{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "# standard\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# I've got style,\n",
    "# miles and miles\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "sns.set_context('notebook', font_scale=1.5)\n",
    "cp = sns.color_palette()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dt</th>\n",
       "      <th>kind</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000-01-01</td>\n",
       "      <td>A</td>\n",
       "      <td>1.442521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2000-01-02</td>\n",
       "      <td>A</td>\n",
       "      <td>1.981290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000-01-03</td>\n",
       "      <td>A</td>\n",
       "      <td>1.586494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000-01-04</td>\n",
       "      <td>A</td>\n",
       "      <td>1.378969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2000-01-05</td>\n",
       "      <td>A</td>\n",
       "      <td>-0.277937</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           dt kind     value\n",
       "0  2000-01-01    A  1.442521\n",
       "1  2000-01-02    A  1.981290\n",
       "2  2000-01-03    A  1.586494\n",
       "3  2000-01-04    A  1.378969\n",
       "4  2000-01-05    A -0.277937"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts = pd.read_csv('https://github.com/leoluyi/code_snippets/raw/master/python-viz/py-viz/data/ts.csv')\n",
    "ts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts['dt'] = pd.to_datetime(ts.dt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kind</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-01</th>\n",
       "      <td>1.442521</td>\n",
       "      <td>1.808741</td>\n",
       "      <td>0.437415</td>\n",
       "      <td>0.096980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-02</th>\n",
       "      <td>1.981290</td>\n",
       "      <td>2.277020</td>\n",
       "      <td>0.706127</td>\n",
       "      <td>-1.523108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>1.586494</td>\n",
       "      <td>3.474392</td>\n",
       "      <td>1.358063</td>\n",
       "      <td>-3.100735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>1.378969</td>\n",
       "      <td>2.906132</td>\n",
       "      <td>0.262223</td>\n",
       "      <td>-2.660599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>-0.277937</td>\n",
       "      <td>3.489553</td>\n",
       "      <td>0.796743</td>\n",
       "      <td>-3.417402</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               value                              \n",
       "kind               A         B         C         D\n",
       "dt                                                \n",
       "2000-01-01  1.442521  1.808741  0.437415  0.096980\n",
       "2000-01-02  1.981290  2.277020  0.706127 -1.523108\n",
       "2000-01-03  1.586494  3.474392  1.358063 -3.100735\n",
       "2000-01-04  1.378969  2.906132  0.262223 -2.660599\n",
       "2000-01-05 -0.277937  3.489553  0.796743 -3.417402"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfp = ts.set_index(['dt', 'kind']).unstack()\n",
    "dfp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-67-cff0554cc5cb>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-67-cff0554cc5cb>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    dfp.columns.\u001b[0m\n\u001b[0m                ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "dfp.columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>kind</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-01</th>\n",
       "      <td>1.442521</td>\n",
       "      <td>1.808741</td>\n",
       "      <td>0.437415</td>\n",
       "      <td>0.096980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-02</th>\n",
       "      <td>1.981290</td>\n",
       "      <td>2.277020</td>\n",
       "      <td>0.706127</td>\n",
       "      <td>-1.523108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>1.586494</td>\n",
       "      <td>3.474392</td>\n",
       "      <td>1.358063</td>\n",
       "      <td>-3.100735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>1.378969</td>\n",
       "      <td>2.906132</td>\n",
       "      <td>0.262223</td>\n",
       "      <td>-2.660599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>-0.277937</td>\n",
       "      <td>3.489553</td>\n",
       "      <td>0.796743</td>\n",
       "      <td>-3.417402</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "kind               A         B         C         D\n",
       "dt                                                \n",
       "2000-01-01  1.442521  1.808741  0.437415  0.096980\n",
       "2000-01-02  1.981290  2.277020  0.706127 -1.523108\n",
       "2000-01-03  1.586494  3.474392  1.358063 -3.100735\n",
       "2000-01-04  1.378969  2.906132  0.262223 -2.660599\n",
       "2000-01-05 -0.277937  3.489553  0.796743 -3.417402"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfp = dfp.droplevel(0, axis=1)\n",
    "dfp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1,\n",
    "                       figsize=(7.5, 5))\n",
    "\n",
    "for k in ts.kind.unique():\n",
    "    tmp = ts.loc[ts.kind == k, :]\n",
    "    ax.plot(tmp.dt, tmp.value, label=k)\n",
    "\n",
    "ax.set(xlabel='Date',\n",
    "       ylabel='Value',\n",
    "       title='Random Timeseries')    \n",
    "    \n",
    "ax.legend(loc=2)\n",
    "fig.autofmt_xdate()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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OYjtb9snfGpBcfUW62SUSiUQyZgk2NQFgzR6eLWRDhVTmEolEIhmzhBobwWLBkt57Aty+jFTmEolEIhmzhN3tWNLSenWd7+uMbuklEolEIhkAmsfTYznW0YJU5hKJRCIZs4Td7rjKbqMVqcwlEolEMmbRPB4sqdIyl0gkEolk1KJ5PNIyl0gkEolktOKvrCRYXzdsnc2GEqnMJRKJRDIm8WzaAEDWcYtHWJKBI5W5RCKRSMYk/oo9WNLTsebljbQoA0Yqc4lEIpGMOcIeN61LP8c5eQomk2mkxRkwUplLJBKJZMzRuvRzAFLnzB1hSQYHqcwlEolEMuYIezwAZB63aGQFGSSkMpdIJBLJmEMPBDDZ7aO+jGuU/eNdSCQSiUTSBzS/H7PDMdJiDBpSmUskEolkzKEF/Jjs9pEWY9CQylwikUgkYw5dWuYSiUQikYxutEAAk10qc4lEIpFIRi37m2VuHWkBBgNFUX4N3AWsU1X14E7njgTuBg4BWoGXgBtUVfUMu6ASiUQi2SfQ/H6sWVkjLcagMeotc0VRioCbAXeCcwcDHwJO4DrgaeAyhEKXSCQSyRik/rX/4N9djnk/aH0aZX+wzP8IrEQ8mHR+zLoTaAAWqaraDqAoyi7gKUVRjldV9aNhlFMikUgkI0ygrpbGt94AwFk6eYSlGTxGtWWuKMphwA8RVnfncxnAScDzUUUe4XmgHTh3WISUSCQSyT5D6+efGcdpcw/uYeboYtQqc0VRTMAjwF9VVV2bYMochOdhZeygqqoBYC0wb8iFlEgkEsk+Q6i1lcZ33yFl+gym/+lpbHn5Iy3SoDGa3ewXAbOAs7o5Xxz5XZXgXBWwsK83zM1N6+sl3ZKfnz5oaw0no1VuGL2yS7mHn9Equ5S7K7qu07h8BdmHzMPn10HTmHD6qRQUZw/K+vvKZz4qlbmiKOmIWPkfVVVNpKwBUiK//QnO+WLOJ01DQzuapvf1si7k56dTV9c24HWGm9EqN4xe2aXcw89olV3K3ZW2lV9jSU2l4r67STvkUHJOPwMAd0AblHsO52duNpt6NChHpTJHZK8HgPt7mOON/E60kdAZc14ikUgk+xn+vRVU/ekxTA4nAO7168g+5VQATDbbSIo2JIw6Za4oSjFwDfAboFBRlOgpJ2BXFKUUaKHDvV7ceY3IWOXQSiqRSCSSkcK3cycAut9njOmBAAAmW0dN9k8rvqQkfQKTM0uGV8BBZjQmwBUCdkSRmJ0xP4cDMyPH1wMbgBAwP/ZiRVHswMGIJDiJRCKR7IcEaqrjXuuahhajzAPhANubd/Ly1te4d9WjIyHioDLqLHOEsv5OgvHbgVTgWmCrqqotiqJ8AFyoKMqdMdvTLgTSgFeGRVqJRCKRDDuhxob4AU0j1NgIgNlm49OKL3ltxzsjINnQMOqUuaqqLcBrnccVRbkGCKmqGnvuJuBL4BNFUZ4GJgC/BJaoqvrBcMgrkUgkkuHBV76LcFsbjokltC1fZoxnf+s0mt59h0BtDQAmu432tviioZquYTaNRme1YPRKngSqqq4GTkRktD8AXAI8BZwzknJJJBKJZPDZ/ftb2PvgfTR/+D4AafMXUHTJ5aQdIqKtwagyt9kJaiHMJjO5TrFFrS3QnnjRfhDWwoO2VrKMOsu8O1RVXdTN+FLgqOGVRiKRSCTDia5pxnHjO2/hKJ3MuMt/BkCouQkA9zqRKmW22/GFfGQ5Mjl3xlk8sf5ZylrKKUotoDi1cEByLK9axfObX+L2I2+kyl1DIBzg4II5A1ozGfZry1wikUgkY4NwW/x+75Rp0wD4rOIr9tASd85ks+EL+XBaHOSn5ALw9IYXuH35fQOW44PdnwKwt72K13cs4YvKFQNeMxn2G8tcIpFIJGOXUEtz3GtnSSlhLcxLW18F4OqYc8vq1uAN+3FaneS78rCbbQS04IBlCIaDVLmFK39Hyy4q2iv5VukJA143GaRlLpFIJBKDQHjgSm240TWN3bf9DoDUOQeByYRr1mya/C0J539ZvRJfyEeK1YnZZKZogK71KJXuanREldD/ln8MMGC3fbJIZS6RSCQSAHa27ObaT29ibe03Iy1KUrQu+5JdN9+Ae/06Y6zwx//LjKeexZqVRa2nLuF1GrrhZgdItbmMc0Et1G95ahLcL5pgN9RIZS6RSCQSAN4r/wgQLuJ9HT0cpvrpJwlUV1H3ykvGuCW9o/HJ1qYdxvGzZ4jYeEWBDV3X8YaFZQ5gt3RUhPOFOirG9ZUN9ZuxmixxY9nOrH6v1xekMpdIJBIJAOWtewAIhAPDfu8ady3bYpRvT+ihEFVPPmG8DkaqvdnHjcdkMgEQ0kIsq1rJrBxR8rs1zcJj5+bz6vFZ+MN+fCERM4f4rWTekA9d73tDLU/Qw5q6bzhmwkKmZ00B4NTSE8m0Z/R5rf4gE+AkEolEgqZrxl7rlkDrsN//tuX3AvDjWT9gU+NWfqB8F5ula0MUXdPYdvn/Jlyj8OKfGse1nnragu0sKJrHpkYVgJBVKPp6byNhPYzTIpR5KMa1/ti6v1DvbeCOo24iy5GZtPxlLeVousbcvAM5ffIp+MK+Pl0/UKRlLpFIJGMMfzjAP7f8m+aYBLH2oNtI3qpx16HpWneXDynPbvony6tX8YevH0pYfCU2Pp5/7g8ovPgnxmtLaioAa+s28Of1zwFQ6MrnPOU7nFSyyJgX1sW6UTd7MCaTvd4rysDWuBPH20H0SP+mfhNaZG97UAvxxPpnxf1S83FaHcOqyEEqc4lEItlvKGvZ1W3SVywb6jeztHI5/9zyH2Os1S/2aafb06j11vOi+uqQydmZRG7tGk8tN31xB5XtHQ1TtECAmueeAWDyXfeRffIpZB59rHHemiOSzZ765nnqfY2YMFHgyueY8Qs5a9ppXe5hNYv4dqKkN0+o+y7Z6+s38qf1z/FmpCr43vaOJpzptu57jg8lUplLJBLJKGdL4zZC4RD3rXqc25bd2+v8ve2iQ/SGhs28XfZfylp28ddNLwIwPlV0jf6icnmc+3koqYgow9Mnn8KCwnnGeFuwnRc2v2y89pXtINzeRtEll2HLzTXG0xceSfrhCzHHtDYFmJY12bC+AX5/5A3cfuSNxuv2oKjPfvzEY7rI1FOowR30ALCtQbRZXRPJ/reaLEbMfriRylwikUhGMdXuGh5Z+xTn/+sqAMNV3hO7Wncbx+/s+oD7Vj1OpVtYwD+efT5TMycDsK25rMu1vpCPX39+C0t2fjgY4gOgNm0H4Mhxh3HBzPjWGTZzR9zcVyYS5FJnx5dHLf7ppRRfclmXdTPs6XGvc5zZZDuzuPaQKzgwdyZHjTscgAVF83js+LuNeWaT2fBUJKI1mlvga2Vb0w6j6tv9x93e8xsdQqQyl0gkklFMa6B7pdMde9r2cmTxYXFbsgBOKllEmj2VH0YUaqxCq3LX8MXe5fzys9/iDnp4a+d7AxM8hoq2KrIcmWQ60rGZrZw8aTGTM0oASLOnGvO8ZTuwFRZhSUvOlR37IBDLtKzJXDH3x6Tb49e56bDr+MPRv8FlTcEddCe8FqAlkmtQ0VrFsqpVxrjFbOnukiFHKnOJRCIZxbR26vYVdSv7u9lepukanpCXLGcmSvbUuHNHjjsMAJc1BRDbtEC45W9ffh//UP89aHJrumbEymu9dRS5CoxzZ049lesOvZJsR1ZcEpx/z26ck0qTvseUrEl9kmlcWhEZ9nRcthSW9hBmiMbT3UEvy6pX9ukeQ4VU5hKJRDKKicaUzzjgJEAo4Ne2v8N1n96M2rg9bq6ma7yy9XVAKP3vTjudqZmlXDn3J1w250cUuPKMcwCekIcady13rnhg0OV+eM2T/Pzj61lXvQlvyBtXhQ2Eq7vAlWfEpwE0j4cdoVpe3f52t21Go+MH58/hyOLD+iVbracegNd3LEl4vrsHpZFE7jOXSCSSUUpQCxnW4/kHnUWxbRx//uavvL/7E0C4xpWcacb8KncNn+39CgCnxUmBK5/rDr2yy7oWswWHxY435OM/29/q9v7+cABHJ1d9Mmi6ZsTj11VtwhvyGQVcYsl0ZBhV3HRNQ/P52OmvZtnuTzms6BDGpxV3ucYdEsp/RvbUASej7WwpTzjuDwcoSZ/A7rYKAC444GyU7OkDutdAkZa5RCKRjEI0XeOB1aIK2qmlJ2A2mTkof3Zc05BqTy0bG7YA8O9tb8ZZ2CkJlGcsLqsLT8hLtbu22zntnVz8ydLoa+o49jYbTU86U5CST7O/BX84gB7wg64TsJsj904c045a8p0t/b4QfUCxmq18VvGVURkvij/kJ83WEcufVzCH3JThqcHeHVKZSyQSySikLeA2lMwRxQuM8SJXvnH8+d6veHzdM2xv3slHez6Pu95pdfS4vsuWQpW7hoYYxQsinh4tV9o5Xp8s9d5GAEyYqG6vI6iFEivziNt/z5v/ovkjkT0fsAlruz2Y+N6DocxvWHAtDoudbc1lvLT1VZ7e8Le48/6wH4fFTqpd3CMlkmMwkkg3u0QikYxCYrOt81JyjOOCGGUeZUP95i5jvVnmBa581tSu7zJ+zPiFzM2fzd0rH6G1n2VfW/ziuonp46lpF0VuErnZC135TKgOoH30X+ojYwFrVJl7usyHjs9lIMo835XLrNwDjPff6GsirIWNbHURXnDw0Gm3UlPX3NNSw4a0zCUSiWQUEi14cvW8S+PGO/fPNpvMNESqocWS00trznEx65w9/Qzj2ATkpwiL+eM9S/GF/H2S++vqNbyz830AilILcAdFZniKpasyd23axfc+ileWmsOGCVPCdqMAdZFyrDmOgbm9m33xvdDrvOJxosHbSJO/GR2dDEfasJdt7Q6pzCUSiWQUElXmaZ3Kh87Ln8NxE44ERGvPkvQJ7G2vjismc++xt3YpqNKZ2KpoiycezSmTjgdgcuYkXDbhVt7WXMYnFUuTlvnr6jU8t+mf1PsaSbGmxHUUm513QJf5wa1bu4zZ09LR0fm04gveLHuPO5bfb1j6L2x+mVe3v02uMztuf3p/8IXFtrwLDjgbgDW1G8R7qFkDdNR331eQbnaJRCIZhUQTwDq7k20WG+fOOItjt4E1M4tXbGVGxbcLZ56Ly5qSVIzXaXVyzzG3EtJFtvwZU7/FsRMWGpbouTPO4uWtr1HeWpG0zM9t+qdxfFjRIYZrvchVEJdQFsVkTdA1LT0NEC72d3eJOPr6+k0cM/4IllWJPd+HFh6ctEzd8aNZ5/Fl5QqOKJ7Pypq1fFKxlFNKFxuf+7kzzhrwPQYTaZlLJBLJKMQfFu5th0UksvkbGqh84lFCLS3omkbrq6/R+NxzpMYoydKMEg7Kn530PVy2lDgLPtalfNyEI5lfeDC72yqo8zTQ7G9JupZ7hj2dc6afYcTtbebEdqXmE9bxjokdLng9LZWjxx8RN293awUf7+nwEJxaemJScvTExPTxfF/5DmaTmbn5B9IedPNpxZdUuWsYn1Y8oJj8UCAtc4lEIhmFRNt22iM9v3c+/Sztq1YSrKuj8KKLjXmxFm+OM2tQZZiQNo6VNWu5ZdldxlhsjfPuyE/JxWQyxW0BS0SwoR77hIksXWxj6vNiX/r3DzyHAlcep5aewHu7PmZL41Z2tOzky6oVAJwz/UzjMxksjh53OC9vfY0dzTvZ0rSNkyctHtT1BwNpmUvGDInaLEoko5WgFsJismA2ia9xPSysYv/ucpo/FK05LekZZEcUuAlTl1rsje8tofbFv/dbhgPzZnYZ664yWyzRXulRS39u/oFx59vXriHY0ECwphrnxBJcjjS+mpNKY2mesV0ty5HJ95WzOKTgIKNiGzAkXcssZgt5zhzW1om4+ZwE73ukkcpcMiZoU7ey7ZIf46/Y0/tkiWQfRG3czl83vUidR2RrB8PBuEYiIXfHVi1vpLsYZpOxbS1RN7X6V16i+YP3+y1T58x5gHpfY6/XnVIqkulmZE/lodNu5cSS44xzuqZR+ehD7PrNDYSamrAVFjI5s4QVc1LZ+t0FXdZKs6fFvbdkusb1h3pfo7F2kavr+x5ppDKXjAma164DoOn9/46wJBJJ/3h47ZOsqF7NnSvuByCgBbFZhHtaD4Vo3bARc6SbWBAs8c4AACAASURBVLBGtDPVvF4KItvITq3JperPjxvr6ZpmHGuB/tcaV7Knxb3e01rBTV/c0aVITdRi/5/JJzEnbxYgts0VpxfEWdOaV2xV0yMyWbOyOLX0RLIdWczO7ZrxHhtGyHXm9Lsee1+IZvPvS0hlLhlTBKoqCbW09D5RItlHCURi5Vnf7GJyhUiCa3j7TXEyHO/i1gMBXBt3cvW8S5nx4Wbavl5heKfCrR3/D7zbt/U7DHXZQRfz49nnMy61CIAVNWto9rfw721v4gl6eX7TS2xu3GpspXN1kzim+f3s/sPt1P/7lbhxS2oa2c4sbj/qRg4tnNvlulhl/tMDLxj0eHmUKw768ZCsO1jIBDjJmCDQLApP+Mp2sPv2W8g68WQcE0tInZV8Zq9EMtxousamBpVpWZOxmCyE9bBRSnXae98wDeC8GEs8xsK2FRURrK6mbeUKZhx2FWV5eYTq6/GVl+OYMJFQU0eZ1r3330PBBReStfiEPsvosNiZX3gw8wsP5rmNL/J1zWrj3Ds732d59SqWV68y2qqmWhMrc++O7fgiP7H01rs8Ng+gOPJAMRQcmDeTk0oWMTF93JDdYyBIy1wyJgg2d1ghoaYm6l95ib333zOCEkkkvfNF5QqeWP8sd339MGE9TIrVaWxJi8XkENvTxv3sF8ZY8aVXYMvPJxpCtqQIJRpV/KHm+Jrr3k5KtD8cWnhQ3Oto3+/Y4+6KrWiexOVZzak9K/MpmZP40azzeOC4O4bMKo9y1rTTBmUP+1AglblkTBDsxrWu6zoedYvMdJfsk7QG2gCo9dYzMW0cM3Nm4A8HjP3XAP69FbR+/hkAaQd1uKEdEyZiKywm2CAyvbWAeAgI1okuaKHm+DKpvVnAydA5pr26dl3c6xlZU5nbzT53zedNON6bXCaTicOKDhlyRb6vI5W5ZEwQbG7GNXM2k267k4yjOspUtq/6mop7/kjrF5/3cLVEMvyEtbBRwxygMLUAp8WBPxxgU3mHK7v8dzfHXeconYwlPQOT2YwtL49gfUSZRyzfcLvoNhZNNMs98zsAmCJNRAaC2WTm1/Ov4pp5lzM+rZhgTBGZBxfdydWHXNZt9bmoPFGyTjqFnNO/jSW957KzEoGMmUv2e9rXrcW7t5IsZSaOceMwWTq+tALVwuUYqKoaKfEkkoTURxqGRHFandhMVpr9Lby29mXO7TR/7gP34AVKbvwNRDxNtrw8NI+bsMdD2FDmwtrX/H4wm8k5/QyaP/3YOD9QJmVMBGBB4Tz2tov/V7+a//Nuq7xFCbcJuazZOTinTKHg+z8YFHnGClKZS/ZbdE0jUF1N5SMPAmDJiJSijFHmvsh+3Kb3lmB2Osn99pnDLqdEkogqj3CH2802AlqQFIsTS6RATKpXbCszn3o82pKPxNikSXgbPZjMHQ5XW57YlhaoqjQy3UNtUWXuw+xwYDKZsLhcaN7BUeZRonvQi1wFlGaU9DhXCwZpfOctAKbcc78Me/UD6WaX7Lc0vPk65b+90XhtzRYtEVOmdeyLda/viOk1vP5q3N5biWQkqPXU8/vl9/HUN88DMCWzFACXNcVoTOLyib/T0hNiWpNaurrJow+wwZoaAMwuF+HmZiqfeBT/nj1G4pwlNY1wa/96kwMEGxu7JNQZPdaTqMgW2Ls37vVQVHHb35HKXLLf4tm8Ke61c7LY0pNx+EKyTzk18TWbNhAawJeaRDJQHlj9BNVuoXytZqvRjMRpdRpNT1xeDc0ElowM0g6dT/655yVcy5Iq9mAH60Xvb8f4CQC0r1qJV92COaLM7ePG4d+7l1BLM22rV/VJ3rDHQ/ktv2HnjdfHJbEVuPI5ZvxCfjL7/F7X8FeIrm7phx3ep3tLOpDKXLL/0snKthcVG8cZRx5lHE/45a9xTBRuwL0P3k/ZL68eHvkkYw5d1/l87zIq26u7neMLdWSq/2T2BRxefCh2i53xacVkOIQyz3SHcaeYMZnNjLvi52Sf/K2Ea5ldEWVeJ5S5c2p8tTazQzwoOCZMRPO4KfvlNVQ9/oiIpyeJZ8tmNI8bPRCg+aMPO9Y2mTlP+Q7j04p7uFoQrK0Fs5min16a9H0l8UhlLtkv0Xw+Ix4OMO2qK+NiifbijsIPrpmzKPntrVgj8UV0HS3Y//KWEgmIbPTrPr2Zj/cspdot4t8NviZeVP/DnSseSHhNUAvFZYAr2dOYkzeLB467nalZpTgtQvnmtIRpy+m9BWdnyzxlhhJ33rDMIxa7IXtb8t4p71bVOK7/z7+SukYPhYyEu93/fInGd97ClpObMFQgSQ6pzCX7DXooRP3rrxL2uLs0VLGmpsa9NpnNuGYfSPoCUcfZZDKRccSRxnnf9oEX0JCMbdwhD/5wgH9te4PfL7+XQDhIs1/UO+iuGUijVzTziGZ+O62OuPMFrjzQdfLaNKYrvdcgN9vtmGw2Q5nbCwqY/qencR0oirtEY+aOCfHKPNTaltR71DUNz8YNcQ8Jerjnrmm6prHzxuvZ8YsrCVRVsufFl41xSf+Rylyy39C6fBmNb75O41tvGm7F6JeVs6hrmccJ1/4fxZddabzO+dZppB+xEADfrl1DL7Bkv8Yb4y4HqGjfayjz7qiLbEe76uBLeXTxXV3Op9pcPDT/ZswhDVdhcmVFrVnZonSryYQ1KwuT1UqwRmwZc0WUsMWVisnasbkpWcvcveEbAlWVpC84nIIfXgTQa85J29fLCTWK9+nZutUYLzj/h0ndU5KYfm1NUxTFBuQAjaqqBgdXJImkf0S/IALVVXi2bAaTiYnX30iooYHUyaV46nq2NsxOJ0U/vZT2lV8T9riHQWLJ/ow3FF8Epaq9hrZgu/Fa13VMJhPN/hYq2io5MG8m9V7RPjQvJbfbjO5gg/g7t+XkJiWHs7SUYF0tjpJJmJ2iYEve986lfe1qsr91mjFv8j3349+9m70P3BvXhKU7dF2n5pmnAUg//AjD3R5qasIW2TmSiPaYBLtoKGzqQ48ZIQFJ/+iTMlcUZS5wD3Bc5NqTgI8URSkAXgDuUlX1o0GXUiJJQNT6tuXnE2puouH1V4GO7WZph87HWTIJSiYlvabJZMKcktJtnWiJJFmilvnV8y7loTVP0hxoZWP9FuP86tr1pNtTeWztXwjpYR447nbqvQ3YLXYy7N2XMI2WY7Xl5iUlR85pp2PNyY0LI6XPX0D6/Pje4Nb0DMzTpgMdVeJ6ItzSYhSgsbhcxp72YH0tKVOmdC9/fT2WtHTC7W34dmzHZLVidvUe/5f0TNLKXFGUg4AvgCbgn8CF0XOqqtYqipIB/AiQylwy5DS88RoNb7wGwPQnn6FxyTtd5nRO9kkW8xAU0JCMPaLKPNWWSrotjRZ/C1XuauwWO4FwgGc2/j1ufrW7ljpvA3nOnB73WXu3qpidTuzjknOzOyaWkD+x56ItUUx2OyarNSllHq3t7owoblthIZhMvVZTDLe34ZwyBff6dQSqq7Dndu+FkCRPXyzz3wPVwCGAHbio0/kPgXMGSa5uURRlAXAxsBiYBDQAXwI3q6q6vdPcI4G7ETK3Ai8BN6iqKr+pRzlRRQ5Q/cxTmEzx6R+pB80l8+hj+7W22W6nbcVyrNk55J/z/QHJKRm7RN3sotiLgy8qVwAwNXMyO1p2dplf5a6h1lNnVE7rjkB1FfYJE4ck89tkMmFOS8O3ayeaz4fZ6ex2bqhFKPP874t95GabHXvxONqWLyP3jLMSKuhwWxuhhgbSD5mPG+FBs6ZJ9/pg0JcEuGOAp1RVbYWEqZi7geFo9Ho98F3gA+Bq4ElgEbBGUZSZ0UmKohyMeMBwAtcBTwOXIRS6ZJQTm6zTtuwrWr/6AoC0+YeR/4MLGP+La41tN33Fv0dkwje9tySuO5VE0hd2t+3FbrGTbk9jQlrHV+OM7MQu6O3NZdR665mSVdrjuuH29kHpcNYdlrR0vOoWKh68r2c5Ip0IrVlZxljGUUcTrK0x6qzH4q+sZMe1VwGifGvs/2HJwOmLMk9BuNi7Y7ha29wPTFJV9Reqqj6tqurtiAcNG0LRR7kTYbUvUlX1T6qq3gz8HDhdUZTjh0lWyRDR3TaWcZdfSfYJJw1o7dg96Duu+Tnub9YPaD3J6ETTNf6x5d+Ut+7pfXICdraUMy1zMlazlZMmLTLGjxrXUeWsyFXAaaUnkuXI5MuqrwGYGinf2q1cHjeWXnp8D4ToQ7Bv+7Ye50Utc6PnAWLrG0CosbHL/EBVR8lW5+TJTHv0T6TNP4xpP7tiwDJL+qbMy4BDezi/CNg8IGmSQFXVL1VVDXQa2wZsBGYCROL3JwHPq6oaG/x5HmiHLg2HJKOMRJaJrbBn92SyTLzxN6TNF3t49VAI98ZvBmVdyeCysWELauPQ1APY2rSDv21+hS8ql/P4umf6tUZ7wE2mIwOALEeHwos9PqHkOP5nysmk2TpczfkpHYltuqbh2bI5rvFI2O3GMoSu6WTc922rV9Hw+quYU1Mx2zr6iFuzRYZ9qKmhyzXROPyk2+4k48ijMVmtjLv8StKVGYMk+dimL8r8n8BFiqIsjhnTARRFuRo4DfjbIMqWNIqimIBCoD4yNAeRD7Aydl7kIWAtMG9YBZQMOmaXi5QDjKgKpbf/gUm/vW1Q1rakpFBwQceeVz0Y6mG2ZKR4fN0zPLz2ySFZ+yX1VZZXiy1UYb3nIiiJ0HUdd8hDqk1kaadHstOPHb8wLpacFjlvjsn5iF4D0PLJR1TcexfudWsB0AIB9EBgSC3zZJR59V+eEvK447dwWnNEc5VgAss86nq35efLhLchoC9Bi3uAk4H3EVawDtyrKEo+MB6Rxf7YoEuYHBdEZLgp8jpaDDhRWmUVsLA/N8nNHbz/QPn5wxWVGFz2FbnL2tvJnDeXwJ5ywm4P4w6c3usXRJ9kz08n5dbfsvF3t2HTQ31+32GvF39DA4HGJrwVeyk+LXHt7KREGYTPXNd1Kp66jszD/oeMg08c8HrJMFx/K+9UvMeP5p09aOu1+tqw2Tq+Gk0mU5/fizvgIaSFKMzKMa594XsPYbNY4xR3aVEx+TnpOCL3O7pkAQUFGcb5pkrh4rc21pCfn07LRtE8KHticUKZBuMzr3XaiWYId7fe7twcfJWVXeboeWnstNmw+9q7XNsW8mFxuSgclzMkco8U+4rsSStzVVX9iqKcAFyDUJ5BhAW8DbgRuF9V1b4/wg4QRVEOQDxELEXsdQcR3wdI1C3AF3O+TzQ0tKNpA++zm5+fTl0vBUz2RfYFucPt7fgr9hBqbyeUkk7JzbcSam6ivr7nrTT9kn38FBwlk/C2tPXpWl3T2HPXnfh2dLiArQuO6uGK7hmsz1xrqydYt5v6t5/AP37oO1MN59/K21s/5KRxJxglUAeCruv8cdWDVLR22AEhLdzn9/LYur8A4Pd2vjb+K0nzWKgLtxEOi++V+bmHxM1vLdsFwN6338Wx+BQali4HiwV9xoFdZBqszzwY7viO27Nqg6jVEIOu6wSaRPpU8RU/73JPa1Y2rXurqa1qwr1pAw1vvE7xJZfTsHIN1tzcIZN7JBhO2c1mU48GZZ/++iPV3u6J/Iw4iqIUAW8jEvPOUVU1mhUVLb2UKJ3ZGXNeMkoIezygaey45ufGmDU7B1t+Prb8/CG7r9npRPP27c+l4p4/xilyEJa6JaVfz5ADQmutQ/e1EtwhtkVh3z+Kc4S1eLthU8MW5uYfmPT1r+9YggkTZ0yN95jUeevjFDmA3Wyjr2xqENXQettmlm4TX86LJhxFWUs5hakFxjnN78e/uxyTzUa4pRnN6yXY0IA1O7vfOzWSwRpTjGb3bb9j+lPPxnm9wu1taF4v+ef+gPRD53e9PieHYGMjtS/9g5aPRdmRmuf+QqC6iryzZbrSUDFq9wYoipIJLAEygaNUVY3tKRj935io914xUDnE4kkGmbL/uwY9EN/JzJqbXDnLgaAFAvh37cS3swxH6eReXfl6KIR329Yu47Uv/JXiSy8fKjG7xf3ir+Jem12Z3cwcXXg6lUpdV7cxaWX+4e7P+G/5xwB8e8opcf+mu1srjOOTShZhs9h4Z+f7hLUwFnNy+7rDWhizycxx44/kgJzpCef8cOa5rKldb6x5aOHBHFp4cNycaG9wx8QSfGU7CLe1EmpsSLqMa3/JP/tc3GvXEGoSce9QU2PcPYO1kQp0BQUJr7dmZ+Nevy4uG96/R/Qrj1aJkww+fakA13uHeUBV1X/0X5ykZXECbwIzgBNUVVU7TdkAhID5wH9irrMDBwNDLqNk8Ag1N3VR5NC109NQ4N8linvsvuM2Mo45lqIf/aTH+dHylp1pW7Fs2JV5qDJ+c4k5exyau6fdpaMHd1BEdQtceTR6m4zXvdHoa+I/298yXge1EHZLh+X9UcVSnFYHdx71GxwWO0v3LgOgNdBGtjOry3qJaPI3o+ka43ro472weD4Li7tatbFofvE3b8vPF8q8tZVgYwMp04c2+9vscJB90snUvfwiILaZxSpzb0RJ24sSvz9bTm6XcsjReg3WzO5rtksGRl+y2f+GiEn/rdPPC51+hhRFUSyIwi8LEa71ZZ3nqKragigqc6GiKLFBhguBNOCVoZZTMnjUvZK4zo/FNfSVo8ZddY1x3Pr5Z73O71wsw3XgHJxTpwGiw9RwEW7Yg/et+K5b5twSCHjRtWFPbekT6+o28LOPft1tz2/A6D52vvI9pmSWdrHUu2N51eq417HNUFZUr6a8dQ+LJx+Jw2IHMLaWrahezQ1Lf9+leUoiOpqldE306gu6X8TXo2GkUHOzaGIyxJY5gKN0snEcbewCEKiqpOHVf5NywEzsCToRggh/dYc1O7kHIknf6YubPVElDiswFbgCaAN+NxhC9cJ9wBkIyzxHUZTYvnntqqpG63zehCjz+omiKE8DE4BfAktUVf1gGOSUDBImmz3udd7Z55J53OJuZg8uaXMPxmSzoQdFc8Bop6vuCMUoc0fpZAp/eBGty77Ct2M7bStXkHrgnCGXGUBr7FroxJwzEViG7ndjSsnoetE+wn/LPwFgb3sV3pCX1TXrWThuQVwWeINPKMwcZw4uWwrVnrpe1/WGvLy1871OYz5DYf91k7BEM50d2cm5TqGY3ih7FxD10ydnioSwsBam2lPLuNSiuL+JpsiDRrZjYIpLCwhlHi1i5N2xDTQtLqbd4/W+NkxmC6Z+5Em4ZihM+t3vKb/tt0axFz0cpvz2W9FDIYov6d7L5JrdEe7IPG4RLZ9+AoAlMzNp2SV9py/Z7B92d05RlGeAr4EDEVvXhpJoYOnbkZ9YyoHXAFRVXa0oyonAXcADiNrsTwE3DLF8kkEmzsVusZC1aLHRynE4sI+fYLjbvdu2Gj2gQSQpNb23hMxjF2HNyjLc7JNuuxNHpBFGzmmn0/TeEgKVw5eqobV2KLfUCx9Gq9uJHhCuT93bBikZBDZ+gMlix3ZA/2rYDxWBcMe/99Pf/I0tTdvAFF857eWtrwOQ5cjAZU3Bm4SbvaKt4/M/rfRE3tn1Aa2BVpbs+oDZuQcY546edBjRvVmdrevYHuXLq1fz9y2vcJ7yHRYUHoI/HCDTkc66OuGBSe+h81kyaBHL3JqdgzktDc8msS3Nlpucxe9+/iqwu0i/+PF+3d8xcSLOKVPxbN4MZ0H7urXofj/24nFYM7vPvbAXFIDJBLpO4YUXkzr3YCoffhB7YZHcXz6EDEoCnKqqPkVRXgB+hlCcQ4aqqov6MHcp0L89QZJ9htg4dO4ZZw2rIgcYf9XVNH3wPk1L3qbi7j8w5b4HsWYKq8u7Y7vRwW36k8901KtO77DuTGYztsIifGU7CNbXYcsbuuz7KFqTsKbsc0/DnJKBuWQuoT1CyXj+dROp592N/wtR42lfU+ZtwXaKUwupctcIRQ6UNZdTmlHC+LRiwlqYkBaiyFWAxWwhxZaCJ+Tt1WviiVHEUyIlU1fVrmdlzVpW1oiiLBfN/D4FqbnUecTfnN1iJ9OeTktAvG4LdGyBrPOKGlVq0w5WVK+mrKWcaw+5gm/qRa6C0zqwjPOom93scGAvLDJ2SFj74mYPDKynlGNiCW0rxU4I384yAMZf+8ter5v8x3sJNojPxzXjAFIPmkv+uecNSBZJz/QlZt4bPoQrWyIZVEKtrcaxZQT6Hlszs8j/3jlGS9WyX16DL2Kpx8bIw+3t+Cv3YklLx9yp3Gz2CaJQS7C+nuFAa67EUjIXx+EdW4FMKR0PGP5lLw6LHLWeOspadiU9X9M12gNuZubEJ3ktq15pxNDbgkKhLpp4NAA5jmyCWoiWQCs9EY13Xzn3p2Q7hWUZm70OGC70+LFS47g9KCqe+UI+djSLv4GtTdspaykXclat7HJ9f4m62c0OR1zmuC2nd8s8tvzrQLDl5qK1t6P5vASrq7EXj0sqZm/LzTU8WGank/G/uLbbhDnJ4DAoylxRlEJER7Jdg7GeRBIlUFNNoGIPrlmzAZFQNlKkLzjMOHZv3ADEew2CdbV4VRX7hAldLETHhJIu84cSra0ec0b81iFzZseXaWjX6s6XDCqf7VrOQ2ue5NZl93DfquTdvJ6QFx2dHGc2dxx1U8I5LX6htLMise4J6SKcEetGT0TURT45YyJpERf47jahzJ0WB2dPP4MCV9eY7nnKd7hszo+wmCy0Bdp5u+y//PKz37Ij8pASm0n/VaRZyqxcpcs6fSXqZjfZHRDuSFpMyjM1QIs8ii0S4w7W1RNqbjLKtUr2PfqyNe2/3ZzKAWYhirH0vG9HMuoJtbZistmGrQBK7d/FBon8887HMW78sNyzOyxpHZZtdOtNtHkEwJ4/3A5Azqmndb024nZP1BpysAlu+xKCPkzO+DKTJlvPbt9Q9Va0+nLsBw6s6xzAo8uf69d1/pCIlzssDrIcmczImsrW5h0dMmohWiMu7wy7eH9FLvHQUuft2twjFk9E6Tqtoke32WQWW8hSi7jp8Ou6vS7dnsZB+bNJs6XSHnQbChtgXGoRle7quPm5zmx+NvenSb3fnoj+jVlcKWR/6zTa160j/+xzkrpW93Z4KfRwCJOlfxFVR4l4CG1fswrfzjIyjjoGPehHD/kxd5NEqbXVgaZhzhycxkeS5OiLZT4L0ZUs9ucAxAPBW4hWo88NtoCSfQdfbS1l1/2CHVddEafEhgo9FMKzaSMA9sLE22CGE3OMiz/sEe7WRMo5uhUtlmiXt6FW5pqnBd/HovlIZ2UOkPqDe7uM6WGRqe994078X/692/ayAyFZt29Qiypzsff7qnmXGNvEAJr9rfhDwmJ1WsTDSarNhc1sNdzeUXa27I6z1r0hH06LE7PJjNlkJj3SqSzZRLV0e1qcIk+zpfLzg//XeF3QEMQe0EixDs6DbqixEXNKCmZnCs6SSUx/7E9kLT4hqWv1GMvc+9+H+y2DrbAIS3oGDW+ITUJmWxjvew/ifuEXaO2JH57c//wV7peuT3hOMnT0JZtdxsPHMP7KvWz9bYfbs331KtIXHhnX/nAwCFRX0fLpJ+Sd833CbvHAYMvLT6qT01Bjy48ptRmxmny7dmIvKiZQ3VEC1JZg+43JasXscsVtXRsK9LaOLHaTs6uSMqfnYZ1+FKFtX3Rc43djcnVsowpt+wKbcsyA5HDZUvAEO/Zk+8OBpBLC/JFMdntEgZtN5rgHgSZfEwEtGDfHZDIR1EKsqfuGGk8dhS6RYHjvqkcBeOz4uwFoCbSSZu+oTZARSWxLVplXtMe78b877XQyHRn836E/Z2PtJmb840Wqcq0sO7skqfV6Qtc0gk2NPe7Z7vH6YEcN+PCe9f2Ww2QykTJjBu2rRC6ArelLwpHnBO97D5P6vVu7vVZrq8ecLreiDReDmQAn2Y9p/eLzuNc1zz9LzfPPGnG9ZPDv2U3zpx93GW9ft9bIlC3//a00vf8ewdpaw4rNS9K1ONTYCwqY9tifcU6dhubxoodC+Mt3kXbofIovv9KY113dbEt6+tBb5m0xCXbdlB9NWXwJrrNvN17rfg/+NW8ar32f/gWtrQ6ttRbfZ8+heZr7JEMgHMQT9GKiI2/AF/YlnBvUQnyw+1PCWpigFsIfjuytNndY49OyphjHTf4WAhFPgi2mclt0T3dP/c1rPfWGogeMOujR+uh94Yji+cwrEPkbkzNLOCVPbJsrbgiR60y+ylnY66XuXy+jBTu247WvXcP2n1+O55v1fctcj0EPJv68+4OzVHz+KfkQ+zymNZTH31PX4h68urPcJUODVOaSHgm1tlJ+628JNXd8oRf95BIA2r76krJfdR9r7MzeRx6i9oW/svfhB9BDoke4rutUPvIgu++4jWB9HbpffAkFqquoeOA+ID5WPdKYHQ7MKS7CHjeh5ibQdWz5+aTPP4wZTz/HjKef6/ZaS2oq7StX9OkBKFkC65fQ9uTFBCJK2TppHtZxM7udb8mZgHOR+HcM7VpF4Ot/x50P7fmG4NalBLd8QmDt232SpTWSVX7+AWfz7SmnAHDTF3ewvZMbHOCTPUt5dfvb/EP9N9d8cqNRMCa2xOqPZ5/P1fMuA+C98o+NRLZYhX/rwuuxmW28tPVVQ9nHvR8tRK2nLi7BbVyqCN1kOZOrV3/Dgo5qgBfOPNfwDACEWzr+f5w1rWvORHc0vvMWTe++Q+uXHZ6SxiVvowcC6KFQUpnrCYkoc+vk+WCyDCi73TVbJJ/GOjAsJXMBEY8H0LUw7U/9hMBKo3o2urel3/eU9J1u3eyKonTtFtE7uqqqA0/jlOwztK9ZhX/Pbvx7dmOyWim56bc4JpYQ9ripe/EfaJHYcTKY7OIL2r1+Hb7yXaRMnUaosdE4H23GANC67CvjC9KSvu8ocwBLehqByr2EIm0grVnJWWK+MuF9aPrvu+R++8xBlSnwjajVpDXtxeRMJ+WUq3u9xpwllFmsIrfNPpHgxg8IrFsChZaTngAAIABJREFUkYpr4dodCa8PV2/DXDAVkzneJmiOyTaPVlcDeGD1E4bLG4SC3dok1l5ZvQaAzY3iaydWUbpsKczIngpAtbuGjyuElyi25anFbCEYcb9/XbM6rsDMXV8/xDHjjySgBVGyO/IZjhl/BGm2VA4rOqS7jyiOCenjsJqtzMia2uVczfPPGcd5Kclb05pb/P8J7N1LoLYWe0FBXD5Kf7PHo252kysL9DCEg2C193JVYpwlkxh/wYmEt31Iyum/RmuuAl0nvHtdJESTiR7x3gRiPDy6p+etgpLBpaeYeS0wOJsVJSNKqKWlx4pNPaHHWJGOvDwcE0U80Dml4wst7HGLL/5w2Ej0SoTFlYqWmUm4pYU9f7idwot/Qtjd8TBQ+dgjxnF7pFAFgK1g38qKtWZmEWppJhh5EEk2rmlyONH9viGxzLF2WLKm9OSK0pjs8bXtHUdfhH3W8VgnHoT3vQcgYs3pbV33xodrd+B54w7sh34Hx6HxDybRbPNMRwZptvh7aLqG2WTmq6qV/G3zy8Z4SI+vFx9rdWuttZgzCpiVo7CpUcUd9GA327ps/ztjyrd4o+xdvCFfnCW6u20vf98i2jFMyphojLtsLo7qY2/3B467PS58AMK75N/d4XKu+fvzFF5wUVLr6SHxANL80Qc0f9S1ynR/Y+ZEvBemVPGgqQe8mPqpzAEsNg3dmSa8PeNmEtwuWmLofje6MxU9QQMfvY/hGcnA6FaZq6p69HAKIhkavNu3seePd1B8xc8T9h7uCS0QMDonCTq+IFOmTCXj6GNpXfoZgeoaav/xAv5dO5n2+JOY7fFfGv49ezC7Ugi1tuA6YBZty78CoOGN13CUdC3SEcvUBx8d9CS7gWLNzoZw2PAkJNs8ouTG31D+u5toevcdcs/8zqC+L93XYc3FFofpEWeHonUc+2NsiqgEZy05iNTv343mbiS85xsC65Z0qa4WrhIWdLhmG6E967FMmIPubkJrraElLCyydL+PjLRiTp60mN2tFWxp2kaTr4UcZ1acIk9E1DIP7V6P9937cZ74My6dcxG3Lb+XRl9TnOUe5ZTS43l/96c0eJsIaqEu502Yujxc9JXY+vBRot4lx8SJ+PfsoeXjj5JW5rEPs4lwKf1zdEYtc3M0sTHoRXSL7h+63w0xNd5NDvE5+j7+M1rDbuwLvmeccxx1IYH176K1D0+BJIlAxsz3c6r+LAp2eNXNvczsilfdEve6c9wt+2QRD9370H0dtcu3xl8DUH7rb9h5/f8Rqq+P8xCEGhvxbd9O6kFzu5WhJ0t/pIi61ZvefQeT3Y45JbmqdI7x48k4SmSJR0tzDga6Fga/G1OqsOJMSZYRjW3AYSmYGqeszRn5WIsVkRGvhyPKQBCq3oZ/uehkF67YgHfJ/YTKVuBdci/et+6iuakci67Da3cAcObUUzl2wkIA3CG3UUWtM1fPu8xwg0e3pkUVQqjsa2wWm+Fut5kTPwjlOrP5bO+XrKntyOAeH2lFGt2SNhB0TUPz+wm1tVL2q2vx7dpFsE70984+5VQALBnJN7Hp3Co0ypQHHqb0jrv6Vfo3XLeLcMVGsNgNpav7kw+HJUL3uzE5YpR5ZKeEVl8Ouk5o65fGOetEkRgY2r6McIKGP5KhQSrz/RjN7zfiupj7/k8dqBJbcXJOF/1srJ0S0Wz5oqGCFmNdeHeIGKiu6zS+8xZb//fiuGs6f9GF29uwjxuPfbzY+WgvKiZz8fEATPj1vtkTx1laahzrgUCfmkfkf/8HQEdP6M7oWgittbZP8kS/qK2l84Dka62bYrLdO1eLM+ZEvrSD25ehRwq6aHVdE9m0tnq0JvH30txYTlpIwxTusI5TIoVantv4T/7f0tsAkUT2/9k77zA3ymuN/2bU6/Ze3C13GwPGppgaeoAQICEhhZJOEuASUiANCEkgQAgBAgHCJSGhhNBNAFNtgwFXbGzLdb3e3le9zcz945M00kq73nWHu+/z+PFKmhmN2pzvnPOe97UarOltnCYH35z5Na6e+520sAtJMlvq2OPcos2TskAdiFS5/tGNum3u2GRpXdH23vq1+4Xn2Pq9bxH8aC2J3l66X3g2bRFqHTce5+FHjMiaV8kI5vbpMxh70y1M+NM9GF1uzBV71l4KPfMrlPYtSI7CNC9C6WnazV5DQwv7snQLJGc2L0Dta0FyleH40u3I7nJkp1hYxtftb9+tUaQwIlkgj8czDvghcBRQRO5iYJQAdwghsl0nLqmRkY+qBD5ai2Q2U3Lu+UiygbFnn0rmYJVsMlHx1a/T/r9/059z21bCW7bQdMetadvQTBgLCqi8/BsEN3yM/z2xmjdXVlF63vlEm3ZhKi3D4HQOu0x5MGAqEdyB6K5GnHMPH9G+BrsdU1l5FtkvE9HlTxBf/xqOr/xpUIWtgdAi4lMxVE7GesxXRnQ+kqsUzd81aD9VsohgHl36KNGlj+K87H7U/jYw27Cd8j3Ci4QIjZoMFiqwLdZLRSy7zJ0K2u0ZVqXl9lL+sPDXXPmmEBhxmBxYjRYmFupe2mrIRywAJqkFTdOYUz6TJzY/y7QB2u0pXDTpXP605oGs+2qcQu51sGx+JPAvFy0i/wfvJ88vRKJHBHNjcTEGhyMtKDQcqOFQujxvHTc+bXe6p1AzlN9M4+chucvBZEXt3vMMWdNU1L42TFW6s5xkdYHBlF5sARjHHY6cDPK2z3yf4BM/EWS5URwQjETOdTqwDLABW4HJwCagNPlvB3DgPB5HsVs03Z7BHO7NJagMhVhbK+FNojQvSRIl55yHtcyFvzN7TrrguOMxFpfQfKe4qEcadtD31ut6IE9aIaZgcBfgmD4D94JjiDU3E23cicHtRjIasY4dxycFY3554x4T2azjxhHasAE1Gs2ZSU/sFKxuzd8JwwzmqQtmPsW33cFx/q+zBEYGIkWgSj9XVyNqfztyQWX6wg2g9rcD0GeU6TVKnNAjjqlpKpIk65l2Em6zizqX0LCvc9Wwy9+Mw5SrnBZYv4WeDVA0ScWlxHCaHNyx8CYMg8zQe4onckz1USxreT9931h3HSfWHcvRVfPy7jMSGAsLiXd2EEpq88e7uoh3d2EoKEA2mZHtDhSfDzUSQbZa6fjnPwht2sjYG3+T93hqKIRz7hGUf+XrWMeM3atzU8J+gn//AQByUQ3m2WcgSTKysySHoKaG+tACPchlY5GGaD1o8Yj4bJUYcpG+0JAkCQzG7GBeM11/3OrEOHYuicY1e/WaRjF8jKT2eiOQAA4Djk/ed6XX6y1HWJ+6gG/s29Mbxd5AShKsHLNmjyiYa4qC/0PBJk/1AYdCZh9cDYXwv788fbv4jLMY88sb9W0z2LmVV3wTx6zZ2D36iv+TBNliGVQgZigUnngKSsBPfx4BHZJM6fBr96QvhImmjwm/9mc0LVdmNdG0nshrQuksn+Lb7iBZHOmSaD4MLL+Hnv8NSvPHyO6KrFKrluxt97nFsUriyZJ2VJSRbRnB/NrDv8fNR/8sPVp25ZwruOqwb2GUc3OLaJvIepW4TuoyGUxD9r7LMkbDTqo7jjpXDRdMOodq595LAssDPAkSvT1Ed+7EVCKeM/Vb8CWrTn1vLCbW0pwlCpOCpiiiYhbuJrH4JgIPXZ5FZBwpIo1JXoxswHHhb9L9cslekCP8E3r2JkLP3kjw0R+kF2IDEd+8lMDfvk3oP78Uhy3Mdj2TpOwFlVycLRIqFVSihX2EXrptj1/TKIaPkQTz44AHvF7vBnRaswTg9XrvA14Ffr9vT28Uw8VA9SUQ5DH3McdhKi0j0dszyJ65aPrD7+l+7hlskyZTduEXdrt9ag58oO0ngKGwMD3OBmCu0i8Iluoaan5w9R4FxE8ybJMmYZsylZ5X/juomIcW7CHyziMAhBfdRmLHCsIbPiLhz57dVdp0OYg9ycx3B8mcX2dcLqhAMpqxX/AbDDXT08Ye/bViYVZTdxhdG6DzacFaz8zMxxWMycqsnSYHk4pyZ7cB1EhyXloGEruvhCh9LRzT0cN3Z13GPSfdyucnfXa3pDdNUQiu/ygtZJRCrLODhp//jI5//kM/n1huUI7uasRYLMRoUtrpyoDPKdaSW7RMOeipTSv14++FapoSFAHbft4vsu6XbAVZY2KapqEln0eLBohteCPv8SLv/Svr9sBgnlIYNHkWIlldWZLAYnvR81eaPx7hKxnFnmAkwdyNKK8DpL7RmUyPpcDoONtBQPithwj89TKC/9CFQjRNQwkEMDgdGIuKUMPhYffNw1tEgLCOH7+bLQWMBYWM+fVvqPme/vymMsHCTZUOx9x4C/U3/HJEZLFPM1xHzkPp7yPRrY/vaKqSXQ41iQCoaeDbCU13/pH2hx/MPlDGYiCVie1r2M68NssXHcCYVAAzFNcgOfSLeK/djizJlBROIR6AvjffAXSBl0wxl+FAjYpLjaaAlsxu1bCPyNJH0fIE98jbD6Osfp4phuEvbLpffJ7mP96BL6OiBBBcvYpYa0vW/Lc6yCiZuVIELsloRLbZckbOUkYlmUj0JkWRMukKeaovw0XC3wNIORmy7ChCC/WlCYwpjgWAVFBBomFV3qqPlKHCJ9ncORwOy4KLwWDGcswlOL96d85vO7Oqo+UZFRzFvsVICHDtQAWA1+v1ezyeIDAp4/GCER5vFPsIic1CESvL9jAWQ4vHMThdYi4aSPT1Yq6synsMgJ7/LqJn0Yvp28PyTU7CUlNDwqc/f9W3vktg1cq0uIyleu+IPZ82WGoFwzra1JQeP9J8HZB10dPQVIV4EILJSmho08ZkNq+JXmdmMN8LUZChYKydAbUzkBxFJHatxzzjMxjKxqYfV/t0C9BuJUSRpYBEf4bJSnMTlppa/nTCb4dczHU8/hjOOXOxTxEytGokQrRHD+apzDy2dhHxDW8gF1Vjnn4KkLRv7W5M93/V9m0YioZnmZsiI6aIbOnXleJEyHJ6zn6wufDU5wlgcDjTJkGS2YwWixFcuwYtkUAy6pfIRJ9YuGXy8vZGU13x9yDZ3FlTCgCGqimwdhFKyyaM9bPSHAvbGdegRYNE3rgfpX0rxsrJKB3bkWwuJGepmJJIcl7kklzzGNPE+Zgmzh/0fOQC/VqjhfpzGPCj2LcYSWa+FshUHVkC/MDj8Rzt8XiORfTN99yeZxR7hNRqO307eXFPSUIaHM50n7rlnrvZcf2PaXvkYTQld0yn699PZs+9jjCLzpRdtY4dR+n5FxzQTFzTNN5rXZFXm/tQQ8pAI5Gh6a0mMya5TBABtWAvir+HRNYoskR0+eMEH78OLR7Zo/nhhM+3RzanpokLsJ34jaxADoI1nUJ3LECJtZhws96H7X7xeUBIrmqhMMH1H9G/9B0iDQ3p8cd4by99i1+j6Q69v9r2yEPpv1WFdCYupSoWAb11FHntz0SX/SM9gpVo2Tjs/nO8Q4wCZvoPQMYEiKqm/1aCQUwVlVgnTKTuZ7+g9PMXYp0wEftUnfwlOxwoAfG5SBkCSrFdW2h/7FGC69cln08Ec4MZTCkP+WG0EgZDItCTQ1gEMFRPAaOZROMatEQUpXGtOM+CKgy1M8TratuCpiqEnr2R0LM3QTQoiApJLYKcEvswIBmM2M66Ln38UexfjCSYPw5UejyeVLr2c6AEEdTfTv59/SD7jmI/IUdGMZ666IgLmex0pkVOYq0txNvb8S19h8hOIT+phILEkqIXkiWbcZzp3z0cHOwS+qbeLfxj45M8t23RQT2P4cCQfG+zyrYx8dlZj7kEy3Ffh0SMcMM6lIz1mhaP4X/nFYLbulBaNqIkZ77zZU75oISCbL/mB3Q98/TuNx4mTDNPBWCLzURDsIXxBWPofu9DUuZhWp8+49z2yEM0//EO2h95mMabf0XDz39G8OP1+hhlxiIjslUXINIUIMW6T2bfce8SwcpORPWqVNLHO7H1PQKPXrlbg5FoSzOxlmaxT/8gwRzR3+586gm0aAT3gqOp/+kN2MaPp/iMs6j/6Q0YHHqLw+ByEW1sQAmFUDN01ntffob+N9+g47FHk8dM/kaNICcleLU8RLnhQA37CG9bndO3BlGxMVRORmnfQvDpXxBbK34fkrME2epCLqknsW05aleDOIewL927N08/GZAwTTtxj87LUD0Fyeoi0TTaN9/fGLIs7vF4LF6vNwrg9Xr/Cfwz9ZjX612ZHFf7PKAAL3m93n0nazWKYSHFUjVOXEBi63s8+twKenFz2VRxwTM4nWmmbSZSmtDNd95OZMd2Jj3wcPo+AOuEiRQuPGHE51P1nSuRrdbdb7gfkDL42N7fcFCefySQzGYkozFLNERLqayZbBhKxwLgW/VquvJuKYBoP/Qmk5yCpk2oXQ2YZp6GJUNOcyjEmkUm3P/WG5R9/kJCm73EOzsoOGbP/cslSWKn1chDNSJ6zzLVEw2HcVSAEoVEty6Ck2++PjXWCCAZ9fxCDevvTSKsZ+ZaMmBrET+JHSuQbIJBLjmK0YIDiJ6xEAzBJUi5lZmrqlF82aS1zGAebWyk95WXAXb7/XYvOJq29eto+kM2Hzi0XZS3452dQtCppxvJZESSE+lgzgjK7PGty4m88RfsF/6G0FMij8qnow8gF9cRX78pq42TMsgxTVpAdPkTKO365Tu2RrTbjPWzsRxx/rDPaSAkSUZyFKFFRk1X9jd21+Nu9Xg8/wIe9nq9Kwc+6PV6dwJ37JczG8WwoEWTq/viOuA9mnfuYmuiknaXyJINTieS0ciEP91Ly5/vIrzZC+gZYcpHPLh2NWSU3ssu+mJWf2+4GKn++75ER1KQpCfSl6MlfqhBkiRkhyPLdU6LiWAumaxIdhGgoi1b0Iw2DC4Ja3GITOGz0Ob1mBB2psPtl0eTWWiqzN50628B9iqYA3SY9O9KYX+cdsBoBdkMalxC0zQxopUMkKaKCuLtuSNRWkJFjcdBjaPG9O9jzJ/kF0w4SpSATVaIR4gu05nmtpO/Q+TthzDNPJXoUpH9qv4uDIMEczUeo/e/izC4XJhraog1ZaukqdEIpvIK1FiU/nfe0u/fDZE0VXJPma+YiuzEe0Mk+nTi2dbvfStrH8ldmnz9wy+zR1c+A0DkVd2gyDT5mLzbGoprs/TqLUd/WX+sQlCfohns9cT2D8V5OfbQ6CUDks2dxecZxf7B7srs/cB3gA88Hs8aj8fzfY/Hs/ef7ij2CFokgP+R75BoWp++7833BPN8Q1BkRZUGkan7u5NMWYcYFzPY7ZRffEl6v4EjTr6kslUK+bL5Qx3b+hoACMSDPPzxYwf3ZIYBg92RTahKZuaS2ZZlaoG5EENBCabxc7L27+0QWXa+PulgSJWUJUM2SUoZRCN8KKiays3v386D6/5OXBYLp+Nrj4YkS9toNyGbQIkp9P53ETt/eQNqIEDphV9g7E2/Zcwvb8o6niUpVxDbspJYw0bQwFxVTu2PfwZkSAVHQ0KwZsBcuqFyEo4v/C4roA016pXoES2qwpM/g8FuR8moBMR7e1H8fgxuN44ZM9MiMZA9XpkPxgGSxSVH6EQ811EL8u4jO3ODuaZpQ7LAU2xztV8QEOt/8CDm2fl1IeRi/Rwsx1yCOdWjZ+gWTarqsTeQbG7Uzh3CQ2AU+w1DBnOv1zsOOAVRXp8E3AU0ezyexz0ez6kH4PxGkQGltxliYSLvCPnUaFczC/yvAPDAkn5Cqok6o7h4hVJjLxm9PGNpafpvNRAgnjEWlRpHs0+fgWv+gmF7dB8qUDWVnb7GtHb3qo6PDnkinGy3p4O5pibYHGjFZ5DBZBFVhWRlQVM0DDYbckFp1v4rzFaeL3WijWAkLRXM1VBIZMBJxLs6B9tlUEQSUVqD7azuXIc09xwAzhl/Rrr37Lrkt5gqalGjKv3v6AI51voxSLKMccCCMRXMQ6/8hdBKMaFRduEF2CZMBAmUJGFMDfUh2QuQBlHIk4wWrMdfLs7x1T/lkERTSBHQrOMnINsdqMEg/UuXsOzcz7PjR1cT2bYV2WLBmuHsV3bxl3EdfuSw36Oxt9yKwagHaPu06bjm5wnoJivIxizSXmLzUgIPXoGax15UvFD98m2cuACja/DfrFyYod42IEDnq+pIVhfGycfmeNXvCWSX+N5G3x/aKW8Ue4fdflJer/cNr9f7FaAS+DawBrgIeNnj8ez0eDy/9ng8Y/fvaY4CSPfTtEA3oedvIfYfnW8YxcT6eB3zLdv4esF7JHx+Me/asiF9MTBkqFcpoRCRbbp2e6pfWHXFt6i6IrsE+ElAT6SPhKZwWPms9H13rb7/IJ7R7mFwONLTA4GnfsZ9kU3cVV+sy2umMq+4gmyzYaoQ88NtZUb8dhlrUMWLmSeXPZH3+AOR8PsIbfYiJUV6MoVN4l0jt6sMJ/RycyyZ6Ss7Guh+7hkMdjsGdymWyUK7Pt6pHz8lImSw2yk550ysY8TrSrmTJqIQ3rgGJLBNnoEky8gWIwl/ANXfidqxDcleNGgwBzBO1iUvEg2r8m6TElIyFRVhsNvREgnaMxj0AOaKiiy9dPvk4akVFp95NrLNRvTZ61C7G1PCfphKSiiZr+s3GO2ilC1JEnJBOVqGGlt01XMABB+7Ok0gUwPdxL3JUdSMIG+oGtoSQzKadWZ6Qa6Bi+MLyf6+yYrzsvtxfvVubCdcMazXujuYZ52BXFJHYut7uyUkjmLPMexll9fr9Xu93ge8Xu8CYCpwO2BCsNq3ejye1z0ez5f203mOgmwbw0zlLwGJuecIR67DDFugp5WYbCD83zuyVsSp8THF108kSUYyZ8zIDpSrPNjQNJXQoj+kGbiDIdUvr3fVcni5EDRp8OU3MzlUINvtaVOOoF+cf9Cg/yRTwUqNxpHtdn7me5WHzivhic8U011gZGpDlEsW9XDki5tQ84waDkS0sREUhcLjBTNZ6e9PS/6mbDxHgoiiB/OXGxZjlAwEV64AwF4vvlPGcl3ARDaDZITIa7enR8fMbYsoLG9i/B/vxuQAyQDRPlBjYLAaka0iABlsFhSfn+C/fgSAFvEhmXTlQOPE7Gw3ky8ReeMvhF+9O2c8KiXaYiwqGtTG1lI/NkvB0DRMJ7PS8y9g/G26N0KK2W8sLCTRsIryoyuo+PrljP3dn7CfKxblckEliZ2rib7/JJqaQAvpBInwotvQYiHCr/6JyNsPofa3Z4u/DEP9z3b61VgWXoohT1ldLqjAMv8L2M/7+bAtdIcLyWzDPPN0tLAPpTXXInkU+wZ7VEPxClwH1AKfRUi5ngg8ug/PbRQDMNTc7MM/OYnC2rHp245EkGiS5KSF9YvC+NvvwlRZie/dZfS+/BIA5kqhWZ1iWB9KUDt3oDStJ/r+kyRavYTfegg1lGt/mWKyF1uLKLeP3AP6YMDgcKIGgyiBAO0JvYftj4nP2Tz7LACUYIi4zUxCSxCwi+2ay7MdwJr+8TCxtjaGQiJp1WlJqvIpoVC6lN/11BOEt28fkXlMZmYOoKKhJcSiYvqNQs/bXKHroZd4oHKu+EzDL/6e8JvC3UySQDZoSDKYK8tJRATpOnMhYLCaUDO6JqYJ89MCK7Yzr8V2Um41ybJAzy0SDSsJ/ffO9O3WB++nd/EryFYrstWGqbQ0Z//a636Ke8HRQhb56GMpWHg8snkEwjwZBjYlx06leHYB5soqtGgAc3UVBcceh2x3pw1rJLdYKMTWLiK86PYsExOARPMGNL/4DONbhVqdXCH83+Vh8CaMlZMwTzl+0MfNs84YttDOSGEcfyRIEkrLxv1y/FHsvZ/5POAc4Ojk7T0bkhzFsCAy88EZ2pnyizYlgmxMCsg0byD2sZCklGQ5PeOcQqo/Lo3kQjVCaJpGR1949xsOQKZBRGzFf0hsXpK3bOqPiSzFZXZm+VYP5nt9oKF0NZBo9aIGe4mtfw1N05DtdtRwmO3XXYNtRQJZEZ/XTp+wqzRPO5H6qx9Fi8VolrIJiyum2fn7WToXNbJkGQ03/CSH2JiJeE8XSBKWGnHBTvT1oWVoje+65Ua2fu9bwy6FRgYGc01F8fswV1ZhSJbyzTV6cDAMmOhSdukaUylVMmNhAZqpEM1RmUUkM1gMpOzRnVc8hGnyMZjnnC0eK8vvtmeafnJaPxzQZ9D7evEvfw+lvz/NTLdNyrVUtU/2pImClZddQcVXL83/RgyCTDc6Y8U4LLYgaqAHtXtXXlOczEpDKuhZT/o29vN+DpKByDt/S1fnYiufAaMZ++lXY7/oFgzlw5NePlhIlfn3RORoFMPDiIO5x+Op8Hg8P/J4PBsQlqjfALYD3wdGNTv3I7RIADWPTWTmmEn6PiWG26RfTGLrdX3pyPbtWdum5F4zBS72NdZu7eYnf3mPb972Fj2+4c/SZlYjlC4x6pPyzk5hS+92nt/+X0yyCbPBlOW+tbVvx16e+d5BiwREq+CF3xF+4bcEn7uZ6LuPEfjrpagdouSYCqjmuAii/TE9ICd8YpGyNdFOjVNnUZ838SymTTuWl492452sB71E9+CGOpFt2zBXVWFwie17Fr0AQMEJJ2VtN1wyXETJzuKL+hMEVq4g1qZ7WEuyTMVnPJTPGVpQMPyCGJEzFRWT8PlRQpH0eQIYikpQ42A9/dq0XKlp/JG4vvnIoJr0kmzA+bV7s+7TYmEiDQ0528pWK+N+dxsT//yXIV/zSKC0i7K+5bivI7lKQU0Q/Oc14sE8zG5D9dTc+yonYyifgKFighjJI2OhpSpIFgeGwk/GZVcy29GiI5+aGMXwMKxg7vF4jB6P53yPx/MCsAvhjlYJ3Acc7vV653q93nu8Xm/fkAcaxYiQ2Lma+PYP0re1aJCYbGN5dAI9ioOH/cfTffrvs8ZMHF+8DdORF6LFwGJVeTJ4FMaxc9H62wddFRcsPIGCE06i4tLL99trae4SQTmhqPz8oQ+IJ4Y3ppLZF0RJIFmcqL3ZwfzprSIoxZNVsxVvAAAgAElEQVR12FPqj+fUMaIv3B4ceS94X0FTFQJ//z6hZ26EeIQXS538pNKAhlBZotebtf3hvaJyEYjpn1Ms2ddtlYMcVqaT+2qcVVzsOZ8fXvYnCjLGnXbd9lu6nv2Pvn9ri9BzVxRCm704Zs5KTzik5rydc+ZQfPZn9X2adg3r9YXi2ZUWz059hjwTBrUHg1loIRjqZomMeRAYS0pBUVD6+jBkZObmyXNBA7l47LDOLYXMbBcg/N8708Q/2WZj7M2/TT9mKi1DtlqZ/utfUH3lD9kbJFo2El3yiHieggoMZdmZc464DWCs8uD82j04L9fNdCS7eA+sp3w390k+YaNeksUxmpnvRwwZzD0ezyyPx3Mn0AI8BZwJvAN8Gajyer1Xer3e1fv/NP9/IvzKXUQW65mFFg0QxsLT0eNoPOZ6Tjn/XMbWZ184ZXcZuIS5idEG3ngVxmknAxpKh8jI6356Q8YOMgabjYpLvrrXwiFDocevZ3HhaILXVzYPa7/MzNw4/giM445A6WnKKgWXJNlFx9eK+WKLwcy5E86gxFpMR3jkLO19BS3UB5qWlslcWijaG167mRsmlPH05GzSUrmxCKvBgj+uv+bAVqHK1V1gZF7lYen7nWY9G7VMnMjWOhG0tGiUnhefp3+lEP1o+PnPaPrD74XuuKJgKq/M4UUYC4uyGNupasDu0BftR5Zkvj/nGwAU9yvIdjv11/8y+/jjBKPdft4N2M+4BusxX0FKOmqZD/sslmMuwXriNzHPORtTjR70MrX+TQVJs6D+PW+bKDFofXUz4W3iPR1/2x15jYcK58zGOeewnPtHgvCLuvqbZLLmzHKbZuSf7JUsDiSDEcv8izHUz0ZKVpnkDJlW68nfEccYov99KGI0mO9f7C4zXwP8EAgDNwMTvF7vKV6v918pmddR7H+ksnMtEsCvmKkqcXDcrGqmj8uv36OERdlWNkO36iReOAYkidjHi1FD/VjH6RdM1xHz8h5jX6OnXy+tlxZY2d46PEUotbcFqaAS60nfxnr0JUL8IhrMUpQKJyKMc4/hosnnZu1bbi9Ns9wPBjKNQAAK4iKTeqS6EE2SWO/ObpkUVc3CaXKkCXCheIgtq94j5rYRdVkosemft8uk91ydVjfLZmeXmtvvuydLCGbHj/8HIE30Kj3/AlzzF2CfMRNTRQWuI49izK+EiMtAL+58aAu280HbKgrMbiZZqvnBvzqZtCuKdfyEHE6GZd6FOL92TxZLOmWpKpfUY55+CqZJR2OZd0EWES2rZ14gZqMV38iDue2zP8U4cQHRgAUlAr6lS0CWc7wI9hUyeR4AGC1Ispw2HbGdfhWm5AJnMJhnnYb99KvzPmasnYHzsgewHPu1fXK+BwqSxY7asY3oh0+PjqjtB+yOuvxv4CHgVa/XO/ruHyT41i/hmdVwUW8T3bEx1I4ZWiREDYvy5/bDvov2QQB/TMbprkBpXEt40W04Lrg5vW3FpZcN6xxWbe7EsKOH2YMsIHYHfzjO+Go3l581laff3k5Tx+7785qmorRswDT1RNa57UR6NnBkkrWrhfogKXnaH/VR5cgdGSq3l/F+684DfuFIScmqA0qpBQmVfpNhkL3AbXBTYitmW18DbzS+w+rOdRyxcysmtx2LIbtc7DbrWavL5CBm0hvSLaVGqrsS7PjJj3Kew1QmMuLiM8/OecxSWye0CQJDZ+aapnHT+7cDUOusJrqrESn5HqfsXDMhyYYcfXTTuCMwfOn2HLlQU7EuJJPZM08F9sQeBHNjlQdjlYdQ7yOw9S1xTgZ5v8j9appGfMObWfelSv3Gmmk4LvljVpY9EtjOug61t3m/+dbvb6TG52KrX8A86/QhNfNHMXIMGcy9Xu9FB+pERpENTdOEwpOmYm5bxxcQtondcSvjq0UQ296/k6gSZWpxNhNXiYhgbi8uAQL0B2MU1ExH7W9D7Wki8Oj3qfrK57BMXYBsGh6D/c//Ec//8E9O2s2W+REIxxlX5aaqxEFpgZX127t3q5+uRQKgJJDdFTy0XmhwHzVNlHQzx+36oj6mFE/K2b/cVkpEieKLBShncIGRfQktHiX49M8xjTsCyVGEzyATrvFQHVeJOMLMDARZZ88f0O2KTL2rFm/vVp7eKowuTg4q7CrW0sF8RslUTAYThgyWttviIm7U38cXFhbyrf90Zem+p2AqKyMUDxNXExRYcmeTDU4Xym7K7Cvb16T/thgsKH59e/MIfOvlPP7WBqcTc3UNsZbmtE0sZGTme1FmVzW9EqLFB5dJ3VNoiSiBR74LqoJcWJVm6GcG3z0N5CAWA9RM2+vzPFjIFPlRA92DauYfTNzx5BqmjinijKPG7H7jQwx7r9U3iv2DWAi0XM9pb7yK8VXiR3H/R4/w5zUPZo1faZpG73+Fu5OrSFys/aEYlgVfREvOsWoRPy9rm1itDI/otPQjnZ38wrIdhCJxlJ7mvHPvPb4ILyzbgTogGw6E4jitYnSu2G0lllD5x6ubeXjRxkEz51TATpmOZP69oWcLbcEOIokoESVCgSU3WBcm7+sIdbKpc+8N/bw9W+mNDM3xVNq3oPk6iK1dhBYJcMu4Uu40dxM+5dt0qBEKJh6dtX1rib6etkRVppWIhZkrqGAPK9gjGt12FYtBLLq+M/tSrphxSdYxCszurGAesUg8c2Ju0DC4XEiSxGObnuJny26iyd+Sd5vM4DwQ/liAv234V/p5Ly49gdb7dV6HtW7vL4K11/6Y+ut/gSVjYSDb7EhGIwnf8NozmqbhX7USLaEH7URvHwaXC0tVKY5K0sqIsY1vEXrhd3tdwYlvfjdNSsvUy0/5r49C/46m5uUPJWiaxvrtPTz15rbdb3wI4tBSCPl/AE1Tife0ooYUZPvgJgbhrV4SUcgUY3o7MoXNiWpqyx1omkYgLjKv9mAnhUlh6/BmL/EOwVJ2FYpg7gvGkAwm/tkygaPKejBq8LbaDRuf4KiqoXt3AIuW70z//cySHbg1P3M33IFcXIfjgmyzjMdf38IKbyeT6wrx1BcRT6g8v2wHoWgCpz0ZzF3iRb25WpDgygttnH302Nz3KpQbzLEVEJfg/u73Mfeu4qfzrgJEYBkIR1If9IF1/0soEeaWY36eNxsdDhRV4d6PHmZGyVS+POXz2E35FcPUbl11rrGvIb1cXtspKhtj3HW4zE68HRuI9jTyn5OLMCU0rni2G63fx8TC8Zw19hQm3vJPEsmSfL/DkFNmz0RKx31HtZkiyQ6SRGOVGcP1V+P8cAP2CRPxLV1CyeeETeq6LjHD/GbTUr4yNbv4ZnC7h5R2bQuK79a0Yg/fnX0ZW76hz14XnXY61gkTBt13uDC63TlmJZIkIdvsWbaoQyGybSut996NY85h1CSZ6YneHsyVVVR9+VzCi25D9XUgO4rSrHOiQcgz/z1sDHAl04K9+1xN7RMNgx5uoh88heQuxVBcN8QOBxah6L6v1hxIjGbmBxjx9YvZdd+VBP8x9OhL051/onMt/D2oM8w3x4WalkGW8cX0rLg3qmeL/g/1UTa3U1xI/v7qZl5evhOfZuPBmiL+UqtnDcowxlv8oRgzxhXjqRf7bUxKdqo9u3JMLCzJALRsXRvPLtnOlqY+XnpPLAYKHCK7nFhbkCV98/aalpxMHkBpEXPYbZL+I4tJ8Gal6PvG1DgfdW0ABNltIFKM71BCtB12DOJzrqhK1jjYQKzv2siaznUk1ARrOtfxs2W/yX+cju1EVzybvr0yqFc+Nvdtx2a0sqDqSM4efxrXHHUVc6oOI2GUCFtl4g4Lif4+ZEnmFPtMAIxJwly/00BMHVqP6edHXcvac2byv8frbZM7djzG81PjuA4/kpofXoO1fgxxJY6arPj0hHMNPAzOoTPz9iSh8Iue87NaJKWfv5CyC7+4T4w5BoPssKMEhxfMtaSJTHDN6jQDPtHbg7G4OL041EL9Wa5kQzmsDes5k8Q305SFGIpqMNbOwFCZ2/75/wrz9JMxJcdo1b4WQs/evJs9Dix6/Z9sTvdoMD/ASCk77bQa6QjunmkdUPWLs9Xl5uyjRRnTF9MvuN0R/aIc3qrrTxszdL6femsbm+O5Yzgb2tYOGdAVVSUYSTC+2s0ffriQcVUu3Jr+3AMZ2w6byL6Xrmvl+WUNNHfqQXLWBNEDLXRaMBrFuU0fV0y3L8yTq94hGA8ln1MhoSZINK1HrpjIoztfSR/j3rUP845dDyLPbl3EjJIpjHXn6k07BmTPzcH8cqdPb32RHy/9NcF4iCc3P5dmk6dw30d/4+GP/5m+HVfjvN+6Muc4oWdvFPNPSew06guUDd1eKuzldPVHWL25E0mSOH3OJZxcv1Ac02Uj0Zss+w6QZfU5Dbtl5Vc6yplTOiPn/jWdunXnO03vsaHHi5YUHsn83qRgcLlQAv5BS85NgVasBitF1oKsoF9w7MIhz29fwGAXmXmstYWGX1yfdmfLBzWiz8BHG3eiKQqJ3l6MRXowj7x+L6Gnf6Xvs5fBXA32ITlLsC4cHqn0/xskkxVrpsDVCLzbDwQ2NAziTvcJwWgwP9BIOhfdV1vMr9+/bbebxzS9NPWtC47k/IWijBnImEVenyybappGvLMDS109FV8XAjByRvak5vm4/7LpcR5Y97+DXryDEZG5zG57hqaHrmPW+BION+uqagMvgOEBpap/vS4WFzdeNo9it947VJLSpaceWUdRTR9L+l/i4RXP85fn1nPv2oe54d1b0EJ9GAqrMWRYPW7r30FC0pgVEEFTQ2N22cy8RDqHMTuYDxYQU4SuF7e/wttNy3hj15L0Y4PZqD66cQinsmSPNGSQmGwuwSQbUTSFCnsZ1//1fe7+zzr6AlFkSaY4OSOvuV1pS041mq2QV1sxgXMm5PepzkQ+3kAKcSXOE5uf4YF1wj6hxllFT6SXmJKd8RsLC4VoyyCs8V3+Zupc1ciSjH+FmGWv+/H1WTPh+wuyzY4aCtH7xmJiLc34lr+Xdzs1FqP3VX0BGN3VSKylGS2RwFJXh2TRS+mZAkRK40dpvfc9gRYNZB17FINAHnyi42Bi3XZxLTMa5E/k6NxoMD/A0ALdxPIQuF9f2cSjr3hJKCqaqhPfopquty6Z9eCUKgsfXj6bXf5mokqM6K5GtGgU93ELKThWlOdvumIen1uYmivP/wVd372JJzc/l/exQCjOFFMzpb3riLVt4/TKdqqNfeywz0i/nqaOAJqmEYzEWZJBlstEbXn2RS5VVi8tsGKuFL3zddt6+WBjG5t6t+CPBWhUg2j2AgLxENUO3bDDJZmZ36dn/PlK7AAG2cAJtcdQ66xmUsm4QdXgUv3oDT3CiS4zo1/W8n7efWzGbFJTfJu+nWnyMVg/cyVhm4PysklUJc+9wl5GQhGfbXdy7v7oqnmcNuYkqqsnpV28BpqdXHX4dzipbveCPineBICcsQBSNZXOcPaia2rxZDQ0mgLZJLiUQ1hk507yoTfSl553T/j6QZL2SZ98OFDDYSI7thNrEeec6Mufmfe+8jLhLeKzlG02orsaiTSIBah1zDjRfy/WTVxSI1PxTW8R+MdVhHasHdQDfSho0SCS9dBjaB9qSM3bH2qjae09Se1+RSUWzyUfH+oYDeYHEFoiRqR1K5ut2eM7y1dtoeb922ld9yF/W7Qxq1SeUCQWhYSlZ6bNYYr8lrootwRa8b27DADHTF32s6rEwWeOSF64jNlZZl1Ev/1O87sosXBOpt3eG+I7rtf181n7El1aAXc3zUZDomVnI794+AP+/J91vL4iW2Y1he+cl1v+ldDAEKfQaSFuTGaBkoZk0cuj99QWsYR+AvEg9S794vurMedQEdMrAJX28rzPC3Dh5HP58ZE/YFrZJJqDbcQzMu2tLT1c//QTdEdEq6ArGfDUjCmCtcky9ZEVh3FExRwAphRNIpKIZm0X37wUyebGedkDmBZ8iZfVLoJKFIfRzoTCsYAYK0shpYhnNpg4Z8LpWIpL0KIRGn97M4kkAa1g4QnUf/niQV/bQJRmiMpcd8T3KbGK28F4iF3+bMU9T5Fw22oNtmfdb60XAkPRnQ05x0+RLlOCNYrfj+xw7Nc+eSbs08RYVtgruBQpP/IU4r29bLv6BwTXr0vfZ5s0mWhTE5GGHcITvjypPDdXFxiSS8fowvHxCG3/vHG3lrt5EQ1+YmfADySMVR5Ms06HRPSQyYATikq3L5Lm9fjDMRav2MW2lkPDqGk4+NQHc4/HY/F4PL/3eDwtHo8n7PF4lns8nsHFofcjogmVnfEinjPoF934rvVseee/1Bh7OVzaxqRX/5emW3W96DqHgVcis+k6+4/CeSiJ3kgfJtnI5CKRFe3yt6D4fJjKyjGXZQc3q9nI/GkVFM9cl3X/5FB29rH89T8Q/Of/ZP3AtuzMZjarPU28FZqMgoF+1UbDNpHBrd7SxbNLs01NzlowhjuvPIYjPLlCIoed3Izt8NexmGUUSQS2abadjHdmH+M5/yZiSoyyZPY9oWAs5tKxOFT9HDOlTfNBlmQmlYxD1VT+tmRZ+v6HVj5DX1Fu7zuzZ94W7GB+1RF8ffrFXDr9S9xz0q1MK/GgoeHf/j6Jlo2oET9K2xaMYw9HMppZ2/Uxr+x8AwC7ycY540/nhqP+h2Kz/j5092eXc1NiKZFtW+lZJGbMy790CXUXXTDka8tEkVUfR6tz1XBusjTvi/lZ3Pg25Ta9glHrEgvKlHUswOLGt7l13f2YK6voWfQikcZswZ2IEkHRlPT7rfh9GJ37v7yeQsm552epF6ZY9/5VK4nuaiTasB3F7yOyTR9DNJVXEGttof/tt7CMGZteeBjHHgYp0yLZmFP6TezQvxfxhpX4H/j6bgO8NhrMhw3ZXghKIu1kd7DhD8XRNKgtE5/fC8sa+OfiLTz1xt6PtB4o/H8YTXsE+DzwR2Ar8HXgZY/Hc7zX683fdNtPMBhNPFwxDrW4IX3fi+//G4ckMp36jbkOX2NdMt/9fq5QS2uonRpjCdLSD7GbrSivvYX/Ay/ymPyjHicttLN2ld4zLrIUcNacz/N2w79JyBKyptESamMWYr5bSopbqD25GuofRMUCole149Symc+yJHHzN46iyGnBYjbQFe7myjd/z5Wzr2BqyWS29++kL9rPRr/IeEOJcJqpbTWGKSxsoEUz4UbCJ+mZr8vk4MYFP8VhsiMZzEg2N9+V6zDPPjPv6x2IiUmDjrXqIlZtnoalpJewKX/Z/Y1dSzhj7MmAhD8eyFGXs3aL96T37Qd5vshGk9PJ5UoUa9JbeluGU5vdaMNsMFPlqOCdtXpJe6BznGPWbAwud5aU6ki95WVJZpx7DNVOcb5us/heLW1+n5ZgG1+YfB5HVR1Bo68Jt9mFy+ykP9pPOBHh18tvTS9iTHPmEnv5vzQmPckn3H0fBpuN7iT7PTMzPxC98hQkSUJL6JWVRLcQHmq9924AKi//ZvoxU0UlNVddQ2CVHpQz1ekk2Yj9vBsIPXU9srME8xnXEl3+OPYzr0Xe8BK+FS8Tb1iFaexcIovvAyD6/pODft80JYEWCY72zIeJ9PUl1Ifw7Dq48CcTm6oSBx839KbbhdHEJ6fc/qnOzD0ezzzgi8B1Xq/3Oq/X+wBwEtCIcH47oDAZDbgqs8vYi4tD2KUog1WbisO9dPzzHzliGe3BDuZ/2E3XE/9idr+TmmXCgWtrvD3th52JTNWu8KqTmK1+Dqn+MH6xo5MbdnRSmFDpNYrsRPOLjCcYiVPRvowYJozjdQ33qRNFVmd1FeKQsvu746pdVBbbsZjFsRr6xdz1M9teAuD2lfek1dwAfrzk1+m/1zmtfFhixBYt46cDiMUOk50SWxFWowVJkpBsBYyPqkwqGl6/tjhDeev+lU9y79qHiJsHZ682B1rpSbK9UyQ1EKp0po+FXGefSWZ5gZ0mg8rbRfb0GFJXRn96YqHw2tY0jSfe0Nsn3QOCuWy1Mv6Ouyg++5xhvZ7BcO0R3+NLU0Q2n5J8faf5XQCqHJVYDGYmFYnsttBSQG+0n9ZgW1Y1YvO82qxjtj30AGosxttN4jjVzio0VSW8ZXNaHvZAIeU/bp8+AyXgT7ckAOI9+vtudLsxl5Wn7X0BSs79XNaxDEU12M/7BZZ5F2CsnoLj/F8Jn/Fklh559U9AtgDMYFDaNoOmYCjff/yBHl+E6+57l8b24RnhHMpIBfPoO48Mu9Qe++hlQi/fnsUp2lfwh8Qisaww2y+huz+Sd2z2UMSnOpgDFwBxIO0p6PV6Iwi9+WM9Hk/urNZ+RFyJ0x/L/SFOdIWzxN4yuF4Ur3yTvjcWs/2aHxBPji5FlRjdkV5cYfElqzBkyCTKEi2B3BGsLNGRhJmXl7Xx7TuWYtbAqWgUxhX6kuNiPR2baWpaxROLtzDTvIs18fFYT/p2evfvf34mf73uBErLS7Eng/mC6SIbdFh1wh5AMDnjHRnBGEpBPILU18Y3nDOYWTqVOmc19W49wISjCTrDMkrYj9LTjBoenipYbJ0gkRlKckl6ZcZqrj38e+nbS1veT49ulWQEczXYQ1HSvrXZomfOQXcpkktkfqFEhBpnFdcefiXldnGfLxgjHFW4+JRJzBhfTI9f9AsDYT3TlCSJ0vPOH9ZrGQ5c5uysObOnDkIhb0O3lxUZCz3QpyPSr23NappefZ4V7auZWz6LOlc13S88B5qGdeLEfXa+w4G5ugZIEvU0jfZH/5Z+rPuZp9N/a4rgVFhqRaVKttsxFeUGZUP5eCRz9gXcMVEIKUmuZFsiRSaUB6+UKJ2iGmOomjzoNnsL764+uvojPP76lt1vfIjDUDYWEIqJnS/cPSzCYXT5Eyi71qG0btpn5xGOJgiE4/iSmbmnPls5MRCOD8oFOtTwaQ/mhwGbvF7vQN3RDxDagnMO6NkkFC59Dwp9CezBcRzuC1PTG6Ms0pQWj3LVgbMKrHn8THzLxMhUe7ADa0TFtkME7RpVv2g3VpmIKLmBMyUHOhB39Iu+amFCodliYrvVxK863+K3mx/HtPV1LFKCxlgBkixTctoV2M/7OZIkYZBlbC43djnG5xaO54qzp/GV0zx8/vjszCQlNdsd6eFx7zODvjUL+sLU9YmLZVVyweMZs5Bvz7qUn8y7Kis7XrR8J7v6NaI9bYT+fT2hp38x6HFT0DQNM6IfJmUQAWeXCrJgrWEq4wrG8IeFN1LvqmVz77b8mXmwh5KkmMvbRXp/NF5QzoaezfREegknwpTZShhXoM++t3SL3mB1iYMSt5UeX4SbH13JD+5agi84cub0cGAzWjmx9limFXuYWjw5Z3QtlXCkMm4ACYlNvVvo+tpZOOfq6oBv7HiTmBrnlHphu5kaXXMvyJan3d+ovPyb1P7PdZiTnumxjva822nJBZeluobSCy6i6tvfy7tdPtjGzcJQMx3J6iKy/Ak0X/I51ATaIKOKal8rkr1wv/bMUxlse294N1se+pBM1nSCEFj3Nolt+adGUsjM3tXu4clQDwc/fWA5P7hrCf3JUdfSAltayyOFzbuGlnA+VPBp75lXAfmMs1Op2fBdIYCSkr3rh0W7Y7h3dHBU4ck8669mY72fb7yxgb4CSMmrG8wgm6BoIrQmxdxqLzifludfxBjyUVbmojGe4NTlvrRTVeHGBgJAU7mJdZPsTLVolJXpAb433M+LO14FwCY7CAOe+iJ6A1F29pSxIjqOwkQHCVnigQx1uDNtImM79aQ54nhlZ5ApQNtbXExCSnDp2VORDEYuOjV3zrn1Yz0LXtI8OEVhQX+I8fPPZsnq/zA5IFY2V/1tM//4zRTsA7J9ZJmgasGcEGs0LdSHw78NLRHHMfnIrE37A1Hu/NcqLj7VQzgMqRxM6StlgnoCP7ngRD5/42NUz5uafM9czOuexdMfv8yrjYLENq66Mj3H7tsVJqyBSdUIZojyrAnsZM3ah3CaHZhkI0VOd9Zn8OEWUQ6ePqmcdl+Et9e0pEt7stmYta39j7eTCAQoSN6X+dhI8Z3yLw/6WFzKXkTMrJhChaOUxduX8lj8Qx7/6V28d6HOpjfIBuaOn4IsyfRoCtaqSiqqc81SUtib8x4cLhhTQde779GO6JuXnbCQzrfeAcBaVUmktQ2DpP8Gyr7yhRE/i624lNC21cQ/Ej4HjinzCW5aTrFdw+jOfl1qJMjOHSuw1k3dT69ZQDIIjkevP0ppqTOvtsL+fP59jYR5DsmfGJZwOyVDnHsi0EcqIzOHO/bZ60wtpAPRBA6biTF1RVRsF1MSk+sL2dzYR3WFi7IyFx29IQKhOONrsmW4NaOB3zz8AfNnVHLxaVP2yXntCT7twdwG5KvvRjIeHza6uwOo6p73T7SEuPgXowISJp/ozWX4pBCVjNjIFl6xn34OphWr8Te30dHWR+vOXbiDumpbYLMou/mTblw9Ph+dnXo5/541einy+vlXYZ5vT5fD39/QTsNWO2XBR3LO1ySJ56isrqaz009ZmSvruDFFfH2aFz+OZDQjF9ejtGzEMk/0bONKnI87NnNC7TEUWNw8ty15YTTZCcZDXDDpHP695XkAyuIK2tgFTF/6NGYU+lQ7cYy8/n4D86dlE2QCwWiWAxZA27+ERrzrm4/w2KubCUbjXHH2NF77cBcrN3WwclM22S3eOAX3eAc9PUEcagmdPaH0azMmrGho+KLi8tHVpRd2om0tIMlcPO2LPLopVzgmLQsbl7Peq80NPVhMBrR4HKsh+yLc1NKP05RRJHOWgLMk73u+L3Fm/al4uwS565jqeXxpygWs69rAYpYC0N2v/3Qm7YySKJbYdM+DlH3hYsJ9PjSTZdBz25/nDRBK6O+XYndT9+OfoQQCmMrL2fnLG1ANpj1+/rIyFzHZgRoS7Rvz3HNRqzywaTmdWzZirJ+dtb3SsR0tHkEbv2C/vua2Tv17uGVHN0WubN33/f2e7//IeowAACAASURBVGtomgXzvIuIffAk/WveQJ0z+OSG0tGQ/jvU3b7PX+cbK3ZRVmijs9OPSRLXeJfVRGmBla7kteHy34mVR6ZzZFmZi2vveodef5TtLf2cdFh1llDXvoQsS0MmlJ/2MnsYyOd0YM14/IBBMhqR7XZciNXgpGhueXWHphOKymbD2FtuBcBUUkKiu5tdt/6Wot89hKyCZDZnjeqc9K1f4DI7iSR0cpWiKmzp012AiqwFWX3to6ZVcNFZR6RLxwBz/GL/WPJLKRfkeoUDyEWifxlb8QzR5U8QXnQbsTUvomkaoXiYq96+HlVTGeuu59jq+en9fnPMDdxx/M2cWHcsty+8iV8aJyFbXcg2N2ZNvCcrooI49sDzG2juytZNTygqK6LjyYdAOM7rq5pY/nE7K72dPDFgtOQnc6/lsjHfR4s4WThLUCZKCqy8vaYlrV5XZtOzzUmF2c+jBnuR7IVUOvXP6SuFud2aTCc7gObOAFUldiRJosCR/ZUMRvKXbvc3JhaO45zxpwM6p2Jm6TQ+O/40QCzGPrzsWADK+hIsfLOF3tdeQVNV1EgE2TaitfA+hWzThX2MxcXYJk3GedhczNU1lJxzHlXf/PYQe+8e6X45IBdWYaiYAJKE0rE9Z1s1JNoxsnv/kAFDkQRd/eGs78niFfuu1HywIEkSljlnUrTwixALoQ0hK60mSbmSuwItuG/K3lljlzGF0gIRFg6bVMbJc2v5zJF1OKym3f4+MzXdB46cHkh82oN5K6LUPhCp+3I9IPczDC435mgIVyLIMeu86fsloxHH939Egy05/yuZeH385ZiTIhem4hJiba3pGdoiv4LzyHmYygTBylRZiausGpvBSjgRYXt/A5qm0RbqIK4O7QYkGYwYF+qs8vFhEVDDyQxyIEEoBWP1VOzn/zr3gUSMzrDOMi6zl6QV08a46jDJxnQP32q04IpE0l7H8ckn815kIi+G56b3f3ddNmEtElPoVDPLbPpK+Np7lqb/XrctV2u7rrCcwyfUcc/VC5k6VhATqkpEn3NJcnQsJagC8K1ZX0//rWmacMJyFFGWMbN9xJyLmFma7TN9xrhTaGz3c88z64jGFHa0+pmQ9KG3WbILYinJ3IMJg6TPWTuTbnOBeJB2S4y3F2SX0lvvvxc1HDqowdxUqr//xmKdYCJJEiXnnJc1hrYnkDKmHySzDcloQbI40YK9hBffi9KlK+Slgou0F17lQ+FH973LT/6ynP5AjEKn+N0sXtlEa/fg5kCfJMiW5PdoCCndVDA3VExE7W1Ci+79a+9PlthTHhbupGCMySjz5VMnM7muEIfNSDASp6lzIO0qP7r6Dh6f4dMezNcAUzwez8DaxFHJ/9ce4PPB6HZTKMe4uEKUiZ5fWIDrq5dQ88NrqJk9nZmHzUQF7hpTyGqHTgrJN89rKijEOl4Enni7IOlYjRZWdqzl9pX3srFnMx91fjys85o+tlqQmzbPZnlQ9H02TfoCtnOuH3I/OY+FoRYL0Z8UI5lbPot6Vy2SJHHT0T/lh3O/lbt92JcO5sUnfIWuqRehITGmMunHHs5eGfuDMTID+E6pJv23S9WZ7UsHLAIuPEEn52UG1ItOEu9hb0CssCVJ4trDv8cZY09OL0ISrV4Cf70UpfljZEcRdpMeyIyykW/M+EpaIe7YmvnUOKu46X9XsNLbyabGXqJxhboKZ/K5swVKguGDk5mDrnaXKf/qSs6n+2J++qM+SiuzCUGBlSuId3YiWw6eT7fBqf+kU4I7+/T4FRks/eRiVrK6SLR6SWz/gMibfwVA7W8nuuzvyccH18bfG4SjCVRNY+XmTmrLnPzu2wtQVY3XPiEs690hlSxoscEDoebvRLK60tMCkbceHHTb4eLjHaI3fvSMJJkynlsZcFhNBMMJfvGQ7kaZGlXr6g/z4tLtOG16pbNzNDPfb/g3YAKuSN3h8XgswKXAMq/Xe+Azc7cbxedjQqGMZjKyo9aCOnc69qkisysfN4FGq4mwUaJP7UiXzPPN8xpcLgqOE25VpnLxhax26oWIzb3beHPXUqYWT+b2hTdx23F5sugMfG7iWYT7qtgREcHxv8q7bLcM3f+RZBnTzNOQCiqxzP8iAMHHrqanU/Txz594djpQFFuL8rLq1VBfOpgDjKsSfx/hKaO2zEkgSRTr7Atz5Z3vsLlJlLDv9J3Onb4zuLt7IUaPGDu7yLE8nb2kcM/VC3nw+s9wxvzsoJSC2y62f+WDXemS2riCMZydLDeDbscKIDkyMsHkosIgG9L66anMXlGz2ccOq1hAWM36QqLAaWZH28Hrc1qTi5VMFb3SZJvh1hV30x/zYS7KHa042GV2EAp55qrq/TLrLtvcSDZRSZFMqWDu1JntskR8xwqCz96Y3md/yNoOnHEuKbBSXmhjbKWLthFm5pt39bFpZy//eWebaIUdAhUhANkiWiZafPBgrvq7kFylmKccj3HSMSRaNqFpezdvvnhlExVFNk6bJ6ZOjpya20502HLL7Kmg/8enPuL+Z9YRCMf56mke4ODaqH6qCXBer/d9j8fzFHBrcqZ8G/A1YAxCCe6Aw+ByE1i5AmPtGCSruJB2hrqocVahaioFFcX8W6oHxAXeFwtgNVpxHnEk3D/gWO4CZIuFsTfdgpTMkhZUHUmjr4mWYBuvNb4FwMl1C7Ea81EHcjFnYilrdojyU0QNc9fqB7jnpFuH3Me64GJYcDGJJqHqtqTQxkttYtzJbR6adaolomj+LuTJx6bvO2paBVazgdkTS9nQ0Esg+WN6c3UzoWRfe1yVmx0ZiXdi5rngXYKKzG3fPZof3rU0va3NYqSs2D4kaeZ8+we4pTDrtk9j3tSKLBJLZOmjKM0b0rdlp2D8//64X2YdY4y7jt8f90ucJgfxhL7Kf3uNGKiwJ6sBmZn59LHF6QwBYNm6Vh56aSP3/c/xaW/4/YnjagSXYWHNgvR9mS2EuJrAWVWPfcYsXEceiWyzpxXXDM6DK11aeNIpFJ50yv57gqR8smQQmVemN4LavYvIa39O37ZfdMt+OYWB2WJlsQh8FcV2Nu4cvmXnjlYfv3tsVfp2dYmDB17YwDUXzWbG+H1f2RgJ0mX2WP6sVtNU1K6dGOrFGKmhYiKJLcvQAt1pbYfhYGtTPz3+CPOmVpBQVJo6Apw2r56qEgcP/vjEvMQ1h9WYnjpJ4aNt3bjtZrr69cXHUdMqePrtbWkluYOBT3UwT+KrwE3J/4uAj4AzvV7vsiH32k+QkiprvneXYqyoADTaQ530Rfu5ftlvsBqsRGr0L7Uv5qfcXirGUOproFGftEuV3s1V+oTdxMJxXH/UNfx13d9Z07mOclspnuLhC3t885xpbGqs5r1gK+u7N+5+h8zXlrT+fKVYL4EahrA71DSNwMOi7C4X6a9BliUOmyx+pA6biaYO0a/a2qyTymZPKOFwTxkmo8y/Fm/Bp9qIm6sxq2CQZW751nzWb+9O98N3h+OtIvP+4fMbePWDXdzwtSOQJQlNU4lveCP7dSYz81RvOROp+5at04V7WpMz5qkRu8wgXVpgxReMkVBUjAaZh14S73l/IEp5UbaF6/6AUTZyYt2xWfeZDSZcZmdaFa62qJ7aq0QFKLhBb9sYHJ9u6VLLEZ8j8uYDaf/zTFLcQBgKRzTlOig6+sI8/NJGWrqC3HT5vByfwxPmiKpZaYGVPn80/b3ZHQYG/gdeEIvT1p7QwQ/mqTL7IJm51t+OFvFjrBLtP9khuAlaJAAjCOa3/ENI+5qNBlq6gyiqRk1Si30wBvpAfgvAX54TvwGDLPZxO8zYLEacNlOWCNSBxqc+mCcV336U/HcIQP/SGGx2CswGmgItuHtEaTmiZK9OfRmKceFLzuGl9//FBa8Lwk0+RasUKpPKYxWOsqx+6O5gNRuZM7GUOVzKoxueYGtfLnt3MMjFtRjqZ2OjDf8gdqspaJpKfN2rGfvW5N3OlfyBbPi/9s47TK6q/OOfOzM7dXvJbnrPSScQQi+BUBKCEKUIAhJBQAGRIoIoiPoDEVEQFBEEBQWkI4LSNJTQQkkIJZwkQHqyKZtts3XK749z78yd3dmSLVN2z+d58mT33jsz3525c95z3vOWdVWs3RQ35vm5bubOGo7coAapmvpmDDxMcHxJNBIh3+/moOl7XuDvRN97RGvg53+Ncu3CEhqe/kW7a7pTsnPzziAup0EoHH8ffKab3Z4fXJzvJQpU1zez3VYMJN1BcT/e73KuXqpcyFZTFgCHN+5ad6awyUo6yJl4EDkT40Vx3NOOovWjF9pd5569qM9e85o/vR1zrcuN1bEMC4AfnblPrEyy/b4pLeh6u2P77uQNTVyO/kmj2hOslXm0g5V5yPSKGVZWjdkKuqdBcLc/sZKyQrXw2Gt85xOZ+oaOjbO1jeYyA4Xz/O52q/hUMtD3zDOOkhPirRedPh/l/jI+2L6Sv696NOG6k0epYh21zXFj3uB1sLk8vh/s6iTwx6paFu7FvpLH6aY53H23kZHjxXfspdQ71E0+prGF5hXPJQ1sCX35Hs1v/yP2uyM/efpbrrlndcs/EkuOFpj73AW5avtgfWUdw1rWqede80a3S7y25Ujfp8zzfcq02qU0PPfrdudzZhyLo5MVmkVTc4iCgJvbLomvev22Wf7Z8wU/Pms2xWau8K6aplgVKiCtM3xQQXDfm3Uel+3z3YQ4B6cvHvRmD0IbDDjyzVVgTqLx9PSRMX/n08qEPfK7/vkJ9z+vMl6+d9IMJo6IR8tbOeZVtd3bo93eQdW4ppaO08FSRUd75tFwiOATP40FGDpMj5hVZS/ai45rO6qbmDGupH1BqjZMHBkvEHP+V6YmvcZKNc3z56TVza6NeYpx+gMMO/ErgFrl2NtWgmrxOb5gLIeNm4nDcCSszBtCiTe7w9PxPni+R62aQp3kbnaFx+mhOUlp2I5oCjVx8ZKriAJHVgU5d0s1Lcseo/7+iwhXriUaajG7JEGLbVXuGjcHowN3fK4vJ2kTGiuNxOo//NiSz/mP2fe96dV7Cf7tEsLdKPsYrt5CaOPKdsfn+1a2S5UxCofhPfB0wpEI7322PZanGokk1ljfUFlHTbAFr8dFvt/NN48VjKnISzDmh88azvjhBYwsV5/Ts2+t58/Pxvfl023MASYXT4w1irEwbBHsDn//bwNkGoHTbiZw2q/wzv121xfvAaFwhD8903HmibdN/ESROYmtru+mMa9uZMa4ktieOyjXcmNL+oPgLDc7LU1Em4OEtqng2WiwisiueAqglfpnxFbmnRvzy+5Yym2PqYSlUDiCwzCYPjYezFmS33Uc0d4Ty7j27H057ytTmTQyPlYfttcwRpXncuS+I7lw0XQACvM87K5rpr6xNS192ge8mz0TcZvuccPl5KhRh/POtnibxu/vfQEOw4FhGOS782LG/P3KD9nZuAsDg6Hfv4xQZfL2nRZWEZDeRHx6nG5aIyHCkXCne98Wn9fEv3jzqoLEHhGNENr6Ga0v30k0WEXuefcR2b0ZR+loDJcH7+Hndvic9rQPO/5YZHhc14tNM5jv/wgnagLT+tmrOA8+s1PNDU/9vNP8Vjs1dY2Egy0sXbmFJ179gou+Op3ZYgiPv/I5zy/bwB8vP5xwJML1f3kXgAkj1Kx+7t7Dmbt38m2EgoCbYaWBhCA46Ny9l05c+fm4R4zELybjHdd/HcIyFaswjGPSIYR3bUwIiusNXUVB5/oTMzTyzElsXUMrKz/fydZdDZy5cFrSxzY2h6iqbeawmcO47NS9uP4vy6hraKWlNUxjc/pX5oZbTRCjrY00PH8rkcq15C7+I5EGta3mHDkTZ/l4DKe5TWWtzJsbCFeuxVEyCsPVPkumJtjCSrPWxJIPNhOJRpk3ewRyYzWtoUhsQdAVY4fmM3ZofoLXZPywfBYvmJxQda+swEewKcQlv3uds44VrN9WS0VxgPn7j+roqfsUbczTgZnC4vAHKM+t4Cf7X8H/vfMbIDFgzON089bWdzlu7FHc98mDgAqwypuxF8zo/CXGFYxmv4p9mD+6fS/07mK5V1siLfgcXe/LOezxAG3OtSx7PPZzw+PXQksjrlGz8Oz7VTqj2RbNe+3Z++LOcfLSuxspN4PDEutTGzS58giE1Oq/9ZOX8Rz0DYwOYgYi9VVJDXnt6Lk8+jGcXfEpOcH4pKm2Ga69I16UxnJRvmuWir3/hc9YsH88/c2fJHgmGSOH5LLFrHI3qjyXjdvrM2JlngzD5WLM9e3jCAYj3gNP7/qibnLVXfG+BftNGcKyVYmT9aEliV6QXJ8LA3jvs+1IsxHI6fOntHve9+UO/vDURwCUmvvE1y2eA1G46q43aWpO/8rccDjB5SHa0kikUhXFCldtImp68Tz7nYKzxFbPwuUGp5vwpo9oWfYorjGz8R3zvYTntGeTfLm1lofNTnOTRxXhdBi0kpgi2h3sQXLJJgL29qkfrt0Zm0ikyphrN3sa8FaoWuM+oXITizzKfXPwsP0SrrMioz+rirc8LPQkFvnvCJfDxdlTT6M80PMcXGt1391980YzeO/IkYfim38Znv1PNc8kBtlEdquIfMPTtZt2H1GGYcCU0UWMrshjeGmAxQsm47AF7vzy/HipWFdhYh33zlbdoS/eTXrc4/fzUeso5KzL8c2/lEcLvs2njOfB4MEJ19373Cq27gpSZLrr3v6kkp/eFy8uYfcadMYIM6J2yugirvrGPgS86Y2K1aSX80+YFgvQOmBqObMmlLaLWHc6HPi9rpghh+RbM/9cGg9gtbxcDsPA4TDwelyx9M10Y7h9CQFtjc/dTKtUXSKtbILYtYZBzqSDCW9RmR+hde/Tlt22+JMvt8bjZzxuZywKvW3xpj0huTGPb0F197vfl+iVeRoo2X8Oo6//RazXstfl4aZDrmuX6nTC+AXc+sEf2VwfT6i2qnOlAp8Z6BNsbejWJKLRDGCZN+owXJ4CVUbWcOAavx+htW+3f4Cz8+ATUAVd7r2qc+9CebGfy07di/rGVvIadtOy8zOM3BKi9buINgdje2wW0eYgzcv/RbSmEiNQTDSY6OL2+dXnUF3XjGvaLNa/9A7B4hPZUrWTtvz4nndiNZ09bifNtoCi4vzuVUg7Yu8RrNlUw6JDx2ZEiosmvTgMg2vO2peq2qZYAaVkqLrhcWNcG2zB22Z51tIa32bzexK/b/lpjr62Y+R4Y5N8AMKthDeuxFEyMulWhrN8Aq2rlsR+b373CTxzTor9Xmsz5n9/cXXiY82J0Z6uzO3k+duPXfasgo4CDvsTvTJPE5Yht8hzt29pGMhRRshuzLu7Mu8LiszX+uOHf+niSoUVoOd1KiPmGr03gdNuxnvIN/EedWH7B4T7blUwY1wJB06rIGfKXNyzjsc9UzUQsYJkotEo4Z3riEYjNL54O60rnye0fjmOomE4hya2Lczx+fB5XCxfs5P12+rYtCPIiCEBjpnTvnQtwE6zhKNlyIeW+LnpOwey6JCxSa9vi9/r4tJT9mJMhRq4tTEfXLxn6+h3ycmqMEpBwN2pIQc49/hEt7rVztNOi83dbKVGWhQE3NQE01exLAGPn8iOL9sddo3bL2mrV0dhYtppy/J/JQSddfb98eRYxnzPV8/WY/L97Vfmftv7u85W1TEU7l2luu6iV+YZjLVSX1P9BR6nm3OmncHo/OQGpT+wIu13N1ezbNsHDA+V8cwnL+PP8XHm5FPaBcU1hppwGI7YXrthOGKFNlxjZseu8xz2LZpf+0unRTh6iiO3BM9+JxMyXXCW667uw//R8Nyd7a43vHl4D/kmkd2baf3sNVrlaxBq4YCpw1myfHMswnjamGLEqCLe/Hgb9Y2tGNBhJv2ZxwiGFPa81GmuLyc2QdAMHF5ctoFpY4sZXpboXbvzaVU58ch9hjNrQve/ExNHFPLt46ewYu0u3vtsO7XBZobkqe/e31+UrFi7k2rbCrVtDEeuP4cd1U1s392QkgJFnZEzbg7NSTrS5Yybk/R6IzdJWm5LA5jBccmM+bVn7wvEV+Q9MebXnDmbj77YhbuD6ozXnDmbF9/dwHtyR+xYXUNru3a1/YFemWcwflfcIEwumsj00ikpdbPbS7He/+k/uPG1O/h41yqWbfuATfXty9o3hhrxubxJZ9JW6plr3H7kiMPwn/gTcsbs0+66viIe8aqMecPaxH21WJqLLx/D7cNZPgHnCDMa2OFihllMYltVA/tMKkOMUhkIU8eo/397cXz//M8/PIJDZsRXChOG9857UpTn6XbKkSY7qGto4R//W9uuXoKdnuR8HzR9KIvnT8ZhGKxcu5NINEo0GuV/H2xul4Pe1phb+/BPvNr9wlD9hXNo3MvgHD4VI1BM4PRf4yioSHq94YuPTW82qQqXkWC8yp1VT/1rh6kWxkfNHhHzdFhGvCfZYyOG5HbY4wFUBos1VlikyvuhV+YZjH3lO7dNyc1U4DAcnCa+yj/kU+3O7Wzc1c5L0BhqwufqeEWae+49YDgxDCOxK1U/YDXJiJpf8FBNfKYcOONWWlY8S+sn/01IaXGN2w9fjg/niKmMDsYH1tmT4iUjv3XcFObNHkFBroeTDlcDhcNhcMyckXz4+U4u/toMcly9myMX53uob2xN2H/XZDdWSWKr7WZDUyt3Pv0xh8+Kpyz2tICL3+tixJAAzy79khVyO1eevnfS69w5ifflgv1H8fw7G3j3s+24/vUp53VQFCUVOMzqbo6SUfgX/pBoNJp0UWBhz1B5p2UCB3nXsmXdBkoDFfg8LuobW3EYBgsPHM3xB41JeOwxc0axZtNHVJT0jzdidHniHr/dO9Kf6JV5ljAyr29qP+8pk4qSG93tDe2DwRpDjfhdHQd9Gc6cfukslfS1fPkY3jwiVapNZLiuCuewKfjmX4YjUIRzmLkSsA0YhmHgGjUTw+GiKM8Tc3naU048Oc5YJa6FB45h4YFjADVj/90lhyZU6eopJWbgXFWddrVnCtFolDueWBlLN9pT7FHnlVUNvPVJJZ+u280fTRc7wLSx7bvTdZdpY9RjN+0I8v3blyac+/FZs/n5ue33nvP87lgnv7c+2ZbWyaPh9uE77kr8C3+ofu/EkFv4F13Ho3nfZFu4kJDDzdo3XuL2x1UBqGBjK36vK+nzzBZl3Hf1kRTm9o/re+ywPAJeFwsPVCv4dVt7Vo1yT9HGPMOZXDQRoNMVb39S7Ek0TkPMjlrVLe1v0IZQE9406WyLYRg4CocSqa0kGgkTDtbgrJiIa5SqEucaMxvvkd/BPXNBh89xzsIpnD5vIuOH90+f6o6wouB31Wpjngk0NIU491dLWL5mZ0KVvj3B3ujkR3e/3W4b5TcXHczcWT2fsC86dBz7iMQ01OnjinG7HIwYksuIsuTbcz9dPIcFB6g86DWbq5NekypcI6ZheLu/jegcMo4v6v00Rd3IpjIqnNWM2/kKrV++T02wpV0r5FThdDi449LD+Nph4zh4ekXKSuZqY57hfGfmYm4+9Pq0vX5Om/SxPHcexd4ilm5+u13+eVcr81RjeAJEWxqINtYC0dg+OZi5qhMOwHB3si3gy+HoOSO7tUroS2Ir827W3db0L/ZJVX1jK009KIG6u67Z7gTi1RXxmJMJwwsoyvP06j7LcTn40dmJwWJzZw3nrh/M7bSVbmmhj73Gqwn6bx/5sMevnw6aWkJsMzsS7o4EqHDWMN+3kqaX7qC6vjnWtyFdGIbBucdP5bR5E1PyetqYZzg5zpxYilq6OGvKqcwbpVpgbg1uo6pJrTJWbP8odk1zuIWtwcq0eRCSkuMl2tIU2zd3+DvuMpdJFOa5MQzVfEWTfhrbFFa59I6lPP/Ohm4/PhqNUl3fzLFz4pXArGjro2aP4JqzZnf00D3C2ybArftFi7KzYc6GyvpYRkl1xI/LiKeAfbm1Lm0r83ShjbmmSw4Yui8njlPu6IOH7c9pQpVg3dkUL7by6OqnAajoRcW5vsZw+6ClMdbcxQj0fj87FTgdDvL9bv715jrq09iFSaNoaNOOtqU1wqNL1vKd37zSrYYaO2qaCIWjFOV7OHa/eNDoDeftzzeOntTnei083TTmfq+L+fuNIsflSEuDkJ7yxZb4Vt/WcHyiHo4qD0cq0sEyCW3MNd3C6XDy0Cm/58TxCzh0+IGUeIvZ3qAixGuaa3l763sAzBt5WDplJmC4fares1U+1p8dxhziUc/3/PPjLq7U9DfWyrztCralNcJDL61J9pAEfnLPO4CKcrbSo4rzPQkdzPqKu6+cy1nHqjLR3elzblGU56E1FEmoKJfpfPTFLoaXqhTUT1vjWQFOI0q5o5p5+4xIl7S0oFPTNN3G5XDG9vVy3QGCrWq/yqpQd8bkU1K+v9wpbh9Ew7R+/DI5xUNj6WrZREOTrgSXbqz65Vd8fS9ufng5W3fFW2/+94NNfPWwsR32xQ6FI4TCEQJeFxPNLnruHCeFue5++a64nA6O2Hs4h+81LKF/QVfE+6M3ddipMNPYvDPIzPElfH3eBD5cuwtsBeSumvx5uz3z0PrlRGoqY9UhBxp6Za7pEXk5Aepbg6yqWs09H/8NgJml6ctTTYZh1paPNtaQt88xKUuL60ucadQcjUZ546OtVA3iqPpwJMKDL6na3gFfDt85cXrsnFWTv7PSoTVmjvHJc8djGAaGYTBrQmmsdG9/sSeGHOLGvKtWrJlCayhMbbCF0nwv08eWcMbRk8Ch1qZV/tG4gu1bRDe+8Dua3/6H6pZoEm2qj23DZTvZN7ppMoJAToD6liC/X/FnWsItTCwcR6470PUDU4gjL17sxTssNRGlfY1zDwflvuSR/63l3udWxUraDkZWrVPBk+OH5eNyOhg5JJdbLjyIA6eVc6JZe7+z1KP1lapGd1Fe5mR5JCOTjflDL63mnJv+l3CsytRZUhB/XwPfuAX/o3Jv4gAAIABJREFUqTdSMWkG0foqopF4QJy9I1t4m1THohHqH7iY4CNX96f8lKGNuaZH5LoD1LbEmwmU+pLUSk4zsfKsgLu8e01PMoVDZ6rysKFIapo0VNc3t1uBr1ijCgN9vrm2XUT37rpmrrt3GRvNymYDjWBTK5t31LPFdKl/z2yAAqoOwHlfmRYzgG3fmzWbqrn0jqXUN7aybFUlTofBuGGprVWwpxTkqgyKqgwy5rUNLTQ0hXj5fVX4yd6j3PJ4FNgi1h3+QpyFw1TPh2iYaDBe4CeyO54KGN65Xj2f2WKV1ibCuzrOTog01ND8wT8Jb+s6PiKdaGOu6RETC8cRjsa/XG2brmQChsOJd+555Ew/Goc7s1dGbTl7/mTGDs1nd4pyzS///Rv84M43Y78/+doXbK9uZHhZgEg0yobK+MQtGo1y66Mr2LSjnjc/3prs6bKKL7fWcuntr/Pyextjx25+aDnX3ruMbVUNBLwu8pLsI1sNO9quzB96aQ21wRbWV9ZR39jKmKF5Gb8P7XQ4KMz1sDuDqg5eevtSLr7ttdjv9natVu31ZO+rs1gFvoV3xT/PsNVe1ekmWrudSO0Oml+/P3a++a2HO9TR8MyNtLz3FA3P3EDwietofq99eetMQBtzTY+YWDg+4ff9yvuvaUpvyJl0MN6Dzki3jD3G4TAYURZg665g1xf3kvdl4v7iph31PPvmOgCcZpBWg231+cryzWzaoXTVN7SyeWf/a+xPfnH/e9Q2tPLQy2tikxbL47B6YzXlxf6kwWo+j5rANtqKyESi0ZhrPRqJ0tAUwufJjjjjojxPxrjZk6XI1TW0UtfQwqp1VQQb1XueLPDQUTISDAfhbfE+5uHKtRieXJwVE4kEd9Pw9M8hGiFnssq+CW9ZRd3di4k2JXqaQtvWEK2tjP0e2bWBlg/+2Sd/Y1+jjbmmR1htTgFuPPhaxheOSZ+YAUpFsZ/quuZ2ec59STQa5Q9PxdPfVm+s5rp7l8V+/8rBifvC9Y2t/O3F1ZQWeCnK8/DGx9u49s/v9Ju+VHP/8zLh9y07g5R30B7UWplX17XEelZv390YO9/QHKKxOdSuW1mmUpTn4dN1u/kyRbXEO6MuSVBhbUMLtz22kl//Y0WsE1mut/17a7g8OEfOILTmTaIt6vOI7FyPY8g4jEAx0eBuok1qwuUoGIqzPB5PE965LuG5Gv99S1/9Sf2ONuaaHmFfqeSnsC3rYMIK7ulP12fbkrHvfRZfpZ96xIRYXfrddc389/1NsX31rx0+jum2xiCRLCo20hk1weaYYbaoKE6er20Z6UeXrOW3j6xg664g19z9dux8Q3OIhiwy5iOHqO/xL+5/L81KSJpBceujH8YmGlt3NWAY7aveWbhnzifaWEto8ydEo1EidTtwFJTjCBQSbagBlwdcbnKmH03EtvIO70zcO7daKWcD2phrek1G5ZYPIPL9yvtR29B/ueafrq9K+H3N5prYz4fMHBorCfr8Oxt48KXVPP7q5wAUBjycvWAyx8xRFc3qgtlVqe6JVz/n+r8sI9wmwHB3bTNbdiS6Wkd3kEbmcTuZZva3/2xDNR9/kfhePvC8pLE5e9zsc812rKUF6Y8vqTfv+RFlAfafWs7B0xP7mm/dFcTvceHoYOxxlqqOZdHaHbSufB5am3DklWJ484AohJrxHnQmhtNl9m5QtCx7lJA90M3hxDlyJv6v/SzhWPOyxwlXru2bP7aP0MZc02MWjJnH0aPmplvGgCUvYBrzfjSUVuqVxfptyv14/glTyfXl4MlxYhAvaWoZrIJcNw7DYNJIVVUvk6Kgu2LZqkqee2s9GyrrWfLB5oRzUeJV96wWuJ1FolcUx1du1l75uQunxI6FwlH8SVzBmUh+wM0BU8tJ99w8Go3GYha+u2g6F5wwjXOPnxqbOAFs3B4kP9Bx7XXD7QdPgEjdjpjRdQ6dnNCVzTlyBgA5045KeGx4Q7zhTLS5Xq3oi2wd7SJhWlY8S8O/bur5H9kPaGOu6THHjzuWRROOS7eMAUtBCox5fVMrYyryuO/qIxlSpNzJE0cUcMBUtRIyDAOP29nOjW5ps/6vy6Ia8v96Y13s54dejq/CTje7W61YrcoUn7NwCn+84vBOI9GPP3hM7Oc3P97GzPElHDxjaMI1Q0uyx1WbH3BTU9+S1hrtL727kcdeUR6ggC3Aze4hCYUjsXuvIxyBItVkyTBwFA3DWTraXJkDhhNHQE0OPAedQe6598QeF21V++zRSBhaGjE8AQxnDrnf/D2+E66xvUJmbS1pY67RZCh+rwvDSB4M1Fc0NIUImCvHCcNVuVHLvW9huYlL8j0YQL4/JxZFnOtX/9f141ZAT4lE2g+2DU0hNu8McoLNCANccdosjp4zkou+qiq8lRZ4Y56JzigIuLlwUbwq3P5TygH40w/ikwCrHns2UFrgpSUUobo+fZOzNz/eFvvZ7tXI9ydOqrpqcWq4/aoFclM9hketyK09cCM3Hu9hGAaGrdVzaJPaZ7cKzcQe683FVTFJ7bdDrOJcpqCNuUaToTgMA7/H1a4oSV8SbArFDHO5uTLPbTNoHr2v2hcfXpbLb793CDeef2DsnJV/3VlJ03TwweodfPvmJazZFC/VGY5EeMnMJS8rTAxqs/722WIId/7wSC47da9uv5Z95X6gubeb43Ly6wsP4hfn7pdV3busZjI/vuftDu+7Zasq++2ebGoJscFWiMjljJuotrEHXa3MMRstRZvr40bcryasORMPane575jvq2j3mm1EG2uJNisdhjfRs+JbcLn6IdRM44bMqY6ojblGk8H4fTn9aswbm1pjK3NrsGy7ZTp//1Fct3hfvrtoOgUBd8JqyWcGIWWSMY9Eovz+yY8A2GZrirLkg838c6nqxuF1u7jy9L1j50ry40FfI8vz9sg17jXzzcvbdEHz5DgZnmW9wkeYEe1NLWHe/ax9ffOtu4Lc9c9PuO+5Vf3y+vY897Z7920j19tOyNqiVuaNRJuDsb1yR24JgdN+jXv2ie2ud43ZG+/h5wIQWvMGjf+5VT2PJ/EzdA0VYPZ92Pq369rlpqcLbcw1mgwm4O0/Y769upHahtbYytzqf50s3WdMRX5Sl7NhGOT6czLKmL9hq0rX1Kry47fuCibsj/s8TvJsHojeZGQML81lzuQhXHLSjB4/R6Zg9zJsSVIMqLJK7SfLjf3TnKSxWX1ex8wZyW8uOjjh3GxRxqWnzGTviSowMc/feVU9w+0j2hwk2lCL4YtvdTjyyzCM5KbPioJv+eS/ROtU7IQ9aM7Cs9/JsZ/D1VvanU8HmeX012g0Cfi9/edmf9YMBLMi0g+cVsGumiaO3W/UHj1Pni8nlkqUCdj3e5vM9+7Pz36acI3P4+qz/O8cl4Pv2vbNs52RQ3LZuL2eTTvarzi3VSlPR31jK5FotMPUsJ5iVdPbZ1IZhW32xB2GwczxpZQV+giFo8wY13k/CMPthxal1/AXdXpt7DHeXDwHnUHzmw/GjyXJNXdPm4dr1EyCD1+p6r5XTOrW8/cnemWu0WQwAV9OQinV7bsb+qzk5upN1ewrypg5Xg2KLqeDRYeO2+O86FxfTr8G6bXljY+28sSrn3cYcV1d34zX7cTtcsRWesE2VfR8Hlfs77SKpWgU1y3elwOnVbB+W11CcxOAbVXx1foOW7W77bsb+NuLsl3efjKefv0LHnp5ddJz1uSrs3twaEmAy07dq8v71L6iNgLdM+YAjuKRHT5PwvFACTicsRV8utHGXKPJYALenIRyrlf/6W2uuuvNTh7RPULhCDurm6jog7SpXF9q3ewPv7yG595az6r1u5Oer6xqYEiRD6/HRWNLiEgkyq6aJhYcMCq2kvS5nfg8Li5cNJ3Lvz4rZdqzAafDwcEzKgg2hXhfJhoqewxCdX18UnnHkx+x5IPNCec74pk31vHye5uobZPOGI1G+fhLVcfA5+5946acyYfHfnbYote7wpFXGvvZPWuhWuEnwXA4MBxOWlY8F+/Alka0MddoMpjSQh+765qJRKKxXO5QONqu5Gh3iUSiPPbKWj76YheRaDQWxd0bcv051PdjnvnaTTXsqI6vAnNy1LC1Yu3OdteGwhHWbq5h4vBCfGYmQHV9M+FIlLJCH0fsraqcWau6fScP6ToqehAyeXQRef4cVn4ebyP6yvLNrN5UEyuiU2PWP6htaGGz2Xins97ubbn10Q8Tfv9w7S5eXaH2nzsq07onGG4fOVPm4igahqNkdPcfZ63iDQfufU/q9NpoSL0HLStf6LHOvkLvmWs0GUxFiZ9wJEpVXRNvfBTPv73sjqXccP4B7XLCu+KD1Tv4z9vx+tPF+b0v3alW5iFqgi39Yhhv/Pv7uHMc3HXFXKLRaMxT8fnm9g1BdtY00dIaYczQPDZur2PZqu0sW6WisssKfRw2cxgnHjoWdxf544Mdh2EwY1wJH67dSSQSZe3mGh54QTWhmTSikC+21FJZ1UBjc4h3V8Wj3vfEQ2NVG2xqDvHwy2sSUiKtjnS9xXvoYqLRSIcBb8kwHE78J/1clX91dP64oWf+jMrn7iGyezPh3ZtxFg3vreQeo1fmGk0GY7nBd+xupLKqgaI8D0fuM5xgU4gvtuxZd6tIJJpQkAPokxzoPF8OkWiUy+5Y2uctWy3j0NKqPBF1Da20hiIYBu0CtD75sooHX1J7sWWFPuaYBVwsygq8OBxGxvcWzxTGD8sn2BRiy84gNz34Qez48DJ1Tz71+pf89L5lsfcckhvzhqZQp56kx5es4aX3NvLUa18AcMlJM3F2YUT3hD0x5BbOklEdutft+EZPx3fsJUA07bXatTHXaDIYK995e3UjdQ0tFOV5OPEQ1ZbU3m6zO/znnfXtXNN9sZK2r6i6s2e6J2xuY7Ctmt1TRxfRGorQ3Bp36/7mkRV8Yu65lhZ4E3LHoW+8EIOJPNPrY2+JesDUcvafWh6rW7+zRnU3O2wvVcL2zY+3JVTei0SiXHzbax3mpV9/3zLeaTPB3GtC51HqmYYRUPvx0WDyGI5UoY25RpPBlBT6cDoMtu5qoDrYQq4vh1xfDj6PMyGauDts3F5PWaGXU+aOB5QrtS86euX64hOCcJISqr1h+Ro1+SgrVIbYamYydYwaQIPmSrBtz/fCPE/CJGPe7BEJ1cQ0XRMwPRiVtvvsG0dPwuV0cP4JU5k+rhifx0XA6+LEQ8YBsGr9blabOeiRSDygzdrqiEajCUWJNmyvZ12b/unZ1oXRcKrvUMv7Tyd2XEsxes9co8lgnA6DknwvL76rypCOqcjDMAyK87xU7WGf87qGVvID7lj+rjunb4ybvXjHqvW72XfykD55XoANpvG2Bvj12+ooLfDGqn/VN7aydOVWnjYru4Gq4e0wjFipWYCTzQmMpvvkxYy58rb84tv7x7YovG4Xl5+amAWweMFk/vqfz6hvbGVDZR3X/+VdclzqHps0UpVRbQ1FiAKFuW4MwyDY2EpLKMIZR09KcNdnG47CYUSqtxBevxxXxcS0aNDGXKPJcHL9OWw3o7kt12dhnieWGhSJRmlsDiV0mEpGfWMrJfneWDTy5FHdz73tDLvRXLJ8M2cc3XcFNKwiJVb+8aYd9YwckhszKsGmEM/YuqABHDZLtau0VpbF+Z4uG6Zo2hNbmZufQW4XrVynmd6ShuYQn5lpg60htVceMj02VkW+hQeOYd7sETQ2hwg7HDQFm3nwpb7/G1KFb+GVBB+5ikh9VdcX9xNZZ8yFEPOAM4GDgRHAVuC/wHVSym1Jrj8BuB6YCmwH7gVukFL2X8FrjaYPsVeAs1akRbme2H7yfc+t4s2Pt3H3lXM7dSXXNbQwujyP8mI/P108p88agJQUeMkPuGOtWrfsDFJe3vtOYZ+uq6K6vgUDqG1o5dcPL2frrgamjC6iIFdNatZsrCbPnxNLk7ry9L2ZPEpVtAt4XSw6ZGyfegoGEwUBNwUBN5vMtDN/F5NFq2Z/Q1OI1jYBb43mNoi1LeK39QMoK8tj0xblmh+VpQV8HIEiCLUQ+vxtwnstiJWFTamGlL9i7/kVcDjwFHAJ8AhwGvCBECLhWyuEWAA8DVQB3zN/vg64NZWCNZreYN8PHl6qAuIK8zzUBFtoaArFItSTtSG1oogj0Sh1Da0xl/joijzy+yiNzDAMbrnwIG48/wAArv/Lu9z+yPJeP6+193rcgWpgtIrE5AfcVBT7mTqmiFc/3EJTa5jRFXlct3hfpowuirnkDcPghEPGMqw0e/qJZxIOh8EMszqgz+OKucw7wuN2YhhqZd62clxDc4gnX/ucH9/zDgCFbe49T46TS0+ZmdUFfKyGLA1P/pRotGd1IHpDNhrzy4EJUsqrpJR/llJeAxwPDAUubHPtLcBy4Fgp5T1SykuAXwIXCiHSs7Gh0ewhQ0tUisxlp+4Vq6NelOchGoXla+IVuqyVscVjS9ZywS2v0NDUSm2whXAk2m8R3S6ng/IiH7lmmtpLyzZ0/aAu2FHdRHG+h4o23cjy/Wq/dfakMnbXNdPcEubg6RWMqcievuHZQql5v4wo63pCFGvZ2xRKKB5jGfhn31wfO5asF/nM8aV9NsFMB/6TfxH72eqFnkqyzphLKV+TUkbaHkOtvqdYx4QQU1Gu9T9JKe3TxDtRf3fnpX00mgzhu4umc/nX90poLFFkDoYbbb2fa9oY8/+8s4FoFFZvrOG1D1VlrZKC/kvP6uso5F01jZTme9ulz1kDfpFtYtLW4Gv6Bqu4zpBuVgoszPWwYXtdQv+AoSUBmttUhivMzV6j3RGOQBHeeWo9GW3on65ynb5+yl+xHxBC5AK5gD2J1mpW/J79WinlFmCT7bxGk9Hk+d1MH5uYe2vtd1tR7gAbt9fFfrYPnrc/sZKnX1fR3qX9aMwBvnXc5NjPkT1IU9te3RiLmv732+t5/p0N7KhporTQF2vNOmlkIScdPo4po1Xgnt3IJ1vpaXrPnMlDmD6umJMP7142wJzJQ1izqSZhkjm0zUTLb2tyM9Aw/CpqP9pQk/LXHhDGHLgUcAOP2o4NNf/f2v5ytgLD+luURtNfDC8LxLqdAYwuz+OFZRtZtqqSUDjC5iS9qCHusu8v9p5Yxunz1A7WeTcv6bCzWVuuvustfvSnt6kJtvD4K5/z6JK17K5rprTAy/jhBSw6dCzfXTSdhQeOiRkCe4tMXdWtfygp8HL5qbO6PVmy4hPsBY0qbPfchBEF/OD0WVmXS95dHH61DZaOlXlap0dCCAfKCHeJlDJpUq0Q4jDgp8DDUspXbacsv1CyfpFNwB6PaiUlfRdpWVaW12fPlUqyVTdkr/aOdJ+1cCpX3q66NR174Bjufvoj7vrnJ5zzlWmxtCKLkeV5TBxZSEV5Qb/rrRii9EYBpyeHkoLOXbQttipu9W3cseWluZQPyefcRTPbPa6oOL6PO3pkUZ+mnw20eyVVTGxq32hl8tgSnntL7ZefuWAKsyeXt7sm3bp7g117pMBFEPAbjRSm+G9Kt6/jMGBJdy4UQpRJKXe2OTYZFdX+IXBem4dYU8NkU0qv7Xy32bWrfo9chx1RVpbHjh11XV+YYWSrbshe7Z3p9jniq5u9x8VbPG7bUU9LKIw7xxGraf6zb80BSMl74LXZ1BWrKhM8CMmw13N/e6Xa2//uounUN7Yya1xxtzTXVvddGdmBeK+kCo8jPj6eduQEZk0spao2vp5yRiLtNGaC7p6SVHuOl7od22nt47/J4TA6XVCm25h/Bnyrm9cmvDNCiJHAi0A1sFBK2davaLnXh9Le1T4U6H1TaI0mjfi9Li45aSZlhV48bidzZw3jlRVblJt9R5DhpQEWHjgmVvQjVUwYXsARs0ew5P1N3PbYh3zjqIkcte/IDq+3p96t3aT2GscOzaO0ixW9JvPwul0MLfGzdVcDuf4chhT5E4LhBkOaoOEvILJ7S8pfN63G3Czy8tc9fZwQogRlyD3AkVLKyiSXrTD/3xf4wPbYYahiMyuSPEajySpmTSyN/XzWsYJVG6rZvruRLTuDzBhXwj6TylKuyTAMLv/GbJa8vwmAh15ew7SxxbGmMW0JNsXz4+XGanJcDgoC3dujveir02PV8TSZgdcMWPR71FbPRDNw8Yi9hw/YvXI7Dl8B4c2fEAnuVsVkUvW6KXulPkIIEQD+DQwHjpNSJu07J6X8BLXyP18IYd9M+y4QAZ7ob60aTSoxDIOpY4r4ZF0VNcGWtOfsnnrEhNjPqzdWU9/YmrQVZrBRrcxL8pUBnzamuMsCJRazxRAW7J/6aluajrFiF6zP0GEYLDxwTJcV5AYKOdPmARD68r0uruxb0u1m7wkPAvsB9wFThBBTbOcqpZT2Cr9XAs8ALwghHgGmAxejcs+zt6q/RtMBY8rzWBLaDMRLZqaL+fuPYtywfG568APWbavj/uclB0+v4NzjpyZcZ63M5+8/mgdfWp3gbdBkH6PK8/hsQ3VshT7YcA5RHeSa33wQ5/BpOItSkziVjcbcqvd3jvnPzqtAzJhLKZ8VQnwNFe1+B7AD+D/gF2g0AxCrEQuk35iDyg0fUZbLZxtUqs7bn1bGjPnmnUGGlvgJmnvmc/cexpiheYwbqiu5ZTMnzx3P1DHFjB/e/5kTmYjV3xyg4bFr8J/8fziLR/T766b/276HSCnH7OH1T6Nqsms0Ax57O1J/hhTmyA/k8Om6eF11gM+31HDDA+9z+lETCTa24vM4cTocjB82OA3AQMLldHSZwTCQMRxOAqffQvDRH0G4ldbVS3EecFq/v27W7ZlrNJqOSTDmGbAyB1VL3cIqD2pVCFu/rY5gU9ftWzWabMKRV0rg6zfhKBpGpGpTSl4zM77tGo2mT7BHgWdKVTR7IF7I7G9tdXh78+NtTBxRoI25ZsDhyC3Bd/T3iIZaur64L14vJa+i0WhSgscWdDS8NDN6Q9vLru6qbeLzLTVst+W+r9lUkzFeBI2mL3EUDk1Zb3P9DdJoBhjnf2Uqu+ubu53e1d+07bj10EurcbTJNx6skc8aTV+hjblGM8A4YFpFuiUkYHVqG1YaYMvOIF9uVcUcrYp11jmNRtNzMmPqrtFoBiwjhuRyyhHjufK0WQnHR5bHG1GccPDYVMvSaAYU2phrNJp+xWEYLNh/dLs2muOH5TNhhEpFy5QtAY0mW9Fudo1GkzIO22soJQU+Dp5eQXG+lx+evjfhcO87EWo0gx1tzDUaTcpYvGBKwu8upwOXjn3TaHqN9m1pNBqNRpPlaGOu0Wg0Gk2Wo425RqPRaDRZjjbmGo1Go9FkOdqYazQajUaT5WhjrtFoNBpNlqONuUaj0Wg0WY425hqNRqPRZDm6aEz3cAI4HEZX13WbvnyuVJKtuiF7tWvdqSdbtWvdqSdV2m2vk7TMkhGN6lKK3eAQ4PV0i9BoNBrNoOdQYGnbg9qYdw8PMAfYCoTTrEWj0Wg0gw8nMBR4F2hue1Ibc41Go9FoshwdAKfRaDQaTZajjblGo9FoNFmONuYajUaj0WQ52phrNBqNRpPlaGOu0Wg0Gk2Wo425RqPRaDRZjjbmGo1Go9FkOdqYazQajUaT5WhjrtFoNBpNlqONuUaj0Wg0WY425oMUIcQ4IcSodOvQZD5CiBFCiJJ069BkPnpcSR+6BWoPEULkApOllO8JIQwpZVYUuRdCFAL3AEcCFwAb0quo+wgh8oGFwC7gEynlZvN4xr//Qgg/MEJKuTrdWrqLea/cC+wPfAN4Lb2Kuo8QIg+YC2wDVkkp683j2XCvZN3YoseV9KNX5j1ACHEBapD4rRBiuJQyKoTI+PdSCPEToBKYAfwEeDW9irqPEOL7wEbgt8DzwBIhxNUAmf6FE0JchHrfr7FWuEKIjG7gbLtXpgI3Ah+nV1H3EUJcjjIm9wHvAC8JIb4FWXGvZN3YoseVzEB3TdsDzNnnhcDlqHZ0rcD/SSlvT6uwLhBCHAT8DdU+75fAv4DPpJRNaRXWTYQQXwfuAB4CngZCwHnAWcDVwN1SyupMm0kLIUqB76PuGR+wE/i+lPKptArrBCHEPOCvQAHwG9T7LbPoXjkP+BXwZ+B/gAFcBRwCnAY8I6VsycB7JevGFj2uZBbazb5njAOuA94GLgMeA84SQrwipVwphHBIKSNpVZicScBY4HHgNillHYAQoggIWb9nGuaKxADOBaqB30gpN5rnvkAZnKuAKuDPGfiFmwL8GHgBuAE12C0WQrwvpdyQoYPETGA4apD7re1eyQOapZQt6RTXEaanw4dy8a4BbpVSbjXPbQXuAm4C6oHnM/B9z8axRY8rGURGu28yDSnlB8AVwAIp5XLgemBv1H4imfZls1y5Usq/Av8B9gMmCiEMIcS9wFsoF+QfhRAz06c0OVLKiJQyDIwB3pBSbhRC5JjntqAGvDzUoLcvpN99bX99KeXrKGO+SEq5FPgF8BXgOPN8RgwS5v1g3Su3Ap+i9j7zhRBuIcTdwBLgWSHEj4QQo63HpU20iU13FIigjMuLUsqtQgi3edlHwL9RBvMsIcQE+2MzgWwaW/S4kploY94BQohDhRCTTPdXDCnlH6SUjeZM+e/AG8DXhRBHmY9LtzGJ6W5jLG4A8oG/ADWo4KBVQAtqNfOsdeOmi2TvufnzKuAYACllqxDCaZ4OoLxL+wFfSedKVwixnxCiAvCYv1sD3i+llM3m/fJb4DPg20KIvezXpVtzm73ZK4BpKBfqLtR7Xw2MQN1HzwghytI5GWn7fpsMAb4E5gOY7vQcc+C2PArHAYeZ59N1r2Td2KLHlcyYeHeGNuZtEEIcJIT4GHgWWA68aQXPtMF6734IDEPN4vLMQTHlX7qudEsp3wT+AUwA/gAcDXxdSnkY8FUgCvxUCDE8k7RLKatRATVDhRDXm8fC5hdvf9Re3SrUID0sDdoPNbX/G2WoXxZCHNXJl/8HwD4LWU8JAAAT1UlEQVTA14QQ3nTcL51ojgBIKV8AnkENzLegVunHSymnomIARgP/Z1v5plv70abuDcCbwBQhxIXmsVYhhAeYbf4tlcCJ5rFUa8+6sUWPK+kZV3qCNuY2TPfh3cA64HzgdGA38AchxA/t10opQ+aM7R3gQeAE4ETzdKq/cN3VfQMq2OMuKeUXtv3PZ1FBQ8eiopdTtgroQvuPzMseRQ0Y1wkhnhVC/Ax4HVgM/BMVqDUb5RpLpfapwAPAWlTg0hVAOXC/NWhYq12bofw3yhCdCxxkPlXK7pfuaDa5BHgCuM+8V6ygpgdQ+89no9yUmfB+/1WowDdQ6VHLgd8LIe4RQvwAFQi3AHgS+Dtq5e5PhWab9qwbW/S4kp5xpadoY57IfNQM8w4p5SNSymeAb6I+8F8IIY5pc7314f4ItV/3TSHEKCllRAjhsLlt0q5bCOGSUm6WUp4npVxvf7DphnzL/HusVU6q3Eqdaf+ZEOJYKeUm4GLUymo0aiDfChwspVyGSkNqRH3xUql9EVAE/EpK+YCU8l7gFNSM/g9CiAn2vU7bYPADoAI4QwhRat4vqRooOtP8e2HuJ0spN0gpT7ECgyyklDXAUsCNMjKZ8n7/TggxSUr5Ecq9+1eUC/VGVBbBEVLKt1ETgRbMeyWFZOPYoseV9IwrPUIb80RGA5WmmxFz7+pz4GbgQ5Rrcax1sfnFckopK1GzuMOBk4UQQ1ArrwVCiFRkDHSpGxhpXWzbG7UbmG2olJimFM9AO9O+AvM9l1JWSSl/CBwIDJNSngQsM59jN2rvVKZCsO39mQBslFK+ZdO+AmVAKoHb7a5oa19aSvkZKlr8dOBwc+/32/25t9hNzdtRRtFje5zT9rN136w1/6/pL7129uD9/p1Qe+SfAt9G3SvlUsoTgQ/M59iKinr/PBXabWTj2KLHlRSOK71FG/NENgMVIh6Bad18EhWJvDdqr7Pd+yalvBH4AvgO8AjwJ+BMUpP+t0e6rYHC/DkqhChAuVVDwCspnoF2pX0Wie95UJopL+bfYeXnbge2pGLAsAWL7QaKrdWsTfsbqCIU8zFXr0numSuBOlQKzF9R98uF/aV/DzQvQEXcWwNg2HavRMx75Xuoe2V5f2jthfZjibujo1LKLVLK3eZzhIVKmboA9T2tTvY97keycWzR40oKx5Xeoo15IhtReagnQ2wAsCIZX0Pto3wHFe2I7RqfEGIy6gs3AZgOXCClPE2mpoBCT3X7hRCzUK6m81ADxbsp0Ntj7daAIITINbVfgDI+fzQH734fMEx9EVQAVjHx6GhLezMqZect4BrznLVnHhFCeIHJqBSwfVFuvAuklOf0l/5eag4LIbzmwHgRcCqqKMvK/tDaR9qjtscHhBDTgO+iisf8Xkq5W6Y23SsbxxY9rqRwXOktg8aYd2cWbu6rbALmm19+MN8jc6/wYWA8agWAbe9qPirYYwHwa6BCSnlPBuv2CyG+gvqCPYgqwfgAsFj2YaGHfnzPhwAvmpp/htoHu6GvdHcX8zOuQ0VHjzAPWzP4L1ABV3sJVVXNyufOQVUi+yfKdXozfXi/9INmvxDidFQQ2cPAT4H7gYtligvI9EC7QwgxDOU2fQhVlOUh4Pd9qas7q7ZMG1v6SXOqxpX+er8zYlzpKQPemAshJpgrIev3pDeCbf/pV6jV0snmTC7mZgRWo26QeZBQfCAP5eqbKKW8yjyWybobUPnDb6Kqk02RUl7eF7pToD0ipdyOymt9EtWQ4sq+XmV1NmCYLkRL302oJg1HWfrMvc4IalCrNf82pJRRKWUrKgJ7Jep+uboP3/f+0NyACsDagCocI6SUP8iG9xvT1Y6KYH8Zda9c3VfahSrXC+aEoqPJayaNLf2sub/Hlf5+v/t9XOlPBqwxF0JMF0K8ArwEfAI8JIQYaXOntB08wgBSyodQX55vEd9/s/aBPkLdSA3mc1g3xt+llGdLFWCR8bpN3gYuNb9s63qrO1Xabe/5n6WU1/eh9qlCiKeEEOebhzqd/dsGqDtR0dSXCCEOaKP9NWzfMdsgc4uU8qu9vV9SodnkSZRr9+Jser+t46jo9yv6UPtMIcSTwJNCiLdQgXe+Tgb+tI8tqdBs0h/jSirf7z4dV1LJgDTmQojpwHOoggW/R83KjwSeFkIsNC8zbNe3rfBzEepD/7lQEY8t5nVzUXt2X0J8gOnDmX5KdFuapZTBvtCdSu2297xP9rCEEE4hxDmodKsTUeliZeaKr6OZv71kaxMqIGwv4EdCiAqb9hNQkdMbzWtD9r8hGzSb17earslek6b3u6++ny4hxDWoYiNlqKj+MOrevUsIUZxMezrHllRqtvT21biSpvc74/fGO2JAdk0TQlwLXAocJ1XhBYQQ+6AaXVQCJ0spvxAqRzJkns9F7Qc+JaV8UwixGLgWdfM8gkqx+DoqP3hBX6zCB4rubNZuGoA/ma8lUbnJt0opf9HF4/JQe7C/k1JuEqoN5PdQg8NfUF2vzkUF2MyXUm4bzJqzXbs5ofgmai/1MeBPUsq1QqUeXmEeXyCl/G9bg5Ku+zwbNQ8E7eliQK7MAQFsshkVt1SNDK5Dtev7FcRn7kL1EP4ElUZRbj7HA6hIyC2oQeIa1N7hCf344Wer7mzWHkD16j5eSnkaquPWacJMaRFJinOYruGPUd2tZpmHfwWcg6pTfSMqsC2MKm3Z10YxGzVntXbTWByMKkDzSymllWvfigpmrEUFqbWNpE/bfZ6NmgeC9nSR1cZc2IKs2mCV3xtl/m65Nf8GPAWcIISYb17zQ+CPqH3Bmaia1KCCZ5ajoh2nAfOklHOlKvgxKHUPJO0inhv7MHCilHKzeepO1Iz9IvN82PYYjxDiBlQ506dMjf8xr2uVUj6Hqus8EzhSSnmYlLJXBSeyUfNA027jBuBYKWWVMDvNmYZkE2osbbT/vUKIy0nhfZ6NmgeC9kwhK93sQqX33IjKuaxCpRm8JqWsNc9fhKqadLRUbSgRZj9gIcRBKLfcl1LK+ULV8B0CfCST5G0m2YMZdLoHsnabxli/aCHEM6iCGOdLKf8jVLR02Dx3AGpWv7I/tWej5gGs/XUpZY3pbWqXjieEGIkKyrtWqhay1vFxqH3Zj9Nwr2S05oGgPdPIOmMuVKDVP1Duug9RM60RqFSIr0qVxjIWVUDiSeB7MrFgAEL1Z14InCqlfEPrHpzapZSL2lzrNHUfitpbex+1198sbHv9WvOg0/6iVCVh215vmPf+4ai0vWOklC/bJyNa88DUnolko5v9RFSzhW+i9scmomoEHwfcJlQJwQ2oogWLsRXJF/HUoAdR+7hDtO5uMSC1CyFuE0KUWBfKeETr68DTqHrNVsvEBMMi+re8YzZqHsjaF7TVbmq0VkJ7o/q9f2EeT6VhyUbNFtmsPePIKmMuVAOI41Du2delKuMIcDvwc1Qt3ZPMD/d+VMDDz4RqZAHKXQeqYEc1qhi/1j14tV+Eqibmsj3G+k78GlUAY7E1qAiVR18O/ZfCko2aB6t2G9OAHVLKL8zncgghhookqVODXfNA0J6pZI0xN/fYmoFmzMR/YXakkqpU4K2oso2XCyGmSilXomZ5x6AKTJTLeM7mUaiArU1a96DXfilmr2XzXMR08X6JCqYRqHaPV6LS7E4z9/m05kGu3bzOg6r3vtT8fSTwDVP7WZl2r6RT80DQnslk5J65EOJklKt2DfCuVNV6rA/8JlRKyl5SyvUiMVhmLqqG9NWoKlsRIcRvUPmoz6FmfcWoAvuFqPSYysGuW2vnKlSuc1vX7gRUXexJ5qH/AadLKXcMRs1ae3vtQjVBWQlcjypjejlqxfk6ynW8fTBqHgjas41UtOfsNkI1T3gAmIPagx0H1AohLgWekVIGhRCfoHINvwVc32a/ZClqhnYmcBvQIqW8QgixC9XB5zlUytQ64Jy+MirZqltrb6fdet4cVPW6b6MMy/vAZVLKpYNRs9besXZgLGocPQT4IaogyTFSyv8NRs0DQXu2kmlu9pNRbpVvoXIC56CiHP+AMgygoh/Xo/ZTZoCKioVY0MzjqDQHq9kCUvUD3hfVOvFEKeUMKWVftuTLVt1au9I+w3ysRQBYhCpKcbGUck4fGpZs1Ky1d6zdigGZA1wnpZzch4YlGzUPBO1ZScYYc/ND/BbKFfO4lHKTlPJj4BTgI+D7QohDpar7exdqpnchqGhGEQ+U2IDaixllf36petK+19cffLbq1to71i6lrEbt3xZKKe8czJq19i7v81dRlemGSSlvH8yaB4L2bCZjjDlQgGrSUW8dECowpgb4Jaq7jVUS9M+ozlxfE0Kcax6z9t+igAdI1d5JtuoGrR3aaBdmCpSUcqXs+zznbNSstXdyn0spV0kpfydVa9vBrnkgaM9aUh4AJ4SYApyP6qBVC/xVxlMMlgFBVNDLNpFYdOQGVLDDBVLKB4QQs4DfovZOzkL1Mg6goqmHohp+7BzsurX21GvPRs1au75XBpP2gUjKVuZCCLcQ4teo4JZDUBGIPwGeF0J8zbzsb6jCERMhVnTEarzwCCoi8gwhRI6UcgUqYvrfqECLt1G1eA9HRT/21ZctK3Vr7anXno2atfb0aM9GzQNB+0AmJStzoVrSXQOchtojeRrVm/YIVKGR1ajgl2HAK6iUg2+2daUIIe5F5TCfIFXhfCsSdiHxdJY/SpWrOGh1a+2p156NmrX29GjPRs0DQftAJ1WpaaWoD/8FVF/aGvP4f4UQz6HK+k1C9Te+G1UB6CFUagIiXnD/YVRghcM87jJvkqe1bq09zdqzUbPWru+VwaR9QJMqN/t6VE/a71ofvohX6nkZKAGazQ/5MVTDjhuEEHsByHjnnDxUzvIQ83h/N2LIVt1ae+q1Z6NmrV3fK4NJ+4AmJcZcqsCHv0BCHqHldhmNilqMmsdXo6r+jAduFkLsbT5uGCoXVQKvad1aeyZpz0bNWru+VwaT9oFOygLgrJmXjJfrs157BLADswOOec0bwHmogvpvCyH+iyowcCpwH9AgUtNFKWt1a+2p156NmrV2fa8MJu0DmbTXZhdCvAd8LqX8umjTl1ao1IdzUDM+D3CTlPKtNElNIFt1g9aearJRs4XWnlqyUbNFNmsfEESj0bT9mzRpUtmkSZMaJk2adLntmGPSpEkFba5zpVPnQNGttWvNWnvmas9GzQNB+0D5l+4KcNMBLypfEaF6YJ8GPCBsvWkzMDgiW3WD1p5qslGzhdaeWrJRs0U2ax8QpMWY2/ZI5gA1wBahWt7dCfwdyAWimbaXkq26QWtPNdmo2UJrTy3ZqNkim7UPNNLSAtWMiATYH9gFXImaxW0DjpVSvpQOXV2RrbpBa0812ajZQmtPLdmo2SKbtQ800tbPXAjhRXXLGQeUodrZ3db5o9JPtuoGrT3VZKNmC609tWSjZots1j6QSGs0uxDiV6icxJ9KKZvTJmQPyVbdoLWnmmzUbKG1p5Zs1GyRzdoHCuk25g4pZSRtAnpItuoGrT3VZKNmC609tWSjZots1j5QSHueuUaj0Wg0mt6R7tQ0jUaj0Wg0vUQbc41Go9FoshxtzDUajUajyXK0MddoNBqNJsvRxlyj0Wg0mixHG3ONRqPRaLIcbcw1Go1Go8ly0lbOVaPRZDZmw4wltkMRoBbYjOqO9TDwgq0+954+/yxgEfBXKeW6XonVaAY5emWu0Wi64mHgLGAx8GPgv8Bc4D/Ai0KIwh4+7yzgp8CYXivUaAY5emWu0Wi64gMp5d/tB4QQlwM3A5ejjP2CdAjTaDQKbcw1Gs0eI6UMA1cIIfYD5gshDpFSLhVCDAOuAOYBowEf8AVwP3CL+TiEENejVuUAS4QQ1lPfL6VcbF7jMZ/rDGA80AS8jurKtbzf/0iNJovQxlyj0fSGe4FDgIXAUmAm8DXgKeBzIAeYD9yEapF5gfm4J4GhwPnAjcAq8/jnAEKIHOB54CDgb8DvgQLgPOANIcRhUsr3+vlv02iyBm3MNRpNb1hp/j/J/P9VYFyboLjbhBB/A74thLheSrlVSrlSCPEWypi/JKV8pc3zXozal58vpXzBOiiEuBP4GLjFPK/RaNDGXKPR9I5a8/98ACllo3VCCOEGclGBti8AZwL7Av/qxvOeCXwGvC+EKG1z7iXgbCGEz/56Gs1gRhtzjUbTG/LN/2sBhBAu4Grgm8AEwGhzfVE3n3cKar99RyfXlAIbu61UoxnAaGOu0Wh6w0zzf2n+/1vge8AjwA3AdqAV2Af4Fd1PhzWAj1DR8h3RmaHXaAYV2phrNJrecK75/3Pm/2cBr0kpT7NfJISYkOSxnRWbWQOUAf+TUkZ6rVKjGeDoojEajWaPEUI4hRC3oCLZ/y2lfMM8FaaNa10IEQAuS/I09eb/xUnOPQBU0MHKXAhR3hPdGs1ARa/MNRpNV+wjhDjT/DkPEKgyrKOBF4Fv2K59HLhACPEI8DJQDpwD7EryvO+iSsT+WAhRBASBL6WU7wC/A44Gfi2EOBL4H2pffhQqh70JOKIv/0iNJpvRxlyj0XTF6ea/CGo1vQmVgvawlPL5NtdeDtQBpwInogLU7kYZ7pftF0opNwghzgGuAv6Iykm/H3hHStkqhFgIXIhy3f/MfNgWYJl5nUajMTGi0R71SNBoNBqNRpMh6D1zjUaj0WiyHG3MNRqNRqPJcrQx12g0Go0my9HGXKPRaDSaLEcbc41Go9FoshxtzDUajUajyXK0MddoNBqNJsvRxlyj0Wg0mixHG3ONRqPRaLKc/wc5ZOnqVZNGNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 540x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1,\n",
    "                       figsize=(7.5, 5))\n",
    "\n",
    "ax.plot(dfp)\n",
    "\n",
    "ax.set(xlabel='Date',\n",
    "       ylabel='Value',\n",
    "       title='Random Timeseries')\n",
    "\n",
    "ax.legend(loc=2)\n",
    "fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
