7kV4DkbGjaK8uIQDc+a2FQ8HuOq0X7Lyy2Wgylf/W8K9v78RGSacc+NVbecKLr57yqX/x4ZvS5k4cWK4/rxBo7CggCdf+yeq2uXWWfF3q2lubua+qxdx79WL2vWxn3Wr1rLLdrtuziZHPKnJydRUVTFuQujBOpBX65vPljKjsJCC/PyY29oNxciRI8nKzGRdSQnpU9uPd6FykcWNGUPy+IQhX5mkJ8yaXsDXq9bS3NjUac62wDi3culXjBg5kpaWFkSGsc+B+w3pcns9ZdiwYYwZGcd5Bx/Lqm9WkJmbw+v/eI4Hr7+FzLwcUDi0YB65Mws59tyzyM6cGvFyg9hcFg8gY8eO5ZWnnmObXb/XbU6tgLbi3N9eyssvvxxTg3pubi6ffPIJi26/leyZBUxMSuS4oOLh/nxuw0cMZ2RcHHmzZ7Ltbjtz64VXtJ0rWKOycUMrW82YFca/bvBISUkhfmRcu5xuofjDzy9gwcH78+jn73DirxYyKm5Uh0XCxo0bqVlbSn5+7EZrgaW+qKuq6fT9gDbl3N9fxg9/+MOYy9XWFYXZuZSHqLMaSs9TXlRMfk7sjHldkZ+XR01JeZe6p7ZxbtkHPPr5uzy57AMu/vNN5GXlOKPW49EH/8bMeVvz0P/eZMEh+7fpkkeNGsWCQ/Zv69c/X34tOZmRL8sYdINMRKaKyGsi8oWIfCYiv/BeTxKRl0Vkmfc7apL9FBcVsdXOO/Qop1ZzYxMb6hpJT08fxBZGDnMKZ7Jq2fKQxcP9+dxaN7SysbWVb7/6utviu1VrSigc4vqxACLC3BmzKVrZdfqLnujH1hWXkpGcGvFu/M3NpORU6qo7N8gCfdna2MzPfvazmMvV1hXZWdnUl3VM4RDq+qsuKWd69tCXFfSErKwsaorLep2PsXTNWmbkxfYCys/KFSuYu8N2HfovuF+Lvv2OyRmTw9za7gmHh2wDcK6qzgR2BM4SkVnAr4BXVTUfeNV7HhUUFhbyr0ef6lFOrfLiEnKmTotZzU5hQSGp6Wkhi4f787kNHzGcYcOHk1Uwvcviu02NjbRU1sSUC39mYSGVq7tOf9ET/Vjxyu9ixrPYFclJSTR3kYssd2Yhz9z7EPXVNfz1r3+NKe1nd2RmZlJbuq5DotNQ119d6fqYDR4JZvz48STGT2Rafl6v8jFWF5cz3XkZ29hiiy34z/Mvd+i/4OsvNT0tKpwgg24VqGqRqn7oPa4BvgCmAAcB93mH3QccPNht6yt33303S977oNui2QDri8siPhfK5iQjI4ODjziMsePHtxUPjxs7muamZr75fCnVFRU8eP0ttG5oZUNzM98s+aLL4rvF365iRl4+I0bEjhwyJyeH+rL1rP5mRad5d064cCEP33Q7R8zckYdvup0TLlzY4TzVa0tjrsBzKBISEmip69wDe97N1/D2cy9x5w1/5Iknnoi5XG1dMX78eMaPHtuh2kFwLrKz/3AFGxubh3SewN5SmJvHj35xeoecbZ+++z5HztqRA7O34shZO/Lpu+8DsVVur6c8/PDDfPHxJx3m3vNuvobX//EcR86az71XL2JD8wYqKrqWeUQCYZ3FRCQb2Bp4D0hT1SIwo01EJoWxab1i3rx5HHvyiex49AHEjQntyQlQX76eaXN2HKSWRR4iwoKddmH6bttTMHdLAM476Fi+t9/e7P/jo3ju/kf4z/MvhyyGHYqyb9ey/1Y7bM4mRxxxcXHkTs3i2rPOZ8Eh+/O7h//Cc/c/Yjo8r9/u+/0ifvSLM9r69L7fL2rXp00NDWyornceCyz1RUMXucjSp2VywZ/+QNPSVfzs1NMHsWXRQc60LNaXlDI+YVNQTXBR56JvV5GVmRmzOwOhyM/J5fP1azuMdWfvezizd5jHwuuvZNG5l3DlyT/n0c/fpbaqmrEj42IieKmnFBYWctYvF5Kzx/ZMTN5UQSN9WiajRo3ihF8tZPu9duP5m+/hmGOO4b333gtja7snbHeHiMQDjwMLVbXHxeRE5DQRWSwii8vKuk+uNxgMGzaMnKnTWFdc2uVxqkpNFORC2dzMnjGTitWbcrf1ta6lqlK9piQmRelzZsxi1dfLe5WrzU/Rt6uZNT0/osuIDBbx8fFIa2uX6Rtqq6qZlJw8iK2KHnKnZlHRTT6y9SVlTJ+WPTgNihKmTp0askB2Y30DC6+/kglJie30s+VFJRTm5EZ8pOBgMyU9PWSN38AY2FBXz5FHHhkV2s+wGGQiMhIzxv6qqk94L5eISIb3fgYQ0rpR1TtVdZ6qzktNjZycQHlTp7G+m3xkddU1xMeNjvkMy3l5edSVrGNDi02Afa1rua64lEkTE2Ky2HP+9OlMSk/rca624D5dt2otWxTMGOxmRyQiQlJCInXVna8L66trSE1y222hmDJ5Mo0VVV0e07C+iqlTOqYCimVSUlIY3rqRhrr2pbtGjx3DonMvoXp9RTv9bGVxGXkxLHfpjKkZk6leV9nh9cAYuL64jHffejsqtJ/hiLIU4C7gC1W9wffW08AJ3uMTgKcGu239IXNKJg0hLgo/FWXlZEdB6O3mZvTo0eRNzaLYS3DaE72Tn0DNslN32Y/77vgLy5cvH4xmRxTp6ekcePihvPnsP0NqF7uqJ6iq1BSVMT2Gitt3R2pScpeRli21DSTFoOHfE9LT06lfV9FB2O+nfn0laWlpg9iqyEdEyJ2axbqi9mlDLrn7Zpa8t5jjtlnQTj9bV7aOadOmhaOpEU1LUzO3XHh5By1tYAy8+qfn8NZbb0WF9jMcGrKdgOOBT0Uk4EP8NXA18KiI/AT4DjgiDG3rM5MnT6auvGvRYEVJOfOnuggZgLmzZvOvr/5HZl52t3qnYAK5e/Y/4lDiaps5+uijI14bMNAMGzaMnbbfkZl770zuFh09XcEaHj81FZXEj4wjKSkp5PuxSFpyKt90YZA119XHpCe2J8THxzN21Gjqa2pDJtdtaW6htb7RCfpDkJ+dwztFy8mcvsnzteWO2/Ho5++2O25DSwvNVXVRESk42Fx88cUUzJrJTS882k5LGxgDX3/gcS4+a2FU3L/hiLJ8S1VFVeeo6lzv53lVXaeqe6pqvve746ZwBJOYmMiwDRtpaug8Wquxooopk2NbPxagsKCAytXFqGqvNWTLv/iS3Q89gJEblIsuuigqtAGbg5n5BazvYR1VP7FQiL23pCQl0VDTeeqLppo6EhISBrFF0UVmxuSQOh6AqnXryZiU5gT9IZiaOZWG8q53VgAqSsuZkp4RU9HkPeWzzz5j5uwtGDV6dIf5o6W5hY2NTVETCOHukAFCRJg6ZQoVZZ2LW+vXVboVjkdKSgoT48ZSWb6+1xqy3JmFPPanuyjIzuO2226LCm3A5iA3N5eaorIut4pCUbW2lMLpsRcI0RUJCQm01NaHfK91wwY2NLW47OhdMDU9g8ouDLKpGW4hGoopU6ZQW9Yxj1sw64pLXVBEJ8ydO5cvP1lCRWl5h/mjtrKK1KSUqFkMREcro4ScKVOpKAst7G+sr2f4RmJe0B9ARNh61myKVnzbpd4pFOfdfA0fvPYmPz31VB577LGo0AZsDhITExk/ajQ1Fd2vsAOoKjXFZTFRiL03JCQk0NSJQVZXU0vixIlRM6iHg4y0dBorQ2/51qyvYkqaW4iGYuzYsUwcF09NZddBEbXrKshyKWpC8tBDD/HN0q84Zed9O8wfNVVVpE+Kmgxarrj4QDIlYzIffrQy5HuV5evJnDzZbRP5mDVjBu888xiztt+mx3nHAFInp3Pk8cfy2wsuYty4cZuxhZGNiDArv4A1q9cyIaln+oiKsnKSxyfEfLmkYCZOnEhzJwZZfU0tKYlOb9cVqampnRpkzdU1TIqiSXGwyZ46jYrSMiYkdr4l3rCukoyMjEFsVfSQm5vLtddfx5pRG5i+ZfvKI7WVVeSmRE8wiVvyDSCTJk2isSJ06Hxl+XqyMlzYt5+srCxaKmtoamzs1efK1hYzLWNyTBtjAQpyp1NV1PN8fKWri5jptis7EB8fj27Y0JaKxU9ddQ2pLgCiS1JSUmioqgm59dZQWUOyy+HWKTmZ06gs7Vzq0tLcwoa6BiIpzVOkkZacSl1Vx7m3qaaelOToCSZxBtkAkpqaSn1lNRs3buzwXn1FFZOdfqwdI0eOpDB3OsXfrurV50q+Xe1qMHpkZWVRW1LeYx1ZTXEZ+bl5m7lV0YeIkDgxgfrajsL++po65yHrhrFjxxI3YkSHoKbWDRvY0NAYFRFu4WJyRkanC3mAyvJ1ZExKc0mcuyApKYmW2o4Bdc010RUd7QyyASQuLo6E+PEh8xk1VTm3fSi2LJxJ+aquC2UHU72mhIL8gs3UougiMTGRMcNHdplDK4CqUlOyztXC64SkhETqazqWUGqpqycxIXoG9XCRnjKJmqAEsbVV1SQnJDljogvS0tKoX9+5DrSyfB1ZU5x+rCsSEhJCSg6aaqMrOtoZZANMxqS0DiJrVaWhstrl4QlBfn4+1WtKeuzhqa+pZVjTBiZPnryZWxYdiAiFObmUreneqK2prGLC6DFREwI+2CQnJIU0bFvqGlwwTg9IS0ntUGTclZzqngkTJjBShnXI2B+gdl0lUzPceNcViYmJNAWlrVFVmuvqo2q8cwbZADN5UjrVQaudpoYGRg0bwdixY8PUqsglKSmJiaPHdZrDKJiib1exRX6hi3jzkZeVQ2VJ12W7AMrXFjPdlV7plOTEBBpCbFk21zdE1aAeLtJSUqip7GiQpSU77VNXiAhT0jOoWh96DGysrHZVDrph3LhxHTSgDXX1jB0zhpEjR4axZb3DzWoDTPqkSdQHrRJrKqpIT53kIixDICLMLihsK6PUONh6NAAAIABJREFUHRVrSphV0LNal7HCtGnTqC/r3qCtKilnerYzyDojcWICLfXtA0xUlaa6euch6wHJSck0Bxm0DTV1pDoPWbdMTZtMVXnHe1hVaaiocnKXbgilAa2vqSU5yqQGziAbYJKSkmipaS8urKmsIi3F3VCdMSO/gOq1IWvJt0NVqV5bSl6eE6X7ycjIoKm6lpbmjhGCfurLK5jqchl1yoQJE2ipb3/vtjQ1M0KGExcXF6ZWRQ8JCQlsqGtv0LbUNkSVqDpcTMnIoD6EsL+xvoFRw0e4iPIekJiQ0E4DWl9bS3KUBeM4g2yASUpKojFIh1JbVU26C1nulJycHGpKymhtbe3yuMry9SSMjY8qkeZgMHz4cDLTJ1PZSVJisFp4TVW1rlJEF4wfP76Dh6yhro5Et13ZIyZMmEBTkIesJco0POEiJSWFpuqOASXV6yvISE1zuys9ICUhub1BVl1L8sToWgy4xLADzMSJE2lpaGTpB/8D7yZav6qI5FnbhbllkcvYsWPJSE6lsqyc5PTOtRJla9ayhYuuDEne1CyWlZSROiV08sjK8vVMTktztfC6YMKECTRU17L0w0/aXqutqmLSRLcA6AkTJkyguaGhXf/VV9c4g6wHJCcn01jVMaCkprKKKU4/1iOSJk7k26q1bc8b6xtITM0OX4P6gBudB5jhw4dz+H4HUFW1Kfx71pZJ5ObmhrFVkc+M3HyWri7q0iCrKiojf/7ug9iq6CFr6lQ+ev/NTt9fX1JK7lSX7qIrxo0bxwEL9qKxyeclm5RIjtPd9YgRI0Zw2L4/pKZmk2Gx9W57ue22HjBhwgS0pZWWpmZGxo1qe72uspqMrJlhbFn0MHHCBJqLlrc9b21ojDrtpzPINgO77LRzuJsQdUzPzWXx6//s9H2rwVjucmh1Qnp6Og1d5DKqKa8gaysXDNEVIsJee+4Z7mZENbvtsmu4mxCViAiTUlKoqaoiadImeUtzTZ2rctBDxo8fzwaf5GBDQ1PUlYhzGjJHRJCVlUVtaecZ52urqhkfN9rpxzohNTWV5tp6WjdsCPl+Y4ULnXc4IplJySkd8rg1VdeS5Mp29Yj4+HhaG5vanjfXNxIfHx/GFvUe5yFzRATx8fFMGBtPTUVlyELZ5WuLyXdbR50yYsQI0lNSWf7ZUsZNaL8qDCQmdgaZwxG5pCWn8O63X7fTeTbW1Lko1R4ybtw4mhs2echaGhqibrvcGWSOiCE/K4fyopKQBlllSTnzCrYKQ6uih112mM9nXy6F9e0jBQVYsP18Ro0aFfqDDocj7MyaMZM1JcWwsqzttZ232c6lXOkh8fHxtHgGWWtrK60tG6IuGbszyBwRQ15WNt8s/Qi26PhefXkFU/d0ObS6Yqf532On+d8LdzMcDkcfyMnJ4bQctwvQV+Li4mCjsqGlheamZuLHjYu6dCFOQ+aIGCZPnhxSmN7a2kpDZbXLoeVwOByOkIgI8ePG0dzYRFNDI/Fjo0s/Bs5D5ogg0tPTaaioprqist3Kpnp9BekpqVFVk8zhcDgcg0v8uHFUlJXT0tzC+Pjo0o+BM8gcEURcXBxzC2ex7KW3O7w3f+t5YWiRw+FwOKKFGbnT+fj9zwDYce62YW5N75HO0gxEA/PmzdPFixeHuxkOh8PhcDgc3SIiH6hqSA+D05A5HA6Hw+FwhBlnkDkcDofD4XCEGWeQORwOh8PhcIQZZ5A5HA6Hw+FwhBlnkDkcDofD4XCEGWeQORwOh8PhcIQZZ5A5HA6Hw+FwhBlnkDkcDofD4XCEGWeQORwOh8PhcIQZZ5A5HA6Hw+FwhBlnkDkcDofD4XCEGWeQORwOh8PhcIQZZ5A5HA6Hw+FwhBlnkDkcDofD4XCEGWeQORwOh8PhcIQZUdVwt6HPiEgZ8G2429EFKUB5uBsRxbj+6x+u//qO67v+4fqvf7j+6zuR3ndZqpoa6o2oNsgiHRFZrKrzwt2OaMX1X/9w/dd3XN/1D9d//cP1X9+J5r5zW5YOh8PhcDgcYcYZZA6Hw+FwOBxhxhlkm5c7w92AKMf1X/9w/dd3XN/1D9d//cP1X9+J2r5zGjKHw+FwOByOMOM8ZA6Hw+FwOBxhxhlkDofD4XA4HGHGGWRRjhgzwt2OaEREMkRkTLjbEUuIyFgRGeU9lnC3ZyggIiNEZEq42xFNiMjwcLchEnD90D+8+XfAxjFnkEU5aiLAY0Xk+yKyr4jMD3ebogERSQZ2BeaKyIEikhLuNg11RCQV2A2YJCLp4W7PECIT2F9EpopIfrgbE8mIyDAAVW31nsekIRuiHzLD26LoQ0REPURkljePjAu815dzOoMsCvGMcv//7jPgH8DhwFfhaVXk4+83VV0H5AOPAscD6jw2m4fAKlxVy4CtgfuAB4F81+d9I2gMqAa2B94GjnN92jmquhFARLYTkWeBe0Rkq6DxdMjj64dtReRprB+2dh6z7vHNIep5/H8K/B44Evhjf849YgDa5xhkPK+YikgO0AT8F3gIeNczNBwh8PVbKlAD/B2YC9zp+m3zEViFe3wKHAVcqKpu8dAHRGSYN6GqiKSrarGIrAf+DTzgTRSBY2IeERnu8wQJ8AvMgL0aSAcOBWqBb8LWyEHA3w/e858BOwHXA0ls6odl4WlhZBO4p4Luq/2Ai4F8Va0XkTdEZBtV/bAv92BMrQqiGf8KztOMXAg8B5wOHIwNMseKyFjvmIlhaWiEEbzyFZFLgBeB24HRwO+AnUVkWhiaNyQJ1lWIyF4i8oyIXAq8BlyEecfSwtbIKEZVN4rIGK8/XxSR04CbgMcwby/OGNuEqrZ6/bWDtyj71Hvra+BpYAMwT0Tiw9bIQcDrhzgR2dF7yd8Pz2CL+21FZHxYGhihBMYyn1dxHxG5Q0S2VdXHgCXAAd7hd2CGfp/uQWeQRQm+i2EnYB+seOqW2GrmeCAZeAS4XUQeAWaGqakRha/ftheRw4BiVd0WKAJuUtWPgEbgbBF5QkRcv/WDIF1FkojsjW2l/wqYAPwBM4gzgANE5HIRyQpjkyOeEIuKQuBuQIAfYOPAbGAN5jW7T0TOHvSGRggh+utQ4B3gcBF5QlVfBVYDu6tqM/AWsB0wpBaxIfrhIOBdvH4A3gRWAgtUdQPmYd0OSBjkpkYsnldRfc8vA07GFpbHe+Pb/wFnAKjqX4GvRSSjT9/nEsNGJp5VLj6DYjJwPjAWOBfYiHl3xgBrgbmqeoiI7AqUqOqX4Wl5eAnRbxnAdcCXwANAKbbPPwyYhxlld3nG2kpV/SA8LY9u/O5537bQFOAJ4GPgWO9nS+D7mEH8U6BMVW8OS6MjHBEZ4U2UgefzgfXYIuwO4L+q+mcROQAzyJ7GvBxnALeo6srBb3V4CboOZ6nq5yJyIvA8Nnb+C/NgvIAtDi5S1a9FJHkoyRaC+mGmqn7h9cOLmFTpdeBG7P68CbhEVb8UkRRVLQ9TsyOCEFu7ccBpwLNACzbfnoMtNL8GTgVuA5aq6tX9+W7nIYtQPCfDRhGZ7A3E22ET3D9UtQZIBAqBCzHtQ6uITFbVN7wbKyaFvb5+SxCR7TFPzJ7AH70JagugVlVPxtz0h3lencedMdY3vP4LDP7pWPTqBcDvVPUdYBowR1V3B/4MXKWqRcBvnDHWEW/H9yjMqxhIFXIvdq//EjgauB+YIyJJmHQhBchT1a9V9TxVXRkrY4CIxHsLqsB2boqI3ALcKRY9/QAW3XsL8Bvs2qwDXg6cYygYYyIyTkSOgLZ+SBaRPwJ/8eQBDwDfw4z532DX0gbMOMX7XEwbYx43BOQUIjILeAOYBJSq6mrgLEx7+EOgHjPWzsSuL7zP9cm2cgZZBBHCxXwitqJLx9zJrwF5IjLBuzCWAa8AY1X1cFVdG/is38061AmeeETk59hqJkdVPwQeBn7uvb0KmC0i/wWKgQNiqa82B9725PYi8ldMGPwB8CGwv3dIIrCjiPwdiMMmxMDnJFYMh57geTYU21rKEUtjEQ+sVdUDgQZsRf4+tlo/zjOGr1HVp0OcZ0gjIvupai12Lwc4APOS76yq5Z6340DgBiwKfRkwS1X/oqpfD36rBx6vH+owz3OA/YCRqrqTqpb4+uEm2vfDPbG6oxJARBJF5FQRKVTVXwCjvLcmA3er6iVe/4IFhGVjO1RfY06SelWtlU0RmH3ScLooywggWDTovTYe8zTs7nkTEJEPsZXe7sBT2NblGFWt9t6Puciq4L9ZREZj+rmjVXWV9/LNwJUisrWqfiQiJwBNbjXYN0K49EcBZwPPqerfvNeuAk4XkWdV9V0ROQe7Vl/23m/TmoXjb4hUfNfyVpgs4TBgEfAjEdkTSxlyCRaQcgsWkCKqWgrt+nXIjwPeGHmyd88/IyK3qupZ2GT6RtDhj2BeoU+AIwNj5lBALPfViWJBCY/5+iEO08f5eQQLqvkMGyMrB7e1EUscpnFdgMlb7hWR2zAP4k6YVxHP4/o8ptlerqpP+k/S3/vOecgigMDEJCLzROR2TygomDt0R9+hK4BKYJyIjAQ2qGp1f63yaMZzzW8lIj8Xix4aDswHynyHFWEexv28z6xxxljf0U0pBHbwBqgEIC1gjHm8h4nMf+Z95i2fMRYT3pue4DkIh3mPh4lFwd0FHIR5wbbEUrNcD5RgC7HbMB3USlW939+XQ71fvXEPAE+6cStwsKq2ANNEZHfMCz5XLNfYViJyH7aTcKCq/tw/ZkYrQf1QhxnnB3pzQKY3h3wHbOl5r7cUkfuxcfBAVT1TVSujvR/6g4hMCDxW1WKsbzJEZDamETtdVf8BpIrICSLyWyyYJk1Vrw8YYwPp4XcesjARwsuwFybafxzTix2HDby/FpGl2L71/4CnvIunjVgyxEL0286YB+E+zBV/KvA34FoR+RV2Y1UC9/hczo5eEMILOQtL7LoEyMK2iFaJyGmqeqc3GSRgouENweeLpeu1K6R9PrFkoEpVm0QkcL0uEcsvdqSqniMiFZiX50lVfcJ3HokBQ2w4sC8wDnjU084pNonuKSLHYxq732Iau3FYNFwulputEYumjuqdBM+A2gfz5jwiIgnYIvRNrB9OwiQB12GJSscDJ2BJsB9U1Xr/uaK1H/qLiFyJbds+IBZ9OhFLrr4S+L6q3iAin4vI6cARWJ+PA04J4Y0esHvPRVkOMiEmt0AEzF7Aoap6pvf6P4DLgAJs67IWiwhqS3A41AdhP8F/r4gkeCu8X2DX8SIRORCLMNsf67s5wHLg16raFI52Rzv+fg9cu94gNUJVbxWRC4A04BpsAbERi2Y7X1WXBJ/D0R5vdf1T4CRMZH4Xtk25TFWf9BYclwG3Bm+PxNqE6hldk4FWzNh4D8ul9SqWKf0nmMG6XlWv8oyVqqFy7QXuIxE5FpiKaQiPBBZjW7EvY/1wGmac1qvqFWI5KWti6VrpDPEil7376kTMi5+HRSd/CKzDBPyfe88XA/NVtcR3js123zmDbJDw6cQCk1smFimlwL3Ytto2wCtqWX6vxkLXV4vIKLV8OTE3uYXot1nYpPUF8E/Ma3idqh7gvf8o8EtVXSMi45xXrG9I+7D5sViKgBIsQCIPOElVj/DefxMT81cBM1T1k/C0OrLxvBvqu5bTsAm0EtuCPB/z+IwHpmORkxmYZuXvauL1mDPEAoglbz4S09GejmnFzscCeCZhfXYDpme8AtokDe286tGON3cchemdzvJePh8bDydiKVB+D5yHGfM6FPuhNwSNZwlYcMxxmOfr55g86CTMQBuJlXi7HJiqXtYCzxjerPee27IcJHyDcAEmyv0EG4S/wAaZeCxi4yIRacAG4zrvQmgONkxiBV+/5WCegxZs8PkGuBMTYH4uIrdjE1kztsrBGWN9xzd4zce2O9Zg3ojrMY9Os4j8BPOIfYetxpux67rD1rKjXZ9uBQxTCzApxdKwlIrI48BewEtYvqhTgfvUS8fi2yIZ8saYbwIUbEvuV1h6j/eAWUCWqr4jIm9hxthL3uv1qnqZ/1zRfB0G9cMwrB9exKJwZwHTVPUtb1E0CTPe5wDNqnqJ/1zR3A/9JeieORlzfpyEGbUFqvqmiDRjBu0TQJG3vful93kNcZ4BJ2YFfYOB+Aq1ivFjTOf0IRY2u61aJOCXQKr3+vXYanhfVa3wXQgDulcdyQT6TTaJnc/HVivx2JbkJLUUH3/HhJcXYAPRq6p6nKcXcfSCgMHv+72LmLj8MmwSeEwtrcL7WELEX2L6sQXAFcHGbywP/n5E2pU8GyYmDL4VOEZELsK8vTkikqOWs02A2aq6XlWvUdUPvLEjJjzjIu0LNwPZaslxa4FDsEXrf4GDRGQKlsahVlXXqur5gXtfolysHtQPo4Fc756qxrzRy7F++KHnMTsQqFPVIq8fGvzniTW8W2aY7/FksVx+qOoN2Hw7C4s6PVms/NihwGhVrVTVf4ej3TH5zxosdJPeK8MbTJOxlcuNwD3ACBHZAivr0YQZGv9R1ae8zw3v5NRDGt9kHrg+F2CDzWVYAr5jvePuw6JitlbVp1X17sFu61BAfFGPvkn/j1gW/X2wup/ne6/fjm2XTFDVS1X1BI3hRMSdIaEjnydiqT92xgyLk7Cs399gq3awBMZ3+c4TE+lBAmNdUH/9AEskDJa6ZhoWdfoGkIl5yL/AKhQEzhPVEeedtH8f4C/e41uwbey52Pb2FKwfvsZE6V2dJybwe5JFJA8Y7y3gk0TkFO+w24HrVfVZbKcwC6tW8KcwNRtwGrIBRTqWOtkdWIiV63kCqz95EDagvILpINJV9TciMiawqol1xDLs/xZ4G1sFfohtSeypquViYezLVPW3IhKvnrbG0XfEyoNcxqaCy1sC16rqPO/9Z7Dts8dEZLZ6gn3vvZjUNPUEsbJGR2PR0Y+IyHtYDrFHsIkUbJv9x8AdaukbYk4rGkBEdsHyK76BRen+GfiXqv5NRA7GFgaHAzOAz9QTWw+1/hKrWXw+Fj15A/An4B1VvU9E9sOCFw7Fgr6+UC/yfqj1Q2/w/+3eePYL7N57E5NbPIclcd1eRMZgiXFPAj5Q1fW+84RtPHMG2QAgVhz5QiyDb2Ng716sbMU92IrmNCwKbQSwN6YjSwLiVPWrcLQ73IiJmn+N5Q1aqqrPiuWGuRMTkW/EBqJ9MM9YtqqeLibuzVPV18LU9KhGRI7Eq4moqt+KpRC4DduO/AALm9/fe+1TVb1ZRH4ATFdX6qhTAro5z1sYh2XyTsOu5xOxZJz/A67FtGKXYR6O49WXjiBWCOovMLlGJtY/x2LX6EPYFu+NWAm0XOBMvyEG0a2t9feDt0V5HfZ3Xo3pixuweeQOrB8WYIbYT/2GGER3P/SVUAaUiCwEjlLV+d6c8g9s0XM21rdjgSeB+9WLwI+EhaUzyPqJiJyHudYfwbxgizDh6buYCL0Oy6y/SFWf9lyoh2JZzT8PT6vDj4icga1O7sU0dD/BPGIvAT/CvAg7YF6ZB0VkBOaiP0J9JaIcPUdEdsCMrRosB8/2mNH1DubJfQP7P1Sq6s9EpBBPJBysEXOERixb+khVrRCRW4F4VT1BRFKxmoG7YgmKd8IWIXf4PhsT3g1pH/EWB2So1d78P+BHqrqtp5t6B1sYFGC5oL5U1T+GreEDTJBHZwQm0F/uGRMnq+ocsQSw72L6uWysH1Z4OiiHDxFZgI1pd2ERt+di8+5/ROSnQAU2R+8JfK2qy7zPRcx95wyyfiKWZuENVb3Fe56BWeEvYO7SFCw0eQvM1X41VpcuZkXPIjIJuAr4t6o+4L02A0v8OApLergdplUqwIq4Xgu0qMsn1ic8AfSNmMfrSu+13TDDoAJbNe6FGWRfAPup6uMiMkNVl/pW7xEzeIUbz2u4TL16iCJyKuYJ+yeWYPLf2HbTpar6mVgplt+ol1jSd56YiEgVK/30X7UM+4gVBP8/TL7RoqqXi8i/gBs8b/mfsDqCi4OMl6juL68f3tdNJe8OwbYnX8M0xpeJyEvA7ar6hIjcDPxVrQTZkOmHvuI5NY7HjKoHvdcux+bYf2HRpouxeeQHwMXYwvM6/66KBKWhiQScqL+PyKbold9hkS5JAGp1J5dhE91VmAbqOiyE/S5VXRXkpo85vAnpZWCSWJkKMO3S15je7hUstHsRcCnwjKrWOmOs76jqGswDtkpEpnovf4AZX4qlq3ga205/FQtAQVWXer+DRf8xi+/e3wozwBDLtL89VrXgO8yTEfBu3CsiD2Ki/mrfeQLbTEN6UhUr3fMsFq17hYhs5721B3AM5rU4UKyQ+i3AXzzjNQMLeGgrRO89jsr+EiuN9wzWD1d6Hmswj82PsV2WA7zF6U3A7Z5ROhWbU9r6wTPMorIf+oOInIuVL6oEfiFWlxgs1dEvsZ2VPYDV2E6VYDrEJ4MlLqq6MdLGM2eQ9QLxRT2qRXCIqv4P04X83Hfo89hFUaaq1wGXq+oxaglfY3avP4jnsTQWs0UkUS0YYjywk6q+jg1It6rqD1X1/TC2MyqRoHQL3sMXMFf+bBGJUwuGSMK2Sh7Ato8rsdqAd+IIiU9n8g9gjljW71RM83Qjts12AfAtNnl8hHlEjlFfSpZYGAPEUjKcB7ynqntjutBtxMsej+nGLsbS2axSKwn1GBZVfYiqVgTOFc39JSKTsX740OuHJmCep2+qxipdXI5pZVeq6nOYfq5ZVQ9W1XWBc6nHoP8RkcH2mHG1CHN4zPfm5W0xg3Yslji4FSvb9hDwiar+GSI/DUhENy5SCF6ZiUiu99Yo7/fVwG6eTgS8bYvA4Kuqy73PxVRRZbFcVmf5ns+RTeHtNcBbWLRUondIOhYRE1i9OEOsD4jI1phRgGyq+YeqfoN5xOZgYnMwI6LYe3+Fqt6hlqTUjQ0+gvtDrGTXLdhkeiGW6TsJM2hPwYTXV2IGyJPAHrHYp6q6GvPMfiOWVywJyFHVKqAMM0zOBQqBO8SK1d8EHCy+4s/Rjpru9d/AsqB+qMZ2BVowgy0XuFMs4GkR5jFL7OS0MYPv3rkK2FdE9sGCYpKxJK93YuWOFmMast9glUM+BRpFZH+I/DQgTkPWC7y9/sOBXVV1qvfaSFVt8USDR2EJDJcBv1PV8vC1NvyIZSS/AituuzuwlaeP8It6z8VywMxmU93J0s7O6egc2RStNQJLFfIJ5p25ATPADsCM4MOxUl1zsPQW56rqh77zOJ2Yh4SO4BqBTZaXqaVheRArKbUeW2AcigWqXKGqVWLC9QOwLeGWody3Qfd2oPZpHuYB2wtbEIzEvLWtmBfxdKzvrtBN0ZNHYl70umjtL5/uMtAPOViViz2xOUIweUYzsALro0qsHwLRk4djgU410doPfSVYI+frz4uw9FG/xfL4nYeVzyrHtnfXq+rj3meGAUnRMhc7g6wTQlwMe2DCyzOwVAxvq+rvAgaZd8yVmN7pv97zmJvYgicwsSjUidgq8O3AxC+birxugYW4v6Kq/wpLo6OcoEkwMGg9CMxT1Rne648DX6nqhSKyN7Y18hG2cIg5LUp3iAWeNOgmAXogQvV5bGv3fuB1Vb1TRPbCDLTvq+pasUTQRd7nYmYM8Dyzmar6jOeZbas0IpZDbD5wEVYKaTcs2et8bB5a5x3XLpdjtCGWkmeaqr7lPU9Q1Urf+wdgkba/xgyyXbG0HjsDrerlw4r2fugPwfeMiOSqRZ/GqWqTt939JHC0qpaIyJZY4NfHqvqC73NRF/TgDLIg/BeDWBHSSar6lVjZox1V9UxPF/Ef7/la8RX/9p0n7DlNwoXnkt9bVZ8Sizq9DMsldjqwRE1g7hhgPLf8kZix8B/gUSzz+8viS6DrbcHH+4yNqBu4NiciMh1beD2LbbedhwXp/BnbHhmG5YR6AduePAjzNP5SVVd454gZrWgPPLMHYlKEwzGR/vOqWikic9RXiH4ojJki8n0sIemB2Ji3A1bou8XrowlYFP4K4AVVXT8U+2Eg6GZH6gwsUfgRYW3kABNzmobOCB5AReRYLNLvYhE5B3gGSBORPE8X8RVwjvfxlhDniYkbKrC3H/i7xaJeXgKO8vptjPe8Gdsiu1hE/iCWhsHRR6S9aH+8iPwOy9/2KpbnajdsIrhQLKryeyIyJrDgUNUa8XDGWHvU0lisxGrdpWNba6PVyqxchQmLR2OBPMdgBa0PDhhj3jl0qBtjsqk8TyCp6QbMGJunqtd7f/+tmFbqC8xIKwTGeZ/7xH++aB0zpb028DVgCeb1H4PtCjR6fTRMTTP2IUOwH/qDBJUJ9HakTsc8qp9625RtqOrtwGrPWzZkiHkPmWdISNA228GYKPAwTPD8e2y1nIDVnBuNrY6PAE7QGE3w6ner+1Yuh2G5YLbCsu3fCTyF5Rv6GIugSgxs6Th6R9D25Ghs22Msdo2uVdPobY9VhjgTWzTMx3IavdDJaWOaLnRPJ2Gau8VYNODDqvqCiJwIHKaqBwR51GPS09hLz+x4zygZEgT9/7PVEtzOwrYk84FTVPXTEJ+bMJT6oa8M1I7UUCHmDbIAYjlwjgEexAyuM7GEr4941voJ2PbENMyzuAaLBro0VowLnz5pEXCvqn4sFnF6HpYH5mFgKZZT5zBsmyITyzNUAYxQ1cXhaX104xm6z6tX71RETscmwdfZVJz+EOBPqvq1WKLEWlW9Lpb1KN3Rje7pWKy00RPYfX8WcLh3D0zXTQlhY2l70m+8jsdyak3D8gpu5f2uxgTXJwAzsXGg0devQ0pXJ5Y37CLMm3oHZsQfgaWxuAWLqPwKS+66zve5IdUPvSGETuxYzOP8FbZwvwcrqH6+qn4jIq9gGrHzgoy4IbW9G5NbltIxhH0/zBCLwzxge2CenDli4t7XsKiYQmzvfwZWqHRJDBljwzDjCkygf7D3+AZsEP4c88bMwPKL3YklyEzEIoQ+dsZY7/Fdq7tiSYjxtiC3waL5wLYpDuLzAAASl0lEQVQqGzFj+GjvtT8BDwCoBU/E5L3eGb4tkk+B34kFQZzkvZculnX/Q2xM2NY77mPM64Fn9LYZYkN9YvVtT24UkdFixZlHYfnXvlHV+7E8UIdjHsWXMGNkuKo2+PsnmvtKrJRRMEcBf8OM0xOA7wGPA3/HrqFbsULo6/wfiuZ+6CueSmJYkDF2MLaoPwbTbmYB87AF/i0i8hp2Pe0mIrOCrqUhY4xBjHnIQljlP8JEp18Daap6t1g01Q+wbbddgSq14sp+q3wLYHnAWzHUEavPdwXWR8eKJcJcgIVsfw8zVs/BEmXejglaj8eKhv9aLeeQox+ICc0fwoyvCZhGZRiQh0X/LcMGsd2AO9WL7IrlVXgopPcRqQdg/Xp7rCy+/MS6Z9Z3jfwIqz8cCIQ5HosWfQwr/r0D5hGrxbw8j2Cew9Gq+nBYGh/BuB2p0MTMqllEvocZWIjIZBG5F9ga83RlAuO8VeASrP7kR9jN9ii0lawIrBI/iwVjTETyRGSqpwGpAKaJyK7YyngklnhvT+zGOQUzyI7HPGbHqOpZzhjrPSE8uAsxPV4RtiXyCRYgUYttjeyBafS+VNVr1Rdm74yx9viMsf2xkkZ7YmXNlomlAwHThV7oPX4WuF59aSwGu83hwHlm2wgk/94bi55ERP6OeU0nYvdduvf8BqzUWw620H/GGWNuR6o3jAh3AzYnIpKNDRoPYoPGWyLyARa+3oytXr723NCnYkLMLGzPf5h6dfwCDDX3aA/YDcgVkccwwe73sGLflVhI91NYLqHtsYSHW+Hzzjh6R8B7o+0DTCZi/XucqtaKyBuYSP9KbBJ4BvgMSybpvGIh6Eb3tB+2uPg98FsRWQrMFBG/7qk60Kex0q++a/Bm4CGxIIcJWLmj39DeMzsM205K0E2JXQP9FZVjpjcnnIXV07wAm0N29eaU1zAD4lrv8DisDxZ6z3+rqm/6zhWT92PwNRC0I3VH0I5UK+ZpPMrbkfqdb0dqObBfLDhBon310iliKRfuxf7RNViIcRlQoKpvYCuZLUVkmlpI9h+wTPEfquphzrMDwH1YcfTzsa2JJ4A6LDvySGChqr6ITWb/VtW9VfXv4WpstOMbuLYXkUdEZD/fdRjQ7C0C/qaqb6rVcztVVc9Ry+sUM+LynuB0T73DeWbbNE5jsJJX04AdxKImWzFvYBYmyXgUeFFVT8Q0s/djFS/2CRhjsXw/uh2pvjFkDTIsOup8Vb1OVatUdRXmam8US8RXDPwT2/dHVdeq6t9U9TbomBclFlHVVlV9Gngf24ooAopV9T+YiD9XRApUtUVVnwlnW6OVwHXmTQQjxWokXogZB/O8578FfuZNDAXAchHJ8Vag33mfjclVeChE5DARGeMzcE/HJoLzsEnhAWCCWKTkfzF9yi9U9WosnUVMpQfxG66+1/ye2QMxQzbgmV2PeWanY9q6Ns/sIDd9c3A+pmdKwgwEMH1YMmaAfoOVwHoD2CAi/8RE/TWqugQ23dOxdj+KSLaI/EosTcVS4DYReQC7Ttp2pLC+y8F2pBZhXshhqro04GGFmNyRGpoGmVh+pgbgEBE5XERe8jxm47F8Qpd6e9UvAVUiMi74HBqD+YQ6Q1VvxAbhc7GalGC6kjNU9auwNWwI4LvOkrzfk7DUC3cBf8VqfFZiXsjz7CO6QK0QeKBoeMxspXWF0z31DeeZbcdt2C7AhcB7WEHwVqx4fAZwlqr+CfPkbANcqKoXqS94IRbnDrcjNTAM2ShLEZmJrWi2AT7AttnOUNV9ReQeYDJW6iQmk7r2Fm/Vcz6mHZsVi4POQBDwZPl+H4bpFz/DFgiV2Bba46r6rljR+pmqera0T8Qbk0lIe4K4iNRukU3ljgTTEp+JRU4/i+0uVGEau7sx4fWBwL5YapCVgWsYhowh1oa3oP8DZpg9j3kH/4OlYZiEBSx94zu+Q3LxWENErgce8TzOgdeSMZnLz1X1ExG5AJihqieF+LwbzxjCBlkwnhfsUlW9QEQSVbXC996QSi63ufC2MerVK6bu6B3B15k38N+MbQPt7f3cii0WtsWMh3ggRWOwRmJPCNGnCzHDYhhWwWAfrKrGu9jW7ymYkda21RbLeJNmNVZvNkNVT/YE/L/CxPvbYbU6v1TVa8LW0EFGLNXP45iX52VVvU8sBUqSqt7nOy5mjPjO8Maxi7E0IB9gVUJexIyxOVii8DMxQ/8E4CJVrQtPayObIW2QiRW7HYVVgj8F+B+mK4vpUieO8CFWHuQAbDtkI1avrQnT61yhqm+JyGxgf+AhVf0ubI2NYEItorwFw23AabopIvXXgGAG7g+I0YhU55ntPWIRgJcCc9Qrbu0IjduRGhiGtEEGICILsIHnT6r6dpib44ghQnhvDsK8Dc1YZNE12DZwmfd7X8ww+4Oqlg5+i6MPsbqd5wL3qerzIvI3LJHpgyJyKLBIVad5x04LGLixYoiB88z2B7EEpgmq+n6wURvutkUybkeqb8SCQdZuRecuBsdgEGISnIppcq5R1Xs8D0QLFuFXgAnR1wNX+SdBN/Bvwume+o7zzPYPdy92j9uR6j9D3iAL4Awxx+bG0+NMVtVPveczsS2Pt7CorEOA2d42UBzwJPAjVa0WkbyAUNgN/l3jdE9d4zyzjnDhdqT6R8wYZA7H5kQsmeTBwFwst91YrPbaHVgyyVOxlCEvYiWmxmKVD85UXzkQt3DYhNM99R7nmXWEE7cj1T9iKt+Ow7G5UMsk/R62DbQrdm+NwerdHQm86g1Ut2P5r9ZiSTeLgs7jBi/aBvK2PGue7mlfLILrc2wbchSWYf9QbyvyQeBG7zMbxGOoG2MikiwiW0JbVYKZIvKQiJyF5Vy7AUuIC7adeyjwtqrehG0pnaqqK2J1O9cxcATuNQmRbNjRPUO6lqXDsbkI4b2Zj9XzBPN+LcU0TZep6rbeJLlQVReJyFFY8tc6vyfHsQnPsAjWPVViBlmw7ikbmOrpnmp85xjyhoXnmf0+MFdEAp7Zi7Fo0ywsdcPuwIuegTYWWzSMA6p92+TOk+EYMNy11Dech8zh6CWeEdXmvfFePgvLd3UNtgW0D+at+UpErsOi2AJVDe4BDvMmQWeMEbKO4kGYZ2cn4CogETO8kjAPT7qIXAuUquo1sSpCd55Zh2Po4Awyh6OHiMjB0LYdNkJEThKR3by3vwM+UNXPsC21OVi5lZ8Bz6nqHqr6vPf5F1T1J24SNDrRPV0DvKmqZwCvAlth221fYkXv9wFuC4jQA9ttQ53A3+n7PR8LbsgG9sI8YAHP7AHAo55n9nHMGGvzzIah+Q6HowucQeZw9ACxzN3Hi8gPRGRrrLbfTsAVYmWlWoA9vG22SUACkKuq61T1de8cMV+wPoDTPfUe55l1OIY2LsrS4eghXkj3L4DpwF9U9SYRORsrGfJPYBfgCKAY+I366t05NuEiUnuHiBysqv/wHo8AjgeWq+q/ReQq4F5V/crz4O6NGWQVwJaBxYDD4Yh8nIfM4eg57wD/xvQ6Wd5rfwF2ADJV9Q6sbM9x/pxiYWlpBON0Tz3HeWYdjtjBGWQORw9R1SbMa/MlsIuI7KGq9cAjwGjvmOXQLuw75l3QTvfUd1S1FitzdBpwP7BMVU/BoiePwK49BR7DjNtLVfWloHMM6bQfDsdQwRlkDkfv+Ap4DvPmnO1tmz2pqk/7D4oF701PcLqnAcF5Zh2OGMAZZA5HL/AMrX8DdwFXOsMrNC4ideBwnlmHIzaIuS0Ah6O/qOoazLvjCIFP99SEBTj8BDMcThSRY9mkeyqlve7pJeB17xwxU+6ohwQ8s9thntnXVfXJ4INi2XB1OKIdF2XpcPQRV/Ovc1xE6sAjIlOA44BXVPWDcLfH4XAMLM4gczgcA46IxGGlpI4D3lDVc0RkLJZT7G5VfUlEcgNbbd5nnIHrcDhiFqchczgcA47TPW0+nGDf4RiaOA+Zw+HYLHiG1o+wFBefA4c6jZPD4XCExon6HQ7HZsEriRSISH3FGWMOh8PROc5D5nA4HA6HwxFmnIbM4XBsdpzuyeFwOLrGecgcDofD4XA4wozzkDkcDofD4XCEGWeQORwOh8PhcIQZZ5A5HA6Hw+FwhBlnkDkcQwARaRWRj0VkiYj83cuK39PPzhWR/Xr5fQeKyK86ea+2N+cK+uyJIjLZ9/wvIjLLe3yEiHwhIq+JyDwR+WMfv2Ohv39E5HkRSehrm3vwfaki8p6IfCQiu2yu7xkovP/BLX38bIKInDnQbXI4YgFnkDkcQ4MGVZ2rqrOBZuCMnnxIREYAc4FeGWSq+rSqXt37ZnbLiUCbQaaqp6jq597TnwBnquruqrpYVc/u43csBNoMMlXdT1Ur+9rgHrAnsFRVt1bVNzs7SESGb8Y2DBYJgDPIHI4+4Awyh2Po8SYwXUQO8HlmXhGRNAARuUxE7hSRl4D7gSuAozwP21EiskxEUr1jh4nI1yKS4v8CvxdFRHJE5B0ReV9Ergw67v+81z8Rkcu917I9T9efReQzEXlJRMaIyOHAPOCvXlvGiMjrnjfsUmBn4HYRuU5EFojIs9754kXkHhH51Puew7zXbxORxd53BL77bMzge01EXvNeWxn4+0TkHM/LuEREFnbV3uBOF5EsEXnVa8OrIjJNROYC1wL7Bf6moM+sFJFLReQt4AgR+b7Xlx96ns5477irReRz79x/8F67V0RuF5E3ReQrEfmh9/poX398JCK7+/5nT4jIi97/+FpfO07yzvFvYCff66ki8rj3P3xfRHbyXUN3e/+f5V6/AlwN5Hl/63WdXaAOhyMEqup+3I/7ifIfoNb7PQJ4Civsncim1DanANd7jy8DPgDGeM9PBG7xnes3wELv8feBx0N8X9tngKeBH3uPz/K15fvAnYBgi79ngV2BbGADMNc77lHgOO/x68A83/e0PQ96vAB41nt8DbDI95lE73eS93u499k53vOVQIrv+JVACrAt8CkwDogHPgO27qq9QX3yDHCC9/hk4B+h+jfoMyuB873HKcAbwDjv+QXApUASVhM08L9M8H7fi9ULHQbkA6uxOqHnAvd4x8wAvvNePxFYDkz0nn8LTAUyvGNSgVHA277/7d+Anb3H04AvfNfQf4A4r93rgJFeXy0J9/3gftxPNP640kkOx9BgjIh87D1+EytXVAg8IiIZ2ES7wnf806ra0Mm57saMukWYYXFPN9+9E3CY9/gBzEACM8i+D3zkPY/HDIfvgBWqGmjvB9hE3lf2wmpmAqCqFd7DI0XkNMxIzQBmAZ90cZ6dgSdVtQ5ARJ4AdsEMzp60dz5wqPf4Acwz1hMe8X7v6LXxbbE8uqOAd4BqoBH4i4g8hxm2AR5VK0m1TESWYwbYzsDNAKq6VES+BQq8419V1Srv7/scyMIMqtdVtcx7/RHf8XsBs2RTXt8JIjLee/ycWhH5JhEpBdJ6+Pc6HI4QOIPM4RgaNKjqXP8LInIzcIOqPi0iCzCvRoC6zk6kqqtEpERE9gB2AI7twfeHyjAtwO9V9Y6gdmUDTb6XWoEOW4C9QIK/X0RygPOA7VS1QkTuxbxC3Z2nM/rS3p5m3Q78LwR4WVWP7tAwke0xLdqPgJ8Be3TyHUrv/o7AHNBZW4cB84ONd89A6+xcDoejDzgNmcMxdJkIrPEen9DFcTXA+KDX/gI8iHlgWrv5nrfZ5KHyG2//BE726aCmiMikbs4Vqi3d8RJmpOB9TyIwATN0qsS0cz/owXe8ARwsImNFZBxwCOZt7Cn/oX0/vNWLzwK8C+wkItMBvHYUeP03UVWfxwIS/Ib3EWI6vzz+v737V4kjiuI4/j0EyxSSN7CwttgHSB5CrAKmUwIJeYMU9ulSSAq7ELKVLAhBkETE/IFN1CjsE9jEPt2xuHdhXHF3UWFEv5/y7sze2TsDe9jfmVmYo0Sb3+r8RMQ8JWocjJn3B/A0Ip5ExAyw2HhtdG0XRncecZ3zJwkLMuk+ewt8johd4N+Y7XYosdSfiFiqY5uUiHFSXAnwGngZEb8oRSAAmfmF0oO0HxFHQJfJX9YblMb9Sw3wY6wBs7UR/wB4lpkHlKj0mBLB7jW2Xwe2hk39jePt1/l/UoqUD5n5m+m9Al5ExCHwnLIuU6uR4TLwsb7Hd0oE+Rjo1bGvwJvGboM6tgWsZOZ/4D3wqK75J2C5RotXzXtKuVb2gW2gP/KZOvVmghMm3L2bmWeUyPXvsKm/EaVLGsP/spR0SUR0gHeZeeefm/VQ1Ri2l5ndto9F0s2Z+Uu6IMoDX1eZrndMknQL/IVMkiSpZfaQSZIktcyCTJIkqWUWZJIkSS2zIJMkSWqZBZkkSVLLLMgkSZJadg7dD+UQonO1qQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Advanced Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based of example script `example_enhanced_boxplots.py` (by Ralf Gommers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import statsmodels.api as sm\n",
    "\n",
    "\n",
    "# Necessary to make horizontal axis labels fit\n",
    "plt.rcParams['figure.subplot.bottom'] = 0.23\n",
    "\n",
    "data = sm.datasets.anes96.load_pandas()\n",
    "party_ID = np.arange(7)\n",
    "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n",
    "          \"Independent-Independent\", \"Independent-Republican\",\n",
    "          \"Weak Republican\", \"Strong Republican\"]\n",
    "\n",
    "# Group age by party ID.\n",
    "age = [data.exog['age'][data.endog == id] for id in party_ID]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a violin plot.\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "sm.graphics.violinplot(age, ax=ax, labels=labels,\n",
    "                       plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                                  'label_fontsize':'small',\n",
    "                                  'label_rotation':30})\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a bean plot.\n",
    "fig2 = plt.figure()\n",
    "ax = fig2.add_subplot(111)\n",
    "\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels,\n",
    "                    plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                               'label_fontsize':'small',\n",
    "                               'label_rotation':30})\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a jitter plot.\n",
    "fig3 = plt.figure()\n",
    "ax = fig3.add_subplot(111)\n",
    "\n",
    "plot_opts={'cutoff_val':5, 'cutoff_type':'abs', 'label_fontsize':'small',\n",
    "           'label_rotation':30, 'violin_fc':(0.8, 0.8, 0.8),\n",
    "           'jitter_marker':'.', 'jitter_marker_size':3, 'bean_color':'#FF6F00',\n",
    "           'bean_mean_color':'#009D91'}\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels, jitter=True,\n",
    "                    plot_opts=plot_opts)\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create an asymmetrical jitter plot.\n",
    "ix = data.exog['income'] < 16  # incomes < $30k\n",
    "age = data.exog['age'][ix]\n",
    "endog = data.endog[ix]\n",
    "age_lower_income = [age[endog == id] for id in party_ID]\n",
    "\n",
    "ix = data.exog['income'] >= 20  # incomes > $50k\n",
    "age = data.exog['age'][ix]\n",
    "endog = data.endog[ix]\n",
    "age_higher_income = [age[endog == id] for id in party_ID]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "plot_opts['violin_fc'] = (0.5, 0.5, 0.5)\n",
    "plot_opts['bean_show_mean'] = False\n",
    "plot_opts['bean_show_median'] = False\n",
    "plot_opts['bean_legend_text'] = 'Income < \\$30k'\n",
    "plot_opts['cutoff_val'] = 10\n",
    "sm.graphics.beanplot(age_lower_income, ax=ax, labels=labels, side='left',\n",
    "                     jitter=True, plot_opts=plot_opts)\n",
    "plot_opts['violin_fc'] = (0.7, 0.7, 0.7)\n",
    "plot_opts['bean_color'] = '#009D91'\n",
    "plot_opts['bean_legend_text'] = 'Income > \\$50k'\n",
    "sm.graphics.beanplot(age_higher_income, ax=ax, labels=labels, side='right',\n",
    "                     jitter=True, plot_opts=plot_opts)\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")\n",
    "\n",
    "\n",
    "# Show all plots.\n",
    "#plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
