examples/notebooks/plotting/plot_exhaustive_search_perfomance_memory.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# %matplotlib inline  \n",
    "from __init__ import *\n",
    "import numpy as np\n",
    "import core.steps as steps\n",
    "from core import data_store as ds\n",
    "from core import transformer as tr\n",
    "from core.common.ds_utils import print_ds_items_info\n",
    "from core.evaluation.retrieval_perfomance import extract_perfomances_from_arr\n",
    "from core.common.path_helper import DataStoreHelper\n",
    "import math, os\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ds_helper=DataStoreHelper(r'C:\\data\\computation\\brodatz')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot exhaustive search perfomance with respect to memory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def define_memory_per_descriptor(descriptor_name):\n",
    "    if 'product' in descriptor_name or 'bincount' in descriptor_name:\n",
    "        pq_params=ds_helper.extract_pq_params_from_descriptor_name(descriptor_name)\n",
    "        m=pq_params['n_quantizers']\n",
    "        K=pq_params['n_clusters']\n",
    "        if 'product' in descriptor_name:\n",
    "            mem=m*K*4\n",
    "        elif 'bincount' in descriptor_name:\n",
    "            mem=(K**m)*4\n",
    "    elif 'lbp' in descriptor_name:\n",
    "        mem=512*4\n",
    "    elif 'hist' in descriptor_name:\n",
    "        mem=256*4\n",
    "    elif 'glcm' in descriptor_name:\n",
    "        mem=256*256*4\n",
    "   \n",
    "    return mem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_ex_search_perfomance_memory(descriptor_names, perfomance_type, n_nearest_cutoff, save_to_file=False, bar=False):\n",
    "    subplotname__label__x__y = {}\n",
    "    label__x__y=subplotname__label__x__y.setdefault('',{})\n",
    "    label__kwargs={}\n",
    "    for descriptor_name in descriptor_names:\n",
    "        perfomances_ds = ds_helper.ex_search_perfomances_ds(descriptor_name)\n",
    "        perfomances_arr=ds_helper.perfomance_arr(perfomances_ds)\n",
    "        y_arr = [extract_perfomances_from_arr(perfomances_arr, perfomance_type)[n_nearest_cutoff]]\n",
    "        label = descriptor_name\n",
    "        mem=define_memory_per_descriptor(descriptor_name)\n",
    "#         if mem>2**11:\n",
    "#             continue\n",
    "        x_arr=[mem]\n",
    "        x__y=dict(zip(x_arr,y_arr))\n",
    "        label__x__y[label]=x__y\n",
    "        label__kwargs[label]={'markersize':9.0}\n",
    "\n",
    "    if save_to_file:\n",
    "        plot_path=ds_helper.ex_search_perfomances_memory_plot_path(perfomance_type)\n",
    "    else:\n",
    "        plot_path=None\n",
    "    steps.plotting_step3(subplotname__label__x__y, '', str, 'bytes per descriptor', perfomance_type, save_to_file=plot_path,\n",
    "                         label__kwargs=label__kwargs, bar=bar, figsize=dict(width=20, height=13))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "K_arr = [2 ** i for i in [4,5,6,7,8]]\n",
    "m_arr = [m for m in [1, 2, 4, 8, 16]]\n",
    "pq_params_arr = [{'n_clusters': K, 'n_quantizers': m} for K in K_arr for m in m_arr]\n",
    "# pq_params_to_remove=[{'n_clusters': K, 'n_quantizers': m} for K,m in [(16,4),(256,2)]]\n",
    "# for p in pq_params_to_remove:\n",
    "#     pq_params_arr.remove(p)\n",
    "\n",
    "perfomance_names=['precision', 'recall', 'mAP']\n",
    "descriptor_names=['histograms', 'glcms','lbphistograms']\n",
    "descriptor_names+=ds_helper.bovw_descriptors_names('bovwbincounts',pq_params_arr)\n",
    "descriptor_names+=ds_helper.bovw_descriptors_names('bovwproductbincounts',pq_params_arr)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:2917: UserWarning: Attempting to set identical left==right results\n",
      "in singular transformations; automatically expanding.\n",
      "left=512.0, right=512.0\n",
      "  'left=%s, right=%s') % (left, right))\n",
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:3574: RuntimeWarning: overflow encountered in double_scalars\n",
      "  rx2 = pow(Xmax / x0, alpha) * Xmin\n"
     ]
    }
   ],
   "source": [
    "plot_ex_search_perfomance_memory(descriptor_names, 'precision', 10, False, bar=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:2917: UserWarning: Attempting to set identical left==right results\n",
      "in singular transformations; automatically expanding.\n",
      "left=512.0, right=512.0\n",
      "  'left=%s, right=%s') % (left, right))\n"
     ]
    }
   ],
   "source": [
    "plot_ex_search_perfomance_memory(descriptor_names, 'precision', 10, True, bar=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:2917: UserWarning: Attempting to set identical left==right results\n",
      "in singular transformations; automatically expanding.\n",
      "left=512.0, right=512.0\n",
      "  'left=%s, right=%s') % (left, right))\n"
     ]
    }
   ],
   "source": [
    "plot_ex_search_perfomance_memory(descriptor_names, 'recall', 10, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:2917: UserWarning: Attempting to set identical left==right results\n",
      "in singular transformations; automatically expanding.\n",
      "left=512.0, right=512.0\n",
      "  'left=%s, right=%s') % (left, right))\n"
     ]
    },
    {
     "data": {
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xzJ8/f6bLYBf0Z3jpzXDTn+GlN8NNf4aX3gwvvRlu+gPdeHegmwP13VmyZMkNrbXRPa2b\nM8AaNiQ5ru/82N7Y01prjyU5P0mqqpLcmWRdkkN3c+39VbWotbaxqhYleWC6H95aW5lkZZKMjo62\nxYsX/6jPs99Zs2ZNDsTn3l/oz/DSm+GmP8NLb4ab/gwvvRleejPc9Ae68e5AN96d3RvkdhnXJTmh\nqo6vqrlJzk6yqn9BVR3Zm0uSC5Jc0wued3ftqiTn9Y7PS/LZAT4DAAAAAAC7MbAvmVtrE1W1PMmV\nSWYnubS1dltVXdibX5HkpCSXV1VLcluSd+zu2t6tP5Dk01X1jiTfTfLWQT0DAAAAAAC7N8jtMtJa\nW51k9ZSxFX3HX07ykmd7bW/8oSRn7N1KAQAAAADoYpDbZQAAAAAA8BwnZAYAAAAAoDMhMwAAAAAA\nnQmZAQAAAADoTMgMAAAAAEBnQmYAAAAAADoTMgMAAAAA0JmQGQAAAACAzoTMAAAAAAB0JmQGAAAA\nAKAzITMAAAAAAJ0JmQEAAAAA6EzIDAAAAABAZ0JmAAAAAAA6EzIDAAAAANCZkBkAAAAAgM6EzAAA\nAAAAdDbQkLmqllbVHVW1tqounmb+iKr626r6elXdVlXn98ZfWlU39f16rKp+rTf321W1oW/uDYN8\nBgAAAAAAdm3OoG5cVbOTfDzJmUnWJ7muqla11r7Rt+yiJN9orb2xqo5OckdV/VVr7Y4kp/TdZ0OS\nK/qu+0hr7cODqh0AAAAAgGdnkF8yn5ZkbWttXWtta5KxJGdNWdOSLKiqSjI/ycNJJqasOSPJd1pr\n3x1grQAAAAAAdDDIkPmYJPf0na/vjfX7WJKTktyb5JYk726tTU5Zc3aST00Ze1dV3VxVl1bVwr1Y\nMwAAAAAAP4RqrQ3mxlVvSbK0tXZB7/zcJKe31pZPWfOaJO9J8uIkVyV5RWvtsd783OwIoF/WWru/\nNzaS5MHs+Ar6/UkWtdbePs3PX5ZkWZKMjIycOjY2NpDnHGbj4+OZP3/+TJfBLujP8NKb4aY/w0tv\nhpv+DC+9GV56M9z0B7rx7kA3B+q7s2TJkhtaa6N7WjewPZmzYx/l4/rOj+2N9Ts/yQfajqR7bVXd\nmeTEJF/rzb8+yY07A+Yk6T+uqk8k+dx0P7y1tjLJyiQZHR1tixcv/pEeZn+0Zs2aHIjPvb/Qn+Gl\nN8NNf4aX3gw3/RleejO89Ga46Q90492Bbrw7uzfI7TKuS3JCVR3f+yL57CSrpqy5Ozv2XN75hfJL\nk6zrmz8nU7bKqKpFfadvTnLrXq4bAAAAAIBnaWBfMrfWJqpqeZIrk8xOcmlr7baqurA3vyI7tru4\nrKpuSVJJfr219mCSVNVhSc5M8s4pt/5gVZ2SHdtl3DXNPAAAAAAA+8ggt8tIa211ktVTxlb0Hd+b\n5HW7uPaJJEdNM37uXi4TAAAAAICOBrldBgAAAAAAz3FCZgAAAAAAOhMyAwAAAADQmZAZAAAAAIDO\nhMwAAAAAAHQmZAYAAAAAoDMhMwAAAAAAnQmZAQAAAADoTMgMAAAAAEBnQmYAAAAAADoTMgMAAAAA\n0JmQGQAAAACAzoTMAAAAAAB0JmQGAAAAAKAzITMAAAAAAJ0JmQEAAAAA6GygIXNVLa2qO6pqbVVd\nPM38EVX1t1X19aq6rarO75u7q6puqaqbqur6vvHnVdVVVfXt3u8LB/kMAAAAAADs2sBC5qqaneTj\nSV6f5OQk51TVyVOWXZTkG621VyRZnOQPqmpu3/yS1toprbXRvrGLk1zdWjshydW9cwAAAAAAZsAg\nv2Q+Lcna1tq61trWJGNJzpqypiVZUFWVZH6Sh5NM7OG+ZyW5vHd8eZI37b2SAQAAAAD4YQwyZD4m\nyT195+t7Y/0+luSkJPcmuSXJu1trk725luQfq+qGqlrWd81Ia21j7/i+JCN7vXIAAAAAAJ6Vaq0N\n5sZVb0mytLV2Qe/83CSnt9aWT1nzmiTvSfLiJFcleUVr7bGqOqa1tqGqXtAbf1dr7Zqq2tRaO7Lv\nHo+01p6xL3MvmF6WJCMjI6eOjY0N5DmH2fj4eObPnz/TZbAL+jO89Ga46c/w0pvhpj/DS2+Gl94M\nN/2Bbrw70M2B+u4sWbLkhilbGU9rzgBr2JDkuL7zY3tj/c5P8oG2I+leW1V3JjkxyddaaxuSpLX2\nQFVdkR3bb1yT5P6qWtRa21hVi5I8MN0Pb62tTLIySUZHR9vixYv33pPtJ9asWZMD8bn3F/ozvPRm\nuOnP8NKb4aY/w0tvhpfeDDf9gW68O9CNd2f3BrldxnVJTqiq43t/mN/ZSVZNWXN3kjOSpKpGkrw0\nybqqOqyqFvTGD0vyuiS39q5ZleS83vF5ST47wGcAAAAAAGA3BvYlc2ttoqqWJ7kyyewkl7bWbquq\nC3vzK5K8P8llVXVLkkry6621B6vqRUmu2PHnAWZOkk+21v6hd+sPJPl0Vb0jyXeTvHVQzwAAAAAA\nwO4NcruMtNZWJ1k9ZWxF3/G92fGV8tTr1iV5xS7u+VB6Xz8DAAAAADCzBrldBgAAAAAAz3FCZgAA\nAAAAOhMyAwAAAADQmZAZAAAAAIDOhMwAAAAAAHQmZAYAAAAAoDMhMwAAAAAAnQmZAQAAAADoTMgM\nAAAAAEBnQmYAAAAAADoTMgMAAAAA0JmQGQAAAACAzoTMAAAAAAB0JmQGAAAAAKAzITMAAAAAAJ0J\nmQEAAAAA6EzIDAAAAABAZwMNmatqaVXdUVVrq+riaeaPqKq/raqvV9VtVXV+b/y4qvpfVfWN3vi7\n+6757araUFU39X69YZDPAAAAAADArs0Z1I2ranaSjyc5M8n6JNdV1arW2jf6ll2U5ButtTdW1dFJ\n7qiqv0oykeS9rbUbq2pBkhuq6qq+az/SWvvwoGoHAAAAAODZGeSXzKclWdtaW9da25pkLMlZU9a0\nJAuqqpLMT/JwkonW2sbW2o1J0lp7PMntSY4ZYK0AAAAAAHQwyJD5mCT39J2vzzOD4o8lOSnJvUlu\nSfLu1tpk/4KqemGSVyb5at/wu6rq5qq6tKoW7uW6AQAAAAB4lqq1NpgbV70lydLW2gW983OTnN5a\nWz5lzWuSvCfJi5NcleQVrbXHevPzk/xTkt9rrf1Nb2wkyYPZ8RX0+5Msaq29fZqfvyzJsiQZGRk5\ndWxsbCDPOczGx8czf/78mS6DXdCf4aU3w01/hpfeDDf9GV56M7z0ZrjpD3Tj3YFuDtR3Z8mSJTe0\n1kb3tG5gezIn2ZDkuL7zY3tj/c5P8oG2I+leW1V3Jjkxydeq6qAkn0nyVzsD5iRprd2/87iqPpHk\nc9P98NbayiQrk2R0dLQtXrz4R36g/c2aNWtyID73/kJ/hpfeDDf9GV56M9z0Z3jpzfDSm+GmP9CN\ndwe68e7s3iC3y7guyQlVdXxVzU1ydpJVU9bcneSM5OkvlF+aZF1vj+Y/S3J7a+0P+y+oqkV9p29O\ncuuA6gcAAAAAYA8G9iVza22iqpYnuTLJ7CSXttZuq6oLe/MrsmO7i8uq6pYkleTXW2sPVtXPJTk3\nyS1VdVPvlpe01lYn+WBVnZId22XcleSdg3oGAAAAAAB2b5DbZaQXCq+eMrai7/jeJK+b5rprsyN0\nnu6e5+7lMgEAAAAA6GiQ22UAAAAAAPAcJ2QGAAAAAKAzITMAAAAAAJ0JmQEAAAAA6EzIDAAAAABA\nZ0JmAAAAAAA6EzIDAAAAANCZkBkAAAAAgM6EzAAAAAAAdCZkBgAAAACgMyEzAAAAAACdCZkBAAAA\nAOhMyAwAAAAAQGdCZgAAAAAAOhMyAwAAAADQmZAZAAAAAIDOBhoyV9XSqrqjqtZW1cXTzB9RVX9b\nVV+vqtuq6vw9XVtVz6uqq6rq273fFw7yGQAAAAAA2LWBhcxVNTvJx5O8PsnJSc6pqpOnLLsoyTda\na69IsjjJH1TV3D1ce3GSq1trJyS5uncOAAAAAMAMGOSXzKclWdtaW9da25pkLMlZU9a0JAuqqpLM\nT/Jwkok9XHtWkst7x5cnedMAnwEAAAAAgN0YZMh8TJJ7+s7X98b6fSzJSUnuTXJLkne31ib3cO1I\na21j7/i+JCN7uW4AAAAAAJ6laq0N5sZVb0mytLV2Qe/83CSnt9aWT1nzmiTvSfLiJFcleUWS1+3q\n2qra1Fo7su8ej7TWnrEvc1UtS7IsSUZGRk4dGxsbyHMOs/Hx8cyfP3+my2AX9Gd46c1w05/hpTfD\nTX+Gl94ML70ZbvoD3Xh3oJsD9d1ZsmTJDa210T2tmzPAGjYkOa7v/NjeWL/zk3yg7Ui611bVnUlO\n3MO191fVotbaxqpalOSB6X54a21lkpVJMjo62hYvXvwjPs7+Z82aNTkQn3t/oT/DS2+Gm/4ML70Z\nbvozvPRmeOnNcNMf6Ma7A914d3ZvkNtlXJfkhKo6vqrmJjk7yaopa+5OckaSVNVIkpcmWbeHa1cl\nOa93fF6Szw7wGQAAAAAA2I2BfcncWpuoquVJrkwyO8mlrbXbqurC3vyKJO9PcllV3ZKkkvx6a+3B\nJJnu2t6tP5Dk01X1jiTfTfLWQT0DAAAAAAC7N8jtMtJaW51k9ZSxFX3H92bH/svP6tre+EPpff0M\nAAAAAMDMGuR2GQAAAAAAPMcJmQEAAAAA6EzIDAAAAABAZ0JmAAAAAAA6EzIDAAAAANCZkBkAAAAA\ngM6EzAAAAAAAdCZkBgAAAACgMyEzAAAAAACdCZkBAAAAAOhMyAwAAAAAQGdCZgAAAAAAOhMyAwAA\nAADQmZAZAAAAAIDOhMwAAAAAAHQmZAYAAAAAoDMhMwAAAAAAnQ00ZK6qpVV1R1WtraqLp5l/X1Xd\n1Pt1a1Vtr6rnVdVL+8ZvqqrHqurXetf8dlVt6Jt7wyCfAQAAAACAXZszqBtX1ewkH09yZpL1Sa6r\nqlWttW/sXNNa+1CSD/XWvzHJf26tPZzk4SSn9N1nQ5Ir+m7/kdbahwdVOwAAAAAAz84gv2Q+Lcna\n1tq61trWJGNJztrN+nOSfGqa8TOSfKe19t0B1AgAAAAAwI9gkCHzMUnu6Ttf3xt7hqqal2Rpks9M\nM312nhk+v6uqbq6qS6tq4d4oFgAAAACAH1611gZz46q3JFnaWrugd35uktNba8unWfu2JL/cWnvj\nlPG5Se5N8rLW2v29sZEkDyZpSd6fZFFr7e3T3HNZkmVJMjIycurY2NjefLz9wvj4eObPnz/TZbAL\n+jO89Ga46c/w0pvhpj/DS2+Gl94MN/2Bbrw70M2B+u4sWbLkhtba6J7WDWxP5uzYR/m4vvNje2PT\nme5r5SR5fZIbdwbMSdJ/XFWfSPK56W7YWluZZGWSjI6OtsWLF/8wtT8nrFmzJgfic+8v9Gd46c1w\n05/hpTfDTX+Gl94ML70ZbvoD3Xh3oBvvzu4NcruM65KcUFXH975IPjvJqqmLquqIJL+Q5LPT3OMZ\n+zRX1aK+0zcnuXWvVQwAAAAAwA9lYF8yt9Ymqmp5kiuTzE5yaWvttqq6sDe/orf0zUk+31p7ov/6\nqjosyZlJ3jnl1h+sqlOyY7uMu6aZBwAAAABgHxnkdhlpra1OsnrK2Iop55cluWyaa59IctQ04+fu\n1SIBAAAAAOhskNtlAAAAAADwHCdkBgAAAACgMyEzAAAAAACdCZkBAAAAAOhMyAwAAAAAQGdCZgAA\nAAAAOhMyAwAAAADQmZAZAAAAAIDOhMwAAAAAAHQmZAYAAAAAoDMhMwAAAAAAnQmZAQAAAADoTMgM\nAAAAAEBnQmYAAAAAADoTMgMAAAAA0JmQGQAAAACAzgYaMlfV0qq6o6rWVtXF08y/r6pu6v26taq2\nV9XzenN3VdUtvbnr+655XlVdVVXf7v2+cJDPAAAAAADArg0sZK6q2Uk+nuT1SU5Ock5Vndy/prX2\nodbaKa21U5L8lyT/1Fp7uG/Jkt78aN/YxUmubq2dkOTq3jkAAAAAADNgkF8yn5ZkbWttXWtta5Kx\nJGftZv05ST71LO57VpLLe8eXJ3nTj1QlAAAAAACdDTJkPibJPX3n63tjz1BV85IsTfKZvuGW5B+r\n6oaqWtY3PtJa29g7vi/JyN4rGQAAAACAH0a11gZz46q3JFnaWrugd35uktNba8unWfu2JL/cWntj\n39gxrbWKKI+AAAAgAElEQVQNVfWCJFcleVdr7Zqq2tRaO7Jv3SOttWfsy9wLppclycjIyKljY2N7\n+xGH3vj4eObPnz/TZbAL+jO89Ga46c/w0pvhpj/DS2+Gl94MN/2Bbrw70M2B+u4sWbLkhilbGU9r\nzgBr2JDkuL7zY3tj0zk7U7bKaK1t6P3+QFVdkR3bb1yT5P6qWtRa21hVi5I8MN0NW2srk6xMktHR\n0bZ48eIf4VH2T2vWrMmB+Nz7C/0ZXnoz3PRneOnNcNOf4aU3w0tvhpv+QDfeHejGu7N7g9wu47ok\nJ1TV8VU1NzuC5FVTF1XVEUl+Icln+8YOq6oFO4+TvC7Jrb3pVUnO6x2f138dAAAAAAD71sC+ZG6t\nTVTV8iRXJpmd5NLW2m1VdWFvfkVv6ZuTfL619kTf5SNJrqiqnTV+srX2D725DyT5dFW9I8l3k7x1\nUM8AAAAAAMDuDXK7jLTWVidZPWVsxZTzy5JcNmVsXZJX7OKeDyU5Y2/WCQAAAABAN4PcLgMAAAAA\ngOc4ITMAAAAAAJ0JmQEAAAAA6EzIDAAAAABAZ0JmAAAAAAA6EzIDAAAAANCZkBkAAAAAgM6EzAAA\nAAAAdCZkBgAAAACgMyEzAAAAAACdCZkBAAAAAOhMyAwAAAAAQGdCZgAAAAAAOhMyAwAAAADQmZAZ\nAABgioeeeih/dN8f5b4n7pvpUgAAhp6QGQAAYIpPffNTWbdlXT583YdnuhQAgKEnZAYAAOizZfuW\n/OXtf5mWljXr1+T2h26f6ZIAAIbanEHevKqWJvloktlJ/rS19oEp8+9L8n/21XJSkqOTHJbkz5OM\nJGlJVrbWPtq75reT/GqS7/Wuu6S1tnqQzwEAAHvLX1z87jx6/3057MiFWXDU8/PkZHL94w9n/lHP\nz4Kjjs6Co47K/IVHZdbs2TNd6gFr9brVaa0lSbZu35rf+crv5JNv+GSqaoYrAwAYTgMLmatqdpKP\nJzkzyfok11XVqtbaN3auaa19KMmHeuvfmOQ/t9YerqqDk7y3tXZjVS1IckNVXdV37Udaa/67NQAA\n9juHP//oPHDnd7LlySdy3wN359qXP5if//++nkPrkNSsyvZt27Jw0TE570Mfm+lSD0ittaz4+oo8\nOfHkjvO0fGfTd/LFDV/Mzx/78zNcHQDAcBrkdhmnJVnbWlvXWtuaZCzJWbtZf06STyVJa21ja+3G\n3vHjSW5PcswAawUAgH3i1De8KQcdckiS5J4XPJm7f+ypfPeox7Nt81PZ+uSTqaocf8qpM1zlgevL\n9345m7Zs+oGxpyaeyvu/8v5MTE7MUFUAAMNtkCHzMUnu6Ttfn10ExVU1L8nSJJ+ZZu6FSV6Z5Kt9\nw++qqpur6tKqWri3CgYAgEE75qSX5eB5hyVJvn3c+I7fjx1/en7WnDl51S+9bUZqI1lx8/e/Yu73\n6JZH85lvP+MfVwAASFI79xrb6zeuekuSpa21C3rn5yY5vbW2fJq1b0vyy621N04Zn5/kn5L8Xmvt\nb3pjI0kezI69mt+fZFFr7e3T3HNZkmVJMjIycurY2NjefLz9wvj4eObPnz/TZbAL+jO89Ga46c/w\n0pvhpj/D47/f/9/zrc3fSpLMmkwmZ33/9yQ5fuLH854X/5cZrPDAtXHrxnzovg9lW9s27fwhdUh+\n59jfyaGzDt3HlTEdf12Dbrw70M2B+u4sWbLkhtba6J7WDfIP/tuQ5Li+82N7Y9M5O72tMnaqqoOy\n48vmv9oZMCdJa+3+vjWfSPK56W7YWluZZGWSjI6OtsWLF//wT7CfW7NmTQ7E595f6M/w0pvhpj/D\nS2+Gx+T27fmLX/9PeeEpp+ZVv3R2Dp43T3+GyLyN83LR1Rdl8/bNTwfLO3+fs31WfmPp/5PTj3nV\nzBV4ALv4moszmcldL5iV3H747XnP6Hv2XVHskr+uQTfeHejGu7N7g9wu47okJ1TV8VU1NzuC5FVT\nF1XVEUl+Icln+8YqyZ8lub219odT1i/qO31zklsHUDsAwH5r/JGH8sh99+amKz+Xlf/xP+SmK/8u\nbXI3wRn71GmLTsuHf+HDmdN+8G/FZ2+vXPyi5QLmGfStR76V7W37Luc3b9+cr2z8yj6sCABg/zCw\nL5lbaxNVtTzJlUlmJ7m0tXZbVV3Ym1/RW/rmJJ9vrT3Rd/lrkpyb5Jaquqk3dklrbXWSD1bVKdmx\nXcZdSd45qGcAANgfPf7QQ5l90EHZ+uSTSbbmmr/6f5ODDspPHDE/L/rpn8mOf5/PTHps62OZM3tu\ntk9szqxWmayWWZmVecf92EyXdkD7m7P+5gfOfbEEAPDsDHK7jPRC4dVTxlZMOb8syWVTxq5NMu0/\n/bTWzt2rRQIAPMc8/tD30ia//+dubNuyOdmyOX/30Q/mqON+Iv/bBRdl5PgXz2CFXPHtK7JlckuO\neurQ/PRtC3LDiY/m4cO35n+u/Z9544vfuOcbAADAEBloyAwAwL43/tCD2b5t6zPGt23ZnPvWfjtj\n//V9edFP/0x+4dwLcvjzj56BCpk/d37eO/renLTusHzxny7Lz0+ckUdGfzw33n/jTJcGAAA/NCEz\nAMBzzKYH7svk9l3tK9sysXVrvvXVL+Wpxx7LW3/rv+3T2tjhj3/xj5MkT/3EY/mXL1ydX/yVZVlw\n1PPzH172H2a2MAAA6EDIDADwHLNp473TT1TloLkH5+DD5ufUf31WXvYLZ+zbwniGQxccnpee9bYs\nOOr5M10KAAB0JmQGADp74itfzb2XXJLn/dffy8NrWx7KV/LQb74vR739/DzvvPNSs2fPdIkHpMcf\nevAHzmfNmZvJ7dszcvzL8+q3viXHn/Jyf/gfAACw1wiZAdgvPPrktqy+dWO+tnZrNs67O2/4qUU5\nYt5BM13WAe3U31qdRza3nPLy9+W1Y0+kkvz59U/ki6O/kZvu2J7J3/iHPP/Q2bn+t5bOdKkHnCc2\nPZJkR7jcJudmziGjqdkn5YknDsvnL30krzzzzpz2xuMFzQAAwF4hZAZgqLXW8odXfSsrr1mXa2e/\nM+fUo8n65Ht/d0T+4DVX5T1nvkRQNkPmjVf+jyfn5tBWmZvv9+C1mw/K6JY5+ft523JPdrUvMIN0\nxMiPZfvEYdn01HF5fOEjWfDYizJ366F5Mg/nsSNvz7VfvDutTeZVZ/2rmS4VAAB4Dpg10wUAwO78\n4VXfyp9+8c5smZjM0fXo0+NH16P50y/emT+86lszWN0BbPtEznpybo5os34gYE6Suakc0WblrCfn\nzlBx/Lv/+8N5dPvPZNPzv5fJOVvz6MJb8+Rh9+TRhbemzd6Wxw+9K/943f/MxvX3z3SpAD+Ur238\nWl479tr87Cd/Nu+7+3352U/+bF479tpcd991M10aABzQhMwADK1Hn9yWldesy1Pbpv8a9qlt27Py\nmnV59Klt+7gy8vjGVNv9kj3NMzjfufGBPDr/m0lN7hioyWw+dO33z2dNZmL2eP567NMzVyQMuT9Z\n9su54U8+nD9427/Jnyz75ZkuhyTbJrflN//5N7Npy6aMbxvP5rY549vGs2nLpvzGtb+RicmJmS4R\nAA5YQmYAhtbqWzfm2tnvzF2H/Pvcdci/z5b2/T2Yt7SDctch/z53zDk7cz/y0hms8gD12L0zXQG7\n8eRjW7Pg0Zcm7ft/q7d9Tt8fwjg5K3MmDsspx//8DFQH+4cnH9007TEzZ+ybY9m0ZfpebNqyKX/9\nzb/exxUBADsJmQH6XPvI41neDs+1jzw+06WQ5HuPb/mBLTIOrm3THh+69aF9WhdJHls/0xWwG/MO\nn5t5eV6OemBeZk/84Jd9sycmcsjm2Xn+46fm6Bc8f4YqBPjhPLL5kXzsXz6Wpyaemnb+qYmn8sf/\n8sfZtNm/EACAmeAP/gPoufaRx3PuzevyVGbl3JvX5S9e/qL83MIFM13WAe3oBQfPdAnsymP3ptWR\nyW62xGj+PMYZ8+KffkG+cvln8sCPbcr2OT/4t3s7zp/KI7O+lOcd/7KZKRCG1J8s++Wnv1qefdBB\n2b5t29PHf/C2f5MkmXfEkfm/Vv7ljNV4oPrHu/8xk21yt2sm22Suuvuq/LuX/Lt9VBUAsJMvmQHy\n/YD53274u9zypbPybzf8Xc69eZ0vmmfYG35qUb7Xjnj6fOp2GVsenZMNXz4y37nyx2aivAPbw3fm\ns/O25tGazNYpSfPWtDxak/nsvK0zVBzbb7kx3zvq3h8ImPu/aN4+Z062HLwtn/7Un89EefTZdP+T\n+c4/TGbT/U/OdCnkB7fF2BkwTz22dcbMOPMnzsys2v0/vs6qWTnzJ87cRxUBAP2EzMAB79pHHs+y\nf7ktf3Trb+X31340R2/blP+29qP5o1t/K8v+5TZB8ww6Yt5B+fPXXJWTtv91Xrj5kzm4tqW1ZHzj\nwdl49eG5/cpjsume+dn6iP872+ceXpd7DprMJw7fki8esi1b07ItLVvT8sVDtuUTh2/JPQft/osz\nBuOJr3w191x4YV76zdsze+dXmBMTOXLTpqfPk2T29u055crP54mvfHWmSj3gTU62XPmJW7N5U3Ll\nn96aNulPy4RdOfKQI7P8lctz6JxDp50/dM6h+U+v/E858pAj93FlAEAiZAYOcNc+8nh+58tX58qv\n/kpe9+A/57DJzUmSeZOb87oH/zlXfvVX8jtfvlrQPIPec+ZLcsFrj8/82p5N6w7N2r99Qdb/88I8\n9eDBOXhyW2ZNCjJnxGPr8/xsSqvkxkO2538cvjlfOHRb/sfhm3PjIduf3ipj3oSvM/e1ey+5JG3z\n5rzkW9/OgvHxpLUseOzx/OLVX9hxPjmZ2RMTee01X8wL1q/PvZdcMtMlH7C+fvXd2fTAjndk0/1P\n5qar757hiph3xPcDytkHHTTtcf8a9q2zTzw7Rx48/f/+Cw9emLed+LZ9XBEAsJM9mYED1s4tMm66\n4aIs2P5EZk35T/4PbVtzzJYH8ukbL8orD1ttj+YZsv3hh3Pu7f+Qf/35v8h9W45Mm7DR71AYfyDX\nH3JRMndecsgRaa+6KH//zcmsv/5fsnn88Wzbsrlvsb0x96Uf//3fzz0XXphZmzfn1f/8pXzp1a/O\nq7/0pcxqLa/+5y/liz//2px6/Q0ZeeCB1CGH5Md///dnuuQD0qb7n8zXVt2ZiW07/kXZxNbJfG3V\nnTn+5UfnyJF5M1zdgat/r+WdezAnO7bLeO9ff24mSqLPQbMOyu++5nfz3n96byYmJzIxMZE5c+Zk\nzqw5+d2f+93MmeUfbwFgpvh/YeCA9Wu3352nJlsenTM/R2wfn3bNrLQ8OmdBnpps+bXb7871r/aH\nZO1rf/+OZXnRHbdnVmtJBMxDY+HxyRHHJT/7H5Of+NlUVeZtXZMLzrsot1x9Za751GWZnJjIxFb7\nMu9rh73q9By3YkXuufDCLBgfz//++c8/PbdgfDxvWP33SZI65JAct2JFDnvV6TNV6gFr5zYZ2yd+\n8L/E2D4xmSv/9Na89b/8TGqWv97BdE5bdFr+f/buPD7K6u7//+vMZCMkEpaSsspSiCE7iSgCIfwo\nBSV1aaFFcSMiUqVVueWGW3srYnvLV1FEFhEtVKgopS7ViigiEWy5QcDIKsoSWaSiQCQLCZnM+f2R\nMHcSJguRyQzk/Xw88shc5zrnXJ9rzuPS8MnJZ9aNWgdAdnY2GRkZ/g1IREREAB+XyzDGDDPG7DbG\n7DHGTPFyfpIxJqfia7sxpswY06q2scaYVsaYVcaYLyu+t/TlPYjIxeuZ2M40cxg2X9Kr1n6bI3vR\nzGF4JrZzI0Umla26dzJrU/pQHByCCmMEkLs+glF/gUuvAvN/yTCH00nSz65h3Nw/kzL057Tt2t2P\nQTZdZxLNJizM63klmP3rTJkMW60Es7UqmxFIKpfFUIkMERERkdr5LMlsjHECc4GrgV7AjcaYKpkc\na+2T1tpka20y8F/AR9ba43WMnQKsttb2AFZXHIuInLP+LSNZktiNLS2TKHKEeu1T5AhlS8sklcrw\noxtTejFj/ER+98BUdl/anVMh3tdKAktoeDjpN4/hlumz/B1Kk1VTolkJZv/bsvIrXKe9/9rMddrN\nlpVfNXJE4s1vFvyF1N88wH8s+0eVMhoiIiIicjZf7mTuA+yx1u6z1p4GXgWuq6X/jcAr9Rh7HfBS\nxeuXgOvPe+Qi0mT0bxnJL1MGUWa8Vw8qM05GpAxSgtmPrmzRnEuCnHzZuSt3T36MaWN/xzctW1MU\nqmSzSF2qJ5qVYA4MvYddSlCI9x/Dg0Ic9B52aSNHJCIiIiLyw/gyydwBOFjp+FBF21mMMeHAMOC1\neoyNttYeqXj9byD6fAUsIk1T8k/6EFbpU+MrCwsOIfknfRo5IqnMGMO4jj+imcOAMfxvQm9uemwW\n828YTWGzcMqUbA4IW7Zs4Z///CdbtmzxdyhSzZlEc1mrVkowB4ikwZ2JahteudIMUF55Jio6nOTB\nKs8kIiIiIhcWY6sXgztfExszAhhmrR1bcXwLcIW1doKXvr8GbrbW/ryuscaYPGttVKWxJ6y1Z9Vl\nNsaMA8YBREdHp7766qvn/yYDXEFBAREREf4OQ2qg9Qk8O2wQ/4/mnMYQgmUyhcQZl7/DEuCEG+6h\nBe5qGZmORfnMW7mcsM8/5/hDD/opuqatrKyMzz//nGPHjuF2u3E4HLRu3ZrLLrsMp9Pp7/CkEv1/\nJ7CU5Fv2rrTYsv9rM07oPswQGqkP/QsUem4Cm9ZHpGH07Ig0TFN9dgYNGrTZWptWVz/vfx9+fhwG\nOlU67ljR5s0o/q9URl1jvzHGtLPWHjHGtAOOepvQWrsAWACQlpZmm+KnDuvTlgOb1ifwZABJJ/IZ\nn/Ml85N7qERGgPjX3u+YsXwrzm4luFuHgqMi+eJy4zoIrvseJrF7G/8G2UQdPXqUl19+mcLCQtzu\n8vqybrebEydOsHXrVkaPHk3btm39HKWcof/vBJ5Pw75i49v7cZ12ExTioM/Pu5IyRKUyAomem8Cm\n9RFpGD07Ig2jZ6d2viyX8QnQwxjT1RgTQnki+a3qnYwxLYCBwN/rOfYt4LaK17dVGyci8oP0bxnJ\nHHNSCeYAcs/LWzicdwqzPx/cFX9947aYglJO5J7knpdVnsFfFi5cyPfff4/LVXXHv8vl4vvvv2fh\nwoV+ikzkwnCmbAaoTIaIiIiIXNh8lmS21rqACcB7wC7gr9baHcaY8caY8ZW63gC8b60trGtsxenp\nwBBjzJfATyuORUTkIuWqSCybE6fBVb5bFmsJ3vk9ptJ5aXxhFR8m19DzIk2dw2EYemc8YVEwdGw8\nxqEyGSIiIiJyYfJluQystSuAFdXa5lc7/jPw5/qMrWg/Bgw+n3GKiACUln7P0aPv4rafcPjwv2nb\n9mqCg1v4OyypYABnbgFlMS1wHC3GkV/q75CavA4dOpCXl1fj+Y4dOzZiNCIXpqjocLoPcxAVHe7v\nUEREREREGsynSWYRkQuBtZZ9+2dy4MCLgANrT/HFl+/xxZfT6Nx5LN263o8x2l0WCIK+PoX9UTOC\nd3/v71AEuPTSS9m9e/dZ5TIAgoKCuPRS1ZYVERERERFpCpRkFpEmrzzBvBC3u8TT5nafAuDAgfKa\nst27TfRLbAJBlf583JS6Cdn0XY3npXG1b98ep9PpNcnsdDpp166dH6ISERERERGRxubLD/4TEQl4\npaXfc+DAi56kcnVu9ykOHHiR0tKTjRyZnDFvdCodopoRHuKs0h4e4qRDVDPmjU71U2QSHR2Nw+H9\nRwmHw0F0dHQjRyQiIiIiIiL+oJ3MItKkHT36LnX/vs3B0aMr6NBhVGOEJNX07d6ajyZlsOR/v2LG\ne7spdZURHOTkgaEx3HLlpQQ59ftSfwkODmby5Mme4+zsbDIyMvwXkIiIiIiIiPiFkswi0qSdPv0t\nbndxrX3c7mJOn/62kSISb4KcDsb068r1yR2Y9fpH3PuLgbRsHuLvsEREREREREQElcsQaRRlZWXM\nmzeP999/n+Li2hOa0rhCQn6EwxFWax+HI4yQkB81UkRSm5bNQ8joFKwEs4iIiIiIiEgAUZJZpBHk\n5+dz/PhxNm7cyMyZM9m0dgPtNxhceSV1Dxafatv2asBdRy83bdte0xjhiIiIiIiIiIhccJRkFmkE\nJ0+exOl04nK5KCkp4d8ffEmzE4ZDr36Gtdbf4TVpwcEt6Nx5LA5HM6/nHY5mdO48luDgSxo5MhER\nERERERGRC4OSzCKN4OTJk55kstM66HW6AwYDuUX8de4Sjhw54ucIm7ZuXe+nc+csHI7QimSzweFo\nhsMRSufOWXTrer+/QxQRERERERERCVj64D+RRnDy5ElcLhcA3cuiMRXtDhz0ONyKP734J3rG9GTo\n0KG0aNHCf4E2UcYYunebSOdOd3D06Lvs/uITeva4nLZtr9EOZhERERERERGROmgns0gjOH78OG63\nGyykuLoSXPH7HQeGlrY57U63YNeuXbzxxht+jrRpCw5uQYcOo3CYn9OhwyglmEVERERERERE6kE7\nmUUawfHjxwHo4G5FGMFVzgUTRP+yWI4NbUZy7xR/hCe1+LzwFLO/+oadBcWs6XOZv8MRERERERER\nEQk4SjKLNIKTJ08CVXcxVxYR1IwOzq6Eh4c3dmjihbWQffwkT+X+m235pyi1ljJ9PqOIiIiIiIiI\niFdKMos0goKCAqLczWljI72et6fdfP9eLuEpbXGE6bH0l+IyN68fPcH/EMmpbbkUut3+DklERERE\nREREJOApmyXSCFq2bMnldMFZ6oQadsTaMsvJDw8SdU3Xxg1O+PZ0KX869B1/OvQtbqAQJyjBLCIi\nIiIiIiJSL/rgP5FGcNddd9E+rA2mtpILpW5K9uQ1Wkzyf+7cnsuzX31DfpmbwjIll0VERERERERE\nzoV2Mos0kh/fl1rlODs7m4yMDP8EI1XM7XUpU/ccZtWxk5S4bU2bzUVERERERERExAuf7mQ2xgwz\nxuw2xuwxxkypoU+GMSbHGLPDGPNRRVtMRduZr5PGmPsqzk01xhyudO4aX96DiFz8OoSF8EJ8V97q\n3YPkyHBClWYWEREREREREak3nyWZjTFOYC5wNdALuNEY06tanyhgHnCttTYOGAlgrd1trU221iYD\nqUAR8EaloTPPnLfWrvDVPYhI05IYGc6K1B7cSyEdQoMJd6iikIiIiIiIiIhIXXyZQekD7LHW7rPW\nngZeBa6r1ucm4HVr7QEAa+1RL/MMBvZaa7/yYawiIgAYY+htXGy4sheP/KQ9kU4HYQ7j77BERERE\nRERERAKWL5PMHYCDlY4PVbRV1hNoaYzJNsZsNsbc6mWeUcAr1dp+a4zZaoxZaIxpef5CFmkcLlc+\nZe45uFz5/g5FahDkMNzWoQ1broojq0MbEiKa+TskEREREREREZGAZKz1Te1RY8wIYJi1dmzF8S3A\nFdbaCZX6zAHSKN+t3AxYDwy31n5RcT4E+BqIs9Z+U9EWDXwHWOAxoJ21NsvL9ccB4wCio6NTX331\nVZ/cZyArKCggIiLC32GIF277L6z9E8aMxWH6+jscqUbPTmDT+gQurU1g0/oELq1N4NLaBDatj0jD\n6NkRaZim+uwMGjRos7U2ra5+QT6M4TDQqdJxx4q2yg4Bx6y1hUChMWYtkAR8UXH+amDLmQQzQOXX\nxpgXgH94u7i1dgGwACAtLc1mZGT8oJu5EGVnZ9MU7/tCsHnLAvLyoEWL7aT2/i9/hyPV6NkJbFqf\nwHTitdc4PP3/0WHKZFr+8pf+Dke80LMTuLQ2gUtrE9i0PiINo2dHpGH07NTOl0nmT4AexpiulCeX\nR1Feg7myvwNzjDFBQAhwBTCz0vkbqVYqwxjTzlp7pOLwBmC7D2IXOe+2fHoLJ078CwBjggH4/vvN\nrP6wOwAtW15F75QlfotPRKQh3EVFfP3gQxR89BHOU6f45g9/pHDdx7T/nz/iCA/3d3giIiIiIiLS\nCHxWk9la6wImAO8Bu4C/Wmt3GGPGG2PGV/TZBawEtgIbgRettdsBjDHNgSHA69WmfsIYs80YsxUY\nBNzvq3sQOZ+6dLkbhyMMAGtLq3x3OMLo2uUev8UmItIQJV9+yd7MTArWrMGeOgWAPXWKgjVr2Jv5\nc0q+/NLPEYqIiIiIiEhj8OVOZqy1K4AV1drmVzt+EnjSy9hCoLWX9lvOc5gijaJVy74kxM9m2/YJ\nuN0lnnaHI5SE+Nm0bHmlH6MTETl3uTeNxl1QANU+38GWlOA6coTc0TcTs3GDn6ITERERERGRxuKz\nncwicrZS10nKq8M4gGDAgTFOSl0n/RyZiMi5c15yyVkJZg9ry8+LiIiIiIjIRU9JZpFG9PXXf6Ws\nrIiIiMtwmN8SEXEZZWWn+Prr5f4OTUTknIUlJdV+PjGxkSIRERERERERf1KSWaQRBQVF8pOf/Bd9\nLv87xsTR5/I3+Un3KQQFRfg7NBGRcxaelooJC/N6zoSF0fzytEaOSERERERERPzBpzWZRaSqpMTn\nqxwb4+TSS8dyKWP9FJGISMM1i4vDBAXhrWCGCQoiLC6u0WMSERERERGRxqedzCIiItIgoTEx4HR6\nP+l0lp8XERERERGRi552MouIiEiDOMLCiNnwv57j7OxsMjIy/BeQiIiIiIiI+IV2MouIiIiIiIiI\niIhIgynJLCIiIiIiIiIiIiINpiSziIiIiIiIiIiIiDSYkswiIiIiIiIiIiIi0mBKMouIiIiIiIiI\niIhIgynJLCIiIiIiIiIiIiINpiSziIiIiIiIiIiIiDSYkswiIiIiIiIiIiIi0mBKMouIiIiIiIiI\niIhIgwX5OwA5f7b/fgVRrkjP8U9wcmjluip98oLyif/DNY0dmoiIiIiIiIiIiFykfLqT2RgzzBiz\n2xizxxgzpYY+GcaYHGPMDmPMR5Xac40x2yrObarU3soYs8oY82XF95a+vIcLSeUE8w/pIyIiIiIi\nIi1hYpAAACAASURBVCIiIlJfPksyG2OcwFzgaqAXcKMxple1PlHAPOBaa20cMLLaNIOstcnW2rRK\nbVOA1dbaHsDqimMRERERERERERER8QNf7mTuA+yx1u6z1p4GXgWuq9bnJuB1a+0BAGvt0XrMex3w\nUsXrl4Drz1O8IiIiIiIiIiIiInKOfJlk7gAcrHR8qKKtsp5AS2NMtjFmszHm1krnLPBBRfu4Su3R\n1tojFa//DUSf78BFREREREREREREpH6MtdY3ExszAhhmrR1bcXwLcIW1dkKlPnOANGAw0AxYDwy3\n1n5hjOlgrT1sjGkLrAJ+a61da4zJs9ZGVZrjhLX2rLrMFYnpcQDR0dGpr776qk/uM5D8ZKWzXv32\nDCvzcSRSHwUFBURERPg7DPFCaxPYtD6BS2sT2LQ+gUtrE7i0NoFN6yPSMHp2RBqmqT47gwYN2lyt\nlLFXQT6M4TDQqdJxx4q2yg4Bx6y1hUChMWYtkAR8Ya09DOUlNIwxb1BefmMt8I0xpp219ogxph3g\ntcSGtXYBsAAgLS3NZmRknL87C1CHVq6rV7+m8F5cCLKzs7UWAUprE9i0PoFLaxPYtD6BS2sTuLQ2\ngU3rI9IwenZEGkbPTu18WS7jE6CHMaarMSYEGAW8Va3P34H+xpggY0w4cAWwyxjT3BgTCWCMaQ78\nDNheMeYt4LaK17dVzCEiIiIiIiIiIiIifuCznczWWpcxZgLwHuAEFlprdxhjxlecn2+t3WWMWQls\nBdzAi9ba7caYbsAbxpgzMS611q6smHo68FdjzB3AV8CvfHUPIiIiIiIiIiIiIlI7X5bLwFq7AlhR\nrW1+teMngSerte2jvGyGtzmPUV7DWarJC8onyhVZZ5+OjRSPiIiIiIiIiIiIXPx8mmSWxhX/h2uq\nHHurFaMEs4iIiIiIiIiIiJxPvqzJLCIiIiIiIiIiIiIXOe1kFhERERFpZMdPrGf79glYdxllbhcf\nfRSEcThJiJ9Ly5ZX+js8EREREZFzop3MIiIiIiKNyO0uZdeu/6S0NA9XWT5wCldZPqWleezc9Z+4\n3S5/hygiIiIick6UZBYRERERaUSHDv2F06dPeD13+vRxDh/+SyNHJCIiIiLywyjJLCIiIiLSSE6f\nPs6+/U/jdp/yet7tPsXefU9RWuo9CS0iIiIiEohUk1lEREREpJF8++17WOuutY+1bo4eXUmHDjc2\nUlQiIiIi4k3x3jyOv7wL67Z0dTk4nP0vjMPQanQsYd2j/B1eQNFOZhERERGRRtK27TCMqf1HcGMc\ntG07rJEiEhERERFvbJmbE8u/wF3kwhaX4XQZbHEZ7iIXJ5Z/gS2z/g4xoCjJLCIiIj/Y/v37Wb9+\nPfv37/d3KCIBLTi4Jd26TsThaOb1vMPRjO7d/oPg4JaNHJmIiIiIVFaw/gjuolKv59xFpRT879eN\nHFFgU5JZREREfpD9+/ezdOlSSkpKWLp0qRLNInXo2PFmQkJaeT0XEtKKDh1ubuSIRERERKSyssJS\nTr6fiz3tvcyZPe3m5Hu5lBV6T0I3RUoyi4iISIOdSTCXlpb/cFVaWqpEs0gdHI5gYmP/H8HBUQQ5\nI4FmBDkjCQ6OolfsEzgc+tgUEREREX86tf07qKsahq3oJ4CSzCIiItJA1RPMZyjRLFK3Vi37kj5g\nMwMH5uB0zGHgwBzSB2ymZcsr/R2aiIiISJPXLL4NmDo6mYp+AijJLCIiIg1QU4L5DCWaRURERETk\nQuVsHswlP+uCCfGeOjUhDi4Z2gVn8+BGjixwKcksIiIi56SuBPMZSjSLiIiIiMiFKqJvOxzh3pPI\njubBRFzZvpEjCmxKMouIiMg5efPNN+tMMJ9RWlrKm2++6eOIREREREREzi/jdNByZE8c4UGYMCdl\nQRYT5sQRHkTLET0xzrrqaTQt+lQREREROSfXX399vXYyAwQHB3P99dc3QlQiIiIiIiLnV1j3KNo/\n3BeA7OxsMjKu8nNEgUs7mUVEROScdO3alZtuuong4NrrjwUHB3PTTTfRtWvXRopMRERERERE/MGn\nSWZjzDBjzG5jzB5jzJQa+mQYY3KMMTuMMR9VtHUyxqwxxuysaL+3Uv+pxpjDFWNyjDHX+PIeRERE\n5Gx1JZqVYBYREREREWk6fJZkNsY4gbnA1UAv4EZjTK9qfaKAecC11to4YGTFKRfwH9baXsCVwD3V\nxs601iZXfK3w1T2IiIhIzWpKNCvBLCIiIiIi0rT4cidzH2CPtXaftfY08CpwXbU+NwGvW2sPAFhr\nj1Z8P2Kt3VLxOh/YBXTwYawiIiLSANUTzUowi4iIiIiIND2+TDJ3AA5WOj7E2YninkBLY0y2MWaz\nMebW6pMYY7oAKcCGSs2/NcZsNcYsNMa0PL9hi4iIyLk4k2gODQ1VgllERERERKQJMtZa30xszAhg\nmLV2bMXxLcAV1toJlfrMAdKAwUAzYD0w3Fr7RcX5COAj4I/W2tcr2qKB7wALPAa0s9Zmebn+OGAc\nQHR0dOqrr77qk/sMZAUFBURERPg7DKmB1idwaW0Cm9YncGltApvWJ3BpbQKX1iawaX1EGkbPjkjD\nNNVnZ9CgQZuttWl19QvyYQyHgU6VjjtWtFV2CDhmrS0ECo0xa4Ek4AtjTDDwGvDymQQzgLX2mzOv\njTEvAP/wdnFr7QJgAUBaWprNyMj4wTd0ocnOzqYp3veFQusTuLQ2gU3rE7i0NoFN6xO4tDaBS2sT\n2LQ+Ig2jZ0ekYfTs1M6X5TI+AXoYY7oaY0KAUcBb1fr8HehvjAkyxoQDVwC7jDEG+BOwy1r7dOUB\nxph2lQ5vALb77A5EREREREREREREpFY+28lsrXUZYyYA7wFOYKG1docxZnzF+fnW2l3GmJXAVsAN\nvGit3W6M6Q/cAmwzxuRUTPmgtXYF8IQxJpnychm5wF2+ugcRERERERERERERqZ0vy2VQkRReUa1t\nfrXjJ4Enq7V9DJga5rzlPIcpIiIiIiIiIiIiIg3ky3IZIiIiIiIiIiIiInKRU5JZRERERERERERE\nRBpMSWYRERERERERERERaTAlmUVERERERERERESkwZRkFhEREREREREREZEGU5JZRERERERERERE\nRBosyN8B+EtpaSmHDh2iuLjY36H4TIsWLdi1a5e/w5AaXGjrExYWRseOHQkODvZ3KCIiIiIiIiIi\nEkCabJL50KFDREZG0qVLF4wx/g7HJ/Lz84mMjPR3GFKDC2l9rLUcO3aMQ4cO0bVrV3+HIyIiIiIi\nIiIiAaTJlssoLi6mdevWF22CWeR8MsbQunXri3rnv4iIiIiIiIiINEyTTTIDSjCLnAM9LyIiIiIi\nIiIi4k2TLZdxrr4vKmXF9iN8m1/CjyJDuSa+HS3CVZtWREREREREREREmrYmvZO5Pqy1PPX+bvr8\nzwdM+8dOZq76gmn/2Emf//mAp97fjbW2wXPn5uYSHx9/HqP1rkuXLnz33Xdntc+fP5/Fixf7/Pq1\nycvLY968eX659vLly4mLi8PhcLBp0yZP+6pVq0hNTSUhIYHU1FQ+/PBDz7lXXnmFhIQEEhMTGTZs\nmNf3FeChhx6iU6dORERE+Pw+RERERERERERE/ElJ5jo8veoLXly3nxKXm1Ony7DAqdNllLjcvLhu\nP0+v+sLfITbY+PHjufXWW/0agz+TzPHx8bz++uukp6dXaW/Tpg1vv/0227Zt46WXXuKWW24BwOVy\nce+997JmzRq2bt1KYmIic+bM8Tr3z3/+czZu3OjzexAREREREREREfE3JZlr8X1RKQvW7uNUaZnX\n86dKy1iwdh/fnypt8DVcLhejR48mNjaWESNGUFRUxOrVq0lJSSEhIYGsrCxKSkpYuXIlI0eO9IzL\nzs4mMzOT5cuXM3HiRABmzZpFt27dANi3bx9Dhgzx9H/iiSdISEigT58+7NmzB4CpU6cyY8YMADIy\nMpg8eTJ9+vShZ8+erFu3DoCysjIeeOAB4uPjSUxMZPbs2QBeY4Squ6Y3bdpERkaG51pZWVlkZGTQ\nrVs3nn32WQCmTJnC3r17SU5OZtKkSRw5coT09HSSk5OJj4/3xOFNREQE999/P3FxcQwePJhvv/0W\ngM2bN5OUlERSUhKTJk2qcbd4bGwsMTExZ7WnpKTQvn17AOLi4jh16hQlJSVYa7HWUlhYiLWWkydP\nevpVd+WVV9KuXbsaYxcREREREREREblYqCYz8OjbO9j59cmz2o+eLKa0zF3r2NIyN9fP+Zi2l4RV\nae/V/hIe+XlcndfevXs3f/rTn+jXrx9ZWVk8/fTTPP/886xevZqePXty66238txzzzFhwgTGjRtH\nYWEhzZs3Z9myZYwaNYoBAwbwxBNPALBu3Tpat27N4cOHWbduHf369fNcp0WLFmzbto3Fixdz3333\n8Y9//OOsWFwuFxs3bmTFihU8+uijfPDBByxYsIDc3FxycnIICgri+PHjFBcXc/vtt58V43333Vfr\nvX7++eesWbOG/Px8YmJi+M1vfsP06dPZvn07OTk5ADz11FMMHTqUhx56iLKyMoqKimqcr7CwkLS0\nNGbOnMm0adN49NFHmTNnDmPGjGHOnDmkp6czadKkOtegNq+99hq9e/cmNDQUgOeee46EhASaN29O\njx49mDt37g+aX0RERERERERE5EKnncy1KC2zuOsouey25f0aqlOnTp5k8M0338zq1avp2rUrPXv2\nBOC2225j7dq1BAUFMWzYMN5++21cLhfvvPMO1113HT/+8Y8pKCggPz+fgwcPctNNN7F27VrWrVtH\n3759Pde58cYbPd/Xr1/vNZZf/OIXAKSmppKbmwvABx98wF133UVQUPnvI1q1asXu3bu9xliX4cOH\nExoaSps2bWjbti3ffPPNWX0uv/xyFi1axNSpU9m2bRuRkZE1zudwOPj1r3/tee8+/vhj8vLyyMvL\n85TAOFPqoiF27NjB5MmTef755wEoLS3lueee49NPP+Xrr78mMTGRxx9/vMHzi4iINJaiov2UuR+l\nqGi/v0MREREREZGLkE93MhtjhgGzACfworV2upc+GcAzQDDwnbV2YG1jjTGtgGVAFyAX+JW19sQP\nibOmHcevbDzAtH/s5NRp7+UyAJqFOLnn//sJN/bp3KBrG2OqHEdFRXHs2DGvfUeNGsWcOXNo1aoV\naWlpngTsVVddxaJFi4iJiWHAgAEsXLiQ9evXM3XqVK/XqX7NM87s1nU6nbhcrgbdT1BQEG53+e7v\n4uJir/PXdo309HTWrl3LO++8w+23387EiRPrXTe6pvs6Y8yYMXz66ae0b9+eFStW1Nr30KFD3HDD\nDSxevJju3bsDeHZbnzn+1a9+xfTp0ykrKyM1NRWAa6+9lmnTptUrXhERkcZgbRnbtv8WOMi27b+j\nz+V/xxjtMxARERERkfPHZ//CMMY4gbnA1UAv4EZjTK9qfaKAecC11to4YGQ9xk4BVltrewCrK459\n4pr4drjr2MrsdluuSWh47d0DBw54dhYvXbqUtLQ0cnNzPXWTlyxZwsCBAwEYOHAgW7Zs4YUXXmDU\nqFGeOQYMGMCMGTNIT08nJSWFNWvWEBoaSosWLTx9li1b5vleeYdzXYYMGcLzzz/vSQgfP36cmJiY\nGmPs0qULmzdvBspLTdQlMjKS/Px8z/FXX31FdHQ0d955J2PHjmXLli01jnW73fztb38Dyt+7/v37\nExUVRVRUFB9//DEAL7/8sqf/okWLyMnJqTPBnJeXx/Dhw5k+fXqVkiMdOnRg586dntrPq1atIjY2\nFqfTSU5ODjk5OUowi4hIwDlwYBFFRbmApahoPwcOLPR3SCIiIiIicpHx5TaWPsAea+0+a+1p4FXg\nump9bgJet9YeALDWHq3H2OuAlypevwRc76sbaBEezLj0bjQLdno93yzYybj0brRoFtzga8TExDB3\n7lxiY2M5ceIE999/P4sWLWLkyJEkJCTgcDgYP348UL77NzMzk3fffZfMzEzPHAMGDODgwYOkp6fj\ndDrp1KkT/fv3r3KdEydOkJiYyKxZs5g5c2a94xs7diydO3cmMTGRpKQkli5dSlhYWI0xPvLII9x7\n772kpaXhdHp/3ypr3bo1/fr1Iz4+nkmTJpGdnU1SUhIpKSksW7aMe++9t8axzZs3Z+PGjcTHx/Ph\nhx/y8MMPA+XJ5HvuuYfk5GSsrfmXBG+88QYdO3Zk/fr1DB8+nKFDhwIwZ84c9uzZw7Rp00hOTiY5\nOZmjR4/Svn17HnnkEdLT00lMTCQnJ4cHH3zQ69z/+Z//SceOHSkqKqJjx45VdpWLiIg0lqKi/ezb\nPxO3+xQAbvcp9u2fqbIZIiIiIiJyXpnaknA/aGJjRgDDrLVjK45vAa6w1k6o1OdMmYw4IBKYZa1d\nXNtYY0yetTaqot0AJ84c1yQtLc1u2rSpStuuXbuIjY2t8z6stTy96gsWrN2Hw2EoPl1GWIgTt9sy\nLr0bE4f0rLNMg7/k5+fXWtP4QhcREUFBQUGtfXJzc8nMzGT79u2NFFX9XYjrU9/n5kKXnZ1NRkaG\nv8OQGmh9ApfWJrBYW8bGT66joGA3UPmDjB1ERFymshkBRM9O4NLaBDatj0jD6NkRaZim+uwYYzZb\na9Pq6ufTmsz1EASkAoOBZsB6Y8z/1newtdYaY7xmyY0x44BxANHR0WRnZ1c536JFiyplGmozrm97\nfp38I1Z9/h3fFZymTUQIP4v9EZeEBdWZ5PSnsrKyet/jhaqu+ysoKMDtdgfk+3Ahrk9xcfFZz9LF\nqKCgoEnc54VK6xO4tDaBxe1eiWUvVRPMAG4KCvawZs2DOBzD/BGaVKNnJ3BpbQKb1kekYfTsiDSM\nnp3a+TLJfBjoVOm4Y0VbZYeAY9baQqDQGLMWSKpor2nsN8aYdtbaI8aYdsBRvLDWLgAWQPlO5uq/\nadi1a9c57SKNjIQxbVvVu38guBB3ynpzxRVXUFJSUqVtyZIl9Urwx8fHs3PnTl+F9oNciOsTFhZG\nSkqKv8Pwuab628kLhdYncGltAstHa/8Dl+t0DWdP4wxaxcD0sz6TWfxAz07g0toENq2PSMPo2RFp\nGD07tfNlkvkToIcxpivlCeJRlNdgruzvwBxjTBAQAlwBzAQ+r2XsW8BtwPSK73/34T1IANiwYYO/\nQxAREbngdLn0N+zb/4ynHnNlDkczulz6Gz9EJSIiIiIiFyOfFeKz1rqACcB7wC7gr9baHcaY8caY\n8RV9dgErga3ARuBFa+32msZWTD0dGGKM+RL4acWxiIiIiFTSufMYwsO7cPaPew7Cw7vSuXOWH6IS\nEREREZGLkU9rMltrVwArqrXNr3b8JPBkfcZWtB+jvIaziIiIiNTAGCcJ8bPZsDETt7vY0+5whJAQ\n/6w+9E9ERERERM4b/etCRERE5CIVHt6Vbl3vx+FoBpSXyejW9X7Cw7v6OTIREREREbmY+HQn80Xh\n+YFwYj9EtIVLOkKrbtCqK1zSvvz4kvYQ2Q6ceitFREQk8HTuPIZ/f/MmBQWfq0yGiIiIiIj4hHYy\n16VFRyg+Cd99CfvWwKY/wQePwlu/g5dHwJxUeD69QVPn5uYSHx9/ngM+W5cuXfjuu+/Oap8/fz6L\nFy/2+fVrk5eXx7x58/xy7eXLlxMXF4fD4WDTpk2e9lWrVpGamkpCQgKpqal8+OGHnnOvvPIKCQkJ\nJCYmMmzYMK/va1FREcOHD+eyyy4jLi6OKVOmNMr9iIiIeHOmbAZ0UpkMERERERHxCf0roy5X3g0h\n4VXb3KVwugBKTgIO+MlP/RLaDzV+/HhuvfVWv8bgzyRzfHw8r7/+OunpVX9J0KZNG95++222bdvG\nSy+9xC233AKAy+Xi3nvvZc2aNWzdupXExETmzJnjde4HHniAzz//nE8//ZR//vOfvPvuuz6/HxER\nkZqEh3fF6XhEZTJERERERMQnlGSuy6VXQViLms87g2HgpAZP73K5GD16NLGxsYwYMYKioiJWr15N\nSkoKCQkJZGVlUVJSwsqVKxk5cqRnXHZ2NpmZmSxfvpyJEycCMGvWLLp16wbAvn37GDJkiKf/E088\nQUJCAn369GHPnj0ATJ06lRkzZgCQkZHB5MmT6dOnDz179mTdunUAlJWV8cADDxAfH09iYiKzZ88G\n8BojVN01vWnTJjIyMjzXysrKIiMjg27duvHss88CMGXKFPbu3UtycjKTJk3iyJEjpKenk5ycTHx8\nvCcObyIiIrj//vuJi4tj8ODBfPvttwBs3ryZpKQkkpKSmDRpUo27xWNjY4mJiTmrPSUlhfbt2wMQ\nFxfHqVOnKCkpwVqLtZbCwkKstZw8edLTr7Lw8HAGDRoEQEhICL179+bQoUM13oeIiIiIiIiIiMiF\nTElmgHenwKLh3r/+nAmOEPD2p6XGAeE/gqWjzh73bv1KJOzevZu7776bXbt2cckll/D0009z++23\ns2zZMrZt24bL5eK5557jpz/9KRs2bKCwsBCAZcuWMWrUKAYMGOBJxK5bt47WrVtz+PBh1q1bR79+\n/TzXadGiBdu2bWPChAncd999XmNxuVxs3LiRZ555hkcffRSABQsWkJubS05ODlu3bmX06NEUFxd7\njbEun3/+Oe+99x4bN27k0UcfpbS0lOnTp9O9e3dycnJ48sknWbp0KUOHDiUnJ4fPPvuM5OTkGucr\nLCwkLS2NHTt2MHDgQE/MY8aMYfbs2Xz22Wf1WoPavPbaa/Tu3ZvQ0FCCg4N57rnnSEhIoH379uzc\nuZM77rij1vF5eXm8/fbbDB48+AfHIiIiIiIiIiIiEoiUZK6PiGiw9ux2RzBE/vgHTd2pUydPMvjm\nm29m9erVdO3alZ49ewJw2223sXbtWoKCghg2bBhvv/02LpeLd955h+uuu44f//jHFBQUkJ+fz8GD\nB7nppptYu3Yt69ato2/fvp7r3HjjjZ7v69ev9xrLL37xCwBSU1PJzc0F4IMPPuCuu+4iKKj8gw1b\ntWrF7t27vcZYl+HDhxMaGkqbNm1o27Yt33zzzVl9Lr/8chYtWsTUqVPZtm0bkZGRNc7ncDj49a9/\n7XnvPv74Y/Ly8sjLy/OUwDhT6qIhduzYweTJk3n++ecBKC0t5bnnnuPTTz/l66+/JjExkccff7zG\n8S6XixtvvJHf/e53nh3mIiIiIiIiIiIiF5sgfwcQEK6eXnefV0fD5+8AFcnm4HAY+WfoOfQHXdoY\nU+U4KiqKY8eOee07atQo5syZQ6tWrUhLS/MkYK+66ioWLVpETEwMAwYMYOHChaxfv56pU6d6vU71\na54RGhoKgNPpxOVyNeh+goKCcLvdABQXF3udv7ZrpKens3btWt555x1uv/12Jk6cWO+60TXd1xlj\nxozh008/pX379qxYsaLWvocOHeKGG25g8eLFdO/eHYCcnBwAz/GvfvUrpk+fTllZGampqQBce+21\nTJs2DYBx48bRo0ePGneOi4iIiIiIiIiIXAy0k7m+qnwAoIG2sdDjZz942gMHDnh2Fi9dupS0tDRy\nc3M9dZOXLFnCwIEDARg4cCBbtmzhhRdeYNSoUZ45BgwYwIwZM0hPTyclJYU1a9YQGhpKixb/V0t6\n2bJlnu+VdzjXZciQITz//POehPDx48eJiYmpMcYuXbqwefNmoLzURF0iIyPJz8/3HH/11VdER0dz\n5513MnbsWLZs2VLjWLfbzd/+9jeg/L3r378/UVFRREVF8fHHHwPw8ssve/ovWrSInJycOhPMeXl5\nDB8+nOnTp1cpOdKhQwd27tzpqf28atUqYmNjcTqd5OTkkJOT40kw//73v+f777/nmWeeqfM9EBER\nERERERERuZApyVxflT8AMCgMMmdCHTtn6yMmJoa5c+cSGxvLiRMnuP/++1m0aBEjR44kISEBh8PB\n+PHjgfLdv5mZmbz77rtkZmZ65hgwYAAHDx4kPT0dp9NJp06d6N+/f5XrnDhxgsTERGbNmsXMmTPr\nHd/YsWPp3LkziYmJJCUlsXTpUsLCwmqM8ZFHHuHee+8lLS0Np9NZ5/ytW7emX79+xMfHM2nSJLKz\ns0lKSiIlJYVly5Zx77331ji2efPmbNy4kfj4eD788EMefvhhoDyZfM8995CcnIz1VuakwhtvvEHH\njh1Zv349w4cPZ+jQ8l3pc+bMYc+ePUybNo3k5GSSk5M5evQo7du355FHHiE9PZ3ExERycnJ48MEH\nz5r30KFD/PGPf2Tnzp307t2b5ORkXnzxxTrfCxERERERERERkQuRqS0Jd7FIS0uzmzZtqtK2a9cu\nYmNjz22if82G9/8b4q4vL5UR4PLz82utaXyhi4iIoKCgoNY+ubm5ZGZmsn379kaKqv4uxPVp0HNz\nAcrOziYjI8PfYUgNtD6BS2sT2LQ+gUtrE7i0NoFN6yPSMHp2RBqmqT47xpjN1tq0uvppJ/O5SB4N\nXfrDz/7o70hEREREREREREREAoI++O9chLeC2//h7yianCuuuIKSkpIqbUuWLKlzFzOU14gOxF3M\nIiIiIiIiIiIiFwslmSXgbdiwwd8hiIiIiIiIiIiISA1ULkNEREREREREREREGkxJZhERERERERER\nERFpMCWZRURERERERERERKTBfJpkNsYMM8bsNsbsMcZM8XI+wxjzvTEmp+Lr4Yr2mEptOcaYk8aY\n+yrOTTXGHK507hpf3oOIiIiIiIiIiIiI1MxnSWZjjBOYC1wN9AJuNMb08tJ1nbU2ueJrGoC1dveZ\nNiAVKALeqDRmZqUxK3x1DwAZyzJIeCmh1q+MZRkNmjs3N5f4+PjzG7AXXbp04bvvvjurff78+Sxe\nvNjn169NXl4e8+bN88u1ly9fTlxcHA6Hg02bNlU5t3XrVvr27UtcXBwJCQkUFxefNf7YsWMMGjSI\niIgIJkyY0Fhhi4iIiIiIiIiIBJQgH87dB9hjrd0HYIx5FbgO2HmO8wwG9lprvzrP8dXLseJjybmZ\nEQAAIABJREFU56VPIBo/fry/Q/Akme++++5Gv3Z8fDyvv/46d911V5V2l8vFzTffzJIlS0hKSuLY\nsWMEBwefNT4sLIzHHnuM7du3s3379sYKW0REREREREREJKD4slxGB+BgpeNDFW3VXWWM2WqMedcY\nE+fl/CjglWptv60Ys9AY0/I8xesXLpeL0aNHExsby4gRIygqKmL16tWkpKSQkJBAVlYWJSUlrFy5\nkpEjR3rGZWdnk5mZyfLly5k4cSIAs2bNolu3bgDs27ePIUOGePo/8cQTJCQk0KdPH/bs2QPA1KlT\nmTFjBgAZGRlMnjyZPn360LNnT9atWwdAWVkZDzzwAPHx8SQmJjJ79mwArzFC1V3TmzZtIiMjw3Ot\nrKwsMjIy6NatG88++ywAU6ZMYe/evSQnJzNp0iSOHDlCeno6ycnJxMfHe+LwJiIigvvvv5+4uDgG\nDx7Mt99+C8DmzZtJSkoiKSmJSZMm1bhbPDY2lpiYmLPa33//fRITE0lKSgKgdevWOJ3Os/o1b96c\n/v37ExYWVmOMIiIiIiIiIiIiFztf7mSujy1AZ2ttQUVt5TeBHmdOGmNCgGuB/6o05jngMcBWfH8K\nyKo+sTFmHDAOIDo6muzs7CrnW7RoQX5+PgDPfPYMX37/5Q+6kVvfubXKcY8WPbgv6b5axxQUFLB7\n925mz57N/Pnzufvuu3n88cdZtGgRb731Fj169GDcuHHMnDmTu+66izvvvJN///vfNG/enL/85S9c\nd911pKSk8Pjjj5Ofn8+aNWuIiopi9+7drFmzhr59+5Kfn4+1lrCwMP71r3+xdOlSJkyYwPLlyykp\nKSE4OJj8/HzKyso8Ce733nuPhx9+mLfeeosXX3yRPXv2sG7dOoKCgjh+/Djffvstt91221kx3nPP\nPVhrKSgoIDQ0lMLCQsrKysjPz6ekpIQdO3bwzjvvUFBQQO/evbn55pv5/e9/z9atWz3J5NmzZ5OR\nkcGkSZM8MZ1Zp+oKCwuJi4tj2rRpTJ8+nYceeoinnnqK2267jRkzZtCvXz9+//vf43a7a5wDyhPp\nhYWFnj5bt27F5XIxePBgjh07xi9/+Uvuu6/mtSwuLub06dO1XqOm657rGH8rLi4+61m6GBUUFDSJ\n+7xQaX0Cl9YmsGl9ApfWJnBpbQKb1kekYfTsiDSMnp3a+TLJfBjoVOm4Y0Wbh7X2ZKXXK4wx84wx\nbay1ZwoIXw1ssdZ+U6mf57Ux5gXgH94ubq1dACwASEtLs2d21J6xa9cuIiMjAQgJCfG6U/VcVB8f\nEhLimb8mERERdOrUybPjeMyYMTz22GN069aN3r17AzB27Fjmzp3LlClTuPrqq8nOzmbEiBG8//77\nzJw5k8jISE6dOgXAkSNHuOWWW9iyZQubNm1i2LBhREZGYozh9ttvJzIykqysLB588EEiIyMJDQ0l\nNDSUyMhInE4no0aNIjIykgEDBjBlyhQiIyP5+OOPueeee2jZsnzDeGRkJJ999lmNMRpjiIiIIDIy\nkubNm+N0Oj3Xuvbaa2nTpg1t2rQhOjqaoqIiIiIicDgcnveqf//+ZGVl4XA4uP7660lOTq7x/XM4\nHNx+++0EBQVxxx138Itf/IKysjJOnjzJsGHDALjjjjtYvXp1rWvhdDpp3ry5p09QUBAbNmzgk08+\nITw8nMGDB3PVVVcxePBgr+PDwsLqtd7V5efnn/MYfwsLCyMlJcXfYfhcdnY21f+bIYFD6xO4tDaB\nTesTuLQ2gUtrE9i0PiINo2dHpGH07NTOl0nmT4AexpiulCeXRwE3Ve5gjPkx8I211hpj+lBevqNy\ngeMbqVYqwxjTzlp7pOLwBuAHF8Od3GdyjecSXkqo1xyLhi1q0LWNMVWOo6KiOHbMe43nUaNGMWfO\nHFq1akVaWponQXnVVVexaNEiYmJiGDBgAAsXLmT9+vVMnTrV63WqX/OM0NBQoDzp6nK5GnQ/QUFB\nuN1ugLM+LO/M/LVdIz09nbVr1/LOO+9w++23M3HiRG699daz+nlT032dMWbMGD799FPat2/PihU1\nf15kx44dSU9Pp02bNgBcc801bNmyhZMnT/Loo48C8OKLL5KWllavuERERERERERERC5mPqvJbK11\nAROA94BdwF+ttTuMMeONMWc+cW4EsN0Y8xnwLDDKWmsBjDHNgSHA69WmfsIYs80YsxUYBNzvq3to\nDAcOHGD9+vUALF26lLS0NHJzcz11k5csWcLAgQMBGDhwIFu2bOGFF15g1KhRnjkGDBjAjBkzSE9P\nJyUlhTVr1hAaGkqLFi08fZYtW+b53rdv33rHN2TIEJ5//nlPQvj48ePExMTUGGOXLl3YvHkzAK+9\n9lqd80dGRlYpGfHVV18RHR3NnXfeydixY9myZUuNY91uN3/729+A8veuf//+REVFERUVxccffwzA\nyy+/7Om/aNEicnJyak0wAwwdOpRt27ZRVFSEy+Xio48+olevXtxwww3k5OSQk5OjBLOIiIiIiIiI\niEgFn9ZkttauAFZUa5tf6fUcYE4NYwuB1l7abznPYfpVTEwMc+fOJSsri169evHss89y5ZVXMnLk\nSFwuF5dffjnjx5fn5J1OJ5mZmfz5z3/mpZde8swxYMAADh48SHp6Ok6nk06dOnHZZZdVuc6JEydI\nTEwkNDSUV16p/jmKNRs7dixffPEFiYmJBAcHc+eddzJhwgQWLVrkNcZHHnmEO+64g//+7/+u158Q\ntG7dmn79+hEfH8/VV19NfHw8Tz75JMHBwURERLB48eIaxzZv3pyNGzfyhz/8gbZt23oS6YsWLSIr\nKwtjDD/72c9qHP/GG2/w29/+lm+//Zbhw4eTnJzMe++9R8uWLZk4cSKXX345xhiuueYahg8f7nWO\nLl26cPLkSU6fPs2bb77J+++/T69eveq8bxERERERERERkYuFqdg4fFFLS0uzmzZtqtK2a9cuYmNj\n6xxb33IZ227b1qDYfOlCrPl7LiIiIigoKKi1T25uLpmZmWzf/oOrqpx3F+L61Pe5udCpzlJg0/oE\nLq1NYNP6BC6tTeDS2gQ2rY9Iw+jZEWmYpvrsGGM2W2vr/JN+n5XLuFi0DjtrM3WD+oiIiIiIiIiI\niIhcjHxaLuNikP3rbH+H0ORdccUVlJSUVGlbsmRJnbuYobycRSDuYhYREREREREREblYKMksAW/D\nhg3+DkFERERERERERERqoHIZIiIiIiIiIiIiItJgSjKLiIiIiIiIiIiISIMpySwiIiIiIiIiIiIi\nDaYks4iIiIiIiIiIiIg0mJLM5+DEa6/xRb9+nHjttfMyX25uLvHx8edlrtp06dKF77777qz2+fPn\ns3jxYp9fvzZ5eXnMmzfPL9devnw5cXFxOBwONm3aVOXc1q1b6du3L3FxcSQkJFBcXHzW+FWrVpGa\nmkpCQgKpqal8+OGHjRW6iIiIiIiIiIhIwAjydwAXAndREV8/+BAFH32EPXWKb/7wRwrXfUz7//kj\njvBwf4fXYOPHj/d3CJ4k8913393o146Pj+f111/nrrvuqtLucrm4+eabWbJkCUlJSRw7dozg4OCz\nxrdp04a3336b9u3bs337doYOHcrhw4cbK3wREREREREREZGAoJ3MdSj58kv2ZmZSsGYN9tQpAOyp\nUxSsWcPezJ9T8uWXP2h+l8vF6NGjiY2NZcSIERQVFbF69WpSUlJISEggKyuLkpISVq5cyciRIz3j\nsrOzyczMZPny5UycOBGAWbNm0a1bNwD27dvHkCFDPP2feOIJEhIS6NOnD3v27AFg6tSpzJgxA4CM\njAwmT55Mnz596NmzJ+vWrQOgrKyMBx54gPj4eBITE5k9ezaA1xih6q7pTZs2kZGR4blWVlYWGRkZ\ndOvWjWeffRaAKVOmsHfvXpKTk5k0aRJHjhwhPT2d5OT/n717j6uyzPf//7oAwxKExLQThTqBKOJC\nl2c5tMtDSY/Sn+5QM5XRchpnp46M7plvhbbdmTqWqXmoCdOvFqXTNI5alsWAezs6yCxFBzWzlYdx\nGk1JQEUXXL8/wPX1wCmMQH0/Hw8erPu+r8PnXh9v5zEfr67bQVRUlDeOigQEBDBx4kTat2/PAw88\nwLFjxwDYvn07HTt2pGPHjqSkpFS6WjwyMpKIiIgrzm/cuJHo6Gg6duwIQEhICL6+vle0i4mJ4c47\n7wSgffv2nDlzxvs9iIiIiIiIiIiI3ChUZAb++d//zdcjnqzw58BjA/H84yj2suKhLS7G849/cOCx\ngRX2++d//3eN5t67dy/PPPMMeXl5NG3alLlz5zJq1CjS09PJzc3F4/GwaNEiHnzwQbZu3UpRUREA\n6enpJCUlERsb6y3EZmVlERISwpEjR8jKyqJXr17eeYKCgsjNzWX8+PFMmDChwlg8Hg/btm3j1Vdf\nZdq0aQAsXboUt9uNy+Vi586dDB8+nLNnz1YYY3X27NnDxx9/zLZt25g2bRrnz59n5syZtGnTBpfL\nxezZs1m1ahX9+vXD5XKxY8cOHA5HpeMVFRXhdDrZvXs38fHx3phHjx7N/Pnz2bFjR41ycLl9+/Zh\njKFfv3506tSJWbNmVdtnzZo1dOrUCX9//1rNKSIiIiIiIiIicq1SkbkapoIVrN/nenVCQ0O9xeAn\nnniCTZs20apVK8LDwwEYOXIkmZmZ+Pn50b9/f9auXYvH42HdunU8+uij3H777RQWFlJQUMChQ4cY\nNmwYmZmZZGVl0aNHD+88Q4cO9f7esmVLhbEMGjQIgM6dO+N2uwH49NNPefrpp/HzK9tZpVmzZuzd\nu7fCGKszYMAA/P39ad68OS1atOCbb765ok2XLl1IS0sjNTWV3NxcAgMDKx3Px8eHxx9/3Pvdbd68\nmfz8fPLz84mLiwNgxIgR1cZ1OY/Hw+bNm1m5ciWbN2/mgw8+YNOmTZW23717N1OmTGHJkiXfey4R\nEREREREREZFrnfZkBm7/9a8rvXZ40i8pWL++0usBDz7I3XN/W+u5jTGXHAcHB/Ptt99W2DYpKYkF\nCxbQrFkznE6ntwDbs2dP0tLSiIiIIDY2lrfeeostW7aQmppa4TyXz3nBhVW4vr6+eDyeWt2Pn58f\npaWlAFe8LO/iVb6VzREXF0dmZibr1q1j1KhRTJo0iSeffLJGc1d2XxeMHj2av/3tb9x5552sryKn\nd999N3FxcTRv3hyAhx9+mJycHE6dOuVdLf3mm2/idDo5fPgwAwcOZPny5bRp06ZGcYqIiIiIiIiI\niFxPtJK5Grc4O2MaN67wmmncmCZdnFc1/sGDB70ri1etWoXT6cTtdnv3TV6xYgXx8fEAxMfHk5OT\nwxtvvEFSUpJ3jNjYWObMmUNcXBwxMTF8/vnn+Pv7ExQU5G2Tnp7u/X3xCufq9OnThyVLlngLwidO\nnCAiIqLSGMPCwti+fTtQtoVEdQIDAykoKPAef/3117Rs2ZKxY8cyZswYcnJyKu1bWlrK6tWrgbLv\nrnfv3gQHBxMcHMzmzZsBWLlypbd9WloaLperygIzQL9+/cjNzeX06dN4PB7+/Oc/065dOwYOHIjL\n5cLlcuF0OsnPz2fAgAHMnDnzkq1JREREREREREREbiQqMlfj5vbtMX4VL/g2fn40bt/+qsaPiIhg\n4cKFREZGcvLkSSZOnEhaWhpDhgyhQ4cO+Pj4MG7cOKBs9W9iYiIbNmwgMTHRO0ZsbCyHDh0iLi4O\nX19fQkND6d279yXznDx5kujoaObNm8crr7xS4/jGjBnDPffc430R3qpVq2jcuHGlMb7wwgs8++yz\nOJ3OCl+Wd7mQkBB69epFVFQUKSkpZGRk0LFjR2JiYkhPT+fZZ5+ttG+TJk3Ytm0bUVFRfPbZZzz/\n/PNAWTH55z//OQ6HA2ttpf0/+OAD7r77brZs2cKAAQPo168fALfeeiuTJk2iS5cuOBwOOnXqxIAB\nA67ov2DBAvbv38/06dNxOBw4HA7+9a9/VXvPIiIiIiIiIiIi1xNTVRHuqgc3pj8wD/AF3rTWzrzs\negLwIfBV+anfW2unl19zAwVACeCx1jrLzzcD0oEwwA38u7X2ZFVxOJ1Om52dfcm5vLw8IiMjq72H\n0rNn+SI+gdLvvrvimk9QEPdl/hmfBvqyt4KCgir3NL7WBQQEUFhYWGUbt9tNYmIiu3bt+pGiqrlr\nMT81fW6udRkZGSQkJNR3GFIJ5afhUm4aNuWn4VJuGi7lpmFTfkRqR8+OSO3cqM+OMWb7hbpsVeps\nT2ZjjC+wEOgDHAb+aoz5o7X275c1zbLWJl4xQJn7rbXHLzs3FdhkrZ1pjJlafjzlh4z9Yj6NGxOx\n9S91NbyIiIiIiIiIiIjINa0uX/zXFdhvrT0AYIx5F3gUuLzI/H09CiSUf34byKAOi8xS/7p160Zx\ncfEl51asWFHtKmYo2yO6Ia5iFhERERERERERuV7UZZH5LuDQRceHgW4VtOtpjNkJHAEmW2t3l5+3\nwKfGmBJgibV2afn5ltbao+Wf/wm0/OFDl4Zk69at9R2CiIiIiIiIiIiIVKLO9mQ2xgwG+ltrx5Qf\njwC6WWvHX9SmKVBqrS00xjwMzLPW3ld+7S5r7RFjTAvgE+AX1tpMY0y+tTb4ojFOWmtvrWD+p4Cn\nAFq2bNn53XffveR6UFAQP/nJT37o225QSkpKavTyPakf12J+9u/fz3cV7E9+vSksLCQgIKC+w5BK\nKD8Nl3LTsCk/DZdy03ApNw2b8iNSO3p2RGrnRn127r///vrdk5mylcmhFx3fXX7Oy1p76qLP640x\nrxtjmltrj1trj5Sf/5cx5gPKtt/IBL4xxtxhrT1qjLkD+FdFk5evfF4KZS/+u3xj7ry8vGvupWvf\n17X4YrkbybWYn8aNGxMTE1PfYdS5G3Uz/2uF8tNwKTcNm/LTcCk3DZdy03B9dbyIkUsyefvpLrRq\n3qS+wxG5pujvNpHa0bNTNZ86HPuvwH3GmFbGmJuAJOCPFzcwxtxujDHln7uWx/OtMaaJMSaw/HwT\noC9wYWPdPwIjyz+PBD6sw3sQERERERGRBqSk1PLzlTkcKihl/KocSkvr5r/OFRERkZqrsyKztdYD\njAc+BvKA96y1u40x44wx48qbDQZ2GWN2AK8BSbZs/46WwOby89uAddbaj8r7zAT6GGO+AB4sPxYR\nEREREZEbwO82H+Cr40VY4MCxIt7cfKC+QxIREbnh1eVKZqy166214dbaNtbaGeXnFltrF5d/XmCt\nbW+t7Wit7W6t/d/y8wfKz3Usvz7jojG/tdY+YK29z1r7oLX2RF3ew8WKz3hYv2gnxWc8P8h4breb\nqKioH2SsqoSFhXH8+PErzi9evJjly5fX+fxVyc/P5/XXX6+Xud9//33at2+Pj48P2dnZl1zbuXMn\nPXr0oH379nTo0IGzZ89WOs7BgwcJCAhgzpw5dR2yiIiIiMgN7avjRcz9ZB9nzpcAcOZ8CXM/2cdX\nx4vqOTIREZEbW50Wma837h3H+GrHcdw7ryzYXovGjRvHk08+Wa8x1GeROSoqit///vfExcVdct7j\n8fDEE0+wePFidu/eTUZGBo0aNap0nEmTJvHQQw/VdbgiIiIiIje0C9tknPOUXnL+nEfbZoiIiNQ3\nFZm/h7//71EA8v7nHz/YmB6Ph+HDhxMZGcngwYM5ffo0mzZtIiYmhg4dOpCcnExxcTEfffQRQ4YM\n8fbLyMggMTGR999/n0mTJgEwb948WrduDcCBAwfo06ePt/2sWbPo0KEDXbt2Zf/+/QCkpqZ6V98m\nJCQwZcoUunbtSnh4OFlZWQCUlJQwefJkoqKiiI6OZv78+QAVxgiXrprOzs72boiemppKcnIyCQkJ\ntG7dmtdeew2AqVOn8uWXX+JwOEhJSeHo0aPExcXhcDiIioryxlGRgIAAJk6cSPv27XnggQc4duwY\nANu3b6djx4507NiRlJSUSleLR0ZGEhERccX5jRs3Eh0dTceOHQEICQnB19e3wjH+8Ic/0KpVK9q3\nb19pnCIiIiIicvUubJNxeS251GrbDBERkfrmV98BNARZ7+3j+KHCCq8dP1zAuTMll5w7si+fheM+\nA+Cmm31pfnfgFf2ahwYQ++/h1c69d+9efve739GrVy+Sk5OZO3cuS5YsYdOmTYSHh/Pkk0+yaNEi\nxo8fz1NPPUVRURFNmjQhPT2dpKQkYmNjmTVrVtl9ZGUREhLCkSNHyMrKolevXt55goKCyM3NZfny\n5UyYMIE//elPV8Ti8XjYtm0b69evZ9q0aXz66acsXboUt9uNy+XCz8+PEydOcPbsWUaNGnVFjBMm\nTKjyXvfs2cPnn39OQUEBERER/OxnP2PmzJns2rULl8sFwG9/+1v69evHb37zG0pKSjh9+nSl4xUV\nFeF0OnnllVeYPn0606ZNY8GCBYwePZoFCxYQFxdHSkpKtTm43L59+zDG0K9fP44dO0ZSUhK/+tWv\nrmhXWFjIyy+/zCeffKKtMkRERERE6tjrGV96t8m43JnzJbye8SVPxbX5kaMSERER0ErmagU2awym\nkoum/PpVCA0N9RaDn3jiCTZt2kSrVq0IDy8rUI8cOZLMzEz8/Pzo378/a9euxePxsG7dOh599FFu\nv/12CgsLKSgo4NChQwwbNozMzEyysrLo0aOHd56hQ4d6f2/ZsqXCWAYNGgRA586dcbvdAHz66ac8\n/fTT+PmV/XtEs2bN2Lt3b4UxVmfAgAH4+/vTvHlzWrRowTfffHNFmy5dupCWlkZqaiq5ubkEBl5Z\nwL/Ax8eHxx9/3Pvdbd68mfz8fPLz871bYIwYMaLauC7n8XjYvHkzK1euZPPmzXzwwQds2rTpinap\nqalMnDiRgICA7z2HiIiIiIh8P88ktOHmRhX/F4Y3N/LlmQQVmEVEROqLVjJDtSuO3TuP89Ebuyg5\n///2/vJt5EP/sVGERTe/qrmNubSCHRwczLffflth26SkJBYsWECzZs1wOp3eAmzPnj1JS0sjIiKC\n2NhY3nrrLbZs2UJqamqF81w+5wX+/v4A+Pr64vHU7uWGfn5+lJaWfU+XvyzvwvhVzREXF0dmZibr\n1q1j1KhRTJo0qcb7Rld2XxeMHj2av/3tb9x5552sX7++0nZ33303cXFxNG9eltuHH36YnJwcTp06\nxbRp0wB488032bp1K6tXr+ZXv/oV+fn5+Pj40LhxY8aPH1+jeEVEREREpOZ+2rs1f/jbP9jzz1OX\nbJnhY6D1bU0Y07t1/QUnIiJyg9NK5hooPuPBx8dgTFlx2Rjw8TEUn6ldIfZiBw8e9K4sXrVqFU6n\nE7fb7d03ecWKFcTHxwMQHx9PTk4Ob7zxBklJSd4xYmNjmTNnDnFxccTExPD555/j7+9PUFCQt016\nerr398UrnKvTp08flixZ4i0InzhxgoiIiEpjDAsLY/v27QCsWbOm2vEDAwMpKCjwHn/99de0bNmS\nsWPHMmbMGHJycirtW1payurVq4Gy7653794EBwcTHBzM5s2bAVi5cqW3fVpaGi6Xq8oCM0C/fv3I\nzc3l9OnTeDwe/vznP9OuXTsGDhyIy+XC5XLhdDrJysrC7XbjdruZMGECv/71r1VgFhERERGpI74+\nhoXDO3GT36X/N/YmPx8WDOuEj0/Vi05ERESk7qjIXAN//59/cP5cCSF3BzDgZ9GE3B3A+XMlP8gL\nACMiIli4cCGRkZGcPHmSiRMnkpaWxpAhQ+jQoQM+Pj6MGzcOKFv9m5iYyIYNG0hMTPSOERsby6FD\nh4iLi8PX15fQ0FB69+59yTwnT54kOjqaefPm8corr9Q4vjFjxnDPPfd4X4S3atUqGjduXGmML7zw\nAs8++yxOp7PSl+VdLCQkhF69ehEVFUVKSgoZGRl07NiRmJgY0tPTefbZZyvt26RJE7Zt20ZUVBSf\nffYZzz//PFBWTP75z3+Ow+HA2srfMP3BBx9w9913s2XLFgYMGEC/fv0AuPXWW5k0aRJdunTB4XDQ\nqVMnBgwYUOPvTERERERE6kar5k2Y1Cfcu23GzY18mdQnnFbNm9RzZCIiIjc2U1UR7nrhdDptdnb2\nJefy8vKIjIysUf91r+/kzvBgHP8WivExlJZadmw6yD/2f8eAn0XXRcg/iIKCgir3NL7WBQQEUFhY\n8QsbL3C73SQmJrJr164fKaqauxbz832em2tZRkYGCQkJ9R2GVEL5abiUm4ZN+Wm4lJuGS7lpmEpK\nLY/M30ze0VO0u7Mpa8f31ipmke9Bf7eJ1M6N+uwYY7Zba53VtdOezDUw4JlLC8k+PoaYPvcS06ee\nAhIREREREblBXdg2Y+SSTG2TISIi0kCoyCwNXrdu3SguLr7k3IoVK6pdxQxle0Q3xFXMIiIiIiJS\ne62aN2F6r5u1TYaIiEgDoSKzNHhbt26t7xBERERERERERESkEnrxn4iIiIiIiIiIiIjUmorMIiIi\nIiIiIiIiIlJrKjKLiIiIiIiIiIiISK2pyHwVjh/6mvXz5/D25J/XdygiIiIiIiIiIiIi9UJF5u/J\nWot7Rw7vPJ/Cyl9PZM//ZnL80Ne1GsvtdhMVFfUDR3ilsLAwjh8/fsX5xYsXs3z58jqfvyr5+fm8\n/vrr9TJ3SkoKbdu2JTo6moEDB5Kfnw+U5eXmm2/G4XDgcDgYN26ct8+5c+d46qmnCA8Pp23btqxZ\ns6bCsX/zm98QGhpKQEDAj3IvIiIiIiIiIiIi9cWvvgO4VnjOnSPvfzL4y+p3OVN4ivNnz9Z3SFft\n4uJpfblQZH7mmWd+9Ln79OnDSy+9hJ+fH1OmTOGll17i5ZdfBqBNmza4XK4r+syYMYMWLVqwb98+\nSktLOXHiRIVjP/LII4wfP5777ruvTu9BRERERERERESkvtVpkdkY0x+YB/gCb1prZ152PQH4EPiq\n/NTvrbXTjTGhwHKgJWCBpdbaeeV9UoGxwLHyPr+21q6/mjg/X7aUf319oMJrJR4PhSex2LkHAAAg\nAElEQVS+pfDEtwDY0tIK26VPm3rJcYt7W3P/qKeqndvj8TB8+HBycnJo3749y5cvZ8uWLUyePBmP\nx0OXLl1YtGgRn3/+Ob/73e94//33AcjIyGDOnDmMHDmSLVu2MHfuXObNm8e8efM4cOAABw4cYNiw\nYfzlL38BYNasWWzYsIGbb76ZVatW8ZOf/ITU1FQCAgKYPHkyCQkJdOvWjc8//5z8/Hx+97vfERsb\nS0lJCVOmTOGjjz7Cx8eHsWPH8otf/IJNmzZdEaO/vz9hYWFkZ2fTvHlzsrOzmTx5MhkZGaSmpnLw\n4EEOHDjAwYMHmTBhAv/xH//B1KlT+fLLL3E4HPTp04dJkybx+OOPc+rUKTweD4sWLSI2NrbC7y4g\nIICxY8eyceNGbr/9dt59911uu+02tm/fTnJyMgB9+/Zlw4YN7Nq164r+ffv29X7u3r07q1evrjZf\nb731Fnv27AHAx8eH5s2bV9iue/fu1Y4lIiIiIiIiIiJyPaiz7TKMMb7AQuAhoB0w1BjTroKmWdZa\nR/nP9PJzHuCX1tp2QHfg55f1feWiPldVYK7Ot4cPUnD8GLa0tNIC89XYu3cvzzzzDHl5eTRt2pS5\nc+cyatQo0tPTyc3N9RZaH3zwQbZu3UpRUREA6enpJCUlERsbS1ZWFgBZWVmEhIRw5MgRsrKy6NWr\nl3eeoKAgcnNzGT9+PBMmTKgwFo/Hw7Zt23j11VeZNm0aAEuXLsXtduNyudi5cyfDhw/n7NmzFcZY\nnT179vDxxx+zbds2pk2bxvnz55k5c6Z31fDs2bNZtWoV/fr1w+VysWPHDhwOR6XjFRUV4XQ62b17\nN/Hx8d6YR48ezfz589mxY0fNkkBZ8fihhx7yHn/11Vc4HA7i4+O93++F7TSee+45OnXqxJAhQ/jm\nm29qPIeIiIiIiIiIiMj1qC5XMncF9ltrDwAYY94FHgX+Xl1Ha+1R4Gj55wJjTB5wV0361kZVK45P\nHT/Gn1e8yYGcv+I5d56yhdVXevyFmRWer05oaKi3GPzEE0/w4osv0qpVK8LDwwEYOXIkCxcuZMKE\nCfTv35+1a9cyePBg1q1bx6xZswgMDKSwsJCCggIOHTrEsGHDyMzMJCsri/79+3vnGTp0qPf3xIkT\nK4xl0KBBAHTu3Bm32w3Ap59+yrhx4/DzK/uj0qxZM3bs2FFpjFUZMGAA/v7++Pv706JFiwoLtF26\ndCE5OZnz58/z2GOPVVlk9vHx4fHHH/d+d4MGDSI/P5/8/Hzi4uIAGDFiBBs2bKgyrhkzZuDn58fw\n4cMBuOOOOzh48CAhISFs376dxx57jN27d+PxeDh8+DA9e/Zk7ty5zJ07l8mTJ7NixYoqxxcRERER\nEREREbme1eWL/+4CDl10fLj83OV6GmN2GmM2GGPaX37RGBMGxABbLzr9i/I+bxljbv0BY75C0+a3\n8cjE/yRp2ixub3Mfjfwb/6DjG2MuOQ4ODq60bVJSEu+99x6fffYZTqeTwMBAAHr27ElaWhoRERHe\nlc1btmy5ZMuGi+e5fM4L/P39AfD19cXj8dTqfvz8/CgtX/F99rJ9qy+MX9UccXFxZGZmctdddzFq\n1Kjv9WLCyu7rgtGjR+NwOHj44Ye955YtW8af/vQnVq5c6e3v7+9PSEgIUFZwb9OmDfv27SMkJIRb\nbrnFW4wfMmQIOTk5lJSUeF8S+Pzzz9c4XhERERERERERketBfb/4Lwe4x1pbaIx5GPgD4H1TmjEm\nAFgDTLDWnio/vQh4kbIlxS8CvwWSLx/YGPMU8BRAy5YtycjIuOR6UFAQBQUFNQ70ltta8sjUVA7l\n/o2s//sWxUWFeIqLvde/z1gXFBYWcvDgQT799FO6devG22+/TYcOHUhLS8PlctGmTRveeustunXr\nRkFBAZ06dWL79u0sWrSIxx57zDtnly5dmDFjBlOmTOEnP/kJmzZt4uabbyYgIICCggKstSxfvpxJ\nkybx7rvv0qVLFwoKCiguLqZRo0YUFBRQUlJCUVERBQUFFBYWYq2loKCA2NhYFi5ciNPpxM/PjxMn\nTnDnnXfy1VdfVRhjaGgoWVlZ9O3bl3feeYeSkpIr5gIoLS2lsLCQgIAATp065T1/8OBB7rrrLpKS\nkvjuu+/4y1/+wsCBAyv8/kpLS1mxYgWDBw8mLS2Nrl274uvrS9OmTdm4cSM9evQgLS2N0tJSCgoK\neO211y7J1yeffMLMmTPZsGGDN06A48ePc+utt+Lr68tXX33Fvn37uO222ygsLKR///6sX7+e+Ph4\n1q1bR3h4OKdPn/ZuqVHRn4XK/mxcPOe14uzZs1c8S9ejwsLCG+I+r1XKT8Ol3DRsyk/Dpdw0XMpN\nw6b8iNSOnh2R2tGzU7W6LDIfAUIvOr67/JzXRYVjrLXrjTGvG2OaW2uPG2MaUVZgXmmt/f1F7bx7\nLBhj3gD+VNHk1tqlwFIAp9NpExISLrmel5fnXQn8fbTvFU9k997kbvqYzHeWUerx4Dl3rlZjBQQE\nEBERwbJly/jFL35Bu3btmDp1KvHx8YwePdr7Ur0JEyZ4VwE/8sgjLFu2jJUrV3LLLbcA0KdPH372\ns5/Rt29fgoODuffee2nbti2+vr4EBgZijOH06dP06tULf39/3nnnHQIDA71bVwQGBuLr60uTJk0I\nDAykuLgYYwyBgYGMHz+egwcP0qtXLxo1asTYsWMZP348y5YtqzDG6dOn89Of/pSXXnqJhIQEbwwX\nzwVlW10EBAQQFhZG79696dGjBw899BBRUVE8/vjjNGrUiICAAJYvX17pd9ukSRNyc3P57W9/S4sW\nLUhPTycwMJC3336b5ORkjDH07dsXHx+fCsf41a9+RXFxsbeI3b17dxYvXszGjRt5/vnnadSoET4+\nPixZsoR7770XgLlz5zJixAh+/etfc9ttt5GWllbp2KtWreL06dNERkYyZswYUlNTL2lTUFBQqz83\n9alx48bExMTUdxh1LiMjg8v/zpCGQ/lpuJSbhk35abiUm4ZLuWnYlB+R2tGzI1I7enaqZqyteI/h\nqx7YGD9gH/AAZcXlvwLDrLW7L2pzO/CNtdYaY7oCq4F7yy+/DZyw1k64bNw7yvdsxhgzEehmrU2q\nKhan02mzs7MvOZeXl0dkZOTV3CLFp0+z9ffpfL3LxYiZ865qrLpwLRYxv4+AgAAKCwurbON2u0lM\nTGTXrl0/UlQ1dy3m54d4bq4F+h+Ohk35abiUm4ZN+Wm4lJuGS7lp2JQfkdrRsyNSOzfqs2OM2W6t\ndVbXrs5WMltrPcaY8cDHgC/wlrV2tzFmXPn1xcBg4GfGGA9wBkgqLzj3BkYAucYYV/mQv7bWrgdm\nGWMclG2X4Qaerqt7qI7/LbcQ98To+ppeREREREREREREpN7V6Z7M5UXh9ZedW3zR5wXAggr6bQYq\nfIubtXbEDxymNHDdunWj+KL9rwFWrFhR7SpmgLCwsAa5illEREREREREROR6Ud8v/hOp1tatW+s7\nBBEREREREREREamET30HICIiIiIiIiIiIiLXLhWZRURERERERERERKTWVGT+HkqKzlO49SglRefr\nOxQRERERERERERGRBkF7MteALSmlcMtRTm10g4Xv1h2gad8wAnrcgfFVnV5ERERERERERERuXKqQ\nVuPsl/n8c3Y2pza6sedKsedLsedKObXRzT9nZ3P2y/xaj+12u4mKivoBo61YWFgYx48fv+L84sWL\nWb58eZ3PX5X8/Hxef/31epk7JSWFtm3bEh0dzcCBA8nPL8ul2+3m5ptvxuFw4HA4GDdunLfPuXPn\neOqppwgPD6dt27asWbPminFPnz7NgAEDaNu2Le3bt2fq1Kk/2j2JiIiIiIiIiIj82FRkrsaJlXmU\n5Bdjz5Vect6eK6Ukv5gTK/PqKbKrN27cOJ588sl6jaE+i8x9+vRh165d7Ny5k/DwcF566SXvtTZt\n2uByuXC5XCxevNh7fsaMGbRo0YJ9+/bx97//nfj4+ArHnjx5Mnv27OFvf/sb//M//8OGDRvq/H5E\nRERERERERETqg4rMQP7aL/nXkp0V/pSe8VTZt/SMp8J++Wu/rNHcHo+H4cOHExkZyeDBgzl9+jSb\nNm0iJiaGDh06kJycTHFxMR999BFDhgzx9svIyCAxMZH333+fSZMmATBv3jxat24NwIEDB+jTp4+3\n/axZs+jQoQNdu3Zl//79AKSmpjJnzhwAEhISmDJlCl27diU8PJysrCwASkpKmDx5MlFRUURHRzN/\n/nyACmOES1dNZ2dnk5CQ4J0rOTmZhIQEWrduzWuvvQbA1KlT+fLLL3E4HKSkpHD06FHi4uJwOBxE\nRUV546hIQEAAEydOpH379jzwwAMcO3YMgO3bt9OxY0c6duxISkpKpavF+/bti59f2Y4x3bt35/Dh\nw9Xm66233uI///M/AfDx8aF58+ZXtLnlllu4//77Abjpppvo1KlTjcYWERERERERERG5FqnIXM/2\n7t3LM888Q15eHk2bNmXu3LmMGjWK9PR0cnNz8Xg8LFq0iAcffJCtW7dSVFQEQHp6OklJScTGxnoL\nsVlZWYSEhHDkyBGysrLo1auXd56goCByc3MZP348EyZMqDAWj8fDtm3bePXVV5k2bRoAS5cuxe12\n43K52LlzJ8OHD+fs2bMVxlidPXv28PHHH7Nt2zamTZvG+fPnmTlzpnfV8OzZs1m1ahX9+vXD5XKx\nY8cOHA5HpeMVFRXhdDrZvXs38fHx3phHjx7N/Pnz2bFjR82SQFnx+KGHHvIef/XVVzgcDuLj473f\n74XtNJ577jk6derEkCFD+Oabb6ocNz8/n7Vr1/LAAw/UOBYREREREREREZFriYrMQPAjbWjxdHSF\nP8bft8q+xt+3wn7Bj7Sp0dyhoaHeYvATTzzBpk2baNWqFeHh4QCMHDmSzMxM/Pz86N+/P2vXrsXj\n8bBu3ToeffRRbr/9dgoLCykoKODQoUMMGzaMzMxMsrKy6NGjh3eeoUOHen9v2bKlwlgGDRoEQOfO\nnXG73QB8+umnPP30094Vv82aNWPv3r0VxlidAQMG4O/vT/PmzWnRokWFBdouXbqQlpZGamoqubm5\nBAYGVjqej48Pjz/+uPe727x5M/n5+eTn5xMXFwfAiBEjqo1rxowZ+Pn5MXz4cADuuOMODh48iMvl\nYu7cuQwbNoxTp07h8Xg4fPgwPXv2JCcnhx49ejB58uRKx/V4PAwdOpT/+I//8K4wFxERERERERER\nud7UqMhsjLlyT4AbhPExV3W92vHNpf2Dg4MrbZuUlMR7773HZ599htPp9BZge/bsSVpaGhEREd6V\nzVu2bKF79+4VznP5nBf4+/sD4Ovri8dT9TYhlfHz86O0tGz/6rNnz1Y4flVzxMXFkZmZyV133cWo\nUaO+14sJK7uvC0aPHo3D4eDhhx/2nlu2bBl/+tOfWLlypbe/v78/ISEhQFnBvU2bNuzbt4+QkBBu\nueUWbzF+yJAh5OTkUFJS4n1J4PPPP+8d+6mnnuK+++6rdOW4iIiIiIiIiIjI9aDKIrMx5hFjzDEg\n1xhz2BjT80eKq8FoNjwS32B/zE2XflXmJh98g/1pNjzyqsY/ePCgd2XxqlWrcDqduN1u777JK1as\n8L5cLj4+npycHN544w2SkpK8Y8TGxjJnzhzi4uKIiYnh888/x9/fn6CgIG+b9PR07++LVzhXp0+f\nPixZssRbED5x4gQRERGVxhgWFsb27dsBWLNmTbXjBwYGUlBQ4D3++uuvadmyJWPHjmXMmDHk5ORU\n2re0tJTVq1cDZd9d7969CQ4OJjg4mM2bNwOwcuVKb/u0tDRcLhfr168H4KOPPmLWrFn88Y9/5JZb\nbvG2O3bsGCUlJUDZ3tZffPEFrVu3xhjDI488QkZGBlC2L3W7du3w9fX1viRw+vTpAPyf//N/+O67\n73j11Ver/Q5ERERERERERESuZX7VXJ8BxFpr9xhjugGzgPi6D6vhaNwmmNtTulD4l39w6mM3WMBA\n035hBHS/E+N7dSuZIyIiWLhwIcnJybRr147XXnuN7t27M2TIEDweD126dGHcuHFA2erfxMREli1b\nxttvv+0dIzY2lkOHDhEXF4evry+hoaG0bdv2knlOnjxJdHQ0/v7+vPPOOzWOb8yYMezbt4/o6Gga\nNWrE2LFjGT9+PGlpaRXG+MILL/DTn/6U5557zvvSv6qEhITQq1cvoqKieOihh4iKimL27Nk0atSI\ngICAKlcyN2nShG3btvFf//VftGjRwltIT0tLIzk5GWMMffv2rbT/+PHjKS4u9r4gsXv37ixevJjM\nzEyef/55GjVqhI+PD4sXL6ZZs2YAvPzyy4wYMYIJEyZw2223kZaWdsW4hw8fZsaMGbRt25ZOnTp5\n5xozZky134eIiIiIiIiIiMi1xlhrK79oTI61tlNlx9cKp9Nps7OzLzmXl5dHZOT3W4VcUnSeM7uO\nc3NUc3ybNPohQ6wTBQUFVe5pfK0LCAigsLCwyjZut5vExER27dr1I0VVc9difmrz3FyLMjIyavSP\nJFI/lJ+GS7lp2JSfhku5abiUm4ZN+RGpHT07IrVzoz47xpjt1lpnde2qW8ncwhgzqbJja+3c2gZ4\nLfJt0oiAbnfUdxgiIiIiIiIiIiIiDUZ1ReY3gMBKjitfAi3yA+rWrRvFxcWXnFuxYkW1q5ihbI/o\nhriKWURERERERERE5HpRZZHZWjutsmvGmC7VDW6M6Q/MA3yBN621My+7ngB8CHxVfur31trpVfU1\nxjQD0oEwwA38u7X2ZHWxyLVr69at9R2CiIiIiIiIiIiIVMLn+zQ2xrQzxrxojNkPLKqmrS+wEHgI\naAcMNca0q6BplrXWUf4zvQZ9pwKbrLX3AZvKj0VERERERERERESkHlS3XQbGmDBgaPnPeeBewGmt\ndVfTtSuw31p7oHycd4FHgb/XIK6q+j4KJJS3exvIAKbUYEwRERERERERERER+YFVuZLZGLMFWEdZ\nMfr/s9Z2BgpqUGAGuAs4dNHx4fJzl+tpjNlpjNlgjGlfg74trbVHyz//E2hZg1hqpaSkhNdff52N\nGzdy9uzZuppGRERERERERERE5JpV3Urmbygr7rYEbgO+4Id94V8OcI+1ttAY8zDwB+C+mna21lpj\nTIXxGGOeAp4CaNmyJRkZGZdcDwoKoqCgoMrxT506xbfffsuJEyfIzs4mNjaW6OhofHy+1y4j9aak\npKTae5T6cy3m5+zZs1c8S9ejwsLCG+I+r1XKT8Ol3DRsyk/Dpdw0XMpNw6b8iNSOnh2R2tGzU7Xq\nXvz3mDEmCBgEpBpj7gOCjTFdrbXbqhn7CBB60fHd5ecuHv/URZ/XG2NeN8Y0r6bvN8aYO6y1R40x\ndwD/qiT2pcBSAKfTaRMSEi65npeXR2BgYJU3cPLkSfz8/CguLgYgMzOT7OxsHn74YcLDwzHGVNm/\nOm63m8TERHbt2nVV41SmoKCAwMBAwsLCyM7Opnnz5pdcX7x4MbfccgtPPvlkncxfE/n5+axatYpn\nnnnmR5/7ueee48MPP8THx4cWLVqwbNky7rzzTj755BOmTp3KuXPnuOmmm5g9ezb/9m//dkX/b7/9\nlsGDB/PXv/6VUaNGsWDBgu81/4X8XEsaN25MTExMfYdR5zIyMrj87wxpOJSfhku5adiUn4ZLuWm4\nlJuGTfkRqR09OyK1o2enatUuybXWfmetTbPW9gW6Ac8Bc40xB6vp+lfgPmNMK2PMTUAS8MeLGxhj\nbjfllVpjTNfyeL6tpu8fgZHln0cCH9bgPmvl1KlTWPv/FkqfP3+e7777jtWrV/Pmm29y9OjRKno3\nfOPGjavXAjOUFZlff/31epk7JSWFnTt34nK5SExMZPr06QA0b96ctWvXkpuby9tvv82IESMq7N+4\ncWNefPFF5syZ82OGLSIiIiIiIiIi0qDUaN8HY4zTGPN74CPgaSAIuLWqPtZaDzAe+BjIA96z1u42\nxowzxowrbzYY2GWM2QG8BiTZMhX2Le8zE+hjjPkCeLD8+Kps2LCBtLS0K342bdrEuXPnrmh//vx5\njhw5wtKlS3n55Zd54403rui7YcOGGs3t8XgYPnw4kZGRDB48mNOnT7Np0yZiYmLo0KEDycnJFBcX\n89FHHzFkyBBvv4yMDBITE3n//feZNGkSAPPmzaN169YAHDhwgD59+njbz5o1iw4dOtC1a1f2798P\nQGpqqrdAmpCQwJQpU+jatSvh4eFkZWUBZVs6TJ48maioKKKjo5k/fz5AhTEChIWFcfz4cQCys7O9\n/8KTmppKcnIyCQkJtG7dmtdeew2AqVOn8uWXX+JwOEhJSeHo0aPExcXhcDiIioryxlGRgIAAJk6c\nSPv27XnggQc4duwYANu3b6djx4507NiRlJQUoqKiKuzftGlT7+eioiLvyvSYmBjuvPNOANq3b8+Z\nM2e893exJk2a0Lt3bxo3blxpjCIiIiIiIiIiIte7mm4uvBJYBvx/QGL5T8WVu4tYa9dba8OttW2s\ntTPKzy221i4u/7zAWtveWtvRWtvdWvu/VfUtP/+ttfYBa+191toHrbUnany339P58+ervG6t5cyZ\nM96iam3s3buXZ555hry8PJo2bcrcuXMZNWoU6enp5Obm4vF4WLRoEQ8++CBbt26lqKgIgPT0dJKS\nkoiNjfUWYrOysggJCeHIkSNkZWXRq1cv7zxBQUHk5uYyfvx4JkyYUGEsHo+Hbdu28eqrrzJt2jQA\nli5ditvtxuVysXPnToYPH87Zs2crjLE6e/bs4eOPP2bbtm1MmzaN8+fPM3PmTNq0aYPL5WL27Nms\nWrWKfv364XK52LFjBw6Ho9LxioqKcDqd7N69m/j4eG/Mo0ePZv78+ezYsaPamH7zm98QGhrKypUr\nvSuZL7ZmzRo6deqEv79/tWOJiIiIiIiIiIjciKp78d8Fx6y1f6y+2bXpoYceqvD88uXLKSwsrPDa\nTTfdROPGjenevTsOh4NbbrmlVnOHhoZ6i8FPPPEEL774Iq1atSI8PByAkSNHsnDhQiZMmED//v1Z\nu3YtgwcPZt26dcyaNYvAwEAKCwspKCjg0KFDDBs2jMzMTLKysujfv793nqFDh3p/T5w4scJYBg0a\nBEDnzp1xu90AfPrpp4wbNw4/v7I/Ks2aNWPHjh2VxliVAQMG4O/vj7+/Py1atOCbb765ok2XLl1I\nTk7m/PnzPPbYY1UWmX18fHj88ce9392gQYPIz88nPz+fuLg4AEaMGFHlqvIZM2YwY8YMXnrpJRYs\nWOAtVAPs3r2bKVOmsHHjxirvS0RERERERERE5EZW05XMLxhj3jTGDDXGDLrwU6eRNQCnTp265LhR\no0b4+vrStm1bhg8fzsSJE+nZs2etC8zAFS8PDA4OrrRtUlIS7733Hp999hlOp9P70riePXuSlpZG\nRESEd2Xzli1b6N69e4XzVPbCwgurdX19ffF4PLW6Hz8/P0pLSwE4e/ZsheNXNUdcXByZmZncdddd\njBo1iuXLl9d47upexDh69GgcDgcPP/zwFdeGDx/OmjVrvMeHDx9m4MCBLF++nDZt2gDwwQcf4HA4\ncDgcZGdn1zguERERERERERGR61lNi8yjAQfQH3ik/CexroJqKC6sYr7pppto2rQp999/P7/85S9J\nSkri3nvvrbaoWRMHDx5ky5YtAKxatQqn04nb7fbum7xixQri4+MBiI+PJycnhzfeeIOkpCTvGLGx\nscyZM4e4uDhiYmL4/PPP8ff3JygoyNsmPT3d+7tHjx41jq9Pnz4sWbLEWxA+ceIEERERlcYYFhbG\n9u3bAS4p2lYmMDCQgoIC7/HXX39Ny5YtGTt2LGPGjCEnJ6fSvqWlpaxevRoo++569+5NcHAwwcHB\nbN68GYCVK1d626elpeFyuVi/fj0AX3zxhffahx9+SNu2bYGylxEOGDCAmTNnXrLlyMCBA3G5XLhc\nLpxOZ7X3JiIiIiIiIiIiciOo6XYZXay1EXUaSQN06623EhQURI8ePbjnnnt+kKLy5SIiIli4cCHJ\nycm0a9eO1157je7duzNkyBA8Hg9dunRh3Liy9yT6+vqSmJjIsmXLePvtt71jxMbGcujQIeLi4vD1\n9SU0NNRbML3g5MmTREdH4+/vzzvvvFPj+MaMGcO+ffuIjo6mUaNGjB07lvHjx5OWllZhjC+88AI/\n/elPee6557wv/atKSEgIvXr1IioqioceeoioqChmz55No0aNCAgIqHIlc5MmTdi2bRv/9V//RYsW\nLbyF9LS0NJKTkzHG0Ldv30r7T506lb179+Lj48O9997L4sWLAViwYAH79+9n+vTp3n2aN27cSIsW\nLa4YIywsjFOnTnHu3Dn+8Ic/sHHjRtq1a1ftfYuIiIiIiIiIiFwvjLW2+kbGpAGzrbV/r/uQfnhO\np9Nevr1BXl4ekZGR9RTRj6OgoMC7pcb1KCAgoNI9sy9wu90kJiaya9euHymqmrsW83MjPDcAGRkZ\nNfpHEqkfyk/Dpdw0bMpPw6XcNFzKTcOm/IjUjp4dkdq5UZ8dY8x2a221/0l/TVcydwdcxpivgGLA\nANZaG30VMYqIiIiIiIiIiIjINa6mReb+dRqFSBW6detGcXHxJedWrFhR7SpmKNvOoiGuYhYRERER\nEREREble1KjIbK39uq4DEanM1q1b6zsEERERERERERERqYRPfQcgIiIiIiIiIiIiItcuFZlFRERE\nREREREREpNZUZBYRERERERERERGRWqvpi/9uaCdObmHXrvHY0hLvOePjS4eohdx6a/d6jExERERE\nRERERESkfmklczVKS8+Tl/crzp/Px1NS4P05fz6fv+f9itJST63HdrvdREVF/YDRViwsLIzjx49f\ncX7x4sUsX768zuevSn5+Pq+//nq9zP3cc88RHR2Nw+Ggb9++/OMf/wDgk08+oZ550hIAACAASURB\nVHPnznTo0IHOnTvz2WefVdi/pu1ERERERERERESuZyoyV+Pw4f/LuXMnK7x27twJjhz5vz9yRD+c\ncePG8eSTT9ZrDPVZZE5JSWHnzp24XC4SExOZPn06AM2bN2ft2rXk5uby9ttvM2LEiAr717SdiIiI\niIiIiIjI9UxFZmDfvhfZnjPsip+/Zg/hi/3/TWnpmQr7lZaeYd8XM/hr9pAr+u7b92KN5vZ4PAwf\nPpzIyEgGDx7M6dOn2bRpEzExMXTo0IHk5GSKi4v56KOPGDJkiLdfRkYGiYmJvP/++0yaNAmAefPm\n0bp1awAOHDhAnz59vO1nzZpFhw4d6Nq1K/v37wcgNTWVOXPmAJCQkMCUKVPo2rUr4eHhZGVlAVBS\nUsLkyZOJiooiOjqa+fPnA1QYI1y6ajo7O5uEhATvXMnJySQkJNC6dWtee+01AKZOncqXX36Jw+Eg\nJSWFo0ePEhcXh8PhICoqyhtHRQICApg4cSLt27fngQce4NixYwBs376djh070rFjR1JSUipdLd60\naVPv56KiIowxAMTExHDnnXcC0L59e86cOeO9v4vVtJ2IiIiIiIiIiMj1TEXmKpw/fxKw1bSy5e1q\nZ+/evTzzzDPk5eXRtGlT5s6dy6hRo0hPTyc3NxePx8OiRYt48MEH2bp1K0VFRQCkp6eTlJREbGys\ntxCblZVFSEgIR44cISsri169ennnCQoKIjc3l/HjxzNhwoQKY/F4PGzbto1XX32VadOmAbB06VLc\nbjcul4udO3cyfPhwzp49W2GM1dmzZw8ff/wx27ZtY9q0aZw/f56ZM2fSpk0bXC4Xs2fPZtWqVfTr\n1w+Xy8WOHTtwOByVjldUVITT6WT37t3Ex8d7Yx49ejTz589nx44d1cb0m9/8htDQUFauXOldyXyx\nNWvW0KlTJ/z9/ascp6btRERERERERERErjcqMgPh4c/RudOqK366ON/H1/fmKvv6+t5MF+f7V/QN\nD3+uRnOHhoZ6i8FPPPEEmzZtolWrVoSHhwMwcuRIMjMz8fPzo3///qxduxaPx8O6det49NFHuf32\n2yksLKSgoIBDhw4xbNgwMjMzycrKokePHt55hg4d6v29ZcuWCmMZNGgQAJ07d8btdgPw6aef8vTT\nT+PnV/aOyGbNmrF3794KY6zOgAED8Pf3p3nz5rRo0YJvvvnmijZdunQhLS2N1NRUcnNzCQwMrHQ8\nHx8fHn/8ce93t3nzZvLz88nPzycuLg6g2i0sZsyYwaFDhxg+fDgLFiy45Nru3buZMmUKS5YsqXKM\nmrYTERERERERERG5HtVpkdkY098Ys9cYs98YM7WKdl2MMR5jzODy4whjjOuin1PGmAnl11KNMUcu\nuvZwXcXfqNGttG41CR+figvNPj4306b1L2nU6NZaz3Fhi4YLgoODK22blJTEe++9x2effYbT6fQW\nYHv27ElaWhoRERHelc1btmyhe/fuFc5z+ZwXXFiF6+vri8dTuxca+vn5UVpaCsDZs2crHL+qOeLi\n4sjMzOSuu+5i1KhR3+vFhJXd1wWjR4/G4XDw8MNX/pEZPnw4a9as8R4fPnyYgQMHsnz5ctq0aQPA\nBx98gMPhwOFwkJ2dXWk7ERERERERERGRG0mdFZmNMb7AQuAhoB0w1BjTrpJ2LwMbL5yz1u611jqs\ntQ6gM3Aa+OCibq9cuG6tXV9X9wBw991PcNNNzSq8dtNNzbjrrieuavyDBw96VxavWrUKp9OJ2+32\n7pu8YsUK4uPjAYiPjycnJ4c33niDpKQk7xixsbHMmTOHuLg4YmJi+Pzzz/H39ycoKMjbJj093fv7\n4hXO1enTpw9LlizxFoRPnDhBREREpTGGhYWxfft2gEuKtpUJDAykoKDAe/z111/TsmVLxo4dy5gx\nY8jJyam0b2lpKatXrwbKvrvevXsTHBxMcHAwmzdvBmDlypXe9mlpabhcLtavL/sj88UXX3ivffjh\nh7Rt2xYoexnhgAEDmDlz5iVbjgwcOBCXy4XL5cLpdFbaTkRERERERERE5EZSlyuZuwL7rbUHrLXn\ngHeBRyto9wtgDfCvSsZ5APjSWvt13YRZNR+fRkRGvkyjRsH4+QZ6fxo1CqZd5Cx8fPyuavyIiAgW\nLlxIZGQkJ0+eZOLEiaSlpTFkyBA6dOiAj48P48aNA8pW/yYmJrJhwwYSExO9Y8TGxnLo0CHi4uLw\n9fUlNDSU3r17XzLPyZMniY6OZt68ebzyyis1jm/MmDHcc889REdH07FjR1atWkXjxo0rjfGFF17g\n2Wefxel04uvrW+34ISEh9OrVi6ioKFJSUsjIyKBjx47ExMSQnp7Os88+W2nfJk2asG3bNqKiovjs\ns894/vnngbJi8s9//nMcDgfWVr6n9tSpU70vNNy4cSPz5s0DYMGCBezfv5/p06d7Vy7/619X/vGs\naTsREREREREREZHrmamqCHdVA5dtfdHfWjum/HgE0M1aO/6iNncBq4D7gbeAP1lrV182zltAjrV2\nQflxKjAa+A7IBn5pra3yzXtOp9Ne2N7ggry8PCIjI6/qHhu6goKCKvc0vtYFBARQWFhYZRu3201i\nYiK7du36kaKquWsxPzfCcwOQkZFBQkJCfYchlVB+Gi7lpmFTfhou5abhUm4aNuVHpHb07IjUzo36\n7BhjtltrndW2q+ci8/vAb621fzHGLOOyIrMx5ibgH0B7a+035edaAscBC7wI3GGtTa5g/qeApwBa\ntmzZ+d13373kelBQED/5yU9+wDtueEpKSmq0mvhadccdd3D06NEq23z99df8+7//O1u3bv2Roqq5\nazE/+/fv57vvvqvvMOpcYWEhAQEB9R2GVEL5abiUm4ZN+Wm4lJuGS7lp2JQfkdrRsyNSOzfqs3P/\n/ffXqMh8dXs9VO0IEHrR8d3l5y7mBN4tf2Fbc+BhY4zHWvuH8usPUbaK+ZsLHS7+bIx5A/hTRZNb\na5cCS6FsJfPl/9KQl5d3za0i/b6uxZWyFenWrRvFxcWXnFuxYkW1q5gBoqKi+Pvf/15XoV2VazE/\njRs3JiYmpr7DqHM36r9OXiuUn4ZLuWnYlJ+GS7lpuJSbhk35EakdPTsitaNnp2p1WWT+K3CfMaYV\nZcXlJGDYxQ2sta0ufL5oJfMfLmoyFHjn4j7GmDustReWrw4EGt4+CPKDaoirkP9/9u49Kqsy/f/4\newOKKKgpk4mH0FIEOSoHBUEtNUfJU1oYasiYkeGkluaaKdPmZ18rJtNk0szQKItsZizTDooy4HjW\nUEzB1Eg8ZImnBwQU2b8/1GdAORhJon1ea7F49t734drP7W7Wurjn2iIiIiIiIiIiInJJjSWZTdMs\nNgwjFvgKsAXeNU3zW8MwYi5fn19Zf8MwGgC9gSeuuvSqYRi+XCqXkV3OdRERERERERERERH5jdTk\nTmZM01wFrLrqXLnJZdM0o646zgealtNu5A0M8RdZf8rChL2HeMO9Nd3uuLXKHIiIiIiIiIiIiIjU\nBJubHcCtYv0pCyN3HeRw0QVG7jrI+lOWmx2SiIiIiIiIiIiIyE2nJPN1uJJgLigxASgoMZVoFhER\nEREREREREUFJ5ipdnWC+4kYkmrOzs/H09Py1IVbJ1dWVEydOXHN+/vz5vPfeezU+f2VOnz7NP/7x\nj5s2/5tvvkmHDh3o2LEjU6ZMKXPt0KFDODo6EhcXV27f3NxcevbsiaOjI7Gxsb9FuCIiIiIiIiIi\nIrVOjdZkvtVVlGC+4kqiOdG77S1ZozkmJuZmh2BNMo8bN+43n3vdunV8+umn7Ny5E3t7e3766acy\n1ydNmsQf//jHCvvXq1ePv/3tb+zevZvdu3fXdLgiIiIiIiIiIiK1knYyAy98d5jB33xX5ue+LZk8\nnH6gwgTzFQUlJg+nH+C+LZll+r/w3eHrmru4uJjIyEjc3d0ZOnQo586dIzk5GT8/P7y8vIiOjqao\nqIgvv/ySYcOGWfulpKQQHh7OsmXLmDRpEgBz5syhbdu2ABw8eJDevXtb27/66qt4eXkRGBjI/v37\nAZg+fbp1l26PHj147rnnCAwMpH379qSlpQFw8eJFnn32WTw9PfH29ubNN98EKDdGKLtretu2bfTo\n0cM6V3R0ND169KBt27bMnTsXgKlTp3LgwAF8fX2ZPHkyx44dIywsDF9fXzw9Pa1xlMfR0ZGJEyfS\nsWNH7r//fn7++WcAtm/fjo+PDz4+PkyePLnC3eJvvfUWU6dOxd7eHoA777zTem358uW0adOGjh07\nVjh/gwYN6NatG/Xq1auwjYiIiIiIiIiIyO1OSeYK7D9XRMl1ti253L46srKyGDduHHv37qVhw4a8\n/vrrREVFkZSUREZGBsXFxbz11lv06tWLzZs3k5+fD0BSUhIRERGEhoZaE7FpaWk0bdqUI0eOkJaW\nRkhIiHWeRo0akZGRQWxsLBMmTCg3luLiYrZs2cIbb7zBjBkzAHj77bfJzs4mPT2dXbt2ERkZSWFh\nYbkxViUzM5OvvvqKLVu2MGPGDC5cuMCsWbO45557SE9P57XXXmPp0qU88MADpKens3PnTnx9fSsc\nLz8/H39/f7799lu6d+9ujXn06NG8+eab7Ny5s9J49u3bR1paGkFBQXTv3p2tW7cCkJeXxyuvvMKL\nL75Y5T2JiIiIiIiIiIj83inJDPytXUv+7deuzM9Sn7Y42BjX1d/BxmCpT9sy/f/WruV19W3VqpU1\nGTxixAiSk5Np06YN7du3B+Cxxx4jNTUVOzs7+vbty4oVKyguLmblypUMHDiQu+66i7y8PCwWCzk5\nOTz66KOkpqaSlpZG165drfMMHz7c+nvjxo3lxjJkyBAAOnfuTHZ2NgBr1qzhiSeewM7uUmWVJk2a\nkJWVVW6MVenfvz/29vY4Oztz5513cvz48WvaBAQEkJCQwPTp08nIyMDJqeIyJDY2NjzyyCPW7279\n+vWcPn2a06dPExYWBsDIkSMr7F9cXMzJkyfZtGkTr732Gg8//DCmaTJ9+nQmTpyIo6NjlfckIiIi\nIiIiIiLye6ckcwW63eFEonfViWYHG+NX1WQ2jLLjN27cuMK2ERERfPzxx6xduxZ/f39rAjY4OJiE\nhATc3NysO5s3btxIly5dyp3n6jmvuFI2wtbWluLi4mrdj52dHSUll/aAFxYWljt+ZXOEhYWRmppK\nixYtiIqK+kUvJqzovq4YPXo0vr6+9OvXD4CWLVsyZMgQDMMgMDAQGxsbTpw4webNm5kyZQqurq68\n8cYbvPzyy8ybN49///vf+Pr64uvry7Zt2647LhERERERERERkduZksyVqCrR/GsTzACHDh2y7ixe\nunQp/v7+ZGdnW+smJyYm0r17dwC6d+/Ojh07WLhwIREREdYxQkNDiYuLIywsDD8/P9atW4e9vT2N\nGjWytklKSrL+Lr3DuSq9e/dmwYIF1oTwyZMncXNzqzBGV1dXtm/fDsA///nPKsd3cnLCYrFYj3/4\n4QeaNWvG448/zpgxY9ixY0eFfUtKSvjkk0+AS99dt27daNy4MY0bN2b9+vUAfPDBB9b2CQkJpKen\ns2rVKgAGDRrEunXrgEulM86fP4+zszNpaWlkZ2eTnZ3NhAkT+Mtf/kJsbCyDBw8mPT2d9PR0/P39\nr+8LFBERERERERERuc0pyVyFihLNNyLBDODm5kZ8fDzu7u6cOnWKiRMnkpCQwLBhw/Dy8sLGxoaY\nmBjg0u7f8PBwvvjiC8LDw61jhIaGkpOTQ1hYGLa2trRq1Ypu3bqVmefUqVN4e3szZ84cZs+efd3x\njRkzhtatW+Pt7Y2Pjw9Lly6lXr16Fcb44osv8vTTT+Pv74+trW2V4zdt2pSQkBA8PT2ZPHkyKSkp\n+Pj44OfnR1JSEk8//XSFfRs0aMCWLVvw9PRk7dq1TJs2DbiUTH7qqafw9fXFNCt+cWN0dDQHDx7E\n09OTiIgIlixZUuVu6Ku5uroyadIkFi9eTMuWLdmzZ88v6i8iIiIiIiIiInKrMypLwt0u/P39zavL\nG+zduxd3d/frHmP9KQsjdx2koMS8YQnmmmaxWCqtaXyrc3R0JC8vr9I22dnZhIeHs3v37t8oqut3\nK67PL31ublUpKSn06NHjZochFdD61F5am9pN61N7aW1qL61N7ab1EakePTsi1fN7fXYMw9hummaV\n/5d+7WS+Tld2NLe0r3NLJJhFREREREREREREfgt2NzuAW0m3O5zYFtzxZofxuxMUFERRUVGZc4mJ\niVXuYoZL5Sxq4y5mERERERERERGR24WSzFLrbd68+WaHICIiIiIiIiIiIhVQuQwRERERERERERER\nqTYlmX+B70/k029OGt+fyL/ZoYiIiIiIiIiIiIjUCjWaZDYMo69hGFmGYew3DGNqJe0CDMMoNgxj\naKlz2YZhZBiGkW4YxrZS55sYhrHaMIzvLv++oybv4YqLJSZPfbCDzB/PErt0ByUl5m8xrYiIiIiI\niIiIiEitVmNJZsMwbIF44I+ABzDcMAyPCtq9AnxdzjA9TdP0NU3Tv9S5qUCyaZrtgOTLxzVu0fqD\nfH8inxITDv6czzvrD/4W04qIiIiIiIiIiIjUajW5kzkQ2G+a5kHTNM8DHwEDy2k3Hvgn8NN1jjsQ\nWHL58xJg0K8NtCrfn8jn9dX7KLhwEYCCCxd5ffW+X102Izs7G09PzxsRYqVcXV05ceLENefnz5/P\ne++9V+PzV+b06dP84x//uGnzv/nmm3To0IGOHTsyZcqUMtcOHTqEo6MjcXFx5fZdvXo1nTt3xsvL\ni86dO7N27drfImQREREREREREZFaxa4Gx24B5JQ6PgwElW5gGEYLYDDQEwi4qr8JrDEM4yKwwDTN\nty+fb2aa5rHLn38Emt3owEu7UibjfHFJmfPni0uIXbqDFbHdsLExajKEGhMTE3OzQ7AmmceNG/eb\nz71u3To+/fRTdu7cib29PT/9VPbvHJMmTeKPf/xjhf2dnZ1ZsWIFLi4u7N69mwceeIAjR47UdNgi\nIiIiIiIiIiK1Sk0mma/HG8BzpmmWGMY1idpupmkeMQzjTmC1YRiZpmmmlm5gmqZpGEa5xZENwxgL\njAVo1qwZKSkpZa43atQIi8UCwCtfHyDzeF65Af54tpCjZ4q4ugRziQl7j50l7NVk7mpY75p+HZo5\n8lyfe8q/68vy8vI4f/48Dz/8MDt37sTd3Z0FCxawZcsWnn/+eYqLi+nUqROzZ88mNTWVxMRE687j\ntLQ05s6dy6OPPsqWLVv4v//7P/7xj38wf/58du3axffff8/jjz/OmjVrME2T//f//h+rV6+mXr16\nLFq0iHvuuYeXX34ZR0dH/vznP9OvXz/8/f1JTU3lzJkzxMfHExwczMWLF5k2bRpr1qzBxsaGxx57\njJiYGFJSUq6J0d7eHk9PT/7zn//QtGlTduzYwfPPP8+qVat4+eWXOXz4MNnZ2Rw+fJgnn3ySJ598\nkmeeeYYDBw7g7e1Nz549iY2NJSoqCovFQnFxMbNnzyY4OLjc76958+Y89thjrF27lmbNmpGQkICz\nszPffPMNTz31FAD33Xcfq1evZvPmzdf0f/PNN/nzn//M+fPnOX/+PA4ODtZ/E59//jktWrSgfv36\nFBUVWc+Xdu+99wJgsVho3bo1586d48SJE9jb21e67ldcvHix3HFrs8LCwmuepdtRXl7e7+I+b1Va\nn9pLa1O7aX1qL61N7aW1qd20PiLVo2dHpHr07FSuJpPMR4BWpY5bXj5Xmj/w0eUEszPQzzCMYtM0\nl5umeQTANM2fDMP4N5fKb6QCxw3DaG6a5jHDMJpTQZmNyzuf3wbw9/c3e/ToUeb63r17cXJyAqBO\n3TrY2tqWexM/nj1/TYL5ihLz0vUWdzS45lqdunWs41fE0dGR7777joSEBEJCQoiOjmbhwoUsWLCA\n5ORk2rdvz6hRo3j//feJjY1lwoQJ2NjY0KBBA1asWMGIESPo1asXb775Jk5OTmzduhVnZ2fOnj3L\nN998Q7du3XBycsIwDP7whz/w7bff8t577/H888/z+eefY29vj729PU5OTtja2mJjY8P27dtZtWoV\nr732GmvWrOGtt97i6NGj7Nq1Czs7O06ePEmdOnUYN27cNTFOmDABwzBwdHTEycmJBg0aYGtri5OT\nE/b29hw4cIB169ZhsVhwc3Nj4sSJ/P3vfycrK4tdu3YB8Pe//51+/frx17/+lYsXL3Lu3LkKv8f8\n/HyCg4OJj4/npZde4u9//zvz5s0jNjaW+Ph4wsLCmDx5MjY2NuWOcfDgQbZv387MmTOpV68ecXFx\nBAQEkJeXx9y5c1m9ejVxcXHW76gyn3zyCZ07d8bZ2bnSdqVZLJYqx61t6tWrh5+f380Oo8alpKRw\n9X8zpPbQ+tReWpvaTetTe2ltai+tTe2m9RGpHj07ItWjZ6dyNZlk3gq0MwyjDZeSyxHAo6UbmKbZ\n5spnwzAWA5+bprncMIwGgI1pmpbLn/sAL11u+hnwGDDr8u9Pf22gLz7YscJrb6ceYPbq76z1mEtz\nqGPLxN7tGBtW+Y7lyrRq1YqQkBAARowYwd/+9jfatGlD+/btAXjssceIj49nwoQJ9O3blxUrVjB0\n6FBWrlzJq6++ipOTE3l5eVgsFnJycnj00UdJTU0lLS2Nvn37WucZPny49ffEiRPLjWXIkCEAdO7c\nmezsbADWrFlDTEwMdnaX/qk0adKEnTt3VhhjZfr3729NbN95550cP378mjYBAQFER0dz4cIFBg0a\nhK+vb4Xj2djY8Mgjj1i/uyFDhnD69GlOnz5NWFgYACNHjuSLL74ot39xcTEnT55k06ZNbN26lYcf\nfpiDBw8yffp0Jk6ciKOjY6X3c8W3337Lc889x9dfl/fuShERERERERERkdtbjb34zzTNYiAW+ArY\nC3xsmua3hmHEGIZRVTHgZsB6wzB2AluAlaZpfnn52iygt2EY3wG9Lh/XmD91a0sb5wZcXXbZxoC2\nf2jAmG5tf9X4V5cJady4cYVtIyIi+Pjjj1m7di3+/v7WXbDBwcEkJCTg5uZGaGgoaWlpbNy4kS5d\nupQ7TzmlSQCsZR5sbW0pLi6u1v3Y2dlRUnKpfnVhYWG541c2R1hYGKmpqbRo0YKoqKhf9GLCiu7r\nitGjR+Pr60u/fv0AaNmyJUOGDMEwDAIDA7GxseHEiRNs3ryZKVOm4OrqyhtvvMHLL7/MvHnz+Pe/\n/42vry++vr5s27YNgMOHDzN48GDee+897rmn+n9sEBERERERERERuVXVWJIZwDTNVaZptjdN8x7T\nNGdePjffNM355bSNMk3zk8ufD5qm6XP5p+OVvpev5Zqmeb9pmu1M0+xlmubJmrwHWxuD+MhO1LUr\n+1XVtbNh3qOdfvVL/w4dOsTGjRsBWLp0Kf7+/mRnZ7N//34AEhMT6d69OwDdu3dnx44dLFy4kIiI\nCOsYoaGhxMXFERYWhp+fH+vWrcPe3p5GjRpZ2yQlJVl/d+3a9brj6927NwsWLLAmhE+ePImbm1uF\nMbq6urJ9+3YA/vnPf1Y5vpOTU5m6xD/88APNmjXj8ccfZ8yYMezYsaPCviUlJXzyySfApe+uW7du\nNG7cmMaNG7N+/XoAPvjgA2v7hIQE0tPTWbVqFQCDBg1i3bp1AOzbt4/z58/j7OxMWloa2dnZZGdn\nM2HCBP7yl78QGxvL4MGDSU9PJz09HX9/f06fPk3//v2ZNWuWdTe6iIiIiIiIiIjI702NJplvF22c\nGzCpd3sc6lyq2+xQx5ZJvdvTxvnaWsy/lJubG/Hx8bi7u3Pq1CkmTpxIQkICw4YNw8vLCxsbG2Ji\nLm38trW1JTw8nC+++ILw8HDrGKGhoeTk5BAWFoatrS2tWrWiW7duZeY5deoU3t7ezJkzh9mzZ193\nfGPGjKF169Z4e3vj4+PD0qVLqVevXoUxvvjiizz99NP4+/tXWOe6tKZNmxISEoKnpyeTJ08mJSUF\nHx8f/Pz8SEpK4umnn66wb4MGDdiyZQuenp6sXbuWadOmAZeSyU899RS+vr6YZgUFtYHo6GgOHjyI\np6cnERERLFmypMrd0KXNmzeP/fv389JLL1l3OP/0U7klwkVERERERERERG5bRmVJuNuFv7+/eaW8\nwRV79+7F3d39use4WGLy4JvryfzxLO7NG7Iittuv3sVc027FF8v9Eo6OjuTl5VXaJjs7m/DwcHbv\n3v0bRXX9bsX1+aXPza1KxfxrN61P7aW1qd20PrWX1qb20trUblofkerRsyNSPb/XZ8cwjO2mafpX\n1U47ma/TlbIZHe5qeEPKZIiIiIiIiIiIiIjcDuxudgC3kjbODVj1dOjNDuN3JygoiKKiojLnEhMT\nq9zFDJdqRNfGXcwiIiIiIiIiIiK3CyWZpdbbvHnzzQ5BREREREREREREKqByGSIiIiIiIiIiIiJS\nbUoyi4iIiIiIiIiIiEi1KcksIiIiIiIiIiIiItWmJPMv8Vo7mN7o0s9r7X71cNnZ2Xh6et6AwH5b\nrq6unDhx4hf3y87OZunSpdbjxYsXExsbW27b4ODgasd3oyxfvpw9e/bclLn79u1L48aNCQ8PL3M+\nMjISNzc3PD09iY6O5sKFCwCcOXOGBx98EB8fHzp27EhCQkK542ZmZtK1a1fs7e2Ji4ur8fsQERER\nEREREZHbn5LMv0T+T+V/vg0UFxfX+BxXJ5krs2HDhhqOpmo3M8k8efJkEhMTrzkfGRlJZmYmGRkZ\nFBQU8M477wAQHx+Ph4cHO3fuJCUlhWeeeYbz589f079JkybMnTuXZ599tsbvQUREREREREREfh+U\nZL7JiouLiYyMxN3dnaFDh3Lu3DmSk5Px8/PDy8uL6OhoioqK+PLLLxk2bJi1X0pKCuHh4SxbtoxJ\nkyYBMGfOHNq2bQvAwYMH6d27N3Bp5/GUKVPw8vIiMDCQ/fv3AxAVFUVM5itSrAAAIABJREFUTAxB\nQUFMmTKFkydPMmjQILy9venSpQu7du0CIDc3lz59+tCxY0fGjBmDaZrAtTux4+LimD59OgD79++n\nV69e+Pj40KlTJw4cOMDUqVNJS0vD19eX2bNnA5CTk0OPHj1o164dM2bMsI7l6Ohovc8ePXowdOhQ\nOnToQGRkpHX+rVu3EhwcjI+PD4GBgVgsFgoLCxk9ejReXl74+fmxbt064Npd0+Hh4aSkpFjn+utf\n/4qPjw9dunTh+PHjbNiwgc8++4zJkyfj6+vLgQMHmDt3Lh4eHnh7exMREVHhmk6fPp2RI0fStWtX\n2rVrx8KFCwEwTZPY2Fjc3Nzo1asXDz30EJ988km5Y9x///04OTldc75fv34YhoFhGAQGBnL48GEA\nDMPAYrFgmiZ5eXk0adIEOzu7a/rfeeedBAQEUKdOnQrjFxERERERERER+SWuzUL9Hn0xFX7MKP9a\nzmYouXD5wADM/32e3ujSR5s60CqobL+7vOCPs6qcOisri0WLFhESEkJ0dDSvv/46CxYsIDk5mfbt\n2zNq1CjeeustYmNjGTt2LPn5+TRo0ICkpCQiIiIIDQ3l1VdfBSAtLY2mTZty5MgR0tLSCAkJsc7T\nqFEjMjIyeO+995gwYQKff/45AIcPH2bDhg3Y2toyfvx4/Pz8WL58OWvXrmXUqFGkp6czY8YMunXr\nxrRp01i5ciWLFi2q8r4iIyOZOnUqgwcPprCwkJKSEmbNmkVcXJx17sWLF7NlyxZ2795N/fr1CQgI\noH///vj7+5cZ65tvvuHbb7/FxcWFkJAQ/vvf/xIYGMgjjzxCUlISAQEBnD17FgcHB+bMmYNhGGRk\nZJCZmUmfPn3Yt29fpbHm5+fTpUsXZs6cyZQpU1i4cCHPP/88AwYMIDw8nKFDhwIwa9Ysvv/+e+zt\n7Tl9+nSlY+7atYtNmzaRn5+Pn58f/fv3Z9OmTWRlZbFnzx6OHz+Oh4cHY8eOrfK7LM+FCxdITExk\nzpw5AMTGxjJgwABcXFywWCwkJSVhY6O/IYmIiIiIiIiISM1TFqoq1gQz/C/BfNXnMm1+mVatWlmT\nwSNGjCA5OZk2bdrQvn17AB577DFSU1Oxs7Ojb9++rFixguLiYlauXMnAgQO56667yMvLw2KxkJOT\nw6OPPkpqaippaWl07drVOs/w4cOtvzdu3Gg9P2zYMGxtbQFYv349I0eOBOC+++4jNzeXs2fPkpqa\nyogRIwDo378/d9xxR6X3ZLFYOHLkCIMHDwagXr161K9fv9y2vXv3pmnTpjg4ODBkyBDWr19/TZvA\nwEBatmyJjY0Nvr6+ZGdnk5WVRfPmzQkICACgYcOG2NnZsX79emusHTp04O67764yyVy3bl1r7ePO\nnTuTnZ1dbjtvb28iIyN5//33y90lXNrAgQNxcHDA2dmZnj17smXLFlJTUxk+fDi2tra4uLgQFhZW\n6RiVGTduHGFhYYSGhgLw1Vdf4evry9GjR0lPTyc2NpazZ89We3wREREREREREZHrpZ3MUPmO4yu7\nlasyemW1pjYMo8xx48aNyc3NLbdtREQE8+bNo0mTJvj7+1vLKQQHB5OQkICbmxuhoaG8++67bNy4\n0Vq64up5Sn9u0KBBteIGsLOzo6SkxHpcWFj4i8e4+v6vPgawt7e3fra1ta1W/ejKYq1Tp4513srG\nX7lyJampqaxYsYKZM2eSkZFRYbL5eu7ris2bN/PEE08A8NJLLzFgwIBK72XGjBn8/PPPLFiwwHou\nISGBqVOnYhgG9957L23atCEzM5OtW7day3WsWrUKFxeXSscWERERERERERH5pbSTuSoN7vzfZ1v7\n8j+XbvMLHTp0yLqzeOnSpfj7+5OdnW2tm5yYmEj37t0B6N69Ozt27GDhwoVlagKHhoYSFxdHWFiY\ntQ6xvb09jRr9L0GelJRk/V16h3NpoaGhfPDBB8ClWsjOzs40bNiQsLAw6wv7vvjiC06dOgVAs2bN\n+Omnn8jNzaWoqMhaBsPJyYmWLVuyfPlyAIqKijh37hxOTk5YLJYyc65evZqTJ09SUFDA8uXLy5T4\nqIybmxvHjh1j69atwKXd08XFxWXuYd++fRw6dAg3NzdcXV1JT0+npKSEnJwctmzZUuUcpeO90q9n\nz5688sornDlzhry8vAr7fvrppxQWFpKbm0tKSgoBAQGEhYWRlJTExYsXOXbsGGlpaQAEBQWRnp5O\nenp6lQnmd955h6+++ooPP/ywTDmM1q1bk5ycDMDx48fJysqibdu2PPXUU9axlWAWEREREREREZGa\noJ3MVZn83f8+l97VfLEIpp/51cO7ubkRHx9PdHQ0Hh4ezJ07ly5dujBs2DCKi4sJCAggJiYGuLTL\nNjw8nMWLF7NkyRLrGKGhoeTk5BAWFoatrS2tWrWiQ4cOZeY5deoU3t7e2Nvb8+GHH5Yby/Tp04mO\njsbb25v69etb53jxxRcZPnw4HTt2JDg4mNatWwOXdgBPmzaNwMBAWrRoUWbOxMREnnjiCaZNm0ad\nOnVYtmwZ3t7e2Nra4uPjQ1RUFHfccQeBgYE89NBDHD58mBEjRlxTj7kidevWJSkpifHjx1NQUICD\ngwNr1qxh3LhxPPnkk3h5eWFnZ8fixYuxt7cnJCSENm3a4OHhgbu7O506dapyjoiICB5//HHmzp3L\nRx99xJ/+9CfOnDmDaZr8+c9/pnHjxhX29fb2pmfPnpw4cYIXXngBFxcXBg8ezNq1a/Hw8KB169bW\nUh/lCQ0NJTMzk7y8PFq2bMmiRYt44IEHiImJ4e6777b+oWDIkCFMmzaNF154gaioKLy8vDBNk1de\neQVnZ+drxv3xxx/x9/fn7Nmz2NjY8MYbb7Bnzx4aNmx4Hd+6iIiIiIiIiIjItQzTNKtudYvz9/c3\nt23bVubc3r17cXd3/2UDXV064wYkmWuSxWLByckJV1dXtm3bVm7SUW686dOn4+joyLPPPltpu8jI\nSAYPHmx9seCtoFrPzS0oJSWFHj163OwwpAJan9pLa1O7aX1qL61N7aW1qd20PiLVo2dHpHp+r8+O\nYRjbTdOscldojZbLMAyjr2EYWYZh7DcMY2ol7QIMwyg2DGPo5eNWhmGsMwxjj2EY3xqG8XSpttMN\nwzhiGEb65Z9+NXkPZZQui/ErSmSIiIiIiIiIiIiI3C5qrFyGYRi2QDzQGzgMbDUM4zPTNPeU0+4V\n4OtSp4uBZ0zT3GEYhhOw3TCM1aX6zjZNM66mYq9Q6dIZt5Ds7OybHcJtKSEhgTlz5pQ5FxISQnx8\n/HX1nz9/vvXljSIiIiIiIiIiIreqmqzJHAjsN03zIIBhGB8BA4E9V7UbD/wTsBaoNU3zGHDs8meL\nYRh7gRbl9BW5aUaPHs3o0aNvdhgiIiIiIiIiIiI3VU2Wy2gB5JQ6Pnz5nJVhGC2AwcBbFQ1iGIYr\n4AdsLnV6vGEYuwzDeNcwjDtuVMAiIiIiIiIiIiIi8svU2Iv/LtdX7mua5pjLxyOBINM0Y0u1WQb8\n3TTNTYZhLAY+N03zk1LXHYH/ADNN0/zX5XPNgBOACfwNaG6aZnQ5848FxgI0a9as80cffVTmeqNG\njbj33ntv4B3XPhcvXsTW1vZmhyEVuBXXZ//+/Zw5U7tfeHkj5OXl4ejoeLPDkApofWovrU3tpvWp\nvbQ2tZfWpnbT+ohUj54dker5vT47PXv2vK4X/9VkuYwjQKtSxy0vnyvNH/jIMAwAZ6CfYRjFpmku\nNwyjDpfKaHxwJcEMYJrm8SufDcNYCHxe3uSmab4NvA3g7+9vXv32x71799729XAtFsttf4+3sltx\nferVq4efn9/NDqPG/V7fGHur0PrUXlqb2k3rU3tpbWovrU3tpvURqR49OyLVo2encjWZZN4KtDMM\now2XkssRwKOlG5im2ebK51I7mZcbl7LOi4C9pmm+XrqPYRjNL9dshkulNnbX3C2IiIiIiIiIiIiI\nSGVqrCazaZrFQCzwFbAX+Ng0zW8Nw4gxDCOmiu4hwEjgPsMw0i//9Lt87VXDMDIMw9gF9AQm1tQ9\nXC23IJeoL6P4Mf/HGzJednY2np6eN2Ss35KrqysnTpz4xf2ys7NZunSp9Xjx4sXExsaW2zY4OLja\n8d0oy5cvZ8+em/Ouyb59+9K4cWPCw8PLnI+MjMTNzQ1PT0+io6O5cOECAGfOnOHBBx/Ex8eHjh07\nkpCQUO64mZmZdO3aFXt7e+Li4spcO336NEOHDqVDhw64u7uzcePGmrk5ERERERERERG5rdTki/8w\nTXOVaZrtTdO8xzTNmZfPzTdNc345baOu1GM2TXO9aZqGaZrepmn6Xv5ZdfnaSNM0vS5fG1BqV3ON\n+zDzQ3Yc30Hc1riqG99iiouLa3yOq5PMldmwYUMNR1O1m5lknjx5MomJidecj4yMJDMzk4yMDAoK\nCnjnnXcAiI+Px8PDg507d5KSksIzzzzD+fPnr+nfpEkT5s6dy7PPPnvNtaeffpq+ffuSmZnJzp07\ncXd3v/E3JiIiIiIiIiIit50aTTLfToouFvH+3vcxMUk5nMLe3L03ZNzi4mIiIyNxd3dn6NChnDt3\njuTkZPz8/PDy8iI6OpqioiK+/PJLhg0bZu2XkpJCeHg4y5YtY9KkSQDMmTOHtm3bAnDw4EF69+4N\nXNp5PGXKFLy8vAgMDGT//v0AREVFERMTQ1BQEFOmTOHkyZMMGjQIb29vunTpwq5duwDIzc2lT58+\ndOzYkTFjxnDlZZFX78SOi4tj+vTpwKUXxPXq1QsfHx86derEgQMHmDp1Kmlpafj6+jJ79mwAcnJy\n6NGjB+3atWPGjBnWsa4UUr9S7+bKDtvIyEjr/Fu3biU4OBgfHx8CAwOxWCwUFhYyevRovLy88PPz\nY926dcC1u6bDw8NJSUmxzvXXv/4VHx8funTpwvHjx9mwYQOfffYZkydPxtfXlwMHDjB37lw8PDzw\n9vYmIiKiwjWdPn06I0eOpGvXrrRr146FCxcCYJomsbGxuLm50atXLx566CE++eSTcse4//77y63X\n3K9fPwzDwDAMAgMDOXz4MACGYWCxWDBNk7y8PJo0aYKd3bXVcO68804CAgKoU6dOmfNnzpwhNTWV\nP/3pTwDUrVuXxo0bV3iPIiIiIiIiIiIiV9RkTeZbxitbXiHzZGalbU4UnKDgQgFwKeEc9WUU7k3c\nufzSwmt0aNKB5wKfq3LurKwsFi1aREhICNHR0bz++ussWLCA5ORk2rdvz6hRo3jrrbeIjY1l7Nix\n5Ofn06BBA5KSkoiIiCA0NJRXX30VgLS0NJo2bcqRI0dIS0sjJCTEOk+jRo3IyMjgvffeY8KECXz+\n+aX3JR4+fJgNGzZga2vL+PHj8fPzY/ny5axdu5ZRo0aRnp7OjBkz6NatG9OmTWPlypUsWrSoyvuK\njIxk6tSpDB48mMLCQkpKSpg1axZxcXHWuRcvXsyWLVvYvXs39evXJyAggP79++PvX/aFld988w3f\nfvstLi4uhISE8N///pfAwEAeeeQRkpKSCAgI4OzZszg4ODBnzhwMwyAjI4PMzEz69OnDvn37Ko01\nPz+fLl26MHPmTKZMmcLChQt5/vnnGTBgAOHh4QwdOhSAWbNm8f3332Nvb8/p06crHXPXrl1s2rSJ\n/Px8/Pz86N+/P5s2bSIrK4s9e/Zw/PhxPDw8GDt2bJXfZXkuXLhAYmIic+bMASA2NpYBAwbg4uKC\nxWIhKSkJG5vr/xvS999/zx/+8AdGjx7Nzp076dy5M3PmzKFBgwbVik9ERERERERERH4/tJP5Opim\nydG8o5RQYj1XWFzImfNnfvXYrVq1siaDR4wYQXJyMm3atKF9+/YAPPbYY6SmpmJnZ0ffvn1ZsWIF\nxcXFrFy5koEDB3LXXXeRl5eHxWIhJyeHRx99lNTUVNLS0ujatat1nuHDh1t/l661O2zYMGxtbQFY\nv349I0eOBOC+++4jNzeXs2fPkpqayogRIwDo378/d9xxR6X3ZLFYOHLkCIMHDwagXr161K9fv9y2\nvXv3pmnTpjg4ODBkyBDWr19/TZvAwEBatmyJjY0Nvr6+ZGdnk5WVRfPmzQkICACgYcOG2NnZsX79\nemusHTp04O67764yyVy3bl1r7ePOnTuTnZ1dbjtvb28iIyN5//33y90lXNrAgQNxcHDA2dmZnj17\nsmXLFlJTUxk+fDi2tra4uLgQFhZW6RiVGTduHGFhYYSGhgLw1Vdf4evry9GjR0lPTyc2NpazZ89e\n93jFxcXs2LGDJ598km+++YYGDRowa9asascnIiIiIiIiIiK/H9rJDFXuON5wZAMTUyZyvuR/NW5L\nKCHvQh7LHlyGnU31v8ard0I3btyY3NzccttGREQwb948mjRpgr+/v7WcQnBwMAkJCbi5uREaGsq7\n777Lxo0braUrrp6n9Odfs1PVzs6OkpJSiffCwl88xtX3X97OcHt7e+tnW1vbatWPrizWOnXqWOet\nbPyVK1eSmprKihUrmDlzJhkZGRUmm6/nvq7YvHkzTzzxBAAvvfQSAwYMqPReZsyYwc8//8yCBQus\n5xISEpg6dSqGYXDvvffSpk0bMjMz2bp1q7Vcx6pVq3BxcSl3zJYtW9KyZUuCgoIAGDp0qJLMIiIi\nIiIiIiJyXbST+TrM3zWfc8Xnrjl/pugM//zun79q7EOHDll3Fi9duhR/f3+ys7OtdZMTExPp3r07\nAN27d2fHjh0sXLiwTE3g0NBQ4uLiCAsLs9Yhtre3p1GjRtY2SUlJ1t+ldziXFhoaygcffABcqoXs\n7OxMw4YNCQsLs76w74svvuDUqVMANGvWjJ9++onc3FyKioqsZTCcnJxo2bIly5cvB6CoqIhz587h\n5OSExWIpM+fq1as5efIkBQUFLF++vEyJj8q4ublx7Ngxtm7dClzaPV1cXFzmHvbt28ehQ4dwc3PD\n1dWV9PR0SkpKyMnJYcuWLVXOUTreK/169uzJK6+8wpkzZ8jLy6uw76effkphYSG5ubmkpKQQEBBA\nWFgYSUlJXLx4kWPHjpGWlgZAUFAQ6enppKenV5lgfuedd/jqq6/48MMPy5TDaN26NcnJyQAcP36c\nrKws2rZty1NPPWUdu6IEM8Bdd91Fq1atyMrKAiA5ORkPD48qvyMRERERERERERHtZK7C/lP72ZO7\np9xrBcUFvLH9Dfq36Y9jXcdqje/m5kZ8fDzR0dF4eHgwd+5cunTpwrBhwyguLiYgIICYmBjg0i7b\n8PBwFi9ezJIlS6xjhIaGkpOTQ1hYGLa2trRq1YoOHTqUmefUqVN4e3tjb2/Phx9+WG4s06dPJzo6\nGm9vb+rXr2+d48UXX2T48OF07NiR4OBgWrduDVzaATxt2jQCAwNp0aJFmTkTExN54oknmDZtGnXq\n1GHZsmV4e3tja2uLj48PUVFR3HHHHQQGBvLQQw9x+PBhRowYcU095orUrVuXpKQkxo8fT0FBAQ4O\nDqxZs4Zx48bx5JNP4uXlhZ2dHYsXL8be3p6QkBDatGmDh4cH7u7udOrUqco5IiIiePzxx5k7dy4f\nffQRf/rTnzhz5gymafLnP/+50hfjeXt707NnT06cOMELL7yAi4sLgwcPZu3atXh4eNC6dWtrqY/y\nhIaGkpmZSV5eHi1btmTRokU88MADxMTEcPfdd1v/UDBkyBCmTZvGCy+8QFRUFF5eXpimySuvvIKz\ns/M14/7444/4+/tz9uxZbGxseOONN9izZw8NGzbkzTffJDIykvPnz9O2bVsSEhKuYyVERERERERE\nROT3zjBN82bHUOP8/f3Nbdu2lTm3d+9e3N3dq+w7NXUqX2Z/yUXzYrnX69nWY3iH4Uzyn3RDYr2R\nLBYLTk5OuLq6sm3btnKTjnLjTZ8+HUdHR5599tlK20VGRjJ48GDriwVvBdf73NzqUlJS6NGjx80O\nQyqg9am9tDa1m9an9tLa1F5am9pN6yNSPXp2RKrn9/rsGIax3TTNKneFqlxGFfad2ldhghmg8GIh\nm45t+g0jEhEREREREREREak9VC6jCv8a+K+bHcKvlp2dfbNDuC0lJCQwZ86cMudCQkKIj4+/rv7z\n58+3vrxRRERERERERETkVqUks0g1jR49mtGjR9/sMERERERERERERG4qlcsQERERERERERERkWpT\nkllEREREREREREREqk1JZhERERERERERERGpNiWZRURERERERERERKTalGS+DvmbNvPdffeTv2mz\n9Xhft1By330X8+LFao+bnZ2Np6fnjQrzN+Pq6sqJEyd+cb/s7GyWLl1qPV68eDGxsbHltg0ODq52\nfDfK8uXL2bNnz02Zu2/fvjRu3Jjw8PAy5yMjI3Fzc8PT05Po6GguXLgAwJkzZ3jwwQfx8fGhY8eO\nJCQklDvuBx98gLe3N15eXgQHB7Nz584avxcREREREREREbm9KclchfxNm8mJiaH46FFyYmLIfecd\ncmJiuHjiBD+/OY/vhw7jfHb2zQ7zVysuLq7xOa5OMldmw4YNNRxN1W5mknny5MkkJiZecz4yMpLM\nzEwyMjIoKCjgnXfeASA+Ph4PDw927txJSkoKzzzzDOfPn7+mf5s2bfjPf/5DRkYGL7zwAmPHjq3x\nexERERERERERkdtbjSaZDcPoaxhGlmEY+w3DmFpJuwDDMIoNwxhaVV/DMJoYhrHaMIzvLv++oybv\n4ehf/oJZWAiAWVjIz/Pi/3dcUEBRVhaHJ06q9vjFxcVERkbi7u7O0KFDOXfuHMnJyfj5+eHl5UV0\ndDRFRUV8+eWXDBs2zNovJSWF8PBwli1bxqRJl+afM2cObdu2BeDgwYP07t0buLTzeMqUKXh5eREY\nGMj+/fsBiIqKIiYmhqCgIKZMmcLJkycZNGgQ3t7edOnShV27dgGQm5tLnz596NixI2PGjME0TeDa\nndhxcXFMnz4dgP3799OrVy98fHzo1KkTBw4cYOrUqaSlpeHr68vs2bMByMnJoUePHrRr144ZM2ZY\nx3J0dLTeZ48ePRg6dCgdOnQgMjLSOv/WrVsJDg7Gx8eHwMBALBYLhYWFjB49Gi8vL/z8/Fi3bh1w\n7a7p8PBwUlJSrHP99a9/xcfHhy5dunD8+HE2bNjAZ599xuTJk/H19eXAgQPMnTsXDw8PvL29iYiI\nqHBNp0+fzsiRI+natSvt2rVj4cKFAJimSWxsLG5ubvTq1YuHHnqITz75pNwx7r//fpycnK45369f\nPwzDwDAMAgMDOXz4MACGYWCxWDBNk7y8PJo0aYKdnd01/YODg7njjkuPTJcuXaz9RURERERERERE\nquvaLNQNYhiGLRAP9AYOA1sNw/jMNM095bR7Bfj6OvtOBZJN05x1Ofk8FXju18T648svU7Q3s9xr\ntk5OFNvYQEkJgDXBDICNDUa9ehh2dvwwclSZfvbuHbjrL3+pcu6srCwWLVpESEgI0dHRvP766yxY\nsIDk5GTat2/PqFGjeOutt4iNjWXs2LHk5+fToEEDkpKSiIiIIDQ0lFdffRWAtLQ0mjZtypEjR0hL\nSyMkJMQ6T6NGjcjIyOC9995jwoQJfP755wAcPnyYDRs2YGtry/jx4/Hz82P58uWsXbuWUaNGkZ6e\nzowZM+jWrRvTpk1j5cqVLFq0qMr7ioyMZOrUqQwePJjCwkJKSkqYNWsWcXFx1rkXL17Mli1b2L17\nN/Xr1ycgIID+/fvj7+9fZqxvvvmGb7/9FhcXF0JCQvjvf/9LYGAgjzzyCElJSQQEBHD27FkcHByY\nM2cOhmGQkZFBZmYmffr0Yd++fZXGmp+fT5cuXZg5cyZTpkxh4cKFPP/88wwYMIDw8HCGDr30t49Z\ns2bx/fffY29vz+nTpysdc9euXWzatIn8/Hz8/Pzo378/mzZtIisriz179nD8+HE8PDyqvZP4woUL\nJCYmMmfOHABiY2MZMGAALi4uWCwWkpKSsLGp/G9IixYt4o9//GO15hcREREREREREbmiJncyBwL7\nTdM8aJrmeeAjYGA57cYD/wR+us6+A4Ellz8vAQbVRPBX2DZsSB0XF7g6YWcY2Dg4UM/DA5t69ao9\nfqtWrazJ4BEjRpCcnEybNm1o3749AI899hipqanY2dnRt29fVqxYQXFxMStXrmTgwIHcdddd5OXl\nYbFYyMnJ4dFHHyU1NZW0tDS6du1qnWf48OHW3xs3brSeHzZsGLa2tgCsX7+ekSNHAnDfffeRm5vL\n2bNnSU1NZcSIEQD079/fuhO2IhaLhSNHjjB48GAA6tWrR/369ctt27t3b5o2bYqDgwNDhgxh/fr1\n17QJDAykZcuW2NjY4OvrS3Z2NllZWTRv3pyAgAAAGjZsiJ2dHevXr7fG2qFDB+6+++4qk8x169a1\n1j7u3Lkz2RWUP/H29iYyMpL333+/3F3CpQ0cOBAHBwecnZ3p2bMnW7ZsITU1leHDh2Nra4uLiwth\nYWGVjlGZcePGERYWRmhoKABfffUVvr6+HD16lPT0dGJjYzl79myF/detW8eiRYt45ZVXqh2DiIiI\niIiIiIgI1OBOZqAFkFPq+DAQVLqBYRgtgMFATyDgOvs2M03z2OXPPwLNfm2gle04vlKT+cpOZivT\nxCwpoSQ/n5azX6euq2u15jYMo8xx48aNyc3NLbdtREQE8+bNo0mTJvj7+1vLKQQHB5OQkICbmxuh\noaG8++67bNy40Vq64up5Sn9u0KBBteIGsLOzo6TU91JYepf3dbr6/q8+BrC3t7d+trW1rVb96Mpi\nrVOnjnXeysZfuXIlqamprFixgpkzZ5KRkVFhsvl67uuKzZs388QTTwDw0ksvMWDAgErvZcaMGfz8\n888sWLDAei4hIYGpU6diGAb33nsvbdq0ITMzk61bt1rLdaxatQoXFxd27drFmDFj+OKLL2jatGml\nc4mIiIiIiIiIiFSlJpPM1+MN4DnTNEsqS8JVxDRN0zAMs7xrhmHOPmiDAAAgAElEQVSMBcYCNGvW\nzFp/94pGjRphsViqnOPoM8+ULZFhbw9FRZfmLyigKDOTH56I4a5Plv3i+PPy8jh06BBr1qwhKCiI\nJUuW4OXlRUJCAunp6dxzzz28++67BAUFYbFY6NSpE9u3b+ett95i0KBB1vgDAgKYOXMmzz33HPfe\ney/Jyck4ODjg6OhordP73nvvMWnSJD766CMCAgKwWCxcuHCBgoIC6zhBQUG8++67PPfcc6SlpdGk\nSRMMw6BLly4kJCQwZcoUvv76a06dOkVeXh4NGzbk+PHjZGdn4+joyKeffkqvXr0AaN68OR9++CHh\n4eEUFRVx8eJFbGxsOH36tHW+wsJCvv76a3744QccHBz417/+RXx8vPW6xWLh3LlzFBcXW8+dP3+e\nwsJCXFxcOHr0KCkpKXTu3BmLxYKDgwOBgYEsXryYgIAAvvvuO3744QdcXFz48ccf2b59O2fOnOHo\n0aNs2bKFc+fOlZkLoKCggAsXLmCxWLC3t+fnn3/GYrFQUlJCTk4O/v7++Pj48OGHH3Ls2DEaN258\nzboWFRWxcuVKYmNjyc/PZ926dTz//PPk5eXx7rvvMmTIEH7++WdSU1MZNmwYHh4epKWlWftfieXq\newdYsmQJq1atYsWKFeTn51vPN2/enFWrVuHr68tPP/1EZmYmd955J6NGjWLUqP+VctmzZw+DBg3i\n7bffpnnz5tf1DJRWWFh4zbN0O8rLy/td3OetSutTe2ltajetT+2ltam9tDa1m9ZHpHr07IhUj56d\nytVkkvkI0KrUccvL50rzBz66nGB2BvoZhlFcRd/jhmE0N03zmGEYzSlbZsPKNM23gbcB/P39zR49\nepS5vnfv3nJfrHY15z9F8/Ob8zALCjAcHKjn5kZhVhZmQQEAhr09LjNm0OA6xrqao6Mjbm5uLF68\nmPHjx+Ph4cHUqVPp3r07o0ePpri4mICAACZMmGDdzfvggw+yePFiPvjgA2sJit69e/Pkk0/Sp08f\nGjduzN13302HDh2wtbXFyckJwzA4d+4cISEh2Nvb8+GHH+Lk5ESdOnVwcHCwfg8vv/wy0dHRhISE\nUL9+fRITE3FycmLmzJkMHz6cLl26EBwcTOvWrXF0dKRJkya8+OKL3H///bRo0YKOHTtib2+Pk5MT\nS5cu5YknnuD//u//qFOnDsuWLaNr167UrVuXbt26ERUVxR133EFQUBBRUVEcPnyYESNG0L17d+v3\n4+TkRP369bGzs7PGWLduXerVq0fTpk35+OOPGT9+PAUFBTg4OLBmzRomTpzIk08+SXBwMHZ2dixZ\nsgRnZ2d69+7NkiVLCAoKwt3dnU6dOlG/fn3ruFd+Ozg4UKdOHZycnBg1ahSPP/44b7/9Nh999BEx\nMTGcOXMG0zR5+umnadWq9D/R/7G3t8fX15cBAwZw4sQJpk2bRvv27WnXrh0bN24kKCiI1q1bExgY\nWOb7Ly00NJTMzEzy8vJwd3dn0aJFPPDAA0yYMIG7776bPn36ADBkyBCmTZvGSy+9RFRUFMHBwZim\nyauvvoprObvrX3/9dU6dOsWzzz4LXNrhvW3btuv+N1uvXj38/Pyuu/2t6soLJ6V20vrUXlqb2k3r\nU3tpbWovrU3tpvURqR49OyLVo2encoZplrsR+NcPbBh2wD7gfi4liLcCj5qm+W0F7RcDn5um+Ull\nfQ3DeA3ILfXivyamaU6pLBZ/f3/z6kTa3r17cXd3r/I+zIsX+f6hoRTt24e9mxttPk7i+2EPU5SV\nhWFvT6v582nQJajKcW4Gi8WCk5MTrq6ubNu2DWdn55sd0u/C9OnTcXR0tCZyKxIZGcngwYOtLxa8\nFVzvc3Or0/9w1G5an9pLa1O7aX1qL61N7aW1qd20PiLVo2dHpHp+r8+OYRjbTdP0r6pdjb34zzTN\nYiAW+ArYC3x8OUkcYxhGTHX6Xr48C+htGMZ3QK/LxzXGsLWl5RuzsXdzo+Xs1zHq1KHlG7Op6+pa\nqxPMIiIiIiIiIiIiIr+FGq3JbJrmKmDVVefmV9A2qqq+l8/ncmmH82+mrqsrbf/9rzLH93xxTWi1\nVnZ29s0O4baUkJDAnDlzypwLCQkhPj7+uvrPnz//ukq2iIiIiIiIiIiI1GY3+8V/Ires0aNHM3r0\n6JsdhoiIiIiIiIiIyE1VY+UyREREREREREREROT2pySziIiIiIiIiIiIiFSbkswiIiIiIiIiIiIi\nUm2qyXydCvMvcGDHT5w7e576DetyT6c7qdegzs0OS0REREREREREROSm0k7mKpimyebP/j979x5X\nZZUvfvyz2FxEQTH9ZRIqmspF2WwUECEQCy8lo6BYGJpKWqbYcZp0PMeTYZ2ZtDw6UBxtrAPFpBFd\nzDJzvBEY5mUUYRRxxEi8pImmG7noluf3B7iP4OYiSVB+368XL/aznnX5LhZPvV6L5fc5TsrCb9iZ\n/i/2fP4dO9P/RcrCb9i94TiapjW776KiIgYOHHgHo/1luLq6cv78+dtuV1RUxNq1a83XKSkpxMXF\nWawbGBjY7PjulPXr13P48OFWGXv06NE4OTkRHh5eqzwmJgY3NzcGDhxIbGws165dA+DSpUv87ne/\nw9vbmwEDBpCcnNxg/3v37sXa2pqPPvqoxeYghBBCCCGEEEIIIe4OssnciD2ff0fO1hNcv1aF6WoV\nAKarVVy/VkXO1hPs+fy7Vo7wzjCZTC0+Rt1N5oZkZ2e3cDSNa81N5vnz55OamnpLeUxMDEeOHCEv\nL4/y8nLefvttAJKSkvD09OTgwYNkZGTwhz/8gatXr1rs+/r16/zxj39k5MiRLToHIYQQQgghhBBC\nCHF3kE3mBlRcucaBLSfMm8t1ma5WcWDLCSrLrjV7DJPJRExMDB4eHkRFRVFWVsa2bdvw8fHBy8uL\n2NhYKisr+eqrr5g4caK5XUZGBuHh4aSnp/P8888DkJCQQJ8+fQA4fvw4I0aMAKpPHi9YsAAvLy/8\n/f05duwYANOmTWPWrFkMGTKEBQsWcOHCBSIiItDr9QQEBJCbmwtASUkJI0eOZMCAAcyYMcN8ervu\nSezly5cTHx8PwLFjxwgLC8Pb25tBgwZRWFjIwoULycrKwmAwsHLlSgCKi4sJDQ2lX79+LFmyxNyX\ng4ODeZ6hoaFERUXh7u5OTEyMefy9e/cSGBiIt7c3/v7+GI1GKioqmD59Ol5eXvj4+LBjxw7g1lPT\n4eHhZGRkmMdatGgR3t7eBAQEcPbsWbKzs9mwYQPz58/HYDBQWFhIYmIinp6e6PV6oqOj613T+Ph4\npkyZwtChQ+nXrx9r1qwBqk/Fx8XF4ebmRlhYGBMmTKj3JPHDDz+Mo6PjLeWPPvooSimUUvj7+3Py\n5EkAlFIYjUY0TaO0tJR77rkHa2vL2XDeeOMNJkyYwL333lvvHIQQQgghhBBCCCGEaCrJyQxkfXiU\n88Wlt5RfuVRJlcnyBvMNVaYq0pfuo0Mnu1rlXXs4EPxY/0bHLigo4J133iEoKIjY2FhWrFjBW2+9\nxbZt2+jfvz9PPvkkq1atIi4ujqeffporV67QoUMH0tLSiI6OJjg4mNdee616HllZdOnShVOnTpGV\nlUVQUJB5nE6dOpGXl8d7773HvHnz+OKLLwA4efIk2dnZ6HQ65s6di4+PD+vXr2f79u08+eST5OTk\nsGTJEh588EEWL17Mxo0beeeddxqdV0xMDAsXLiQyMpKKigqqqqpYunQpy5cvN4+dkpLCnj17+Oc/\n/0n79u3x8/NjzJgx+Pr61urrwIEDHDp0CGdnZ4KCgvjmm2/w9/fn8ccfJy0tDT8/Py5fvoy9vT0J\nCQkopcjLy+PIkSOMHDmSo0ePNhjrlStXCAgI4E9/+hMLFixgzZo1/Od//idjx44lPDycqKgoAJYu\nXcp3332HnZ0dP/30U4N95ubm8u2333LlyhV8fHwYM2YM3377LQUFBRw+fJizZ8/i6enJ008/3ejP\n0pJr166RmppKQkICAHFxcYwdOxZnZ2eMRiNpaWlYWd36N6RTp07x6aefsmPHDvbu3dussYUQQggh\nhBBCCCGEuJmcZG5AlUmjsZTLmlZdr7l69Ohh3gyePHky27Zto3fv3vTvX71BPXXqVDIzM7G2tmb0\n6NF8/vnnmEwmNm7cyLhx47jvvvsoLS3FaDRSXFzME088QWZmJllZWQwdOtQ8zqRJk8zfd+3aZS6f\nOHEiOp0OgJ07dzJlyhQAHnroIUpKSrh8+TKZmZlMnjwZgDFjxtC5c+cG52Q0Gjl16hSRkZEAtGvX\njvbt21usO2LECLp06YK9vT3jx49n586dt9Tx9/fHxcUFKysrDAYDRUVFFBQU0L17d/z8/ADo2LEj\n1tbW7Ny50xyru7s7vXr1anST2dbW1pz7ePDgwRQVFVmsp9friYmJ4W9/+1u9p4RvGDduHPb29nTt\n2pXhw4ezZ88eMjMzmTRpEjqdDmdnZ0JCQhrsoyGzZ88mJCSE4OBgADZv3ozBYOD06dPk5OQQFxfH\n5cuXb2k3b948li1bZnEDWgghhBBCCCGEEEKI5pCTzFDvieNDWafYmf6vetNlAFjbWjH4kV4MCL6/\nWWMrpWpdOzk5UVJSYrFudHQ0b775Jvfccw++vr7mdAqBgYEkJyfj5uZGcHAw//u//8uuXbvMqSvq\njnPz5w4dOjQrbgBra2uqqv7vZ1NRUXHbfdSdf91rADu7/zslrtPpmpU/uqFYbWxszOM21P/GjRvJ\nzMzk888/509/+hN5eXn1bjY3ZV437N69m2eeeQaAl19+mbFjxzY4lyVLlvDjjz/y1ltvmcuSk5NZ\nuHAhSin69u1L7969OXLkCHv37jWn6/jyyy/Zt2+fOdXH+fPn+fLLL7G2tiYiIqLBMYUQQgghhBBC\n/Eq9NQwufgcO90JHF/pVtAPbPOjoDB1dqr87dgedbBEJIZpPjjM24IFB9zbpJHPfwc3PbXvixAnz\nyeK1a9fi6+tLUVGROW9yamoqw4YNA2DYsGHs37+fNWvW1MoJHBwczPLlywkJCTHnIbazs6NTp07m\nOmlpaebvN59wvllwcDDvv/8+UJ0LuWvXrnTs2JGQkBDzC/s2bdrExYsXAejWrRvnzp2jpKSEyspK\ncxoMR0dHXFxcWL9+PQCVlZWUlZXh6OiI0WisNeaWLVu4cOEC5eXlrF+/vlaKj4a4ublx5swZc8oH\no9GIyWSqNYejR49y4sQJ3NzccHV1JScnh6qqKoqLi9mzZ0+jY9wc7412w4cPZ9myZVy6dInS0ltT\nrNzw2WefUVFRQUlJCRkZGfj5+RESEkJaWhrXr1/nzJkzZGVlATBkyBBycnLIyclpdIP57bffZvPm\nzaxbt67WaeSePXuybds2AM6ePUtBQQF9+vRhzpw55r6dnZ357rvvKCoqoqioiKioKP7nf/5HNpiF\nEEIIIYQQ4reskwtUXIbz/4LjO7j/9CbYugQ2PAfvR8Gbg+Gt5v9LWyGEADnJ3KB2HWzwGdGTnK2W\nX/5nbWuFIawndu1tmj2Gm5sbSUlJxMbG4unpSWJiIgEBAUycOBGTyYSfnx+zZs0Cqk/ZhoeHk5KS\nwrvvvmvuIzg4mOLiYkJCQtDpdPTo0QN3d/da41y8eBG9Xo+dnR3r1q2zGEt8fDyxsbHo9Xrat29v\nHuOll15i0qRJDBgwgMDAQHr27AlUnwBevHgx/v7+3H///bXGTE1N5ZlnnmHx4sXY2NiQnp6OXq9H\np9Ph7e3NtGnT6Ny5M/7+/kyYMIGTJ08yefLkW/Ix18fW1pa0tDTmzp1LeXk59vb2bN26ldmzZ/Ps\ns8/i5eWFtbU1KSkp2NnZERQURO/evfH09MTDw4NBgwY1OkZ0dDQzZ84kMTGRDz74gKeeeopLly6h\naRrPPfccTk5O9bbV6/UMHz6c8+fP8+KLL+Ls7ExkZCTbt2/H09OTnj17mlN9WBIcHMyRI0coLS3F\nxcWFd955h1GjRjFr1ix69epl/kPB+PHjWbx4MS+++CLTpk3Dy8sLTdNYtmwZXbt2bdLPUgghhBBC\nCCHEb1jAbDi+A65e+b+yqmtw9Vr1Z2t76BvWOrEJIX4zlNbYUd3fAF9fX23fvn21yvLz8/Hw8Gi0\nraZp7Pn8Ow5sOYFSYLpahbWtFZoGPiN64v+73g2mQmhNRqMRR0dHXF1d2bdvn2w6/kLi4+NxcHDg\nhRdeaLBeTEwMkZGR5hcL/ho09bn5tcvIyCA0NLS1wxD1kPVpu2Rt2jZZn7ZL1qbtkrVp22R9hGgi\nTYOVnnD5tOX7dh3h+cNg5/jLxiXEr8zd+v8dpdQ/NE1r9FSonGRuhFKKIWP74P1wDwr3n6Ps8lXa\nd7Sl7+B7f9YJZiGEEEIIIYQQQogWp1T1aeYdf4Jr5bXv2XSAsHjZYBZC/GyyydxE7TrYNPvlfq2t\nqKiotUP4TUpOTiYhIaFWWVBQEElJSU1qv3r1avPLG4UQQgghhBBCiBZjiIFtr9xa3r4zDJr6y8cj\nhPjNkU1mIZpp+vTpTJ8+vbXDEEIIIYQQQgghGtb+Hug3Ao5sBGrSptq0hzErQCdbQ0KIn8+qJTtX\nSo1WShUopY4ppRZauD9OKZWrlMpRSu1TSj1YU+5WU3bj67JSal7NvXil1Kmb7j3aknMQQgghhBBC\nCCGE+NULmA227WsuFNzrAf1GtmpIQojfjhb7c5VSSgckASOAk8BepdQGTdMO31RtG7BB0zRNKaUH\nPgTcNU0rAAw39XMK+PSmdis1TVveUrELIYQQQgghhBBC/Kb0CoR2neDqFbBuB+Erq/M1CyHEHdCS\n/ybCHzimadpxAKXUB8A4wLzJrGla6U31O2D+Nxu1PAwUapr2fQvGWq/Uhf/GpbM/0MGpM45duuLU\n3Rmne+/DoUtXHLv8Pxy7dMGhcxesdLrWCE8IIYQQQgghhBCicTUvANT+/iLKbTR0927tiIQQvyEt\nucl8P1B80/VJYEjdSkqpSOBV4F5gjIV+ooF1dcrmKqWeBPYBf9A07eIdidiCjl3/H+e+K6Sy7AoX\nTp/k+7wcrHQ6dDa2KCvF9WvX6Nz9fqa+/mZLhSCEEEIIIYQQQgjx8xli+GnPB3Qe+afWjkQI8Ruj\nNM3S4eE70LFSUcBoTdNm1FxPAYZomhZXT/0QYLGmaWE3ldkCp4EBmqadrSnrBpyn+tTzK0B3TdNi\nLfT3NPA0QLdu3QZ/8MEHte536tSJvn37NjqPM0fz2ZTwGqbKCov3dTa2DHx4FEOinmi0r7q+//57\nHnvsMXbv3n3bbZvi+vXr6FrghPXAgQP5+uuv6dKly221+/7779m9ezePPfYYAO+//z779+/nv//7\nv2+pGxYWxtatW+9IvM31xRdf0LdvX9zd3Vuk/4bWJzIykn379hEQEEB6erq5/KmnnuLAgQPY2Ngw\nePBgEhISsLGx4dKlS8ycOZOTJ09iMpl47rnnmDx58i39NrVefY4dO8alS5duf7K/MqWlpTg4OLR2\nGKIesj5tl6xN2ybr03bJ2rRdsjZtm6yPEM0jz44QzXO3PjvDhw//h6Zpvo3Va8mTzKeAHjddu9SU\nWaRpWqZSqo9Sqqumaedrih8B9t/YYK6pZ/6slFoDfFFPf38F/grg6+urhYaG1rqfn5+Po6Njo5Nw\nGOTHjg4dKK13k9makOgp2Nq3t3i/wb4dHLCysmpSHM1hNBqb3LfJZMLaumm/DkopHBwcbjvu8+fP\n8+mnn/LUU08B0K5dO2xtbS3201Ib77dj8+bN2NjY4Ofn1yL9N7Q+//7v/05ZWRlvvfVWrTrTpk0j\nLS0NgCeeeIK0tDSeffZZ3njjDfR6PZs2beLHH3/Ezc2Np556Cltb21r9NrVefdq1a4ePj08zZ/zr\nkZGRQd3/Zoi2Q9an7ZK1adtkfdouWZu2S9ambZP1EaJ55NkRonnk2WmYVQv2vRfop5TqXXMiORrY\ncHMFpVRfpaqzzCulBgF2QMlNVSZRJ1WGUqr7TZeRwD9/bqA7Uv5K2pKFFr8+fPnf0Vlboywkw1dK\n0b5jJz597eVb2u1I+WuTxjaZTMTExODh4UFUVBRlZWVs27YNHx8fvLy8iI2NpbKykq+++oqJEyea\n22VkZBAeHk56ejrPP/88AAkJCfTp0weA48ePM2LECABcXV1ZsGABXl5e+Pv7c+zYMaB6w3LWrFkM\nGTKEBQsWcOHCBSIiItDr9QQEBJCbmwtASUkJI0eOZMCAAcyYMYMbp9+LiooYOHCgOably5cTHx8P\nVJ94DQsLw9vbm0GDBlFYWMjChQvJysrCYDCwcuVKAIqLiwkNDaVfv34sWbLE3NeNvwzdeICjoqJw\nd3cnJibGPP7evXsJDAzE29sbf39/jEYjFRUVTJ8+HS8vL3x8fNixYwcAKSkpxMX93yH68PBwMjIy\nzGMtWrQIb29vAgICOHv2LNnZ2WzYsIH58+djMBgoLCwkMTERT09P9Ho90dHR9a5pfHw8U6ZMYejQ\nofTr1481a9YAoGkacXFxuLm5ERYWxoQJE/joo48s9vHwww9b3IB+9NFHUUqhlMLf35+TJ08C1b+L\nRqMRTdMoLS3lnnvusfhHg6bWE0IIIYQQQgghhBCiqVpsk1nTNBMQB2wG8oEPNU07pJSapZSaVVNt\nAvBPpVQOkAQ8rtXsICqlOgAjgE/qdP2aUipPKZULDAd+31JzuKG9U2eLbyS00lnTofM9P6vvgoIC\nZs+eTX5+Ph07dmTFihXm06p5eXmYTCZWrVpFWFgYu3fv5sqVKwCkpaURHR1NcHAwWVlZAGRlZdGl\nSxdOnTpFVlYWQUFB5nE6depEXl4ecXFxzJs3z1x+8uRJsrOzWbFiBS+99BI+Pj7k5uby5z//mSef\nfBKAJUuW8OCDD3Lo0CEiIyM5ceJEo/OKiYlhzpw5HDx4kOzsbLp3787SpUsJDg4mJyeH3/++etn2\n7NnDxx9/TG5uLunp6ezbt++Wvg4cOMBf/vIXDh8+zPHjx/nmm2+4evUqjz/+OAkJCRw8eJCtW7di\nb29PUlISSiny8vJYt24dU6dOpaLC8in0G65cuUJAQAAHDx4kJCSENWvWEBgYyNixY3n99dfJycnh\ngQceYOnSpRw4cIDc3FxWr17dYJ+5ubls376dXbt28fLLL3P69Gk+/fRTCgoKOHz4MO+99x579uxp\n9OdYn2vXrpGamsro0aMBiIuLIz8/H2dnZ7y8vEhISMDK6tbHu6n1hBBCCCGEEEIIIYRoqhY9wqhp\n2pfAl3XKVt/0eRmwrJ62V4Bbkv5qmjblDofJ8GlPN1rns+X/xbF9u6HmFK2NnR3h8xbSZ9DPS6XQ\no0cP82bw5MmTeeWVV+jduzf9+/cHYOrUqSQlJTFv3jxGjx7N559/TlRUFBs3buS1117D0dGR0tJS\njEYjxcXFPPHEE2RmZpKVlWXegASYNGmS+fuNDV6AiRMnmvMC79y5k48//hiAhx56iJKSEi5fvkxm\nZiaffFK91z9mzBg6d+7c4JyMRiOnTp0iMjISqE6xUJ8RI0aYczuPHz+enTt34utbO82Lv78/Li4u\nABgMBoqKiujUqRPdu3c3p7Lo2LGjeQ5z584FwN3dnV69enH06NEG47W1tSU8PByAwYMHs2XLFov1\n9Ho9MTExREREEBER0WCf48aNw97eHnt7e4YPH86ePXvIzMxk0qRJ6HQ6nJ2dCQkJabCPhsyePZuQ\nkBCCg4OB6tQeBoOB7du3U1hYyIgRIwgODjb/XG5oaj0hhBBCCCGEEEIIIZpKjjA20eBHI7Cxtau+\nUIouPXrR26fRnNeNqpuGw8nJqd660dHRfPjhh2zfvh1fX19zOoXAwECSk5Nxc3Mzn2zetWsXAQEB\nFse5+XOHDh2aHbu1tTVVVVXm68ZODFtSd/6W0pLY2dmZP+t0Okwm022P01CsNjY25nEb6n/jxo3M\nmTOH/fv34+fn12AcTZnXDbt378ZgMGAwGNiwYUO99W5YsmQJP/74IytWrDCXJScnM378eJRS9O3b\nl969e3PkyBGSkpLMfZ8+fbreekIIIYQQQgghhBBCNJdsMjfR/R4DsKvZkLW2sSFsxpwGNw6b6sSJ\nE+zatQuAtWvX4uvrS1FRkTlvcmpqKsOGDQNg2LBh7N+/nzVr1tTKCRwcHMzy5csJCQkx5yG2s7Oj\nU6dO5jo3XhaXlpbG0KFDLcYSHBzM+++/D1TnQu7atSsdO3YkJCSEtWvXArBp0yYuXrwIQLdu3Th3\n7hwlJSVUVlbyxRfV72B0dHTExcWF9evXA1BZWUlZWRmOjo4YjcZaY27ZsoULFy5QXl7O+vXra6X4\naIibmxtnzpxh7969QPXpaZPJVGsOR48e5cSJE7i5ueHq6kpOTg5VVVUUFxc3KVXFzfHeaDd8+HCW\nLVvGpUuXKC0trbftZ599RkVFBSUlJWRkZODn50dISAhpaWlcv36dM2fOmNOcDBkyhJycHHJychg7\ndmyDMb399tts3ryZdevW1Upz0bNnT7Zt2wbA2bNnKSgooE+fPsyZM8fct7Ozc731hBBCCCGEEEII\nIYRoLnnjVxMppRg8Zhxf/y2ZPoP86db7gTvSr5ubG0lJScTGxuLp6UliYiIBAQFMnDgRk8mEn58f\ns2ZVp7DW6XSEh4eTkpLCu+++a+4jODiY4uJiQkJC0Ol09OjRA3d391rjXLx4Eb1ej52dHevW1XqX\noll8fDyxsbHo9Xrat29vHuOll15i0qRJDBgwgMDAQHr27AlUnwBevHgx/v7+3H///bXGTE1N5Zln\nnmHx4sXY2NiQnp6OXq9Hp9Ph7e3NtGnT6Ny5M/7+/kyYMIGTJ08yefLkW1Jl1MfW1pa0tDTmzp1L\neXk59vb2bN26ldmzZ/Pss8/i5eWFtbU1KSkp2NnZERQURO/evfH09MTDw4NBgwY1OkZ0dDQzZ84k\nMTGRDz74gKeeeopLly6haRrPPfdcg6fO9Xo9w4cP5/z58+zAchMAACAASURBVLz44os4OzsTGRnJ\n9u3b8fT0pGfPnuZUH5YEBwdz5MgRSktLcXFx4Z133mHUqFHMmjWLXr16mf9QMH78eBYvXsyLL77I\ntGnT8PLyQtM0li1bRteuXW/pt6n1hBBCCCGEEEIIIUS1ynITJ7KqqBxiws5etlMtUTXv2ftN8/X1\n1eq+UC4/Px8PD4/b6qfceJnPV7zKI3F/wLFL29+YMxqNODo64urqyr59+2Qz8RcSHx+Pg4MDL7zw\nQoP1YmJiiIyMJCoq6heK7OdrznPza5SRkUFoaGhrhyHqIevTdsnatG2yPm2XrE3bJWvTtsn6CNE8\n8uwIcfsKvj3D1pR8wqZ74jbkvtYO5xellPqHpmmNngqVdBm3wd6xI4+99OqvYoNZCCGEEEIIIYQQ\nQgjx8x3OPgNA/jenWzmStkvOd98FioqKWjuE36Tk5GQSEhJqlQUFBZGUlNSk9qtXrza/vFEIIYQQ\nQgghhBBCtB2f/eUAJ49Uv5fMSlf9XrYzhZdImrUdABf3zoyb59Nq8bU1ssksRDNNnz6d6dOnt3YY\nQgghhBBCCCGEEOIOG/yIKz8cv4TpahVV16vTDd/4bm1rhe8jrq0YXdsj6TKEEEIIIYQQQgghhBDi\nJi5unRk1YyA6m9rbpzobK0bNGMj9bp1bKbK2SU4yCyGEEEIIIYQQQgghRB2V5SasrBRViuqjulVg\nZaWoLDe1dmhtjpxkFkIIIYQQQgghhBBCiDoOf3Oaa1ev08XFgZ7Bii4uDly7el1eAGiBnGRuxOn/\n+paq0msN1rFysMH5PwN+oYiEEEIIIYQQQgghhBAtzbadNYET+mJ4qAdfZ37No4/5cXDbCU4fu9Ta\nobU5cpK5EY1tMDe1jiVFRUUMHDiwWW1bk6urK+fPn7/tdkVFRaxdu9Z8nZKSQlxcnMW6gYGBzY7v\nTlm/fj2HDx9ulbFHjx6Nk5MT4eHhtco1TWPRokX0798fDw8PEhMTLbZ/88036du3L0qpZq2VEEII\nIYQQQgghxN1uzGw9PmE9UVYKqE6V4TOiF2Oe1bdyZG2PbDILAEymls8lU3eTuSHZ2dktHE3jWnOT\nef78+aSmpt5SnpKSQnFxMUeOHCE/P5/o6GiL7YOCgti6dSu9evVq6VCFEEIIIYQQQgghxF1ONpmB\nnz4v5NxbuRa/mqpuu58+L2xSO5PJRExMDB4eHkRFRVFWVsa2bdvw8fHBy8uL2NhYKisr+eqrr5g4\ncaK5XUZGBuHh4aSnp/P8888DkJCQQJ8+fQA4fvw4I0aMAKpPHi9YsAAvLy/8/f05duwYANOmTWPW\nrFkMGTKEBQsWcOHCBSIiItDr9QQEBJCbWz3/kpISRo4cyYABA5gxYwaapgG3nsRevnw58fHxABw7\ndoywsDC8vb0ZNGgQhYWFLFy4kKysLAwGAytXrgSguLiY0NBQ+vXrx5IlS8x9OTg4mOcZGhpKVFQU\n7u7uxMTEmMffu3cvgYGBeHt74+/vj9FopKKigunTp+Pl5YWPjw87duwAbj01HR4eTkZGhnmsRYsW\n4e3tTUBAAGfPniU7O5sNGzYwf/58DAYDhYWFJCYm4unpiV6vr3dzFyA+Pp4pU6YwdOhQ+vXrx5o1\na4DqU8hxcXG4ubkRFhbGhAkT+Oijjyz28fDDD+Po6HhL+apVq1i8eDFWVtWP7r333muxvY+PD66u\nrvXGKIQQQgghhBBCCCHEnSKbzK2soKCA2bNnk5+fT8eOHVmxYgXTpk0jLS2NvLw8TCYTq1atIiws\njN27d3PlyhUA0tLSiI6OJjg4mKysLACysrLo0qULp06dIisri6CgIPM4nTp1Ii8vj7i4OObNm2cu\nP3nyJNnZ2axYsYKXXnoJHx8fcnNz+fOf/8yTTz4JwJIlS3jwwQc5dOgQkZGRnDhxotF5xcTEMGfO\nHA4ePEh2djbdu3dn6dKlBAcHk5OTw+9//3sA9uzZw8cff0xubi7p6ens27fvlr4OHDjAX/7yFw4f\nPszx48f55ptvuHr1Ko8//jgJCQkcPHiQrVu3Ym9vT1JSEkop8vLyWLduHVOnTqWioqLBWK9cuUJA\nQAAHDx4kJCSENWvWEBgYyNixY3n99dfJycnhgQceYOnSpRw4cIDc3FxWr17dYJ+5ubls376dXbt2\n8fLLL3P69Gk+/fRTCgoKOHz4MO+99x579uxp9OdYV2FhIWlpafj6+vLII4/wr3/967b7EEIIIYQQ\nQgghhBDiTpJNZsDpdw9w7zN6i19NVbed0+8eaFK7Hj16mDeDJ0+ezLZt2+jduzf9+/cHYOrUqWRm\nZmJtbc3o0aP5/PPPMZlMbNy4kXHjxnHfffdRWlqK0WikuLiYJ554gszMTLKyshg6dKh5nEmTJpm/\n79q1y1w+ceJEdDodADt37mTKlCkAPPTQQ5SUlHD58mUyMzOZPHkyAGPGjKFz584NzsloNHLq1Cki\nIyMBaNeuHe3bt7dYd8SIEXTp0gV7e3vGjx/Pzp07b6nj7++Pi4sLVlZWGAwGioqKKCgooHv37vj5\n+QHQsWNHrK2t2blzpzlWd3d3evXqxdGjRxuM19bW1pz7ePDgwRQVFVmsp9friYmJ4W9/+xvW1g2/\nM3PcuHHY29vTtWtXhg8fzp49e8jMzGTSpEnodDqcnZ0JCQlpsA9LKisradeuHfv27WPmzJnExsbe\ndh9CCCGEEEIIIYQQQtxJLbrJrJQarZQqUEodU0ottHB/nFIqVymVo5Tap5R68KZ7RUqpvBv3biq/\nRym1RSn1r5rvDe94tnFKqVrXTk5O9daNjo7mww8/ZPv27fj6+prTKQQGBpKcnIybm5v5ZPOuXbsI\nCAiwOM7Nnzt06NDs2K2tramqqjJfN3Zi2JK68697DWBnZ2f+rNPpmpU/uqFYbWxszOM21P/GjRuZ\nM2cO+/fvx8/Pr8E4mjKvG3bv3o3BYMBgMLBhw4YG5+Hi4sL48eMBiIyMNKc0GTVqFAaDgRkzZjTY\nXgghhBBCCCGEEEKIO63FNpmVUjogCXgE8AQmKaU861TbBnhrmmYAYoG369wfrmmaQdM035vKFgLb\nNE3rV9P+ls3rX5MTJ06YTxavXbsWX19fioqKzHmTU1NTGTZsGADDhg1j//79rFmzplZO4ODgYJYv\nX05ISIg5D7GdnR2dOnUy10lLSzN/v/mE882Cg4N5//33gepcyF27dqVjx46EhISYX9i3adMmLl68\nCEC3bt04d+4cJSUlVFZW8sUXXwDg6OiIi4sL69evB6pP35aVleHo6IjRaKw15pYtW7hw4QLl5eWs\nX7++VoqPhri5uXHmzBn27t0LVJ+eNplMteZw9OhRTpw4gZubG66uruTk5FBVVUVxcXGTUlXcHO+N\ndsOHD2fZsmVcunSJ0tLSett+9tlnVFRUUFJSQkZGBn5+foSEhJCWlsb169c5c+aMOc3JkCFDyMnJ\nIScnh7FjxzYYU0REhDnP9Ndff20+8b5582ZycnJ4++26j5AQQgghhBBCCCGEEC2r4X/z//P4A8c0\nTTsOoJT6ABgHHL5RQdO0m3fpOgBaE/odB4TWfH4XyAD++PPDbR1ubm4kJSURGxuLp6cniYmJBAQE\nMHHiREwmE35+fsyaNQuoPmUbHh5OSkoK7777rrmP4OBgiouLCQkJQafT0aNHD9zd3WuNc/HiRfR6\nPXZ2dqxbt85iLPHx8cTGxqLX62nfvr15jJdeeolJkyYxYMAAAgMD6dmzJ1B9Anjx4sX4+/tz//33\n1xozNTWVZ555hsWLF2NjY0N6ejp6vR6dToe3tzfTpk2jc+fO+Pv7M2HCBE6ePMnkyZPx9fW1GFtd\ntra2pKWlMXfuXMrLy7G3t2fr1q3Mnj2bZ599Fi8vL6ytrUlJScHOzo6goCB69+6Np6cnHh4eDBo0\nqNExoqOjmTlzJomJiXzwwQc89dRTXLp0CU3TeO655xo8da7X6xk+fDjnz5/nxRdfxNnZmcjISLZv\n346npyc9e/Y0p/qwJDg4mCNHjlBaWoqLiwvvvPMOo0aNYuHChcTExLBy5UocHBzq3VROTEzktdde\n44cffkCv1/Poo4/KBrQQQgghhBBCCCGEaBFK05qyr9uMjpWKAkZrmjaj5noKMETTtLg69SKBV4F7\ngTGapu2qKf8OuARcB97SNO2vNeU/aZrmVPNZARdvXNfH19dXq/tCufz8fDw8PBqdx+n/+paq0msN\n1rFysMH5PwMarNMajEYjjo6OuLq6sm/fPrp27draId0V4uPjcXBw4IUXXmiwXkxMDJGRkURFRf1C\nkf18TX1ufu0yMjIIDQ1t7TBEPWR92i5Zm7ZN1qftkrVpu2Rt2jZZHyGaR54dIZrnbn12lFL/qJNl\nwqKWPMncJJqmfQp8qpQKAV4BwmpuPahp2iml1L3AFqXUEU3TMuu01ZRSFnfJlVJPA09DdVqHjIyM\nWvc7dep0S+oGSxz/bUCT5tGUvn5p169fx2g0omkapaWltXIbi5ZTWVmJjY1No78TmqZRXl7eJn93\n6lNRUXHLs/RbVFpaelfM89dK1qftkrVp22R92i5Zm7ZL1qZtk/URonnk2RGieeTZaVhLbjKfAnrc\ndO1SU2aRpmmZSqk+Sqmumqad1zTtVE35OaXUp1Sn38gEziqlumuadkYp1R04V09/fwX+CtUnmev+\npSE/P9/84rzfqhsnmb///vvWDuU3KTk5mYSEhFplQUFBJCUlNan9W2+99av7HWzXrh0+Pj6tHUaL\nu1v/OvlrIevTdsnatG2yPm2XrE3bJWvTtsn6CNE88uwI0Tzy7DSsJTeZ9wL9lFK9qd5cjgaeuLmC\nUqovUFhzInkQYAeUKKU6AFaaphlrPo8EXq5ptgGYCiyt+f5ZC85BiHpNnz6d6dOnt3YYQgghhBBC\nCCGEEKIFXb9yjY7FiutXrqHrYNPa4bRJLbbJrGmaSSkVB2wGdMD/app2SCk1q+b+amAC8KRS6hpQ\nDjxes+HcjeoUGjdiXKtp2lc1XS8FPlRKPQV8DzzWUnMQQgghhBBCCCGEEELcnbTrVZTuOsPlvxfR\n1aT4YdkeOo50xWFod5TOqrXDa1NaNCezpmlfAl/WKVt90+dlwDIL7Y4D3vX0WQI8fGcjFUIIIYQQ\nQgghhBBCiGoVhT9xMf0oVWXX0K5WYYVCu1rF5b8XUbrzFJ0n9qfdA06tHWabIVvuQgghhBBCCCGE\nEEIIcZML7+dz/adKtKtVtcq1q1Vc/6mSC+/nt1JkbZNsMt+G/fv38/rrr7N///7WDkUIIYQQQggh\nhBBCCNFCtCrtZ92/28gmcxNcvXqV9PR0Nm3axJUrV9i0aRPp6elcvXr1Z/VbVFTEwIED71CUvxxX\nV1fOnz9/2+2KiopYu3at+TolJYW4uDiLdQMDA5sd352yfv16Dh8+3Cpjjx49GicnJ8LDw2uVa5rG\nokWL6N+/Px4eHiQmJlps/+abb9K3b1+UUresVUZGBgaDgQEDBjBs2LAWm4MQQgghhBBCCCGEuDvI\nJnMjzp07R1JSEgUFBVy7dg2Aa9euUVBQQFJSEufOnWvlCO8Mk8nU4mPU3WRuSHZ2dgtH07jW3GSe\nP38+qampt5SnpKRQXFzMkSNHyM/PJzo62mL7oKAgtm7dSq9evWqV//TTT8yePZsNGzZw6NAh0tPT\nWyR+IYQQQgghhBBCCHH3kE1mYNOmTSQnJ1v8WrVqFZcuXbplE9ZkMnHp0iVWr15tsd2mTZuaNLbJ\nZCImJgYPDw+ioqIoKytj27Zt+Pj44OXlRWxsLJWVlXz11VdMnDjR3C4jI4Pw8HDS09N5/vnnAUhI\nSKBPnz4AHD9+nBEjRgDVJ48XLFiAl5cX/v7+HDt2DIBp06Yxa9YshgwZwoIFC7hw4QIRERHo9XoC\nAgLIzc0FoKSkhJEjRzJgwABmzJiBplX/c4C6J7GXL19OfHw8AMeOHSMsLAxvb28GDRpEYWEhCxcu\nJCsrC4PBwMqVKwEoLi4mNDSUfv36sWTJEnNfDg4O5nmGhoYSFRWFu7s7MTEx5vH37t1LYGAg3t7e\n+Pv7YzQaqaioYPr06Xh5eeHj48OOHTuAW09Nh4eHk5GRYR5r0aJFeHt7ExAQwNmzZ8nOzmbDhg3M\nnz8fg8FAYWEhiYmJeHp6otfr693cBYiPj2fKlCkMHTqUfv36sWbNGqD6FHJcXBxubm6EhYUxYcIE\nPvroI4t9PPzwwzg6Ot5SvmrVKhYvXoyVVfWje++991ps7+Pjg6ur6y3la9euZfz48fTs2bPB9kII\nIYQQQgghhBB3M2Wlftb9u41sMjfixmZefZT6eb9QBQUFzJ49m/z8fDp27MiKFSuYNm0aaWlp5OXl\nYTKZWLVqFWFhYezevZsrV64AkJaWRnR0NMHBwWRlZQGQlZVFly5dOHXqFFlZWQQFBZnH6dSpE3l5\necTFxTFv3jxz+cmTJ8nOzmbFihW89NJL+Pj4kJuby5///GeefPJJAJYsWcKDDz7IoUOHiIyM5MSJ\nE43OKyYmhjlz5nDw4EGys7Pp3r07S5cuJTg4mJycHH7/+98DsGfPHj7++GNyc3NJT09n3759t/R1\n4MAB/vKXv3D48GGOHz/ON998w9WrV3n88cdJSEjg4MGDbN26FXt7e5KSklBKkZeXx7p165g6dSoV\nFRUNxnrlyhUCAgI4ePAgISEhrFmzhsDAQMaOHcvrr79OTk4ODzzwAEuXLuXAgQPk5uayevXqBvvM\nzc1l+/bt7Nq1i5dffpnTp0/z6aefUlBQwOHDh3nvvffYs2dPoz/HugoLC0lLS8PX15dHHnmEf/3r\nX7fV/ujRo1y8eJHQ0FAGDx7Me++9d9sxCCGEEEIIIYQQQvzW3RPjgc7JDmVbe29Q2Vqhc7LjnhiP\nVoqsbbJu7QDagkceeaTee+np6Rw6dKje+zdOIDdXjx49zJvBkydP5pVXXqF37970798fgKlTp5KU\nlMS8efMYPXo0n3/+OVFRUWzcuJHXXnsNR0dHSktLMRqNFBcX88QTT5CZmUlWVhajR482jzNp0iTz\n9xsbvAATJ05Ep9MBsHPnTj7++GMAHnroIUpKSrh8+TKZmZl88sknAIwZM4bOnTs3OCej0cipU6eI\njIwEoF27dvXWHTFiBF26dAFg/Pjx7Ny5E19f31p1/P39cXFxAcBgMFBUVESnTp3o3r07fn5+AHTs\n2NE8h7lz5wLg7u5Or169OHr0aIPx2tramnMfDx48mC1btlisp9friYmJISIigoiIiAb7HDduHPb2\n9tjb2zN8+HD27NlDZmYmkyZNQqfT4ezsTEhISIN9WFJZWUm7du3Yt28fn3zyCbGxseY/MjSFyWTi\nH//4B9u2baO8vJyhQ4cSEBBg/n0TQgghhBBCCCGEENDuASfum+9H6benuby5iOum6+isdXQc5YpD\ngDNKJyeZbyYnmRvRq1cvrK0t78VbW1vfkvP2dtU9Ce3k5FRv3ejoaD788EO2b9+Or6+vOZ1CYGAg\nycnJuLm5mU8279q1i4CAAIvj3Py5Q4cOzY7d2tqaqqoq83VjJ4YtqTt/SyfD7ezszJ91Ol2z8kc3\nFKuNjY153Ib637hxI3PmzGH//v34+fk1GEdT5nXD7t27MRgMGAwGNmzY0OA8XFxcGD9+PACRkZHm\nlCajRo3CYDAwY8aMRtuPGjWKDh060LVrV0JCQjh48GCDbYQQQgghhBBCCCHuRkqncAy6n/v+6M95\nD437/uiPY9D9ssFsgWwyN8LZ2dl80rcunU5H9+7df1b/J06cYNeuXUB1vlxfX1+KiorMeZNTU1MZ\nNmwYAMOGDWP//v2sWbOmVk7g4OBgli9fTkhIiDkPsZ2dHZ06dTLXSUtLM38fOnSoxViCg4N5//33\ngepcyF27dqVjx46EhISYX9i3adMmLl68CEC3bt04d+4cJSUlVFZW8sUXXwDg6OiIi4sL69evB6pP\n35aVleHo6IjRaKw15pYtW7hw4QLl5eWsX7++VoqPhri5uXHmzBn27t0LVJ+eNplMteZw9OhRTpw4\ngZubG66uruTk5FBVVUVxcXGTUlXcHO+NdsOHD2fZsmVcunSJ0tLSett+9tlnVFRUUFJSQkZGBn5+\nfoSEhJCWlsb169c5c+aM+QTykCFDyMnJIScnh7FjxzYYU0REhDnP9Ndff20+gbx582ZycnJ4++23\nG2w/btw4du7ciclkoqysjN27d+PhIf+8QwghhBBCCCGEEKI+ug42XO6hoetg09qhtFmSLqMR3bp1\nqzcvs5WVFd26dftZ/bu5uZGUlERsbCyenp4kJiYSEBDAxIkTMZlM+Pn5MWvWLKB6Uzs8PJyUlBTe\nffddcx/BwcEUFxcTEhKCTqejR48euLu71xrn4sWL6PV67OzsWLduncVY4uPjiY2NRa/X0759e/MY\nL730EpMmTWLAgAEEBgaaXxpnY2PD4sWL8ff35/777681ZmpqKs888wyLFy/GxsaG9PR09Ho9Op0O\nb29vpk2bRufOnfH392fChAmcPHmSyZMn35Iqoz62trakpaUxd+5cysvLsbe3Z+vWrcyePZtnn30W\nLy8vrK2tSUlJwc7OjqCgIHr37o2npyceHh4MGjSo0TGio6OZOXMmiYmJfPDBBzz11FNcunQJTdN4\n7rnnGjx1rtfrGT58OOfPn+fFF1/E2dmZyMhItm/fjqenJz179jSn+rAkODiYI0eOUFpaiouLC++8\n8w6jRo1i4cKFxMTEsHLlShwcHOrdVE5MTOS1117jhx9+QK/X8+ijj/L222/j4eHB6NGj0ev1WFlZ\nMWPGjFovbxRCCCGEEEIIIYQQ4nYpTdNaO4YW5+vrq9V9oVx+fv5v/gSn0WjE0dERV1dX9u3bR9eu\nXVs7pLtCfHw8Dg4OvPDCCw3Wi4mJITIy8mfl9P6l3Q3PDVSf5A8NDW3tMEQ9ZH3aLlmbtk3Wp+2S\ntWm7ZG3aNlkfIZpHnh0hmudufXaUUv/QNK3RU6GSLkMIIYQQQgghhBBCCCFEs0m6jLtAUVFRa4fw\nm5ScnExCQkKtsqCgIJKSkprUfvXq1eaXNwohhBBCCCGEEEII8Wslm8xCNNP06dOZPn16a4chhBBC\nCCGEEEIIIUSrknQZQgghhBBCCCGEEEIIIZpNNpmFEEIIIYQQQgghhBBCNJtsMgshhBBCCCGEEEII\nIYRothbdZFZKjVZKFSiljimlFlq4P04plauUylFK7VNKPVhT3kMptUMpdVgpdUgp9W83tYlXSp2q\naZOjlHq0JedwM5PJyMHcWZhMxl9qSCGEEEIIIYQQQgghhGjTWmyTWSmlA5KARwBPYJJSyrNOtW2A\nt6ZpBiAWeLum3AT8QdM0TyAAmFOn7UpN0ww1X1+21Bzq+vHHrZw/v4Ufz2+7I/0VFRUxcODAO9LX\nL8nV1ZXz58/fdruioiLWrl1rvk5JSSEuLs5i3cDAwGbHd6esX7+ew4cPt8rYo0ePxsnJifDw8Frl\nmqaxaNEi+vfvj4eHB4mJiRbbx8TE4ObmxsCBA4mNjeXatWu/RNhCCCGEEEIIIYQQ4i7UkieZ/YFj\nmqYd1zTtKvABMO7mCpqmlWqaptVcdgC0mvIzmqbtr/lsBPKB+1sw1iY5fSa9+vvp9FaO5M4zmUwt\nPkbdTeaGZGdnt3A0jWvNTeb58+eTmpp6S3lKSgrFxcUcOXKE/Px8oqOjLbaPiYnhyJEj5OXlUV5e\nzttvv22xnhBCCCGEEEIIIYQQP1dLbjLfDxTfdH0SCxvFSqlIpdQRYCPVp5nr3ncFfIDdNxXPrUmz\n8b9Kqc4/N9CjR1/hH/ufsPiV8bUP27Y/wLbtD/DTT3sA+Omn3eayjK99LLY7evSVJo1tMpmIiYnB\nw8ODqKgoysrK2LZtGz4+Pnh5eREbG0tlZSVfffUVEydONLfLyMggPDyc9PR0nn/+eQASEhLo06cP\nAMePH2fEiBFA9cnjBQsW4OXlhb+/P8eOHQNg2rRpzJo1iyFDhrBgwQIuXLhAREQEer2egIAAcnNz\nASgpKWHkyJEMGDCAGTNmcOPvAnVPYi9fvpz4+HgAjh07RlhYGN7e3gwaNIjCwkIWLlxIVlYWBoOB\nlStXAlBcXExoaCj9+vVjyZIl5r4cHBzM8wwNDSUqKgp3d3diYmLM4+/du5fAwEC8vb3x9/fHaDRS\nUVHB9OnT8fLywsfHhx07dgC3npoODw8nIyPDPNaiRYvw9vYmICCAs2fPkp2dzYYNG5g/fz4Gg4HC\nwkISExPx9PREr9fXu7kLEB8fz5QpUxg6dCj9+vVjzZo1QPUp5Li4ONzc3AgLC2PChAl89NFHFvt4\n+OGHcXR0vKV81apVLF68GCur6kf33nvvtdj+0UcfRSmFUgp/f39OnjxZb7xCCCGEEEIIIYQQQvwc\n1q0dgKZpnwKfKqVCgFeAsBv3lFIOwMfAPE3TLtcUr6qpp9V8/28sb04/DTwN0K1bN/OG4g2dOnXC\naKzOrXz12lWuX7d8ktfW9j7Ky0uBqpohuem7Fba291lse/XaVXP/9SktLaWgoIA33niD1atXM3v2\nbF599VWSk5PZsGED/fr14+mnn2blypU888wzzJw5kx9++IEOHTrwt7/9jXHjxuHj48Orr76K0Whk\nx44dODk5UVBQwI4dOxg6dChGoxFN02jXrh3Z2dmsXbuWuLg40tPTuXbtGj/88AObN29Gp9Pxwgsv\n4OnpSWpqKl9//TWTJ0/mm2++YdGiRfj5+fHxxx/z1Vdf8c4771BaWkppaSlVVVXmeVZWVlJZWYnR\naCQ6Oprnn3+e3/3ud1RUVFBVVcXixYtJTEwkPb36JPj777/P7t27+fbbb2nfvj2hoaGEhoYyaNAg\nAIxGI2VlZRw4cIDdu3fTvXt3RowYwZYtWxg8eDCPPfYYycnJDB48mMuXL2MymXjjjTcwmUxkZ2dz\n9OhRIiIi2L9/PxUVFVy9+n9rYjKZKCsrw2g0cuXKRLOVOwAAIABJREFUFby9vVm4cCEvvvgib775\nJgsWLOCRRx5h9OjRREREAPDqq6+Sl5eHnZ0dP/30U73rW1lZSU5ODtu2baOsrIwHH3yQYcOGsXfv\nXg4fPszu3bs5d+4cfn5+TJkypd5+ysrKMJlMte4fO3aM9957jy+++IIuXbrw2muv0bdv33p/x65d\nu8a7777LsmXLGv19bIqKiopbnqXfotLS0rtinr9Wsj5tl6xN2ybr03bJ2rRdsjZtm6yPEM0jz44Q\nzSPPTsNacpP5FNDjpmuXmjKLNE3LVEr1UUp11TTtvFLKhuoN5vc1Tfvkpnpnb3xWSq0Bvqinv78C\nfwXw9fXVQkNDa93Pz883nxQdOKDhU8fnz28n759xVFVVmsusrOzwGvgmXbs+1GDbhjg4ONCjRw/z\niePp06fzyiuv0KdPH/NG64wZM0hKSmLhwoU88sgjZGRkEBUVxd///ndWrlyJo6Mj5eXlAJw5c4Yp\nU6awf/9+9u3bx+jRo3F0dEQpxbRp03B0dCQ2Npb/+I//wNHRERsbGyZNmoSTkxMAe/bs4eOPP8bR\n0ZHw8HCeffZZNE3j22+/5ZNPPsHR0ZGJEyfSuXNn80ljKysr88/Rzs7OnPv3hx9+4IknngAw32/f\nvj3W1tbm63bt2jFy5EhcXV0BiIqK4sCBAwwbNszcrn379vj7++Pu7g7A4MGDOXfuHKdPn8bZ2Zkb\n63qjz7179zJ37lwcHR0ZPHgwrq6unDlzhnbt2mFra2uuZ21tTfv27XF0dMTW1paJEyeilGLo0KFs\n2bLF/POxt7c3t/H29mbWrFlEREQQERFh/hnUZWdnR2RkpPmU8UMPPcThw4fZu3cvkydPxsnJCScn\nJ4YNG1ar/7rq/rwArl69SqdOndi/fz+ffPIJzz33HFlZWfX+js2cOZPQ0FBGjRpVb53b0a5dO3x8\nfO5IX23ZjRP0om2S9Wm7ZG3aNlmftkvWpu2StWnbZH2EaB55doRoHnl2GtaS6TL2Av2UUr2VUrZA\nNLDh5gpKqb5KKVXzeRBgB5TUlL0D5GuatqJOm+43XUYC/2zBOQBwzXQZpawBK6ys2gFWKKXjmuly\nY00bVTN9sxsbvpZER0fz4Ycfsn37dnx9fc2bj4GBgSQnJ+Pm5kZwcDBZWVns2rWLgIAAi+Pc/LlD\nhw7Njt3a2pqqqirzdUVFxW33UXf+da+hetP2Bp1O16z80Q3FamNjYx63of43btzInDlz2L9/P35+\nfg3G0ZR53bB7924MBgMGg4ENGzbUWw/AxcWF8ePHAxAZGWlOaTJq1CgMBgMzZsww112yZAk//vgj\nK1assNiXEEIIIYQQQgghhBB3QottMmuaZgLigM1Uv7jvQ03TDimlZimlZtVUmwD8UymVAyQBj9e8\nCDAImAI8pJTKqfl6tKbNa0qpPKVULjAc+H1LzeGG06c/5Pr1Mhwc3NHr38LBwZ3r18vvyAsAT5w4\nwa5duwBYu3Yt/5+9e4+rqk4XP/5ZbhBREElHk9CwQm6y2Sh3AqHU7MhPRXFCt5qgpSk25lGPc5wI\na5rR4mhwMm3QpBzNnV3IMvWYRmCYaLrF8UbqMKKRJipsQNAt6/cHukeQi5IE5fN+vXqx91rfy/Pl\n65o/vjzzLD8/PwoKCix1k9esWWPJ7B04cCD79u0jLS2tVk3gsLAwkpOTCQ8Pt9QhtrGxwcHBwdLG\nYDBYfgYHB9cbS1hYGGvXrgVq/jrTrVs3OnfuTHh4uOWFfZs3b+bixYtATRmSc+fOUVxcTFVVFZ9/\nXpNUbm9vj7OzMxkZGUBN+YiKigrs7e1vKdmwbds2Lly4wOXLl8nIyCA0NPS2fm9ubm4UFRWxZ88e\noKa0htlsrrWG/Px8Tp06hZubGy4uLhiNRqqrqyksLCQ3N7fJOW6O90a/yMhIFi9eTElJCWVlZQ32\n/fTTT6msrKS4uJjMzEz8/f0JDw/HYDBw7do1ioqKLBnIgYGBGI1GjEYjw4cPbzSmkSNHWupMf/31\n1/Tt2xeArVu3YjQaLS/4W7lyJVu3buX999+31G8WQgghhBBCCCGEEKIltGhNZlVVvwC+qHNtxU2f\nFwOL6+m3E6g39VNV1Ql3OcwmWVnZ88gjf6R3rzgUpR33+Qdz6tRqLpXs+dlju7m5sWzZMuLj4/H0\n9CQ1NZWgoCDGjBmD2WzG39+fadNqzuQ1Gg1RUVGkp6fz7rvvWsYICwujsLCQ8PBwNBoNvXr1spSX\nuOHixYtotVpsbGx4//33640lKSmJ+Ph4tFotHTt2tMzx0ksvMXbsWLy8vAgJCaF3795ATQZwYmIi\nAQEBPPDAA7XmXLNmDVOnTiUxMRFra2s2bNiAVqtFo9Hg4+PDpEmTcHR0JCAggNGjR3P69GnGjx+P\nn5/fbf3e2rdvj8FgYObMmVy+fBlbW1u+/PJLpk+fznPPPYe3tzdWVlakp6djY2NDaGgoffr0wdPT\nEw8PD0s5ksbExsbyzDPPkJqayvr165k8eTIlJSWoqsrzzz/faNa5VqslMjKS8+fP8+KLL+Lk5ER0\ndDQ7duzA09OT3r174+/v32D/sLAwjh49SllZGc7OzqxatYonnniC+fPno9frWbp0KXZ2dpZD5bqm\nTZvGgw8+aPmDwqhRo0hMTGxyzUIIIYQQQgghhBBC3CmlJnH4t83Pz0/du3dvrWtHjhzBw8OjlSL6\nZZhMJuzt7XFxcWHv3r1069attUO6JyQlJWFnZ8ecOXMabafX64mOjiYmJuYXiuznuxeeG5A6S22d\n7E/bJXvTtsn+tF2yN22X7E3bJvsjRPPIsyNE89yrz46iKN+pqtpkVqj8/+iFEEIIIYQQQgghhBBC\nNFuLlssQbUNBQUFrh/CbtHr1alJSUmpdCw0NZdmyZbfVf8WKFZaXNwohhBBCCCGEEEII8Wslh8xC\nNFNcXBxxcXGtHYYQQgghhBBCCCGEEK1KymUIIYQQQgghhBBCCCGEaDY5ZBZCCCGEEEIIIYQQQgjR\nbHLILIQQQgghhBBCCCGEEKLZ5JD5ZzhafpkZhwuIzD3a2qEIIYQQQgghhBBCCCFEq5BD5jukqiqZ\nF0r5f/vyGbo3n4xzlzhSXtmssQoKCujXr99djrDlubi4cP78+TvuV1BQwLp16yzf09PTSUhIqLdt\nSEhIs+O7WzIyMjh8+HCrzD106FC6dOlCVFRUreuqqrJgwQL69u2Lh4cHqampjY7z/PPPY2dn15Kh\nCiGEEEIIIYQQQoh7nBwy36bKa9WsKyrGf9dhJh8sYE9JBZXVKtfU1o7s7jCbzS0+R91D5sbk5OS0\ncDRNa81D5rlz57JmzZpbrqenp1NYWMjRo0c5cuQIsbGxDY6xd+9eLl682JJhCiGEEEIIIYQQQggh\nh8wAL35/muj939f7X9R3+QzIOcTDWXnMOVrI6aqrlFdX3zJG3X4vfn/6tuY2m83o9Xo8PDyIiYmh\noqKC7du34+vri7e3N/Hx8VRVVbFlyxbGjBlj6ZeZmUlUVBQbNmxg9uzZAKSkpPDQQw8BcPLkSQYP\nHgzUZB7PmzcPb29vAgICOH78OACTJk1i2rRpBAYGMm/ePC5cuMDIkSPRarUEBQWRl5cHQHFxMUOG\nDMHLy4spU6agqjUn63UzsZOTk0lKSgLg+PHjDBo0CB8fH/r378+JEyeYP38+2dnZ6HQ6li5dCkBh\nYSERERG4urqycOFCy1g3sm8zMzOJiIggJiYGd3d39Hq9Zf49e/YQEhKCj48PAQEBmEwmKisriYuL\nw9vbG19fX7766ivg1qzpqKgoMjMzLXMtWLAAHx8fgoKCOHv2LDk5OWzcuJG5c+ei0+k4ceIEqamp\neHp6otVqGz3cTUpKYsKECQQHB+Pq6kpaWhpQk4WckJCAm5sbgwYNYvTo0Xz44Yf1jvH4449jb29/\ny/Xly5eTmJhIu3Y1j2737t3r7X/t2jXmzp3La6+91mCcQgghhBBCCCGEEELcDXLI3IRj5ZWcqbrK\nNeDWo+W7MP6xY0yfPp0jR47QuXNnlixZwqRJkzAYDBw8eBCz2czy5csZNGgQu3fvpry8HACDwUBs\nbCxhYWFkZ2cDkJ2dTdeuXTlz5gzZ2dmEhoZa5nFwcODgwYMkJCQwa9Ysy/XTp0+Tk5PDkiVLeOml\nl/D19SUvL4+//OUvTJw4EYCFCxfy6KOPcujQIaKjozl16lST69Lr9cyYMYMDBw6Qk5NDz549WbRo\nEWFhYRiNRl544QUAcnNz+eijj8jLy2PDhg3s3bv3lrH279/PG2+8weHDhzl58iTffPMNV65c4amn\nniIlJYUDBw7w5ZdfYmtry7Jly1AUhYMHD/L+++/z9NNPU1nZeDmT8vJygoKCOHDgAOHh4aSlpRES\nEsLw4cN5/fXXMRqNPPzwwyxatIj9+/eTl5fHihUrGh0zLy+PHTt2sGvXLl5++WV++OEHPvnkE44d\nO8bhw4d57733yM3NbfL3WNeJEycwGAz4+fnx5JNP8v3339fb7s0332T48OH07NnzjucQQgghhBBC\nCCGEEOJOWLV2AG3BK67ODd47U3mFpONn2FZcSlW1SkPVMT7xdW3W3L169bIcBo8fP55XXnmFPn36\n0LdvXwCefvppli1bxqxZsxg6dCifffYZMTExbNq0iddeew17e3vKysowmUwUFhYybtw4srKyyM7O\nZujQoZZ5xo4da/l544AXYMyYMWg0GgB27tzJRx99BMBjjz1GcXExpaWlZGVl8fHHHwMwbNgwHB0d\nG12TyWTizJkzREdHA9ChQ4cG2w4ePJiuXbsCMGrUKHbu3Imfn1+tNgEBATg71+yRTqejoKAABwcH\nevbsib+/PwCdO3e2rGHmzJkAuLu78+CDD5Kfn99ovO3bt7fUPh4wYADbtm2rt51Wq0Wv1zNy5EhG\njhzZ6JgjRozA1tYWW1tbIiMjyc3NJSsri7Fjx6LRaHByciI8PLzRMepTVVVFhw4d2Lt3Lx9//DHx\n8fGWPzLc8MMPP7BhwwZLprYQQgghhBBCCCGEEC1JMpmb8ECH9qT168PG/q7o7DvSsd3d/ZUpilLr\ne5cuXRpsGxsbywcffMCOHTvw8/OzlFMICQlh9erVuLm5WTKbd+3aRVBQUL3z3Py5U6dOzY7dysqK\n6ptKhzSVMVyfuuuv+x3AxsbG8lmj0TSrfnRjsVpbW1vmbWz8TZs2MWPGDPbt24e/v3+jcdzOum7Y\nvXs3Op0OnU7Hxo0bG12Hs7Mzo0aNAiA6OtpS0uSJJ55Ap9MxZcoU9u/fz/Hjx3nkkUdwcXGhoqKC\nRx55pNFxhRBCCCGEEEIIIYRoLjlkvk1a+458McCVt70e5AEb67t22Hzq1Cl27doFwLp16/Dz86Og\noMBSN3nNmjUMHDgQgIEDB7Jv3z7S0tJq1QQOCwsjOTmZ8PBwSx1iGxsbHBwcLG0MBoPlZ3BwcL2x\nhIWFsXbtWqCmFnK3bt3o3Lkz4eHhlhf2bd682fIyuR49enDu3DmKi4upqqri888/B8De3h5nZ2cy\nMjKAmuzbiooK7O3tMZlMtebctm0bFy5c4PLly2RkZNQq8dEYNzc3ioqK2LNnD1CTPW02m2utIT8/\nn1OnTuHm5oaLiwtGo5Hq6moKCwtvq1TFzfHe6BcZGcnixYspKSmhrKyswb6ffvoplZWVFBcXk5mZ\nib+/P+Hh4RgMBq5du0ZRUZElAzkwMBCj0YjRaGT48OGNxjRy5EhLnemvv/7akvG+detWjEYjK1eu\nZNiwYfz4448UFBRQUFBAx44dLf+ehBBCCCGEEEIIIYS426Rcxh1QFIXB3RyIvK8za4uK+fOJH7iq\nqlRWN1REo2lubm4sW7aM+Ph4PD09SU1NJSgoiDFjxmA2m/H392fatGlATZZtVFQU6enpvPvuu5Yx\nwsLCKCwsJDw8HI1GQ69evXB3d681z8WLF9FqtdjY2PD+++/XG0tSUhLx8fFotVo6duxomeOll15i\n7NixeHl5ERISQu/evYGaDODExEQCAgJ44IEHas25Zs0apk6dSmJiItbW1mzYsAGtVotGo8HHx4dJ\nkybh6OhIQEAAo0eP5vTp04wfP/6WUhkNad++PQaDgZkzZ3L58mVsbW358ssvmT59Os899xze3t5Y\nWVmRnp6OjY0NoaGh9OnTB09PTzw8POjfv3+Tc8TGxvLMM8+QmprK+vXrmTx5MiUlJaiqyvPPP99o\n1rlWqyUyMpLz58/z4osv4uTkRHR0NDt27MDT05PevXtbSn3UJywsjKNHj1JWVoazszOrVq3iiSee\nYP78+ej1epYuXYqdnR0rV668rd+XEEIIIYQQQgghhBAtRVHV5h+QNjm4ogwFUgANsFJV1UV17o8A\nXqHmnXpmYJaqqjsb66soyn2AAXABCoDfq6p6sbE4/Pz81LovlDty5AgeHh4/a30m8zWWFvxI9sUy\ntvm7/ayxWoLJZMLe3h4XFxf27t1Lt27dWjuke0JSUhJ2dnbMmTOn0XZ6vZ7o6GhiYmJ+och+vrvx\n3PwaZGZmEhER0dphiAbI/rRdsjdtm+xP2yV703bJ3rRtsj9CNI88O0I0z7367CiK8p2qqk1mhbZY\nuQxFUTTAMuBJwBMYqyiKZ51m2wEfVVV1QDyw8jb6zge2q6rqer3//JZaQ1PsrTQkPvJAmzxgFkII\nIYQQQgghhBBCiF9CS5bLCACOq6p6EkBRlPXACODwjQaqqt5c1LYToN5G3xFAxPV27wKZwH+11CJ+\nCwoKClo7hN+k1atXk5KSUutaaGgoy5Ytu63+K1assLy8UQghhBBCCCGEEEKIX6uWPGR+ACi86ftp\nILBuI0VRooG/At2BYbfRt4eqqkXXP/8I9LiLMQtx2+Li4oiLi2vtMIQQQgghhBBCCCGEaFUtVpNZ\nUZQYYKiqqlOuf58ABKqqmtBA+3AgUVXVQY31VRTlkqqqXW7qd1FVVcd6xnsWeBagR48eA9avX1/r\nvoODA4888shdWWtbde3aNTQaTWuHIRrwa9yf48ePU1JS0tphtLiysjLs7OxaOwzRANmftkv2pm2T\n/Wm7ZG/aLtmbtk32R4jmkWdHiOa5V5+dyMjI26rJ3JKZzGeAXjd9d75+rV6qqmYpivKQoijdmuh7\nVlGUnqqqFimK0hM418B4fwP+BjUv/qtbmPvIkSO/+VIFN178J9qmX+P+dOjQAV9f39YOo8Xdq8X8\nfy1kf9ou2Zu2Tfan7ZK9abtkb9o22R8hmkeeHSGaR56dxrXYi/+APYCroih9FEVpD8QCG29uoCjK\nI4qiKNc/9wdsgOIm+m4Enr7++Wng0xZcQy0Xy6+wbvcpLpZf+aWmFEIIIYQQQgghhBBCiDatxTKZ\nVVU1K4qSAGwFNMA7qqoeUhRl2vX7K4DRwERFUa4Cl4Gn1Jr6HfX2vT70IuADRVEmA/8Cft9Sa7jh\n6rVq1uwqIPn/8qlWVf686TBzhvRlQrAL1pqWPKcXQgghhBBCCCGEEEKItq1FT0hVVf1CVdW+qqo+\nrKrqq9evrbh+wIyqqotVVfVSVVWnqmqwqqo7G+t7/XqxqqqPq6rqqqrqIFVVL7TkGnJOnCfi9UyS\n/y+fiivXqLxaTcWVayT/Xz4Rr2eSc+J8s8cuKCigX79+dzHaX4aLiwvnz9/5ugsKCli3bp3le3p6\nOgkJ9ZboJiQkpNnx3S0ZGRkcPny4VeYeOnQoXbp0ISoqqtZ1VVVZsGABffv2xcPDg9TU1Hr7b9++\nnf79+6PT6Xj00Uc5fvz4LxG2EEIIIYQQQgghhLgHSRpuE2as3ceZS5epuHKt1vWKK9c4c+kyM9bu\na6XI7i6z2dzic9Q9ZG5MTk5OC0fTtNY8ZJ47dy5r1qy55Xp6ejqFhYUcPXqUI0eOEBsbW2//5557\njrVr12I0Ghk3bhx//vOfWzpkIYQQQgghhBBCCHGPkkNmYOFnh3jq7V31/ld6ufHD19LL5nr7Lfzs\nUKP9bjCbzej1ejw8PIiJiaGiooLt27fj6+uLt7c38fHxVFVVsWXLFsaMGWPpl5mZSVRUFBs2bGD2\n7NkApKSk8NBDDwFw8uRJBg8eDNRkHs+bNw9vb28CAgIsWa2TJk1i2rRpBAYGMm/ePC5cuMDIkSPR\narUEBQWRl5cHQHFxMUOGDMHLy4spU6ZQU9Hk1kzs5ORkkpKSADh+/DiDBg3Cx8eH/v37c+LECebP\nn092djY6nY6lS5cCUFhYSEREBK6urixcuNAy1o23dd4oqh4TE4O7uzt6vd4y/549ewgJCcHHx4eA\ngABMJhOVlZXExcXh7e2Nr68vX331FXBr1nRUVBSZmZmWuRYsWICPjw9BQUGcPXuWnJwcNm7cyNy5\nc9HpdJw4cYLU1FQ8PT3RarUNHu4CJCUlMWHCBIKDg3F1dSUtLQ2oyUJOSEjAzc2NQYMGMXr0aD78\n8MN6x3j88cfrfSng8uXLSUxMpF27mke3e/fu9fZXFIXS0lIASkpKcHJyajBeIYQQQgghhBBCCCF+\nDjlkbmXHjh1j+vTpHDlyhM6dO7NkyRImTZqEwWDg4MGDmM1mli9fzqBBg9i9ezfl5eUAGAwGYmNj\nCQsLIzs7G4Ds7Gy6du3KmTNnyM7OJjQ01DKPg4MDBw8eJCEhgVmzZlmunz59mpycHJYsWcJLL72E\nr68veXl5/OUvf2HixIkALFy4kEcffZRDhw4RHR3NqVOnmlyXXq9nxowZHDhwgJycHHr27MmiRYsI\nCwvDaDTywgsvAJCbm8tHH31EXl4eGzZsYO/evbeMtX//ft544w0OHz7MyZMn+eabb7hy5QpPPfUU\nKSkpHDhwgC+//BJbW1uWLVuGoigcPHiQ999/n6effprKyspGYy0vLycoKIgDBw4QHh5OWloaISEh\nDB8+nNdffx2j0cjDDz/MokWL2L9/P3l5eaxYsaLRMfPy8tixYwe7du3i5Zdf5ocffuCTTz7h2LFj\nHD58mPfee4/c3Nwmf491nThxAoPBgJ+fH08++STff/99ve1WrlzJf/zHf+Ds7MyaNWuYP3/+Hc8l\nhBBCCCGEEEIIIcTtaLEX//2avPT/vBq85520FVNlw9nMHW00GKYGN3vuXr16WQ6Dx48fzyuvvEKf\nPn3o27cvAE8//TTLli1j1qxZDB06lM8++4yYmBg2bdrEa6+9hr29PWVlZZhMJgoLCxk3bhxZWVlk\nZ2czdOhQyzxjx461/LxxwAswZswYNBoNADt37uSjjz4C4LHHHqO4uJjS0lKysrL4+OOPARg2bBiO\njo6NrslkMnHmzBmio6MB6NChQ4NtBw8eTNeuXQEYNWoUO3fuxM/Pr1abgIAAnJ2dAdDpdBQUFODg\n4EDPnj3x9/cHoHPnzpY1zJw5EwB3d3cefPBB8vPzG423ffv2ltrHAwYMYNu2bfW202q16PV6Ro4c\nyciRIxsdc8SIEdja2mJra0tkZCS5ublkZWUxduxYNBoNTk5OhIeHNzpGfaqqqujQoQN79+7l448/\nJj4+3vJHhpstXbqUL774gsDAQF5//XVmz57NypUr73g+IYQQQgghhBBCCCGaIpnMTbBqp/ys+01R\nlNr9u3Tp0mDb2NhYPvjgA3bs2IGfn5+lnEJISAirV6/Gzc3Nktm8a9cugoKC6p3n5s+dOnVqduxW\nVlZUV1dbvjeVMVyfuuuv+x3AxsbG8lmj0TSrfnRjsVpbW1vmbWz8TZs2MWPGDPbt24e/v3+jcdzO\num7YvXs3Op0OnU7Hxo0bG12Hs7Mzo0aNAiA6OtpS0uSJJ55Ap9MxZcoUfvrpJw4cOEBgYCAATz31\nVJuocS2EEEIIIYQQQgghfpvkkLkJb+kH8EAXWzq219S63rG9hge62PKWfsDPGv/UqVPs2rULgHXr\n1uHn50dBQYGlbvKaNWsYOHAgAAMHDmTfvn2kpaXVqgkcFhZGcnIy4eHhljrENjY2ODg4WNoYDAbL\nz+Dg+jOvw8LCWLt2LVBTC7lbt2507tyZ8PBwywv7Nm/ezMWLFwHo0aMH586do7i4mKqqKj7//HMA\n7O3tcXZ2JiMjA6jJvq2oqMDe3h6TyVRrzm3btnHhwgUuX75MRkZGrRIfjXFzc6OoqIg9e/YANdnT\nZrO51hry8/M5deoUbm5uuLi4YDQaqa6uprCw8LZKVdwc741+kZGRLF68mJKSEsrKyhrs++mnn1JZ\nWUlxcTGZmZn4+/sTHh6OwWDg2rVrFBUVWTKQAwMDMRqNGI1Ghg8f3mhMI0eOtNSZ/vrrry0Z71u3\nbsVoNLJy5UocHR0pKSmxZHBv27YNDw+PJtcrhBBCCCGEEEIIIURzSLmMJgQ/3JWv50aw5tt/kbz1\nGNdUFY2iMOcJNyYEPYiV5ued07u5ubFs2TLi4+Px9PQkNTWVoKAgxowZg9lsxt/fn2nTpgE1WbZR\nUVGkp6fz7rvvWsYICwujsLCQ8PBwNBoNvXr1wt3dvdY8Fy9eRKvVYmNjw/vvv19vLElJScTHx6PV\naunYsaNljpdeeomxY8fi5eVFSEgIvXv3BmoygBMTEwkICOCBBx6oNeeaNWuYOnUqiYmJWFtbs2HD\nBrRaLRqNBh8fHyZNmoSjoyMBAQGMHj2a06dPM378+FtKZTSkffv2GAwGZs6cyeXLl7G1teXLL79k\n+vTpPPfcc3h7e2NlZUV6ejo2NjaEhobSp08fPD098fDwoH///k3OERsbyzPPPENqairr169n8uTJ\nlJSUoKoqzz//fKNZ51qtlsjISM6fP8+LL76Ik5MT0dHR7NixA09PT3r37m0p9VGfsLAwjh49SllZ\nGc7OzqxatYonnniC+fPno9frWbp0KXZ2dvWWwLCysiItLY3Ro0fTrl07HB0deeedd27r9yqEEEII\nIYQQQgghxJ1SVFVt7RhanJ+fn1r3hXJHjhy54+zOi+VX2PyPH3my3/04dmp/N0NsESaTCXt7e1xc\nXNi7dy/dunVr7ZDuCUlJSdjZ2TFnzpxG2+lGvTqZAAAgAElEQVT1eqKjo4mJifmFIvv5mvPc/Bpl\nZmYSERHR2mGIBsj+tF2yN22b7E/bJXvTdsnetG2yP0I0jzw7QjTPvfrsKIrynaqqTWaFSibzHXDs\n1J5xgb1bOwwhhBBCCCGEEEIIIYRoM+SQ+R5QUFDQ2iH8Jq1evZqUlJRa10JDQ1m2bNlt9V+xYoXl\n5Y1CCCGEEEIIIYQQQvxaySGzEM0UFxdHXFxca4chhBBCCCGEEEIIIUSr+nlvrRNCCCGEEEIIIYQQ\nQghxT5NDZiGEEEIIIYQQQgghhBDNJofMjblmhreC4f9ehMrS1o5GCCGEEEIIIYQQQggh2hw5ZG6M\nqQgunIDcv8FSL8hdWXPwfJcUFBTQr1+/uzbeL8XFxYXz58/fcb+CggLWrVtn+Z6enk5CQkK9bUNC\nQpod392SkZHB4cOHf/F5jUYjwcHBeHl5odVqMRgMlnuTJk2iT58+6HQ6dDodRqPRci8zMxOdToeX\nlxcDBw6sd+yjR48SHByMjY0NycnJLb4WIYQQQgghhBBCCPHbJ4fMjSn9ATQ2YK6EqlLYlgipPnBs\nC6hqa0d3V5nNd+/wvCF1D5kbk5OT08LRNK21Dpk7duzIe++9x6FDh9iyZQuzZs3i0qVLlvuvv/46\nRqMRo9GITqcD4NKlS0yfPp2NGzdy6NAhNmzYUO/Y9913H6mpqcyZM+cXWYsQQgghhBBCCCGE+O2T\nQ+bGlJ4Gtfrf36+WQ8lp+DAOVj4ORQd+9hRmsxm9Xo+HhwcxMTFUVFSwfft2fH198fb2Jj4+nqqq\nKrZs2cKYMWMs/TIzM4mKimLDhg3Mnj0bgJSUFB566CEATp48yeDBg4GazON58+bh7e1NQEAAx48f\nB2qyYqdNm0ZgYCDz5s3jwoULjBw5Eq1WS1BQEHl5eQAUFxczZMgQvLy8mDJlCur1A/a6mdjJyckk\nJSUBcPz4cQYNGoSPjw/9+/fnxIkTzJ8/n+zsbHQ6HUuXLgWgsLCQiIgIXF1dWbhwoWUsOzs7yzoj\nIiKIiYnB3d0dvV5vmX/Pnj2EhITg4+NDQEAAJpOJyspK4uLi8Pb2xtfXl6+++gq4NWs6KiqKzMxM\ny1wLFizAx8eHoKAgzp49S05ODhs3bmTu3LnodDpOnDhBamoqnp6eaLVaYmNjG9zTpKQkJkyYQHBw\nMK6urqSlpQGgqioJCQm4ubkxaNAgRo8ezYcffnhL/759++Lq6gqAk5MT3bt356effmpwPoB169Yx\natQoevfuDUD37t3rbde9e3f8/f2xtrZudDwhhBBCCCGEEEIIIW6XVUsOrijKUCAF0AArVVVdVOe+\nHvgvQAFMwHOqqh5QFMUNMNzU9CEgUVXVNxRFSQKeAW6cuv23qqpf/KxAN8+HHw/eer30NFwpv/X6\n1Qo48x38LQI6OMJ9D4GVTe0293vDk4tu7VvHsWPHWLVqFaGhocTHx7NkyRLefvtttm/fTt++fZk4\ncSLLly8nISGBZ599lvLycjp16oTBYCA2NpawsDBee+01ALKzs+natStnzpwhOzub0NBQyzwODg4c\nPHiQ9957j1mzZvH5558DcPr0aXJyctBoNMycORNfX18yMjLYsWMHEydOxGg0snDhQh599FESExPZ\ntGkTq1atanJder2e+fPnEx0dTWVlJdXV1SxatIjk5GTL3Onp6eTm5vKPf/yDjh074u/vz7Bhw/Dz\n86s11v79+zl06BBOTk6EhobyzTffEBAQwFNPPYXBYMDf35/S0lJsbW1JSUlBURQOHjzI0aNHGTJk\nCPn5+Y3GWl5eTlBQEK+++irz5s0jLS2NP/3pTwwfPpyoqChiYmIAWLRoEf/85z+xsbGplVlcn7y8\nPL799lvKy8vx9fVl2LBhfPvttxw7dozDhw9z9uxZPD09efbZZxsdJzc3lytXrvDwww9brv3xj3/k\n5Zdf5vHHH2fRokXY2NiQn5/P1atXiYiIwGQy8Yc//IGJEyc2OrYQQgghhBBCCCGEEHdDi2UyK4qi\nAZYBTwKewFhFUTzrNPsnMFBVVW/gFeBvAKqqHlNVVaeqqg4YAFQAn9zUb+mN+z/7gLkxVyuBRspi\nqNVwuRjOH2v2FL169bIcBo8fP57t27fTp08f+vbtC8DTTz9NVlYWVlZWDB06lM8++wyz2cymTZsY\nMWIE999/P2VlZZhMJgoLCxk3bhxZWVlkZ2cTHBxsmWfs2LGWn7t27bJcHzNmDBqNBoCdO3cyYcIE\nAB577DGKi4spLS0lKyuL8ePHAzBs2DAcHR0bXZPJZOLMmTNER0cD0KFDBzp27Fhv28GDB9O1a1ds\nbW0ZNWoUO3fuvKVNQEAAzs7OtGvXDp1OR0FBAceOHaNnz574+/sD0LlzZ6ysrNi5c6clVnd3dx58\n8MEmD5nbt29PVFQUAAMGDKCgoKDedlqtFr1ez9///nesrBr/+8yIESOwtbWlW7duREZGkpubS1ZW\nFmPHjkWj0eDk5ER4eHijYxQVFTFhwgRWr15Nu3Y1j+pf//pX8vPz2bNnDxcuXGDx4sVATUb8d999\nx6ZNm9i6dSuvvPJKk+sWQgghhBBCCCGEEOJuaMlM5gDguKqqJwEURVkPjAAsRW5VVb258O63gHM9\n4zwOnFBV9V8tFmlDGcfvjYSyH+u5oUD7jtDBAYJmgG4cdLyvWVMrilLre5cuXSguLq63bWxsLG++\n+Sb33Xcffn5+2NvbAzUvyVu9ejVubm6EhYXxzjvvsGvXLkvpirrz3Py5U6dOzYobwMrKiurqf5cT\nqaysvOMx6q6/7ncAG5t/Z4lrNJpm1Y9uLFZra2vLvI2Nv2nTJrKysvjss8949dVXOXjwYIOHzbez\nrht2797N1KlTAXj55ZcZPnw4paWlDBs2jFdffZWgoCBL2549ewI1v5O4uDjLy/ucnZ3p2rUrnTp1\nolOnToSHh3PgwAG2bdtmKdfxxRdf4OTk1GAcQgghhBBCCCGEEEI0R0vWZH4AKLzp++nr1xoyGdhc\nz/VY4P0612YqipKnKMo7iqI0nlb7c5Serv3d2rbmRYDuUaD/EF44DCEJzT5gBjh16pQls3jdunX4\n+flRUFBgqZu8Zs0aBg4cCMDAgQPZt28faWlptWoCh4WFkZycTHh4uKUOsY2NDQ4ODpY2BoPB8vPm\nDOebhYWFsXbtWqCmFnK3bt3o3Lkz4eHhlhf2bd68mYsXLwLQo0cPzp07R3FxMVVVVZYyGPb29jg7\nO5ORkQFAVVUVFRUV2NvbYzKZas25bds2Lly4wOXLl8nIyKhV4qMxbm5uFBUVsWfPHqAme9psNtda\nQ35+PqdOncLNzQ0XFxeMRiPV1dUUFhaSm5vb5Bw3x3ujX2RkJIsXL6akpISysrIG+3766adUVlZS\nXFxMZmYm/v7+hIeHYzAYuHbtGkVFRWRnZwMQGBhoeZHf8OHDuXLlCtHR0UycONFSquOGoqIioKa+\nc0ZGhqUm9ogRI9i5cydms5mKigp2796Nh4cHM2bMsIwtB8xCCCGEEEIIIYQQoiW0aE3m26UoSiQ1\nh8yP1rneHhgO/PGmy8upKa2hXv/5P0B8PWM+CzwLNYehN17ydoODg8MtB5512ZnOAgpY26LaOHBl\nwDNc9RoDttfPtRs5ZLwdZWVluLq68sYbbzBp0iTc3d159dVX0Wq1jB49GrPZTP/+/dHr9ZZYhwwZ\nwrp163jzzTct13x9fSksLKR///5UVFTQs2dP+vbty7Vr1zCZTKiqytmzZ+nXrx/t27fnnXfewWQy\ncfXqVS5fvmwZ5z//8z+ZMWMG/fr1w9bWlrfeeguTycTs2bOJj49n7dq1BAYG0qtXL8rKyrCxsWHe\nvHn4+fnh5OTEww8/TFVVFSaTieXLlzNr1iz+9Kc/YW1tzbvvvkufPn0A8Pb2Zty4cTg6OtK/f39G\njhzJmTNneOqpp3Bzc7PEYzKZqKiowGw2W65duXKFyspKqqqqeOedd5g+fTqVlZV06NCBjRs3MmHC\nBF544QW8vLywsrLirbfe4sqVK2i1WpydnXF3d8fNzQ0fHx8qKipqzQVw+fJlrl69islkYvjw4cyc\nOZM33niD1atXM2PGDEpLS1FVlalTp6LRaOr9N1RVVYWHhwfh4eEUFxczd+5c7O3tGTRoEFu2bMHd\n3Z1evXrh5+dX6/d/w/r168nKyuKnn37inXfeAWD58uWWFw6eP38eVVXx9vbmjTfewGQy4ezsTGRk\nJP369aNdu3ZMnDiRBx988Jaxz549y8CBAzGZTLRr146lS5eSm5tL586db+vfbGVl5S3P0m9RWVnZ\nPbHOXyvZn7ZL9qZtk/1pu2Rv2i7Zm7ZN9keI5pFnR4jmkWencYqqNlJz+OcMrCjBQJKqqk9c//5H\nAFVV/1qnnZaaestPqqqaX+feCGCGqqpDGpjDBfhcVdV+jcXi5+en7t27t9a1I0eO4OHh0fgi3h4I\nDr0geDr0DoZGSh60RSaTCXt7e1xcXNi7dy/dunVr7ZDuCUlJSdjZ2TFnzpxG2+n1eqKjo2/JVm7L\nbuu5+Q3IzMwkIiKitcMQDZD9abtkb9o22Z+2S/am7ZK9adtkf4RoHnl2hGiee/XZURTlO1VV/Zpq\n15KZzHsAV0VR+gBnqCl7Me7mBoqi9AY+BibUPWC+bix1SmUoitJTVdWi61+jgX/c7cAtpn7dYkML\nIYQQQgghhBBCCCHEb0GLHTKrqmpWFCUB2ApogHdUVT2kKMq06/dXAIlAV+Ct6y9GM984GVcUpRMw\nGJhaZ+jXFEXRUVMuo6Ce+6KOgoKC1g7hN2n16tWkpKTUuhYaGsqyZctuq/+KFSssL28UQgghhBBC\nCCGEEOLXqkVrMquq+gXwRZ1rK276PAWY0kDfcmoOoOten3CXwxSiWeLi4oiLi2vtMIQQQgghhBBC\nCCGEaFXtWjsAIYQQQgghhBBCCCGEEL9ecsgshBBCCCGEEEIIIYQQotnkkFkIIYQQQgghhBBCCCFE\ns8khsxBCCCGEEEIIIYQQQohmk0Pm25BblEvY+jCC1wVb/gtbH8aeH/f8rHELCgro16/fXYryl+Pi\n4sL58+fvuF9BQQHr1q2zfE9PTychIaHetiEhIc2O727JyMjg8OHDv/i8RqOR4OBgvLy80Gq1GAwG\ny71JkybRp08fdDodOp0Oo9FouZeZmYlOp8PLy4uBAwfWO/bRo0cJDg7GxsaG5OTkWvcuXbpETEwM\n7u7ueHh4sGvXrpZZoBBCCCGEEEIIIYT4TbFq7QDauqvVV/nTN3/iUtWlW+4t2LmAL0Z9gVW7X/+v\n0Ww2Y2XVsuu4ccg8bty4Jtvm5OS0aCy3IyMjg6ioKDw9PX/ReTt27Mh7772Hq6srP/zwAwMGDOCJ\nJ56gS5cuALz++uvExMTU6nPp0iWmT5/Oli1b6N27N+fOnat37Pvuu4/U1FQyMjJuufeHP/yBoUOH\n8uGHH3LlyhUqKiru/uKEEEIIIYQQQgghxG+OZDI3Yf3R9fUeMANcqrqE4aih3nu3y2w2o9fr8fDw\nICYmhoqKCrZv346vry/e3t7Ex8dTVVXFli1bGDNmjKVfZmYmUVFRbNiwgdmzZwOQkpLCQw89BMDJ\nkycZPHgwUJN5PG/ePLy9vQkICOD48eNATVbstGnTCAwMZN68eVy4cIGRI0ei1WoJCgoiLy8PgOLi\nYoYMGYKXlxdTpkxBVVXg1kzs5ORkkpKSADh+/DiDBg3Cx8eH/v37c+LECebPn092djY6nY6lS5cC\nUFhYSEREBK6urixcuNAylp2dnWWdERERlgxbvV5vmX/Pnj2EhITg4+NDQEAAJpOJyspK4uLi8Pb2\nxtfXl6+++gq4NWs6KiqKzMxMy1wLFizAx8eHoKAgzp49S05ODhs3bmTu3LnodDpOnDhBamoqnp6e\naLVaYmNjG9zTpKQkJkyYQHBwMK6urqSlpQGgqioJCQm4ubkxaNAgRo8ezYcffnhL/759++Lq6gqA\nk5MT3bt356effmpwPoB169YxatQoevfuDUD37t3rbde9e3f8/f2xtraudb2kpISsrCwmT54MQPv2\n7S2H2kIIIYQQQgghhBBCNObXn4J7FyzOXczRC0dvuX61+ioHzx+kWq2ut99l82Ve2/saWwq23JLN\n7H6fO/8V8F9Nzn3s2DFWrVpFaGgo8fHxLFmyhLfffpvt27fTt29fJk6cyPLly0lISODZZ5+lvLyc\nTp06YTAYiI2NJSwsjNdeew2A7OxsunbtypkzZ8jOziY0NNQyj4ODAwcPHuS9995j1qxZfP755wCc\nPn2anJwcNBoNM2fOxNfXl4yMDHbs2MHEiRMxGo0sXLiQRx99lMTERDZt2sSqVauaXJder2f+/PlE\nR0dTWVlJdXU1ixYtIjk52TJ3eno6ubm5/OMf/6Bjx474+/szbNgw/Pz8ao21f/9+Dh06hJOTE6Gh\noXzzzTcEBATw1FNPYTAY8Pf3p7S0FFtbW1JSUlAUhYMHD3L06FGGDBlCfn5+o7GWl5cTFBTEq6++\nyrx580hLS+NPf/oTw4cPJyoqypI1vGjRIv75z39iY2PDpUv1/+Hhhry8PL799lvKy8vx9fVl2LBh\nfPvttxw7dozDhw9z9uxZPD09efbZZxsdJzc3lytXrvDwww9brv3xj3/k5Zdf5vHHH2fRokXY2NiQ\nn5/P1atXiYiIwGQy8Yc//IGJEyc2OvbN/vnPf/K73/2OuLg4Dhw4wIABA0hJSaFTp063PYYQQggh\nhBBCCCGEuDdJJnMjLlVesmTNNkRVVS5WXmz2HL169bIcBo8fP57t27fTp08f+vbtC8DTTz9NVlYW\nVlZWDB06lM8++wyz2cymTZsYMWIE999/P2VlZZhMJgoLCxk3bhxZWVlkZ2cTHBxsmWfs2LGWnzfX\n2h0zZgwajQaAnTt3MmHCBAAee+wxiouLKS0tJSsri/HjxwMwbNgwHB0dG12TyWTizJkzREdHA9Ch\nQwc6duxYb9vBgwfTtWtXbG1tGTVqFDt37rylTUBAAM7OzrRr1w6dTkdBQQHHjh2jZ8+e+Pv7A9C5\nc2esrKzYuXOnJVZ3d3cefPDBJg+Z27dvT1RUFAADBgygoKCg3nZarRa9Xs/f//73JkuLjBgxAltb\nW7p160ZkZCS5ublkZWUxduxYNBoNTk5OhIeHNzpGUVEREyZMYPXq1bRrV/Oo/vWvfyU/P589e/Zw\n4cIFFi9eDNRkxH/33Xds2rSJrVu38sorrzS57puZzWb27dvHc889x/79++nUqROLFi267f5CCCGE\nEEIIIYQQ4t4lmczQYMbxpcpLPPHRE1SYG65Na2tly9//4+906dC80gKKotT63qVLF4qLi+ttGxsb\ny5tvvsl9992Hn58f9vb2QM1L8lavXo2bmxthYWG888477Nq1y1K6ou48N3/+OZmqVlZWVFf/O8u7\nsrLyjseou/663wFsbGwsnzUaDWaz+Y7naSxWa2try7yNjb9p0yaysrL47LPPePXVVzl48GCDh823\ns64bdu/ezdSpUwF4+eWXGT58OKWlpQwbNoxXX32VoKAgS9uePXsCNb+TuLg4y8v7nJ2d6dq1K506\ndaJTp06Eh4dz4MABtm3bZinX8cUXX+Dk5FRvDM7Ozjg7OxMYGAhATEyMHDILIYQQQgghhBBCiNsi\nmcyN6NKhCwm+Cdha2dZ739bKlud9n2/2ATPAqVOnLJnF69atw8/Pj4KCAkvd5DVr1jBw4EAABg4c\nyL59+0hLS6tVEzgsLIzk5GTCw8MtdYhtbGxwcHCwtDEYDJafN2c43ywsLIy1a9cCNbWQu3XrRufO\nnQkPD2fdunUAbN68mYsXazK3e/Towblz5yguLqaqqspSBsPe3h5nZ2fLy+WqqqqoqKjA3t4ek8lU\na85t27Zx4cIFLl++TEZGRq0SH41xc3OjqKiIPXv2ADXZ02azudYa8vPzOXXqFG5ubri4uGA0Gqmu\nrqawsJDc3Nwm57g53hv9IiMjWbx4MSUlJZSVlTXY99NPP6WyspLi4mIyMzPx9/cnPDwcg8HAtWvX\nKCoqIjs7G4DAwECMRiNGo5Hhw4dz5coVoqOjmThx4i0v+CsqKgJqMugzMjIsNbFHjBjBzp07MZvN\nVFRUsHv3bjw8PJgxY4Zl7IYOmAHuv/9+evXqxbFjxwDYvn37L/7CQyGEEEIIIYQQQgjx6ySZzE2I\ndY9lzeE1XDZfvuWeo40jT7k/9bPGd3NzY9myZcTHx+Pp6UlqaipBQUGMGTMGs9mMv78/06ZNA2qy\nbKOiokhPT+fdd9+1jBEWFkZhYSHh4eFoNBp69eqFu7t7rXkuXryIVqvFxsaG999/v95YkpKSiI+P\nR6vV0rFjR8scL730EmPHjsXLy4uQkBDLy+Wsra1JTEwkICCABx54oNaca9asYerUqSQmJmJtbc2G\nDRvQarVoNBp8fHyYNGkSjo6OBAQEMHr0aE6fPs348eNvqcfckPbt22MwGJg5cyaXL1/G1taWL7/8\nkunTp/Pcc8/h7e2NlZUV6enp2NjYEBoaSp8+ffD09MTDw4P+/fs3OUdsbCzPPPMMqamprF+/nsmT\nJ1NSUoKqqjz//PONvhhPq9USGRnJ+fPnefHFF3FyciI6OpodO3bg6elJ7969LaU+6vrggw/Iysqi\nuLiY9PR0oKZ+tU6nQ6/X89NPP6GqKjqdjhUrVgDg4eHB0KFD0Wq1tGvXjilTptR6KeMNP/74I35+\nfpSWltKuXTveeOMNDh8+TOfOnfnf//1f9Ho9V65c4aGHHmL16tW3sRNCCCGEEEIIIYQQ4l6nNFVz\n+LfAz89P3bt3b61rR44cwcPD47b65xbl8p9f/yfm6n+XUbBqZ8WSiCX431//QWFbYDKZsLe3x8XF\nhb1799KtW7fWDumekJSUhJ2dHXPmzGm0nV6vJzo6+pZs5bbsTp6bX7PMzEwiIiJaOwzRANmftkv2\npm2T/Wm7ZG/aLtmbtk32R4jmkWdHiOa5V58dRVG+U1W1yaxQyWS+DQE9A8iOzW7tMIQQQgghhBBC\nCCGEEKLNkUPme0BBQUFrh/CbtHr1alJSUmpdCw0NZdmyZbfVf8WKFZaXNwohhBBCCCGEEEII8Wsl\nh8xCNFNcXBxxcXGtHYYQQgghhBBCCCGEEK2qXUsOrijKUEVRjimKclxRlPn13NcripKnKMpBRVFy\nFEXxuelewfXrRkVR9t50/T5FUbYpivL99Z+OLbkGIYQQQgghhBBCCCGEEA1rsUNmRVE0wDLgScAT\nGKsoimedZv8EBqqq6g28Avytzv1IVVV1dYpLzwe2q6rqCmy//l0IIYQQQgghhBBCCCFEK2jJTOYA\n4LiqqidVVb0CrAdG3NxAVdUcVVUvXv/6LeB8G+OOAN69/vldYORdirdJ5d/u5vvHHqf8292/1JRC\nCCGEEEIIIYQQQgjRprXkIfMDQOFN309fv9aQycDmm76rwJeKonynKMqzN13voapq0fXPPwI97kaw\nTSn/djeF06Zh/uEHCqdNk4NmIYQQQgghhBBCCCGEABRVVVtmYEWJAYaqqjrl+vcJQKCqqgn1tI0E\n3gIeVVW1+Pq1B1RVPaMoSndgGzBTVdUsRVEuqara5aa+F1VVvaUu8/WD6WcBevToMWD9+vW17js4\nOPDII4/c1loq9+6l+IXZqJWV/x6/Qwe6Ll1CBz+/Rno27l//+he///3v2b27ZQ6sr127hkajuevj\n9uvXj6+//pquXbveUb9//etf7N69m9///vcArF27ln379vE///M/t7QdNGgQX3755V2Jt7k+//xz\nHnnkEdzd3Vtk/Ib2Jy8vjxdeeAGTyYRGo2HOnDmMHj0agGnTpvHNN9/QuXNnAJYvX45WqwUgOzub\n+fPnc/XqVbp27crmzZtvGdtgMPDGG2+gqip2dnYsXboUb2/v2475+PHjlJSUNGe5vyplZWXY2dm1\ndhiiAbI/bZfsTdsm+9N2yd60XbI3bZvsjxDNI8+OEM1zrz47kZGR39UpZVwvqxaM4QzQ66bvztev\n1aIoihZYCTx544AZQFXVM9d/nlMU5RNqym9kAWcVRempqmqRoig9gXP1Ta6q6t+4XuPZz89PjYiI\nqHX/yJEj2NvbN7mI8m9333LADKBWVlL8wmx6rVhBp6DAJsepj52dHe3atbutOJrDZDLd9thmsxkr\nq9v756AoCnZ2dncc9/nz5/nkk0+YPHkyAB06dKB9+/b1jtNSB+93YuvWrVhbW+Pv798i4ze0P7/7\n3e9Yu3Ytrq6u/PDDDwwYMICRI0fSpUsXrK2tSU5OJiYmplafS5cuMWfOHLZs2ULv3r05d+5cvWN7\nenqSnZ2No6Mjmzdv5oUXXrij33WHDh3w9fW988X+ymRmZlL3fzNE2yH703bJ3rRtsj9tl+xN2yV7\n07bJ/gjRPPLsCNE88uw0riXLZewBXBVF6aMoSnsgFth4cwNFUXoDHwMTVFXNv+l6J0VR7G98BoYA\n/7h+eyPw9PXPTwOfttQCbpTIqHvAfINaWfmzS2eYzWb0ej0eHh7ExMRQUVHB9u3b8fX1xdvbm/j4\neKqqqtiyZQtjxoyx9MvMzCQqKooNGzYwe/ZsAFJSUnjooYcAOHnyJIMHDwbAxcWFefPm4e3tTUBA\nAMePHwdg0qRJTJs2jcDAQObNm8eFCxcYOXIkWq2WoKAg8vLyACguLmbIkCF4eXkxZcoUbmS/FxQU\n0K9fP0tMycnJJCUlATUZr4MGDcLHx4f+/ftz4sQJ5s+fT3Z2NjqdjqVLlwJQWFhIREQErq6uLFy4\n0DLWjb8M3XiAY2JicHd3R6/XW+bfs2cPISEh+Pj4EBAQgMlkorKykri4OLy9vfH19eWrr74CID09\nnYSEfyfRR0VFkZmZaZlrwYIF+Pj4EBQUxNmzZ8nJyWHjxo3MnTsXnU7HiRMnSE1NxdPTE61WS2xs\nbIN7mpSUxIQJEwgODsbV1ZW0tDQAVPeONP0AACAASURBVFUlISEBNzc3Bg0axOjRo/nwww9v6d+3\nb19cXV0BcHJyonv37vz0008Nzgewbt06Ro0aRe/evQHo3r17ve1CQkJwdKxJ/A8KCuL06dONjiuE\nEEIIIYQQQgghRFNaLJNZVVWzoigJwFZAA7yjquohRVGmXb+/AkgEugJvKYoCYL6eft0D+OT6NStg\nnaqqW64PvQj4QFGUycC/gN//3Fh//MtfqDpytNa1a6WlVH3/PVRXN77OykpOxcdj4+qK5noJAwAb\nD3fu/+//bnLuY8eOsWrVKkJDQ4mPj2fJkiW8/fbbbN++nb59+zJx4kSWL19OQkICzz77LOXl5XTq\n1AmDwUBsbCxhYWG89tprQE25hK5du3LmzBmys7MJDQ21zOPg4MDBgwd57733mDVrFp9//jkAp0+f\nJicnB41Gw8yZM/H19SUjI4MdO3YwceJEjEYjCxcu5NFHHyUxMZFNmzaxatWqJtel1+uZP38+0dHR\nVP5/9u49rqo6Xfz4Z7G5CIiX9JdJXrBSBGSzUdhyiVupWTIqCicMNCFTM2yajjnONBna8aTFySOT\nkzNWUBZFVkOamcdUBggFzLaSmowXRlDygqgbEXTL+v2BrgHkohSB9rxfL1/stdb3tvaX9c/D47Oq\nq6mtrWXp0qUkJSVpc6emppKfn8/333+Pg4MDvr6+jBs3Dp9GJUi+++479u7di7OzM4GBgXzzzTcY\njUYeffRR0tPT8fX15fz589jb27NixQoURaGwsJAffviBMWPGUFRU1NQSNRcuXMDPz48lS5Ywf/58\nVq9ezZ/+9CfGjx9PeHi4ljW8dOlSjhw5gp2dHWfPnm1xzD179rBjxw4uXLiAt7c348aNY8eOHRw4\ncIB9+/Zx4sQJ3N3dmTlzZovj5Ofnc+nSJe69917t3B/+8AcWL17Mgw8+yNKlS7Gzs6OoqIjLly8T\nGhqK2Wzmt7/9LdOmTWtx7LfffpuHH364xTZCCCGEEEIIIYQQQrSmPTOZUVX1S1VVh6iqeq+qqkuu\nnlt1NcCMqqozVFXtqaqq4eo/n6vnD6uq6nX1n8e1vlevlauq+qCqqoNVVR2lquqZ9lj7pSNHWg0w\na2pr69q3Qf/+/bVgcGxsLFu2bGHQoEEMGTIEgMcff5ysrCysra0ZO3Ys69evx2KxsGHDBiZMmMBd\nd91FZWUlZrOZkpISHnvsMbKyssjOzsbf31+bZ8qUKdrP7du3a+ejoqK0usA5OTlMnToVgAceeIDy\n8nLOnz9PVlYWsbGxAIwbN07LhG2O2Wzm2LFjREREAHUlFhwcHJpsO3r0aHr16oW9vT2TJk0iJyfn\nujZGo5F+/fphZWWFwWCguLiYAwcO0LdvX62URbdu3bC2tiYnJ0db69ChQxk4cGCrQWZbW1vCw8MB\nGDFiBMXFxU220+v1xMTE8P7777daWmTChAnY29vTu3dvwsLCyM/PJysriylTpqDT6XB2diY4OLjF\nMcrKypg6dSopKSlYWdU9qq+88gpFRUUUFBRw5swZli1bBtRlxH/77bds2LCBTZs28fLLL7d439u2\nbePtt9/W+gshhBBCCCGEEEII0VbtWZP5ltFUxnFrpTLqU7p0aXNt5qvZ2poePXpQXl7eZNvo6Gje\neOMN7rjjDnx8fLSauwEBAaSkpODq6kpQUBDvvPMO27dv10pXNJ6n/mdHR8ebXvM11tbW1NYLxFff\nwHfVWOP7b3wMYGdnp33W6XRYLJabnqeltdrY2GjztjT+hg0byMrKYv369SxZsoTCwsJmg803cl/X\n5OXlMWvWLAAWL17M+PHjOX/+POPGjWPJkiX4+flpbfv27QvUfSdxcXEkJSUB0K9fP3r16oWjoyOO\njo4EBweze/duNm/erJXr+PLLL3F2dmbPnj3MmDGDjRs33vTLG4UQQgghhBBCCCGEaKxdM5lvZY5+\nI+m/ahVKly4ttvspAWaAo0ePapnFaWlp+Pj4UFxcrNVNXrNmDSEhIQCEhISwa9cuVq9e3aAmcFBQ\nEElJSQQHB2t1iO3s7OjevbvWJj09XftZP8O5vqCgID744AOgrhZy79696datG8HBwaSlpQGwceNG\nKioqAOjTpw8nT56kvLycmpoarQyGk5MT/fr1IyMjA4CamhqqqqpwcnLCbDY3mHPz5s2cOXOGixcv\nkpGR0aDER0tcXV0pKyujoKAAqMuetlgsDe6hqKiIo0eP4urqiouLCyaTidraWkpKSsjPz291jvrr\nvdYvLCyMZcuWce7cOSorK5vt+/nnn1NdXU15eTmZmZn4+voSHBxMeno6V65coaysjOzsbABGjhyJ\nyWTCZDIxfvx4Ll26REREBNOmTbvuBX9lZWVAXX3njIwMrSb2hAkTyMnJwWKxUFVVRV5eHm5ubjz9\n9NPa2M7Ozhw9epRJkyaxZs0aLVteCCGEEEIIIYQQQoifQjKZW3At0NxcRvNPDTBDXbB05cqVxMfH\n4+7uTnJyMn5+fkRFRWGxWPD19WX27NlAXZZteHg4qampvPvuu9oYQUFBlJSUEBwcjE6no3///gwd\nOrTBPBUVFej1euzs7Pjwww+bXEtiYiLx8fHo9XocHBy0OV566SWmTJmCh4cHAQEB2svlbGxsWLhw\nIUajkbvvvrvBnGvWrGHWrFksXLgQGxsb1q5di16vR6fT4eXlxfTp0+nZsydGo5HJkydTWlpKbGzs\ndfWYm2Nra0t6ejpz587l4sWL2Nvb8/XXXzNnzhyeeuopPD09sba2JjU1FTs7OwIDAxk0aBDu7u64\nubkxfPjwVueIjo7mySefJDk5mY8++ognnniCc+fOoaoqzzzzDD169Gi2r16vJywsjNOnT/Piiy/i\n7OxMREQEW7duxd3dnQEDBmilPhr7+OOPycrKory8nNTUVKCufrXBYCAmJoZTp06hqioGg4FVq1YB\n4ObmxtixY9Hr9VhZWTFjxowGL2W8ZvHixZSXlzNnzhygLsN7586drX4XQgghhBBCCCGEEEI0R1FV\ntaPX0O58fHzUxoG0/fv34+bmdkP9myqd8XMEmNub2WzGyckJFxcXdu7cSe/evTt6Sb8KiYmJdO3a\nlXnz5rXYLiYmhoiIiOuylTuzm3lubmWZmZmEhoZ29DJEM2R/Oi/Zm85N9qfzkr3pvGRvOjfZHyHa\nRp4dIdrm1/rsKIry7bX36LVEymXcgMalM26FALMQQgghhBBCCCGEEEL8EqRcxg26Fmg+/sc/4vzf\n/31LBZiLi4s7egm3pZSUFFasWNHgXGBgICtXrryh/qtWrdJe3iiEEEIIIYQQQgghxK1Kgsw3wdFv\nJIO3bunoZYhOIi4ujri4uI5ehhBCCCGEEEIIIYQQHUrKZQghhBBCCCGEEEIIIYRoMwkyCyGEEEII\nIYQQQgghhGgzCTLfhLMnqkj/r3zOnqjq6KUIIYQQQgghhBBCCCFEpyBB5htUW6uyafX3nD5Wyaa3\nvketVTt6SUIIIYQQQgghhBBCCNHhJMh8g3ZvOcrZk1Wg1mU0m7Yc/cljFhcXM2zYsJ9hdb8sFxcX\nTp8+fdP9iouLSUtL045TU1NJSEhosm1AQECb1/dzycjIYN++fb/4vCaTCX9/fzw8PNDr9aSnp2vX\npk+fzqBBgzAYDBgMBkwmk3YtMzMTg8GAh4cHISEhLc5RUFCAtbU1n3zySbvdhxBCCCGEEEIIIYT4\ndZAg8w04e6KK/HVHsFyqBcByqZb8dUduq7IZFoul3edoHGRuSW5ubjuvpnUdFWR2cHDgvffeY+/e\nvXz11Vc8++yznD17Vrv+2muvYTKZMJlMGAwGAM6ePcucOXNYt24de/fuZe3atc2Of+XKFX7/+98z\nZsyYdr8XIYQQQgghhBBCCHH7kyBzK66VybhiqW1w/oql9mcpm2GxWIiJicHNzY3IyEiqqqrYsmUL\n3t7eeHp6Eh8fT01NDV999RVRUVFav8zMTMLDw1m7di3PPfccACtWrOCee+4B4PDhw4wePRqoyzye\nP38+np6eGI1GDh48CNRlxc6ePZuRI0cyf/58zpw5w8SJE9Hr9fj5+bFnzx4AysvLGTNmDB4eHsyY\nMQNVrbvnxpnYSUlJJCYmAnDw4EFGjRqFl5cXw4cP59ChQyxYsIDs7GwMBgPLly8HoKSkhNDQUAYP\nHsyiRYu0sbp27ardZ2hoKJGRkQwdOpSYmBht/oKCAgICAvDy8sJoNGI2m6muriYuLg5PT0+8vb3Z\ntm0bcH3WdHh4OJmZmdpcL7zwAl5eXvj5+XHixAlyc3NZt24dzz//PAaDgUOHDpGcnIy7uzt6vZ7o\n6Ohm9zQxMZGpU6fi7+/P4MGDWb16NQCqqpKQkICrqyujRo1i8uTJTWYSDxkyhMGDBwPg7OzMnXfe\nyalTp5qdDyAtLY1JkyYxYMAAAO68885m2/75z39m8uTJLbYRQgghhBBCCCGEEOJGWXf0AjqD7I+L\nOF1S2eS1yopqzpdXQ6NYsqrC6dJK3l+4na49u1zXr3f/rgT9x5BW5z5w4ABvv/02gYGBxMfH8/rr\nr/PXv/6VLVu2MGTIEKZNm8abb75JQkICM2fO5MKFCzg6OpKenk50dDRBQUG8+uqrdfeRnU2vXr04\nduwY2dnZBAYGavN0796dwsJC3nvvPZ599lm++OILAEpLS8nNzUWn0zF37ly8vb3JyMhg69atTJs2\nDZPJxKJFi7j//vtZuHAhGzZs4O233271vmJiYliwYAERERFUV1dTW1vL0qVLSUpK0uZOTU0lPz+f\n77//HgcHB3x9fRk3bhw+Pj4Nxvruu+/Yu3cvzs7OBAYG8s0332A0Gnn00UdJT0/H19eX8+fPY29v\nz4oVK1AUhcLCQn744QfGjBlDUVFRi2u9cOECfn5+LFmyhPnz57N69Wr+9Kc/MX78eMLDw4mMjARg\n6dKlHDlyBDs7uwaZxU3Zs2cPO3bs4MKFC3h7ezNu3Dh27NjBgQMH2LdvHydOnMDd3Z2ZM2e2OE5+\nfj6XLl3i3nvv1c794Q9/YPHixTz44IMsXboUOzs7ioqKuHz5MqGhoZjNZn77298ybdq068Y7duwY\nf//739m2bRsFBQUtzi2EEEIIIYQQQgghxI2QTOZWmM/UXBdg1qhXr/8E/fv314LBsbGxbNmyhUGD\nBjFkSF2A+vHHHycrKwtra2vGjh3L+vXrsVgsbNiwgQkTJnDXXXdRWVmJ2WympKSExx57jKysLLKz\ns/H399fmmTJlivZz+/bt2vmoqCh0Oh0AOTk5TJ06FYAHHniA8vJyzp8/T1ZWFrGxsQCMGzeOnj17\ntnhPZrOZY8eOERERAUCXLl1wcHBosu3o0aPp1asX9vb2TJo0iZycnOvaGI1G+vXrh5WVFQaDgeLi\nYg4cOEDfvn3x9fUFoFu3blhbW5OTk6OtdejQoQwcOLDVILOtrS3h4eEAjBgxguLi4ibb6fV6YmJi\neP/997G2bvnvMxMmTMDe3p7evXsTFhZGfn4+WVlZTJkyBZ1Oh7OzM8HBwS2OUVZWxtSpU0lJScHK\nqu5RfeWVVygqKqKgoIAzZ86wbNkyoC4j/ttvv2XDhg1s2rSJl19+ucn7fvbZZ1m2bJk2nhBCCCGE\nEEIIIYQQP5VkMkOLGcffbf4X+ev/XY+5PmtbK4y/GYT36IFtnltRlAbHPXr0oLy8vMm20dHRvPHG\nG9xxxx34+Pjg5OQE1L0kLyUlBVdXV4KCgnjnnXfYvn27Vrqi8Tz1Pzs6OrZ57dbW1tTW/vt7qa6u\nvukxGt9/42MAOzs77bNOp2tT/eiW1mpjY6PN29L4GzZsICsri/Xr17NkyRIKCwubDTbfyH1dk5eX\nx6xZswBYvHgx48eP5/z584wbN44lS5bg5+ente3bty9Q953ExcWRlJQEQL9+/ejVqxeOjo44OjoS\nHBzM7t272bx5s1au48svv2Tnzp1aqY/Tp0/z5ZdfYm1tzcSJE5tdnxBCCCGEEEIIIYQQLWnXdEZF\nUcYqinJAUZSDiqIsaOJ6jKIoexRFKVQUJVdRFK+r5/srirJNUZR9iqLsVRTlt/X6JCqKckxRFNPV\nf4+05z14PTiAHnc60DhGqCjQo48DhgcH/KTxjx49qmUWp6Wl4ePjQ3FxsVY3ec2aNYSEhAAQEhLC\nrl27WL16dYOawEFBQSQlJREcHKzVIbazs6N79+5am/T0dO1n/Qzn+oKCgvjggw+AulrIvXv3plu3\nbgQHB2sv7Nu4cSMVFRUA9OnTh5MnT1JeXk5NTY1WBsPJyYl+/fqRkZEBQE1NDVVVVTg5OWE2mxvM\nuXnzZs6cOcPFixfJyMhoUOKjJa6urpSVlWklH8xmMxaLpcE9FBUVcfToUVxdXXFxccFkMlFbW0tJ\nSQn5+fmtzlF/vdf6hYWFsWzZMs6dO0dlZdMlVgA+//xzqqurKS8vJzMzE19fX4KDg0lPT+fKlSuU\nlZWRnZ0NwMiRI7UX+Y0fP55Lly4RERHBtGnTtFId15SVlQF19Z0zMjK0mtgTJkwgJycHi8VCVVUV\neXl5uLm58fTTT2tjOzs7c+TIEYqLiykuLiYyMpK//OUvEmAWQgghhBBCCCGEED9Ju2UyK4qiA1YC\no4FSoEBRlHWqqu6r1+wIEKKqaoWiKA8DfwNGAhbgP1VV3aUoihPwraIom+v1Xa6qalJ7rb0+KyuF\nh54cRvp/5WO5/O9MWJ21FQ/NGIZi1XyG6o1wdXVl5cqVxMfH4+7uTnJyMn5+fkRFRWGxWPD19WX2\n7Nl1c+p0hIeHk5qayrvvvquNERQURElJCcHBweh0Ovr378/QoUMbzFNRUYFer8fOzo4PP/ywybUk\nJiYSHx+PXq/HwcFBm+Oll15iypQpeHh4EBAQoL1czsbGhoULF2I0Grn77rsbzLlmzRpmzZrFwoUL\nsbGxYe3atej1enQ6HV5eXkyfPp2ePXtiNBqZPHkypaWlxMbGXlePuTm2trakp6czd+5cLl68iL29\nPV9//TVz5szhqaeewtPTE2tra1JTU7GzsyMwMJBBgwbh7u6Om5sbw4cPb3WO6OhonnzySZKTk/no\no4944oknOHfuHKqq8swzz9CjR49m++r1esLCwjh9+jQvvvgizs7OREREsHXrVtzd3RkwYIBW6qOx\njz/+mKysLMrLy0lNTQXq6lcbDAZiYmI4deoUqqpiMBhYtWoVAG5ubowdOxa9Xo+VlRUzZsxo8FJG\nIYQQQgghhBBCCCHai6KqzRUc/okDK4o/kKiq6kNXj/8AoKrqK8207wl8r6rq3U1c+xx4Q1XVzYqi\nJAKVNxNk9vHxUXfu3Nng3P79+3Fzc7vRIRqUzfg5ymT8EsxmM05OTri4uLBz50569+7d0Uv6VUhM\nTKRr167MmzevxXYxMTFERERcl63cmd3sc3OryszMJDQ0tKOXIZoh+9N5yd50brI/nZfsTecle9O5\nyf4I0Tby7AjRNr/WZ0dRlG9VVW01K7Q9y2XcDZTUOy69eq45TwAbG59UFMUF8Aby6p2ee7XMxjtX\ng9Pt7lrZDH6mMhlCCCGEEEIIIYQQQghxO2jPTOZIYKyqqjOuHk8FRqqqmtBE2zDgL8D9qqqW1zvf\nFfgHsERV1c+unusDnAZU4GWgr6qq8U2MOROYCdCnT58RH330UYPr3bt357777rupezp/qpp/vH+I\nkNh76fb/utxU345w5coVdDpdRy/jtvX+++/z5ptvNjg3cuRIXn/99Rvqfyvuz8GDBzl37lxHL6Pd\nVVZW0rVr145ehmiG7E/nJXvTucn+dF6yN52X7E3nJvsjRNvIsyNE2/xan52wsLAbymTu8HIZiqLo\ngb8DD6uqWlTvvA3wBbBJVdUmo3ZXs5y/UFW1xeKzP0e5jFvRtXIZonO6Fffn1/DcwK/3v8DcKmR/\nOi/Zm85N9qfzkr3pvGRvOjfZHyHaRp4dIdrm1/rsdIZyGQXAYEVRBimKYgtEA+vqN1AUZQDwGTC1\nUYBZAd4G9jcOMCuK0rfeYQTwfTutXwghhBBCCCGEEEIIIUQrrNtrYFVVLYqiJACbAB3wjqqqexVF\nmX31+ipgIdAL+EtdXBnL1ch4IDAVKFQUxXR1yD+qqvol8KqiKAbqymUUA7Pa6x6EEEIIIYQQQggh\nhBBCtKzdgswAV4PCXzY6t6re5xnAjCb65QBKM2NO/ZmXKYQQQgghhBBCCCGEEKKN2rNchhBCCCGE\nEEIIIYQQQojbnASZb8KbM2P5n0fD+Z9Hw3lzZuxPHq+4uJhhw1p8Z2Gn5OLiwunTp2+6X3FxMWlp\nadpxamoqCQkJTbYNCAho8/p+LhkZGezbt+8Xn9dkMuHv74+Hhwd6vZ709HTt2vTp0xk0aBAGgwGD\nwYDJZNKuZWZmYjAY8PDwICQkpMmxz507x29+8xu8vLzw8PAgJSWl3e9HCCGEEEIIIYQQQtze2rVc\nxu2m6tzZJj/fDiwWC9bW7fvrcC3I/Nhjj7XaNjc3t13XciMyMjIIDw/H3d39F53XwcGB9957j8GD\nB3P8+HFGjBjBQw89RI8ePQB47bXXiIyMbNDn7NmzzJkzh6+++ooBAwZw8uTJJsdeuXIl7u7urF+/\nnlOnTuHq6kpMTAy2trbtfl9CCCGEEEIIIYQQ4vYkmcwdzGKxEBMTg5ubG5GRkVRVVbFlyxa8vb3x\n9PQkPj6empoavvrqK6KiorR+mZmZhIeHs3btWp577jkAVqxYwT333APA4cOHGT16NFCXeTx//nw8\nPT0xGo0cPHgQqMuKnT17NiNHjmT+/PmcOXOGiRMnotfr8fPzY8+ePQCUl5czZswYPDw8mDFjBqqq\nAtdnYiclJZGYmAjAwYMHGTVqFF5eXgwfPpxDhw6xYMECsrOzMRgMLF++HICSkhJCQ0MZPHgwixYt\n0sbq2rWrdp+hoaFERkYydOhQYmJitPkLCgoICAjAy8sLo9GI2WymurqauLg4PD098fb2Ztu2bcD1\nWdPh4eFkZmZqc73wwgt4eXnh5+fHiRMnyM3NZd26dTz//PMYDAYOHTpEcnIy7u7u6PV6oqOjm93T\nxMREpk6dir+/P4MHD2b16tUAqKpKQkICrq6ujBo1ismTJ/PJJ59c13/IkCEMHjwYAGdnZ+68805O\nnTrV7HwAaWlpTJo0iQEDBgBw5513NtlOURTMZjOqqlJZWckdd9zR7n9cEEIIIYQQQgghhBC3N4ku\nAdtS/8bJfx1u8trxA/upvXKl7kBR4GqAE0Xhfx4NB8BKp8PZ1a1BvzsH3kPY9Jmtzn3gwAHefvtt\nAgMDiY+P5/XXX+evf/0rW7ZsYciQIUybNo0333yThIQEZs6cyYULF3B0dCQ9PZ3o6GiCgoJ49dVX\nAcjOzqZXr14cO3aM7OxsAgMDtXm6d+9OYWEh7733Hs8++yxffPEFAKWlpeTm5qLT6Zg7dy7e3t5k\nZGSwdetWpk2bhslkYtGiRdx///0sXLiQDRs28Pbbb7d6XzExMSxYsICIiAiqq6upra1l6dKlJCUl\naXOnpqaSn5/P999/j4ODA76+vowbNw4fH58GY3333Xfs3bsXZ2dnAgMD+eabbzAajTz66KOkp6fj\n6+vL+fPnsbe3Z8WKFSiKQmFhIT/88ANjxoyhqKioxbVeuHABPz8/lixZwvz581m9ejV/+tOfGD9+\nPOHh4VrW8NKlSzly5Ah2dnacPdtyJvuePXvYsWMHFy5cwNvbm3HjxrFjxw4OHDjAvn37OHHiBO7u\n7syc2fLvSH5+PpcuXeLee+/Vzv3hD39g8eLFPPjggyxduhQ7OzuKioq4fPkyoaGhmM1mfvvb3zJt\n2rTrxktISGD8+PE4OztjNptJT0/Hykr+1iSEEEIIIYQQQggh2k6iS63QAszw7wBzo88N2tyk/v37\na8Hg2NhYtmzZwqBBgxgyZAgAjz/+OFlZWVhbWzN27FjWr1+PxWJhw4YNTJgwgbvuuovKykrMZjMl\nJSU89thjZGVlkZ2djb+/vzbPlClTtJ/bt2/XzkdFRaHT6QDIyclh6tSpADzwwAOUl5dz/vx5srKy\niI2tq0E9btw4evbs2eI9mc1mjh07RkREBABdunTBwcGhybajR4+mV69e2NvbM2nSJHJycq5rYzQa\n6devH1ZWVhgMBoqLizlw4AB9+/bF19cXgG7dumFtbU1OTo621qFDhzJw4MBWg8y2traEh9f9wWDE\niBEUFxc32U6v1xMTE8P777/favbvhAkTsLe3p3fv3oSFhZGfn09WVhZTpkxBp9Ph7OxMcHBwi2OU\nlZUxdepUUlJStEDwK6+8QlFREQUFBZw5c4Zly5YBdRnx3377LRs2bGDTpk28/PLLTd73pk2bMBgM\nHD9+HJPJREJCAufPn29xHUIIIYQQQgghhBBCtEQymaHFjONr2cqtefSlpW2aW1GUBsc9evSgvLy8\nybbR0dG88cYb3HHHHfj4+ODk5ATUvSQvJSUFV1dXgoKCeOedd9i+fbtWuqLxPPU/Ozo6tmndANbW\n1tTW1mrH1dXVNz1G4/tvfAxgZ2enfdbpdFgslpuep6W12tjYaPO2NP6GDRvIyspi/fr1LFmyhMLC\nwmaDzTdyX9fk5eUxa9YsABYvXsz48eM5f/4848aNY8mSJfj5+Wlt+/btC9R9J3FxcSQlJQHQr18/\nevXqhaOjI46OjgQHB7N79242b96slev48ssvSUlJYcGCBSiKwn333cegQYP44YcfMBqNza5PCCGE\nEEIIIYQQQoiWSCZzKxy699A+62xsmvxcv83NOnr0qJZZnJaWho+PD8XFxVrd5DVr1hASEgJASEgI\nu3btYvXq1Q1qAgcFBZGUlERwcLBWh9jOzo7u3btrbdLT07Wf9TOc6wsKCuKDDz4A6moh9+7dm27d\nuhEcHExaWhoAGzdupKKiAoA+ffpw8uRJysvLqamp0cpgODk50a9fPzIyMgCoqamhqqoKJycnzGZz\ngzk3b97MmTNnuHjxIhkZGQ1Kq7qw5gAAIABJREFUfLTE1dWVsrIyCgoKgLrsaYvF0uAeioqKOHr0\nKK6urri4uGAymaitraWkpIT8/PxW56i/3mv9wsLCWLZsGefOnaOysrLZvp9//jnV1dWUl5eTmZmJ\nr68vwcHBpKenc+XKFcrKysjOzgZg5MiRmEwmTCYT48eP59KlS0RERDBt2rTrXvBXVlYG1NV3zsjI\n0GpiT5gwgZycHCwWC1VVVeTl5eHm5sbTTz+tje3s7MyAAQPYsmULACdOnODAgQNaHW8hhBBCCCGE\nEEIIIdpCMplb8dTf3tc+189qvnL5Mv+Z/sVPHt/V1ZWVK1cSHx+Pu7s7ycnJ+Pn5ERUVhcViwdfX\nl9mzZwN1Wbbh4eGkpqby7rvvamMEBQVRUlJCcHAwOp2O/v37M3To0AbzVFRUoNfrsbOz48MPP2xy\nLYmJicTHx6PX63FwcNDmeOmll5gyZQoeHh4EBARoL5ezsbFh4cKFGI1G7r777gZzrlmzhlmzZrFw\n4UJsbGxYu3Yter0enU6Hl5cX06dPp2fPnhiNRiZPnkxpaSmxsbHX1WNujq2tLenp6cydO5eLFy9i\nb2/P119/zZw5c3jqqafw9PTE2tqa1NRU7OzsCAwMZNCgQbi7u+Pm5sbw4cNbnSM6Oponn3yS5ORk\nPvroI5544gnOnTuHqqo888wz9OjR/B8X9Ho9YWFhnD59mhdffBFnZ2ciIiLYunUr7u7uDBgwQCv1\n0djHH39MVlYW5eXlpKamAnX1qw0GAzExMZw6dQpVVTEYDKxatQoANzc3xo4di16vx8rKihkzZjR4\nKeM1L774ItOnT8fT0xNVVVm2bBm9e/e+gW9cCCGEEEIIIYQQQoimKWr9OsO3KR8fH3Xnzp0Nzu3f\nvx83N7dmejStcemMnyPI3J7MZjNOTk64uLiwc+dOCSb+QhITE+natSvz5s1rsV1MTAwRERHXZSt3\nZm15bm5FmZmZhIaGdvQyRDNkfzov2ZvOTfan85K96bxkbzo32R8h2kaeHSHa5tf67CiK8q2qqq1m\nhUq5jJtQvyzGTymRIYQQQgghhBBCCCGEELcLKZdxE+qXzriVFBcXd/QSbkspKSmsWLGiwbnAwEBW\nrlx5Q/1XrVqlvbxRCCGEEEIIIYQQQohblQSZhWijuLg44uLiOnoZQgghhBBCCCGEEEJ0KCmXIYQQ\nQgghhBBCCCGEEKLNJMgshBBCCCGEEEIIIYQQos0kyCyEEEIIIYQQQgghhBCizdo1yKwoylhFUQ4o\ninJQUZQFTVyPURRlj6IohYqi5CqK4tVaX0VR7lAUZbOiKP+8+rNne95DfVcqL3Hyr7uxnK35paYU\nQgghhBBCCCGEEEKITq3dgsyKouiAlcDDgDswRVEU90bNjgAhqqp6Ai8Df7uBvguALaqqDga2XD3+\nRVTmHudS8XnObTj8s4xXXFzMsGHDfpaxfkkuLi6cPn36pvsVFxeTlpamHaemppKQkNBk24CAgDav\n7+eSkZHBvn37fvF5//WvfzF8+HAMBgMeHh6sWrVKuxYTE4OrqyvDhg0jPj6ey5cvNznGG2+8wX33\n3YeiKG3aKyGEEEIIIYQQQgghblR7ZjIbgYOqqh5WVfUS8BEwoX4DVVVzVVWtuHq4A+h3A30nAO9e\n/fwuMLEd7+Hfa71cS+U3x0GFiz+c4dKxyl9i2l+MxWJp9zkaB5lbkpub286raV1HBZn79u3L9u3b\nMZlM5OXlsXTpUo4fPw7UBZl/+OEHCgsLuXjxIm+99VaTYwQGBvL1118zcODAX3LpQgghhBBCCCGE\nEOJXqD2DzHcDJfWOS6+ea84TwMYb6NtHVdWyq59/BPr81IWeXX+Ik3/d0+K/H1fsQr10pa7D5VpO\n/XUPJ1btbrb92fWHbmhui8VCTEwMbm5uREZGUlVVxZYtW/D29sbT05P4+Hhqamr46quviIqK0vpl\nZmYSHh7O2rVree655wBYsWIF99xzDwCHDx9m9OjRQF3m8fz58/H09MRoNHLw4EEApk+fzuzZsxk5\nciTz58/nzJkzTJw4Eb1ej5+fH3v27AGgvLycMWPG4OHhwYwZM1BVFbg+EzspKYnExEQADh48yKhR\no/Dy8mL48OEcOnSIBQsWkJ2djcFgYPny5QCUlJQQGhrK4MGDWbRokTZW165dtfsMDQ0lMjKSoUOH\nEhMTo81fUFBAQEAAXl5eGI1GzGYz1dXVxMXF4enpibe3N9u2bQOuz5oODw8nMzNTm+uFF17Ay8sL\nPz8/Tpw4QW5uLuvWreP555/HYDBw6NAhkpOTcXd3R6/XEx0d3eyeJiYmMnXqVPz9/Rk8eDCrV68G\nQFVVEhIScHV1ZdSoUUyePJlPPvnkuv62trbY2dkBUFNTQ21trXbtkUceQVEUFEXBaDRSWlra5Bq8\nvb1xcXFpdo1CCCGEEEIIIYQQQvxcrDt6AQCKooRRF2S+/2b6qaqqKoqiNjPmTGAmQJ8+fbSA4jXd\nu3fHbDYDcOnSJa5caT6TV1VVaiuqod5M6uUrXLlQg2Lf9Fd46dIlbfzmVFZWcuDAAf785z+zatUq\n5syZwyuvvEJKSgrr1q1j8ODBzJw5k+XLlzNr1iyefPJJfvzxRxwdHXn//feZMGEC3t7evPLKK5jN\nZrZt20aPHj04cOAA27Ztw9/fH7PZjKqqdOnShdzcXNLS0khISGDt2rVcvnyZH3/8kU2bNqHT6Zg3\nbx7u7u6sWbOGf/zjH8TGxvLNN9/wwgsv4Ovry6effspXX33F22+/TWVlJZWVldTW1mr3WVNTQ01N\nDWazmejoaJ577jl+85vfUF1dTW1tLQsXLiQ5OZm1a9cC8MEHH5CXl8eOHTtwcHAgNDSU0NBQhg8f\nDoDZbKaqqorvvvuOvLw8+vbty+jRo9m8eTMjRozgP/7jP0hJSWHEiBGcP38ei8XCn//8ZywWC7m5\nuRQVFTFx4kR27dpFdXV1gz2xWCxUVVVhNpu5cOECXl5eLFiwgBdffJE33niD+fPn8/DDDzN27Fgm\nTqxLln/llVcoLCzEzs6Os2fPNru/NTU1mEwmtmzZQlVVFffffz8hISEUFBSwb98+8vLyOHnyJL6+\nvkydOrXJcUpLS4mKiuLw4cO8/PLLODk5NWh3+fJl3n33XZYtW9bi75mqqlRWVmpB65+qurr6umfp\ndlRZWfmruM9blexP5yV707nJ/nResjedl+xN5yb7I0TbyLMjRNvIs9Oy9gwyHwP61zvud/VcA4qi\n6IG3gIdVVS2/gb4nFEXpq6pqmaIofYGTTU2uqurfuFrj2cfHRw0NDW1wff/+/Tg5OQHgNNmtxRup\nLqqg/P19qFfqR5lBuQx3PeuNolNa7N+crl270r9/fy3jOC4ujpdffpl77rlHC7TOmDGDlStXsmDB\nAh5++GEyMzOJjIzk//7v/1i+fDlOTk5cvHgRgLKyMqZOncquXbvYuXMnY8eOxcnJCUVRmD59Ok5O\nTsTHx/PHP/4RJycnbGxsmDJlCj169AAgPz+fTz/9FCcnJ8LDw3nqqadQVZUdO3bw2Wef4eTkRFRU\nFD179tQyja2srLTv0c7OTqsR/OOPP/LYY4/Vfb9Xrzs4OGBtba0dd+nShTFjxmgZt5GRkXz33XeE\nhIRo/RwcHDAajQwdOhSAESNGcPLkSY4fP46zszPX9vXamAUFBcydOxcnJydGjBiBi4sLZWVldOnS\nBVtbW62dtbU1Dg4OODk5YWtrS1RUFIqi4O/vz+bNm7Xvx97eXuvj5eXF7NmzmThxIhMnTtS+g8bs\n7OyIiIjgzjvvBOCBBx5g3759FBQUEBsbS48ePejRowchISENxq/Pzc2N77//nuPHjzNx4kRiY2Pp\n0+ffSftPPvkkoaGhPPTQQy3+jimKQteuXZucoy26dOmCt7f3zzJWZ3Ytg150TrI/nZfsTecm+9N5\nyd50XrI3nZvsjxBtI8+OEG0jz07L2rNcRgEwWFGUQYqi2ALRwLr6DRRFGQB8BkxVVbXoBvuuAx6/\n+vlx4PN2vAcAzm89inqp9rrztVWXuZBf1kSPG6coDQPU1wK+TYmOjubjjz9m69at+Pj4aIHDgIAA\nUlJScHV1JSgoiOzsbLZv346fn1+T89T/7Ojo2Oa1W1tbNyjlUF1dfdNjNL7/xsdAgyxcnU7XpvrR\nLa3VxsZGm7el8Tds2MDTTz/Nrl278PX1bXEdN3Jf1+Tl5WEwGDAYDKxb1+ARwdnZmWHDhpGdna2d\nW7RoEadOneL111/Xzj300EMYDAZmzJjR7DxCCCGEEEIIIYQQQrSHdgsyq6pqARKATcB+4GNVVfcq\nijJbUZTZV5stBHoBf1EUxaQoys6W+l7tsxQYrSjKP4FRV4/bzeUTF5p9yZ96qZZzm4qprW77S/OO\nHj3K9u3bAUhLS8PHx4fi4mKtbvKaNWu0zN6QkBB27drF6tWrG9QEDgoKIikpieDgYK0OsZ2dHd27\nd9fapKenaz/9/f2bXEtQUBAffPABUPfXmd69e9OtWzeCg4O1F/Zt3LiRioq6dzX26dOHkydPUl5e\nTk1NDV988QVQl1Xcr18/MjIygLryEVVVVdeVfADYvHkzZ86c4eLFi2RkZBAYGHhD35urqytlZWUU\nFBQAdaU1LBZLg3soKiri6NGjuLq64uLigslkora2lpKSEvLz81udo/56r/ULCwtj2bJlnDt3jsrK\n5l/++Pnnn1NdXU15eTmZmZn4+voSHBxMeno6V65coaysTAscjxw5EpPJhMlkYvz48ZSWlmrZ6RUV\nFeTk5ODq6grAW2+9xaZNm/jwww+xsvr347tp0yZMJlOzLwIUQgghhBBCCCGEEKK9tGtNZlVVvwS+\nbHRuVb3PM4AmUy+b6nv1fDnw4M+70uad31YCV67PYtbWc0Xl/NYSejwyqE3ju7q6snLlSuLj43F3\ndyc5ORk/Pz+ioqKwWCz4+voye3ZdTF6n0xEeHk5qairvvvuuNkZQUBAlJSUEBwej0+no37+/Vl7i\nmoqKCvR6PXZ2dnz44YdNriUxMZH4+Hj0ej0ODg7aHC+99BJTpkzBw8ODgIAABgwYANRlAC9cuBCj\n0cjdd9/dYM41a9Ywa9YsFi5ciI2NDWvXrkWv16PT6fDy8mL69On07NkTo9HI5MmTKS0tJTY2Fh8f\nnxv63mxtbUlPT2fu3LlcvHgRe3t7vv76a+bMmcNTTz2Fp6cn1tbWpKamYmdnR2BgIIMGDcLd3R03\nNzetHElLoqOjefLJJ0lOTuajjz7iiSee4Ny5c6iqyjPPPNNi1rlerycsLIzTp0/z4osv4uzsTERE\nBFu3bsXd3Z0BAwbg6+vbZN/9+/fzn//5nyiKgqqqzJs3D09PTwBmz57NwIEDtT8UTJo0iYULF143\nRnJyMq+++io//vgjer2eRx55RALQQgghhBBCCCGEEKJdKKra5Hvzbis+Pj7qzp07G5zbv38/bm4t\n12IG+PF/v8XyY1WLbWycu9Lnmc5Xp9ZsNuPk5ISLiws7d+6kd+/eHb2kX4XExES6du3KvHnzWmwX\nExNDREQEkZGRv9DKfrobfW5udVJnqXOT/em8ZG86N9mfzkv2pvOSvencZH+EaBt5doRom1/rs6Mo\nyreqqraaFdqumcy3g7ueHdHRSxBCCCGEEEIIIYQQQohOS4LMvwLFxcUdvYTbUkpKCitWrGhwLjAw\nkJUrV95Q/1WrVmkvbxRCCCGEEEIIIYQQ4lYlQWYh2iguLo64uLiOXoYQQgghhBBCCCGEEB3KqqMX\nIIQQQgghhBBCCCGEEOLWJUFmIYQQQgghhBBCCCGEEG0mQWYhhBBCCCGEEEIIIYQQbSZB5htw5MgR\nli9fzpEjR7TjpKQkcnNzqa2t7eDVCSGEEEIIIYQQQgghRMeRIHMrjhw5QlpaGufOnSMtLY2cnBzS\n0tKorKxk27Zt/O1vf6O8vLxNYxcXFzNs2LCfecXtz8XFhdOnT990v+LiYtLS0rTj1NRUEhISmmwb\nEBDQ5vX9XDIyMti3b98vPu+//vUvhg8fjsFgwMPDg1WrVmnXYmJicHV1ZdiwYcTHx3P58uUmx3jj\njTe47777UBTlur3KzMzUxg4JCWnXexFCCCGEEEIIIYQQtz8JMrciIyNDC+RdvnyZf/zjHw2OT5w4\nwdq1aztyiT8Li8XS7nM0DjK3JDc3t51X07qOCjL37duX7du3YzKZyMvLY+nSpRw/fhyoCzL/8MMP\nFBYWcvHiRd56660mxwgMDOTrr79m4MCBDc6fPXuWOXPmsG7dOvbu3Xtb/O4KIYQQQgghhBBCiI4l\nQWZg48aNpKSkNPmvS5cuKIqita2fOaooCtbW1lhZWV3Xb+PGjTc0t8ViISYmBjc3NyIjI6mqqmLL\nli14e3vj6elJfHw8NTU1fPXVV0RFRWn9MjMzCQ8PZ+3atTz33HMArFixgnvuuQeAw4cPM3r0aKAu\n83j+/Pl4enpiNBo5ePAgANOnT2f27NmMHDmS+fPnc+bMGSZOnIher8fPz489e/YAUF5ezpgxY/Dw\n8GDGjBmoqgpcn4mdlJREYmIiAAcPHmTUqFF4eXkxfPhwDh06xIIFC8jOzsZgMLB8+XIASkpKCA0N\nZfDgwSxatEgbq2vXrtp9hoaGEhkZydChQ4mJidHmLygoICAgAC8vL4xGI2azmerqauLi4vD09MTb\n25tt27YB12dNh4eHk5mZqc31wgsv4OXlhZ+fHydOnCA3N5d169bx/PPPYzAYOHToEMnJybi7u6PX\n64mOjm52TxMTE5k6dSr+/v4MHjyY1atXA6CqKgkJCbi6ujJq1CgmT57MJ598cl1/W1tb7OzsAKip\nqWlQkuWRRx5BURQURcFoNFJaWtrkGry9vXFxcbnufFpaGpMmTWLAgAEA3Hnnnc3ehxBCCCGEEEII\nIYQQN0KCzK3o0qUL3bt3bxBohroAs42NDX379sXGxqbN4x84cIA5c+awf/9+unXrxuuvv8706dNJ\nT0+nsLAQi8XCm2++yahRo8jLy+PChQsApKenEx0dTVBQENnZ2QBkZ2fTq1cvjh07RnZ2NoGBgdo8\n3bt3p7CwkISEBJ599lntfGlpKbm5ubz++uu89NJLeHt7s2fPHv77v/+badOmAbBo0SLuv/9+9u7d\nS0REBEePHm31vmJiYnj66afZvXs3ubm59O3bl6VLlxIUFITJZOJ3v/sdAPn5+Xz66afs2bOHtWvX\nsnPnzuvG+u677/jf//1f9u3bx+HDh/nmm2+4dOkSjz76KCtWrGD37t18/fXX2Nvbs3LlShRFobCw\nkA8//JDHH3+c6urqFtd64cIF/Pz82L17N8HBwaxevZqAgADGjx/Pa6+9hslk4t5772Xp0qV89913\n7Nmzp0EJi6bs2bOHrVu3sn37dhYvXszx48f5+9//zoEDB9i3bx/vvfce+fn5zfYvKSlBr9fTv39/\nfv/73+Ps7Nzg+uXLl1mzZg1jx45tcR2NFRUVUVFRQWhoKCNGjOC99967qf5CCCGEEEIIIYQQQjRm\n3dEL6AwefvjhZq9dq8l8LXv2GlVVUVWVS5cuERUVRa9evdo0d//+/bVgcGxsLC+//DKDBg1iyJAh\nADz++OOsXLmSZ599lrFjx7J+/XoiIyPZsGEDr776Kk5OTlRWVmI2mykpKeGxxx4jKyuL7OzsBgHI\nKVOmaD+vBXgBoqKi0Ol0AOTk5PDpp58C8MADD1BeXs758+fJysris88+A2DcuHH07NmzxXsym80c\nO3aMiIgIoC5Q35zRo0dr392kSZPIycnBx8enQRuj0Ui/fv0AMBgMFBcX0717d/r27Yuvry8A3bp1\n0+5h7ty5AAwdOpSBAwdSVFTU4nptbW0JDw8HYMSIEWzevLnJdnq9npiYGCZOnMjEiRNbHHPChAnY\n29tjb29PWFgY+fn5ZGVlMWXKFHQ6Hc7OzgQHBzfbv3///uzZs4fjx48zceJEIiMj6dOnj3Z9zpw5\nBAcHExQU1OI6GrNYLHz77bds2bKFixcv4u/vj5+fn/b7JoQQQgghhBBCCCHEzZJM5lZ8+umnDUpk\nWFv/Oy5/+fJlfvzxxxuuM9yUxhnSPXr0aLZtdHQ0H3/8MVu3bsXHxwcnJyeg7iV5KSkpuLq6apnN\n27dvx8/Pr8l56n92dHRs89qtra0blHJoLWO4KU1liDd2rXQEgE6na1P96JbWamNjo83b0vgbNmzg\n6aefZteuXfj6+ra4jhu5r2vy8vIwGAwYDAbWrVvX4JqzszPDhg3TstWhLrP81KlTvP7669q5hx56\nCIPBwIwZM5qdB6Bfv3489NBDODo60rt3b4KDg9m9e3eLfYQQQgghhBBCCCGEaIkEmVsREBCglcOw\nsbHhrrvualAew8bGRsuCbYujR4+yfft2oK5ero+PD8XFxVrd5DVr1hASEgJASEgIu3btYvXq1Q1q\nAgcFBZGUlERwcLBWh9jOzo7u3btrbdLT07Wf/v7+Ta4lKCiIDz74AKirhdy7d2+6detGcHCwFkjf\nuHEjFRUVAPTp04eTJ09SXl5OTU0NX3zxBQBOTk7069ePjIwMoK6ucFVVFU5OTpjN5gZzbt68mTNn\nznDx4kUyMjIalPhoiaurK2VlZRQUFAB12dMWi6XBPRQVFXH06FFcXV1xcXHBZDJRW1tLSUlJi6Uq\nrqm/3mv9wsLCWLZsGefOnaOysrLZvp9//jnV1dWUl5eTmZmJr68vwcHBpKenc+XKFcrKyrTA8ciR\nIzGZTJhMJsaPH09paSkXL14EoKKigpycHFxdXQF466232LRpEx9++CFWVv9+fDdt2oTJZGr2RYDX\nTJgwgZycHCwWC1VVVeTl5eHm5tbqdyGEEEIIIYQQQgghRHMkyNwKPz8/evXqhaIo9OrVi7i4OK28\ng42NDY899hiDBg1q8/iurq6sXLkSNzc3Kioq+N3vfkdKSgpRUVF4enpiZWXF7Nmzgbos2/DwcDZu\n3NggsB0UFERJSQnBwcHodDr69+/P/fff32CeiooK9Ho9K1as0F6611hiYiLffvster2eBQsW8O67\n7wLw0ksvkZWVhYeHB5999pn20jgbGxsWLlyI0Whk9OjRDB06VBtrzZo1JCcno9frCQgI4Mcff0Sv\n16PT6fDy8tLWYDQamTx5Mnq9nsmTJ19XKqM5tra2pKenM3fuXLy8vBg9ejTV1dXMmTOH2tpaPD09\nefTRR0lNTcXOzo7AwEAGDRqEu7s7zzzzDMOHD291jujoaF577TW8vb355z//SWxsrPZCwWeeeabF\nrHO9Xk9YWBh+fn68+OKLODs7ExERweDBg3F3d2fatGlaqY/G9u/fz8iRI/Hy8iIkJIR58+bh6ekJ\nwOzZszlx4gT+/v4YDAYWL17c5BjJycn069eP0tJS9Hq9luHs5ubG2LFj0ev1GI1GZsyY0eDljUII\nIYQQQgghhBBC3Cylca3h25GPj4/a+IVy+/fvv+EMzvLyctauXavVXi4vLyctLY3w8PCfFGBub2az\nGScnJ1xcXNi5cye9e/fu6CX9KiQmJtK1a1fmzZvXYruYmBgiIiKIjIz8hVb2093Mc3Mry8zMJDQ0\ntKOXIZoh+9N5yd50brI/nZfsTecle9O5yf4I0Tby7AjRNr/WZ0dRlG9VVW01K7RdM5kVRRmrKMoB\nRVEOKoqyoInrQxVF2a4oSo2iKPPqnXdVFMVU7995RVGevXotUVGUY/WuPdKe9wDQq1cvZs+erWUw\n9+rVi7lz53bqALMQQgghhBBCCCGEEEL8Eqxbb9I2iqLogJXAaKAUKFAUZZ2qqvvqNTsDPANMrN9X\nVdUDgKHeOMeAv9drslxV1aT2Wvvtpri4uKOXcFtKSUlhxYoVDc4FBgaycuXKG+q/atUq7eWNQggh\nhBBCCCGEEELcqtotyAwYgYOqqh4GUBTlI2ACoAWZVVU9CZxUFGVcC+M8CBxSVfVf7bhWIW5aXFw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FxcGDp0KHFxcVy+fLnVsRYsWICNjU1nhyyEEEIIIYQQQggh7mGyydwGf/se2JlrWrxuoSg8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\nkiRJkiRpYjaZJUmSJEmSJEkT+390Yu+m06t1OQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd471b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ex_search_perfomance_memory(descriptor_names, 'mAP', 10, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for perfomance_name in perfomance_names:\n",
    "    plot_ex_search_perfomance_memory(descriptor_names, perfomance_name, 9, save_to_file=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### There are too many types of descriptors(constructed  as bovws). Lets retain only the most interesting considering plots above"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "K_arr = [2 ** i for i in [4,5,6,7,8]]\n",
    "m_arr = [m for m in [1, 2, 4, 8, 16]]\n",
    "pq_params_arr = [{'n_clusters': K, 'n_quantizers': m} for K in K_arr for m in m_arr]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "descriptor_names=['histograms', 'glcms','lbphistograms']\n",
    "descriptor_names+=ds_helper.bovw_descriptors_names('bovwbincounts',pq_params_arr)\n",
    "descriptor_names+=ds_helper.bovw_descriptors_names('bovwproductbincounts',pq_params_arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plot_ex_search_perfomance_memory(descriptor_names, 'precision', 9, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for perfomance_name in perfomance_names:\n",
    "    plot_ex_search_perfomance_memory(descriptor_names, perfomance_name, 9, save_to_file=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "choosen_bovwproductbincounts_pq_params= [{'n_clusters': K, 'n_quantizers': m} for K,m in [(64,4),(128,1),(16,1)]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'n_clusters': 64, 'n_quantizers': 4},\n",
       " {'n_clusters': 128, 'n_quantizers': 1},\n",
       " {'n_clusters': 16, 'n_quantizers': 1}]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "choosen_bovwproductbincounts_pq_params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
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 },
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