{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-25T20:44:46.094056Z",
     "start_time": "2019-12-25T20:44:43.731512Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-25T20:44:46.112087Z",
     "start_time": "2019-12-25T20:44:46.100427Z"
    }
   },
   "outputs": [],
   "source": [
    "plt.style.use('seaborn')\n",
    "plt.rc('figure', figsize=(12, 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-25T20:44:46.260808Z",
     "start_time": "2019-12-25T20:44:46.118621Z"
    }
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv(r'examples/data_10.csv')\n",
    "ages = data['Age']\n",
    "dev_salaries = data['All_Devs']\n",
    "py_salaries = data['Python']\n",
    "js_salaries = data['JavaScript']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-25T20:44:47.206246Z",
     "start_time": "2019-12-25T20:44:46.267555Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ages, py_salaries, label='Python')\n",
    "plt.plot(ages, js_salaries, label='JavaScript')\n",
    "\n",
    "plt.plot(ages, dev_salaries, color='#444444',\n",
    "         linestyle='--', label='All Devs')\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.title('Median Salary (USD) by Age')\n",
    "plt.xlabel('Ages')\n",
    "plt.ylabel('Median Salary (USD)')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-25T20:44:48.214208Z",
     "start_time": "2019-12-25T20:44:47.209236Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "# default to 1, 1\n",
    "\n",
    "ax.plot(ages, py_salaries, label='Python')\n",
    "ax.plot(ages, js_salaries, label='JavaScript')\n",
    "\n",
    "ax.plot(ages, dev_salaries, color='#444444',\n",
    "         linestyle='--', label='All Devs')\n",
    "\n",
    "ax.legend()\n",
    "\n",
    "ax.set_title('Median Salary (USD) by Age')\n",
    "ax.set_xlabel('Ages')\n",
    "ax.set_ylabel('Median Salary (USD)')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-25T20:44:49.797579Z",
     "start_time": "2019-12-25T20:44:48.220939Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kkR54eXlxxx0NKV26TL7uq4iIiIgUDBcvXuDjjz/A1dWVLl26s3HjWsLCKhkdq9Ay2Ww2m9EhHC0uLtHoCIVGQICX3i+DaQ6Mpzkwlt5/42kOjKc5MF5RnoNp0ybx6687ePTRp2jV6j77rX8ANm5cx6lTJ4mO7oKLi4uhOQvaHAQEeF13uY5giYiIiIgUY+3adcLX14977mkNYC9XNpuNZcuWcPToEbZu3cwTTzxLtWo1jIxaKJiNDiAiIiIiIsapWrUaTzzxrL1Y/cNkMjF27ARat76fM2dOM2HCGD788H1SUpINSlo4qGCJiIiIiBQzVmsmn3/+MXFxsf85zs2tBA8//Djjxk0mOLg8q1b9yLBhA4iNPeugpIWPCpaIiIiISDGzbNkSli1bwtdff5mr8ZUrRzB58qt06dKNcuWCKVUqIJ8TFl46B0tEREREpBg5ceIYX331BSVL+tCz5yO5Xs9icaZTpwexWq2YzVeP03zzzXz8/Pxp3rzlNR8xLK5UsEREREREiomMjHRmznybjIwMnnzyOby9vW94G/+Uq6SkJH744XtSUpLZvHkDjz/+jO6jij4iKCIiIiJSbHz77QKOHfuL5s1bUrdu5C1ty9PTk6lT36BOnUj27dvL888PYsmSRWRmZuZR2sJJBUtEREREpBhISUlm1aoVlCoVQK9ej+bJNv39SzF06Ej69x9CiRIlmDfvM158cQTp6el5sv3CSB8RFBEREREpBtzdPZg8+VUSEhJwd3fPs+2aTCYaNryTmjVrMXfup7i6uuLs7AxASkpKnr5WYaCCJSIiIiJSxKWnp+Ps7Iy/fyn8/Uvly2t4enrx9NN9sVqt9mXjxo3EZoN69e4gMrI+YWHh9nO4iqqivXciIiIiIsXcb7/tYciQvhw8uN8hr/dPgbpyJY3AwNLExp5l8eJvGTt2BH37Psns2e9y9OgRh2Qxgo5giYiIiIgUUSkpybz//gzi4y/i7Ozi0Nd2cXFl6NBRpKamsnfvbnbs2Mavv+5g9eqV1KxZi4oVwwDYvXsnoaHhN3VFw4JIBUtEREREpIj67LOPOH/+HJ07dyUsrJIhGdzc3LjjjgbccUcDrNZMDh06RIUKFYGrl3qfNm0yNhtERFSlXr36REbWp3TpMoZkzQsqWCIiIiIiRdD27VtZv34NYWGV6NChs9FxADCbnahatVqWZQ8+2IMdO7Zz8OB+Dhz4nblzPyE4uDxPPvkclStHGJLzVqhgiYiIiIgUMQkJ8Xz44bs4Ozvz7LMDsFgK5q/9np6etG/fifbtOxEff5Fff/2FHTu289tve/D19QOu3hx53rw5DBrU3+C0uVMw32kREREREblpSUlJeHmVpH37zpQrF2x0nFzx8fGlRYtWtGjRiitX0nBxcQVg//7fOXbsKCaTyeCEuaOCJSIiIiJSxJQrF8ykSdMK7JGrnPxTrgBq1KhJ+fIhBqa5MbpMu4iIiIhIEXH+/DlOnowBwMXFpUjcc8psdsLHx9foGLlW+N9xERERERHBarXy3nvTGTVqKDExJ4yOU2ypYImIiIiIFAErVvzAvn17qVmzVqE576ooUsESERERESnkTp06ybx5c/D09OLJJ58tNBeEKIpUsERERERECrHMzEzeffdt0tOv8MQTzxSq85WKIhUsEREREZFCbNmyJRw+/Ad33tmU+vUbGR2n2MvXgrV792569+4NwLFjx+jevTs9evTgxRdfxGq1AjBjxgy6dOlCt27d2LNnT56NFREREREpDpo1a8Hdd7fi4YefMDqKkI8Fa9asWYwePZq0tDQApkyZwsCBA/niiy+w2WysWrWKffv2sW3bNhYsWMDrr7/OSy+9lCdjRURERERuRWpqKkeO/Mn69Wv44ovP+PDDD9m1a6fRsbDZbMTHX2Tfvr38+ONSkpIS8fYuyRNPPIunp6fR8YR8vNFwSEgI06dPZ/jw4QDs27eP+vXrA9C0aVM2bdpEaGgoTZo0wWQyERQURGZmJhcuXLjlsa1atfrPbL6+7lgsTvm160VOQICX0RGKPc2B8TQHxtL7bzzNgfE0B/kjLS2NEydO4O3tTWBgIADDhw9n165d2Gy2LGNbtmxJq1bNAPj666/ZtWsXFSpUsH+FhIRQokSJPMlls9nsF6o4ffo08+fP59ixYxw7dozExET7uBo1IggNDcqT1ywMCsP3Qb4VrNatWxMTE2N//O8/JB4eHiQmJpKUlISPj499zD/Lb3VsTi5eTMmTfSwOAgK8iIvL+T2V/KM5MJ7mwFh6/42nOTCe5iBvWK1WtmzZTEzMcU6ePMGJE8c5e/YsNpuVBx/sQXR0FwBKlvSjWrUaBAeXJzg4hODg8nh7u5GWZrPPw759B9i6dStbt27N8hpVq1Zn7NiJwNWb/l68eJFy5YKzLV42m40LF85z8mQMJ0+eICbmBCdPnuDUqVPMmPEBLi6uxMVdYunSpZhMZsqUKUNERDWCg0MoVy4YL69SxebPRkH7Psiu7OVbwfpf/76LdHJyMt7e3nh6epKcnJxluZeX1y2PFREREZHiKSUlmdjYs5w5c8ZeWNq160hYWCVMJhOffDKLpKSrv6R7eHgSEVGVcuXKExYWbt/GU0/1uWa7//vL/XPPDaB378eylKKYmBj8/PzsYzZv3si8eZ8B4O9fiuDg8pQrF0xwcAjNm7cEYMOGtbz33vQsr2U2mylTpiwJCQkEBARSunRpXn75dcqUCcLFxSXv3izJFw4rWNWrV2fr1q00aNCA9evX07BhQ0JCQpg2bRqPP/44Z86cwWq14ufnd8tjRURERKRounqayHliY88SG3uGO+9siouLK+fPn2PkyMEkJSVds07NmrXsBeuxx57Cw8OT4ODy+Pj43tL9ory8vKhatTpVq1a/7vOVKoVz3333c/JkDDExJ9i9+1d27/4VNzc3mjW7G5PJRMWKYdSv3+jvo2VXC1jZskFYLM727ZjNToSEVLzpnOJYDitYzz//PGPGjOH1118nLCyM1q1b4+TkRGRkJF27dsVqtTJ27Ng8GSsiIiIihVdycjLx8Vc/Wgfw55+HWLBgHrGxZzl3Lo7MzEz72MqVIwgODqFkSR9KlvQlPLwKgYGlCQwsQ7ly5QgODsHPz98+vmHDOx22H9Wr16R69ZpZ9uvkyRgSEuKxWq04OTkRElKBgQOHOSyT5D+T7X/P3isGCtJnNwu6gvZZ1+JIc2A8zYGx9P4bT3NgvOIwB5s3b2Dp0sXExp4lOTkJNzc3PvxwLiaTiYMH9/PSSy9QsqTP3+Xp/7/q1Il0yCkixWEOCrqCNgeGn4MlIiIiInI9mzdv4J133sRsdqJMmTJUqRJBYGBpMjIycHZ2plKlynz00Re4ubkZHVUkRypYIiIiImKYxMREPvzwPUqUKMHo0eOpWDHsmjEWiwWLRb+2SuGgP6kiIiIiYhgvLy+GDBmJk5PTdcuVSGGjgiUiIiIiDnf8+FECA0vj5lYiy4UgRAo7c85DRERERETyzvHjRxk/fgwvvzwBq9VqdByRPKWCJSIiIiIOc/r0KaZMGU9KSjItW96L2axfR6Vo0Z9oEREREXGIc+fimDJlHAkJ8Tz66JPcdVdzoyOJ5DkVLBERERHJdwkJ8UyePI5z587RrVsvWrVqY3QkkXyhgiUiIiIi+e7QoYOcPXuW9u070b59J6PjiOQbXUVQREREJA+dP3+OuXM/pXr1mrRseS8mk8noSAXCHXc0YNKkV6hQIdToKCL5SkewRERERPLIwYP7GT16OFu2bOKjj95n1qyZpKenGx3LMFeuXGHRoq/JyLj6HlSsGKbCKUWeCpaIiIhIHlm2bAmJiZd44IHuhIZWYu3aVUyaNLZYlqyMjAymT3+dr776gu+//87oOCIOo48IioiIiNwCm81mPyrz9NN9OHbsfqpVq0FUVHtmzZqJr68fzs7OBqd0LKvVyvvvz2DHjm3UqFGLqKj2RkcScRgdwRIRERG5SQkJ8UyYMIbt27cA4O7uQbVqNQBwdXWlT5+BdO/eC7haxA4c2G9YVkex2Wx8/PEsNm1aT+XKEQwZ8jwuLi5GxxJxGBUsERERkZtw5MhhXnhhGAcO/M7Onb9cd4zJZMJsdgLg+++/Y/z4F/jyy8+xWq2OjOpQX375OatW/UiFChUZPnw0bm4ljI4k4lAqWCIiIiI3aOPGdbz00gtcvHiBrl178tRTfXJcp27dSEqXLsvixd/y2msvk5KS4oCkjuft7U3ZsuUYMWIsHh4eRscRcTgVLBEREZFcyszMZO7cT5g58y0sFgtDh46kQ4fOuboyXrlywUyYMJXbbrudX3/9hRdfHMHp06fyPbOj3X9/B6ZMeZWSJX2MjiJiCBUsERERkVyy2az8+ecflC1bjgkTplKnTuQNre/p6cnw4aNp06YdJ0/GMGbM88TFxeZTWsdZv34NH3/8gf2jjy4urgYnEjGOriIoIiIikoOUlGTc3T2wWJwZNGg4FosFd/eb+/ibk5MTvXs/SkhIBf788w9KlQrI47SOtW3bFt5//x3c3d1p2zaagIBAoyOJGEoFS0REROQ/bNu2hQ8+eIdBg4ZTo8ZteHuXzJPtNmt2N82a3W1/vHHjOurXb5SvV9yz2WzEx18kPT0dm81mX+bp6YmnpxcA58+f4/Lly4ANm+3/v1xd3ShTpixw9eqJ58+f4/TpU7z33gxcXV14/vnRKlciqGCJiIiIXJfVauWbb+azcOECXF3d/i4d+WPLlk3MnPkWK1YsY9Cg5/H19cvz10hJSWH48AFcuHD+mue6dOlGp04PAjB79rvs3v3rNWOqVKnKuHGTAdi8eQNz5nwMgLOzM0OHjiI8vEqeZxYpjFSwRERERP5HSkoKM2e+yc6dvxAQUJohQ0YQElIh316vbt1I7ryzKZs2rWf06OEMHvw8lSpVvqltpaZeZv/+3/nttz389tseevd+lJo1a+Hu7k5gYGkqVQqnRAl34Opl5E0mExUqhNrXr127HqVKBWIygclk/vu/JgIDS9vHVKwYRlRUO0wmM3fc0ZAqVSJu7Q0QKUJUsERERET+5dy5OKZOncDJkzHUqFGL/v2H4OXlla+v6eLiynPPDSAkpCJffjmH8eNH8+STz9GkSbNcrX/lyhWWLv2OvXt388cfh8jMzADA2dmFuLiz9nFjx07McVutW0flOKZatRr2GyqLSFYqWCIiIiL/4unphZOTE1FR7eje/SGcnJwc8romk4l27aIJDi7PjBlvMHPmW3h5eXP77XWyjLPZbJw5c5q9e3dz2223U7ZsEM7OzqxY8QOXLiUQGhpGzZq3c9ttt1O5ckS+ntMlItcy2f45w7EYiYtLNDpCoREQ4KX3y2CaA+NpDoyl9994hW0ObDYbVqsVm82K1WqzXzrczc0NgPT0dFJSkv81zkZmZibJyUmEhlYCIC0tDVdX4y41furUSX76aTm9ej2K2WzGYslg3brN9o/9nT9/DoBu3XrRvn0nAP788w9Kly6T70fbiqvC9n1QFBW0OQgIuP73mo5giYiISKFw/PgxTpw4xokTxzlx4jgxMce5dCmBZs3u5pFHngTggw/eYe3aVdesGxBQmrfeeheAHTu28/bbr14zxtnZhXHjJhEaWsnQcgUQFFSOhx56HLh6c+PHH3/YfpENT08vGjZsTM2at2c5uhUefnPnbIlI3lLBEhERkQLDarUSFxf7d4k6xu231yEsLByAN954hbNnT9vH+vj4EBQUjI+Pr31Z2bLlqF69JiaTCbPZ/PdFHMz4+PjYx/j7+1O/fiPMZrP9y2Qy4enpiZ+fv+N2NpecnJzo1KkTVquZmjVrUaFCKGaz2ehYIpINFSwRERExhM1mw2QykZ6ezscff/D3UakTpKWl2seYTCZ7wYqKaofVmkn58hUIDg7B29v7mm22axdNu3bR//m6lStHMHDgsLzdmXz2yCOPFKiPRolI9lSwRERExCHS0tJYtOhr/vjjIDExxxk4cDhVq1bHYrHwyy/buHz5MkFB5ShfPuTvrwqEhVWyr9+q1X0GphcRyR0VLBEREcl36enpvPnmK/Yb2AYGlrafU2QymZg0aRq+vn5YLPrVREQKN/0UExERkXyVmZnJjBlvsISuiA8AACAASURBVHv3r9x+e1369x9CiRIlsowJCAg0KJ2ISN5SwRIREZF8tX37FrZv30L16jUZNGgYLi7GXqFPRCQ/qWCJiIhIvmrQoDFPPZVKgwaNVa5EpMjTNT5FREQkz9lsNvbu3WW/UmDz5i2v+VigiEhRpIIlIiIieW7Roq+ZMmU833+/yOgoIiIOpYIlIiIieeqHH5awYME8SpUKoHHju4yOIyLiUCpYIiIikmfWrPmJOXM+xsfHlxdeeAl//1JGRxIRcSgVLBEREckTmzdvZPbsd/H09GLUqHGULl3G6EgiIg6ngiUiIiJ5Yt++Pbi5lWDkyLEEB5c3Oo6IiCF0mXYRERHJE48//gxt20ZTtmyQ0VFERAyjI1giIiJy0w4dOshPP/0IgNlsVrkSkWJPR7BERETkphw9eoRXXplAWloaNWvWokyZskZHEhExnI5giYiIyA07eTKGKVPGc/nyZZ59tr/KlYjI31SwRERE5IacPXuGyZPHkZh4iccff0b3uhIR+RcVLBEREcm1ixcvMHnyS1y8eIGePR/h7rtbGR1JRKRA0TlYIiIikmseHp4EBwfTtGlz7r+/vdFxREQKHBUsERERyZHNZsNkMuHi4sLgwSMwm/UhGBGR69FPRxEREflPly9fZsKEMWzZshkAJycnTCaTwalERAomFSwRERHJ1pUrVxg7diwHDvzOzp3bjY4jIlLg6SOCIiIico309HTWr1/N4sULiYuLpV69+jz1VB+jY4mIFHgqWCIiIpJFUlISI0YM5MKFCzg7OxMdHU3Hjt2xWPRrg4hITvSTUkREREhJSSY1NRU/P388PT0JD48gMLA0UVHtqFw5hLi4RKMjiogUCipYIiIixdilS5dYvvx7VqxYRq1atenffygAAwYM1YUsRERuggqWiIhIMRQff5GlSxfz008/kpaWipeXNxUrhtkvx65yJSJyc1SwREREipmtWzczc+ZbpKen4+vrx4MPdqdFi1a4ubkZHU1EpNBzaMFKT09nxIgRnDx5ErPZzIQJE7BYLIwYMQKTyUTlypV58cUXMZvNzJgxg7Vr12KxWBg1ahS1atXi2LFjuR4rIiIi/y829iwBAYGYTCbCw6tQqlQgUVHtaNq0Bc7OzkbHExEpMhxasNatW0dGRgZffvklmzZt4s033yQ9PZ2BAwfSoEEDxo4dy6pVqwgKCmLbtm0sWLCA06dP069fP7755humTJmS67EiIiICJ04c47vvvuXnnzcxdOgI6tSJxN+/FK+++rY+Bigikg8cWrBCQ0PJzMzEarWSlJSExWJh165d1K9fH4CmTZuyadMmQkNDadKkCSaTiaCgIDIzM7lw4QL79u3L9Vg/Pz9H7pqIiEiBcuTInyxa9DW//LINgAoVKuLi4mp/XuVKRCR/OLRgubu7c/LkSdq0acPFixd577332L59u/2HvIeHB4mJiSQlJeHj42Nf75/l/5x4m5ux/1WwfH3dsVic8mkvi56AAC+jIxR7mgPjaQ6Mpfc/ezabjQsXLpCZmUlgYCAA77zzDosWLQKgWrVq9OzZk/r1699SqdIcGE9zYDzNgfEKwxw4tGB98sknNGnShCFDhnD69Gkefvhh0tPT7c8nJyfj7e2Np6cnycnJWZZ7eXlhNptzPfa/XLyYkod7VbQFBHjp3icG0xwYT3NgLL3/WR048DtHj/5FTMxxYmJOcPJkDMnJSTRt2oJnnukHgNVqpkaN24iO7kL16jUxmUycO5d006+pOTCe5sB4mgPjFbQ5yK7sObRgeXt720+kLVmyJBkZGVSvXp2tW7fSoEED1q9fT8OGDQkJCWHatGk8/vjjnDlzBqvVip+f3w2NFRERKawuXUogJubE31/HqVMnkjp16gHwxRef8ueffwBgMpkpU6YM1avXoHLlCPv63br1MiS3iIg4uGA98sgjjBo1ih49epCens6gQYOoWbMmY8aM4fXXXycsLIzWrVvj5OREZGQkXbt2xWq1MnbsWACef/75XI8VEREpaP45B/nSpQQSEy9x6VICVapUxdfXD6vVyssvj+f48aNcunQpy3rOzi72gtW2bUfS068QHFyesmXL4eLiYsSuiIhINkw2m832XwO2bdvG6tWrOXr0KGazmQoVKtCyZUsiIyMdlTHPFaRDiwVdQTsUWxxpDoynOTBWQX//U1Mvc+7cOXthuvp1iUuXLtG796NYLBZOnz7FSy+NIjExCZvNmmX9gQOHUb9+IwCGDOlHZmYGwcHlCQ4O+fu/5QkKKpflAhWOVtDnoDjQHBhPc2C8gjYHN/wRwf379zN58mT8/PyIjIzkjjvuwGKxEBMTw2effcYbb7zBqFGjqFGjRr6FFhERMVJGRjrnz58nLi7W/nXuXBxubm489tjTAGzcuJ6PPnr/uutHR3fG19cPd3d3PDw8KVMmCG9vb7y9S+LtXRIvL2/Kl69gHz916htYLA79cImIiOSxbH+KL168mLfffhtfX99rnuvZsyfnz5/n/fffV8ESEZFCKyMjgwsXshaocuXK07hxEwA++GAmGzeuu2Y9f/9S9v+vUKEiLVvei5eXNyVLlsTLq+TfJcobLy9vAEqW9OG112bkmEflSkSk8Mv2J/nzzz//nyv6+/szatSoPA8kIiKSH65cScNkMtsvtjRhwhgOHNh/zUf26tdvZC9Y/1yBLyAgkFKlAggICCQgIBA/P3/7+MqVI7JcYEJERIq3//ynsp9//pl58+Zx5MgRXF1dCQ8Pp3v37tSuXdtR+URERG6JzWZjy5ZNzJs3h1at7qNdu44A+Pr6UaVKhL00/fNVpkxZ+7rNm7ekefOWRkUXEZFCKNuCtWzZMl5++WUeeughOnfujMlk4uDBgwwePJgRI0Zw7733OjKniIjIDTt8+A/mzPmYQ4cOYLFYstx7sW/fQQYmExGRoirbgjV79mzmzp1L+fLl7cuaNm1Kq1atGDZsmAqWiIgUWBcunGf+/Lls2LAWgDvuaEiPHg9RunQZY4OJiEiRl23BSk9Pz1Ku/lGxYkUyMjLyNZSIiMitOH78GBs2rKVixVB6936MatV0QSYREXGMbAuWrmQkIiKFhdVqZfPmDVSrVgN//1LUrl2XYcNe4Pbba2M2OxkdT0REipFsW1R8fDyLFi26ZrnNZiMhISFfQ4mIiOTWoUMHmTPnIw4f/oOmTVvwzDP9AKhTp57ByUREpDjKtmA1bNiQrVu3Xve5Bg0a5FsgERGR3IiLi+XLLz/n5583AtCw4Z107tzV4FQiIlLcZVuwpkyZ4sgcIiIiufbzzxt5770ZpKdfISwsnN69HyUioprRsURERLIvWDabjblz51K/fn2qVKnCZ599xoIFC6hevTpjxozB09PTkTlFRKSYs9lsmEwmAEJDK+Hj40uXLl25886mmM1mg9OJiIhcle3fSK+++iobN27E3d2dHTt28NZbbzFy5EjCw8OZMGGCIzOKiEgxd+DA74wePZz9+/cBUKZMWd54YwZ33dVc5UpERAqUbI9grV+/noULF2KxWPj0009p3bo1jRs3pnHjxrRp08aRGUVEpJiKj7/Iu+++wYYNGwDYv3+f/ZLrujqgiIgURNkWLLPZbL9U+7Zt23j66aftz1mt1vxPJiIixdqRI3/y+usvc+HCBcLDq/DQQ48RHl7F6FgiIiL/KduCVaJECU6dOkVycjKHDx+mcePGABw4cEDnX4mISL46cOB3pkwZT0ZGOo8//jh33x1lP/9KRESkIMu2YA0aNIiuXbuSlJREv3798PHx4YsvvuCdd97RFQZFRCRfVawYRnh4Zdq27cC997YgLi7R6EgiIiK5km3BatCgAatWrSI1NRVvb28AatSowdy5c6lYsaKj8omISDGRkpLCX38dpkaN23Bzc2P06PE6aiUiIoVOtgVr+/btWR6bTCZKlixJSEhIvocSEZHi5fTpU7z++svExp5l4sRXKF++gsqViIgUStkWrLfffvuaZefPn+fy5cu8++67VK1aNV+DiYhI8bB37y7eeus1UlKSiYpqR1BQsNGRREREblq2BWvOnDnXXb5t2zYmTZqU7fMiIiK5YbPZWL78ez7//FOcnMw8/XRfmjW72+hYIiIityTbgpWd+vXrEx8fnx9ZRESkGFm+fClz5nyMj48PAwc+T5UqEUZHEhERuWU3XLDg6r86ioiI3Iq77mrGH38coGfPR/D3L2V0HBERkTyRbcE6derUNcsuXbrEN998w2233ZavoUREpGg6cuRPkpKSqFWrNp6eXvTvP9ToSCIiInkq24LVq1cvTCaT/WiV2WzG29ubxo0bM3DgQIcFFBGRomHTpvV88MFMnJ2deeut9/Dw8DA6koiISJ7LtmCtXr3akTlERKSIslozmT//C5YsWUiJEu706TNA5UpERIosc3ZPvPbaayQmJma7Ynx8PNOmTcuXUCIiUjSkpCTz6qtTWLJkIaVLl2X8+JepUyfS6FgiIiL5JtsjWG3atOG5554jMDCQyMhIypQpg8Vi4eTJk2zZsoXY2FhGjRrlyKwiIlLIfPLJbHbt2sltt9WmX7/BeHp6Gh1JREQkX2VbsKpXr86cOXPYsmULq1evZu3atZhMJkJCQujatSuNGjVyZE4RESmEunfvTWBgaTp2fAAnJyej44iIiOS7HC/T3rBhQxo2bOiILCIiUohdvHiBgwcP8Ntvu2nSpDlVq1bD19ePLl26GR1NRETEYW7qPlgiIiIAGzeuY+/e3Rw8uJ/Y2LP25UeO/MnEidMwm7M91VdERKRIUsESEZEcpaen89dfhzl4cD/BwSHUqVMPgE2bNrB79048PDypUyeSiIiqRERUIywsXOVKRESKpRwL1g8//EDLli1xcXFxRB4RESkg9uzZxe+//8ahQwc4fPgP0tPTAWjc+C57weratQc9ez5EUFCwCpWIiAi5KFjr169n2rRpNGvWjI4dO1KrVi1H5BIREQc6f/4c+/fvo0yZsoSHVwHg22+/4tChA5hMZipUqEBERDX71z8qVgwzKrKIiEiBlGPBmjJlCqmpqfz4449Mnz6d8+fPc//99xMdHY2/v78jMoqISD64cuUKv/yyjTVrfmLfvj0AtGzZ2l6wOnV6EIDw8Cq4u7sbllNERKQwydU5WG5ubpQrV46yZcty7NgxDh48yCOPPELXrl3p1atXfmcUEZE8tnDhAn74YQlJSUkAVK1anXr16nPbbbfbx9SqVduoeCIiIoVWjgXrjTfe4Pvvvyc4OJjOnTvzwgsv4OrqSlJSEi1btlTBEhEpBC5fvkxc3FlCQioCkJaWhtnsRLt20TRr1pKgoHLGBhQRESkicixYly5d4pNPPqF8+fJZlnt6ejJr1qx8CyYiIrfGZrPx55+HWLPmJ37+eRM+Pj68/vo7mEwm2rfvRJcu3bBYdDFZERGRvJTj36xbtmzhxRdfvO5zuuCFiEjBk5iYyMaNa1mz5idiYk4AUKpUAHfd1Zz09HRcXFx0TpWIiEg+ybFgVa1alUWLFlGrVi3c3Nzsy4OCgvI1mIiI5J7NZsNkMgFw4MDvzJnzMU5OFho2bEyLFvdQo0YtXUZdRETEAXIsWLt372b37t1ZlplMJlatWpVvoUREJHfOnz/H+vVr2LhxHWPGTMDHx5c6derx8MOP06hRE7y9SxodUUREpFjJsWCtXr3aETlERCSXrFYru3btZNWqH9m161dsNiuurq789dcR6tSph8VioXXr+42OKSIiUizlWLCOHj3K559/TkpKCjabDavVSkxMDHPnznVEPhER+ZcrV9IYMWIwZ86cBqBSpcq0aHEPDRveqfOqRERECoAcC9bgwYNp3rw5O3bsoGPHjqxcuZLKlSs7IpuIiMDfF6qwERwcgouLKxUrhlK1anXuvTeKihVDjY4nIiIi/5JjwUpPT6d///5kZGRQvXp1HnzwQTp37uyIbCIixZbVmsnOnTv48cdl7Nu3h3r16jNkyAgA+vUbYr+ghYiIiBQsORasEiVKcOXKFSpWrMi+ffuIjIx0RC4RkWIpKSmJtWt/YuXK5cTFxQJQvXpNmjZtYR+jciUiIlJw5Viw2rdvzzPPPMOrr75K165d2bBhA6VLl3ZENhGRYufHH5fyzTfzcXFx4e67W3HvvVGEhFQwOpaIiIjkUo4Fq1evXkRHR+Pp6cmcOXPYu3cvTZo0cUQ2EZEiLTMzk507t7N1688891x/zGYn7r67Fa6urjRv3hJPTy+jI4qIiMgNyrZgzZgxI9uVDh48SN++ffMlkIhIUZeYmMiaNSv56aflnDt3DoB77mlN1arV8fX1o23baIMTioiIyM3K8QiWiIjkjZSUZD7//BM2bdpAevoVXF1dadmyNa1btyE4OMToeCIiIpIHsi1Y2R2hstlsxMTE5FsgEZGiys3NjX379uLr68u990bRrNndeHh4GB1LRERE8lCOR7Dmz5/P1KlTuXz5sn1ZcHAwK1euzNdgIiJFRUZGBhaLBbPZidGjx+PvXwqz2Wx0LBEREckHOf4N//777/Pdd98RFRXFypUrGT16NLVq1XJENhGRQu/EiWMMHdqPAwf2AxAQEKhyJSIiUoTl+Le8v78/5cuXJyIigkOHDtGzZ08OHjzoiGwiIoXayZMxTJo0jtjYs5w5c8roOCIiIuIAORasEiVKsGXLFiIiIlizZg1xcXGkpqY6IpuISKF19uwZJk8ex6VLCTz66JM0b97S6EgiIiLiADkWrDFjxrBmzRruuusu4uPjadOmDb169brpF3z//ffp2rUrnTp1YsGCBRw7dozu3bvTo0cPXnzxRaxWK3D1MvFdunShW7du7NmzB+CGxoqIGCUuLpZJk8Zy8eIFevV6lFat2hgdSURERBwkx4tcVK5cmZEjRwIwffr0W3qxrVu38uuvvzJv3jwuX77MRx99xJQpUxg4cCANGjRg7NixrFq1iqCgILZt28aCBQs4ffo0/fr145tvvrmhsSIiRvngg5mcO3eOrl17EhXVzug4IiIi4kDZHsG6fPkyU6dOtR8Rmjx5MnXq1KFXr16cPXv2pl5s48aNVKlShT59+vDMM8/QvHlz9u3bR/369QFo2rQpmzdvZseOHTRp0gSTyURQUBCZmZlcuHDhhsaKiBjl6af70Lv3Y3To0NnoKCIiIuJg2R7Bmjx5Mk5OTpQrV45169bx/fffs3DhQn7//XfGjx/PO++8c8MvdvHiRU6dOsV7771HTEwMzz77LDabDZPJBICHhweJiYkkJSXh4+NjX++f5Tcy1s/PL9scvr7uWCxON5y/uAoI8DI6QrGnOTBeTnOQkJBAYmIiwcHBBAR4Ua1amIOSFQ/6HjCe5sB4mgPjaQ6MVxjmINuCtWvXLpYsWQLAqlWraNOmDRUrVqRixYrMmDHjpl7Mx8eHsLAwXFxcCAsLw9XVlTNnztifT05OxtvbG09PT5KTk7Ms9/LyynJp45zG/peLF1NuKn9xFBDgRVxcotExijXNgfFymoOkpCQmTXqR+PiLTJo0DT8/fwemK/r0PWA8zYHxNAfG0xwYr6DNQXZlL9uPCP67zGzdupVGjRrZH6enp99UiHr16rFhwwZsNhtnz57l8uXLNGrUiK1btwKwfv16IiMjqVu3Lhs3bsRqtXLq1CmsVit+fn5Ur14912NFRBwhJSWFqVMncOzYX0RG1sfXVz9/REREirNsj2D5+PiwZ88eUlJSiI2NpXHjxsDVslWmTJmberEWLVqwfft2unTpgs1mY+zYsQQHBzNmzBhef/11wsLCaN26NU5OTkRGRtK1a1esVitjx44F4Pnnn8/1WBGR/JaaeplXXpnI4cN/0LRpCx599Cn7x5hFRESkeDLZbDbb9Z44ePAggwYN4vz584wcOZLo6GhmzpzJnDlzeP/996lVq5ajs+aZgnRosaAraIdiiyPNgfGuNwdXrqTxyiuT+P3332jUqAl9+gzAbNa5nflB3wPG0xwYT3NgPM2B8QraHGT3EcFsj2BFRESwbNmyLMvuv/9+evfuneM5TiIiRV1cXBzHjx/jjjsa8uyz/VWuREREBMjFfbD+rUKFCvmVQ0SkUClXLpgJE6bi7++PxXJDP0pFRESkCMv2IhciIpJVZmYmc+d+ysWLV++1V7p0GSwWZ4NTiYiISEGigiUikgtWaybvvvs2S5d+x/z5c42OIyIiIgVUjp9ruXTpEkuWLCE+Pp5/Xw+jb9+++RpMRKSgsFqtzJ79Hps3b6BKlQgeeeQJoyOJiIhIAZVjwRowYABeXl5UrlxZlx8WkWLHZrMxY8YM1q5dRVhYJYYPH42bWwmjY4mIiEgBlWPBOnfuHB9//LEjsoiIFDhffvk5S5YsISSkAiNGjMXd3cPoSCIiIlKA5XgOVrVq1Thw4IAjsoiIFAjp6en2/69VqzYRERGMGjUOT0/dokJERET+W45HsP744w86duyIv78/rq6u2Gw2TCYTq1atckQ+ERGHiY+/yPLlS1m9egUvvjiZcuWCqVHjNpo1m865c0lGxxMREZFCIMeCNWPGDEfkEBExzMmTMSxd+h0bN64jIyMDLy9vzp49Q7lywQA6/1RERERyLceCFRAQwLp160hOTgau3gcmJiaGAQMG5Hs4EZH8ZLPZmD79NbZs2Qxcva/V/fd3oGnT5ri4uBqcTkRERAqjHAvW4MGDSUhI4Pjx40RGRrJ161bq1q3riGwiInnOas0kISEBX18/TCYTJUp4EB5embZto4mMrI/Z7GR0RBERESnEcixYBw8eZMWKFUyaNInOnTszcOBABg4c6IhsIiJ55sqVNDZsWMvSpYvx9PTkpZdexmQy8fDDj+Ps7KyPAYqIiEieyLFg+fv7YzKZCA0N5eDBg0RHR2e5wpaISEGWmJjIypU/sGLFMi5duoTFYqFq1eqkp6fj4uKCi4uL0RFFRESkCMmxYFWuXJkJEybQvXt3hg4dSmxsLDabzRHZRERuyf79+3jllYmkpaXh7u5O+/adaN06Cl9fP6OjiYiISBGVY8EaN24cv/76K+Hh4fTv35/Nmzfz2muvOSKbiMgNO3kyhlKlAnB1dSU0tBJlygRx113NadHiHkqUKGF0PBERESnisr3R8L59+wDYuXMnNpuN7du34+XlRevWrUlISHBYQBGR3EhPT+ebb+YzcuRg1q9fA4CbmxuTJ79KVFQ7lSsRERFxiGyPYM2bN4+JEyfy9ttvX/OcyWTis88+y9dgIiK5deDA78ye/S6nTp3Ez8+PwMDS9ud08QoRERFxpGwL1sSJEwGYM2eOw8KIiNyI5ORk5s37jNWrV2Iymbj33jY8+GBP3N3djY4mIiIixVS2Bat3797/+S+/OoIlIkbbt28Pq1evpHz5EJ544lkqV44wOpKIiIgUc9kWrH79+gHw1Vdf4ebmRnR0NBaLhe+//560tDSHBRQR+bfz58/h6uqKp6cXd9zRkL59B1O/fgMsFmejo4mIiIhkX7Dq168PwNSpU/nmm2/sy2vXrk2nTp3yP5mIyL9YrZmsXLmc+fPn0qBBY55+ui8mk4nGjZsYHU1ERETELsfLtKelpfHXX38RGhoKwMGDB8nIyMj3YCIi/zh+/BizZ8/kzz//wMPDk4iIakZHEhEREbmuHAvWiBEj6N27N6VLl8Zms3H+/HndB0tEHOLKlTS+/XYBS5d+R2ZmJo0b30Xv3o9SsqSP0dFERERErivHgtWkSRNWr17NoUOHMJlMREREYLHkuJqIyC2LjY1l6dLF+Pr68dhjT1O7dl2jI4mIiIj8p2xvNPyPhIQExo8fzyuvvEK5cuUYM2aMbjQsIvkmMTGRM2dOAxAcXJ4hQ0bwyitvqlyJiIhIoZBjwRozZgy33XYb8fHxuLu7ExgYyLBhwxyRTUSKEZvNxqZN6xk2rB/Tp79OZmYmALVr18XNrYTB6URERERyJ8eCFRMTQ9euXTGbzbi4uDBo0CDOnDnjiGwiUkzExp7llVcm8s47b5KamkqjRncaHUlERETkpuR4MpWTkxOJiYn2mw4fPXoUsznHXiYikqOEhHg++WQ227dvwWq1cttttXn88acJDCxtdDQRERGRm5JjwerXrx+9e/fm9OnTPPfcc+zatYvJkyc7IpuIFEGpqZcBcHMrgYeHBwcO/E5wcHnat+9Eo0ZN7P+YIyIiIlIY5ViwmjZtSs2aNdmzZw+ZmZmMHz+eUqVKOSKbiBQhp06dZOXKH1i/fi3R0V1o1y4ai8WZiRNfwc/PX8VKREREioRsC9aiRYuuu3zjxo0AREdH508iESkyrNZMdu7cwYoVy/jttz0A+Pr6UaLE/1+0wt9f/2AjIiIiRUe2BWvEiBH4+/vTqFEjnJ2dr3leBUtEcvLuu9PZtGk9ANWq1aBVqzZERtbXvfRERESkyMr2t5yFCxeybNn/sXfn4VGV9/vH37Nk33dIIBsEyMoWQVFQpIAsiiiKG+5rFctXrVpb0f6stVZrXalisQrigoCCCihF2ZWdJJAESCBhScgOWck28/uDSqWAbJOcSXK/rsvrkplnznzmfGaSufOc85xFrFmzhl69ejF69GgGDRqkBS5E5JRycnaxZ08Ow4ePAmDQoMG4u3swfPgVREZGGVydiIiISMs7ZcCKj48nPj6eRx99lIyMDBYtWsQrr7xCUlISY8aMYeDAga1Zp4g4qYaGBn78cQ3ffruY3btzsFgspKYOJCAgkL59+9O3b3+jSxQRERFpNWd0nE5ycjLJycls3LiRl19+mS+//JItW7a0dG0i4sQOHz7EokVf8v33/6a6ugqTyUz//gMYMeIK/Pz8jS5PRERExBC/GLDsdjsbNmxgyZIlrFy5kvj4eCZNmsTQoUNbqz4RcVINDQ189dUXeHl5c9VV1zBs2AhCQkKNLktERETEUKcMWM888wyrVq0iISGBUaNG8dvf/va4lb9EpOOpqamhtraG2E+87gAAIABJREFUkJBQQkJC+d3vnqFHj164uroaXZqIiIiIUzhlwPr000/x9/cnMzOTzMxMXnnllePuX7ZsWYsXJyLOIz9/D3//+19xc3Pjj3/8C+7u7iQlpRhdloiIiIhTOWXAUoASkZ+sXPk9M2a8Q2NjA+PGXYur64mXbhARERGRXwhYERERrVmHiDihxsZGZs6cwbJl3+Lp6cnDDz9C//4DjC5LRERExGnpap8ickqvvfYSmzdvJDIyiilTHqdTp85GlyQiIiLi1BSwROSUxowZh4+PL7fffg9ubm5GlyMiIiLi9BSwROQYm83G4sVfMmjQYAICAomPTyQ+PtHoskRERETaDLPRBYiIc6iuruZvf/sLs2d/wKxZ/zK6HBEREZE2STNYIkJe3h5effWvFBcXkZzcm9tvv8fokkRERETaJAUskQ5uxYrveO+96TQ2NnD11ROYMGEiZrPF6LJERERE2iQFLJEO7PDhQ8ycOQMXFxemTHmMvn1TjS5JREREpE1TwBLpgOx2OyaTCT8/f6ZM+S2hoZ0IC+tkdFkiIiIibZ4WuRDpYNLSNjN16pPU1NQAkJzcR+FKRERExEE0gyXSQdhsNr74Yi7z5n2KxWIhJ2cnvXv3NbosERERkXZFAUukA8jL283Mme+RnZ1JcHAwU6Y8Tmxsd6PLEhEREWl3FLBE2rlFi75k9uz3sdvtXHDBQO666wF8fX2NLktERESkXVLAEmmHbDYbZvPRUywTEhKJjIzi5ptvJykpxeDKRERERNo3LXIh0o7Y7XbWr/+Rxx6bzN69eQBER8fy5z//TeFKREREpBUYMoNVVlbGNddcw3vvvYfVauXJJ5/EZDIRFxfHM888g9ls5s0332T58uVYrVaeeuopUlJSyM/PP+OxIh1NXt4ePvzwX2RmbvvPIha7iIyMBsBkMhlbnIiIiEgH0eoBq7GxkalTp+Lu7g7ACy+8wJQpUxg4cCBTp05l2bJlhIeHs379ej777DMKCwuZPHky8+bNO6uxIh3F4cOHmDPnY5Yv/zd2u51+/VK5+ebb6dw53OjSRERERDqcVg9YL774IjfccAPTp08HYPv27QwYMACAIUOGsGbNGmJiYrjkkkswmUyEh4fT3NxMeXn5WY0NDAxs7ZcmYoiFC+fz/fdLiYjoyqRJd5CS0sfokkREREQ6rFYNWPPnzycwMJDBgwcfC1h2u/3Y4UteXl5UVVVRXV2Nv7//scf9dPvZjP2lgBUQ4InVammJl9guhYT4GF1Ch/fzHtjtdrZu3UqfPn0wmUzcffcdxMXFMnr0aCwWva9bij4HxtL+N556YDz1wHjqgfHaQg9aNWDNmzcPk8nEDz/8QFZWFk888QTl5eXH7q+pqcHX1xdvb29qamqOu93Hx+fYqmhnMvaXVFTUOvBVtW8hIT6UlFQZXUaH9vMe7N2bx8yZ75GZuY2HHnqEQYMuAUxceOFllJfrfd1S9Dkwlva/8dQD46kHxlMPjOdsPThV2GvVVQRnz57Nhx9+yKxZs4iPj+fFF19kyJAhrFu3DoCVK1eSmppKv379WL16NTabjYKCAmw2G4GBgSQkJJzxWJH2pLLyMDNmvM3vfvcYmZnb6NOnH1FR0UaXJSIiIiL/w/DrYD3xxBM8/fTTvPLKK8TGxjJy5EgsFgupqalMnDgRm83G1KlTz3qsSHuxaNEi3n77HerqagkPj2DSpDvo3buf0WWJiIiIyEmY7Ha73egiWpszTS06O2ebiu2I1q1bwT//OYMJEyYybNhIrFbD/y7S4ehzYCztf+OpB8ZTD4ynHhjP2XpwqkME9U1NxMk0NDSwePGXjBw5Bnd3d0aNGkViYj+8vZ3/pE4RERGRjk4BS8SJ7N6dwz/+8QYHDuyjsbGRCRNuwGKxKFyJiIiItBEKWCJOoKmpkfnzP2PhwvnYbDZGjBjF2LFXG12WiIiIiJwlBSwRg+3dm8e0aa+xd28+wcEh3HffQyQmJhtdloiIiIicAwUsEYPV1dWxb98+Lr98ODfffDseHh5GlyQiIiIi50gBS8QA+/fvxdXVjdDQMHr2jOfll1+nc+dwo8sSERERkfPUqhcaFunobLZmFi6cz1NPPcY777zJT1dJULgSERERaR80gyXSSgoKDvD222+Qk7MTf39/Ro++CpPJZHRZIiIiIuJAClgiLcxms7Fkydd8+ulsGhsbGDRoMLfddjc+Plp6XURERKS9UcASaWFVVZXMnz8HDw93HnzwNwwYcJHRJYmIiIhIC1HAEmkBNpuN8vIygoND8PPz59FHnyQiogu+vn5GlyYiIiIiLUgBS8TBSkqKmT79LQoLC/jrX1/F09OL+PhEo8sSERERkVaggCXiIHa7ne+//zcffvgvjhw5Qt++qTQ1NRldloiIiIi0IgUsEQcoKyvl3XenkZ6+FU9PT+6/fzKDB1+mVQJFREREOhgFLBEHeOutV8nOzqR3777cffcDBAUFG12SiIiIiBhAAUvkHDU2NuLi4gLArbfeyZ49u7nssmGatRIRERHpwMxGFyDS1tjtdlavXsFvfnM/Bw7sByA6OpahQ3+lcCUiIiLSwWkGS+QsHD58iBkz3mbjxvW4ublTULCfiIguRpclIiIiIk5CAUvkDP3ww2r+9a93qa6uIiEhiXvvfZDQ0DCjyxIRERERJ6KAJXIGliz5mpkzZ+Dq6sptt93F8OGjMJt1hK2IiIiIHE8BS+QMDBo0mMzMDG666TY6depsdDkiIiIi4qT0J3iRk6iqquLNN//Ohg0/AuDr68sjjzypcCUiIiIiv0gzWCL/Y9Om9fzzn29z+PAh6uuPcMEFFxpdkoiIiIi0EQpYIv9RXV3NzJkzWL16BVarlRtvnMSYMVcZXZaIiIiItCEKWCJAYWEBf/rTVCoqyomN7cb990+mS5dIo8sSERERkTZGAUsECA0NIyQklOHDr+DKK8djsViMLklERERE2iAFLOmwKisPk52dxYABF2KxWJg69TnMZgUrERERETl3WkVQOqS9e/N4+ukneP31l8nL2wOgcCUiIiIi500zWNLhbNy4nrfeepX6+iNce+1EIiOjjC5JRERERNoJBSzpMOx2OwsWzGPOnI9wc3NjypTfMmDARUaXJSIiIiLtiAKWdBjffruIOXM+IigomEcf/R3R0TFGlyQiIiIi7YwClnQYl146jL1793L99Tfi5+dvdDkiIiIi0g5pkQtp13JydrF+/Q8AuLu7c889DyhciYiIiEiL0QyWtFurV6/g3XenYTZb6NUrAV9fP6NLEhEREZF2TgFL2h2bzcacOR+xcOF8PDw8mTz5EYUrEREREWkVCljSrtTV1fHWW39n8+aNhIV15rHHfkdERBejyxIRERGRDkIBS9qVjz+eyebNG0lKSuHhhx/D29vb6JJEREREpANRwJJ25frrbyYgIJCrrroGi8VidDkiIiIi0sFoFUFp85Yt+4atWzcD4O3tzfjx1ylciYiIiIghNIMlbVZTUxOzZv2LpUsXExbWiaSk17Fa9ZYWEREREePo26i0SdXVVbz22sts355B165RPProkwpXIiIiImI4fSOVNicvbw+vvfYSRUUH6d9/AL/+9W/w8PAwuiwREREREQUsaXtmz36foqKDXH31BCZMuAGzWacSioiIiIhzUMCSNqG5ufnYwhX33z+Zffv20qdPP4OrEhERERE5nv70L05vz55cHn98CtnZWQAEBQUrXImIiIiIU9IMljgtu93O0qVL+PDDf9HU1MSuXTvo1Sve6LJERERERE5JAUucUm1tDdOnT2P9+h/w8fHlgQce1qyViIiIiDg9BSxxOoWFBbz44nMUFxfRq1cCDz30fwQGBhldloiIiIjIaSlgidMJCAjAxcWVceOuZcKEG44tbiEiIiIi4uwUsMQp1NTUkJe3m8TEZNzdPXj++b/i6upmdFkiIiIiImdFqwiK4XbvzuGppx7j5Zf/zMGDhQAKVyIiIiLSJmkGSwxjt9v55ptFzJ79ATZbM+PGXUtISKjRZYmIiIiInDMFLDFETU0N06e/yYYN6/D19eXBB6eQnNzH6LJERERERM6LApYYYvbs99mwYR0JCUk8+OAUAgICjS5JREREROS8KWCJISZOvJlOnTozduw4zGatEigiIiIi7YMWuZBWUVFRzt///iJbt24GwM/Pn6uuukbhSkRERETalVadwWpsbOSpp57iwIEDNDQ08MADD9C9e3eefPJJTCYTcXFxPPPMM5jNZt58802WL1+O1WrlqaeeIiUlhfz8/DMeK8az2+3s2rWTb79dxLp1a2lubsZsttCnTz+jSxMRERERaRGtGrAWLlyIv78/L730EhUVFYwfP55evXoxZcoUBg4cyNSpU1m2bBnh4eGsX7+ezz77jMLCQiZPnsy8efN44YUXznisGGvr1s3Mnfsxu3fnAtClS1dGjhzD0KHDDK5MRERERKTltGrAuuKKKxg5cuSxf1ssFrZv386AAQMAGDJkCGvWrCEmJoZLLrkEk8lEeHg4zc3NlJeXn9XYwMBTL5oQEOCJ1apD085USIjPGY2rq6vDw8MDAJvtCHl5e7j44osZN24cffr0wWQytWSZ7dqZ9kBajnpgLO1/46kHxlMPjKceGK8t9KBVA5aXlxcA1dXVPPzww0yZMoUXX3zx2BdvLy8vqqqqqK6uxt/f/7jHVVVVYbfbz3jsLwWsioralnh57VJIiA8lJVWnvN9ut7NzZzbffPM16elpvP7623h6epGUlMrf/z7t2HWtSkurW6vkdud0PZCWpx4YS/vfeOqB8dQD46kHxnO2Hpwq7LX6KoKFhYU8+OCD3HTTTVx55ZW89NJLx+6rqanB19cXb29vampqjrvdx8cHs9l8xmOlZTU0NPDDD6v55ptF5OXtBqBr1yhKS0uJjPTC1dVVFw0WERERkQ6nVVcRLC0t5c477+S3v/0tEyZMACAhIYF169YBsHLlSlJTU+nXrx+rV6/GZrNRUFCAzWYjMDDwrMZKy6msrOThh+/lnXfeJD8/jwsuuJCnn36Ov/zlFSIjo4wuT0RERETEMK06g/X2229TWVnJtGnTmDZtGgC///3v+dOf/sQrr7xCbGwsI0eOxGKxkJqaysSJE7HZbEydOhWAJ554gqeffvqMxorj2O12duzIxtfXl/DwCHx9fenZM55OncL51a9GaqZKREREROQ/THa73W50Ea3NmY7ddGYNDfVkZGxk7tz55OfvYfDgy3jggYeNLqvDcbbjjTsi9cBY2v/GUw+Mpx4YTz0wnrP1wGnOwZIT7d2bj7u7OyEhoU6x0t7y5ctYvXoFu3btpLGxAbPZzIABFzF06HCjSxMRERERcWoKWE5g9uz3ychIw9vbh27d4ujWrft//ovD19evxZ63vr6enTuzycrajo+PL6NGjQWgsPAAWVnbiYyMYtCgixg0aChBQcEtVoeIiIiISHuhgOUEBgy4EC8vb3Jzc0hL20xa2mYAUlMH8MgjTwKQm7uLhoYGYmJicXf3OOfn2rkzm82bN5KdvZ3c3Fyam5uAoysA/hSwRo++iiuvHI+3t4/TTcWKiIiIiDgzBSwnMGzYSIYNO3oB5srKw+Tm5rB7dw4REV2Pjfnyyy9Yv/4HTCYzXbp0PTbLFRfXk8jI6JNut7a2lh07sjCbTfTu3Q+AVauWs2zZt5jNZqKjY4mPTyQ+PpGePeOPPc7Pz/+k2xMRERERkV+mgOVkfH396Nu3P3379j/u9ksvvZyQkBByc3PYsyeXffvyWb58GYmJyfz+938Ejs5OHTiwn4KCA2RlbWPPnj3Y7TZ69Oh5LGANGzaS1NQB9OgRj4fHuc+EiYiIiIjIiRSw2oifh67m5mYOHNhHbm4O3t7ex8YsX76M5cuXAWCxWImL60F8fCJJSSnHxkRHxwAxrVq7iIiIiEhHoYDVBlksFiIjo084NHDEiNF069adsLDOxMX1xM3NzZgCRUREREQ6KAWsdiQ6OuY/M1QiIiIiImIEs9EFiIiIiIiItBcKWCIiIiIiIg6igCUiIiIiIuIgClgiIiIiIiIOooAlIiIiIiLiIApYIiIiIiIiDqKAJSIiIiIi4iAKWCIiIiIiIg6igCUiIiIiIuIgClgiIiIiIiIOooAlIiIiIiLiIApYIiIiIiIiDmKy2+12o4sQERERERFpDzSDJSIiIiIi4iAKWCIiIiIiIg6igCUiIiIiIuIgClgiIiIiIiIOooAlIiIiIiLiIApYIiIiIiIiDqKAJSIiIiIi4iAKWCIiIiIiIg6igCUiIiIiIuIgClgiIiIiIiIOYjW6ACOUlFQZXUKbERDgSUVFrdFldGjqgfHUA2Np/xtPPTCeemA89cB4ztaDkBCfk96uGSz5RVarxegSOjz1wHjqgbG0/42nHhhPPTCeemC8ttIDBSwREREREREHUcASERERERFxEAUsERERERERB1HAEhERERERcRAFLBEREREREQdRwBIREREREXEQBSwREREREREHUcASERERERFxEKvRBch/bd68kalTf0d0dAwmk4n6+npGjLiCCRNuOGFsbm4OVVWV9OnTjwkTrmT27Lm4ubkZULWIiIiIiPxEAcvJ9O+fyh//+AIADQ0N3HTTtYwcOQYfH5/jxi1fvoygoCD69OlnRJkiIiIiInISClgnMee7HDZkFzt0mxf0CuX6y7uf1WNqa2sxmUzcddctfPzxfCwWC9OmvU5MTCyLF3+F1epCjx69APjb3/5CQcEBAP7855fx9PTkhRf+yIEDB2hubuaGG25m2LARPPTQvcTF9WT37lxqa6t57rkX6dSps0Nfq4iIiIhIR6WA5WQ2bdrIQw/di9lsxmq18sgjj7Ns2VLWr/+BAQMuYt26tdxzzwMUFBwgKCiIhIQkAMaMGUfv3n14/vln2bBhHYcOlePn58/TTz9HbW0Nd955C/37DwAgPj6R3/zmUd555y2WLv2GSZNuN/AVi4iIiEh7Y7PbKSipITzYC7PZZHQ5rUoB6ySuv7z7Wc82OcrPDxH8iaenN3PnfoLNZic1dQAuLi4nPK5Xr6MzWYGBQdTXHyEvL4/U1AH/ebwX0dExHDiwH4AePXoCEBYWRllZWUu+HBERERHpgD5dlsPSjfsI9nPn0j7hDE4Jx9fL1eiyWoVWEWwDevfuw4ED+/nqqwWMGTMOALPZjM1m/9mo4/8yEB0dTXr6FgBqa2vIzc0lPDz86EhTx/orgoiIiIi0nqy8cpZu3IevlyuVtQ3MW7GbR99aw9sLtrFjbwV2u/30G2nDNIPVRowYcQXff7+M2NhuAPTsGc+0aa8RHR1z0vFXXXUNL774Jx544C7q6+u58857CAgIbM2SRURERKSDqatv4r1FWZhNJn4zIYWwAA9+2F7E91sOsD6rmPVZxXQO8uSyvhFcnNQJT/cTj8xq60z29h4hT6KkpMroEs7a7Nkf4Ofnz9ix41r1eUNCfNrk/mpP1APjqQfG0v43nnpgPPXAeOrBmXlvURar0wu5clA044fEHrvdbreza/9hlm85wMYdxTQ123G1mhkQH8ZlfSOI6exz2qOsnK0HISE+J71dM1htwPPPP8vhw4d4/vmXjC5FREREROSktuaUsjq9kMgwb668OPq4+0wmEz26+tOjqz831MaxJr2Q5VsPsDqjkNUZhUSF+XBZ33AGJoTh7tq2I0rbrr6D+P3vnzW6BBERERGRU6qua+SDxdlYLSbuHpuA1XLqpR58PV0ZdWEUIwdGkplXzvebD5CWU8YHS3Yw5/scLkrsxGV9I+gS4t2Kr8BxWjRgpaWl8fLLLzNr1iyysrJ47rnnsFgsuLq68uKLLxIcHMycOXP45JNPsFqtPPDAAwwdOpTy8nIee+wxjhw5QmhoKC+88AIeHh5nNVZERERERFrHrG92cLimgesu63bGwchsMpEUE0RSTBDllUdYlV7IyrQCvtt8gO82H6B7Fz+G9o0gtWcILlZLC78Cx2mxVQTfffdd/vCHP1BfXw/A888/z9NPP82sWbMYPnw47777LiUlJcyaNYtPPvmEGTNm8Morr9DQ0MC0adMYO3YsH330EQkJCXz66adnNVZERERERFrH+qwiNmQX0z3Cj5EDIs9pG4G+7oy7JIa/PnARD12TTFJMIDn7D/Pul5k8+tZa5nyXw+HqegdX3jJaLGBFRkbyxhtvHPv3K6+8Qnx8PADNzc24ubmRnp5O3759cXV1xcfHh8jISLKzs9m0aRODBw8GYMiQIaxdu/asxoqIiIiISMs7VF3PrG924Opi5q6x8ed9UWGL2Uy/HiE8MrEPf7nvQkYNPBrYlqzfy5xlOx1RcotrsUMER44cyf79+4/9OzQ0FIDNmzfz4YcfMnv2bFatWoWPz39X3/Dy8qK6uprq6upjt3t5eVFVVXXcbacbezoBAZ5Y29A0o9FOtUKKtB71wHjqgbG0/42nHhhPPTCeenA8u93OtAXbqTnSxP3jk0nqEebQ7YeE+JDYI4x7rkkhbVcp3br4EeDj7tDnaAmtusjFokWL+Mc//sH06dMJDAzE29ubmpqaY/fX1NTg4+Nz7HZ3d3dqamrw9fU9q7GnU1FR2yKvz5Eeeuhefvvbp4iKij6v7Sxe/BWLF3+F2WzGboebb76VAQMuPO3jdu3awerVK3n88UdOuhxmZeVhfvzxB0aMuOK86pPTc7YlSTsi9cBY2v/GUw+Mpx4YTz040cq0AjZmFZEQHUBqj+AW3T9RwZ4E+Lg7VQ9OFbhb7BDB/7VgwQI+/PBDZs2aRdeuXQFISUlh06ZN1NfXU1VVRW5uLj169KBfv36sWLECgJUrV9K/f/+zGitHVVdX8/77/+Rvf3uDV1+dxtNP/5EXXvh/2Gy20z42Lq4nd9xxzynvz8nZxZo1KxxZroiIiIi0EaWH6vh42S483CzcOToe82muYdWRtMoMVnNzM88//zydO3dm8uTJAFxwwQU8/PDDTJo0iZtuugm73c7//d//4ebmxgMPPMATTzzBnDlzCAgI4G9/+xuenp5nPPZ8zc/5ii3FGee9nZ/rG5rMNd3HntVjDh06xFtv/R8NDfVUVh7m9tvvITw8gtdf/xuvv/42AI8/PoW7776fAwf2M3/+Z/x03eg//emv+Pj40NzczOefz+XiiwcTEdGFTz/9ArPZzL59e3nxxT/R2NiIu7s7zz77Z6ZNe43Dhw9TWXmYG2+cxHfffcu0aW9y3XXjSEhIpKBgPzEx3XjyyaeZOfM9cnJ2sWDBfMaNu8ah+0pEREREnJfNbmfG11nUNzRz15h4An2d/7C91tSiAatLly7MmTMHgPXr1590zPXXX8/1119/3G3BwcHMmDHjvMa2Bzk5O7jhhpvp1y+VjIw0Zsx4h1dfnUZ9fT0HDxZitbpw6NAhevToxY8/ruWll17D3d2dv/71edav/4ERI0bx6qvTmDPnIx59dDKNjY3ccsvtjB8/gbfeepVbbrmdCy8cxLJlS9m1awcA/funMnHizWzevPFYHSUlRdxzz5t06dKVp59+klWrlnPrrXeyYME8hSsRERGRDmbZxv3s2HeIvnHBDErqZHQ5TkcXGj6Ja7qPPevZJkeora3F1dUVq/VoW1JS+vLhh+/z9dcLABNNTU0AjB07jiVLvsbFxYXRo68EICAgkD/96Rk8PT3Jz88jKSmF0tIS6uvreeSRJwDYuzefRx99mJSUPuzdm09SUgoAw4YNB2Dp0iVERkadUFdYWCe6dDl6WGdycgp79+aTmJjcovtCRERERJxPYVkNc1fk4u3hwq1X9MKkQwNP0GrnYMnpPf/8M6Snb8Vms3HoUAVvvPEKV1wxhqeffo5+/VKPjRs2bARr1qxixYrvGT58JNXV1cyY8Q5//OOfeeKJP+Dm5obdbqesrIz/9//+QGVlJQCdOnXG398PFxcrUVExZGVtB+Dbbxczd+4nAJhMJ74lSkpKKCsrBSA9PY2YmFjMZjM2m72ld4mIiIiIOIlmm41/fpVFY5ONW0f2xM/L1eiSnJJmsJzIDTfcwquvvoyrqyujRo0lNDSM1157mVmz/kVoaBiHDh0CwNPTk+7de9Dc3ISXlzd2u53k5N7ceecteHh44OPjQ2lpCWPGXMWECTfwm9/cj7u7O01NzYwdezWRkdE8+OBveOmlP/PBBzNwd3dn6tTn2LEj+6R1ubq68Pe//5WioiISE5O5+OIhlJaWsHt3DnPmfMT119/UmrtJRERERAyw6Me97Cms5MLEMFJ7hRpdjtMy2X9aFaEDcablHZ1dSIgPF100iIULvzG6lA5Ly8IaTz0wlva/8dQD46kHxuvoPdhbVMVzH2zEx9OF5+4eiJe7S6vX4Gw9MHyZdhERERERaXsam2z886tMmm127hgdb0i4aksUsOS0NHslIiIi0nEtWL2H/SU1XNonnOTYIKPLcXoKWCIiIiIiclI5+w+zeF0+wX7uXD+0u9HltAkKWCIiIiIicoL6hmb++XUm2OGuMfF4uGl9vDOhgCUiIiIiIieYuzyX4oo6hl/QlZ6RAUaX02YoYImIiIiIyHEy88pZtnk/nYM8ufbSWKPLaVMUsERERERE5JjaI028tygLs8nE3WMTcLFajC6pTVHAEhERERGRYz5etpPyynrGDooiprOv0eW0OQpYIiIiIiICwJZdJazJOEhkmDdjB0UbXU6bpIAlIiIiIiJU1TbwwZIdWC1HDw20WhQVzoX2moiIiIgYzm63U9/QbHQZHdqH3+6ksqaB8UNi6RLibXQ5bZYCloiIiIgYym63M+3zbTz61hqKymuNLqdD2rKrhA3ZxXSL8GXkBZFGl9OmKWCJiIiIiKG+3bCPTTtLqK1v4sOlO7Hb7UaX1KHU1Tfx4bc7sZhN3H5FL8xmk9EltWkKWCIiIiJimD2Flcxdnouvlys9uvqzfU85G7KLjS6pB3GiAAAgAElEQVSrQ/l85W4qquoZdWEUETo08LwpYImIiIiIIWqPNPH2gm3YbHbuuTKBO0b3wmox8/GyXdTVNxldXoewu6CSZZv2ExbgwZWDoowup11QwBIRERGRVme325n5TTYlh44w+qIoEqMDCQvwZPSFkRyubuCLVXuMLrHda2q28f7ibOzAbVf00gWFHUQBS0RERERa3cq0AtZnFdO9ix9XD445dvuYi6IIDfDg35v2sbeoysAK279vN+xjf0k1l6R0pldUgNHltBsKWCIiIiLSqvaXVPPRv3fh5W7lvisTsZj/+5XUxWrhlhE9sNth1jc7sGnBixZRXFHLgtV78PF04fqh3Y0up11RwBIRERGRVlPf2MzbC7bT2GTjjtHxBPm5nzAmKSaI1F6h5BZUsiqtwIAq2ze73c6sb3bQ2GTjxl/F4e3hYnRJ7YoCloiIiIi0mo+W7qSgtIZh/bvQr0fIKcfdOCwON1cLc5fnUlnb0IoVtn8/bi9ie14FSbGBDIwPM7qcdkcBS0RERERaxY+ZB1mVXkhkmPdpD0sL8HFj/OBYao40Mff73FaqsP2rqm3g42W7cHUxM2lET0wmXfPK0RSwRERERKTFFVXUMnPJDtxcLTwwLgkX6+m/hg7rH0HXUG9WZxSyc9+hVqiy5eUcOMzSjftoarYZ8vxzvsuhuq6Rqy+JJcTfw5Aa2jsFLBERERFpUY1NNt5esJ0jDc3cOrInYYGeZ/Q4i9nMpJE9AZj17Q7DQokj7Cuu5vW56fx51iY+/vcupn2+jcam1n09mXnlrNl2kMgwb4Zf0OWE+4tqisk9lIddC4ucF6vRBYiIiIhI+zZ3eS75B6u4JLkzFyV2OqvHdo/wY0jvcFamFfDvjfu5YmBkC1XZMooravli1R7WZRZhB3p08cNsNrE1p5Rpn2fw6/HJZzSbd74aGpuZuWQHJhPcPqrXcSs3AhTXlvDSpjepazpCuFcnhnQZxIBO/XCzuLZ4be2NApaIiIiItJitu0pZunEfnYM8uXl4j3PaxoTLurF5ZwkLVu9hQHwogb4nrjzobCqq6vlybR6r0gpottmJDPXmmku7kRwbSGOTjTfmpZOWW8Zbn2fwYCuErC/X5lF8qI4RF3QlupPvcfcdaTrCO+kfUNd0hF4Bcew8lMsnO+azIHcRF3W+gCERgwjxDGrR+toTBSwRERERaRHllUeY8XUmVouZ+8cl4eZqOafteHu4cN3QbvxrUTYf/3sXD16T7OBKHae6rpHFP+azbNN+GppshAV4MH5ILKm9QjH/Z0EJVxcLk69N4Y35GaS3QsjaV1zNknV7CfJ1P+6izgA2u42ZmZ9ysLaYoV0vYULcVRyur2T1gR9ZXbCO7/at4vt9q0kM6smlXS6mV2AcZpPOMvolClgiIiIi4nDNNhvTF26n5kgTk0b2pGuo93lt7+LkzqxKL2TTzhLSc0tJ6RbsoEod40hDE0s37mfJur3U1TcR4OPGjRdHc3FyZ6yWEwOJq4uFydck8+ZxISsJF+u5hdBTsdnsfLAkm2abnUkje+DuevzX/yV5y0gr3U4P/26M7zYGAD83X8bEjmBk9OVsKc5gxf41bCvLZltZNqGewVwacTEDO/fHw+r8M4lGsDz77LPPGl1Ea6vVtRTOmJeXm/aXwdQD46kHxtL+N556YLy22IMFq/bww/YiUnuGcN1l3c57OXCTyURMJ19WbC1g1/7DDOkTftLg0lJO1YPGJhvfb97PtM+3kZZThrurhasHx3LP2AS6RRw93+pULBYzqb1CyCusImN3OfkHq0ntGXLC+VHn47vNB1iZVsCA+FDGXBR93H3pJdv5eMd8At0DeKjP3bj/T2Aym8xEeHdmUPgAkoJ60WRrZvehPLaVZbFy/1oON1QS7B6It6uXw+r9Jc72OfDycjvp7QpY8ouc7Y3cEakHxlMPjKX9bzz1wHhtrQdZeeW8vzibYD93plzXG1cXx8zK+Hq5cqShmfTdZZhMJuKjAhyy3TPxvz2w2eys3XaQaV9sY11WMZhMjLkwivvHJREfFYDlDMOfxfyfkHWwim27y8k7WOWwkFVeeYQ3P8/AzWrhN9f1xv1nh2gerClmWtp7mExmJve5mxDPX54R9Hfzo3dIEpdEXIiH1Z2CmoPsqMhhxYG17Dmcj4fVnRCPoBa9rpazfQ5OFbB0iKCIiIiIOExlTQPTv8zEbDZx/7gkPN1dHLr9qy6JZl1WEYt/zOeixDA6B7XO7MlP7HY7m3eW8vmq3RSU1mC1mBie2pUxg6Lw9Ty3FfdcrD8dLriNjN1lvDE/g8nXJJ/X4YJ2u50Pv91JfUMzt4/qhZ/Xf2ura6rjnYz3OdJczx0JN9LVJ+KMt+vj6s0V0cMYHnkZaaXbWb5vDVnlO8kq30mweyBDugzios4X4OnSca+xpRks+UXO9peCjkg9MJ56YCztf+OpB8ZrKz2w2e1M+3wb+4qrue6y7lwQH+rw57BazAT7ubMuq5jCsloGJXVq0VmTn3h5ubEx8yDvLMzk2w37qK5r5JKUzjw4PpkBCWG4necsncVsJrVnCHuLqsnYXU5eYRWpvc59JmvzzhK+XJtHz67+3PSruGP7yGa3MWPbh+yp3MuvIi9lWOSQc9q+2WSms1cYF4VfQEpwIjZ7M7sr89lels2K/WuoOHKIADd/vF29HNYfZ/scaAZLRERERFrUN+v2sm1POcmxQYwY0LXFnqdfjxBSugWRnlvGuqwiLkw4u2trna09hZW8Ni+dtF2lAKT2DGH8kFiHz565WC08OD6Ztz4/uvDF6/OOzmSd7SGWtUea+HDpTqwWE7de0fO4gPP1nqVsK8smPrAH47qNckjdXX3CuTn+OsZ1H80PBRtYsX8tqwvWsbpgHVaThSCPIEI8ggjxDCLUI5gQj2BCPIMIcPPHYnbsoh7OQAFLRERERM5b7oHDzF+5Gz9vV+4aG39sSfKWYDKZuGl4D7Ly1/HpshxSYoPxdHf819rSw3XMW7GbdZlFACTGBHLtpbEnXEfKkVysZh4cn8y0zzNIyy3jjXnpTL425axC1rwVuRyubuDqwTHHhcCtxRksyVtGsHsgdyTe5PDl1r1dvBgedRnDIoeQUZrJluIMimtLKa4rpai2GMqOH28xWQjyCDgWuoJ/FsAC3dtu+FLAEhEREZHzUnukkXcWbsdms3PvlYnnfC7S2Qj192DsRVF8vmoPn6/afc4XMT6Z2iNNfP1jHks37Kep2UZUmA/3XpNMZ7/WWZbcxWrm1+OT+ccX29iaU3pWIWvX/kN8v+UA4cFejL4w6tjtBdUH+SDrU1wtrtybchteLp4tVr/ZZKZ3SBK9Q5KO3VbTWEtxbSkldaWU1JVRUlv2n/8vZVtt9km3EeweSLBnECEewYR6BDPS5+IWq9mRFLBERERE5JzZ7Xb+tTib0sNHuOri6FZd2e+KgVGs3V7Ed5v3c0lyZ6I6+ZzX9pptNlZuLeCL1Xuoqm0kwMeNay+N5cLEToSF+lJSUuWgyk/PxWrmgauTjoWs1/8Tsn7pXK+mZhsfLNkBwG1X9Dy2jH1tYy3vZHxAQ3MDdyXdQoR351Z5DT/n5eJJjF8kMX6RJ9xX21j7n9B1NHwV15UeC2CZZTuAo6+pzlzDqIgRrVz52VPAEhEREZFztnzLATbtKKFHV3+uvDi6VZ/bxWpm0ogevPzJVmZ+k83vJ6X+4nWnTsVut5OeW8ac73MoLKvFzdXC+CGxjLig63kvXnE+js5kJTHt8/+ErLnpPDzh1CFr8Y/5FJTWcFnfCOK6+ANHF7V4b/tHlNaVMTLqcvqFprTmSzgjni6eRLl4EuV74nl7tY11lNaVUX6kggHdkmhovYx7zlrv6mwiIiIi0q7sLari42U5eHu4cN9ViQ69QO6ZSogOZGBCGHsKq1iRVnDWj99bVMXLn2zltbnpHCyv5dI+4fzl3gu5clC0oeHqJ1bL0ZDVNy6YrPwKXp+bTn1j8wnjCstq+HJtHn7erky4NPbY7Qtzl5BVvpPEoF6MjXX+2Z//5eniQaRvF/qEJuPn3nLnvjmSZrBERERE5KzY7HY27Shhznc5NDXbuGtMEgE+J1+yujVMvLw76bmlzFueS78eIcdd8+lUKqrq+XzVbtakF2IHkmIDuX5od7qEeLd8wWfJavnv4YJbdp04k2W325m5ZAdNzXZu/lWPY9ce21S0laV7lxPqEcztCTc6fFELOTkFLBERERE5IzabnY07ivlyTR4HSmswmeDqwTH07h583tvefTifjNJMEoN6EesXdVZhwN/bjfGDY/no37v47Psc7h6bcMqx9Q3NLFm/l8Xr8mlotBER4sXEy7uTFBN03q+hJf0Ust5esJ3NO0t47bM0fjOhN26uFlanF7Jj3yH6dA+mf88QAPZXFTAr6zPcLW7cl3Jbh77wb2tTwBIRERGRX2Sz2VmfXcSXa/IoLKvFbDJxcVInxg6KJizw/Fejq26oYXr6B1Q1VvNt/vf4uHiTEpJIn5AkegR0w2o+/VfWy/t1YXVGIWu3HWRwSmd6Rh6/2IbNZmfNtkI+X7mbQ9UN+Hq5cuOwGAanhJ/TeVtGsFrM3D8u8b8ha24ad4yOZ873Obi5WrhlRA9MJhPVjTVMz/iARlsjdyTfRievMKNL71AUsERERETkpGw2O+uyivhq7X+D1SXJnRk7KIrQAMct8/3ZrgVUNVYzJGIQzfZm0ku2s6ZgHWsK1uFh9SA5OJ4+IUnEB/bE1eJy0m2YzSZuHdmL52duZOY3O/jjnQOOraKXmVfOp9/lsK+4GlermSsHRXPFwEg83NreV+GfQtY7C7azaWcJT89YR0OjjZt+FUegrzvNtmbe2zabsiMVjI7+Fb1DEo0uucNpe+8qEREREWlRzTYb6zKL+HJtPkXltVjMJgandGbMoGhC/R17qNnWkm1sLNpKjG8k1/W4CrPJzA09x5N7KI+0km1sLdnG+oObWX9wM65mFxKDetEnJInE4Hg8rMdflyo23JdL+0awfMsBvt2wjz7dg5nzfQ7puWWYgIuTOjF+SCyBvq1zPauWYrWYuW9cIu8s3M6mHSXEdPbl8n5dAPgidxE7KnJIDk5gVMyvDK60Y1LAEhERERHgaLD6cXsRX67No7iiDovZxJDe4Yy9KIpgBwcrgOrGGj7ZMR+r2cot8dcfO+/KbDITFxBLXEAs18Zdyd6q/Wwt2cbW4gy2lBz9z2qy0Cswjt4hyaQEJ+Dt6gXAtZfGsmlHMV+s2s38Fbux2e30ivRn4uVx532dLGditZi576pEftxeRFJsIGazifUHN/PdvlWEeYZyW8INWtTCIC0asNLS0nj55ZeZNWsW+fn5PPnkk5hMJuLi4njmmWcwm828+eabLF++HKvVylNPPUVKSopDxoqIiIjImWlqtvHD9oN8vTaf4kNHg9VlfcIZfVEUwX4ttzjC3J0LqWqo5upuo+nkFXrSMSaTiSjfrkT5duWq2CsorClia0kGW0u2sa0sm21l2XyEiTj/WHqHJtEnJIkbLo/j3a8yCQv05Pqh3ejTPRiTqW2cZ3U2rBYzl6QcvWjw3sr9fJQ9F3eLO/el3HbC7J60nhYLWO+++y4LFy7Ew+Poh/KFF15gypQpDBw4kKlTp7Js2TLCw8NZv349n332GYWFhUyePJl58+ad99jhw4e31MsSERERJ1FYVkNjk43IsPYzK9HampptrN12kK/W5lF6+AhWi4mhfSMYfWEUQX4t+wU9rWQ7G4q2EO0bybDIIWf0GJPJRLh3J8K9OzE6ZjjFtaWklWwjrWQbOw/lsvNQLp/tXECMbyRjxsUR5mOizpzHD4V5513vQI9kLDhnaKlqqGZ6xkyabM3cnTKJMM8Qo0vq0FosYEVGRvLGG2/w+OOPA7B9+3YGDBgAwJAhQ1izZg0xMTFccsklRz8s4eE0NzdTXl5+3mNPF7ACAjyxWo2/cFxbERKiX1xGUw+Mpx4YS/vfeM7Wg5z9h3jug43UNzZz/bAe3DiiJxZL+z6CxZE9aGyy8d3GvcxZtovi8lqsFjNjLo5hwuVxLXIo4P+qrq9hztrPcTFbefji2wnz9Tun7YTgQ2JUDDdxJWW1FWw4kMa6/VvILNnFnsq9UOi4mufnfsnzwx6ni19nx23UAZpszby1/F0q6g9xQ/JVDI0fYHRJLcrZfhadTIsFrJEjR7J///5j/7bb7cemZr28vKiqqqK6uhp/f/9jY366/XzHnk5FRa1DXmNHEBLiQ0nJ6feptBz1wHjqgbG0/43nbD0oPVTH87M2Ud/QjJ+3K5/+eydbsou496rENr94wak4qgc1DXXM2bKK7VvcKD/UjNViZlj/Loy+MIoAHzfsjU2t0usPMj/h0JFKxnUbhVu9t4Oe00p///709+9PVUM1OytyabI1OWC7UHaknK/3LOX55W/y29SH8HF1nosRz9m5gMySXfQJSeaS4Iud6rPqaM72s+hUYa/VFrn4+XlRNTU1+Pr64u3tTU1NzXG3+/j4nPdYERERaZ9qjjTy98/SOFzTwI2/iuPipE68vzibjTtKeOa99dw1JoE+ced/0dv2qKaukWeXT6fW7QD2zgEM7T6OsQO7EeDj1qp1ZJRmsv7gZqJ8ujKs65kdGni2fFy96R/W26Hb9PB0Ye72RbybMZPJfe/F5QyuzdXSvtu3ihX71xDu1YlJ8de3y/PM2qJWm0tPSEhg3bp1AKxcuZLU1FT69evH6tWrsdlsFBQUYLPZCAwMPO+xIiIi0v40Ntl4Y14GhWW1jLigK8NTu+Lp7sIDVycxaUQP6httvD4vnU+W7aKp2WZ0uU6l5FAdz3z1CbVuBzDZrZh8KqgJXYevV+uGhNrGWj7OnofVZOGW+OuwmNvOKRvXJY6lf2hvcg/n8VH2XOx2u6H1/FC4kXm7vsTP1Yf7Um7H3dq6QVlOrdUC1hNPPMEbb7zBxIkTaWxsZOTIkSQlJZGamsrEiROZPHkyU6dOdchYERERaV9sdjszvs5k575DpPYK5frLux+7z2QyMbRfF/5wa386BXry7YZ9/HnWJop1SgAAO/cd4v999i21gdtwsXvwx4t+S6+AODJKs5idPRebvfXC6NxdX3K4oYrRMcMJ9+7Uas/rCCaTiVviryfaN5L1BzfzTf73htWSVrKN2Vmf4WX15KE+9xDsEWhYLXIik93o+G0AZzp209k527GuHZF6YDz1wFja/8Zzhh7M+S6HJev3EtfFj8du6IPLKRarOtLQxOxvd7Jm20HcXS3cPqoXA+LDWq1Om91Oek4ZP2YeJLqTL8Mv6ILFAZePOdcerN1WyPtL07DGr8Hk2sCUvvcSF9CNI031vL51OvmV+7i862Cu6T62xQ8v21aaxT/S/0WkTwSP9X+oTc1ewX97cLi+ipc2vkFF/SHuSrqFfqEprVrHjvIcpqXNwGy28HCfe4nxi2zV5zeSM/ws+rlTnYPVvpfbERERkTZv2ab9LFm/l06Bnky+NuWU4QrA3dXKXWMTuHtsPHY7vL1gO+8vzqa+sblFa2xobGb5lgP84d11vD4vnfVZxcz5Poc/z9rE/pLqFn3uk7HZ7cxfmcs/v8rEJSYDk2s9V8WOJC6gGwDuVjd+3ftOOnmG8t2+VXzbwrMxtY21fJQ9D4vJwqT4iW0uXP2cn5sPD/S+AzeLKzMzPyG/cl+rPXd+5T7eyXgfgPuSb+tQ4aotsTz77LPPGl1Ea6utbTC6hDbDy8tN+8tg6oHx1ANjaf8bz8gebN5ZwntfZ+Hr5crjN/U94wUZuob60L9nCLv2HyZjdxlbd5XSMzIAX09Xh9ZXWdPA4nX5vLMwkw3ZxdTVNzEoqRO3jOhBc7OdjN3lrEwrwGQy0S3cF7P53GaJzqYH9Y3NvLtwO8u3FuAXu4/mgHwSgnoysef442apXC2upAQnsKU4g7TSbfi7+hLp2+Wc6judT3Z8Tu7hPYyNHUHfVp7xcZSf98DX1YcI786sP7iFjNJM+of2bvEL+xbWFPH61ukcaarnrqSbSQqOb9Hnc0bO9vvAy+vkP48UsOQXOdsbuSNSD4ynHhhL+994RvUg98BhXp+XjtVi5rEb+hARfHZLY/t4unJJcidqjzSRnlvGmvRC/LxciQzzPu/D4QpKa5i3IpcZX2eTlV+Bi9XMiAu6ct+4RAYldSbI153+PUOI6uRDdn4FW3eVkpZbSrcIP/y8zj7knWkPDlXX88qnW8nMryCyWz3VwRvxd/Pjod5343aSRRA8rO4kBvVkU3Eam4vT6eQVRmcvxx5Sua00iy9yF9HVJ4JJ8ddjNrXNA6j+twehniF4WD3YUpLBjoocLgjrh7WFVhYsqyvntS3TqWqo5uZe13FBp74t8jzOztl+Hyhg/YwzNcbZOdsbuSNSD4ynHhhL+994RvSgqKKWlz7eSkOjjYeuSaJnZMA5bcdiNpPSLZguIV6k5ZaxIbuY4oo6EqIDcbGe3Rd9u91Odn4Fs5fu5ONlu8gvqibYz52rB8dy99gEkrsF4e569Au2zW7DZDLRKdCTwSmdqaxpJGN3OavSCrDboXuE31nNZp1JD/IPVvHSx1s4WF7LwGQ/yoJX0Ghr5Ne97yTMK/SUj/N29aJHQDc2Fm1hS3E6MX5RBHsEnXFtv6S2sY5p6e/RaGvi173vxM+t7V5O52Q9iPbtSmVjNdvLsimsKaJfaIrDz2WrbKjitS3vUH6kgmu6j+XSLoMcuv22xNl+Hyhg/YwzNcbZOdsbuSNSD4ynHhhL+994rd2DytoGXvpoCxXV9dx6RU8GJpz/anPhwV4MjA9ld0ElGbvL2bijmLgu/vh7n/6Qw6ZmG+uyipjxdRaL1+2lqKKO7l38uHFYD24Z0YNuEX5YLf8NawXVB3lhw6vkVe4jKSged1cX+vYIITbcl6z8CrbmlLJlVymx4b5n9Pxw+h5s3lnCa3PTqK1rYsKlMRT7r6Kg5iBXdx9N/7A+p92+v5sf0b6RbCjawpaSdHoFxuHv5ndGtf2ST3d+Qc6h3YyJGU4/B1+XqrWdrAcmk4mEwB7sObyXzPIdNDQ3EB/Uw2HPWdtYx+tbp3Owtpgroi7niphhDtt2W+Rsvw8UsH7GmRrj7JztjdwRqQfGUw+Mpf1vvNbsQX1jM3+fk8b+khrGDopi1MAoh23b092FQUmdaGq2kZZTxpqMQtzdrMR29j3prEPtkUb+vWk/0xdmsibjIJW1DaT2CuWO0b0Yd3EM4cFeJzyuqqGa17a8w6H6wxysKWJnRS4pwYm4WlwJC/BkcEo41XWNZOwuY1VaIU02O90j/LCcZjbrVD2w2+0sWb+XDxZnY7GYeODqJCp9t7Pu4CZSghO5Lu6qM55RCfYIpLNXGBuKtrK1JIPk4AS8Xb3O6LEns71sB5/nfEVX73BuTZjYZg8N/MmpemA2mUkOTiC9NJOMskyHncvW0NzAW2nvsbdqP4MjLmqVlR6dnbP9PlDA+hlnaoyzc7Y3ckekHhhPPTCW9r/xWqsHNpudtxdsIyu/gosSO3Hz8B4O/0JpNptIjAkkNtyXjN1lbNpRwr7iahJjAnF1ObqyXemhOhaszuPdrzJJzy3Dboeh/SK476pELusTQaDPyRczaGxu5K209yisOcio6GEEuPmzvTyb9NLtJAX1wtPFExermT5xwXSP8GPH3grScsrYsrOEmM6+v7iAx8l60NRs44MlO1iybi8BPm48NrEveJfw8Y55BLkH8GDvO3G1nN35Xp28wvBz82VzcToZpZn0DU0+p8Ub6prqeCttBg22Rh7sc1ebPjTwJ7/0OXCxuJAQ2JMNRVvYWrKNbn7R53VtqiZbE9P/P3v3HV9lffd//HVWxsnee5M9CBDZooiKgDIEBW7Fat2ts613vb1v6/2729q7v1bvVm2dd0WtiiBliiiGJXuGLJJA9iJ7r7Ou3x8glp+GAOaMhM/z8eCRcM51ruuT883JyTvf6/p889+npK2UrKBM7kpaMuID6nBwtPcDCVj/xJEGxtE52jfy1UjGwP5kDOxLnn/7s8UYKIrCR1+VsL+ggeQoHx5dmDYs60cNJshHz+SUYKoausgvb+XgyQY8XJ3YvK+C978oprSuEw9XHbdOjeah+SlMSAjEzUV30frfP/kJha3FZAVlcmfCQsYGpGKymMhrLuRowwkSfOLOB41AH1euzQild8BEXlkLe3LrMZgsxId7fe/X/f+PQXefkT+vyeX4qWaigj14Zvk4XNyNvJbzDmbFzE8z7ydA739Fz02kRzg6tZacpnwKWoqZEDj2soPa6uINnGovY27MjUwY4acGfmOo14GbTk+MVxSHzhzjRHMBYwPScNdd/gygRbHwXuEqcpsLSPVL4v7Uu0Z0W/vh5GjvBxKw/okjDYyjc7Rv5KuRjIH9yRjYlzz/9meLMdh6qIrP9lcSHuDGz+7MxNnJ+r9QujprmZIajFqtIud0M0dLmqhr7iEi0J07Z8Zx75xkEiN9cLrIulvn66/IZmfNXmI8o3go/R40ag0qlYok33jcdW7kNOVxqOE4ER6hBJ4LPjqtmrFj/EkI96K4up0TpWdn1KKDPfD1vHDW6J/HoL6lhz98dJyqxm4mJAbwxJIMXJ3VvJH7Lg29TSxJmE9mQNoPem5ivaIZMBvIaynkVFsZE4LGXnKHvJMtJaw9vYlw91B+lLJs1My8XMrrwNfFB18XH4425lDYUkxW8LjLCqeKovBJyXoOnjlKnFc0j2Tci04zeLC/2jja+4EErH/iSAPj6BztG/lqJGNgfzIG9iXPv/1ZewwOFjbw/hfF+Hg486/Lx+F5BW3Mr5RKpSIx0ofkKB/Uarhj5hjuuD6OyCCPS+7yd7Qhh09K1uPn4sMT4x7CVed6wf3RnhGEuoeQ05jL4Ybj+Dh7EeERdv7+AG9Xrh0bQv+AmdyyFvbk1TNgMJ+dzTrXPOObMQrcIe0AACAASURBVCisaOXlT07Q3mNg3pQoVsxORKdRs7F0K0cacxgXmMGiuHk/+NTKb8Jha387Ba1FVHXWMD5oLJohwlKfqf/cqYEGHh37Y7xdfnijDEdxqa+DcI9QzBYzuc2FVHZWkxWUeckhc1PZF+yo/pow9xAey3wQFyuvrTXSONr7gQSsf+JIA+PoHO0b+WokY2B/Mgb2Jc+//VlzDIqr2vjLujycnTQ8s2wcQb56qxxnKH5eLmTGBxDg7XpZ4aS8o4q38t7DSa3jiXEPDXrdTbBbIAk+cZxozOdo4wlUwBjv2PPH0mrUZMT5kRTpTUl1x9mW8sVNRAW54+fpgpubM1v2lvPmxkIsisKP5yUze2IkKpWKvOZCVpesJ8DVj0fH/njYZjxUKhVpfknUdNdT2FpMQ08jmYHpF31+1pRsoKS9lDnRs8gKHrp74UhyOa+DeJ9Y6nsaKGwtpmOgk3T/lCG/r76q2sXm8i8JcPXjyfEP/6AGI6OVo70fSMD6J440MI7O0b6Rr0YyBvYnY2Bf8vzbn7XGoLa5h5dW5WAyKzyxJIO4sJE129Ha38YrOW/RbxrgoYx7iPOOvuj2Pi7eZPinkN9ykhPNBXQYOknxTbxgdsPfy5Vrx4ZiMFrIKz17bVZvv4ncsmZWbz+Nm6uOp+4YS2Z8AAAtfW385cT/ogCPZT6In+uVrRc2GLVKTYZ/KqUd5RS2FtNp6CLNL/l7w0JR6yk+PbWRMPeQUXVq4Dcu53WgUqlI90/mZGsxBS1FOGmcLvr9sa/uEKtLNuDt7MVT4x7Gx8V7mKoeXRzt/WCwgDW6vvOFEEIIMSK0dQ3wp9U59A6YuG9uEinRV95xzR76Tf28kbuSLkM3S+Lnk+qXdEmPC3IL5OcTHiPCPZS9dYd4K+89BswX/sLorNOw/MZ4nr17PIG+erYdqWbj7jJC/PT8x4+ySIg4+8u3yWLibwUf0mvq4874BUR4hA771wngpNHxSMa9hLuHsrfuIJvLvvjONv2mfv5+cg1qlZoVyXde8vVao5mTxomHM+7F29mLDaWfc6Ip/3u3O96Yx0dFa3HT6Xks8wH8fkD3QeEYJGAJIYQQwqb6Bkz8ec0JWjoHuH1GLFPTQuxd0mWxKBbeLfiY2u56ZoRN4brwqZf1eC9nD54a/wjJvgnktxTxp2Nv0GXo/s528eHe/J/7rmHelChmXRPBv6/IItD72+u71pduoaKzimuCxjE1dOIP/rouxlXrerYzoasfWyu3s7366wvuX1e6hbaBdmZHzbzg+rKrnbezF49k3IdOo2NlwcdUddVccH9R6ylWFnyEk0bHT8feT4hbkJ0qFcNJApYQQgghbMZktvD6+nyqGru5LjOUeVOGbyFhW1l3+jPyW06S7JvAkstYyPefuWhdeDTjPiYHZ1HVVcMfj7xGY2/Td7Zz0mlYfF0cTy0bj97l21mhnKZ8dlTvIUgfyLLE222yAK2nkwePZT6Il5MHa09t4mD9UeBsSNhTe4BQt2BuiZ5l9TpGmgiPUO5NWY7RYuKNEytpH+gAzl6/92bee6BS8UjGvUR5Rti5UjFcJGAJIYQQwiYsisL7XxSTX95KRpwfd988/AsJW9ue2gNsr/6aYH0gP/6B6xNp1BruTr6DOdGzaO5v5aWjf6W8o2rIxzX3tfD3k6vRqXU8kHY3LtrBFygebv6uvjyW+SCuWlf+XrSGI2eO82HRp3Jq4BDGBqSycMxcOgydvJG7korOKv564n8xWUz8OPUuEnzG2LtEMYwkYAkhhBDC6lo7+3lpVQ57cuuJCvbgkQWpP2ghYbPFTH7zSQpbilEUZRgrHVxR6yk+KVmPm07Po2PvQ///tWO/EiqViltjZ7M88XZ6jL38+fib5DYVDLq90Wzknfy/02fqZ1niIkLdg39wDZcr1D2Yn4y9D41Kw7uFH9Pa38bNkdcT6Rlu81pGklkRM5gacg3VXbX88chf6DX1cVfSEsYGpNq7NDHM5M8MQgghhLCqQycbeH9rMb0DJjLH+HPf3CRcnK7sV5CWvjb21R9if90hOgxdAER5RrAwbo5VZwEaehp5J//vqFHxUPqP8Hf1G9b9Tw+bjJezJ3/L/5C38t5naeJCrg2b8p3t/nF6M9VdtUwJuYbJIVnDWsPliPWK5sH0FbyRu5JgfSC3xNxot1pGCpVKxdLERTT3tVLSXsqS+Pl2HUNhPRKwhBBCCGEVvf0mPtxWwv6CMzjp1NxzSyLXjQ297NMCzRYz+S1F7Kk7wMmWEhQUXLUuzAibSrexm2ONufz5+Fsk+yawIG7OsDdZ6Db28Hruu/SZ+rgneSljvGOGdf/fSPdP4cnxD/P6iXdZVbyOtv4Oboudff75OtqQw+7a/YS6BXNnwgKr1HA5Uv2SeGHyM7jp3NDJqYGXRKvW8pPM+2nqbbbL7KOwDXk1CCGEEGLYlVS38/amQlo6+4kJ8eDB21IJvsxFhFv729hXd4h9dYfpMHQCEOMZybTQSUwIGouTxgmAGzur2Vi6lZOtJZxsLSErKJNbY2YToP/hs0wmi4l38j6gqa+F2VE3MClkwg/e58VEe0by8wk/5a8n/pcvKrfTPtDBXUlLqOtq4MOiT3HWOPFA2t3nv3Z7G+6ZvKuBTq2VcDXKScASQgghxLAxmS1s2FPOlv2VoILbpkZz27RotJpLu97KbDFT2FrMntoDFLQUo6DgonFhRtgUpoVOIvx71nqK8ozg8XEPUtR6ig2lWzjSkMOxxlymh07mluhZeDl7XNHXoigKq4rXcaq9jMyAdG6NvfmK9nO5AvX+/HzCT3k9910OnjlKx0AnfZZeBswG7ktZTpBboE3qEEJcGQlYQgghhBgW9S09vLWxkMqGLvy9XHjotlTGhHtd0mPb+tvPzlbVHz7fxjrKM4LpoZOZEDQW50uYsUnyjSfB53GON+axqWwru2v3ceDMEW6IuJYbI6/DVetyWV9PdvVu9tcfJtIjjHtSlqJW2a43mIeTO0+Oe5i/5X9IfstJ4Ox1WlnB42xWgxDiykjAEkIIIcQPoigKO47Xsnr7aQwmC9PTQ1h+Yzyuzhf/NcOiWChsKWZP3QHym4vOzVY5Mz1sMtNDJxPxPbNVQ1Gr1EwIGktmQBr76g+xpfwrtlZk83Xtfm6JuoFrw6de0vVCJ5oKWH96C97OXjycce8lBbzh5qxx4qH0e9hYtpUepZslsbfZvAYhxOWTgCWEEEKIK9bRPcDfthSRV9aCm4uWB25NISvp4qewtQ90nL+2qm2gHYBIj3Cmh01iQmDmsKzrpFFruDZsChODJ7Cjeg/bKney9vRmtlfv4dbYm5kYPH7QGanqrlpWFnyETq3l4Ywf4e18abNw1qBRa1g0Zh4BAR40NXXZrQ4hxKWTgCWEEEKIK3K8pIl3Py+iu89IaowvP56bjI/H4OGopa+Ntac3kdtUgIKCs8aJ6aGTmBY2iUgP66yh5Kxx4pboG5geNokvK3ewq2YfH5xcTXbVbubH3UKaX/IFXQ3bBzp4I3clRouJB9NXWK0uIcToJQFLCCGEEJel32BiVfYpdp+oR6tR8y83xnPDhHDUF2m/fuTMcVaVrKPP1E+ERxjTQyeRFZSJy2VeF3Wl3HVu3D7mVmaGT+ez8m0cqD/CG7krifWKZmHcXOK8ozGYDbyZ+x7tAx0sjJvL2IA0m9QmhBhdJGAJIYQQ4pKV1nXw9qZCGtv6iAh056HbUggLcB90+z5TP58Ur+dwwzGcNE7clXQHU0KyLnstrOHi4+LN3cl3MCtyBptKt3KiuYCXj/2VdP9kFAWqumqYHJLFjZHX2aU+IcTIJwFLCCGEEEMyWyx8tq+SjXsrUBSFOZMiWXhtLDrt4J31yjoqWFmwipb+VqI8Irg3dRmB+gAbVj24ELcgHsr4EWUdlWwo3UJe89lOfWO8Y1ieeLvdAqAQYuQbMmAdOnSI7du3U1FRgVqtJioqilmzZpGVlWWL+oQQQghhZ/XNPfz+78corevE19OZB+alkBTlM+j2ZouZrRXZfF6RDcAtUTcwN+YmNGqNrUq+ZLFeUTw17hEKWoooajvFLdGz0F5Cl0EhhBjMoD9BTp48yYsvvoivry9ZWVlcc801aLVaampqeP/99/mf//kfnnvuOVJTU21ZrxBCCCFswGiyUFLdTm5pC1/n1tFvMDM5JYi7b05A76Ib9HHNfS2sLFhFeWclPs7e/ChlGfE+sTas/PKpVCrS/JNJ80+2dylCiFFg0IC1ceNGXnnlFXx8vvsXqrvuuouWlhbefPNNCVhCCCHEKNHa2U9uWQt5pS0UVrQxYDQD4O6q46HbEpmcGjzoYxVF4dCZY6wuWU+/eYAJgWNZlng7ep2rrcoXQgiHMGjA+uUvf3nRB/r5+fHcc88Ne0FCCCGEsA2T2UJpbcf5UFXT1HP+vmBfPRlxfqTH+TFtXDjtbb2D7qfX2Meq4n9wtPEELhpn7kleysTg8XIdkxDiqnTRk4z379/Pxx9/TFlZGc7OzowZM4bly5eTmZlpq/qEEEIIMYw6ugfIK2slt6yFgvJW+gZMAOi0atJj/c6GqlhfAn305x+j0w5+7dSptjLeK1xF20A7MZ5R3Ju6DH9XP6t/HUII4agGDVhbtmzhv//7v7nnnntYvHgxKpWK4uJifvazn/Hss89y880327JOIYQQQlwBi0Wh/EwnuadbyC1rofJM1/n7/L1cmJIaREacH4mRPjjrLr0Jhdli5rPybXxZuQOAuTE3cUvUDQ7ZyEIIIWxp0ID1zjvv8OGHHxIREXH+thkzZnDTTTfxzDPPSMASQgghHFRvv/H8aX95Za109xkB0KhVJEf5nJ+pCvHTX9FpfI29TawsWEVlVzV+Lr7cm7qMWK/oYf4qhBBiZBo0YBmNxgvC1Teio6MxmUxWLUoIIYQYbn0DJhrb+rAoCk5aNU46zdl/WjVOOjUa9eDrOY0kVQ1dvPxJDp29Z0OVt7sTM8aGkB7rT0q0D67OV96CXFEU9tcfYc2pDRjMBiYGj+fOhIW4al2Gq3whhBjxBv0pq9XKGhBCCCFGFoPRTGNbHw1tvTS09XGmtZfG1rOfd/QYLvpYrUaFTqvBSafG+dzHbwPY2TDmfP5zNU5aDcF+eianBDlMM4eyuk5e/iSHvgETcydHMTE5kIhA92Gpr8fYy0dFa8lpysNV68J9KcvJCh43DFULIcToMmiKam9vZ/369d+5XVEUOjo6rFqUEEIIMRiT2UJTex8NreeC1LkA1dDWS2vnwHe2VwF+Xi6kRvsQ6KvHSavGYLRgMJoxmC78OGC0YDCZMRjNdPcZMZjMmMzKRevJL2vlvrlJaDX2nQErqW7nT2tOMGA0c/+tyUxNCxm2fec3FPPKoXdpH+ggziuGH6Usw8918IWGhRDiajZowJo8eTIHDx783vsmTZpktYKEEEKIbxiMZj7fX0FxWcu5Walemjv6Ub4n8/h4OJMU6U2Qr54gHz1BPq4E+uoJ9Ha5aBe8oZgtlrOB7Jswdi6Q9Q+YWLu7jP0FZ2jr6uex29MvugCvNRWUt/Lq2lzMFoVHF6SRlRQ4LPtt7G3ii8odHKw/ikql4rbYW7g56nrUqtFxOqUQQliDSlG+721qdGtq6hp6IwFAQICHPF92JmNgfzIG9mGxKLz2jzxyTjefv81TryPQV0+wj54gX9ezQcpXT6C3K85Otu9eN2A089bGAo6faibU342n7sjA38u2C+seP9XE6+vzARU/XZTG2DH+P3ifdd1n+KJyO0cbTqCgEO4ZwvKExUR7Rv7wgsUVkZ9D9idjYH+ONgYBAR7fe/ugM1iKovDhhx8yceJEEhISeP/991mzZg0pKSk8//zzuLu7W61YIYQQYvWO0+ScbmZsvD/zp0YT5KNH7+JY1wc76zT8dFE6q7af4qsjNfz2/aM8eUcG0cGeNjn+oZMNvL2pEI1GxROLM0iJ9v1B+6vqquGLiu3kNOUDEOYewi3Rs7gpeQotLT1DPFoIIQRcJGD98Y9/pLS0lOuvv56jR4/y5z//mVdffZWCggJ+/etf8/vf/96WdQohhLiK7DhWw5eHqwn1d+PZH02kr7vf3iUNSq1W8S83JhDg5cqq7FP894fHeHTB8MwkXcye3Hre/fwkLk4anrpjLPHh3le8r7KOSrZWZFPQUgRAlGcEc6JnkeaXjEqlQj1KOiwKIYQtDBqwdu/ezbp169Bqtbz33nvMnj2bqVOnMnXqVObMmWPLGoUQQlxF8sta+HDbKTz0Op5ckoG7q86hA9Y3bromAj8vF97aWMAra3O5+6YEZo4Pt8qxth+r4e9fluDmouVnSzOJCbn8GTNFUTjVXsbWimyK204DEOcVw5yYWST5xDtMZ0QhhBhpBg1YarX6fKv2Q4cO8fDDD5+/z2KxWL8yIYQQV52apm5e35CPWq3i8cUZBHjb9nqmH2p8QgDP/Ms4Xvk0lw++LKGpo58l18ehHsawsvVgFat3nMZTr+MXy8YRHnh5p+wrikJhawlbK7Ip66gAIMknnluiZxHvEztsdQohxNVq0IDl6upKXV0dPT09lJaWMnXqVACKiork+ishhBDDrqPHwJ/X5NI3YOaRBamMCfOyd0lXJC7Ui3+/J4s/rT7B1oNVtHT088CtyT+okyGcDUYb91awYU85Ph7O/GJZJiF+bpf8eItiIa+5kK0V2VR11QKQ7p/M7KhZxHhJ8wohhBgugwasp59+mqVLl9Ld3c3jjz+Ot7c3H330EX/5y1/43e9+Z8sahRBCjHIGo5lX1+bS0tnPomtjmJgcZO+SfpBAb1eeWzGBV9fmcriokbbuAZ5YfPZ0xyuhKAprdpay9WAV/l4uPLN83CXP7lkUC8cbc9lasZ26njOoUDEuIJ3Z0bOI8Ai9onqEEEIMbtCANWnSJLKzs+nv78fT8+y53ampqXz44YdER0fbqj4hhBCjnEVReOezk5TVdTIlNZhbp0bbu6Rh4e6q4xfLMvnfz05y6GQjv33/CE/fOZZAH/1l7ceiKHy0rYTtx2oJ9tXzi2WZ+Hq6DPk4s8XM4YbjfFG5ncbeZlSouCZoPLOjZxLiNrIDrBBCOLJBA9bhw4cv+L9KpcLLy4vIyCs/jcBoNPLss89SW1uLWq3m17/+NVqtlmeffRaVSkV8fDwvvPACarWa1157jZ07d6LVannuuefIyMigsrLykrcVQggxMqzbXcaRokYSwr24d07SqGquoNNqeGh+Kn5eLnx+oIrffnCUJxZnEHeJpz9aLAorPy9iT1494QFu/HzZOLzcnDBaTPSb+ukz9dFn6qfP1E+/eeDsR1M/PcYeDp05Rkt/G2qVmqkh13BT1EwC9dbtbCiEEOIiAeuVV175zm0tLS309fXx+uuvk5SUdNkH27VrFyaTiVWrVrF3717+9Kc/YTQaeeqpp5g0aRK/+tWvyM7OJjQ0lEOHDrFmzRrq6+t5/PHHWbt2Lb/73e8ueVshhBCOb09uPZ/tryTQx5XHFmeg046+duBqlYo7rh9DgJcrH3xZzP/9+DgP3ZbKhMQA4OxMU11PAzXddfQYe84Fp356jX0U1TTRZujBY6wCXmpePLaVflM/JsU85HG1ai0zwqZyU9R1+Lr4WPvLFEIIcc6gAeuDDz743tsPHTrEb3/720Hvv5iYmBjMZjMWi4Xu7m60Wi05OTlMnDgRgBkzZrB3715iYmKYPn06KpWK0NBQzGYzra2tFBQUXPK2vr6DL7bo46NH+wMvNr6aDLZKtbAdGQP7kzEYfnmnm3n/iyLcXXX8n4emEB44+HM8Gp7/O25OIjrcm//7yW7e2P0lGe1aFNd2ytuqMJiN3/8gHWi8QK1xwowLni7uBOsC0Otc0etccdW5nPvc5dz/v/08yjsML5fhW/B4NIzBSCdjYH8yBvY3EsZg0IA1mIkTJ9Le3n5FB9Pr9dTW1jJnzhza2tp44403OHz48PnTQdzc3Ojq6qK7uxtv728XTPzmdkVRLnnbiwWstrbeK6r/ahQQ4EFTU5e9y7iqyRjYn4zB8DvT2stv3z+CosBPFqbhrGLQ53gkP/9dhm4qO6up7KymouvsR1VKL05AUQ/QrSLMPZhorwgiPcLxdPJAgxMbdlVTWt1LQqg/jy8Yj97F6bKPbeiCpq7hed5G8hiMFjIG9idjYH+ONgaDhb3LDlhwtpvRlVi5ciXTp0/n5z//OfX19fzoRz/CaPz2r3Y9PT14enri7u5OT0/PBbd7eHhcsJL8UNsKIYRwTN19Rv605gQ9/SZ+PDeZpCjbnL7Wa+xlW9Uuugzd6HWuuGn16HV63HR69FrXC25z0Thf9rVgBrOB6q46KjurqDgXqpr7Wy/Yxs/FlySfePydgtl3sJ/Geh0eccEsHp+Ks05D34CJP3+ay+lqGBsXwU8Wpf3g9u5CCCFsa9CAVVdX953bOjs7Wbt2Lenp6Vd0ME9PT3S6sy1qvby8MJlMpKSkcPDgQSZNmsTu3buZPHkykZGR/OEPf+D+++/nzJkzWCwWfH19L2tbIYQQjsdosvDa2lwa2/qYNyWK6RkhVj+moigcbcjh01Ob6DJ2X9Jj1Co1eq3rufClx03niuu5j3qd/lwQc8VoMVLZWUNlZzV1PWewKJbz+3DT6knxTSTKM4JozwiiPCPwcPp2HckbI438ZV0+x081838/Os4DtybzzuaTlNd3kpUUyEO3paDVjL5r0oQQYrRTKYNMR91www2oVKrzs1VqtRpPT0+mTp3Ko48+ipvbpS9u+I2enh6ee+45mpqaMBqN3HPPPaSlpfH8889jNBqJjY3lN7/5DRqNhldffZXdu3djsVj4t3/7N7KysigvL7/kbS/GkaYWHZ2jTcVejWQM7E/GYHgoisL/fnaSfflnyEoK5JEFqagvYZbohzz/zX2trCr+BydbS9CptcyNvonMwDR6TX30GPvoNfbSY+ql19hLr7Hv3O299Jp6L7j/n4PT99GptUR4hJ0NUx4RRHlG4u/qO+QsmMlsYeXnRezLP4MKUICpacHcNzcJjdpxwpW8BuxPxsD+ZAzsz9HGYLBTBAcNWKOZIw2Mo3O0b+SrkYyB/ckYDI9N+ypYt7uM2FBP/nX5OJx0l3bq25U8/2aLmezq3Wwp/wqjxUiybwLLEhfh7+p32XUrisKAeeBs4DJdGMpUqIj0DCfULRiN+spO5VMUhQ17ytm4t4KZ48O466aESwqetiSvAfuTMbA/GQP7c7QxuOxrsF566SUeeuihQa9nam9v5+233+aZZ54ZngqFEEKMWodONrBudxl+ni48vjjjksPVlSjvqOSjorXU9ZzBQ+fO3UlLmBCUecXra6lUKly0LrhoXfBj+K8XU6lULLw2ltkTI3F1vqJLo4UQQjiQQX+Sz5kzh5/85CcEBgaSlZVFcHAwWq2W2tpaDhw4QGNjI88995wtaxVCCDECna7t4J3NJ3Fx0vDkHRl4uV1+R7xL0WfqY0PpVvbUHkBBYVroRBbEzcVNp7fK8YabhCshhBgdBv1pnpKSwgcffMCBAwfYvn07O3fuRKVSERkZydKlS5kyZYot6xRCCDECNbX38eraXCwWhZ8sTic8wH3oB10mRVE43pTHmpINdBq6CNYHsjxpMWO8Y4b9WEIIIcRQhvxz2eTJk5k8ebItahFCCDGK9PYb+fOnuXT1GllxcwJpsZd//dNQWvraWF2yjvyWIrRqLbfGzOamqOvQqmU2SAghhH3IO5AQQohhZzJbeH19PnXNPdyUFcHM8eHDun+zxcyOmj18VvYlBouRBJ8xLE9cRKA+YFiPI4QQQlwuCVhCCCGGlaIofLSthIKKNsbG+bH0hjHDuv/Kzmo+KlpLTXcd7jo3liXezsTg8VfcxEIIIYQYTkMGrM8//5xZs2bh5GSdi5KFEEKMHgajmQ17y9mZU0dkoDsPL0hFrR6e4NNn6mdT2RfsrtmHgsLk4CwWjZmHu9Plr8sohBBCWMuQAWv37t384Q9/4LrrrmPRokVkZGTYoi4hhBAjiEVR2J9/hn/sLqOtawAfD2eeWJKBi9PwnCiR05TPmpINtA90EKj3Z3niYhJ84oZl30IIIcRwGvKd73e/+x39/f188cUXvPrqq7S0tDBv3jwWLlyIn9/wX7AshBBiZCkob2X1jtNUN3aj1aiZMymSeVOi0LvofvC+Ow1dvLvnQ47UnkCr0jA3+kZujr4BnTSxEEII4aAu6R3KxcWFsLAwQkJCqKyspLi4mHvvvZelS5dy9913W7tGIYQQDqi6sZs1O06TX96KCpiSGsztM2Lx83IZnv131fFm7kraBtqJ945lWeLtBLsFDsu+hRBCCGsZMmD9z//8D5s3byY8PJzFixfz7//+7zg7O9Pd3c2sWbMkYAkhxFWmrWuAdbvL2JtXjwIkR/lw58wxRAV7DNsxchrzeK9wFQaLkWXp85nuP02aWAghhBgRhgxYnZ2drFy5koiIiAtud3d35+2337ZaYUIIIRxL34CJLQcq2Xa4GoPJQliAG3fOHENajO+whR9FUdhasZ3N5V/gpHHiwfR7uCllCk1NXcOyfyGEEMLahgxYBw4c4IUXXvje+6ThhRBCjH4ms4VdOXVs3FtOV68Rb3cn7ro2lmnpIcPWIRDAYDby95OrOdp4Ah9nbx7JuJdwj9Bh278QQghhC0MGrKSkJNavX09GRgYuLt+eVx8aKm96QggxmimKwrGSZj7dVUpDay8uThoWzYjl5msicNZphvVY7QMdvJn7HlVdNcR6RfFg+j14Og3fKYdCCCGErQwZsE6cOMGJEycuuE2lUpGdnW21ooQQQtjX6doOVu84zemaDtQqFTPHh7FgWgyebsO/JmJlZzVv5q6kw9DFpOAJLE9aLF0ChRBCjFhDvoNt377dFnUIIYRwAA1tvazdWcqR4iYAxicEsPi6WEL8rLOY75Ezx/l70RpMoviMAAAAIABJREFUFjOLxsxjVsQMaWYhhBBiRBsyYFVUVPD3v/+d3t5eFEXBYrFQU1PDhx9+aIv6hBBC2EBXr4FNeyvYcbwWs0UhLtSTO2aOISHC2yrHsygWPivfxtaKbFw0zjyQsYI0/2SrHEsIIYSwpSED1s9+9jOuv/56jh49yqJFi9i2bRvx8fG2qE0IIYQVKIpCY1sfZXWdlNV3UlbXSXVjFyazQqC3K0uuj2NCYoDVZpL6TQO8f/ITTjTl4+/iy8MZ9xLqHmyVYwkhhBC2NmTAMhqNPPHEE5hMJlJSUrjzzjtZvHixLWoTQggxDDp7DJTVd1J+LlBV1HfS0286f79GrSIi0J0pacHMHBeGVqO2Wi0tfW28mbeS2u564r1jeSBtBe5O1jn9UAghhLCHIQOWq6srBoOB6OhoCgoKyMrKskVdQgghrsCA0UzlmS7K6joprz/7r7mj/4JtAn1cSY/1IybUk9gQTyKD3NFph7cr4Pcp66jgrdz36TJ2My10EncmLEArzSyEEEKMMkO+s82fP59HHnmEP/7xjyxdupSvv/6aoKAgW9QmhBDiIiwWhbqWnm/DVF0nNU09WBTl/Dburjoy4vyIDfEkJtSTmBBP3F11Nq91f/0RVhWtxYLCHQkLuC5sqjSzEEIIMSoNGbDuvvtuFi5ciLu7Ox988AF5eXlMnz7dFrUJIcSoUV7fyac7S6lu7B62fRqMZgwmy/n/67RqYsPOzkrFngtT/l4udg0yFsXC+tItZFftxlXryv1pd5Hsm2C3eoQQQghrGzRgvfbaa4M+qLi4mMcee8wqBQkhxGjS1jXA2l2l7Ms/A0CQrx6t+uKBR7novd/SalREBnqcD1NhAW5WvX7qcvWZ+llZ8BH5LUUE6v15JOM+gvQB9i5LCCGEsCo5+V0IIaxgwGjmi0NVbDlQicFoISLQnWWz4kmO8rF3aTbR3NfC67krOdPTQLJvAj9O/Rf0Or29yxJCCCGsbtCANdgMlaIo1NTUWK0gIYQYyRRF4WBhA2t2ltLWNYCnmxP/cmMs09NDUA8xc2Uvjb3NFLWeot/UP/TGl8CsmNlRs4ceYy/Xh0/j9jG3olFbv4mGEEII4QiGnMH65JNP+P3vf09fX9/528LDw9m2bZtVCxNCiJGmtLaDj7NPUVbXiVajZu7kKOZNicLV2bFOFjBZTJS2V5DfcpL8lpM09jYP+zHUKjXLE29netjkYd+3EEII4ciGfNd/88032bBhA3/60594+umn2bVrF8eOHbNFbUIIMSK0dPTz6a5SDhY2AJCVFMgd18cR4O1q58q+1WnooqClmPzmkxS1ltBvHgDASeNEhn8qqX6J+LgM3+mLAa5+BOr9h21/QgghxEgxZMDy8/MjIiKCxMRESkpKuOuuu/j4449tUZsQQji0foOJzw9UsfVQFUaThahgD5bPiichwtvepWFRLNR01ZHXcpKC5iIqu6rP3+fv4sukkCzS/JKI945Fp7F923YhhBBitLqkhYYPHDhAYmIiX331Fenp6fT3D895+kIIMRJZFIV9eWdYu7uUjm4D3u5OLL4ujilpwajt2BK939RPUesp8luKKGgpotPQBZw9XS/eO5Y0/2TS/JIJ0gfIGlRCCCGElQwZsJ5//nk+/fRTfvnLX/Lpp58yZ84cadEuhLhqlVS383H2KSrPdKHTqpk/LZo5k6JwdrJPE4fG3qazgaq5iFPtZZgVMwDuOjcmBU8g1S+JZN8E9DrHOV1RCCGEGM2GDFjx8fH827/9GwCvvvqq1QsSQghH1NTex5odpzlS3ATA5JQgFl8Xh5+Xi81rsSgWDtQfYVvVzgsaVES4h5J6bpYqyjMctcpx1sQSQgghrhaDBqy+vj5eeeUV5syZQ0ZGBi+++CJr1qwhNTWVl156iaCgIFvWKYQQdtE3YGLl5gI27C7FZFaIC/Vk2ax44sK87FJPTVcdq4rXUd5ZiU6tI8M/lTT/JFL9kvB2tk9NQgghhPjWoAHrxRdfRKPREBYWxq5du9i8eTPr1q2jsLCQ//qv/+Ivf/mLLesUQgibausaYFdOLTuO19LVa8TX05kl18cxKTnILtcv9Zn6+az8S3bV7MOiWBgXmMHiMbfi42L/hhpCCCGE+NagASsnJ4dNmzYBkJ2dzZw5c4iOjiY6OprXXnvNZgUKIYStKIrCqZoOth+r4WhxE2aLgquzlrtuSWJ6ahDOOttfZ6UoCscac1l7ahMdhk78Xf24M2EhqX6JNq9FCCGEEEMbNGCp1d+eu3/w4EGeeeaZ8/83Go3WrUoIIWxowGjmYGED24/WUNXYDUB4gBs3TAhnSkow4WHeNDV12byuht4mVhevp6jtFFq1lrkxN3Fz5PXSVl0IIYRwYIMGLG9vb3Jzc+nt7aWxsZGpU6cCZ8NWcHCwzQoUQghraWrvY8exWr7OraOn34RapSIrMYBZE8JJiPC2Wytzg9nIl5Xb2Va5E5NiJtk3gTsTFsrCvUIIIcQIMGjAeu6553j66adpaWnhhRdeQK/X89e//pUPPviAN99805Y1CiHEsFEUhcKKNrKP1nDidDMK4KnXcevUaK7PDMXX0/ZdAf9ZQUsRq4vX09zfirezF4vjb2NcQLqsWyWEEEKMEIMGrMTERLZs2XLBbfPmzWPFihV4eHhYvTAhhBhOfQMm9ubVs/1YLWdaewGIDfVk1vhwspIC0Wnt29K8rb+dT09tJKcpH7VKzayIGcyNuREXrX0DnxBCCCEuz5DrYP2zqKgoa9UhhBBWUdfcw/ZjNezNP8OAwYxWo2JqWjCzJoQTE+Jp7/IwW8zsqNnDZ+XbMJgNxHpFsyxxEWHuIfYuTQghhBBX4LIClhBCjAQWi8KJ081kH6uhsKINAB8PZ+ZNjmJGZiieeic7V3jW6fZyVhX/g/qeBtx0eu6MX8CkkAmyQLAQQggxgknAEkKMKkeKGvlk+2laOvsBSIr0ZtaEcDLj/dGoHSO4dBm6WXf6Mw6eOQrAtNBJzI+7BXedm50rE0IIIcQPNWTA6uzsZNOmTbS3t6MoyvnbH3vsMasWJoQQl8OiKKz/uozN+ypx0qq5PjOUGyaEEx7gbu/SzrMoFvbWHWJj6ef0mvoIdw9lWeIiYrzk9GshhBBitBgyYD355JN4eHgQHx8vXayEEA6pb8DE25sKyTndTKC3K48vySDM37Fmg7oM3byT/wGn28tx0TizJH4+M8KmoFHbfvFiIYQQQljPkAGrubmZd9991xa1CCHEZWto7eWVtbnUt/SSGu3DwwvScHd1rIV4z/Q08vqJv9Hc38pY/1SWJi7Cy9n+DTaEEEIIMfyGDFjJyckUFRWRlJRki3qEEOKS5Ze18MaGAnoHTMyeGMGS6+Mc5jqrbxS3nubt/A/oM/UxJ3oWc2NukiYWQgghxCg2ZMA6deoUixYtws/PD2dnZxRFQaVSkZ2dbYv6hBDiOxRF4YtD1azZeRqNWs3985KZlu54bc331R3i4+J/oELFPclLmRQywd4lCSGEEMLKhgxYr732mi3qEEKIS2IwmnlvaxH7CxrwdnfisdsziA11rNPtLIqFjaVb2Va1EzetngfT7yHeJ9beZQkhhBDCBoYMWAEBAezatYuenh4AzGYzNTU1PPnkk1d0wDfffJPt27djNBpZvnw5EydO5Nlnn0WlUhEfH88LL7yAWq3mtddeY+fOnWi1Wp577jkyMjKorKy85G2FEKNPa2c/r/0jj4ozXcSFevLT29Pxdne2d1kXMJgNvFe4ipymfAL1/jyacR+B+gB7lyWEEEIIGxkyYP3sZz+jo6ODqqoqsrKyOHjwIOPHj7+igx08eJDjx4/z8ccf09fXx9/+9jd+97vf8dRTTzFp0iR+9atfkZ2dTWhoKIcOHWLNmjXU19fz+OOPs3bt2svaVggxupyu6eC1dXl09hiYnh7CitmJ6LSOdS1Tx0Anb+SupKqrhnjvWB5Mvwc3nd7eZQkhhBDChoYMWMXFxXz55Zf89re/ZfHixTz11FM89dRTV3SwPXv2kJCQwE9/+lO6u7v513/9V1avXs3EiRMBmDFjBnv37iUmJobp06ejUqkIDQ3FbDbT2tpKQUHBJW/r6+s7aB0+Pnq0WmmNfKkCAjzsXcJV72ofgy8PVvL62hNYFHhwYRq3TY+1+bIRQ41BZXsNLx34Ky29bVwXPZmHs+5Cq5G13IfL1f4acAQyBvYnY2B/Mgb2NxLGYMh3fz8/P1QqFTExMRQXF7Nw4UKMRuMVHaytrY26ujreeOMNampqePTRR883zQBwc3Ojq6uL7u5uvL29zz/um9svZ9uLBay2tt4rqv9qFBDgQVNTl73LuKpdzWNgMlv4JPs02cdqcHPR8ujCNFKifWlu7rZpHUONQX7zSf5W8CEDZgPzY2/h5qiZtLX22bDC0e1qfg04ChkD+5MxsD8ZA/tztDEYLOwNGbDi4+P59a9/zfLly/nFL35BY2MjiqJcURHe3t7Exsbi5OREbGwszs7OnDlz5vz9PT09eHp64u7ufv6ar29u9/DwQP1P7ZeH2lYIMbJ19Rp4fX0+RVXthAW48fjiDAK9Xe1d1nfsqtnHmpINaNUa7k+7m/GBcg2oEEIIcTUb8gKG//zP/2TOnDmMGTOGJ554gsbGRl566aUrOtiECRP4+uuvURSFhoYG+vr6mDJlCgcPHgRg9+7dZGVlMX78ePbs2YPFYqGurg6LxYKvry8pKSmXvK0QYuSqbuzm1+8doaiqnfEJAfz7igkOF64sioU1JRtYXbIed50bT457RMKVEEIIIQafwSooKCA1NZVjx44BcPjwYTw8PJg9ezYdHR1XdLCZM2dy+PBhlixZgqIo/OpXvyI8PJznn3+el19+mdjYWGbPno1GoyErK4ulS5disVj41a9+BcAvf/nLS95WCDEyHSlq5J3PCjEYLSyYHsNt06JR2/h6q6H0m/p5t+Aj8luKCHEL4tGM+/BzlT/sCCGEEAJUyiDn+/3Hf/wHv/nNb1ixYsV3H6RS8f7771u9OGtxpHM3HZ2jnet6NbpaxsCiKGz4upxN+ypw1ml44NYUJiQ6Rnvzfx6Dtv52Xs99l9ruepJ9E7g/7S5ctY41uzbaXC2vAUcmY2B/Mgb2J2Ngf442Bpd9DdZvfvMbAD744APrVCSEEOf0DZh4e1MhOaeb8fdy4YnFGYQHutu7rO+o7KzmjdyVdBq6uDZsCnfEz0ejlo6kQgghhPjWoAFrxYoVF22DPJJnsIQQjsFktnCgoIFN+8ppau8nOcqHRxem4e6qs3dp35HTlM/Kgo8xWUwsjr+NmeHTbd4qXgghhBCOb9CA9fjjjwOwevVqXFxcWLhwIVqtls2bNzMwMGCzAoUQo4/RZGFvXj1bDlTS3NGPRq3ilkmRLL4uFo3asRYPVhSFjUVf8mHeenQaHQ+l30NGQKq9yxJCCCGEgxo0YH2zoO/vf/971q5de/72zMxMbr/9dutXJoQYdQxGM7tP1PH5wSraugbQatTMGh/OnMmR+Hq62Lu87+gydLOx9HP21R/Gy8mTR8feR4RHmL3LEkIIIYQDG3IdrIGBAcrLy4mJiQGguLgYk8lk9cKEEKPHgMHMjuO1bD1URWePASedmtkTI5g9MRJvd2d7l3cBRVGo6KxiV81+jjeewKSYifGO4IHUe/B29rJ3eUIIIYRwcEMGrGeffZYVK1YQFBSEoii0tLRc8TpYQoirS9+Aie3HavjiUDXdfUZcnDTMmxLFTddE4Kl3snd5FzCYDRxpOMHu2n1Ud9UCEKQP4NqwKSzImEVnm5waLYQQQoihDRmwpk+fzvbt2ykpKUGlUpGYmIhWO+TDhBBXsZ5+I9sOV/PVkRp6B0zonbXMnxbNjVkRDtfAorG3ma9r93Og/gi9pj5UqBgbkMaMsCkk+oxBpVLhrHUCJGAJIYQQYmhDJqWOjg7+8Ic/UFVVxSuvvMLzzz/Ps88+i5eXnCojhLhQZ6+BbYeryT5aQ7/BjLurjttnxHLD+HD0Lo7zhxmLYqGgpYjdNfspbC0GwMPJnVuiZzE9dBI+Lt52rlAIIYQQI9WQv/E8//zzTJs2jdzcXPR6PYGBgTzzzDO89dZbtqhPCDECtHcP8MWhKnYcr8VgtODp5sT8aTFcPy4UFyfHCVZdhm721x9mT+0BWvrbAIjzimZG2BQyA9PRqh2nViGEEEKMTEP+NlFTU8PSpUv5+OOPcXJy4umnn2b+/Pm2qE0I4eBaO/v5/EAVu07UYTJb8PFwZsl1kcwYG4qTzjEW4D3btKKa3bX7ONaYi8liwkmtY1roJGaETSHcI9TeJQohhBBiFBkyYGk0Grq6us4vqFlRUYHawdapEULYVnefkX/sKuXr3HrMFgU/TxfmTYliWnoIOq1j/Hy4WNOKySETcNW62rlCIYQQQoxGQwasxx9/nBUrVlBfX89PfvITcnJyePHFF21RmxDCARWUt/LOZ4V0dBsI9HFl3pQopqQGo9U4RrBq629nR/Ue9tcfHrRphRBCCCGEtQwZsGbMmEFaWhq5ubmYzWb+67/+C39/f1vUJoRwIEaTmU93lrHtSDUatYol18cxe2IEGgeZ0TaajWRX7+aLiu0YLEZpWiGEEEIIuxg0YK1fv/57b9+zZw8ACxcutE5FQgiHU93YzVubCqht6iHET89Dt6USFexh77KAs9dY5bec5NOSjTT3t+Khc2dJwnwmBU+QphVCCCGEsLlBf/t49tln8fPzY8qUKeh03123RgKWEKOfRVH46nA1n+4qxWRWmDk+jDtnjsHZQRpYNPQ08umpTRS2FqNWqbkh4lrmxtwo11cJIYQQwm4GDVjr1q1jy5Yt7N27l6SkJObOncvUqVOlwYUQV4m2rgH+97NCCiva8NTruG9uMmPHOMbpwf2mfj6vyGZH9R7Mipkkn3iWJMwnxC3I3qUJIYQQ4io3aMBKTk4mOTmZn//85+Tl5bFlyxZefvll0tLSmDdvHpMmTbJlnUIIGzpS1Mh7W4vo6TeREefHj+cm4+nmZO+yUBSFQ2eOsb50C52GLnxdfFg85lbGBqRJ8wohhBBCOIRLukAhPT2d9PR0jhw5wh//+Ec2bdrE8ePHrV2bEMLG+gZMfPRVCXvzzuCkVbNidiLXZ4Y6RHip6qphTckGyjoq0am1zI25iZsir8dJ891TmIUQQggh7OWiAUtRFA4fPszWrVvZvXs3ycnJrFixgpkzZ9qqPiGEjZyu7eDtTQU0tfcTFeTBQ/NTCPFzs3dZdBt62Fi2lX11h1BQyAxI5/Yx8/Bz9bV3aUIIIYQQ3zFowHrhhRf4+uuvSUlJYc6cOTzzzDO4usqF40KMNmaLhU17K9i8rxJFUZg3JYoF02Psvq6V2WJmT91BNpd9Qa+pj2B9IHckLCDJN96udQkhhBBCXMygAeuTTz7B29ubwsJCCgsLefnlly+4Pzs72+rFCSGsq6Gtl7c3FVJW14mfpzMP3JpCYqSPvcviVFspa05tpLa7HheNC4vjb+O6sKlo1I7RvVAIIYQQYjCDBiwJUEKMXoqisCe3no++OsWA0czklCDuvjkBvYt9r2dq629n3enPONp4AoDJIVksiJuDp5NjrLklhBBCCDGUQQNWWFiYLesQQthId5+R9z4v4mhJE67OGh66LYXJqcF2rcloNpJdvZsvKrZjsBiJ8ojgzsQFRHtG2rUuIYQQQojLdUldBIUQo0NBeSvvfFZIR7eBhAhvHrg1GX8v+1xbqSgK1V21HG44ztGGHDoMXbjr3LgjYSGTQyagVsmae0IIIYQYeSRgCXEVaGzvY/PeCvbk1aNRq1h8XSxzJkWhVtu+/XpDTyNHGnI40pBDY18zAK5aV2ZFzOCW6FnoddJMRwghhBAjlwQsIUaxxvY+Nu+rYF/eGSyKQpi/G/ffmkx0sKdN62gf6OBIQw5HG3Ko6qoFQKfWMSFwLFlBmST7JaJTy48jIYQQQox88huNEKNQQ1svm/dVsD+/AYuiEOKnZ/60GK5JCrTZrFWPsZecxjwONxzndHs5CgpqlZpUvySygjLJ8E/BRetik1qEEEIIIWxFApYQo0hDWy+b91awv+BssAr1d2P+tGiyEm0TrAbMBvKaCznScJzClhLMihmAOK8YsoIyGReYjoeTu9XrEEIIIYSwFwlYQowCDa29bNpXwf6CMygKhPm7cdu0aLKSAlGrrBuszBYzJ1tLONKQw4nmAgxmAwBh7iFcEzSOCUFj8XWx/9paQgghhBC2IAFLiBHsTGsvm/ZWcKDwXLAKcGP+tBgmJAZYNVgpikJpRwWHG45zvDGXHmMvAP4uvmRFjCMrKJMQtyCrHV8IIYQQwlFJwBJiBKpv6WHTvgoOFjagKBB+LliNt3KwsigWcpry+bJyB9XnmlV4OLkzM3w6E4IyifaMQGXlGTMhhBBCCEcmAUuIEaS+pYdNeys4ePKbYOXOgunRjEuwbrAyWkwcqj/KtqqdNPW1oELFuMAMpodOIsEnTtasEkIIIYQ4RwKWECNAXfPZGatDhQ0oQESgO/OnxTAuwd+qwarf1M+euoNsr9pNh6ELrUrDtNCJ3Bh5HYH6AKsdVwghhBBipJKAJYQDq23uYeXWYr7OqUUBIgPdmT89hsx46warLkM3O6v3sKt2P32mPpw1TtwYeR0zI6bj7exlteMKIYQQQox0ErCEcEDdfUbWf13GjuO1KApEBrmzYHoMmWP8rXqNU0tfK9nVu9lXdxijxYi7zo3bYmczI2wKep3eascVQgghhBgtJGAJ4UAsFoVdJ+r4x65SevpNBPvqeWBBGjGBblYNVnXdZ/iycidHG3OwKBZ8XXy4MfI6poRk4aRxstpxhRBCCCFGGwlYQjiIkup2PtxWQnVjNy5OGu6cOYYbs8IJCfaiqanLKscs66jgi4od5LecBCDELYibo2YyIXAsGrXGKscUQgghhBjNJGAJYWetnf2s3nGaQycbAZiWHsyS6+Lwcne2yvEURaGgpYgvK3dS2lEOQKxXFDdHzSTVL0k6AgohhBBC/AASsISwE6PJzNZD1Xy2vwKD0UJMiAf/clMCcaHWaSJhtpg53pjLl1U7qe2uByDVL4mbo2YyxjvGKscUQgghhLjaSMASwsYUReH4qWZWZZ+iuaMfT72Ou25KYFp6iNU6A7YPdPBO3geUd1ahQkVWUCY3RV5PuEeoVY4nhBBCCHG1koAlhA3VNffw8VclFFS0oVGruPmaCOZPi0HvYr2XYnlHFW/nvUeHoYvxgRksiJuDv6uf1Y4nhBBCCHE1k4AlhA309pvYuLec7KM1mC0KqTG+LJ8VT6i/m1WPu7/uMKuK/4FZsbBozDxmRcywajdCIYQQQoirnQQsIazIoijsza1n7a5SOnuNBHi7sGxWvNXXszJbzPzj9GZ21uzFVevKI6l3keyXYLXjCSGEEEKIsyRgCWEl/6+9e4+Oqr73Pv6eW+4JISRcEgJJuCZAQECCGqIgEEQQrxX1qBVaqxUtPo+IoKBdYJXS03oe7XHZqu0ROGo1iKD1ghiIAQQEFAgBlEuAEMidZHKbycx+/sCmFdGCzszO5fNai7XIzJ75fWd/57dWPtl7//bB4tOsWHuAIydrCXJYuT4rhexRiTjs/l3+3Omq46U9yzlQfZDu4d34xZA76RoW69cxRUREROQMBSwRH6t2NpGz/iAb95wEICOtGzdd0YeYqBC/j13sLOGFXX+lorGKobGDuCPtZkLs/h9XRERERM5QwBLxkbpGN2u3HePDbcdodHlI7BrBbRP60z8xOiDj7yjdxbK9r+PyupmcPIGrkq7UPa1EREREAkwBS+RH+kewWvvZMRqaPESEOrg9uy+XD43HavX/ghJew8u7hz7k/aKPCbYFcfeQOxgaN9jv44qIiIjIt5kSsCoqKrj++ut5+eWXsdvtPPLII1gsFvr168fjjz+O1WrlueeeY/369djtdubPn096ejpFRUXnva2Iv9U1uvlw6zE+2v7PYHXT2CTGXpRASFBgplZDcwN/LXiNPRWFxIZ24RdD7iQ+ontAxhYRERGRbwt4wHK73SxcuJCQkDPXhTz11FPMnj2bjIwMFi5cyLp164iPj2fr1q288cYblJSUcP/995OTk3NB24r4i7PhzBGrfwSryDAHPxmbzNiLEggO8u8CFv/qVF0pL+z+H07VlzGwcz9mDL6NcEdYwMYXERERkW8LeMBasmQJ06dP509/+hMABQUFjBo1CoCsrCw2btxIcnIymZmZWCwW4uPj8Xg8VFZWXtC2MTEx31lD585h2P28klt7EhcXaXYJrUJtvYu3Nxxk9SeHaGhqplNEENMnDGTypUmEBPt3Kp3dgx0n9vBfO16iwd3IlAHjuS39WmxWfaf9SfPAXNr/5lMPzKcemE89MF9b6EFAA9bKlSuJiYlhzJgxLQHLMIyW+wGFh4dTW1uL0+kkOvqfCwP84/EL2fb7AlZVVb0/Pl67FBcXSVlZrdllmMrZ4ObDbcf46LMzi1dEhTmYOrZvyxGr2poG/LmH/rUHhmGwtmg9qw+9j81q48606YzqPpzKCn2n/UnzwFza/+ZTD8ynHphPPTBfa+vBd4W9gAasnJwcLBYLmzdvprCwkLlz51JZWdnyfF1dHVFRUURERFBXV/eNxyMjI7Faree9rciPdSZYHeWjz463BKtrLgv8qYD/4PK4WF74BttLvyA6uBN3D7mD3lGJAa9DRERERL5bQNdwXrFiBcuXL2fZsmWkpqayZMkSsrKy2LJlCwB5eXmMHDmS4cOHk5+fj9fr5cSJE3i9XmJiYkhLSzvvbUV+KGeDm5V5B3n4+U28s6mIILuVm8f1Zcm9lzIpo5cp4aqioYr/3P7fbC/9gpROScy9+AGFKxEREZFWyPRl2ufOncuCBQv4/e9/T0pKCtnZ2dhsNkaOHMnNN9+M1+tl4cLetPpbAAAam0lEQVSFF7ytyIVyNrj5YOtRPtp+nCaXh6jwIK7NTObyixIIdph3fdPe0gP87rM/4XTXkRmfwU39p2G3mj51RUREROQcLIZhGGYXEWit6dzN1q61nevqD+cKVpMzepkerDxeDxuKN7Hqq3cxgJ/0n8aYhEtMq6cj6wjzoDXT/jefemA+9cB86oH5WlsPWsU1WCKtTVVtE0+v2E5ZdSNR4UFcNyaFy4fFmxqsmr3NbCnZzgdFuVQ0VhIVHMHMQbfTNzrZtJpERERE5PwoYEmHVe1s4rev7qSsupFJo3oxbUyyqcHK7XGzqWQbHxblUt10GrvVTlbCpdw6Yioep5ZgFxEREWkLFLCkQ6qpc7H01Z2cqqxn8uje3HB5SsstAAKtyeMiv/hTPjq6gRpXLQ6rg3GJYxjf63I6BUcRExpJmbP1HA4XERERke+mgCUdjrPBze9e20lJRT0TL040LVw1NjeSd3wz647l4XTXEWwLYmLvsYxLHENkUETA6xERERGRH08BSzqUusYz4ep4WR3jhidw87i+AQ9X9e4G1h/PJ/dYPvXNDYTaQ7gqaTxjEzMJd4QFtBYRERER8S0FLOkwGpqa+f3rX3D0lJOsofHcOqF/QMOV011H7tFPWH98E42eRsLtYUxNyebynpcSag8NWB0iIiIi4j8KWNIhNLqa+cPfvuBwSQ2XDe7OHZMGYA1QuKpx1bLuaB55xZtxeVxEOiKYlDSZMQmXEGIPDkgNIiIiIhIYCljS7jW5PfzXG7v4qvg0o9O6cdfk1ICEq+qm03xUtIH8E1twe910CorimpRJXBY/iiBbkN/HFxEREZHAU8CSds3d7OHZnF3sP1bNyAFxzJySitXq33BV0VDF2qPr2XxiK82Gh87B0UzsPZZLeozEYXP4dWwRERERMZcClrRb7mYvz63cw94jVQzrG8vd1wzCZrX6bTyv4WVt0XreOfwhXsNLbEgM2UnjGNV9OHarppqIiIhIR6Df+qRdavZ4eX7VHnYfqmBIShfuvXYwdpv/wpXTXccre1+noGIf0cGduCZlEiO7DcNm1Q2CRURERDoSBSxpdzxeLy+sLuDzr8pJS+rMrOsH47D7L1wdqTnKi7uXU9VUTWpMf+5Mm677WImIiIh0UApY0q54vQZ/XrOX7fvLGNgrmvtvSMdh989RJMMw2FC8iZVfvoPX8HJ18gQmJV2J1eK/MCciIiIirZsClrQbXsPgL38vZGthKX17duKBG9MJdvgnXDU2N7Ji35vsKN1FhCOcnw66hdSY/n4ZS0RERETaDgUsaRe8hsEr7+9j456TJPeI4sGbhhIS5J+vd7GzhBf3LKO0vpyUTknMHHwb0cGd/DKWiIiIiLQtCljS5hmGwYq1B8j7ooTe3SL5PzcPJTTYP1/tT0s+47X9b+H2urmyVxbTUq7SQhYiIiIi0kIBS9o0wzB4bd1X5O4opmdcBP93+jDCQ3x/rymXx80bB1axqWQbofYQ7hp0C0PjBvt8HBERERFp2xSwpM0yDIM3Nxxk7WfHiI8N56Hpw4gI9X24Kq0v48U9yyl2lpAYEc/PhtxObGgXn48jIiIiIm2fApa0WW/nH+a9T4/SLSaMh6YPIyo8yOdj7CzdzfLCv9HoaSIzPoMb+12Dw+b7ECciIiIi7YMClrRJazYdYfXGI8RFh/DwLRcRHRHs0/dv9jaz6uDfyT2WT5DVwZ1p0xnVfbhPxxARERGR9kcBS9qUZo+XVz/6ktydxXSJCmHOLRfROdK34aqqsZqX9izncM1Ruod15WdDbqdHeDefjiEiIiIi7ZMClrQZNfUunn9rD/uPVdMzLpwHbkgntlOoT8coqNjP/+x9lTp3PSO7DeOWATcQYvdtgBMRERGR9ksBS9qEY6VO/t+bu6ioaWRE/zhmTkn16X2uvIaXvx9ey/tHPsZmsTJ9wHVkxo/GYrH4bAwRERERaf8UsKTV+2xfKS++uxeX28u0zGSmXpaE1YfBp8ZVy18LXmV/1Vd0CYnhZ4P/g15RPX32/iIiIiLScShgSavlNQxW5x9m9cYjBDts3HfdYEYM6Oqz969qrGbdsTw2Fm/B5XUzJDaNO1J/QpgjzGdjiIiIiEjHooAlrVKjq5kX3ylkx4EyYjuF8MAN6fTsGuGT9z5Zd4q1RRvYemoHXsNLdHAnrus9ljEJl+iUQBERERH5URSwpNUpq27g2ZxdHC+rY2CvaO69djCRYT/+HleHTxfxYdF6dpUXANAtrCsTel/Bxd2GYbdqKoiIiIjIj6ffKqVVKSyq4vlVe3A2uBk3PIHpV/bDbrP+4PczDIO9lQdYW5TLl9WHAEiK6sXE3lcwJDYNq+WHv7eIiIiIyNkUsKRVMAyD3J3F/O/aL7FY4I5JA7hiWMIPfj+P18PO0l18eHQ9xc4SANJiBjCx9xX0jU7RqYAiIiIi4hcKWGK6Zo+XFWsPsOHzE0SGObjvuiH0T4z+Qe/l8rj5tOQzPjq6gYrGSixYGNF1KBN6jyUxMt7HlYuIiIiIfJMClpiqps7Ff7+1mwPHT9OrawSzbhjyg24eXO9u4JPizeQey6fW7cRutTMm4RKuTMwiLqyLHyoXEREREfk2BSwxzdFTtTybs4uKmiZGDuzKzMmpBAfZLug9qptOk3ssn/ziT2n0NBFiC2Fi77GMTcwkKijST5WLiIiIiJybApaYYtu+Ul56Zy+uZi/XZaUw5ZLeF3RdVGl9GR8d3cCWku00Gx6igiKZlHQlmQmjCbWH+LFyEREREZHvpoAlAeU1DFZ9cph3Nh0hOMjG/TcM4aJ+cef9+hpXLe8e+pCNJ7ZiYNA1NJbxvS5nVPfhOGwOP1YuIiIiIvLvKWBJwDQ0NfPiO3vZ+WU5cdFnbh6cEHd+Nw92eVx8fOwTPizKpcnjoltYV6akTGRY3GAttS4iIiIirYYClgTEycp6/rhyN8XldaT27sy91w4mIvTfH3HyGl62ndzJ6kPvU910mghHONf2uZrL4kdhs17Y9VoiIiIiIv6mgCV+5TUMPvrsODkbDuJu9jJ+RE9uvrIvNuu/P+p0oOogK796h2O1xditdib2HsvE3lcQar/wVQZFRERERAJBAUv8prSqnpffLeTA8dNEhDr42ZQ0Lh7Y9d++7mRdKasOvsvu8kIALu52Edf0mURMSGd/lywiIiIi8qMoYInPeQ2D9TuL+VvuV7jcXkb0j+P27AFEhQd97+tqXU7+fngt+Se24DW89I1O5vq+U+gdlRigykVEREREfhwFLPGp8uoG/vLePgqLqggPsfPTqwaSkdrte5dgd3vc5B7L54Oij2n0NNE1LJZr+1xNemzaBS3dLiIiIiJiNgUs8QnDMMj74gSvffwVTS4PQ/t04c6rBhIdEfydr/EaXraf+oK3D75HVVM14Y4wbkqZxpiE0VrAQkRERETaJAUs+dEqaxr563v72HO4ktBgOzOvTuXSwd2/9+jTV9WHWfnlOxTVHsNusTG+1+Vk9x5HmEMLWIiIiIhI26WAJT+YYRhs3H2SV9cdoKHJw+CUGH46aSAxUSHf+ZpT9WW8ffA9vijbA8CIrkOZ1ucquoTGBKpsERERERG/UcCSH6SqtolX3t/HFwcrCAmy8dOrBjImvcd3HrWqbjrN2qL15BVvxmt4SemUxPV9p5DcqVeAKxcRERER8R8FLLkghmHw6d5T/O/aA9Q1NpPauzN3TR5IbKdvn9rnNbwUVn7JxuJP2V1RiNfwEhvahWv7TGZY3GAtYCEiIiIi7Y4Clpy303Uuln2wnx0Hygh22Lg9ewBXDIv/VlA63VTL5pJtbDqxhYrGKgASIxMYEz+ajB4jsFv1tRMRERGR9km/6cp52Vp4iuUfHsDZ4GZAYjR3XZ1K1+h/HrXyGl72V31FfvEWdpUX4DW8BFkdXNpjFJkJGbqXlYiIiIh0CAENWG63m/nz51NcXIzL5eLee++lb9++PPLII1gsFvr168fjjz+O1WrlueeeY/369djtdubPn096ejpFRUXnva34xmlnE8+v2sO2faUE2a3cMr4fV47oifXro1a1LieflnxG/oktlDdUAJAQ0YPM+Awu7n4RoXatCigiIiIiHUdAA9bq1auJjo5m6dKlVFVVcd111zFw4EBmz55NRkYGCxcuZN26dcTHx7N161beeOMNSkpKuP/++8nJyeGpp546723biuNlTj7bV8rFqd1IiA03u5wWzR4v2wpLeWP9QaqdTfRN6MTMq1PpFhOGYRgc+Ppo1edle/AYHhxWB6O7jyQzIYOkqF66vkpEREREOqSABqxJkyaRnZ3d8rPNZqOgoIBRo0YBkJWVxcaNG0lOTiYzMxOLxUJ8fDwej4fKysoL2jYm5ruX/e7cOQy7vXXcyDZv90lWbzzC6o1HGNInlqsvSyZjcHfsNqsp9ZRW1fPBp0V8uKWI6tomHHYrM6YO4pqsPtS761h/+FM+OvQJJbWlAPSM6sGEPmMYkzSKiKDWExDbm7i4SLNL6PDUA3Np/5tPPTCfemA+9cB8baEHAQ1Y4eFnfgF3Op088MADzJ49myVLlrQc7QgPD6e2than00l0dPQ3XldbW4thGOe97fcFrKqqen98vB8kc1A3woOsfLyjmN0Hy9l9sJzoiCCuGJbA5cPi6RQR7PcavIZBweFKcncU88XBcgwDwkPsTLw4kRvH9+dI1SF+n/dndpbtptnbjN1q5+Juw8lMyKBPpyQsFgsNp700UOv3WjuiuLhIysq0b82kHphL+9986oH51APzqQfma209+K6wF/BFLkpKSrjvvvu49dZbmTp1KkuXLm15rq6ujqioKCIiIqirq/vG45GRkVit1vPetq2wWi2MGNCVEQO6UlxeR+6O42zac5JV+YdZs+kIIwbEMW54T/r17OTz0+5q613k7y5h/c5iyqobAUjuEckVFyWQ1NvKvup9/HbbGoprTgLQLSyOzPgMRvUYQYRDR6tERERERM4W0IBVXl7OjBkzWLhwIZdccgkAaWlpbNmyhYyMDPLy8hg9ejS9evVi6dKlzJw5k5MnT+L1eomJibmgbduihNhw/mPiAG64vA+bC07y8Y5ithaWsrWwlJ5xEYwbkcAlad0JDvrhpzcahsHBEzXk7jjOtn1lNHu8BNmtXJbejQEDoNwoIrd8Pae2lwFgs9oY0XUomQmj6RedomurRERERES+h8UwDCNQgy1evJj33nuPlJSUlsceffRRFi9ejNvtJiUlhcWLF2Oz2Xj22WfJy8vD6/Uyb948Ro4cyeHDh1mwYMF5bft9WtOhxe9jGAb7j1bz8Y7j7DhQjtcwCA22c9mQ7owb3pPuMWHn/V6NrmY+3XuK3B3FHCt1AtC1SxCpg5rxRp5kX/V+nO4zRwKDrA5SY/ozJDaNKwaOoqkmYF8ROYfWdji8I1IPzKX9bz71wHzqgfnUA/O1th581ymCAQ1YrUVrasz5qqptYsPnxWz4/ASn61wADErqzLjhPRnaNxar9dxHlorLnOTuLGbTnpM0ujxYg5pI6l9PUGw5xY1FNHubAYgKimRIbCrpsYPo37kvQTYH0Pq+yB2RemA+9cBc2v/mUw/Mpx6YTz0wX2vrQau5Bkt+mM6RwVw7JoUplyax40AZH28/TsGRKgqOVNElKpgrLkpgzNB4osKCaPZ42b6/jNydxRw4VoUl1El4fAXdulVSY5RSAlAP8eHdSY9NY0hcGr0ie2K1mLNyoYiIiIhIe6GA1cbYbVZGpXZjVGo3jpU6zyyKUXCSnA2HeDv/MENSuvBVcRV19lJs0aVEjiin2VaHB3BipX/nvmdCVWwasaFt81o1EREREZHWSgGrFfN4PTR5XDR5mr7+56Kx+cz/G7/+OT6tiUkpjRwqreRoWTUFnnpsqZUE286c+me3hTC0y1DSY9NI6zKAMMf5X7clIiIiIiIXRgHLZIdOF/H+kXU0NDd8I0A1eZpwf3191HnrBDagc3A06XGDSI9No290Mnar2iwiIiIiEgj6zdtkx2uLKajYhwULIfZggm3BhDvCiQnpTIgtmGB7EMG2M4+f+TmYYFvQmf/bgr9+zb9sYw+mU1CUllMXERERETGBApbJsnpeyqXxo7BZbApFIiIiIiJtnAJWK6BT+ERERERE2getyy0iIiIiIuIjClgiIiIiIiI+ooAlIiIiIiLiIwpYIiIiIiIiPqKAJSIiIiIi4iMKWCIiIiIiIj6igCUiIiIiIuIjClgiIiIiIiI+ooAlIiIiIiLiIwpYIiIiIiIiPqKAJSIiIiIi4iMKWCIiIiIiIj5iMQzDMLsIERERERGR9kBHsERERERERHxEAUtERERERMRHFLBERERERER8RAFLRERERETERxSwREREREREfEQBS0RERERExEcUsERERERERHzEbnYB0nq43W7mz59PcXExLpeLe++9l759+/LII49gsVjo168fjz/+OFarcrm/nKsH3bt355577iEpKQmAW265hcmTJ5tbaDvm8Xh47LHHOHz4MDabjaeeegrDMDQPAuRc+7+2tlZzwAQVFRVcf/31vPzyy9jtds0BE/xrDxobGzUPAuzaa68lMjISgJ49e3LzzTfz5JNPYrPZyMzMZNasWSZX2P6d3YOxY8fy29/+lh49egBw//33M2rUKDNLPCcFLGmxevVqoqOjWbp0KVVVVVx33XUMHDiQ2bNnk5GRwcKFC1m3bh0TJkwwu9R261w9uO+++7jrrruYMWOG2eV1CLm5uQC89tprbNmypSVgaR4Exrn2/7hx4zQHAsztdrNw4UJCQkIAeOqppzQHAuzsHuzdu1fzIICampoAWLZsWctj06ZN49lnnyUxMZG7776bgoICBg0aZFaJ7d65evCHP/yBOXPmkJ2dbVZZ50V/fpIWkyZN4le/+lXLzzabjYKCgpa/DGRlZbFp0yazyusQztWDPXv2sH79em677Tbmz5+P0+k0scL2b/z48SxatAiAEydOEBsbq3kQQOfa/5oDgbdkyRKmT59O165dATQHTHB2DzQPAmvfvn00NDQwY8YM7rjjDrZt24bL5aJXr15YLBYyMzPZvHmz2WW2a2f34PPPP6egoICcnBxuvfVWnn76aZqbm80u85wUsKRFeHg4EREROJ1OHnjgAWbPno1hGFgslpbna2trTa6yfTtXD9LT03n44YdZsWIFiYmJ/PGPfzS7zHbPbrczd+5cFi1aRHZ2tuZBgJ29/zUHAmvlypXExMQwZsyYlsc0BwLrXD3QPAiskJAQZs6cyUsvvcSvf/1r5s2bR2hoaMvzmgf+d3YPHnroITIyMliwYAErVqygvr6e1157zewyz0kBS76hpKSEO+64g2nTpjF16tRvnGNfV1dHVFSUidV1DGf3YMKECQwePBiACRMmsHfvXpMr7BiWLFnCBx98wIIFC1pOUwDNg0D51/2fmZmpORBAOTk5bNq0idtvv53CwkLmzp1LZWVly/OaA/53rh5kZWVpHgRQcnIy11xzDRaLheTkZCIjI6murm55XvPA/87uQXR0NFOmTCExMRGLxcKVV17ZaueBApa0KC8vZ8aMGcyZM4cbb7wRgLS0NLZs2QJAXl4eI0eONLPEdu9cPZg5cya7du0CYPPmzTrf289WrVrFCy+8AEBoaCgWi4XBgwdrHgTIufb/rFmzNAcCaMWKFSxfvpxly5aRmprKkiVLyMrK0hwIoHP14Je//KXmQQC9+eabPP300wCcOnWKhoYGwsLCOHr0KIZhkJ+fr3ngZ2f3oLa2lptuuomTJ08CrXseWAzDMMwuQlqHxYsX895775GSktLy2KOPPsrixYtxu92kpKSwePFibDabiVW2b+fqwezZs1m6dCkOh4PY2FgWLVpERESEiVW2b/X19cybN4/y8nKam5v5+c9/Tp8+fViwYIHmQQCca//36NGDRYsWaQ6Y4Pbbb+eJJ57AarVqDpjkHz1obGzUPAggl8vFvHnzOHHiBBaLhYceegir1cpvfvMbPB4PmZmZPPjgg2aX2a6dqwf19fU888wzhISE0KdPHx577DEcDofZpX6LApaIiIiIiIiP6BRBERERERERH1HAEhERERER8REFLBERERERER9RwBIREREREfERBSwREREREREfUcASEZEO5cCBAwwYMIAPPvjA7FJERKQdUsASEZEOJScnh0mTJvH666+bXYqIiLRDdrMLEBERCRS3282aNWtYsWIF06dP5+jRo/Tq1YstW7a03Dx32LBhHDx4kGXLllFUVMQTTzxBdXU1ISEhLFiwgLS0NNasWcOLL76IzWajZ8+eLF26lODgYLM/noiItAI6giUiIh3Ghg0biI+PJzk5mfHjx/P666/jdrt5+OGHWbp0KatWrcJu/+ffHufOncucOXN46623WLRoEQ8++CAAzzzzDC+//DIrV64kISGBQ4cOmfWRRESkldERLBER6TBycnKYMmUKAJMnT+ahhx4iOzubLl26MHDgQABuvPFGnnzySerq6tizZw/z5s1reX19fT1VVVWMHTuWW265hfHjx5OdnU1qaqopn0dERFofBSwREekQKioq+OSTTygoKOCVV17BMAxqamrIy8vD6/V+a3uv10tQUBBvv/12y2MnT54kOjqaxx57jH379rFhwwbmzJnDrFmzmDZtWiA/joiItFI6RVBERDqEt99+m9GjR5OXl8fHH39Mbm4u99xzD/n5+dTU1LB//34A1qxZA0BkZCRJSUktAWvjxo3cdtttNDc3M3HiRDp37swvfvELpk2bRmFhoWmfS0REWheLYRiG2UWIiIj429SpU3nwwQcZN25cy2OVlZWMHTuWl156icWLF2O1WklOTqampoY///nPHDx4sGWRC4fDwRNPPEF6ejrvvPMOzz//PMHBwXTp0oWnn36aLl26mPjpRESktVDAEhGRDs3r9fK73/2OWbNmERYWxl/+8hdOnTrFI488YnZpIiLSBukaLBER6dCsVivR0dHceOONOBwOEhISePLJJ80uS0RE2igdwRIREREREfERLXIhIiIiIiLiIwpYIiIiIiIiPqKAJSIiIiIi4iMKWCIiIiIiIj6igCUiIiIiIuIj/x+3pEYIcm4bWwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n",
    "# on the same figure\n",
    "\n",
    "ax1.plot(ages, dev_salaries, color='#444444',\n",
    "         linestyle='--', label='All Devs')\n",
    "ax2.plot(ages, py_salaries, label='Python')\n",
    "ax2.plot(ages, js_salaries, label='JavaScript')\n",
    "\n",
    "\n",
    "\n",
    "ax1.legend()\n",
    "ax1.set_title('Median Salary (USD) by Age')\n",
    "# ax1.set_xlabel('Ages')\n",
    "ax1.set_ylabel('Median Salary (USD)')\n",
    "\n",
    "ax2.legend()\n",
    "# ax2.set_title('Median Salary (USD) by Age')\n",
    "ax2.set_xlabel('Ages')\n",
    "ax2.set_ylabel('Median Salary (USD)')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-25T20:44:51.484381Z",
     "start_time": "2019-12-25T20:44:49.807660Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1, ax1 = plt.subplots()\n",
    "fig2, ax2 = plt.subplots()\n",
    "# on different figure\n",
    "\n",
    "ax1.plot(ages, dev_salaries, color='#444444',\n",
    "         linestyle='--', label='All Devs')\n",
    "ax2.plot(ages, py_salaries, label='Python')\n",
    "ax2.plot(ages, js_salaries, label='JavaScript')\n",
    "\n",
    "\n",
    "\n",
    "ax1.legend()\n",
    "ax1.set_title('Median Salary (USD) by Age')\n",
    "ax1.set_xlabel('Ages')\n",
    "ax1.set_ylabel('Median Salary (USD)')\n",
    "\n",
    "ax2.legend()\n",
    "ax2.set_title('Median Salary (USD) by Age')\n",
    "ax2.set_xlabel('Ages')\n",
    "ax2.set_ylabel('Median Salary (USD)')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()\n",
    "\n",
    "fig1.savefig('plots/plot10_1.png')\n",
    "fig2.savefig('plots/plot10_2.png')"
   ]
  }
 ],
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   "display_name": "Python 3",
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   "types_to_exclude": [
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