{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "# Hierarchically clustered heatmaps\n",
    "In this tutorial, we start with a proteins dataset and perform hierarchical clustering on the data. Then plot a heatmap where we overlay the clustering tree and color the entries based on their group. This implementation uses internally the [clustermap](https://seaborn.pydata.org/generated/seaborn.clustermap.html#seaborn-clustermap) plotting function from the Seaborn library.\n"
   ],
   "id": "5a507602dfd21696"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-11-27T20:29:01.865238Z",
     "start_time": "2024-11-27T20:29:01.141939Z"
    }
   },
   "source": [
    "from omicspylib.analysis.clusters import HierarchicallyClusteredHeatmap\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from omicspylib import ProteinsDataset\n",
    "from omicspylib import __version__\n",
    "\n",
    "print(f'omicspylib version: {__version__}')"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "omicspylib version: 0.0.8\n"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "Load our proteins table containing the protein identifier and the quantitative value per experimental condition.",
   "id": "3fa10da4e0299dcd"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-27T20:29:01.881586Z",
     "start_time": "2024-11-27T20:29:01.869402Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_csv('data/protein_dataset.tsv', sep='\\t')\n",
    "data.head(2)"
   ],
   "id": "acef9ccc1d0f2d48",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  protein_id      c1_rep1     c1_rep2      c1_rep3      c1_rep4      c1_rep5  \\\n",
       "0         p0  1748947.964  2655665.55  1812807.047  3179830.747  3002006.748   \n",
       "1         p1  1689613.957        0.00  1953790.640  2447525.246  2877005.859   \n",
       "\n",
       "       c2_rep1      c2_rep2      c2_rep3      c2_rep4      c2_rep5  \\\n",
       "0        0.000  1357720.520        0.000  2087116.684        0.000   \n",
       "1  1438315.297  1198347.576  1864606.985        0.000  1414141.418   \n",
       "\n",
       "       c3_rep1      c3_rep2      c3_rep3      c3_rep4    c3_rep5  \n",
       "0  2558776.479  2655657.487  2115434.782  2889376.029        0.0  \n",
       "1        0.000  3070691.996  3149289.453        0.000  2264704.9  "
      ],
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>protein_id</th>\n",
       "      <th>c1_rep1</th>\n",
       "      <th>c1_rep2</th>\n",
       "      <th>c1_rep3</th>\n",
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       "      <td>2115434.782</td>\n",
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       "      <th>1</th>\n",
       "      <td>p1</td>\n",
       "      <td>1689613.957</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1953790.640</td>\n",
       "      <td>2447525.246</td>\n",
       "      <td>2877005.859</td>\n",
       "      <td>1438315.297</td>\n",
       "      <td>1198347.576</td>\n",
       "      <td>1864606.985</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1414141.418</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3070691.996</td>\n",
       "      <td>3149289.453</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2264704.9</td>\n",
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      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "To create the heatmap, you need to keep in the table only the quantitative values. The unique identifiers (protein id in this case) should be placed in the index. ",
   "id": "1f2d40c20fef71af"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-27T20:29:02.034360Z",
     "start_time": "2024-11-27T20:29:02.028448Z"
    }
   },
   "cell_type": "code",
   "source": [
    "hm_inputs = data.set_index('protein_id')\n",
    "hm_inputs.head(2)"
   ],
   "id": "55224fd5e89431f0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                c1_rep1     c1_rep2      c1_rep3      c1_rep4      c1_rep5  \\\n",
       "protein_id                                                                   \n",
       "p0          1748947.964  2655665.55  1812807.047  3179830.747  3002006.748   \n",
       "p1          1689613.957        0.00  1953790.640  2447525.246  2877005.859   \n",
       "\n",
       "                c2_rep1      c2_rep2      c2_rep3      c2_rep4      c2_rep5  \\\n",
       "protein_id                                                                    \n",
       "p0                0.000  1357720.520        0.000  2087116.684        0.000   \n",
       "p1          1438315.297  1198347.576  1864606.985        0.000  1414141.418   \n",
       "\n",
       "                c3_rep1      c3_rep2      c3_rep3      c3_rep4    c3_rep5  \n",
       "protein_id                                                                 \n",
       "p0          2558776.479  2655657.487  2115434.782  2889376.029        0.0  \n",
       "p1                0.000  3070691.996  3149289.453        0.000  2264704.9  "
      ],
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>c1_rep1</th>\n",
       "      <th>c1_rep2</th>\n",
       "      <th>c1_rep3</th>\n",
       "      <th>c1_rep4</th>\n",
       "      <th>c1_rep5</th>\n",
       "      <th>c2_rep1</th>\n",
       "      <th>c2_rep2</th>\n",
       "      <th>c2_rep3</th>\n",
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       "      <th>c2_rep5</th>\n",
       "      <th>c3_rep1</th>\n",
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       "      <th>c3_rep4</th>\n",
       "      <th>c3_rep5</th>\n",
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       "    <tr>\n",
       "      <th>protein_id</th>\n",
       "      <th></th>\n",
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       "      <th>p0</th>\n",
       "      <td>1748947.964</td>\n",
       "      <td>2655665.55</td>\n",
       "      <td>1812807.047</td>\n",
       "      <td>3179830.747</td>\n",
       "      <td>3002006.748</td>\n",
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       "      <td>1357720.520</td>\n",
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       "      <td>2558776.479</td>\n",
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       "      <td>2889376.029</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>p1</th>\n",
       "      <td>1689613.957</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1953790.640</td>\n",
       "      <td>2447525.246</td>\n",
       "      <td>2877005.859</td>\n",
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      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "To create the heatmap use the `HierarchicallyClusteredHeatmap` object. It will return a filtered version of the data, a plot object and two lists with the group number of the rows and columns. Returned data might have less rows than the provided dataset, based on the filtering applied. For example, you might want to consider only the cases identified across 5 or more experiments. The unique row identifier is still in the index, so you can join back to the original dataset.",
   "id": "7e0266a994e5ab03"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-27T20:29:02.391739Z",
     "start_time": "2024-11-27T20:29:02.056378Z"
    }
   },
   "cell_type": "code",
   "source": [
    "heatmap = HierarchicallyClusteredHeatmap(min_frequency=5, n_row_clusters=10, n_col_clusters=3)\n",
    "\n",
    "result = heatmap.eval(data=hm_inputs, figsize=(5, 8))\n",
    "plt.show()\n",
    "\n",
    "print(f'N. rows before: {hm_inputs.shape[0]}')\n",
    "print(f'N. rows after: {result.filtered_data.shape[0]}')\n",
    "print(f'Row group idx: {result.row_groups}')\n",
    "print(f'Col group idx: {result.col_groups}')"
   ],
   "id": "1e8905f8d936e5ee",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 500x800 with 6 Axes>"
      ],
      "image/png": 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ISMIkXqi54AlVT1W6ALm4CBE1JJIu1ByjpuoS1QXIrjsikgpJF2p2fRMRUVPHQk1ERCRhLNREREQSJulCzTFqIiJp4YTNuifpQs0r6qZDT09PyIINJiYmjTKnJllyuRy6/DdEgnHCZt1joaZ6pVKpkJGRgSFDhuD8+fO1zhs4cGCjzKlplpmZGWxsbCCTyYS0gYjqHgs11auMjAxkZ2fDxsYGtra2tS4oBgYGaNWqVa3bJbWc6mapVCrk5eXh+vXrACCsDVT32NVMLNRUb4qLi5GdnQ1ra2vk5eXB0NCw1pl6enowMDBodDk1yXrw/bx+/Tqsra3ZDd5AsauZJF2oOZmscSssLAQAGBkZIS8vr55b0zgZGRkBKP1es1ATNUySLtS8om4aOH6qPfzeEjV8ki7UOnJ5fTeBiCogamvFR4naarE8HKelhkjShZpX1CRSWFgYNmzYgGPHjtV3UxoFqW2tWBUcp6WGSNLbU8l0dav9RY1TRkYGpk2bBnt7eygUCtja2mLIkCHYuXNnfTeNiEirJH1FzclkBAAXLlxAr169YGZmhs8++wxubm4oLCzE77//jilTpuDUqVP11rbi4mLIZDLo6Ej6d14iasAk/b+LTFev2l/U+EyePBkymQyJiYkYNWoUnnjiCXTu3BlBQUFISEhQn5eeng5/f380a9YMJiYmGD16NDIzM6v1Xhs3boSTkxOcnJzQr18/xMfHQyaTITs7GwDw9ddfw8zMDBs3bkSnTp2gUCiQnp6O27dvw9fXFy1atICRkRGef/55nD59Wp0bFhYGd3d3jfeKiYlB+/bt1Y/9/PwwfPhwhIeHw8rKCiYmJnj77bdRUFCgPueXX36Bm5sbDA0NYWFhgf79+yM3N7dan5GIGhaJF2p2fTd1WVlZ2LZtG6ZMmQJjY+Myz5uZmQEASkpKMGzYMGRnZ2Pv3r3YsWMHzp07h1deeaXK73X+/Hm89NJLGD58OLZt24aJEydi9uzZZc7Ly8vDp59+ihUrVuDff/+FtbU1/Pz8kJSUhI0bN+LgwYNQqVQYPHiw+ha0qtq5cydOnjyJPXv24IcffsC6desQHh4OAMjMzMSYMWMwfvx49TkjR46ESqWq1nsQUcMi6UtQFl46c+YMVCoVOnbs+Njzdu7ciZSUFOzfvx8eHh4AgG+++QadO3fG4cOH8fTTT1f6Xl988QWcnZ3x2Wef4dKlS/D29sbx48fxySefaJxXWFiIpUuXomvXrgCA06dPY+PGjdi/fz969uwJAPjuu+9ga2uL33//HZMmTary59XX18dXX30FIyMjdO7cGREREQgODsacOXNw/fp1FBUVYeTIkWjXrh0AwM3NrcrZRNQwSbpQc4yaqnq1ePLkSdja2qJ169bqY506dYKZmRlOnjxZpUKdmppa5jxPT88y5+nr66NLly4a762np4fu3burj1lYWMDZ2RlnzpypUvsf6Nq1q3qREgDw8vLCvXv3cOnSJXTq1AnPPfcc3NzcMGjQIAwcOBAvvfQSWrRoUa33aIhE3Qom6tYv3uZFdUnShZpX1OTk5ASZTFavE8YeZWhoWO2FRHR0dMr80lHdbnFdXV3s2LEDBw4cwPbt2xEbG4vZs2fj0KFD6NChQ7WyGhqp3QrG27yoLjX5MeolS5agffv2MDAwQPfu3ZGYmKiFT0I1ZW5ujkGDBmHJkiXlTpp6MMnLxcUFly5dwtWrV9XPnThxAtnZ2ejUqVOV3svZ2RlJSUkaxw4fPlzp61xcXFBUVIRDhw6pj926dQupqalwcnICAFhZWSEjI0OjWJd3P/fff/+N/Px89eOEhAQ0a9YMtra2AEpXGuvVqxfCw8Nx9OhR6OvrY/369VX6fETUMEn6ilpHT7vNW7NmDYKCgrBs2TJ0794dMTExGDRoEFJTU2Ftba3V96aqW7JkCXr16gVPT09ERESgS5cuKCoqwo4dOxAXF4eTJ0+if//+cHNzw/Tp0xEXF4eioiJMnjwZffv2Rbdu3ar0PhMnTsTChQsxc+ZMDB48GAcPHsTXX38N4PFLcTo5OWHYsGGYMGECvvjiCzRv3hyzZs1CmzZtMHDgQACAt7c3bty4gfnz5+Oll17Ctm3bsHXrVpiYmGhkFRQUwN/fHx9++CEuXLiA0NBQTJ06FTo6Ojh69ChWr16NgQMHwtraGocOHcKNGzfg4uJSs28slYu7VZHUSLpQa7vre+HChZgwYQLefPNNAMCyZcuwZcsWfPXVV5g1a5ZW35uqzt7eHsnJyfjkk0/w7rvv4tq1a7CysoKHhwfi4uIAlBbSX3/9FW+99Rb69OkDHR0d+Pj4IDY2tsrv06FDB/zyyy949913sWjRInh5eWH27NmYNGkSFArFY1+7atUqBAYG4sUXX0RBQQH69OmD3377DfL/XwbXxcUFS5cuxdy5czFnzhyMGjUK7733HpYvX66R89xzz8HJyQl9+vSBUqnEmDFjEBYWBgBo1qwZ/vzzT8TExCAnJwft2rVDVFQUnn/++Wp8N6ky3K2KpEbShbomk8mUSiWUSqXGMYVCUeY/2oKCAhw5cgQhISH/vZ+ODvr374+DBw/WrMGkNa1atcLixYuxePHiCs+xs7PDypUr1d3EjwoLC1MXvYoMHToUQ4cOxaVLl2Bra4tPPvkEbdu2VW8v6efnBz8/vzKva9GiBb755psyxy9duqT+89tvv423335b4/kPPvigzGvCw8PVt2Q9zMnJCdu2bXts+4mo8ZF0oa7JFXVkZGSZ/+RCQ0PL/Ad98+ZNFBcXo2XLlhrHW7ZsKamJS1S3li5diqeffhpKpRJ79uzBZ599hqlTp9Z3sxo1djUTPZ7EC3X1mxcSEoKgoCCNY5V1WxI9cPr0aXz88cfIysqCnZ0d3n33XY1eFxKPXc1EjyfpQq2jV/0r6vK6uctjaWkJXV3dMktMZmZmwsbGptrvS41DdHQ0oqOj1V3fdenBxDUiooc12duz9PX14eHhobH7UklJCXbu3AkvLy9tfBwiIqJqk/YVtZZnfQcFBWHcuHHo1q0bPD09ERMTg9zcXPUscCIiovom6UKt7d2wXnnlFdy4cQP/+9//kJGRAXd3d2zbtq3MBDMiIqL6IulCXRdrfU+dOpWzeomISLIkXahlNZhMRkRE1JhIulBz9ywiImrqJF2ouXtW03UlOx+3cwuq/bqMG3m4o3On2q9rYayPNmaG1X4dEZG2SbtQ67BQN0VXsvPx7II9UBaV1DChentAA4BCTwe73vOuVrHOyMhAZGQktmzZgsuXL8PU1BSOjo54/fXXMW7cOI19pUW5f/8+3n33Xfz4449QKpUYNGgQli5dygmQRI2YtAs1r6ibpNu5BbUo0jWjLCrB7dyCKhfqc+fOoVevXjAzM8PcuXPh5uYGhUKBlJQULF++HG3atMHQoUPLfW1hYaF6s47qmjFjBrZs2YKff/4ZpqammDp1KkaOHIn9+/fXKI+IpE/ShRoySa/HQk3Y5MmToaenh6SkJBgbG6uP29vbY9iwYRr7TstkMixduhRbt27Fzp07ERwcDG9vb/Tr1w+bN29GSEgI0tLS4O7ujhUrVsDV1bXc98zJycHKlSvx/fff49lnnwVQumuXi4sLEhIS0KNHD+1+aCKqF9KuhDqy6n8RadmtW7ewfft2TJkyRaNIP+zR/avDwsIwYsQIpKSkYPz48erjwcHBiIqKwuHDh2FlZYUhQ4agsLCw3MyUlBQUFhaif//+6mMdO3aEnZ0dd3wjasSkXaghq8EXkXadOXMGKpUKzs7OGsctLS3RrFkzNGvWDDNnztR47rXXXsObb74Je3t72NnZqY+HhoZiwIABcHNzQ3x8PDIzM7F+/fpy3/fGjRvQ19eHmZmZxvGWLVsiIyNDzIcjIsmRdNe3qvJTiCQjMTERJSUlGDt2bJk90bt161buax5eV97c3BzOzs44efKkVttJRA2LtAs1KzVJkKOjI2QyGVJTUzWO29vbAwAMDctOSKuoi7w6rKysUFBQgOzsbI2rau74RtS4Sbrru0SlqvYXkbZZWFhgwIABWLx4MXJzc2uVlZCQoP7z7du3kZaWBhcXl3LPdXNzg1wu19jxLTU1Fenp6dzxjagRk/QVdXEJCy9J09KlS9GrVy9069YNYWFh6NKlC3R0dHD48GGcOnUKHh4eVcqJiIiAhYUFWrZsidmzZ8PS0hLDhw8v91wTExP4+/sjKCgI5ubmMDExwbRp0+Dl5cUZ30SNmKQLdQkLNUmUg4MDjh49irlz5yIkJASXL1+GQqFAp06d8N5772Hy5MlVypk3bx4CAwNx+vRpuLu7Y9OmTdDX16/w/OjoaOjo6GDUqFEaC54QUeMl6UJdXFK3i16QNLQw1odCT6dOFz1R6OmghXHFBbI8rVq1QmxsLGJjYx97nuoxQzK9e/fG8ePHq/yeBgYGWLJkCZYsWVLl1xBRwybtQl3MQt0UtTEzxK73vGu21ndmBmxaVn9iFdf6JiKpknShLqzjZSRJOtqYGdaocJqW5MC2jakWWkREVD8kXaiLeEVNjZS3t/dju8SJiB6QdKHmGDURETV10i7UvKImIqImTtqFmrdnERFREyfpQs0xaiIiauokXag5Rk1ERE2dtAt1Mbu+iYioaZN0oWbXd9OVpyxGQQ3uo88tkCE7t7Dar9PX04GRQrfaryMi0jZJF2pOJmua8pTF2HHsJmr245fj5I2sar9KRwYMcLesVrHOyMhAZGQktmzZgsuXL8PU1BSOjo54/fXXMW7cOBgZGVW7HZVZvnw5vv/+eyQnJ+Pu3bu4ffu2xpaXRNT4SLxQ84q6KSooKqlhka65ElXp+1a1UJ87dw69evWCmZkZ5s6dCzc3NygUCqSkpGD58uVo06YNhg4dWu5rCwsLIZfLa9TOvLw8+Pj4wMfHByEhITXKIKKGRdqFmmPUJFGTJ0+Gnp4ekpKSYGxsrD5ub2+PYcOGaaw6JpPJsHTpUmzduhU7d+5EcHAwvL290a9fP2zevBkhISFIS0uDu7s7VqxYAVdX1wrf95133gEA7NmzR1sfjYgkRqe+G/A4xSUl1f4i0rZbt25h+/btmDJlikaRfphMJtN4HBYWhhEjRiAlJQXjx49XHw8ODkZUVBQOHz4MKysrDBkyBIWF1R9jJ6LGS9KFuqhYVe0vIm07c+YMVCoVnJ2dNY5bWlqiWbNmaNasGWbOnKnx3GuvvYY333wT9vb2sLOzUx8PDQ3FgAED4Obmhvj4eGRmZmL9+vV18jmIqGGQdtc3r5CpAUlMTERJSQnGjh0LpVKp8Vy3bt3KfY2Xl5f6z+bm5nB2dsbJkye12k4ialikXah5hUwS5OjoCJlMhtTUVI3j9vb2AABDw7Lbc1bURU5EVBlJd30Xl6iq/UWkbRYWFhgwYAAWL16M3NzcWmUlJCSo/3z79m2kpaXBxcWltk0kokZE2lfU7PomiVq6dCl69eqFbt26ISwsDF26dIGOjg4OHz6MU6dOwcPDo0o5ERERsLCwQMuWLTF79mxYWlpi+PDhFZ6fkZGBjIwMnDlzBgCQkpKC5s2bw87ODubm5iI+GhFJjKQLNSeHkVQ5ODjg6NGjmDt3LkJCQnD58mUoFAp06tQJ7733HiZPnlylnHnz5iEwMBCnT5+Gu7s7Nm3aBH19/QrPX7ZsGcLDw9WP+/TpAwBYtWoV/Pz8avWZiEiaJF2o2ZXdNOnr6UBHhjpd9ERHVvq+1dGqVSvExsYiNjb2sec9fE/1o3r37o3jx49X+T3DwsIQFhZW5fOJqOFjoSbJMVLoYoC7ZY3W+s7IyISNTctqv45rfRORVEm7ULPru8kyUujWqHDe1VfBzLhmy3MSEUmRtAs1r6ipkfL29n5slzgR0QOSLtRFLNRERNTESbpQ8/YsIiJq6qS94Emxqtpf2nDhwgX4+/ujQ4cOMDQ0hIODA0JDQ1FQUKCV9yMiInpA4lfU9d2CUqdOnUJJSQm++OILODo64vjx45gwYQJyc3OxYMGC+m4eERE1YhIv1NIYo/bx8YGPj4/6sb29PVJTUxEXF8dCTUREWiXpQi3lyWR37tzhko1ERKR1ki7UNbmiViqVZbYYVCgUUCgUopqFM2fOIDY2llfT2pR9Cci7Ve2XyW9mArrVfx2MLAAz2+q/johIy6RdqGswOSwyMlJjLWQACA0NLXfZxVmzZuHTTz99bN7JkyfRsWNH9eMrV67Ax8cHL7/8MiZMmFDt9lEVZF8CFnsARcrKz32ETU3fU08BTD1SrWKdkZGByMhIbNmyBZcvX4apqSkcHR3x+uuvY9y4cTAyMqppa8qVnZ2N+fPnY/v27UhPT4eVlRWGDx+OOXPmwNTUVOh7EZF0SLtQ1+CKOiQkBEFBQRrHKrqafvfddyvdyODBHsMAcPXqVfTr1w89e/bE8uXLq902qqK8WzUq0rVSpCx93yoW6nPnzqFXr14wMzPD3Llz4ebmBoVCgZSUFCxfvhxt2rTB0KFDy31tYWEh5PLqr56WmZmJq1evYsGCBejUqRMuXryIt99+G1evXsUvv/xS7TwiahgkXahrMkZdnW5uKysrWFlZVencK1euoF+/fvDw8MCqVaugoyPpO9tIyyZPngw9PT0kJSXB2NhYfdze3h7Dhg3TWHVMJpNh6dKl2Lp1K3bu3Ing4GB4e3ujX79+2Lx5M0JCQpCWlgZ3d3esWLECrq6u5b6ns7Mz1q5dq37s4OCATz75BK+//jqKioqgpyfpf85EVEOSrjbFJdX/0oYrV67A29sbdnZ2WLBgAW7cuKHeF5ianlu3bmH79u2YMmWKRpF+mEwm03gcFhaGESNGICUlBePHj1cfDw4ORlRUFA4fPgwrKysMGTIEhYWFVW7LnTt3YGJiwiJN1IhJ+l+3VG7P2rFjB86cOYMzZ86gbdu2Gs9xveam58yZM1CpVHB2dtY4bmlpifv37wMApkyZojH/4bXXXsObb76pfnzu3DkApfMnBgwYAACIj49H27ZtsX79eowePbrSdty8eRNz5sxBQEBArT8TEUmXxK+oVdX+0gY/Pz+oVKpyv4geSExMxLFjx9C5c+cydx5069at3Nd4eXmp/2xubg5nZ2ecPHmy0vfKycnBCy+8gE6dOnF/aqJGTtJX1AXc5pIkyNHRETKZDKmpqRrHH0w8NDQ0LPOairrIa+Lu3bvw8fFB8+bNsX79+hpNTCOihkPaV9TF1f8i0jYLCwsMGDAAixcvRm5ubq2yEhIS1H++ffs20tLS4OLiUuH5OTk5GDhwIPT19bFx40YYGBjU6v2JSPqkXagl0vVN9KilS5eiqKgI3bp1w5o1a3Dy5Emkpqbi22+/xalTp6Crq1ulnIiICOzcuRPHjx+Hn58fLC0tMXz48HLPvXv3LgYOHIjc3FysXLkSOTk56kmNxfwtlajRknTXd5FENuUgepSDgwOOHj2KuXPnIiQkBJcvX4ZCoUCnTp3w3nvvYfLkyVXKmTdvHgIDA3H69Gm4u7tj06ZN0NfXL/fc48eP49ChQwBKu98fdv78ebRv375Wn4mIpEnShZpXyE2UkUXpSmF1ueiJnqL0fauhVatWiI2NRWxs7GPPe9ykw969e+P48eNVej8vLy9OYCRqgiRdqHlF3USZ2ZYu51mDtb4zMjNh07Jl9d+Ta30TkURJulBLZT9qqgdmtjUqnIXFl4DWLLhE1HhIulBLeZtLotrw9vZmNzYRVYnEC3V9t4CIiKh+SbpQs+ubiIiaOkkXal5RNw0lJfxBawu/t0QNn7QLNddwaNT09fWho6ODq1evAgDy8/PL7DpVXUVFReqNMRpTTnWzVCoVCgoKcOPGDejo6FR4bzYRSZ+0CzUvBho1HR0ddOjQAdeuXUN6enq1tnesSFZWlpDCKLWcmmYZGRnBzs6O+6cTNWCSLtSFLNSNnr6+Puzs7BAXFydkF6gff/wRISEhjS6nJlm6urrQ09OrdS8FEdUvSRdqXlE3DTKZDEqlUsgGEzk5OY0yR3QWETUcki7UvKImIqKmjoWaiIhIwlioiYiIJEzShbqgmJNgiIioaZOpuOAwERGRZPHmSiIiIgljoSYiIpIwFmoiIiIJY6EmIiKSMBZqIiIiCWOhJiIikjAWaiIiIgljoSYiIpIwFmoiIiIJY6EmIiKSMBZqIiIiCWOhJiIikjAWaiIiIgljoSYiIpIwFmoiIiIJY6EmIiKSMBZqIiIiCWOhJiIikjAWaiIiIgljoSYiIpIwvfpuADUBYab13YImY71PmpCcGRuShOQQ1caFeS/UdxMkgVfUREREEsZCTUREJGEs1ERERBLGQk1ERCRhLNREREQSxkJNREQkYSzUREREEsZCTUREJGEs1ERERBLGQk1ERCRhLNREREQSxkJNREQkYSzUREREEsZCTUREJGEs1ERERBLGQk1ERCRhLNREREQSxkJNREQkYTKVSqWq70YQERFR+XhFTUREJGEs1ERERBLGQk1ERCRhLNREREQSxkJNREQkYSzUREREEsZCTUREJGEs1ERERBLGQk1ERCRhLNREREQSxkJNREQkYSzUREREEsZCTUREJGEs1ERERBLGQk1ERCRhLNREREQSxkJNREQkYSzURETU6Pn5+UEmk2l8+fj4aJyTlZWFsWPHwsTEBGZmZvD398e9e/fqqcX/0avvBhAREdUFHx8frFq1Sv1YoVBoPD927Fhcu3YNO3bsQGFhId58800EBATg+++/r+umamChbuDc4t2qdF7KuBQtt6Riv+87ISTHZMvXQnJyXvATkpM/J0hIDgAYfrRQSE7nogwhOf/q2QjJsU3dJySnZXcvITl6BgZCcpTZt4XkXNz6m5Cclj3EfH90dHWF5Nw5e0ZITucJb1f5XG9vb7i6ugIAVq9eDblcjkmTJiEiIgIymQxAaWG2sSn/7/bJkyexbds2HD58GN26dQMAxMbGYvDgwViwYAFat25dy09Tc+z6JiKiRiE+Ph56enpITEzEokWLsHDhQqxYsUL9/J49e2BtbQ1nZ2dMmjQJt27dUj938OBBmJmZqYs0APTv3x86Ojo4dOhQnX6OR/GKmoiIJEmpVEKpVGocUygUZbqsH7C1tUV0dDRkMhmcnZ2RkpKC6OhoTJgwAT4+Phg5ciQ6dOiAs2fP4oMPPsDzzz+PgwcPQldXFxkZGbC2ttbI09PTg7m5OTIyxPRU1VSdFuqQkBDcv3+/Lt9S66Kjo+u7CUREjVJkZCTCw8M1joWGhiIsLKzc83v06KHu5gYALy8vREVFobi4GK+++qr6uJubG7p06QIHBwfs2bMHzz33nFbaL0qdFur79++zsBERUZWEhIQgKEhzLkhFV9PVZW9vD0tLS5w5cwbPPfccbGxscP36dY1zioqKkJWVVeG4dl1h1zdp3c6/bwjJee5CupAcUe0Z//qrlZ9UVecThcToOjgKyXni1mkhOW1GviQkJyPpsJCcwnt3heSYtGsvJEfP0FBITklhoZAcy86uQnL0jIyE5Dyum7s8j44lJyQkwMnJCbrlTJK7fPkybt26hVatWgEovfrOzs7GkSNH4OHhAQDYtWsXSkpK0L1791p8itrjZDIiImoU0tPTERQUhNTUVPzwww+IjY1FYGAg7t27h+DgYCQkJODChQvYuXMnhg0bBkdHRwwaNAgA4OLiAh8fH0yYMAGJiYnYv38/pk6dildffbVeZ3wDWriiftw49KPdCkRERKL4+voiPz8fnp6e0NXVRWBgIAICAnD//n38888/iI+PR3Z2Nlq3bo2BAwdizpw5Glfs3333HaZOnYrnnnsOOjo6GDVqFD7//PN6/ESlhBfqx41Dz5gxo9b5UpuQxjF3IiJpkMvliImJQVxcnMZxQ0ND/P7775W+3tzcvN4XNylPgxuj5oQ0IiJqShpcoaaGZ+CTLYXktNL3FpIzsLOY9lz58ishOQBQmJsvJMfCrZOgnC5CcpQ5OUJyigX1orUStMKZKBZd3YXk3Eu/KCTngJmYyYiAuZCU+p1rLR0s1ERE1ODt2bOnvpugNXVaqA0MDGo9Ts0JaURE1JTUaaGOjIysdUZ5hb4+J5hxvJyIiLSpUXR9c4IZERE1Vo2iUJO0yfXErKtz9/wFITnyrmLacyfzppAcADBoYSokx6ZnTyE5RtZiJtwlZxYIyenasaOQnPObNgrJsRa0UpWoldLMnnAWkmP/hIWQnEPnxGwDSqUaXKEub5yb49ZERNRYNbhCXd44t4iFVIiIiKSowRVqEUROPuPYOBGR9GVmZmLmzJnYvn07srOz0adPH8TGxsLJyUl9TkZGBoKDg7Fjxw7cvXsXzs7OmD17NkaNGlWPLW+ihZqTz4iImg6VSoXhw4dDLpfj119/hYmJCRYuXIj+/fvjxIkTMDY2BlC6Vnh2djY2btwIS0tLfP/99xg9ejSSkpLw5JNP1lv7G0Whru792RzTrlt388RMKLJ/7lkhOX8Lao9V185CcgDg7qUrQnKKcnOF5OTfELMV6F0dMWtL5RVkCckpyhezAty1P/cKydH7/wJRW9ZPdROScz05SUjOXX1bITnV4e3tDVfX0m06V69eDblcjkmTJiEiIgKnT59GQkICjh8/js6dS//dxsXFwcbGBj/88APeeustAMCBAwcQFxcHT09PAMCHH36I6OhoHDlyhIW6tqp7fzbHtImIGp/4+Hj4+/sjMTERSUlJCAgIgJ2dHXr06AGg9KLuAR0dHSgUCuzbt09dqHv27Ik1a9bghRdegJmZGX766Sfcv38f3t7e9fFx1BpFoSYiosZHqVRCqVRqHFMoFBpbUz7M1tYW0dHRkMlkcHZ2RkpKCqKjo/H333/Dzs4OISEh+OKLL2BsbIzo6GhcvnwZ165dU7/+p59+wiuvvAILCwvo6enByMgI69evh6OjqDXQa6ZJFmoRS5k+wLFuIiLtiIyMRHh4uMax0NBQhIWFlXt+jx49IJPJ1I+9vLwQFRUFHR0drFu3Dv7+/jA3N4euri769++P559/HiqVSn3+Rx99hOzsbPzxxx+wtLTEhg0bMHr0aPz1119wc3PTymesiiZZqEUsZUpERNoVEhKCoKAgjWMVXU1XxsPDA8eOHcOdO3dQUFAAKysrdO/eHd26lY7vnz17FosXL9YYx+7atSv++usvLFmyBMuWLavdh6mFWhfqR2914kStupVyPr2+m1CpntZici5sEjPRpYO5mC34rF8eLSQHAIxbtxaSk1jBlUZ17fZ4Q0iOr/lJITmWz78gJOf6oUNCcpxf9xOSc+KrlUJy7pw/JyQHMjGr9h0+LWZlshe9K+7mLs+hR36+CQkJcHJygq6urvqYqWnpKoCnT59GUlIS5syZAwDIy8sDUDp2/TBdXV2UlJTUqP2i1LpQP3qrEydqERFRfUhPT0dQUBAmTpyI5ORkxMbGIioqCgDw888/w8rKCnZ2dkhJSUFgYCCGDx+OgQMHAgA6duwIR0dHTJw4EQsWLICFhQU2bNiAHTt2YPPmzfX5sZpm1zcRETU+vr6+yM/Ph6enJ3R1dREYGIiAgAAAwLVr1xAUFITMzEy0atUKvr6++Oijj9Svlcvl+O233zBr1iwMGTIE9+7dg6OjI+Lj4zF48OD6+kgAGmChrs8tLcvDyWRERNIgl8sRExODuLi4Ms9Nnz4d06dPf+zrnZycsHbtWm01r8YaXKHmqmJERNSUSKpQV+VqmZPVGp51qWJ6QDpnZwvJMXcVc5vFtf37heQAQElRoZAc66fFrFBla24oJMdukJguwxtHDgvJsenVS0jO/Vtitjg1ailmpmWxoF7Ga3/+KSTH9umXhORQKUkV6qpcLXOyGhERPWrPnj313QStETMXn4iIiLRCUlfUVSFyVTEROF5ORETa1OAKNVcVIyKipqROC3Vlk8U4UaxxGvN0SyE5ubZiJqjcOSdmFScXvzeF5ADA1ztSheQ47/5aSM64ea8JybmVI2aSk4GFhZAcnYdWqKqNrJNiVlxL37FTSI7C1ERITjPbtkJyHl4/m2qvTgt1ZZPFpNSlTUREJAWcTEZERCRhkh2jltoKZBXhZDIiIum7d+8eZs2ahQ0bNuDWrVvo0KEDpk+fjrffflt9zvLly/H9998jOTkZd+/exe3bt2FmZlZ/jf5/ki3UXIGMiIhECQoKwq5du/Dtt9+iffv22L59OyZPnozWrVtj6NChAEp30PLx8YGPjw9CQkLqucX/kVShfvjWK04sazzOrl8nJCf79GkhOe2HDBGSk/7HdiE5ANDGwkVIjkLQb/87ki4KyXmmvbGQnCtHxGxx2qyNmMlSbft6C8nJPJQgJKdZWzGf65Lrc0Jy2ghJqR5vb2+4uroCAFavXg25XI5JkyYhIiICMpkMBw4cwLhx4+Dt7Q0ACAgIwBdffIHExER1oX7nnXcASG/xFEmNUUdGRiI6OhrR0dGwtha0iTERETUJ8fHx0NPTQ2JiIhYtWoSFCxdixYoVAICePXti48aNuHLlClQqFXbv3o20tDT1NpdSJqkraiIiogeUSiWUSqXGMYVCAYVCUe75tra2iI6Ohkwmg7OzM1JSUhAdHY0JEyYgNjYWAQEBaNu2LfT09KCjo4Mvv/wSffr0qYuPUivCC/XjVg6rTne21FYgqwjH0YmItCMyMhLh4eEax0JDQxEWFlbu+T169IBMJlM/9vLyQlRUFIqLixEbG4uEhARs3LgR7dq1w59//okpU6agdevW6N+/vzY/Rq0JL9SPWzmsOoWXK5ARETVtISEhCAoK0jhW0dX049y/fx8ffPAB1q9fjxdeeAEA0KVLFxw7dgwLFixoeoWa6FE5XmK2OjTO/UlITsGdbCE5Ge2fEpIDAK33bhCSk6cUc0uju+4tITnK7AIhOTddxGxPKTt1QEhOpqpESE5e5g0hOcatWgnJMTHWF5IjyuO6uctz6NAhjccJCQlwcnJCcXExCgsLoaOjOS1LV1cXJSVifpbaxEJNRESNQnp6OoKCgjBx4kQkJycjNjYWUVFRMDExQd++fREcHAxDQ0O0a9cOe/fuxTfffIOFCxeqX5+RkYGMjAycOXMGAJCSkoLmzZvDzs4O5ubm9fWxWKiJiKhx8PX1RX5+Pjw9PaGrq4vAwEAEBAQAAH788UeEhIRg7NixyMrKQrt27fDJJ59oLHiybNkyjTHxBxPNVq1aBT8/vzr9LA+TTKFuKCuRPYqTyYiIpEEulyMmJgZxcXFlnrOxscGqVase+/qwsLAKJ6rVJ8kUaq5ERkREVFadFmpRt25Rw9JM0EQp3ebNheRkHf9XSE6anoOQHAAY3Lu3kJzsU2K2X7Tq6i4kZ/XONCE5wB0hKcYZGUJy8m+ImQRm2cVNSI61Z3chOWa3xWwB28pLzOQ/KlWnhVrUrVtEREQPk9qynyJJaglRIiIi0iSZMeqGshLZoziuTkRE2iSZQs2VyIiIiMqSTKGmmlmSsb5K503Rcjsep/Ub/vX47mWdDPtASM6LPe2F5ADAlW++FJKTl5EpJMfK42khOaK+R1m/bxSSc++RDR5qym7CVCE5UmMgKGf9wOeF5Iw+8JeQnIaOY9REREQSxkJNREQkYTXq+n54FbHa3P/cUFcjexgnkxERSVthYSE+/PBD/Pbbbzh37hxMTU3Rv39/zJs3D61bt1af98knn2DLli04duwY9PX1kZ2dXX+NfkiNCvXDq4jVZqY2VyMjIiJty8vLQ3JyMj766CN07doVt2/fRmBgIIYOHYqkpCT1eQUFBXj55Zfh5eWFlStX1mOLNXEyGWndyQs3heTkzpslJMfMScyKYqI+FwCUnD4jJKdN3z5CcoxtbITkHDon5nv0VB9vITmiFGReEpJzPN9QSE7zPeuE5LQStEKe+7S3Kz9JMG9vb7i6ugIAVq9eDblcjkmTJiEiIgKmpqbYsWOHxvmLFy+Gp6cn0tPTYWdnBwDqDTm+/vrrOm17ZYQU6pp2YXPZUCIiEiU+Ph7+/v5ITExEUlISAgICYGdnhwkTJpQ5986dO5DJZDAzM6v7hlaTkEJd0y7shrjACRER1Q2lUgnlI7fUKRQKKBSKcs+3tbVFdHQ0ZDIZnJ2dkZKSgujo6DKF+v79+5g5cybGjBkDExMTrbVfFMl1fTe0CWYcYyci0o7IyEiN/aEBIDQ0tMKtKHv06AGZTKZ+7OXlhaioKBQXF0NXVxdA6cSy0aNHQ6VSlbsdphRJrlBzghkREQGlF25BQUEaxyq6mq6KB0X64sWL2LVrV4O4mgbquVCXt743x60bH4VcV0iOxcDnhORcTzoiJMdI0OcCAHNvbyE5uvr6QnJOrBSzUppzX28hObfT7grJuWrpKCSna+uWQnIUV3OF5BQMeFlIzulVYi6SFKamQnKeGFNxN3d5Dh06pPE4ISEBTk5O0NXVVRfp06dPY/fu3bCwsBDSxrpQr4W6vPW9OW5NREQ1kZ6ejqCgIEycOBHJycmIjY1FVFQUCgsL8dJLLyE5ORmbN29GcXExMv5/b3Jzc3Po//8vuOnp6cjKykJ6ejqKi4tx7NgxAICjoyOaNWtWXx9Lel3fRERENeHr64v8/Hx4enpCV1cXgYGBCAgIwMWLF7FxY+l68e7u7hqv2b17N7z/v0frf//7H+Lj49XPPfnkk2XOqQ+SK9QNbbtLjqcTEUmDXC5HTExMmUli7du3h0qlqvT1X3/9teTuoQYkWKi53SUREdF/JFeoqXr0ZlV1YtSzWm3H43RsbyUmqP0bQmLaviImR6j2Q+q7BRqyU08JyTFwdhWSc22lmNtoWjqLufVT2b6fkJzc2BAhOTq6YiY23vg3VUjOwC1bhORQKRZqIiJq8Pbs2VPfTdAabnNJREQkYfV2Rd3QViCrCCeTERGRNtVboeYKZERERJXjGDVRI3LA309ITif/N4XknBc0CayD/yQhOVKjvJMjJMfSrbOQnCfnLxSSk/TOVCE5/eO/EZLT0HGMmoiISMJYqImIiCRMK13fVZkoVtHmGw1tkhnH2YmIpG/dunVYtmwZjhw5gqysLBw9elRjOdGsrCyEhoZi+/btSE9Ph5WVFYYPH445c+bAVNAmIzWllUJdlYliFS0TyklmREQkWm5uLnr37o3Ro0djwoQJZZ6/evUqrl69igULFqBTp064ePEi3n77bVy9ehW//PJLPbT4P5xMRlr3824xqx0NtS0RkrPxkvRGfAY1uykkx8jaUkiOqkTM99rx5VeE5Jz9ermQHH1B+w83s7UVkmP7nJgVzorz84XkGBSJyWnbv+5XQvT29oara+lKeKtXr4ZcLsekSZMQEREBmUyGN94oXZHwwoUL5b7e1dUVa9euVT92cHDAJ598gtdffx1FRUXQ06u/cim9/7GIiIhqID4+Hnp6ekhMTMSiRYuwcOFCrFixosZ5d+7cgYmJSb0WaaAer6gr2iWrorFrIiJqWpRKJZRKpcYxhUIBhUJR7vm2traIjo6GTCaDs7MzUlJSEB0dXW5Xd2Vu3ryJOXPmICAgoEZtF6neCnVFu2TNmDGjQU0o43g6EZF2REZGIjw8XONYaGgowsLCyj2/R48ekMlk6sdeXl6IiopCcXExdKuxcUlOTg5eeOEFdOrUqcL3qkuSHKPmhDIiIgoJCUFQUJDGsYqupkW5e/cufHx80Lx5c6xfvx5yuVyr71cVkizU1Lh4u7cRkiNmDSfA20JQkEBKiPkeyXQ3Csm5W8GEm+q6c+a0kBx5s2ZCcvQMDYXkKB27CskxEJSjStgpJOf48i+E5Nz8+7iQnI5v+FWrMB86dEjjcUJCApycnKp8NZ2Tk4NBgwZBoVBg48aNMDAwqFZ7tYWFmoiIGoX09HQEBQVh4sSJSE5ORmxsLKKiogCU3iednp6Oq1evAgBSU0vvRrGxsYGNjQ1ycnIwcOBA5OXl4dtvv0VOTg5yckovD6ysrKrVdS6a5Aq1gYEB0tPT67sZRETUwPj6+iI/Px+enp7Q1dVFYGCgejLYxo0b8eab/61h/+qrrwL4b8w7OTlZfUXu6OiokXv+/Hm0b9++bj5EOSRXqCMjIzVmg0t9YhnH0omIpEEulyMmJgZxcWU3g/Hz84Ofn1+Fr/X29oZKpdJi62pOcoX6UZxYRkRETVmtCzW7qqkycr36G9tpakwdHYTktOrVS0hOrqWYFbya38kQknP6hx+E5Nj0Higk59b3NV+M42F3L1wUkqMjaIazgbmZkBwqVetC/WhXtQgPL4bCBVCIiKgye/bsqe8maI0ku74fXgxF9C8BREREDYkkC3Vt1PXkM46fExGRNjW6Qs3JZ0RE1JhIvlBXtHlHRTimLT0J/14VkjPsqVZCcn5NviYk5xmjbCE5APBXnpmQHOfiYiE59y5fEpJjZWUlJEfPxkZIjrWnp5CcNqZilrE8f/a8kByTDu2E5BTeyxWSo2sojRW9GgvJF+qKNu+oCMe0iYioMeF+1ERERBIm+Svq6qpuV3ltcTyciKhhOHnyJGbOnIm9e/eiqKgInTp1wtq1a2FnZ6dxnkqlwuDBg7Ft2zasX78ew4cPr58G/79GV6ir21VORESN39mzZ9G7d2/4+/sjPDwcJiYm+Pfff8vdISsmJkZjX+v61ugKdVMz8UxW1U5sr9VmPNYLLqZCcpQ5d4Tk9G8tJAYpi78TEwTAPD9fSI7JiOFCci63chWSY9PCUkjO/UIxk+T267YXktPjVp6QHB25mP+Cnxj7hpCc5PmfCslxGjxYSE51eHt7w9W19O/t6tWrIZfLMWnSJEREREAmk2H27NkYPHgw5s+fr36Ng0PZlfyOHTuGqKgoJCUloVUrMRNYa4tj1ERE1CjEx8dDT08PiYmJWLRoERYuXIgVK1agpKQEW7ZswRNPPIFBgwbB2toa3bt3x4YNGzRen5eXh9deew1LliyBjaA7DURgoSYiIklSKpXqfaEffCmVygrPt7W1RXR0NJydnTF27FhMmzYN0dHRuH79Ou7du4d58+bBx8cH27dvx4gRIzBy5Ejs3btX/foZM2agZ8+eGDZsWF18vCqTfNc3t7kkImqaIiMjER4ernHswf7R5enRo4fG2LKXlxeioqJQ/P/rCwwbNkw92djd3R0HDhzAsmXL0LdvX2zcuBG7du3C0aNHtfNhakHyhZorjRERNU0hISEICgrSOKZQVH+xGUtLS+jp6aFTp04ax11cXLBv3z4AwK5du3D27FmYmZlpnDNq1Cg888wz9brph+QLNTV8CVcq7qqqDybb1wrJcRrzqpAcALhz+rSQnKwT/wrJuW8jZjKZ7L6YSVey7GwhOTbmhkJy7Mz0heRcNzISk5OcJCRHYSpm4ue1fX8JyWndu0+1CvOhQ4c0HickJMDJyQkKhQJPP/00UlNTNZ5PS0tDu3alq7rNmjULb731lsbzbm5uiI6OxpAhQ2r4CcRgoSYiokYhPT0dQUFBmDhxIpKTkxEbG4uoqCgAQHBwMF555RX06dMH/fr1w7Zt27Bp0yb1lbKNjU25E8js7OzQoUOHuvwYZdRpoa7JeDPX7iYioqrw9fVFfn4+PD09oauri8DAQAQEBAAARowYgWXLliEyMhLTp0+Hs7Mz1q5di969e9dzqytXp4W6JuPNla0yVt+TzTh+TkQkDXK5HDExMYiLiyv3+fHjx2P8+PFVzlOpVKKaVisNvuubk82IiKgxa/CFmqSvRXMxW945KsT0nOi+WfXfqB/ndlpq5SdVkbmbm5CcWz8cF5Ij6md2/Oo9ITmi/qtq0VxMTk56upCckqIiITk5Z88Kycm/dUtITnFBgZAcKsVCTUREDV593j6lbZIv1JXthsXJZkRE1JhJvlBXthvWgyJeX5PKOD5ORETaJPlCXVWcVEZERI1Rgy/UD7rG2QUuXcfPV3ErzkrYNL8tJOfm38eE5LQf/IKQHEDc5KTCXDErgYn6mYniYyNmcpKZvb2QnDsXxPx/Y+PVQ0iOvqmZkByFubmQnOuJh4XkUKkGX6gfdI1Xdr81ERFRQ8RtLomIiCSswV9RP1DZ7HBt4bg4EZH0Pbz95cPmz5+P4OBgXLhwAXPmzMGuXbuQkZGB1q1b4/XXX8fs2bOhry9mE5aaElKoHy2S9TFeXNnscCIiarquXbum8Xjr1q3w9/fHqFGjAACnTp1CSUkJvvjiCzg6OuL48eOYMGECcnNzsWDBgvpospqQQv1okeR4MT2sd+EZITlmTmIm3rTs0VNIzvlr2UJyAEApaJUz9xnvCMmZGCdmharfnxOTk3u1/Kuh6jKyshKSk3vlipAcUSuKmT7xhJCc2ydOCsnp+OabQnKqw9vbG66upduzrl69GnK5HJMmTUJERARkMlmZnbF+/fVX9OvXD/b/P8HQx8cHPj4+6uft7e2RmpqKuLi4ei/UHKMmIqJGIT4+Hnp6ekhMTMSiRYuwcOFCrFixosx5mZmZ2LJlC/z9/R+bd+fOHZgLmglfG41mjJqIiBoXpVIJpVKpcUyhUEChUJR7vq2tLaKjoyGTyeDs7IyUlBRER0djwoQJGufFx8ejefPmGDlyZIXvfebMGcTGxtb71TQgwUJd39tWVhcnkxERaUdkZCTCw8M1joWGhiIsLKzc83v06KExaczLywtRUVEoLi6Grq6u+vhXX32FsWPHwsCg/M1nrly5Ah8fH7z88stlinx9kFyh5gpjREQElF64BQUFaRyr6Gq6qv766y+kpqZizZo15T5/9epV9OvXDz179sTy5ctr9V6iSK5QU+NzZfceITklhWK2BDSwtBSSs/m6iZAcAOh7966QHFVJiZCcyb0MheS0HPC8kByFjkpIzqU/dgjJseo3QEiOhauY7U0v7/xDSI6le1chOSe/+kpITr8vvKpVmA8dOqTxOCEhAU5OThpX0ytXroSHhwe6di37Wa9cuYJ+/frBw8MDq1atgo6ONKZxSaMVREREtZSeno6goCCkpqbihx9+QGxsLAIDA9XP5+Tk4Oeff8Zbb71V5rVXrlyBt7c37OzssGDBAty4cQMZGRnIyMioy49QLq1dUZc31sz1uImISFt8fX2Rn58PT09P6OrqIjAwEAEBAernf/zxR6hUKowZM6bMa3fs2IEzZ87gzJkzaNu2rcZzKpWYHp2a0lqhLm+sWdv3V9fHRDSOpxMRSYNcLkdMTAzi4uLKfT4gIECjcD/Mz88Pfn5+WmxdzdXLGPXjCmptrro5EY2IiBqbeinUjyuoD191V/cKmV3r0tS6b18hOblXLgvJMWrVSkjO5SwxWy8CgH7z5kJyUlevFpLzUuAsITl3c5WVn1QFyltXheToefQWknMp846QHJOrl4TkyE3ETGwszMkRkoOS+u0qbmwkPeu7ulfIXLqUiKhp2rNnT303QWs465uIiEjCJH1FXV31sdUlx8SJiEibGlWh5laXRETU2DSqQk3S1H6QT+UnVUHyQjGL48uNjYXkfPpmZyE5AHD/VjshObcFbZf58Y//Csn5fLKnkJySZvZCcq6sErMkpMtb5d/iU11nD6ULybm0Y6eQnL6LFgnJufi7mBXgqJTkCvXD3decxU1ERE2d5Ar1w93XnMVNRERNneQKdXmkvPUlJ5MREUlbYWEhPvzwQ/z22284d+4cTE1N0b9/f8ybNw+tW7dWn5eVlYVp06Zh06ZN0NHRwahRo7Bo0SI0a9asHlvfQAo1VxwjIqKaysvLQ3JyMj766CN07doVt2/fRmBgIIYOHYqkpCT1eWPHjsW1a9ewY8cOFBYW4s0330RAQAC+//77emx9AynU1LDlXBKz+pLz628IybmqEjOZ7NQJMatlAYCujqzyk6rA6OhRITmDPQYLyclO+VtITkGOmJXA2g1+UUgOCguFxJz+aa2QHDOHDkJyLmzbKiTHyFrMVrLV4e3tDVdXVwDA6tWrIZfLMWnSJERERMDU1BQ7dmhOcFu8eDE8PT2Rnp4OOzs7nDx5Etu2bcPhw4fRrVs3AEBsbCwGDx6MBQsWaFx51zUueEJERI1CfHw89PT0kJiYiEWLFmHhwoVYsWJFuefeuXMHMpkMZmZmAICDBw/CzMxMXaQBoH///tDR0Smzz3Vdk/QV9YMZ4Jz9TUTU9CiVSiiVmuvFKxQKKBSKcs+3tbVFdHQ0ZDIZnJ2dkZKSgujoaEyYMEHjvPv372PmzJkYM2YMTP5/nfSMjAxYW1trnKenpwdzc/N635Na0oX6wQzwimZ/S2GSGcfOiYi0IzIyEuHh4RrHQkNDERYWVu75PXr0gEz23zCSl5cXoqKiUFxcDF1dXQClE8tGjx4NlUpV4XaYUiPpQl0ZTjIjImq8QkJCEBQUpHGsoqvpqnhQpC9evIhdu3apr6YBwMbGpkzvbVFREbKysmBjY1Pj9xShQRTqitbwZpd4wyBqIpCxoH8sRqeOCcm5pBI3uWRQGzE5Jy5cEJJzr3ORkJybp8VMbnvilTFCcpR3soXkrNl3TkiOq3cfITk5gn7uBhbmQnKM24j5t/G4bu7yPDqWnJCQACcnJ+jq6qqL9OnTp7F7925YWFhonOvl5YXs7GwcOXIEHh4eAIBdu3ahpKQE3bt3r/2HqYU6LdQ1HXOuaA1vLohCREQPpKenIygoCBMnTkRycjJiY2MRFRWFwsJCvPTSS0hOTsbmzZtRXFysHnc2NzeHvr4+XFxc4OPjgwkTJmDZsmUoLCzE1KlT8eqrr9brjG+gjgt1ZWPORERENeXr64v8/Hx4enpCV1cXgYGBCAgIwMWLF7Fx40YAgLu7u8Zrdu/eDW9vbwDAd999h6lTp+K5555TL3jy+eef1/GnKKtBdH1XpD62tXwUx8iJiKRBLpcjJiamzCSx9u3bQ6VSVfp6c3Pzel/cpDwNulBzW0siImrsGnShpobhzuk0ITk5584KyTnf7mkhOT0yU4TkAMCFjSeE5OgaGgjJsTQRk+M8VsxqcjuPXRaS86yrmAmJz5qKac9NuZj/gvWbNxeSc8JQzHarNkbHheRQKRZqIiJq8Pbs2VPfTdAaLiFKREQkYQ3qiloKK5E9ipPJiIhImxpUoeZKZERE1NQ0qEJNTZtOzwFCchyEpACym7qCkgDl7WwhOYYtrSs/qQpatjETknPhxj0hOQ6C2nPxtqAeudaOQmKKEw4KySnKzxeS0+HiYSE5V0+lCsmhUhyjJiIikjDJXFFXZfyZa3sTEVFTI5lCXZXx5werkElpUhnHzImIpO/h7S8fNn/+fAQHBwMAPvnkE2zZsgXHjh2Dvr4+srOz67CFFZNMoa4OTiojIqLquHbtmsbjrVu3wt/fH6NGjVIfKygowMsvvwwvLy+sXLmyrptYoQZVqGu6+xbVrxtHjwnJaduihZCckL9NKj+pCr6e1FdIDgDcPXdeSI6pk5hJTm1tTIXknLhwU0iOoUIuJKeVrpieOOUdMVu36jo6CckpuHtXSI6quFhITjO7tkJyqsPb2xuurq4AgNWrV0Mul2PSpEmIiIiATCYrs6f0r7/+in79+sHe3l59LDw8HADw9ddf11m7q0Irk8kMDAy0UkwjIyMRHR0Na2sxM1uJiKjxiI+Ph56eHhITE7Fo0SIsXLgQK1asKHNeZmYmtmzZAn9//3poZfVp5Yo6MjKy3ne1IiKihk2pVEKpVGocUygUUCgU5Z5va2uL6OhoyGQyODs7IyUlBdHR0ZgwYYLGefHx8WjevDlGjhyptbaL1KC6vh+QwvaWD3CsnIhIOyIjI9Xd0Q+EhoYiLCys3PN79OihMWnMy8sLUVFRKC4uhq7uf+sefPXVVxg7diwMDMRsPqNt9VKoyyu01ekq5/aWRESNX0hICIKCgjSOVXQ1XVV//fUXUlNTsWbNmlrl1KV6KdTlFVqpXCGTeM3athGScytFzLaSc8a+JSTnUk6hkBxA3GQgUStUXcgQM1nKyEDMJDBRMkrEXEHl7lonJMe4dWshOebjJgvJubXicyE5965cFZLzuG7u8hw6dEjjcUJCApycnDSupleuXAkPDw907dpVSBvrAlcmIyKiRiE9PR1BQUFITU3FDz/8gNjYWAQGBqqfz8nJwc8//4y33ir/l/X09HQcO3YM6enpKC4uxrFjx3Ds2DHcuydmKdyaapBj1ERERI/y9fVFfn4+PD09oauri8DAQAQEBKif//HHH6FSqTBmzJhyX/+///0P8fHx6sdPPvkkAGD37t3w9vbWatsfp0EVaimtSPYAJ5MREUmDXC5HTEwM4uLiyn0+ICBAo3A/6uuvv5bcPdRAAyvUXJGMiIiaGskU6qrccsUVyRomHT0xE4ryBf38f94rZhUwkXrfuiUk50byUSE5XXr2EpKjFLRWsmF7MSuuXftjq5Cclt17CMnRMzISkmPWUsxqe8bPPy8kR9S/VSolmUJdlVuuODOciIjKs2fPnvpugtZw1jcREZGESeaKuiqktCLZAxwzJyIibWpQhZorkhERUVPToAo1NUwynfI3bK8uyyefEpLzsu4lITnF+XlCcgDglydfE5YlQttTp4Tk2PR6RkjO9YQDQnLsBgwSkgMd3crPqYIbRw4LybmV8o+QnFMP3UNcG6ImyTmMellITkPHMWoiIiIJY6EmIiKSsHrv+pbiamPVwclkRETS9/D2lw+bP38+goODAQBpaWkIDg7G/v37UVBQgC5dumDOnDno169fXTa1jHov1FxtjIiItO3atWsaj7du3Qp/f3+MGjVKfezFF1+Ek5MTdu3aBUNDQ8TExODFF1/E2bNnYWNjU9dNVqv3Qk2Nn1nHjvXdBA2323YSkqO3X8wqVwAwpFdbYVki3BaVc+GGkJxmt8W06ER6lpAc4xMJQnKu7v1TSI5uLfdofkAmEzMa2qyNmO07q8Pb2xuurq4AgNWrV0Mul2PSpEmIiIiATCYrU2h//fVX9OvXD/b29gCAmzdv4vTp01i5ciW6dOkCAJg3bx6WLl2K48eP12uh5hg1ERE1CvHx8dDT00NiYiIWLVqEhQsXYsWKFWXOy8zMxJYtW+Dv768+ZmFhAWdnZ3zzzTfIzc1FUVERvvjiC1hbW8PDw6MuP0YZdXZFXdFYNNfvJiKi8iiVSiiVSo1jCoUCigp6EGxtbREdHQ2ZTAZnZ2ekpKQgOjoaEyZM0DgvPj4ezZs3x8iRI9XHZDIZ/vjjDwwfPhzNmzeHjo4OrK2tsW3bNrRo0UL8h6uGOivUFY1FV7bSmNQnm3F8nYhIOyIjIxEeHq5xLDQ0FGFhYeWe36NHD41JY15eXoiKikJxcTF0df+79/2rr77C2LFjYWBgoD6mUqkwZcoUWFtb46+//oKhoSFWrFiBIUOG4PDhw2jVqpXYD1cNkh+j5mQzIqKmKSQkBEFBQRrHKrqarqq//voLqampWLNmjcbxXbt2YfPmzbh9+zZMTEp3I1u6dCl27NiB+Ph4zJo1q1bvWxuSL9TU8OmbmgnJKcrNFZLTTi6mhyanXTshOQBgql8gJGfjybtCcqSmp6Acg+Q9QnJaP9tfSM7ZteuF5LT07CYkp3XfvkJyLmzcJCTncd3c5Tl06JDG44SEBDg5OWlcTa9cuRIeHh7o2rWrxrl5eaUrDeroaE7d0tHRQUlJSXWbLhQnkxERUaOQnp6OoKAgpKam4ocffkBsbCwCAwPVz+fk5ODnn3/GW2+9Vea1Xl5eaNGiBcaNG4e///5bfU/1+fPn8cILL9Tlxyij3q+oK9sRi5PNiIioKnx9fZGfnw9PT0/o6uoiMDAQAQEB6ud//PFHqFQqjBkzpsxrLS0tsW3bNsyePRvPPvssCgsL0blzZ/z6669lrr7rWr0X6sp2xKrOtpb1MfGM4+dERNIgl8sRExODuLi4cp8PCAjQKNyP6tatG37//XdtNa/G6r1Qi8SJZ0RE1NhIvlBX1jX+MHaTS9PVPbuF5Jg4OAjJkTdvLiSnhbOLkBwAOLvuFyE599uJmQwkNS09PYXknFu/TkjO2fVrheSYuzgLySkpLBKSI+rfhtvUKUJyqJTkC3VlXeMPq043ORERNR579uyp7yZoDWd9ExERSZjkr6irozrd5KJwTJyIiLSpURXq6nSTExERNQRaK9SPXt1yolfTtc1azASnCY6GQnLuXrggJEckM2cxW4HeyBSzwtnYVneE5JiKmgBobiUkx37EyMpPqgJFC3MhOUfmzRWSU1wg5uee/tsWITmiWHZ9sr6bIAlaK9SPXt1yohcREVH1cTIZERGRhDWIMWopb3XJyWRERA3DyZMnMXPmTOzduxdFRUXo1KkT1q5dCzs7OwDA2bNn8d5772Hfvn1QKpXw8fFBbGwsWrZsWa/tbhCFmiuOERFRbZw9exa9e/eGv78/wsPDYWJign///Ve9J3Vubi4GDhyIrl27YteuXQCAjz76CEOGDEFCQkKZXbXqUr0W6qpeKXMiWsPWxsKg8pOqIDv1lJAcURNvVOnFQnIAoDBPzBaebSzEbG5v0r6FkJzs06eF5ORevSokx6R9ByE5EPSftrxZMyE599IvCcm54DNBSI7D7m+E5FSHt7c3XF1dAQCrV6+GXC7HpEmTEBERAZlMhtmzZ2Pw4MGYP3/+f+18aLLj/v37ceHCBRw9elS9H3V8fDxatGiBXbt2oX9/MVub1kS9FuqqXilzIhoREVUmPj4e/v7+SExMRFJSEgICAmBnZwd/f39s2bIF77//PgYNGoSjR4+iQ4cOCAkJwfDhwwEASqUSMplMY/9rAwMD6OjoYN++ffVaqDmZjIiIJEmpVCInJ0fjS6lUVni+ra0toqOj4ezsjLFjx2LatGmIjo7G9evXce/ePcybNw8+Pj7Yvn07RowYgZEjR2Lv3r0AgB49esDY2BgzZ85EXl4ecnNz8d5776G4uBjXrl2rq49crgYxRl0fK45VFcfOiYi0IzIyEuHh4RrHQkNDERYWVu75PXr0gEwmUz/28vJCVFQUiotLh6mGDRumriXu7u44cOAAli1bhr59+8LKygo///wzJk2ahM8//xw6OjoYM2YMnnrqqXodnwYaSKHmimNERE1PSEgIgoKCNI493DVdVZaWltDT00OnTp00jru4uGDfvn3qxwMHDsTZs2dx8+ZN6OnpwczMDDY2NrC3t6/ZBxCkQRRqatju5ovZgk9HTy4kx6Z7DyE58YduCMkBgJeeKBGS0+1YopCcZv19heToGYiZSGhgaS0k536xSkhOztkzQnJUxWImJOrWoHiVp/UvMUJy5B3aCclRKBTVKsyHDh3SeJyQkAAnJycoFAo8/fTTSE1N1Xg+LS0N7dqVbaulpSUAYNeuXbh+/TqGDh1ag9aLw0JNRESNQnp6OoKCgjBx4kQkJycjNjYWUVFRAIDg4GC88sor6NOnD/r164dt27Zh06ZNGttjrlq1Ci4uLrCyssLBgwcRGBiIGTNmwNlZzL7hNcVCTUREjYKvry/y8/Ph6ekJXV1dBAYGIiAgAAAwYsQILFu2DJGRkZg+fTqcnZ2xdu1a9O7dW/361NRUhISEICsrC+3bt8fs2bMlMT+qzgp1eRPCant/tBRWLONkMiIiaZDL5YiJiUFcXFy5z48fPx7jx4+v8PXz5s3DvHnztNW8GquzQl3ehLDa/qbCFcuIiKixk0zXd02ujrliWcPQ7QlLITl3duwWktPs/9f1rS1RnwsACm6KmZx013OgkJwjqRlCclpe+kdIjlGr1kJyzuuJ+ZnZ3csWknPr+AkhOapiMZMRW/f2EpKj30LMynZUSjKFuiZXx1IYOyAiovr38KSwxoYrkxEREUmYZK6oa0IKK5ZxjJyIqGlr0aKFxopoj5OVlVXt/AZdqLliGRER1beYmBj1n2/duoWPP/4YgwYNgpdX6Zj/wYMH8fvvv+Ojjz6qUX69FuqHr4g5MazxavHvvspPqoI8nar9xlqZe5fFbAmYohI3cmSSnS4kJ+WuuZCcsT3bCMnJumMqJGfjJTHf6yGtM4XkqHR1heTomzQXktNx3DghOUX5eUJyruwWM/GzoRj30Pd/1KhRiIiIwNSpU9XHpk+fjsWLF+OPP/6oUS9wvRbqh6+I67sLm4iIqLZ+//13fPrpp2WO+/j4YNasWTXK5GQyIiIiQSwsLPDrr7+WOf7rr7/CwsKiRpkNZoxaCquQlYeTyYiIGoaTJ09i5syZ2Lt3L4qKitCpUyesXbsWdv+/tkJGRgaCg4OxY8cO3L17F87Ozpg9ezZGjRpV5fcIDw/HW2+9hT179qB79+4ASjcL2bZtG7788ssatbvBFGquQkZERDV19uxZ9O7dG/7+/ggPD4eJiQn+/fdfGDy0w5uvry+ys7OxceNGWFpa4vvvv8fo0aORlJSEJ598skrv4+fnBxcXF3z++edYt24dgP+203xQuKtLMoW6slutONms4bLs6i4k557lFSE5d9JSKz+pCjKMbYTkAMDNv/8WkpPR1UVIjijNWrUSkuNTLGYCoJ6hlZgcOwchOW2fe05ITuahBCE5t0+J+bfh/MYbQnKqw9vbG66urgCA1atXQy6XY9KkSYiIiIBMJsPs2bMxePBgzJ8/X/0aBwfNn+OBAwcQFxcHT09PAMCHH36I6OhoHDlypMqFGgC6d++O7777TsCnKiWZQl3ZrVacbEZERI8THx8Pf39/JCYmIikpCQEBAbCzs4O/vz+2bNmC999/H4MGDcLRo0fRoUMHhISEYPjw4erX9+zZE2vWrMELL7wAMzMz/PTTT7h//z68vb0f+745OTkwMTFR//lxHpxXHZIp1ERERA9TKpVQKpUaxxQKBRQKRbnn29raIjo6GjKZDM7OzkhJSUF0dDSGDBmCe/fuYd68efj444/x6aefYtu2bRg5ciR2796Nvn37AgB++uknvPLKK7CwsICenh6MjIywfv16ODo6PradLVq0wLVr12BtbQ0zM7NyFz9RqVSQyWQoLi6u9vehwRRqKaxCVh6OmxMRaUdkZCTCw8M1joWGhiIsLKzc83v06KFRJL28vBAVFaUujsOGDVPXEXd3dxw4cADLli1TF+qPPvoI2dnZ+OOPP2BpaYkNGzZg9OjR+Ouvv+Dm5lZhO3ft2gVz89I1DHZr4R7yBlOouQoZEVHTEhISgqCgII1jFV1NP46lpSX09PTQqVMnjeMPJnkBpZPNFi9ejOPHj6Nz584AgK5du+Kvv/7CkiVLsGzZsgrzHxT6R//8OJMnT0ZERAQsLSvf0Y33URMRkSQpFAqYmJhofD2uUB86dEjjcUJCApycnKBQKPD0008jNVVzslxaWhratWsHAMjLK12VTUdHsyzq6uqipETMNqIP+/bbbysdz36gwVxRUwXOVnFv5f7abcbjnN9Y9ub/mnB86WUhOe8crP5v5OX5ZlxXITkAcP1ZMbOIXzn4h5CcvxdtFJJj1FLMzHizjh2F5Nw0shaS0+LMSSE5xoJmxVt1FfN3UVdfX0jOld27hOS07t2nWuenp6cjKCgIEydORHJyMmJjYxEVFQUACA4OxiuvvII+ffqgX79+2LZtGzZt2qTeHrNjx45wdHTExIkTsWDBAlhYWGDDhg3YsWMHNm/eLOTzPEylUlX5XBZqIiJqFHx9fZGfnw9PT0/o6uoiMDAQAQEBAIARI0Zg2bJliIyMxPTp0+Hs7Iy1a9eid+/eAAC5XI7ffvsNs2bNUk8+c3R0RHx8PAYPHlyfH6t+CrVUVxmrCU4mIyKSBrlcjpiYGMTFxZX7/Pjx4zF+/PgKX+/k5IS1a9dqq3k1Vi+FmquMERERVQ0nkxEREUkYx6hJ62y8egrJOZAhZublhGfFTHA6tWiBkBwAsHzyKSE5GclHheTYDhwgJKdlt6eF5Fzd95eQnHNXs4XkeJqJmXR1JK+ZkByrNT8KySm8d09Ijom9vZCc6ngwKayheP3116u8SpmwQl2dcWeu201ERI1VdnY2EhMTcf369TK3dvn6+gJAhePo5RFWqKsz7lyTFcakOgGNY+1ERPTApk2bMHbsWNy7dw8mJiYaK6XJZDJ1oa6OBtP1zQloREQkde+++y7Gjx+PuXPnwsjISEgmJ5MREREJcuXKFUyfPl1YkQbq6Yq6JhtscFy74UpdvVpITsm4YCE5olxLSBKWlXVSzD7AnScGCMkpb/efmsg+e1ZITtF9ZeUnVUGJSdVXg3qc5ra2QnL62RQJySlxeEtIzv3bWUJy9AzFFamGZtCgQUhKSoK9wAl19VKoa7LBhhR3ziIiInrYCy+8gODgYJw4cQJubm6Qy+Uazw8dOrTamQ1mjJrbXBIRkdRNmDABABAREVHmuUa/HzW3uSQioto4efIkZs6cib1796KoqAidOnXC2rVrYWdXurnR/fv38e677+LHH3+EUqnEoEGDsHTpUrRs2bLK76GNnbY4mYyIiBq9s2fPonfv3ujYsSP27NmDf/75Bx999BEMDAzU58yYMQObNm3Czz//jL179+Lq1asYOXJkPba6VIO5oqbyre9atb9EI7TcjsdxHjdOSM435+8IyXnNWsyEGesVy4XkAMD1o8lCco4v+0JITvsXnheSc//mTSE5jv5vC8nJ+0rMz0z19EQhOfcuiNku88u/xUy2e/7WPiE5lk8+KSTH1NGpyud6e3vD1dUVALB69WrI5XJMmjQJERERkMlkmD17NgYPHoz58+erX+Pg8N/2snfu3MHKlSvx/fff49lnnwUArFq1Ci4uLkhISECPHj0qfO/PP/8cAQEBMDAwwOeff/7Ydk6fPr3Kn+kBFmoiIpIkpVIJpVLzlxCFQgGFovw95ePj4+Hv74/ExEQkJSUhICAAdnZ28Pf3x5YtW/D+++9j0KBBOHr0KDp06ICQkBAMHz4cAHDkyBEUFhaif//+6ryOHTvCzs4OBw8efGyhjo6OxtixY2FgYPDYeUsymazxFWqprkb2ME4mIyLSjsjISISHh2scCw0NRVhYWLnn29raIjo6GjKZDM7OzkhJSUF0dLR6f+l58+bh448/xqeffopt27Zh5MiR2L17N/r27YuMjAzo6+vDzMxMI7Nly5bIyMh4bDvPnz9f7p9FEVqoCwsLazSjrSL6+voIDQ0VlqcNdfmLhK6uLvT09ITd40pEJGUhISEICgrSOFbR1TQA9OjRQ+P/Ry8vL0RFRanr0rBhw9R3D7m7u+PAgQNYtmwZ+vbtK7ztBQUFOH/+PBwcHKCnV7tSK6RQFxQUwMvLC2fOnBERpzZw4ECt/HbSkBkZGaFVq1bQ1xezew8RkVQ9rpu7OiwtLaGnp4dOnTppHHdxccG+faXj8jY2NigoKEB2drbGVXVmZiZsbKq+415eXh6mTZuG+Ph4AEBaWhrs7e0xbdo0tGnTBrNmzap2+2tdqEtKSnD+/Hk4OTmhdevW0NfXF3bFZ2BggFatWgnJauhUKhUKCgpw48YN9fdbR6dhTNo/t26dkByP0ZOF5KSihZCci598LCQHACzcXIXk2DzdTUiOwtRUSI79kGFCcnb/ky4k5+mBA4Xk3L8spj3KnBwhOR5OYrZubd68vZCcS9t3CMmxfa56P69Dhw5pPE5ISICTkxMUCgWefvpppKZqrgCYlpaGdu3aAQA8PDwgl8uxc+dOjBo1CgCQmpqK9PR0eHl5VbkNISEh+Pvvv7Fnzx74+Pioj/fv3x9hYWF1X6hDQkIgl8sxaNAgWFlZwbQW/7gvX74MlUpzeT+VSqUxdb6pMzQ0hFwux8WLF1FQUMDvDRHRQ9LT0xEUFISJEyciOTkZsbGxiIqKAgAEBwfjlVdeQZ8+fdCvXz9s27YNmzZtUu9jbWpqCn9/fwQFBcHc3BwmJiaYNm0avLy8HjuR7FEbNmzAmjVrynTDd+7cGWdruKRurQr1/fv3ERoaivPnz5dZJq26VCoVbB9ZP/fSpUtlziuvoNenR9usbQ3lKpqIqK75+voiPz8fnp6e0NXVRWBgIAICSte/HzFiBJYtW4bIyEhMnz4dzs7OWLt2LXr37q1+fXR0NHR0dDBq1CiNBU+q48aNG7C2ti5zPDc3t8a9zZKe9V2e8go6ERGRXC5HTEwM4uLiyn1+/PjxGD9+fIWvNzAwwJIlS7BkyZIat6Fbt27YsmULpk2bBuC/DW5WrFhRrS70hzW4Qk1ERCRVc+fOxfPPP48TJ06gqKgIixYtwokTJ3DgwAHs3bu3RplaLdR+fn7qmW96enpo27YtXn75ZURERFRpfFUmk5Xp/i4sLNRKW0l7rAVNcPrjyl0hOS8YXhWSU/L/qxeJkL59u5AcO0GTpVr17F35SVWgKhFzu2an9lZCcgr0xAwdKY8dqvykKrj8xx9Cck4//YqQHNO/jwrJsezaRUhOQ9S7d28cO3YM8+bNg5ubG7Zv346nnnoKBw8ehJubW40ytX5F7ePjg1WrVqGwsBBHjhzBuHHjIJPJ8Omnn1b62rZt25Y5Vt64tWgFBQW8/YmIqAF5MClMChwcHPDll18Ky9P6zCSFQgEbGxvY2tpi+PDh6N+/P3bs+G/qvlKpxPTp0/Hkk0/CwMAAvXv3xuHDh9XPd+vWDQsWLFA/fuuttyCXy3Hq1ClcunQJiYmJkMlk+Ouvv3Dp0qVyv4KDg2FpaYlmzZphzJgxmDx5Mjp37qx+/uWXX8agQYPw/vvvo2XLlnB0dMSlS5ewY8cO9OrVCwYGBmjRogVee+019fteunQJXl5eeOeddzQ+7/Dhw+Hn56d+3L59e8yZMwdjxoyBsbEx2rRpozH+oVKpEBYWBjs7OygUCrRu3bpGS8wREVH909XVxfXr18scv3XrFnR1dWuUWWdTiC9fvow//vgDf/31FwCoi92kSZPw008/Yf78+UhOToajoyMGDRqErKzSjRP69u2r/k1JpVIhKSkJZmZmuHDhAmxtbXH69Gm0adMGzzzzDGxtbct8/fnnn1i8eDE+++wzJCcnw8XFBd999x3kcrn6HGNjYxw4cAAZGRnYtWsXtm7dCnNzc4wbNw42NjZISkrC2rVrkZCQgHnz5qlfV9Ub8T/77DN07doVR48exaxZsxAYGKj+ZWXt2rWIjo7GF198gdOnT2PDhg017h4hIqL6VdFdSUqlssY9tVrv+t68eTOaNWuGoqIiKJVK6OjoIC4uDra2tsjNzcW3336Lr7/+Wl1ov/zyS+zYsQMrV65EcHAwvL29sXLlShQXF+P48ePQ19fHK6+8or6ZfM+ePY9d/i02Nhb+/v548803AQD/+9//sH37dty7d0/jPGNjY6xYsUL9jfzyyy9x//59fPPNNzA2NgYALF68GEOGDMGnn35arf1Je/Xqpb7J/YknnsD+/fsRHR2NAQMGID09HTY2Nujfvz/kcjns7Ozg6elZre8xERHVrwe7ZslkMqxYsQLNmjVTP1dcXIw///wTHTt2rFG21gt1v379EBcXh7Nnz+KHH36Anp6eetWXs2fPorCwEL169VKfL5fL4enpiZMnS7d/e+aZZ3D37l0cPXoUBw4cQN++feHt7Y158+YBAPbu3Yvg4OAK3z81NRWTJ2uuaOXp6Yldu3ZpHHNzc9P4befkyZPo2rWrukgDpQW3pKQEqamp1SrUj07J9/LyQkxMDADg5ZdfRkxMDOzt7eHj44PBgwdjyJAhtV4bVkoyE8RMvHllgpgJKjlni4TkqFTiNohv/+KLQnJuCtouU2FhISTH2l3MdofbEsUsT9xf77KQHKNWrYXknOg5RkhO7RfZLGXcRsznyr0qZsJmQ/JggyaVSoVly5ZpdHPr6+ujffv2WLZsWY2ytV4NjI2N4ejoCIVCga+++gpdu3bFypUr4e/vX6XXm5mZoWvXrtizZw8OHjyIAQMGoE+fPnjllVeQlpaG06dPC1lQ/eGCXFU6OjplujmqOyvd1tYWqamp+OOPP7Bjxw5MnjwZn332Gfbu3VvrRWSIiKhuPNiXol+/fli3bh1atBCzVDFQh2PUQGlh++CDD/Dhhx8iPz8fDg4O0NfXx/79+9XnFBYWIiEhAa1bt1aPYz/11FPYunUr9uzZA2dnZ+Tm5sLR0REffPABrK2tYWhoWOFEsg4dOmD37t0ax/bt24fCwkL149zcXOTn52uc07JlSxw9ehSpqanqYxs2bICOjg6aNWuGS5cuwdjYGNeuXVO3/UH3/KMSEhLKPHZxcVE/NjQ0xJAhQ/D555+rfyFJSUnRwk+AiIi0affu3eoirVKphKykWefrUb788svQ1dXFkiVLYGxsjEmTJiE4OBh79uzBiRMnMGHCBOTn5+Pdd99VT9oaMmQI9u7dC319ffTr1w+2trYYMGAANmzYgGeffbbcSWQPvt59912sWbMGu3btwv379xEfH4/U1FTo6+trTCYzNDTUeN20adNgZGSE2bNn486dOzhz5gwiIiLwxhtv4KmnnoKtrS1efPFFbNmyBVu2bMGpU6cwadIkZGdnl/nM+/fvx/z585GWloYlS5bg559/RmBgIADg66+/xsqVK3H8+HGcO3cO3377LQwNDdULxRMRUe2tW7cOAwcOhIWFBWQyGY4dO1bmnIkTJ8LBwQGGhoawsrLCsGHDcOrUqWq/1zfffAM3NzcYGhrC0NAQXbp0werVq2vc9jov1Hp6epg6dSrmz5+P3NxczJs3D6NGjcI777yDp556CmfOnMG3336r0W3wzDPPoKSkRKOL29vbG8XFxfD29n7s+40dOxYhISF477338NRTT+H8+fPw8/OrdMEVIyMj/P7778jKysLTTz+Nl156Cc899xwWL16sPmf8+PEYN24cfH190bdvX9jb26Nfv35lst59910kJSXhySefxMcff4yFCxdi0KBBAEq79r/88kv06tULXbp0wR9//IFNmzbBQtAYIRERla613bt378eu4eHh4YFVq1bh5MmT+P3336FSqTBw4ED1ftZVsXDhQkyaNAmDBw/GTz/9hJ9++gk+Pj54++231ePY1SVT1eC6fMaMGYiOjsaMGTMQGRmJ8+fPw8DAAB06dKjwNZcuXXrsGt0Pb7ZRWFgIe3v76jarygYMGAAbG5ta/YZTVe3bt8c777xT5n7rmrp//z7Onz+PDh06wMDAAOsTMqv0uhE9qj75TbQ/p08VkmPp3lVIjoG5mF+CjARuwXplp5gVqgrz8oTkKIe+KSTHo6OYyUnpGdlCcqzyyt7fWhMlglZIvLJ7t5CcJSoxd4rM6Vmz+3wfJavh/cKPqs4Ked7e3nB1Ld0udvXq1ZDL5Zg0aRIiIiI0NsO4cOECOnTogKNHj8Ld3f2xmf/88w+6du2KM2fOwMHBoUrt6NChA8LDw+Hr66txPD4+HmFhYeqx7OqQzNTih1chE7n6WF5eHpYtW4ZBgwZBV1cXP/zwg3riFhERSZdSqYRSqdQ4plAoKlzDIj4+Hv7+/khMTERSUhICAgJgZ2eHCRMmVPu9c3NzsWrVKnTo0KFaG0Fdu3YNPXv2LHO8Z8+eGnOaqkNYoS5vXe6HVWc2dGVZ1XH//n2sW7cOc+bMgVKphIODA7744gs4OzsLeQ/u5EVEpB2RkZEIDw/XOBYaGoqwsLByz7e1tUV0dDRkMhmcnZ2RkpKC6OjoahXqpUuX4v3330dubi6cnZ2xY8eOai1U4ujoiJ9++gkffPCBxvE1a9bAycmpyjkPE1aobWxsHjvuW52iWN4a37Wxb98+oXnVceHChXp7byKihiwkJARBQUEaxx63ImSPHj00urm9vLwQFRWF4uLiKi/fOXbsWAwYMADXrl3DggULMHr0aOzfv79KG0kBQHh4OF555RX8+eef6jVC9u/fj507d+Knn36qUsajJNP1TURE9LDHdXNri6mpKUxNTeHk5IQePXqgRYsWWL9+PcaMqdriNKNGjUJiYiIWLlyIDRs2AABcXFyQmJiIJ5+s2QJALNSkdU8+8htxTZ1Y9ZWQnHvpYoZVnujcWUgOACjMzYXktB0gZpvL5rbNKj+pCm4c+FNIzurzYtrzWskxITnf67gLyflg9GghOfPvitkCNu3774Tk2Ar6e1hdhw5proKYkJAAJyenGm+G8eA+6EfHyStSWFiIiRMn4qOPPsK3335bo/csT53fnkVERKQN6enpCAoKQmpqKn744QfExsaq16zIysrCsWPHcOLECQCly0sfO3YMGRkZAIBz584hMjISR44cQXp6Og4cOICXX34ZhoaGGDx4cJXeXy6XY+3atcI/V71cUT98K1ZDx8lkRETS4Ovri/z8fHh6ekJXVxeBgYEICAgAAGzcuFG9ORMAvPrqqwD+m5xmYGCAv/76CzExMbh9+zZatmyJPn364MCBA7C2tq5yG4YPH44NGzZgxowZwj5XvRRqlUrFAkdERELJ5XLExMQgLi6uzHN+fn7w8/Or8LWtW7fGb7/9Vus2ODk5ISIiAvv374eHh0eZfSSmT59e7UyOURMREQmycuVKmJmZ4ciRIzhy5IjGczKZTJqF+kp2Pm7nFiDjRh7u6NwBAI0/i9bCWB9tzAy1kk01k5l0WEhOM0G37Z13qvpqR48j+/EHITkAYOZcs31qH1VcxUkvlfnn//fWrS2nKs6UrUwvAzErXTm6iJm81evkTSE5GYmJQnJSrV2F5DTPETMpLTstVUhO22f7C8mpSw+vPPZgiPfhW8ZqQquF+kp2Pp5dsAfKogf79j68p6yY/WUfpdDTwa73vKtVrDMyMhAZGYktW7bg8uXLMDU1haOjI15//XWMGzcORkZGwtt5//59vPvuu/jxxx+hVCoxaNAgLF26tFr7XBMRUak9e/bUdxPUVq5ciejoaJw+fRpAaXf4O++8g7feeqtGeVot1LdzCx4q0nVDWVSCk+fSUWJVteJ68eJFjBw5EqampggKCkLHjh2hr6+P1NRUfP/999DX18fAgeXfalCbNclnzJiBLVu24Oeff4apqSmmTp2KkSNHamz5SUREDcv//vc/LFy4ENOmTYOXlxcA4ODBg5gxYwbS09MRERFR7cxGOUZt09IGtm1Mq3TuhAkToFAocOzYMY1B/969e8Pf3x8qlUrdbSGTybB06VJs3boVO3fuRHBwMLy9vdGvXz9s3rwZISEhSEtLg7u7O1asWKFeIP5Rd+7cwcqVK/H999/j2WefBQCsWrUKLi4uSEhIQI8ePWr5HSAiovoQFxeHL7/8UmOBlKFDh6JLly6YNm1ajQp1k76P+tatW9i+fTumTJlSZmbeA4+OLYSFhWHEiBFISUnB+PHj1ceDg4MRFRWFw4cPw8rKCkOGDKlwffMjR46gsLAQ/fv/N/7SsWNH2NnZ4eDBgwI+GRER1YfCwkJ069atzHEPDw8UFRXVKLNRXlFX1ZkzZ6BSqeDs7Kxx3NLSEvfv3wcATJkyRWP/0tdee03jXrxz584BKL0Xb8CAAQBKd3Bp27Yt1q9fj9HlrDyUkZEBfX19mJmZaRxv2bKl+ub7xiTR6AkhOQMcxdx73/zGFSE5Zy6mC8kBgEJBK0tZ+ddsDOxR+TfETJbKTDxU+UlVkNPqaSE55zZuEJLj5dVLSA4sXITE5FwSs+1m3+BgITnFgrYBbYjeeOMNxMXFYeHChRrHly9fjrFjx9Yos0kX6ookJiaipKQEY8eOLbN0XHm/KQFQj0UAgLm5OZydnXHy5EmttpOIiKRn5cqV2L59u3oY89ChQ0hPT4evr6/GJiOPFvOKNMpCnZGZAdOSnErPMzQ0hEwmw6FDhzQKsFwuBwDo6Ojg7t27Gjt/5efn13p7TBsbGxQUFCA7O1vjqjozMxM2Nja1yiYiovpz/PhxPPXUUwCAs2fPAijtpbW0tMTx48fV51Xnlq1GWairOpnM1tYWAwYMwLfffouPPvqozDi1QqFA8+bNNVZRs7S01Hj84AeRkJAAOzs7AMDt27eRlpYGF5fyu7U8PDwgl8uxc+dOjBo1CkDpurPp6ekaV+ZERCRGZmYmZs6cie3btyM7Oxt9+vRBbGysxh7RZ8+exXvvvYd9+/ZBqVTCx8cHsbGx1bptdvfu3cLb3qQnkwGlm4QXFRWhW7duWLNmDU6ePInU1FR8++23OHXqVJV3XYmIiMDOnTtx/Phx+Pn5wdLSEsOHDy/3XFNTU/j7+yMoKAi7d+/GkSNH8Oabb8LLy4szvomIBFOpVBg+fDjOnTuHX3/9FUePHkW7du3Qv39/5ObmAgByc3MxcOBAyGQy7Nq1C/v370dBQQGGDBmCkpK6vc34UY3yiro6HBwccPToUcydOxchISG4fPkyFAoFOnXqhPfeew+TJ0+uUs68efMQGBiI06dPw93dHZs2bYK+vn6F50dHR0NHRwejRo3SWPCkMXJoXbVb5Spz9pcvheTIXpogJqeGW+eVR3lbzEp9J1auEJLjMPplITk6/z+MVFsOZmL+DrVoLmbylqGgbUlTrotZSc6htZAYZJ06JSTn/s0bQnLMnJwrP+n/eXt7q2+JXb16NeRyOSZNmoSIiAicPn0aCQkJOH78ODr///a0cXFxsLGxwQ8//IC33noL+/fvx4ULF3D06FGYmJgAKJ0Y3KJFC+zatUvjLp26ptVC3cJYHwo9nTpd9EShp4MWxhUXyPK0atUKsbGxiI2Nfex5j9vxq3fv3hrjD5UxMDDAkiVLsGTJkiq/hoioKVEqlWUm9CoUCigUinLPj4+Ph7+/PxITE5GUlISAgADY2dmpeyoNDAzU5+ro6EChUGDfvn146623oFQqIZPJNLINDAygo6ODffv2Nd5C3cbMELve88bt3IJaZ2VmZkKFym/PMTPQQ8ndm7gk5m4XIiKqJ5GRkQgPD9c49mBbyvLY2toiOjoaMpkMzs7OSElJQXR0NP7++2/Y2dkhJCQEX3zxBYyNjREdHY3Lly/j2rVrAIAePXrA2NgYM2fOxNy5c6FSqTBr1iwUFxerz6kvWu/6bmNmKGSTDNcqrjRW1x5MJiMiIrFCQkI0bmcCUOHVNFBabB+eTe3l5YWoqCjo6Ohg3bp18Pf3h7m5OXR1ddG/f388//zz6p5SKysr/Pzzz5g0aRI+//xz6OjoYMyYMXjqqaego1O/07ma/Bh1bXl7ez+2S5yIiGrmcd3c1eXh4YFjx47hzp07KCgogJWVFbp3765xa+7AgQNx9uxZ3Lx5E3p6ejAzM4ONjU2N93QQhYW6gZuxIalK543o8YKWW1Ixk2NiblcwGyzmM1z7/UchOU9/+KGQHABYvOuykJznLm4XktPKs7uQnLSfxHyvOzzZTEjO9X+rPo/kcQw7uwvJUf2yWEjOHqcXheQMzPxHSI7b1GlCcqrr0CHNlfASEhLg5OSkcfeOqWlp7+zp06eRlJSEOXPmlMmxtLQEAOzatQvXr1/H0KFDtdjqyrFQExFRo5Ceno6goCBMnDgRycnJiI2NRVRUFADg559/hpWVFezs7JCSkoLAwEAMHz5cY3fEB5sjWVlZ4eDBgwgMDMSMGTPKLDNd1xpFob58+XK9dT8/vPgJERHVH19fX+Tn58PT0xO6uroIDAxEQEAAAODatWsICgpCZmYmWrVqBV9fX3z00Ucar09NTUVISAiysrLQvn17zJ49GzNmzKiPj6KhURRqlUrFgklE1MTJ5XLExMQgLi6uzHPTp0/H9OnTH/v6efPmYd68edpqXo01+ZXJiIiIpKzOr6i10U1d0b7PJA0ZBxOE5NxJOy0kR27SXEhOxiExnwsA9PXshOTIjcVMuromaHtKA3MLITktnDsKydFtL2bL1Wb6YlalM27dRkiOvp6Yay7n12q2DeOj7t8QszKZvJ1x5Sc1AVov1HnKYhQ8tDLZPSWE7xCVkZGJ7NzSYq2vpwMjhbilHYmISPr27NlT303QGq0W6jxlMXYcu4kSjQtoOU7eyBL8Tv9lyqCCa8tCKKrxya5fv44lS5Zg165dyMjIQPPmzdGuXTuMHDkSL730EgwNK16wpaZj48uXL8f333+P5ORk3L17F7dv39bY8pKIiAjQcqEuKCp5pEhrnwoyWFrbwMy4apsBnDt3Di+++CLMzMwwf/58uLm5QaFQICUlBcuXL4erq2uF99DVpss9Ly8PPj4+8PHxQUhISI1ziIiocWsUs75rY/LkydDT00NSUpLGftT29vYYNmyYxni6TCbD0qVLsXXrVuzcuRPBwcHw9vZGv379sHnzZoSEhCAtLQ3u7u5YsWKFeieX8rzzzjsAGnd3DRER1V6TLtS3bt3C9u3bMXfuXI0i/bCH140FgLCwMMybNw8xMTHQ09PDuXPnAADBwcFYtGgRbGxs8MEHH2DIkCFIS0uDXNA2fw2ZRedOQnJkemK+lwXZt4XkiNzm0qm1mAlu9/+9JSTnbz0xk5wG9HEXknNp5x9Ccv41FTOZTJSnn3pKSE7/REETNs+Lac+V3buE5Dz9v/DKT2oCmvTtWWfOnIFKpSqz6oylpSWaNWuGZs2aYebMmRrPvfbaa3jzzTdhb28PO7v/ZuqGhoZiwIABcHNzQ3x8PDIzM7F+/fo6+RxERNR4Ncor6oyMTNzVr3xwPDMzEwBw8+ZNXLp0SX18w4YNUKlUmD59epnnOnTooPH4AS8vL/Wfzc3N4ezsjJMnT9bmYxARETXOQm1j07JKk8mMjIwgk8lw69YtjdnbD/5samqK5s2bazxnZ2en8ZjbXBIRSd+jw5gPzJ8/H8HBwQCAoUOH4tixY7h+/TpatGiB/v3749NPP0Xr1q3rsqllNOmubwsLCwwYMACLFy9Gbm5urbISEv4bI7p9+zbS0tLg4uJS2yYSEZEA165d0/j66quvIJPJMGrUKPU5/fr1w08//YTU1FSsXbsWZ8+exUsvvVSPrS7VKK+oq2Pp0qXo1asXunXrhrCwMHTp0gU6Ojo4fPgwTp06BQ8PjyrlREREwMLCAi1btsTs2bNhaWmJ4cOHV3h+RkYGMjIycObMGQBASkoKmjdvDjs7O5ibm4v4aJJRmJcnJKf9i2K2msu9dlVITtbxFCE5AHDKUsxv7GaCvtedsk8JySmQtxOSYzvQR0jO2rXHhOSMf17MBMmMtT8IySkuKBCSk3NOTA+hpbu7kJzq8Pb2Vt9ps3r1asjlckyaNAkRERGQyWRlFtr69ddf0a9fP429ph/egKNdu3aYNWsWhg8fjsLCwnqdGNzkC7WDgwOOHj2KuXPnIiQkBJcvX4ZCoUCnTp3w3nvvYfLkyVXKmTdvHgIDA3H69Gm4u7tj06ZN0NfXr/D8ZcuWITz8vxmNffr0AVC6zZqfn1+tPhMRUWOgVCqhVCo1jikUCigUinLPj4+Ph7+/PxITE5GUlISAgADY2dlhwoQJGudlZmZiy5YtiI+Pr/C9s7Ky8N1336Fnz571fveOVgu1vp4OZFBBhfLHBrRBBhVuXs/A3Wp+svfffx/vv/9+meO3bt3CrVult7ykp6cDQLmTyXr37o3jx6u+KX1YWBjCwsKq10gioiYkMjJS44IGKL3DpqL/O21tbREdHQ2ZTAZnZ2ekpKQgOjq6TKGOj49H8+bNMXLkyDIZM2fOxOLFi5GXl4cePXpg8+bNwj5PTWm1UBspdOHashCW1mLX9n6cul7rm5PJiIi0IyQkBEFBQRrHKrqaBoAePXpoTBrz8vJCVFQUiouLofvQugdfffUVxo4dCwMDgzIZwcHB8Pf3x8WLFxEeHg5fX19s3ry5wslodUHrXd8KPVR5OU8iIqIHHtfNXVN//fUXUlNTsWbNmnKft7S0hKWlJZ544gm4uLjA1tYWCQkJGrfg1rUaFWoDAwPMmDED169fF92eBsfb21v4tp2NjUmHDkJybv1zTEjO/Zs3heQU3r0rJAcAJr7pJiQn8Y9lQnLud+ouJCcrR8zkNrPmFW+MUx2vtr4nJKe5nph/8//LFXNnyOTm0lqzQXlbzOp/1XXokOb2rAkJCXByctK4ml65ciU8PDzQtWvXSvNKSkp3fnx0nLyu1ahQR0ZGAtCcIUdERFSf0tPTERQUhIkTJyI5ORmxsbGIiopSP5+Tk4Off/5Z49gDhw4dwuHDh9G7d2+0aNECZ8+exUcffQQHB4d6vZoGGuCs78uXL0vqCram21wSEZFYvr6+yM/Ph6enJ3R1dREYGIiAgAD18z/++CNUKhXGjBlT5rVGRkZYt24dQkNDkZubi1atWsHHxwcffvih8O736mpwhVqlUrE4EhFRGXK5HDExMYiLiyv3+YCAAI3C/TA3Nzfs2iVmMxHRmvTKZERERFJXb1fUNe3CLiws1EJrSJtadBQzYSb/5g0hOc1s7So/qQr+/XKFkBwAuPt3kpAcc0FbippeOy0kZ+kpMf/FBNjeEZKjeKqnkJzLe3YLyTE1shSSY9y2rZCcnLNnhOSYdewoJIdK1VuhrmkXdnmLjRARUdO2Z8+e+m6C1mi9UOveuwZcLbuZvfxmJqBb/U3u9W9dR8bNExU+X2LQAsXNWlU7t6Y4Xk5ERNqk3UKdfQmtfnkBKC67YHxN1yprWdkJegpg6hHArOoFNCMjA5GRkdiyZQsuX74MU1NTODo64vXXX8e4ceNgZGRUw9aWLysrC6Ghodi+fTvS09NhZWWF4cOHY86cOTA1NRX6XkRE1LAJK9QZGRkaN5UDgPzmCdiUU6S1qkgJ5N2qcqE+d+4cevXqBTMzM8ydOxdubm5QKBRISUnB8uXL0aZNGwwdWv6uTTXdUeXq1au4evUqFixYgE6dOuHixYt4++23cfXqVfzyyy/VziMiosZLWKEud8y5Bl3bdW3y5MnQ09NDUlISjI2N1cft7e0xbNgwjQlvMpkMS5cuxdatW7Fz504EBwfD29sb/fr1w+bNmxESEoK0tDS4u7tjxYoV6i3XHuXq6oq1a9eqHzs4OOCTTz7B66+/jqKiIujpNbi75h7raNRCITn2I4YJyTn7yzohOXY+A4XkAMAvV8WsvDXAQswWqTq6YtbLb2la8Q5y1dHMs7eQHOWJY0JyipX3heSEv/6UkJwSmZgbeMwcHYXk3Ez5R0gOlWrSt2fdunUL27dvx5QpUzSK9MMeXYg9LCwMI0aMQEpKCsaPH68+HhwcjKioKBw+fBhWVlYYMmRItWao37lzByYmJo2uSBMRUe00yqqQkZmJwuLKZ4cfPXoUKpUKFhYWGrPJu3btql7b1dfXFx988IH6uSFDhqB///5lskJDQzFgwAAApVuotW3bFuvXr8fo0aMrbcfNmzcxZ86cCm/EJyKipqtRFmqbli2B1pWPUV+9ehVA6W4pD3fbJyUloaSkBGPHjoVCodB4rl+/fhqPH2xz+fBasObm5nB2dsbJk5UvlJ+Tk4MXXngBnTp14v7URERasm7dOixbtgxHjhxBVlYWjh49Cnd393LPValUGDx4MLZt24b169dj+PDhddrWRzXprm9HR0fIZDKkpqZqHLe3t4ejoyMMDcuOG1bURV4Td+/ehY+PD5o3b47169fXaGIaERFVLjc3F71798ann35a6bkxMTH1uv/0oxrlFXVVWVhYYMCAAVi8eDGmTZtWqyKckJAAO7vSFa9u376NtLQ0uLhUvCJXTk4OBg0aBIVCgY0bN5a7gXljoSouFpJzYeMmITk2PcRs4Xh1759CcgBA4SNmRTHHUS8LyRE1Gci/t5g1De6dFbONo76g2x/1mzcXkrNyW8VrQlTH+OfETALTtRGzwpmJwC1gq8rb21s9gXf16tWQy+WYNGkSIiIiIJPJ8MYbbwAALly48NicY8eOISoqCklJSWjVqu7W5HicJn1FDQBLly5FUVERunXrhjVr1uDkyZNITU3Ft99+i1OnTpW55awiERER2LlzJ44fPw4/Pz9YWlpW2F2Sk5ODgQMHIjc3FytXrkROTg4yMjKQkZGBYkFFjYiooVMqlcjJydH4etze0PHx8dDT00NiYiIWLVqEhQsXYsWKqi/1m5eXh9deew1LliyBjU1NV/sQr1FeUVd1MhkA6OvrY/PmzViyZAmCg4ORkZEBfX19ODk54a233oKvr6/GRLObN2+Wu4zpvHnzEBgYiNOnT8Pd3R2bNm2Cvn75t6YkJyerNzh3fOR2iPPnz6N9+/ZV/KRERI1XZGQkwsPDNY6FhoZWOJ/H1tYW0dHRkMlkcHZ2RkpKCqKjozFhwoQqvd+MGTPQs2dPDBsm5lZQUbRbqI0soNLVh6wuFz3RU8CmQ6dqrUxma2uLVatWVXpeeZuIPJhM1rt3bxw/frxK7+ft7S2pPbWJiKQoJCQEQUFBGscetzd0jx49NMaWvby8EBUVheLi4kp7Rzdu3Ihdu3bh6NGjtWu0Fmi3UJvZ4tpLW9DaVB8ZmZmls7Gr6cHrqvx6I4tqFWkiIpImhULx2MIs0q5du3D27FmYmZlpHB81ahSeeeaZet30Q+td38XNWgGtbUu7oqtwy9SjHryupq+n+mfqaC8kR6+cWfg1kb5DzObw1k91FZIDAENb5gvJufLnHiE5eZmZQnIULmK+R3oOJkJy9OVi/ssz1BMzI3hkWzG9jUV6YopZzE9iriZHllStd7Ey1t08q3X+gyHFBxISEuDk5FSluUazZs3CW2+9pXHMzc0N0dHRGDJkSLXaIZrkx6hlMhkuXbok2X2o2Y1NRCQN6enpCAoKwsSJE5GcnIzY2FhERUUBKN0MKT09Xb1+xoPbcm1sbDS+HmVnZ4cOHTrU3Ycoh+QLddv/3xC9JvtQX758WetFlNtcEhFJg6+vL/Lz8+Hp6QldXV0EBgaqV3zcuHEj3nzzTfW5r776KoDHT06TCskX6tood6MQIiJqlORyOWJiYhAXF1fmOT8/P/j5+VUrTyq9pU3+PmoiIiIpazBX1A/GqqtDquPaTU1JgZgJM7fOnBOSIzcWMylNV1/ckq8F7ToKyck7IWYLz/u3s4Tk6N66JiQn21DM9p3Ir8NbRetQ3n0x/9e9McBJSI7ispAY+n8NplA/GKuujpqMaxMRUcNTn7dPaVuDKdQ1UZOr8OriGDgREWmT1gu1buFdIOcK5PdvADl1MCSubwwYmAGo2VU4ERGRlGi3UN/PRqvz3wPnimEDABe1+m6ldPSAnu+qi3VVZGRkIDIyElu2bMHly5dhamoKR0dHvP766xg3bhyMjIyEN3PixIn4448/cPXqVTRr1gw9e/bEp59+io4dxYxVEhFR46DdQl2QC5mqjneDKikCCnKrXKjPnTuHXr16wczMDHPnzoWbmxsUCgVSUlKwfPlytGnTBkOHDi33tYWFhTXeQ9rDwwNjx46FnZ0dsrKyEBYWhoEDB+L8+fNV3rGroXCd+LaQnL9jPxeS08a7n5CcjAP7heQAQPGRv4TkFOblCsnpMmmKkJwCQdsdZn4h5md/6umRQnJeaCemd/DafjF/h5LbegnJEaWv7u36bkKj0qjHqKti8uTJ0NPTQ1JSksZ+1Pb29hg2bJjGfXQymQxLly7F1q1bsXPnTgQHB8Pb2xv9+vXD5s2bERISgrS0NLi7u2PFihXqvVHL8+AmfABo3749Pv74Y3Tt2hUXLlyAg4ODdj4sERE1OI2yUGdkZqLwTkml592+fRvbt2/H+++/j6ysLGRlVX5Lyv/+9z/MmjUL77//PvT09HD//n0AQHBwMBYtWgQbGxt88MEHGDJkCNLS0qp0xZ2bm4tVq1ahQ4cOnJxGREQaGmWhtmnZEjBpU+l5V69ehUqlQvfu3TUKpKWlpboAT5kyBZ9++qn6uddffx3vvvuu+vGDWwJCQ0MxYMAAAKWbl7dt2xbr16/H6NGjK3z/pUuX4v3330dubi6cnZ2xY8eOCvewJiKimgsLC8OPP/6IS5cuQV9fHx4eHvjkk0/QvXv3MucqlUp0794df//9N44ePQp3d/e6b/BDuDJZORITE3Hs2DF07twZSqVS47lu3bqV+xovr//GiMzNzeHs7IyTJ08+9n3Gjh2Lo0ePYu/evXjiiScwevRo9S8IREQkzhNPPIHFixcjJSUF+/btQ/v27TFw4EDcuHGjzLnvv/8+WrduXQ+tLF+jvKKuKkdHR8hkMvUuKg/Y25duy2hYzraKD49j15apqSlMTU3h5OSEHj16oEWLFli/fj3GjBkj7D2k4A//iUJyev2wRkjO+dgoITl5GWK2ggSAm8nS2qz+trLyoaMq0Rfz76XDtHcrP6kqOUJSAEHfHbR8qZ2QnGdTkoTkKNzKvxCprsKTOUJyqsPb21s9L2j16tWQy+WYNGkSIiIiIJPJ8Nprr2mcv3DhQqxcuRL//PMPnnvuOfXxrVu3Yvv27Vi7di22bt1ap5+hIk36itrCwgIDBgzA4sWLkZtbu9myCQkJ6j/fvn0baWlpcHFxqfLrVSoVVCpVmSt4IqKmSqlUIicnR+Prcf9HxsfHQ09PD4mJiVi0aBEWLlyIFStWlDmvoKAAy5cvh6mpKbp2/W/P9MzMTEyYMAGrV6/Wym25NdUor6irOpkMAD788EOMGjUK7u7ueOedd+Di4gIdHR38/fffOHHiBJ544gmN1c1u3rxZ7mpnERERsLCwQMuWLTF79mxYWlpi+PDh5b7nuXPnsGbNGgwcOBBWVla4fPky5s2bB0NDQwwePLhGn5mIqLGJjIxEeHi4xrHHbUtpa2uL6OhoyGQyODs7IyUlBdHR0ZgwYQIAYPPmzXj11VeRl5eHVq1aYceOHbC0tARQerHk5+eHt99+G926dcOFCxe0+dH+r707j4uq3v8H/pqNGXZkkUVZRJBAUVxSEFLMrQ2XvNnNBTUX1H5Jkqik94LcBM0QiHJL7ZLlrSzxq5JlZZaagAgolghCiKhALCoKDNv5/cF1riMDM8AHZph5Px8PHg/nLK9zDgf5cM75nPenQ7SyoVa1MxnQcmIvXbqEqKgoxMTEoLi4GGKxGB4eHli7di1Wrlwp95eVpaWlXMez/Px8AMCWLVsQHByMvLw8eHl54dixY212DJNIJDhz5gzi4uJQVVUFa2trjBs3Dr/99hv69u3bhSMnhBDtERYWhpCQELlpYrG4zeW9vb3B4/Fkn318fBATE4OmpiYIBAJMmDABWVlZKC8vx8cff4zZs2cjNTUVffv2RUJCAqqrqxEWFtZtx9NZ3dtQ6xm2VAprbuzWzcjhCzv8XMzW1hYJCQlISEhod7n2xib18/PDlStXVNqenZ0dvv322w7tIyGE6BqxWNxuw9xRhoaGcHFxgYuLC7y9veHq6op9+/YhLCwMp06dwvnz51ttb9SoUZg7dy4SExOZ7UdHdW9DLTFrKedZ/xAlpS0db2ysrVVatbSsTKVBuxsbG9G/32NXz4/V+iaawdyNTQGXwh1xTHIMbFT7GVTGdBCbIQEBoOwCm85A+laWTHL6GEmY5NSVlTDJ0bOyYZKTfP46k5wXhrH5Gfr2EpsOiSMY9W05e5nN+JRj2I0A2yGpqalyn1NSUuDq6tpmtcfm5mbZM+8PPvgA7777rmze7du3MXXqVHz55ZcKX+HqSd1/61tiBkjM/vfMWMVb0vX3mlUq/nHz5k2VMwkhhGivoqIihISEICgoCBkZGUhISEBMTAwePnyIzZs3Y9q0abC1tUV5eTk++ugj3Lp1C6+88goAwMHBQS7LyMgIADBw4EC1D/DU659R98RQlu3x9/dX6cqfEEJI9woMDERtbS1Gjx4NgUCA4OBgLFu2DFKpFDk5OUhMTER5eTksLCzw9NNP48yZMxg8eLC6d1upXt9Qq/svHUIIIZpBJBIhLi4OO3fulJsukUhw+PDhDmU5OTlpzEWYTr9HTQghhGi6Xn9FTTSfhFEHp7KMS0xyasoqmOS4/Z3NkIkAMHRTFJOcG4mtizt0xkMpozc1TNmc+9p6Nvvz7EgnJjmsCv0+VZSqfCEVmM18lUnOs0xSAMCJWRLRkIa6uLi41S2GhoYGNe0NIYSQ3ubRAEnaSCMaao7jWvXwVqWDmKIGvqfRsJSEEEK6U4811DweD/X19UwzFTXwhBBCiDbp9ob6zoM7qJJWAfpA6f1S1FW0frpTWl2K6opqpdNUWa+PuA9sjWy7vuOEEEKIBujWhvrOgzt46chLqG9ieyXdHj2BHo7PON6hxrqkpATR0dFITk5GcXExTE1N4eLignnz5mHBggXdOooKx3F44YUX8N133yEpKanNgTx6M+MnCgl0lqCN2ukdVXohg0lOfTW7ofyuvveu8oVUYDfen0lORs5tJjme+jVMcrJr2fwffGYYm5/Fu7k5THL4bVTM6ihW54uVp23Z/F9FHxM2Ob1ctzbUVdKqHm2kAaC+qR5V0iqVG+qCggL4+vrCzMwMUVFR8PT0hFgsRnZ2Nvbs2YN+/fph2rRpCtdtaGiASNS1WnlxcXFyReQJIYSQx2lEZzLWSktLYVxjrNKyr7/+Ong8Ho4cOSJ35TxixAjs2rULHMfJOrY5ODhg8+bN+Pnnn3Hu3DkEBQVh+vTpmDBhAo4fP46wsDDk5ubCy8sLe/fulQ1i3pasrCzExMQgPT0dtrZ0u54QQkhrWtlQW1tbw95CeSeziooK/Prrr4iKioKbm5tK2fHx8diyZQt2794NoVCIgoICAEBoaCji4+NhY2ODd955BwEBAcjNzW3zirumpgZz5szBRx99BBsbNgMOEEIIUW758uXYvXs3YmNj8dZbb7WaL5VKMWbMGFy6dAmZmZnw8vLq8X18nE5XJrt+/To4jmvVSFtaWsLIyAhGRkZYt26d3Lw5c+Zg0aJFcHZ2liviHh4ejsmTJ8PT0xOJiYkoLS1FUlJSm9tevXo1xo4di+nTp7M9KEIIIW1KSkpCSkoK7Ozs2lxm7dq17c7vaVp5Rd1VaWlpaG5uxty5c2VDoD0yatQohev4+PjI/m1ubg43NzdcvXpV4bJHjx7FqVOnkJmZyW6nNZiA0XiyD26yGYLPxvtpJjkCEaMOMwCaG9lU3uKam5nkiIRsOjnlNKj2CEoZEaPfVCm/32KSY533O5Oc2r/+YpLj4VbJJCdPYMUkp4bRcRk7Oau8rL+/v+xx44EDByASibBixQpERkbK+gHdunULb775Jr7//nu8+OKLCnNOnDiBkydP4ptvvsGJEye6fhAM6PQVtYuLC3g8Hq5duyY33dnZGS4uLtDX12+1jqGhYZe3e+rUKeTn58PMzAxCoRBCYctvoVmzZsHf37/L+YQQog2kUinu378v9/XkxdPjEhMTIRQKkZaWhvj4eGzfvh1797aU1W1ubsb8+fMRGhra5ohZpaWlWLp0KQ4cONCtb/t0lFZeUZeVlqncmeyZZ55BfHw8Zs6c2erESKVSVFdXy1VJKy8vV1g1LSUlRXYrvKqqCrm5uXB3d1e4zfXr12PJkiVy0zw9PREbG4uAgACV9psQQrRddHQ0Nm3aJDctPDwcERERCpe3t7dHbGwseDwe3NzckJ2djdjYWCxduhRbt26FUCjEqlWrFK7LcRwWLlyI5cuXY9SoUSgsLGR8NJ2nlQ01B9Urlu3fvx++vr6YMWMGIiIiMHToUPD5fFy4cAF//vknxo4dK5dlaWkp9zk/Px8AEBkZCQsLC1hbW2PDhg2wtLRs851oGxsbhR3IHBwcMGDAgA4cKSGEaK+wsDCEhITITRO38yjN29tb7nVXHx8fxMTE4OLFi4iPj0dGRkabr8MmJCSguroaYWFhbHaeoS7d+pZIJIiOjkZlZSUaGT1j62kDBw5EZmYmJk2ahLCwMAwbNgyjRo1CQkIC1qxZg3/9618q5WzZsgXBwcEYOXIkSkpKcOzYMegxKtBBCCG6SCwWw8TERO6rvYa6LadPn0ZZWRkcHBxkjxtv3LiBt99+G05OTgBaHkmeP38eYrEYQqEQLi4uAFr6JS1YsIDlYXVYl66oo6OjUVdXhz///FP2nPVxfcR9oCfQ6/HKZCaijlWzsbW1RUJCAhISEtpdrr0BQPz8/HDlypUObVfV7N6u/n77pWBVVVvBpsOMsQOb+vC3f0thkgMA9hMnMMmp+6uMSU6/wYo7TZL/6juZSYxRyikmOY01bCrA9RvIpvPfQ7DJ6ajUVPlhQ1NSUuDq6oqFCxdi6tSpcvOmTp2K+fPnY9GiRQCADz74AO+++78Kgbdv38bUqVPx5ZdfYsyYMd2/8+3o1lvftka2OD7jeEutb7Q8qLe2tm61XFvTVVFWWgYO/2vkTEQm6CPo07kdJoQQ0msVFRUhJCQEQUFByMjIQEJCAmJiYmBhYQELCwu5ZUUiEWxsbGSv5zo8UerYyMgIQMtd1/79+/fMAbSh259R2xrZysp5GtcYKyxE0tZ0VXhYeLSadvPmTY0YApMQQkjPCQwMRG1tLUaPHg2BQIDg4GAsW7ZM3bvVZT3amYzH4ynsMd3Q0MB8Wz01BKa9vT39QUAIIRpAJBIhLi4OO3fuVLqssl7dTk5OGvO7vUcb6rZuHyhqvAkhhBCipa9n8Xg81Nf37KhdpG1XP/2CSc7gRXOZ5DRJW4+J3hmOUyYxyQEAjmNUUcyEzbCAddLe+RZHT7FtZjPE6ZXzbDokDprL5v/GfTrvGkkrG+r+/fvTVTohhOiQ06dPq3sXuo1WNtRA28/DWeuJ5+CEEEJ0l9Y21OruTk8IIYSwoNODchBCCCGartuvqKsb76OuqbbdZe5xlZBI2ZTblAj0YSxk06GGsOG5fBGTHKfnFQ9L11Hfz2NTDnDCzg+Z5ABA/f17THIqsi8zyeGn/sgkx3nWbCY5r249zyRna6DigXI6yqi/E5Mc88Gt60B0RmkKm05pTm0M/dhRJU9UCOu0QWw6yfV23dpQVzfex5fFe9GEJuUL32GzTQEEeLX/kg411iUlJYiOjkZycjKKi4thamoKFxcXzJs3DwsWLOiW4c78/f3xyy+/yE0LCgrCrl27mG+LEEJI79WtDXVdU61qjTRDTWjCjdt/wpRnrtLyN27cwMsvvwxTU1OEhITgqaeegp6eHq5du4aDBw9CT08PU6ZMUbhuQ0MDnJ1VH9j8SUuXLkVkZKTssyaNf0oIIUQzaGVnMmtrG1iJVasdvnTpUojFYmRlZcHQ0FA23c/PD4sXLwbHcbJh0Xg8Hnbs2IETJ07gp59+QmhoKPz9/TFhwgQcP34cYWFhyM3NhZeXF/bu3YshQ4a0u20DAwOFw10SQghhq63hLd977z2EhobKPicnJyMyMhKXL1+GRCLB+PHjceTIkR7aS8V0ujNZRUUFTp48iTfeeEOukX7ckyc3IiICM2fORHZ2Nl5//XXZ9NDQUMTExODChQuwsrJCQECA0tKon3/+OSwtLTFkyBCEhYWhhtEIOIQQQuTduXNH7mv//v3g8XiYNWuWbJlvvvlGNqLWpUuXcO7cOcyZM0eNe91CK6+oVXX9+nVwHCcbPeURS0tL1NW1VK964403sHXrVtm8OXPmyIZFA4CCggIAQHh4OCZPbhn6LjExEf3790dSUhJmz1bcmWbOnDlwdHSEnZ0dLl++jHXr1uHatWs4fPgw02PUBBXZ2UxyeAIBkxxzd1cmOceusRm+EwA8835lklNb/heTHBufsUxywKgK3KzRbEbEG2DDpqOptILN99l0oAuTnMba9jvsquroVTYV13wNe/4xnr+/v+wu5oEDByASibBixQpERkaCx+O1unv5f//3f5gwYYLs8WVjYyOCg4Oxbds2LF68WLachwebDn9dodMNdVvS0tLQ3NyMuXPnQiqVys0bNUrxOL0+Pj6yf5ubm8PNzQ1Xr15tcxuPj+ji6ekJW1tbTJw4Efn5+Rg4cGAXj4AQQno/qVTa6newWCyGWCxWuHxiYiIWL16MtLQ0pKenY9myZXBwcMDSpUvllistLUVycjISExNl0zIyMnDr1i3w+XwMHz4cJSUl8PLywrZt25Q+xuxuWtlQl5aWoI6nvNa3vr4+eDweUlNT5RpgkUgEAODz+aiurparcFZbW9stFc8eDUx+/fp1aqgJIQRAdHQ0Nm3aJDctPDwcERERCpe3t7dHbGwseDwe3NzckJ2djdjY2FYNdWJiIoyNjfHyyy/Lpj26OxoREYHt27fDyckJMTEx8Pf3R25uLszNVeug3B20sqFWtTOZvb09Jk+ejM8++wz/+Mc/Wj2nFovFMDY2lisTamlpKfc5Pz8fAJCSkiIbeLyqqgq5ublwd1f9nc2srCwAgK2trcrrEEKINgsLC0NISIjctLaupgHA29tbrl+Rj48PYmJi0NTUBMFjj87279+PuXPnQiKRyKY1N7cMjLNhwwbZc+tPPvkE/fv3x6FDhxAUFMTkmDpDKxvqjtixYwd8fX0xatQoREREYOjQoeDz+bhw4QJycnIwcuRIlXIiIyNhYWEBa2trbNiwAZaWlpgxY4bCZfPz83Hw4EG88MILsLCwwOXLl7F69WqMGzcOQ4cOZXh0hBDSe7V3m7uzzpw5g2vXruHLL7+Um/7oIunxZ9JisRjOzs4oKipiug8dpfMN9cCBA5GZmYmoqCiEhYWhuLgYYrEYHh4eWLNmDVauXKlSzpYtWxAcHIy8vDx4eXnh2LFj0NNTXG1NT08PP/74I+Li4vDw4UPY29tj1qxZ2LhxI8tD0xj3C9k8Kmi4/4BJjv3UyUxy+g+xY5IDABjCpmdpn9xLTHIaBw1jklN8n81ws2MZfa9vlrP5Gbr75X+Y5LAacrXv06OZ5Ix1Z/N9Ltv7DZOcAdNmdmj51CcqoqWkpMDV1VXuanrfvn0YOXIkhg2T/xkfOXIkxGIxrl27Bj8/PwAttTIKCwvh6OjYySNgo1sbaolAHwIIerToiQACSAT6HVrH1tYWCQkJSEhIaHc5juPanOfn54crV66otD17e/tWVckIIYR0TVFREUJCQhAUFISMjAwkJCQgJiZGNv/+/fs4dOiQ3LRHTExMsHz5coSHh8Pe3h6Ojo7Ytm0bAOCVV17psWNQpFsbamOhCV7tv0Rpre8nlZaWwNr6f13py8pK220kH6cHMe7euYe7YFM7mRBCSO8QGBiI2tpajB49GgKBAMHBwXJv2HzxxRfgOA6vvfaawvW3bdsGoVCI+fPno7a2FmPGjMGpU6fQpw+b1wM7q9tvfRsLTTo8SEYdr16uM1gd6mHvoJnjPj/qTEYIIUS9RCIR4uLisHPnToXzly1bJtdwK1r//fffx/vvv99du9gpOv+Muqv8/f1VvtonhBBCOooaatLtLIawGVpQ9MoSJjn1qSeZ5Egyf2OSAwD11WwqQlUy6p3Kt3VTvpAOM3ZyYpJTc/s2k5w7Z88wydHrz6YKF9fUs4MxaTuNbKh5PJ5cURFlNbMJIYTottOnT6t7F7qNRjbU/fv3l/vclUpgxcXF3Xpr+vHiJ4QQQghrGtlQs8RxHDWmhBBCei2dHuaSEEII0XS94or6yWfWHUHPt9VPyKgEYL/aUiY5pQ8fMskxHeOjfKEeVlfGZvhFD+e+THKO/3adSc5zY9gMVPNdKpvXKX2eeDzXWXfOnmWSU3+PTWfE+yVscp5yoYGFWOr2hrrh9m00VlV1KcOiA8sK+/SByO5/ZfC6Y6QrQgghpKd0a0PdcPs28p97Hlw9m3q/quDp6WHgdydkjbUqV+NlZWX46KOPcOrUKZSUlMDY2BiOjo54+eWX8be//Q36+m2XJO3K8+/z589jw4YNSE1NhUAggJeXF77//vt2t0cIIUS3dGtD3VhV1aONNABw9fVorKqSNdRP9iB/UkFBAV566SWYmZnhvffeg6enJ8RiMbKzs7Fnzx4MGTIE06ZNU7huV26rnz9/Hs899xzCwsKQkJAAoVCIS5cugc+nbgOEEMJaaWkp1q1bh5MnT+Lu3bsYN24cEhIS4OrqCgAoLCzEgAEDFK771VdfqbXed694Rt2dVq5cCaFQiPT0dLnxqJ2dnTF9+nS5V7t4PB527NiBEydO4KeffkJoaCj8/f0xYcIEHD9+HGFhYcjNzYWXlxf27t2LIUOGtLnd1atXY9WqVVi/fr1smpsbFZkghBDWOI7DjBkzIBKJ8H//938wMTHB9u3bMWnSJPzxxx8wNDSEvb097ty5I7fenj17sG3bNjz//PNq2vMWOt1QV1RU4OTJk4iKipJrpB/3+CDkABAREYEtW7YgLi4OQqEQBQUFAIDQ0FDEx8fDxsYG77zzDgICApCbmwuRSNQqs6ysDKmpqZg7dy7Gjh2L/Px8PPXUU9i8ebNseDVVHfRR/BegJhEZGTHJKdKzYpJTm8emg5N0/HQmOQAg+pHNsIANk2YxyZGWlTDJeW6IJZOcnB3xTHIcGVXMMglcyCSH/9jwi11hOdSTSY6pFZv/qw+tJjLJ6Qh/f3/ZxdGBAwcgEomwYsUKREZGIi8vDykpKbhy5QoGDx4MANi5cydsbGzwn//8B0uWLIFAIICNjY1cZlJSEmbPng0jRr/DOkun77Nev34dHMe1upK1tLSEkZERjIyMsG7dOrl5c+bMwaJFi+Ds7AwHBwfZ9PDwcEyePBmenp5ITExEaWkpkpKSFG73UeMeERGBpUuX4rvvvsOIESMwceJE5OXlMT5KQgjpnaRSKe7fvy/3JZVK21w+MTERQqEQaWlpiI+Px/bt27F3717ZOhKJRLYsn8+HWCzG2TZ63l+8eBFZWVlYvHgx24PqBKZX1E9WAWsqZfM6TUeVlpZCYKJ8xK7S/+5feXm5XIezI0eOgOM4rFq1qtW8AQMGKOyc5uPzv1d1zM3N4ebmhqtXryrcbnNzMwAgKCgIixYtAgAMHz4cP/30E/bv34/o6GgVjpIQQrRbdHQ0Nm3aJDctPDwcERERCpe3t7dHbGwseDwe3NzckJ2djdjYWFy6dAkODg4ICwvD7t27YWhoiNjYWBQXF7e63f3Ivn374O7ujrFjx7I+rA5j2lA/WQWs9v59FLLcgIqsra2hr0JvbAMDA/B4PFRUVMjt96N/m5qawtjYWG6eg4OD3OfODHNpa2sLAPDwkC+A7+7ujiJGgyoQQkhvFxYWhpCQELlp4nbqMnh7e8s9rvTx8UFMTAz4fD4OHz6MxYsXw9zcHAKBAJMmTcLzzz+vsMR0bW0tDh48iH/84x/sDqYLdPrWt4WFBSZPnowPP/wQD7tYBCMlJUX276qqKuTm5sLdXfGoUU5OTrCzs8O1a9fkpufm5sLR0bFL+0EIIdpCLBbDxMRE7qu9hro9I0eORFZWFu7evYs7d+7gu+++Q0VFBZydnVst+/XXX6OmpgaBgYFdPQQmdLozGQDs2LEDvr6+GDVqFCIiIjB06FDw+XxcuHABOTk5GDlypEo5kZGRsLCwgLW1NTZs2ABLS0vMmDFD4bI8Hg+hoaEIDw/HsGHD4OXlhcTEROTk5ODrr7/u0P73Wadi56Hpim/D94S6yq4VvHnESF+PSY6kjT+gOkqQ/iOTHADoO2kSk5wyRt+jm4zequx7j83jL8lMNr8w9XMuMMm59etpJjnmK0KZ5NzY8BaTHMeA15jkFIYFM8nBNx3rZJmamir3OSUlBa6urhA81mnP1NQUAJCXl4f09HT861//apWzb98+TJs2DVZWbDqwdpXON9QDBw5EZmYmoqKiEBYWhuLiYojFYnh4eGDNmjVYuXKlSjlbtmxBcHAw8vLy4OXlhWPHjkFPr+1fmm+99Rbq6uqwevVqVFZWYtiwYfjhhx8wcCCV3iOEkM4oKipCSEgIgoKCkJGRgYSEBMTExAAADh06BCsrKzg4OCA7OxvBwcGYMWMGpkyZIpdx/fp1/Prrr/j222/VcQgKdWtDLezTBzw9vZ4teiISoayuDvwOlg5du3Yt1q5d22p6RUUFKioqAED2/FhRZzI/Pz9cuXKlQ9tcv3693HvUhBBCOi8wMBC1tbUYPXo0BAIBgoODsWzZMgDAnTt3EBISgtLSUtja2iIwMFDhM+j9+/ejf//+rRpwderWhlpkZ4eB351QudZ3aWkprK2tu7TNJ2t9d7fOdCYjhBDCnkgkQlxcHHbu3Nlq3qpVq7Bq1SqlGVFRUYiKiuqO3eu0br/1LbKzU7nhFJiYqNRbmxBCCNEV3dJQP/k+tap645CU/v7+nTpWXTJ8DZsOM3Vsikrhtokxk5y68gomOQBQdjGdSc4pw6FMcoIC2i5/2xFX9x5ikuP++hImOVz/qUxy/ti9g0nO2cxbTHLGPj2KSU7Z9kgmOf39xzHJIS26paF+8n1qVdGQlIQQQjrj9OnT6t6FbqNRvb5VGZJS03RlmEtCCCFEGY1qqJUNSUkIIYToGmaVyXg8Xq98xkwIIYRoMmZX1DY2Nvjrr79YxREtUnyKTQWvkvPnmeRwzWw6/xn1Y/caoIkzm0I3do36THKKTrAp9nDdg81wh9dT/mSSM5pfxiSnwJPNO7a+WSeY5PQZwqbzn8VQNp0R6+/dZZJDWuh0rW9CCCFE03X/M+rqaqCurksRpWWlUPUNqGY9PTTps7mqUAV1JiOEENKdurehrq4GvvwP0NS1F2A7VKtMIABefQ0wVv1d2ZKSEkRHRyM5ORnFxcUwNTWFi4sL5s2bhwULFsDAwKDD+9yewsJCDBgwQOG8r776Cq+88grT7RFCiK47fPgwdu3ahYsXL6KyshKZmZnw8vJqtdz58+exYcMGpKamQiAQwMvLC99//z30e/AC8End21DX1XW5ke6wpqaW7arYUBcUFMDX1xdmZmaIioqCp6cnxGIxsrOzsWfPHvTr1w/Tpk1TuG5DQwNEIlGHd9He3r7VYOV79uzBtm3b8Pzzz3c4jxBCSPsePnwIPz8/zJ49G0uXLlW4zPnz5/Hcc88hLCwMCQkJEAqFuHTpEvh89T4l1qjXs9Rh5cqVEAqFSE9Ph6GhoWy6s7Mzpk+fLld1jMfjYceOHThx4gR++uknhIaGwt/fHxMmTMDx48cRFhaG3NxceHl5Ye/evRjSRgcPgUAAGxsbuWlJSUmYPXs2jIyMuudA1aj80iUmOXr/HZ6uq/QZDV1XV1HJJAcA8v7zHyY5gleV1zJWKUciYZPD5zHJYYXjmpnkjGwsZpKTNeIFJjk2kntMcpq6+JjyEWNHJyY5HeHv7y/7nXvgwAGIRCKsWLECkZGR4PF4mD9/PoCWO5ptWb16NVatWiU3WJKbm1u37rcqdLozWUVFBU6ePIk33nhDrpF+HI8n/4smIiICM2fORHZ2Nl5//XXZ9NDQUMTExODChQuwsrJCQECAyq+rXbx4EVlZWVi8eHHnD4YQQrSMVCrF/fv35b6kUmmbyycmJkIoFCItLQ3x8fHYvn079u7dq9K2ysrKkJqair59+2Ls2LGwtrbG+PHjcfbsWVaH02la2VCXlJbi5s2bSr/OnTsHjuNgYWEhN93c3ByGhoYwNDTEihUrZNMBICAgAJMmTYJIJJJrxMPDwzF58mR4enoiMTERpaWlSEpKUml/9+3bB3d3d4wdO7Zbvh+EENIbRUdHw9TUVO4rOjq6zeXt7e0RGxsLNzc3zJ07F2+++SZiY2NV2lZBQQGAlouxpUuX4rvvvsOIESMwceJE5OXlMTmeztLKW9821taACrc3b9++DQCwtLSU672dnp6O5uZmzJ07F2KxWG7ehAkT5D4/GubSx8dHNs3c3Bxubm64evWq0n2ora3FwYMHFY6LSgghuiwsLAwhISFy08RicZvLe3t7y11A+fj4ICYmBk1NTRAIBO1uq7m55bFIUFAQFi1aBAAYPnw4fvrpJ+zfv7/dPxC6m1Y21KpycXEBj8fDtWvX5KY7OzsDgMJefm3dIu+sr7/+GjU1NQgMDGSaSwghvZ1YLG63YWbJ1tYWAODh4SE33d3dHUVFRT2yD23R6YbawsICkydPxocffog333yzS41wSkoKHBwcAABVVVXIzc2Fu7u70vX27duHadOmwYpRBydNVPtXOZMcibk5k5z6+/eZ5EgsLZjkAIDIkM0rgJ+msakOOHaKLZOc55zY5PAkbL4/dx/0Y5LT1MSmut0YRn3t7v5wkUmOxWA2Fc5uMKpsZ+PdsceBqampcp9TUlLg6uqq9GoaAJycnGBnZ9fqwi03N1ftb+PodEMNADt27ICvry9GjRqFiIgIDB06FHw+HxcuXEBOTg5GjhypUk5kZCQsLCxgbW2NDRs2wNLSEjNmzGh3nevXr+PXX3/Ft9+y+aEmhBBdVlRUhJCQEAQFBSEjIwMJCQmIiYkBAFRWVqKoqEj2yPNRg2xjYwMbGxvweDyEhoYiPDwcw4YNg5eXFxITE5GTk4Ovv/5abccEMG6oHw1Tqe7BOUpKS9Gg4msGenp6OH78OD766COEhoaipKQEenp6cHV1xZIlSxAYGCg39GZ5ebnCoTi3bNmC4OBg5OXlwcvLC8eOHYOenl67296/fz/69++PKVPY1A0mhBBdFhgYiNraWowePRoCgQDBwcFYtmwZAODo0aOyZ88A8Pe//x1AS0fgiIgIAMBbb72Furo6rF69GpWVlRg2bBh++OEHDBzIphZ/ZzFtqB8NUylryCSSlkphPVn0RCCAjaNjhyqT2dvb45NPPlG6HKegjumjzmR+fn64cuWK6vsJICoqClFRUR1ahxBCiGIikQhxcXHYuXNnq3kLFy7EwoULlWasX79e7j1qTdC9t76NjYFXX0Np0Q2Va3U3Njaif78uPEeSSDrUSBNCCCGarPufURsbo97EVOXBK27evKnSq1Wk99Bn1OmqND2LSY7t2NFMcmqeKAPbFTwVOruoYvsy1fpU9JQaVkF1bB6niYRsvs8iDevdY/3iTCY5KUFsii55797HJIe00LAft97H399f4S1xQgghPef06dPq3oVuo9ENdXFxscY3gjTMJSGEkO6k0Q01x3HUEBJCCNFpWlnrmxBCCNEWGn1FTbQDX8jmx2xI0BImOdk7djPJ8ViykEkOABR9+x2TnK9+vqZ8IRW8NlF5VT1VNN6+wSSnNC1V+UIq+NXYk0nO61PZfH9YDStZmHyMSc4z22OY5IjFbDrtkRYa11A/KpoCQO2FUwghhBB107iG+lHRFACtKoBpYucyeoZOCCGkO3V7Q11dWYe7d+og4ao7vO7dEvn1qkpqYWNj0+46EiMRjM0lHd4WIYQQ3bB8+XLs3r0bsbGxeOutt+TmJScnIzIyEpcvX4ZEIsH48eNx5MgRteznI93aUFdX1uHzf6agqbEZQOv62Kp5cr32cwRCPuZGeneosS4pKUF0dDSSk5NRXFwMU1NTuLi4YN68eViwYAEMDNiM3PPkNkNDQ/HDDz+guroabm5u2LBhA2bNmsV8W4QQQlokJSUhJSUFdnZ2reZ98803WLp0KaKiovDss8+isbGxw6Whu0O3NtR1Dxr+20j3nKbGZtQ9aFC5oS4oKICvry/MzMwQFRUFT09PiMViZGdnY8+ePejXrx+mTZumcN2GhgaIRKJO7WdgYCDu3r2Lo0ePwtLSEgcPHsTs2bORnp6O4cOHdypTU1l4sTmeu1evMskZ+LLi89lR179iN6KOlddQJjnVtWzq6vOrK5nkcIzq/DtMYjNwzYI+bIZKfSBtZJLz8PIlJjkND9nUgCtMPs4k5zujEUxy1szzUXlZf39/DBnSMkzngQMHIBKJsGLFCkRGRoLHaxlP9NatW3jzzTfx/fff48UXX5Rbv7GxEcHBwdi2bRsWL/5fhbYnx6dWB51/PWvlypUQCoVIT0/H7Nmz4e7uDmdnZ0yfPh3JyckICAiQLcvj8bBz505MmzYNhoaG2Lx5M06fPg0ej4fk5GQMHToUEokE3t7eSv8K++233/Dmm29i9OjRcHZ2xsaNG2FmZoaLF9mMK0sIIb2dVCrF/fv35b6kUmmbyycmJkIoFCItLQ3x8fHYvn079u7dCwBobm7G/PnzERoaisGDB7daNyMjA7du3QKfz8fw4cNha2uL559/XvuvqNWlpKQEdby7SperqqrCyZMnsXbtWlRWVqKyUvlVxD//+U+sX78ea9euhVAoRN1/X68IDQ1FfHw8bGxs8M477yAgIAC5ubltXnGPHTsWX375JV588UWYmZnhq6++Ql1dHfz9/TtyqIQQorWio6OxadMmuWmPD0v5JHt7e8TGxoLH48HNzQ3Z2dmIjY3F0qVLsXXrVgiFQqxatUrhugUFBQCAiIgIbN++HU5OToiJiYG/vz9yc3Nhbs7mbkxndEtD/egVq7slbN4R7CgbGxtY2SsfQev27dvgOA5jxoyR671taWkpa4DfeOMNbN26VTZv3rx5ePvtt2WfH9WXDQ8Px+TJkwG0/FXXv39/JCUlYfbs2Qq3/dVXX+HVV1+FhYUFhEIhDAwMkJSUBBcXlw4fLyGEaKOwsDCEhITITROLxW0u7+3tLbvNDQA+Pj6IiYnBxYsXER8fj4yMDLn5j2tubnlM+3hfoU8++QT9+/fHoUOHEBQU1NXD6bRuaagfvWLV0mO7s53I1CctLQ3Nzc2YO3duq9sso0aNUriOj8//nqWYm5vDzc0NV9t5pvqPf/wDd+/exY8//ghLS0scOXIEs2fPxpkzZ+DpyaYoAyGE9GZisbjdhllVp0+fRllZGRwcHGTTmpqa8PbbbyMuLg6FhYWwtbUFIP9MWiwWw9nZGUVFRV3eh67QylvfqnJxcQGPx8O1a/LVnJydnQEA+vr6rdYxNDTs8nbz8/Px4Ycf4sqVK7JnJcOGDcOZM2fw0UcfYdeuXV3ehiZpcmcz9GLJpweY5PQdPoxJjrnHU0xyAOBu3nUmOTNnL2KSU8qmrxRqzpxhkiOxtGSS01TLptOVyMSESQ68fJnEGAxo/cxVndgMutlxqanyFexSUlLg6uqKhQsXYurUqXLzpk6divnz52PRopb/MyNHjoRYLMa1a9fg5+cHoKXDcGFhIRwdHXvmANqg0w21hYUFJk+ejA8//BBvvvlmlxrhlJQU2V9rVVVVyM3Nhbu74jKDNTUtvyz4fPm+fAKBQHb7hRBCSMcUFRUhJCQEQUFByMjIQEJCAmJiYmBhYQELCwu5ZUUiEWxsbODm5gYAMDExwfLlyxEeHg57e3s4Ojpi27ZtAIBXXnmlx4/lcVrZUKvamQwANm7ciFmzZsHLywtvvfUW3N3dwefzcenSJfzxxx8YNGiQXIW08vLyVhXTACAyMhIWFhawtrbGhg0bYGlpiRkzZijc5lNPPQUXFxcEBQXh/fffh4WFBY4cOYIffvgBx4+zeT2CEEJ0TWBgIGprazF69GgIBAIEBwdj2bJlKq+/bds2CIVCzJ8/H7W1tRgzZgxOnTqFPn36dONeK6eVDbWqncmAll6Cly5dQlRUFGJiYlBcXAyxWAwPDw+sXbsWK1eulCt4YmlpKdfxLD8/HwCwZcsWBAcHIy8vD15eXjh27Bj09PQUblMkEuHbb7/F+vXrERAQgAcPHsDFxQWJiYl44YUXunDkhBCiu0QiEeLi4rBz506lyxYWFipc//3338f777/fDXvXed3aUEuMRBAI+T1a9EQg5ENi1LEiJLa2tkhISEBCQkK7y7VXZ9zPz69D79u5urrim2++UXl5QgghuqlbG2pjcwnmRnqj8PpNuRrdpaWlKg+u0djYKDdQhzJU61vz7DmRxyRn0fNTlS+kguJTp5nk1FXdY5IDAH0GDWSS05dXyySn+PTPTHKeWvg6k5w7Z39hktNn9GgmOXqMOpOV1bAZZKhvn653cgWAGimbEQtr/2BTcQ0DbNnk9HLdfuvb2FwCM1uJ3K3oOt5dlUedunnzpsq3sQkhhOimRzUttJHGP6N+fHxqTeTv769xQ28SQgjRHhrfUHfktjchhBCibXR+UA5CCCFEk2n8FTXp/aakf8Ikx2zZUiY5rDqTDVnOZn8AIIdR1bUqgRGTHMOJAcoXUsFfGelMchqqHzDJuRQfzyTHIWQDkxxWSivZfH+YcWRXtY/QFTUhhBCi0XrdFXVxcbFGdd5Stfc6IYQQ0hk90lA/2XO7oaHz7+pxHEeNIyGEkA558OAB1q9fjyNHjqCiogIDBgzAqlWrsHz5ctky/v7++OUX+Xf2g4KC1D5QUrc31NKaBpgZyRdDLy0txYO7nSvMUF/T1O66Ij0hxAYdq0xGCCFEu4WEhODUqVP47LPP4OTkhJMnT2LlypWws7PDtGnTZMstXboUkZGRss+Pl5BWl25tqKU1Dcj46Tq45ta3qktz/ux0bnvr8vg8jJjo0qHGuqSkBNHR0UhOTkZxcTFMTU3h4uKCefPmYcGCBd1yovLz87FmzRqcPXsWUqkUzz33HBISEmBtbc18W+rW5yk3Jjk1JSVMcoz62THJuf7lV0xyAMBisOKR1jrql6xiJjnTB7OpvCV+bGzfriiT1jHJ6T95MpMcVt9nP7CpEWHUrx+TnO9usem2FDCo9RDBndNX5SX9/f0xZMgQAMCBAwcgEomwYsUKREZGgsfj4bfffsOCBQvg7+8PAFi2bBl2796NtLQ0uYbawMBArpKmJujWzmQN9Y0KG+nuxDVzaKhXfTDdgoICDB8+HCdPnkRUVBQyMzNx/vx5rF27FsePH8ePP/7Y5rqdvYX/8OFDTJkyBTweD6dOncK5c+dQX1+PgIAAGuaSEEL+SyqV4v79+3JfUqm0zeUTExMhFAqRlpaG+Ph4bN++HXv37gUAjB07FkePHsWtW7fAcRx+/vln5ObmYsqUKXIZn3/+OSwtLTFkyBCEhYXJhiVWp17XmUwVpaWlqKoWqLTs66+/Dh6PhyNHjshdOY8YMQK7du0Cx3Gy5+sODg7YvHkzfv75Z5w7dw5BQUGYPn06JkyYgOPHjyMsLAy5ubnw8vLC3r17ZX/dPencuXMoLCxEZmYmTP5bMzgxMRF9+vTBqVOnMGnSpC5+BwghpPeLjo7Gpk2b5KaFh4cjIiJC4fL29vaIjY0Fj8eDm5sbsrOzERsbi6VLlyIhIQHLli1D//79IRQKwefz8fHHH2PcuHGy9efMmQNHR0fY2dnh8uXLWLduHa5du4bDhw9352EqpZUNtbW1NYzMlN96qaiowK+//oqoqCjZ4OHKxMfHY8uWLdi9ezeEQiEKCgoAAKGhoYiPj4eNjQ3eeecdBAQEIDc3FyJR61vwUqkUPB4PYrFYNk0ikYDP5+Ps2bPUUBNCCICwsDCEhITITXv89+aTvL29wePxZJ99fHwQExODpqYmJCQkICUlBUePHoWjoyN+/fVXvPHGG7Czs5P9zn187GpPT0/Y2tpi4sSJyM/Px8CBbAbO6Qydfo/6+vXr4DiuVSNtaWkJIyMjGBkZYd26dXLz5syZg0WLFsHZ2RkODg6y6eHh4Zg8eTI8PT2RmJiI0tJSJCUlKdyut7c3DA0NsW7dOtTU1ODhw4dYs2YNmpqacOfOHfYHSgghvZBYLIaJiYncV3sNdVvq6urwzjvvYPv27QgICMDQoUPx//7f/8Orr77a7tjTY8aMAdDSVqiTVl5Rd1VaWhqam5sxd+7cVs9DRo0apXAdHx8f2b/Nzc3h5uaGq1evKlzWysoKhw4dwooVK/DBBx+Az+fjtddew4gRI8Dna9/fTiUpaUxy7uWx+c8y8J9RTHLyI99hksPSeC82tfFvHGPTUc7W15dJjoE1m+EOH5qy6az59OlvmeQI/F9gksNmcFNgvBWbnPtsYmDWweVTU1PlPqekpMDV1RVNTU1oaGho9ftVIBC02y8oKysLAGBrq97hNnW6oXZxcQGPx8O1a9fkpjs7OwMA9PVb3z43NGQz7uuUKVOQn5+P8vJyCIVCmJmZwcbGRrZtQgghHVNUVISQkBAEBQUhIyMDCQkJiImJgYmJCcaPH4/Q0FDo6+vD0dERv/zyCz799FNs374dQMubOAcPHsQLL7wACwsLXL58GatXr8a4ceMwdOhQtR6XVjbUHelM9swzzyA+Ph4zZ85s9RqWVCpFdXW1XLGW8vJyhcNupqSkyG6FV1VVITc3F+7uyl+5sbS0BACcOnUKZWVlcq8JEEIIUV1gYCBqa2sxevRoCAQCBAcHy547f/HFFwgLC8PcuXNRWVkJR0dHbN68WVbwRE9PDz/++CPi4uLw8OFD2NvbY9asWdi4caM6DwmAljbUqnYmA4D9+/fD19cXM2bMQEREBIYOHQo+n48LFy7gzz//xNixY+UqoVlaWsp9zs/PBwBERkbCwsIC1tbW2LBhAywtLTFjxow2t/vJJ5/A3d0dVlZWOH/+PIKDg7F69WqVO7URQgiRJxKJEBcXh507d7aaZ2Njg08+aXuAIHt7+1ZVyTSFVjbUHTFw4EBkZmYiKioKYWFhKC4uhlgshoeHB9asWYOVK1eqlLNlyxYEBwcjLy8PXl5eOHbsGPT09Npc/tq1awgLC0NlZSWcnJywYcMGrF69mtVhEUII0RLd2lCL9ITg8Xk9WvSEx+dBpNexw7K1tUVCQgISEhLaXa69wUD8/Pxw5coVlbe5ZcsWbNmyReXlezOHKROZ5HBNTUxyiuLYdCYzH8ym6hYAGDGqX19wu4pJjmnNQyY5f2VmMMlprGHTXcrG25tJTnUdm0pprM6XtnKwV70ymTbr1oZabCDCiIkuSiuFlZaWypXOfPJzR1Ctb0II0T2nT59W9y50m26/9S02ECltOO8+EKKqulz2mSdqVvkZMyGEEKLNNOIZdf/+8u9+KupVraqeHq/a399fo8bHJoQQol00oqFmicarJoQQok2YNdR0VdkzeuP3+e61XCY5RktClC+kgj56J5jksFT5x+9McsyeGs0kR1pdzSRnQACbugD533zNJOfO2TNMcngC1eo0KGNmJGGSQ7RblxvqR4NO1NTUKKzk1Rk8Hq/Tt787O/Rkb/FoyDVFg30QQgjRPl1uqAUCAczMzFBWVgagZdDtx0cv6YxH1bo6486dO6hj9OqEJuE4DjU1NSgrK4OZmRkEjP6iJ4QQotmY3Pq2sbEBAFljrU6VlZUqNdRVVVVMbiObm5t3OaMjHtUEJ4QQorqIiAh88cUXuHnzJvT09DBy5Ehs3rxZNkIWAGzevBnJycnIysqCnp4e7t69q74dfgyThprH48HW1hZ9+/ZV+63nR/VcWS2nSUQiEV1JE0JIJwwaNAgffvghnJ2dUVtbi9jYWEyZMgXXr1+HlVXLsGH19fV45ZVX4OPjg3379ql5j/+Haa9vgUCg9oakvr5epQa4rKwMEgl15OgJduPHM8lhNXRew4MHTHKklQyrSvG79riINWNHRyY5pRfYDHHa8IBNpbR+z7Kpkpf3xRdMcoz9mcQQtLwqO2TIEADAgQMHIBKJsGLFCkRGRoLH42HOnDlyy2/fvh379u3D5cuXMXFiy8/Fpk2bAAD//ve/e3TfldG617Oio6NVWo7qahNCiHZJTEzE4sWLkZaWhvT0dCxbtgwODg5YunSp3HL19fXYs2cPTE1NMWzYMDXtreq0rqEmhBCiHaRSKaRSqdw0sVgMsViscHl7e3vExsaCx+PBzc0N2dnZiI2NlTXUx48fx9///nfU1NTA1tYWP/zwQ5c6L/cUnW2oJRIJk6vq2NhYBntDCCHkSdHR0bLb0Y+Eh4cjIiJC4fLe3t5ybx35+PggJiYGTU1NEAgEmDBhArKyslBeXo6PP/4Ys2fPRmpqKvr21ezBP3S2oVb1FjkhhBD1CAsLQ0iIfKGjtq6mVWFoaAgXFxe4uLjA29sbrq6u2Ldvn+Z3LOYIUbO6ujouPDycq6uro5xesk+UQzmakPO48ePHcx4eHnLT1q9fz7m7u7e5jrOzMxceHt5q+ieffMKZmpoy27euooaaqN29e/c4ANy9e/cop5fsE+VQjibkPG78+PGckZERt3r1ai4nJ4c7ePAgZ2hoyO3atYt78OABFxYWxp0/f54rLCzk0tPTuUWLFnFisZi7cuWKLOPGjRtcZmYmt2nTJs7IyIjLzMzkMjMzuerqamb72Rk6e+ubEEKIdgkMDERtbS1Gjx4NgUCA4OBgLFu2DFKpFDk5OUhMTER5eTksLCzw9NNP48yZMxg8eLBs/X/+859ITEyUfR4+fDgA4Oeff4a/v39PH44MNdSEEEK0gkgkQlxcHHbu3Ck3XSKR4PDhw0rX//e//61x71ADAF/dO0AIIYSQtlFDTdROLBYjPDy8S705tTlHE/eJcihHE3J0BY/jeuEAx4QQQoiOoCtqQgghRINRQ00IIYRoMGqoCSGEEA1GDTUhhBCiwaihJoQQQjQYNdSEKHD69GnU1taqezeY+/e//4179+6pezeY09bzpYk4jkNTU5O6d0OnUENNetylS5fw7rvvYseOHSgvL5ebd//+fbz++utd3sbVq1fh7Ozc6fWnTJmCwsLCDq2zd+9eLFiwAJ988gkA4Msvv4S7uzucnZ0RHh6uUkZZWZnc56ysLCxYsAC+vr7429/+htOnT3don560bNky3L59u0PrsDguoHvPe2fOV3s68vPT3efskUuXLkEgEKi07LfffoslS5Zg7dq1yMnJkZtXVVWFZ599VmlGY2MjNm7ciPHjx8vO87Zt22BkZAQDAwMsWLAA9fX1SnPS0tLkGvbjx49j/Pjx6NevH0aNGoVPP/1UpWPSaWqtNE50zvfff8/p6elxgwcP5hwcHDgLCwvu1KlTsvklJSUcn8/v8naysrJUyhk+fLjCLx6Px7m7u8s+KxMbG8sZGhpyL7/8Mmdra8u9++67nIWFBffuu+9ymzZt4kxMTLjdu3crzeHz+VxpaSnHcRx37tw5TiQScePHj+dCQ0O5yZMnc0KhkPvll1+U5vTp00fhF4/H40xNTWWfe+q4WJ13VudLGVV/fjiO3TlTZZ94PJ7S5T7//HNOIBBwL774Iufn58dJJBLus88+k81X9Xu9ceNGztramgsJCeE8PDy45cuXc/b29txnn33GJSYmcv369eO2bt2qNOfx78/Ro0c5Pp/PBQYGch999BG3ZMkSTigUcocPH1aao8uo1jfpUREREVizZg02b94MjuOwbds2TJs2DYcOHcJzzz2ncs6TY9Q+6a+//lIpJzs7G5MmTYK3t7dsGsdxuHTpEiZMmKDygPK7d+/Gnj17MGfOHGRmZmL06NHYtWsXFi9eDADo168fdu7ciWXLlrWbwz1WfygiIgLz58/Hvn37ZNPeeustbNq0CT/99FO7OQ0NDRg/fjxeeeUVuexHV1n9+vXr0eNidd5ZnS9WPz+Ptv9IV87Zyy+/3O78e/fugcfjKd2fbdu2Yfv27Vi1ahUA4KuvvsLrr7+Ouro62XlTxcGDB7F371689NJLWLFiBdzc3HDw4EG8+uqrAFrqZ//rX//C2rVr2815/Pvz3nvvYe3atYiOjpZNGzBgAN577z3MnDlT5X3TOer7G4HoIhMTE+769ety0z7//HPO0NCQO3bsmMp/7fP5fG7EiBGcv7+/wq9Ro0aplHP27Flu4MCB3D//+U+uqalJNl0oFHK///67yselr6/P3bhxQ/b5yeHz8vLyODMzM6U5PB5PdvVha2vLnT9/Xm7+lStXOEtLS6U5eXl53NNPP80FBgbKDdGnruNidd5ZnS9WPz8cx+6cCYVC7vnnn+cWLlyo8GvatGkq7ZOhoSFXUFAgN+3UqVOckZERt3PnTpW/1xKJhCsqKpL7fPXqVdnngoICztjYWGnO49+fvn37cunp6XLzc3JyVPoZ0mV0RU16lFgsxt27d+WmzZkzB3w+H6+++ipiYmJUynFxccHq1asxb948hfOzsrIwcuRIpTm+vr64ePEili9fjrFjx+Lzzz/HwIEDVdqHxxkYGODhw4eyz1ZWVjAyMpJbprGxUaWs6upqSCQSSCSSVrWQJRIJampqlGa4uLjgt99+w4YNG+Dl5YXExET4+vqqtP3HsTouVued1fli9fPzCItz5u7ujlmzZrV51ZuVlYXjx48rzTExMUFpaSkGDBggmzZhwgQcP34cL730EoqLi5VmAICpqSnu3r0Le3t7AMCIESNgbGwsmy+VSlW6wgeAP/74AyUlJdDX10dzc3Or+ar+39BV1JmM9CgvLy/8/PPPrab//e9/x969e2W365QZNWoULl682OZ8Ho8nd8utPaampvjPf/6DoKAg+Pn5Yc+ePSr/AnrkqaeewuXLl2Wfb968CUdHR9nnnJwcODk5qZQ1aNAg9OnTB4WFhUhPT5eb9/vvv8POzk6lHKFQiK1bt8puXb/zzjtqOy5W5x1gc75Y/vwAbM7ZyJEjkZGR0eZ8sVgMBwcHpTmjR4/GiRMnWk0fP348jh07hri4OKUZAODh4SG3P+fOnZN7ZJKdnQ1XV1eVsiZOnAgvLy8UFRXh3LlzcvMyMzNVOi5dRlfUpEetWLECv/76q8J5r732GjiOw8cff6w0JyYmBlKptM35w4YNU/iXe3sWLVoEPz8/zJ07t8N/4W/duhWGhoZtzi8qKkJQUJDSnCcbM1tbW7nPf/75p9LnwU969tlnkZGRgaVLl8LQ0FDlnsMAu+Nidd4f15XzxfLnh9U527VrV7uvPbm7u+PPP/9UmrN69Wr89ttvCuf5+/vj2LFjKvW03rVrF0QiUZvzGxoalD6fBtBqn5+8I1NfX49169YpzdFlNHoWIU9obm5GdXU1TExMOnylRnoenS+i7eiKmqhVeno6rl69CqDlimHUqFGUwzinqakJSUlJshwPDw9Mnz4dQmHH//tr0nFpYg6rrCfPmbu7O2bMmNHhc6atOTpHnT3ZiO66efMm5+fnx/F4PLl3fH19fbmbN29SDqOcK1eucM7OzpyBgYHsHWNDQ0POycmJy87O7rXHpWk5LLNYnTNtzdFF1FATtZg6dSo3ZswYLicnRzYtJyeH8/Hx4aZOnUo5jHK8vb25gIAArrKyUjatsrKSmzZtGufj49Pj+6OtOSyzWJ0zbc3RRdRQE7WQSCRcRkZGq+np6emcvr4+5TDMefy950eys7M5iUSilv3RxhzW+8TqnGljji6i17OIWtjb26OhoaHV9KamJpVfP6Ic5QYNGoTS0tJW08vKyuDi4tLj+6OtOSyzWJ0zbc3RSer+S4HopiNHjnCjR4/mLly4IJt24cIFztvbm0tKSqIcRjnJycnc4MGDuUOHDnE3b97kbt68yR06dIjz9PTkkpOTuXv37sm+etNxaVoOyyxW50xbc3QRvZ5F1KJPnz6oqalBY2OjrMfno38/+d5uZWUl5XQyh8//302zR68uPfov//hnHo/X7ju8mnZcmpbDMovVOdPWHF1EfeKJWqhaHYlyukZRNbDO0LTj0rQcllmszpm25ugiuqImhBBCNBh1JiNqk5+fj40bN+K1115DWVkZAODEiRP4/fffKYdhzpkzZzBv3jyMHTsWt27dAgAcOHAAZ8+eVcv+aGsOyyxW50xbc3QNNdRELX755Rd4enoiNTUVhw8fxoMHDwAAly5dQnh4OOUwyvnmm28wdepU6OvrIyMjQ1bf+t69e4iKiuq1x6VpOSyzWJ0zbc3RSerowUaIt7c3FxMTw3EcxxkZGXH5+fkcx3Fcamoq169fP8phlOPl5cUlJia2ysnIyOCsra17fH+0NYdlFqtzpq05uoiuqIlaZGdnY+bMma2m9+3bF+Xl5ZTDKOfatWsYN25cq+mPxhru6f3R1hyWWazOmbbm6CJqqIlamJmZ4c6dO62mZ2Zmyo15Szldy7GxscH169dbTT979iycnZ17fH+0NYdlFqtzpq05Okndl/REN7399tucn58fd+fOHc7Y2JjLy8vjzp49yzk7O3MRERGUwygnKiqK8/Dw4FJSUjhjY2PuzJkz3GeffcZZWVlxH3zwQa89Lk3LYZnF6pxpa44uooaaqIVUKuWWLFnCCYVCjsfjcSKRiOPz+dy8efO4xsZGymGU09zczL377rucoaEhx+PxOB6Px0kkEm7jxo0qZ2jicWlaDsssVudMW3N0Eb1HTXocx3G4efMmrKysUF5ejuzsbDx48ADDhw+Hq6sr5TDKaWpqwrlz5zB06FAYGBjg+vXrePDgATw8PGBkZNRrj0vTclhmsTpn2pqjs9Tz9wHRZU1NTZxIJOJyc3MppxtzOI7jxGIxV1BQoBH7o605rLNYnDNtztFF1JmM9Dg+nw9XV1dUVFRQTjfmAMCQIUNQUFCgEfujrTmss1icM23O0Unq/kuB6KajR49yfn5+XHZ2NuV0Y86JEyc4Ly8v7tixY9zt27flRijqyChFmnZcmpbDMovVOdPWHF1Ez6iJWjw+0pCenh709fXl5isbqYhyVMtRNGIR0PFRijTtuDQth2UWq3OmrTm6iEbPImqhaaMfaWsOjZ7VMzksszRttCpNy9FJaryaJ0Sp6OhorqqqinK6OWfFihXcX3/9pTH7o605LLNYnTNtzdEm1FATjWZsbCyrCUw5lNPbc1hmUY7uoF7fRKNxjLpQUA7laEIOyyzK0R3UUBNCCCEajBpqQgghRINRQ00IIYRoMGqoCSGEEA1GDTXRaM8880yrwhGUwz5n3rx5MDEx0Zj90dYcllmszpm25mgTqkxG1KKpqQkCgUD2OTU1FVKpFD4+PhCJRJTDKKctDx8+xMWLFzFu3LguZ5GeweqcaWuOVuvxF8KITrt9+zbn6+vLCQQCbty4cVxlZSX34osvysanHTRoEHf79m3K6WKOMllZWRyfz1e6XH19PRcaGsoNHDiQe/rpp7l9+/bJzS8pKdHpHNZZ7VH1nOlqjjajW9+kR61btw4cxyEpKQm2trZ46aWXcP/+fdy8eROFhYWwsrLC5s2bKaeLOaxs3rwZn376KZYvX44pU6YgJCQEQUFBcstwKtyU09Yc1lmEKKSuvxCIbrK1teXOnz/PcRzHVVRUcDwej/vxxx9l83/66SfO2dmZcrqY06dPn3a/TExMVLqKcXFx4Y4dOyb7nJeXx7m4uHALFy7kmpubVb5a1NYcllmszpm25ugyGpSD9Kiqqir069cPAGBubg4DAwM4OjrK5ru4uODOnTuU08UcqVSKFStWwNPTU+H8GzduYNOmTUpzbt26hSFDhsht//Tp03j22Wcxf/58vPfee0oztDmHZRarc6atOTpN3X8pEN3i4ODApaamyj6vW7eOq6iokH3OysriLC0tKaeLOWPHjuXi4uLanK/qc8EBAwbIXdE/cuvWLW7QoEHc5MmTdTqHZRarc6atObqMnlGTHuXl5YXz58/LPm/ZsgXm5uayz2fPnsXQoUMpp4s5L774Iu7evdvmfHNzcwQGBirNefbZZ3Hw4MFW0+3s7HDq1Cn8+eefSjO0OYdlFqtzpq05uoxezyIaJS0tDQYGBnK3EimHfY6qbty4gZycHEydOlXh/Nu3b+OHH37AggULdDKHdRYhitAVNVGL6Oho7N+/v9X0K1euIDk5mXK6OWf//v3YunWr0vUdHR0xderUNnO+++47lJSU6GwO6yyg6+dM23N0krrvvRPd5OjoyJ07d67V9JSUFM7JyYlyKKdX5WjiPmlrji6iK2qiFiUlJbC1tW013crKSqVezZRDOZqUo4n7pK05uogaaqIW9vb2OHfuXKvp586dg52dHeVQTq/K0cR90tYcnaTuS3qim7Zu3cpZWFhw+/fv5woLC7nCwkJu3759nIWFBRcVFUU5lNOrcjRxn7Q1RxdRQ03Uorm5mVu7di0nkUg4Pp/P8fl8zsDAgNu0aRPlUE6vy9HEfdLWHF1Er2cRtXrw4AGuXr0KfX19uLq6QiwWUw7l9NocTdwnbc3RJdRQE0IIIRqMOpMRQgghGowaakIIIUSDUUNNCCGEaDBqqAkhhBANRg01IYQQosGooSaEEEI0GDXUhBBCiAajhpoQQgjRYP8fFKmkZ/6X7xwAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "N. rows before: 100\n",
      "N. rows after: 97\n",
      "Row group idx: [0, 1, 0, 1, 2, 1, 0, 1, 3, 0, 4, 3, 5, 1, 0, 3, 6, 3, 6, 7, 3, 8, 2, 2, 0, 6, 6, 6, 6, 6, 6, 0, 3, 0, 0, 0, 3, 0, 6, 3, 0, 0, 0, 6, 3, 3, 0, 4, 3, 5, 5, 5, 5, 3, 3, 6, 6, 1, 6, 0, 3, 3, 0, 4, 3, 3, 3, 1, 3, 3, 0, 0, 0, 0, 0, 3, 3, 5, 2, 3, 8, 0, 6, 2, 2, 6, 7, 8, 6, 3, 3, 1, 4, 7, 9, 4, 1]\n",
      "Col group idx: [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 2, 2, 2, 2, 2]\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "Alternatively your data are wrapped around a `ProteinsDataset` object, you can extract the table and proceed. ",
   "id": "2a60b6ac6d6e0e46"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-11-27T20:29:02.741777Z",
     "start_time": "2024-11-27T20:29:02.422868Z"
    }
   },
   "cell_type": "code",
   "source": [
    "conditions = {\n",
    "    'c1': [f'c1_rep{i+1}' for i in range(5)],\n",
    "    'c2': [f'c2_rep{i+1}' for i in range(5)],\n",
    "    'c3': [f'c3_rep{i+1}' for i in range(5)],\n",
    "}\n",
    "dataset = ProteinsDataset.from_df(data, id_col='protein_id', conditions=conditions)\n",
    "data_in = dataset.to_table()\n",
    "\n",
    "heatmap = HierarchicallyClusteredHeatmap(n_col_clusters=None)\n",
    "result = heatmap.eval(data=data_in)\n",
    "# plt.savefig('my-plot.png')  # save as image\n",
    "# plt.savefig('my-plot.pdf')  # save as vector-based image\n",
    "plt.show()"
   ],
   "id": "2d6c615e407fca6e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1400 with 5 Axes>"
      ],
      "image/png": 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oKCjQGWecoc6dO6tnz5667LLLtHr1apvOGgAAAADwHUq3jRyOKNseVvzjH//QrbfeqrKyMi1dulQHDx7U2LFjtW/fPpvOHAAAAAAgsbzcXmGykdqSJUuCnj/55JPq2bOnVq5cqbPPPttQKgAAAABo+yjdNnKE6TXdu3btkiR169bNcBIAAAAAaNso3Tayc/dyv98vv98fdMztdsvtdh/1ffX19br99tt11llnKSUlxbZ8AAAAAACu6baVw+m07VFQUKDY2NigR0FBwTEz3Xrrrfroo4/03HPPtcCPAAAAAABENkcgEAiYDtFWvXljpm2f/ZNHH7M80z1lyhS9/PLL+uc//6kTTzzRtmwAAAAAgG+xvNxGVm/tZUVTlpJ/JxAI6LbbbtOLL76o0tJSCjcAAAAAtBBKt50s3trLLrfeequeeeYZvfzyy+rcubM2b94sSYqNjVX79u0NpwMAAACAtovSbSM7Z7qtmDdvniQpIyMj6PgTTzyhCRMmtHwgAAAAAIgQlG4bOcJkppvL9gEAAADADEq3ncJkphsAAAAAYAal20YOB6UbAAAAACIZpdtGjqjwWF4OAAAAADCD0m0nZroBAAAAIKJRum3ETDcAAAAARDZKt52Y6QYAAACAiEbpthEz3QAAAAAQ2SjdNmL3cgAAAACIbJRuO3GfbgAAAACIaJRuGzkcLC8HAAAAgEhG6baRg5luAAAAAIholG47MdMNAAAAABGN0m0jZroBAAAAILJRum3ENd0AAAAAENko3XZiphsAAAAAIhql20bMdAMAAABAZKN024mZbgAAAACIaJRuGzHTDQAAAACRjdJtI3YvBwAAAIDIRum2k4PSDQAAAACRjNJtI0cUy8sBAAAAIJJRum3kYKYbAAAAACIapdtOzHQDAAAAQESjdNuImW4AAAAAiGyUbjtxyzAAAAAAiGiUbhtxyzAAAAAAiGyUbhs5mOkGAAAAgIhG6bYTM90AAAAAENEo3TZiphsAAAAAIhul20Zc0w0AAAAAkY3SbSdmugEAAAAgolG6bcRMNwAAAABENkq3nZjpBgAAAICIRum2ETPdAAAAABDZKN02YvdyAAAAAIhstEI7RTnse1jwz3/+UxdffLH69Okjh8Ohl156yZ7zBQAAAAAEoXTbyBEVZdvDin379mno0KF66KGHbDpTAAAAAEBjWF5uJ0d4XNN9/vnn6/zzzzcdAwAAAAAiDqXbRlZnpK3w+/3y+/1Bx9xut9xut23fCQAAAACwhuXlNnI4HLY9CgoKFBsbG/QoKCgwfcoAAAAAgO9hpttGDqfTts/2eDzKzc0NOsYsNwAAAACEF0q3jexcXs5ScgAAAAAIf5RuO3GfbgAAAACIaJRuGzks3k/bLnv37tWaNWsann/11VdatWqVunXrpsTERIPJAAAAAKBto3TbKUxmulesWKHRo0c3PP/uWvAbb7xRTz75pKFUAAAAAND2UbptFC4z3RkZGQoEAqZjAAAAAEDEoXTbyBEmM90AAAAAADMo3XYKk5luAAAAAIAZlG4bMdMNAAAAAJGN0m2jcLmmGwAAAABgBqXbTsx0AwAAAEBEo3TbyBFF6QYAAACASEbptpOD5eUAAAAAEMko3TZiphsAAAAAIhul20ZspAYAAAAAkY3SbSc2UgMAAACAiEbpthEz3QAAAAAQ2SjdNnIw0w0AAAAAEY3SbSc2UgMAAACAiEbptpGDW4YBAAAAQESjdNuIW4YBAAAAQGSjdNuJmW4AAAAAiGiUbhsx0w0AAAAAkY3SbSNKNwAAAABENkq3nVheDgAAAAARjdJtI2a6AQAAACCyUbptxC3DAAAAACCyUbptxEw3AAAAAEQ2SredKN0AAAAAENEo3TZieTkAAAAARDZKt41YXg4AAAAAkY3SbScHpRsAAAAAIhml20aOKJaXAwAAAEAko3TbiOXlAAAAABDZKN02YiM1AAAAAIhslG47MdMNAAAAABGN0m0jBxupAQAAAEBEo3TbiI3UAAAAACCyUbptxEZqAAAAABDZKN12Ynk5AAAAAEQ0SreNWF4OAAAAAJGNqVgbORxRtj2seuihh9S/f3/FxMRo5MiRqqiosOGMAQAAAADfR+m2kSMqyraHFc8//7xyc3OVl5enyspKDR06VOPGjVNNTY1NZw4AAAAAkCRHIBAImA7RVu3fvNG2z+4Q36fJY0eOHKkzzjhDDz74oCSpvr5eCQkJuu222zRjxgy7IgIAAABAxOOabhvZeZ9uv98vv98fdMztdsvtdgcdO3DggFauXCmPx9NwLCoqSmPGjNHy5cttywcAAAAAYHm5rRxRDtseBQUFio2NDXoUFBQclmHbtm2qq6tTr169go736tVLmzdvbqkfCgAAAACISMx028jhdNr22R6PR7m5uUHHfjjLDQAAAAAwi9JtIzuXl7drZCl5Y7p37y6n06ktW7YEHd+yZYvi4+PtigcAAAAAEMvL7eVw2Pdoonbt2mn48OH6+9//3nCsvr5ef//735Wenm7HWQMAAAAA/oOZbhs5LJRjO+Xm5urGG2/UiBEjlJqaqqKiIu3bt0833XST6WgAAAAA0KZRuu1k8X7advnZz36mrVu36ne/+502b96sYcOGacmSJYdtrgYAAAAAaF7cp9tGB/fuse2zXZ062/bZAAAAAIDmwUy3rcJjeTkAAAAAwAxKt53o3AAAAAAQ0SjddgqTjdQAAAAAAGaEx05fAAAAAAC0Qcx024qZbgAAAACIZMx0AwAAAABgE2a6bcS92AAAAAAgsjHTDQAAAACATZjptlGAqW4AAAAAiGiUbhsFWGAOAAAAABGN0m0jZroBAAAAILJRum1E6QYAAACAyEbptlE9rRsAAAAAIhql20YBSjcAAAAARDRKt43o3AAAAAAQ2SjdNmJ5OQAAAABENkq3jVheDgAAAACRjdJto/p6SjcAAAAARDJKt42Y6QYAAACAyEbpthHXdAMAAABAZKN024jl5QAAAAAQ2SjdNmKiGwAAAAAiG6XbRiwvBwAAAIDIRum2EcvLAQAAACCyUbptxO7lAAAAABDZKN02Ynk5AAAAAEQ2SreNKN0AAAAAENko3TYKcE03AAAAAEQ0SreNmOkGAAAAgMhG6bYRnRsAAAAAIhul20bcMgwAAAAAIhul20YsLwcAAACAyEbpthH36QYAAACAyEbpthEz3QAAAAAQ2aJMB2jL6usDtj3scvfdd+vMM89Uhw4d1LVrV9u+BwAAAAAiAaXbRoGAfQ+7HDhwQFdffbUmT55s35cAAAAAQIRgebmNWuPy8lmzZkmSnnzySbNBAAAAAKANoHTbiFuGAQAAAEBko3TbyM7dy/1+v/x+f9Axt9stt9tt23cCAAAAAKzhmm4b1dUHbHsUFBQoNjY26FFQUNBojhkzZsjhcBz18dlnn7Xwjw4AAAAAtH2OADeTts27lWts++zhgxOaPNO9detWbd++/aifN2DAALVr167h+ZNPPqnbb79dO3fubJa8AAAAABCJWF5uIzuv6baylLxHjx7q0aOHbVkAAAAAAI2jdNuoNa4hqK6u1o4dO1RdXa26ujqtWrVKkjRo0CB16tTJbDgAAAAAaGUo3TZqjbcM+93vfqeSkpKG5z/+8Y8lSW+99ZYyMjIMpQIAAACA1olrum1UWr7ats/OGJls22cDAAAAAJoHM9024j7dAAAAABDZKN02onMDAAAAQGSjdNuIlfsAAAAAENko3TZqjRupAQAAAACaD6XbRnRuAAAAAIhslG4bsZEaAAAAAEQ2SreNWF4OAAAAAJGN0m0jOjcAAAAARDZKt42Y6QYAAACAyEbpthG3DAMAAACAyEbpthH7qAEAAABAZKN024jdywEAAAAgslG6bcTqcgAAAACIbJRuG7GRGgAAAABENkq3jdhIDQAAAAAiG6XbRlzSDQAAAACRjdJtI5aXAwAAAEBko3TbKFBvOgEAAAAAwCRKt42Y6QYAAACAyEbpthGdGwAAAAAiG6XbRsx0AwAAAEBko3TbiN3LAQAAACCyUbptxH26AQAAACCyUbptxPJyAAAAAIhslG4b0bkBAAAAILJRum1Uz0XdAAAAABDRKN02onMDAAAAQGSjdNuI5eUAAAAAENko3TZiIzUAAAAAiGyUbhvRuQEAAAAgslG6bcRMNwAAAABENkq3jdhIDQAAAAAiG6XbRgFmugEAAAAgolG6bcRMNwAAAABENkq3jZjpBgAAAIDIFmU6QFtWX2/fww7r1q3TxIkTdeKJJ6p9+/YaOHCg8vLydODAAXu+EAAAAADaOGa6bdTalpd/9tlnqq+v1yOPPKJBgwbpo48+UlZWlvbt26f777/fdDwAAAAAaHUo3TZqbcvLx48fr/Hjxzc8HzBggFavXq158+ZRugEAAAAgBJRuG7W2me7G7Nq1S926dTMdAwAAAABaJUq3jeptnOn2+/3y+/1Bx9xut9xud7N9x5o1a1RcXMwsNwAAAACEiI3UbFRXb9+joKBAsbGxQY+CgoJGc8yYMUMOh+Ooj88++yzoPRs2bND48eN19dVXKysrqyV+uAAAAACgzXEEWtuFx63Ibx7+p22fnXfTyCbPdG/dulXbt28/6ucNGDBA7dq1kyRt3LhRGRkZSktL05NPPqmoKP5tBgAAAABCwfJyG9n5zxlWlpL36NFDPXr0aNLYDRs2aPTo0Ro+fLieeOIJCjcAAAAAHAdKt41a20ZqGzZsUEZGhvr166f7779fW7dubXgtPj7eYDIAAAAAaJ0o3TZqbSv3ly5dqjVr1mjNmjXq27dv0Gut7VwAAAAAIBywdthG9QH7HnaYMGGCAoFAow8AAAAAgHXMdNuotS0vBwAAAAA0L0q3jey8TzcAAAAAIPxRum1E5wYAAACAyEbptlF9vekEAAAAAACTKN024ppuAAAAAIhslG4bses3AAAAAEQ2SreNmOkGAAAAgMhG6bYRpRsAAAAAIhul20asLgcAAACAyEbpthH36QYAAACAyEbpthHLywEAAAAgslG6bUTpBgAAAIDIRum2EaUbAAAAACIbpdtGXNINAAAAAJGN0m0jZroBAAAAILJRum3E7uUAAAAAENko3TZiphsAAAAAIhul20aUbgAAAACIbJRuG1G6AQAAACCyUbptxCXdAAAAABDZKN02YqYbAAAAACIbpdtGlG4AAAAAiGyUbhtRugEAAAAgslG6bVRfbzoBAAAAAMAkSreNmOkGAAAAgMhG6bYRpRsAAAAAIhul20aUbgAAAACIbJRuG9VRugEAAAAgolG6bcRMNwAAAABENkq3jSjdAAAAABDZKN02onQDAAAAQGSjdNuIa7oBAAAAILJRum3ETDcAAAAARDZKt42Y6QYAAACAyEbpthEz3QAAAAAQ2SjdNmKmGwAAAAAiG6XbRpRuAAAAAIhslG4b1dU7TEcAAAAAABhE6bYRM90AAAAAENkcgUCAaggAAAAAgA2iTAcAAAAAAKCtonQDAAAAAGATSjcAAAAAADahdAMAAAAAYBNKNwAAAAAANqF0AwAAAABgE0o3AAAAAAA2oXQDAAAAAGATSjcAAAAAADahdAMAAAAAYBNKNwAAAAAANqF0AwAAAABgE0o3AAAAAAA2oXQDAAAAAGATSjcAAAAAADahdAMAAAAAYBNKNwAAAAAANqF0AwAAAABgk2jTAYDWoP+MV1vke9bdc2HI7/3k8ceaMUnLeb7uZNMRLPtF7AbTESyr8/tMRwhJrwsvNx3Bst0V/zIdISSOKIfpCJZ1Tz/bdATr9u0ynSAk/95nOoF1fdodNB3Bsp1ffGE6Qkh6paWbjmDZusV/NR0hJH/c9SPTESyblfWTZvmcgwcP6s4779Tf/vY3ffnll4qNjdWYMWN0zz33qE+fPoeN9/v9GjlypD744AO9//77GjZsWLPkCAUz3QAAAACAsLZ//35VVlZq5syZqqys1KJFi7R69WpdcskljY7/9a9/3WgZN4GZbgAAAACAcRkZGUpJSZEkLVy4UC6XS5MnT9bs2bMVGxurpUuXBo1/8MEHlZqaqurqaiUmJjYcf+211/TGG2/ohRde0Guvvdai59AYZroBAAAAAGGhpKRE0dHRqqio0Ny5czVnzhzNnz+/0bG7du2Sw+FQ165dG45t2bJFWVlZWrhwoTp06NBCqY+OmW4AAAAAgC38fr/8fn/QMbfbLbfb3ej4hIQEeb1eORwOJScnq6qqSl6vV1lZWUHjfD6f7rjjDv385z9Xly5dJEmBQEATJkzQLbfcohEjRmjdunW2nJNVlO5WxOPxyOdrnZshhQOv12s6AgAAABBRCgoKNGvWrKBjeXl5ys/Pb3R8WlqaHI7/bu6Znp6uwsJC1dXVyel0Svp2U7VrrrlGgUBA8+bNaxhbXFysPXv2yOPxNP+JHAdKdyvi8/kojgAAAABaDY/Ho9zc3KBjR5rlborvCvf69eu1bNmyhlluSVq2bJmWL19+2OePGDFC119/vUpKSkL+3uNB6QYAAAAA2OJoS8kbU15eHvS8rKxMSUlJcjqdDYX7iy++0FtvvaW4uLigsQ888IDuuuuuhucbN27UuHHj9Pzzz2vkyJHHdyLHgdINAAAAAAgL1dXVys3N1aRJk1RZWani4mIVFhbq4MGDuuqqq1RZWanFixerrq5OmzdvliR169ZN7dq1C9rBXJI6deokSRo4cKD69u3b4ufyHUo3AAAAACAsZGZmqra2VqmpqXI6ncrJyVF2drbWr1+vV155RZI0bNiwoPe89dZbysjIaPmwTdSmS3db23ispqbGdASEsQ694k1HCIlrS+u7c2H/iy4xHcGy6tf/ZjpCSDrFtL4/prYmDTMdISSxO742HcEy/4b1piNY5uqTeOxBYSg+JmA6gmXVLzxrOoJlvu07TEcISXTHjqYjWBeoN50gJC5n6/t7k1Uul0tFRUVBG6RJUv/+/RUIWPu9KJT32KH1/W3Ggra28di0adNMRwAAAAAAWND2/6kEAAAAAABD2vRMNwAAAACgdSgtLTUdwRbMdAMAAAAAYBNmuluRmJgYrus+Dm3p+n4AAAAArQOluxUpKCgwHQEAAAAAYAHLywEAAAAAsAmlGwAAAAAAm1C6AQAAAACwSau7ptvj8cjn8zVpbE1Njc1pgPDRY+gw0xFCcn3lCtMRLPPVbDYdwTL/jh2mI4Rk7Qt/Nh3BshXdTjMdISTXjB5iOoJlf3rrM9MRLBu3v/VllqTXN7W+eZpRvfuYjmBZ+x49TEcISZTTaTqCZYH6gOkIIenfq73pCEYFAgHl5eXpscce086dO3XWWWdp3rx5SkpKMh3tqFpd6fb5fE3ehZqdvgEAAACgbfj973+vBx54QCUlJTrxxBM1c+ZMjRs3Tp988oliYmJMxzui1vfPlgAAAACANicjI0NTpkzRlClTFBsbq+7du2vmzJkKBAIKBAIqKirSnXfeqUsvvVSnnXaannrqKW3cuFEvvfSS6ehHRekGAAAAAISFkpISRUdHq6KiQnPnztWcOXM0f/58ffXVV9q8ebPGjBnTMDY2NlYjR47U8uXLDSY+tla3vBwAAAAA0Dr4/X75/f6gY263W263u9HxCQkJ8nq9cjgcSk5OVlVVlbxerwYPHixJ6tWrV9D4Xr16afPm8N5vh9IdRqxsEgfrmroXAAAAAIDmUVBQoFmzZgUdy8vLU35+fqPj09LS5HA4Gp6np6ersLBQgUDr3PxOonSHFSubxAEAAABAuPN4PMrNzQ06dqRZ7qOJj4+XJG3ZskW9e/duOL5lyxYNGzbsuDLajWu6AQAAAAC2cLvd6tKlS9DjaKW7vLw86HlZWZmSkpI0YMAAxcfH6+9//3vDa7t371Z5ebnS09Nty98cKN0AAAAAgLBQXV2t3NxcrV69Ws8++6yKi4uVk5Mjh8Oh22+/XXfddZdeeeUVVVVVKTMzU3369NFll11mOvZRsbwcAAAAABAWMjMzVVtbq9TUVDmdTuXk5Cg7O1uS9Otf/1r79u1Tdna2du7cqVGjRmnJkiVhfY9uqY2X7piYGE2bNs10jCarqakxHQGt2LaPqkxHCEndgQOmI1i2a9060xEsO7S/1nSEkPQePsJ0BMvWrthvOkJIvt6yy3QEy8b2OmQ6gmWBvoNMRwjJiM6t7/eQ3nGJpiNYVr30DdMRQrLn62rTESzrefrppiOEZO3b201HsJ3L5VJRUZHmzZt32GsOh0OzZ8/W7NmzDSQLXZsu3QUFBaYjWNKa/oEAAAAAAHBsXNMNAAAAAIBN2vRMNwAAAACgdSgtLTUdwRbMdAMAAAAAYBNmusNIa9v4rbXxer2mIwAAAACIMJTuMNLaNn4DAAAAABwdy8sBAAAAALAJpRsAAAAAAJtQugEAAAAAsAnXdANthLNdO9MRQnJo+NmmI1jmNx0gBJ127jQdISS7Y3ubjmDZL841nSBy7IlLMB3Bun2t8XcQyRXd+uZpVt7T+vbKOeHUU01HCInbHWM6gmWV991nOkJIfvHbu01HCBu33HKLHnnkEXm9Xt1+++0Nxy+55BKtWrVKNTU1OuGEEzRmzBjde++96tOnj7Gsre93UAAAAABAxHrxxRdVVlbWaJEePXq0/vSnP2n16tV64YUXtHbtWl111VUGUv4XM90AAAAAAOMyMjKUkpIiSVq4cKFcLpcmT56s2bNny+FwSJI2bNig2267Ta+//rouvPDCwz7j+7dg7tevn2bMmKHLLrtMBw8elMvlapkT+QFmugEAAAAAYaGkpETR0dGqqKjQ3LlzNWfOHM2fP1+SVF9frxtuuEHTp0/X4MGDj/lZO3bs0NNPP60zzzzTWOGWKN0AAAAAAJv4/X7t3r076OH3H3l/i4SEBHm9XiUnJ+v666/XbbfdJq/XK0m69957FR0dralTpx71O++44w517NhRcXFxqq6u1ssvv9ys52QVy8vDmMfjkc/nMx2jzfjuf1YAAAAALaOgoECzZs0KOpaXl6f8/PxGx6elpTUsJZek9PR0FRYWauXKlZo7d64qKyuDXm/M9OnTNXHiRK1fv16zZs1SZmamFi9efMz32YXSHcZ8Ph9FEQAAAECr5fF4lJubG3TM7XZb/pzS0lLV1NQoMTGx4VhdXZ1+9atfqaioSOvWrWs43r17d3Xv3l0nnXSSTjnlFCUkJKisrEzp6ekhn8fxoHQDAAAAAGzhdrstlezy8vKg52VlZUpKStKECRM0bty4oNfGjRunG264QTfddNMRP6++vl6Sjrqk3W6UbgAAAABAWKiurlZubq4mTZqkyspKFRcXq7CwUHFxcYqLiwsa63K5FB8fr+TkZEnfFvb33ntPo0aN0gknnKC1a9dq5syZGjhwoLFZbonSDQAAAAAIE5mZmaqtrVVqaqqcTqdycnKUnZ3dpPd26NBBixYtUl5envbt26fevXtr/PjxuvPOO0Na0t5cKN1AWxHVOm9GUPXlVtMRIsLZJ51kOkJIOvfsbDqCZbtrD5mOEJKOAXPL7kK15MMtpiNEjPGn9TIdwbK6YcNMR7AspkdP0xFC4ttaYzqCZTE/mDFtLXxvmt2FOyRZt1ga7nK5VFRUpHnz5h1z7Pev45akIUOGaNmyZZa+ryW0zr+lAwAAAADQClC6AQAAAACwCcvLAQAAAADGlZaWmo5gC0p3iDwej3w+n63fUVPT+q6PAQAAAAD8F6U7RD6fT16v19bvmDZtWsN/t0TJb+vs/vkCAAAAgB+idLcSLVHyAQAAAADNi43UAAAAAACwCaUbAAAAAACbULoBAAAAALAJ13QDbYR/+3bTEUIyJnWg6QiWla7dYzqCZYG6OtMRQnJw1y7TESxb/vk3piNEjGgncwctZcfq1aYjWLZv40bTESzr+KO+piOExNm+vekIlnUfNsx0hJDUH/CbjoAQ8KcVAAAAAKBVueWWW+RwOFRUVNTo636/X8OGDZPD4dCqVataNNsPUboBAAAAAK3Giy++qLKyMvXp0+eIY379618f9fWWROkGAAAAABiXkZGhKVOmaMqUKYqNjVX37t01c+ZMBQKBhjEbNmzQbbfdpqeffloul6vRz3nttdf0xhtv6P7772+p6EfFNd1hLCYmRtOmTZMk1dTUGE4DAAAAANb4/X75/cHXorvdbrnd7kbHl5SUaOLEiaqoqNCKFSuUnZ2txMREZWVlqb6+XjfccIOmT5+uwYMHN/r+LVu2KCsrSy+99JI6dOjQ7OcTCkp3GCsoKGj47+/KtxUej0c+n685I7VqXq/XdAQAAAAgohQUFGjWrFlBx/Ly8pSfn9/o+ISEBHm9XjkcDiUnJ6uqqkper1dZWVm69957FR0dralTpzb63kAgoAkTJuiWW27RiBEjtG7dumY+m9BQutswn89H0QQAAABgjMfjUW5ubtCxI81yS1JaWpocDkfD8/T0dBUWFmrlypWaO3euKisrg17/vuLiYu3Zs0cej6d5wjcTrukGAAAAANjC7XarS5cuQY+jle4jKS0tVU1NjRITExUdHa3o6GitX79ev/rVr9S/f39J0rJly7R8+XK53W5FR0dr0KBBkqQRI0boxhtvbM7TsoSZbgAAAABAWCgvLw96XlZWpqSkJE2YMEHjxo0Lem3cuHG64YYbdNNNN0mSHnjgAd11110Nr2/cuFHjxo3T888/r5EjR9of/ggo3QAAAACAsFBdXa3c3FxNmjRJlZWVKi4uVmFhoeLi4hQXFxc01uVyKT4+XsnJyZKkxMTEoNc7deokSRo4cKD69u3bMifQCEo30EZ06N3bdISQHGqFm/3Fd+toOoJltdu/Mh0hJF8FupiOYFlr/PUBHMtGtb5f14d2vmY6gmUH9+41HSEkW99bYTqCZd2GDDEdISQxPXqajmC7zMxM1dbWKjU1VU6nUzk5OcrOzjYd67hQugEAAAAAYcHlcqmoqEjz5s075thj7U7ev3//oHt8m8JGagAAAAAA2ISZ7lYiJibG8r26a2pqbEoDAAAAAGgKSncrUVBQYPk9Vks6AAAAAJhSWlpqOoItKN0RwOPxyNcKN6tqbl6v13QEAAAAABGG0h0BfD4fhRMAAAAADGAjNQAAAAAAbELpBgAAAADAJpRuAAAAAABswjXdbdh3txnj1mGRYeuK90xHCMmgq64xHcGyA3tqTUewrF2nTqYjhOTAoTrTEQBIGjEgznQEyzaffbbpCJZ98dyfTEcIyaBrrjYdwbL6A37TEULiiGLOtDXiZ60NKygokNfrVc+ePU1HAQAAAIDjkp+fr5NPPlkdO3bUCSecoDFjxqi8vDxozOeff65LL71U3bt3V5cuXTRq1Ci99dZbhhJ/i9INAAAAAAh7J510kh588EFVVVXpnXfeUf/+/TV27Fht3bq1YcxFF12kQ4cOadmyZVq5cqWGDh2qiy66SJs3bzaWO+KXl4d6D2uWbAMAAABA88nIyFBKSookaeHChXK5XJo8ebJmz54th8Oh6667Lmj8nDlztGDBAn344Yc699xztW3bNn3xxRdasGCBTjvtNEnSPffcoz/84Q/66KOPFB8f3+LnJFG6Q76H9bRp02xIAwAAAABth9/vl98ffA292+2W2+1udHxJSYkmTpyoiooKrVixQtnZ2UpMTFRWVlbQuAMHDujRRx9VbGyshg4dKkmKi4tTcnKynnrqKZ1++ulyu9165JFH1LNnTw0fPtyeE2yCiC/dkeC7DdUiXSj/uAIAAAAgdAUFBZo1a1bQsby8POXn5zc6PiEhQV6vVw6HQ8nJyaqqqpLX620o3YsXL9a1116r/fv3q3fv3lq6dKm6d+8uSXI4HHrzzTd12WWXqXPnzoqKilLPnj21ZMkSnXDCCbae59FQuiNAQUGB6QgAAAAAIpDH41Fubm7QsSPNcktSWlqaHA5Hw/P09HQVFhaqrq5OTqdTo0eP1qpVq7Rt2zY99thjuuaaa1ReXq6ePXsqEAjo1ltvVc+ePfX222+rffv2mj9/vi6++GK999576t27t23neTRspAYAAAAAsIXb7VaXLl2CHkcr3cfSsWNHDRo0SGlpaVqwYIGio6O1YMECSdKyZcu0ePFiPffcczrrrLN0+umn6w9/+IPat2+vkpKS5jolyyjdAAAAAICw8MNbgJWVlSkpKUlOp7PR8fX19Q3XjO/fv1+SFPWD+5lHRUWpvr7ehrRNQ+kGAAAAAISF6upq5ebmavXq1Xr22WdVXFysnJwc7du3T7/5zW9UVlam9evXa+XKlbr55pu1YcMGXX311ZK+XYp+wgkn6MYbb9QHH3ygzz//XNOnT9dXX32lCy+80Ng5cU030EbEX3uj6Qgh2Ws6QAgG9W1vOkIIupkOEJJBpgMAkCTtPBAwHcGymGEjTUewrPO7y01HCMmOj6pMR7BsS8VK0xFCEjfkVNMRLOs3/gJL4zMzM1VbW6vU1FQ5nU7l5OQoOztbfr9fn332mUpKSrRt2zbFxcXpjDPO0Ntvv63BgwdLkrp3764lS5bot7/9rX7605/q4MGDGjx4sF5++eWGHc5NoHQDAAAAAMKCy+VSUVGR5s2bF3Q8JiZGixYtOub7R4wYoddff92ueCFheTkAAAAAADYJi5luj8cjn8/XpLE1NTU2pwEAAAAAoHmERen2+Xzyer1NGjtt2jSb0wAAAAAAWlppaanpCLYIi9KN0FhZIQA1+R92AAAAAKC5ULpbMSsrBAAAAAAALY+N1AAAAAAAsAmlGwAAAAAAm1C6AQAAAACwCdd0HyeTm5lx+zR837ad+01HCEmfwB7TESzb6OhsOoJljndfNx0hJH1GnW06gmUb6tubjgCglfJt3246Qkic7VymI1jW74JxpiOEJFBfbzoCQkDpPk4mNzPj9mkAAAAAIkV+fr6ee+45ff3112rXrp2GDx+uu+++WyNHjjxsrN/v18iRI/XBBx/o/fff17Bhw1o+8H+wvBwAAAAAEPZOOukkPfjgg6qqqtI777yj/v37a+zYsdq6dethY3/961+rT58+BlIejtINAAAAADAuIyNDU6ZM0ZQpUxQbG6vu3btr5syZCgQCkqTrrrtOY8aM0YABAzR48GDNmTNHu3fv1ocffhj0Oa+99preeOMN3X///SZO4zCUbgAAAACALfx+v3bv3h308Pv9RxxfUlKi6OhoVVRUaO7cuZozZ47mz59/2LgDBw7o0UcfVWxsrIYOHdpwfMuWLcrKytLChQvVoUMHW87JKq7pbsViYmK4rtsCU9feAwAAAJGqoKBAs2bNCjqWl5en/Pz8RscnJCTI6/XK4XAoOTlZVVVV8nq9ysrKkiQtXrxY1157rfbv36/evXtr6dKl6t69uyQpEAhowoQJuuWWWzRixAitW7fOzlNrMkp3K1ZQUGA6AgAAAAAckcfjUW5ubtAxt9t9xPFpaWlyOBwNz9PT01VYWKi6ujo5nU6NHj1aq1at0rZt2/TYY4/pmmuuUXl5uXr27Kni4mLt2bNHHo/HtvMJBcvLAQAAAAC2cLvd6tKlS9DjaKX7WDp27KhBgwYpLS1NCxYsUHR0tBYsWCBJWrZsmZYvXy63263o6GgNGjRIkjRixAjdeOONzXI+oWCmGwAAAAAQFsrLy4Oel5WVKSkpSU6ns9Hx9fX1DdeIP/DAA7rrrrsaXtu4caPGjRun559/vtHbirUUSjcAAAAAICxUV1crNzdXkyZNUmVlpYqLi1VYWKh9+/bp7rvv1iWXXKLevXtr27Zteuihh7RhwwZdffXVkqTExMSgz+rUqZMkaeDAgerbt2+Ln8t3KN1AG/HeZ1tMRwjJhf1a31Uu763fbzqCZWnRrfO3e0eU49iDwsx7n7TO/xevOzfZdATLdu0/aDqCZQcP1ZuOEJK42PamI1j25Z+fMx3Bsi79+5uOEJIeI0aYjmDZwb17TUcIye61a0xHsF1mZqZqa2uVmpoqp9OpnJwcZWdny+/367PPPlNJSYm2bdumuLg4nXHGGXr77bc1ePBg07GPqnX+LSwMfLdzeE1NjekoAAAAANAmuFwuFRUVad68eUHHY2JitGjRIkuf1b9//4Z7fJtE6Q7RdzuHc8suAAAAAMCRtL51nQAAAAAAtBLMdAMAAAAAjCstLTUdwRaU7hbm8Xjk8/lMx4hIXq/XdAQAAAAAEYbS3cJ8Ph/lDwAAAAAiBNd0AwAAAABgE0o3AAAAAAA2oXQDAAAAAGATrukG2oghA+JMRwhJtekAIRgywHQC62L+3cN0hJBEuVymI1jWWv9f1KFDphNY9s2y10xHsGzP4DNNRwjJpu17TEew7NBX60xHsKzjj/qYjhCSfRs3mo5g2TeffWo6QkhcV//SdASEgJluAAAAAECrcsstt8jhcKioqCjoeGVlpc477zx17dpVcXFxys7O1t69e82E/I9WPdPdHLffqqmpaaY0AAAAAAC7vfjiiyorK1OfPsGrQzZu3KgxY8boZz/7mR588EHt3r1bt99+uyZMmKC//OUvhtK28tLdHLffmjZt2nG9PyYmxtJnUPIBAAAA4HAZGRlKSUmRJC1cuFAul0uTJ0/W7Nmz5XA4JEkbNmzQbbfdptdff10XXnhh0PsXL14sl8ulhx56SFFR3y7qfvjhh3XaaadpzZo1GjRoUMue0H+06tIdDgoKCiyNP96SDwAAAACthd/vl9/vDzrmdrvldrsbHV9SUqKJEyeqoqJCK1asUHZ2thITE5WVlaX6+nrdcMMNmj59ugYPHtzod7Vr166hcEtS+/btJUnvvPMOpRv2a47l+K3Z8a6KAAAAAGBNQUGBZs2aFXQsLy9P+fn5jY5PSEiQ1+uVw+FQcnKyqqqq5PV6lZWVpXvvvVfR0dGaOnVqo+/96U9/qtzcXN13333KycnRvn37NGPGDEnSpk2bmvW8rKB0R5DmWI4PAAAAAE3l8XiUm5sbdOxIs9ySlJaW1rCUXJLS09NVWFiolStXau7cuaqsrAx6/fsGDx6skpIS5ebmyuPxyOl0aurUqerVq1fQ7HdLY/dyAAAAAIAt3G63unTpEvQ4Wuk+ktLSUtXU1CgxMVHR0dGKjo7W+vXr9atf/Ur9+/dvGHfddddp8+bN2rBhg7Zv3678/Hxt3bpVAwaYu+crM90AAAAAgLBQXl4e9LysrExJSUmaMGGCxo0bF/TauHHjdMMNN+imm2467HN69eolSXr88ccVExOj8847z77Qx0DpBgAAAACEherqauXm5mrSpEmqrKxUcXGxCgsLFRcXp7i4uKCxLpdL8fHxSk5Objj24IMP6swzz1SnTp20dOlSTZ8+Xffcc4+6du3awmfyX5TuFmb1FmPNiduVtW0x7Vrn/86d2rczHcGyh1/9zHQEy6alxZuOEJIdn35iOoJlsUnDTEcIyVfb9puOYFlMt7hjDwozdW6X6Qghie/e2XQEy7aecrLpCJbVtdINb+sP+I89KMzU1daajhCSUzvVm45gu8zMTNXW1io1NVVOp1M5OTnKzs5u8vsrKiqUl5envXv36uSTT9YjjzyiG264wcbEx9Y6/5beilm9xVhz4nZlAAAAAMKZy+VSUVGR5s2bd8yx69atO+zYU089ZUOq48NGagAAAAAA2ITSDQAAAACATVheDgAAAAAwrrS01HQEW1C6I4jJTdzCgdfrNR0BAAAAQIShdEcQk5u4AQAAAEAk4ppuAAAAAABsQukGAAAAAMAmlG4AAAAAAGzCNd1AG9FpXZXpCCGp8x8wHcGyWb8413QEy7asqDAdISSuTp1NR7Bs4879piOEpH/vrqYjWFbXrp3pCJZNf+oz0xFCsuC2H5uOYFm/iy8zHcGymrJ3TUcISa/UkaYjWFazstJ0hJBEt+9gOgJCwEw3AAAAAKBV+PTTT3XJJZcoNjZWHTt21BlnnKHq6uqG1zMyMuRwOIIet9xyi8HEzHQDAAAAAFqBtWvXatSoUZo4caJmzZqlLl266OOPP1ZMTEzQuKysLM2ePbvheYcOZlcIULoBAAAAAMZlZGQoJSVFkrRw4UK5XC5NnjxZs2fPlsPh0G9/+1tdcMEF+v3vf9/wnoEDBx72OR06dFB8fHyL5T4WlpcDAAAAAGzh9/u1e/fuoIff7z/i+JKSEkVHR6uiokJz587VnDlzNH/+fNXX1+vVV1/VSSedpHHjxqlnz54aOXKkXnrppcM+4+mnn1b37t2VkpIij8ej/fvN7rfCTLdBHo9HPp/PdIyI4fV6TUcAAAAAIkpBQYFmzZoVdCwvL0/5+fmNjk9ISJDX65XD4VBycrKqqqrk9Xp18cUXa+/evbrnnnt011136d5779WSJUt0xRVX6K233tI555wjSbruuuvUr18/9enTRx9++KHuuOMOrV69WosWLbL7VI+I0m2Qz+ejCAIAAABoszwej3Jzc4OOud3uI45PS0uTw+FoeJ6enq7CwkLV1dVJki699FJNmzZNkjRs2DC9++67evjhhxtKd3Z2dsN7hwwZot69e+vcc8/V2rVrG12K3hJYXg4AAAAAsIXb7VaXLl2CHkcr3UfSvXt3RUdH69RTTw06fsoppwTtXv5DI0d+e0u7NWvWWP7O5kLpBgAAAACEhfLy8qDnZWVlSkpKktvt1hlnnKHVq1cHvf7555+rX79+R/y8VatWSZJ69+7d7FmbiuXlAAAAAICwUF1drdzcXE2aNEmVlZUqLi5WYWGhJGn69On62c9+prPPPlujR4/WkiVL9Ne//lWlpaWSvr2l2DPPPKMLLrhAcXFx+vDDDzVt2jSdffbZOu2004ydE6U7RM2xCVpNTU0zpQGkLicOMB0hJHWtcDPBBUs+MR3BsrN3rzUdISQ9Th9uOoJlJ/frYTpCSGLaOU1HsGxft26mI1h24dAj79gbzk7oZH0pqGk175Ufe1CY+ebT1vfniyQt3tHFdATLzhxk5tre47Vp+bumI1g24LIrLI3PzMxUbW2tUlNT5XQ6lZOT03Cd9uWXX66HH35YBQUFmjp1qpKTk/XCCy9o1KhRkqR27drpzTffVFFRkfbt26eEhARdeeWVuvPOO5v9vKygdIeoOTZB+24DAAAAAACA5HK5VFRUpHnz5jX6+s0336ybb7650dcSEhL0j3/8w854IeGabgAAAAAAbELpBgAAAADAJiwvBwAAAAAY992GaG0NpdugmJgYrutuQcd7DT4AAAAAWEXpNqigoMB0BAAAAACAjbimGwAAAAAAm1C6AQAAAACwCaUbAAAAAACbcE030EZsKS8zHSEk3YedbjqCZSNO6mE6gmW9251lOkJINpctNx3Bsn1RJ5iOEEG6mA5g2YiTTCcIzfq/LTYdwbLda9eajmDZgV27TUcIyYiftL4/F3v1O9N0hJB87e5pOoJlA0wHCAMRX7pD3UG8pqbGhjQAAAAAgGO55ZZb9Mgjj8jr9er2229vOL5jxw7ddttt+utf/6qoqChdeeWVmjt3rjp16mQsa8SX7lB3EOdWXwAAAADQ8l588UWVlZWpT58+h712/fXXa9OmTVq6dKkOHjyom266SdnZ2XrmmWcMJP0W13QDAAAAAIzLyMjQlClTNGXKFMXGxqp79+6aOXOmAoFAw5gNGzbotttu09NPPy2XyxX0/k8//VRLlizR/PnzNXLkSI0aNUrFxcV67rnntHHjxpY+nQaUbgAAAACALfx+v3bv3h308Pv9RxxfUlKi6OhoVVRUaO7cuZozZ47mz58vSaqvr9cNN9yg6dOna/DgwYe9d/ny5eratatGjBjRcGzMmDGKiopSeXl5859cE0X88vKW4PF45PP5TMeIeF6v13QEAAAAIKIUFBRo1qxZQcfy8vKUn5/f6PiEhAR5vV45HA4lJyerqqpKXq9XWVlZuvfeexUdHa2pU6c2+t7NmzerZ8/gzeaio6PVrVs3bd68uVnOJxSU7hbg8/kofAAAAAAijsfjUW5ubtAxt9t9xPFpaWlyOBwNz9PT01VYWKiVK1dq7ty5qqysDHq9NWh1pfv7u42zgzgAAAAAhC+3233Ukt1UpaWlqqmpUWJiYsOxuro6/epXv1JRUZHWrVun+Pj4wzrioUOHtGPHDsXHxx93hlC1utL9/d3G2UEcAAAAANqOH157XVZWpqSkJE2YMEHjxo0Lem3cuHG64YYbdNNNN0n6dlZ8586dWrlypYYPHy5JWrZsmerr6zVy5MiWOYFGtLrSDQAAAABom6qrq5Wbm6tJkyapsrJSxcXFKiwsVFxcnOLi4oLGulwuxcfHKzk5WZJ0yimnaPz48crKytLDDz+sgwcPasqUKbr22msbvb1YS6F0A22Eq1Nn0xFCsqWizHQEy3af8hPTESzb+tFK0xFCEqirMx3Bst37jrwjK9Ba9e2bYDqCZdU/Gmo6gmW9V//LdISQdD+03XQEy2p37jQdISS92+03HSEEJ1oanZmZqdraWqWmpsrpdConJ0fZ2dlNfv/TTz+tKVOm6Nxzz1VUVJSuvPJKPfDAA1ZDNytKNwAAAAAgLLhcLhUVFWnevHnHHLtu3brDjnXr1k3PPPOMDclCx326AQAAAACwCTPdIfr+LurHwi7rAAAAABCZKN0h+v4u6sfCLusAAAAAcHSlpaWmI9iC0h2hPB6PfD6f6Rgtyuv1mo4AAAAAIMJQuiOUz+ejhAIAAACAzdhIDQAAAAAAm1C6AQAAAACwCaUbAAAAAACbcE13C7Bye7GWwm3M2p691etNRwiJf9cu0xEs+7r7PtMRLOvXvr3pCCFp36uX6QiWvbe19f36aK3GpfY3HcGyAwfrTEcIScf6GNMRLEtzuUxHsOzf61rfj7Mkdenf33QEy/b++2vTEULSa/hw0xEQAkp3C7Bye7GWEm7/CAAAAAAAR+NwOBo9/vvf/17Tp08POub3+zVy5Eh98MEHev/99zVs2LAWSNg4lpcDAAAAAMLepk2bgh6PP/64HA6HrrzyysPG/vrXv1afPn0MpDwcM90AAAAAAOMyMjKUkpIiSVq4cKFcLpcmT56s2bNny+FwKD4+Pmj8yy+/rNGjR2vAgAFBx1977TW98cYbeuGFF/Taa6+1WP4joXQDAAAAAGzh9/vl9/uDjrndbrnd7kbHl5SUaOLEiaqoqNCKFSuUnZ2txMREZWVlBY3bsmWLXn31VZWUlBx2PCsrSy+99JI6dOjQvCcTIkp3hArHzd3s5vV6TUcAAAAAIkpBQYFmzZoVdCwvL0/5+fmNjk9ISJDX65XD4VBycrKqqqrk9XoPK90lJSXq3LmzrrjiioZjgUBAEyZM0C233KIRI0Zo3bp1zX06IaF0R6hw3NwNAAAAQNvi8XiUm5sbdOxIs9ySlJaWFrRhWnp6ugoLC1VXVyen09lw/PHHH9f111+vmJj/7vpfXFysPXv2yOPxNOMZHD9KNwAAAADAFkdbSh6qt99+W6tXr9bzzz8fdHzZsmVavnz5Yd83YsQIXX/99YctRW8plG4AAAAAQFgoLy8Pel5WVqakpKSgWe4FCxZo+PDhGjp0aNDYBx54QHfddVfD840bN2rcuHF6/vnnNXLkSHuDHwWlGwAAAAAQFqqrq5Wbm6tJkyapsrJSxcXFKiwsbHh99+7d+vOf/xx07DuJiYlBzzt16iRJGjhwoPr27Wtv8KOgdANtRLFvmOkIIbnzjFrTESzrHbPLdATLNv/rE9MRQhJ/1ijTESy7NDk8dkq1ao0/5tiDwswXX+8wHcGyPt07mY4QkugePUxHsOybVStNR7Csc79+piOE5KtXF5uOYJk7NtZ0hJD8e9dB0xEsG9jN2vjMzEzV1tYqNTVVTqdTOTk5ys7Obnj9ueeeUyAQ0M9//vNmTmof20u3x+ORz+c76piamhq7YwAAAAAAwpzL5VJRUZHmzZvX6OvZ2dlBJfxo+vfvr0Ag0JzxQmJ76fb5fMe8VVOk3boKAAAAABAZokwHAAAAAACgreKabgAAAACAcaWlpaYj2ILSbVBTrndH8znWZQ4AAAAA0Nwo3QY15Xp3AAAAAEDrxTXdAAAAAADYhNINAAAAAIBNKN0AAAAAANgkYq/pDodNzGpqaox+P9qW2A6t89/QOv3oR6YjWLb7qy9NR7Csa3Ky6Qgh6dCzp+kIlm1QJ9MRQvLcP1vfr+uZ4/uYjmDZwd2bTUcIyd5vNpiOYFmHHj1MR7AsJq676Qgh+fff3zQdwbIf3ZBpOkJIAvX7TEdACCK2dIfDJmbTpk0z+v0AAAAA0Fo4HI5Gj//+97/X9OnTJUn9+/fX+vXrg14vKCjQjBkzbM93JBFbugEAAAAArcemTZuCnr/22muaOHGirrzyyqDjs2fPVlZWVsPzzp07t0i+I6F0AwAAAACMy8jIUEpKiiRp4cKFcrlcmjx5smbPni2Hw6H4+Pig8S+//LJGjx6tAQMGBB3v3LnzYWNNap0XgQIAAAAAwp7f79fu3buDHn6//4jjS0pKFB0drYqKCs2dO1dz5szR/PnzDxu3ZcsWvfrqq5o4ceJhr91zzz2Ki4vTj3/8Y9133306dOhQs56TVcx0GxQTE8N13S3I9DX8AAAAQKQpKCjQrFmzgo7l5eUpPz+/0fEJCQnyer1yOBxKTk5WVVWVvF5v0HJx6dty3rlzZ11xxRVBx6dOnarTTz9d3bp107vvviuPx6NNmzZpzpw5zXpeVlC6DSooKDAdAQAAAABs4/F4lJubG3TM7XYfcXxaWlrQhmnp6ekqLCxUXV2dnE5nw/HHH39c119/vWJiYoLe//3vOu2009SuXTtNmjRJBQUFR/1eO1G6AQAAAAC2cLvdzV523377ba1evVrPP//8MceOHDlShw4d0rp165Rs6BaqXNMNAAAAAAgL5eXlQc/LysqUlJQUNMu9YMECDR8+XEOHDj3m561atUpRUVHq2bNns2dtKma6AQAAAABhobq6Wrm5uZo0aZIqKytVXFyswsLChtd3796tP//5z0HHvrN8+XKVl5dr9OjR6ty5s5YvX65p06bpF7/4hU444YSWPI0glG6gjfjdL043HSEk+2oPmI5gWd/+J5qOYNmmsuWmI4TkwJ49piNYltAj5tiDwlD3zq3vrwRR0c5jDwoz2zqYm2k5Hl23rzcdwbJAfb3pCJZ98adjL5UNR33OPsd0BMs+ffJJ0xFCsuzEcaYjWDZjwCBL4zMzM1VbW6vU1FQ5nU7l5OQoOzu74fXnnntOgUBAP//5zw97r9vt1nPPPaf8/Hz5/X6deOKJmjZt2mHXlLe01vcnLAAAAACgTXK5XCoqKtK8efMafT07OzuohH/f6aefrrKyMjvjhaRVl+7jueVWTU1NM6cBAAAAACBYqy7dx3PLLe6PDQAAAACwW6su3QAAAACAtqG0tNR0BFtQupvA4/HI5/OZjoHj5PV6TUcAAAAAEGEo3U3g8/kobAAAAAAAy6JMBwAAAAAAoK2idAMAAAAAYBNKNwAAAAAANuGabqCNeHTxR6YjhOTWy04zHcGyr7fvMR3Bsvi0UaYjhGbfLtMJLItyOk1HCMmvru5tOoJltZs3mY5gWd+YQ6YjhMR54gDTESz7ZMFjpiNYFqirNx0hJJuXv2s6gmU9hg83HSEk0buYM22N+FkDAAAAAIS9RYsWaezYsYqLi5PD4dCqVauOODYQCOj888+Xw+HQSy+91GIZG0PpBgAAAACEvX379mnUqFG69957jzm2qKhIDoejBVIdW8QuL4+JidG0adOaNLampsbmNAAAAAAQ2TIyMpSSkiJJWrhwoVwulyZPnqzZs2fL4XDohhtukCStW7fuqJ+zatUqFRYWasWKFerd2/zlUxFbugsKCpo8tqnlHAAAAADwX36/X36/P+iY2+2W2+1udHxJSYkmTpyoiooKrVixQtnZ2UpMTFRWVlaTvm///v267rrr9NBDDyk+Pv648zeHiC3d4cTj8cjn85mO0eZ5vV7TEQAAAICIUlBQoFmzZgUdy8vLU35+fqPjExIS5PV65XA4lJycrKqqKnm93iaX7mnTpunMM8/UpZdeerzRmw2lOwz4fD4KIQAAAIA2x+PxKDc3N+jYkWa5JSktLS3oWuz09HQVFhaqrq5OzmPcIeSVV17RsmXL9P777x9f6GZG6QYAAAAA2OJoS8mb27Jly7R27Vp17do16PiVV16pn/zkJyotLW2RHD9E6QYAAAAAhIXy8vKg52VlZUpKSjrmLLckzZgxQ7/85S+Djg0ZMkRer1cXX3xxs+a0gtINAAAAAAgL1dXVys3N1aRJk1RZWani4mIVFhZKknbs2KHq6mpt3LhRkrR69WpJUnx8fNDjhxITE3XiiSe23En8AKW7CazcXiwU3JIMzSH7ohTTEUJy8FC96QiWdY/taDqCZYfqWt+PsyQpprPpBJHjQCv8NdKtl+kElrXCH2VJrTP3/pqtpiNY5v7BktjWYu1Lr5mOYFnSLVNNRwhJtukALSAzM1O1tbVKTU2V0+lUTk6OsrO/PfNXXnlFN910U8PYa6+9VtLRN2YLB5TuJrBye7FQcEsyAAAAAJBcLpeKioo0b968w16bMGGCJkyYYOnzAoFAMyULXZTpAAAAAAAAtFWUbgAAAAAAbMLycgAAAACAcaZu6WU3SncYsHujNnzL6/WajgAAAAAgwlC6w4DdG7UBAAAAAMzgmm4AAAAAAGxC6QYAAAAAwCaUbgAAAAAAbMI13UATPJ20znSEY/pwzWbTEUISvWiB6QiWHbpioukIEaM1/voYeM01piOEpHPfBNMRLFuxbqfpCBFjQO1G0xEsc/ziNtMRLOvy6b9MRwhJ+t2jTEewbMe/Sk1HCEl8aqrpCCHobDqAccx0AwAAAADC3oQJE+RwOIIe48ePDxpTWVmp8847T127dlVcXJyys7O1d+9eQ4m/RekGAAAAALQK48eP16ZNmxoezz77bMNrGzdu1JgxYzRo0CCVl5dryZIl+vjjjzVhwgRzgcXycgAAAABAGMjIyFBKSookaeHChXK5XJo8ebJmz54th8MhSXK73YqPj2/0/YsXL5bL5dJDDz2kqKhv55cffvhhnXbaaVqzZo0GDRrUMifyA8x0AwAAAABs4ff7tXv37qCH3+8/4viSkhJFR0eroqJCc+fO1Zw5czR//vyG10tLS9WzZ08lJydr8uTJ2r59e9B3tWvXrqFwS1L79u0lSe+8844NZ9c0zHQ3gcfjkc/nMx0Dx8nr9ZqOAAAAAESUgoICzZo1K+hYXl6e8vPzGx2fkJAgr9crh8Oh5ORkVVVVyev1KisrS+PHj9cVV1yhE088UWvXrtVvfvMbnX/++Vq+fLmcTqd++tOfKjc3V/fdd59ycnK0b98+zZgxQ5K0adMmu0/1iCjdTeDz+ShsAAAAAGCRx+NRbm5u0DG3233E8WlpaQ1LySUpPT1dhYWFqqur07XXXttwfMiQITrttNM0cOBAlZaW6txzz9XgwYNVUlKi3NxceTweOZ1OTZ06Vb169Qqa/W5pLC8HAAAAANjC7XarS5cuQY+jlW4rBgwYoO7du2vNmjUNx6677jpt3rxZGzZs0Pbt25Wfn6+tW7dqwIABzfKdoWCmGwAAAAAQFsrLy4Oel5WVKSkpSU6n87Cx//73v7V9+3b17t37sNd69eolSXr88ccVExOj8847z57ATcBMNwAAAAAgLFRXVys3N1erV6/Ws88+q+LiYuXk5Gjv3r2aPn26ysrKtG7dOv3973/XpZdeqkGDBmncuHEN73/wwQdVWVmpzz//XA899JCmTJmigoICde3a1dg5heVMd7htXFZTU2M6AnBMyz/dajpCSC4bNsx0BMv2li4yHcGyN3v9xHSEkFyVnm46gmWHevUzHSEkm979p+kIlp1y5mjTESxr5zp8pqY1qFn2gekIlvU5Pdl0BMt6JF1pOkJItr611HQEy2Li4kxHCMnWD1vf/4sJ5461ND4zM1O1tbVKTU2V0+lUTk6OsrOz5fP59OGHH6qkpEQ7d+5Unz59NHbsWP3v//5v0HL1iooK5eXlae/evTr55JP1yCOP6IYbbmju07IkLEt3uG1cNm3aNNMRAAAAAKDNc7lcKioq0rx584KOt2/fXq+//vox3//UU0/ZFS1kLC8HAAAAAMAmlG4AAAAAAGwSlsvLAQAAAACRpbS01HQEW1C6myAmJobrutuAcNonAAAAAEBkoHQ3QUFBgekIAAAAAIBWiGu6AQAAAACwCaUbAAAAAACbULoBAAAAALAJ13QDTdDtvgdb5osm3hryW6/osKEZg7ScrsmDTUewLC4lxXQEy3qu8ZuOEJKYuDjTESxrv3eb6QgheUOJpiNYNv6r1aYjWLZ4Uyv9q5fzRNMJLBvxxkumI1jmGz7CdISQOKIcpiNY9s0nn5iOEJIf/fSnpiMgBMx0AwAAAABahU8//VSXXHKJYmNj1bFjR51xxhmqrq5ueP3RRx9VRkaGunTpIofDoZ07d5oL+x+UbgAAAABA2Fu7dq1GjRqlk08+WaWlpfrwww81c+ZMxcTENIzZv3+/xo8fr9/85jcGkwZrpWucAAAAAABtSUZGhlL+cxnfwoUL5XK5NHnyZM2ePVsOh0O//e1vdcEFF+j3v/99w3sGDhwY9Bm33367JKm0tLSlYh8TM90AAAAAAFv4/X7t3r076OH3H3mvmZKSEkVHR6uiokJz587VnDlzNH/+fNXX1+vVV1/VSSedpHHjxqlnz54aOXKkXnrppZY7mRAx020jj8cjn89nOgb+w+v1mo4AAAAARJSCggLNmjUr6FheXp7y8/MbHZ+QkCCv1yuHw6Hk5GRVVVXJ6/Xq4osv1t69e3XPPfforrvu0r333qslS5boiiuu0FtvvaVzzjmnBc4mNJRuG/l8PooeAAAAgIjl8XiUm5sbdMztdh9xfFpamhyO/+6In56ersLCQtXV1UmSLr30Uk2bNk2SNGzYML377rt6+OGHKd0AAAAAgMjjdruPWrKbqnv37oqOjtapp54adPyUU07RO++8c9yfbyeu6QYAAAAAhIXy8vKg52VlZUpKSpLb7dYZZ5yh1atXB73++eefq1+/fi0Z0TJmugEAAAAAYaG6ulq5ubmaNGmSKisrVVxcrMLCQknS9OnT9bOf/Uxnn322Ro8erSVLluivf/1r0E7lmzdv1ubNm7VmzRpJUlVVlTp37qzExER169bNxClRuoG2YnnMwGMPCkOXxXYxHcGyQ61wg0Sn84DpCCHpnJBgOoJlh/bvNx0hJE6n49iDwkz09+7L2lo4nXWmI4TkghPbmY5g2fba1vfny45PPjYdISRR7Y5/6XBL6zxggOkIIfnyxRdNR7Ds9F/PsDQ+MzNTtbW1Sk1NldPpVE5OjrKzsyVJl19+uR5++GEVFBRo6tSpSk5O1gsvvKBRo0Y1vP/hhx8O2rjt7LPPliQ98cQTmjBhwvGfUAgo3QAAAACAsOByuVRUVKR58+Y1+vrNN9+sm2+++Yjvz8/PP+LO6KZwTTcAAAAAADZhpruJQrnndk1NjU1pAAAAAACtAaW7iUK55/Z3948DAAAAABzd9zdEa0so3WEolFl1HJvVfzQBAAAAgONF6Q5DocyqAwAAAADCDxupAQAAAABgE0o3AAAAAAA2oXQDAAAAAGATrum2UUxMTEg7mHOrMYTix4N6mI4Qkl1frjEdwbJuJ59iOoJlS1ZtMB0hJKm7PjYdwbJDI0abjhCSqzISTUewLLB3j+kIlo3p4TIdISQbdu4zHcEy14EDpiNY5t++w3SEkHQbkmI6gmUHdu82HSEkJ5zS+v4OAkq3rQoKCkJ6H7caAwAAAIBgW7Zs0R133KE33nhDO3fu1Nlnn63i4mIlJSU1jHn00Uf1zDPPqLKyUnv27NE333yjrl27mgstlpcDAAAAAMJcIBDQZZddpi+//FIvv/yy3n//ffXr109jxozRvn3/XY2zf/9+jR8/Xr/5zW8Mpg3GTDcAAAAAwLiMjAylpHx7ucLChQvlcrk0efJkzZ49W1988YXKysr00UcfafDgwZKkefPmKT4+Xs8++6x++ctfSpJuv/12SVJpaamJU2gUM90AAAAAgLBQUlKi6OhoVVRUaO7cuZozZ47mz58vv98v6dt9s74TFRUlt9utd955x1TcJmGmGwAAAABgC7/f31CYv+N2u+V2uxsdn5CQIK/XK4fDoeTkZFVVVcnr9eqDDz5QYmKiPB6PHnnkEXXs2FFer1f//ve/tWnTppY4lZBRusNQqLue4+i8Xq/pCAAAAEBEKSgo0KxZs4KO5eXlKT8/v9HxaWlpcjgcDc/T09NVWFioqKgoLVq0SBMnTlS3bt3kdDo1ZswYnX/++QoEAnaewnGjdIehUHc9BwAAAIBw4vF4lJubG3TsSLPcxzJ8+HCtWrVKu3bt0oEDB9SjRw+NHDlSI0aMaI6otgmL0v3Dmd2m3qfa4/HI5/PZFSsI984GAAAAAGuOtpS8MeXl5UHPy8rKlJSUJKfT2XAsNjZWkvTFF19oxYoV+t///d/mCWuTsCjdP5zZberSap/P12JLhlnuDQAAAAD2qq6uVm5uriZNmqTKykoVFxersLBQkvTnP/9ZPXr0UGJioqqqqpSTk6PLLrtMY8eObXj/5s2btXnzZq1Zs0aSVFVVpc6dOysxMVHdunUzck5hUboBAAAAAMjMzFRtba1SU1PldDqVk5Oj7OxsSdKmTZuUm5urLVu2qHfv3srMzNTMmTOD3v/www8HXUN+9tlnS5KeeOIJTZgwocXO4/so3UAb0c7lPPagMLQ/Idl0BMu+nltkOoJleb+cajpCiE42HcAyl+kAIfp6yy7TESKE/9hDwlBMu9b3V8atVVWmI1jWbcgQ0xFCUrtli+kIljmcrfPvTXW+1vl7iBUul0tFRUWaN2/eYa9NnTpVU6ce/e80+fn5R9ykzRTu0w0AAAAAgE0o3QAAAAAA2KT1rRUCAAAAALQ5paWlpiPYgpluAAAAAABswkx3M2rJ+4bDupa6vRwAAAAAfIfS3Yxa8r7hAAAAAIDwx/JyAAAAAABsQukGAAAAAMAmlG4AAAAAAGzCNd1AG5HYq6vpCCHZ+l6Z6QiWDb9zpukIlj30UpXpCCGZcP6ppiNY9uRrn5iOEJL/Of8k0xEs+3qn33QEy9xffWw6Qkhih480HcGybjdkmo5g2faPPjIdISRdk5JMR7Ds82efMR0hJB16xZuOYNSiRYv08MMPa+XKldqxY4fef/99DRs2LGjM5s2bNX36dC1dulR79uxRcnKyfvvb3+rKK680E1rMdAMAAAAAWoF9+/Zp1KhRuvfee484JjMzU6tXr9Yrr7yiqqoqXXHFFbrmmmv0/vvvt2DSYMx0N1FMTIymTZt21DE1NTUtlAYAAAAA2paMjAylpKRIkhYuXCiXy6XJkydr9uzZcjgcuuGGGyRJ69atO+JnvPvuu5o3b55SU1MlSXfeeae8Xq9WrlypH//4x7afQ2Mo3U1UUFBwzDHHKuUAAAAAgCMrKSnRxIkTVVFRoRUrVig7O1uJiYnKyspq0vvPPPNMPf/887rwwgvVtWtX/elPf5LP51NGRoa9wY+C0g0AAAAAsIXf75ffH7wHh9vtltvtbnR8QkKCvF6vHA6HkpOTVVVVJa/X2+TS/ac//Uk/+9nPFBcXp+joaHXo0EEvvviiBg0adNznEipKtwEej0c+n890jIjj9XpNRwAAAAAiSkFBgWbNmhV0LC8vT/n5+Y2OT0tLk8PhaHienp6uwsJC1dXVyel0HvP7Zs6cqZ07d+rNN99U9+7d9dJLL+maa67R22+/rSFDhhzXuYSK0m2Az+ejAAIAAABo8zwej3Jzc4OOHWmW+3itXbtWDz74oD766CMNHjxYkjR06FC9/fbbeuihh/Twww/b8r3HQukGAAAAANjiaEvJG1NeXh70vKysTElJSU2a5d6/f78kKSoq+CZdTqdT9fX1Tc7Q3CjdAAAAAICwUF1drdzcXE2aNEmVlZUqLi5WYWGhJGnHjh2qrq7Wxo0bJUmrV6+WJMXHxys+Pl4nn3yyBg0apEmTJun+++9XXFycXnrpJS1dulSLFy82dk6UbgAAAABAWMjMzFRtba1SU1PldDqVk5Oj7OxsSdIrr7yim266qWHstddeK+m/14i7XC797W9/04wZM3TxxRdr7969GjRokEpKSnTBBRcYOR+J0t2smnIvb4n7ecMetRu/Nh0hJIf27TMdwbINpW+ZjmDZntqupiOEpHjRh6YjWHbz+SebjhCSQMDcsrtQJfbqYjqCdb3STScIybrNu0xHsCzq889NR7As7j/3J25t1r7wgukIliWOP990hJD4d2w3HcF2LpdLRUVFmjdv3mGvTZgwQRMmTDjq+5OSkvRCmP2apHQ3o6bcy1vift4AAAAAECmijj0EAAAAAACEgpluAAAAAIBxpaWlpiPYgpluAAAAAABswky3AU3dcA3Ny+v1mo4AAAAAIMJQug1o6oZrAAAAAIDWrdlKt8fjkc/nO+w4t8cCAAAAAESqZivdPp+v0eW7LKMGAAAAAEQqNlIDAAAAAMAmXNMNtBH/+PqA6Qihad/fdIKIcNqJphNEjm7OQ6YjhGTrqo9MR7DMt2O76QiWRXfoaDpCSNzRTtMRLKuPiTEdwbK9GzaYjhCS7sOGmY5g2a4vvjAdISQ9zzjDdARjDh48qDvvvFN/+9vf9OWXXyo2NlZjxozRPffcoz59+jSMq6ys1B133KH33ntPTqdTV155pebMmaNOnToZy85MNwAAAAAgrO3fv1+VlZWaOXOmKisrtWjRIq1evVqXXHJJw5iNGzdqzJgxGjRokMrLy7VkyRJ9/PHHmjBhgrngYqYbAAAAABAGMjIylJKSIklauHChXC6XJk+erNmzZys2NlZLly4NGv/ggw8qNTVV1dXVSkxM1OLFi+VyufTQQw8pKurb+eWHH35Yp512mtasWaNBgwa1+DlJzHQDAAAAAMJESUmJoqOjVVFRoblz52rOnDmaP39+o2N37dolh8Ohrl27SpL8fr/atWvXULglqX379pKkd955x/bsR0LpBgAAAADYwu/3a/fu3UEPv99/xPEJCQnyer1KTk7W9ddfr9tuu63Ru2T5fD7dcccd+vnPf64uXbpIkn76059q8+bNuu+++3TgwAF98803mjFjhiRp06ZN9pxgE7C8vA050r3S8a3G/mcFAAAAYJ+CggLNmjUr6FheXp7y8/MbHZ+WliaHw9HwPD09XYWFhaqrq5PT+e2mjgcPHtQ111yjQCCgefPmNYwdPHiwSkpKlJubK4/HI6fTqalTp6pXr15Bs98tLSxLd0xMTJPu711TU9MCaVqPI90rHQAAAABM8Hg8ys3NDTrmdrtD/rzvCvf69eu1bNmyhlnu71x33XW67rrrtGXLFnXs2FEOh0Nz5szRgAEDQv7O4xWWpbugoKBJ45pSzAEAAAAAZrjdbkslu7y8POh5WVmZkpKS5HQ6Gwr3F198obfeektxcXFH/JxevXpJkh5//HHFxMTovPPOC+0EmkFYlm4AAAAAQOSprq5Wbm6uJk2apMrKShUXF6uwsFAHDx7UVVddpcrKSi1evFh1dXXavHmzJKlbt25q166dpG93ND/zzDPVqVMnLV26VNOnT9c999zTsNmaCZRuAAAAAEBYyMzMVG1trVJTU+V0OpWTk6Ps7GytX79er7zyiiRp2LBhQe956623lJGRIUmqqKhQXl6e9u7dq5NPPlmPPPKIbrjhhhY+i2CUbqCNiO3YznQEAJI2ly83HSEkfc8ZbTqCZWtfWmQ6gmX1Bw+ZjhCSdj+4ZrI1WNf9JNMRLItb8brpCCGJTUoyHcGy2EEDTUcIyc7Vn5mOYFmvM0ZaGu9yuVRUVBS0QZok9e/fX4FA4Jjvf+qppyx9X0vglmEAAAAAANiEme4QhOutudjNHQAAAADCC6U7BOF6ay52cwcAAADQWpWWlpqOYAuWlwMAAAAAYBNmumFZuC6vP5ZwXJ0AAAAAoG2jdMOycF1eDwAAAADhhuXlAAAAAADYhNINAAAAAIBNKN0AAAAAANiEa7rbkJiYmBa5bRj3AweAI+t5+gjTEUJSs+p90xEs69i3r+kIlu3+8kvTEULi27bNdATrup9kOoFl8elnmo4Qkq2t8PcP9wknmI4QkkBdnekIRuXn5+u5557T119/rXbt2mn48OG6++67NXLkyIYxd999t1599VWtWrVK7dq1086dO80F/g9KdxtSUFDQIt/D/cABAAAAtLSTTjpJDz74oAYMGKDa2lp5vV6NHTtWa9asUY8ePSRJBw4c0NVXX6309HQtWLDAcOJvUboBAAAAAMZlZGQoJSVFkrRw4UK5XC5NnjxZs2fPlsPh0HXXXRc0fs6cOVqwYIE+/PBDnXvuuZKkWbNmSZKefPLJFs1+NFzTDQAAAAAICyUlJYqOjlZFRYXmzp2rOXPmaP78+YeNO3DggB599FHFxsZq6NChBpI2HTPdAAAAAABb+P1++f3+oGNut1tut7vR8QkJCfJ6vXI4HEpOTlZVVZW8Xq+ysrIkSYsXL9a1116r/fv3q3fv3lq6dKm6d+9u+3kcD0o3LGupDduam9frNR0BAAAAiCgFBQUNS76/k5eXp/z8/EbHp6WlyeFwNDxPT09XYWGh6urq5HQ6NXr0aK1atUrbtm3TY489pmuuuUbl5eXq2bOnnadxXNp06fZ4PPL5fM3+uZG+e3dLbdgGAAAAoHXzeDzKzc0NOnakWe6m6NixowYNGqRBgwYpLS1NSUlJWrBggTwez/FGtU2bLt0+n8+W2c3WOMsLAAAAAC3taEvJG1NeXh70vKysTElJSXI6nY2Or6+vP2z5erhp06UbAAAAANB6VFdXKzc3V5MmTVJlZaWKi4tVWFioffv26e6779Yll1yi3r17a9u2bXrooYe0YcMGXX311UHv37Fjh6qrq1VXV6dVq1ZJkgYNGqROnToZOSdKNwAAAAAgLGRmZqq2tlapqalyOp3KyclRdna2/H6/PvvsM5WUlGjbtm2Ki4vTGWecobfffluDBw9ueP/vfvc7lZSUNDz/8Y9/LEl66623lJGR0dKnI4nSDbQZSQlxpiMAkLTTdIBQJQ0xncCyQyv/ZTqCZV0vvMp0hJAc+rDCdATL4lrhn4uf3NU6N33tlJhgOoJlseMvNx0hJOvunG46gmUn33izpfEul0tFRUWaN29e0PGYmBgtWrTomO9/8sknw+oe3RL36QYAAAAAwDaUbgAAAAAAbMLycgAAAACAcaWlpaYj2IKZbgAAAAAAbMJMdyvj8Xjk8/lMx2iV7LhnOwAAAAAcDaW7lfH5fJRHAAAAAGglWF4OAAAAAIBNKN0AAAAAANiE0g0AAAAAgE24pjsEMTExmjZtmpHvrqmpMfK9CH9bv9lnOgKAVuzkXh1MR7Bsc1TrmzvoHmM6QWi2xrS+4FsWPmo6gmXtYruYjhASh8NhOoJlrfXvTX1/mmE6glH5+fl67rnn9PXXX6tdu3YaPny47r77bo0cObJhzI4dO3Tbbbfpr3/9q6KionTllVdq7ty56tSpk7HclO4QFBQUGPtuU2UfAAAAAEw66aST9OCDD2rAgAGqra2V1+vV2LFjtWbNGvXo0UOSdP3112vTpk1aunSpDh48qJtuuknZ2dl65plnjOWmdAMAAAAAjMvIyFBKSookaeHChXK5XJo8ebJmz54th8Oh6667Lmj8nDlztGDBAn344Yc699xz9emnn2rJkiV67733NGLECElScXGxLrjgAt1///3q06dPi5+TxDXdAAAAAIAwUVJSoujoaFVUVGju3LmaM2eO5s+ff9i4AwcO6NFHH1VsbKyGDh0qSVq+fLm6du3aULglacyYMYqKilJ5eXmLncMPteqZ7mNdW831zwAAAABgjt/vl9/vDzrmdrvldrsbHZ+QkCCv1yuHw6Hk5GRVVVXJ6/UqKytLkrR48WJde+212r9/v3r37q2lS5eqe/fukqTNmzerZ8+eQZ8XHR2tbt26afPmzTacXdO06tJ9rGur2+L1zyY3cWvtvF6v6QgAAABARCkoKNCsWbOCjuXl5Sk/P7/R8WlpaUGb86Wnp6uwsFB1dXVyOp0aPXq0Vq1apW3btumxxx7TNddco/Ly8sPKdjhp1aU7EpncxA0AAAAArPB4PMrNzQ06dqRZ7qbo2LGjBg0apEGDBiktLU1JSUlasGCBPB6P4uPjD1vtfOjQIe3YsUPx8fEhf+fxonQDAAAAAGxxtKXkjfnhtddlZWVKSkqS0+lsdHx9fX3D8vX09HTt3LlTK1eu1PDhwyVJy5YtU319fdBtxVoaG6kBAAAAAMJCdXW1cnNztXr1aj377LMqLi5WTk6O9u3bp9/85jcqKyvT+vXrtXLlSt18883asGGDrr76aknSKaecovHjxysrK0sVFRX617/+pSlTpujaa681tnO5xEw3AAAAACBMZGZmqra2VqmpqXI6ncrJyVF2drb8fr8+++wzlZSUaNu2bYqLi9MZZ5yht99+W4MHD254/9NPP60pU6bo3HPPVVRUlK688ko98MADBs+I0g20GVHLXjIdISQdDf6rY6i+jE8xHQFhrF91pekIIXFeernpCJb9KGO06QiWrVv8iukIIel/8aWmI1j2qau36QiWDdr+mekIIVkTd7LpCJb1XPqC6Qghie6XaDqC7Vwul4qKijRv3ryg4zExMVq0aNEx39+tWzc988wzdsULCcvLAQAAAACwCaUbAAAAAACbsLwcAAAAAGBcaWmp6Qi2YKYbAAAAAACbMNP9Hx6PRz6fz3QM2Mjr9ZqOAAAAACDCULr/w+fzUcoAAAAAAM2K5eUAAAAAANiE0g0AAAAAgE0o3QAAAAAA2IRruoE2ov6nl5mOEJI9pgOEoIfpAAhrvsptpiOExLe1xnQEy9budZiOYFnvAQNNRwjJx1+1vl/X6YkdTEewbPU/PjIdISSnXzzAdATLvtq313SEkGxbtcp0BMsGXn5Vs3zOwYMHdeedd+pvf/ubvvzyS8XGxmrMmDG655571KdPn4Zxn3/+uaZPn65//etfOnDggE477TT97//+r0aPHt0sOULBTDcAAAAAIKzt379flZWVmjlzpiorK7Vo0SKtXr1al1xySdC4iy66SIcOHdKyZcu0cuVKDR06VBdddJE2b95sKHkbn+mOiYnRtGnTmjS2pqb1/Qs/AAAAALQVGRkZSklJkSQtXLhQLpdLkydP1uzZsxUbG6ulS5cGjX/wwQeVmpqq6upqJSYmatu2bfriiy+0YMECnXbaaZKke+65R3/4wx/00UcfKT4+vsXPSWrjpbugoKDJY5tazgEAAAAA9igpKdHEiRNVUVGhFStWKDs7W4mJicrKyjps7K5du+RwONS1a1dJUlxcnJKTk/XUU0/p9NNPl9vt1iOPPKKePXtq+PDhLXwm/9WmSzcAAAAAwBy/3y+/3x90zO12y+12Nzo+ISFBXq9XDodDycnJqqqqktfrPax0+3w+3XHHHfr5z3+uLl26SJIcDofefPNNXXbZZercubOioqLUs2dPLVmyRCeccII9J9gElG6DPB6PfD6f6RgRw+v1mo4AAAAARJSCggLNmjUr6FheXp7y8/MbHZ+WliaH478bZaanp6uwsFB1dXVyOp2Svt1U7ZprrlEgENC8efMaxgYCAd16663q2bOn3n77bbVv317z58/XxRdfrPfee0+9e/du/hNsAkq3QT6fjyIIAAAAoM3yeDzKzc0NOnakWe6m+K5wr1+/XsuWLWuY5ZakZcuWafHixfrmm28ajv/hD3/Q0qVLVVJSohkzZoT8vceD0g0AAAAAsMXRlpI3pry8POh5WVmZkpKS5HQ6Gwr3F198obfeektxcXFBY/fv3y9JiooKvklXVFSU6uvrQzyD48ctwwAAAAAAYaG6ulq5ublavXq1nn32WRUXFysnJ0cHDx7UVVddpRUrVujpp59WXV2dNm/erM2bN+vAgQOSvl2KfsIJJ+jGG2/UBx980HDP7q+++koXXnihsXNiphsAAAAAEBYyMzNVW1ur1NRUOZ1O5eTkKDs7W+vXr9crr7wiSRo2bFjQe9566y1lZGSoe/fuWrJkiX7729/qpz/9qQ4ePKjBgwfr5Zdf1tChQw2czbco3f9h5Z7ezYV7g6M5/ejgdtMRQtKpdx/TESx74h/rTUeIGFnjkk1HsGx3RobpCCFxde9hOoJlg+MCpiNYtm/DftMRQvLuB5tNR7DsR4OcpiNY1mVQkukIIfnypRdNR7Csg6H7NR+v6PbtTUewncvlUlFRUdAGaZLUv39/BQLH/n1/xIgRev311+2KFxJK939Yuad3c+He4AAAAADQtnFNNwAAAAAANmGmGwAAAABgXGlpqekItmCmGwAAAAAAmzDTbZCJzdsimdfrNR0BAAAAQIShdBtkYvM2AAAAAEDLYXk5AAAAAAA2oXQDAAAAAGATSjcAAAAAADbhmm6gCU6ZNtV0hGOK6drVdISQRMfEmI5g2QUda0xHsKxdly6mI4Tky7++bDqCZd8MHmU6Qkh6Ln3ddATLare2vv8X49PPMh0hJBNG9TUdwTJXx46mI1j2zWefmo4QkrjMW0xHsCxn/semI4Tkd1edaDqCUXv37tWMGTP00ksvafv27TrxxBM1depU3XLLf38Nrl27Vv/v//0/vfPOO/L7/Ro/fryKi4vVq1cvY7mZ6QYAAAAAhL3c3FwtWbJEf/zjH/Xpp5/q9ttv15QpU/TKK69Ikvbt26exY8fK4XBo2bJl+te//qUDBw7o4osvVn19vbHclG4AAAAAgHEZGRmaMmWKpkyZotjYWHXv3l0zZ85UIBCQJL377ru68cYblZGRof79+ys7O1tDhw5VRUWFJOlf//qX1q1bpyeffFJDhgzRkCFDVFJSohUrVmjZsmXGzovSDQAAAAAICyUlJYqOjlZFRYXmzp2rOXPmaP78+ZKkM888U6+88oo2bNigQCCgt956S59//rnGjh0rSfL7/XI4HHK73Q2fFxMTo6ioKL3zzjtGzkfimm4AAAAAgE38fr/8fn/QMbfbHVSMvy8hIUFer1cOh0PJycmqqqqS1+tVVlaWiouLlZ2drb59+yo6OlpRUVF67LHHdPbZZ0uS0tLS1LFjR91xxx36v//7PwUCAc2YMUN1dXXatGmT7ed6JBFRuj0ej3w+n+kYMMzr9ZqOAAAAAESUgoICzZo1K+hYXl6e8vPzGx2flpYmh8PR8Dw9PV2FhYWqq6tTcXGxysrK9Morr6hfv3765z//qVtvvVV9+vTRmDFj1KNHD/35z3/W5MmT9cADDygqKko///nPdfrppysqytwi74go3T6fj8IFAAAAAC3M4/EoNzc36NiRZrmPxufz6Te/+Y1efPFFXXjhhZKk0047TatWrdL999+vMWPGSJLGjh2rtWvXatu2bYqOjlbXrl0VHx+vAQMGHP/JhCgiSjcAAAAAoOUdbSl5Y8rLy4Oel5WVKSkpSXV1dTp48OBhM9ZOp7PRncm7d+8uSVq2bJlqamp0ySWXhJC+eVC6AQAAAABhobq6Wrm5uZo0aZIqKytVXFyswsJCdenSReecc46mT5+u9u3bq1+/fvrHP/6hp556SnPmzGl4/xNPPKFTTjlFPXr00PLly5WTk6Np06YpOTnZ2DlRugEAAAAAYSEzM1O1tbVKTU2V0+lUTk6OsrOzJUnPPfecPB6Prr/+eu3YsUP9+vXT3XffrVtuuaXh/atXr5bH49GOHTvUv39//fa3v9W0adNMnY4kSjfQZrz66S7TEUIybNs/TUew7NC+faYjWBaoD5iOEJLO/fubjmDZus27TUcIybDzxpmOYNn+9V+ZjmBZ3YEDpiOEJKpdO9MRLHvh3db362P8GammI4Rky9uvm45g2fVnnmY6Qkj6B3aajmA7l8uloqIizZs377DX4uPj9cQTTxz1/ffcc4/uueceu+KFhPt0AwAAAABgE6Mz3S11K6+amhrbvwMAAAAAgB8yWrpb6lZeptfwAwAAAACOrrS01HQEW7C8HAAAAAAAm7CRWgtpqaX0OLKWWFUBAAAAAN9H6W4hLbWUHgAAAAAQPlheDgAAAACATSjdAAAAAADYhNINAAAAAIBNIuKa7piYGOO3DeNe4bDbFeckm44QEodaX+56337TESzz7fjGdISQdIiPNx3BurfXmE4QkvpdO01HsCw6JsZ0BMsO7NljOkJo2ncwnSAirP3zn0xHCEnt1m2mI1g39jTTCULy5YuLTEewrMew05vts7Zs2aI77rhDb7zxhnbu3Kmzzz5bxcXFSkpKChq3fPly/fa3v1V5ebmcTqeGDRum119/Xe3bt2+2LFZEROkuKCgwHcF46QcAAACA1ioQCOiyyy6Ty+XSyy+/rC5dumjOnDkaM2aMPvnkE3Xs2FHSt4V7/Pjx8ng8Ki4uVnR0tD744ANFRZlb5B0RpRsAAAAAEN4yMjKUkpIiSVq4cKFcLpcmT56s2bNn64svvlBZWZk++ugjDR48WJI0b948xcfH69lnn9Uvf/lLSd9Odk6dOlUzZsxo+NzkZLMrK7mmGwAAAAAQFkpKShQdHa2KigrNnTtXc+bM0fz58+X3+yV9e+nwd6KiouR2u/XOO+9I+vaS3vLycvXs2VNnnnmmevXqpXPOOafhdVOY6QYAAAAA2MLv9zcU5u+43W653e5GxyckJMjr9crhcCg5OVlVVVXyer364IMPlJiYKI/Ho0ceeUQdO3aU1+vVv//9b23atEmS9OWXX0qS8vPzdf/992vYsGF66qmndO655+qjjz467NrvlkLpbiHhsJlbpPN6vaYjAAAAABGloKBAs2bNCjqWl5en/Pz8RsenpaXJ4XA0PE9PT1dhYaGioqK0aNEiTZw4Ud26dZPT6dSYMWN0/vnnKxAISJLq6+slSZMmTdJNN90kSfrxj3+sv//973r88ceN7fVF6W4h4bCZGwAAAAC0JI/Ho9zc3KBjR5rlPpbhw4dr1apV2rVrlw4cOKAePXpo5MiRGjFihCSpd+/ekqRTTz016H2nnHKKqqurQ/rO5sA13QAAAAAAW7jdbnXp0iXocbTSXV5eHvS8rKxMSUlJcjqdDcdiY2PVo0cPffHFF1qxYoUuvfRSSVL//v3Vp08frV69OugzPv/8c/Xr168Zz+r/s3fvcVFW+R/AP8MwDCAKCiqgoHIJL4BuGoK6huWtWs2ybUsTNQPvElOU067LpRJtg8FQKS/5I7vYtmmZlnnFSgVUJLEM7yIKUoKiyIxc5veH66wjF3lGhjPI5/168Xox5znP83weM/XLOc850nCkm4iIiIiIiCxCfn4+VCoVpk+fjuzsbKSkpCAxMREA8MUXX6Bjx47w9PREbm4uIiMjMW7cOIwcORIAIJPJEB0djZiYGPTt2xf9+vVDWloafvvtN/znP/8R9kwsuomIiIiIiMgihIWFoaKiAkFBQZDL5YiMjERERAQAoLCwECqVChcvXoSbmxvCwsKwYMECo/NffvllaLVaREVFoaSkBH379sW2bdvg7e0t4nEAsOgmapQNfZ9ulvs8dQ/nVl8ta7IczSnh6+OiI0g22blIdATJ/sjJER3BJH4vvCA6gmQDK8+IjmCSwsyToiNIZtvBWXQEySp79L57Jwt06UqF6AiS/XrumugIkj327HOiI5jE3r2L6AiS9TrZ8v79AQB45q+iE5idQqFAcnIyUlNTax2bN28e5s2bd9drzJ8/32ifbtH4TjcRERERERGRmbDoJiIiIiIiIjITTi8nIiIiIiIi4dLT00VHMAuOdBMRERERERGZCUe6m5BarYZWqxUdg+qh0WhERyAiIiIiolaGRXcT0mq1LOyIiIiIiIjIgNPLiYiIiIiIiMyERTcRERERERGRmbDoJiIiIiIiIjITvtNNdJ+4cfWq6AgmCejWTnQEydo48Y/O5nK+BW4d4vu350RHMEm1tY3oCJJdO5EnOoJke48WiY5gknHB3URHkKwl/v1y9ttNoiOYpKa6WnQEyY73HiE6gkkeqj4nOoJkzgF9m+xa69evx/vvv4+DBw+ipKQEhw4dQr9+/Zrs+ubCkW4iIiIiIiKyeOXl5RgyZAgWL14sOookHK5pgNQtwIqLi82YhoiIiIiI6P4VGhoKf39/AMDatWuhUCgwc+ZMxMfHQyaTYdKkSQCAM2fOCEwpHYvuBkjdAiwqKsqMaYiIiIiIiO5vaWlpmDZtGrKysnDgwAFERETA09MT4eHhoqOZzOxFt62tbb3FKEeGiYiIiIiI7l86nQ46nc6oTalUQqlU1tnfw8MDGo0GMpkMfn5+yM3NhUajYdHdkISEhHqPcWRY+hR2Mp2UWQtERERERHTvEhISEBcXZ9QWExOD2NjYOvsHBwdDJpMZPoeEhCAxMRHV1dWQy+XmjGo2nF4umNQp7ERERERERC2FWq2GSqUyaqtvlPt+xaKbiIiIiIiIzKKhqeR1yczMNPqckZEBX1/fFjvKDbDoJiIiIiIiIguRn58PlUqF6dOnIzs7GykpKUhMTAQAlJSUID8/HxcuXAAA5OXlAQBcXV3h6uoqLPPdsOgmIiIiIiIiixAWFoaKigoEBQVBLpcjMjISERERAICNGzdi6tSphr7PPfccgIbfEbcELLqbUEMrtdeHK7hTUzm3favoCCY50+ZPoiNI1qfgiOgIkjkH9hUdwSR2nTuLjiDZ8YvXREcwiXfXDqIjSNbOt6foCJI9YPO76AgmKTt3TnQEyc4Ul4uOINmgvv1ERzCJtb296AiSdVFUi45gkoLtv4iOIFn3x/8iqb9CoUBycjJSU1NrHZsyZQqmTJnSRMmaD4vuJtTQSu314QruRERERERE9y8r0QGIiIiIiIiI7lcc6SYiIiIiIiLh0tPTRUcwC450ExEREREREZkJR7oFM2XxNTKNRqMRHYGIiIiIiFqZ+6roVqvV0Gq1TXa95lhZ3JTF14iIiIiIiKhluK+Kbq1W26SjmRyBJiIiIiIionvBd7qJiIiIiIiIzIRFNxEREREREZGZ3FfTy4laM1sXF9ERTHL4WNOtw9BcZkwYLjqCZOd27hAdwSQej44QHUGyDvY2oiOYpOjSNdERJMs9+bvoCJK1b6sUHcEkdu4dREeQ7Dn3QtERJLv08y+iI5jE55lnRUeQrLyo5f3+AIA2XbqKjiDU+vXr8f777+PgwYMoKSnBoUOH0K9fP6M+06dPx/bt23HhwgU4ODhg0KBBWLx4MXr27CkmNDjSTURERERERC1AeXk5hgwZgsWLF9fbp3///lizZg2OHj2K77//Hnq9HiNHjkR1dXUzJjXGkW4iIiIiIiISLjQ0FP7+/gCAtWvXQqFQYObMmYiPj4dMJsOkSZMAAGfOnKn3GhEREYbvu3fvjrfeegt9+/bFmTNn4O3tbdb89eFINxEREREREVmEtLQ0WFtbIysrC0uWLEFSUhJWrVpl0rXKy8uxZs0a9OjRAx4eHk2ctPE40k1ERERERERmodPpoNPpjNqUSiWUyrrXuPDw8IBGo4FMJoOfnx9yc3Oh0WgQHh7e6HsuX74cr732GsrLy+Hn54dt27bBxkbcmissuk2kVquh1ba8BaBas6bcw52IiIiIiO4uISEBcXFxRm0xMTGIjY2ts39wcDBkMpnhc0hICBITE1FdXQ25XN6oe06cOBEjRoxAYWEh3n33XTz77LPYs2cPbG1tTX6Oe8Gi20RarZZFHBERERERUQPUajVUKpVRW32j3E3F0dERjo6O8PX1RXBwMNq3b48NGzbg+eefN+t968Oim4iIiIiIiMyioankdcnMzDT6nJGRAV9f30aPct9Jr9dDr9fXmuLenFh0ExERERERkUXIz8+HSqXC9OnTkZ2djZSUFCQmJgIASkpKkJ+fjwsXLgAA8vLyAACurq5wdXXFqVOn8Pnnn2PkyJHo2LEjCgoKsGjRItjZ2eHxxx8X9kwsuomIiIiIiMgihIWFoaKiAkFBQZDL5YiMjDRsA7Zx40ZMnTrV0Pe5554D8L93xG1tbfHjjz8iOTkZpaWl6Ny5M4YOHYq9e/eiU6dOQp4HYNHdIFtbW0RFRdV5rLi4uJnTEDVsc2U30RFMMqCH6ATSXfrlF9ERJLNSKERHMEnxgf2iI0jWTtAeoPeqk7ef6AiSDfUoEx1Bsv/bf0l0BJM86G4vOoJkHQP7io4g2aXDh0VHMEnZuXzRESSTWbXMnZM79O4tOoLZKRQKJCcnIzU1tdaxKVOmYMqUKfWe6+7ujm+//dak+7Zv395oAbeGlJSUSLo2i+4GJCQk1HusvmKciIiIiIiIWpbk5GTD95cuXcJbb72FUaNGISQkBACwb98+fP/991iwYIHka7PoJiIiIiIiolZt8uTJhu/Hjx+P+Ph4zJkzx9A2b948LF26FNu3b5c8AMuim4iIiIiIiIRLT08XHQEA8P3332Px4sW12kePHo358+dLvl7LfJmBiIiIiIiIyAycnZ3x9ddf12r/+uuv4ezsLPl6Qke6G1qozBTNubhZU2cn89NoNKIjEBERERGRhYuLi8NLL72E9PR0DBw4EMDN/cO3bNmClStXSr6e0KK7oYXKTNGcRXBTZyciIiIiIiLxpkyZgl69euG9997D+vXrAQC9evXCTz/9ZCjCpeA73URERERERES3GThwID755JMmuRaLbiIiIiIiImrVysrK0K5dO8P3DbnVr7FYdBMREREREVGr1r59exQWFqJTp05wcnKCTCar1Uev10Mmk6G6ulrStVl0E90nZo31Fx3BJDU6regIkp34Mkd0BMl6PDFGdAST3Ci/JjqCZJePHRMdwSRW1grRESRr6+UtOoJkZ/+4IDqCSf7x5QnRESQLb9vyMveJmCE6gmlqakQnkOzkV+tFRzCJrbOL6AiSufT9U5Ndq65CGADeeecdREdHAwBKSkowd+5cfPPNN7CyssL48eOxZMkSODg4NHjtnTt3okOHDgCAXbt2NVlmgEU3ERERERERtQCFhYVGn7/77jtMmzYN48ePN7RNnDgRhYWF2LZtGyorKzF16lRERETg008/bfDaDz/8cJ3fN2TWrFmIj4+Hi0vDPwzhPt1EREREREQkXGhoKObMmYM5c+bA0dERLi4uWLBgAfR6PQDA1dXV6Ovrr7/GsGHD4OXlBQA4evQotmzZglWrVmHgwIEYMmQIUlJSsG7dOly40PQzjT7++OO7vv8NsOgmIiIiIiIiC5GWlgZra2tkZWVhyZIlSEpKwqpVq2r1u3jxIjZv3oxp06YZ2vbt2wcnJycMGDDA0DZ8+HBYWVkhMzOzybPe+mHA3XB6OREREREREZmFTqeDTqczalMqlVAqlXX29/DwgEajgUwmg5+fH3Jzc6HRaBAeHm7ULy0tDW3btsXTTz9taCsqKkKnTp2M+llbW6NDhw4oKipqoieSrlUU3Wq1Glpty1usiZqWRqMRHYGIiIiIqFVJSEhAXFycUVtMTAxiY2Pr7B8cHGy0YFpISAgSExNRXV0NuVxuaP/www8xceJE2NramiV3U2oVRbdWq2XBRURERERE1MzUajVUKpVRW32j3I31448/Ii8vD59//rlRu6urK4qLi43aqqqqUFJSAldX13u6571oFUU3ERERERERNb+GppLX5c53rzMyMuDr62s0yr169Wr0798fffv2NeobEhKCy5cv4+DBg+jfvz+Am1uB1dTUYODAgffwFPeGC6kRERERERGRRcjPz4dKpUJeXh4+++wzpKSkIDIy0nC8rKwMX3zxBV566aVa5/bq1QujR49GeHg4srKysGfPHsyZMwfPPfcc3N3dmzzrCy+8gHbt2t21H0e6iYiIiIiIyCKEhYWhoqICQUFBkMvliIyMREREhOH4unXroNfr8fzzz9d5/ieffII5c+bg0UcfhZWVFcaPH4/33ntPco7Lly8jKysLxcXFqKmpqZURAFJTUxt1LRbdRPeJS7mHRUcwyc4SO9ERJOt97ZroCJJVV1aKjmCSKydPio4gmfuwR0VHMEnN9XLRESQ7/slHoiNINsBb3PTG1qaNoqvoCJJdOpIrOoJJrhw/JjqCZNnOfe/eyQI90qFCdASzUygUSE5OrregjYiIMCrC79ShQwd8+umn95Thm2++wcSJE3Ht2jW0a9fOaGE3mUxmKLobi9PLiYiIiIiIiP7rlVdewYsvvohr167h8uXLKC0tNXyVlJRIvh6LbiIiIiIiIqL/On/+PObNmwd7e/smuR6nlxMREREREZFw6enpoiMAAEaNGoUDBw7Ay8urSa53XxXdtra2iIqKqtV+515tRERERERERHV54oknEB0djV9//RUBAQFQKBRGx8eOHSvpevdV0Z2QkFBne12FuBRqtRparfaerkHiaTQa0RGIiIiIiMjChYeHAwDi4+NrHZPJZKiurpZ0vfuq6DYXrVbLgo2IiIiIiKgVuHOLsHvFhdSIiIiIiIiIzIQj3URERERERNSqvffee4iIiICtrS3ee++9BvvOmzdP0rVZdBMREREREVGrptFoMHHiRNja2jb4arFMJmPRTdRaOfn4io5gkqu7T4uOIFmfiBmiI0hXVSU6gUncBw8RHUGywj0/io5gEpmVTHQEyXQlJaIjSHa1Q6XoCCaZMqxpts1pTvpqd9ERJEv74azoCCYZUFAgOoJkjw14SHQEk5xP3ys6gmSuwYOa7FoyWd1/V73zzjuIjo6+p2ufPn26zu+bAt/pJiIiIiIiIotXWFho9PXhhx9CJpNh/PjxZrnfjRs3kJeXh6p7HLxoFSPd9e3f3Vjc55uIiIiIiMi8QkND4e/vDwBYu3YtFAoFZs6cifj4eMhkMri6uhr1//rrrzFs2DB4eTXtbJzr169j7ty5SEtLAwAcO3YMXl5emDt3Lrp06YL58+dLul6rKLrr27+7se51n28iIiIiIiK6u7S0NEybNg1ZWVk4cOAAIiIi4Onpadg7+5aLFy9i8+bNhsK4KanVavz8889IT0/H6NGjDe3Dhw9HbGwsi24iIiIiIiKyDDqdDjqdzqhNqVRCqVTW2d/DwwMajQYymQx+fn7Izc2FRqOpVXSnpaWhbdu2ePrpp5s881dffYXPP/8cwcHBRu+R9+nTBydPnpR8PRbdzUitVkOr1YqO0Wo1tAohERERERE1vYSEBMTFxRm1xcTEIDY2ts7+dxa6ISEhSExMRHV1NeRyuaH9ww8/NKw23tR+//13dOrUqVZ7eXl5vYu5NYRFdzPSarUs/IiIiIiIqNVQq9VQqVRGbfWNcjfWjz/+iLy8PHz++ef3dJ36DBgwAJs3b8bcuXMB/G/V9FWrViEkJETy9Vh0ExERERERkVk0NJW8LpmZmUafMzIy4OvrazTKvXr1avTv3x99+/Ztspy3W7hwIR577DH8+uuvqKqqwpIlS/Drr79i79692L17t+TrccswIiIiIiIisgj5+flQqVTIy8vDZ599hpSUFERGRhqOl5WV4YsvvsBLL71ktgxDhgxBTk4OqqqqEBAQgK1bt6JTp07Yt28f+vfvL/l6HOkmIiIiIiIiixAWFoaKigoEBQVBLpcjMjISERERhuPr1q2DXq/H888/b9Yc3t7eWLlyZZNci0V3I9zrPt+3cL9vMqfdv/0uOoJJund2EB1Bsqtnz4iOINmFH6RPhbIE7Xv1Fh1Bsva+vqIjmKSmqlp0BMkcunQVHUGy3/8QncA0Vrb2oiNIdvyzj0VHkKy73xDREUwiOym/eycLk9VC/1/seOWK6Ahmp1AokJycjNTU1DqPR0REGBXh5iCXy1FYWFhrMbVLly6hU6dOqK6W9ncmi+5GuNd9vm/hft9ERERERESWTa/X19mu0+lgY2Mj+XosuomIiIiIiKjVe++99wDcXK181apVcHD434zM6upq/PDDD+jZs6fk67LoJiIiIiIiIuHS09OF3v/W9s56vR7vv/++0YrpNjY26N69O95//33J12XRTURERERERK3e6dOnAQDDhg3D+vXr0b59+ya5LovuZtRUC7KRaW795IqIiIiIiKg+u3btMnx/6/1umUxm8vVYdDejplqQjYiIiIiIiMzno48+wr/+9S8cP34cAPDAAw8gOjoakyZNknwtFt1ERERERERE/5WUlIQFCxZgzpw5GDx4MADgp59+wowZM/DHH39Inr3MopuIiIiIiIjov1JSUpCamoqwsDBD29ixY9GnTx/ExsZKLrqtmjogERERERERUUtVWFiIQYMG1WofNGgQCgsLJV+PI91EjdD54qXmupPJZ3oX5TZhjubTsd+DoiNIVlNVKTqCZJXXromOYJL3fpHfvZOFifjjoOgIJnHw9BQdQbKk/TrRESSLerqP6AgmqdGLTiCd4rb9dVuKYX1cRUcwSbXvFNERJHM5/LPoCCZxm/uy6Aitgo+PD/7973/jjTfeMGr//PPP4evrK/l6LLqJiIiIiIjIolVWVuIf//gHvv32W5w6dQqOjo4YPnw4Fi1aBHd3d0O/sWPHIicnB8XFxWjfvj2GDx+OxYsXG/W5m7i4OPztb3/DDz/8YHine8+ePdixYwf+/e9/S87O6eVERERERERk0a5fv47s7GwsWLAA2dnZWL9+PfLy8jB27FijfsOGDcO///1v5OXl4csvv8TJkyfxzDPPSLrX+PHjkZWVBRcXF3z11Vf46quv4OLigqysLDz11FOSs3Okm4iIiIiIiIQLDQ2Fv78/AGDt2rVQKBSYOXMm4uPj4ejoiG3bthn1X7p0KYKCgpCfnw/P/74mdfsiZ926dcP8+fMxbtw4VFZWQqFQ3DVDZWUlpk+fjgULFuDjjz9ukufiSDcRERERERGZhU6nQ1lZmdGXTlf/mhxpaWmwtrZGVlYWlixZgqSkJKxatarOvleuXIFMJoOTk1Odx0tKSvDJJ59g0KBBjSq4AUChUODLL79sVN/G4ki3YGq1GlqtVnSMVkGj0YiOQERERETUqiQkJCAuLs6oLSYmBrGxsXX29/DwgEajgUwmg5+fH3Jzc6HRaBAeHm7UT6vV4vXXX8fzzz+Pdu3aGR17/fXXsXTpUly/fh3BwcHYtGmTpMzjxo3DV199JXlrsPqw6BZMq9WyGCQiIiIiovuSWq2GSqUyalMqlfX2Dw4OhkwmM3wOCQlBYmIiqqurIZff3NWksrISzz77LPR6PVJTU2tdIzo6GtOmTcPZs2cRFxeHsLAwbNq0yei6DfH19UV8fDz27NmD/v37o02bNkbH582b16jr3MKim4iIiIiIiMxCqVQ2WGRLdavgPnv2LHbu3FlrlBsAXFxc4OLiggceeAC9evWCh4cHMjIyEBIS0qh7rF69Gk5OTjh48CAOHjTeClQmk7HoJiIiIiIiopYpMzPT6HNGRgZ8fX0hl8sNBffx48exa9cuODs73/V6NTU1ANDge+R3On36tOF7vV4PAI0eJa8LF1IjIiIiIiIii5Cfnw+VSoW8vDx89tlnSElJQWRkJCorK/HMM8/gwIED+OSTT1BdXY2ioiIUFRXhxo0bAG4W7EuXLkVOTo5hJPz555+Ht7d3o0e5b1m9ejX8/f1ha2sLW1tb+Pv717ug291wpPsuzL3QWXFxsdmuTa2LrUtH0RFMUn2j8T91tBSFe34SHUEy5779REcwSddLTTcdrbm4DgwWHcEkN+xrT8+zdF1P/iY6gmT210tFRzCJlZ1cdATJbpSViY4g2QffHxcdwSR/aVMkOoJkbf+7vVRLk//9t6IjSOb9lLQ9ssPCwlBRUYGgoCDI5XJERkYiIiICZ8+excaNGwEA/fr1Mzpn165dCA0Nhb29PdavX4+YmBiUl5fDzc0No0ePxj/+8Q9JU9z/+c9/IikpCXPnzjUU6/v27UNUVBTy8/MRHx8v6ZlYdN+FuRc6a6oV8YiIiIiIiFo6hUKB5OTkWgukde/e3TDVuz4BAQHYuXPnPWdITU3FypUr8fzzzxvaxo4di8DAQMydO1dy0c3p5URERERERET/VVlZiQEDBtRq79+/P6qqqiRfj0U3ERERERER0X9NmjSpzq3IVqxYgYkTJ0q+HqeXExERERERkXDp6emiIxisXr0aW7duRXDwzbVaMjMzkZ+fj7CwMKN9x5OSku56LRbdgtna2vK97mZiznfziYiIiIjo/nDkyBE8+OCDAICTJ08C+N/e30eOHDH0a+w2Yiy6BUtISBAdgYiIiIiIiP5r165dTXo9vtNNREREREREZCYsuomIiIiIiIjMhEU3ERERERERkZncd+90q9VqaLXaJrtecXFxk12LyJwKf9gtOoJJFG3bio4gWRt3d9ERJCv95RfREUxS3WmQ6AiS2Tg6io5gkjMXroiOINmkUb1ER5DMFtL3d7UEl0+eEB1Bsh5jxoqOINmMdi3zzw9dVR/RESS79uth0RFM8k1FV9ERJHtZdAALcN8V3VqttklXqebK4kRERERERJZlxowZ+OCDD6DRaPDyyy+LjtMgTi8nIiIiIiKiFmPDhg3IyMiAewuZfciim4iIiIiIiIQLDQ3FnDlzMGfOHDg6OsLFxQULFiyAXq839Dl//jzmzp2LTz75BAqFQmDaxmPRTURERERERGah0+lQVlZm9KXT6ertn5aWBmtra2RlZWHJkiVISkrCqlWrAAA1NTWYNGkSoqOj0adPy1lL4L57p7s5NfWibWReTfmuPxERERER3V1CQgLi4uKM2mJiYhAbG1tnfw8PD2g0GshkMvj5+SE3NxcajQbh4eFYvHgxrK2tMW/evGZI3nRYdN+Dpl60jYiIiIiI6H6iVquhUqmM2pRKZb39g4ODIZPJDJ9DQkKQmJiIgwcPYsmSJcjOzjY63hJwejkRERERERGZhVKpRLt27Yy+Giq665Oeno7i4mJ4enrC2toa1tbWOHv2LF555RV079696YM3IY50ExERERERkUXIzMw0+pyRkQFfX19MmTIFo0aNMjo2atQoTJo0CVOnTm3OiJKx6CYiIiIiIiKLkJ+fD5VKhenTpyM7OxspKSlITEyEs7MznJ2djfoqFAq4urrCz89PUNrGYdF9F7a2toiKiqrzWHFxcTOnIaqfvZub6AgmsXdtebmzFN1ER5AsoLxcdASTuHWwFR1BsvKiQtERTPJA1y6iI0i2/scToiNINsSuVHQEkzgPCBIdQbK8lR+IjiBZO29v0RFM0qYF/hvEtn170RFM4tah/lW/7xdhYWGoqKhAUFAQ5HI5IiMjERERITrWPWHRfRcJCQn1HquvGCciIiIiIiLpFAoFkpOTkZqaete+Z86cMX+gJsCF1IiIiIiIiIjMhEU3ERERERERkZlwejkREREREREJl56eLjqCWQgrutVqNbRabZNftzkXN2tokTWyPBqNRnQEIiIiIiJqZYQV3Vqt1ixFUHMWwQ0tskZERERERETEd7qJiIiIiIiIzIRFNxEREREREZGZsOgmIiIiIiIiMhOuXk50n9D+/rvoCCax79xZdATJ2ti2vD86a27cEB3BJC3x1/p6UZHoCCaxbd9BdATJHu/ZTnQEyXafaXm/pwFgSEG+6AiS2bu5io4g2S9tvUVHMM010QGkG1B9WXQEkwwoLxAdwQT9RAcQjiPdREREREREZNEqKyvx+uuvIyAgAG3atIG7uzvCwsJw4cIFQ58zZ85g2rRp6NGjB+zs7ODt7Y2YmBjcEDz40DJ/3EpEREREREStxvXr15GdnY0FCxagb9++KC0tRWRkJMaOHYsDBw4AAH777TfU1NTggw8+gI+PD44cOYLw8HCUl5fj3XffFZadRTcREREREREJFxoaCn9/fwDA2rVroVAoMHPmTMTHx8PR0RHbtm0z6r906VIEBQUhPz8fnp6eGD16NEaPHm047uXlhby8PKSmpgotujm9nIiIiIiIiMxCp9OhrKzM6Eun09XbPy0tDdbW1sjKysKSJUuQlJSEVatW1dn3ypUrkMlkcHJyqvd6V65cQYcOYtct4Uh3A9RqNbRaregY1EQ0Go3oCERERERErUpCQgLi4uKM2mJiYhAbG1tnfw8PD2g0GshkMvj5+SE3NxcajQbh4eFG/bRaLV5//XU8//zzaNeu7oU1T5w4gZSUFKGj3ACL7gZptVoWakRERERERCZSq9VQqVRGbUqlst7+wcHBkMlkhs8hISFITExEdXU15HI5gJuLqj377LPQ6/VITU2t8zrnz5/H6NGj8de//rVWwd7cWHQTERERERGRWSiVygaLbKluFdxnz57Fzp076xzlvnDhAoYNG4ZBgwZhxYoVTXZvU7HoJiIiIiIiIouQmZlp9DkjIwO+vr6Qy+WGgvv48ePYtWsXnJ2da51//vx5DBs2DP3798eaNWtgZSV+GTMW3URERERERGQR8vPzoVKpMH36dGRnZyMlJQWJiYmorKzEM888g+zsbGzatAnV1dUoKioCAHTo0AE2NjY4f/48QkND0a1bN7z77rv4/fffDdd1dXUV9Uj3X9Fta2uLqKioJrlWcXFxk1yHqDm0791HdASTdPzTg6IjSDa4vFx0BMnK0Ut0BJMM7ddNdATJirf/IjqCSb48bys6gmRTH295f+6dzmiZvz96lZ4THUEyhUNb0REk63XpqOgIJvm20lN0BMl8KvNERzCJx7BHRUcwu7CwMFRUVCAoKAhyuRyRkZGIiIjA2bNnsXHjRgBAv379jM7ZtWsXQkNDsW3bNpw4cQInTpxA165djfro9frmeoRa7ruiOyEhocmu1VTFOxEREREREd2dQqFAcnJyrQXSunfvftfCecqUKZgyZYoZ05lG/AR3IiIiIiIiovsUi24iIiIiIiIiM7nvppcTERERERFRy5Oeni46glmw6G5AUy7KRuJpNBrREYiIiIiIqJVh0d2AplyUjYiIiIiIiFofvtNNREREREREZCYsuomIiIiIiIjMhEU3ERERERERkZnwnW6iRtj36WvNcp9BT24y+VwrG5smTNJ8PtpXJDpCqzDa5rLoCCapPHdKdATJttZ0Fx3BJDPG+ouOIJmuSi86gmSPXj8sOoJJugwfJzqCZMc//0x0BMl6TnlRdASTPPLpx6IjSOYSNFB0BJOUFxWKjiBZm64eoiMIx5FuIiIiIiIisnjXrl3DnDlz0LVrV9jZ2aF37954//336+yr1+vx2GOPQSaT4auvvmreoHcw20i3Wq2GVqut93hxcbG5bk1ERERERET3GZVKhZ07d+Ljjz9G9+7dsXXrVsyaNQvu7u4YO3asUd/k5GTIZDJBSY2ZrejWarUN7ovM/a+JiIiIiIjoltDQUPj733zdae3atVAoFJg5cybi4+Mhk8mwd+9eTJ48GaGhoQCAiIgIfPDBB8jKyjIqunNycpCYmIgDBw7Azc1NxKMY4fRyIiIiIiIiMgudToeysjKjL51OV2//tLQ0WFtbIysrC0uWLEFSUhJWrVoFABg0aBA2btyI8+fPQ6/XY9euXTh27BhGjhxpOP/69euYMGECli1bBldXV7M/X2O0ioXU7jbVnVqHhmZeEBERERFR00tISEBcXJxRW0xMDGJjY+vs7+HhAY1GA5lMBj8/P+Tm5kKj0SA8PBwpKSmIiIhA165dYW1tDSsrK6xcuRJDhw41nB8VFYVBgwbhySefNOdjSdIqiu67TXUnIiIiIiKipqdWq6FSqYzalEplvf2Dg4ON3sUOCQlBYmIiqqurkZKSgoyMDGzcuBHdunXDDz/8gNmzZ8Pd3R3Dhw/Hxo0bsXPnThw6dMhsz2OKVlF0ExERERERUfNTKpUNFtmNpdVq8cYbb2DDhg144oknAACBgYHIycnBu+++i+HDh2Pnzp04efIknJycjM4dP348/vznPyM9Pf2ec5iCRTcRERERERFZhMzMTKPPGRkZ8PX1RXV1NSorK2FlZbwsmVwuR01NDQBg/vz5eOmll4yOBwQEQKPRYMyYMeYN3gAW3URERERERGQR8vPzoVKpMH36dGRnZyMlJQWJiYlo164dHn74YURHR8POzg7dunXD7t278dFHHyEpKQkA4OrqWufiaZ6enujRo0dzP4oBi26i+8TvXXqLjmCSh0QHaCUuoaPoCCa5VCM6gXRjO10SHcEk59N3iY4gWUv8c8+jdx/REUxSdua06AiSXS+6KDqCZDknikVHMEk7OzvRESQr/e2o6AgmKTvd8v5f7DQgSFL/sLAwVFRUICgoCHK5HJGRkYiIiAAArFu3Dmq1GhMnTkRJSQm6deuGt99+GzNmzDBH9CbDopuIiIiIiIgsgkKhQHJyMlJTU2sdc3V1xZo1ayRdT6/XN1U0k3GfbiIiIiIiIiIzaVEj3abut11c3DKn6hAREREREVHL1qKKblP3246KijJDGiIiIiIiImoqorb0MrcWVXS3BKaOxpP5mfIDGyIiIiIionvBoruJmToaT0RERERERPcfLqRGREREREREZCYsuomIiIiIiIjMhEU3ERERERERkZm0ine6bW1tm20Fc25PRqIorOWiI5ikcwcH0REku3pdJzqCZD1c24mOYBLtH3+IjiCZrU+Q6AgmuXK9UnQEyax/OSQ6gmQ2nTqJjmCSNt28REeQrMu1a6IjSPav9HzREUzyt/OHRUeQTNG2regIJrF1dhEdgUzQKoruhISEZrsXtycjIiIiIiJqelOmTEFaWppR26hRo7BlyxbD52PHjiE6Ohp79uzBjRs3EBgYiDfffBPDhg1r7rgGnF5ORERERERELcLo0aNRWFho+Prss8+Mjv/lL39BVVUVdu7ciYMHD6Jv3774y1/+gqKiIkGJW8lINxEREREREVm20NBQ+Pv7AwDWrl0LhUKBmTNnIj4+HjKZDACgVCrh6upa5/l//PEHjh8/jtWrVyMwMBAAsGjRIixfvhxHjhyp9zxz40g3ERERERERmYVOp0NZWZnRl05X//o4aWlpsLa2RlZWFpYsWYKkpCSsWrXKcDw9PR2dOnWCn58fZs6ciUuXLhmOOTs7w8/PDx999BHKy8tRVVWFDz74AJ06dUL//v3N+pwN4Uh3E2vORdtIGo1GIzoCEREREVGrkpCQgLi4OKO2mJgYxMbG1tnfw8MDGo0GMpkMfn5+yM3NhUajQXh4OEaPHo2nn34aPXr0wMmTJ/HGG2/gsccew759+yCXyyGTybB9+3aMGzcObdu2hZWVFTp16oQtW7agffv2zfC0dWPR3cSac9E2IiIiIiIiS6ZWq6FSqYzalEplvf2Dg4MNU8kBICQkBImJiaiursZzzz1naA8ICEBgYCC8vb2Rnp6ORx99FHq9HrNnz0anTp3w448/ws7ODqtWrcKYMWOwf/9+uLm5Nf0DNgKnlxMREREREZFZKJVKtGvXzuiroaJbCi8vL7i4uODEiRMAgJ07d2LTpk1Yt24dBg8ejAcffBDLly+HnZ1drVXPmxOLbiIiIiIiIrIImZmZRp8zMjLg6+sLuVxeq29BQQEuXbpkGMG+fv06AMDKyrjMtbKyQk1NjZkS352w6eWmvPtcXFxspjREREREREQkWn5+PlQqFaZPn47s7GykpKQgMTER165dQ1xcHMaPHw9XV1ecPHkSr732Gnx8fDBq1CgAN6eit2/fHpMnT8Y///lP2NnZYeXKlTh9+jSeeOIJYc8krOg25d1nLlBGorzS60fREe7K7lC66AgmsXsoSHQEyeysWt4koeuF5aIjmOTKqROiI0jm5jxEdASTXM/JEh1BsswaMVu/3IuxgraruVfVVy+LjiDZlePHREeQbEjPENERTFJ9ulJ0BMnOBz0lOkKrESCxf1hYGCoqKhAUFAS5XI7IyEhERERAq9Xi8OHDSEtLw+XLl+Hu7o6RI0fizTffNExXd3FxwZYtW/D3v/8djzzyCCorK9GnTx98/fXX6Nu3b9M/XCNxITUiIiIiIiKyCAqFAsnJyUhNTTVqt7Ozw/fff3/X8wcMGNCofs2p5Q3XEBEREREREbUQLLqJiIiIiIiIzITTy4mIiIiIiEi49PR00RHM4r4rutVqNbRaregYZIE0Go3oCERERERE1Mrcd0W3VqtlcUVEREREREQWge90ExEREREREZkJi24iIiIiIiIiM2HRTURERERERGQm99073UStlbWdvegIJqmurBIdQbJ2Xt6iI0im/b1YdASTdOjVW3QEyUp/Oyo6gkk6hgwRHUGy0BN5oiNIdr24Zf6/aNu+g+gIkl0rKBAdQbKfrpeKjmCS1556SnQEyf6T00J/rfvpRUcgE3Ckm4iIiIiIiCzexYsXMWXKFLi7u8Pe3h6jR4/G8ePHjfqEhoZCJpMZfc2YMUNQ4ptYdBMREREREZFF0+v1GDduHE6dOoWvv/4ahw4dQrdu3TB8+HCUl5cb9Q0PD0dhYaHh65133hGU+iZOLyciIiIiIiLhQkND4e/vDwBYu3YtFAoFZs6cifj4eBw/fhwZGRk4cuQI+vTpAwBITU2Fq6srPvvsM7z00kuG69jb28PV1VXIM9SFI91ERERERERkFjqdDmVlZUZfOp2u3v5paWmwtrZGVlYWlixZgqSkJKxatcpwjq2traGvlZUVlEolfvrpJ6NrfPLJJ3BxcYG/vz/UajWuX79unodrpBY10m1ra4uoqKgG+xS3sAVK1Go1tFqt6BitgkajER2BiIiIiKhVSUhIQFxcnFFbTEwMYmNj6+zv4eEBjUYDmUwGPz8/5ObmQqPR4Oeff4anpyfUajU++OADtGnTBhqNBgUFBSgsLDScP2HCBHTr1g3u7u44fPgwXn/9deTl5WH9+vXmfMwGtaiiOyEh4a597laUWxqtVstikIiIiIiI7ktqtRoqlcqoTalU1ts/ODgYMpnM8DkkJASJiYmwsrLC+vXrMW3aNHTo0AFyuRzDhw/HY489Br3+f6u6R0REGL4PCAiAm5sbHn30UZw8eRLe3mJ2oGlRRTcRERERERG1HEqlssEiW4r+/fsjJycHV65cwY0bN9CxY0cMHDgQAwYMqPecgQMHAgBOnDghrOjmO91ERERERERkETIzM40+Z2RkwNfXF3K53NDm6OiIjh074vjx4zhw4ACefPLJeq+Xk5MDAHBzczNL3sbgSDcRERERERFZhPz8fKhUKkyfPh3Z2dlISUlBYmIiAOCLL75Ax44d4enpidzcXERGRmLcuHEYOXIkAODkyZP49NNP8fjjj8PZ2RmHDx9GVFQUhg4disDAQGHPxKKb6D7R4b9bJ7Q0V8+dEx1Bst1F+rt3sjD+xT+LjmCSI536io4g2ZhB/qIjmEZfIzqBdDUtL3NVC1081bptO9ERJHMb8mfRESR7WNZBdASTFO35WnQEyR4Oqn9k1JIVbP9cdATJujw8TFL/sLAwVFRUICgoCHK5HJGRkYb3tAsLC6FSqXDx4kW4ubkhLCwMCxYsMJxrY2OD7du3Izk5GeXl5fDw8MD48ePxj3/8o0mfSSoW3URERERERGQRFAoFkpOTkZqaWuvYvHnzMG/evHrP9fDwwO7du80ZzyR8p5uIiIiIiIjITFh0ExEREREREZnJfTe93NbWtkXt1V1cXCw6AhERERERkXDp6emiI5jFfVd0JyQkiI4gidQfEKjVamhb6CIsomk0GtERiIiIiIiolbnviu77nVarZfFIRERERETUQvCdbiIiIiIiIiIzYdFNREREREREZCYsuomIiIiIiIjMhO90E90nKq9dEx3BJE7e3qIjSPZEZ3fRESSrKFCIjmAS+fkq0REku/BDuugIJsmx8RAdQbJRgd1ER5BMrlSKjmCS6vKroiNIdi3/rOgIksl7tLy/XwCg4vc/REeQTG4lEx3BJDK5XHQEMgFHuomIiIiIiMjirV+/HiNHjoSzszNkMhlycnJq9dFqtZg9ezacnZ3h4OCA8ePH4+LFi80f9jYsuomIiIiIiMjilZeXY8iQIVi8eHG9faKiovDNN9/giy++wO7du3HhwgU8/fTTzZiyNk4vF8zW1lbSXt3FxcVmTENERERERCRGaGgo/P39AQBr166FQqHAzJkzER8fD5lMhkmTJgEAzpw5U+f5V65cwerVq/Hpp5/ikUceAQCsWbMGvXr1QkZGBoKDg5vlOe7EoluwhIQESf2lFOhEREREREQi6XQ66HQ6ozalUgllPWtcpKWlYdq0acjKysKBAwcQEREBT09PhIeH3/VeBw8eRGVlJYYPH25o69mzJzw9PbFv3z4W3WS51Go1tFqt6Bj3TKPRiI5ARERERNSqJCQkIC4uzqgtJiYGsbGxdfb38PCARqOBTCaDn58fcnNzodFoGlV0FxUVwcbGBk5OTkbtnTt3RlFRkamPcM9YdNNdabVaFqxERERERCSZWq2GSqUyaqtvlBsAgoODIZP9b3X5kJAQJCYmorq6GvIWuno7i24iIiIiIiIyi4amkjc1V1dX3LhxA5cvXzYa7b548SJcXV2bJUNduHo5ERERERERWYTMzEyjzxkZGfD19W3UKHf//v2hUCiwY8cOQ1teXh7y8/MREhLS5FkbiyPdREREREREZBHy8/OhUqkwffp0ZGdnIyUlBYmJiQCAkpIS5Ofn48KFCwBuFtTAzRFuV1dXODo6Ytq0aVCpVOjQoQPatWuHuXPnIiQkRNgiagCL7hZH6hZjTYHblLUM2tJS0RFM0r53H9ERJLt65pToCJJV37ghOoJJKnSyu3eyMNW6lrnwZIW+SnQEybSlJaIjSCZXKERHMMkfh38WHUEy9yF/Fh1BssOnWuafH+179xIdQbICXcv7Mw8AZFYt7+9FqcLCwlBRUYGgoCDI5XJERkYiIiICALBx40ZMnTrV0Pe5554DYLwwm0ajgZWVFcaPHw+dTodRo0Zh+fLlzf4ct2PR3cJI3WKsKXCbMiIiIiIiag4KhQLJyclITU2tdWzKlCmYMmVKg+fb2tpi2bJlWLZsmZkSSsd3uomIiIiIiIjMhEU3ERERERERkZlwejkREREREREJl56eLjqCWbDoprsSsXibOWg0GtERiIiIiIiolWmyovvOwowrXt8/RCzeRkREREREdD9osqL7zsLsfhgZJSIiIiIiIroXXEiNiIiIiIiIyExYdBMRERERERGZCRdSI2qEZUUbmuU+s+/h3Gvd+jRZjuZ0vKBUdATprJ1EJ5CsOv0r0RFM0ik7W3QEyaoeGSY6gkkCe3cUHUEyexd70REk+/3wz6IjmKSi50OiI0hWITqACQK924qOYBrvv4hOIFnPbz4THcEkDr17i45AJuBINxEREREREVm8ixcvYsqUKXB3d4e9vT1Gjx6N48ePG/XRarWYPXs2nJ2d4eDggPHjx+PixYuCEt/EopuIiIiIiIgsml6vx7hx43Dq1Cl8/fXXOHToELp164bhw4ejvLzc0C8qKgrffPMNvvjiC+zevRsXLlzA008/LTA5p5cTERERERGRBQgNDYW/vz8AYO3atVAoFJg5cybi4+Nx/PhxZGRk4MiRI+jT5+ZrlampqXB1dcVnn32Gl156CVeuXMHq1avx6aef4pFHHgEArFmzBr169UJGRgaCg4OFPBdHuomIiIiIiMgsdDodysrKjL50Ol29/dPS0mBtbY2srCwsWbIESUlJWLVqleEcW1tbQ18rKysolUr89NNPAICDBw+isrISw4cPN/Tp2bMnPD09sW/fPjM94d212pFutVoNrVYrOgY1I41GIzoCEREREVGrkpCQgLi4OKO2mJgYxMbG1tnfw8MDGo0GMpkMfn5+yM3NhUajwc8//wxPT0+o1Wp88MEHaNOmDTQaDQoKClBYWAgAKCoqgo2NDZycnIyu2blzZxQVFZnj8Rql1RbdWq2WRRgREREREZEZqdVqqFQqozalUllv/+DgYMhkMsPnkJAQJCYmwsrKCuvXr8e0adPQoUMHyOVyDB8+HI899hj0er3Z8jeFVlt0ExERERERkXkplcoGi2wp+vfvj5ycHFy5cgU3btxAx44dMXDgQAwYMAAA4Orqihs3buDy5ctGo90XL16Eq6trk2QwBd/pJiIiIiIiIouQmZlp9DkjIwO+vr6Qy+WGNkdHR3Ts2BHHjx/HgQMH8OSTTwK4WZQrFArs2LHD0DcvLw/5+fkICQlpngeoA0e6iYiIiIiIyCLk5+dDpVJh+vTpyM7ORkpKChITEwEAX3zxBTp27AhPT0/k5uYiMjIS48aNw8iRIwHcLManTZsGlUqFDh06oF27dpg7dy5CQkKErVwOsOgmum8cLygVHcEkfUp+FR1BMteB4v7QNlVZYKDoCCZx6ddPdATJXPr2Ex3BJN9mnhYdQTLvLh1ER5Cs00NBoiOYxEVbITqCZAcXLxYdQbLfR4WJjtBq+Dg4iI5gkrJTLe/PaqnCwsJQUVGBoKAgyOVyREZGIiIiAgBQWFgIlUqFixcvws3NDWFhYViwYIHR+RqNBlZWVhg/fjx0Oh1GjRqF5cuXi3gUAxbdREREREREZBEUCgWSk5ORmppa69i8efMwb968Bs+3tbXFsmXLsGzZMnNFlIzvdBMRERERERGZSbOOdFvS3tjFxcWiIxAREREREdF9rlmLbkvaGzsqKkp0BCIiIiIiIvqv9PR00RHMgu90S2RJo/UkjaX8wIeIiIiIiFoPFt0SWdJoPREREREREVk2LqRGREREREREZCYsuomIiIiIiIjMhEU3ERERERERkZm02ne6bW1tTVrBnFuNkaVSKuSiI5jkROcA0REku75hvegIknUOGSQ6gklKfjkiOoJkP1d3EB3BJMMfcBIdQbL8zRtFR5DMJTBQdASTtPHsLjqCZO4PPyw6gmRlLfTv8pZIW1oiOoJJ3Ib8WXQEMkGrLboTEhJMOo9bjRERERERETW/a9euYf78+fjqq69w6dIl9OjRA/PmzcOMGTMMfaZPn47t27fjwoULcHBwwKBBg7B48WL07NlTWG5OLyciIiIiIiKLp1KpsGXLFnz88cc4evQoXn75ZcyZMwcbN/5v5lP//v2xZs0aHD16FN9//z30ej1GjhyJ6upqYblZdBMREREREZFwoaGhmDNnDubMmQNHR0e4uLhgwYIF0Ov1AIC9e/di8uTJCA0NRffu3REREYG+ffsiKyvLcI2IiAgMHToU3bt3x4MPPoi33noL586dw5kzZwQ9FYtuIiIiIiIiMhOdToeysjKjL51OV2//tLQ0WFtbIysrC0uWLEFSUhJWrVoFABg0aBA2btyI8+fPQ6/XY9euXTh27BhGjhxZ57XKy8uxZs0a9OjRAx4eHmZ5vsZote90m8rUBdhIPI1GIzoCEREREVGrkpCQgLi4OKO2mJgYxMbG1tnfw8MDGo0GMpkMfn5+yM3NhUajQXh4OFJSUhAREYGuXbvC2toaVlZWWLlyJYYOHWp0jeXLl+O1115DeXk5/Pz8sG3bNtjY2JjrEe+KRbdEpi7ARkRERERE1Nqo1WqoVCqjNqVSWW//4OBgyGQyw+eQkBAkJiaiuroaKSkpyMjIwMaNG9GtWzf88MMPmD17Ntzd3TF8+HDDORMnTsSIESNQWFiId999F88++yz27NkDW1vbpn/ARmDRTURERERERGahVCobLLIbS6vV4o033sCGDRvwxBNPAAACAwORk5ODd99916jodnR0hKOjI3x9fREcHIz27dtjw4YNeP755+85hyn4TjcRERERERFZhMzMTKPPGRkZ8PX1RXV1NSorK2FlZVzCyuVy1NTU1Hs9vV4PvV7f4Hvk5saRbiIiIiIiIrII+fn5UKlUmD59OrKzs5GSkoLExES0a9cODz/8MKKjo2FnZ4du3bph9+7d+Oijj5CUlAQAOHXqFD7//HOMHDkSHTt2REFBARYtWgQ7Ozs8/vjjwp6JRTdRI7wfEtks95mNXJPP7bhnQxMmaT63v7PTUvxx/IToCJK1GfOc6AgmsXnYU3QEyQaUFYmOYJKiyvaiI0imF7jnqqlKfvlFdASTlChb3u8P9OovOoFkvqIDtCZ/e1F0ApNUiA7QDMLCwlBRUYGgoCDI5XJERkYiIiICALBu3Tqo1WpMnDgRJSUl6NatG95++23MmDEDwM1Fr3/88UckJyejtLQUnTt3xtChQ7F371506tRJ2DOx6CYiIiIiIiKLoFAokJycjNTU1FrHXF1dsWbNmnrPdXd3x7fffmvOeCbhO91EREREREREZsKim4iIiIiIiMhMOL2ciIiIiIiIhEtPTxcdwSxaXdGtVquh1WpFxyABNBqN6AhERERERNTKtLqiW6vVsvgiIiIiIiKiZsF3uomIiIiIiIjMhEU3ERERERERkZmw6CYiIiIiIiIyk1b3TjfR/aqy7KroCCZx8ntAdATJHJ+dKjqCZMUrWuZaFgoHB9ERpJsQLjqBSfQHfxAdQbIOvXuLjiDZlXauoiMQEVEz40g3ERERERERWbwpU6ZAJpMZfY0ePdqoT/fu3Wv1WbRokaDEN3Gkm4iIiIiIiFqE0aNHY82aNYbPSqWyVp/4+HiEh/9v5lnbtm2bJVt9WHQTERERERGRcKGhofD39wcArF27FgqFAjNnzkR8fDxkMhmAm0W2q2vDr+q0bdv2rn2aE6eXExERERERkVnodDqUlZUZfel0unr7p6WlwdraGllZWViyZAmSkpKwatUqw/H09HR06tQJfn5+mDlzJi5dulTrGosWLYKzszP+9Kc/4V//+heqqqrM8myNZXEj3Wq1Glqt1mzXLy4uvqfzzZ2PzEejaZkLSRERERERtVQJCQmIi4szaouJiUFsbGyd/T08PKDRaCCTyeDn54fc3FxoNBqEh4dj9OjRePrpp9GjRw+cPHkSb7zxBh577DHs27cPcrkcADBv3jw8+OCD6NChA/bu3Qu1Wo3CwkIkJSWZ+1HrZXFFt1arNWtxFBUVdU/nmzsfERERERHR/UKtVkOlUhm11fUe9i3BwcGGqeQAEBISgsTERFRXV+O5554ztAcEBCAwMBDe3t5IT0/Ho48+CgBG9woMDISNjQ2mT5+OhISEBu9rTpxeTkRERERERGahVCrRrl07o6+mKn69vLzg4uKCEydO1Ntn4MCBqKqqwpkzZ5rknqZg0U1EREREREQWITMz0+hzRkYGfH19DdPHb1dQUIBLly7Bzc2t3uvl5OTAysoKnTp1avKsjWVx08uJiIiIiIiodcrPz4dKpcL06dORnZ2NlJQUJCYm4tq1a4iLi8P48ePh6uqKkydP4rXXXoOPjw9GjRoFANi3bx8yMzMxbNgwtG3bFvv27UNUVBReeOEFtG/fXtgzsegmuk+4DhkiOoJJqnUtb2FCj86OoiNIdtWlo+gIJuk4YIDoCJJVnzgsOoJJ3B57QnQEya6cOC46gnQ5e0QnMEl7v56iI0hm6yTuH9imWrn7nOgIZOEm9XUQHcEE9Y9C1yUsLAwVFRUICgqCXC5HZGQkIiIioNVqcfjwYaSlpeHy5ctwd3fHyJEj8eabbxqmqyuVSqxbtw6xsbHQ6XTo0aMHoqKiar1T3txYdBMREREREZFFUCgUSE5ORmpqqlG7nZ0dvv/++wbPffDBB5GRkWHOeCbhO91EREREREREZsKim4iIiIiIiMhMOL2ciIiIiIiIhEtPTxcdwSxaXdFta2uLqKgok88vLi4GcHOTd6225S0A1ZppNBrREYiIiIiIqJVpdUV3QkLCPZ1/q2DXarUs4oiIiIiIiKhBTVZ06/V6VFVVobq6GgDQrl27WiPBdbXdqTF9RLqVz5JyKhSKOjeLJyIiIiIiIrGapOi+ceMGCgsLcf36dUPbyJEjcfr0aaN+dbXdqTF9RLqVz5JyymQydO3aFQ4OLXHfPiIiIiIiovvXPRfdNTU1OH36NORyOdzd3WFjYwOZTAZbW1u4uRlvhF5X250a00ekW/ksJader8fvv/+OgoIC+Pr6csSbiIiIiIjIgtxz0X3jxg3U1NTAw8MD9vb2/7uwtTVsbW2Nb1ZHW61Ajegj0q18lpSzY8eOOHPmDCorK1l0t2IX3XuLjmASj2sFoiNIduarL0VHkM5KJjqBSQq2bxcdQTKPUaNERzDJuW1bRUeQTNYC/85TtGkjOoJJjt+wv3snS1OsE51AsuBenURHIAt3/IboBNINFB3AAjTZPt1WVtzyWxSZrGX+Y5qIiIiIiKixpkyZAplMZvQ1evRooz5jx46Fp6enYWbypEmTcOHCBUGJb2KlTERERERERC3C6NGjUVhYaPj67LPPjI4PGzYM//73v5GXl4cvv/wSJ0+exDPPPCMo7U2tbsswIiIiIiIisjyhoaHw9/cHAKxduxYKhQIzZ85EfHy8YXavUqmEq6trvde4tcUzAHTr1g3z58/HuHHjUFlZCYVCYd4HqEezjXRPmTIFnp6ekMlkUCgU6NGjB1577TWL2XarsWQyGc6dO4fKykrRUYiIiIiIiCyaTqdDWVmZ0ZdOV/+aC2lpabC2tkZWVhaWLFmCpKQkrFq1ynA8PT0dnTp1gp+fH2bOnIlLly7Ve62SkhJ88sknGDRokLCCG2jmke7Q0FB89tlnqKysxMGDBzF58mTIZDIsXry4OWNIcuPGDdjY2Bg+d+3aFQBw7ty5Bs8rKCiAXq83a7ZbqqqqUFJSgnXr1qGsrKxZ7tkSaTQa0RGIiIiIiFqVhIQExMXFGbXFxMQgNja2zv4eHh7QaDSQyWTw8/NDbm4uNBoNwsPDMXr0aDz99NPo0aMHTp48iTfeeAOPPfYY9u3bZ7Sg9Ouvv46lS5fi+vXrCA4OxqZNm8z5iHfVrEW3jY2NYSqAh4cHhg8fjm3bthmKbp1Oh3/+85/YvHkzysrKMGDAAGg0Gjz00EMAgAEDBuC5557Dq6++CgAYN24cNm/ejNLSUjg4OKCgoAAeHh44fvw4fHx86szw1ltv4b333kNFRQX+9re/wcXFBVu2bEFOTg6AmyPyly9fxkMPPYRly5ZBqVTi9OnTyM3NRWRkJPbt2wd7e3uMGjUKK1asMOyNHRoain79+iE5ORnAza285s6dCycnJ/zf//0fAKB79+6YNm0afv31V2zcuBFOTk544403MHv2bMM5cXFx+PDDD3Hx4kU4OzvjmWeewXvvvdfgr6tWq4VWq4VarbaYFdWJiIiIiIjUajVUKpVRm1KprLd/cHCw0ULRISEhSExMRHV1NZ577jlDe0BAAAIDA+Ht7Y309HQ8+uijhmPR0dGYNm0azp49i7i4OISFhWHTpk3CFqAWtpDakSNHsHfvXqNR5Ndeew3fffcd0tLSkJ2dDR8fH4waNQolJSUAgIcffhjp6ekAbhaoP/74I5ycnPDTTz8BAHbv3o0uXbrUW3B/8sknePvtt7F48WIcPHgQnp6eSE1NrdVvx44dyMvLw7Zt27Bp0yaUl5dj1KhRaN++Pfbv348vvvgCP/30E+bMmSP5uf/1r3+hb9++OHToEObPn4/IyEhs27YNAPDll19Co9Hggw8+wPHjx/HVV18hICBA8j2IiIiIiIgsgVKpRLt27Yy+Giq6pfDy8oKLiwtOnDhh1O7i4oIHHngAI0aMwLp16/Dtt98iIyOjSe5pimYd6d6xYwccHBxQVVUFnU4HKysrLF26FABQXl6O1NRUJCYm4rHHHgMArFy5Etu2bcPq1asRHR2N0NBQrF69GtXV1Thy5AhsbGzwt7/9Denp6Rg9ejTS09Px8MMP13v/lJQUTJs2DVOnTgUA/POf/8TWrVtx7do1o35t2rTBqlWrDD8QWLlyJbRaLT766CO0+e/+mm+++SZefPFFLF68GJ07d270r8HgwYMxf/58AMADDzyAPXv2QKPRYMSIEcjPz4erqyuGDx8OhUIBT09PBAUFNfraRERERERELVlmZqbR54yMDPj6+hpNH7+loKAAly5dgpubW73Xq6mpAYAG3yM3t2Yd6Q4JCUFOTg4yMzMxefJkTJ06FePHjwcAnDx5EpWVlRgwYIChv0KhQFBQEI4ePQoA+POf/4yrV6/i0KFD2L17Nx5++GGEhoYaRr93796N0NDQeu+fl5dXq4itq6gNCAgwGoE/evQo+vbtayi4gZtT3WtqapCXlyf51+DOz7ee769//SsqKirg5eWF8PBwbNiwAVVVVZKuT0RERERE1FLl5+dDpVIhLy8Pn332GVJSUhAZGYlr164hOjoaGRkZOHPmDHbs2IEnn3zSMDsauFmwL126FDk5OTh79ix27tyJ559/Ht7e3rXqsObUrCPd9vb2hqnfH374Ifr27YvVq1dj2rRpjTrfyckJffv2RXp6Ovbt24cRI0Zg6NCh+Nvf/oZjx47h+PHjDY50N9btxXVjWVlZ1Vo4TeoK5x4eHsjLy8P27duxbds2zJo1C//617+we/duoavtUcvQIU/clJl7cfEuixJaIlkdP2m1dG27dxcdwST66mrRESS7nPeb6Agmuf7QCNERJOvT2U50BMmsFC1zt9bigquiIxBRKxEWFoaKigoEBQVBLpcjMjISERER0Gq1OHz4MNLS0nD58mW4u7tj5MiRePPNNw3T1e3t7bF+/XrExMSgvLwcbm5uGD16NP7xj3802ZR2U5htpPvW1lq3vsrLyw1D+8DNIvWNN97AP/7xD1RUVMDb2xs2NjY4cOCAoU9lZSX279+P3r17G9oefvhh7Nq1Cz/88ANCQ0PRoUMH9OrVC2+//Tbc3NzwwAMP1JvJz88P+/fvN2q783NdevXqhZ9//hnl5eWGtgMHDsDKygp+fn4AgI4dO6KwsNBw/NYU+Dvd+S5BRkYGevXqZfhsZ2eHMWPG4L333jP8cCE3N/euGYmIiIiIiFo6hUKB1NRUXLlyBSUlJXj77bchk8lgZ2eH77//HsXFxbhx4wbOnDmDFStWGL3qGxAQgJ07d+LSpUvQarU4ffo0UlNT0aVLF4FPZMaiu2vXrvDw8DB8tWnTBlZWxrf761//CrlcjmXLlqFNmzaYOXMm3n77bWzZsgW//vorwsPDcf36daOR8NDQUHz//fewtrZGz549DW2ffPLJXUe5586di9WrVyMtLQ3Hjx/HW2+9hcOHD991FbuJEyfC1tYWkydPxpEjR7Br1y7885//xKRJkwz/kR955BFs3rwZmzdvxm+//YY33ngDly9frnWtPXv24J133sGxY8ewbNkyfPHFF4iMjAQA/N///R9Wr16NI0eO4NSpU/j4449hZ2eHbt263fXXm4iIiIiIiCyPsNXLAcDa2hpz5szBO++8g/LycixatAiPPfYYJk2ahAcffBAnTpzA999/j/bt2xvO+fOf/4yamhqjAjs0NBTV1dUNvs8N3Cye1Wo1Xn31VTz44IM4ffo0pkyZctdttuzt7fH999+jpKQEDz30EJ555hkMGTIE8+fPN4zkjxgxAuPHj8cLL7yAP//5z+jatSuGDRtW61qvvPIKDhw4gD/96U946623kJSUZHgHwcnJCStXrsTgwYMRGBiI7du345tvvoGzs7OEX1UiIiIiIiKyFDL9nS8iS3Rr2L5Hjx53LV7PnTsHDw+Pe+7TlEaMGAFXV1esXbu2Sa9b13N0794dL7/8Ml5++eUmvZeU/wZkmoC05tm6LXey6a8SHP/80yZM0nyu8Z3uZtFS3+kuO3lSdATJlLf9oLgl4TvdzaOlvtOdy3e6ichEAwJ7iI4gXMv8k99E169fx/vvv49Ro0ZBLpfjs88+Myxadr9Qq9XQarWiY1gkjUYjOgIREREREbUyrarolslk+Pbbb/H2229Dq9XCz88PX375JYYPHy46WpPRarUsLomIiIiIiCxEqyq67ezssH37dmH3P3PmjLB7ExERERERUfMTupAaERERERER0f2MRTcRERERERGRmbSq6eXNSSaT4VwzrcpcVVWFkpISrFu3DsXFxc1yT7I8V8/mi45gEodm3K2gqVRdLxcdQbqae9qoQhh7V1fRESTr0LuP6AgmcfLpJDqCZJeP5YmOIJnjAz1FRzBJ7x4tb6V4a7lMdATJ0rb8IjqCSf7Wr+Xt2vB5TqnoCK0GVy9n0W02Xbt2bbZ7abVaaLVaqNVqqNXqZrsvERERERFRc7l27Rrmz5+Pr776CpcuXUKPHj0wb948zJgxw9BHq9XilVdewbp166DT6TBq1CgsX74cnTt3Fpab08uJiIiIiIjI4qlUKmzZsgUff/wxjh49ipdffhlz5szBxo0bDX2ioqLwzTff4IsvvsDu3btx4cIFPP300wJTs+gmIiIiIiIiCxAaGoo5c+Zgzpw5cHR0hIuLCxYsWAC9/uZrcnv37sXkyZMRGhqK7t27IyIiAn379kVWVhYA4MqVK1i9ejWSkpLwyCOPoH///lizZg327t2LjIwMYc9l1unl5y9XoLT8huFz0e/XccXqSoPnNKZPXdq3sUEXp5b3vhEREREREdH9SqfTQafTGbUplUoolco6+6elpWHatGnIysrCgQMHEBERAU9PT4SHh2PQoEHYuHEjXnzxRbi7uyM9PR3Hjh2DRqMBABw8eBCVlZUYPny44Xo9e/aEp6cn9u3bh+DgYPM9aAPMVnSfv1yBR95Nh66q5o4jJxpxdmP6GFNaW2Hnq6GSCu+ioiIkJCRg8+bNKCgogKOjI3x8fPDCCy9g8uTJsLe3l5zjbsz9joGtrS2ioqKa5Fr3m1v/MxIRERERUfNISEhAXFycUVtMTAxiY2Pr7O/h4QGNRgOZTAY/Pz/k5uZCo9EgPDwcKSkpiIiIQNeuXWFtbQ0rKyusXLkSQ4cOBXCzvrOxsYGTk5PRNTt37oyioiJzPF6jmK3oLi2/UUfBbT66qhqUlt9odNF96tQpDB48GE5OTli4cCECAgKgVCqRm5uLFStWoEuXLhg7dmyd51ZWVkKhUJiUMyoqCps3b8YXX3wBR0dHzJkzB08//TT27Nlj0vXulJCQ0CTXISIiIiIiuldqtRoqlcqorb5RbgAIDg6GTPa/3QdCQkKQmJiI6upqpKSkICMjAxs3bkS3bt3www8/YPbs2XB3dzca3bY0rXb18lmzZsHa2hoHDhxAmzZtDO1eXl548sknDe8NADe3/1q+fDm+++477NixA9HR0QgNDcWwYcOwadMmqNVqHDt2DP369cOqVavg7+9f5z1vvWPw6aef4pFHHgEArFmzBr169UJGRoaw6Q5ERERERETm0NBUcim0Wi3eeOMNbNiwAU888QQAIDAwEDk5OXj33XcxfPhwuLq64saNG7h8+bLRaPfFixfhKnAb0la5kNqlS5ewdetWzJ4926jgvt3tP10BgNjYWDz11FPIzc3Fiy++aGiPjo5GYmIi9u/fj44dO2LMmDGorKys85p3e8eAiIiIiIioNcvMzDT6nJGRAV9fX1RXV6OyshJWVsYlrFwuR03NzRnW/fv3h0KhwI4dOwzH8/LykJ+fj5CQEPOHr0erLLpPnDgBvV4PPz8/o3YXFxc4ODjAwcEBr7/+utGxCRMmYOrUqfDy8oKnp6ehPSYmBiNGjEBAQADS0tJw8eJFbNiwoc77Wuo7BkRERERERJYgPz8fKpUKeXl5+Oyzz5CSkoLIyEi0a9cODz/8MKKjo5Geno7Tp0/j//7v//DRRx/hqaeeAgA4Ojpi2rRpUKlU2LVrFw4ePIipU6ciJCRE6KziVju9vC5ZWVmoqanBxIkTa62wN2DAgDrPuf0nJh06dICfnx+OHj1q1pzU/OY8HCY6wl1ZyeWiI5ikx9gnRUeQ7JcV74uOIJlzYF/REUxi36lpFplsTmszL4qOYJIxna6LjiBZTqmN6AiS9b4ofYcWS/DHlQrRESR70NtFdATJpozqJTqCSXKXLRUdQbJJU6eKjmCS3NTloiNI9/RDkrqHhYWhoqICQUFBkMvliIyMREREBABg3bp1UKvVmDhxIkpKStCtWze8/fbbmDFjhuF8jUYDKysrjB8/3mjhapFaZdHt4+MDmUyGvLw8o3YvLy8AgJ1d7cXY6puGLoWlvmNARERERERkCRQKBZKTk5GamlrrmKurK9asWdPg+ba2tli2bBmWLVtmroiStcrp5c7OzhgxYgSWLl2K8vLye7rW7Zusl5aW4tixY+jVq+6fUlrqOwZERERERERkHq1ypBsAli9fjsGDB2PAgAGIjY1FYGAgrKyssH//fvz222/o379/o64THx8PZ2dndO7cGX//+9/h4uKCcePG1dn39ncMOnTogHbt2mHu3LnC3zEgIiIiIiIi82i1Rbe3tzcOHTqEhQsXQq1Wo6CgAEqlEr1798arr76KWbNmNeo6ixYtQmRkJI4fP45+/frhm2++gY1N/e+YWeI7BkRERERERKKlp6eLjmAWZiu627exgdLaCrqqGnPdwojS2grt20hbUMXNzQ0pKSlISUlpsN/te3bfaciQIThy5Eij72mJ7xgQERERERGReZit6O7iZIedr4aitPyGoa3oYhFcOze8YFhj+tSlfRsbdHGqvQCaCAUFBQ0W6k2tqqoKJSUlWLduHcrKyprtvi2NRqMRHYGIiIiIiFoZs04v7+JkZ1QIO9aUwaOLY4PnNKaPpdPr9fDw8Gi2+2m1Wmi1WqjVatja2jbbfYmIiIiIiKhhrfad7nsVGhrarKPZRERERERE1PK0yi3DiIiIiIiIiJoDi24iIiIiIiIiM+H0cqL7hNzOMhYSlKr06K+iI0hm066d6AiSXc77TXQEk5SdOik6gmSd2vcRHcEkndq3ER1BMl1ltegIknl2dBAdwSRdO7W89Xa+3nNcdIRWY/hTT4mOINmZbzeLjmCSTkEDRUcQav369Xj//fdx8OBBlJSU4NChQ+jXr59Rn9DQUOzevduobfr06Xj//febMakxjnQTERERERGRxSsvL8eQIUOwePHiBvuFh4ejsLDQ8PXOO+80U8K6caSbiIiIiIiIhAsNDYW/vz8AYO3atVAoFJg5cybi4+Mhk8kwadIkAMCZM2cavI69vT1cXaVvQ20u92XR3dz7ZN+psrJS2L2JiIiIiIhaqrS0NEybNg1ZWVk4cOAAIiIi4OnpifDw8EZf45NPPsHHH38MV1dXjBkzBgsWLIC9vb0ZUzfMrEX3dV01blTVGD6X35DhcnnDBWlj+tTFxtoK9ko5gObfJ/tO586dE3ZvIiIiIiIiS6HT6aDT6YzalEollEplnf09PDyg0Wggk8ng5+eH3NxcaDSaRhfdEyZMQLdu3eDu7o7Dhw/j9ddfR15eHtavX3/Pz2IqsxXd13XV2JbzB2qMBpwVOPp7yV3ObEyf2qxkwIh+LobCuzGKioqQkJCAzZs3o6CgAI6OjvDx8cELL7yAyZMnm+WnIStWrMCnn36K7OxsXL16FaWlpXBycrrreQ2N3ldVVaGkpATr1q1DWVlZEye+f2g0GtERiIiIiIhalYSEBMTFxRm1xcTEIDY2ts7+wcHBkMlkhs8hISFITExEdXU15PK713oRERGG7wMCAuDm5oZHH30UJ0+ehLe3t2kPcY/MVnTfqKq5o+A2rxr9zXs2tug+deoUBg8eDCcnJyxcuBABAQFQKpXIzc3FihUr0KVLF4wdO7bOcysrK6FQKEzKef36dYwePRqjR4+GWq1u9HkNjd5rtVpotVqo1WrY2tqalIuIiIiIiKipqdVqqFQqo7b6RrnNYeDAmyu+nzhx4v4rui3drFmzYG1tjQMHDqBNm/9tk+Ll5YUnn3zSaFRZJpNh+fLl+O6777Bjxw5ER0cjNDQUw4YNw6ZNm6BWq3Hs2DH069cPq1atgqNj/dtqvPzyywCA9PR0cz0aERERERGRRWhoKnldMjMzjT5nZGTA19e3UaPcdcnJyQEAuLm5mXR+U2iVW4ZdunQJW7duxezZs40K7tvdPqUBAGJjY/HUU08hNzcXL774oqE9OjoaiYmJ2L9/Pzp27IgxY8ZwITUiIiIiIiIT5OfnQ6VSIS8vD5999hlSUlIQGRkJACgpKUFOTg5+/fVXAEBeXh5ycnJQVFQEADh58iTefPNNHDx4EGfOnMHGjRsRFhaGoUOHIjAwUNgztcqi+8SJE9Dr9fDz8zNqd3FxgYODAxwcHPD6668bHZswYQKmTp0KLy8veHp6GtpjYmIwYsQIBAQEIC0tDRcvXsSWLVua5TmIiIiIiIjuJ2FhYaioqEBQUBBmz56NyMhIw3vaGzduxJ/+9Cc88cQTAIDnnnsOf/rTn/D+++8DAGxsbLB9+3aMHDkSPXv2xCuvvILx48fjm2++EfY8QCueXl6XrKws1NTUYOLEibVW2BswYECd54SEhBi+79ChA/z8/HDixAmz5iSqi76qZc6wuHr2rOgIkmkvSV/sUTS5jY3oCCaxaoG5nTya7z21pvTjz/miI0jm5NDyfq13Hz4vOoJJhvi2Fx1BsicHdhMdQbLdvxSJjmCSmhY4y9N7/LOiI5hEV3pJdASzUygUSE5ORmpqaq1jU6ZMwZQpU+o918PDA7t37zZjOtO0yqLbx8cHMpkMeXl5Ru1eXl4AADs7u1rn1DcNnYiIiIiIiKg+rbLodnZ2xogRI7B06VLMnTv3ngrqjIwMw3Tz0tJSHDt2DBEREXfdq7u4uBjAza3Arl69etf78D1xIiIiIiKilqdVFt0AsHz5cgwePBgDBgxAbGwsAgMDYWVlhf379+O3335D//79G3Wd+Ph4ODs7o3Pnzvj73/8OFxcXTJs2DTb1TIksKipCUVGRYT/t0tJSVFVVwdPTEx06dKj3Pncr4omIiIiIiFqy+3WHp1ZbdHt7e+PQoUNYuHAh1Go1CgoKoFQq0bt3b7z66quYNWtWo66zaNEiREZG4vjx4+jXrx+++eabegtuAHj//feNNocfOnQoAGDNmjUNvp9ARERERERELY/Zim4baytYyYAa/d37NgUr2c17SuHm5oaUlBSkpKQ02O/2PbvvNGTIEBw5cqTR94yNjUVsbGyj+zekoKAAer0eVVVVKCkpwbp16wwj6FSbRqMRHYGIiIiIiFoZsxXd9ko5RvRzwY2qGkNbUdFFuLp2bvC8xvSpi421FeyVpm2Y3lLp9Xp4eHhAq9VCq9VCrVbD1tZWdCwiIiIiIiL6L7NOL7dXyo0K4as2eji1UTR4TmP6EBEREREREbUErfad7nsVGhra4LRzIiIiIiIiImkvQRMRERERERFRo3Gku4WQyWS1tg3j3t10u44DHhIdwSQ27RxFR5DMxqnlZS7OzBQdwSRWVS3vz7mh/TxFRzDJim9yRUdoFaYOdhcdwSQ1lVWiI0imvXxZdATJfjt3RXQEkzwc0Et0BMnyt20RHcEkHXr1Fh1BKJlMVmf7O++8g+joaABAdnY2Xn/9dezfvx9yuRzjx49HUlISHBwcmjOqEY50txBdu3aFh4eH0ZdCwXffiYiIiIiodSgsLDT6+vDDDyGTyTB+/HgAwIULFzB8+HD4+PggMzMTW7ZswS+//CJ8a2aOdBMREREREZFwoaGh8Pf3BwCsXbsWCoUCM2fORHx8PGQyGVxdXY36f/311xg2bBi8vLwAAJs2bYJCocCyZctgZXVzfPn9999HYGAgTpw4AR8fn+Z9oP/iSDcRERERERFZhLS0NFhbWyMrKwtLlixBUlISVq1aVavfxYsXsXnzZkybNs3QptPpYGNjYyi4AcDOzg4A8NNPP5k/fD1YdBMREREREZFZ6HQ6lJWVGX3pdLp6+3t4eECj0cDPzw8TJ07E3LlzodFoavVLS0tD27Zt8fTTTxvaHnnkERQVFeFf//oXbty4gdLSUsyfPx/Azanpoph3evnlc8D1S4aPij8uAvJLDZzQuD51sncGnDykn9eC3VpcraqqCiUlJVi3bh3KyspEx7JYdf3PSkRERERE5pOQkIC4uDijtpiYGMTGxtbZPzg42GjBtJCQECQmJqK6uhpyudzQ/uGHH2LixImwtbU1tPXp0wdpaWlQqVRQq9WQy+WYN28eOnfubDT63dzMV3RfPgcs7Q9U/e+nGK4NdJfSp07WSmDOQUmFd1FRERISErB582YUFBTA0dERPj4+eOGFFzB58mTY29ubmqZOJSUliImJwdatW5Gfn4+OHTti3LhxePPNN+HoKH015K5duwIAtFottFot1Gq10W86IiIiIiIikdRqNVQqlVGbUqm8p2v++OOPyMvLw+eff17r2IQJEzBhwgRcvHgRbdq0gUwmQ1JSkuG9bxHMV3Rfv2RUcJtdle7mPRtZdJ86dQqDBw+Gk5MTFi5ciICAACiVSuTm5mLFihXo0qULxo4dW+e5lZWVJq0cfuHCBVy4cAHvvvsuevfujbNnz2LGjBm4cOEC/vOf/0i+HhERERERkSVTKpWSiuzMO7Y5zcjIgK+vr9Eo9+rVq9G/f3/07du33ut07twZwM0RcVtbW4wYMUJi8qbTalcvnzVrFqytrXHgwAG0adPG0O7l5YUnn3wSer3e0CaTybB8+XJ899132LFjB6KjoxEaGophw4Zh06ZNUKvVOHbsGPr164dVq1YZVty7k7+/P7788kvDZ29vb7z99tt44YUXUFVVBWvrVvufg4iIiIiICPn5+VCpVJg+fTqys7ORkpKCxMREw/GysjJ88cUXRm23W7p0KQYNGgQHBwds27YN0dHRWLRoEZycnJrpCWprlQupXbp0CVu3bsXs2bONCu7b3bnxemxsLJ566ink5ubixRdfNLRHR0cjMTER+/fvR8eOHTFmzBhUVlY2OsuVK1fQrl07FtxERERERNTqhYWFoaKiAkFBQZg9ezYiIyMRERFhOL5u3Tro9Xo8//zzdZ6flZWFESNGICAgACtWrMAHH3yAefPmNVf8OrXKSu/EiRPQ6/Xw8/MzandxcYFWqwUAzJ49G4sXLzYcmzBhAqZOnWr4fOrUKQA3FwG4NVUhLS0NXbt2xYYNG/Dss8/eNccff/yBN9980+g3EZGprp49KzqCSdoJfL/GVJfzjomOIJn/jJmiI5ik6nqF6AiSyWpqREcwyV9b3v+KGLymXHQEyZ71Frd67r2QCVyAyFROPXuJjiDZXy9fFh3BJAdP/C46gmRegx8RHcEkV/bvER1BsvY9e0vqr1AokJycjNTU1DqPR0RENFg/ffTRR5Lu1xxa3p+gZpSVlYWcnBz06dOn1jL2AwYMqPOckJAQw/cdOnSAn58fjh49etd7lZWV4YknnkDv3r3rXbmPiIiIiIiIWrZWOdLt4+MDmUyGvLw8o/ZbK9rd2kD9dvVNQzfF1atXMXr0aLRt2xYbNmwwaVE2IiIiIiIisnytcqTb2dkZI0aMwNKlS1Fefm9T0zIyMgzfl5aW4tixY+jVq/7pTGVlZRg5ciRsbGywceNGbvFFREREREQEID09HcnJyaJjNLlWWXQDwPLly1FVVYUBAwbg888/x9GjR5GXl4ePP/4Yv/32m9GS9A2Jj4/Hjh07cOTIEUyZMgUuLi4YN25cnX1vFdzl5eVYvXo1ysrKUFRUhKKiIlRXVzfh0xEREREREZElaJXTy4Gb23UdOnQICxcuhFqtRkFBAZRKJXr37o1XX30Vs2bNqnVOQUGBYSux4uJiAMArr7yCWbNm4cyZM+jduzdWrlyJixcv1nnPffv2Gfad8/HxMTq2Z88eeHg0bo/xO1VVVaGkpATr1q1DWVmZSddoDTQajegIRERERETUypiv6LZ3BqyVQJXu7n2bgrXy5j0lcHNzQ0pKClJSUhrsd6vQPnfunKEwPnnyJADgqaeeMlrVvCEeHh6NWtVcKq1WC61WC7VazenqREREREREFsR8RbeTBzDnIHD9kqTTii5ehGvnztLvZ+98855EREREREREFsK808udPCQXwpXV5wB3Fs9ERERERETU8rXad7rvVWhoqGHaOREREREREVFdWHQT3Sd6jBkrOoJJCvf+JDqCZM4BAaIjSKavaZk/JMz79BPRESTzGD5cdAST6Fx7iI4g2ZQBx0VHkMzOt/5tRS3Z75fvbYtVESqzD4qOIFnx/izREUyy3TFEdATJZts107pTTazy2lXREYRav3493n//fRw8eBAlJSU4dOgQ+vXrZzh+5swZ9OhR999n//73v/HXv/61mZIaa7VbhhEREREREVHLUV5ejiFDhmDx4sV1Hvfw8EBhYaHRV1xcHBwcHPDYY481c9r/4Ug3ERERERERCRcaGgp/f38AwNq1a6FQKDBz5kzEx8dDJpNh0qRJAG6OaNdFLpfD1dXVqG3Dhg149tln4eDgYNbsDWkRRfft+2M3RmVlpRnTEBERERERkTmkpaVh2rRpyMrKwoEDBxAREQFPT0+Eh4dLvtbBgweRk5ODZcuWmSFp47WIoluv1xv2x26Mc+fOmTENERERERERNYZOp4NOZ/wOvVKphFKprLO/h4cHNBoNZDIZ/Pz8kJubC41GY1LRvXr1avTq1QuDBg0yKXtTaRFFN91daWkp1q1bh7KyMtFRLJZGoxEdgYiIiIioVUlISEBcXJxRW0xMDGJjY+vsHxwcDJlMZvgcEhKCxMREVFdXQy6XN/q+FRUV+PTTT7FgwQKTcjcl8xbd2svADWmrXSq0vwNlVndtq8WmDWDrJC3ffUSv10OtVsPW1lZ0FCIiIiIiIgCAWq2GSqUyaqtvlLsp/ec//8H169cRFhZm9nvdjfmKbu1lYG8iUFMl6TRXADh797ZarKyBQa9IKryLioqQkJCAzZs3o6CgAI6OjvDx8cELL7yAyZMnw97eXlL2xpg+fTq2b9+OCxcuwMHBAYMGDcLixYvRs2fPJr8XERERERGRSA1NJa9LZmam0eeMjAz4+vpKGuUGbk4tHzt2LDp27CjpPHMwX9F9o1xywX1Paqpu3rOBovv2BdnOnj2Lp59+Go6OjlCpVOjZsydsbGyQl5eHTz/9FDY2Nhg5cqTR+bcWaKusrIRCoTApZv/+/TFx4kR4enqipKQEsbGxGDlyJE6fPi35NxIREREREdH9JD8/HyqVCtOnT0d2djZSUlKQmJgIACgpKUF+fj4uXLgAAMjLywMAuLq6Gq1afuLECfzwww/49ttvm/8B6tCq3um+fUG28PBwKJVK5OTkoE2bNoY+Q4YMwbRp06DX6w3vEshkMixfvhzr16/H3r17ER0djdDQUAwbNgybNm2CWq3GsWPH0K9fP6xatcqwzH1dIiIiDN93794db731Fvr27YszZ87A29vbTE9ORERERERk+cLCwlBRUYGgoCDI5XJERkYaaqiNGzdi6tSphr7PPfccgNrviH/44Yfo2rVrrUFUUVpV0X3LpUuXsHXrVixcuNCo4L7d7S/vA0BsbCxee+01fPDBB7C2tsapU6cAANHR0ViyZAlcXV2hUqnw+OOPIz09vVEj4devX8d7771n+EGAqauuV1VVoaamxqRz6f5xvahIdASTWNvX/f+gJau8dk10BMmO//tz0RFMo295f7adV4qfxmYKeblWdATJ/jKwq+gIkilrWua2phd+vyo6gmTuf/whOoJkriFiV1g2VeHeG6IjSGZlbdqsVdEUDm1FRzA7hUKB5ORkpKam1jo2ZcoUTJky5a7XWLhwIRYuXGiGdKZplUX3iRMnoNfr4efnZ9Tu4uICrfbmPzpmz56NxYsXG45NmDABzz77rKFAvlV0x8TEYMSIEQCApKQkDBw4EAcOHMCzzz5b7/2XL1+O1157DeXl5fDz88OuXbvuaZRbq9UaplgQERERERGR5bjLkuCtS1ZWFnJyctCnT59ae8kNGDCgznNCQkIM3zs5OcHPzw9Hjx5t8D4TJ07EoUOHsHv3bjzwwAN49tlnDcU+ERERERER3T9a5Ui3j48PZDKZ4cX7W7y8vAAAdnZ2tc6pbxq6KRwdHeHo6AhfX18EBwejffv22LBhA55//vkmuwcREREREVFLkp6eLjqCWbTKkW5nZ2eMGDECS5cuRXm5tH3E75SRkWH4/vLlyzh27Bh69erV6PP1ej30en2tkXUiIiIiIiJq+VrlSDdw873qwYMHY8CAAYiNjUVgYCCsrKywf/9+/Pbbb+jfv3+jrhMfHw9nZ2d07twZr7zyClxcXDBu3Lg6+546dQqff/45Ro4ciY4dO6KgoACLFi2CnZ0dHn/88Xt6HplMhoSEBJSVld3Tde5nGo1GdAQiIiIiImplWm3R7e3tjUOHDmHhwoVQq9UoKCiAUqlE79698eqrr2LWrFmNus6iRYsQGRmJ48ePo3fv3vjmm29gY2NTZ19bW1v8+OOPSE5ORmlpKTp37oyhQ4di79696NSp0z09T/v27aFWq2Fra3tP1yEiIiIiIqKmY76i26YNYGUN1FSZ7RZGrKxv3lMCNzc3pKSkICUlpcF+er0eQN1beg0ZMgRHjhwxHL+1unld3N3dLWaDdiIiIiIiIjI/8xXdtk7AoFeAG9LemS66eBGunTvfta0WmzY370lERERERERkIcw7vdzWSXIhXHmlBmjX5a5tRERERERERJau1b7Tfa9CQ0MN086JLMG18wWiI5jkwg+7RUeQzD8qWnQEydp17y46gkmOrlkjOoJkbiezRUcwic2AP4uOINk/PjosOoJkcRP9RUcwSR+ve1t7RoSLv1wWHUGyTo+MFB3BJAk9W96/ia2vt8zFh7sMe0R0BKGuXbuG+fPn46uvvsKlS5fQo0cPzJs3DzNmzAAAlJSUICYmBlu3bkV+fj46duyIcePG4c0334Sjo6Ow3Cy6JZDJZHW+131LZWVlM6YhIiIiIiJqPVQqFXbu3ImPP/4Y3bt3x9atWzFr1iy4u7tj7NixuHDhAi5cuIB3330XvXv3xtmzZzFjxgxcuHAB//nPf4TlZtEtQdeuXRs83lBBTkRERERERPULDQ2Fv//NGUFr166FQqHAzJkzER8fD5lMhr1792Ly5MkIDQ0FAEREROCDDz5AVlYWxo4dC39/f3z55ZeG63l7e+Ptt9/GCy+8gKqqKlhbiyl/rYTclYiIiIiIiOgOaWlpsLa2RlZWFpYsWYKkpCSsWrUKADBo0CBs3LgR58+fh16vx65du3Ds2DGMHFn/qxlXrlxBu3bthBXcAEe6iYiIiIiIyEx0Oh10Op1Rm1KphFKprLO/h4cHNBoNZDIZ/Pz8kJubC41Gg/DwcKSkpCAiIgJdu3aFtbU1rKyssHLlSgwdOrTOa/3xxx948803ERER0eTPJQWLbjMqKCholsXWqqqqUFJSgnXr1qGsrGUuCtEcNBqN6AhERERERK1KQkIC4uLijNpiYmIQGxtbZ//g4GDIZDLD55CQECQmJqK6uhopKSnIyMjAxo0b0a1bN/zwww+YPXs23N3dMXz4cKPrlJWV4YknnkDv3r3rvVdzYdFtRnq9Hh4eHma/j1arhVarhVqthq2trdnvR0RERERE1BhqtRoqlcqorb5R7oZotVq88cYb2LBhA5544gkAQGBgIHJycvDuu+8aFd1Xr17F6NGj0bZtW2zYsAEKheLeHuIembXoLrxWiFJdqaRzLl69iKuXrt617U7tle3h5uAmOSMRERERERGZR0NTyeuSmZlp9DkjIwO+vr6orq5GZWUlrKyMlyWTy+WoqakxfC4rK8OoUaOgVCqxceNGixiUNFvRXXitEH/56i+4UX3DXLcwYiO3waZxmyQV3kVFRUhISMDmzZtRUFAAR0dH+Pj44IUXXsDkyZNhb29vtrx6vR6PP/44tmzZgg0bNmDcuHFmuxcREREREVFLkJ+fD5VKhenTpyM7OxspKSlITExEu3bt8PDDDyM6Ohp2dnbo1q0bdu/ejY8++ghJSUkAbhbcI0eOxPXr1/Hxxx+jrKzM8Pptx44dIZfLhTyT2YruUl1psxXcAHCj+gZKdaWNLrpPnTqFwYMHw8nJCQsXLkRAQACUSiVyc3OxYsUKdOnSBWPHjq3z3MrKynueopCcnGz0rgIREREREVFrFxYWhoqKCgQFBUEulyMyMtKwENq6deugVqsxceJElJSUoFu3bnj77bcxY8YMAEB2drZhpNzHx8fouqdPn0b37t2b9VluabXvdM+aNQvW1tY4cOAA2rRpY2j38vLCk08+abQAmkwmw/Lly/Hdd99hx44diI6ORmhoKIYNG4ZNmzZBrVbj2LFj6N27Nz766CPD3nL1ycnJQWJiIg4cOAA3N06Jp6Zx5ptvREcwSVtP86970NRKcw6KjiDZ9aJC0RFMYtfRRXQEybo+MvzunSyQrrREdATJQns7io4gmcPVYtERTKJw7C46gmTeTz8jOoJk+qrmG7BqSt/nXBAdQbL2baW/U2wJyo5fFh1Bsscf7iOpv0KhQHJyMlJTU2sdc3V1xZo1a+o9NzQ0tFkWspaqVe7TfenSJWzduhWzZ882Krhvd+codGxsLJ566ink5ubixRdfNLRHR0cjMTER+/fvR4cOHTBmzBhUVlbWe+/r169jwoQJWLZsGVxdXZvmgYiIiIiIiMgitcqi+8SJE9Dr9fDz8zNqd3FxgYODAxwcHPD6668bHZswYQKmTp0KLy8veHp6GtpjYmIwYsQIBAQEQKPRoKioCCtXrsS5c+fqLL6joqIwaNAgPPnkk+Z5OCIiIiIiIrIYrXZ6eV2ysrJQU1ODiRMn1trAfcCAAXWeExISYvg+ICAAPXv2xO+//w4PDw+cO3fOqO/GjRuxc+dOHDp0qOnDExERERERtWDp6emiI5hFqxzp9vHxgUwmQ15enlG7l5cXfHx8YGdnV+uc+qahS7Fz506cPHkSTk5OsLa2hrX1zZ95jB8/HqGhofd8fSIiIiIiIrIsrXKk29nZGSNGjMDSpUsxd+7ceyqoMzIyDNPNS0tLcezYMfTq1avOvvPnz8dLL71k1HZrWvqYMWNq9S8oKGjUQgBVVVUoKSnBunXrDEviU20ajUZ0BCIiIiIiamVaZdENAMuXL8fgwYMxYMAAxMbGIjAwEFZWVti/fz9+++039O/fv1HXiY+Ph7OzMzp37oy///3vcHFxqXfPbVdX1zoXT/P09ESPHj1qtev1enh43H1lZ61WC61WC7VabRGbvxMREREREdFNrbbo9vb2xqFDh7Bw4UKo1WoUFBRAqVSid+/eePXVVzFr1qxGXWfRokWIjIzE8ePH0a9fP3zzzTewsbExc3oiIiIiIiJqCcxWdLdXtoeN3AY3qptnv0EbuQ3aK9tLOsfNzQ0pKSlISUlpsF9DU7yHDBmCI0eOSLpvY69NRERERERELZvZim43BzdsGrcJpbpSSeddvHgRnTt3vmvbndor28PNwU1yTiIiIiIiIiJzMev0cjcHN8mFcNvrbeHh7HHXtpZAJpPV2jZMirr2+Saqj+vgQaIjmOTa2XzRESSz7dBBdATJijMzRUcwiX0d62BYPJlMdAKTXPrlF9ERJKu44SI6gmR2nrXXcGkJ0ra0vN8f00b3Fh1BMl0LXRD3/KXroiNINqhjy5xt2qZbJ9ERLMaMGTPwwQcfQKPR4OWXXza0Hzt2DNHR0dizZw9u3LiBwMBAvPnmmxg2bJiwrK32ne57FRoaetep4V27dr2ne9xLwU5ERERERHQ/2rBhAzIyMuDu7l7r2F/+8hf4+vpi586dsLOzQ3JyMv7yl7/g5MmTdS5q3Rzuy6K7vhFmjhwTERERERFZptDQUPj7+wMA1q5dC4VCgZkzZyI+Ph6y/84kO3/+PObOnYvvv/8eTzzxhNH5f/zxB44fP47Vq1cjMDAQwM2Fr5cvX44jR46w6G5K9Y0wc+SYiIiIiIjIcqWlpWHatGnIysrCgQMHEBERAU9PT4SHh6OmpgaTJk1CdHQ0+vTpU+tcZ2dn+Pn54aOPPsKDDz4IpVKJDz74AJ06dWr0ltDmcF8W3URERERERCSeTqeDTqczalMqlVAqlXX29/DwgEajgUwmg5+fH3Jzc6HRaBAeHo7FixfD2toa8+bNq/NcmUyG7du3Y9y4cWjbti2srKzQqVMnbNmyBe3bS9vpqimx6LZgjV2IraqqCiUlJVi3bh3KWugCHM1Bo9GIjkBERERE1KokJCQgLi7OqC0mJgaxsbF19g8ODjZMJQeAkJAQJCYm4uDBg1iyZAmys7ONjt9Or9dj9uzZ6NSpE3788UfY2dlh1apVGDNmDPbv3w83NzG7XbHotmCNXYhNq9VCq9VCrVbD1tbWzKmIiIiIiIgaR61WQ6VSGbXVN8rdkPT0dBQXF8PT09PQVl1djVdeeQXJyck4c+YMdu7ciU2bNqG0tBTt2rUDACxfvhzbtm1DWloa5s+ff28PYyIW3URERERERGQWDU0lr0vmHducZmRkwNfXF1OmTMGoUaOMjo0aNQqTJk3C1KlTAQDXr9/cvs7Kysqon5WVFWpqakyJ3yTMWnRfrSqDtrpC0jlX9CWw1dncte1OtnI7tLVuJzkjERERERERWYb8/HyoVCpMnz4d2dnZSElJQWJiIpydneHs7GzUV6FQwNXVFX5+fgBuTkVv3749Jk+ejH/+85+ws7PDypUrcfr06VornTcnsxXdV6vK8HnBKlSjWvrJhY1su40ccvyt60uSCu+ioiIkJCRg8+bNKCgogKOjI3x8fPDCCy9g8uTJsLe3l5a7EUJDQ7F7926jtunTp+P9999v8nsRERERERG1JGFhYaioqEBQUBDkcjkiIyMRERHRqHNdXFywZcsW/P3vf8cjjzyCyspK9OnTB19//TX69u1r5uT1M1vRra2uMK3gNlE1qqGtrmh00X3q1CkMHjwYTk5OWLhwIQICAqBUKpGbm4sVK1agS5cuGDt2bJ3nVlZWQqFQmJw1PDwc8fHxhs/mKO6p9bGSy0VHMImirYPoCJJty68SHUGy3nZ2oiOYxLpNG9ERJKtG3Yu7WDrnQUNFR5Cs/d4ToiNItvGn46IjmGTiABfREST7/dBB0REkq6luvn87N6WnurW8P6u3F7TMX+t+OVtER5DM74XJkvorFAokJycjNTX1rn3PnDlTq23AgAH4/vvvJd3T3FrtO92zZs2CtbU1Dhw4gDa3/aPOy8sLTz75JPR6vaFNJpNh+fLl+O6777Bjxw5ER0cjNDQUw4YNw6ZNm6BWq3Hs2DH069cPq1atMmzoXh97e3thG7MTERERERFR87G6e5f7z6VLl7B161bMnj3bqOC+3Z3L0MfGxuKpp55Cbm4uXnzxRUN7dHQ0EhMTsX//fnTs2BFjxoxBZWVlg/f/5JNP4OLiAn9/f6jVasML/0RERERERHR/aZUj3SdOnIBerze8cH+Li4sLtFotAGD27NlYvHix4diECRMMq+IBN6enAzf3mBsxYgQAIC0tDV27dsWGDRvw7LPP1nnvCRMmoFu3bnB3d8fhw4fx+uuvIy8vD+vXr2/SZyQiIiIiImpJ0tPTRUcwi1ZZdNcnKysLNTU1mDhxInQ6ndGxAQMG1HlOSEiI4fsOHTrAz88PR48erfcety8CEBAQADc3Nzz66KM4efIkvL297/EJiIiIiIiIyJK0yqLbx8cHMpkMeXl5Ru1eXl4AALs6Fhyqbxq6KQoKCgzvjHfp0gUAsG/fPtjYNLwtWn2qqqpQUlKCdevWoaysrMly3m80Go3oCERERERE1Mq0yqLb2dkZI0aMwNKlSzF37tx7KqgzMjLg6ekJACgtLcWxY8fQq1evBs/R6/Xw8PAAAOzZswcAEBgYaGiTSqvVQqvVQq1Ww9bW1qRrEBERERERUdNrlUU3ACxfvhyDBw/GgAEDEBsbi8DAQFhZWWH//v347bff0L9//0ZdJz4+Hs7OzujcuTP+/ve/w8XFBePGjauz78mTJ/Hpp5/iwQcfRHV1NQ4fPoyoqCgMHToUgYGBTfh0REREREREZAlabdHt7e2NQ4cOYeHChVCr1SgoKIBSqUTv3r3x6quvYtasWY26zqJFixAZGYnjx4+jX79++Oabb+qdJm5jY4Pt27cjKSkJFRUV8PDwwPjx4/GPf/yjKR+NiIiIiIiILITZim5buR3kkKMazbPxvBxy2Mprv4vdEDc3N6SkpCAlJaXBfrfv2X2nIUOG4MiRI426n4eHB3bv3o1z586ZPJWciIiIiIiIWg6zFd1trdvhb11fgra6QtJ5Fy8WoXNn17u23clWboe21u0k5yS6X9RUVomOYJKq69L+jLAEf25zRXQEycqdO4iOYJIrx46JjiDZHz0eFB2h1ejuyr/3m8uvl0UnMEHbljfA0eXyGdERTCKTyURHkKyl/vmhO35ZdAShYmNjsW7dOpw7dw42Njbo378/3n77bQwcONDQp3v37jh79qzReQkJCZg/f35zxzUw6/TyttbtJBfCWtkNdFR2vmsbERERERERtR4PPPAAli5dCi8vL1RUVECj0WDkyJE4ceIEOnbsaOgXHx+P8PBww+e2bduKiGvQat/pbsjtW3rVx9vbG/n5+bh69SquXr0q6fqVlZX3Eo+IiIiIiOi+ExoaCn9/fwDA2rVroVAoMHPmTMTHx0Mmk2HChAlG/ZOSkrB69WocPnwYjz76qKG9bdu2cHVteKZ0c2LRXYfbt/Qyh3Pnzpnt2kRERERERC1VWloapk2bhqysLBw4cAARERHw9PQ0GrkGgBs3bmDFihVwdHRE3759jY4tWrQIb775Jjw9PTFhwgRERUXB2lpc6cuim4iIiIiIiMxCp9NBp9MZtSmVSiiVyjr7e3h4QKPRQCaTwc/PD7m5udBoNIaie9OmTXjuuedw/fp1uLm5Ydu2bXBxcTGcP2/ePDz44IPo0KED9u7dC7VajcLCQiQlJZnvIe+CRbeFaMyU9vpUVVWhpKQE69atQ1lZWRMnu39oNBrREYiIiIiIWpWEhATExcUZtcXExCA2NrbO/sHBwUaL84WEhCAxMRHV1dWQy+UYNmwYcnJy8Mcff2DlypV49tlnkZmZiU6dOgEAVCqV4dzAwEDY2Nhg+vTpSEhIqLfQNzcW3RbiXqa0a7VaaLVaqNVq2NraNnEyIiIiIiIi06jVaqNCGMA9Fb9t2rSBj48PfHx8EBwcDF9fX6xevRpqtbrO/gMHDkRVVRXOnDkDPz8/k+97L1h0ExERERERkVk0NJW8LpmZmUafMzIy4OvrC7lcXmf/mpqaWtPXb5eTkwMrKyvDSLgILLqJiIiIiIjIIuTn50OlUmH69OnIzs5GSkoKEhMTUV5ejrfffhtjx46Fm5sb/vjjDyxbtgznz5/HX//6VwDAvn37kJmZiWHDhqFt27bYt28foqKi8MILL6B9+/bCnsmsRXflhQuoKi2VdE71xYuouOO95Lra7mTdvj0U7u6SMxIREREREZFlCAsLQ0VFBYKCgiCXyxEZGYmIiAjodDr89ttvSEtLwx9//AFnZ2c89NBD+PHHH9GnTx8AN0fV161bh9jYWOh0OvTo0QNRUVG1prc3N7MV3ZUXLuDk6Megv3FD8rlnGtl2O5mNDby3fCep8C4qKkJCQgI2b96MgoICODo6wsfHB0888QRefvll2NvbS0jdeNnZ2Xjuuedw6NAhyOVy9O7dG2vWrDHLvaj1aNejh+gIJqm8Jm2fe0tQU10tOoJkTn49RUcwSU1lpegIknn5ipu+di/2HDkvOoJkfX0tZw/Wxso7+4foCCbp19VBdATJrp5veb+nC3NzRUcwid+L4XfvZGH+9e4+0RFMstj//h9kVCgUSE5ORmpqqlG7ra0t1q9f3+C5Dz74IDIyMswZzyRmK7qrSktNKrhNpb9xA1WlpY0uuk+dOoXBgwfDyckJCxcuREBAAJRKJXJzc/Hee+/B398fY8eOrfPcyspKKBQKk3Lu27cPYWFhUKvVWLFiBaytrfHzzz/DxsbGpOsRERERERGR5Wq173TPmjUL1tbWOHDgANq0aWNo9/LywoMPPoiuXbsa2mQyGZYvX47vvvsOO3bsQHR0NEJDQzFs2DBs2rQJarUax44dQ79+/bBq1Sr4+/vXe9+oqCjMmzcP8+fPN7T5+fnh3Llz5nlQIiIiIiIiEsZKdAARLl26hK1bt2L27NlGBfftbt8bDgBiY2Px1FNPITc3Fy+++KKhPTo6GomJidi/fz86duyIMWPGoLKe6ZDFxcWGPeQGDRqEzp074+GHH8ZPP/3UdA9HRERERETUAqWnpyM5OVl0jCbXKovuEydOQK/X19qnzcXFBQ4ODujZsydef/11o2MTJkzA1KlT4eXlBU/P/2/vzuOiqhf/j7+HYZhhERRQQcUUMdxQTPKichMz1Ba3+ra572Ybxlf0O1pfcMklQ/SHqXk1L2VGdcuuYlaGcisLURHDLkK4JKhoAorbIMv5/eG3uU4MyAzMOfNx3s/Hw8fDOefMOa/xOt4+nHM+p71xeVxcHKKiohASEoLk5GRcuHAB27dvN3vckydPArg9gJ8+fTq++uorPPDAAxg8eDBOnTrVxJ+SiIiIiIiIlOawl5ebk5mZiZqaGjz99NO1nvUWFhZm9j39+vUz/t7b2xvBwcHIzc01u21NTQ0AYObMmZg8eTIAoHfv3khLS8Mnn3yCjlZOhFVVVYXS0lKkpKSg/C6zvDuyxMREpROIiIiIiMjBONSgW6VSobCwEK6urlCpVDhw4IDJYPqPydHMPby9rsvQLeHv7w8A6Natm8nyrl27oqysDAEBAVbt12AwwGAwQK/XQ6fTNbqTiIiIiIiImoZDXV7erl07BAQEoGfPnoiKisLWrVvh7e2NgIAAk19/cRxMqwAARE5JREFUvp+7PndOSV9WVob8/Hx07drV7LYdOnRAmzZtkJeXZ7I8Pz8f9913n3UfioiIiIiIiOyWQ53pvtO6deswYMAAhIWFIT4+Hj179oSTkxMOHjyIEydOoH///g3az6JFi+Dj44PWrVtjwYIF8PX1xahRo8xuq1KpEBsbi7i4OPTq1QuhoaFITk7G8ePH8Y9//KMJPx0RERERERHZA4cddHfq1AlHjhzB0qVLodfrUVRUBK1Wi27dumHGjBmYP39+g/azfPlyREdH49dff0VoaCh27txZ7zO3Z8+eDYPBgNdeew2lpaXo1asX9uzZg06dOjXVRyMiIiIiIiI7YbNBt3OLFlC5uEC6dctWhzChcnGBc4sWFr3H398fSUlJSEpKMlleWFgINzc342tJkurcR0REBI4dO2bRcf/nf/7H5DndRE2hymBQOsEqV3pFKp1gseqD3yidYDHv7j2UTrDK1d9+UzrBYlm/XlQ6wSquWo3SCRbLP1OidILFLLmFzZ6c279f6QSLVd24rnSCxdzbtFE6wSrZvxYrnWCx2JHWTWCstMqcQqUTFBUfH4+UlBQUFhbCxcUFffr0wZtvvom//OUvxm2ysrIwb948HDx4EGq1Gk899RRWrVoFDw8PxbptNujWtGmDTl/tRlVZWaP3deHCBbRu3brebZxbtIBG0H+oiIiIiIiIqH73338/1q5di8DAQNy8eROJiYkYMmQICgoK0LJlS5w7dw6PPPIInn32Waxduxbl5eWYPXs2Jk2apOjtvDa9vFzTpk2TDITVnp5wtXJmbyIiIiIiIrJ/kZGR6NHj9tV5H3zwATQaDWbNmoVFixZBpVJhzJgxJtuvWrUKmzdvxs8//4zBgwcjNTUVGo0G77zzDpycbs8ZvmHDBvTs2RMFBQUICgqS/TMBDjZ7eVOKjIyEJElo3ry50ilERERERET3hOTkZDg7OyMzMxNr1qzBqlWrsGnTplrb3bp1Cxs3boSXlxd69eoFAKioqICLi4txwA0Arq6uAIAffvhBng9gBgfdREREREREZBMVFRUoLy83+VVRUVHn9gEBAUhMTERwcDDGjh2LV155BYmJicb1qamp8PDwgE6nQ2JiIvbs2QNfX18AwMMPP4zi4mKsXLkSt27dQllZmXEurfPnz9v2g9bDYWcvV0pRUVG9E7NZo6qqCqWlpUhJSUF5eXmT7vtecueXlYiIiIiIbG/ZsmVYuHChybK4uDjEx8eb3T48PNxk0sl+/fohISEB1dXVUKvVGDRoELKzs3Hp0iX87W9/wzPPPIMDBw6gVatW6N69O5KTkxETEwO9Xg+1Wo1XX30VrVu3Njn7LTcOumUmSRICmvj+dIPBAIPBAL1eD51O16T7JiIiIiIispZer0dMTIzJMq1Wa/X+3N3dERQUhKCgIISHh6Nz587YvHkz9Ho9AGDMmDEYM2YMLly4AHd3d6hUKqxatQqBgYGN+hyNwUE3ERERERER2YRWq7VokH3gwAGT1xkZGejcuTPUarXZ7Wtqasxerv7H06/ee+896HQ6REVFWVDdtDjoJiIiIiIiIrtw5swZxMTEYObMmcjKykJSUhISEhJw/fp1vPnmmxgxYgT8/f1x6dIlvPPOOzh79iyefvpp4/vXrl2L/v37w8PDA3v27EFsbCyWL1+u6ATYHHQTERERERGRXZgwYQJu3ryJvn37Qq1WIzo6GjNmzEBFRQWOHz+O5ORkXLp0CT4+PnjwwQfx/fffo3v37sb3Z2ZmIi4uDteuXUOXLl3w7rvvYvz48Qp+IlsPuq9eBQyGRu9Gc+UKcLd7lXU6oFmzRh8LAFQqFQoLC5tkX39WWVlpk/0StejcWekEq7g6uyqdYDEnz0eUTrBY4Z49SidYJWDIUKUTLKaquqR0glU8O3RUOsFiajc3pRMsdr7kutIJVvH26aN0gsVO70pVOsFibn7uSidYZVfmWaUTHMZTN0qVTrA5jUaD1atXY/369SbLdTodPv/887u+//3337dVmtVsN+i+ehX4+COgurrRu/JryEZqNfDs8xYNvIuLi7Fs2TLs2rULRUVF8PLyQlBQEMaNG4eJEyfCrYn/z/z06dPo1KmT2XWffPKJyWURREREREREJD7bDboNhiYZcDdYdfXtYzZw0H3y5EkMGDAAzZs3x9KlSxESEgKtVoucnBxs3LgRbdu2xYgRI8y+t7KyEhqNxuLEgIAAHDp0CG3btjUu27hxI1auXIlHH33U4v0RERERERGRfXPYe7pffPFFODs749ChQ3B3/8+lPIGBgRg5cqTJs7RVKhXWrVuH3bt3Iy0tDbGxsYiMjMSgQYOQmpoKvV6P/Px8hIaGYtOmTejRo4fZY6rVarRq1Qp+fv85d799+3Y888wz8PDwsN2HJSIiIiIisnPp6elKJ9iEck8IV1BJSQm++eYbvPTSSyYD7jvd+UB2AIiPj8fo0aORk5ODKVOmGJfHxsYiISEBBw8eRMuWLTF8+PAG37d9+PBhZGdnY+rUqdZ/GCIiIiIiIrJbDnmmu6CgAJIkITg42GS5r68vDP838dtLL72EFStWGNeNGTMGkydPNr4+efIkACAuLs74zLfk5GS0a9fOePbanDsnaVuzZg2CgoIQEBDQqInbqqqqUFpaipSUFJSXl1u9n3tdYmKi0glERERERORgHHLQXZfMzEzU1NRg7NixtR6wHhYWZvY9/fr1M/7e29sbwcHByM3NrfMY7dq1AwDcvHkTO3bswBtvvIGAgIBGdRsMBhgMBuj1eujuNss7ERERERERycYhB91BQUFQqVTIy8szWR4YGAgAcHWt/Qijui5Dt9Y//vEP3LhxAxMmTGjS/RIREREREZH9cMh7un18fBAVFYW1a9fi+vXGPS8zIyPD+PuysjLk5+eja9eud33f5s2bMWLECLRs2bJRxyciIiIiIiL75ZCDbgBYt24dqqqqEBYWho8//hi5ubnIy8vD1q1bcfz4cajV6gbtZ9GiRUhLS8OxY8cwadIk+Pr6YtSoUfW+p6CgAN999x2mTZvWBJ+EiIiIiIiI7JVDXl4OAJ06dcKRI0ewdOlS6PV6FBUVQavVolu3bpgzZw5efPHFBu1n+fLliI6Oxq+//orQ0FDs3LkTLi4u9b7nvffeQ7t27TBkyJCm+Cgkg5kFpfIcqIP1b7119WqTZchJ43JL6QSL5X36idIJFvu8+V+VTrDKMz/9qHSCxTpOFPMHquUVDXvyhj3RnPlN6QSLeTbwh/r2xtC8ldIJFvPp2UvpBIsZLv2udIJVZtwv3r8fzoLOg7T26INKJ1jMVt/EF154Ae+++y4SExMxe/ZsALcfOTZo0CCz22dmZuLBB5X587PdoFunA9RqoLraZocwoVbfPqYF/P39kZSUhKSkpHq3u/OZ3X8WERGBY8eOWXTcpUuXYunSpRa9h4iIiIiIiIDt27cjIyMDbdq0MVnev39/nD9/3mTZG2+8gbS0tDonxpaD7QbdzZoBzz4P/N8juBqj+MIF+LVuXf9GOt3tYxIREREREZFwIiMj0aNHDwDABx98AI1Gg1mzZmHRokVQqVQAgLNnz+KVV17B119/jccff9zk/S4uLvDz8zO+rqysxD//+U+88sorxvcrwbaXlzdr1iQD4UqDAeCEY0RERERERPe05ORkTJ06FZmZmTh06BBmzJiB9u3bY/r06aipqcH48eMRGxuL7t2733VfO3bsQElJCSZPnixDed0c9p7uxoqMjKz3snMiIiIiIiJHV1FRgYqKCpNlWq0WWq3W7PYBAQFITEyESqVCcHAwcnJykJiYiOnTp2PFihVwdnbGq6++2qBjb968GUOHDkW7du0a/Tkaw+EH3UVFRcIPnquqqlBaWoqUlBSUl5crnWO3EhMTlU4gIiIiInIoy5Ytw8KFC02WxcXFIT4+3uz24eHhJpeC9+vXDwkJCTh8+DDWrFmDrKysBl0qXlRUhK+//hqffKL8BLgOP+iWJAkBAQFKZzSKwWCAwWCAXq+HTtCZGImIiIiI6N6j1+sRExNjsqyus9z1SU9Px8WLF9G+fXvjsurqavz3f/83Vq9ejdOnT5tsv2XLFvj4+GDEiBFWdTclhx90ExERERERkW3Udym5OQcOHDB5nZGRgc6dO2PSpEkYOnSoybqhQ4di/Pjxte7ZliQJW7ZswYQJE6DRaKyPbyIcdBMREREREZFdOHPmDGJiYjBz5kxkZWUhKSkJCQkJ8PHxgY+Pj8m2Go0Gfn5+CA4ONlm+d+9enDp1CtOmTZMzvU4cdBMREREREZFdmDBhAm7evIm+fftCrVYjOjoaM2bMsGgfmzdvRv/+/dGlSxcbVVqGg26ie8SpHTuUTrCKk4uL0gkOIap3a6UTrOJ62l/pBItl5Z1XOsGBiPefMV1UZUonWEUqLVU6wWI6b2+lEywmYjMAXD3zm9IJFstzU3Y2a2tF9Va6wPY0Gg1Wr16N9evX33XbP9/H/Ydt27Y1cVXj2PT/ra6WGmC4Vtno/VwuNkAnXa13G52HBs28OYkYERERERER2Q+bDbqvlhrw4f9moLqqpon2WFjvWrWzE8YuCrdo4F1cXIy4uDh89913KCoqgpeXF4KCgjBu3DhMnDgRbm5ujY02e8zY2Fjs2bMHV69eRXBwMBYsWICnnnqqyY9FREREREREyrLZoNtwrbIJB9x3V11VA8O1ygYPuk+ePIkBAwbAw8MDS5cuRUhICLRaLXJycrBx40a0bdu2zunlKysrrZ4Fb8KECbh8+TJ27NgBX19fbNu2Dc888wwOHTqE3r0d4HoRIiIiIiIiM9LT05VOsAnxboaqR3FxMQyqyw3adsqUKVCpVNi+fTt69OhhXB4YGIiRI0dCkiTjMpVKhXXr1mH37t1IS0tDbGwsIiMjMWjQIKSmpkKv1yM/Px+hoaHYtGmTyf7+7Mcff8T69evRt29fAMDrr7+OxMREHD58mINuIiIiIiKie8w9Nej28/NDy4Bmd92upKQE3333HZYuXQovLy+z26hUKpPX8fHxWL58OVavXg1nZ2ecPHkSABAbG4s1a9bAz88P8+fPx2OPPYb09PQ6z4Q/8MAD+Pvf/47Q0FB4enoiNTUVN2/eRHBwMAoL67+Evi5VVVUoLS1FSkoKysvLrdqHI0hMTFQ6gYiIiIiIHMw9NehuqIKCAkiSVOt5br6+vjAYDACAl156CStWrDCuGzNmjMlD1/8YdMfFxSEqKgoAkJycjLZt2+LQoUN45plnzB57x44dePbZZ9GzZ084OzvDzc0NX3zxBf76179a/XkMBgMMBgP0ej10Ok4mR0REREREZC8cctBdl8zMTNTU1GDs2LGoqKgwWRcWFmb2Pf369TP+3tvbG506dUJubm6dx3jjjTdw+fJlfPvtt/D19cUXX3yBZ555Bt9//z1CQkKa5oMQERERERGRXXDIQXdQUBBUKhXy8vJMBtOBgYEAAFdX11rvcXd3b/RxT5w4gbVr1+LYsWPo3r07AKBXr174/vvv8c4772DDhg2NPgYRERERERHZDyelA5Tg4+ODqKgorF27Fjdu3GjUvjIyMoy/Lysrw8mTJ9G1a1ez2/5xLCcn0z92tVqNmhr5ZnonIiIiIiIieTjkmW4AWLduHQYMGIAnnngCS5YsQc+ePeHk5ISDBw/i+PHj6NOnT4P2s2jRIvj4+KB169ZYsGABvL29MWrUKLPbdunSBUFBQZg5cybefvtt+Pj44IsvvsCePXuQmprahJ+OHJHWx1vpBKuoteLNQ9B+yFClEyy2JbNE6QSr/CVqkNIJFnP+6UelE6zyz2v+Sic4hP6jxLyV7Oy+vUonOISrv/2mdIJVOjwxXOkEi/mWX1E6wSrFd5zwE8f9Tbq33NxczJs3D//6179QVVWFbt264bPPPkP79u0BADNnzsS3336Lc+fOwcPDA/3798eKFSvQpUuXJu2whEOe6QaATp064ciRI4iIiIBer0evXr0QFhaGpKQkzJkzB4sXL27QfpYvX47o6Gj06dMHxcXFeO+99+Di4mJ2W41Ggy+//BItW7bE8OHD0bNnT7z//vtITk7GY4891pQfj4iIiIiI6J5y4sQJREREoEuXLkhPT8fPP/+MN954w2Qy6T59+mDLli3Izc3F119/DUmSMGTIEFRXVyvWbbMz3ToPDdTOTqiukueyabWzE3Qe5h/TVRd/f38sXrzY5JncfygpKUFJye0zQ2fOnAEAk0d6Xbx4EQDQoUMH7N6927i8srKy3mN27twZn332mUWdRERERERE97rIyEj06NEDAPDBBx9Ao9Fg1qxZWLRoEVQqFRYsWIDHHnsMb731lvE9nTp1MtnHjBkzjL/v0KEDlixZgl69euH06dO1tpWLzQbdzbx1GLsoHIZr9Q9CG6K4uBh+fn71ru8QFIBm3pZfptquXTurmk6cOGF8f/PmzY3LrX3WNhERERERkaNLTk7G1KlTkZmZiUOHDmHGjBlo3749pk6dil27dmHu3LkYOnQojhw5go4dO0Kv19d5e+/169exZcsWdOzYEQEBAfJ+kDvY9J7uZt46qwbCf2ZQXUbLgGb1rm+K4xAREREREVHTqaioqPU4Zq1WC61Wa3b7gIAAJCYmQqVSITg4GDk5OUhMTMTw4cNx7do1LF++HEuWLMGKFSvw1Vdf4cknn8S+ffswcOBA4z7WrVuHuXPn4vr16wgODsaePXvqvAVYDg47kVpjRUZGmr0sXQnFxcUoLS1FSkoKysvLlc6xW4mJiUonEBERERE5lGXLlmHhwoUmy+Li4hAfH292+/DwcKhUKuPrfv36ISEhwXhP9siRI/Haa68BAEJDQ/Hjjz9iw4YNJoPusWPHIioqCufPn8fbb7+NZ555Bvv37ze591tOHHTfAyRJgre3N/R6vWJ/kYiIiIiIiP5Mr9cjJibGZFldZ7nr4+vrC2dnZ3Tr1s1kedeuXfHDDz+YLPPy8oKXlxc6d+6M8PBwtGjRAtu3b8fzzz9v+QdoAhx0ExERERERkU3Udym5OQcOHDB5nZGRgc6dO0Or1eLBBx9EXl6eyfr8/Hzcd999de5PkiRIklTrEnc5cdBNREREREREduHMmTOIiYnBzJkzkZWVhaSkJCQkJAAAYmNj8eyzz+Khhx7CoEGD8NVXX2Hnzp1IT08HAJw8eRIff/wxhgwZgpYtW6KoqAjLly+Hq6uroo9o5qCbiIiIiIiI7MKECRNw8+ZN9O3bF2q1GtHR0cbHgI0ePRobNmzAsmXL8OqrryI4OBifffYZIiIiAAA6nQ7ff/89Vq9ejbKyMrRu3RoPPfQQfvzxR7Rq1Uqxz8RBdxNTqVSyPzasqqpK1uORfbpSUKB0glVa9n5A6QSLVV6/pnSCxXQuTkonWOXf721WOsFifv0HKJ1gFd0tMf+OiKbs378onWCVtoMGK51gsetnxXuMa7O21j3KVmlXT59SOsFizQLaK51glYBHopROsDmNRoPVq1dj/fr1ZtdPmTIFU6ZMMbuuTZs2+PLLL22ZZxUOupuYtc/9boxTp05x4E1ERERERGSHbDrorrhRicpbjR8M3rpRjWuXb9a7vuJGJbRumkYfi4iIiIiIiKip2GzQXXGjEllpBZBqmuZZ1heO13/ZysX8AjwwOMiigXdxcTGWLVuGXbt2oaioCF5eXggKCsK4ceMwceJEuLm5NTa7lhMnTmDOnDn44YcfUFFRgWHDhiEpKQmtW7du8mMRERERERGJ4o8J0e41NruBq/JWVZMNuBtCqpEsOqt+8uRJ9O7dG9988w2WLl2KI0eO4KeffsLcuXORmpqKb7/9ts73VlZWWtV4/fp1DBkyBCqVCnv37sX+/ftx69YtDB8+HDU1NVbtk4iIiIiIiOyXw97T/eKLL8LZ2RmHDh2Cu7u7cXlgYCBGjhwJSfrPDwxUKhXWrVuH3bt3Iy0tDbGxsYiMjMSgQYOQmpoKvV6P/Px8hIaGYtOmTejRo4fZY+7fvx+nT5/GkSNH4OnpCQBITk5GixYtsHfvXjzyyCNWfRaVSoXS0lKkpKSgvLzcqn04gsTERKUTiIiIiIjIwTjkoLukpMR4hvvOAfedVCqVyev4+HgsX74cq1evhrOzM06ePAng9rPi1qxZAz8/P8yfPx/Dhw9Hfn4+NJral7lXVFRApVKZPBxep9PByckJP/zwg9WDbj8/P9y8eRN6vR46nc6qfRAREREREVHTc8jngxQUFECSJAQHB5ss9/X1hYeHBzw8PDBv3jyTdWPGjMHkyZMRGBiI9u3/84iBuLg4REVFISQkBMnJybhw4QK2b99u9rjh4eFwd3fHvHnzcOPGDVy/fh1z5sxBdXU1zp8/3/QflIiIiIiIiBTlkIPuumRmZiI7Oxvdu3dHRUWFybqwsDCz7+nXr5/x997e3ggODkZubq7ZbVu2bIlPP/0UO3fuhIeHB7y8vHD58mU88MADcHLi/xRERERERET3Goe8vDwoKAgqlQp5eXkmywMDAwEArq6utd5T12XolhoyZAhOnDiBS5cuwdnZGc2bN4efn5/x2ERERERERHTvcMhBt4+PD6KiorB27Vq88sorjRpQZ2RkGC83LysrQ35+Prp27XrX9/n6+gIA9u7di4sXL2LEiBFWNxABQLM7bnsQiaHkktIJFrtRLN7tIOeceiqdYBUXLy+lEyzWso/5K6Ps3dTqaqUTLHa18IzSCRaraOGvdIJVDJXi/f3QNW+udILFlm7PVzrBKv/zhHgnjy7/KuaftZOL9u4b2RmfHiFNtq/PP/8cGzZswOHDh1FaWoojR44gNDTUZJuNGzdi27ZtyMrKwtWrV1FWVobmCv974LDXNK9btw5VVVUICwvDxx9/jNzcXOTl5WHr1q04fvw41Gp1g/azaNEipKWl4dixY5g0aRJ8fX0xatSoOrffsmULMjIycOLECWzduhVPP/00XnvttVr3lxMREREREdF/XL9+HREREVixYkWd29y4cQPDhg3D/PnzZSyrn0Oe6QaATp064ciRI1i6dCn0ej2Kioqg1WrRrVs3zJkzBy+++GKD9rN8+XJER0fj119/RWhoKHbu3AkXF5c6t8/Ly4Ner0dpaSk6dOiABQsW4LXXXmuqj0VERERERCSkyMhI4+OXP/jgA2g0GsyaNQuLFi2CSqXC+PHjAQCnT5+ucx+zZ88GAKSnp9u4tuFsNujWuDhD5aSCVCPdfeMmoHJSQeNi2cfx9/dHUlISkpKS6t3uzmd2/1lERASOHTvW4GMuX74cy5cvb/D2REREREREjiI5ORlTp05FZmYmDh06hBkzZqB9+/aYPn260mlWs9mgW+umwQODg1B5q8pWhzC6cOEC2gW0hdat9rOxiYiIiIiISBkVFRW1ngyl1Wqh1Zq/Pz0gIACJiYlQqVQIDg5GTk4OEhMTOeiui9ZNI8tAuOyq2m4H3EVFRfWeKW8KVVVVKC0tRUpKCsrLy216LJElJiYqnUBERERE5FCWLVuGhQsXmiyLi4tDfHy82e3Dw8OhUqmMr/v164eEhARUV1c3eN4te+Ow93Q3VmRkZIMG05IkISAgwKYtBoMBBoMBer0eOp3OpsciIiIiIiJqKL1ej5iYGJNldZ3lvldx0E1EREREREQ2Ud+l5OYcOHDA5HVGRgY6d+4s7FlugINuIiIiIiIishNnzpxBTEwMZs6ciaysLCQlJSEhIQEAUFpaijNnzuDcuXMAbj8ZCgD8/Pzg5+cHACguLkZxcTEKCgoAADk5OWjWrBnat28Pb29vBT6RAz+nm4iIiIiIiOzLhAkTcPPmTfTt2xcvvfQSoqOjMWPGDADAjh070Lt3bzz++OMAgOeeew69e/fGhg0bjO/fsGEDevfubZx47aGHHkLv3r2xY8cO+T/M/3H4M922nuissrLSZvsmupPGw0PpBKtcLzqrdILFfgx4SOkEi/kpHWAl6fdqpRMcRvlvvymdYDFPG8+ZYgvOJZeUTrBKlbal0gkWu37ihNIJFvNr7qJ0glWuni1SOsFiVTduKJ1gpatKB9icRqPB6tWrsX79+lrrJk2ahEmTJtX7/vj4+DonaVOKww+6bT3RWWFhoc32TURERERERPaNl5cTERERERER2YhNz3SXX7qImzI8N7rswgV4uWrh6dvK5sciIiIiIiKippeenq50gk3YbNBdfuki3ps9E9Uy3dOs1mgwZfW7Fg28i4uLERcXh++++w5FRUXw8vJCUFAQxo0bh4kTJ8LNza3JOzdu3Iht27YhKysLV69eRVlZGZo3b26yTWlpKV555RXs3LkTTk5OeOqpp7BmzRp4CHrPLhERERERkaOy2aD7Znm5bANuAKiurMTN8vIGD7pPnjyJAQMGwMPDA0uXLkVISAi0Wi1ycnKwceNGtG3bFiNGjDD73srKSmg0mgYdR6VSmdzXffbsWYSHhyM8PBwrVqxAUVERrl41nRBhwoQJuHjxIrZu3YrKykrMmTMH48aNQ1JSktljVFVVobS0FCkpKSiX4coCUSUmJiqdQEREREREDsZhJ1J78cUX4ezsjNTUVAQHBxuXBwYGYuTIkSYzmqtUKqxbtw67d+9GWloaYmNjERkZiUGDBiE1NRV6vR75+fkIDQ3Fpk2b0KNHD+N727VrZ3LchQsXArh96cSKFSvQrl07kzPdubm5SE9Px8GDBxEWFgYAcHd3x2OPPYZ169ahTZs2tT6LwWCAwWCAXq+HTqdrkj8fIiIiIiIiajyHnEitpKQE33zzDV566aU6LyFXqVQmr+Pj4zF69Gjk5ORgypQpxuWxsbFISEjAwYMH0bJlSwwfPrxRjwn76aef0Lx5c+OAGwAeeeQRODk54cCBA1bvl4iIiIiIiOTnkIPugoICSJJkcoYbAHx9feHh4QEPDw/MmzfPZN2YMWMwefJkBAYGon379sblcXFxiIqKQkhICJKTk3HhwgVs377d6rbi4mK0amV6ibyzszO8vb1RXFxs9X6JiIiIiIhIfg456K5LZmYmsrOz0b17d1RUVJisu/PM85369etn/L23tzeCg4ORm5tr004iIiIiIiISg0Pe0x0UFASVSoW8vDyTwXRgYCAAwNXVtdZ73N3dZWnz8/PDxYsXTZb9MVGan5+fLA0kJqm6WukEqzi5uCidYLEH83YrnWCx1n/5i9IJVrlxU7ynNhT+fvXuG9mhgA4dlU6w2LVb4v27p/ZurXSCVVyrDEonWOyWWq10gsWuGsT7Ow0AfxfwfFPMkw8qnWCVyvIrSicoatKkSUhOTjZZNnToUHz11Vcmy3bt2oVFixbh559/hk6nw8CBA/HFF1/IWGrKIc90+/j4ICoqCmvXrsWNGzcata+MjAzj78vKypCfn4+uXbtavb9+/frh8uXLOHz4sHHZ3r17UVNTg78I+h/NRERERERETWHYsGE4f/688ddHH31ksv6zzz7D+PHjMXnyZBw9ehT79+/HmDFjFKq9zSHPdAPAunXrMGDAADzxxBNYsmQJevbsCScnJxw8eBDHjx9Hnz59GrSfRYsWwcfHB61bt8aCBQvg6+uLUaNG1bl9cXExiouLUVBQAADIyclBs2bN0L59e3h7e6Nr164YNmwYpk+fjg0bNqCyshIvv/wynnvuObMzlxMREREREd0LIiMjjU+C+uCDD6DRaDBr1iwsWrTIONG1Vqut8wrgqqoqREdHY+XKlZg6dapxebdu3WwfXw+HPNMNAJ06dcKRI0cQEREBvV6PXr16ISwsDElJSZgzZw4WL17coP0sX74c0dHR6NOnD4qLi7Fz50641HO57IYNG9C7d29Mnz4dAPDQQw+hd+/e2LFjh3GbDz/8EF26dMHgwYPx2GOPISIiAhs3bmzcByYiIiIiIrJzycnJcHZ2RmZmJtasWYNVq1Zh06ZNxvXp6elo1aoVgoODMWvWLJSUlBjXZWVl4ezZs3ByckLv3r3h7++PRx99FMeOHVPioxjZ7Ey3q6cn1BoNqhvx+CxLqDUauHp6WvQef39/LFq0CAEBAfVud+czu/8sIiLCov8R4+PjER8fX+823t7e2LZtW4P3SUREREREZI8qKipqTVKt1Wqh1WrNbh8QEIDExESoVCoEBwcjJycHiYmJmD59OoYNG4Ynn3wSHTt2xIkTJzB//nw8+uij+Omnn6BWq3Hy5EkAt8dcq1atQocOHZCQkIDIyEjk5+fD29vb5p/XHJsNuj19W2HK6ndxs7zcVocwunDxIlzc3HHlZgWuFBZa9N7GPFPbloqKiuod7N/pj4nWUlJSUC7Dn7eoEhMTlU4gIiIiInIoy5Ytw8KFC02WxcXF1XkiMjw83HgpOXB7zquEhARUV1fjueeeMy4PCQlBz5490alTJ6Snp2Pw4MGoqakBACxYsABPPfUUAGDLli1o164dPv30U8ycObOJP13D2PSebk/fVvD0bXX3DRupdWCQ1e8ttHCQLhdJku56Bv4PBoMBBoMBer0eOp3OxmVEREREREQNo9frERMTY7KsrrPclgoMDISvry8KCgowePBg+Pv7AzC9h1ur1SIwMBBnzpxpkmNaw2EnUmusyMjIBp+JJiIiIiIickT1XUpuzoEDB0xeZ2RkoHPnzlCbeQxgUVERSkpKjIPtPn36QKvVIi8vDxEREQBuX9l8+vRp3HfffY34FI3jsBOpERERERERkX05c+YMYmJikJeXh48++ghJSUmIjo7GtWvXEBsbi4yMDJw+fRppaWkYOXIkgoKCMHToUACAp6cnXnjhBcTFxeGbb75BXl4eZs2aBQB4+umnFftMPNNNREREREREdmHChAm4efMm+vbtC7VajejoaMyYMQMGgwE///wzkpOTcfnyZbRp0wZDhgzB4sWLTc6kr1y5Es7Ozhg/fjxu3ryJv/zlL9i7dy9atGih2GfioNsMSyYxsxV7neCN7Nfl/F+VTrCKVF2tdILFWj0YpnSCxXLdlLukqjF6dBBvnopjhaVKJ1ilWdk5pRMslnVNvL8ffw30UjrBKrcMN5VOsFj5qVNKJ1gsNLCn0gkOo7L8itIJVqkQsNutTVuLttdoNFi9ejXWr19vstzV1RVff/11g97/9ttv4+2337bouLbEQbcZlkxiZiv2OsEbERERERERNRzv6SYiIiIiIiKyEZ7pJiIiIiIiIsWlp6crnWATNh10V1y7ikqDwZaHMNLodNB6NJPlWEREREREREQNYbNBd8W1qzj8jw9lmyRJpVajz3+NtWjgXVxcjLi4OHz33XcoKiqCl5cXgoKC8Pjjj2P27Nlwc3Nr8s6NGzdi27ZtyMrKwtWrV1FWVobmzZubbPPmm29i+/bt+OWXX+Di4oJjx47Vu8+qqiqUlpYiJSUF5eXlTd58r0hMTFQ6gYiIiIiIHIzNBt2VBoOssxJL1dWoNBgaPOg+efIkBgwYAA8PDyxduhQhISHQarXIycnB//t//w89evTAiBEjzL63srISGo3Gqs4bN25g2LBhGDZsGPR6vdltbt26hbFjx6KoqAibN2++66RuBoMBBoMBer0eOp14M7kSERERERHdqxz2nu4XX3wRzs7OSE1NRXBwsHF5YGAgHnjgAbRr1864TKVSYd26ddi9ezfS0tIQGxuLyMhIDBo0CKmpqdDr9cjPz0doaCg2bdqEHj161Hnc2bNnA6j/foWFCxcCAP7+97836jMSERERERGRshxy9vKSkhJ88803eOmll+q8hFylUpm8jo+Px+jRo5GTk4MpU6YYl8fGxiIhIQEHDx5Ey5YtMXz4cD5jm4iIiIiIiAA46KC7oKAAkiSZnOEGAF9fX3h4eKBLly6YN2+eyboxY8Zg8uTJCAwMRPv27Y3L4+LiEBUVhZCQECQnJ+PChQvYvn27LJ+DiIiIiIiI7JvDXl7+B5VKhcLCQgDAF198AUmS8Morr6CiosJku7CwMLPv79evn/H33t7eCA4ORm5uru2CiergbIOJ/+Rw//PPK51gsaobN5ROsFju4StKJ1glwFCgdILFIoYEKZ1glSqDdXOVKOnh+9sqnWCxd774WekEq0wd4Kd0gsWc1GqlEywWIv2udIJVPinUKp1gsd66a0onWKXiymWlEyzWoku3JtvXpEmTkJycbLJs6NCh+OqrrwDcvoV30KBBZt+bmZmJBx98sMlaLOGQg+6goCCoVCrk5eVh9OjRxuV/TFjm6upa6z3u7u6y9REREREREVFtw4YNw5YtW4yvtdr//NCnf//+OH/+vMn2b7zxBtLS0uo8iSoHh7y83MfHB1FRUVi7di2uX7/eqH1lZGQYf19WVob8/Hx07dq1sYlEREREREQOJTIyEi+//DJefvlleHl5wdfXF2+88QYkSTJuo9Vq4efnZ/zVokUL4zoXFxeTdT4+PvjnP/+JyZMn15qzS04OOegGgHXr1qGqqgphYWH4+OOPkZubi7y8PGzduhUnTpyAuoGXJC1atAhpaWk4duwYJk2aBF9fX4waNarO7YuLi5GdnY2CgtuXTObk5CA7OxulpaXGbc6cOYPs7GycOXMG1dXVyM7ORnZ2Nq5dE/MyGCIiIiIiooZITk6Gs7MzMjMzsWbNGqxatQqbNm0yrk9PT0erVq0QHByMWbNmoaSkpM597dixAyUlJZg8ebIc6XVyyMvLAaBTp044cuQIli5dCr1ej6KiImi1WnTr1g0zZszA/PnzG7Sf5cuXIzo6Gr/++itCQ0Oxc+dOuLi41Ln9hg0bjI8EA4CHHnoIALBlyxZMmjQJAPC///u/Jvcq9O7dGwCwb98+REZGWvhJiYiIiIiIlFFRUVFrviytVmtyWfidAgICkJiYCJVKheDgYOTk5CAxMRHTp0/HsGHD8OSTT6Jjx444ceIE5s+fj0cffRQ//fST2ZOmmzdvxtChQ00eB60Emw26NTodVGo1pOpqWx3ChEqthkans+g9/v7+SEpKQlJSksnywsJCk0eJ3Xk5w59FRETg2LFjdz1WUVERJEnC1KlTMXXqVLPb/DGh2+LFi7F48eJ6t7lTVVUVSktLkZKSgvLy8ru2OKrExESlE4iIiIiIHMqyZctMTjoCt58AFR8fb3b78PBwk0vB+/Xrh4SEBFRXV+O5554zLg8JCUHPnj3RqVMnpKenY/DgwSb7KSoqwtdff41PPvmk6T6MlWw26NZ6NEOf/xqLSoPBVocwodHpoPVoJsuxrCFJknGitqZmMBhgMBig1+uhs/AHD0RERERERLai1+sRExNjsqyus9yWCgwMhK+vLwoKCmoNurds2QIfHx+MGDGiSY7VGDa9vFzr0cyuB8JERERERERkO/VdSm7OgQMHTF5nZGSgc+fOZi8fLyoqQklJCfz9/U2WS5KELVu2YMKECdBolH8kpsNOpNZYkZGRkCQJzZs3VzqFiIiIiIjonnDmzBnExMQgLy8PH330EZKSkhAdHY1r164hNjYWGRkZOH36NNLS0jBy5EgEBQVh6NChJvvYu3cvTp06hWnTpin0KUw57ERqREREREREZF8mTJiAmzdvom/fvlCr1YiOjsaMGTNgMBjw888/Izk5GZcvX0abNm0wZMgQLF68uNaZ9M2bN6N///7o0qWLQp/CVJMNuuubbEw0KpXK7IRljVFZWdmk+7vTvfRnT9Zr838z4YvmwqGDSidY7MqvBUonWOyiZ3+lE6wS8GiU0gkWUws6t4ZLM94OJodJfbyUTrBKcXXdT2axV97B9vEf25bwaON/943s0MVf/q10gsWun6v7MVP27Orp00onWCxg8BCLttdoNFi9ejXWr19vstzV1RVff/11g/axbds2i45pa40edP9xjfyNGzfg6ura6CB7YIsp5Zt6EH+nW7duAUCDny1ORERERERE8mj0oFutVqN58+a4ePEiAMDNzc1kine6raqqCgYbzOReU1OD33//HW5ubnB25t0CRERERERE9qRJRml+fn4AYBx4U22lpaU2GXQDgJOTE9q3b88fdhARERERkbDS09OVTrCJJhl0q1Qq+Pv7o1WrVja9d1lkKSkp0Ov1Ntm3i4sLnJw4ET0REREREZG9adLrkdVqNe8rrsOtW7dsNuimhklMTFQ6gYiIiIiIHAxvApbJsmXLlE4gIiIiIiIimfGaZCIiIiIiIiIb4aCbiIiIiIiIyEY46CYiIiIiIiKyFYmIqB4Gg0GKi4uTDAaD0ikNJmKzJInZLWKzJInZzWb5iNjNZvmI2C1isySJ2c1mMkclSZKk9MCfiOxXeXk5vLy8cOXKFXh6eiqd0yAiNgNidovYDIjZzWb5iNjNZvmI2C1iMyBmN5vJHF5eTkRERERERGQjHHQTERERERER2QgH3UREREREREQ2wkE3EdVLq9UiLi4OWq1W6ZQGE7EZELNbxGZAzG42y0fEbjbLR8RuEZsBMbvZTOZwIjUiIiIiIiIiG+GZbiIiIiIiIiIb4aCbiIiIiIiIyEY46CYiIiIiIiKyEQ66iYiIiIiIiGyEg24iIiIiIiIiG+Ggm4jIjkiShOrqaqUzLPL3v/8dV65cUTqDyOGlp6fj5s2bSmcQOTx+F+nPOOgmogY7evQo1Gq10hm1fPnll5g2bRrmzp2L48ePm6wrKyvDww8/rFBZ3aqqqvD6669j4MCBiIuLAwCsXLkSHh4ecHNzw8SJE3Hr1i2FKxtmxowZOHfunNIZZmVmZpr8ECM1NRUDBw5E27ZtERYWhvfff1/BOuvl5uYiMDBQ6Yxajh49iiVLlmDdunW4dOmSybry8nJMmTJFobK6bdq0CRMnTsSWLVsAAB9//DG6du2KwMBA43dTFEOGDMHp06eVzjDr4sWLJq+zs7MxceJEDBgwAP/1X/+F9PR0ZcIaid/FpsPvojzu1e+i3ZOIiBooOztbUqlUSmeY+PDDDyW1Wi09/vjjUkREhKTT6aStW7ca1xcXF0tOTk4KFpr3+uuvS61bt5ZiYmKkbt26SS+88IIUEBAgbd26VUpOTpbatm0rrVixQulMEy1atDD7S6VSSV5eXsbX9sTJyUm6cOGCJEmStGPHDsnJyUmaMGGC9M4770jTpk2TnJ2dpc8//1zhSstlZ2fb3d/rr7/+WnJxcZG6d+8utW/fXvLx8ZH27t1rXG+P38XExETJ3d1devLJJyV/f39pyZIlko+Pj7RkyRJp4cKFkqenp/Tuu+8qnVlL7969zf5SqVRS165dja/tyZ3fxf3790sajUYaOHCgFBsbK0VFRUnOzs7Sv/71L4UrLcfvYtPgd1E+9+p30d45Kz3oJyL78eSTT9a7/sqVK1CpVDLVNMzKlSuxatUqvPrqqwCATz75BFOmTIHBYMDUqVMVrqvbtm3bsGnTJjzxxBOYNWsWgoODsW3bNjz77LMAAJ1Oh8WLF2Pu3LkKl/5HZWUlBg4ciKefftq4TJIk41UGbdu2VbDOPEmSjL9/6623MHfuXCxbtsy4rGPHjnjrrbcwevRoJfLqFBMTU+/633//XaaShouPj8ecOXPw5ptvQpIkrFy5EiNGjMCnn36KYcOGKZ1n1rvvvouNGzdizJgxOHLkCPr27YsNGzYY/+1o27Yt1q9fjxkzZihcaionJwePPPIIwsPDjcskScLRo0cxaNAgtGrVSsE68+78LsbHx2P8+PHYvHmzcdns2bOxcOFCpKWlKZFXJ34X5cHvonxE/S6KTiXd+SdPRA5No9EgKioKrVu3Nru+tLQUqampdnXPsYeHB3JyctCxY0fjsn379mHEiBFYuXIlRo8ejTZt2thVMwC4uroiPz8fAQEBxtdHjhxBly5dAACnTp1Cr169UF5ermSmiYKCAowZMwZdu3bFO++8Aw8PDwC3/94cPXoU3bp1U7iwNicnJxQXF6NVq1Zo3bo1vvzyS/Tp08e4Pi8vD+Hh4SgrK1Owsja1Wo3Q0FB4enqaXX/t2jVkZWXZ1d9rLy8vZGVloVOnTsZl27Ztw4wZM5CSkoIHH3zQ7r6Lbm5uOH78ONq3bw/g9g+7Dh8+jO7duwO4/Xf+wQcftLu/H/v378fEiRMxduxYxMXFwcnp9t2ConwX27Rpg88//9xkoPLLL78gMjLS7gax/C7Kg99F+Yj6XRQdz3QTkVHXrl3x1FNP1XmGODs7G6mpqTJX1c/T0xMXLlwwGXQPGjQIqampeOKJJ1BUVKRgXd28vLxw+fJl46D7gQceQLNmzYzrKyoq7O6qgqCgIPz4449YsGABQkNDkZycjAEDBiiddVf//ve/UVxcDFdXV9TU1NRaX1VVpUBV/YKCgvDaa69h3LhxZtdnZ2eb/PDAHmi1Wly+fNlk2ZgxY+Dk5IRnn30WCQkJyoTVw83NDdevXze+btmypfGHSX+wx78fAwYMwOHDh/HCCy+gf//++PDDD00GWPbq6tWr0Ol00Ol00Gq1Jut0Oh1u3LihUFnd+F2UB7+L8hLxuyg6TqRGREZ9+vRBVlZWneu1Wq3xp9D2om/fvti9e3et5QMHDsTOnTuxevVq+aMaoFu3biZ/1vv37ze5PDsnJwedO3dWIq1ezs7OWLFihfEywPnz59vdDwf+bPDgwQgNDcWZM2ewf/9+k3VHjhyxu7/TABAWFobDhw/XuV6lUsHeLlQLDQ3Fvn37ai1/7rnnsGnTJuMtIPakS5cu+Pnnn42vCwsLcd999xlfHz9+HB06dFCg7O68vLzw0UcfYebMmYiIiMDGjRvt/rt4//33o0WLFjh9+jQOHTpksu6XX35BmzZtFCqrG7+L8uB3UV4ifhdFxzPdRGS0YcOGei8369q1K06dOiVj0d299tpr+PHHH82ui4yMxM6dO+1yhuoNGzZAo9HUub6ystKu7uf+s4cffhhZWVmYPn063N3d7XJWewC1/r7++czJrVu3MG/ePDmTGiQhIQEVFRV1ru/Vq5fZs/ZKmjVrFr777juz655//nlIkoS//e1vMlfVb8WKFXB3d69z/ZkzZzBz5kwZiyw3efJkREREYOzYsXZ5JvAPfx4E+vv7m7w+deqU3d2vC/C7KBd+F+Uj6ndRdLynm4iIiEhwNTU1uHr1Kjw9Pe3+LBvRvYzfRTKHZ7qJyKzq6mps374dubm5AG6f5R41ahScne33nw0RmwExu//c3K1bN4wcOVKoZhH+nP9w6NAhk+6wsDCFi+6OzfIRsVvEZkDMbjbLR8RuEZuFJP9TyojI3h07dkwKDAyU3NzcjM+YdHd3lzp06CDl5OQonWeWiM2SJGY3m+VTWFgoRURESCqVyuS56AMGDJAKCwuVzjOLzfIRsVvEZkkSs5vN8hGxW8RmkXEiNSKqZdq0aejevTuKioqQlZWFrKwsFBYWomfPnnZ7n4+IzYCY3WyWz7Rp01BZWYnc3FyUlpaitLQUubm5qKmpwbRp05TOM4vN8hGxW8RmQMxuNstHxG4Rm4Wm9KifiOyPTqeTjh07Vmt5Tk6OpNPpFCi6OxGbJUnMbjbLR6fTSVlZWbWWHzp0SHJ1dVWg6O7YLB8Ru0VsliQxu9ksHxG7RWwWGc90E1Et999/Py5cuFBr+cWLFxEUFKRA0d2J2AyI2c1m+QQEBKCysrLW8urqart9pAub5SNit4jNgJjdbJaPiN0iNgtN6VE/EdmfXbt2Sd27d5c+/fRTqbCwUCosLJQ+/fRTKSQkRNq1a5d05coV4y97IWKzJInZzWb5fPHFF1Lfvn2lgwcPGpcdPHhQCg8Pl7Zv365cWD3YLB8Ru0VsliQxu9ksHxG7RWwWGR8ZRkS1ODn95yKYPx538cc/FXe+VqlU9T7XW04iNgNidrNZPi1atMCNGzdQVVVlnGX9j9//+Zm2paWlSiTWwmb5iNgtYjMgZjeb5SNit4jNIrP/56QQkez27dundILFRGwGxOxms3xWr16tdILF2CwfEbtFbAbE7GazfETsFrFZZDzTTURERERERGQjnEiNiMz6/vvvMW7cOPTv3x9nz54FAHzwwQf44YcfFC6rm4jNgJjdbJbPiRMn8Prrr+P555/HxYsXAQC7d+/GL7/8onBZ3dgsHxG7RWwGxOxms3xE7BaxWVQcdBNRLZ999hmGDh0KV1dXZGVloaKiAgBw5coVLF26VOE680RsBsTsZrN8/vWvfyEkJAQHDhzA559/jmvXrgEAjh49iri4OIXrzGOzfETsFrEZELObzfIRsVvEZqEpMXsbEdm30NBQKTk5WZIkSfLw8JBOnDghSZIkZWVlSa1bt1YyrU4iNkuSmN1slk94eLiUkJAgSZJp94EDB6S2bdsqmVYnNstHxG4RmyVJzG42y0fEbhGbRcYz3URUS15eHh566KFay728vHD58mX5gxpAxGZAzG42yycnJwejR4+utbxVq1a4dOmSAkV3x2b5iNgtYjMgZjeb5SNit4jNIuOgm4hq8fPzQ0FBQa3lP/zwAwIDAxUoujsRmwExu9ksn+bNm+P8+fO1lh85cgRt27ZVoOju2CwfEbtFbAbE7GazfETsFrFZZBx0E1Et06dPR3R0NA4cOACVSoVz587hww8/xJw5czBr1iyl88wSsRkQs5vN8nnuuecwb948FBcXQ6VSoaamBvv378ecOXMwYcIEpfPMYrN8ROwWsRkQs5vN8hGxW8RmoSl9fTsR2Z+amhppyZIlkru7u6RSqSSVSiXpdDrp9ddfVzqtTiI2S5KY3WyWT0VFhTRt2jTJ2dlZUqlUkkajkZycnKRx48ZJVVVVSueZxWb5iNgtYrMkidnNZvmI2C1is8j4nG4iMlFdXY39+/ejZ8+ecHNzQ0FBAa5du4Zu3brBw8ND6TyzRGwGxOxms3wkSUJhYSFatmyJS5cuIScnB9euXUPv3r3RuXNnpfPMYrN8ROwWsRkQs5vN8hGxW8Rm0XHQTUS16HQ65ObmomPHjkqnNJiIzYCY3WyWR01NDXQ6HX755Rdh/iOIzfIRsVvEZkDMbjbLR8RuEZtFx3u6iaiWHj164OTJk0pnWETEZkDMbjbLw8nJCZ07d0ZJSYnSKQ3GZvmI2C1iMyBmN5vlI2K3iM3CU+KadiKyb7t375ZCQ0OlnTt3SufOnZOuXLli8sseidgsSWJ2s1k+O3bskCIiIqScnBylUxqMzfIRsVvEZkkSs5vN8hGxW8RmkfHyciKqxcnpPxfBqFQq4+8lSYJKpUJ1dbUSWfUSsRkQs5vN8mnRogVu3LiBqqoquLi4wNXV1WR9aWmpQmV1Y7N8ROwWsRkQs5vN8hGxW8RmkTkrHUBE9mffvn1KJ1hMxGZAzG42y2f16tVKJ1iMzfIRsVvEZkDMbjbLR8RuEZuFpuBZdiIS3KxZs6Tff/9d6QyLiNgsSWJ2s1k+y5Ytk8rKypTOsAib5SNit4jNkiRmN5vlI2K3iM32iJeXE5HVPD09kZ2djcDAQKVTGkzEZkDMbjbLR8RuNstHxG4RmwExu9ksHxG7RWy2R5y9nIisJuLP7ERsBsTsZrN8ROxms3xE7BaxGRCzm83yEbFbxGZ7xEE3ERERERERkY1w0E1ERERERERkIxx0ExEREREREdkIB91ERERERERENsJBNxFZbdy4cfD09FQ6wyIiNgNidrNZPn/961/h6uqqdIZF2CwfEbtFbAbE7GazfETsFrHZHvGRYUTUYNevX8fhw4fx0EMPKZ3SYCI2A2J2s5mI7lXV1dVQq9XG1wcOHEBFRQX69esHjUajYFnd2CwfEbtFbBYZz3QTUYMVFBRg0KBBSmdYRMRmQMxuNjedyspKzJ07F0FBQejbty/ee+89k/UXLlww+Y8le8Bm+YjYLWIzAJw/fx4RERHQarUYOHAgysrK8MQTT6Bfv36IjIxEjx49cP78eaUzTbBZPiJ2i9h8L+Cgm4iIyM68+eabeP/99/HCCy9gyJAhiImJwcyZM022sbcL1dgsHxG7RWwGgHnz5kGSJGzfvh3+/v544oknUF5ejsLCQpw+fRotW7bEm2++qXSmCTbLR8RuEZvvCRIR0f9p0aJFvb88PT0lJycnpTNNiNgsSWJ2s1k+QUFB0s6dO42vf/31VykoKEiaNGmSVFNTIxUXF9tdN5vlI2K3iM2SJEn+/v7STz/9JEmSJJWUlEgqlUr69ttvjevT0tKkwMBApfLMYrN8ROwWsfle4Kz0oJ+I7EdFRQVmzZqFkJAQs+t/++03LFy4UOaq+onYDIjZzWb5nD17Fj169DC+DgoKQnp6Oh5++GGMHz8eb731loJ15rFZPiJ2i9gMAGVlZWjbti0AwNvbG25ubrjvvvuM64OCguzuUlw2y0fEbhGb7wUcdBORUWhoKAICAjBx4kSz648ePWp3AxQRmwExu9ksHz8/P5w4cQIdOnQwLmvbti327duHQYMGYdKkSYq11YXN8hGxW8RmAGjVqhXOnz+PgIAAAMDLL78Mb29v4/qysjK4u7srlWcWm+UjYreIzfcC3tNNREaPP/44Ll++XOd6b29vTJgwQb6gBhCxGRCzm83yefjhh7Ft27Zay9u0aYO9e/fi1KlTClTVj83yEbFbxGbg9g/ufvrpJ+Pr5cuXmwxQfvjhB/Ts2VOJtDqxWT4idovYfC/gI8OIiIjszG+//Ybjx49j6NChZtefO3cOe/bsqfMMvhLYLB8Ru0VsbojMzEy4ubmZXDpv79gsHxG7RWwWAc90E1Ety5Ytq/U4FwB47733sGLFCgWK7k7EZkDMbjbb3n333YehQ4fW2f3VV1+huLhYgbK6sVk+InaL2HynurqPHTuGXbt2KVB0d2yWj4jdIjYLTemZ3IjI/tx3333S/v37ay3PyMiQOnTooEDR3YnYLElidrNZPiJ2s1k+InaL2CxJYnazWT4idovYLDKe6SaiWoqLi+Hv719recuWLe12RksRmwExu9ksHxG72SwfEbtFbAbE7GazfETsFrFZZBx0E1EtAQEB2L9/f63l+/fvR5s2bRQoujsRmwExu9ksHxG72SwfEbtFbAbE7GazfETsFrFZZHxkGBHVMn36dMyePRuVlZV4+OGHAQBpaWmYO3cu/vu//1vhOvNEbAbE7GazfETsZrN8ROwWsRkQs5vN8hGxW8RmoSl9fTsR2Z+amhpp7ty5kk6nk5ycnCQnJyfJzc1NWrhwodJpdRKxWZLE7GazfETsZrN8ROwWsVmSxOxms3xE7BaxWWR8ZBgR1enatWvIzc2Fq6srOnfuDK1Wq3TSXYnYDIjZzWb5iNjNZvmI2C1iMyBmN5vlI2K3iM0i4qCbiIiIiIiIyEY4kRoRERERERGRjXDQTURERERERGQjHHQTERERERER2QgH3UREREREREQ2wkE3ERERERERkY1w0E1ERERERERkIxx0ExEREREREdkIB91ERERERERENvL/AaK/EtDEektAAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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