Lab 7 - Feature-rich.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "129682e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ceb707d2",
   "metadata": {},
   "source": [
    "# \"Simple\" Community Detection (CD)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1caf9ad",
   "metadata": {},
   "source": [
    "<h3>CD on the LFR Benchmark</h3>\n",
    "<p>The <strong>LFR benchmark</strong> is a method for generating synthetic networks with a predefined community structure, used to evaluate community detection algorithms.</p>\n",
    "\n",
    "<p>In this benchmark, the <strong>\"mu\"</strong> parameter (mixing parameter) controls the ratio of edges a node has with nodes outside its community versus within its community:</p>\n",
    "\n",
    "<ul>\n",
    "  <li><strong>Low \"mu\"</strong> (closer to 0): most edges are within the node's own community, making communities more distinct.</li>\n",
    "  <li><strong>High \"mu\"</strong> (closer to 1): more edges are between communities, making them less distinct.</li>\n",
    "</ul>\n",
    "\n",
    "<p>Thus, \"mu\" determines the clarity of community boundaries in the generated network.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e6f86ee5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from cdlib.benchmark import LFR\n",
    "\n",
    "n = 500\n",
    "tau1 = 3\n",
    "tau2 = 2\n",
    "mu = 0.1\n",
    "\n",
    "G, GT_coms = LFR(n, tau1, tau2, mu, average_degree=5, min_community=25)\n",
    "\n",
    "G.remove_edges_from(nx.selfloop_edges(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bc8e732c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "58b6da70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCCGEEEIIIXoYCfaFEEIIIYQQQogeRoJ9IYQQQgghhBCih5FgXwghhBBCCCGE6GEk2BdCCOFiVTVqrCpWVevqoQjRo8h3SwghxOPm0dUDEEII0fWyq62cKawjvcKCBihAgtnI2DAvon0NXT08Ibot+W4JIYToKoqmaTLFLIQQT7HzRXXszalBB6j33e78+5wYH5JCvLpmcEJ0Y/LdEkII0ZUkjV8IIZ5i2dVW9ubUAI2Dkfv/vie7hpxq62MdlxDdnXy3hBBCdDUJ9oUQ4illVTVOFNSitHKcDjhTWPc4hiREj3GmsK7VH1ny3RJCCNGZZM++EEI8ZZx7iNMqLG4drwJpFRasqoZB19rUgBDCqmquPfotke+WEEKIziTBvhBCPEXu30PcFhpgsUtAIoQ7LHat1UDfSb5bQgghOouk8QshxFOipT3ErVEAo16CESHcYdQrrW6PcZLvlhBCiM4iwb4QQjwl3NlD3Bwd0N9slJVHIdxk0CkkmI1u7dmX75YQQojOIsG+EEI8BZx7iNu6og+OLIAxYdIeTIi2GBPm1er3Tb5bQgghOpME+0II8RRoyx5iJ01VAY05MT5E+xo6Y1jiMbOqGjVWFava1qtBtFWMr4E5MT6gafe+Sz9x/viS75YQQojOJAX6hBDiKeDcQ+xuiKcApqpCDLmpjBixvBNHJh4HZwcGZ4V4BUgwGxkb5iXBZidKCvHi2O4d1IXHYw+OAUVxvfdj5L0XQgjRySTYF0KIp4BzD/HNVlL5FSDOz8CSOH9y7lTx+aGrZGSMoF+/fo9rqKKD3d+BwTnZowE3KyykVViYE+NDUoikkneGyspKSjKuEVVXjqnoBsuefxGjXpE9+kIIIR4LSeMXQoinhDt7iDVgQoQ3Bp1CbGwsvXr14tixY49jeKITtNSBwfn3Pdk15FRbH+u4nhbp6ekoioJOp8PXy4SPQSeBvhBCiMdGgn0hhHhKuPYQ08w//pqGpmmM9q53pRYrikJycjK3b98mJyfn8Q5WdAh3OjDo7h0nOl56ejoxMTHU19fj7e3d1cMRQgjxlJFgXwghniJJIV6sTjCTYDa6+oArQP8AI8E3j3N519fU1f0U+CUmJhIcHCyr+92Qux0YVCCtwiJF+zqYzWYjMzOThIQEamtrJdgXQgjx2EmwL4QQT5loXwNL4/z55fBg/nxIEL8cHsyyODMvzpmGxWJhx44daJoj8HOu7qemplJUVNTFIxdt0ZYODNq940XHuX37NlarlX79+lFXVyfBvhBCiMdOgn0hhHhKGXRKoz3EZrOZhQsXcu3aNVJSUlzHDRs2DH9/f1nd72acHRjcodw7XnSc9PR0zGYzfn5+aJomwb4QQojHToJ9IYQQLoMHD2bEiBHs2rWL0tJSAPR6PRMmTODy5ctUVFR08QiFu5wdGNzZs9/fbJTCcR1I0zTS09NJSEhwbYuRYF8IIcTjJsG+EEKIRubOnYuvry9btmzBbrcDMHLkSDw9PTlx4kQXj060hTsdGNR7x4mOU1JSQllZmWu/PoCPj08Xj0oIIcTTRoJ9IYQQjXh6erJs2TLu3r3LoUOHADAajYwdO5bz58+7ghfx5GuxA4PqmAaYE+Pj6sAgOkZaWhoeHh707duXmhpH60NZ2RdCCPG4SbAvhBCiiejoaKZNm8aRI0e4c+cOAGPHjgXg1KlTXTk00UYP68BA0R365F8iKURW9Ttaeno6ffv2xWAwuCbHTCZTF49KCCHE00aCfSGEEM2aNGkSvXv3ZuvWra4+4SNHjuT06dNYLJauHp5og+Y6MMwIhrTTR8jNze3q4fUo9fX1ZGVlkZCQAOBqu6fTyU8uIYQQj5f8l0cIIUSzdDodS5cupb6+3tWOb8KECVgsFs6dO9fVwxPtcH8HhlGjRhEeHs7u3btdrRbFo8vMzERV1SbBvhBCCPG4SbAvhBDioQICAli4cCFXr17l0qVLmM1mhg0bxokTJ1zF+0T3pNPpmDt3Ljk5OVy6dKmrh9NjpKenExoaSkBAACDBvhBCiK4jwb4QQogWDRkyhOHDh7va8U2cOJGqqioJEHuA2NhYBg8ezL59+2hoaOjq4XR797fcc5JgXwghRFeRYF8IIUSr5s2bh4+PD1u2bCEoKIjExESOHTuGqrbW2E086WbNmkV9fT2HDx/u6qF0e3fv3qWmpob+/fu7bpNgXwjRXlZVo8aqYlVlq5VoHwn2hRBCtOr+dnyHDx8mOTmZkpISbty40dVDE4/IbDYzadIkTp48SUlJSVcPp1tLT0/HZDIRExPjuk2CfSFEW2VXW9mSWcnvUkp490opv0spYUtmJTnV1q4emuhmJNgXQgjhlujoaKZOncqRI0dQVZXY2FiOHj0qxd16gIkTJ+Lv78+ePXu6eijdWnp6OvHx8a7K+85VOU9vny4emRCiuzhfVMf69ApuVlhw/tdVA25WWFiXXsGF4rquHJ7oZiTYF0II4bbJkycTHR3Nli1bGDNmDHfv3uX27dtdPSzxiAwGA7NnzyY9PZ20tLSuHk63VF1dzd27d0lISGi0Kqeb8TJHTfGyKieEaFV2tZW9OTUAPLhJzvn3Pdk18m+JcJsE+0IIIdym0+lYtmwZ9fX1XL9+nYiICI4ePdrVwxIdIDExkb59+7Jnzx5sNltXD6fbSU9PB6AuJLbJqhwosionhGjVmcK6VoMz3b3jhHCHBPtCCCHaJCAggAULFnDlyhViYmLIzMzk7t27XT0s8YgURWHu3LmUlZVx6tSprh5Ot5Oenk74gGEcLHSsuMmqnBCiLayqRnqFpcm/HQ9SgbQKixTtE26RYF8IIUSbDR06lGHDhnHx4kXMZjPHjh3r6iGJDhAWFsaYMWM4fPgwVVVVXT2cbsNut5ORkYEubrisygkh2sVi13A3fNfuHS9EayTYF0II0S7OdnyKonDt2jVKSkqkTVAPMG3aNDw8PPjxxx+7eijdRlZWFhabnTKDn6zKCSHaxahXUNw8Vrl3vBCtkWBfCCFEu5hMJpYtW0Z5eTnGsBg2phZLm6AewMvLi+nTp5OSkkJ2dvZjf/7uNmFkVTWupmfiExSK5uZPdVmVE0I8yG5pwLMiH01tecpQB/Q3GzHoJNgXrVM06ZkkhBDiEWw8folbpkjQNBTdT3PIOhyrmHNifEgK8eqy8Ym2U1WVjz76CEVReOutt1CUzv9RmV1t5UxhHen3CtspQILZyNgwL6J9DZ3+/G314HjRNHDzfVKAXw4Plh/rQrSTVdWw2DWMeqVHfI9KS0vZsGEDVR4+MHYBtDJxuDrB/ET+uyiePB5dPQAhhBDdV3a1ldteUY6fJQ8EOvcXJAs1ecgPk25Ep9Mxb948Pv30Uy5cuMDIkSM79fnOF9WxN6cGHTTpK51WYXniJoyaG6+7gb4OxyRGTwhQhHjcutukoDvu3LnDV199hZeXF28uX0g2PuzJrnFNmDvdP4HeXV+rePwk2BdCCNFuzjZBLSUdOguSyY+T7qV3794MHTqUH3/8kUGDBmEymTrledztK/2kTBi1NF53qMCYsCdn4kKI7qK7TQq648KFC+zYsYPevXvzwgsv4OXlRQgQavLgTGEdaQ9MaozpxpMaomtIsC+EEKJdnG2CWtsLdn9BMlnN7F5mzpxJamoqhw4dYs6cOZ3yHI97wuhR03/dGS/QJK1fVuU6Vk9L4xYtc3dS0NdDR6z/k585o6oqP/74I8ePH2fkyJHMnz8fvV7vuj/a10C0r0Guc/HIJNgXQgjRLu1pEyQ/VroXf39/Jk+ezMGDBxk5ciShoaEdev7HOWHUEem/7o7X5V7A/zSvynV0sNIT07hF69ydZPvmVtUTf01YLBa2bNnCjRs3mD17NuPHj39oXRSDToJ88Wgk2BdCCNEuzjZB7gQ+0iao+5owYQIXLlxgz549rFq1qkOL9bV1wmjrth1EhQQSFhZGWFgYZrPZrfG0J/23uSC1LeNFURhYlMLMZ555KlflOiMo74lp3KJ1bZ1ke5KviYqKCjZs2EBZWRkvvfQS/fv37+ohiR5Ogn0hhBDtYtApJJiN3KywtJqCLQXJui8PDw/mzJnDxo0buXHjBomJiR127rZMGKFpVJYWk3H9ChaLxfF4o9EV+IeFhREeHk5YWBje3t6uh7W1JkBLQWq4t4fb49U0lbhekfgYnr4ux50RlHe32g6i47Rpku2eJ/GayM3NZePGjej1el5//XXCw8O7ekjiKSDBvhBCiHYbE+ZFWoWlxWOkIFn3179/f+Lj49mzZw/9+vXDw6Njfj60acIowJOlr7+GpmlUVFRQWFjo+pObm8vFixdR7/Wn9vHxITw8nNDQUO6GD0LBC62FVlbOmgCFdbZWg1R3xqugYc/LJHbK4Da9Hz1BZwXlUgz06dWmScEHPCnXxJUrV/juu++IiIhgxYoV+Pj4dOl4xNNDgn0hhBDtFuNrYE5M822CUFXQ6aQgWQ+gKApz587lD3/4A8ePH2fKlCkddu62ThgpikJAQAABAQGNUmDtdjulpaWNJgHSMjKpCRvZaqq/CtyosHDj3jhaClJnR/u0Ol5NA6/CTPz8xrd4XE/UGUG5FAN9ujknBdtUL+Oerr4mNE3j0KFDHDp0iKFDh/Lss8922GSpEO6Qq00IIcQjSQrxaqZNkIYtP5NJMQEkhYR09RBFBwgJCWHcuHEcPXqUESNG4O/v3yHnbWnCqC0V7PV6PaGhoYSGhjJ4sGNFvcaq8u6V0g4Zp3M8d6qsjvFmVTuiep2u0f0q4JN1keiApy+bpbOCcikGKsaEeZFW3tCow4W7uuqasFqtbNu2jStXrvDMM88wefLkDq15IoQ7nr6NZEIIITpctK+BpXH+/HJ4MH8+JIhfDg8htjyDq0f3o2ntSb4UT6IpU6ZgNBr54YcfOvS8SSFerE4wk2A2OgJoftorvzrB3O4CW870X3e4c506g9SBZgPKmZ3oS3ObjPfFvt6UXTpBTExMu8bcnbUnKHdHWz5HKQbaMzXk38F66RBoWpuDl664Jqqrq1m7di2pqak8//zzTJkyRQJ90SUk2BdCCNFhDDoFH4MOg05h8uTJFBUVcePGja4eluggJpOJGTNmcOXKFe7cudOh53ZOGHkcWs+oqlR+OTyYpXH+j7QFxJn+29qPHQXc/iGuAZl3sqnPv4PvzZMMyDl5b4LLMV7KCtA07akM9jsrKHd+jkorUwk6oL8UA+1xqqqq2Lp1K3GGBlY9MClIK5N0XXFN5Ofn89FHH1FRUcFrr73GoEGDHttzC/EgCfaFEEJ0it69e9OnTx+OHDkiq/s9yIgRI4iKimL37t2oqopV1aixOv63IzTU1uDvaeiwH+djwrxa7c3dlpErQMaN65jNZurr6/H38XZNcAFkZ2fj6elJWFhYe4fcbbk7udKeACzB2NBaXIeKJsVAexhVVdmyZQt6vZ4lS5YQ42dkaZw/Xsc3wYXWM4wed4HYGzdu8Mknn+Dt7c1bb71FVFTUY3tuIZojwb4QQohOM3nyZO7evcutW7e6eiiigyiKwrx58yiwKHx6MZvfpZTw7pVSfpdSwpbMSnKqre0+t81mw2azYTKZOmy8zpoAAGiNw35nqDknxof+bgapCWYDaanXSUxMpKamBl9f30bHZGdnExMT89Sm7LozudLWAKyyspIfN6/HdOs80PTHqwKgaSjXT2Co6bgaDaLrHTlyhDt37rBs2TJXBfuqqioqy0pR82+RHKQ4VvfVxled8xrpjAKxzU1waprGsWPH2LhxI/369eO1117rsLomQjwKCfaFEEJ0mri4OCIjIzly5EhXD0V0oELPYIzJSynSvJq0qFuXXsGF4rp2nbe+vh6gQ4N9+KkmgKmy0JX2q2kqQbYqV00Ad4PUPloV1dXVxMfHY7fbGwX7qqq6gv2nVaPJlQ4IwOrr61m/fj2apvH6rAmu2g7OqRQFR5bAc71NBFbns3btWvLy8jrktYiudfv2bQ4dOsTUqVOJjY0FHBM/a9euRdM0Ro4cyeTYEHyvHcS3rqTRNfGo9T6ak11tZUtmZZMJzjuVDWzbto19+/YxadIknn/+eYxGY4c9rxCPQqrxCyGE6DSK4ti7v2nTpqc+COopXH3UFaVJZexH6aMOnRfsg6MmABf3MXLIUJKnPsOO77ZSVlxE9Jg/AVruCuDs8T0nxofCc+fw9fXFbDYD4Ofn5zquqKiIhoYGevfu3eHj706SQrwIMiisP5aCLiIOFMUVgI0J83L7urDZbGzcuJHKykpef/11/P398cfxWVpVDYtdw6hXXNsBol95hXXr1vH555+zevVqevXq1XkvUnSqmpoavvnmG/r06cPkyZMBqKio4PPPP8dms2EwGPDz86OsrIySjGs8lzSI/gODm1wTHeV8UR17cxz/Ntw/wZleYSGtvAF7hZ0lS5YwfPjwDn1eIR6VrOwLIYToVImJiYSGhsrqfg/h7KPeEmcf9bbqzGDfarVSUVFBWEgwPgYdw4cMpqCggKKiItcxzgyAXj4ejepMaECMjwchnnquX7/OgAEDqKmpAWi0sp+VlYVOp5MgEzDUlGI9s5sVoQ2NChi6G+irqsrWrVvJzc3lpZdeIjQ0tPH57ysG6mQymXj55ZcJDQ3l888/Jysrq0Nfk3g8NE1j69atqKrKsmXL0Ol0lJeX89lnn2G323n11VdRVRUPDw9u3LiBXq+nX79+zV4THcE1wQlNsn80AEVBP3QywfFSiE88eSTYF0II0akURWHSpEmkp6eTn5/f1cMRj8DZR92ddHdnH/W26Mxgv6SkBICQkBAA+vXrh6enJ5cvXwZ+2oebV2sju8bWpMp3bo2N9TcrqAqIZtCgQVRXVwONg/3s7GwiIiIwGDp2j3B3lJeXh6Io9IoIb3MApmkau3fv5vr16yxfvrxNmRKenp6sXr2aqKgo1q1bx+3bt9sxetGVjh07RkZGBsuWLXOt3n/22WcoisKrr75KQEAANpsNvV5PamoqcXFxeHp6dtp43JvgVNo1wSlEZ5NgXwghRKcbMmQIgYGBsrrfzXVWH3Wnzgz2i4uLgZ+CfQ8PDwYOHEhKVgHfZFa49uH+mOtYwVN0jX8iOSY4FAzDpqIP6UVVVRVGo7HR3lzZqvKTvLw8QkND2zXxcfToUc6cOcOCBQtITExs8+ONRiMrV64kJiaG9evXk5GR0eZziK6RnZ3N/v37mTRpEvHx8ZSWlvLZZ5+h1+tZs2YNAQEBqPdqQaiqSlZWFgMGDOi08XT2BKcQnU2CfSGEEJ1Op9ORnJzMtWvXXEGX6H46q4+6U319PYqidEpxq+LiYnx9fRtNJHj1H0n9sJncrLC0of2exvniBqqrqxut6ldVVVFeXv7U79d3ysvLIzIyss2Pu3DhAvv372fq1KmMGjWq3c9vMBh46aWX6Nu3Lxs2bCA9Pb3d5xKPR11dHZs3byY6OppnnnmGkpISPvvsMwwGA2vWrHHVybDZbAAUFhaiaVqnBvudPcEpRGeTYF8IIcRjMXz4cPz8/Dh27FhXD0W0U2f2UQdHsG8ymTqlbV1xcbFrVR8c+3DP13uhKAqa21MYgKIjrcJCZU1tk/36gKzsA3a7nYKCAiIiItr0uLS0NLZv387IkSOZOnXqI4/Dw8ODF154gX79+rFx40ZSU1Mf+Zyic2iaxnfffYfVamX58uWuFX1PT0/WrFnTqI1dg9UGnl7kFRQSHR3dpP1lR44p986tJlt6HqY9E5xCdDYJ9oUQQjwWHh4eTJgwgUuXLlFeXt7VwxHt1Bl91J3q6uo6pzifqlFYXkVg8E/Bvjv7cB9GA6rq6htV4s/KyiIwMLDRbU+r4uJi7HZ7m1b2c3Jy+Prrr+nfvz8LFizosAkfDw8Pnn/+eRITE/n666+5evVqh5xXdKxTp05x48YNFi9eTENDA5999hne3t6sWbPG9Z1ytr77Q3odnnNepzhpIeqw6eRUWzt0LFarlfPnz/OHP/yBDevX4VGa26SN5IPaO8EpRGeTYF8IIcRjM2rUKDw9PTl+/HhXD0W00/191Jv8iNBU0DSeCTe0ue0e/LSy31Hu74tdOWoR16LGsiWzktuVFrf24T6MAtRWVuDj4/PTc8l+fRdnn3t3V/aLi4v58ssviYyMZPny5eh0HfvzVK/Xs3z5cgYPHsw333zDpUuXOvT84tHk5ubyww8/MH78eAICAli7di2+vr688sorrlX780V1rE+vaLTlRlF0lHr4sS69ggvFDy+O5yy+2dp++qqqKvbv38/vf/97tm/fTlBQEM899xym/PQmbUYf1N4JTiE6m0dXD0AIIcTTw2g0Mn78eA4fPsyUKVM6Lf1SdK6kEC9CTR6cKawj7d6PbwXo66sn88A27oYFwNKlbT5vQ0NDhwX7zfXFRlG4WWEhrcLS7vPqcPSLT6+scK04WiwW8vPzGTly5KMOu0fIy8sjODjYrQrpVVVVrFu3Dh8fH1566aVO62Sg0+lYsmQJer2erVu3YrfbSUpK6pTnEu6rr69n8+bNREREMGTIENauXYvZbObll1/G29sbcKP1HbAnu4ZQk0ejScbsaitnCutIv+/fqASzkbFhXo2Oy8vL4+TJk1y5cgW9Xk9SUhJjx47Fbrezfv16ACYGahwvV9A9MAbn3+fE+LRrglOIzibBvhBCiMdq7NixHD9+nBMnTjBr1qyuHo5op2hfx+q9VdWw2DWMegWDTuFibRLfffcdQ4YMISEhoU3nrK+vx8vr0VfHWgoO2ruaf//jRwYbuVRX55qsys3NRdM0Kc53j7vF+err61m/fj2qqrJ69eoO+exbotPpePbZZ9Hr9Wzbtg273c7o0aM79TnFw2maxvbt26mrq2POnDmsW7eOoKCgJteCc8tNS99d3b3jnAF3c5N9Grgm+2b18sanNIuTJ09y584dzGYzM2bMYOTIkZhMJm7fvs1XX32F2Wxm5cqV+Pv7E3dv8iDtgcmDMQ9MHgjxJJFgXwghxGNlMpkYM2YMp0+fZtKkSZ3+A190LoNOabRPdfjw4Vy9epUdO3bwzjvvtGmlvq6urlEhrgc9OLHwMO4EB22mqaDomBPjg1lztAh0BvtZWVmYTCZCQ0M78hm7JVVVyc/Pb7Vlns1m46uvvqKiooLXXnvNVWm9symKwoIFC9Dr9ezcuRO73c64ceMey3OLxs6dO8e1a9eYMWMG3377LSEhIaxevbrRvxnO1netlci7v/Vdfq2t1cm+H3JqsBw7RLSPwVXTwbl95OrVq2zdupXevXvz4osvujJUHjbBKcSTTIJ9IYQQj9348eM5efIkp06dYtq0aV09HNGBFEVh4cKF/Od//ic//PADixYtcvuxD9uz7246LrgfHLjH8WyaphKhNDArIYJoXwM5OSUAPxUOy84mOjq6U7oIdDclJSVYrdYWV/Y1TePbb78lOzubl19+mbCwsMc4Qsc1OnfuXDw8PNi9ezd2u52JEyc+1jE87fLz89m9ezcDBw7k6NGjhIWFsWrVqiZbP9rT+s69yT6NftOXsHJweKNbT5w4wd69exk2bJgrC+RBD05wCvEkkwJ9QgghHjsfHx9GjhzJqVOnaGho6OrhiA5mNpuZNWsW58+fJzMz0+3H3R/sO4tqnSlsWpjLmY7bXGGutgQHLpra9O+axkgvCw17PsGy80NWJIa4Jhaqq6sBx8q+qqpkZ2dLCv89zuJ8Dwv2NU1j9+7dXLt2jeXLl9OnT5/HOTwXRVGYOXMmkydP5ocffuDw4cNdMo6nkcViYfPmzZjNZm7evEl4eHizgT44Wtm5G1YrOOrouVV8U9GRbdG7ivY5r8u9e/eSnJzsqu8gRHcnwb4QQoguMXHiRCwWC+fOnevqoYhOMGrUKGJjY9m+fTsWS+sF8TRNo76+ngavAFcF/XevlPJjbsvpuHuyaxq13mprcLCinz9KUbarl7amqXhXF+F1ZT8TevlDQx0eOqXRdpPq6moURcHb25vCwkIsFotU4r8nLy+PwMDAh27fOH78OKdPn2b+/PkMHDjwMY+uMUVRmD59OtOmTePAgQMcOHAAzc2e6sJ991fD1zSNnTt3UlFRQWVlJb169XpooA+OVfQEs7HVgEXRNHxqivj4k0/anAlgs9nYvHmz67qcOXOmZOmIHkPS+IUQQnQJs9nM8OHDOXHiBGPHjsXDQ/6T1JMoisKiRYv4wx/+wI8//si8efNaPN5ms0HvgZzziETXhjT8BwtzOYODm62s7jmr6kcYVOpP7qDfgERu3r6Dh6ai8/PFZDK59vA+GABWVVXh6+uLoihkZ2ej0+no1auXmyPu2VoqzpeSksK+ffuYMmXKE1UYb+rUqXh4eLBv3z7sdjszZsyQYK8DNLf9JpRacnIKUVSV2NhYVqxY0WoHhjFhXqSVN7TY/k4F9NnXie4VxVXXs7VMAVRLPV9s+oq7d+/ywgsvtFprQojuRn5ZCSGE6DLJyclcvHiRCxcuMGbMmK4ejuhgQUFBzJgxgz179jB48OAWU90zS2vwGDoVUNpUWO/+wlzOfbRjwrxaba/n7ItdWOhIO7+dcZO43r3JzMykvNxGTEwMN27cAMBut2Oz2VwTUtXV1a7ifNnZ2URGRnZay7juRNM08vPzSU5ObnLfzZs32bZtG0lJSU9knY7k5GT0ej179uzBZrMxZ84cCfgfwcOq4ReoJgzJywjKv8aKWRMf+r1xtrO8e/cuN2/exGoz4TFsKmgaiu6ndX4Fx7ad2dE+jBq5DABrZqVbk319vOHzzz6lpqaGNWvWEB0d3QGvXIgniwT7QgghukxwcDCDBw/m2LFjjBw5UvZI9kBjx47l6tWrbNu2jZ/97GcP/XF/vtTqSKVvR4DlTMd1BvsxvgbmxPiwJ7sGVBXuCw5QVVAUZkU7+mKfu1HkOIemMWfOHP7whz9gt9vRNI3U1FQ8PT1paGigoqKC4OBgoHGwn5WV1eXp6E+KsrIyGhoamqzs5+bmsmnTJvr168fChQuf2CB6/Pjx6PV6du3ahd1uZ/78+a6xSgV297XU+tIZqJdFDqagAaINjQP7vLw88vLyKCpyfC91Op1jy4yXFyO0Agq9wrhT7/h3QgH6mz2btL5zb7JPI+vI9xhtNt544w3Xd1uInkaCfSGEEF1q0qRJvP/++1y+fJkRI0Z09XBEB3P2Nv/ggw84dOgQM2fObHKMVdW4U0+jFbu2UHDs1b9fUogXupoKdly5jT4qHnAEB708VW4d2Eb1sAEQNpW8vDwURWHMmDGEhYURFxdHZmYm1dXVlJWVERUVRU5ODuXl5Y2C/fDwcCorK6moqJD9+vc0V5yvpKSEL7/8kvDwcJ577jnX1ogn1ZgxY9Dr9Wzfvh273U7SM3M5U1TvVicI4eBONXxF0/j24k10lw5QXFyMpmno9XrCw8Pp06cP48ePJzIykn379pGfn89bb73lasu5/9BhLly6wl/8/J1mJ15ck31Z1Y4JxPuuOce4NLSrxwjQGnjpjTdcE3dC9EQS7AshhOhS4eHhDBgwgKNHjzJs2LAnPhgQbRcaGsrUqVM5cOAAAwcObLK/3WJ3b49tc5x775v70V+ZlY7u0lF+MXs0dnSuVdkDRQkcOnSIuLg4MjIy0DTN1Xpt6NChZN6+Q0WdBRWF/v37k5OTQ2lpKfHx8YAj2O/Xrx9ZWVkAUon/nry8PPz9/fHx8QEc79O6devw9vbmpZde6jZbHZxZRtsv3uRaegWKojTpBJFWYWFOjA9JIV4tneqp427rS01RqPYOYVBvR2AfFRVFaGhoo+yuQ4cOkZmZycsvv+wK9AHslgaM2FvMsAiqKcRybDd9piwkX/W8r2ZAHbnHdhMX5MNza9ZgNBof7QUL8YSTYF8IIUSXmzRpEh9//DGpqakMGjSoq4cjOsHEiRO5fv0627Zt4+233270o96xKt++gN+59745N2/epG/fvpgMjX/uTJ06lczMTL755hsqKiqIiorCz8+P7Gor6b59MC54G0XRodc07hjtKEHXKCgoABzp/s40/uzsbAIDA2VlEEeQl1NYQniUYyKnoaGB9evXY7fbWbNmDd7e3l08wrYJih+EhxqFY1d4Y/d3ggg1ecgK/33a1PpSUZgxZx4+hqYTvJmZmRw8eJCpU6cSFxfX6D6r1drqxNHhw4cJM2i8MiwKmwYNNpWzp05waP+PJCUlsXDhQplYFk8FucqFEEJ0uejoaPr27cuRI0ek9VUPpdfrefbZZykuLubIkSON7jPoFELUGjTV/dJ8mqqCpjEnxqfZYKu+vp7s7Gz69evX5D6dTseyZcuoqqoCYPjw4ZwvqmN9egW3quwoyr2fR4pCrtUDQ/IysjTHanVdXR2qqrqC/ad9VT+72upqlZg/cAZZCc/wTUYFn2/fS1lZGatWrSIgIKCrh9lmjlT0liefnJ0gxE/a0voSoKje1uS2yspKvvnmG+Lj45kyZUqT+1sL9rOzs8nMzGTKlCkoioIejYN7v+fQ/h+ZNm0aixYtkkBfPDXkShdCCPFEmDx5Mvn5+dy8ebOrhyI6SUREBJMmTeLIkSOulXLXffVFrRdu035Kpg5Rq7Ee20qEtbzZQ2/duoWmac0G+wA+Pj6uH/xFVt1DC4ppONoIVvYaQk61lerqagA8PT3Jz89/qvfrOydIbt6ftq0opFc0UBw3ntFLVxMeHt6VQ2wXZyp6a1NP93eCEA7O1pe4OWm78WYlF4p/mjCx2+1888036PV6li5d2mxQbrPZWgz2Dx06RFhYGAMHDsRqtfLVV19x/vx5nn32WaZOnfrEFogUojNIsC+EEOKJEBsbS3R0tKzu93BTpkwhJCSE7777DvW+lXxjTRn6nOuOIOGBz18B0DSsl4/QsOcTRhRd5PWRfQg1qGzbtg273d7kedLT0wkJCXnoqvK5c+ew2Ryripcq1VZXIzVN40xhnSsboLq6Gk3Tntpgv6WK6yiOCupna03kVFsf+9geVVtS0Z2dIISDpml45Ka6n8qPYzuE8zr58ccfycnJ4fnnn3fVfniQxWJ5aLCfk5NDxq3bjJs8jcrqGtauXcutW7dYuXIlSUlJbX05QnR7EuwLIYR4IiiKwuTJk8nOznYVPhM9jzOdPz8/n+PHj7tuz9X5Y48e2Gz7PQ3HvvwBXjZoqCMn647rPAUFBZw4caLx8ZpGRkaGq6Deg2w2G8ePHyckJITgsHCU8L6tBieKTkdahYWKKsfKfnFxMSaTidDQ0Da/Bz2Bs+J6S7prmntbUtGb6wTxtNI0jR9++IEL+7/HfvkwuBnyO6+T1NRUTpw4wcyZM1ucRHtYGn92tZVvMirwXPAz9lpD+UN6HcUxI5i/8rWHZvgI0dNJsC+EEOKJkZCQQHh4eJM93aJn6dWrFxMmTODgwYMUFxeTXW2lICjeEeQ/ZC/tmaJ6xsxeCDj6tt+8eZOoqCjGjx/PoUOHKCkpcR1bVFREZWXlQ3/gnz9/npqaGoxGIyERkU0mFx5GA27ezsLT05Pc3FxiYmKeypTgnp7m7kxFd2cyo/9DOkE8bTRNY9euXa6Jt4XD41kRb3brsc7r5Ntt2xk4cCDjx49v8fjmgn3HlpJyan1Df/o+KwpKWCy7ywyNtgoI8TSRYF8IIcQTQ1EUJk2aREZGBrm5uV09HNGJpk2bhtls5rvvvuP43cpWt27ogIulNvR6PXq9nq+++orbt2/zzDPP4Ofnx44dO1znuHnzJh4eHsTGxjY5j81m49ixYwwePJiysjLCggLdLyimqVy/nEJDQwOZmZkUFxezb98+rl69SllZ2VOz/eRpSHMfE+bl1mTGwzpBPE1UVeW7777j7NmzgKO7yogRIwj1cr/plwZ4+Zl59tlnW51AezDY/2lLiYLywGSh88q7f6uAEE8TCfaFEEI8UQYNGkRwcDBHjx7t6qGITmQwGFi8eDE5d/O4Va02+ZH+IOfqn8HkCK569+7Nl19+SX5+PgsXLuT27dtcuHABgIyMDGJjY/HwaBpspKSkUFlZyejRo6mrq0OzWbHnZbbaCUBTVYLtNST2TyAoKAgAPz8/Ll++zObNm/n3f/93/uVf/oXPP/+cH374gatXr1JaWtojJwCehjT3GF8Dc2Ice8YfvDKdzfge1gniaeIsqJeSkoJer2fw4MFMnz4daNt1omkqy5c8i8lkavXYB4P9M4V1zTRIbKy7bikR4lG5P+UmhBBCPAY6nY7k5GS2bdtGYWEhYWFhXT2kJ4JV1bDYNYx6pcekDffu3ZvYfv3Ja0MavbefP/U11SxdupTNmzezfv16XnnlFUaMGMHevXuJjY3lzp07zJo1q8nj7XY7R48eZdCgQa7ifEePHkUJisQQ0bflJ1cUvIsyqaurw9PTE51Ox+rVqzEYDNTU1JCXl8fdu3fJy8vjypUrrnoEJpOJyMhI15+oqCgCAwOf6PT/1q41Z5r7zVZS+XVAQjdOc08K8SLU5MGZwjrSnB0HNA2f2hKWjIh/6gN9q9XK119/TUZGBiaTiZCQEBYvXuy6tg06hXClnjy7scXJPE1VCVfqiY50r42lxa6iGU2u7SHpFRa0VqYV7t9S0l2vRyHaQ4J9IYQQT5xhw4Zx8OBBjh49yrJly7p6OF0qu9rKmcK6ez9oHSulCWYjY8O8un2wUVNTQ35uNtoA9afe9i1QAD+TJ2X3HvvSSy/xxRdfsG7dOlasWEF6ejpbt27Fbrc3u1//8uXLlJeXM3/+fDZv3uy6XVdRiGfGWRriR6MDtPsDcVVFUxRslw5Rb6+grs6xOhgZGelaXfTx8aFfv36NnvPBCYCrV6+6JgA8PT1dgX9nTwC0ZZKoLdfamDAv0iosLZ6vJ6S5R/saiPY1uN7HE0cOce7MaSIn/FWnPF93mdSzWCxs2LCB7Oxs/P39AVixYoXrO6GqKvv37yfreibG5KUtnktRFGYlRLT6nM7r0zrlJc4rOi6klBDr69HmLSVP8vsqREeTYF8IIcQTR6/Xk5yczO7du3nmmWcIDAzs6iF1ifNFdezNqXEEoPdu04CbFRbSKizMifEhKaT7BlPff/89imonUmdpdfVPQaO/2RPF7E8WUF5eTnh4OKtWreLzzz9n06ZNTJo0iT179uDj4+NKtXdSVZUjR44QHh7Oxo0bXW3/vLy88PLyouHOVfr4GvEaMIYb5Q2O4l6AT10JpRcOo68sptLbm4aGBhRFISEhocXX1tIEgPNPcxMA908CBAUFtXsCoK2TRG291pxp7nuyHC0I7//sdDgC/Z6U5m7QOYLvQYkDOHbkMFlZWfTt20o2SBt0p0m9+vp61q9fT0FBAeHh4ZSUlPDGG2+4WuXV1dWxZcsWMjIymDlzJqYYX/bm1KCpD2zXUVVQFGb28iLGz9jic95/fXJvYlADblU5VvXd+Z501y0lQjwKCfaFEEI8kZKSkjh8+DBHjx5l0aJFXT2cx66lPubOv+/JriHU5PHEBQPuuH79OlevXmXZsmWYogLZfKe2xeNVDSzp5wnx8wMcwT44gvXVq1fz2WefceLECTw8PGhoaKChoQGTyeRaKb1+5RKlpaUArsDA09MTTdMYPHgwR48eZe64JIKC/Kmpb+CTz7/AgMaiBfP544/54OFBXV0dVqujyFfv3u6lHN+vuQmA2traRhkA165dc1U0v38CwDkJ4M4EQFsD9/Zea0khXhzfu5PKgN4Q0dc1QZJgNjLmCQxSO0JkZCT+/v5cv369w4L97jSpV1NTw7p16ygvLyc+Pp60tDRWr17takFZWFjIV199RW1tLatWrXK1vyy9c5PTBbXoouLvbYdQ0YqzmT+oD8PDfVt8zpauTxSdI4G/mZad9+vuW0qEaC8J9oUQQjyRDAYD48eP5+DBg0ydOtWVKvq0cPYxb21P9JnCum4XVNXV1bFz5076jBhLmk9vbmbVOQJYZzG7+360O9+DgVopV88eI9vTE4CysjLXMT4+Przyyiv88Y9/xGZzVOz/9tBJjAkjXSulmhaFx+i5cOcytqJcdDodDQ0NvPTSS2zfvp3hw4e7sgF8TJ48t2gBH3/8MVeuXMFkMtHQ0ICm6MDTC6yWFvuAt4W3tzfx8fGuoAiaTgBcv3690QRAREREoy0A908AtCdwb++1VlhYSHH6VeAqS5c/R/yAgS2mn3eXFPWWKIpCYmIiqampzJs375G3XnSnSb3Kykq++OIL6urqSEpK4sSJEzz77LOuSY/r16/z7bffEhAQwNtvv90oI6vsVirhlZVMn5zEdxczqPMNRgnrw+5iyLBWtpjB4M712ZqesKVEiPaQYF8IIcQTa8yYMRw7dowTJ04wZ86crh7OY+PsY97aXtTuWnRq9+7d2CITyO89hsIK60+vU1EcKeH3VukarxKHkNz7bdavXw9AZmam49h7wZafnx8jR47k4MGDGOKGcSt0MLqKBlfhLkXRoYvoixIZR3T5LW4f+Z5Ro0ZRWlpKTU0NkydPbjTGyMhIZsyYwd69e4kaPJJCrzB0kX0dtQU0lb2FKmOxdkoA1tIEgPNPcxMAkZGR3A0bhIJXi9fO/YH7o1xrKSkpGI1GLBYL0VGR+Bia34bRnVLU3ZGYmMjp06fJy8sjKirqkc7VXSb1ysvL+fzzz7Hb7UydOpVdu3aRnJxMUlISmqZx8OBBDh8+zKBBg1i8eDFG409p+ZqmcevWLWImzuarjAo0n2BXjY7WMhjcvT65N1moKI3r8vfELSVCtIUE+0IIIZ5Ynp6ejB07lhMnTjB58mS8vb27ekiPRXv6mHeXYD8tLY3LOUUYJzmKdj0Y5Ny/UvpivD+x/j8FDaGhoSxevJjPP/+coqIiNmzYwOLFi117hXNzcwkfMIzy/hOa/OgHXPuF7wb0RQmKYMyYMXzxxReNVvXvN378eFJKLZREDkKnaT8VEVR0jz3F2q0JgLR06kKTWspmBhoH7u291lRV5fLly4SGhlJcXPzQuhrdKUXdXX369MFkMpGamvpIwX53mdQrLi7m888/x8PDw1XcctCgQcyYMYP6+nq2bt1KWloaM2bMIDk5uUm2Q0FBAfVeAdzx6QUoKA+8hpYyGNpyfaIoxPkbyKy0NppU6qlbSoRwhwT7Qgghnmjjxo3jxIkTnDx50tW/uadz9qd250dudyo6VV9fz44dOzCPmkMDSstpuZrK+eK6RsE+4NrO4WH0JKeohD98+BFLn11Enz59uHXrFmGzV7b63imahiE+iYyMDGpra5kyZUqzx+XU2CiPGux4jOJ+gPK4PDgBUGNVefdKqVuPdQbu7b3Wbt26RVVVFcHBwURGRjabzt6dUtTbQqfTMWDAAFJTUx/p36TuMKlXUFDAF198gbe3N4sXL2bjxo2Eh4ezZMkSSkpK2LhxI9XV1axcufKhRSszMzMx9Bvh1r76+zMY6uvrOXrkKFrwMLe7dSzp6/j3obtvFxGio0iwL4QQ4onm7e3N6NGjOX36NBMnTsRkMnX1kDqdu33M0TQSAp7solP379Peu3cvDVYbOv9wN9Jydc2uZpYrJjxGz0UX2RdV0aFqGhtTM4m5loFN1SjR+7YYUACg06FE9OXogS8YMmQIAQEBzR7WXVKsndoTuLt7rT1Y4CwlJYXgsHBKq+tI7BfX7GO62/vXFomJiaSkpFBSUkJwcHC7zvGkT+rl5uaybt06AgMDef7559m4cSMeHh6sWLGCzMxMtmzZgtls5q233mryHtz/vc+4fQclcWar30tnBkO91calC+c5dOgQFosF30mR1PqGttit48Hr80n+N1GIx0mCfSGEEE+8CRMmcPr0ac6cOdNkb3VP5U4fcw0ou3CE2ojpT9wWhwf3aYOGXR/OyJnxpLh9FoXyqhpCzY5q3Y6U8DrH3ntXSr2CR2QcuYCuoq71QN91agXr4ClcST/HlX/8R0wmE97e3nh5eeHt7Y2ntw9pMRPcDlCehLoJbk8SqSq2/Ew2p/7AmDFjGBPeu9Vr7f4CZ5llNdzwikYZNxkUhRQ06jIbF1nrLinq7RUfH4+HhwepqakkJye36xztnWh5HO7cucOXX35JeHg4K1asYOvWrVRUVPD6669z7tw5Dh48SGJiIkuWLMHzXtFMaL4+gxrc3+1Chhrw4SefUpZ/lxEjRuDj48PxS8cwJi9t8XFSgE+I5rWeEyOEEEJ0MT8/P0aMGMHJkyddrc96Omcfc2jmP9aqCprGKK96SjKu8dFHH5Gfn//Yx/gw54vqWJ9ewc1GwZ6CPrIvKbpw90+kqRz88QegcUr4gyt8muLos+0xaCKa5n7Nbn1Yb4yTljFswYtMmDCB/v37ExISAkBxWYXbEwfOFOsnwZgwr9arlut0jI/0pbKykvXr1/PtZx+QYC0EQFMbP9r5TjsLnJ0vqmPT7VoIi73v/VG4WWFhXXoFF4rrgPalqHcnBoOB+Ph4bty48UjncefzetyB7M2bN1m3bh29evVi1apVHDhwgIyMDJYsWcKBAwc4ePAg06ZN44UXXmgU6Df3vdcAQmJ+6rTRCk1TMXt78fbbb+Pl5cWxY8eYMrQ/cQ35joKcDxzv/LsU4BOieRLsCyGE6BaSk5Opq6vj/PnzXT2UxyYpxIvVCWYSzEZ+CqsgRKvFemwrw4OMvP3225hMJj7++GMuX77clcMFWu+J7fq/rZxHB4QrDVy7fIkbN25wprCu1ccoaCiW+iYB68MfoAMUUnXBBMYNJDQ0FJ1OR0VFBfk5WW5PHDxJdRNamiRyliycE+PDjJFDePvtt3n99dfp1asX1/Z8g+3YVtT8TFyJ5ZpGgtnI6gQzSSFe9322SpMJl/v34OdUW10p6u54kt6/tkhMTCQ7O5vq6up2n+P+z+vBd+DBiZbH4fr162zYsIG4uDhWrlzJhQsXOHv2LFOnTmX//v1kZmayYsUKpk6d2mi1vqXvvaLTuTdxpqr08rCxeuVLnD59mhMnTjB37lz6DB9LZkWDa8uDpv00ldD/vutTCNGUomluTrUJIYQQXezbb7/l1q1b/MVf/AV6vb6rh/NY3b8HVqep/Od//icBAQGsXr0am83Gjh07uHTpEuPGjWPWrFld9v5syaxsNS3Z3X3Kq/r5c2T7ZnLqNNSR7rVedK3+taX/uapiz8/EdnYPoaGhhISEUFVVRX7EEMeWATf2Ci+N83f/+R6DnHvp1DcqGgAFNBX/+jKeHRbXbOBYXV3Nhg0byMvLQ1N0ePr6EeDjzVtvvO66lrZkVraamn//++HOtfCkvn/uqK2t5V//9V9ZsGABo0aNeqRz5VRbOZpTwa1aFUXRoQD9H3Ml+Qspl9j+/R4SE+JZvmQxN2/eZOPGjQwcOJDMzEx8fX1ZsWKFK/vlfu581q0V6AN4Kc6Xk7u/Iy0tjcWLF2OLTGBvdrXje33/91BTQdF1y24OQjxOsrIvhBCi20hOTqayspKUFPd3ffcUBp2Cj0GHQaeg1+uZNWsWmZmZ3Lx5E4PBwJIlS5g7dy5nzpzhiy++oKam5rGP0blPu7X18PuDxZZWM2P8jMROnoeaNNvtMSiKwrRePoDm/gq/Toc+Kp6XX32NsLAwrl+/TmFhIfbMlFb3Gj+pe4WjfQ0sjfPnuYAaGvZ8wuC8s1Qc2kKoofn3xNfXl7q6OkaNGsULzy3HE5WCvLv827/9G/v376e0vKLNe/CfxBT1juTt7U2fPn1ITU195HNF+xoYrhVh2fkhr/f15JfDg1ka5/9YAv3saisfn7/DbnsExjmvcStuCl/dKGHzj0cIDQ3l+vXr9OnThzfffLPZQN/d7z2K4gj4H1hndH7Dpkd4cvDbr7h58yYvvvgigXEDHdkCStNMEmeWkDOTRAjRPAn2hRBCdBuhoaEMHDiQY8eOoaoqVlWjxur436fNgAEDiI2NZe/evdjtdhRFYdy4cbzyyisUFxfz4Ycfkpub+1jH1Kae2MDyvn708cKVLq9pKn28aZQ2frjY3qZVegUY5KNhvLAXtfBOG0aj8MWGjWRlZeHv74/VauWZEQOZHKxzpA0/mAh5r27CrF7eT/Re4ZDAAGioo3d0L6xWK5cuXWr2uLKyMsrKyoiPj2fgwIFMnjwZRVFITEzk1KlT/Mf7H7Z5D36Mr4GBWum99++BULCbvH+tSUxMJDMzk4aGhkc+V1FRESajgVCz72Mrxne+qI71aeUUal6uopcakFUH+vGLKfEOY8qUKaxYseKhnVDa9L1XFOwFt13fJ2cGw/IYIyk7NpKXl8fq1avp37+/Y+tOKwnIzm4OQojmSbAvhBCiW5k8eTJleLI2JZffpZTw7pVSfpdSwpbMyqdqhUdRFObMmUNxcTHnzp1z3d6nTx/efvtt/Pz8+PTTT7lw4cJjG5NBB+4l6Dt+5Mf6GxmpK8Wy80Nibx/DsvNDhmvFruDP2brNXTogwd/Als1f01CQhe3sHvcL9mkaQxIHUFtbi8Fg4M0332Ty5MkUnj+Mx7nv6efv0ahuQoxJw3psK5VXT7VhhI+fv78/Op0Oi8XCgAEDOHv2LM3t4MzMzERRFGJjYwEICQlB0zTGjRvHL3/5S2ZNn9Y0YH8I5x58i8XC9b1bsB7bQh8vpcn7Zzm2BbKvd8TL7DKJiYmoqkp6evojn6u4uJjQ0FC3K9c/quwqC3uzq5tfOb+3z94wfCoJYya1OKa21GdA05iT2ItfjQjhz4cE8cvhwUwP1ti9YS1lZWXMnTuXmpoaTpw+Q1p5A1obumEIIZqS1ntCCCG6lTyPAIzJSylQNdeUtQbcrLCQVmF5qvZwRkREMGLECA4ePMiwYcNcK2/+/v68+uqrfP/992zbto3c3FzmzZvXqfv4Kyoq2LlzJ3ZzfKv73BU0+ps9MegUsrOzQbUzasggcjLSycvLIzEx0e3WbfdTgao7N8jOzmbgwIFkZWVRl3cLj6g4mtbxvm88moZnZQFXUi4yevRoZs+ejcFg4O7du1y6dImFCxcyql9go7oJBp3C4ZJEDhw4QN++fV1B8pNGp9Ph7+9PeXk5o0ePZt26dWRnZ9O7d+9Gx2VmZtKrVy/XNeTqSnAvAJ0wdgznj92gyhToCAQf9nz81CZu3+HDNDQ0EB/tw0sDQ5u8f9+mh7N//34GDx780FXjJ53ZbCYyMpLU1FSGDBnySOcqLi4mIiKig0bWMk3T2Hn1DprB3GIgr0PhTGFdi9kXzhaCrbVvdDqTX83tc99QXV1NeXk5FRUVrvu+274DDEb0HkY8ZvR177XgyC7oTq0bhXhcZGVfCCFEt+Gq+KwoTQKOB6uBPy2mT5+OzWbj8OHDjW738PBg0aJFLFy4kIsXL7J27Vqqqqo6/PlVVeXUqVO89957ZGdnu7fPXYOIhmLA0c8boG/fvkRERFBQUAC0fUsAAJrG3YC+DF+4gurqasLCwrBnpri1z9yafp6VK1eyYMECDAYDmqaxZ88ewsLCSEpKAhrXTQCYNGkSsbGxbNmyhdra2raO9rEJDAykoqKCuLg4AgMDOXv2bKP7VVUlMzOTuLg4120+Pj54enpSUlICgM1mo+ry8Va3VKjAkCBPikvLOH78OOC4RqHp+zdjxgysViuHDh3qqJfaJQYMGEB6ejo2m63d59A0jeLi4mb3xHc0TdPYset7yozmFiflwP2V86QQE25l9SgKFZ6B1NTV4+HhQU1NDT4+Poyft4S4ZW9jWvgzPOe8jmHGarfb9XXXbg5CPA4S7AshhOg23Enrftr2cPr5+TFp0iROnTpFaWlpk/tHjRrFq6++Snl5OR9++CFZWVkd9tyFhYV8+umn7N69m/DwcOrr60mKjWRWdPOt35x/Dym8wQ9fr+PUqVMUFxfj4+ODh4cHERER5OXlOc5d147ASVFQFIVrBJJXpxIcGoZWU07f+gLQmhbs01QVTdOwXTrExEHxJCQkuO67ej2VrIIiZsyaje4hAZFOp2Pp0qXYbDa2bdvWbHp8Z3K3ZoXZbKasrAxFURg9ejTXrl1rVMAxLy+P+vp64uPjXbcpikJwcLAr2L9x4wYNBVnYLx8GTWvy2TrfSzSVb25V8cfbNjxGzyVq8EiioqKaHZefnx+TJ0/m9OnTFBcXt+9NeAIMHDgQi8XCrVu32n2OiooKrFYroaGhHTiyplRV5bvvvuP85SuuPfqtca6ct6iqlNYbat6jKIxLnkx2djbh4eFMXvk2Fwy9yLMZXBk42r0/rQX8Ohx7/mVVX4jmSbAvhBCiW3C34vPTuIdzwoQJ+Pr6sm/fvmbvj46O5u233yYoKIi1a9dy5syZRwpMbTYbBw8e5IMPPqCuro6hQ4eSk5PDpEmTHCnvYd6sTjCTYDb+9PP/vp7tb8yeyPjx49m9ezd1dXUEBwcDjm0JlZWV1NbWcqG4vt3jU9Bg+HRSQpPwnPM6mZ5hGKpL0ErzfgoeNBWt4BbWY1vwr8hl3759pKSkkF1tZXNGOTvqQ/Cc8zpbq8wt1oPw9/dn8eLF3LhxgzNnzrR7zG2RXW1lS2al2zUrAgICKC8vB2DEiBGg03P64mXXdyQzMxOj0UivXr0aPS4kJMQVhJ8/fx69Xk+4tYyX+vk3/mxxTA4omuaqko6ioITHUhI3nvNFD598mzBhAv7+/uzdu7dd78WTIDQ0lMDAwEeqyu98nztzZd9ut7N582YuXbrEkgXz3d5n/7CVc2fBx7Vr1/L5J390vz4GGps3fkl0dDQzlq/kQIEj/f/BRyuK4lYmSXft5iDE4yB79oUQQnQLbUnrftr2cBoMBmbMmMHWrVu5fft2s/vHfX19eeWVV9i7dy+7du3i7t27LFiwAA+Pxj8FHtxX/eB9t7Jz+OH7XZQWFTJx4kSqqqpISUlh9uzZTJgwwXVstK+BaF8DVlXjfMpldu/cxry//itMJsfe39mzZ1NbW0tKSgrV1dVYLBbXfuWcvHzSK9vfd11DAZOPK1BQFB02v2AUX4gsv82d0weJDA1m+dIlFMaZ+e677zAYDGy/eBMPNQpFw/VYd+pBDBgwgLFjx7J371569+7dqfuuzxfVsTenBh0/JU23NsbAwEBqa2u5VVbLhTIbHnPf5JSicDqlhASzkZL8MmJjY5vUdAgODiYtLY2qqioyMzPR6/UsW7aMIH9P+vh7UmtTuVnRwK6se1trHgjMnCnie7OrKcvOYMrQARgMjfd+e3h4MHv2bDZt2kR6ejoJCQktXoNPImfXgkuXLrFgwYKHZoK0pKioCA8PDwICAjp+gDgC802bNnHr1i2WLFnC3dwc7GotuvBYt2swgGMLQE5ODhcvXuTq1as0NDQQGBgIqh2l8A6E9flpwqcZChr2u5kMSOjH0qVL2ZZVi46mgX5rnI+ZE+PTrbs5CNHZJNgXQgjRLTgrPrsT8D+NeziHDh3KqVOn2Lt3L2+99Vaz++b1ej3z5s0jKiqKHTt2UFhYyAsvvIDZbCa72sqZwjpXUTwFx4/8sWFeaMDJ/GoyKm2geMHYZcSbNHLSz3Pn0iWWLFnC8OHDmx2XQafQr3cvUO1kZ2c3SpWvr3es3ldWVvLpp5/y4osvOgrjFRShebU/2AeavH4NBUWBuwGxJCVPZUHyaHQ6HUFBQURFRbFxzwFK4icCCtoDb9399SBCTR7NBhezZs3izp07fPPNN7z11lsYjcZHGn9zXDUraBoctTTGgIAAdLGD+ep2DTqURhMZ6RUW1PgJBNubptGHhIRQX1/P999/D8DcuXMJCgpqcq20TuNkXjVnf/gdSUlJjB49mqCgINe9iYmJxMbGsuv4OaJ1YdystDa5Bp/0gC4xMZETJ06Qm5tLTExMmx/v3K/fGZX4Gxoa2LhxIzk5OYwcOZLdu3djt9sZPmUWl93Ysz8mzMs1qXfx4kVKSkowm82MGzeOXr168dVXXwEQWltAIbEtZgyoGsR71LF8+XLsKG0uwgk/XRdjusF1IURXk2BfCCFEt+Cs+HyzlVT+B1einhbOVnyffvopKSkpjnTthxg+fDhhYWF89dVXfPjhh4xY9BLn6kwPXS0GzfErXfdTinZWvYYWM4qx8YkMHxLb4tiCgoLw9vZuFOzb7XbXHuclS5awd+9ePvnkEwIDA8nLyULr19ftPcVtoVPA1iux0eqrv78/waOmUVrecjVxZz2I5gIMDw8PnnvuOT788EP27NnDokWLOnrorpoVrV3/D46xztMfj6FTAaXJYx1JDAppHqHkVFsbPc65veL69ev4+/szevToZjMLWqXo8IjqxwhjNRcvnOfEiRP069ePMWPGkJCQ4Gj5N3kex8sVblZYXO3WulOXjejoaHx8fLh+/fojBfsdra6ujvXr11NQUICPjw9nzpwhKSmJ6dOn4+vrS92pK6QbwtEpSqPP03mdDdVXcui7PWRkZKDX6xk4cCDz58+nb9++WK1WPvjgA8CxlSHn8jlM9Xa0gclNr1PNkZkVW5vLC7OnoigKdVa1TYH+nwwKxKBTuk3GhxBPAgn2hRBCdBtjwrxabe/0NO/h7N27N4MGDWL//v0MGjSoxdXlyMhI3n77bb78fj9naz1RlIevFoPiiJLvp+hQgItWX4Y8ECQ+SFEUevfu7Wizd092djYWi+OzjI+P580332TDhg0UFBRQVFSE3qc3+oi+LaYYt4eG4qrp4AwYrKrGzQqrW/uDH3zs/UJCQpg7dy7bt28nLi6OwYMHd9i43W1FqAI3yhs4euIk/j7e+Pj4cK7BzxnVP/RxzU0SmM1m1/+fNWtWi5kFrdGASdOmM33aVK5cucKZM2fYsGEDgYGBJIydRIpnbxSl6QSCO1kVTwKdTseAAQNITU1l1qxZbVqh1zSNoqKiRgUSO0JNTQ2ffvopZWVlqKpKYGAgK1ascG0zqa2t5eaBHfQbNRGP+BGkltejKDoUNHzryqi8fIyz+VlER0ezYMGCJi0Sv//+e8rLy9HpdBQVFaEoCqunjkYzmzlTWEea83rVNOx5GYwMNjJv0kjX49uarXV/JwchhHsk2BdCCNFtxPgamB3tw97sakBrtDdUQUPTwHz3KpHDJnfdILvYzJkzee+99zh+/DjTpk1r8Vhvb28CkyZT3MqKdktaWu2+X0xMDAcOHMBut6PX60lLS8NoNKLT6TCZTJhMJl599VV+97vf0dDQgC7rKlpknNtFxNriwZoOHVkPIikpiczMTLZv306vXr06bA92m1oRKgpHjp/EUl0BOj3GBW+71WLtRnkDZy9cxMfkiclk4tKlS8BPgez27NYzCx46JLi3ImsgKSmJESNGkJuby5kzZ7hQakMJV1sco7vXWVdKTEzk/PnzFBUVERYW5vbjamtrqaur69CV/fz8fNauXUt9fT1ms5m5c+cyYMCARpMQhw8fRtM05k8cBcDlLz/C2z+AmooyPLy9GD18OCOWL2p2XJcvX+bixYuAo8I/OP7tcRZ5jPY1UG+18e2OnaRdvcKiBfNdLSydDDqFPl5wu1ZtcZ//05qtJURHkGBfCCFEtxJSV4Tl2PfEPbOYXKvOtbe3v9mTaLWcPbuOss1axpIlSzpl/+uTLjAwkPHjx3Ps2DFGjhyJl69fiwX33FnRbklrq91OMTEx2Gw28vPz6dWrF+np6fj5+eHp6ek65uzZszQ0NABgKcymV9ENisMGNN5C0AEerOng+P/OK6ltj21yv6KwcOFCPvjgA7755htee+21dhVse1BbV0F/9f/9JdhtFFVW83mW3b0nURR27tkLDY2r56uqyv/5//3GMWnQnq0VmopPbQk7vjvS5C5V0aGL6Ot2VkWDzY6nh77FY7tK3759MRqNpKamtinYLyoqAuiQtnvOThnHjh0DIDk5mWeeeaZJ8cXS0lLOnDnD4MGD2b59O+np6Wiqip+nB4tXvEh8fPxDr9vS0lJ27NiBwWDAarWi0+mIi4trVKDTYrGwedMmbt++zfPLlzNw4MBG57Db7Rw/fpybl27gMWFxi6/pac7WEuJRSbAvhBCiW7l8+TJ+tlpWDQ7HpvFAIOuP15IlfPPNN5jNZqZPn97Vw+0SkydP5nxmLp9fukuNT8hDi521abW4Be50P4iMjESv13M7OwfNaKK4vJLgsDDMQYEA3Llzhx9++AFFUdA0jT59+nDn5I8oQVfx7D8KNbRPh0zeNLdKqEfDozQXW2BUiyuMmqpC0R2OH7nKuHHjGqU0389kMrFs2TI+/fRTDh482CHXYX6tDR8PhWpb633HXa9PZyA0MAAlq8TtSYK/+dUvqa4o57PPPsNoNFJWVoa3tzeTZsziULtrKCgY76ZRUVvR5B67h9HtySYN+M2//g4fgw5fX99W/xiNxsc64efh4UFCQgKpqalMmTLF7ccVFxejKEqjooVtpWka169fZ8+ePVRWVuLp6cmrr77abGeIgoICNm3ahKZpXL58mcjISObMmcO+ffsYNmxYoyKaD3K271MUBYvFgoeHByaTiaVLl7re67q6Or788ksKCwtZtWoVffv2bXSOvLw8tm3bRkFBARMmTMAzUON4GTyYrSUV94V4dBLsCyGE6DbsdjvXrl1jxIgRKIqCQaFJgDlkyBAqKirYt28fZrOZUaNGddFou87VShV19HyqNM21Vt1csbO2rBa3xJ3uB3n1Gj7JizlijOBIjoZx3ptUKwrVmsam9FLS9v4AONoI6vV6srOz0el0qKX5NJzaRVC/IVQlTn7k4K25VcKLFy9Se+0sxklLW3ysotPRz6OeI0eOcPLkScaPH//QoD8mJoZnnnmG/fv307dv3yYBT1s4i+K588offH3OwpZp5Q2t7tlPMBvx9NDz3Y8/oqoqoaGhWK1WampqSBo6hMNXytt0rWiq6igc2duXpJHNr95aVY3fphTjTlYFaMydNYO66iqqq6uprq6muLiY27dvU1VVhd3eOIPBYDC4NSng4+PTZOW7vQYMGMCWLVuoqKhoVPOgJUVFRQQFBbVpDPe3JyzKz2Pv3r3cuXMHnU5HYGAgr732Gn5+fq7j6+rqXKn3eXl5AMTFxTF79mzCw8MBOHDggCsl/2H27dtHQUEBqqqi1+ux2+0sX74cb29vAKqqqli3bh1VVVW88sorrrR+cGQdHDp0iGPHjhEWFsabb75JcHAwn3zyCSavAKKT55JRbW80OSkV94V4NBLsCyGE6DYyMzOpra1l6NChLR43ceJEKioq2LlzJ35+fvTv3/8xjbDruYqoKUqTwLi5YmfudDhokaYSotVRUmgjLCys2dRfZ7CKOcIVcLrGpihkVtnQT1iM7uoRfMtzKS0tBcDT05MhQ4aQlpZGdVYaNouKYdjUe4Xc2hf0P7hK2NDQwP79+xkaH09sjC97smuaqSSuAgrJQQqTkyZTNW4Ex44d4+jRo5w8eZJx48Yxfvz4JkF/cnIyt27dYuvWrbz59s/Qe3q1uZL4/UXxWgy0NQ0UpdlVUEdhy4YWn0dFY0iQJ6fPnSc1NdXRA33bNoYPH8758+e5dOE8SoUHalB0q/v/XeMpuI0l4wK+ftMhpOlqcXl5OXv37sXu0wd9ZF839m17MjZuZLP3a5pGQ0ODaxKguT9ZWVlUV1dTU1PT5PHe3t5uTQyYTKYWJ5wSEhLQ6XSkpqYybty41t8nHCv77qbwN2l7qGnY87Lx0owYDAZCQkJYvXo13t7eqKpKRkYGFy9e5MaNG6iqSkJCgiv1ftWqVY2+rzqdrsVgPy0tjZMnT7oeo6oqU6ZMITY2FnCk93/xxReoqsrrr7/eaK9/VlYW27Zto7y8nGnTppGcnIxOp2PTpk2Ul5fz5nPPERoa2GgSQ/boC/HoJNgXQgjRbVy+fJnQ0FDXStTDKIrC3LlzqaqqYvPmzaxZs6bRClNP1tb2bO50OGiZQt6JvXxQchdPT0+io6OJiYkhJiaG6OhoCiyKK1h96Mryvcr+DJ5M2bEteHh4oKoqf/mXf4mXl6PH96effkrZnav4GcF74DjyNc827R+P9zMwIcK7SSB87NgxGhoamD59OmazF6Emj0aVxBUg3t9A7rE9XK4pZdybb+Ln58fcuXNJTk7m2LFjHDt2zLXSf3/Qr9PpGDd3MVvPp/OfabWg1LW5d7w7nyeahmKtZ9XgiGbPGeNrYKyvjVNVHo5j7wvwnKvvAN/cqkLTxRA66yWKrBZUVSU2Npbz58/z/fffEz10FEUhrbeVW97XjwB7Df+5/XtCQkLYtWsXf/qnf4rB4Bib1Wrl+PHjHD16FC8vLybNHMYJu3v93h9GURRXocfWCt2pqkpNTc1DJwXKy8vJycmhurra1THCSa/XtzohEB0dzbVr19oU7A8bNqzV4+7P8HBN/CgK+si+NETGYQ66xCtzkqmurub48eNcunSJqqoqQkNDmT59OsOGDSMnJ4evvvqqSaAPLQf7lZWVfPfddxiNRiwWC56enkRGRrq2K+Tn57Nu3TpXoU1nVoPFYuHHH3/k9OnTREdH8+KLL7omNg4ePEhqaiorVqxw3WbQSZAvREeSYF8IIUS3YLFYSE1NZfJk91K5dTody5Yt4/PPP2fDhg288cYbBAYGPoaRdp22tGdzFtWL8TUwJ8an2RVtTVUdGQKATnmgR/u9+2bH+DL0Z6+Sm5tLdnY22dnZnDx5koMHD6IoCj7JiyEwssVVWydF04iaMJsp/lY2bNhAdXU1Xl5e+Pr6MnHiRHbu3Elx+lV0GddRdR4Y573hXsCvaSyJ828SRFRUVHDixAkmTJjgCk6ifQ1E+xqarDAWmWfw0UcfsW3bNpYvX46iKI2C/uPHjzcJ+q9VaezNtaKE93FlIrSld7y7nyeKgmrwxKxYgeYnEMZG+nF093o8+4+CsFg0HKvhiqI4VuHvBX6KoqPKK4gzmob3gJFs3boVgBEjRrB48UIuFNc99FpRdDrmxPiQEOAJeBIfH091dTVlZWUcOXKEZ555hhs3brj2lU+YMIEpU6ZgNBrxf8h5O2Pftk6nw8/Pr1Ga+8NYLJZmJwSqqqqoqanh7t27rts0rfEn9Zvf/MatugKVlZWtTlC0mOFxb7KsKmYYn337PQU3LmEymRgyZAhJSUlERkaiKAp2u519+/YRFxdHv379mn1fmgv2VVVly5YtWCwWbDabK2V/2bJl6HQ6srKy+PLLLwkKCmLVqlX4+PgAkJGRwfbt26mtrWXOnDmMHTvWNcFw/fp1Dh06xDPPPMOAAQNa/RyEEO0jwb4QQohu4caNG1itVoYMGeL2YwwGAytWrOCTTz5h/fr1vP76664fqj1Re1vIJYU0v6JtrMjHnnGRuvo6ek2cS7HOx3VfpMHG7UPbMUybiCF0KLGxsa50Xmff8NvZOexXotyv9q/TUYIfEVGOAPj48eNYLBZu375NbW3tvUPuBSSqBUPpXWxBrRfVi9Q1NLta+OOPP2IymZg0aVKT+x5cYQwNDWXx4sVs3ryZ6Ohoxo8f77rPz8+POXPmNF7pT70FYxeCojTZcuBu7/i2fJ6KouNGxi1GDxvc7P2qqqKV5tOn7CbLZ41i7ba9FPce6fhsHvh8NMcJsSaMY1xsNLcvnkJVdNRYVYYEmVzXyo3yelB0aJqKsTyPF8cNavRaRo0axaZNmxg1ahRHjx7l9u3bZGdn069fP1avXk1wcLDr2Iddg129b9toNBIUFNRq8TxN06itraW6uprCwkK2bNlCfHw8fn5+rsmA/Px8qqurqa+vb/L4H374gVOnTj10UmB/qQ5UY4tdKTRNoz4igeVDEkhMTMTDo/HP/PPnz1NSUsJzzz3X7ON1Ol2TCQuAI0eOcOfOHcBRhLC2tpaVK1fi5+dHeno6mzZtIjo6mhUrVuDp6UldXR179+7l4sWL9O3blzVr1jSaaC0oKGDr1q0MGjSIyZOf3japQjwOEuwLIYToFi5fvkxMTEybV+d9fHxYtWoVH3/8MRs3buTll192pRP3NG1tz3Z/Ub3mVrRLCm18ePQ2MTExZO9cy3MvvEif+ATXavfXN4LYs2cP/fr1w8vrpxVqRVEICwvDJzCE/VdK2/QaNOCPn30OOArnRUdHM2rUKHr37s369esJCAggODiY9PR0rOnnUca1sj1DUfApvoWq9mqUtpyTk8Ply5dZtGgRRqPRrbENHjyY3Nxc9u7dS2RkJH369Gl0v6+vryvo/+JyHuXOlfOHaK13fJsKKGoat26mPTTYP3funGuMimqnyDMQXSvn1ikKxYGxWAebuOEdzI0rpa4AfFSIJ5fW/zsYjGC18OyypU1eR//+/fHx8SEnJwdN08jLy+PFF19s0u/d6WFZFd2Boij4+Pjg4+NDeHg4p0+fxm63M2fOnCbH2mw21wTA5cuXOX36NElJSdTW1lJTU0NhYSGZmZlUV1c7ig7q9I62h63USlB0OhrMEQwYFIzHA+9bQ0MDBw8eZPjw4c1W6IefJtLuf//vZmdx8OBB1zF2u50JEyaQkJDA5cuX+fbbb0lISOC5557Dw8OD69evs2vXLqxWK4sWLSIpKanRZ11bW8vGjRsJCgpi8eLFT2V7VCEep45rWiuEEEJ0ktraWjIyMtq0qn+/oKAgVq5cSV5eHlu3bm214nR35ay83tp/3BWg/wPt5+4/h49Bh0GnEBERwZgxY8jPzyc+Pp6t32ymrOCu63EzZ8/BpjOwd9/+Zp/HGay2iaYxMCGeXr16ERsbyxtvvMH06dPp168fOp0Oq9XqSnm2FGZjv3LEsQ/9wdOoKmga+hsnuX7iIOvWrXMVZtM0jb179xIeHs6IESPaNLyZM2fSp08fvv76a6qqqpo9xtPbh0pTYKvB2f3bKZrTls8zyFZJZnpak4r04Aguz507h9lspqamhtvZORAei9ZKoKUB2TU2qr2DXav/zm0IGzKq0MUkQkMdegUSExMbP1bTuHbtGlarlYKCAoYMGYJN1aist9JK98BG12B3lZiYyM2bN7FarU3u8/DwICAggOjoaAwGA/7+/syYMYNFixaxYsUK3nzzTd555x3Gjx+PXq/Hy9/sdn0KDbieftOVCeN07NgxLBYLzzzzzEMfq5rDuOnbh9+llPDulVJ+l1LChutFKEER6HQ6DAYDUVFRzJgxg9OnT7NlyxaGDRvGCy+8QH19PZs2bWLTpk306tWLn//854wcObJRMK+qKps3b8ZisbBixQq3J9mEEO0nwb4QQogn3tWrV9E0jcGDm1+1dEevXr147rnnSE1NZc+ePc2mq/YEY8K8Wq2sr2kaA32aBoXNeeaZZzAYDBiNRiIjI9mwYQNXc4vZklnJh5kWeGYV13qNYd2VfHKqGwc27garrnGpKkrRHQx6HVFRURQWFjb6nIxGIzabjYYGR2X5kJAQ7LevoJ3aTohWg6apzhcIBbcxXdrHELOel19+mYKCAj744ANycnK4du0a2dnZzJ49u9nuAS3R6XQsX74cnU7H119/3Wxw3Z7tFA/j1ucJjA3zpr6+nuzs7Cb3X716lZqaGqKjoyktr+D67Zw2FTd8MM3fOR6PYVNRgiJITExs1DauoKCAtWvXsmXLFmJiYlCCIqmIG4Pngp+xX4vkdyklbMmsbHK99CSJiYnYbDYyMjIa3W5VNWqsqmuC58FK/Kqqcv78ed59911OnTrFxIkT+fnP3nZ/0kxT2brpK/7v//2/vPvuu3z77bccPXqUEydOMHbs2Ie2AzxfVEfdkOmUG82ua1cDtNDeGJOXoes9yFUH5ejRo3z//feMHz+eRYsWcfnyZd577z3u3LnD8uXLefHFF5uth7Bnzx7u3LnD888/T0BAgLuvSAjxCCSNXwghxBPv8uXLxMfHuwo/tdeAAQOYN28eu3btIiAggAkTJnTQCJ8cLRXcc/7dI/00e49mEPXqq/j7+7d4PpPJxMyZM/nuu+948cUX+f7KbbYXaCjKT4XjFEVHTgOsS69wFZ2z2Wzk5uaiy85D9Yt3b9++omC9eZFT5QXYbDYATp48yahRozAajRiNRurr613BvqenJx4eHpjqK8jb9QWK3oO//NVfs2v7d1SUlnD37l36jnuBvn378rOf/Yyvv/7a0dPbZKJ///7ExcW19e0FHKnwzz//PJ999hl79+5l3rx5je5/lO0UD2rp80RV0RSFGZEmhkcE86OvL2lpaa7aCeCY2Dl16hTRQ0dRFjOYijgfKhSdq1XfI9E09HHDGZbg2M9eV1fHgQMHOHv2LMHBwaxevZoK/yhysqspVDXQtb1IYXcVHBxMaGgoqampJCYmNmmZ59wOkV+vkRjhyFS5desWe/bsoaCggKFDhzJjxgxXcJ5gbmi1RaYO6BfgyTN/9nNycnLIzs4mJyeHlJQUAE6fPs3du3ddHTOio6Px9vZu1K6TB6YVnNkpuqFTSB45lFOnTnH69GmmT5/OkCFD+PLLL8nIyGDo0KHMnTv3oTVRLly4wOnTp5k/f36j61MI0bkk2BdCCPFEKy8vJzs7m6VLl3bI+caMGUNFRQV79+7F39//kbIFnlStFTvz7ZvMZ5+l89lnn/GqGwG/s9f63jOXaBgyHWgmkL0XFOzJqub8oR/JT03BZrOhKApK70GOVWC05ovpaSooOqaFGSjrG8XZs3cxGAxYrVb27t3LwYMHGTx4MDqdDpvN5mqHpigKVquVGTNmcPToUaqrq7l64Sx5Odmu4m/OwMLf359XX32Vzz77jJycHMDRAq699RtiYmKYO3cuu3btolevXo1apzkzGloLzlBVEgI8W01Xb+7zRNOw52diz0xh6JuvoCgKCQkJpKWlMXv2bNdjc3JyKPAMwtB33L0w7t5zKcpP1fjbSdHp0EXGEd0ngPPnz/Pjjz9is9mYOXMm48aN426dyt70imaLALpbpLA7GzBgAOfOneNcYS0/5NY2qpGgAekVFtRhM6moz2Pjxo3cuHGD6Oho3njjDaKjoxudy50WmSqODI9AXwOBgYEMHTqUgoIC3n//fcaNG4evry85OTlcuHCBo0ePAo4tTkrSLBTv4Ba3dShopFTYKbkXsGuaxvvvv4/JZOKll16if//+D31sdnY2O3fuZOTIkYwePdqNd04I0VEk2BdCCPFEu3z5MgaDocme4EcxY8YMKisr2bp1K76+vk0KrfUELRc7C3AFvmvXrmXNmjUtBvyKojB//nw+OX8Hvaa1GBRomkZVcCyxsRVkZGQQHh6OWlcEN46gixtGqcHfkULuWlnWsOdlMqt/FGOje0P0fJKTkzl8+DDnz5/HYDDQu3dvMjMzqaioABypz85xgaMIo07nSP3fvXs34AjuIyMjGxUOrK+vp6ioiLi4OG7dusUf//hHXnzxxVYrrT/M6NGjyc3NZfv27YSHhxMeHu66z53gTFMUdDnXIL71DJP7P88t27ZTU15GQd5dbPf1ge/fvz8XLlygpKTENdlxKCUVw9CpOMK1xjqiOJqi6Pjiy43kZ91i2LBhzJw505XCfaawmWyEB7RWpLA7S0xM5Ni1DH7IrQGUJu+DhuMzyDRFYqy5xPLlyxk8eHCzn4s7GTvNtSfct28fQUFBzJo1y7XVQtM01yRqVk4uV+6ryfBQio4q72BmzJ7DlStXyMrKYtSoUcyaNQtPT8+HPqyyspJNmzYRFRXF/PnzpSCfEI+Z7NkXQgjxRLty5QoDBgzo0GJOiqLw7LPPEhMTw8aNGykqKuqwcz9pHlbsLCAggDVr1mC321m7di2VlZUtnic4LBxdRFyrRd0UnY56/3BuZt4iOTmZiRMnUlhYyLwJIwnJSUF/YB1RNw7QJ+skITcO8edDggjKukDG2WOuc5jNZhYtWuRKM87IyEBVVdc+37KyMgDX52az2aisrGTixImMGTMGgNzcXHr37t1obPsPHgJPLxYvXcYbb7yBzWbjww8/5MaNG62/kc29VkVhwYIFBAcH89VXXzVqqeYMzqDpjy3tXoHIfpYCUg7u5datW24/p0GnEOzrTWV5mWsbgjPTIS4uDr1eT1paGuAItLJ05lb3ez9Yv6LptEBLj1Wpr6li9uzZDBkyhLt373L9+nVSLl8hraKh1XoDKnCjooFrqTdIT08nMzOT27dvk5WVRU5ODnfv3iU/P5+ioiJKSkooKyujoqKCqqoqamtrqa+vd/V/f9IKb0ZFReE5YJRjYqsFChA7bSFDhgxpMRhOCvFidYKZBLPR9RkpaCSYjaxOMDfZDpGZmcnNmzeZMWNGo5oKiqIQGBjIsGHDeGbWHLe3cyiKjoNHjlFVVcWaNWtYuHBhi4G+1Wrlq6++QqfT8cILLzQagxDi8VC0nlqhSAghRLfnTEFtLU20verr6/nkk0+wWCy88cYbzRaV6unKyspYu3Yter2+xRX+GqvKu21oo7ckoIaE3tH853/+J0FBQaxatYoPP/yQaoMvur7DqPcPB8Wxtz2UWnKOfs/PVz7XqPf6nj17SE1NZdWqVRw6dIgrV64AjpX8mpoaPDw8sNlsGI1GLBYLq1evJjs7m+PHj2O1WgkMDOTVV1+lQufF0exybtdpKIrOtaVhRICe03u3c+PGDSZNmsQzzzzT5oJ9AKWlpXz00Uf07t2bFStWNArYcu7t1b5/O4Wan0mil50lU8fzxRdfUFRUxJ/8yZ+4XZPi7Nmz7Nq1y1V/Ys6cOYwfPx6A9evXY7fbeeWVV9i3/wBnAga7VYzPmdKvaSpqXiYYvdAFRbbYUUBTVdT8TGxn9zS909MLzzmvu/V6ABr2fAINdW4f3xKdToder0en0zX509zt7t7W1sdoOj37lRi3gmkF+OXwYLc7EBSVlPKfH/2Rl55/jv7xTWtPaJrGhx9+iIeHB6+//vpDJxGsqsZvU0rcek5NU0kqTmHGM9Na3f6iaRrffvst165d4/XXXycyMtKt5xBCdCxJ4xdCCPHEunz5Ml5eXsTHx3fK+U0mE6tWreLjjz9mw4YNrFmzpsWVqp4oMDCQNWvWtJrS37ae7yq9wkK5cOECpaWlPP/882iaRqlPOAyc6DjLfa3civDGmLyMXZdv8fK0n4L9yMhITp48ia+vr6sC/qVLl1wt9Hx9fSkvL8dsNlNUVMS6deswmUyYTCZsNhs2m40Pdh3GPmCcoz3fvaD3pwJxMHvGYqKjz7F//37u3r3LsmXL2lwIMigoiGXLlvHll19y5MgRpkyZ4rqvue0UB4svcO7kORrGJ7F06VLef/99vvvuO1566SW30pzNZjOaprlWSi9evOgK9vv378/u3buprq7m/OUrKFOGuvUaFEXBenAj4X5e5OXm4BUZixoc1epjtNtX8PT0pG/fvnh5eZGXl0dhYSGq1YKmqW5NNCjAL37+pyiaiqo2/mO32zv9tubus9vtWK3WRzuvwdPtCQ8N2LptBwHenvj6+uLn59fofz09PRtdG34+3tBQh7W++QmSS5cukZ+f32KgD3C5pP6h9zWiqvQxacydPcutw0+cOMGlS5dYtmyZBPpCdCEJ9oUQQjyRNE3j8uXLDB48uFPTP81mM6tWreKTTz5h8+bNrFix4qlLN3WugDsD/ldffbVJloO7RecUQCu4w49Zua4q3REREdworEQbOPFe4NE4+NAAFIUc/z5kltYQF+QItiMiIgDIz88nNjaWkBBH1XKTyUR9fT3l5eWOx2sacXFxJCUlsXXrVurr61EUhdD+Q8mNGuF4vocUiNubU8PqEeNYHRXFN998w4cffsgLL7xAr1692vQeJiQkMHXqVA4cOEBUVBT9+vVr8v45V23Hjx/PqVOnOHv2LJMmTWLJkiV8+eWXnD59mnHjxrX6XM7tDM5e6gUFBdy9e5eoqCj69+/Prl272L9/P3WVFRjdDLjRNEK8jeTfzQVgwsA4fHv7sie7pumx97oAeN06j2KrobyhgdTUVBRFwWg0/pROX3AbwmObL8rofFpVJcpgw+wX0voYuxmLXeXfLpW6OUGmUVNRRkF2BdXV1a6tGU4eHh5NJgAA0tPT8fT0dN3m7e2NzWZj//79DBw4kJiYmIc+pasKvzt0Oqb0ab5t34Nu3rzJvn37SE5OZuhQ9yabhBCdQ4J9IYQQT6SsrCwqKysfy4/F8PBwXnzxRdavX8/OnTtZtGjRU1dIyrnCv3btWtcK/4MBv1tF54DRoSaO7UxBURQSJ0xjS2YlaRUNrb+nmsb+zELigvoCEBISgl6vdwX7zgBHVVV0Oh1ms5mysjKKi4upq6ujoaEBVVUxGo1ERkZy1yfKlTr/MM4CcUvj4vjZz37Gpk2b+OSTT5g3bx6jRo1q03UwdepU7t69yzfffMPbb79NYGBgs8f5+fkxfPhwTp48yfjx40lISGDcuHH88MMP9OnTxzXJ8TDOdmzOYN/X15dz584RFRWF2WwmMDCQCymX0BlNROqsFGqerUzQaNjyMijMzyM5OZny8nIuXrzIwqGj8bfVUKH3dr0Pmqahlt7FnnoKXyzE9euHXq/n2rVrVFVV0dDQgE6nY9iwYYxIHs6GjKoWX4uiKBSfPYB14Avt7ozwpDLqdSSYjaSV17c44aEDEgI8WbrmFddtDQ0NVFdXU1VV1eh/nf/fWa8iJSXF1VoPHFsYDAYDDQ0NBAcHs2PHjmYzBXx9fTlTWNdqAcV7ZQSbLf7XnJKSEr755hv69evH9OnTWz1eCNG5JNgXQgjxRLp8+TJms7nFlamOFBcXx7PPPsu3336L2Wxm6tSpj+V5nyRBQUEtBvw/VQSvBlVztduDnyqCT4vyZqB3X47vUjDGD2dbvoqChZZDbgdFp6NY86HBZsfTw7H/OTw8nPz8fABXD29VVVEUBQ+Pn37GeHt7s2PHDsBRsC5i7AzyG7xafVYVSKuwYFU1V3u+PXv2sHPnTnJycliwYIHbQaiiKCxdupQPP/yQTZs28frrrz/0sRMnTuT8+fNcvHiR0aNHM3PmTO7cucPmzZt5++23WyxIaTQa8fLycm1nGDp0KGfPnmXGjBnsO3uZqvhxGCP7oig68h19+mjp/Vc1sGemsGzZMgYMGMCFCxe4XgMbM6tB59V4wkPT0AX3QvULpn+kHxcuXKChwTGRExsby/jx47l06RIXL14kKyuLIVPmc0U1P7SC/KRgHQfv3uLQoUPMnDnTrfe5O3FMkDW0eIx677j7eXp64unp2aiGxYP+/d//ncTERMaOHeuaDCgpKeHgwYOuibLc3Fyqqqpc14qLTo/ngrdbnIRwcHz2Q4JMrRznmKDYuHEjPj4+LFu2rF31L4QQHUuCfSGEEE8cu93OtWvXGDly5GNdYR8+fDgVFRUcOHAAs9nMiBEjHttzPylaCvg1TaPhZgq2c1fw7D8KW3AvV4q4t4dCtU3j4N1aDmoahomL0YKi3N/n76TouJaWTtIgR6vFiIgIcnMdqeXOwFlVVfR6faPq6y+//DLff/89qampEBjBxXqTO/MLjtcFpFy5RkKfaMxmMwsWLCAmJobt27eTn5/PCy+84HZ7Pi8vL1588UU+/vhjdu3axbPPPtvsNRwcHMygQYM4fvw4I0eOxMPDg+eee44PPviA77//nsWLF7f4PAEBAa4AbsiQIZw4cYI/7DiIpd8Y9D5aoyDOWYtZofHtaCoaCrZLhzBUl3LixAm2bNmCEtwLw8TFjnE/MHZnwT6PYVM5dWwLBk1j7NixTJ8+3VXvYsCAAeTl5XHgwAHOfbuOoLiB+A9LJl/1dE07JJiNjAnzItrXgH3yZA4fPsywYcMICwtz633uLmJ8DcyI9GLfXccq+v3dLDRVRdHp3F41f5DJZKKhoQEffzMGH38i9Aq39+xGr9fz6quvNqo9oaoqNTU1rkmB4qoaDruzveMei11rsXigpmls2bKFqqoq3nzzTUym1icHhBCdT6bchBBCPHFu3rxJXV0dw4YNe+zPPXnyZEaOHMn27dvJyMh47M//JHAG/BaLhbVr11JVVUVVVRXr169nz549jI6P5hfThjCs4DzWa8cAjVrbfSG9oqDcC/TbTNO4cPqU668REREUFRVhs9lcK/nOlX1n0O/v74+fnx/V1dX4+PjgPWhsq+3OHnzOnd9t5fe//z2///3v2bJlCxaLhWXLltHQ0MCHH37oamfnjoiICBYuXMjFixc5d+7cQ49LTk6mrKyMa9euAY4JgPnz53Px4kVX54GHMZvNrjT+3Nxc9MFRWPqNcQToD6yoKoruXuB+/wSAij0vE+uxLah3rmKxWCixe2AYMw+jM9BviaYRM2kev/71r5k3b16TwpaRkZGsXLmS119/HX+1jtvf/pGg89tY5FvJ/zcsiKVx/q4ANzk5mcDAQHbu3NmkDWBPMCbCl8jssxjK83BNfWkaFN5mVT//Ji3z3KULjuJ2QD9+l1LCu1dK+V1KCRe0YIZNmdWkyKROp8PPz89V12FM0gjcnYZTcBTobMmBAwdIS0tj+fLlrtoaQoiuJ633hBBCPHE2b95MUVER77zzTpc8v6qqbNy4kTt37vDaa6+1uoe6pyotLeWzzz4DHD2zPTw8WLJkias7woVbd9ldZui47AtNw7u6iLIDXzNkyBBMJhOVlZWkpaURFxeHqqrcvn0bcAQviqJgt9vx9PTEx8eH0tJS0OkxLnjbvaJ0OAKZ/mYjs8P1ZGdnc+fOHbKzs8nLy0NVVUwmE3q9npqaGoYPH878+fNbTLG/386dOzl//jyvvfYa0dHRzR7zxRdfUFtby9tvv32v9Z1jhTQ9PZ2f/exnrn3/91fzN+gUdu/e7donD+A/ZRn1/uEttspDVbEX3MJ26RBYLURFhDu6JJSWYo3sh8fQqSia1mSyoKX3zt12cZmZmezfv5/c3Fz69OnD9OnT6d27d6P7v/jiCxYvXsyIESOavN7u7sKFC2zbto3X3nyLT79YR2yvKCz1dbz11lvtOt/5ojr2ZlfDg9kaqgr3sgVamkSwWCz8/uAV1ODoFj9vHY4sjKVxP3XoePCzuXr1Kps3b2bmzJkkJye36/UIITqHpPELIYR4ojQ0NHDjxo0u3TOv0+l47rnn+Oyzz1i/fj1vvvmmqyja08THx4fo6GiuX7+O0WjklVdeITQ01HV/utUTNLtbfcTdZU0/j06nIz09ncDAQNe+38rKSteefXDsj9fpdNjtdkJDQwkKCnIE+waj24E+ONKPPe6mkmsLIDo6msREx/YBi8VCbm4uWVlZ3Llzh6ysLFJSUrh06RK9evUiNjaW3r17ExMT89CU5blz55Kfn8/XX3/N22+/3WxLv0mTJvH555+TkZFBv379UBSFhQsX8v777/PNN98w64WXOVfcQHqFpVEKPEY/V6D/zMxZnPCObD2TQqdDH9EX27kfWDBvLuHh4XzyyScoQZEYh051fI5t+Cw14D/+8AERQWbCw8OJiIggPDycoKCgJhNAcXFx9O3bl7S0NA4cOMCnn37qKuIWGRlJXFwcQ4cOZc/pFNJ9epNZrTZ6vWPvpfx3VwMGDEBRFArz7uJht1JWUkyfPn3adS5XFf1mOls4A/c92TWEmjwe+p7t3bsXy+089BNjWrxu7q8nkF1t5UxhXaNrMcZT5fahkwwZMoSJEye26/UIITqPrOwLIYR4oqSkpPDtt9/yl3/5l64WY12lurqajz/+GIPBwGuvvYaXV/vSbbuj7Oxstm7dSk1NDZMmTeL06dOYTCbWrFmDr68vVlXjdyklbduP/xCaqoKiMKuXN6PDfThx4gT79u3jF7/4BX5+fvzHf/wHcXFxjB8/nnfffRdwVKBXVZXa2lpWr15NeXk5O3bswOBpQjf7dfeCVk3DnHeNyisnqa939Bv38/MjMjKSyMhIoqKiiIyMxM/PD1VVOXfuHD/88INjgsDDw/WY8PBwevfu7frj7//TKmhlZSUffvj/Z++vv6O8175/+HWOJJm4u4ckEEIECRIIDsW9tEBpqbL3de1ryy3f5w941nPd9/quq9d26qVFWlq8uLsFAgkaDwnE3SYZO58fhplmohMI0u7Pa62uRk4dCfP+HMfxfn+Gn58fb731Vg/TMlmW+eKLL3BwcODtt9+2/vzRo0d8c+oaysQpKCTJxtxOkmVMgCHnLKaHd3n/337HlrL+PdW74nvnKOEBfly5cgVZlglf/C7VaJ7iuZRJrc2mpqqSqqoqWltbAbO3gr+/PwEBATaLAJZWf1mWuXv3LmfOnKGuro4RI0Ywffp0CjrVnK3W071abTHzG6ha/aqzefNm1Go1TS2t1DW1MGXSBKZNmTzo4+wuah4wArO3iryFgoICtm3bBkDKoje5L3lbOwK67t/1Mc+q0XLsUVtP9/4n791ZIRrGBrgO+l4EAsHzRVT2BQKBQPBKcefOHcLDw1+60AezoFy7di1fffUVO3bsYN26dTYO8L9GjEYj586d4/z584SEhLBu3Tq8vb1JSEiwMe2THJ2HROgD+KPl8cUjFPh5MPaNN0hNTeXMmTNcv36d6dOnExQURFVVlc1jr1AorFnkwcHB3L171+xS7+RIW0URisCo/lvaMZunrV0wFXl+Bo2NjVRUVFBeXk5FRQXXrl1Dq9UC5tdBcHAwgYGBvPbaa2RmZlJVVcW0adNwd3entLSUwsJCMjMzAbN5Xlfxv2LFCrZs2cLJkyeZPXu2zTVIksTkyZP54YcfePTokbXdX/YMQJk4BboJfTCbvEmYTfL0LXU4SNhthCjLJuqqKqkue4ibmxvevn5UyPabGf58HBkvpYm5s3920G9ra6Oy0iz8q6qqePz4Mbdu3bIaKXp6eloXAAICAnjjjTcoLS3l3LlzfLJjD+pJy3qtVlvuf6Bq9atO4IgUsup0KEZEoZYkriBTX9Q8qK4FvUm2Vtb7o2vKRNcxiNbWVnbs2AHAqlWrSEiII/JhJQfulKAMjgGkHgaK1k4Ceonpe/IeO1HeQaCL4y/2uREIfq38uj+xCAQCgeAXRVtbG4WFhcyfP/9lX4oVX19f3njjDb799lv27dvH8uXLX2hCwIukvr6e3bt3U15eztSpU5kyZYq1Eu3j48Pbb7/N5s2b+eabb1j71vrBO+33whvD3Il08+WTTJnc3FyKioqIjo4mJSWF69evM2XKFAICAsjLy0OpVFr3s8zrq9VqNBoNZWVl6HQ6dDodUlE2yqDoAc89NdjFeiwvLy+8vLxISEgAzGK2qanJZgHg+vXrVlM8lUrFmTNnCAgIYMqUKUyfPh1Jknj06JF17v/27dvIsoxGo8HX15dLly7h5OTEpEmTbO5l+PDh+Pj4cPHiRVavXg1gzkDvRejbIMsoo5NRShCiNlDWqRhwZt9UWcSwiHBiY2PZt28fbXoTqsTBv54lSaLRqOBRq94q8FxcXIiJibF6OoB58ai2ttZmEeDGjRvWJAFLF4ApOg2dLPfbkaHA/Lj8EgVlVo2WWw6hSAGmLvcoUdCkI69JZ3fXgs4o2/2ek7F10W9vb2fTpk0YDAaWLVtmfa03l+ajyLnAH+aMxYiih09CZrW2Z0W/G7/k50Yg+DUjxL5AIBAIXjoWw6ecu/eQJMn6IfRVITw8nOXLl/Pjjz/i7u7eozr7S0eWZW7evMmRI0dwc3Pj3Xff7dVQzsfHh3feeYfNmzezfesWoma9QVGrwY6s7m50MRGLdDOb3b311lt8/PHH/PDDD/zv//2/SUtL49q1a9y+fZugoCB0Oh3Nzc3WQ1jc+F1dXWlpaaG2ttb6uzBXNSnhrhwta0NCRu5SKe7antyfMJEkCU9PTzw9PRkxYoT1cWpubraK/9zcXKqqqti5cydgFruWEYDJkyfj6+tLc3MzZWVllJaWUltby6lTpzh79iyhoaHWyn9YWBjp6ens37+fmpoaPH187areSgoFiqBo9EYTpuIcpJDUfreXJYlQQyOdnZ3s27cPAE83F1pk06B8Dn4+oNyrwJNlGYPBgE6nQ6/XI0kSPj4+uLm5ER4ejk6no6Wlhfr6ehobG2lqbUPnGTjg66ivavWrTtfKePfFmMF2LTgoJbsX2bq66Dc1NfHVV1/R3t7OpEmTbJJOCgoKiIqKwkndUxY8ayeBQCB4uQixLxAIBIKXRnfDJ1SRuGcsp96kxnmgnV8wCQkJzJ07l6NHj+Lh4UFaWtrLvqQhob29nZ9++okHDx6QmprKa6+91q/bvKXC/80331B59QSMnD7gOcJcVDxq0yMjIcsmpNpS1qUn2wgbFxcXZs6cyfHjx9m9ezcrV64kLi6OK1eu8NZbbwHYCHpZlpFlGWdnZz7//HOb8y1evBgfHw1+TioO3SujTuVqjp/Dtj15sEiShIeHBx4eHowYMYIZM2ZQUVHBjh07aG9vJzIyEp1OR1ZWlrVy7ezsTFBQECEhISQlJXHq1ClrgsCNGzc4f/48kiTh7++PWq3m4MGDzFuy3O7qrSQpqG1uozjrMurGVqSRU0CWbUSl/CSq0JBzlpKHd20MBZXI+BhaaVC7D75LQ6Egt7GTTz77HH1nh7WzQq/X2xWh5+DggIODA2oXd7sXjLpXq38JDGVlXK2QiPVwsHtmX62QqKmpYcuWLbS2thIcHMysWT+PXnR0dFBWVtZnN9WzdBIIBIKXjxD7AoFAIHgpdDV8sn6YlCQ63P3Zmt/0SppxTZgwgaamJg4fPoy7u7vVuf2XSkFBAfv27cNoNLJ69Wq778fX19cq+CXlZeThE3uayCFjksG/Np83kyfQpu3g47/9HQ8XZ5rq69CMjQJXH5vjTpo0iZs3b3L37l3S0tKYMGEC3377LTU1Nbi5uVFVVWXd1mg0AlBdXW39WpIk0tLS8PExHzfUVY0i5xTRnl4sXLLsucS4BQUF8dFHH7F3717u3r1LRkYGq1evpq2tzWYE4NatW1YDO4DHjx+TkpKCu7s7er2e2tpampubefjwIZ/8/a84LvjIbmf8n5qcUY+bh6HwJi43j9IROAxFULS5Wi/LyFUl6AtvQlMtOGpQOTpCRwdLly4lOTmZ0uZOthe2PN0DIEkEhoXjolL8LN7VauvXXf/r+nOVSmUdhxmM2aM9me+vEs+jMj7OX0NeY2e/rw+Li/6jR4/Yvn07AEqlkpUrV9qMIRUXFyPLMsOGDev1OE/bSSAQCF4NhNgXCAQCwQunP8MnS8v1q2rGNWfOHJqbm9m1axfr168nLCzsZV/SoNHr9Zw4cYJr164RExPDkiVLcHNzG9QxLIL/iy++QFdXwfC5Kylue1IFlE24tNeR4qXi9NWT7G2tZOnSpThJMq4aJ1oUCg4cOMD69et7+B+sW7eOv/zlL3z//ff8j//xP/D39+fKlSsEBgZSVVWFQqHAZDJZzfmMRiPu7u40NzejVCptIhtbW1t5/PgxS8eNw0X9FG3qdqLRaHjjjTc4f/48p0+f5vHjxyxfvpz4+Hji4+Ot27W0tFBeXk5OTg737t3j+vXr1vvQaDQEBARQWlqKv78f+vY6WjXe9mXeSxJSQCTqwCjac84iF+UAChRBkeaOhsBI1J7+SE4uIEnoZRnH6ofcLqvmypVPqa2txRQSjyppao+ugAGRZRbMnfNMiyiWanV+U6fNyEWPU5lMeBtbwOgBilfr70JfPI/KeGtZAfqcu6iTpiJ3e766jql0VD7khx9+wMvLi+rqaubNm4eXl5fNsQoKCvD19e3TEFWtkIjQQEmbqd/XYtdOAoFA8Orw/P7lEwgEAsGvFr1Jpk1vQm96Ons2S1trf1jaWl81JEli2bJlBAcH891331FXV/eyL2lQVFZW8tlnn5GVlcW8efNYu3btoIW+BV9fX2bPno1cX0n1se/YOMyJ3yV6M0sqp+7kD4S6qFmxYgV37txh3759eHt7o9PpcHNzo6SkhOzs7B7H9PDwYOrUqWi1Wg4cOMCECRPIy8vDw8ODyspKq7GdRSTHxsZavx4/frxNPGJeXh6SJBEbG/tU9zcYJEkiIyODdevWUV5ezmeffUZ5ebnNNm5ubsTHx7Nq1SomTZqEXq9n1apVvPnmm4wfPx5HR0dUKhWVlZXU3zw3qMx7SaFAkiRUSVNRpy9DERhpncOXJIVV6D/5AbJfOI+CU3AclsLMmTMZG+CC/uJuAhWdYG3B7//9LckypooijLpOu6+zL0a6mBio81+SJKqvnWLTpk3k5+c/8zlfBJbKuD3YUxmvqalh7969DHeRWRnuhKmyCMvzZBlTWRfrgaqigO+++46IiAg6OjqIjIxk3LhxNseSZZmCggIbQ8XulJaW8vDcwQFfi5ZOAoFA8GohxL5AIBAI7KasVc/uomY+zq7jb3fq+Ti7jt1FzTxq1dt9DEtb60Cp4F3bWl81VCoVb7zxBi4uLmzbts06n/0qYzKZuHjxIp9//jkqlYoPPviAtLS0Z04WsBj5tbe3s33rFtBpGZOSTGhoKIcPHyY+Pp4VK1Zw+/Zt2tvb6ejoQKVSMWrUKI4dO2Z1t+/K1KlT8fLy4tatW/j4+ODs7ExjYyOtra3Wln0LkZGRdHR0IEkS06ZNs/ldXl4eoaGhODu/OAeImJgYPvzwQ1xcXPjqq6/IysrqdbuZM2cSGRnJoUOHCAwMZOrUqbzxxhv8x3/8B0qlksQQX6I6Ksxt+KaB3i22SJLUszrf7XmWFAqQJCq9Y3AICOP69euMjQljfVIw6nPbCam6y0B5fLIkYSi6RUFBwaCurzs6nY6z+35AlX8V6Pnh1PL93HBXNr6xDE9PT7Zv386OHTtobGx8pnM/byxdC/YsbsYNUBnv6Ojg+++/x9PTkyVLlhDj44rh+lFmmMr4XaI3f0r2YVm0O4/vZrF7926SkpJwd3dHq9WyePHiHu/1mpoampub+2zhv3v3Lt9++y0BDjLTAx2t19n9umFgw0uBQPByEGJfIBAIBHaRVaNlW34TBV3mT2WgoEnH1vwmbtYOXIXXarUUFD8cdFvrq4hGo2Ht2rXodDq+++47a3X5VaSpqYktW7Zw4sQJJkyYwHvvvYe/v/+QHNvSFTB16lTa2tr49ttvaW9vZ/78+VRXV3Pt2jVGjhzJ8uXLaWxspK2tDVmWmTNnDrIsc/z48V6Pu27dOiRJ4ocffmDMmDE8fPgQwJrZbuHx48eAeXZepfp5OlGv11NUVERcXNyQ3Odg8PT0ZMOGDaSkpPDTTz+xb98+9HrbBTGFQsGKFStQKpX8+OOP1kUMFxcXRo8eTUFBAcvGDmddnCdSTSkDlr2fMNjFGwk4nldJSEgIc+fO5fbt27Q2NTJ39AjmhpmjCen2mEtP3sFzw1wIcDAvqjwtsiyzd+9eamtrWTd1LOtiPYj1cLAuM3StVqf6miMM33rrLVasWMHjx4/5xz/+wYULF3osAr1KjPPX2LW42V9lXJZldu/eTXt7O6tXr8bBwQFJknByckLfocVFrUAlwalTpzhy5AiTJk0iMTGRrKwsZs2a1aN9H8wt/CqVisjIyB7nunjxIjt37iQhIYF169YxPth9wOdGIBC8eoiZfYFAIBAMSH8z9r1FR8myTH19PVVVVdZ87crKSnN0mkKJw4IP7Yr6etUNnzw9PVmzZg2bN29m165drF692ppL/6pw584dDhw4gKOjI2+//XaPD/bPikajQalUIkmS1bTv22+/Zf369YwdO5YzZ86QmJhIYmIixcXFZGVl0draiouLC7NmzeLAgQMkJSURFRVlc1xvb28mTZrExYsXaWpq6iGWLViqyqNHj7b5eXFxMXq93mZm/kWiUqlYuHAhoaGhHDx4kMrKSl5//XUb0eXi4sLrr7/O119/zZEjR1iwYAFgNiq8fv06N2/eJDU1lc6rB5m7ZAVn5MAhv04ZwC+MZRNiUSgUXLp0ibi4OPz9/fEH/JxUHLhTQoODB5KkQJZNRGgkpoR5EOqqpiE2lszMTEwm01O99k+fPs39+/d54403CAw031+oq9oax9mbqaIkSSQmJhIbG8uZM2c4deoU2dnZzJ8/n6ioqH73fRmEuaqZG+bC0bK2Hq78FvO7gSrjp0+fJj8/n7Vr1+Lt7W39uZOTE1qtFpPJxMGDB63ifuzYsWzatKnX9n0LhYWFREZG2iySmUwmDh06xI0bN5gyZQrTp0+3LiCFuqoHfG4EAsGrxav1iUQgEAgEryT2zNhLssz+nCK+/PJL/vM//5O///3v/Pjjj9y8eROj0cioUaNYvnw5v934EXGejkPS1voqEBwczKpVq8jPz+fw4cN2RY69CDo6Oti9eze7du0iNjaWjRs3DrnQB7PwcnNzo6WlBT8/P95++21rhX/ixImoVCpr9T45ORkwt20fOHCA1NRUwsPDOXjwIAaDoYcXxKxZs3B1dSUnJ+fn8ylV4KgBhe3sfnR0tM115eXl4eXlha+v75Df82BISUnhvffeo6Ojg88++6zHrHlISAivvfYa169ft3oYeHp6MmrUKC5fvkx9fT0AFaXFIA+und9uJAUOzq7k5eVRU1NDenq69Vehrmri2svg+GaMp7ahO7GFxZFuVmEaHx9vjW8bLDk5OZw/f55Zs2b1WJRRKyRc1Ip+3/+Ojo7MnTuXjz76CGdnZ7YcOM7fzt9/pjGj50Wqr6ZHZVyWTYQ7yQNWxu/fv8/58+eZMWNGj5Z7jUZDe3s7O3fu5ObNmyxevJj09HSOHz9Oe3t7r+37YH7fPHz40OZ4Op2O77//nqysLBYtWsSMGTN63dee50YgELwaiMq+QCAQCPrF3ugoWZJodvJmmLcPw4cPJzAwkICAAFxdXXtsm6bRk9/U1O/xfkmGT7GxsSxcuJCffvoJDw8PJk+e/FKvp6SkhL1799LR0cHy5csZNWrUcz2fRewDVsH/zTff8MMPP5CRkcGRI0cYM2aMNRLPwcGBrKwsFAoFCxYs4LMf9vFl1kMa1R7I/NwenOgqYzAYAFD6hiBFjkIRFGWtMJsqijEW3cKhrcHGTVyWZfLy8khISHhmT4KhIDAwkA8//JA9e/awfft2pk6dytSpU63XNmbMGB4/fsyBAwcICAggMDCQSZMmkZOTw549ewC4dzsHL994WjTedo/B2Iulg+bixYuEhYURHh5u8/tqvQKHsXPReQXhKCn4+4NWYj10pPlrCAkOxsXFhby8PCIiIuw+Z1lZGfv37yc5OZlJkyY90/UHBASQvPANqh610tbF48MyZpTXpHslojy7VsY//uvf6GxpJmXlCkJd/frcx2LIl5CQ0OvfFQcHB3Jzc9HpdKxevZr4+HiKioq4ceMG8+fP77V9H8x/I4xGo1Xst7S0WA1H16xZ0+ccv0Ag+GUhxL5AIBAI+mUw0VFIEvMWLh4w5qy/tlZM5oinX5rh0+jRo2lqauLkyZN4eHg8d4HdG0ajkdOnT3Px4kUiIiJYunRpn5FaQ0lXsQ9mwb9+/Xq+/fZbsrKyCAoK4tChQ3zwwQcoVGokJ2cWvDaPg/v3Ue8SgGrSUurln0PXZCC/qZPcRjAExODt6UlreDKSLEMXh3lFYBSKoGg8y+/aiPrKykpaWlpeWgt/b2g0Gt58880e8XwajQZJkpg/fz6VlZV8//33LFiwwGrsV1NTgyRJ/P73v6cBR7bl979IJsvyoBY4LJFpFY/KKCsrY/Xq1Ta/z6rRUuI3EpCtozfdRXRsbCx5eXnMnj3brnM2NjayY8cOgoODWbhw4TMvyPw8ZiRBt2pzb2NGLxu1QiLA052yliZr50ZvdDfk6/44tbW1UVVVRWdnJ2+//TYRERF0dnayf/9+IiMjGTt2bJ/HLigowNPTE29vb6qrq9m+fTsmk4kNGzZYxykEAsEvH9HGLxAIBIJ+GeroKAu9tbVKyBgri0hX1b/0KtzTMG3aNJKTk9m7dy/FxcUv9Nw1NTV88cUXXL58mZkzZ7J+/foXIvShp9gH8Pf3Z/369bS2ttLZ2UmNQcnmW49Qz3sfpq3lJKEELHqPR+4R5pz4bvPeMhKSJKFOnkpbRIpZ6HTbxhI31xg80qZVOzc3F0dHxx4V6peNJZ5v7dq1PH78mM8++4yKigoAlEolo0ePprm5me3bt1NbW0t6ejqyLOPi4oKrq6t1kQzoYZonm0wg95dS3zuWDppLly7h6+trs0BiFdGSZF1k6bofmEW0z7AEamtr+xWuFiyt4mq1mtWrV9vMiz8tdo0Z8WpFefr5+aFQKPp8zHoz5OtKQ0MDX331FQaDAV9fX2tXhSXhoq/2fQsFBQUMGzaMkpISvvrqK5ycnHj//feF0BcIfmUIsS8QCASCfhnK6KjuhLqqWRbtzp+SfZ5ER/kSVpfHgytnX5nZ98EgSRKLFi0iMjKSHTt2UF1dbf1d93n0oUKWZa5du8Znn32GwWDg/fffZ/LkyS/UKLA3sQ9mwf/222/T7hOBQ/oyaiRnq2iUgUbJyQ5xascWkmQj5PLy8hg2bBhKpdL+m3iBDBs2jA8//BCNRsMXX3zBrl27+Pvf/86hQ4esKQkJCQnMmjULjUaDXq+3vh9SfTWsCHXA2CVfXZZNmCqLCKvMYVqAA3IvcX3d30+yyYQsywTU5UNjFbm5uUyaNMlGINojohVAlaMfSqVyQFd+k8nE7t27aWho4M0338TFxWXgB2sA7I3ylIHcxk46Da+Ga7+vry9Go5G6urpef28x5FuxYoWNIR9AVVUVX331FbIsk5ycbB11KSwsJCsri9mzZ/fZvg9QX19PQ0MDSqWSrVu3EhISwoYNG3B3dx+6GxQIBK8EQuwLBAKBYEDsio6SZcb6OT3V8bsaPk2aNIny8nJr1NovDaVSyeuvv46npyfbtm0jt6qR3UXNz8U0rLW1le3bt3P48GFSU1P58MMPCQoKGoK7GBxubm50dHT06pjf6eyFPGJir9V7oEf++9MgA7lNOvQmmZaWFioqKl5K5N5gUKlUREdHI0kSd+7cQZZlNmzYwMaNG5k2bRrnzp0jPz8fjUZDZ2cnpaWl1n2bS/Mx3jjGxhgnHC7+iPrsdgzXj1KQeYH67IsYLu5B3fDYxtDPRSn9HN8ny6gbynHKOU5l5hm++eYbNBqNzeiJvSLaBBS0GIiIih5Q7J88eZK8vDxWrlw5ZNGPgx0z2rxlG+Xl5UNy7mfBz88PWZapra3t8bv+DPlKS0vZvHkzrq6uvPvuu3h6etLR0WFt34+Kiuq3fR8gPz8fSZK4evUqSUlJrFmzBkdHxyG9P4FA8GogxL5AIBAIBqRr+3D3fzgUALKMPucsWacO98hBHywxMTEEBARw8eLFZzrOy8TR0ZG1a9diDI5jz2O9jcGhZd55a34TN2v7byvurxsgNzeXTZs2UVFRwZo1a5g/fz5q9cuZR3ZzcwPotbpvrg6/GJO8GzVa8vLykCSJ2NjYF3LOwVJTU8P+/fv585//zLVr1xg7diyzZs2ipaWFI0eO0NjYSEZGBnFxcdY2bhcXF5v3Q25uLuHh4dRUVdJSV01bcxOBgYGo1WoyMzNJjQrmt5Picbu2B/WFH3gvXME85wY6D37KsLKreGTuoe3iPpof5pOeno7BYECr1XL06FFrusFgRLQMRMXG8/DhQzo7O3vd5tatW1y6dInZs2cP6XMzmDEjkDHpOvj88885ePAgWu3La+u3pES0tbXZLJL1Z8iXl5fHli1bCAwM5O2338bV1RUnJyc6Ojo4evQoWq2WRYsW9du+bzQauXTpErIsM336dBYvXvzKdsAIBIJnRxj0CQQCgcAuUn01+DmpyKzWkvdEvFpc08f5a2hQx7Nnzx4MBgNLly596g+QkiQxceJE9u7dS3V19ZBVAF80jZIThrg0zE4EtgxkGlbWqiezWmtdJLA8zmn+GvwdZI4ePUpWVhbx8fEsWrRoSNqhn4WuYr9ry7G9SQ5DxZnydgLKqggPD0ejeXU8H2RZ5uHDh1y6dIn8/Hzc3NyYNm0aY8aMsV5ndHQ0P/zwA5999hnLly9n2bJlfPrppzQ2NpKamsrNmzepqqrCy8uLoqIiZs6cSVZWFhqNBqVSSVpaGvv37wfMxm7Ozs6sX7uGzZs3s+Wbzeh0OmJjolmxaD6yLHP95i2OHD/J6bPnUCqV1m6CwsJCli5dSlBomDUDfiAkYPiwaE4eNlFQUMDIkSNtfl9aWspPP/1EamoqEyZMGNLH1jJmNNDrzGxE6MiSD97n2rVrnD59mnv37jF79mySk5NfeGqDm5sbKpUKg8FAfX09AQEBVkM+Dw+PHoZ82dnZ7Nu3j/j4eFasWGH1OtBoNMiyzM2bN/t13wfz62LHjh00NzczcuRIMjIynvt9CgSCl4sQ+wKBQCCwm67RUTqjjINSss7oh44ahVKpZNeuXRgMBpsPpIMlMTGRU6dOcenSJZYuXTqEd/DisFS0++tzUDzZrqvYz6rRcuyROaWgezdAXlMnDgXX6ci/zcKFCxk9evQrES3XV2V/UC3WQ4AEVDr4MjXO8wWetW9MJhP37t3j0qVLVFRU4O/vz9KlS0lMTOyxGBYUFMSHH37I7t272bZtG9OmTWP27Nn8+OOPNDU14e7uzsWLFxk+fDhGo5GwsDCOHz+OJElMnTqVgIAAwBxDd/fuXeLi4khKSuLNN99k06ZNAMyZM4dHbQbzQpIiHIe5G6wRhldz85kxYwZ3797l66+/ZuLEicTEpFHYrKdf2z+TiWGeDvh6e+Lv709+fr6N2G9oaGDHjh2EhYWxYMGC5/J6HePrSF5jZ78jIRYjQoVCwYQJExg5ciTHjx9n3759ZGVlsWDBAutj+CKQJAkfHx+qqqqoq6vD39/f2snxwQcf2BjyXbp0iePHj5OamsrChQtt/Dgsr6PQ0NB+2/ebmprYvn07DQ0NAELoCwT/IgixLxAIBIJBo1ZIvRrxJSQkoFKp+OGHH9ixYwevv/76U7WWK5VKJkyYwIkTJ5gxY4ZdxlG9LUC8LOytaJuAvCez5mqF1CVCjB6LBObvJXQxY1mSPo6Rwb5Dft1Pi6OjIw4ODjQ3N9v83NJi/aIEvwwQGEl06MudUuzs7CQrK4urV6/S1NREdHQ069ats87o94VGo2HNmjWcPXuWM2fOEBwcDEBRUREJCQncuXMHvV6PX0AgeSVlSEoVkmxizJgxHD58GKVSiZOTE0lJSRw8eJCQkBDOnz+PQqFArVaz9dwNOqLG2CwkSZICZVAU+qBojuecJRgYN24c165dw72qEXnk9H49EmVJwqE8D2LSiIuLIysrC5PJhEKhoLOzk++++w5HR0def/3159IuLssy2WeOYmzQo0zKMPsSdEkOsER7do/ydHNzY/ny5aSmpnLo0CE+/fRTxo8fz7Rp017Y/HpAQADV1dXU19dz5swZ8vPzWbt2rbU7RpZlTpw4waVLl5g8eTIzZszo8fq5desWAFOmTOnztVVZWcn27dtRKBQkJCRQVFSEn5/fc703gUDwaiBm9gUCgUAwpMTFxbFmzRpKSkrYvn27dQZ4sIwePRq1Ws2VK1f63a6sVf/cDPCelsHOO+uM5q3tihCTJPI6HAbY6sXTmyO/vUkOwM/mcdbvzW7xUdpypgU7230dkqTAzct74A2fA83NzRw/fpz//u//5sSJE0RERPDRRx/x1ltvERMTY1dVW5Ikpk2bxtq1a61pDgkJCTx48AC1XyiFblE0py3nmkssqnnv4zV9FXnVTdy9e5fExERKS0uZNm0arq6ubNmyhZycHBYvXsy8NRvoiBwN9FxIQlLAk5hDraM7mZmZxMTEoGqpxXD7nNnJv5sXh+U5jWh7RPbZY9TX1xMdG0e7Uebho8eYTCZ27txJc3Mza9aswdnZ/udwMFy4cIGbN2+yMGUYq6NcMFUWW19LlvGXdbEefUZ5RkVFsXHjRmbMmMGNGzf4+9//bjVMfN5YBHdhYSHnzp2zMeQzmUzs37+fS5cuMXfuXGbOnNnj9VNYWEhubi5An4uqBQUFfP3117i6uvL+++9TXl7OsGHDXomOIIFA8PwRlX2BQCAQDDmWSub27dvZunUra9aswclpcE79jo6OjB07lszMTDIyMnrdv/+Wdx1zw1z6/JD/PBlMRVt6sr293QAytt0Arwpubm60trb2+Pk4fw15TQMv+JjqylH4BIMkIcsmAujAX1vFjROHCDDOBNfh9l2IbO7ueJFUVVVx+fJlbt++jVqtZsyYMYwfP/6ZosyGDRtGUlIS2dnZPHjwAOfhY9DFjEOSZWu7uiQpaHX25mgDeCROYObMSeTk5FBcXEx6ejo//fQTQUFBjBo1it1FzUhS5wBz7RLBk+YwcUQ0p06dQq/X46rT0XxxN8roZJRBMeZUBX726vB3cOfv+ffYcruCDvcAHOe+y45aGY/HhdTWt7Fm1SqrGd1Qc/v2bU6dOsXUqVNJTk4mPz8ffeYRPvrNv+Hm5W13l49SqWTy5MmMGjWKI0eOsGvXLrKyspg/f/5zu3Ywm/RZ/By6GvLp9Xp27dpFfn4+y5YtIykpqce+HR0d7N+/n/DwcEpLS3s1G7xx4wYHDx4kNjaWFStWoNVqqampYdq0ac/tngQCwauFqOwLBAKB4LkQERHBW2+9RU1NDVu2bHkq5+vx48djNBq5ceNGj98N3PJuNsB7GRV+uyvaskyshxq1QnrqboBXhd4q+9B/koOEjCzLeD6+g/7SXj6IUvO7RG+8ru/Dp+wmC9PHMW3aNM6eOom3obkXq0NbZJOJUAfjC1kEkWWZwsJCtm7dyieffEJxcTGzZs3ij3/8I7Nnzx6SzPKOjg7Cw8OJHTfZLPR7iS+UkUCS6IgeTZPkRHh4OLdv3+b06dN4enpSUVFBXkHhk4Wk/h8XE5DfpCcpdTS/+93vGDt2rHk0o6EKw/Wj6A59xgRtIX8Y5cWyaHdCXdXcaTKiS51Du6vfz8+OJNHo4IE6fRnNHsHP/Dj0xsOHD9m3bx/JyclMnToVMFe63d3dCfDzsUZ5DgYPDw9Wr17NmjVraGxsZNOmTZw8ebLXSMmhwOJ1AVgN+To6Oti6dSuFhYW88cYbvQp9gGPHjtHR0cGSJUsA82vFgizLnDx5kgMHDjBmzBhWr16Ng4MDBQUFSJJEdHT0c7kfgUDw6iHEvkAgEAieG6Ghobz99ts0NjbyzTff0NbWNqj93dzcGDVqFFevXsVoNNr8zp6Wd4sB3stgnL9mwIxyGai7cZaWlpZBRYhZugFeJdzc3HrM7FtI9dWwLtaDWA8H6z3KssmcMCBXUXXjLB4eHvh4eeKiVhAeGmLNlZ86dSoZGRlUXjnRo9O/O5IkMSW8bzfyocBoNJKdnc2nn37K1q1baWtrY/ny5fzHf/wHEydOHNJ578bGRjw9PXGIG2PHa10is1pLfHw8JSUlALz77rvExMSw79DhQS8kOTk5MWfOHGJiYqwt4i4aJ84eP8L2Ld9SX1/fZcGt5yKEpDCPBjyPBbfa2lq+//57wsLCbKLmioqK7B6X6I/Y2Fh++9vfMmXKFC5fvsw//vEPHjx4MKSt/bIsc/bsWevXsizT0tLC5s2bqa6uZv369X1GFBYUFHDz5k1mz56Nt7c3jo6O1sVUg8HA7t27uXDhArNnz2b+/PlWQ7+CggLCwsIG3WUlEAh+uQixLxAIBILniiUTuq2tjc2bN/da/e2PSZMm0dLSwu3bt60/s7S8DySmuxrgvWj6q2hbvh/n0klzaT6ffPIJJYUFeOqbkE3935UCiPNweKVa+OHnyn5fgijUVc2yaHf+lOzDQpcmdAc/Y4a3zLSUESiVSlpbW6mvrwcgPDyc+vp66+LQtGnTmDxyGPqcsyDLvXQIALKMX20+Ee7Px1yto6ODixcv8pe//IW9e/fi7u7O+vXr+fDDDxn1JIliqGloaMDN08tclR9AwFpe65U1tYDZ88LNzc2cZmHQ9/RE6IPuC0l6vR43NzdcXV2tc/eVlZVs2rSJY3nlL3zBra2tje3bt+Pm5sbq1autj3tzczM1NTVDVrVWqVRMmzaN3/72t/j5+bFjxw6+++47q5v9s2Ix5LPEZpaUlPD111/T3t7Ohg0bCAsL63W/jo4OfvrpJ6KjoxkzZgxgNnbs6OhAq9WydetW7t+/z8qVK5k0aZJ14cNoNFoXQwQCwb8OQuwLBAKB4Lnj7+/PO++8g06n4+uvv6axsdHuff38/IiLi+PSpUtWIdmi7RhUpbKx0/hSBH9vFW1z677ZNGxWfCgbN27E19eX7du3U3X15IBVSUuE2KuGm5sbBoOBzs7OfrdTKySCfb3AZKS+vp7Hjx9jNBpxcXHhxx9/xGAwWIVOWVkZYK7YT58+Hfemx+gu7sbb2GojXmVARkbhFzbkVeTGxkaOHj3Kf//3f3P69GliYmL4zW9+w5o1a4iKinpuRmednZ1otVrcPL0H9VrPuXcfDw8Pq7mfq6sryxYvwlhRZJ73729/kwkfY4vNQlJbWxt6vZ7Q0FA++ugj5s+fj1KpxIRENQN3r5iA3CFacNPr9Xz//ffodLoePiBFRUUAQ96i7u3tzZo1a3j99depqqrin//8J2fPnsVgMDz1Me/fv2815AsJCQFgz549KBQK3n33Xfz9/fvc19K+37WjwcnJiaamJr788ktrV0DX+EOAR48eodPprAaAAoHgXwMh9gUCgUDwQvDx8WHDhg3IsszmzZutVVx7mDRpEjU1NZw7d449e/bwyd/+iiwPJDPMyLLMlw8a+a/sWn4saHjhM/xdK9oJ1TdxvbrLOu8MUFxcTFVVFU5OTsj1FbiV5QB9dwN0jxB7VXBzcwOFkurGlgGFnYeHB5IkUVPfwN38IjSubrzxxhvU1NRw9OhRPDw8cHd3t4p9MAt+pVJJoKNExd3rADZdEJKkoBoNW/ObuFn77JXk8vJydu3axV//+ldu3bpFWloav//971myZEm/YmyoaGpqAsDH093u8Q5ZNpE4PJ6xY8dSUFBgTcIYNmwYIzSGAYW5JEk03DpvI2Tb2trQarX4+/ujUCgYN24c//Ef/0HquPFIkv0fI/cUP1tChizL7Nmzh6qqKtasWYOnp6fN74uKiggKCnourv+SJDFixAj+7d/+jfHjx3Pu3Dk2bdpEQUHBoI9VU1PD3r17GTFiBJMnT7aOfTg4OLBhw4Ye99UVS/v+nDlzbLZTKBTcu3cPk8nEe++9R3h4eI998/PzcXZ2JigoaNDXLBAIfrkIsS8QCASCF4anpydvvf0OCo0LX33zLTU1NQPuU1NTQ15eHgqFgjNnzvD48WOmpE8i2kVp1z9iP1deJQqa9GzNa+TovVJMA7TLDzVqhUSglwcNtTWYTCY6OzvZu3cvu3btIjY2lt///ve8++676IpykK4dIFCpsxrSScgDRoi9TMpa9VzSOuOw4EO2V0gDxh+Wa004TVzIaUU42d6JmKa/xWWtCxNeW8L169e5e/cuYWFhNmJflmWampoISxqLetRUsyt8D7M6M087Jy7LMvn5+XzzzTd8/vnnPHr0iNdee40//vGPzJw508ZQ7Xlj6X7x9fIk0lkacLwDkwmHhnIWL5hPQkICBoPBRowumToB19JbIPe06bM8iuneEu2Pi8nJMS84GY1GtFoter3eZoHDycmJubNm2L0IAVDcrH+mhZjjx49z//59VqxYQXCwremfLMsUFRU9d+M5BwcHZs2axcaNG3F3d2fbtm388MMP1oWZgejo6OD777/Hw8ODpUuXkpuby927dwGzv4mlpb+vfS3t+6NHj7b+/MGDB1RUVKBSqXjvvffw8fHpdf/CwkIRuScQ/AsiovcEAoFA8EIoa9WTWa0lv0mPnLYMZJkvsx4yb4SR5PBAm23b29u5c+cO2dnZlJeX4+TkRFRUFIWFhSxdupTQ0FDKWvUU59v3IduCRRxmdWjI+WorSWEBJCUlERgY+EI+BPv6+mIymXjw4AEnTpygra2NpUuXkpSUhCRJhIWFsXHjRvbt20funs9JSh1Nzr37vLlyBXHRr+asrSX+UAJrpbe/+EPL9viEWiPkkCQKmnSYlEGETpzN/v37GT9+PA8ePMBgMKBSqdBqtRgMBqqc/FHIUr9VasucuL0dEAaDgZycHC5fvkxtbS0hISGsWrWK4cOHW83NXjSNjY0olUpcXV3xas4B5QCu9pLE/IRw1Go13t7eBAQEcP/+fRISEgBzvNzajDF8umMvrqMm0ers0yNGL9RVTfnw4Vy6dImUlBTa29uthw8ICLA5nSVxosAO7wywXYjxc1INqjslMzOTy5cv89prrxEfH9/j91VVVbS1tb2weXQ/Pz/Wr1/PnTt3OHbsGP/4xz+YOnUqEyZM6NO7wdKZ0N7ezgcffMCdO3c4cOAAUVFRFBUVUVdX1+85jx49SkdHB4sXL7b+rbp69SpHjhzB09MTjUbT52JBS0sLlZWVTJo06dluXCAQ/OIQYl8gEAgEzx2LwFOATTwXvuEcrpWo11WSEeVHXl4e2dnZ5OfnA2ZX7Ndff53Y2FgUCgX/+Mc/uHz5MqtWrbIa4B0tMx93MHV6hQSuIydw++J+rly5gp+fH0lJSSQlJQ1JZFpfeHt7A7Bz506CgoJYt26d9WcWNBoNq1ev5urVqxw7dgxkmbqaahj26on9rvGH3Rv3u8YfWsRd1+3p1gJu2b7GLw5N0EPu3buH0WikoqKCsLAwc6VboaRKdhxwhr2rMWN/Robt7e1cv36da9eu0dbWRnx8PIsWLSIsLOylV0AbGxut4w5VD3JwdCqnM2asuduj62MnmyMbFQ8uERiVYf3xiBEjuHTpknWxBMyvvwXpY9mzZwexw0dQWVPH73670eYxSk9P58svv+TBgwd4eZmTDZRKZY/XKZi9I/KadIO6r8EuxOTl5XH48GHGjx/P+PHje92mqKgIlUrVp6nd80CSJEaNGkVsbCxnzpzh5MmT3Lp1iwULFhAZGdlj+zNnzpCXl8ebb77JvXv3OHnyJGPHjmXmzJn83//7f/v1McnPz+fWrVssXLgQDw8PZFnm2LFjXLlyhYkTJwKQm5vb5/6FhYXA0PsZCASCVx8h9gUCgUDwXOkq8HoI8idV0yvNSq589g266jKCgoKYM2cOiYmJPSpVEydO5NChQ9TX1+Pt7U2qrwY/JxWZ1VrymnSDMDKTaHby5ve//wNlJea25bNnz3Ly5EmioqJISkpixIgRQxqj1tzczN69ewGIjIxk7dq1fVYBJUliwoQJhIaG8uWXX3Ly5Ek8PDysVdpXBUv8ob1Vdnu2lwCv1AxK93+FJEmcPXsWLy8vysvLQe0wYFa8BUuEXG9iv6GhgcuXL3Pr1i1kWSY5OZkJEybg6+tr17FfBJbYvY6ODoqLi3FyqkBfWYpb4kQ6PQKfCH4ZY0UhCS4yj+pK+fbbb9mwYQPu7u4kJCRw5swZioqKiIuLsx43KSmJoqIi7ty5gyzLqLo9PKGhoURGRnLx4kWmTZsGmP02eutwCHNVMzvEmeOP2qD7IkQf2LsQA1BRUcHOnTuJi4tjzpw5fW5XWFhIZGSkdVHjReLk5MRrr71GSkoKhw4d4ptvvmHUqFHMmTMHV1dX4GdDvunTp1NcXMyVK1eYOnUqU6dORZIkNBoNWq2Wjo6OHrF43dv39Xo9e/bs4cGDB8ybN4+0tDTOnz9vjd7rjcLCQoKDg/sdExAIBL9OhNgXCAQCwXPFHoGHLCNHjGTR+BSbeVS9SUZnlHFQSqgVEsnJyZw+fZrLly+zYMECwGyAF+qqRm+Saew08uWDRruuSwauXs8iPiqc5cuXo9PpuHfvHjk5Oezbt4+DBw8yfPhwkpKSiImJeaZ27vv377N//35ri7Wnp6ddUW2hoaG4ubnh6OjIjz/+yLhx45gzZ85LETXdscQf2ltlbzeY7NpeBsqNakxIIJsoLi6mtbUVk8mEZImQs6Pq3j1CDsyO5JcvX+b+/ftoNBomTZrEuHHjXkkR1NjYSFBQEPn5+ciyjFarxUWhoPncHhYuXkJAaBhbN28mOjSEpfPfoCllBF9//TVbtmzhnXfewc/PD19fX+7fv28j9gHmzZtHYWEhra2tNDc34+HhYfP79PR0tm3bxsOHD4GeLfxdcaopRnfxAtEzl/Oo/yAGK/0txFhoampi+/bt+Pn5sXz58j7ffwaDgdLSUmbMmGHfyZ8TgYGBbNiwgVu3bnHixAn+/ve/M336dCIjI9m7dy/Dhw+ntraW27dvW0W6BW9vbx4/fkx9fX0PP4KjR4/S2dnJ4sWLaW9v5/vvv6eyspLVq1dbRxos0XuyLPfoSDGZTBQWFjJu3Ljn/yAIBIJXjpf/aUEgEAgEv1rsFYSSQoEUGM3ho1/i5uaGU1Dkk/l+876WueI0fw1paWlcuHCBadOm2Yg0tULC01GJRM+W8l6RZS6cOcWZY504OzsTGRlJVFQUCxcuRKlUcufOHXJycti+fTsuLi4kJiaSnJw8qPl+nU7H0aNHycrKYsSIESxatIhDhw4NOJ/bFRcXF0JCQkhLS+Po0aOUlZWxcuXKPo24XhQ6ozyoSLg2vcnu7SVJwbsfbWT/jzuora1l1apVXL9+HZMpn2BPxwHnxBWYXy9qhYQsy+Tm5nL58mVKS0vx9vZm/vz5JCcno1a/eqkGFhobGxkxYgS5ubk4OjrS2dmJg4MDrq6ujBwxnK+//hoXJ0eWLVuGJEl4enqyfv16vv76a7Zu3crbb7/N8OHDuXHjBkaj0WZxydHRkVmzZrF3715OnTrFsmXLbM4dExNDYGAg9+/fB8xCti+uXbtGuJsjq4f78nF2nV3PcW8LMV3p6Ohg+/btqFQq3nzzTRwcHPrctrS0FIPB8Eq0qEuSRGpqKsOHD+fkyZMcOXIEpVKJm5sber2evLw8VqxYQWJios1+gYGBPH78mLq6Ohux37V932Aw8M0336DT6XjnnXeskX1g7i6QZRmdTtejG6m8vBytVisi9wSCf1GE2BcIBALBc2MwghBJInJYHD9cvo1ylCcKqxe9reHb9NgUpIsXyczMtLYZW7DXNEwBxHo6suh//U/KysooLi6muLiYQ4cOIcsy7u7uREVFMWnSJFxcXCgsLOTOnTtcvXrVOt8/atSoHhXRrlRUVLBr1y6am5tZtGgRqampSJKEj4+PNRPcHlxcXGhvb2fcuHGEhYWxc+dOPvvsMxYuXMioUaPsPs5Q46CU7F5YkQAXtWJQ2wf6+jBjxgx++OEHduzYgbe3Nx4eHnbNiZuAVG81169f5/Lly9TX1xMeHm6thr7sefyB6OzsRKvV4u7uzoULF9DpdCiVShoaGlizZg2HDh2ioaGB999/36bt28fHh7feeotvvvmGbdu2MXv2bC5cuMDDhw97iGHL9zk5OYwaNcoqBi3dNBMmpbN39y6g78p+ZWUlpaWlrFq1anDvvScLMb1hNBr58ccfaW5u5t1337W2wvdFYWEhrq6uLyQO0V40Gg0LFiygurqaR48e0djYSHNzM8uXL2fkyJE9trfE4dXW1lp/Zmnfj4mJwdfXly+//BIXFxfee+89q5dC1/MBaLXaHmK/oKAAJycnm8UBgUDwr4MQ+wKBQCB4bgxWEE6YPZ+yohagp9u65fvTVXri0qZw7dpl0tPTe1Rn7RWD4/w1qFQqoqKiiIqKAswiq7S0lKKiIkpKSsjOzgbMImr48OFoNBpqa2ut8/2RkZEkJSWRkJBg/ZAtyzJXrlzhxIkT+Pv78+GHH9rMgnv5+NJulGlpa8fNZeBMcGdnZ5qbmwFzBfCDDz7g4MGD7N69m+LiYubNm/dSKtSDFXfOKsWgxaDleamrq6O9vZ24uLguxoytyCbZJn5PNpmQFBJR2nJ+/PwYWq2WESNGsGzZMkJDQ4fitl8Ilig3rVaLTmd+LavVaiIiIqirq+P27dusWLGiV4EbEBDAunXr+Oabbzh9+jQeHh7cu3evh9h3cXFBkiR8fX3Zu3cvi9/+kDstdOmmCcQhbR76gpt9iv2rV6/i7u7O8OHDgcG993pDlmUOHjxISUkJ69atw8/Pr99jAdbIvZe9gNN95OjMmTOUlZXh7u6OVqtFkiQOHjxIR0cHo0ePtrley9+H8qpq2vQmHJSStX0/Pj6eLVu2EBoayurVq63CviuWBZ+Ojo4evysoKHjmMSSBQPDLRYh9gUAgEDw37BWEEjJxHo5k1+uQJKnfxQEFYAwbQcel09y6davHLGp/Lv2W7+eGufTqBu7o6EhsbCyxsbGA2a29pKTEWvm3tN/7+/vj5uZGa2sr+/fv59ChQwwfPpzY2Fiys7MpKipi4sSJzJgxwzpfb40eNATgOPdd/pHXRpyHgbQnkWd94ezsTGVlpc01Llu2jKioKA4dOsSjR49YtWqVXcJoqBmsuBvs9k5OTvj7++Pg4MCjR4+swjfVV4Ojrp09N/NRBscAEhIyUm0ZnXnXKWiuJTU1lQkTJvTqIv+qY3Fmr6ysNL8fZJmOjg5GjhzJwYMHmTBhQo9W8K4EBwezZs0atm7dipubGw8ePGD+/Pk2gk+hUODi4sKwYcO4VdfJ7rJOFJJtN43kH4k6IIqbtR1M6VZht8RjZmRkWI/bb0LGk9SAZHULoa5mcdtdIF+4cIGbN2+ydOlS60JPf7S1tVFZWcmECRMG3PZ58XOk6M8jR4GKTh7eybMuAH744YdoNBqOHz/OgQMHuHnzJgsWLLBW9HUuXqjGvkZZUDR/u1MPyBhVgYSNdOLQoUOMGjWKxYsX9+nV0bWy35X29nYeP37MmDFjntftCwSCVxwh9gUCgUDwXLFL4Mngq63hks7DLsO3knYYPjKRy5cvM2bMmB5Vq95c+rvniduDs7MzCQkJVhf85uZmq/AvLi6mubkZSZJwcXEhPz+fO3fuABAfH09iYqJ1Tto2etBS0ZP6zKLvfg1tbW02P7PMBoeEhFjb+ufPn09KSsoLrXD2L+5MgMTM4J8f7/62t3SAdF+ICQsLo6SkBDDHizU0NODl5UWIiwrD9aNkzJ5D6eMKCh7cw8lBjdzRwbRZs0hPT3+et/5caWxsRKFQkJeXhyzLKBQK4uPjOXXqFGFhYcyaNWvAY0RERLB69Wq+++47TCYTpaWlPSLh3N3dqTepMQ1PpbduGhTm0YuL9TJRvnqb5yUrKwtZlnsIyT7fe54OtN27ys3sTILd36PI6GwjkP3RUnbrHtOmTSM5Odmux8kyDvOs8/rdFx3spbdIURkoN6hRpy/Hseg6781Jt8Z5Ll26lNTUVA4dOsTnn3/O2LFj8UmdwulKHYrAqC7GkxLKwCgeSxLx3gEsS0/u933dV2XfErkn5vUFgn9dhNgXCAQCwXPFnkq7X00up25ewnHuu3YdUwbGpE1g61efc//+/V7nYLu69D/NB/necHd3Jzk5meTkZGRZpr6+noKCAq5du0Zn589W5Pn5+eTm5uLh4UHM2HTuupirlH2NJnTNou+Os7MzWq3Wxmnbck9evn588MEHHD58mP3791NSUsKCBQv6NTQbavoSd5EuCgpP7qMqPAAWLux3e1k24W1oYX5CeI/HICwsjBs3bgDmCuaPP/7IO++8YxV6p44fw9fXl8ULFzBq1CgOHjzIpUuXGDNmTI8Ys18KjY2NuLm5Wdv5TSaTdQFg5cqVdiU5gFnkrVixgh9//JFDhw7xm9/8xkY0urm5UaXxR9Gb0O+CLMtcKm/m9Tgf6/VkZmYyatQonJ17jqL09d7Th03nE4OCI3VKJElnI5ArTY44pC/HLaz/Gf2uFBUVWbtsnobeqvIWI9CBFgT7ixS1jJZ0xoyjWaHBvcvvIiIi+PDDD7l27Rpnbt1HCuwASbIZRwGsCy0lLqE8bjP0ez2W13n3yn5hYSEBAQFP/fgIBIJfPkLsCwQCgeC5M1ClPSQlnaOSlpuyCcmOrG4JCA8JIioqikuXLpGQkNBn5UuteHaR3+s1SBJGo5GsrCyampqYN28e4eHhNpX/pqYmcppMKDSmnh/mu9A1i747zs7O1ui1OpO6d3EyYx6RkZEcOHCAx48fs3Llyn4d1IeavsRdZnMShw4dYsSIEcTExPS5/YkjhynMzyVozO97HDs8PNz69Zw5c9i9ezf/9V//ZW3pT09PZ+bMmdbnf/r06dy5c4eLFy8yc+bM53znz4fGxkab17O/vz9VVVVs2LBhQMO67iQkJBAdHU1RURGHDx9m3rx51mM7u7qhdRvY2E5SKChqNaE3mePycnNzaW5utomP643u773KTmiLSAF6+nhY3h/HHrXhr1ER4Kzqd5FOlmUKCwt7Xeizh76q8vZ024B9kaJ9va+VSiUTJ06k1CeO4lYj0Pffp/7+Nli3UShwdHS0qezLskxBQQEpKSn9XKFAIPi1I8S+QCAQCF4IA1XaX5szm8c3HlIta/oVxsgmYtzVqBUSkyZNsuaBd29Rfp7IskxmZibHjh3Dx8eHDz/80GqWFhgYyMSJE82t04/L+b7GccBceHMWfSeNzS24u7rYjCVY4gWvV7dzqYF+xEksH330ET/++CNffPEFr732GmPGjHmhbf3dxd3YsWN58OAB+/fv5ze/+U2PSrtl+wlpY7mVdZ0HDx70EG+enp44ODig0+k4ePCgNWJsxowZnDp1Cj8/P5t7dHd3Z+LEiVy+fJmxY8f2m5jwKqI3ydS3amltN1dpJUmiurqaBQsWPLXJ4OTJkykqKiIzMxMnJydrJr2zh+eAr00rkkRzuxYfV2euXbtGWFiYdebcXuwRyBKwt7iZNoPcb7W9traWlpYWm0Uke+mvKm9Pt429kaLm97XOukjS/RglbTIMsLjZ3zG64uTkZFPZr6yspK2tTbTwCwT/4gixLxAIBIIXSn+V9jnxwWzLbxzgCBKl5w7xUD2ZmJgY/P39uXTp0qDF/tO297e1tbF//37y8vIYN24cs2fP7tUNX6FQ4BcYDLX1dh1XRuIv/9yEpOvAyckJNzc3PD09USqVSN5BXKqXQeo7peBoWRvrYj14//33OXr0KAcPHqS4uJhFixa9tHZ2SZJYvHgxmzZt4ujRoyxZsqTXxz0gIICIiAiuXbtmI/arq6u5fPmytYqfkpJCWloaJ06c4MKFCwAYDIYe501PTycrK4vTp0+zdOnS53+jQ4BNS3nqAhSyCVVFMaaibJLDA57JZC0iIgKNRkNAQADnz5/HwcGByZMn4+nqgmxnN40sm7hz6ybDY4dRUlLCihUrBnUN9gpkGWg1yDbf91ZtLywsRKlUEhERMajrgGerysPgIkXlJ9t3/xszFMfoikajsansFxQU4ODgQFhYmJ1nEQgEv0aE2BcIBALBK4N5vt+Vo2WtZte+ru7hmD+cT/FVkq/Qs3nzZiZPnsyECRPYv38/1dXVdmVtP8ucbmFhIXv37sVkMvHmm28SFxfX7/aDiR5ElvHxcKepXo9Wq0Wr1VJTU4NSqUSZMstmZr/3/U0cvFvKGGUDw4YNw8PDg/Pnz/Ppp5+yatUqgoOD7bmKIcfDw4O5c+fy04VMmnLKqTA69Pq4jxs3jp07d1JRUUFHRweXL18mPz8fNzc33NzcaGlpYdasWSiVShYtWsRnn32GTqezLgR0xdHRkWnTpnHw4EHGjx8/6Ar0i6a3lnJJUqAIjEIZFE1IiOaZOjQUCgXDhw/n4cOHTJkyhZMnT+Lg4IC3tzem3GJUwTEDJmC4aBvIvHKZxrpa3NzcGDFixKCuYTDitju9VduLiooIDw8fdOzkUFTlBxsp6qDs+dwNxTG64uTk1EPsR0VF2e3vIBAIfp0IsS8QCASCVwrLfP+lx80UtZmetBnLxHo4Wp30J65fz8WLFzlz5gwBAQG4urpy6dKlAau4TzunazAYOHnyJFeuXCEmJoYlS5bYZXo1qCx6T0eW/WYjsizT0tJCdXU11dXVVFTXkBcUNXD1VVLQoHbj0KHvkY0/V7t1Oh2ff/45bm5uVrMuV1dXq4i2fO3q6vrchIEcOhyH9FDK9bL5Zun5uI+MjcXJyYktW7ag1WoJCAhg6dKlJCYm8sUXX9DS0kJlZSUhISE4OTmxcuVKPv/cbNA4ceLEHuccPXo0V69e5fjx47z11lsvPYe9L+wxejtR3kGgi6PdKRK9MWLECG7evMnIkSPR6/UcPnyY6dOnYyx6gDI4mv7mxk3AtCgfdp5oIycnh4yMDLtfKyaTicLCQm7cykaOybCri6AvFMDV6nbcVc6UlJaRMXnwiQtDUVG3vK/zGjv7HYNQYF7Q6q0iP6i/DX0coysajcbaxt/R0UFZWRnz58/vdx+BQPDrR4h9gUAgELxyhLqqeT3ehzZtBzv37qe0qIDI+fMIjU4FzJXKKVOmEBMTw65du2hvbycnJ4fp06f3OaP9tHO6tbW17Nq1i+rqaubMmcOECRMGJRwHmy0vSRLu7u64u7szbNgw2vQm8u/YNwqApOCP/+v/QdJ30NLSQktLC83NzWRnZ/Po0SNkWaa1tZX29nZaW1sxmWwfCWdn5x4LAL0tCvSV990b1sddknoII+vjXtrKqZtH6ejoQJIkXn/9dYYPH259nLVaLQqFgrKyMkJCQgBzlryDgwNlZWXcv3+/R6VZoVAwe/ZsvvvuOwoKCoiNjbX7ml8kz9pSbi9RUVE4Ojpy//595syZg06n4/Tp0wAkqVrIMbj3uA7ZZDaWnBvmwkhfDecDAqiqqiI1NXXA8zU2NnLz5k1u3bpFc3Mz/v7++EW3Uye5PlOFP79JT35TE9KcDZQ6waNW/aAel6GoqMuyjOrxA2SXqH6WSGzf170x2L8N/eHk5ERzczMAxcXFyLIs5vUFAoEQ+wKBQCB4dXHROLHu9RUcOnSI/fv309DQwPTp060iMDg4mI8++ohDhw6RnZ3Nt99+y3vvvddrHNhgRZUsy2RlZXHkyBE8PMyz8E/TDj5gFr2k6JEt3xUHpQSybJeRmoSMk1qJ2tEVV1dX6/WOHTuW3Nxc9u7di1arZeXKlYSGhtLe3m5dFGhtbbX5uqamhuLiYlpaWnosCmg0mj4XBbp+r1Kp7HrcZVnGMX4sy2eks3XrVhoaGqzPsclkoqWlBQ8PD8rKypgwYUKP69i3bx+BgYF4eXnZHDc2NpbIyEiOHz9OTEyMjfHhq8BQtJTbi0qlIi4ujvv37zNt2jQWLFiATqfjzp07mB7eY920uT3iEE2VRYz2cSDVdzQmk4m2NvNiWWlpKYmJiT3OYTAYePDgATdv3qSoqAgHBwcSExMZPXo0wcHBPGozsC2/6amuvzuSpOBRJ2zNbxrQOb8raoXEMA81+Y2d/Zrj9VVRl2WZU6dOcfPCBRLmrqDQMbDPSNH+3tdg+7eh+wKEvcew0LWyX1BQgK+vL56engPuJxAIft0IsS8QCASCVxqlUsnChQvx9vbmxIkTNDY2snjxYmt12cHBgaVLl9LZ2cmDBw/45z//ybJly2xcugcrqlra2jl88AD3799n9OjRzJ0795my6/vKlndoqGD1+IR+P8yrFRIOjRXoPAP7d+42mTBUFrE77xTTpk0jICDA5tfx8fFs3LiRXbt28fXXXzNjxgzS09NxcXHpN6bPEvvX16JAXV0dDx8+pKWlBaPRaLOvo7MLzHx7wIUKSaGgzcWX0AgfRo4cyfXr15kwYQIKhcLagRAYGEhpaamNd4FKpSI6Opr8/Hx27tzJu+++a9NeLkkSs2fP5vPPP+fmzZvPZHL3PBhqk7aBGDFiBLdv36aurg4fHx+WLl1Kbm4uWVlZJCYmsiw60vxeKSrhx++2oXF0INtkYkpiHI8fP6a1tZXg0DDOX71O3IgEHJTm12N1dTVZWVnk5OSg1WoJCwtjyZIlJCQk2LxvQl1UpHvBxXrZfEddX892Lmh1xR7n/O7oTTKGkvvInjGDrsrLssyJEye4dOkSs2fPZtKERB498QDpLVLUnuux/G24UNZIsVZGkhSDPgb8PLNvidwbrKeCQCD4dSLEvkAgEAheeSRJIj09HU9PT/bs2UNTUxOrV6+2qeDPnz+fvLw8HB0d2bp1KxMmTGDmzJmoVKpBi6rPvtqMob2F119/fcg+NHeNHmxq0/KPP38MKiWhM5MH3NenpZwKzwG6ChQK0kM8yDlXxSeffEJiYiJTp07F19fXuomHhwdvv/02p0+f5uTJkzx8+JClS5da4/16Q5IknJ2dcXZ27rGA0BVZluno6LBdCGhp55qdAs4iZtPS0rh9+zYFBQXExcXR1GSuBEdGRnL//n2ampqsFUvLgs+qVav48ssvOX78OK+99prNcYODg0lKSuL06dOMGjXqmRZthpqhNmkbiGHDhqFWq7l//z6TJ09GqVQSEBBAY2Mj3333HW+99RahoaE01VQiySaCgoIoLy/n1KlTVOsVuE1ZRp1XECDxcU4d/rKWztzrVOfdxtnZmZSUFFJTU/Hz87Oes729neLiYgoLCyksLKS5uRmlbwiuI8ejdQ+wilsXtYI2gwm5XwneO/aMOViMOfMaO8FrGJJsAno+/n1V1GVZ5ujRo1y9epXXXnuN8ePHAwNHitpDqKuaqZ4Gcnd+CWoH/vBvv8XDzXVQx7BU9qurq2lubhYt/AKBABBiXyAQCAS/IEaOHIm7uzvfffcdX331FWvWrMHN0wudUcbJxZWkpCQKCwuZPXs2p06dori4mGXLltHU0gqyu12VQ1k24aRW8uYHH+Dt7T3k96BWSPi6OePm4kxLSwtarRaNpv8WZC9JR3PpLdoiUvttGU719WXKqDhu3brFuXPn+Oc//0lycjIZGRnWFnelUsmsWbOIjIxkz549fPrppyxfvnzQ0YXdkSQJjUaDRqOxpiLoTTKZ2XWDErMhISEEBQWRmZlpI/bj4uI4fPgwpaWlVrGvVCoxGAwEBwczZ84cjhw5QmRkJMOHD7c59vTp07l79y4XL15k+vTpz3SfQ8lQm7QNeD61mmHDhlnFPoC7uzsqlQqj0ci2bdt45513qK6uRqVS4e7uTnx8PEfvl6IaNRXz6S3XIFElOyHFT2FcYgpzEyJQKpUYjUYePnxoFffl5eUA+Pn5kZCQQExMDBEREajVav6//7//ZNqsOYwfO5rK9qdv8R9ozMFizCnRpXvgySKDucvG3C3SV0VdlmUOHz5MZmYm8+fPZ9y4cT0f234iRe3BYDCAyQidWhrr6wYt9p2cnJAlBbfzClA5OD5VJKFAIPj1IcS+QCAQCH5RhIWF8f777/PtT0f5LLMI/COwVOjC4ybRWlqJs7Mz77//Pt999x2ffPIJAK5TlmLwCu63ciibTCjryqitquTzzz9n5MiRpKamEhwcPORu7sHBweTm5lJXV0doaGi/27q4uGC6c4d1s6YN2DKsVCoZM2YMycnJ3Lhxg/Pnz5OTk0NqaioZGRm4u7sD5irvxo0b2b17N99++y1Tp05lypQpQzrX/rRiNi0tjX379lFXV0djYyOOjo54enri6+tLWVkZSUlJAFaRatnn4cOH1vn9rvPKnp6eTJgwgcuXLzN27Fi7khReFENp0mYPI0aMYPfu3TQ1NeHh4YGbmxvV1dW89957fPvtt2zZsgUXFxckSTKPeAxPRq2KAknqsWhjSQvIMbijyrpDXcE9SkpK0Ol0aFzdiIgZxuix44iNiba+7rqilEBp1KFWSDbz6xYvi8HQ15hDV2PO7u/9rvcz2bmd8bFhvc7oHzhwgKysLBYuXPjcRkEMhp8TNGprawcl1sta9dyUfXBY8CHXJQXKuXH8VKYlzZ9nMnUUCAS/fF4tpxqBQCAQCOygxKihI2k2+IVjqTTKQFmHhEP6ck7kPmLfvn00Nzfj6mqukHk2lg3YIiwpJNZMSuLf//3fGTt2LHl5eXzxxRds2rSJixcv0traOmT3EBUVBUBlZeWA2zo7O9PW1kaoq5pl0e78KdmH3yV686dkH5ZFu/f6gV6lUjF+/Hh+//vfM2PGDO7du8df//pXjh49ajVac3Nz46233iIjI4MzZ86wdetWWlpahuwewSxS+xP60FPMJiYmotFoyMzMtGnbDwsLo6yszOYeLSJJkiQWL16Mk5MTO3fu7OEfMHnyZFQqldWB/lXBInJBRu5mhGj5kGavSZs9xMXFoVQquX//PmB+DbS0tODk5MS6devQaDRUV1ej1+vp6Ohg761CZLn/3gzZZOJ6TQc6nY6kqXOIXfUb5BnrKY6YxAlCOVFrds3vjkKhsHmeotU6JihqcdPWI8vmx2Kgc1voa8whs1pLz2WK7jcg81Dfs3PCZDKxf/9+srKyWLJkyXP1fLA8Dp6entTU1Ni9X1aNlm35TZQbVD/HGkoSBU06tuY3cbNW+zwuVyAQ/EIQYl8gEAgEvyi6Vuq6V/9MAJKEPnY8Omcv1ry1no9+9wfeWLOWhqIHSPcvAXLPf/yeCIu5Ya6Euqrx8fFh5syZ/OEPf2Dt2rUEBARw+vRpPv74Y7Zv3869e/d6iMnBYmmbf/jw4YDbOjs7o9fr0evNgkmtkHBRK+xqG1ar1aSnp/P73/+eKVOmcPPmTf7yl79w8uRJa6TdtGnTWL9+PTU1NXz66acUFhY+0711JcxVzZxQF7MBm2wrZiVkZFkmgXobMatSqRg9ejS3bt2ioaHBGqcYFhZGVVUVnZ2d1u26Pg9OTk6sXLmSiooKTpw4YXMuJycnpk6dys2bN6mqqrLr2vUmmTa9Cb3pacPi7CPVV0NASSYOjRVdmuTN3Q7rYj3sdprvi6734ejoSHR0tI3Y7+zsRKfT4ezsbB1zkGWZGzdv0e7qa63g94WkUKAMiiFh3ipuayJ41KmwymsZehWeltb5R48esWfPHv785z/z5z//mbN7d8Ctk+gOfoZ8aiuK5oGFrwKI62XM4WdjzoENIsv0Spvn2WQysW/fPrKzs1m2bBkpKSkDXsezYFm08vHxoba21q59+uta6Gpe2NtCi0Ag+NdAtPELBAKB4BeFPVFukizTHjeR3U0a5KYGJDyJWvIubXevUHZhN57Jk2l39XuyWCAT7+nUq/O1QqFg2LBhDBs2DK1Wy507d8jOzubHH39Eo9EwatQoUlJSniqSz8/PD0mS7BKeFiPC9vZ2q/AdLI6OjkydOpW0tDQuXbrE1atXyczMZOLEiUyYMIGoqCg2btzInj172Lp1K5MnT2b69OlD0tbvVFOM7uJ5YqYv4ZFeYR1BiPNwRJubyb3sTKZG/8bm3saOHculS5eorq62zuCHhYUB8OjRI2JiYlCpVFbhbyEkJMQ6vx8REWEzvz927FiuXbvG8ePHWbduXZ/XazFzy+82LpE2CHf0wdDU1ETZ7essWBBAUrLPUxu9daev+wgckcz5/TtpbW21ttffvHmT/Px8m4UejbsHJjvb6WXg5ON2oOd782fh2UpNcR5NJXk8fPgQrVZLbm4uQUFBDB8+nIiICMLDw1Gr1fznf/4nwybPpkDthzSAU39fYw4Nza12G3OCZB0DMJlM7Nmzh7t377J8+fJeYwaHGovY9/X15cGDB3btM9g4UYFA8K+HEPsCgUAg+MVgb4QeCgUmtZO11iUDJa0mTBFpBDi4Unl6JyoHRxYtX8GI2GF2iSqNRsO4ceMYN24c1dXV3Lp1i5ycHK5du0ZAQAApKSmMGjWqX2d720tU4OrqajWg6w/LMZ9F7He9j5kzZzJhwgQuXLjA+fPnuXr1Kunp6YwbN461a9dy8eJFTp06RWlpKcuXL3+mc8qyzNmzZ4nydGVtYmAP1/KO4HT+eT+b/fv3s27dOqs3gqenJ/Hx8eTm5loFqY+PD87OzpSWlhITE2M16OtOWloaJSUlPeb3LeaEP/zwA4WFhTbxjBYsZm7mZaAn94C5Op3XpBtUpru93Lp1C5VKRWJi4jMbvVno7z5MBKCMTLSOSQAcOXKE0NBQ4uLirHP32uYmHGTTz+3hz4hskrle04m/VkdSSio5t24yatQo5s6da7Ndc3MzkncQhQ7+T9w4+qe3MYfOzk52HDyGPCLDTr8N82vSaDSye/duHjx4wMqVK0lISBjMLT41lg4Vf39/rl69ik6n6zc5YrBxon2ZFwoEgl83oo1fIBAIBL8YBhOh1/0DvqX6VR84goRJ0/Hx8mTfD99z7fIlTKaBpspt8ff3Z86cOfzpT3/izTffxNvbm+PHj/Pxxx+zY8cOcnNz7Wrz9/f3R2cw0tyh77dVvGtlf6hwcXFh7ty5/Md//AcjR47k1KlT/PWvf+XatWtMmDCBd955h8bGRj799FPy8vKe+jz37t2jurqaadOmAT1HEJycnFi8eDFFRUXcuHHDZt/k5GRkWbaOL0iSRFhYGI8ePQJsZ/a70t/8/vDhwwkLC+P48eM9nveubdF9V6eHti3aZDJx8+ZNEhMTcXR0HJJj2nMfqlEZnL+TR25uLgAzZ85k9uzZVFVVodOZDQMd1SrkymIY6P1h71y9QoEiMIraUXPJ8k7CMGoa5VojxcXFVFZW0tjYSGdnJx0dHSijk+0K4QtzUfVYfDEYDHx57BKtIzLsui4L+4ub2XrgOA8ePGDVqlUvTOjDz5V9S5JFXV1dv9sPNk5UZ3y+oygCgeDVRFT2BQKBQPCLYTC55H2hkEAVk8IHM9I5deoUJ06coKCggKVLlw66gq1QKIiLiyMuLo729nZu377NrVu3+P7773FxcWHUqFGkpqZaP8B3paxVT1vcRBwS5vDP+039too/D7Fvwd3dnQULFjBp0iTOnTvH0aNHuXTpEhkZGbz//vscOHCA7777jokTJzJz5kyUSqXdxzaZTJw5c4Zhw4ZZW/B7Y9iwYYwePZpjx44RExNjjQm0VORLS0ut24aGhnL+/HlMJlOflX0wdzCsXLmSr776ihMnTlirx5IkMWfOHL788kuys7NJTU217vMy2qKLiopoampi9OjRQ3I8sO8+kGVU0SlsGBfF559/zuXLlzl58iQKhQIvLy8aGhro7Owk1RXuSv3X1y0jAnZhjb6TkH3DqZQi2Hr2LKaHd3/eRKlCPf+DAWftAR61GWyq1iaTie2HTtIUOnqQCRoS+U2dyGFjGDdsBMOHv9joOoPBgEqlws/PD4Campp+x4MG87ewL/NCgUDw60eIfYFAIBD8YrA3yq0/ZCTymnSYJDdmz57NsGHD2Lt3L5988gkLFy5k5MiRT3VcZ2dnxo8fz/jx46msrLS2+V+5coXg4GCSk5MZNWoUGo3m59xvtbu1Tbm/VnG1Wo1KpbK66D8PvLy8WLJkCenp6Zw9e5YDBw7g5eVFRkYGERERnDx5ktLSUlasWGEV4wNx9+5damtrWbp06YDbzpkzh6KiIvbt28fbb7+NJEnWFvOHDx9ao+LCw8PR6XRUVVX1MOjrTkhICLNnz+bo0aNERkYSHx8PmBcMRo4cyenTp82t82r1S2uLzsrKwt/fn5CQkGc+Fgxu1EUKimLTp5+ByYizszPz5s3j8OHD+Pv709LSgoODA/MnjcG5sJLMNkfz7HwXDwdrPv1TxlJajP/UydOYO3US7iYtWq2Wwkfl3B+EV4Bl1l6WZQ4dOkSZ0g/FAHP+fVwQEnBL50Jiq/6FzrkbjUZUKhWOjo64ubkNaNL3tLGWAoHgXwvRxi8QCASCXxT2RLkNRNe2VosxXXR0NDt37mTv3r09TN8GS2BgIK+99hp/+tOfeP3113F1deXIkSP813/9F9/+dIxjj1qfXId9DtqSJOHs7PxcKvvd8fX1ZcWKFWzcuJGAgAD27dvHzZs3mTZtGq2trXz66adWJ/fudHV9N5lMnD17lri4OLuErKOjI4sXL+bhw4dcvXoVMBvXSZKEWq3m+vXrAAQHB6NUKikrK7Np4+/LOX/8+PHEx8ezd+9eGhsbrT+fOXMmbW1tXL58GXg5bdGtra3k5uYyevRgq9B9M7hRFwWozXPhzc3NHD58GIDc3FwMBgMGg4G//vWvZO7egv7iboyVRTaReEMlHxVAiexKTEwMiYmJRIeFWs8z4D3wc9X67Nmz3Lh5C2VQ1IAJAgNdT2b1i42sMxgM1q4ZX19fuxz5nybWUiAQ/GshKvsCgUAg+EVhySU/WtY2cKtyX8gyj0tLiI2OQpIka8t3dnY2hw8fprS0lGXLlvXbem4PSqWSESNGMGLECFpbW8nJyeFSuzOySUbqp9LWW6v4ixL7FgICAli9ejXl5eWcPn2aU6dO4e/vj5ubGz/88APjxo1jzpw5qFSqXl3f/dFSL6tZPnWq3eeMiooiLS2NkydPEhsbS1NTE56ensTGxpKVlcXUqVNRqVQEBQVRVlaGr68vOhdvdhc19+mcL0kSS5Ys4dNPP2Xnzp1s2LABpVKJl5cXaWlpXLx4kdGjR+Po7PLC26Kzs7ORJImkpKRnPpaFQY26yDIKo4H4ESOora3F3d2dwsJCJKUKWaVGp9chSWajOEd9Gx3Zp9BlnQBHDQ6z3uoRffm0dO+WMOg6MVUUowqO6fc+JGCYhxq1QiIzM5OzZ8/iFxJO8zNe18swtbO08YNZ7BcXFw+4T9e/hZhMNl0Xlr+NvZkXCgSCfx2E2BcIBALBL45UXw1+Tioyq7XkdRF5LiqJNkP/lU1JllHWP+K7n/bj6+vL2LFjSU5OxsnJiZSUFMLDw9mzZw9ff/01GRkZZGRkDEn8nKurK+MmTOR8dt2AFdHexMaLFvsWgoODWbt2LaWlpZw+fZqSkhI8PDy4ceMGpaWljHxtJRcb6OH6XmVyxCF9OVUOrgQP4nwzZ86koKCAvXv34u7ujoeHB+PGjePatWvcvXuX5ORkwsLCuHfvHqaQeIyjEyjo0rbe2ziERqNh1apVfPXVV5w8eZI5c+YAkJGRwa1btzhz5gwLFy58oW3RsiyTlZVFQkICGs3AldfuKQZ9HfNuTjZylR78ImzEX3ckZDz1TVQa9OTm5mIymag1qlCPm4cUGIn0pKW9u49EVlYWPx07MWQO/dZr5+d2/I6ODqTSe8jBPdMSuu+T36Rn861HlF7JIjw8nNJHj3F8mhb+fq7nRdBV7Pv5+XHjxg2MRuOAHhmpvhqcjZ3svP4AZXAMPBkMivVw6DVOVCAQ/GshxL5AIBAIfpGEuqoJdVXbiKDKdgPb8vuPspMlidXjR2Ic5kVmZiZHjx7l5MmTJCUlkZaWhr+/Pxs2bODcuXOcO3eOwsJCli9fbvecen88Tau4RWy4uLjQ3Nz8zNfwtISHh7N+/XqKi4s5ffo0TU1N1JnUXKg3z233EMhPhObRsjb8nFR2iw4HBweWLFnC119/jYeHB5GRkfj6+hIdHU1mZqZV7F/JLaHDIQB6OXfXcQjLuUNCQpg1axbHjh0jIiKC+Ph4NBoNGRkZHD9+nPHjxzPO35O8Jl2/1zdUbdEPHz6kvr6eRYsW9btdb10TvRk5tra2sn//fvLz83EJjUHvH9nvopJJhtobZ3BwcECtVtPpH40ycQogWyv23RdORrorzSMlDmoM9kby2Sm8u3ZLdHZ24qRtYnqYC0fLWp90wvR9rgqjAw7py3mUcxYnBzWGiiIUgc/Wyv+iTe26CntfX19MJhMNDQ34+voOuK+pvgLD9aP89g9/xMHZtd8FIYFA8K+FmNkXCAQCwS+arlFulrZW6PkPnGwygSwzN8yFMDcHIiMjWbVqFX/84x+ZNGkSubm5bNq0ic2bN3Pv3j2mTJnChg0baG1t5ZNPPiE7Oxu5l4ixvmbFe8PSYm0P3cWGRqOhraPT7nM9DyRJIjo6mnfffZc333wTx/gxA8auPc38c3h4OBMnTqSpqcla7UxLS+Px48c8fvyYsLAwlNHJDNSs3v3cEyZMsM7vW8z/xo0bh4eHBydOnOj39WOJnxuqtuisrCy8vb2JiOjb9T2rRsu2/KZeOxe25jdxs9Z8b1euXOEvf/kL+fn5AHiYtIS1lJqfm+6z77L5fZDmquf/+fAdJk+eTIfGE0XiFLMo7ybgrQsnpa3815db2b9/P05qFaaKYvN7qh8kwEWtGDC6TwHEdemW6OzsxNHRkVRfDdG19zBVFvX63rOeR6EASUKVNBWXkGiMRdnP5IHQ/XpeBN3b+AG75vYBysvLcXV1xcvD3SbWUiAQCERlXyAQCAS/Krq2+Oc2dsKT2DAfUyuVV04QFLwY+Lky6+bmxrRp05gyZQoPHjwgMzOTXbt24erqyujRo1m7di0XLlxg79695Ofns2DBAjQajd0V167Y66AtYSs2ylr1lPnE0xIwhr/dqbfrXM8TSZKIGhaLsc2+kYTcpk7yCotwVClRKs3/KRQK69fd/1MoFGRkZHD58mUKCgowGo3Exsbi6elJZmYmCxYvQRkUPWDFuPs4RNf5/R937eb1NevQOKiYNWsWO3fupLi4mNSoqB4jIrJswlRZREa4N6l2VFoHQqvVcu/ePaZPn96nKC1r1XPsUZv1PrrfF5gF+PHdP6CtKEGSJPz8/JBlmYqKCuTyAzgHR+E0fCxtLn7W90Gcp5NNe7d39AiUyoG9KWRZRo4YCdVlNDQ0IBVnm5+D/vYBJgU6c/yJIWVfdO+WsIh9WZYpuXkVg1aLQ9p8CIjo1ydAATR7h+Nc8xhDXibEp/Xw9ZBNJvNj0c9r52WY2lnc+ME88uPo6EhNTQ3Dhw8fcN+KigqCgwczLCMQCP5VEGJfIBAIBL86LC3+n3z2OYGh4Sx4bQ4K2YtPMw0cPHiQd999t8eHfaVSyciRIxk5ciRVVVVkZmZy+fJlzp8/z4gRI8jIyODatWt88sknJM5fxY12px5z6n1F53VlnL9mwFZxWZZJdDd/bY3pU7lZxa2953qeDGYkASS++3EndA7e4bypqYn/83/+D46OjhgMBrKzsymtrIHxy+zaXwYOHz+BkySjVCppU7uiHjePGo0X/7zfBLKMH664R8Syf/9+Zs2ahUqlYpRSSaKHkj0/HUDf3oaTg5o7pc6MCPJGpVL1ukBhr7dDTk4OsiyTnJzc5zaZ1doBDShlWUYfEg8VJeav9XoiIiKYOHEiEREReHh4oNfrae/opE1nAIMOk74VbYWeuzodBTo192UvJCeXARdOJIUCKTCaNW+tJzwkmO+++w5DTR61fnFmZ/6ukXwmE5JC8fNrU5Y5/qiNriMCTzYEJOaGu9osWlnEfnV1NVqtFqXaYUChD+YRHUVgNPrAKOuIgbNKotUgP3m8TMiVxcRHBJOv1/R4fF+mqV1XN37Lwo09lX1ZlikvL2f8+PHP+xIFAsEvECH2BQKBQPCrRdehxdVB+aRCrmTBggVs3ryZrKwsxowZ0+d+AQEBLFy4kFmzZpGdnc3169e5d+8e3t7eGN19ud7miCT1U3HtZ069vzQBs4u6jCL3Cscul2JatY5jj80RfHI3MWbPuZ4ng3F9l4DffvA+CmSMRmOv/5lMJpvvq6qquHLlCmFhYTx69IgRI0agVqu5evUqLo5q2u01YZNlyoqLkA16Ov2j0Q9LAln+ed5ckqg2aSBpNoacs+zcubPXw7TqOmltbeUf//hH3/cpST0WAHpbFKipqcHJyYm9e/f2+ntJqSIvaJxdAlwZFI27nz9KzHGHRUVFPHjwAL1ej6mf9nnJOwh1+rLBtbtLEsFhETiqFQQGBpKfl8XaSePYczOfNlc/82Mqy5gqi0jxVJHqOxaAMf7O1D3M53p1B0qLw74s49peh0N5Hqmjl9icxiL2s7KyADAqlKjsNQSUJLoOy7QbZEDGcO8ycskd3n5rHeHhYTx60plj6d5Alon1dHxppnZd2/jB3MpfXV094H6NjY1otVpR2RcIBL0ixL5AIBAIfrVYRIOFiIgIkpOTOXHiBMOHD8fFxaXf/Z2cnBg/fjxpaWkUFxeTmZlJgWskigGEZm/ReV3pLU1Alk0EKXTMHBaAJnwS335bwL7sQiTf8H4F9UDnel7YO5Jgca/383Ef1PFv3boFwJo1a9i8eTNlZWV88MEHaLVaioqKCHeSeajt37gNkwljZRHa1hYiUydQ4B0PSD2eO8sx1ElTURm1vLd8IQqFApPJxK49e9EajDRUV+Hm4oynpycZGRk9Fif6W7jo+l9zczPl5eUEBwfj4OCAyWRCr9fT0dFh3UYvqSDYThEuKQgMCUOjNJsbWgz3uv6/t6+PVhspajEOojvD1kciMDCQq1ev4u8g8++TR/D3TZ/Q0NLK4nmvcejWSe6oVMyfNMa6mDA9JYGcv/yFWFMtBiQaaqrw9faivrW+x3k6Oztxc3Pj7t275h/odcj2GgJ2w/TkypUjJjIvfRzh4UGArcHn1h07cXRyZGHKopc27240GlGrf34P+/r6cu/ePXPXRD9/a8rLywGE2BcIBL0ixL5AIBAIfpXIskxHR4eN2AeYPXs2ubm5nDhxgiVLlvSxty0WY7qwyCg+zq4bUCDZk9PdPU3gs03/IGh4PKEpoeDqw7r1b/PlQ+OA1/YyMsEt2DOS8LTzz01NTbi4uODk5MTSpUv5/PPPOXv2LGlpady6dYuxpiYeSp79H0SSmBHtT5MykVsGpyeu7n0/RpIkoQuK4+7du0SkjCezTkttykKQJNSyCafOJsqun8LLywtvb+9B3xPA/v378fDwYP369X22/etNsl2vMzAL8KWLFgzqudebZIoK7Tu+he6Rg4GBgQBUV1cTFhbGhvVv8ec//5mf9u1l+PDh3L9/n+zsbFJSUgBQq9WMHz+es2fPMnbsWEqbGvH39cFo7Pka7+zsRJZl2tracHZ2RmcwYqoqRRkQPmArf5/XL0GxyYWULj+z+G5UxU8DSeLj7LqX5oVhMBhsIhh9fX3R6XS0tLTg7t73Qtnjx4/x8PAYcOFSIBD8ayLc+AUCgUDwq8RgMGAymXBycrL5uYuLC7NmzeLWrVs8fPhwUMd8mui8gbCkCYQFB1H2uNzqtu/s7ml3Vri95xpqwlzVzAp2Alnu4cxu+YDxtPPPTU1NeHh4AGZhmZGRwYULFzCZTISFhVF04xKupeaEhN7PLaPKv8aFA7uIjo1D8o8cMIpNBhSB0Vworbe64FueA0lS0OToiUP6cg7mFA76fsAsYu/cuUNqamq/8/2WrokBP6SZTBjLC9n94w8UFxf361jflcH5LTw5FbaLNn5+figUCioqKgCz0eWsWbOQZZm8vDwkSeLUqVM2xxg3bhwqlYrq6mpaWlqs3RPd6ezspKamBsk7CF1CBoq576IMjLT7/dAbMpJ1UQxskw66e2F0TTp4UXSd2Qfz4wtQU1PT737CnE8gEPSHEPsCgUAg+FXS2dkJ0KOyDzB69GhCQ0M5ePBgr5XFvhhMdB6yzPnTJykuLh7wHGWtehojx1KdPJ+/3ann4+w6Dpe22H1dLzoTvCumh/fQXdyNqbLIGsNnSQtYF+vx1OaBXcU+wOTJkwkMDGTv3r2MGTOGkpISAvUN6C/uRlX/2Pq8/HxuT367aDoBQcF8v++g/eJWkmD4RPO99fY7SeKReySFdf07zPfGnTt3MBgMpKamDrhtqrca00DiXaEgLcCZuro6vv32WzZt2sT169fR6frvthjM61iWZWtkZddFG6VSib+/P5WVldafjR8/Hl9fX5RKJZIk0dLSQkFBgfX3Tk5OjB07lrKyMmRZto47dEer1VLl4I06fRmKLmZ7IJkXd+xc1OhxL5gXOuxKOihr41Gr/qnO8zQYjUYbse/p6YlSqezXpM9izifEvkAg6Ash9gUCgUDwq6Q/sS9JEgsWLKC2tpYrV67YfUx7K66yyYS6oZw7Odl8++23/L//7//LDz/8wM2bN2lttRWJlgpjndLFKmpkoKjZLDQGEmUvIxPcgtFo5OLFiyiaajBcP8pi53p+l+jNn5J9WBbt/kyt0I2NjTZiX6lUsnTpUhoaGqisrMTV1ZWWlhbk+kpiWor5U7IPGxO82JjgxcJIN2TgSKWBipFzcZj+5iAEoh3byTKnigY2T+tOVlYWw4YN67ctG6CsrIwDW77AdPc8yHLP19uTavjcMBdmjR3Fb37zG9avX4+Pjw+HDh3iv//7vzl27BgNDQ29Ht/uzgHAUTKiu7gbh6qiHr8LDAykqqrK+r1CoWDevHnodDprW/nBgwdt9pkwYYL1uTAYDDZi32AwcPLkSQxuvihHZSBJUo9uDMkSmyf/7LBvn02kmZoOgzXpoD8sXhgviu4GfQqFAh8fn37Ffl1dHTqdToh9gUDQJ2JmXyAQCAS/Sjo6OgB6tPFbCAwMJC0tjbNnzzJy5Eg8PT3tOq49c+qSJNF+7yruajVz5sxBp9ORn5/P/v37AbOZVmxsLB4RcRxrdADMbcZdsVQYzQ3X/WWCyy88E9xCdnY2zc3N1u/DQoJxUT97HUGW5R6VfQB/f3+mT5/OiRMnSElJITs7GwCdizc/lbSQb3FWf0LXtACrQOynFdyeDHYwG/rVSa506A04qe37KFVZWUl5eTmrV6/ucxuDwcCZM2e4dOkSwcHBvDkvgw4nDxsjRwkwVhU/cbsfY723qKgooqKiaGxsJDMzk6ysLC5fvkx8fDxpaWlERUXZ3Jc9r2OAVcO8uVrow08//URISIjN+yQwMJDbt2/bVKWjo6MZPnw4jx8/RqVS0djYSH5+PrGxsYA5Qz4xMZHs7Gw6OzutbfwPHz7kp59+oqGhAeXoOQM/V7KMqaqEBSFOFLlGkN/U2eM91BvfFzQPuA28eC+M7mIfzHP7/Yl9izlfUFDQc702gUDwy0VU9gUCgUDwq6S/yr6F6dOn4+TkxNGjR+0+riU6D3r+I2qdUw93ZeMby/D29ubYsWOUlZWxZMkS/uf//J8sXboULy8vrly5wqF7ZdYqbZ88aaPuLjckzD9X5l7FRT/4lvJnxWQyceHCBWs7t5ubG25ubkNy7La2NoxGY68LMBMnTiQ0NJSSEnO2vCJyJCV+IynoJvShl3rvQCLeDqH/88YKcu7et29bzFV9V1dXq+jtTkVFBZ9//jmXL19m+vTpvPvuu/j6+hLqqmZZtDt/Svaxdk2kUMft8yfQantWnj09PZk9ezZ/+tOfWLhwIQ0NDWzZsoVNmzaRmZlpbfG363Uc5kKYmwMLFy7EycmJ3bt328zYBwYGYjQaqaurs9l/9uzZtLe3M2rUKAB27Nhh09EydepUwFyZNhgMHDhwgM2bN+Ps7MzqNWtRBEUN6K8gKRQoAyIZmZiIV/NjTM/BsuJFemH0Jfb7m9kvLy/H29vbxthPIBAIuiLEvkAgEAh+ldgj9h0dHZk7dy4PHjwgLy/P7mOn+mpYF+tBrIdDL7Pi5jl1Pz8/1q1bxxtvvEF9fT2bNm3i3LlzxMXFsXLlSv7wP/4nyuBoGEDUIClAgmEe6p8FvyxjqixmsmMjjtVFbNmyhZYW+2f8h4K7d+/S0NCAyWTC0dFxSFuJm5qaAHpU9sHc3rx06VJaWlqQvINQjZoKktRv/F8Purf0P1lQGZQBnCxz4+plZFlGb5Ktxoq9odfrycnJISUlxWYuG8yjEGfOnOGLL75AoVDw4YcfMmXKlB4GfhYjR7VCIiMjA6PRyIULF/q8PLVazZgxY9i4cSNvv/02vr6+HD58mI8//pijR49SX19v8zruz2/BycmJ5cuX8+jRI86ePWs9R0BAAIDN3D6At7c3EyZM4Pbt2/j6+mI0Gtm8eTPt7e0AeHl54eDgQENDA62trdy+fZv58+ezYcMGDLJkf8SeJHHu0mXO7fsBQ87Zns/rM/IivTC6z+yD2aSvra2t10UdQMzrCwSCARFt/AKBQCD4VWKP2AdISEggJiaGw4cPExUVZZN13R/do/MclFKPdl9JkoiPjycmJoarV69y7tw5bt++zYwZM4gflcLAE/nWI/FamBsOkRI6o4xkMrDrbi5ns0pZsGABp06dYuvWrbzzzjsvpMonyzLnzp1DoVCQnJzMvXv3mDRp0pAdvz+xD+Dj40N4eDiPgpKf7gRdW/oHK/IxP2vBagPFOth6p5Jyg9raYt9bdNu9e/fo7OzsYcxXXV3N3r17qaysZMqUKWRkZPQQfL3h6urKxIkTuXjxImlpaX0+TuZblYiMjCQyMpLGxkauX79OVlYWV65cIS4ujrS0NJZGR/Pp5zuoaWji//O//kevbevh4eFMnTqVs2fPEh0dTUREBE5OTnh5eVFRUUFSUpLN9lOmTCE7Oxt3d3dqa2tpaGhg27ZtrF+/Hp1OZ3XilySJ3/72t9Z7uJtzCzky3T7BL8tcOG12/HdveszcUAf2PrbPVG+g/PruUYPPm74q+wC1tbWEhYXZ/M5kMlFRUcGIESNeyPUJBIJfJqKyLxAIBIJfJR0dHahUqgHFkyRJzJ8/n5aWFs6dOzfo83StuPaFSqUiPT2df//3fyc+Pp6DBw+ydfNX2GssZqkwWs7l7OjAm2++SXR0NAcOHGDy5Mm0traybdu2AZ3Yh4IHDx5QW1uLLMskJSXR2dk55JV9tVrd58KFyWSi0tEHhU+w/W333ZEkjDWlT1UNlpEJ9nLDIX0Zj/VK67PYV3RbVlYWkdExOLp5ojfJ1hGIzz77DL1ez/vvv8/06dPtEvoWJk2ahKOjI2fOnLF7H09PT2bNmsUf//hHFi1aRFNTE1u3buWf//wn9bU1KAyd/b6Op0yZQlhYGLt377ZWm7ub9FlwdHRk1qxZFBUV4e7ujslkoqamhs8++4y///3v6PV6lEolsizbjH+UFBZgqigGeaDxFhPGikIwGfH19eWDDz4gzMv+MZKBXjfdowafN72JfR8fH4Be5/ZramowGAyisi8QCPpFiH2BQCAQ/Crp7Ozs05yvO97e3kyePJlLly4NmGv9LLi5ubFkyRLef/99HFRKjOVFA4sak4kwB2MPEaZSqXj99deJi4vj6NGjTJo0iZqaGr7//nsMBsNzuwdZljl79iwKhYIxY8ZYxweGUnRYnPi7CzJLu/yVvFKMsWnPlLsOMgrf0IHHKLruYTKZK8IP75JZo30SxWe7f/fotjuPayn3T6Aica41VvHPZ+5w6uZdxo8fz0cfffRUj52joyMZGRlkZ2cP+jWrVqsZPXo0H330Ee+88w5eXl7o9XoMBgNHjhyhvr6+1/0UCgXLly9Hp9Px008/IcsyAQEBVFZW9pp2kJSUREhIiHURQ6lUUl9fj6OjI6mpqVZx++DBAwBaWlpob2/HWJTNQF0vMhLGomz8/f159913cXZ2ftJyP7jFm/78Cp4lTWIwWGIIuy/2qNVqPD09e31+LeZ8gYGBL+QaBQLBLxMh9gUCgUDwq6Szs3PAFv6uTJ48GU9PTw4dOvTUOd72EhISwrvvvkt6qAcDtvJLEkWn93P+/HkbczQwi6eVK1eSkJDAyZMnGT9+PGVlZezatavHtkNFQUGBtZI7ZcoUysvL8fT0xNnZecjO0dzcbGPOV9aqZ3dRMx9n1/G3O/Wca3exewCiN2STCee2WvtnwzFHvJkqi3C+fRLZyQV5AEc4BXCsrJUDVTLKwCgsz7MM6DwCcZi8HN/UyT2quYNhzJgxeHh4cOrUqafaX5IkIiIiSExMtP4sOzubv/3tb2zfvp2CgoIe7wUPDw8WLVrE/fv3ycrKIigoCG2njsr6ph6eBZIkMXv2bGsEYEdHB9OnT6e9vZ3S0lJrF8qFCxeQZdkagynXV6DPOYssy+aEhK48WXAx5Jwl0FFiw4YNaDQaKioq+PKzTzGWF/XcpzuyiTh39YC+Gy8Ky+Jcb68FPz+/Xiv75eXl+Pn5DepvnEAg+NdDzOwLBAKB4FdJR0fHoD4Iq1Qq5s+fz9atW8nJySE5+Snnwe1EkiSmJQ/HpbKVk+Vac8W4a5VZNoGkYHaoC40jojl16hSFhYUsW7bMZkZboVCwbNkyVCoV58+fZ/z48WRmZrJ//36WLFny9G3uvSDLMmfOnEGSJEaPHo27uzvl5eWEhIQM2TnAXNm3VLuzarQce9SGgi4122e8J0mSaLtzFdLm2zkbbkJ3+EucVAokVzfkUTMG3M8EVHcYn1T/u13vk+f5aFkbfk6qp64gq1Qqpk+fzp49eygrK+sx120vxcXFuLu709zczO9+9ztyc3O5du0a27Ztw8fHh3HjxpGSkmJ9PyUkJDB69GiOXL1F+JT5OCz4kG9KDUildTaeBeXl5Rw+fPjJLZtn9Ds6Onj99df5p1pbYAABAABJREFU/vvvrQsJFRUVFBUVcefOHes1mR7exdHUiTYgBkVQtPnxlk0YK4swFmUT4qxi3dtv09LSwvfff8/Dhw8BCPCqoFER0+/9ykjo8rMIiZ5GaLR7v74bLwKj0Qj0LvZ9fX2tnQ9dEeZ8AoHAHoTYFwgEAsGvEp1OZ3cbv4WYmBhGjhzJsWPHiIuLeyFmd+MCXQlydeTi4yaK28xmcbJswh8tc2ODzUJw5kxiYmLYs2cPn3zyCYsWLSIhIcF6DIVCweLFi1EqlVy9epWUlBRu3bqFo6Mjr7322pAJ/pKSEsrLy1EoFGRkZFhNwuLj44fk+BaamppISEigrFXPsUdtAINz2+8HWZaRi7MJc1FSWlGMIrD/mDfZZEKuKgaDjg4DdMgSjoPoCOgPBZBZrX2mdvFRo0Zx6dIlTpw4wTvvvPNUz3VJSQkBAQE0N5sz6FNTU0lJSaGsrIxr165x9OhRTp06RUpKCmlpafj4+BA4bjp3Q7Q81v28SGXxLMhr0hHW/JDCswcJCAhg7dq1/PDDD0iSxPXr15k1axbTpk3j9OnTgNnV/8yZMzQ3N6NSqayV7tZHhchlBcQOH0HRwzKMnVowGQkPD2fevHns2bOH3NxcwOzwv2zZMsLCwrhZq+VoWSuYZJsxDQXm19FIqZGbV89xxcOJiRMnola8HJFvwXK/vXk2+Pr60tDQgF6vt5qHGo1GqqqqepgiPi9e9mKIQCB4eoTYFwgEAsGvksFW9i3MnTuXv//975w8eZKFCxc+hyvrSairmtXxvuiMJv756ee0NzfyqLODrNRUPGfMwNXVlcjISDZu3MiBAwf48ccfSUlJYd68eTg4OADmavWCBQtQqVRcvXqVhIQErl27hpOTE9OnTx+S6zx79iySJDF27Fjc3Nyorq5Gr9cPaYVRp9Oh1Wrx8PAgs1prFWhDhizj7BNAbeltjI1alEHR/W8vSZiKcqzfKk1GZNk0qBGAvjABeU069Cb5qUWUJEnMmjWLbdu2kZ+fT1xc3KD2b2hooLGxkeTkZPLz89HpdDg7OyNJEuHh4YSHh9Pc3Mz169e5ceMG165dI2zUWKqj0nrtWrA8V6Vu4YydvZDXxqegUCiYMmUKp0+fxmg0cuXKFVJSUqxi383NjYKCAgAMJhkcNShNRox6HV5eXuQ/uG89fmhoKO7u7nz66aeAORZw3rx5jBo1CkmSkGWZ9tws9Fl3cRk5Ab1XsE1Swjh/DaGuvjjXpXP8+HF8fHwG/ZgNNQO18QPU19dbow6rqqowGo1D3lHTnbJWPZnVWvKbdP2mTQgEglcXIfYFAoFA8Kuks7PTxuXbXtzc3JgxYwZHjhwhNTX1uX+g7kr+g/s01VTyzjvvUFVVxenTp7l37x4ZGRmMHz8ejUbDypUruXXrFocPH6a0tJQVK1ZYxbYkScydOxeVSsXFixeJiYnh3LlzODmZK5jPQllZGQ8fPrQKN4DHjx8DEBQU9Gw33gVL7J6Luwf5DbpB2q0NjKRQoHUPYMaUDI5evmHXPqYuJopGvQ5FZQlSYGQPc76nQQZ0xqcX+2DuSImMjOTkyZMMGzYMxSBMB0tKSgCsr3O9vmd0nbu7OzNmzCAjI4M7d+5wsk5CNslI/VyzQpLoDPj5WiZOnEhWVhZNTU1cuHCBCRMmWLctKChA8g5CGZ2MIigKSVIgyyYUlSU0Ft60bufm5sbjx4959OgRSqWSKVOmkJ6ebhXJbW1t7N27l4KCAtLT05k+dSQmSdFrVXrmzJnU1taya9cu3nvvPfz9/e1+zIaagdr4wey+bxH75eXlSJJk/f550Nv4TNfOjblhLi/U10AgEDwdwqBPIBAIBL9KBmvQ15Vx48YRGBjIgQMHnpvRXXdMJhNnzpxh2LBhREREkJaWxu9+9zuSkpI4ceIE//znP8nLy0OSJFJTU/noo49wcnLiyy+/5MKFC9brlCSJmTNnMnXqVAoLCwkLC+PYsWNkZWU90/VZZvXT0tJwdXUFzKLD19d3SE3CLGJf4+Y+5ELfgiQpOHX+IsrY0QOO/0vIqGJSfv7eOwjUjsgDWQTaafJoiVV8FizPeXV1Nbdv3x7UviUlJQQFBVkXxnoT+xZUKhUjk5IxeIf0O/oAZmFo6Vqw7DtnzhxkWUar1XL37l3rmExY+lzU6cvMIxVPFlAkSYEUEIk6fTmKiJEAtLa2WuMe//CHPzB16lSrQC4pKeHTTz+lvLyctWvXMmvWLJRKZZ/RmJIksXz5cry8vPjuu+9oa2sb1OM2lPRX2ddoNLi4uNiY9JWXl+Pv729t6x9q+huf6Z42IRAIXm2E2BcIBALBr5KnbeMH8wz8woULqaysJDMzc4ivrHdu375NbW2tTcu9s7Mz8+fP56OPPsLDw4PvvvuObdu2UVtbi4+PD++++y4TJ07k5MmTbNmyxTpzLUkS06ZNY+bMmZSVlREQEMCBAwe4d+/eU12bxUBNoVAwefJk68+fh0lYY2MjkiTh4+H+TI77/SHLMkx9A2VA5MCiXVIgBUahdnRCETkSdfoyJO+gPmfjLfF8pqZaGGChSAHEeTgMyRx0aGgoI0aM4PTp03ZHL8qyTHFxMVFRUVbh2J/YB3MXgr2LMDLw8V//xpdffsmePXuorq62VqqPHz9uHhfwCaHaOwZJknosIEgKBZIkoUqaiuQdSFhYGB999BHLli2zLjiZTCbOnj3Lt99+i4+PDxs3bmTYsGF2XZ+DgwNvvvkmer2eHTt2PNfIyv7ob2YfzNX97mL/eZrzWcZn+sPiNyEQCF5thNgXCAQCwa+Szs7OQRv0dSUkJIQxY8Zw6tQpa5a8Jee9e8TYs2I0Gjl79izx8fG9fogPCAjgrbfe4vXXX6e2tpZNmzZx9OhR9Ho9s2bNYv369dTV1bFp0ybu3/95vnny5MnMnTuXqqoqvL292bVrl3U2ejCcOXMGgLS0NFxcXKzXXFVVNeSio6mpCTc3NxxVSmI9HAb8oCLLcrcqev/PjSyb5f1gZu4lSYHBMxDVqKm9itKuxzbVl6PKOozhznnkAdoGTMA4/6FrhZ4xYwbNzc3/f/beMzqKO93Xfao6KOecs0BIQggkkUQ2BgyYYAzYgDP25Nln75PuWufrXWvvfc+ZOeOJNrYZZ4KJJuckkYUQEkEBoZxDK3equh+abpS7RbDHTD1rMYbuqup/dVf31O8Nv9fhAFVrayudnZ1ER0fbxL51HN5IaFWC40EYWWZ8XBx+fn60trZy+fJlm2jt0riji8lEM2OF3ekKgiwTNXsZb7311oC58p2dnXz11VecOXOG2bNns2nTpjG37nh5ebFu3Tpqa2s5cODAMx+7ORyjlfGDRew3NTUBlmBMY2PjMxP7RkmmRGew65PR329i8P7P4jdSQUHh8VB69hUUFBQUnjskScJgMDxxefmCBQu4e/cue89ewm3C1KduVGV1ub59q4C2tjbWrVs34raCIJCUlERCQgIXL17k/PnzFBQUMH/+fNLT0/n5z3/O999/z44dO0hPT2fx4sVotVqmTZuGWq3m4MGDeHl5sX37djZt2kRkZKRDa2xqaqK4uBiVSjUgq/+sTMJ0Oh3e3t6ARQgX60YXnwJgvLgPN9lI5rwXyTF4jb79Y7jVy7KEKiLJElQYZX9Blgnz96Mitxxvb288W0up941HkId3hV8U4fZUjc78/f1JT0/n/PnzpKen2w12lZeXI4oikZGRtjYQe5l9jSiQ4KWl1J4glCxj8vLzruHp6cns2bOZPHkyfX19fHnmGi1B40GWHfs8RJF6yQmTDJqHm5eVlbFnzx4EQeCNN94gJibG/nFGICIigpdffpk9e/YQEBDAzJkzH/tYj8NoZfxgMenLz89HkiQaGhqQZfmpin1ZlmlqaqKyspLymnrkyGn2d2Kg34Ri5qeg8I+JIvYVFBQUFJ47rNnJJxX7Li4uJL6wkiLJC1Gnt5V8P6lR1eAbYwjDd/5ajG6+dvdVq9XMmjWLtLQ0Tp48yYEDB7h27RqLFy/m1Vdf5caNGxw5coTKykpWr15NaGgoGRkZqNVq9u3bh5ubG9988w1vvvmmQ8Z61qz+1KlTcXV1tT1uHcH3tE3CdDodXl4WwR7hrmFRhBtHq7qHuPJb/+3bcBdnDy0m9xDOPWhGFeL5cHyhg0LSHrKEW3cLPSHR9g35RJEGXMDFnV69gfdnTuJg7nXu9alRhcRZAgWyTIK3E5mBLgS5quk2Sk91pNmcOXMoKCggNzeX+fPnj7rtgwcPCA0NxcnJyZZdtif2wbEgDKLI6injKOiqoLi4mAMHDnD06FESsmbRGpxk+SaN4fOxCksVMqdPn+bChQvExcWxatUqW7XJkzBx4kSam5s5ceIEfn5+jB8//omP6SiOlPGbzWba29upra1FpVI90ffOYDBQU1NDVVWV7Y9er7eY/oWEQsToQS0rVr8JxcxPQeEfF0XsKygoKCg8d+j1eoAnKuMHiyi/LXtbNNqg5/obVQU4qx3OXg13Y4wg0uPuz1clOodvjD09PVm1ahUZGRkcOXKEv//97yQnJ7Nw4ULef/99du/ezaeffsr8+fOZMWMGkyZNQqVSsXv3blxcXPjqq694++23bT3Uw9Ha2srt27dRqVRDsp01NTXPxCRMp9MNqDpI93chwFnN1cZeigdlDTMDXbhYWk+zXxS60GTUyLaAjNBf8FtLsx8nq49Ae9FltFMdG8MoA04L30SWJbbeqGJ5Vhalf/4d+rwT+AQE4apVk7F2I1eeURbU09OTqVOncunSJTIzM0csa7f260+ZMgWw+FQIguCQ2I9w1zBJ08UNgxuiwADfg/5VC0n+LiStW4fJZOLcuXNcuXKFYr0WUZLsGvwNRgD6ujrYvmc31dXVLFiwgJkzZz6dgM5D5s2bR3NzM7t37+add94Z0DLwLOmf2R9upr31O9rc3ExtbS1BQUEjBgaGo6Ojg6qqKiorK6mqqqK+vh5ZlnFyciIiIoIZM2YQERFBWFgYWq2W3fc77FZuiFiu2foek0NmfmP5jVRQUHh6KGJfQUFBQeG5oP9Ncl9fH/DkmX1H5rxbjaocuZEdzeXaKpjGemMcERHBe++9x82bNzlx4gR/+tOfmDlzJm+88Qbnz5/nxIkTlJWVsXLlSlJTU1Gr1ezcuRONRsOXX37JO++8Y8ukD2akrD5YMvtPu4RfkiQ6OjqGrCfcXUO4u2ZYIWRw80UXPAFgiNneACE4RlEoSxKCIGAqOEuUm5o6WRrTqD1BENE5efN1iQ5jcDwpHgKFhYV0RKfwdYnumWZBs7OzuX79OufOnWPp0qXDbtPU1ERPTw/R0dEP1yug1Wrt9uyDJZh25/gegqIS8Z6UTYnOOMwse8v129nZyZ07d6isrERvNKENiRmTXwIAskSQoOfTLd+i0Wh46623HG5DGQuCILBy5Uq2bt3Kt99+y+bNm21GgM8Ss9mM4BvCwVo9ZR3dQwJAYZ6eaLVampqaqK2tJSoqasRjWUv9+2ftrRMufHx8iIiIYPLkyURGRhIQEDBssMSRyg2r38SVp/wbqaCg8HRRxL6CgoKCwk+a4XpFwzQygm/wE4l9q1GVPZup/kZV9kqxn3bwwIogCEyaNImkpCTOnz/PhQsXyM/PZ+HChWzatIm9e/fyt7/9jZdffpmkpCTWr1/P9u3b6enp4YsvvuDtt98eImp0Oh2FhYVDevXBUurd1NREVlaWw2t0hM7OTmRZHjH4oBGHlru3e4Xb7aVHtjjIO5oFlmUJqf4+6uq7yA2VPJBlNOEtCF7+Y8okW7PX6olzqC48RdSkLOoiMoBnmwV1dnZm1qxZnDx5kmnTpuHn5zdkm/LyclQqFREREbbHNBqNQ5n906dP09vby1vzZuDj4zUkCKPT6bh48TZ37tyhqqoKURSJjY3lxaXLODtWoY8liFN54RAqoxEvLy/OnDmDs7MzTk5OODs72/4M/rf1MScnJ0QHKwmsDv1btmxh+/btvPnmm7Ze+uGCTU+D+yYnNDNXUdZhGjEA5O/vT0NDA01NTUyfPt22r16vp7q62ibsq6urMRgMiKJIaGgoSUlJREZGEhER4XDgwtY+U2kZddi/CkN4+F2K6Kri6qkaisOn2Q2kjeU3UkFB4emiiH0FBQUFhZ8sI/WK1hhVaGaupqRPTYCDxzKZTLS3t9PW1kZrayuNuk7kgEkO7dvfqGoknkXwYDBOTk688MILTJ48mWPHjvHdd98RGRnJqlWruHLlCtu3b2fy5MksWrSI119/nW+//RadTseXX37J22+/PaDt4cyZM8iyzPTp023z0K3U1dU9dZMwwJaBtBr02cMoyXS6+NrP2ouiRfDbKx+XZeTOFmKbirhbVIgJQFQhBEYgevk/VhuA9bhdflF0ISDaCUw8rSxoVlYWly9f5vTp06xZs2bI8+Xl5YSHhw9ow3BE7NfW1nLlyhVeeOEFfHx8LPuJAl26dvJvWwR+TU0NKpWKuLg4Vq5cSWJiIi4uLpw6ew7ZQ3I4s28VlqaCs8it9ZgfVh+4uLig1+vp6OhAr9fT19dHX1/fqKPztFrtsIGBkQIE8+fP5+DBg+zevZvMhcvIazNSOqiC4Wm0XVR1Gbkj+1jaTgY91z8AFBEWS135XQC6uro4ePAgVVVVNDY2IssyLi4uREREMGvWLCIiIggNDR3w2ZrNZrq6uujp6aGnp4fe3l7b3/v/u//jBldvVLFpiCGxCIKILEuY6yxBsFZDJz2ePhDhYAAN+7+RCgoKTx9F7CsoKCgo/CSxVxIvCHCu2Uykj9F2Q97b22sT821tbbY/ra2tthn1YDHK8vbzB/+0MRlVjcZY55M/yY2xr68v69evp7S0lKNHj/LFF1+Qnp7OwoULOX36NBUVFbzyyits3LiRr7/+mubmZr7++ms2bdqEVqulq6uLmzdvolarh3Umt5qEBQYGPtb6RqK9vR1gxMz+YAxmx4zEgGHF1DAbgYcf9wqaEXxDHgqdmIdCZ3CTgOMIomgx6LO+xig8rSyoWq1m7ty57N+/nxkzZgwIzEiSREVFBdOmDXRdtyf2JUni+++/JygoiGnTptHS0sLt27e5ffs29fX1qNVqEhISmDp1KomJiQMqa3Jzczl/5jTqDCfE4BgHevZl5IYHODWUsCY7i8OddXR1dVFZWcmkSZNYuXLlEL8Is9lsE/59fX0DAgH9/239b0dHx5DtBnOvV6SsvNsyOeDhmmWguL2P4nY9wW33CTXr7FYZODk5DVsVcrWxF4HRB0YKskyd1pfuh2MLT506hY+PD0FBQcTGxuLp6YlKpaK3t5euri7y8vK4cOHCAPFu9TEZcFxBwMXFBRcXF1xdXXF1dcXf3x9XV1ecnJw4e/YsqeZGUvxCUTu74u3mhvukLETRct0YJZnf3Wxx6HfNkd9IBQWFp48i9hUUFBQUfpI4UhKPLLPnRinOdy/Q2to64Gbe2dkZX19ffHx8CA8Px8fHx/ZvT09PBEFwyKhKliRcupqoq+4ZtY/YOp/8h7wxjo+PJyYmhqtXrw7ovy8rK+OTTz5hwYIFbNq0ia+++oqamhq+/fZbNmzYYMvqT5s2bViTw9raWoKDg8dkEuYIOp0OFxcXtFqtQ9trVYL9Ev6HyLKEqrcDs4vX6KX4sow6ZTaCl//D0XAWgffERnBjdJ6va2wmImhsbQODSUtL4+LFi5w4cYI33njD9nh9fT19fX22fn0rGo1m1J79ixcvUl9fz+TJk/noo49obGxEo9GQmJhIdnY2CQkJQz679vZ2Dh06RElJCQDm+zcRQ2JHX7gsY7i4l6RAb5avX42zszNvvPEGW7duRavVUlhYSF1dHWvXrsXX99EEC5VKhZub22O788uyjMFgsAn/qk4DJzqcLZ/d4M/h4XVR7xOL7tZJTM01dqsLBlcTaF1cqUqcb/fakAUBo28YiCqQLFMTrIFK23IEAVdX1wHCPSgoyPb3wc+5urri7Ow84vVVXFyMJEnMmDFjRBNPR8cwypKEe28rktEDntBHRUFBYWwoYl9BQUFB4SeHoyXxCALdbv5EBIcwfvx4m5j38fEZUpo+HA7NeRcFhMpCtp65S0REhE30DL6JdvTGWEAm0cvpqZW7qlQqpk2bRmpqKqdPnyY3NxdfX1/GjRvH8ePHiY2N5dVXX2Xnzp08ePCAbdu2cf/+fdRq9ZBefSu1tbXExtoRbI9B/7F7jqARBXxMHbSpPAbMsR/CQ9FuV+jzsM/e2pv/FJ3eZVlCwLFjyrLE1i0f4+3pQWJiIomJiURFRY04h30kRFFk/vz5bN++nbKyMiJjYjGYZcoeVKBWqwkPDx+wvVarHSJWZVmmoaGBGzducOXKFQAKCwsZN24c8+bNIy4ubtiJDHq9ngsXLpCbm4skPbriBU9fS9BruNGID6cmmAvP89LUdKZMmWLbxsvLyyb4PT09MRgMfPzxx6xcufKpjckTBMHW4+/l5UVOdweiYMeVXhCInPUSq2I9AUs7UP9KgcHVBf0f6zGNpTJFBI2WQC8PZsyYMUS4j1Q58LiUlZXh5eU1rN9Dfxz9jey8lcvfrh9l9erVA3wiFBQUni2K2FdQUFBQ+MkxlpJ4BIGFi1/CTTN2YzBH5rwvinBn0qS1FBcXc+HCBb799lsCAwOZOXMmycnJA7LfDrlcy6CtK0aOmfJUb97d3NxYtmyZbVTfnTt3CAsLo76+nj179jB//nxOnz5NWVkZYKkAGM7gsK+vj5aWlhEDAU/CWMU+QIRZR5vac/SNhEfj+Bzhab7vAMgSbl1N9Pb2QWDkkKkB/RGBOC8tE9evo7i4mHv37nHlyhU0Gg1xcXEkJCSQkJAw4ki9wYwbN46g8WnsfdCFqeNhybVzPG4zPajrlQh3f3R9WjP7sixTV1dnK9Fva2tDFEU0Gg0rVqxg3LhxIwYeJEnixo0bNhM/WX70TRV8Q9CkzgFBGP4deDgmcdncGaRFDh175+vraxP83t7eBAQEsH37dmbMmMGCBQscNuFzhMf12FCr1ajVaoeqC8ZaBo/RQEhICGlpaQ7s8WSUlZURFxdn97vg6G9kdPQqdu/ezdatW5k1axZz5sx5qp+XgoLC8ChiX0FBQUHhJ8dYSuKRZZob6nALf7wxcfbmvFv9AMaNG0diYiKVlZXk5OSwZ88eTp06xYwZM0hPT0ej0Th0YxzTU8O1kwfprCpl5cqVw5bRPwnBwcG8+eab3L59m+PHj9Pb24u3tzdHjx5l/Pjx3L37yARsuOxrXV0dwFMfuwcWsR8TEzOmffxEI1LRecSU2fbbOn40BLIjvDly5AhiQCSjNf9LwNQgN8LdvUlISECWZRobGykpKaG4uJgDBw7YzBETEhJITEwkJCRkRFF2o7mP9sSZyFK/EIMgoPcM4qsSnW3UnyzLGI1GWlpa+MMf/mBrqRg/fjwTJkwgJyeHtWvXMm7cuBHXfv/+fY4ePUpjYyM+Pj50d3cPeN5p3BSk4TL6/ZFlykwujCRnAwIC2LRpE59//jlarZYFCxZw6tQpampqeOWVVxwOgtjjh/DYsFb7FLf3jTrWUQRC1EbuS2ZMMnQbpac+EaA/7e3ttLS0sGDBAoe2d+w30oW3336b8+fPc/bsWcrKyli9evWANgwFBYWnjyD3D7kqKCgoKCj8RHCkn16QZYTmSnovHiA0NJSsrCySk5PHXA5tZSyjt+rr68nNzaWwsBAXFxemTp1KZmYmLi4uVD8cF9j/xjix341xcXExe/bswdXVlbVr1xIUFPRY67V7PkajxTjt/HlUKhVGoxFZlhFFEUmSmD59Oi+++OKA8z+fe4nLOef5H//tvz7VzJwsy/z7v/87c+bMYcaMGQ7vd+3aNQ4ePMg7//r/cK2pz/ae/tDIsjzAxA0ASUIWBKTC87i2VJCamsrF6nY0E+cMGWkmSxKCIJDhZuCFcSMHUnp6eigtLaW4uJjS0lL0ej3u7u424R8bG2vrm6/qMvJ1ic7eyolvuUtlwVU6OzsRRZHJkyczYcIEoqKi0Ov1/PnPfyYyMpK1a9cOe4Tm5maOHz9OcXExQUFB9Pb20t3djdlstm3j6uGJae4Gx5z4ZZl/m+Q/6nessrKSr776iqioKGbMmMHu3bsBWLNmzahz6B1lrFn3f03zeyzxXdVl5Ovidrvl/LH6ekpbexCDY2yVEU9rIsBgrl27xqFDh/jv//2/jznY6MhvZHV1Nbt376arq4slS5YwadKkp19No6CgAChiX0FBQUHhJ4pjQgZej/egt/YBV69epaysDFdXV9LT08nIyHB4xNuT0NbWRm5uLjdu3EClUjFlyhSmT5+Oh4fHqDfGra2t7Nixg5aWFpYvX87EiROf2Rp1Oh3Hjh3j9u3btsfUajUmk4k5c+YQlzGTq429j8qaZZlEb6enKjR6e3v5z//8T9asWUNycrLD++Xn57Nv3z7+1//6X6hUKnpMEn+81frYgn/YXvLRtpckEAScau/RK6gtrvuCgCxLSHX3Md+/idxaj5ubG5Ik4eLigjE4Hn1YEoKLG9Y0v9zXhXA/H33pTWJjY5k3b96QnvrBmM1mqqqqKC4upqSkhObmZlQqFdHR0SQmJnLfK5bKntGrHWRJQmyuYqLUSEdHB62trfz85z+3Pf/9999TWFjIL3/5Szw9B7ZL9PT0cPbsWa5du4anpyehoaHcvn2bwMBAmpubbb36zs7O9MkCTovecfh93Zzgip+766jb3L9/n2+++YZx48axaNEi9uzZQ0VFBS+88ALTp09/YgHpSEBRxCK6rT37j8PfT16m3uehB0a/NVsrVZK8tdxp01s8DfoFiB6VyVuqM54W27dvp7u7m3fecfzzGit6vZ4jR46Qn59PUlISy5Ytw9V19M9bQUFh7Chl/AoKCgoKP0lGK4lHlgCBRZHuRHo4wbhxjBs3jpaWFq5evcq1a9fIzc0lMTGRzMxMYmNjn1lmycfHh6VLlzJnzhwuX77M1atXuXLlChMnTmTmzJkjGmD5+vry7rvvcvDgQfbs2UNVVRWLFy9+6g74wAAjLjc3N7q7uzGZTAiCwPmKZi55tiP2H10nCJTqDBTrDE9NaFjH7o01AGOt0jCZTKhUKmTZwfaO4ZBl5K52cPNyYDTcw+07WjAVnsPQWg+A6OzCB7/6NTu+/oq2lmZMBgMTJkzg9u3beHt70+kdjhCX8dCMrp+wc3JDSprJhLh4mvLO8emnn5KQkMDcuXMHjM3rj1XYR0dH8+KLL9La2moT/kePn0C95D27mXRBFCEwihfSJnPm5AkaGhpsz1VUVJCXl8dLL700QOibzWauXLnCuXPnbBUgDx484M6dO0yfPp3r16/bhL5Wq6Wvr49FLy3lLI59NrIskXPmNC8vWzrqdrGxsaxZs4YdO3ag0WjYuHEjp0+f5vjx41RVVbFixYonaoNxyGPj4XZPgqeuBkNLPfqQRLrd/B8KfpkELyciPTQcr+4ediKA9TfvaFU3Ac7qpxJ4M5vNlJeXM3369Cc+1mg4OTmxYsUKEhIS+P777/nb3/7GypUrn4nxp4LCPzOKM4aCgoKCwk+WdH8XNiZ4keCltckmAdC01RLTXDREhPr5+bF48WL+9V//laVLl9Le3s5XX33Fn/70Jy5dujTsnO3hMEoy3UYJo+S4rHR3d2fBggX8y7/8C/PmzaOkpIQ//elP7Ny5k9ra2mH3sRqiLV26lBs3brB161Y6Ojocfk1HMZlMXLp0CbVaza9//WuWL19uMefzCUb90FBtcHazv9Co7hp5Nruj6HSWKo2xGvRZxb61ZNzq5+AIg4sbBQEEd2/HXfgFwTKiD4uhIYChr5fqshJWLF82YIzdtGnT0IkuiMnZCIIwJJggCwKCIFCmDWLpxndZvXo1ra2tbNmyhe3btw8Q4SPh6+vLtGnT2LRpE7/8l//iWMk8j3rOtVotRqPlszSZTBw4cIDw8HAyMjIs28kyd+7c4S9/+QvHjx8nOTmZ+fPnc/XqVbq7u3njjTe4efMmBoMBURRRq9UYDAaWLVvGtMwMIp1lkEZ3VRCQkevLyc+7TvPDufKjMX78eFatWsXNmzc5evQoCxYsYP369ZSXl7Nlyxbq6+sdeg+GwxpQhGFumCUJZJkXQp2fWGSbTCZcDZ1ois4yvuYy+qOf8QI1rIr1pKLTaPd6FrGMIn0a1NTUoNfriY+PfyrHs8eECRP4+c9/jr+/P19++SXHjh0bdXyhgoLC2FDEvoKCgoLCT5pwdw2rYj351zQ/fp3ia+mdLTqHnzjyDaNWq2XKlCl88MEHvPXWW4SEhHD8+HF+97vf8f33348orKq6jOy+38Hvbrbwx8JWfnezhd33O8Ykdp2dnZk5cya//e1vWbZsGXV1dWzZsoUvv/yS8vLyYQSoQEZGBm+//TadnZ189NFHlJeXO/x6jpCTk4PRaGTatGk4OTkxefJk/uVf/gX/KXNt49BG4mkJDZ1OZ5uTPhb6Z/bhkemZIzc4g6s5ZCyC2zoazqFOR1lGFZtGfHw8kZGRAJw9e5aQkBASExMBuH37NqmpqfhNnmP3mLIsc6qskdTUVH7xi1+wYsUKGhoa+Nvf/sZ3331HU1OTA2cGHi7ODgc9BGQ0oiW4ZBX7OTk5tLa2smzZMgRBoK6uji+++IIdO3bg4+PDW2+9RU9PD0eOHScxJY23332PXbt20dPTM+AzWbFiBZMnT+bGjRvcP73f/kx5GZLdLO/9oUOHHFp/amoqy5Yt4+rVq5w8eZJx48bx/vvvo9Fo+PTTT8nPz3fwnRjKcAFFZBm58QHmS/uovnjCsetkFMxmMyqViubmZkICA3DXqOjStT/WRIAnpbS0FBcXF0JCQp74WI7i6enJpk2bWLhwIVeuXOGTTz6hsbHxB3t9BYXnGaWMX0FBQUHhuUAjPup71+v1w46NG4wgCERFRREVFUVnZyfXr1/n+vXr5OXlERkZSWZmJklJSahUKvKaejlWbWkZsN5Sy/DY5exqtZopU6aQnp7OnTt3uHDhAl988QWhoaFkZ2czfvz4AWI0LCyMDz74gF27dvHll18yf/58Zs6c+cTtB2azmZycHNRqNbNnz7Y9rtI60enia1cwDh499rhYx+6N9XysbQ39s4GT/bQUt+sdz9APQhAEXA2ddGvc7W8rioghsTQ0l7N+/Xr+8z//k9bWVoqKiggKDaOkohqVbObQkaN0pS+3+34KokiD7ER3nx43ZycmTZpEamoq+fn5nDt3jr/+9a+kpqYyZ86cUZ3MrUEPez3nsiRhbijnLxd34+XmgsFgoKGhgfPnzzN9+nRcXV3Zt28f+fn5BAQEsGHDBgRBYMfxc5jCxuG0bB4lCJQUd2Men42mohBjUzUAq1atYvz48ezdu5eCggLS09MJDXPhRG3f8NMoZBnn8jwWLZ1D4YWTlJeXU1JSQkJCgt3PYcqUKRgMBo4dO4aTkxOzZs3i3Xff5dChQ+z7/gDlNfUsXrgAF+3Ys/Dh7hrC3TU2jw1DTxd/PnSMxMREbt68SUREBFOmTBnzca1YW2bMZjOBgYF4eXmh0+l+kIkAgykrKyM2NvYHH4snCAIzZswgNjaW3bt3s2XLFl544QWysrIU8z4FhSdAEfsKCgoKCs8VsizT19fnkNjvj4eHB3PnzmXWrFncvXuXq1evsmvXLovTedYsbrtbeklHK2d/nL5ZURRJTk5mwoQJlJWVkZOTw44dO/Dz82PmzJlMnDjRJmhdXV3ZsGEDZ86c4eTJk9TU1DxxX/LFixcxGo1kZ2ej0Txa+w8tNKxifywYJRmjqAZRZRP7PT09nN69HbPoiSp19hBTM0eQgR6Nu8MiQxBEGppbcXFxISUlhaLaFvZXdiMEJaFdNAFZlmhorMRhtwVB5HzuJRbPnwNgM3ZMS0sjLy+P8+fPc+vWLdLS0pgzZ86IPgeZgS52gx6CKKIKiaUvJI4+WULlX87HO/ahEkUaGxv58MMP0Wq1vPTSS6SlpXHq1CmuNnShSV+EMMDHQbQ4xYfEIhacZVXGeAIDA9myZQs6nY5Vq1bZTCaD3ZyGHdPm39PAqcJL9C2YysyZMzl79iyHDx8mNjbWIa+K6dOnYzAYOHXqFFqtltDkyZhT5+EUMYN7gsC9wnai3QSyw7weq/TeGlB08/Jk8uTJFBYWkp6ezuHDhwkJCRnRW8EeVrEPltGC3t7etLe3j2nEqIClheVJ6Onpoba21ta28WMQHBzM5s2bOXHiBEeOHKG0tJQVK1bg7j4w8DaWySgKCv/MKGJfQUFBQeG5wmw2I0nSmMW+FZVKRXJyMsnJyTQ0NHD16lVudQGu0qimbdZy9sft3xUEgfj4eOLj46muriYnJ4f9+/dz+vRppk+fzpQpU9BqtYiiyPz58wkLC2PPnj1s2bLlscfzSZLE+fPnUavVzJkzZ8BzP7TQ0Ol0BAQEOLRt1cPRhZYSZxe0S9/nRDOkm1s58d3XdHR0YDJVEuSuxTNlBuU9sk1UOlzoLFi3tn9esixRfLuQ7nmz8UyeiibGyRJkeCjgBEFEDIgc8JidA3LtUi5T0yfi4+Nje1itVpOVlUV6ejrXrl0jJyfHljGfPXv2ELd8U1M1plt5qFNn9zunh3/td3ay9RwfCnYxJBbp1jlKSgoB8Pf3p7Gxkb/97W90iC5oZqy0TBwY/JY9/H5o0ubQYGhg35Yt+Pr68v777+Pv72/bbnCm3CrY+vq0nBFFSkpKmD59OhcvXqStrY0rV644bBg3e/Zs9Ho9x+5WodHGItLP2E4QeNAl8aCknUUR7k9kLDlz5kyuX7+Ot7c3QUFB7Ny5k/fffx8Xl7Ef0/qb5eLigpubG15eXtTW1tqqM4rb+kYNWFknAjyJ6DVKMnfKHoCoIi4u7rGP8zTQaDQsWbKE+Ph49u3bx1//+ldefvllxo0bN+i7zzMdQaig8Dyg9OwrKCgoKDxXWE32niTbbSUoKIhFLy1FDI61687+NPtmw8PDWbduHb/4xS+Ii4vjxIkT/P73v+f06dP09PQADOlLLigoGPPrXLp0CYPBQFZWlq3P2opagAB6HDBUg8QnFBpgceN3JLOf19TL1yU6Svv1MguCSFWfwL46Mx2eluzqSy+9xLurl7F2nJ/Nz+HXqfbbEqzIsoTYXMNQSTtoO0mCpir0ej1/276H671OwxrwCaJoEZ0OeCAkeGpwc3Hm+PHjw26j0WiYPn06v/nNb5g3bx63b9/mww8/5PDhw3R1dQGW93Pnzp1EiT28nuCJpq0WWX70WcqD/tt/nYIgoEqdzctvbGblypWAZfZ6W1sb6oT0YfYa/KbIXKrrYuLEibz33nsDhP6A8xAF3DSi7dpxdnYmMjKSkpISnJycyM62mBmeOXOG7u7u0V/Tun5BIGn6XDSpc4ChxpIW0SxwtLKLyk69Q8ccDi8vL9LT07l8+TIrV65Er9ezZ8+ex+rfN5lM6PV6AgMDEQTBVsYvyzLJ7jKynQDRk0wE6O9DctwUiNPSDzjRzFMx3XxSEhIS+PnPf054eDjbtm3j89NXh3z3ra1UX5XouNH8dEwKFRSeJxSxr6CgoKDwXKHXW27gHzezP5ixlrOfy73IvXv3aGtre2LjroCAAFasWMFvfvMb0tLSuHjxIr///e85fPgwOp3ONp4vKSmJPXv2cOjQIZsrvd21yjLnzp1DrVYzb968Ac91dXWxfft2qi8cccBQTSbRefTxZPYwmUx0d3fbHbtX1WXkWLVF9A0WcfLD0WSq1NmsevtnZGZm2kqjraLSVS0SJPRZBPooyJJEqMqIf1ctdmM3goAQGIV26fsYk2Yh29nBEbO1qcFuvPDCC9y5c2dUM0atVkt2dja//e1vmTVrFjdv3uQPf/gDR44c4dtvv8XJyYlXXnmFcDcNvRe/Rz62lV8l+xDvqbF7AygKAiVGJ27evEl9fT1ZWVm8tmEjBESBPZd/QUQVGsfipcsGtIY4Qnx8POXl5RiNRrKysnB2dsZsNnPq1CmHj3G1qQ/Rget29/Vih4MIw5GdnU1fXx8lJSWsXr2akpISzp8/P+bjmEwm+vr6bJUt3t7eSJJEZ2cntNVjKjgLDL1pt/57UYTbY2W1hwucWcdq/qOIZzc3N9avX8/Mpaup9YoGRm+l+kcIUigo/COhlPErKCgoKDxXPG2xP5ZydmSZq7k5XOi1ZN+1Wi0BAQEEBgba/gQFBY3Zcd7Ly4vFixcze/Zsrly5wpUrV7h27RqpqanMmDGDlStXEh4ezpEjR6irq+PVV18dUtI9mCtXrqDX65kxY8aArH5RUREHDx5EFEXWLltGr787R6u6hzdUA5zuX+PA8QKcXnnlscd1OTp272pj75B1DEYQBO71aZgwwvOerRXUeyeO+jqCIDA32o+otJc4WVzL1S4NsiwPyNZbAzlCv1J92cnVbp+/YMvuywNFsyQhCwIhbfcJc8siLCWFq1evcuTIET744INRDdOcnJyYM2cOWVlZXLx4kZycHCRJIj09HUEQaGxsxGw2ExERgZNapKzD6FDQ4X6XGU1rG5s2bSI2NpZuowSFrXb2tJ3pY/k4JCQkcOLECSoqKoiPj2fmzJmcPHmSvLw8MjIy7LrEO+pgL4gifZ5B/G3LJ7y6epVtksJY8Pb2Ji0tjdzcXH77298ye/ZsTp8+TXh4+JjmxZtMJnp7eweIfbBUZ9TU1ODS/IB18Z5ca+rjnk4PCLby9czHLF8fLXD2pD4kTxtBEOjwjUK087k+aSuVgsLziCL2FRQUFBSeK55mGT847mouAgneTqz8b/+Vzs5OGhsbaWhooKmpifr6em7dumUzkXN1dSUoKMgWCLD+3V6AwtXVlblz5zJjxgzy8vK4ePEiN2/eZNy4ccycOZO3336bnTt38vHHH/PKK68QExMzYH9rj7RGhDNnzqBSqZg/fz4Avb29HDp0iMLCQpKSkli6dKktKBHgrB7WUC0z0AX/pHns2tXKN998wwsvvMD06dPH7J7tiNh3VMTJjDwdwCjJtNVW4GcSaAlIQJYGCnir4JYKz3PhTi+ha9eyIDGUcV1Gdly5g9472CLqZXnYc3T4vAUBsaUGyTfMUhkACC1VCJVFVNSUc9HFzIwZM1i8eDFbtmzh+vXrZGZm2j2stedbkiQSExMpLCzk9u3bhIWFAZCUlDSmShUEkTffeQ9/T8t1cLewAFkORbCX2efxfRwCAgLw8vKipKSE+Ph4MjMzyc3NRZIkjhw5wltvvTXq+zzW8/Py9efzzz9n4cKFTJ06dczXbnZ2Nvn5+Vy/fp05c+ZQU1PDrl27+OCDD+wG3KwYjUZkWbaJfev3QKfTUVdXR2hoKBEeWiI8tNTUN/DJ3z/njddfIyZy+PYIR3AkcDaceP4xjPEeZwShYtqnoGBBEfsKCgoKCs8VTzuzDw9dzXWjl6pb+2YFQcDT0xNPT88BmW5Jkmhra6OhoYHGxkaampooKyvj6tWrtiyxt7c3gYGBBAQEEBQURGBgIP7+/kOcyLVaLdOmTSMzM5Nbt26Rk5PDZ599RlRUFAsXLiQvL48vv/ySBQsWMGPGDKq7TQNMrZBlzClzSXIxolKpKCkpYf/+/ZhMJlavXk1KSsoA0TOSoZoFDa+99hqnTp3i+PHjNDQ0sHz58iEeAKNhFfujiaMnmQ4wwNQr+UVLZr2tAY1ajdnD/9F7Un+fWLGHqdmT+Pbbb9m2bRvr1q3DZJZwdnbm8Tu8B61Plui9eIBp06aRPXc+WpVAZ7vI1ltncHV15fjx4/j5+TFu3DgmTZrE6dOnSUlJsWv+9uDBA44ePcq0adNYtGgRXV1dXLhwgcuXLwOWTDFm45iMF73cXQE4f/48p06dQp2xGDE4xq5Z5eMaxgmCQEJCAiUlJSxevNjWqnDs2DEqKyspKioiJSVlxP3HUokjyxK1lQ9w0mo5evQo9+7dY926dWMKFPr6+jJx4kRycnLIyMhg9erVfPTRR+zcuZO33nrLoSkCRqOl9DwwMBCw/HY5OzvT1tZGbW3tgECPn7cX6Hvp7tABEQ6vc8DrPYZ4ru8x/WjGeD/GCEIFhecFRewrKCgoKDxXPAuxH+GuYVGE26jl7Pb6ZkVRxM/PDz8/PyZMeFRkbjKZaGpqorGx0fbHKuD779e/FSAwMBAfHx9UKhWTJk0iLS2Ne/fuceHCBXbt2kVgYCCJiYmcOHGCO13QHDgOEQb05YrBMZSIIn8/eZmKC0eIj49n+fLlowpu6+ix4c7thRdeICgoiP3799Pc3My6desczmzqdDrc3d1HDRA87nSAvKZejlV3Dzl/vAIxiSIvhLmS5OPM2ZPHuXrtEua4OFxdJ5CZmcnly5f53zsOIkzIBidvW0b7SeZ+y7KM2NUOkpn62hrcNJZj+vr6smnTJrZu3YqLiwu7du3inXfeYcGCBdy+fZszZ86wZMmSEY+r0+nYuXMn0dHRLFy4EAB3d3cWLVrE9evXkSSJy5cvk5+fD2kLkP0jHBLsKmS+/vobSktLAdDU3MUcMnqJ+pMYxoGllP/atWu0tLTg7+9PRkYGubm5qFQqjh8/zrhx40b0AnC0EkeWJFw6G/H08aa11dKa8ODBA/7jP/4DT09PYmNjSUlJITo62q5gnzVrFgUFBeTl5ZGVlcWrr77K1q1bOXbs2KifmRWz2YxGoxnQ3uPt7U1TUxM9PT0DRvo5Ozvj5ORkC5A9DmMVz9caezlb1zPgO2Q1xivWGVgU4fZEkw3s8UNPBlFQeJ5QxL6CgoKCwnNFX18farXaoYzaWEj3dxm1nP1xs1tqtZqQkJAhvch9fX0DAgCNjY3cv3+f3l6LaZZGoxniB7B27Vqam5vJzc3l3r17uIbG0BSQiMDQcl2r0KvziSV72SvMn5z8RCIWIDU1FT8/P7Zv386WLVtYt24d4eHhdvfT6XR2+/XH1E7xMKs8Wl+ydZTZiZoeWsqLuXblMi4uLpSVlVFWVoYgCHhEJtA3weII79DIPAcQBAHJ3QfBN5gHDx7Q2tqKr68vYMnsbty4kc8//xxBEPj222957733mD17NidPniQjI2PY8YQmk4kdO3ag0Wh45ZVXBvT3t7W1YTKZiImJISMjg927dyMVX0cbMHqPugT4dDfwn/93K/ruTtRqNYmJidy+fRtN0XlInmWZVNCvpN/RwJc9rAK7pKQEf39/NBoN2dnZHDlyBFEUycnJYe7cuSPu70glDoJAx60cAjUqfvaznyFJEpcuXeLWrVt0dHSQn59vCYxgqTiJjIwkOTmZmJiYIYFEPz8/UlJSyMnJYfLkyYSHh7No0SIOHz5MRETEkEqEwRUykiQNMaf08vKiubkZYIDYtz73OGK/q6uLwsJCCgqLkCcvd6gdA2TO1lk8SH6s3n7rd99eNcLTGEGooPC8oYh9BQUFBYXnCr1e/1Sz+v0ZvZz96WIdQ9bfOEyWZbq6uoYEAQoLC21+AC4uLgQGBjJhwgQqfRPtznYXBYEO78gnFvpWQkND2bx5Mzt27ODvf/87y5YtY9KkSaPuo9Pp7Drxw9jaKcCxvmRZkrjW3Icsy0RGRlJfX48gCHzwwQccqjVQotM73gPuKLKMKjYNU2s9n332Gb/97W9tmeqwsDBef/11vvrqK3p6eti2bRsbN24kLy+PI0eOsHHjxgGflSzLHDx4kMbGRt55550h5o8lJSUAeHh4sHv3bsLCwnjxxRc5dqeUet94GGw8KEkIgoDY085FVy+EeRtwkiUC6eNOzmHLRlV3mZE2gVb3UO61622+A08a+LKi1WqJjo6mtLSU6dOnAzBlyhRycnJwdnYmJyeH9PT0EQNE/StxkKUhRoiIIvMCNdx201BVVcVf/vIXpkyZwuLFi1myZAkHDx6koKCA4OBgZFmmubmZwsJCCgsLAYtDfEREBElJScTFxeHm5sasWbO4desW+fn5ZGRkkJmZSXV1Nfv377d5cgw3Iz7eS4PgG4yn58DWAS8vLyorK/H09MTd3X3Ic46Kfb1ez507d7h16xbl5eWIokhCQgJa0UCD7Dz6tS1LyH09CE6utuDYcPwQxnjJbhLF7aP/lj1pRYmCwvOIIvYVFBQUFJ4r9Hr9UzPnG4mRytmfNYIg4OHhgYeHB3FxcbbHJUmivb19QACgobkFQ1yI3ezdaIZ2j4u7uztvvPEGhw4dYt++fdTX1/Piiy+O6Cjf3t5OcHCw3eM+EnFdQ8z1BNkyj9yaVR6LK7sYEofgH8q9e/dsj/9//+d3qJe852D2c2xYXjMWRBXd3d384Q9/YOXKlUTFxmEwy4RFRrFu3Tq+/fZb6urq+P7771m4cCHbt2+nuLiYcePG2Y517do18vPzWbly5bBO9Xfv3gWgoKCASZMmsWzZMkv1S90pjHcK0MSnIwdFW85TlpE7msErALOL16NzF0QaJGc0M1fjVHaNN+dn4efnB8Bnf/8cDx8/Vi5f+lS/EwkJCRw7dgyDwYBWq0WtVjNr1iwOHTpk8zVYs2bNiPtbK3F2XLmN3tvyPRAAc305UwKcmRaexrR33qGoqIj9+/dz/fp1CgsLWbJkCStWrCAiIoIjR44QFBTEL3/5S0wmE0VFRRQXF9PU1MTdu3dt762LiwthYWGEhoZy7tw5Jk2ahFqtZtmyZdTX17Njxw4yV7/BqXr9MKXwRjQzVyO33R+wfm9vb/oMRsJi4od8N728vKiqqhrx3M1mMyUlJdy6dYvi4mJMJhPR0dEsXbqUCRMm4OLiQlWXka9L7AQMBBHBxX30bXj2xni9vb2c2v0tat8ITInTHruVSkHhnxFF7CsoKCgoPFc8y8z+PyqiKOLr64uvry/jx48HoNso8UcHx6Q9C1MrtVrN8uXLCQ4O5siRIzQ2NrJmzRpcXV0HvrYs09HR4VBmHywi7t61S1SpvJH8Ix6a60n4mDp5aUKk7WZ/LH3JgiCgnbGSZEFHuNzJxYsXae7ofiZC/9FriqDRgr6XHidPtt9rQdXh1S9LHsS8Ves5tftb7ty5g7+/P3FxcRw9epS4uDjUajWVlZUcOXKErKws0tLShryGXq+nsrISgBdffJFp06ZRWlrKvn376OvrQ6tW89u5qdwtLuH4mbP0qVzQzFgxbNuCNbBiiM+k1+mRF0NPVyfhoSFPXeQlJCRw5MgR7t+/b7um09PTuXDhAh4eHhQVFZGZmUlUVNSIxwh312C8egSDwci//Y//Bye1yMGKCxSeL2N++gQ0Gg3JycnExcVx6NAhbt26xd69e7l06RLLly/nnXfeYceOHWzZsoXVq1czd+5c5s6da8v237lzh+LiYhoaGmyeBgD//u//Tnh4OOPGjWP+/PnsOZ3Lqbo+EIQhVSYyluuv3ieW6i4j4e4aqrqM3HOJQPPSZqoEkd/dbBlghufl5WWrMrAdR5apqKjg1q1b3L59m76+PoKCgpg7dy4pKSlDqiBG8yGxVEMIhHXVUuMe5tDn9ayM8YxGI99++y2dnZ28vWYqehevp95KpaDwPKOIfQUFBQWF54p/RrE/HP8IplaCIJCVlUVAQAA7d+7kk08+Yf369TbXcbD0EZvNZrs9+1ZkWabuTj6pSUksSJuEwSyz5W9/IW5CEuHuj6odxnL+D1dLkexF9d0CmpqaQFTZbYF4EmRZAqMBMToZdeqcAa9lMz/Dl/SXX+PG/m85f/48CxYs4P79+1y+fJnU1FR27NhBREQEL7744pDjt7e389VXXyFJEkFBQWRkZHD48GGuXr1KSEgI3d3dzJ07l71791JcXExgYCDeU+bTYq/tg4El293d3UNaB54Gvr6++Pn5UVJSYhP71uz+wYMHCQwM5MiRI2zevHnEipHu7m76+vpwdXXFXWvx8Jg9ezYFBQVcu3bN1iLg7OzM6tWrmTx5Mrt376a+vp4tW7aQnp7Oxo0bOXr0KF9//TVz5sxh9uzZiKJIQEAAAQEBzJ49G1mWaWpqoqSkhJycHHp7e6moqKCiogIATeYSS7vEKO+rIFje18ZeE8equxFwsm0/2AzP3dOLPlmgu7ePrg4dBQUFFBYW0tHRgZeXFxkZGaSmpg74ng1Hur8LvhqBC9U6qvSiZRGyhLnuPub7N2kw9cKcDQ59B57Fb4gkSXz33XfU19fzxhtv2PwqfqhWKgWF5wFF7CsoKCgoPFf09fU98zL+nwKPY2j3rIiJiWHz5s1s27aNTz/9lFWrVtkEnLX32FGx39zcTEdHB/Hx8bZ2Co0o2DwLrDwy9dIj49i5yZJMd0AM4wQDDQ0NdNXdtztm7nGQJQmp/j6CdyDq1DnDZtKtn9ltfJm2eAWXjuzj1KlTJCUlce7cOYqKilCpVKxZs2aIGWVlZSXbt2+3jXSMj4/n448/pr29nYULF5KTk4O7uzsnT57E19eX1atXExYRycf39XarGfqXbIuyZBPTz4L4+Hhu376N3E8oW7P7rq6uPHjwgPz8fCZPnjzs/vX19QADqkZ8fX1JS0sjJyeHKVOmoNVqbc9FR0fz61//mjNnzpCbm0t+fj5FRUXMmzeP8PBwzpw5Q3V1NatXrx5wzoIg2Ewy4+Li+Oijj5g3bx5qtZq7xSU0BEc70E4jcE9n4N5DT4rB12x/MzwIxmnRO/zxTifmugeoq2tISUwkNTWViIiIEYMKsiyj0+morq62/amvr8dsNqPWOhEUHkGgjzc3b+QRER5OfX0rNDxACIq2GwB62r8hsizz/fffU1paymuvvTbE6PPHaqVSUPip8ezq0xQUFBQUFH4ElMz+IzIDXUYV+vDDmVr5+Pjw7rvvEhcXx/bt2zl79qxNfAAOl/GXlpaiUqkGlG+r1WrMZvOQbSd6ichjcNcTRBGjbxj1Tc0EBASgqrr91IwLB76QgPn+TVSxadhdoCzR5RfNnDlzkGWZkpISTCYT9fX1rF27doh5W35+Pp9//jkBAQEEBQUBkJubi1qtZv369dy4cYOenh4EQeDll1/ml7/8JSEhIfztk88GGtmNtiQsJds9PRaX9meR2QdITEyks7OTxsZG22MqlYrZs2fz4MEDEhMTOXnyJH19fcPuX1dXhyAINn8BK7Nnz6a3t5dr164N2Uej0bBw4ULef/99AgICMBgMHD16lMLCQl544QXq6ur46KOPqK6uHvY1g4ODGTduHDdv3mTatGms27BpTO0ggr1aFNlavA4IAurQWOSsZYROnU9k5ECjTYPBQEVFBRcuXGD79u387ne/4w9/+AO7du2iuLgYX19fXnzxRTZv3sz//O//jbdfX09wYACiKFJZWcmkSZN4NXO83cz+s/gNOXnyJPn5+axYsYL4+PinemwFhX8mlMy+goKCgsJzhSL2HzF6X66lXPuHNLXSarW8+uqrnDt3jjNnztDQ0EBQUBBardbhz6ysrIyoqKgBc9ZVKtWQzL4sy1w99j2C7IqcNNPhNQqCyOaf/QI3jUhhYSF7rp1FPXEOojAw2yo8fA15kJv9qMcGZGSEO7lo+zqRQ2LsC0FBpKTDwLjAIDIzM7l69eqAp63lzGpB5tzpU+Tm5pKenk52djZ//vOfAYuTvSzLfPPNN0iSxLhx41izZg1qtZrq6mr+/ve/Y5bBycG2BWvJdku3ZazhsxL7kZGRaDQaiouLbYELgLS0NC5cuIDZbMZoNHL27FkWLVo0ZP/6+npEURxSNeLj48OkSZPIyckhIyNjQHbfSkhICB988AG5ubmcOXOGtrY2Tpw4QUJCAp2dnWzdupVFixaRmZk5JCA0e/ZstmzZQlFREeOTUxxvJ3loMjkqg563XpNHq7rRGroxNdXYsvYNDQ3IsoxWqyUsLIxJkyYRHh5OeHj4gM9MlmVu3brF6dOn0el0JCYmcu/ePcLDw4n392AR6mF/Q56VMd7FixfJycnhxRdfZOLEiU/tuAoK/4woYl9BQUFB4blCEfsDsbqS9ze1QpYRm6t4bXoKER5Dhc6zRBAE5syZQ1BQEHv27OHBgwd4eHg4lEE3Go1UVFQwf/78AY+r1eohYv/SpUsUFxfz2muvoQ3xZFtph2Pr41HvcXJyMocOHcJ4qZ1xi16lpMNoMwVL9NISpDFzrsk02uEeIUskejuTGejCtyeKSZ82g2uOZnwFkV37vyfQy8P2kDognO33WjA2Otk+U8noybTFKwhxEfnoo4+QJAlXV1fy8/PRaDS4urri5ubG2rVrEUWR0tJSvvnmGwAyMzLIry9HCIoeNXjRv2S7+xmLfbVaTWxsLKWlpcyaNcv2uDW7v2/fPjIzM7ly5QpTpkzB399/wP51dXUj+kHMnj2b/Px8rly5QnZ29rCvL4oi2dnZJCUlsX//fiorKykvL0eWZUJCQjh8+DBVVVUsX758QMAgNDSUuMRxnLl4mcSkCQ6108AT+kNIEntv3Md07Sj+/v6Eh4eTkZFBeHg4AQEBw/oaWCtFTp06RUNDA+PHj+e1114jMDCQL7/8kkuXLpGSkjLsb8izMsYrKCjg2LFjzJw50+apoKCg8PgoYl9BQUFB4bmir69PEfuDCHfXDDC1qq2q4Jvvv0eYEAge4fYP8AwYP3487777Lp988gltbW2Ul5cTExMz6j4VFRWYTKYBYwdhaBl/dXU1J06cYPr06SQmJgIWcV6s08Mo/fuDe4+tBm9ybw2RbSUsnzxliCmYKOo402AYkuG3zqt/IdwNVXMl+3d9x4Lf/gZXZ4Genh583N0czvjKsoRKMtvK2d3GZ2BMyEIv96s1EARUIbHckOFK3lncnJwwGAzo9Xqys7MRBIGzZ8/y2muvIYoiBQUF7Nmzx9YScfXqVZJmzOX+GEq2n7XYB4sr/8GDB+nt7cXF5VGp+MSJEzl//jzt7e14enpy7NgxXn/9ddvzBoOB1lbLNIrhxL6XlxeTJ08mNzeXzMzMUX8z/Pz8eOutt8jLy+PYsWMWk8i6OlxcXLh79y4NDQ2sXbsWf39/qrqMXG3spXr8AkDg97daiXDT2G2nQX5Y9fG4gl8UUYXG8Zv/+t/wcLPvoVBVVcWJEyeorKwkKiqKd955h4iICNvz06dP5+uvv7Y9P/g35FkY45WUlLBv3z4mTZrEggULnuqxFRT+WVF69hUUFBQUnhskScJgMCgGfSOgEQXcNCJx0VG4u7sPGd/1QxMYGIi3tzdubm58+eWXXLlyxWYqNxylpaV4eHjYXLmt9M/s9/b28t133xEaGjpAMETKHXbb4wf3Hufn56NSqUhOTub06dOYDXrcNOIAkTMtzIs1kc6oWqotDvtgcV5vqkS+/D1JbjJx4aEgmampqaGzsxMAb08PEry0dm/EBCBUZUT98DUF3xCMCVkIgjAkAy9jMfpTT5xDt8bSy/+zn/3MVvaelZVFaGgoly5dYs+ePajVatzc3KiurmbNmjWsXTiHoNZSS+XHoHVY/92/ZLu7uxuNRjOgpeJpk5CQgCzLlJWVDVyPKDJnzhxKSkrIyMigpKSEkpIS2/NWcz4Y2fxx1qxZGAwGrly5YncdgiAwZcoUfvnLXxIbG4skSbb2kfb2dj7++GMOFtzn6xIdpToDj4JKAjXdj6o/Br+vsiQhyzLGgrMITRWWsXePjYCoHf23r7GxkW3btvHZZ5+h1+t5/fXXefPNNwcIfYC4uDj8/f25dOnSgMetvyFPW+hXV1ezc+dO4uPjWb58+bPxylBQ+CdEEfsKCgoKCs8NBoPFyVrJ7I+OKIokJydTVFSEJD2JuHhyOjs7ycjIICsri8OHD/P9998Pa7YHln79+Pj4IULAKrpkWWbfvn3o9foBLvXl5eUc2/4FXjWW4IYjQlaWZfLy8pgwYQKLFi3CaDRy7ty5YdcV7+/Bb2ZPwDV3J/qjn+GffwD95YPIbfWcOnUKT09PPD09qa6utol9Dw8PhwwUZVnGub4Eo9HImjVrCMiYZ9fUT0BGk5COk5MTfn5+HDp0CFdXV+bNm8fJkyc5evQoGo0Gs9mMq6srH3zwAcnJyQAE9LXgcfcsCV7aR1UDskyCl5aNCV6k+z8KhjyrsXv98fT0JCgoaICQt5KSkoKfnx8PHjwgJiaGo0ePWvr4JZnK+iZEteWzHEnse3p62rL7er3e4fWsW7eONWvWIMuyLdhh8vCnwGRpsxj8mfb/t7up2yboZdkylcGYs5tXsibw2vRURqs8sYfAyJ0A7e3t7N27l7/+9a80NjayevVqPvjgAxISEoYV1oIgMG3aNO7evWurkHhWNDU18c033xAcHMyaNWtGHKWooKAwdpRvk4KCgoLCc4P1hl0R+/ZJSUmhq6vLNgv8x0Cv19PX14ePjw+LFy/m5ZdfpqCggM8//5yurq4B2+p0Opqbm4eU8MOjzP6lS5e4d+8eK1eutAk8a196ZGQkmxdnszHBa4CQtfYeDxayDx48oK2tjcmTJ+Ph4UF2djaXL1+mpaVl2HNxdnbmZ5vfw9fNhZqqSlxcXHBxcSEvL4/a2lrCw8MHZPY9PT1tBoowUgBCxlx4nruXzrJgwQISkybQ4exj3xBQEJEDowgKCaWoqIjS0lJeeukljh49yoULF1Cr1RiNRqZMmcK7776Lr6+vbVeNRoPcWs+qWE/+Nc0P1fltZHXeYVWs55De7J6enmcu9sEygq+0tHRI1YcoisydO5fS0lImTZpEG1o+u1HJ7262cEEThWbJezhNfYkm48jv16xZszAajUMy2KMhCALJycn84he/YMKECfT09OA8PsNuEEaWJNoa6zAc2oLH9f0YDn6M6dpR5NZ64uLiaC4pxFhw1nKcx8jwy8Afb7Wy+34H1V1GwBKQOXLkCH/6058oLS1lyZIl/PKXvyQ1NdVu9nzixIm4urpy+fLlMa/FUXQ6HV999RUeHh689tprz7RKREHhnxFF7CsoKCgoPDdYxb5Sxm+fsLAwfHx8uHXr1o+2BuvYPaswT09P580336StrY0tW7ZQW1tr27a0tBRBEIiNjR1yHJVKRW9vr61Pf9y4cQDcu3ePbdu2ERsby/r169FoLH3HViH76xRf/jXNb1ghm5eXh5+fH5GRkYClh9nDw4Pjx4+PeD5OTk588MEH+Pn50dvbS0dHB56enhw+fJjQ0FBqampob29Ho9HYAlLp/i4jBiAWeRuRKopQq9Vcv36d6roGx1zdsUwViIiN48iRIyQlJZGXl8eNGzdsWdM1a9awdOlS1OqB9k1arRaj0SIUNaKAh1ZNb1fnsK/xQ2T2wVLK39PTM+B6sDJhwgQCAgLIrWpDM2MVLYLbo/dIECEgiq9KdNxo7h322B4eHmRkZHDx4sURR/iNhKurKytXrmT96xuQ/MLtBmEEUUQVEsd/+S//hXfffANB44SLu6Ua4PLlyxw9epQ0Xy2mi/vwl3oeK8cvA6U6A1+V6Niee5MPP/yQ/Px8Zs+ezW9+8xuysrJsFS/20Gg0ZGRkcOPGjTG/N8NhlGS6jRJGyfIJ9fb28vXXXyMIAhs2bBjgyaCgoPB0UMS+goKCgsJzQ1dvHzi5oNIqmX17WLOTd+7cGeJk/0NhFfve3t62xyIiIti8eTPu7u5s3brVFowoKysjLCxsWEEgCAItLS0D+vSLiorYsWMHiYmJrF27doioHa33uKenhzt37jB58mRb9tM6f/3evXvcv39/xHPSarU2wQ+WAFR1dTV6vR6TyUR9UzPuvgGY+qn24QIQCwNFTu/ZRkhICO+//z5ms5kvt376yBfADrIs0dbUiMFgoL29neLiYgD8/f35+c9/bivbH4xGo7GJfQB3d/chVRZWuru7cXW1bwb3pERERODs7DxsKb8oiqTOXkhbyARLDftgwf3w30erum3Z7sHMnDkTs9k8pux+f8KjYy2BBUcQBA7XG/lDYTvaRW8jzduIOmMxZ27ewcXFhfT0dMzNNbwYKNquh39L8xuxAmQ4rFfIfedQEqfO4je/+Q2zZ88edsSgPTIzM5EkievXr495XytVXUZ23+/gdzdb+GNhK7+72cJ3Ze18vu8I3d3dbNy4EU9Pz8c+voKCwsgoYl9BQUFB4SeP9WZyR6sLTove4YsaYUApq8LwpKam0tfXN8T87Ieivb0dURRxd3cf8LinpydvvfUWEyZMYPfu3Rw/fpz79+8PW8Ivy7JtHNorr7yCSqWioKCAXbt2kZycPKB331EKCgqQZZm0tLQBj0+YMIHIyEiOHj06qteBRqPhZz/7GZ6enuj1elxdXbleVo0mcwklkTPombqK391sGXKNWgMQoizx3XffIUkSa9eupaenB4PBgCBLSHXl4JDPgkCxUyhq/zDq6uoAyMjIYPPmzQPK9odbe3+x7+HhMarY/yEy+6IoEhcXN6zYB2h0DUSwU0IvAlcbR8/uX7p0id7e4bcZDa1KGFMWvvzhCEcABBExOAbNzNWYQhKoqalBEASCg4MHBKSGqwAZzcwSQBQExOiJTxSQcXd3JzU1lStXrtj8EPpn5+2R19RrMy207mGtPmhLzCZj1cYhIxMVFBSeHsroPQUFBQWFnzR5Tb0cq+5+GL223AZbbyaLdQYWRbgN6MVWeERgYCCBgYEUFhbaSt9/SHQ6HZ6ensMacmk0GlauXElQUJCtdH6wYzhYyp/b2tpwdXXF29ubvLw8vv/+eyZNmsTy5cvHbPZlNeYbP378ECErCAKLFi1iy5YtXL9+nczMzBGPo1ar+fWvf81//Md/0BcYgzp1DqL8aJb6aNfosWPHqKqq4s0336SsrIwDBw7g6uqKJEk4197DFBJrV1wKgoAYHIM5JBb1rXOsykxiwoQJds9fo9FgMpmQJMkWiCkvLx922x+qZx8spfx79+6lq6trQHDIKMmU6oxDM/qDkIB77Xq2fv4FgmxxwLeKZVmWMZvN6PV6/vrXv+Lh4THgucH/He4xcfxMzD5ho65Dli2j9QbLZGv5vylxKsdydgPwu9/9buQ1qDSoXnwLwU41gfzwnHfs2o2zRo2TkxNOTk5otdpR/67ValGr1baqlmnTpnGzsoEvb9XRIDsj86jVJCvQZUgLjJWqLiPHqrtt7/+gk0YALndqSOgyjngMBQWFJ0MR+woKCgoKP1lGu5m0/vtoVTcBzmrlZnIEUlJSOH/+PAaD4bHKfJ8EnU43olM6WATrjBkzqKuro7CwkEOHDvHaa6/ZMoE1NTUcP36c8PBw2tvbuXr1KocOHWLKlCksXbr0scZ3VVdX09TUxKJFi4Z9PjQ0lEmTJnH69GlSU1NH9YdQq9XMWbmW83pvy1oGrWe4a/TmzZtcuXKFJUuWcOfOHS5duoSTkxN9fX0sW7aMSZMm8eWZa9T5PBT8o5yjVUSqJs7BM3Lk97k/1mvAZDKh1WptZfxWoWrFaDRiMBh+MLEfHx8PYDPjs2Iwyw77GCAIuHn5oJFND/8pDDgns9lMc3MzMTExNqM46/PD/bf/37vEHoqfcFycgIwqNg2Xe7lMmzZtxNczCmoujKFtoFtvQNfagsFgQK/Xo9frbZNLRkIURZv4JzIJ7cxV1JtlW02wDBS36ylu1zNOaiFOaxgSOLjYaql4GO3zsVZcKL/PCgrPBkXsKygoKCj8ZLna2IvIMFmjfig3k6OTkpLCqVOnuHfvHqmpqT/oa+t0Onx8fOxu19bWRnx8PO3t7XzyySe88sorhIeH89133xESEsK4ceM4e/Yshw4dYurUqSxatOix53Tn5eXh7e09rBGglfnz51NUVMTZs2dHDApYaXAJROjTjyrKrdeo2NHEgQMHSE1NpaSkxGZK6OvryyuvvGLzAXhzfhYHLlyloENCFRI36rH7H9+R74BV5FqDP+7u7pjNZvr6+gb4JXR3W4JsP5TYd3NzIywsbIjYt5bQOyL4BWDVy8tGnBHf3d3NH/7wBzw9PW3eD2PhRnMvR6u6EWQZud9nIksSDAosDL9AETEkls68E4SGhhIdHQ1YqhcMZhmtSkAjChglmZybLQ6f88b164acsyzLGI3GAeJ/uL+3mNXc8Xh4jQ1e/8N/3xX9uHV2N3Jr/aPnRBXape/brT6QgGKdAaMkj/i5KCgoPD6K2FdQUFBQ+ElilGRK+vWBjoRyMzk6Pj4+hIeHU1hY+KOIfaugGYmenh5qamp4+eWXSUpKYvfu3XzzzTcEBATQ19fHm2++yaFDhzCZTMycOZMFCxY8ttDX6/UUFRWRnZ096jE8PDyYNWsWZ86cISMjwybCBzOWEvNinYEHB3bh6+tLTU0NbW1tAGRnZzNnzpwBvgOCILB8VhZB1/M4iYy9jvGxfAesYt/at+/hYXGL7+rq+lHFPliy+5cuXcJsNtveD40okOClpVRnsBv0S/DSjnr+bm5uZGVlcfnyZaZNmzbmc0v3dyHAWc2u68X0egSCICDLEk6dTRi8ghw6hiCIBIVF8N1337H8jc0UdQm237n+pfMJXlqK2/tGNQYc7ZwFQUCr1aLVam2f8XDsvt+BaOe9VQkCiS+tY3GwxhYsaO/Vs7fdseoDGUuFhvL7rKDw9FEM+hQUFBQUfpKMpXzXejOpMDwpKSmUlpY+ljnZ42I2m+ns7By1jB+wOd/HxcXh7OzM+vXriYmJoampicDAQK5du2Yzbps/f/5jC32AW7duYTKZBmSOR2LatGl4eHhw7NixEbcZ6zWqd/Wlra2N1tZW3N3defvtt5k/f/6IBoPJEyfZzZz2P74j34HBYt/aHz/YpK+npwf4YcV+QkKCbbpBfzIDXUYVo2AJeGQG2vfumDFjBoIgkJub+1hrDHVV0ZO7n6ldd3k7Wovbxe/QXz1i10zPiizLrHx5OVL4ePZUGwYENPuP1fPSiuBAkMeRcx4Ja0DVkfe2tMOE1sUVX19f/AKDcHJ1AwfPWcBSoaGgoPD0UcS+goKCgsJPkrE4YCs3k6OTnJyMLMvcuXPnB3vNzs5OZFkeMHZvOMrKyggMDLSN5qqrq6OiooL4+HiqqqrIyckhISEBsO9Obo+8vDwSEhIcGgNmHcVXXFw84jSDsVyjsiwjT34Rc2giycnJ/PKXvyQyMnLUfZ7Fd8Dasz9Y7Hd2dg7YzprZ/yFG71kJDQ3Fzc1tiCt/hLtmxNF01n8vinBzqI3B1dWVqVOncvXqVds5joWKigoMBgNlxff46I//l/aWZoxmyeEglCAIdKrdkMZNtVQGDHreKryvNvURLVi+QwwaxzjWcx6JsQaryjsM7Chp5f/kN7O91vqE/SkJiXYqLhQUFB4fRewrKCgoKPwksZbv2vs/MuVm0j7u7u5ER0dTWFj4g71me3s7wKiZfVmWKS0ttY3c6+vr47vvviM4OBhvb29kWcbJyYnKykrAYir3uNTV1VFXV8fkyZMd3sfeKD5Hr1F4ZMCmSZvDtMUrLMZodhBlCU1braUnfDQkiTh3lUPfgf49+4Ct1HtwZr+7uxtnZ+cxjzV8EgRBID4+ftgRfP1H09kEpiyT4KVlY4LXmCZyTJ8+HVEUycnJcWh7SZIoKytjz549fP3114DF4G7p0qW8/fbbyEY9jrkKWNZ8s7UP0U4YRwTa9WaMObsJVZtsgt9a6j/Wcx4OSzDJ8QDa7vsdlHWYHvX2OxDgeNLqAwUFhdFRxL6CgoKCwk+Wp1m++89OSkoK5eXlQzK4zwqdTgeMLvYbGxvp6uoiPj4eWZbZt28ffX19+Pj4cO3aNZYuXcqvf/1rW89xXl7eY68nLy8PDw8PW5WAI1hH8TU1NXH9+vVht3HkGu2PiDDiPPj+dHV18eGHH9JVdMlu1lgWBGovHXOo8mFwGT9gc+TvT3d39w9awm8lISGBxsZG2/XTn3B3DatiPUmozMVwdCvCqS9YGeMx5uy2i4uLLbs/+LytyLJMfX09R48e5fe//z1fffUVNTU1eHh4EBMTwzvvvMOUKVMIDw/Hw80Vr752u1luWZYIoJcyndGh37V2rRdyexPTnLuY3HoL/dHPWKyuZ1Ws5xMbknZ2dnLk4AHMdeVgL5gky5Y/gmCbAGFjhGvzaVUfKCgojI4i9hUUFBQUfrKMVr5rvcVUbiYdIykpCVEUKSoq+kFeT6fT4erqahOXw1FaWoparSYyMpIrV65w9+5dgoODuX37NitWrCAjIwM3NzcWLlwIWObTHzp0CLPZPKa1GAwGbt26xaRJkxDtmOkNpv8ovuE8D/pfo47Q30xvJGpra/nwww/p6OggKyGSRZGWUvuh3wHLMQKa7tF2/y5bt261K/iHE/seHh7D9uz/GGI/Li4OQRCGze7bMJsQjH30dXdRXFw86vGMkky3URryfk+fPh2VSsWFCxcGPN7R0cGFCxf461//ykcffURBQQETJkzgvffe44MPPqCzs3NAwEgQBOLi4tAXX3MgRy6Q6qsdwyhBETRabty4QXBgAOh7uZhzwf5+o2AwGDh79ix//GoHRZoQxOAYuwaTcr//dWjZPL3qAwUFhdFR3PgVFBQUFH7SWB2wrzb2UvzQzEqWJcI0ZubF+CtC30FcXFxISEigsLDQNuP7WaLT6UbM6ltHjZXeLyc6OprGxkaOHTuGr68vFRUVrFq1asDkAGuf+dy5czl37hxNTU28+uqrDveT3759G71eT3p6+mOdy/z587l9+zbnzp0bdhRfur8L7mqRXeWOVU2M5k5+69Yt9uzZgyzLLF++3NZ2MPg7gCxjqitjsp+WJYuy+arpAWVlZXz55Zds3LhxxKDGSJn94Xr2f8h+fSvOzs5ERkZSWlpKRkbGsNsYjUYkScLX15czZ86QmJg4pPqhqsvI1cbeYZ3uw901ODs7M336dM6fP09GRgZVVVUUFBTw4MED1Go148eP54UXXiAuLs7WylBeXo7ZbB4ytjEuLo78XbsQZQ2atDkgyQMFtCwBAqaCs0zcsJLTbe2OSWdZQiWZKS4u5u7duwA0NDTwxz/+kcDAQPz8/PD398ff3x8/P78B0xQGI0kSN2/e5NSpU/QFxKCa+jLCMJ4BA19eeth+Ao7mD382wQc3jai0VSko/EAoYl9BQUFB4SdPuLuGcHcNRklGb5L4658+JDRtIuGpY5+V/c9MSkoKu3btorW1FV9f32f6WsOJ/cECTE5+ET9zF9uOnkGr1dLW1sarr75KUlLSgP3UasvtTFJSElFRUezcuZMtW7awfv16goLsjzzLy8sjNjYWHx+fxzoXDw8PsrOzOXPmDFOmTMHf33/INtGe2jHNgx9spifLMidOnCA3NxeVSsWmTZuIioqyPd//O2AJFMD5tgIuHD2KqGvi9ddfZ8uWLZSXl/Pll1/y+uuvD1tVoVKpEEXR1rMPFrHf0NAwYLvu7m5CQ0MdOJunT3x8POfOncNkMtk++/5Y156ens7Jkye5e/fugGsmr6mXY9XdiDDE6b5YZ2BRhBsTfbT4+fkhyzJ/+ctfkGWZmJgYVqxYQVJS0rCeCuXl5bi6uhIYGDjgcWs1hXdnHasSvDlWXEuD7IIgiMiyhHt3C6rq2zRVFFF6bzxyYx/4R46aUZcliTCNCSk0BHd3d1588UUuX75Mbm4uzs7OGExmbt0rpePiJZAslS5ubm424d8/CNDS0sKJEydobGwkbsoMqsPSbe/JyAuQCdeYSHCHMzrtaFsOQCMKitBXUPgBUcS+goKCgsJzg0YU0GhVREeEU1FR8WMv5yfHuHHj0Gg0FBYWMnv27Gf6Wjqdzma8B8MLMEEQaVW5I6ctRLp1jvXTU0lMTBxyLJVKBaKKTr2JyMgoNm/ezLZt2/j0009ZtWrVkOBAf5qamqiqqmLNmjVPdD7Tp08nLy+P48eP89prrw15XpQlPHpb0Tl5D+1r7r8dQ2ejm0wmtm/fTmlpKS4uLmzevHnEwER/MbVgwQI8PDw4fPgwnZ2dbNiwgY8++ogHDx7w+eefs2HDhmGzvRqN5h+2Zx8sffsnT56koqJiwDVkRa/X27a7f/8+Z8+eZfz48QiCQFWXkWPVFpf9wZ3o1n8frezi+O5D9NY9wM3NjZ6eHt577z3CwsJGXVd5eTkxMTEDqghMJhMHDx4EwN/fUmn01qQIPv7kUxpa28BowD8+jsbGRgB27dpFZFoWDULUsK9hRRAE5sX4c63Mi7a2Njw9PZk/fz6XiytoiZyEEBiNDDgDEU4S4aY2pNY6WlpaqK2t5datWwM+Y41GQ3R0NN0BMQjIyKMZBMoy3kYdTWf2c7+7B+3S9x0aAalMRVFQ+OFRevYVFBQUFJ47oqKiqKmpGXAzq2AfjUbD+PHjn7krvyzLtLe32zL7owkwBBFBEFBNnI1raMyQY1V1GTnTrka79H12Nmv53c0WTrWKLFr/BgkJCezYsYMzZ86M2Kuel5eHq6sr48aNe6JzUqvVI47i6+np4csvv6Q17yyCnaymhDzAULK7u5u//e1vlJaW4u/vz29+85sxVSBkZWWxdu1a7t69y65du1i7di1qtZr6+no+++wzOjo6huyj1WqHiP2+vj7btANZln9UsW8dxThS3741s+/p6cncuXNpaGiwjZW82thr/+ZXlvGcOIMPPviAX/3qVzg7O5Ofnz/qLnq9npqaGqKjowc8vn//fvR6PVFRUVRWViJJEqIosuylJaDvBclMdXW1bTpFdHQ0GXHhGAvOAkPH6gnIyLKMy4MbhLmp8fLyspkV3mw1oJ6+Atk/ckDFQrVeJNfsh1fKVF555RVef/11kpOTAUtVSnp6OmlpaSCqaNN4ji70AQSBNo0nnd09eLq7EUiv3RGQylQUBYUfB0XsKygoKCg8d0RHRyNJElVVVT/2Un5ypKSk0NTUNKRs+2nS29uLyWTC29sbcEyADedSn9fUy9clOir7BFtm0VqOvb28h7i5y5g3bx5nz55lx44dtoyvFZPJxM2bN5k4ceKw5eBjJSkpacgovoaGBrZs2UJTUxNvvLyIRREWM73B3dACgCwj3r2Ep2Q5z7q6Ov74xz/S0tJCfHw8P/vZz3B2dn6sdb3xxhvU19dz4MABFi5ciNlspquri08//ZSmpqYB2w/O7FunHViz+waDAbPZ/KP07IMlq52QkDCi2DcajYiiaOvvj4uL48yZM+hNZkp0BvvTEUQRnZMPfoFBODs7M2PGDPLy8oadAGCloqICWZYH9OuXl5dz69Yt3N3dmTdvHn19fdTWWgbQh4eH21plenp6AEt7Qnt7O4cOHSLJHTbEe+Hc0Whz8RcAj95WhCsH6Ci6zP79+/H09KSzs5PKDr0lYDaMI76tYqGqm+/PX+GPf/wj9+7dY8mSJfzi179hwZJlvLjkJdasf91i+ucAgiCy8tW1/Mu//AsvJobabU9RpqIoKPw4KGJfQUFBQeG5IyAgAFdXVx48ePBjL+UnR1xcHM7Ozs80u2/NYnp5eWGUZIcE2GCX+v7VAIOFhvVYx6q7iZ08nfXr13P//n0+++wz2trabNvdvXuX3t5em8ndkyIIAosXL7aN4rt79y6ffvopzs7OvP/++0RGRg47D17AkvV8JdIJdV0J3333HYWFhWzZsgW9Xs/UqVN5/fXXn2imfWRkJO+88w59fX3k5OSQmpqKwWBAFEW2bt1KdXW1bVuNRjOkZx+wmfR1d1ve9x8rsw+WEv3W1lZaWlqGPGc0GtFqtbZy+rlz59LU1EThnXsOe8ZbTRLBUh3h7OzMuXPnRty+vLwcT09PW9VFX18f3333HQDLly8nIiICJycnSktLActEhb6+Ptv+giAwadIk2tvbUavVLF26lAgPLZqis0xszOPXKb78LN6ZttPfMWNCHCtXruTmzZuUlZUhyzIX6zrt39RLErc6ZbKysnjlvV9S7T+ePxS288fCVv7PzWY+u1zs0HhGsFyzExITEARh1Kkoyog9BYUfF0XsKygoKCg8dwiCQFRUlNK3/xioVComTJhAYWGhwzf+Y8WaIfXy8sJglh9LgDlWDWDZbty4cbz77rsYjUa2bNnC/fv3AUsJf2RkJAEBAY91HsMREhLCpEmTOH78ONu3bychIYG33357gBlhuLuG1bFevCDUoD/6GRtDzJb58P6erFmzhurqanbt2oUsyyxdupTFixcPcZN/HAICAnj33XdxcXGhuLgYf39/TCYTPj4+fPHFF7ZMuUajsZXswyOxb83s/yOI/ZiYGFQqlU0898dkMg0w0AsPDychIYGcc2fszrq30r+/XKvVMnPmTPLz822BqsGUl5cTGxtr+5wOHz5Mb2+v7bVFUSQ2NpbS0lLOnDnDJ598MmCNsizbKpGSk5NxcXFBlmV0Oh0+Xp64aURuXL+GIAhkZGSQmprKSy+9ZHHhF1WU98gOVSyoQuLwmjiTnRWPjDCtZ9zl4vtwLaMfabiS/P5BLOujyog9BYUfH0XsKygoKCg8lyh9+49PSkoK7e3t1NTUPJPj63Q61Go1rq6uaFWC3X5fK1YB9jjVAIGBgWzevJmQkBC++uorTp8+TXl5+VPL6lsxGo309PRgNBoJDw9nzZo1ttGAg0mfmIq3ixO558/Z9s3NzbUFWWbPnj3ieLnHxdPTk7feeouQkBCam5sxmUyoVCpiYmLYtm0bN2/eRKvVDsjsu7q6IoriP5TY12q1REVFDVvKbzabB7Q7WFtG2pqbkBvK7Qr+4cRsRkYGLi4uw2b3u7u7aWhoICbG4ilx+/ZtCgoKkGWZJUuW2AIAQUFB1NTUcO7cOWbNmsVbb7014DhXrlwZMOawr68Po9FoqYAxGrly5Qrp6em29omMjAwyMzNBowUHv0UycLKmy/b3/giixR/D3jdypJL8cHcNq2I9+dc0P36d4su/pvmxKtZTyegrKPyIKGJfQUFBQeG5JDo6GrPZPKA8WcExoqKicHd359atW8/k+FZzPkGwOMcneGkdytJbBdjjVgO4uLiwYcMGpk6dyrlz5xBFcVh3/8dFp9OxdetWysvLSU1Npba2dtgycysqlYpZs2Zx+/ZtysvL2bJlC/fu3cPZ2Zm4uDguX7486v6Pi7OzMxs2bGDChAn09fVRXV2Nj48PEydOZO/evXR2dg4IkgmCMECEWsX+aHPbfwgSEhJ48ODBgMAEWGbGOzs7I8syt27d4k9/+hPXr1/HIzIB0dkN7FRJDCdm+2f3W1tbBzxnbReKiYmhs7OT77//HrVaTXJyMqGhociyzKVLlzh//jwA8+bNY968eXh6eoKoAicXEFXIskxiYiL3799HkqQBFTD5+fn09fWRkJDAtWvX2LVrF7///e+5evUqGA12s/FWZFlGlux8e2QZhrHpc7QkXyMKuGlExYxPQeEfAEXsKygoKCg8lwQGBuLi4qKU8j8GoiiSkpJCUVGRzWjuadLR0WEz5wOLsHIkS28VYI9TDWBFFEUWLlxoE4PffPONTcQ+CVVVVWzZsoWenh7eeecdXn75ZTw9PTl27Nio+6WlpeHu7s7XX39NU1MT/v7+/OIXv+DVV1/F3d2dHTt2PJPqFLVazerVq5k+fTqyLHP58mViY2PJzs62GTT2b+PoP36vu7vblu3/MUlISMBsNlNeXm57zGg02tb9ySefsHv3bkJCQpi76ecYJi1E8hy5ZcOemM3IyMDNzc0m2q3cv38ff39/3N3d2b9/P2azGUmSWLBgAe3t7XzxxRccPXqUKVOm4OfnR1tbG1VdRnbf70C79H2cFr2Ddun7qDMWU98n24z8rP4SJSUlHD9+HFEU+frrrzl06BBtbW2kpKSwbt06XN3ckBoqkR38ro42+tHyRoiAQLyXRinJV1D4iaOIfQUFBQWF5xKlb//JSElJobu7+5mYHLa3t1uymg/pb/DFIMEynAB7nGqA/hQXF9PX18eKFStob29ny5YtT9SykJ+fz+eff46fnx+bN28mODjYNoqvpKRk2L5yK3fu3KG7uxuz2UxYWBibN2/Gw8MDJycnXn31VVpbWzl48OAz8U8QBIEXX3yRhQsXArB3716Sk5MJDw+no6ODvXv3YjabgaFi/8cs4bfi5+eHr6/vgFJ+6/fd+t+33nqLGUtXk9MGMNSpvj9hbupRxaxGoyE7O5ubN2/S0tKCUZLpNkqUV1YRHR3NtWvXKC0tRZZlMjMzqaio4K9//Sutra1s2rSJJUuWEB8fT3Gviq9LdJTqDLYpEoIgIgbH0Bw3HXVMKnv37mX37t0AnDt3DqPRSGpqKhs3buR//s//yXvvvUdo8mQO1Rowzd2AKjjabsWC5XUcz7YvjvBQSvIVFH7iPPmcGQUFBQUFhX9QoqKiOHHiBCaT6amMVvtnIjQ0FB8fH27dujVgnNiTYpRk2nv1JHgPnBWf7u+Ck6GHPTfuowqNg4edwwleWjIDXYaIjMxAF4p1A8u3BzNSb3FeXh6hoaGkpaURGxvL9u3b2bp1Ky+//DITJ050+FwkSeL48eNcunSJ9PR0li5dOsAxPykpiaioKI4ePUpsbOyATLgsy5w+fdqWJdZoNPj4+Azo7w8KCmLZsmXs3buXiIgIpkyZ4vDaxsKMGTNwdXVl3759fPbZZyQnJ9PR0UFhYSE9PT22KoO6ujrAMiruH0Hsg2Vc3d27d+nu7ubcuXOWsnZg/PjxrF27FkEQ2H2/AxFGrR4RAFe1aFfMTpkyhfOFJXx7p4luN0s7iTx9DXVyD/mXTxAYGEh7ezvNzc1cvnyZtLQ0Fi9ebPMQ8I4eh7HHHWGY9VgDEWLKLLquHiA41J32rh48XZ3RqERWrFiBLMt0d3ezLecmNV7R4BXcL2Ag2IJCT2roaK2I0YiCUo6voPATRrnzUVBQUFB4bomKisJsNlNTU0NUVNSPvZyfFIIgkJKSwpUrV1i6dOkTB0uquoxcbXzoAD77NS4j03a/g6x+Qr6l7DbCzfP8ekE6qDQ2sTEc1mqAo1XdyJI0IGMrICMjDFuO3dHRQWlpKS+99BJgmSH/1ltvceDAAfbs2UN9fT0vvPCC3RJ162i1+/fvs3jxYrKysoYILEEQWLRoER9//DHXrl0jKysLsMyp3717N/fu3QPghRdeQKvVcvjwYebMmYO/v7/tGGlpaVRVVXH48GFCQ0MJCQlx5O0eM5MmTUIQBPbu3WubDb9hwwa2b9/OF198QWRk5D9cZh8soyKvXLnCH/7wB0RRZPz48dy5c4eYmBgE4ZGZo726CJlHZo6jiduCNiOm9EV0yo962gVBpFl2RTVtBS23ziG2tVFXV8fatWtJSkqy7avX67mnfzhycTQxLsvIqfNoeugv0CxLOLXX88cvd9BZVYrJwx/NzFWW622Ya85yCPmxBb8sSXgZdJgN7mj6GR0qKCj89FDK+BUUFBQUnluCgoJwdnZ+JqXo/wykpqai1+tHLUN3hLymXlvZcv9RX6U6A1+V6LjR3AtAUVERiYmJuDk7OWTwle7vwkt+ZqT6+48c1mUZbXv9iOXYN27cQK1Wk5qaantMrVazYsUKFi1axKVLl/jmm2/o7e0d8XWbm5v55JNPqKmpYePGjUydOnVEYRUSEkJ6ejpnzpyht7cXnU7Hp59+SnFxMaIosmbNGmbOnEl6ejru7u5D+sEBFi9eTGBgIDt27Bh1XU9KWloaS5YswWw2o9Pp8PT05M0336StrY2CggK6urqQJMnWs/9jIssyhYWFHDp0CLB813/961/bxihqNJYgz+OaOQ5HVZeRY9XdIAzTDiCKIAioUmcTkjSJn//850RHR3Pv3j2OHTvGli1b+I//739Ta9bY7ZkXRBH6GQkKgojBO5ju5HmYQxNRxabZnSjwJLl4QRBou3GOD//8F3Kv30BvMo+4rbWVwWjP9E9BQeFHQRH7CgoKCgrPLaIoEhkZqfTtPyYBAQEEBQVRWFj42MewCSSGli1b/320qpvCmmYaGhpITk4e0/HNLbWYrh1lcmsBv07xZYmmgY5zu9H2tA3ZVpZlbty4QXJy8oAZ52ARONOmTWPDhg3U1NTwySef0NzcPOQYpaWlfPLJJwiCwHvvvedQi8P8+fMxm80cOHCAjz76iObmZpycnHjzzTdt56tWq8nOzubWrVtDHPjVajVr166lr6+PvXv3PpP+fStZWVlERkYCsGXLFiRJ4p133gEs719lZeWPntmvrKzk008/ZdeuXQQHBxMVEwtOLmhdXGlvbwewVaI8iZnjYK429tq9cRaQ6Q2K4/PPP+c///M/2bZtG9evX6e3txdv/0Bbyb3dtQwOHgmWYIJ64hzEkFj7JnuPkdUXHoZFMgNdiHthJdK8TZwTI/h9QStfFdZT3fXIKNJqMPi7my38sbCV391sYff9jgHbKCgo/PgoYl9BQUFB4bkmKiqKqqoqTCbTj72UnyQpKSncu3dvyHgzR3FEIIlAbo0OrVZLQkLCmI5vHa0Y4OeLm0YkZUISbm5utt7t/pSVlaHT6UbtfY+Li2Pz5s2oVCo++eQTiouLAYvQvXjxIt988w2RkZG8++67+Pn5ObRGd3d34uPjuX37Nnq9Hk9PT9577z2bqLYyefLkYd3eAby9vVm1ahXFxcXk5OQ49LqPS0pKCmBxtv/73/9Oc3MzL7/8MgDffPPNj9az39rayo4dO9i6dSuSJPHShrfRZr1EfcpimpJf5Hc3W3jgHY/gG2zzTnhSM0cr1nYAu373gojO2Yfm1kfBJoPBQFtbG21NDQ6PyBuRJyjPH+l41v+a6+4TrG/malMfFd39Wg0EgSq9yFfF7eRUtg5bqSPDkEodBQWFHx9F7CsoKCgoPNdER0djMpmora39sZfykyQlJQWTyWTrLx8LjgokCWhVe5KYNGHM3gBWse/jYzH8U6lUTJ48mYKCAvR6/YBtb9y4QUBAAGFhYaMe09fXl3fffZfo6Gi+/fZbzp49y/79+zl27BjTp09n/fr1NsM1e1hN/G7fvg1Y5rVv3rx52ECBWq1m5syZFBQUDJnlDpCYmEh2djanTp0aMG7uaWM1CfTw8ECj0bBt2zYaGxsBy8x3WZZtGfQfgt7eXo4cOcKf//xnampqWLVqFRmrNnGy05VSncEmSmVA7xmEZuZqKqVHbQZjHe04HGNpBxAEEVHrjEajwcXFBXcvb7wDQ/APCEDVXO3wiLxhjy2KY6jssO9UIJoNmE98gf7gRzg3lFGntVyXw5oHCgLnms0cq+oadpv+lTpKhl9B4R8DRewrKCgoKDzXBAcH4+TkpPTtPybe3t5ERERw69atMe87FoGEIJCQNGFMxzeZTLZSe6vYB8s8dKPRSEFBge2x7u5u7t69y+TJkx3KjDo5ObFu3TqmTZvGmTNnuHnzJi+//DILFy50eL68Xq9n+/bt5ObmAhAeHm6boT4SU6ZMwdXVddjsPsC8efOIjo5m165ddHZ2OrSOsWIV+ytXrsRkMuHv78/JkycBbG0HOTk55OXlDdn3afZwm0wmLl68yIcffsiNGzeYO3cuv/rVr/CJTRqxNQRRRBAE8o1uNsHZf7Tj4E/OWro+nJljfzQi2BfPFmRZQjL0YfLwR5o4D+Ps1+mdtprOrNWYRdWTO+ULgt2AgSUgYO91BCSVlviYKKIjIzCFjXfIC8DeuyBiqehRUFD48VHEvoKCgoLCc43St//kpKSkUFZWRk9Pz5j2G0u/NLJEYmzMmI7f2NiIJEkIgoCHh4ftcU9PT8aPH8/Vq1dtWdD8/HwEQSAtLc3h49fX13P79m2cnZ0RRZErV66g0+kc2retrY1PPvmEsrIywDLe7u233yY6OpqjR4/a5tcPRqPR2LL7bW1DfQdEUeSVV15BFEW+++67EY/zJFjN7Xx9fVm6dCnNzc2MHz8ewBb0SU5O5vvvv+f8+fPIsvxUe7hlWaaoqIi//OUvHD9+nJSUFH7zm98wa9YsNBqNg73zAwVnur8LGxO8SPDS2q5JWZbwl7pHNHMES8AhPz+fz7Z8jLm51q4YRpZRd7agjpqAZuYqCIgaUA6PT4hlXJ8sDxHsDmfsZdm+yZ+jAQVB4G5pGQ8qqzD7hzvkBWDv2BKPJhsoKCj8uCij9xQUFBQUnnuioqI4e/YsZrN5wBx0BceYMGECR44c4c6dO2Oa9W7tly61V8ovSXj0teKsCRzTuqwZcm9v7yHZ9szMTL744gvKHlQQHBZB3s0CJkyYgIvLyKXa/SkqKmLv3r0EBgaybt06enp62LZtGx9//DFr164ddZTjgwcP2L59O2az2dJb/tJLZGZmArBo0SI++ugjrl+/bhvFN5iMjAxycnK4cOECy5cvH/K8m5sba9as4fPPP+fkyZO8+OKLDp2To1jFvtFoZNKkSVRXV5Ofn4+rq6utvWDhwoX4+/tz6tQpHphdqPGKRoQhPdzFOgOLItxGFNODqaqq4tixY1RXV5OYmMhrr72Gv78/XV1dVFVV0dLWTrEp2K4BnYzAvXY9X3z1NU4aNU5OTmi1WjydnJjm5IxK68yNa1fASYvRdz41Oi1OTk627QwGA9euXeP69et0d3eTkJCAOiiIZrN9EW2UQJUyy7LGwaPxrNepLCO11oJfKIIgWnr5+3qQnVxHF9yyhNzwAFNDJZqJcxAEy7k+LgIyc7NnUl5ZTb2D5oGOYJ1sYG+ihoKCwrNFEfsKCgoKCs890dHRnDhxgtraWiIiIn7s5fzkcHd3JyYmhsLCwjGJfbD0QRfrRjf3kwWBDP+xz/Oura3FyclpQAm/FbV/GK4zX+a7Njdob0Oe9grdGjPVXcZRy7VlWebMmTOcO3eO1NRUli9fjkajwdPTk82bN7Nz506++OILXnrppWHfi+vXr3Pw4EFbKfz69etJTEy0PR8cHGwbxZeamjps8EGj0TB9+nROnTrFrFmz8Pb2HrJNZGQkL7zwAseOHSMiImLAPPcnpb/YB8vov/r6eurr6/Hy8kKn07F9+3Y2bNiAyd2Pq2IwAqP3cAc4q0d832VZpra2lpMnT1JeXo67uzuJiYlIksT27dvR6XSPDDadXHBa9I5jJyIIaN3cMfV00d3djV6vx2AwoNfr0ev1SJJEK/DFF1+M+l74+PjQ3dtHi0nlQGW8gOjlb6kAGCUgIcsysqEP48GP0bq6I8pmfKMSaImbbu8FmOznhFrrw71752jzDEMVEmtx67fzmkOQJEz197mQf4bwyKix7z/qKkefbKCgoPDDoIh9BQUFBYXnnpCQELRaLRUVFYrYf0xSUlLYv38/HR0deHp6OryftV/6aFU3AvKALKQISLKMePcimeuXjXlNdXV1iKI4ROznNfVyrLobwTd8wKzyOpPIVyW6ETPNBoOBPXv2cPfuXRYsWMDMmTMHlCy7ubmxadMmjhw5woEDB6ivr2fx4sWoVCokSeLo0aNcuXIFrVaLRqPhtddeIzQ0dMjrzJ8/n6KiIs6cOcOSJUuGPbfMzExyc3O5cOECy5YN/95MmzaN6upq9u3bR2BgoMPTAexhDVRYJzBYR/99+OGHdHV14eLiQkdHB5999hkBC19D7B3dm0EELtV1McOtl/b29gF/WltbaWtrQ+pX0m40Guno6MDb25uYmBiMRiOtra3U1dVhMhocFqUC8MqKl0fMLpeVlfHVV1+xbt062trauHnzJg0NDbi6uhIVFUVQUBCyLKPX6+k2SrSMoTTe3voEUUQMsYxtNHZ34ObmRkvZbcy9JlQps5AHl+o/LPE3FpzlUkWR7WF39weo7l+jJ2E6QkDE2PwABIHF48NJW/Q/UKvV7L7fYb8KxwFEIGGUyQYKCgo/HIrYV1BQUFB47rH27T948IDs7Owfezk/SZKSkjh48CBFRUVMn24v+ziQdH8XApzV7C+4j87ZB0EQEZCJ99Ly4OxBEgM8HTa9s2I0GmlsbEQUxQGZ76ouo828TR4kfEbLNLe3t/Ptt9/S3t7O+vXrGTdu3LCvq1KpWLp0KcHBwRw6dIimpiaWL1/OoUOHuH//PhqNBi8vLzZs2ICXl9ewx3B3d2f27NmcPHmSjIwMAgIChmyj1WqZPn06p0+fZtasWcMeSxAEXn75ZT7++GN27tzJu+++a8vKPwmDM/vwyAehqKgIURR59913+erbbTzokSxZ5VGQgJJOI0XbPgPJjEajsX1mVlf/lJQUsrKyCAgIwGw2c+/ePe7evcuNGzcwm80EBweTnZ1NUlIS57u0lOmMo4pSgdFH6QEEBQUhCAL79u2jr6+PyMhIXn31VcaPHz/kejRKMr+72eK44aQDCIIIGi1T09O4deuWZXpE+S20hi5MoeORg6Mfflcg0duJzEAXWlQJ7K+6Q3h4OBMnTqSyQ0+F6I3oEeBwVt5qsrco0p10/0fXniNVOI5gb7KBgoLCD4ci9hUUFBQU/imIiori/PnzSJI0ZmGpAM7OziQkJFBYWDhmsQ8Q7q7B+W4OTTW1oNGycf06nNR6blWWkDz3jTEfr6GhAUmSkCRpQGbfat42mhC0uoVbxX5FRQU7duzAycmJd999l8BA+94BU6ZMwd/fn23btvGXv/wFURQRRZHw8HDWrl1rdzTf1KlTuX79OseOHWPDhg3DbmPN7ufk5PDSSy8Nu42TkxNr167lk08+4dChQ6xYscLu2u0xnNgHCAsL4/bt23R3d1NfX89rG9/gkzLHXNcFQWTjW+8Q7OvFgwcPOHnyJO3t7aSnpzNv3jzMZjN37tzh5MmTVFZWIssykZGRLFiwgKSkpAEBnSxXIyV2jBJlRhacra2tXL58mfz8fGRZRqPRsGnTpmGrMGzviYP+E7IkOWRi93BjnFSW6QFWo8UlS5Zw9uxZjLUPkAURQeNExqSJJHknEuoaRXhaGm5ubuzYsYNu30i6ItPG3LEf66lhepDrkLaK/lU4g79D1n9bpxrY22a0VhkFBYUfDkXsKygoKCj8UxAdHc3Jkyepq6uzO2ddYXhSUlL47rvvaG1txdfXd8z7t7W1gWQGfS+G3h5KKytxd3cf1exuJGpraxFFcYDYN0oyJTqD3exrf7fwght5HDp0yJbVdXV1tbP3I0wmE5IkIcsyJpOJqKgoNmzY4JAJpFqtZuHChezYsYOSkhISEhKGbOPk5MT06dM5e/Ys2dnZI7ZPBAUFsWzZMvbu3UtERASTJ08e9bWNkozBLKNVCcNmvkcS++7u7siyjIeHB3v37uXtdzcPac0YCQFQYenBr6qqIj4+nkWLFtHQ0MA333xja8mIjY1l6dKljBs3Dnd392GPNZootYrtuYGaAYJTlmUePHjApUuXKC4uxtXVlalTp2I2m7l+/TrBwcF2z8GRzLcgCLgZOulx8hz9OpQltO11hEdFcuPGDZsTv7e3NwaDgenTp5Obm4us7+FOUSFXL1/C2dmZxMRExo0bx8K1GznZYQlmjLXaYGWM54gVD9YqnKuNvRQ//C4JWMryMwNdbO+pI9soKCj8+ChiX0FBQUHhn4KQkBA0Gg0PHjxQxP5jkpiYiFarpbCwkNmzZ49pX7PZTHd3t2VGuCzT3d1NUVERSUlJj1VpUVdXh5eXF21tbTaxbzCP3jveHxk4dOw4+ZcvkpmZyaJFixye1CDLMlevXuXw4cN4enpiMBgICAigoqKCs2fPMm/ePIcyu+PHjyc6Oppjx44RGxuLJIhDRHhWVpYtuz9Sfz9AWloalZWVHDp0iJCQEEJCQoZsU9Vl5Gpjry0gYhVoWYMEmlptuT209uxbsY43jI6Opqamhs+3foo5dR5iUDTY+Qw1+k4+/+wLfH19SU5Opr6+nm3btqHRaEhISGDGjBkkJCTg5ORk932D4UUpsoSmrYaeO1eY+M5GwBKQuXXrFpcuXaKxsZHAwECWL19OamoqGo2GqqoqcnNzHQoCRrhriO6podwlFEGWB56zbAkyLIp0x8moYn+d2U5ZvUBQbxMajYa+vj5WrlzJgQMHKCsrw2QyDfAW2bx5M52dndy7d4979+5RUFCAJnMJYnA09h0DH+FoL324uyVQMlpQyJFtFBQUfnwUsa+goKCg8E+BSqUiIiKCiooKZs6c+WMv5yeJRqNh/Pjx3Lp1i1mzZo3JDKylpQVZlhFFEZVKRV1dHZ2dnaSkpDzWWmpra3F1daWnp8dWMq9VCbZ+ZLvIMgXXr7F06VIyMjIcfl2z2czhw4e5fv06Xl5edHZ2snLlSiZOnEhOTg4nT56ksbGRVatW2RWugiCwaNEitny3n635VbSI7sOIcCemTZvG+fPnyc7Otgnu4ViyZAl1dXXs3LmT999/f0ArgdW00JHxeIIgoHFyptsoYZQejU+zZtqbmpro7OzEaDTi2/qA7odGc6Oh17rjFBxJa30lvb29jBs3jhdffJHY2FhbcGGs9BecPXoj//d//yfRCfHca63n/v37NDc3c+3aNXp6ekhMTGTx4sVER0cPuG5DQ0PRaDSUl5ePKvbr6uo4duwYDx48QPANRh07yWKwJwgPe+qdSfUUKL12lqtXr+IUPwlp3DRLcKvfcayVCOK9S/h4qbhx+zZgCbAEBgZSVVWFRqMZ4OPQ1dVFWFgYYWFhzJ8/n6aWVj6tsBdMGMpYe+k1on0B78g2CgoKPx6K2FdQUFBQ+KchOjqanJwcpW//CUhJSaGgoICGhgaHSp+tNDU1AQ+FpEZDTU0NHh4ejzUdwWAw0NTURGRkJN7e3jbx5mhfNZIETRVs2vA60dHRDr9uT08PO3fupKKiAk9PT/r6+ti4cSMxMTEAZGdnExgYyO7du/n0009Zv3693XaHWpUXmhmraJYfScLBInzq1KlcvHiRnJwcFi9ePOKx1Go1r776Kh9//DF79+5l3bp1CIIwwLTQ3ng8mYe+By++zUVB5NLNFhK8tEzxd6L63j3A4pcwdepUgoKC2LdvH75JM+gWR/coEGQZr4kzWbJoHpGRkU/1+6cRBcy9XSCZbZMEdu/ejUajIT09naysrBEnFahUKqKiooY17+zp6eHMmTMUFRXR09NjOQ9BYOaEeObMmYIsqjCYZTAbuX7lMt/l5iLLMnPmzGHatGk0GoRhS90n+ar5Yn8eJd7eeHpazClLS0sJDAzk7t27hIeHDwiAdHZ2DliXq6c3CK0Ovz82Qz6ll15B4Z8ORewrKCgoKPzTEBUVxalTp6ivrx/VjEthZGJjY3FxcaGwsHBMYr+xsRHhoXGZRqOhpaWFjIyMsY0Ke0h9fT2yLGM2m4eM3csMdKG4XT961lMQWJEWR3SI474DjY2NbNu2jd7eXlxcXBAEgXfeeWeImV9iYiLvvvsu27ZtY8uWLaxZs4a4uLhhj2kT4cOMahsgwhO8mDZtGjk5OWRnZ4/Yyw7g4+PDqlWr+Pbbb8nNzWXmzJkOmxYeq+qisc9sKQx/6LAvA8XtfRS36zGW1AHg5eWFTqejvr4eVw9PugSt/WJyUUTn5ENohN9TD7RJkkRBQQEAt27dAixjEn/1q1/ZNUoESxDw7NmzmM1mBEHg2rVrXLlyhZaWFsAyGSEqKoqKigpeffVVkpKSbK97t+AGZ86coaenh8zMTGbPnm3zfQjXMmype319PQA6nY53332XwsJCioqKmDZtGvn5+UREPBqhJwgCHR0dA9Y7pgoWIN5Tw9RhDPkUFBSef5S0hoKCgoLCPw1hYWGo1WoePHjwYy/lJ4tKpWLChAkUFhbaTMUcobGxEVmWLfPDBQGTyURycvJjraG2tha1Wk13d/cAl3YAL6kX+XaOZW3SQHkrSxLIMvNDnEkag9AvLi7m008/RZIkzGYzXl5eo7r2BwQE8N577xEWFsbXX3/NxYsXh32vrCJ8NKyTA6ZOnYpKpSI3N9fuehMTE8nOzubkyZOUlj+gxIHZ6RLQ2GsChhGRggiCgHriHATfYPR6PQaDAXd3dxLGT7CMkHMEQeDQ0eNIkr3VOEZfXx+5ubl8+OGHnD17FrB4F4iiSHd39xDPgZGIiYnBaDTyySef8P/+v/8vhw8fprW1lcjISDZt2sS//du/0d7eTkJCAuPHj0eWZe7evctf//pXDhw4QExMDL/61a9YvHjxsAaPGlHATSPayt2Li4sBmDlzJmFhYcTHx9PZ2Wlbb/9qEBcXlyGZfWsFi7133VJJoOGVOC9F6Cso/JOiZPYVFBQUFP5p6N+3P2PGjB97OT9ZUlJSuH79OtXV1Q6X4VuzmZIkYTKZUKlUj22UWFtbS1BQEHV1dQMy+7Isc/DgQcSaSvRtDbiMz8LsFw6CgCxLqFtr0NYVk5m+1qHXkWWZixcvcvz4cYKCgmhsbCQhIYFXXnnFVi4+Ei4uLrz++uucPHmSY8eO0dDQwLJly2zl2WOZHHCvXU/PlcO4u7tz6dIl2tvb0Wq1Nv8D69i//n+3zrLfuXsvwvyNDp2vvR5wUQBVbBpRXRW88sorFBYWcvnqNeTgdAcFv0xB3jUMXTqWr1yFJKgey9itpaXFNjrPbDaTmpqKWq3m7t27BAYGolar/3/2/jM8qjvN88Y/51SSVJJKOWchQAJJCCFyxgQbY4Nt3M65u3dme2av2f3v82Lf7ot9dnaeCdthptvudrexjY2NMTknESSQQBFlJKEslXIqVTrn/6Kog4RSCeh2d3M+18WFJVWd86tTp7C+v/u+v1/sdjt1dXUzJhMMDAxw8eJFqqqqANc9GhQURE5ODsuXL1c6EM6dO8fw8DDvvPMOzc3NnDt3jubmZpKSknjppZemNEOcjrGxMfLy8hAEgY0bNwIQFxeHVqultbUVcP075a7sTyX2wbNkABlYEeZ5uoSKispfH6rYV1FRUVF5qoiPjycvL0+d238M4uPj8fPzo6yszCOx73A4GLifiy7LMhaLBZ1O90gt/OAS+zExMbS2tk4Q+xUVFdTU1BAZGYkkSXTfOI6Pnz8Wm4Pnd2zDf14An12vorGxUZmzn2nNx44do6SkhJiYGFpaWli2bBnPPvusx/eNKIps3bqV8PBwjhw5Qnd3Nz/60Y/w8/ObU3IAgoAsavH396e3t5fW1lZMJhNOpxNJkpSOg4f/2+l0YrM70MuS59X3GZARECOTaLtawL/8y78wOjrKvHnzkG0D9OlMCDNcF1mSiNE7SXrpNXLv9fBv5f2KuZ3bjDDcRzuts7ssyzQ0NHDjxg0lOm/VqlUsW7bMFQV49Bh+wWHYnBJarZbw8HBqa2sniX2Hw8H169e5ffu2ck96e3sTEBCAr68vH3744YTHm81m8vLyyM7O5syZM1RXVxMREcFbb7017XjGeB5u4T9x4gQ2m42QkBAl/UGn0xEfH097ezuCINDb26t4SUwn9sfHD7qSAB5ce3ccojqjr6Kioop9FRUVFZWnioSEBC5dukRnZ+ecKnIqDxAEgUWLFlFWVsaOHTtmFb/d3d0T2tjdovRRsFqt9PT0sHDhQgCljd9isXDy5EmSk5O5e/cu2dnZdHZ24rRZef/NN4mKikKWZUJDQykoKJhR7A8PD3PgwAFaW1sVob9161ZWrVr1SBsUGRkZBAcH8/XXX/Ob3/yGH/3oR4RHRXs8dy0AP3rlJXSiwPnz57lx4wY//elPp2wZdyNJEhUVFZw/f57h9gY0EYmzxuN5giCIDI2OkZO5mJycHMrKyrhScBH9mj2zPE+gqfoOrcmZiBH+yPen/GWg9r4Z4fjXq2wAGFxz+Ddu3KCrq4vw8HBeeOEFpZrfPGznbP0gNdErIEYgX5YRMr0JN8qU5p7F4XCg1WqprKzk6tWrtLe3I8syGo2G5ORkNm/eTFRUFPn5+Zw7dw673Y5O5xLIsixz5MgRtFothYWFmEwmXnrpJRYvXjzrfTBVzGEYFppbzYQEB09w2weU+9bPz4+uri7l+97e3sqmxMNkhXgzZm7nQn0XmqhkwNXBEqmxsyU5TBX6KioqqthXUVFRUXm6cM/t37t3TxX7j0F6ejr5+fk0NDTMWuF0ixedTofdbsdgMGC1WnE6nR5n27tpb3eZxLnb6N1i/8yZMzgcDoKCgrh37x5FRUUAvHlf6INLcC5btoxTp04xODiIv7//pOO789/tdjuhoaF0dHSwd+9e0tLS5rTOh4mOjubHP/4xBw4c4Pe//z3PP/88KaakWZMDHs5GX7VqFTdu3CAvL48tW7ZMerwkSdy5c4fc3Fy6u7uZN28eAY4+2oSkGU303F4KsyHLEnqNwNatWzl8+DDl5eVs2bIFn1hfl9ngQ1VmtzHgslAvCsnEVXd+6JhTfF07YKOm34pQdZ2x2mIWLFgwKTpvfJygMoIgCMjBsZSJAo7IFD777DPa29txOFx+BOHh4axatYr09PQJm1SJiYk4nU5aWlpITExkbGyMQ4cO0dLSgsFgYNu2bSxbtsyjmMDpYg47JQP6NS8xWnuTwMCJsYxus0tfX1/FzBLAy8uLlpaWKc9jt9u5cfoI8SEhvLpjOTanzL/+0z+ycMtmYnwfbURGRUXlrwtV7KuoqKioPFVotVpiYmJobGxk5cqVP/Ry/mKJjIwkKCiI8vJyj8S+Xq/H19eX3t5eJU/cYrHM6Cw/FW1tbeh0OhwOB76+vuh0Ourr6ykuLubZZ5/l3LlzOBwOIiMj6enpmbShk5mZyfnz57l16xabNm2a8LPKykoOHTqEyWRCFEWGhoZ45513HikecCr8/Px49913OX78OIcPH2bxui1IgQtnfI6EPCEb3cfHh+XLl3Pz5k1WrVqlVPclSaK8vJzc3Fx6enpISUlh9+7dWK1WvvzyS/SjdqQFKyfN5cuyq8buJdkYE3QztuIjScgdDdhGR/jnf/5nbDbbhI2QMG8tNzpHqB2wT2jRzwnz5maXBVEQZjUKVNYFLuG+cDV7N64lLWpidN5McYLuDgZtxgZarn2H0cuLzMxM1q9fP63XQlhYGN7e3ty9e5eOjg5yc3MZGxsjODiYjz76yCNXf0/XZU9ZjkDnhB+5W/V1Oh2dnZ1K54u3tzcWi0XpUBjP5cuXFS8BvUZErwGTn++0nQAqKipPH+qwooqKiorKU4c7RmsubvIqExEEgcWLF1NZWalUTafDbDaj0+mUKr5bPLuzy+dCW1sbkZGRDAwMEBgYiN1u59ixY8TGxnL79m3sdjurV68mLCyM0NDQSdVqg8FARkYGt2/fxul0Ai7Bm5uby4EDB4iOjmZ0dBRBEPjwww+fmNB3o9VqeeGFF9ixYwd3rl4goLUcmPwLmSxJrvvzzjWM9uEJP1u1ahWyLJOfn48kSZSUlPDLX/6SQ4cOERwczI9//GPeeOMNxsbG2L9/P4mJifztrk1oWytBll1/7uO+PmOifvbKviDg29sIuMYmnE4nZWVlirFcjK+Ol5MD+ChBi3D5S6Iqz7I70Y9wH61HiQBTIQoC1WOT29E9STIQZBnDgmX87Gc/Y+PGjWi12hk/84GBgeTn53P27Fn8/PzQarW8/fbbHgt9T9eFLNOuD5nwrebmZgwGAwMDA0iSRF9fH4By7ofn9ru6usjLy2P9+vUT3PtNJtOkqD4VFZWnF7Wyr6KioqLy1OHO1e7s7JxTVrzKRNLT08nNzaW2tlbJHp8Ks9mMLMtKtJg7su5Rxf78+fNpa2sjMDCQS5cuKeKmv7+fsLAwtm7dyscffzxtNF5OTg6FhYVUVlayYMECjhw5Qnl5OYsWLaK6uprIyEhee+21GWfiHwdBEFixYgWhoaF8++23GLrbiFixlaax+y3usozU2YDQWoujq4nPP2/mo48+wtvbVeE3Go0sW7aMvLw8ysrK6B8cYt7CNHa//AqxUa5Ohrq6Or766iuSkpJ49dVXKWvuwhGdOrXj/v0qvCzLCPcr/fK4x8mShCAIeDXcpr+hGoC9e/dis9m4evUqn3zyCUlJSaxdu5aEhARCggJ5ZddOPv/8cy5dusTytRs8NyN8CAmoGbBhl2RllMHTJANEESkklv/3H/8PSM5x3xYn/AGw2WxKNd3Pzw+z2Yyfnx8HDhyYlHQw1deiKIKopSZ6+aypBoIo0moXJ7ympqYmIiMjlVhQs9kMTBT7bjNKd+pEYGDgpFQRk8lEd3f3bFdGRUXlKUEV+yoqKioqTx3R0dFoNBru3buniv3HICQkhIiICMrLy6cV+zabjb6+PrRaLWNjYwBK677FYpnT+SwWC319fURFRXHnzh1CQkLIy8tDo9Eg3a+Er1u3DlmWMZvN087Zh4WFER8fT35+Pnl5eXR1dZGZmUlJSQmLFi1i9+7dHs1mPy5JSUn8+Mc/Zv/+/TR+/wkv7nmJ4mYzrYIvckQiQmQygiwx1NHIvqNn+OClnQiCQGlpKRUVFTj9Q7Gl5uAVHEMzAl92QsrYIFG2Hs596xL6zzzzDIcOHaLGJ85l0jeDEBWQifXV4aPVUHNfTMuyhKanBWt1Idbedvz9/RkcHESj0bBkyRIyMjKoqqriypUrfPbZZ8TExLB27Vrmz5/P5s2buXDhAhFR0QgEPbLglwGb84EwHrM7PT6WIIgEhIQRHxlGYGAgRqMRWZaV6nlNTQ19fX34+/sTGRlJdXU1DocDb29v5s+frzx2/B+n04nT6cRut09IP3CIOojxzMBx/GuyWCx0dXXx7LPPcu/ePQwGAz09PcDUlf2ioiKampp49913J92nJpOJuro6D6+OiorKXzuq2FdRUVFReerQ6XRER0dz7949VqxY8UMv5y+axYsXc+nSJaxWKwaDYdLP3VXG8a3+Pj4+CIIw58p+W1sb4BLrw8PDVFZWIssycXFxmEwmampqSE1NZXBwUDHYm47k5GQuXLiAt7c3CxcupKSkhNWrV/PMM888ciTgoxAYGMiHH37I999/z8EbZejSN9w3y3NVnAVBhPAEeiIS+Y/jl3E0lDEwMED0ymcYC52PU3Z7vbuN7axUy76ELFmLP8P8+te/xuhvQrN+o/K4aRFEWkac/NfMAAD+3//z/yHZxiZUxXNycrhw4QLDw67RAlEUSUtLIzU1lbq6Oq5cucJXX31FeHg4a9asYf78+Rw+9B0Juz/inkVWXPjnggDoNQIOh4Pi4mKu5d9AXr3XszhBWcIyNEBZt2sOXq/XExYWhtVqxWw2ExQUxGuvvcb8+fMB+N//+39jsVh47733iI+Pn9M67ZLMP5f0eJywoNe4rkVzczMA8+bNIzo6mr6+PqWyr9Vq0Wq1itgfGRnh3LlzZGZmKvF84zGZTAwPD08546+iovL0oc7sq6ioqKg8lSQkJNDY2KjO7T8mixcvxuFwUF1dPeXPx8eIuSv6Wq0Wb2/vRxL74zcUxsbGWLx4MXv37uXOnTtkZWWh0WgUoTSd2C8vL+fy5cuIoohOp+POnTvs3LmTrVu3/kmFvhuDwcDq5/agS9/gaql/yCRPEEUEQWAoNgMhKJI97/8nusMWuKr0Dz1WRkAQBPqiFlHeambz5s289e77zCr0lec/qDh7ibIi9N1Gh6OjoxiNxkkz5IIgkJKSwgcffMB7772Hr68v3333HV1dXciyTN3575Ee4aMmAsl+Gm7mXeff/u3fOH78ONER4cR7zf5LrAiESCM47Tb+23/7b/zoRz8iLCyMlpYWZROqt7eXs2fPcvjwYfLy8rDb7Xh5ec1Z6APoRIEUk372X64lifnjEhaamprw9fUlMDCQefPmMTY2ptzDgiDg5+enXO+zZ88iyzJbt26d8tAmkwmYPOOvoqLydKJu+amoqKioPJXEx8eTm5uL2WyedrZbZXZMJhOxsbGUl5eTkZEx6eddXV0YjUZGRkaIjY2lsrISrVaLj4/PnMV+e3s7YWFhfPPNNwDExcXx8ssvc+vWLex2O9nZ2YBr3lmr1SqxfG5kWebixYtcuXKFhQsX0tLSwuDgIK+88gqLFi16tAvwhCgwj83qVi/IMsPB8RT22BDwnrGCLCATu/Y5Bu7d4re//nfY+p5HlXB3xdndHQGucQ23meGdO3fw9fVVKvtTER8fT2BgIBcvXqS0tNQ1C9/dis/dQmzzcpQ4Pk+Q7m8UVHa1kJmZyZo1awgODqZ52M4XtTO7zkvAykg/DjocnDp1iurqagRBYMuWLSxfvpyRkRGam5tpaWmhpaWFkpISwLWJ9Pvf/564uDhiY2OJiYlR/BJmIyfMm5oB24yPkQUB+90iHHFr0Gq1NDU1ERcXhyAIJCcnc+nSJcVRX5Zl/P39GRoaorGxkZKSEnbt2oXRaJzy2G6x7zawVFFRebpRxb6KioqKylNJbGwsoijS2Nioiv3HZPHixZw+fZrR0dFJpnZu4Q2uGfXKyko0Gs0jif3m5mZsNpsiQl9//XVkWaawsJCUlBRF3JvN5klO/Dabje+//57KykpWrlxJVVUV0n3juZmE65+CuRjOaSKT6ZRn9YADQaTJKtFaWcWKnGU0Mkan5DVjtJ6IKyqvu7OD/fv3K10vISEhVFVVATA4OIjBYJj2mrW2tpKfn09FRQVarZacnBxSUlLIzc2lqeImOnMbQcs20afzV8wIZUAUmNDiL0uSK3rvzlWyE6JY9frL+Pv7Kz+P9dWxPdbI6eaRyZsHsgSCyNZoH8aaKhAEgfLyclasWMG6deuUe1Sv1xMYGEhGRgYtLS389re/VbwbHA4Ht27d4sqVKwAEBwcrwj82NnbKpIfZ1iXg2rwI666l5uYVPm2s4aWXXqKtrU2p1EdFRWEwGLBara6XIsv4+fkxODjI8ePHiY2NJSsra9r30H2N1Pg9FRUVUMW+ioqKispTyvi5/eXLl//Qy/mLZtGiRZw6dYqKigqWLVs24WddXV3Y7XZEUVSqke7K/lwM+oqKihgeHsbb2xubzYafnx9eXl60tLTQ0dHB5s2blce6xb6bgYEB9u/fT29vL5s2bSIvLw9/f3/ee+89zpw5Q2FhIcuXL/9BWvjB1TbvcYf7fed8zx4q8tO//Rk15SW0XDuFfs2eGR8vIRM+ZubTr74mJCSENWvWcOrUKUZHR9FqtTgcDhYtWkRVVdWEeXBJkqisrCQ/P5+WlhYCAwPZunUrWVlZythFcnIyhw8fpqSkhM7TX6DVG1iybDmp8+fx2ffHiVv7HB2yl0vgyxJSRz3O+hJ2rV0+rbjNCvEm1EtLQZdFMRRElvEd7WFJoJa8A1/R09NDcHAwNpuNbdu2TfkeS5LE8ePHiYyMZNeuXTQ2NhITE8OHH35IX18fLS0tSgdASUkJsixjMBiIjo5WxH90dLRS/Z9qXQKQ4A3VZ79j43PP4L34Aw4cOMDHH3+M0+kkLi4OcHkguDfFEDVYZREfXz/u3r2L1WrlJz/5yYz3qU6nw2g00t/fP+N7raKi8nSgin0VFRUVlaeW+Ph4ioqK7hui/TBC768Bo9FIUlIS5eXlE8T+2NgYg4ODCIKAr6+v0gqu0Wjw9vaeMM8/HbIsk5uby6VLlwBwOp34+/srYr6goICAgADmzZunPN5sNiuGa83NzXz99ddotVrWrVvHpUuXSEhIYO/evXh5eZGTk8Mf/vAHGhoaSEpKemLXxC7J2Jwyeo2gzGZPh15zP/ruiZ3dhQDcvH6V61evsGLFCsJifTnTMgLyxNYAd+yeoyyXs43lLFy4kD179iiO8L29vURGRtLc3MzmzZuprKykp6cHi8XCrVu3KCgoYHBwkISEBF577TVSUlKUSLvxPP/88/T29tLT00NqairFN/O4nX8NL50O87mvsI5Z0Xr5gMPGtme2cPJWJ8eOHSMmJobQ0NApr2mMr44YX53ys08/+Q2W4SHOj46SnJzMK6+8wtDQEF9++SXd3d1T+jgUFBTQ0dHBRx99hEajITExkcbGRgRBICgoiKCgIGVExWaz0draqrT+FxQUkJubC7g6INziPyYmht2JoThklDU3NdRT1dtBUFAQgYGB/PSnP+W3v/0tVquVyspKwsPDEUWRkJRFaI3xiJGJnJdECA3HucjEYh8n4eHhs77vJpNJreyrqKgAqthXUVFRUXmKSUhI4OrVq9OKABXPWbx4MYcPH2ZwcFBpJXabjMmyTFhYmOLI7+nMvs1m4/Dhw1RUVJCQkEBTUxMajQaDwUBAQACjo6PcuXOHTZs2KZs1w8PDWK1WQkNDKS4u5tixY0RFRREXF8eFCxdYsmQJzz//PBqNBnBt+ISGhlJYWPhExH7zsJ2CLovSli/gao1fHuZNjK9uyue4jd08auWfA15j/Vy/eoWtW7cqeeyOfjNna9rQRCYrXQIp/jrsdUVUNZYDsGDBAqXFHVymfCkpKcoYRWxsLPfu3eOf/umfEASB9PR0VqxYMWuMpUajYe/evfz617+ms7OTF198kXPnztHX1we4Wth37NjBkSNHuHnzJnv37nVVv789QsKGXTRbxWmvaV+3mfPnz9PT1YmPjw9vv/228n4GBwej1Wqpra2d9DkfGhri4sWLZGdnEx0dDbj+XSguLmZkZGTSbLxerycxMZHExETAdW/39vZOW/2PiYlR/nR1dSGKojJX7+3tTUBAALIsc+XKFVpbW0nZ/AI3CUeMCH3gsSAIiBGJVIsiRd0WskJm9g8wmUwMDg7O+BgVFZWnA1Xsq6ioqKg8tYyf21fF/uORmprKsWPHKC8vV4Tl+Piw4OBgpbIviuKsYn9gYICvvnK1Yb/66qtcu3YNSZJ49tlnOX78OIGBgRQXFwOwZMkS5Xnuc9bU1FBUVERmZiYA165dY+PGjaxfv35CF4cgCOTk5HDy5MkJGxWPwm2zhTMtrlltt2iXgboBGzUDNrbHGqcVajlh3tT0Wz0YxvcQWWbUYCJ791uszkwGXKL96tFviQ0JIc7fQX7hLf7zT3/C998dpKGhgeeff57W1lYOHz6M3W4nJycHURQVbwNBEPj666+VFnGTycQHH3ygpCx4gtFoZMWKFZw/f57m5mYiIiJ47rnnOHXqFN3d3fzud78jOTmZ5uZmSktLWbh1D/VekdyzyLi17/hruj5Eg/l2LiUlJQQEBODn50daWtqEjRudTkdiYiK1tbXKvenm7NmzaDQatmzZonzPLeTv3btHWlrajK9HEASCg4MJDg5W7jWr1UpbW5si/m/evMnly5cB14bHsWPHiI2NJSoqiubmZtasWUNMTAzfnrtCa6dt2kQGgNPNI4R6aafdOALX3P7du3dnXLeKisrTgSr2VVRUVFSeWvR6PVFRUdy7d4+cnJwfejl/0RgMBubPnz9B7Le1tQGu6qfJZFKyvwVBwMfHB6vVitPpVKrsbpqamjhw4ABarZYPP/wQk8nEN998Q2BgIMnJyVitVgICAjh//jxpaWkTqq/t7e0IgkBRURFbtmyhoaGBxsZG9uzZM2VaAEBGRgbnzp2jsLBwwuz/XGgetrta5JnsNO/+2i3Uoo2u3PS+vj76+vro7++ntbUVu92ANmMDyPKMRnoecb9qXy6ZWDJsJ9qo5ejRozgcDnbv3k11dTX24UH+8OnvGB4e5q233iIxMZGlS5ei1+s5ceIENpsNb29vRkZGKC0tRZZlBgcHWbt2LVevXqWvr4+uri6PxL7T6aS8vJxr165hNpsJDAykr6+PVatWkZGRQWNjI93d3eTk5HDt2jVsNhvVXQPoUyJdmzMPbYK4r+llswNNZz/bt29n2bJl/PKXv5wyXz4lJYVTp05htVoVH4GGhgbKysp44YUXJrjt+/v7ExQURENDw6xifyoMBsOk6n9PTw8HDx5kdHSU1tZWioqKlMfX1NQgyzKhOZvplGZ2XxSBgi7LjGI/ICCA/v5+dTxJRUVFFfsqKioqKk838fHxStut+ovx47F48WK++eYbxRStqakJeDBnPzAwoAh7tyO6xWKZIBaLioqUOe1XX30Vo9HIoUOHkGWZNWvWKFXl4eFh+vr62L17t/Lcvr4+rl69CsDu3bu5fv06AwMDipCdDoPBQGZmJrdv32bDhg2TNh88oaDLMnuknCyxP68M640TSpcDuKrdY2NjGPR6/Gu19PpFQkSiR1F5s+EWhx29NVRVVfGjH/0If39/hoeHkSQJh8PBhx9+SEhICOCqVG/fvh2Ac+fOKccRBIGwsDC6urqUdv3Q0FBOnz7NT3/60yln9AHsdjtFRUXKezF//nyef/55YmNjOXToEMeOHSMiIoLMzEz2799PTEwMf/d3f0d5eTkn2m2zfi4FIGnzC6yY5xo5mGrzCFxi/8SJE9TX15OamorT6eTEiRPExsZO6Axxk5CQQGNjowdXeHYEQVDiCxcsWMBzzz2H1Wrl/PnzFBYW4uXlRd7NAuQtqbNu8khAzYANuyRP6wXh3lizWCyT0jFUVFSeLh7//yIqKioqKip/wSQkJDA8PKyYkak8OikpKej1esrLXbPfvb29ipA3mUw4nU6l6uoWIe5WfkmSOH36NEeOHGHJkiW88847GI1GmpqaKC0tBWDevHnKfHddXR3h4eHExsYC0NjYyMcff4zD4SAmJobz589jtVr58MMPZxT6bnJychgZGaGiomLOr9sdnTdrdrwg4gyOZcu27bz++uv87d/+Lf/jf/wP5s+fjyiKfPjhh9DXwQJLC85Tv2W1tYH/lhlMsq/oiqJ7BFzi0Mrps+fIzs5m4cKFlJeXK5sib775piL0AVpaWvjuu++4efPmBNEsiiLR0dH4+flRX18PQFpaGl1dXROq1G7Gxsa4cuUK//Zv/8apU6eIjY3lP/2n/8Trr7+uZMrv2rWLoKAgvv76a6Kjo/Hx8aG0tBRRFEldnI4QljB7h4MgcHfIiV1yDU5MJ/YDAgIIDQ2lpqYGgLy8PHp6eti5c+eUmwmJiYl0d3czNDQ08/k9xD3bHxQUBLg2mEZHR4mJieGtt97iZ//lHzze3JFxmf5Nh9sTQDXpU1FRUcW+ioqKispTTWxsLIIgcO/evR96KX/x6HQ6RUx2d3fjdDoVLwR/f38cDocixNxt06Ojo1gsFr788ktu3LjBs88+qxjoORwOjh49ip+fH0ajEX9/f/r6+tDr9dTV1bFs2TIEQeDWrVvs27eP8PBwBEGgra0NPz8/PvroI4+9GEJDQ0lISKCwsHDOr3uu0XkZWdnMnz+f0NBQ7t69S1FRETt27EAQBDo7O0lNTSUowMRwrxnL8BDt+eceq+tERsAvKJht27aRm5vLwYMHiY+PB1wz5O4W+08++YTf/va3tLa2sn37dv77f//vShu71WrFaDSyaNEiqqurMRgM6HQ6MjIyuHDhAmNjY4Cr4+LcuXP867/+K5cvX2bhwoX87Gc/4+WXX57kJK/T6Xj11VcZGRnh6NGjpKenU1ZWhtXhpN/q9Piajhe/4++xh5k3bx51dXV09/aRm19AzoqV07rbJyQkADyx6v7Q0BBOp1MR+7Is09TUpGxWGbSi55GKuBIcpkMV+yoqKm7UNn4VFRUVlacag8GgzO1nZ2f/0Mv5i2fx4sWUlpYqlePw8HAaGxvx8/ObsrLf2emKVxsZGeGtt96aYKx25coVent7iYmJwWAwIAgC/f39aA1eoPdmQWoaJ0+e5ObNmyxbtgyTyURjYyORkZG8++676PX6Oa09JyeHb775hs7OTo8iztzMJTpvvFAbGhriyJEjLFiwgKysLPLy8tBqtcybN4+ysjI6Ojr49NNPkSSJVQEyef3ug8xN+MuyzKCk4Te/+Q09PT1s3LiR5ORkfvvb33Ljxg0qKioYGhoiMTFxUnReVlaW0u1QV1fHc889R35+Pn4BgfSNjLFh02YqKio4d861IVFcXIwoiixbtoyVK1fi5+c349qCgoJ46aWX2L9/P6mrNzK2cC3/UtZ7/0p5hoCsXNPx99jDBCQuZMxu4pNGB+KWtykFLPWDUyYl+Pr6EhoaSkNDA+np6R6vZTp6e3sB1+u1SzJdvX0MjYwqmy7uRIa6WTpERFxJBDPFOfr4+KDValWxr6Kioop9FRUVFRWV+Ph4ysrK1Ln9J0BSUhI+Pj5UV1cDrvZvPz8/RFGcUHX18vICXHPhAQEB/PjHP1aqnuDaBLh69Spr1qzh1q1bLFu2jOZhO3W+CTg2LkcQRH5ZPYIkB7Hqud2IA67oNYAXX3xxzkIfXJFzfn5+3Lx5k127dnn8vEcRarIsc+TIEURRZNeuXQiCQGVlJcnJyej1ery9vamuriYwMJD33nsPk8lE59nLNEhG5LB4uL+9IMvMes8KgHbFLvpKLyP09tLR0UFLSwsAhYWFZGRksGLFiik3OAIDA0HUgE5PR5eZc7fK8V69C1twDOWCyJ0GG4aVO7ldcQPDaD/r1q0jJydnguHdbMyfP58Fz+zmrncUGtkdrudi1s+kJCF33aMlYJjExMQp2/jtksytLguXhn0QIxKVzZLZkhISEhKoq6vz+HXMRG9vL0JQJJcGtNxt7kEG9Dt/Qomgw2fYToyvzpXIMGCb8TgSruSGmRAEAZPJpPhbqKioPL2obfwqKioqKk898fHxiju6yuOh0WhISUlhbGwMo9HI8PCw0lbsrrrKskxeXh7gajn+6KOPJgh9SZI4evQoQUFBLErPYNQpMxqayBe1A4z5hU3IH9dEJnFbE0VeSz+pqamKGdqjrj07O5uysjKlLd1TcsK8Z53ZHy/UCgoKqKur48UXX8RoNDI0NERLSwsLFy6kra2N8vJyZFnm7bffVq7fusXzGcs/zos+fURUnkdfesGzxd13s9dlbMAUP5+qqipFxG7YsIEXXnhhSqHfPGznYr8G/c6fYNj+AYadP6UjbhlScAzuHDwZAUdAFPo1LxGYsZr169fPSei7z9PoE+0S9Q9Hzs22+SaKhIx28Pnnn1NUVIQsy4rYbx628139IP9fSQ+X2l3eEA97AIxPSmgZtk/4WWJiopKW8LhUjQjo1+yhftChdIAIgkjDsJPPawco6rYQ66tje6wrWWLSL+iyDLLM9ljjjE78bkwmE4ODg4+9bhUVlb9sVLGvoqKiovLU4zYMe1LzuU8zdklG6+MHooagoCAGBgYmiH2NRsPhw4c5e/Ys3t7eJCcnK1FobgoKCmizSJg2vMynLTKG7R9QZr/v2P+QWJO5L2QzNyAERhASEvJIbvpuli5ditPppKSkZE7Pm0moub92CzWz2czZs2fJyckhJSUFgKqqKiWS8A9/+INyzWy2B5XeyMhIIiIiKCm6zZZ1qxlqrMJRetnjNcqyjCMmlRdeeIGtW7cCcOHCBfbt20dDQwOy/GAQ4bbZwhe1A9QPOiZsrrhi8B56haIIgkBP+EIK65o9Xo+bgi4LwqxDEBN/LkuSIn7f3/0cmZmZHDlyBHBt2rjXXzdLpVx5CffXMZ4nNbffPGynyRgDgjBjLGPLsJ2sEG/eSjGRYtIr/Q2yLBHkGMRx/XuWBHt5dE53+oWKisrTjSr2VVRUVFSeery8vIiIiFBN+h4DdxX1n0t6KA/NRL/zJ/QlZNOHHn9/f8AVs2c2mykvL2fPnj2EhoZOqqD39/dzvrYN/Zo9tNm1eDq7LSLQog302JBvOvz8/EhNTaWgoGCC+PWEqYSagKt1/60UE1kh3jidTr777jsCAgIUwQ0usR8eHs4333xDVFQUr7/+OsCklIjMpdnUNDbj628iMDAQuamCV5Nmnot3I4gi9qAoFmcuYeXKlQBkZ2czMjLCZ599xm9/+1uqqqpoHrJxpmUEmCVK8OHjyzKX7/XO6bq1d5mp6be6Nm1mPvqD/5RlBPM9pPwjJGqtaDQadu3axbp16wDIq2qY8/rHR9q58fb2JiIigoaGBo9fz1QUdFlclfkZGL/ZEOOrY0+SP/81M5ifLvBFOv07QltLcfZ10jM0OmGN02EymVSxr6Kios7sq6ioqKiogKuVv6Ki4qmf27dLMjany/BsJhOw8dw2WzjTMoIIE1qU7aZI5IwohpzdtLW1cffuXWRZ5v333yc6OprKykoleg9clefvLlxDTFs7ZRV0JiTAagoniMePUMzJyeH3v/89DQ0NEwwDPSHGV0eMr27a63jx4kW6urr46KOP0Olc7dgWi0URlCkpKezduxeNRoPBYFDEfvOwnYIuC7XaBPTb3+fXd614ZWyGsmv0Nd0FwjxcocDZC5fYumEtWq2WkJAQdu7cSV1dHVevXuXrr7/GuOZFhOBoDwT4Q4gitsBIbheXkJ21ZMZ7aWRkhEuXLnGrrAL99vc9PsWHCwNwDPXx+9PnkO+Pe7z11lsIgsDy5cu5cuUKPb6RiLI0uQNhFtyu/uPXmpCQ8Fj/LrhjGR/uSHmY8ZsN7vPrRIFAHy9i0pZQZwxHv3MNn9y1IGAhxaSf0ljQTUBAAMPDwzgcjmkNC1VUVP76UT/9KioqKioquH6pz8/Pp7+/32VK9pShiMkBG26LtNkEhft501ZRRVecWI0mhMrvD6PRaIiOjiY6OhpJktDpdPT09FBXV8fAwABVVVW0B8xzmbQ9yoaLIBIQ4qnonZ64uDjCwsIoKCiYs9h3oxMnC9x79+5x7do1tmzZQmRkpPL9s2fPIssyCxYsUIQ+uJzbe3t7p9xMQRAY8wtDv+YlLlYVQnKoZ9dMlrl9M5/6qjtotVpsNhuCIJCSkkJKSgr195o40OPNXNzwxyMIIudLqmnwS+DukGPSvRThJXDz5k1yc3MBCPQ3MSxLHmXMC0CAQYPOO5Q9e/bw9ddfU19fT2lpKZmZmTidThA1E0z45rR2JkfaJSYmkp+fT29vL8HBwXM+5lxiGafabLhtttAel40syco1ms1YEB7E7w0ODk7ww1BRUXm6UNv4VVRUVFRUQInAehrn9sfPN7uFiVtQuM3DpqOgyzLrLxOyLKObl4UsyzQ3N/O//tf/4n/+z/9JWVkZ5p5evvj2O46dOEldfQNiZOKsVdDpzyMRETp3QfYwgiCQk5NDdXX1E2uFHhsb49ChQ8THx7N69Wrl+zdu3KCoqAij0cirr746wW8gODiY9jF5xs0UBAF78jKcPW2uOfYZEIEFAQZ++uOP8Pb2ZmxsjKqqKsUXwGKxUN/U/GgbLeNwZmymbtA+xb3Uz799d4Zz584RExODIAjYLKNEax2z3kMiMH9c5NzChQtZv349AMePH2d4eNgl9nX6R1r/w8d3Ex8f/1h+Hq7NA8/k/sObDQ820oQ5GQvCA7GvtvKrqDzdqGJfRUVFRUWFv465fbskM2KXPJrpdTNTZX4mQWG1WmlsbqGm3zpru70gijhDYrE5nNjtdux2O96RCXitfH6C07su51mPKrxTnkOWkdsbCA95fLEPkJ6ejk6n49atW0/keCdPnmRsbIzdu3cjiiKyLJObm8upU6cQBIGVK1cq2fZugoOD6TNFz/rLmiDLaO4L/5lwpwGEhoby/vvv4+fnR0dHB7/61a/49ttv+dd//VduXL0y63z59CeQgPvt7g+txXWPCNjn5RCbsYy7d++SmJjI3/zN37ApKdSDJAN5UuTcxo0bSU5Oxm63c/jwYcxmM9htyPJcBkAerG+qSDuDwUBUVNQjz+0P9Pag7W31aCPm4c0GTzbSpjIWBBSfDFXsq6g83aht/CoqKioqKveJj49X8uH/knjUFnx4IChmkiICMqeqWwm6dxuz2Ux/f7/LWM/bF8PWdz1aoyCIBIVHEBUcSOL651wbDOPnoAUBITQWHrGFXwaM3Q1otSvm/NypMBgMZGZmcvv2bdavX/9Yc8/l5eWUlpayZ88eAgICkGWZs2fPkpeXx6JFi7hz5w5paWmTnhcQFIzsCJ/du0AUkQPD0dTeREpZ7povH79xIEuAwPpQjXI/iKKIn58foigyMDDAwMAAERER7N27l0v9WuoGbHPyTABc75skw0xeD7JMpyGU3bt3k5GR4UogwJVUcLp5hIfr4LIkufwbynKxmbLA98FYhSAIvPzyy/zf//t/qaurU+IE/S19DPsEe1RPlyUJQRBYJA4Q6T31+E5CQgLFxcVzmtu3Wq3k5uaSn5+PLiwWISd6xsc/vNngnvWf7TVMNesPoNVqMRqNqthXUXnKUSv7KioqKioq90lISKC/v/+J5Gr/qXicFny3oJhN1MkImAUfyu5U0NHRgd03GK9Vz2N45h2P1ykAGsnJgOjNmebh+9+cKJwED6rTk9Z2P4ItoL2CCK8na6yYk5PDyMgIlZWVj3yMgYEBjh8/zuLFi0lPT0eSJI4dO0ZeXh47duxAFEXCw8OnnKvWGLw97nQQBBG5/S7O/MOI3c1KdV6WJfwsvWiLTnH30nFkWaazs5ODBw/S1tbG8PAwmzdv5plnnqGnp4fPPvuMaHvvnIS+fL+ijyDMPoIhiggRiaSlZ0wQzu4kA5O1/0Fl/r7rvv3ad8jNlezfv5/W1lbANRaRn5/PJ598oiQ6uI+3LjbAs8Z5WSbWIBHWeJPbh7/g5z//Ofn5+RPiDsE1tz8yMuLqHJj1kDKlpaX84he/4ObNm2zYsIF5wb74tZS5Xv7Dl+P+3+5YRjePMuv/MAEBAX9R/5apqKg8edTKvoqKioqKyn3i4uIAqG+8x4JF/nNypH8SzNUJ39MW/FAvrSIkHA4HDQ0NNDQ00NzVjbxom0drEwSRdz/8MZ2CDxc7rJMqsDMhSxLew2bMnR1oY5c8ugHfw2sCAuwD9Ny+zIhlgJQlSx77mOMJDQ0lMTGRgoIC0tPT5/x8WZb5/vvv0ev1PPfcc0iSxPfff8+dO3d48cUXSU9P5+LFi0oMHsDo6CjXrl2jrKyMoZFR9Dt/4pngl2XGhgZB6iMp0Iitq5JXXnuDsuLbnD53nI0bN3Lp0iX+4z/+g66uLkwmExERERgMBiWyLi0tjaNHj3Lqqz8Qv3YHHUHJrsr3DAJeliWkjnoM3U04MjZ7dl2YbEQH4G0dxHx2P2vWb2DF6rX0mjv53dETzJ8/n5reDnx8fNi3bx/z5s2jpqYGp9NJWloau3fvpquri2PHjiEERVIxqpn6xDyo5MdZu2i4dJTX/5//jmbxTjrXLOP69eucPXuWy5cvk5OTw4oVKzAajcTFxSGKIo2NjYSFTW8A2dHRwcmTJ2lqaiI1NZVt27YREBDAJ598QkyojuwUEwVdFmoe6sDJmaIDR68RPP6MTWUsCK65/cHBQQ+OoKKi8teKKvZVVFRUVFTu0yPpMK59kTNSFGfKe+fUDv84PGobvict+Mgy3xZWQ/E5RkZGcDgcD34majCkeRhRJssMyVoudlphtnM+jCDgrC9BZ/BCjEx6IkL/w4UBBBg0yA5/fn5tgOHhYUJDQx/7uA+Tk5PDgQMH6OjoICIiYk7PzcvLo7GxkXfeeQetVsuBAweoq6vjlVdeIS0tjbq6OqxWK0lJSVy6dImSkpJJlVipvQExInFGwY0ssSDAi57ICFpbWwkNDaWwsBAfrcDy7KWUFt1W3O/NZjPbtm1j+fLlHD9+nK6uLuUwgYGBvP3229y+fZszZ84gxHZA2urpznofgVhpkIamGvTpGz121X9YnMqyzKlTp/D392fd6lXodCI+kRGEhoai1Wrx8vJSYhorKirIyclh7dq1+Pn5ARAbG8v15j6G4zJpHJ1mM0mWMI50M3Inn17nKA6blY6ODqKjowkPD2fPnj1s3ryZ/Px88vPzycvLIzMzk9WrVxMTE0NDQwPLly+fdFiLxcLFixcpLCwkODiYt99+e0KKQ29vL/Pnz581lnH8tSgvKYYuCTkkdsb3XsT1b8VUx/H396ezs3Pa56qoqPz1o4p9FRUVFRUVHmTFExilCAVPIq6e1HnHx6p5cl5PZ3oRBCz+YUiWMYxGI4GBgURFRZGYmEhERAQnO+zUDzlmzlSXJeTORo60y2giEz3OL5dl11E1XQ2MtTdiF7UYnlRF36BxCRy9nuXLl3PhwgVGRkYe+9gPs2DBAvz8/CgoKGDXrl0eP6+jo4Pz58+zatUqoqKi+PLLL2lpaeH1119n3rx52Gw2Ll26hCiKfPrpp67XJQhotVocDgd6vR6bzYa+vQZn5GzxfwI5Yd50ZmXR2trKyMgIVquVGzduUFJSQkdHB4IgEBUVxdDQELW1taxcuRKt3oBFYsK8tyAIZGdnExQUxP7KLoTZujBkGcP8pejLbyF03UMOjX8kcVpTU0NdXR2vvvoqOp1rg8tqtRIQEEBFRYXyOJ1Oh9FopK6uTulIANeG2Uh8JsIM97GMwPIwbxIX7OSLL74A4M6dO0RHP5inN5lMbN++nfXr11NYWMiNGze4desWISEhdHZ2Tpjbl2WZoqIizp8/j8Ph4JlnnmHFihVIgsiIXUKvEXBYx7BYLBPGNKaKZXRz7949Tp8+TXt7O0nZq2kV4qZ9PTC9saD7tQwMDMzJa0BFReWvC1Xsq6ioqKg89Yxvh39YyE7XDv+kz+tJG77dbsdsNtPZ2UmLuQc5dIlH5xEEEYfwwIitsbGR69evu34WFIluzZ5Ziu0CUY5+2qOz5lSVdwsMZ1giDr9g6Dcje5ipPv1KJruW+/r6ApCfn092djZ6vf6Rj/8woiiSnZ3NtWvX2Lp1K15eXrM+x26389133xEaGsqqVavYt28fZrOZ1157jZ6eHn71q19NmP82mUzYbDYsFgsBAQH09vbi7+/PCy+8wO3bt2lqKmYkPmtSF4e7JZ2Ka4Sn70S433ngFsenT58mKSmJd955h9HRUb799lvWrFnD9cp6fne7CXPYUgjP5p9LeiZ0kvT29nLw+8MIG96Y9b0SRJGGURlZELHXFqEPS5jx8VOJU4fDoax14cKFmM1mbty4QWlpqdKJsm7dOiwWC4WFhYSEhNDR0cHnn3/Oe++9h5eXFwVdltnb3mWZVl0gK8MD+Oijj/jFL37BjRs3SE5OJjk5ecJDvb29WbduHatWraKkpITLly9jtVr5+OOP2bRpE97e3pw8eZK2tjYyMjJ45pln6Be8OHxvZEKHTqxBQgiKmDXrvr+/n3PnznHnzh2ioqJ47733KC4upqksF03GekSECe+9+154eNZ/PAEBATgcDkZHRzEajTOeX0VF5a8TVeyrqKioqDz1eNIO7464epJi39M2/ENFtQglF+jt7UW+b7wWGBIKIZkeiW8B+Lv/9FNkp0OJvrPb7QwODnLu3Dmk6nykBStdYmn88e67uAd1ViEN9T56+70so0nKxHnrDEH2Ifp0fh53B0w6FJPFotlsxt/fn9HRUXJzc3nmmWcebZ3TkJ2dTW5uLsXFxRPm66fj/Pnz9Pb28tZbb7Fv3z76+/vx9/fniy++UN4/t3mawWBgcHCQ5ORk+vv76enpYfXq1WzcuBGtVsu9e/eovHqVN7dsoNA8psx7y7JEoH2A9XFBfHO0hLKyOHp7ewGw2WxoNBpSU1N5+eWXlXXV1NRQ2DmCfs0eusZXqHnQSbIuWKTgu8/Q6L1wePweCZhCQulubcZeehldxoZJ95J7Y+KZ6MmjKdevX6e/v5+VK1eyb98+Ghoa8PX1ZfXq1SxbtoyDBw/S0tLCG2+8QWVlJXV1dTz77LNcunSJL7/8ktfefOu+wJ75/hREkbpBB3ZJxt/fn6VLl1JYWMgXX3zBzp07yc7OnvQcrVZLdnY26enp/OM//iPDw8N8+eWXgGuT5t133yUhIeF+h87ApA6dZquAbs1LNGMgaoo12Ww2rl69Sl5eHl5eXrz44otkZmYq99uePXsISgqYMOsvyxIJvhpWR/nP+O+RyWQCXCaRqthXUXk6UcW+ioqKispTzeNGXP2xz4sgMGIMJT15HqtXhxEeHk5oaCh6vZ6vqrppHJFmdEB3t00HBfhP+P7o6CinTp1Co9Hw0bPrGNYaJ5mHzQ/wcpmHLV2HXZL555Iej035JrwEUUQTmYxDEOkrvgI5O2d8vLv9nynE4vY430kCp7u7m4iICKKiosjNzSUjI2NGI7W54uvrS1paGgUFBaxYsWLGlui7d+9y48YNFi5cyOeff47T6QSgp6eH4OBg0tPTsdvt5OfnA5Camoper1cq1h999BFRUQ9kYVBQEFa7Ay/JxvMJfvT19vLxp3/AMTbKq//5b/Hy8sJkMnH8+HHlOZGRkXR3d0+a/8/YsI3qxlFXzOFDr8G94XSl24neFMbCyGBKZc/9HIb7+9BoNPj0NrE3xcSZmja68EEQRARkNL2tWKpucmaoh7H161m2bBleXl50dnZy+fJl9Ho9J0+eJCYmhpdeeom0tDQ0GpfRXkZGBkeOHGF0dJRXX32VTz/9lPPnz7N3714OHDjAt4cOIy/YNPs6mWgOmJiYyI0bN0hPT+fYsWP09fWxZcuWKd9frVardF3o9XpMJhNms5lDhw6RumojxYbYCdfxwfkEBAEudtqI9rcr967btf/8+fOMjo6yatUq1q1bh16vp6SkhEuXLrFp0yYyMjIAlFn/wVELv/q3fyX+mS3EzJ85ZtJkMoGoobN/kNCIyD+p2aiKisqfB6rYV1FRUVF5qnmUiKsn8UvzXM6LIKA3+uLt7Y3BYECj0VBXV0fj5auzCuep2qatVitffPEFIyMjvP/++wQEBBAAhPtoGbVLrsx6nai8zv7+fs6ePYvDJ252s7gZXgM6PV6WfpaHasntdoL00EbF/Uz1gP4mxgQ9Y6ZwVxu5LCN11JOssZC1dLKoM5vNpKWlsWbNGsrKyjhx4gTvvvvuE51TzsnJ4dNPP6W+vn5Cy7fbbE2UnVTdKefYsWMAVFVVAeDn50d2djapqakUFxdz7do1ZFlGo9GQmJhIW1sb3d3drF27lvXr1ysCF1xjHiVCKPqdP+G39WMIjKHta0XrH4Q0NsLNmze5ffs2kiQhSRJvvvkmX3zxBYsWLeLcuXO0tbUhSRLi/Wtc0u9EEGZvdY9evY3mSwcxGuMY9gme2Y1fcrnxJ8dEs3TpUvbv34+lvZEFli6682/ws//yD+g1AlohhDNSF/n5HVy4cIHLly8/mIMXRBIWpLIqZxnxMZPz6NPS0jhx4gSlpaWsXbuWrKwsioqKyMvL40c/+hH7vz6Adv5Gj7tc3OaAsbEugT5v3jwiIiI4e/Ys/f397N69G632wa/IjY2NnDx5kp6eHkRR5O/+7u/w9fWlq6uL69evc7vXjhg++6abuzOoubmZ06dP09raSlpaGs888wyBgYEANDQ0cOTIEbKysiZ4EoBr1j/Y14fkxAQqKipYsWJ6sd88bOdmlx39zp9w2ipy5qFRDRUVlacDVeyrqKioqDzVzCXiCmR0jz5u/ujnlWVu37zB9RFXPr0gCMiyjK+vL5EjLTT5xtw/1gOxM91Mr91uZ//+/fT09PDuu+8SEhIybRrAYl+ZmptXuH37NrIsowsbhFnN4qZ7CRLYbcTMS2J1bCBxgXY+v1oMYQkgCMiyRJhgofXaKV546Xl+//vfg6jBKWgweumxDw0Su3lytJvNZqO/v19xbX/uuefYt28fpaWlZGZmPtJapyI2NpawsDAKCgpITk52ianOUWoHbYBr/VK7DTkgDHo78Pb25o033sBoNHLt2jV+85vfoNVqWbFiBXFxcXz55ZfcvXuX8PBwfvzjH09y+ncbNwoIE9rtbaZIhJwoKL1MSUkJK1euZOnSpfz617+moaEBUatD1nuRkJRMY/1d2tvbiY6OHtdJMosgFkUaR2Gsy8zCxC6GjSEzP14QMHTU8ur7byIIAtHR0eTn5xMbG4teI2Ic94HZunUrFouFkpISHA4HnTYBTfZ2NJFJNAoC98yQYhucJEgNBgMLFy6ktLSUNWvWsGPHDqqrq6mvryc9PZ2X9+zmUEM9YsTM5pEPmwP6+PgQHBxMc3MzO3fuJCAggEOHDvHZZ5/x2muv4XA4OHv2LOXl5cTExPDCCy9w5MgR+vv78fX1JSwsjJ0vvEi1Bx0v7s6gbw99z53SEiIiInjvvfeIj49XHtPV1cXXX39NYmIiO3funHazKi0tjcOHDzM0NKSkEYxnvOmn23PhT2E2qqKi8ueHKvZVVFRUVJ5a3BFXcpcTOSRu5oq1JOHsqOf3BYdYsWIFixYtmlD9mys6USDFpKduwDarV0BKgIHd/+2/0t/fz5EjR2hsbCQiIgK9Xk9r/jlsXv5okjIRI5OUSrjJPkiaj5NoScLp1KPRaHA6nXzzzTe0tbXx1ltvERkZOW0aQE3/GNX9As4eK7Isu2bMu1oQSy+jzdiAKDC7cBx37SI1Nu5JTlpbWwEI1jiw3jiBzuCFf3AIPR3tDPv7MS80lMHBwfvGbI77juL9AEr1czzd3d0ASuxeUlISixcv5syZM8yfPx9v7ycjagRBICcnhxMnTnCkqJYKOcA1bnD/nhEEETEiETEyCeO9YnZnL6CwsJDS0lK8vb3ZsGEDOTk5dHd3KzPfGzZsYO3atROq+TDRuPFhEek+ny5jA3sTnyUp0DWLnbR0FbclI7pnP+KqICIsjkMbVM+l4krejI6ecweLoDPQVV2Ko82M9v4M/lRjFfq6AoZb6vn666/ZuXMnK1eu5ODBg/j6+ipGiRaLhdu3b1NQUMDAwACBgYEMmKLQpm+Y4PYvA7UD1ikFaUZGBl9++SWdnZ1ERETw8ssvs2/fPo4fP85//s//mZVjEjfkmbz4p+5yiY2NpaWlBXCJaH9/f/bv388vfvEL7HY7BoNBmaOXJImTJ0/S0NBATEwMMPfOoIbmFnbt2sWSJUuUjguAoaEhvvzySwICAti7d++ke2I8CxYsQBTFKav7czX9VFFR+etGFfsqKioqKk8lLS0tipv2vGVraBYTZn6CKLI5OYy7fT58//33nD17lmXLlrFs2TLFDX6u5IR5UzNgm/ExboHS39/P119/TW9vL6+88gqLFi1SHjMyMoLZbKbD3ERnTy99XZ10d3VyYWSEC7iEalBQEHa7naGhIdasWYPBYKBxYGxaYYAgumLz0tcjDXYz0Nfp2txorWbX1o3UWvXjDMNmifYSRdZE+3MP10hAd3c3bW1tAASa/Hn3zdf5l3/5F/r7+3nppZe4ePEiAHq9HqPRyMDAAOAytXsYt6t9SMiDCvS2bdv45S9/yfnz53n++ednvL6eIEkSDQ0N1NXVQWAEd+QAhCnm3t1CfDR+Cb8//B2+9hG2bdvG0qVLEQSBCxcukJ+fj1arZcGCBWzYsGHK83lk3IhMSZ+TpEBXJfduSCqyJI+r5ApoIhJpEgQKO0fIDPWZUydJSIA/5s4O6O3FR3Rij5qPPSgaQRCRZQmfYTN7ls6jwxHC6WqR1tZWfvWrX7F161b8/f1pa2tDFEWOHDlCWVkZsiyzePFili9fjtM/lC9q+l0i/6Fr6N5AOt08PEGQJiUl4ePjQ0mJqyqelJRERkYGpaWlfPvtt3zwwQfUnrpCb0QaAvKECv9Mfg+xsbGUlJRgtVoxGAyMjY2h0+kYGBhAq9Wye/du5s2bB4BGoyE+Pp7GxkbWrVuH1WrlTvkdEGI9M6+UZf72xx9h9J6Y6GCz2di/fz+SJPHGG29gMBhmPIy3tzdJSUlUVlZOEvs/lNmoiorKnyeq2FdRUVFReaoYHh7m3Llzimh4//33iYuLo6jbwunmEQTkiRXr+3PlrkpjCKsWJmE2m7l58ybXr1/n6tWrLFq0iBUrVkwwVvOEWF8d22ONnG4emfQL+vg2fFtXM19++y0Gg4EPP/yQ8PDwCccxGo0YjUYSEhImfH90dBSz2UxXVxcFBQUMDg7i5eXF1atXuXr1KrqcHYjhiTPOGgvI6FOWoq+4wtDQELt372ZxdAiLcc2rN7d18MX5PLTp61zdAdOY6oVqrYArJz0vL4+ysjIAXn/9dby9vdFoNC6DNx8fGhoaAFc1t6amRhlbmKqybzabMZlMEwSSn58fmzZt4tSpU2RlZSlt7DanjF4zfcb5eCRJ4t69exQVFVFVVYXdbnetP2cHeJA9H7NmB+9kRCuO+keOHGFwcJDVq1dz/fp1lixZMuVTPTduFKkZsNEwaLu/YSMgPPy6RNeGzbnWUUJ8dCT66WgYss/ect7RwMjQ4P1DiEg9bYw0VIGoISg8AsHpIC46iji/RVgDA5Ekibfffpu8vDyOHTuGr68vPT09AIyNjbFu3Tqys7MVR/gDtb2zXkNZkvm2sJoX4133tUajYfHixZSXl7N161ZEUeTZZ5+ltraW1tZW8vLyWOAjk3fjKM64tAddLrj8HrhXTnzCS8Dkyr4sy1RVVVFZWUl1dTUJCQm89NJLXLhwga+++sp1zy9eDEBCQgIXL17ku8NHqKq9i2NsFNO63Yz5h83Y6eIyvDRMEvqSJPHtt9/S09PD+++/j7+//9QHeIi0tDSOHDkyoZX/hzIbVVFR+fNFFfsqKioqKk8FTqeTGzducPnyZTQaDTt37mTp0qVKK21WiDehXlqOljUyYDDdrwzKSJ0NLAnQkhXyIJYrNDSUnTt3snnzZoqKirh58yalpaXExsayYsUKUlNTJ7TozoT7vA874aeY9CwL9aKl/BZHz54lMTGRV155ZU5t6T4+PsTFxVFdXY3ZbObFF19kyZIlWCwW2rvMHOjxnr0iKYgQlsBY8QUyMzMnzMHrRAFzaxNCcwUR/l50+0bgDI6B+9Vf76EuLJU3ych8l/7+UQDCwsIoKirCz88PQRAwmUzU1tZitbo2A/Lz810CU5LIyMigsLAQcFX5p3rt3d3dSgv/eHJyciguLub7S3lErNpK3YB9wrWdyqhMkiSampooKSmhoqICm83VdSEILuf2pctyOG4N8Wju3YwRq8PJmTNnKCgoIDY2VomO0+l0k3Ld3ecvKa9EJnyKg05GBgrMnnQBwFd1gx4dE0CISMQmy2ia7iAN9DA47Or+mD8vmb1793Ls2DG6urqAB6MVfX19hISE4OPjw/Cwy1tCr9fz93//9xPGXeySTP2Qc8YNJnB1SYz5h/PZ578mOjKCtWvXkpGRwc2bN2loaCA5ORkvLy9eeOEFvv76a86fP09mZiY+tiH0TUV03T5HUHgEkaEhdHd2YLVbOXLkyCTjRpPJhFar5fDhw/j5+fHKK6+QlpaGIAi89dZbHD16lIMHD2I2m/H29uZmbRNC1lZqIhMR41ZjAEKMWppHHDO+nqkiI2VZ5uTJk9TV1fHGG29M8m2YiYULF3Ls2DEqKytZvnw58MOZjaqoqPz5oop9FRUVFZW/eurq6jh16hS9vb0sW7aMTZs2TSkcY3x1+N29ga+oob6pmT3P76RZ7qb86h2eWZauzCC78fb2ZvXq1axcuZLq6mpu3LjBt99+i7+/Pzk5OWRnZ3skzmN8dUq0lrv6jNPB0aNHKSsrY/Xq1WzZssXjDYTxXLlyhby8PHbs2KFUk3U6HW2dZtDFz/xkN4KAX1Awzz333KQfNTU1ERUVRaBgo+n6UcIiIvHy86fpbh2r1q3lclczra2tSuW9s7MTWZYJjYhk2GLFLslcuXKFyMhI2tvbKS4uRpIkDAYDzc3NivCfLifcbDYzf/78Sd8XRZGUzS9wY0jLcL9N6Th42KhsSbAXTU1NlJaWcufOHWXTASAmJkZx0rfZbDS0dXjsUyAD//rzX+K0DBMXF0dSUhKNjY3cvn2bqKgohoaGMBqN6PV6nE4nxcXFXL9+nb6BQQw7f+pZWzjQMDh7pX7SsWSXKJwwhjCu0i4IAmJkEkQmoRXc5oMNZOcsRKvVEhYWRkVFBbIsMzY2BsA333yDIAikp6ezZMkSvvjiC2w2G/v27WP37t3KpkBTazsIEz9HM607PSubzuZGvv76a0JCQvD19aW4uFjZLFm4cCGpqalUVVVRXV2Nj48PgYGB9PYP0Nvby8hAP8uylpCUlMS+ffu4desWmUuzsTokGutqOHfmNA6Hg4CAAP7mb/5mwmdco9GwZMkSOjo6yM3NRUxYhC7jGUT5wZiADLS6hb4sT/BxgPvdLfc7gx7eXLp+/TqFhYXs2rVLGRXwFG9vbxITE6moqFDE/lxMP8enEqioqPz1oop9FRUVFZW/Wnp7ezl9+jQ1NTUkJCSwd+/eSS3wD9PV1UVGRgb36u9iGRlm7dq1irnYmjVrpnyOKIqkpqaSmppKe3s7N2/e5NKlS1y+fJmMjAxWrFgxZe77w63l7j8DAwN8/fXXmM1mXnrpJdLT02d9rVO1qd+4cYOLFy+yceNGVqxYgdPppKSkhMuXLzM0Mor+uZ94JCplWeKlF3ZN2uyQZZnGxkb0ej3Nzc0YDAYiw8MwGo001VYTHR2NwWCgvr5eEXv+8SmMhCTREhYHgsg/l/bgjFjM5uRQho4fYnh4WHF1r6ioIHn+AmobGtEZvCaty26309fXN2Vlv3nYzs1h3ZRRc4pRWdMwZw5+zVjHPeVnYWFhpKWlYTKZ6O3tpaKigvPnz7uq1aIGw86feJQ9L8sSjrFRDHo93d3ddHZ2KhsJfX19/PznPwdc9458XyT6+voyf14yA7Z+BvQBE0YipsKoERhxehzg+ABhCiO7h/0Hxn0tCCKaiES+a7WzXbQQEhKC3W7nk08+oa2tDUEQiIuLY+/evfj4+AAQFBREZ2cnZrOZf//3f2fLli3k5ORw4cwpyNrl8Yx7VXkpdqtrQ2FgYAC73U55eTleXl5s3LgRo9HIc889R319PRaLBQLCaQ1NRTN/C5r7GxWN8igLw6JZsGI9Z80y50q6cSUoBOOTtZXFzj5qb15VOhCGh4cpKSnh9u3b9Pb2EhQUROLSVbRGZ7mu3UNrd99PMuDnGGFE7+e652QZfX8bP1qxaJLQv3PnDufOnWPdunUsXbp09msxBWlpaRw9epTh4WF8fX3nZvo5LpVARUXlrxdV7KuoqKio/NVhs9mUiravry979+4lNTV11tz1sbExhoaGCAtzCdaRkRFMJhNLlizh+vXr5OTkTBK8DxMZGcmLL77IM888Q2FhIYWFhdy+fZukpCRWrFhBSkoKLSOOKaPulod54+hu5ZtvvkGn0/Hhhx/O2to7XWxe4EALuadOsXLlStauXUtpaSmXLl2ir6+PRYsWsXHjRnIHZxcGsiQRLliIjpjcBVBeXs7o6ChOp5O33nqLtrY2cnNzWb9+PeAanUhMTKS6upre3l7EhEWMLNpwv4rsFswuI7nLFhEhMgVqi9DpdOjD42iye6GJSsIwX2BAlvmufmIsW09Pj6tLYAqx74lRmSzLOGMWYhzqJiQkBFmW6e7u5tKlS4DLCyEyMpKsrCwiIyOJioriXA/KSMBM18xk7WPhmtW0t7fT2tqK1e4AgzfYbcTFRGOz2eju7sbpdBIeHk5QUBBOp5ORkREsVYVIGc/M2kMw4nACk03u/ijcr1afbhpGcysfcG227N27l/z8fPz8/BShD66RhICAAHQ6HfHx8Zw6dYqbN2/S29tL8gonbXatRykUL/4//10xdGxra6O+vp6enh7ls+Xj40NiYiLz58/nzpCEM30DznGGkYIg0i378HltP4Snuzw4ePAzq384tYRhj+jg1q1bNDQ0UF1djSAIpKWlsWvXLuLj4znUMIQ4YJ3xfRcFgejQYJ5P8MPmlPn2qy/x8TIQ47tkwuOampo4dOgQ6enpbNq0aW7vwzjGt/Ln5OQAczP9VFFR+etHFfsqKioqKn81yLJMeXk5Z8+exWKxsHbtWtasWYNO55nrtNvZPSwsDF9fX2X2eN26dRQXF1NYWMjq1as9OpbRaFSi1e7cucONGzfYv38/fmnLsSUvc5nOudfN/dbyfiuOslvEhoVNqJJOx3SxebUDViQ5lPi1O4iJ8OU//uM/6O7uZsGCBbz66qvKBkKOl31WYSAIAltTIid8T5Zlrl69yoULFwD48MMPCQ0NJTw8nEuXLtHR0QG4OiuCg4OpqqrClDAfS/oGphSn94WktHAVQk87Dv9gGkLSXO3SbskrCJNywt3v18Ni31OjMkEUESOTGLl9DrG3l6ioKHJychRh7+vrO2mDaLnGTu39dICZjvtCRhIxvgtcHQZdo8oGgSxLtHc04LhbjOxwtX9LkoReryc6Opro6GjCwsIo7bNxunlEMYic5kSuv2czDHyCyLKMT9pyHN2tpKenk5aWRnV1NX19fRMeZ7fbiYmJoby8nB07djB//nz279+PIAgED7fRYoib8TxuQSqKImFhYYSFhSljKJ9++ik2m03pKKmoqIDACHRr9rjer2nuL2BSvKZrw0FAm7GBk9e+I1QrsW3bNjIyMpQRnAf308zXWAbl82TUifT1dBN939jPTU9PD1999RWxsbG88MILs25AzoR7o6OiokIR+zOZfiK7Njo2R3qpTvwqKk8JqthXUVFRUfmroL29nZMnT9Lc3Exqairbtm2bMqptJrq6uhAEQZkNHhlxGZMFBASQmZmpVPc93TwA19xvRkYG6enp3G5o42y/HsYJfTcSgCCgTV/PphR/fHxmjt+aKU9bRkAQoCMwiYMXviMp0MTu3buJjo6e8LjxwmDKFALBJQxi/R50M4yMjHDo0CHu3r2rjES4xbavry8LFy6ksbERQRC4e/cura2tAHgtyMHigYu9duFKhOCoGdul3TnhZrMZPz8/vLwmtviPWj2YY7+PIIj8zd/9F8IC/Dx6/Phr5p7HHvcCAIHlYS4x5d6MGT9HLQgiQkQS+shkVpkk/PpbaG1tpa2tjZKSEmRZRqvVEhERQXJcCnXGOAQv48zX7U8k9MEllod9QgiPjKLD3M2IXcI/IJD6+voJj7PZbMoGUH5+PsHBwWi1WhYvXkxBQSH6NR7G1U1BZmYmx44d4x/+4R8AyMvL45Yz4LE2PQRZxpSxhv+0ftGk++5RjO8EycnAwABBQUHKz0ZGRvjiiy8wGo28+uqrE4wLH5W0tDSOHz/OyMiI4msx3vSzut+qjG0kGjXUXzxCW0Qg7N792OdWUVH580cV+yoqKioqf9GMjo5y4cIFbt26RWhoKG+//TZJSUmPdKyuri6CgoLQarUYjUY6OzuVn42v7q9atWrOxxYEgXv4IQqzzNMKArfMVuL8Zhb7nmaxJ216kbcWTz8KkBXijW5smGN37kGoa44e2ZVC8FxaHEsiH4jge/fucfDgQaVt/8SJE5Nc5bOzs6moqECv11NfX09kZCRDoxb69aZZq5iCKCIERyHPItrcOeH2blf7fUdHB+3t7dy7d4+amhosVhv6nT9RMudnPCcQ6O876+PGkxXiTdewlaJeu8uQTVmrS1Td7BpDll1O+a7wwodP6np83oDIW/PTlZltu91OR0cHra2ttLa2cq+iGNYt9FjAemrO9rjIwOiC1XQZAvh5eS8ELMK50JvGfgsJAa5quM1mw2AwsHLlSg4fPkxdXR2bNm1i3bp1DN3ppHnMs/d4qgp0amoqJ06coKCggLS0NBLnpXB7wBc8NE+c+oQiFr9wHDLoHjqMVpCBcV0mM+A2vuvu7geDN/6BLrFvt9v56quvsNlsfPTRR3NK1ZiJ1NRUjh8/TmVlJcuWLVO+7zb9/Pmv/p3EefPZ/sxmdKJAsSWLw4cPk5qayoIFC57IGlRUVP58UcW+ioqKispfJJIkUVhYyMWLF5FlmR07drBs2TI0Gs0jH9NsNk+oUo+vVgYGBirV/WXLls2pug9PNgN7LlnsrXZxxmOZzWZOffUHTEYjq6O8+P74CbDb2LFtK0sSXO37suxyzL906RJxcXG8/PLLCIJAb2/vpJnjxMREtFqtElv34osvcvXmLWo9rbhOUdF/GAmo7rfiqLuL5LDz61//etJjxO5mCImb0eTuUY3KcstqKLIHTml0535PCros953ZPRe0Op2O2NhYYmNjAbh0/Qb5HmxYuEny01E/ZFfM4SY57k9Cvq9h5y6SRwwB454nIEYk8lXDMNtjITPIgMPhQK/Xs2jRIo4dO4ZGo2HVqlXYJZkWm8b14mfA/R4fOPgdNssoFouFsbEx5W/3PXnlyhUweGPY/sGcX8MkBIG+weEJXR719fWcOXMGZ2wWmsjEGc0ZBSDGqOVo4xA1AzKG7R9wsB/m1Q8wXJZHZ2cn77333pw7jmZifCv/eLHvZmxkGH8vnXKPZ2ZmUllZydGjR4mNjZ11VEhFReUvG1Xsq6ioqKj8xdHQ0MCpU6fo6upi6dKlbN68edpotrlgNpuVKqvRaGR4eHhC5XbdunWUlJRw69YtVq5cOadjz7UV+NzFy6xeloXJZHrsY02Xp202m/nDH/6A0WjknXfeoba2FqwWkpOTlTiv8W3769evZ8OGDYii6JqTBuLjJxr3dXR04HA8yBzv7OwkKS6GGqfkUaXdYwQBp6gBeaLngNFoJDg4GMHSRQezzYXLJAjDmM1W9Ho9BoMBvV4/bcTh8PAwJ06coNYYjyYygNkqvQ/Ph08+/8wbO+0tTTAvySMxLgC7k/wB1/t9+VYpJfroGZ8jy49SC3dVuB/eRHG/1tPNI/gKEhi8EbU6amtrcTqdrnXZbMg6L8+7DwSBEasNo16Pv78/Xl5eeHt74+XlRV9fH3l5ebz00kuERUTy+5bH72qQZYlruZdYtHABsixTUFDA3bt3iYmJ4dm0GM70z/x+yrJM84gdEQH3lZWB2n4rcmw2S5MXEhUV9ZirnIy702F8K797PRaLZYKgFwSB559/nl/96lecOHGCV1555YmvR0VF5c8HVeyrqKioqPzFMDAwwJkzZ6ioqCAmJoYf//jHT+yX59HRUYaHhydU9p1OJ1arVZkJDwoKIiMjg2vXrrFs2bI5zdzOJQMbWaa48CYF13JJS0tj+fLlxMbGKpsOTyJP+2Gh7+XlxbVr1wDYunUrgiDQ2NjIwYMHkWV50njEvXv3CAwMxM/vQRW0o6ODffv2uc4rCHh7e9Pc3Mz69euRcisQIxJnFsAeVaPdD5XA7hL6Pj4+JCcn4+Pjg81mc/0Z6cO/tYzB6HSXqn0o+xxBwFF6mSP37kw6tkajUYS/Xq9Hp9Nhs9no6elB0GjR7tg0uwD3sFo+3WaMLMu03GskMH6QAb1pxnENQZZJCXjQoaATBTZlLuD2gRNo0te7BgnGb7TIEjKu1+/l5YVzwQqEqcYNplqvB2PxB5ssGLZ/wEmHjNjeTNSipXRW3d8kW7N2TvfuW6/9aMqNEKfTSXFxMR0dHaSnp5MyNEhN/5hHsYhTIkvIHQ2UFRdRWnRb+ba3t8sksLm0kKSwJOq9Ih5KkwAkSdn8EBAmv1eCS/4X231ZPGx/4uZ4brFfVVVFdna28n13B8TDIwN+fn4899xzfPfdd6SmprJo0aInuh4VFZU/H1Sxr6KioqLyZ8FUOfHKz+x2rl+/ztWrV/Hy8mLPnj2kp6c/lpP1w4x34geX2AdXNXe8Ady6desoLS3l9u3bSvXbEzzNwEaWkNobkB12IiIiaGpq4s6dO0RGRrJixQoWLVqETqt9rDzth4W+0Wjk3Llz9PT0AKDX68nNzeXSpUvEx8fz0ksvTRD1AM3NzcTFPaicd3R08Nlnn+EfEIhFgujwMMydHTQ1NeHn54e+vQZH5CxeCoLgEvwT5uCnukQuYYbk5G//9m+njN5z03I/mrBmXDRhsDRCe/4Z9mxcTeiOtYxabS5TP7sVp921WWC1WrHZbAwPD1NfX8/g4CC+vr74BYfR+wTvu+k2Y3p6ehgdHWV9gIaLozMfQwLMhRfpMa0jODgYcInUBI2F+mvfEbx0A4PeQa7OCllGam8gSTNK9b07+ISE0HO1laCsDQz7BCmeDdNtusztMyfgDI6hJzSOmMAwCgqusXr1as8+B5JECBZEORCYPJqj0WhYtGgRZWVlbNmyxRU512+dw9oeXqqAf28TPbKMXq8nIyODiIgIBgYG6Ovro6uri77qamzeJjRJmYiRSQiC6Np06mxE1hkQgiIf2YfgcTAajSQkJFBRUTFB7FssFoApW/UXL15MZWUlx48fJz4+Xvn3TkVF5a8LVeyrqKioqPygTJcTvzzMm2ijlqqqKk6fPs3Q0BCrVq1i3bp1GAwzm9c9Cl1dXYiiqIgldzvs8PAwISEhyuOCg4NJT0/n6tWrLF26dE7VfU8ysBFE9i5PpSvAQVFREUNDQxiNRsbGxvj+++85e/Ysy5YtY/GipdTMnAA3ZZ52d3f3JKFfV1fHtWvXyMrKoqioiO+//56mpiY2bNjA+vXrJ7S12yWZIcsYHV1mZUa4o6ODPxw5jXbZdvoDozAgYJZlnO31mOuLuXTpEnJvO47Sy2gzNoAsT1vh90RMCoJAmq9MrdE4o9CHB0Zl4zeTNATx+zId526VE7vuWe4Oaqe894qLiykoKECn0/GjH/2IhQsXYpdk/rmk54kY4c3kGdDU1IQgCCxJiEQ/JE0Zpeb+epmPlcqOJv7jP/6DjRs3smrVKkRRJCcnh7tffYX1xglsI6Og06ORnLz+o1dJTk7muHOUoqIiNqxbR97V73HK4LUgG3vCkifw6ly43+eOoCRsumLu3LlDTlKqB58DgdZrp/j3PDtbtmxh4cKFk+6NzMxMCgsLaWxsJCkpCZ/GIkYSshCm6ORwP1d+6N4b3+XRc881mvLTv/lbDEa/KTcex8bG+Oqrr2gqOo+gMyDZxgA8MoT0xI/jUUlLS+PEiROMjo4q4n501LVLNJUZoCAI7Ny5k1/96lccP36cV1999YlunqqoqPx5oIp9FRUVFZUfjOly4l156lZMrXfounWZ+fPn8/bbbytC/I+B2WwmODhYMfhzV7rc8XvjWbduHWVlZRQVFSn51p4wUwa2++vtsUZSQrxJCV3D6tWraW5upqioiDt3XO3mGo2Gq1evIl+5QsyqrXQGJyM+1Do8/ljuKqJdkmk39/D1F/vwHSf0h4aGOHToEPPmzVNiwrq7uye17T+8KaN77sfU+Ihomjo4dfUm8rLncAigTIELLtM2MTKJ6xXX0Bq8kUf68XeMMKid3V9BluX7h3kgQNxRd9vjfLl7qWVWoT8enTheuAnM2/wC13pl6gZsSkv2g3vPRkDbHToLL5GZmcn27dsVwaQTBZL9tROeNxWetKpPtRnjprm5mfDwcAwGA1kGlCi1moc2xXLCvInxDWFj8t9w8eJFzp8/z507d3jhhReYN28eXl5eDA0NudZkGyNp3jwlQWHbtm1K58hPfvITvjxxnqGEJQhTGA8+LiIC/ulryM+/zo/T06fPgpckuP8eR0a9yLlz5zhw4ACxsbFs3bpVMS8EiI6OJigoiNLSUpKSkhDbarC3NqCbl4UQnni/U0RC6qhHbKrgtddf42K9mU7Z+74wlxG7m7HWFCL3diAERaJJyuQ39TYQeids/rg/R15eXthsNkRkfA1ahu0gehk99qOYyUPjcVi4cKHSyu/2HZmpsg+uDc3nn3+eAwcOUFZWRkZGxhNdk4qKyg+PKvZVVFRUVH4QZsqJd30tMBC1iG3z4li18NGi9OZCV1fXBPFoMBjQaDQMDw9PemxISAiLFy/m6tWrZGVlzam6Pz4De2rh9qDFVxAE4uLiiIuLY8eOHdy5c4fi4mIGBwfR6XR0FFzE7luC3+JVWE3uFmKZFJNBOdbDIp2Nb2EyipidOrwliYMHD6LRaAgLC+PChQsAvPHGG0RHPzB3m2pTRhBEGkclGkY1sHAVgjB55ttdQRXS1iAJAjpZZgjPq/eyLI8bEpeROup5KXsBqSHe5JvNE8YI5kLzsJ3rfe51TFyL+17sj0xj249iJ917VquVvtu5yMmrZhTEMrA8zMsVw3d/k8LNVJsxD9PU1MS8efOUr6fqUBgvGHU6Hdu2bWPRokUcOXKEjz/+mDVr1hAREUFjY6PymPHmiTqdjldeeYXf/OY3XLt2jZBlmxgakWYZyvcsgu5hJGDMFM5AZxdNTU0sjo3DVytS2jNG3eCDBAFnRz2bk8LICgkBvHnrrbe4e/cuZ8+e5Xe/+x2pqals2bLFZcIoCGRkZHD9+nV27tyJ3W5HHuzBdvMk77z/AWGR0dwuuMGFwjMA1N68ygfbtnGnsorDx09it4wQaPInJSaGO/7BaNM3TDAlkIHaASs1Aza2xxqZ7y3R3NyM2WxGkiQGBlytNU7LCHrZMwPK6cY2HhdfX1/i4+OpqKhQxP5MlX03qamppKenc/LkSRISEvD393/ia1NRUfnhUMW+ioqKisoPgic58YIg0KEPmeERTw6z2UxCQsKEc/v6+k4p9uFBdb+4uHjKyKuZmE24TYXBYGDp0qUsXboUs9lMcXExJSUl2Ho7GMs/js3hBJ2ehfOS2bHzOby9dYpIn1BlFgSaRmWa7g7i47AwMGQjzGjk+vXrZGRkUFpaqowwyLJMVWc/Z9odMIPxGPIsNWy3edkc24QFQeAnC00YtBpGB/v51ZHT6BeGIkkmuru7J8wnz4VHvfdGRkb44osvXGJvxIY2Y8OklvHxQj4rxJtwYYzvi+rRRCXjsm+bemNnPMPDw/T29k65mTGxQ2Ey0dHR/OQnPyE3N5fc3NwJP3M4HJPu59DQUJ599lmOHj+BIWblrAkCj5Vlj4ApOY3D90aw9PYo2wbJJh11F4+zJjWRmo4KqroqWZX6YJMlOTmZpKQkSktLuXDhAr/61a/Izs5mw4YNZGRkcOnSJaqqqrA5XSkAegHiY6IRRZGsjHQunHWJ/by8PCwWi3KPh4SH0d7eTvTipegSFrju04fuUfn+6z3dNMzRa98h93YAIIoioaGhdHV1geREMDdBaNzMBoGyRLK/7olX9d2kpaVx8uRJpZXfYrGg1WpnjQl99tlnaWho4OjRo7zxxhtqO7+Kyl8RqthXUVFRUfmT42lOvMwfb8Z1PCMjI4yOjirmfG58fX2nbOMHl0hatGiRUt13t//PhdmE23SEhoaydetWNm/eTG1tLUVFRdTW1iJbLVTdKaemsoKU5etoDFsEM7isj2i80K7Zw0B1Pm9v3crg4CClpaVcvXqVvr4+2tvbsS/acN9Ff4Z1/pHEgSxLVBTfYu2qlXgHBqDRaOju7sZkMiFJ0pza+N086r3X39/Pvn37GB0dxeFw4N1Vz9i1HhLWP0+bpGc6IS/3duAoPM3f/bf/HxqDt0cbO01NTQATWtbn9Brtdtra2hAEAX9/f6UCLUmS0tI/nqysLGruNdM4ByHvcbLEQ4wtXOeam7//tQzUD9ghayvt1g7WrFnD119/TXNz84TXLwgCmZmZpKWlcfPmTa5cuUJJSQlr1qwhfEEGF3pFpM1vY7hvMPh94/D99ntfkpKSaGxsRJIkiouL2bRpE6tWrUKr1ZKfn8/FPg3iLDEDsiyjTV5CYkg9NTU1eHl5ER0dTVdXF1qtltCRDrpC42fp9hBovXYas2nLI927s+F25a+uriYrK2vC/P5MeHt7s2vXLvbv309RUZHSGaCiovKXzxMMvFVRUVFRUfGMR8mJ/2PS1dUFMEnsG43GaSv7AOvXr2dgYIDi4uI/5vKmRaPRsHDhQl5//XX+4R/+AW9vbwwGA5IkUe/0RpZmvm6CICAIAtKClRw4c5nDhw8DUF1djU6nY9nyFWiikjyo9v4RuO+4f/HcWZqbmxXzxO7ubiU54VEE06Pce11dXfzud7/D4XAgSRIRERFYLBaMtmHeSo/kg1gR6+nfscd/kD1J/hMq9h0dHfj7++Pva8SoEz3a3GlqaiIgIOCRWqp7e3v57W9/S3NzM2+++SZ///d/r8zog8tgzp1770YQBJ7fvm32Do1xJPvrXE704HreLM9VXrUgTLqfpPvfrzdEYIxOIiQkRImBfBidTseaNWv4+7//e7KysrjS2E3//LWM+oY+aKMXBOoGbHxeO8CJsno6OzuRpAd9HNHR0TgcDurq6hgaGUWMSJzQnTHl+kURMSKJlnZXZX9sbIzBwUHANdZDXyfynav3r8VDPSOSBLKMo+I68mA3H3/8MRUVFTOe71EY38oPrpn9mVr4xzN//nyWLFnC6dOn6e/vf+JrU1FR+WFQxb6KioqKyp8cd068J/yxZlzHYzab0Wg0ikGdG6PROG1lH1ybA2lpaVy9enWSgPpT4+fnR3BwMKmpqbz93vuIEXMR6TLB2RvYvHkzAB9++CGvvfYaK9as4/Hath8DQSDa3odWq+XLL7+ks7OT4OBgenp6MJvNeHt7K+MGc8FuGfFY1ApAV3srn376qbKR4m6PBli5ciWiKBIUYAKrhZHByfEIHR0dREREzGmNTU1NxMfHz+k5AI2NjXzyySdIksRHH31EcnIyoigq76ub7777TnkNbnx9vIk1SC53+hmQJYk4vZOdUXpsx3+D6fYxbHmHZ12bZ5P+MoXmMdasWUN1dbWyCTcVPj4+LFq7BU36+uk3EIASux+mhAWIoqiYbn7++ef84z/+I19++SV5hbc870wRBJYuXwG42vjv3r0LuGbjW1paWOQvorl1Eu8h84N7TJbx1ri6a3SL1jC25lWMa17k2/NXOHv27IRNiCdBWloa9fX1WCwWLBaLR5V9N9u3b8fLy4sjR44oBpkqKip/2ahiX0VFRUXlT447c362/wmJwPxposmeJF1dXQQHB0+ImANXpWxo1MKIXcI+TZV8/fr19Pf3U1pa+kdd43hkWWZ4eJi2tjaqqqq4efMm586dY2BggOrqar4/enxurfWCSK/Wn/Co6AnfnsumzBNDlpFlGUdZLl5jA9hsNvz9/dm3bx9Go5Hu7m66u7sJDQ2d02zxwMAAJ0+e5Jc//7/InY2zCn4RiNLY2P/5PsLCwggNDaWvr4+MjAwGBgZc8+BZWQBotVp8fX2VdvkHL0Wmvb19TmLfarXS0dEx5xb+27dvs2/fPiIiIvjoo48mxEW6Z7YFQQBRQ+29Fn75H7+msrJywjHWxwfNek0FQaDn9mVX9Vdy0tVyD7m7lRX+DpdAfEi8jv9EzSofBZGaARsLFy3G39+f69evz/hwt/fCjIeUZbp9wpEkaUKXjl6vJyUlhY1r13iyMsA1VnL1osvEUhAEoqOj8fPzU47b2NjIaFsDjsJTLO4oZD4DyMCYPM6vQhCx+IaiX/MSN9oG+fzzzxUjvSdBamoqkiRRXV3tcRu/Gy8vL1544QUaGhooLCx8YmtSUVH54VBn9lVUVFRUfhA8yZyfKZrsSWI2mye18DcP26k3JWFdt5ifl08dwwUQHh5OamoqV65cISMj45Fm98cjyzIjIyMMDg4yODjIwMAAg4ODDA0NTfjv8Z0Eoiji7++PJEnIsszY8CCiLM1sFvbweQGHPFHouTdl6gZsM5rZMcu8s+eLkNH0tBBp7SY8yp/8/HwAli9fTl5eHhUVFYyOjtLZ2UlMTIxHh+zt7eXatWsUFxdjMBhYu3Yt0YtT+bZpbMbnScjcyz1OcmIiCQkJnDlzhhdffJELFy6g0+lIS0ubIKRMJtMksT88PMzo6CiRkZEeX4LW1lZkWfY4aUCSJM6cOcONGzfIzs7m2WefnXQP2mw2JVZOjExEEEQcssx39fXE1p3hpU2r8fX1JdZXR8JoKw0+0fBQHr3beHClSeJKYzWffdYAwMaNG7l8+TLDlYXYG9swpq3EERQ9IWVicZCBgw2TvQKmQgaciKxcuZJz586xadMmTCbTpMd56r2AKCJEJBARFU1HWyvz5s2jrq4Ou93OCy+8gK+vL+b6Ae4O2Gc8lixJhGHBf+EC6u814USkvbMLyWEHXBs+btE+PDxM+4idHkyu9L8p1gSgzVhPR8EJfvOb3/Dqq68SFRXlySWaET8/P+Li4pTPylzjSpOTk8nOzubs2bMkJydP6nZSUVH5y0IV+yoqKioqPwgzZc4LyMgIM0aTPSlk2TWTPX6uWXGxF424a9vjM9jdTutu1q9fz69//WvKyspYsmTJjOcaHh5WhPx0f8a39mo0GtfMt78/JpOJ2NhY5Wv3H6PRiCAIHDlyhOLiYkJCQgjx1dIwIs3BRE1GlBzKOt0sDdZTM2Blxibs+0J/Nof7Gc8uy0S3FdNw6zqr336b2NhYKioqGBkZobm5mbfffpuPP/4YgJ6eHqWqPh1ms5mrV69SVlaGj48PmzdvZtmyZRgMBgC2y5op7z0RkGQZe+ll0mNCycrK4rPPPmP58uWMjo4yPDyMLMuTEhgCAgImzTq3t7cDzKmy39TUhLe394TK/HSMjY1x8OBB7t69y7PPPktOTs6Ulfk7gxK6NXtcAn7cXLs2Kok2GX5x+DzPLk4gIyOD0a5WJD8BMXic8JRlon11bIgyMtZxD0EQGBtzbZYsWrSIqqoqKioq8DcY0FTk8vf/+WcTUibskuyxoZ97bCc7O5vc3Fzy8vLYsWPHpMfNxXsBQcQvMJjebjMBAQHodDrsdjv7T14gOHsjdQN2D44h0FZWgDk8ATZvRBQERFkm0DFI541z+Epjrvdf1IBOT5cxAvGhyMVJyDLxG3YymHuI3/3udzz//PMz/vvhKWlpaZw5cwaj0ejxzP54tm3bxt27dzl8+DDvvfee6s6vovIXjCr2VVRUVFR+MMZnzlf3W12iUZbwt/azKz3xjy70AfoHhxiTBYJDXZX95mE7Z1pcc/ryQwLXLQpPN48Q6qVV1hcREcGCBQu4fPkywcHBDA8PT1uR91TIm0wm/P398fHx8eiX7e7ubu7cuQPAO++8Qx8G6mv78WjmXpJwdtRzqPQiAA0NDTQ0NFBbW8vdu3dxRs2fNWZu8vvoebXf1bZ/BYezn4CAABITE12mcc8/z+eff05VVRUvvvgib7zxBh9//DFOp5OAgIApj9XR0cGVK1dc4tPfn+3bt7N06dJJ8WPj772a+xViAQiwD9Bx4xwr5iewevVqfvOb3xATE8OGDRv4xS9+gZ+fH0ajkejoiSMPJpOJtra2SWvx8vKasjI9HU1NTcTFxc36nvf29rJ//36GhoZ48803J2xWjad52M7tMS/X8aaKlROA1NUczv2OvJZ++hOWI8ryhPPLskzziJ3rZVVUnvmO5ORkurq6GBoaQqfT4e3tTUdHB1lZWdy4cQMNMkbdg/vE8w4RifkBXq6xHb1e6ehYv379pHZ0UXZ6fI/JskRt5R2QnEp7upiwiO7kVfT0j83YASNLEggCUmst2vQNriQBpSVfoF/nj27NS4RKAwx39qCJTPL8/hdEGkZk/su773H21EkOHz1GY3snO57Zgpfu0X9FT0tL49SpU3Nu43ej1+t58cUX+cMf/kB+fj6rVq165LWoqKj8sKhiX0VFRUXlB8WdOf+P/98/s3T5Cob6eulobSFm1d/8Uc/bPGy/L/SsGLZ/wLExqK4fxOKQZs9gl2WOlTcS0lIyoSIvyzK/+93vAFdbr1u4BwYGEh8fP6ki76mQn42enh7+8Ic/YDAYsNls6PV66q5dxX6vB13GhvuLnuE8osiGhGDKmgLo6uri6NGjAPj7+5OcnExV1R0cQ73M3/oSjRYmtGiPj5mL8dXx6R8+w2J30usdijZtpUfrFwQBMSyOtvpe1i1ZolyT5ORkEhMTaWho4N69eyQkJKDX67HZbFy/fp158+ah1bp+lWlpaSE3N5fa2loCAwPZtWsXmZmZM45VuO89uyRjdUhcOneGWwU32bJlCytXrmTfvn0A7N27lxs3bmCz2bBYLGzcuHHS++Zu4x8vBt3mfJ6+x06nk5aWFjZs2DDj4xobGzlw4ADe3t6T5vMfpqDLMmtVXRQEota/QLdT6zK7e2i97ur0XUMEWZt2sGvdcnJzc7l06RIlJSWKkV5MTAx5eXkMDQ1N2uDwZGwHhAljO8uXL+f69esUFBQo10SSJEpLS7l06RLS/FUuJ/1ZxLrUUQ/SuLGX4Ei06Rvuv84Z3htZRjDfg+42xLTV026YCAI0iSY0Ef4Pfj4H078bdS04Fm/EELOKKkGgqqyPJF+R1VH+j7Th6efnR3R0NK2trY9U2QdISEhgxYoVXLhwgZSUFI86TVRUVP78UMW+ioqKisoPjlmUFKEAAO95SURBVCzLjI0MY/LSE5YQT2nRbYaHhxX37CeNu03fJREetOm7xMjsvuGyINCvD8Br1EJQUJAi5EtKShgeHuajjz5SWuv/2PT09PD73/8eLy8v1q1bx6FDh9i3bx+tra1s3LiRxBQTB8pasHv5TRIgAjKyDJqaG5yvvqUI5+zsbCwWC7W1tVRVVQEQb/JiT5I/glY3oUV7PH19fXS2t2G1Wlm1Jo7bc6jui2FxEB6PLnSiOH/xxRf513/9V06fPs1Pf/pTjEYjdrud1tZWDh48SE5ODlevXqWhoYGQkBD27NnD4sWLJ5ktznhuWeL00e+5c+cOzz//PNnZ2Zw8eZKWlhaljTk/P5/w8HB6e3tZvHjxpGOYTCbFBM7Pzw9wtfEvXLjQ43V0dnZit9tnnNe/ffs2x48fJz4+nr17984o5h7Mtc/8HkhAt6SbtQlEFMAZk4ogCErF+PLly0q3it3uaofv6+ubJPZjfXXkGG3cHNYhChO7ZtyjE/6t5cQs3aR832g0kpWVxc2bN1m1ahV1dXVcvHiR7u5uUlNTSc1I4rh5tuq5gLO+5P5/CsiyjJiYOWvl3bVJ4DLb0y7bgWa2e3mKjQBPkGWZvDFfRKt1wkZB/ZCT+tp+tsf6KiNDdkme9rP3MPPmzaO1tVX5TD8KW7Zsoba2lu+//54PPvhgTp8pFRWVPw9Usa+ioqKi8oMzOmZF1nuh9/ImKTEBcLWSp6enP/FzjW/Tn7p673lFbu/rb05oV46Ojubjjz+mvr6ejIyMx17rbIwX+u+++67Sxt/T08M777xDQkKCq0X+yjekrtnMaEgS90ZdbcmyLOFsr8fHXE9qRBDz334bSZL44osvWLNmDQEBAXz11VfU1dUhyzINDQ380z/9E6mpqWRmZpKQkICyUSLLFBcXc+rUKZxOJ/PmzWPbM1voLGunxabxKALQ/Zjcbom4QLtS0TSZTISFhdHR0UFdXR2CIKDRaFi9ejW5ublUVVURERHB3r17SU1NnfMGi81m48CBAzQ2NvLKK6+QlpZGaWkpN2/e5NlnnyU2NpbTp08jCAK9vb0sWbJk0kgAoIwV9Pf34+fnx9iYa4Z7rvP6Wq12SkM/SZI4e/Ys+fn50xrxTXptc5lr9wAZgZoBG6MOiSGrA4OPEfuYBS8vLyRJUjwL+vr67t8fE+ktuYbPqJPYdc9Se98Qz90hMlZdyGhXA7BpwnNWrlxJQUEBv/zlLxkcHCQ5OZk9e/YoZnYOLwunm0dc2fbjKvyyJCEIAlL5FejrBFzt6Va7QzEpnAlBFBEjE0Grd/09B7NLj5Hvb3kIwrQmfqebhpEkmXvDDsWQcDqz0PG40xy6urpYtGjRIy1Pp9Oxe/duPv30U65fv87atWsf6TgqKio/HKrYV1FRUVH5wXC30tcO2DBs/4CTDpn5XRJBSanU19c/tth3Op309PTQ1dVFV1cXZrOZpuD5yIHRc8ignxq3kdh4oqKiSElJ4cqVK3OuLs8Vd+u+l5cXb7/9Njdv3uTKlSsAPP/884rQv3PnDmNjYzQV5dPbewJBoyU6IZH5SYmkrkghOHiFIpAbGhqU45eUlFBTUwPA1q1bWbRoESUlJZSUlFBaWoq/vz8ZGRmkpKRw/fp1qqurWbJkCV1dXUpHxiJfiZa+uf2qIeJqPR8vYrKysjh9+jRHjp/ALoNDksnNzSUwMJC+vj7i4+MfSehbLBa+/PJLurq6ePPNN0lMTKSjo4OjR4+SkZFBTk4OAwMDFBQUkJKSQlVV1SRjPjfuSvbAwACxsbF0dHQAzMmJv6mpiejo6EnVWKvVysGDB6mrq5vRiO9h3NGJT1bww8/LepGNKbAlGbG9AWt9MYHY6OzsxM/Pb5JRIbiuS2VlJTt27GB5kmlSlfp4pYVBh2PCc5qamrhwwRV1NzIywttvv01SUtKEx7i9F74pqMJqinCNIeDyXugquECcn4F+f3+Gh4exWq1g8J5V6LsRBJGsVWup+GMIfdcJZn1/ZFnmbMuIqyvB/T2mNwt14/63p6mp6bGWGBsby6pVq7h06RLz58+flFqioqLy540q9lVUVFRUfhDGt9I/+GVXcJl4LdpEbe3NiWZYMyBJEr29vYqgd//d09OjtBj7+voSGh6BMyjmsdvrRVyVtalaaTds2MAnn3xCRUXFlO3eT4LxM/ovv/wy3333HU1NTaxfv57c3Fyam5upq6ujtrZWyQCPiIhg48aNzJs3b9Y53sHBQU6ePIm/vz+iKLJ8+XK0Wi3r169n3bp1tLa2UlxczI0bN7h69SqiKLJ06VK2bNnCF198oQgNe1cLjspmtBkbJkW5TYeEa5zCLsnK9fWJTkK7bAfW+xVZvSwRIVh5Zl44bRVFnDp1CqPRyLp16zy+hoODrozzkZER3n33XaKiorBYLBw4cICQkBCef/55BEHg8uXLGAwGBgYGSE5OnjbKzMvLS3kcuOb1tVqtx7POsizT1NQ0KWWgr6+P/fv3Mzg4OKMR31S4jfFqZjGhm8uGgDy+nV0Q0UQmoolMYrAsF1tzo7IB8zA3b95Er9crbvM6cWIrularxXFf7Hd0dHDhwgVqa2sJDw/n2Wef5eTJk8q9/DAxvjooPkd2Riar129ErxHQCsH8++2z3Lt3j+3bt1NZWUlLSwsaZGRZ8kjwy7KEZaAXAp5QtORU55jl5+7PzMOPm84s1I07BrCpqYmxsTG8vLweeY2bNm2itraWQ4cO8dFHHz12vKiKisqfDlXsq6ioqKj8yZmplV4CEATsKcupbO8lLeqBuHK3Cj8s6ru7u5XceR8fH8LCwkhISCAnJ4ewsDDCwsLw9vZmxC7x8/Lex16/BBOMxMYTHR3NvHnzyM3NZdGiRU98bn+80N+wYQP79u1DEASWL19Oa2srAPn5+YSEhJCeno7ZbGZwcJC9e/fOemyHDBi8OX32HDqdjsHBQV5++eUJlWZBEAgNDUWSJOx2O5GRkXh7e1NUVERxcTF6vR5vb2+cTidFRUVInZ04h/sQkpegiUj06DXKuFrQRVniWOldKuVAxIgHrdeCINKFF1/UDbI9OYONG8e4cOECXl5e5OTkeHQN9+3bhyzLvP/++4SEhCDLMocOHcJisfD222+j0+no7u6muLiYFStWkJ+fz2uvvTbjcU0mk1LV7ujoICwszOPujt7eXkZGRibM68/FiG86csK8qem3zvgYGYg1amkesk1IW5iKSffz/fdETF/PyLVuYozGSZV9m83G7du3Wbp0KXq9fsrjarVarFYr3377LXfu3CEoKIiXX35Z+QzV1tZy7do10tPTJ63B4XAwODhISFDghLGat99+m3/7t3/j7Nmz/PSnPyUvL4/i4mIMXfeQQ+NnicWToLORmkG765dlDzcePSVLO0CRw/OUhumYqhMGXF0rgiAgSRI1NTWPNVak1WrZvXs3n3zyCVeuXGHjxo2Pt2gVFZU/GarYV1FRUVH5k1PQZZk9k12WudTYTV9DlSLqzWazUv3z8vIiLCyMmJgYsrKyFFFvNBqnPeSc2ppl2ZWg9bCRGK6ouZlcsjds2MBvf/tbKioqHnledircQl+n0xEWFsbBgwcVd/qCggLi4+Px8vIiPT2d5557DoBf/vKXU85Pj+dBMoEvhu0f0CNLaHtaCetumLT+pqYmvv/+e4aHh9m1axdZWVkIgsDIyAhlZWWcP3+eu3fv8n/+z//BarUSEhKCKDroKjyNuPMnHlVUBaC06BZ55TVYl2xDmMIh3v2+nG4e4c2lq7BYLJw4cUJ5/dPR3t7O559/jo+PD2+99ZbSfn/58mVqa2t58803CQwMBODSpUv4+fkxOjqKyWQiJSVlxnUHBARMqOw/HM83E+52a/estduILy4ujldfffWRXdVjfXWEdtdiDklBFIQJnzkBGUmGTN0QfnaZJsHfU8eKycgymqRMmiuvIsvyhK6c0tJSrFYry5cvn/KpAwMD1NU3MGRz0NTaxq5du1iyZMmEjZI1a9bwhz/8gbq6uknvg3tzwf2+ufHz82P37t0cPHiQL774gp/97GeYTCZyy4rQhSXM/HIQkLpb0aVveOJVfVmWyD9yAMOzHz62F8BUnTDgqux7e3sTFBRERUXFY3uIREVFsW7dOq5cucKCBQvmNJ6ioqLyw6GKfRUVFRWVPykPHMJnRhBFBrwCyT17mLCQYCIiIkhPT1dEva+v75wrbZ7nfctohszYhgcRI5NcAlWWiTcKrIk2zRqHFRMTQ3JyMpcvXyYtLe2JVATb29v57LPPkCSJkZERent70Wq1LFy4kPnz55OcnIyXlxe//vWvldGF0dFRuru7Z2xvnyqZQBBEHEHRDITEUNwzRlaIq1J/6dIlrl27RnR0NG+99RZBQUHKcYxGIytXrqSoqIjg4GDq6uoA6O7uvi/aBKTOJsSwuFkqqjLyUC9nL58kaPOr2IVZYuOAQvMYu7dvZ2xsjO+//x4vL68phXlDQwNfffUVoaGhvPHGG4qjfE1NDZcvX2bTpk3MmzdPud537txhx44dnDt3jvXr189apff396epqQmHw4HZbCY7O3vGx4+nqamJ8PBw9Ho9p0///9n77+e27nNtH73WAkCwgr13UuxNVO+92ZJVbMmx3GI7iZN4O7vknfecOecvODN73nx3kh3HcezYcdwdSbZ6pUR1iaIodolVJCT2TpAgUdY6P0CA2AEWOcp+1zWTiQhiVQA07s9zP/dzalpBfM7w6LhPmLEX36yVVD367MmyRLKvlqayW5R5+GMNetTeMo0JCiOxBdolMHD7LEhWfv/735ORlU1SWgbXC26RmprqCDG0MzAwwInrRVQNuyEs3IlWEDED933dCBm0EuX9+H7HxsYSFRXFlStXxr229raBsWIfIDMzk8rKSioqKvj+++9RqVSIvW1YSvJRZ69FQB4tuCVbgGVASwUdARHOW4nkR+9OV++ZJOHW08wvf/Uup9qs1PdbnG/jBLsTZqTYNxqNeHh4kJ6ezrlz5xgeHkar1c7qOGvWrKGqqorvvvuOn/3sZ7NK+ldQUPhhUD6lCgoKCgo/KNNJCBcEkX/591/jo527/1y5NO9bENi/MAkf6yAV96ooKLpDd1srdyUr3aGhpKSkOKpbkwmBNWvW8PHHH1NZWUlSaprLI7NG0tXVRVVVFeXl5Tx48ODRqQloNBo2bdrEwoULxwlQT09PjEYjgGMbe7V4LFO1U9gF+Sn9AGpjP1ePH6KtrY3169ezcuXKSYWvLMuOuesAOeu2Um4QUD/qt5dlJ6++IIBPAHt+8g7H25y7MOyVTYsMO3fuZGhoiG+++YZXX32V2NhYx/MqKys5cOAAsbGx/OhHP3LYybu6ujh48CDJycmjFkXy8vIIDAzEbDYjyzILFixwcia2yn5paSltbW1IkjSt6qderyc2NtYxAWHbtm0sWbJkThaKhoeH8fMYYk+CDrMkU69/wJef/hWfF9/AEJ39SNA+ej2FxxMWpntsQRARNFrw8oWcVRR4B1HQLCAvfR5xqIe7rd2khvozNDTE1atXud7Ui5i+yrbQZD8uE4fPCYLAypUr+frrr9Hr9aPe093d3ahUKsfIw7Hs3r2bhoYGx7QKURQJM3fTfOUgbkkLISTWMaFCaqlDri/FM8Abddomp2ML7ds9WkFxnkshCJhk+FPtsO29PcPFlVG7ZHxYqNFoxNPTk7S0NE6fPk1VVdWsA09VKhW7d+/mgw8+ID8/n40bN85qfwoKCk8eRewrKCgoKPygTMdKL8sSPZ3t+ETMnWU02lvD1mgvTukHxrUSjLfp+7J8yWJiIiP48MMPWb9+PZ2dndy8eZOLFy/i4+NDcnIyKSkpxMfHj6p0xcTEEJGxgOPNJqzDnS6NzJIkCb1eT1VVFVVVVSOq4rYxWGazmcTERHbv3j1pu4KXlxd9fX2ATUB6e3uPq6jacaWdQpBljpTW42e18tOf/tSpgDUajRgMBjIzM7k3KHLXJxHR+7GYtM86n0pIioLAXaMGGfOUx7Jjr2x6aUT27t3L559/zpdffsmPf/xjwsPDKSoq4siRI6Snp7N7927H62Qymfj666/x8vJiz549jnNqaGigpqaGvXv3cu7cOdLT06dsD7Hj6+vL8PAwer0eQRAIDQ116fwHBgbo7OzEZDJhMpl4+eWXHQ6DuWDYbEFw93RYveMjwhD9Qygc0NoS4Sd4LWyPyeyN13Ggvt/l1hdVZBJixkoGbTt5tC+RXq0fhx5a0Fw4hqm2GNkvFNWynRMK3cnC51JSUggKCuLKlSuj8hO6u7vx8/ObdAFKo9Hwwgsv8OmnnwI2B8b+/fv57W9/i/vdyxhunyE1M5vy4iKQbNkfdQYPtGmuiXBBEIlsLafRqnU4gca+x+2jABEA//DH99PxeYCRYz8dzx9xHydisrBQu43fz8+PyMhIKioq5mSUaWhoKGvXruXChQukpKQQFRU1630qKCg8ORSxr6CgoKDwg+KqlV4A5Nb7NBrNRM+h2IfH47psfeomR4UtyU/L4gmEeFhYGBqNBpVKxZ49e7Barej1eu7du8e9e/coLCxEo9GQmJhISkoKycnJ3B0Q6Exchiw9rg1OVLU0Go3U1NRwr6aWmvsNDBv68fKw2dAXL17MxYsXGR4exmKxsHHjRlauXDmlUPb09HSMfbNXQCd6vqvtFLIgIITF019x2RFqN9n/7O0DAOVNnWhW7plQTDqrGEtAbb/Z5UWhkZVNtVrNSy+9xKeffspnn33G/PnzuXr1KosWLWLT1m0MywKyJKMW4MiRI3R3d/PTn/7UkVYuyzLnzp0jPDwcNzc3uru72bNnjwtnYavsI6qoe9hMQHAIGs3U7R52CgsLAVvFeaZBfBNhz2LoWbSbHkHgXnEnSb5uhBrbUCXkOK0qCwiUdg27/HkNVFtpz5j4/WmveJuTlmBpe4AqNhMcS2ATMzZ8ThAEVqxYweHDh2lvbyc4OBiwif2JLPwjKS0tdSw0WSwWtFotaWlpNDc3k5EWS0nRLdzd3QkKCqenpwfDoNHl1H4BWJIYSd0Xn5Oclo5n1DzKe8wQFvdI+EuIfe3IviGAgCBO8nmwvx6yRJBkICc6mLzmqcMVJwsLNRqNjvdReno658+fx2QyTRqQOB1WrVrFvXv3+O677/j5z3/u8vtcQUHhh0cR+woKCgoKPziuWOllINTYTn1nNytXrpzzc4jy1hDlrcEsyXx78DtMgwb2vP7ahM9VqVRERUXR2NjIypUrUalUxMXFERcXx5YtW+jo6HAI/++//x4xMBzNikdCd8wXe0fVstFAQd5pWttaEeNzUMWuhLhVuCMT7+tGkruFo599xNDQEF5eXuzbt29UUvtkeHp6Mjg4iNVq5eHDh6xfv37C5023nWLRsuVokRxheYIgIIqi49+yLHP16lV6e3uJioqiLSIbYZYW5Xidhvo+89TnKUkk6jSjKptarZaXX36ZP/zhD1y9epWMVRsZis/iv0q7HfIy0GqgqamD53fuHDU7vLq6Gr1ezyuvvEJBQQFhYWEuVS/1BjPXBj1w2/42DYIIcTIH6/omdXHYuX37NhcuXEClUvH22287cgRmy6gshhEW+aqeYe7hixjm6/S1kbG1SLyYqHPp82oW1bYUeyeujZSte6k3TP08mDh8Ljs7m/Pnz3P16lV27doF2MT+yJaNsdTW1lJUVATYQvv6+/s5cuQIWVlZlJaW8vzzzxMSEsLZs2d58OABL7/8Mnfv3qWkud42BcJJxoSnWgCdTVhr1Sp2rcjF88wZrh77AL+gELy0GlpD0xF1wVMudMmyjJ+5n9eywvH2tL0nNWq1iy6k0dgr+2AT+2fOnKGqqmpOxoGKosju3bv505/+RF5eHlu3bp31PhUUFJ4Ms4sAVVBQUFBQmAF2Kz2M/w+R/avw1mgvUsP8aWhocCTwPwk0okBseAhND/SjKtNjiY2NpbGxcVzPuX0U3apVq/jJT37C//pf/4vIFdtwVpOWZZn+qCw0K/agjkgcIcgEanrNfN8iMRySQGxsLL/85S9dEvrwSOwPDVPf1IJFksf165slmQGzhN1R7AoCsGbFclatWsXKlStZsWIFy5YtIy0tjYCAAEwmE7du3XIk0T9oaobQWKdj3KZCliW6b1902uMvCwLWuuJRj0mSxNmzZzEajWjnzafGP4Wa3seLBjLQLnjitvJ5zGGP59bLskxeXh6xsbEEBgZSVVXF4sWLnToRbrcb+by6l/sDo3vfa3pNfFbdS1GHcdw2kiRx6tQpjhw5goeHB2lpaXMm9KfKYnA4LVxchJGBEA81i4Odz2nvNeO0Z10G6gdcXwSyt2jYUalULF++nJKSEvr6+pBlecrKvslk4vDhw6hUKhISEnjrrbfQaDSUlpbS39+Pp6cnpaWlLFm+gp37fgSiigMHDrBmzRrWxQU6P09BYMAic6jJghib4fgb0tLSQmR4GFajgYHBQVThCU7vjSCK9Lnp0Lo/vte5QR68muRLkq+b4/Nqbwd6NcnXkWkwFntAH9gcJxEREVRUVEx9LdMgODiYDRs2cP36dRoaGuZsvwoKCnOLUtlXUFBQUPiHMJGVXpYlwkUTG+eFEuWtocWSwJkzZ9Dr9cTHuzajfSZER0djNptpbW2dtCc9JiaGCxcu0NbWNmUvttbTi3ZhyOkxBVHE7KEDxi8LyDwK4stey4YkXzw9XbPe6g1myjXhaJ79GX/vEHHb/jY3TG4IBpvQLWgzOqz7AuCGlSFJmFKEiECCj4rmB3ra2tpobW2lra2NtrY2hoZs16lWq7FYLISHh9PV1UVIdCxtsxgpJgBB0gBt1aVYB4ZtqemyPHrx4FFqeqrUScn1fBpS44mNjcVsNnPgwAGqq6tZu/tHXJdsFdex93hkAKG9L7y8vJzW1lbeeustCgsL0Wq1TiuhUwnryXrPh4eHOXDgADU1NWzevJmzZ89OWZmeLq5kMbgawGdvkeg1Sa6PrXSBmbRo2FmwYAEXL17k2rVrLF2+ArOoRuc3sdg/e/Ys/f39aLVa9uzZg7e3Nzt37uTAgQMcP36c+NxlFMn+FBV3IhOEdvvPsTbX8f5Xh3hl+yaWDVm43qeeOnzv0X1UZ6+l534BHX0D1Dc08uy2rcybN4+/fvnNtBc3RjpVRrqQXAn6lCTJEdBnJz09nQsXLsyZlR9g2bJl3L17l++//55f/OIXc7ZfBQWFuUOp7CsoKCgo/MOI8tawJ0HHr3MC+VVmAN7XDxD44I5DFIWGhuLp6Ul9ff0TPY/w8HBEUUSv109+rlFRiKLomIc+GYPDTmzn00AUBG61O184gMfV5RbJbUQYnkhdn4XPqnv5vLqXmhE9+jIwLE0czjYSSZapOPENH3/8MSdOnKChoQEfHx+WL1/OSy+9xNtvv427uztxcXH89Kc/xc3NDcFitiWUzxAZGK4qxM3NjVfWLCDb2ADtDY/3KctoepoJfVDE5uwkIqNjOHr0KAaDgc8//5za2lpeeuklunwinH7RsfeFW61Wzp8/T3JysiPUb/78+U4FjF1Yu3IMsFnOP/roIxobG3n55ZcJDw9HlmWXnRvOsGcxOLv79tYLZ+ed7Gu7flfyHVxFABJ9NU7vmyxJyK33uX7lsmNhCWxtGqnL1nJb8uf92iG0W9/i6FAgB+v6eGB4HOrY0NBAQUEBsiw7hD7YxvFlZmZCdBr68BykoOhRgXmqsHjkxdv5a95Ngowd6CrzYXjQ+SQJoCNuMR/WGtE8+zPqfBNo6BvCZBxw+fMw0eKGHY0o4KURnU70sN8re2UfbGLfYrFQXV3t0nm4gt3ObzAYOHv27JztV0FBYe5QKvsKCgoKCv9wNKKtUpUQG0NdXZ3jcUEQiI+Pp66ujg0bNjy542s0hIeH8+DBA5YsWTLpcyIiImhsbGTx4sXjft/W1sbly5cpr7yL+pmfuhTs5YyJepYnYmR1eeyoMGmSfwOOSrksy+Mrl5KELAiEdFSzeO1yQkNDCQwMHDVxQJZlvv32WywWC3v27EEUbSnkhr5e5Jb7EBrnfBTZCGRJQhAFfBpLMOhreeONNwgNDSUhIYH2Tz5BX3gGSaVGGxDGUGQKLVHz+e/ybsjdgdRcxx+/OojU2crrr79OWGQUB4s7XR7dV3inhq6uLvbt20dFRQWDg4MTvs4jcTXk0HaMYSrvVXH08PdotVpHEF9+fj7u7u6OsLnZMr0sBuc984tDPKa1T2fY0+MXhXhQ86jtY9LzE0XiRQP5+Ze5cuUKS5YssVWTBwQqdfPAW8LejGJrf3kcfpnpq+bQoUMALFq0iOTk5FH7zt2wjer6wYmnETx6z6oyV3PowkGifNzpc/d0er9G/l4QROoNVmr7VcjBsciu9P8DIe6qaY3nnAj76M2RlX1/f3/Cw8OpqKggIyNjVvsfSUBAAJs2beLEiROkpqaSkJAwZ/tWUFCYPYrYV1BQUFB4akhISODWrVv09PQ4xsXFx8dz7NgxhoaGHInpT4KoqCju3bs37vGR1tmYmBhKS0sdFmiTyUR5eTnXrl2jvb3dsY3Q1vBodvfsBf9Ett6xuGLbnvogMiqrCUl4NIoNSPLX0n7rPIOtetLW/2LCxO2ioiIqKyt58cUX0elsLQmSJNHd3Q21d3ALc9Z6Idt7FhAAoaMRUV9BX/tDXn/99VHtEh0dHahFAUt4AmSvRSXLI+6vgBAajyUsgUyxl+joaAbMkssCVQYuXb1OZmYmYWFhHDt2jISEBAIDA6fcbjoiWEbgm0PfIZhsgYvnzp3Dz8+P6upqAgIC6OjowM/Pb9bJ5rJ52PXZ7fIIn4cwvkVia4y3wz4+VxZ++wJClIsjMHNz19G/fCFXr17l+vXrXL9Xj7h056PwS3HcvsHWNlFbfJfe3l4CAgLYsmXLuPO40221Bd9PebYy4cs2oz/3d7Q50/8sywi2lyFjNZ71txlyQcS3Dll5YDBPGerojMHBQWB0ZR9s1f38/Pw5tfIDLF68mMrKSg4fPswvf/lLtFqtyy0HCgoKTxZF7CsoKCgoPDXExcUhCAL19fXk5uYCtgUAWZaprb9P3LzkJ/blMTo6mhs3btDf34+Pj49jbNnIHvewkHQMmjru3btHdXU1JSUlo8ID3dzcWLduHR4R0ZzoFKYMwJtuz/RkuFpdnvIYoogsuvOvWQHIMo573KFbxfvvv09+fj6bNm0atU1HRwcnT55kwYIFpKWlAWCxWDAajTanQFcz2rpbDCUsmtQ1YBstLiDLErFeIh1tdXQ9rGfXrl1ERkY6nm40GhkYGMA9PA511lrbXRk7zu/R/sskXzq+O87CebEIhLo8H36wr4f1r7xEc3MzDx484Ec/+pHTzfq7u1wW1rIsERcZQUJcLL29vfT09FBVVUVXVxcA7733HgDe3t74+fnh7+8/7v91Ot2ks+RlWaaiooKTJ08ip69BDI1DnnKsHrgJEkOyaHOhOK5DRux8QLJ2mNyg5YDr4zJFINhdRavRYnt/jzjXidLjJ8rtsIfPjRyB6ePjw9atW1m9ejV/K22m2+nIQJl7Q2oEQeBHP/rRuAWUx58ZZ+F7Ip0qH9asXs11F8fwTYQoQEzuMnpMEm1G69TPZfS4wZkwUWUfbGL/3Llz1NTUkJ6ePuP9j0UQBHbt2sUf//hHDp2/ilvywlF/N5N83ZxOpVBQUHgyKGJfQUFBQeGpwcPDg/DwcOrq6hxi36DxxmPFcxwxBkJZ1xP78mhPrX/w4AHGoDjH2LKRPe4tVjc0K5/n2+v5yI0VowR7ZmYmQUFB1NfXU3PmDEJMOursteOErvyoair3doAucGpbryRhba3nfPttVq9ePa5SB9OrLk+FLSARvDSPzycoKIg1a9Zw4cIFR9UbbKL+wIED6HQ6x9itwcFB/vrXvzr6mgVBoK/8JkJzI6qEHMTwBMfMcUEQRgXuCYJIg0FCzliPh9qDu3fvMn/+fMd5dHR02P4Rl+lcXMsy7Z5hHDrwd7RLn3XqsBAAue0+uTnZBAQEcPjwYXQ63Tjb90g6OzvJz8+nrKwM7bLtyEExTgW/gMCG3S8S7fO4otrc3MwHH3zAvn378PLyoru7m+7ubnp6eujp6eH+/fv09/c7ni+KIr6+vuMWAVQqFQUFBdTX15Oamsr8BUkcapp6goUMmBAfLzgJgqONwtrWSGji6BDKbJ1AVc/U914CNkd7c/36de4Na1CFJz52iowR8HamEz6ncfegx813yuuyXZuAGJ7Aui1bR41VtDOtz4wgcPHSJdRZoks2/MnOp6rX7NL0C1dbd6Zissp+QEAAYWFhVFRUzKnYB1vif9qW56kUAhB7hx0LKTKMaq+YbHqAgoLCk0ER+woKCgoKTxUJCQkUFRUhyzJFHUO2XvTAqFGzwp/El0edToevry+VzV1UDdn6p8dWMe3VaHX2WqwDPVg7HuLu7s7w8DClpaVoNBrH3HnPzgYGrhxElZCDKjwBHgldubUeoaHc9lV46XNTn5QokuUjcOvSLYqKili1ahVLliwZVal0UwlzYrGezEGwcuVKysvLOXLkCD/5yU8QRZG8vDza2tocgXwdHR189tln9PYbQOsBZhOyZKtgeg73M3DrFG7uHph8Q9Esedb2Wk7QJy0AUuoyqi4f5MGDB4759u3t7QgqNXJQjPO+aVFECoritTfepKyhmQonEkuWZax1xax59UWMRiOlpaWsXr16wgp6Z2cnFy9epLS0FB8fH5555hmCkzP4qs4w5THAtvhxq31olNhvbGxEpVKRnJyMWq2eMJHfYrE4xP/IxYDm5mYqKipGBdep1Wq6urooOn+SqPAkHvjEPLKqj+glZ+QC1sTuCNJXMizaFliGh4e5du0a165dg+g0hPSVtnC/EduNrdqnhPpRfvAgafNz2frsDpfcOPbcjqmYXh6BSM6CRRP+zvY+t9edp0aWJTauXUN1axetwuz60afTVuKsdWcqjEYjbm5uo/I17KSnp3Pp0iXMZvOsW0ZGojeYuSsGTvi3aLKpFAoKCk8eRewrKCgoKDxVxMfHc/nyZUr1bZzuVNkeFCbvzZ3LL49RUVHcx8e5eJZlhLhM/CwDjpnsg4ODFBcXYzQaEUWR4eFhGBjAcusUGm8fRI2Wgd5u0lNTqOlpxWQyoSm/jJC5euqe5aAlrM9N5+LFi+Tl5XHjxg3Wr19PTk4Ooig6LNazsfLbQ9MmEhcqlYrnnnuOjz76iBs3bhASEsK1GzdZu3ELQaFh1NfX8/XpfKTkFWjD4hyLGlJzPVJdMab+DtRqNYH+frRHpjqtzAsIeKYt5dy5c7z++usIgkB7ezu+gcEYXRxfhiBy83YRL+3ZRVS7kdMPDI+OO6YvXRSQK66weF4MOp2Oa9euIUkSCxYsGLW7rq4uLl68SElJCd7e3mzbto0FCxagVqsxSzLgXOzLjK/YNjY2EhkZOaEos6NWqwkKCiIoKGjU43q9nqNHjzI0NER2djaJiYkYDIbHzoDSa1iEIoS4TIerAlkC8zBo3J26IxoEHVevXuXy5cuYzWYWL17MqlWr6JI0Tm339haMttZWp/dlOkxnYUsAtOrxCzYPHz7kwoULWP3moQqLHz3OcQwioO5pobK2lMTERB6U5KPJXusYjTktZBkZ2aVWAGetO84YHByc0AUENrGfl5dHdXX1nFb3XckNmYsWBQUFhemhiH0FBQUFhaeKmJgY1Go1N9oGEVU+M/7yOJ2AKLMkM2yRcPP0ZtgvzGm9TxBFVBGJ5PpJVFVWUFxc7BhlFhMTQ3d3N/39/ahUKjQaDUZDP1FRvqxf+QwnT57EYrHg5ubGv+zaSJ/o4VQ8eXt78+yzz7Js2TLy8vI4fPgw165dY+PGjSQnJ7M4xIOqnmGXZ3mPxR6aNhlRUVEsWbKEvKIKVIkatNt/znVB4PqdDuS+YYTF2222/BEj/8SweFThCZhL8nFrrcXb14/O8HinYkcGLIGR3L92lLq6OhITE+no6CDI3xe9q8FzyNwrK6UqI40FycmEeIzuC0eWsbbUYa0rhu5WfJO2YjQauXXrFunp6Y4Rbd3d3Vy8eJHi4mK8vLzYunUrCxcuHCXOTVbXl1hGVmxlWaaxsZGcnByXtwdb1fbs2bPcvn2byMhIfv7znzvaK8YdT5YxGAy0d3XT0d1LX18Pt3xSnbcciCLNVg2N5y+Qm5PNmjVrHAGMnuDUdj+g8cZtyTP0hMbx+zlsvXE1O0BAJtlXO+q8WlpauHDhAvfu3SMoKIjV2f5ctUz9XpRkGW1zFU1NTTQ1NQGgik/H4jO9yQmyJOE10IG/vz/NFtHp37TJFt5cZXBwcFy/vp3AwEBCQ0OprKycM7E/vakUs2tRUFBQmB6K2FdQUFBQeKpQq9VEx8bRJHo7fe5EXx4nCtabTGjoDWauNfVTZ7DaepbDFkwjhEvg0tXrJMVGERoayu3bt1GpVOj1ery9vXFzc8NkMqFSqdi9ezcajYYDBw4gSRIajYZ33nkHnU6HDufiyU5AQAB79+5lxYoVnD17lq+++oqYmBgSEhIw17ejyV776NQeby9Lth55e+/0yC/k9p9HhqZNRsD8VYihQ6ODBQUBQRc44fgyuyVcnb0W6UYfRrNlWvc2IiaOvLw8EhIS6OjoID09neauh5j9I6bsmxaBeb5uDMbHcfz4ceLi4ojydht1j4cMffz3kVMIgoCvry8nT57k9OnTSJJEbm4uHR0dXL16leLiYjw9PdmyZQsLFy4cZ3vu7u6mqLgEdOkuLUKMrNj29PRgMBiIiYlx6Y7IskxZWRmnTp3CYrHw7LPPsnDhwkkD+8BWffbx8cHHx4eEWBgwS9wq63LpeAgib779c6KCJ55IMJnt/na7kdMPBhBC4hyLP3PZerM4xIOqXtOUz5ERHItXbW1t5OfnU1FRQUBAAHv27CEzMxNRFPHpMHJKPzDuc2HP1RAqruCrsmAODkOFxNDQEFaf4OlX9QWBbJ1AYnwQn1dPPW7Q2cKbKxiNxkkr+2Cr7tsdG3Nh5Z/eVIrZtSgoKChMD0XsKygoKCg8dUTFJdDk4hfqkV8e7UJjbLDeWKEhSRKn7+q5M+Q5KjXcFiDnWko+ssxL+17g+pXLVFZWIooiixcvxtvbm7Nnzzqe9uqrr9La2sp3330HgEaj4V/+5V/w9R0dNOZKz7KdiIgIXnvtNWprazl16hQXLlzAx8eHLSFwrrYNo0+II+XexzqIn58vDwasj+6JfQnEVv2cKDRtLHqDmfPNQ45Fg1E4u1eyjBSTTkflFUh3rTIvAOvXrOLzT/9KaWkpPT09BAcH415WjTkgcsptJWBJiCde27fz3nvvcf78eUeIoP0ee/n74ePjw8DAAL/4xS8YHh7ms88+o6uri3PnznHu3DnUajWLFi1i48aNo8aUDQ8PU1Fhc3M0NDTg5uaGbk0YBs+AKdPdx1ZsGxsbgcfBkFPR1dXFsWPHqKurIz09nW3btuHj4+N0u7FM1wYfGhgwrf3rDWZbxgaMs8fPVetNtLeGJSHu3GwbGt8SIkkgimyN9sJjuI+Dp/MpLS3Fz8+PnTt3OlpfzGYzDQ0N9DY0ENDWS4d3GEJYvGMqgdRSh6qnlXnL11HbZ3kUXinh1tuGdVpC33anraUXyb9fhs+OHWyNTXc6bnC2Nnej0ehwp0xERkYG58+fp6amxjFJYzZM9301mxYFBQWF6aGIfQUFBQWFp4558bHcaHVx1JUs0/JQjyYgzCE0xtpkRwqNB5WlVFdXMzx/iyNMbySuCX0JufU+nx05gSAI6HQ69u3bx6VLl7h+/TqiKJKRkUFdXR01NTVcvHgRsLkWfvnLX44T+jNBEATi4+PRarV4enoiiiIH//JHBEEgIDiEjp5e0jfsoFYTwuDAyHFfgkMUxek0kwqLkU6Dy/oe1xdBxp6nKCKGJzB0+yxhlj66VD5TVuYFINnXjXnxcSQmJnL+/HnANhlAM3ADS0k+6uy1iGOC58aLJX/WrVvHuXPnyMrKIiIiwvHcjo4ODAYDsizT19fH0NCQLQRQEHB3dyc0NJTOzk5u3rxJdXU1mZmZBAQEUF9fT2VlJWazmfj4eHbv3k1aWhqtJmHaFdvGxkZCQkKmrMBarVauXLnCxYsX8fHx4eWXXyYpKWnK40yFqzZ4WZJI9tdOu/r6Q/Rt3243crNtyCYuRzpYZBlBtFXQG6+c5khxMT4+Pmzfvp3MzEyam5vJz8+noaGBBw8eYLVacXd3Jy4ujuwAmahwCd+AANw1Kv7WWUNr2gpqek2jWlPMupBpLQb6W/rYnh6DFLiYTz+t5OjRo2zdaubVzIVOW3dmw+DgIMHBk7ca2K38FRUVcyL2pzOacbYtCgoKCtNDEfsKCgoKCk8fPoEIjS2g9ZyyEixLEkJbA58dOY77sh0QHD3lmDVZkigzgC5lEWZh5gn2MgLmmiL8/PywWCykpaXxySef4OXlhVqtZunSpdTW1uLm5jZK6L/zzjv4+/vP8KjjOX/+PM3Nzbz11luEhoaSl5fHtWvX6GhtISZnCbUa29ixcV/AH4ntiaqsE7VB2NrxZzZjHGxCKSA0jCXBHpzsdpKOj+wQxRs2bODPf/4zYBP7giAgNZRj7u9k3obdNA6LU452W758OWVlZRw5coSf/exnDsu73QkxPDzM3//+d9rb2wFYt24dy5Ytw83NDVmWKSkp4dq1a1y6dAmwhRUmJCSwbt26UYsH0W62RYbpVGwbGxsnTN+309DQwNGjR+nq6mL58uWsXbt2TizXNhv8MFMl0QuCwILg6VnJf4i+7ZHOgbHHsQvw4l4JdVsvixYtws3NjdLSUk6cOIEkSXh4eBAXF8fmzZuJi4sjJCRknHDXG8y0BSU9ujsTT4xwHjIJnoOdWIrPEbn4HQTvGH72s5/x4YcfcurUKTZaLOxZtWpauSLTwZmNH2xW/itXrmCxWKYMiHQVV9or5qJFQUFBYXooYl9BQUFB4anCbsVH6+E8SEwQMNXcRuvphRzswqxzUUQIS6B/ymdNjr3/PUvVR2FXC32iiKenJ7du3WLFihVoNBouXLhAWloaV65ccWyn0Wj4xS9+MadCv7a2litXrrBp0yYiIyMZHh6mqqoKgNTUVOq0gQiPKviTISBz4X4nuUInAwMD1Fncue8eDjwO25NhxsF/dmRZYkF2FhmRQRzNPzxhZd7eJx3WVUtU7jLA1q4QFBREZ2cnarUaSbLJaLmrhYXqHvz096lt1POLn/5kQrEkiiI7duzgo48+4vr166xYsYLm5mbKy8uJi4ujoaGBtrY2NBoN2dm2ILqhoSEKCwspLi5Gr9ej1WqZP38+/v7+NDU1UV1dTU1NDYmJiWRnZ5OSkoKbmxu5QR4Eu6udVmzNkkyvYZCOrm5Wr1497pwHBwc5c+YMd+7cISoqirfffpvQ0NBxz5sJbW1tXD1/HrNRhSZ77bixfLbEeNvn6uuaPpdD9SRJol7/EBnXhNxM+7ZdcQ4Isow5IoWCgpN4enoSGxvL1q1biYuLIzjYeb+9K8dwNrRPBhYFunG6o4P29nZCQkIIDQ3ll7/8JR988AHnzp3DbDazfv36Oa9yy7I8ZUCfnfT0dIeVPzU1ddbHjfbWOBa8BNvcAcfv5rJFQUFBYXooYl9BQUFB4alhVM/vFBV6e3/o5igv9NGhFN/tRTuNHv/pIMuSo5dX29uC0FiGFGDrh5UkiYiICLZu3Yqfnx+/+93vSE1N5dChQ47t1Wo1v/jFLwgImF7/81QYDAYOHTpEYmIiK1asYGBggM8//5zu7m78/f15ft+L/Ka40+m1ygjoTSK1xw6h8g9FvWL3I2E/hwJEkpBa6shdn42bmxve3XqGbhzBN3c1vVp/h3CSWuuR6kpo6m1D3rjUIcp8fHzo6OigsLAQg8E24k4QBAwGA57uWsyGvikFU2RkJEuWLOHChQtER0dz4MABAFpbW1myZAk3btzAbDYTHh7OgQMHuHv3LlarlcTERF544QVSUlJGVdQHBwepqKigpKSEgwcPotFoSEtLIysri4SEBPYk6Cas2I51TLhtf5tKrUiAwUyUt8bhJLAHBW7fvp2FCxfOqHViLF1dXeTn51NSUoKfnx+71q/HL15HYfvw4wkFj7Afz1moXm9vLzU1NdTW1lJfX8+QyYx2+9tTfm4dx2D6fduuOgd41DaSlpmFp9aWtdDa2kpLSwuy/Ci1QpbH/VuWZawI1CescWmRUZZl2wSKEYtpI0Vttr8/+VotZWVlbNiwAbAFbL7zzju8//77XLx4EZPJ5MiTmCvMZjNWq9VpZT8oKIiQkBAqKirmROwDjgWv/PudNJpEBEGc8xYFBQWF6aGIfQUFBQWFpwZXqmogo5YsBOiLyD9/l/7+fhBVj0W5K7g8ws029z3WS2R5mDeafhMfXqqmqMFm6Q4MDGT//v0AlJeX09vbiyAI9PX1AU9G6Muy7FhM2L17N729vfztb3/DZDKh0+lITEycVjq2IIi8+x+/5kKbmdpes5N7P4PzFQQ82urw9LRV6wMDA+ns7MSt4hK/fuNNhyg+Un+R6oEuhiwWTp8+7RBB/f39BAUFcfHiRQYHBwHw8PCgv78frVbL8PCw03NYvHgxRUVF/OUvfwFsAWXPPfccfX19FBQUIEkSR48eJTg4mHXr1pGdnT1pAJ6npyeLFi1i0aJFdHd3U1paSklJCSUlJXh5eZGZmUlOTg5hYWEO4TxRcKQgiDQMQn11Lyv9oS7/GPfv3ycrK4stW7ZMGbDmKv39/eTn51NUVISnpyfPPvssCxYsQKVSARDjo6W+z8TXtX32kxq1/cisC381mNsfUFtbS21tLR0dHQiCQFRUFMuWLSMxMZELPRIPhnE6u34mfdvTeU8jCHT29NFtGXbkcozM55jsZ0mtdf3vgj2scsTfkrGiNi0tjfLyctavX+84lk6n49133+WPf/wj169fx2w2s2PHDsd+Z2vtNxqNAE4r+2Cr7l+9enXOrPxgmyyy1N1AzaGvePuddwny91V69BUU/oEoYl9BQUFB4anA5codAmZBhXqgh+zsbCIiIggPDyevW6Sm1zRlIvrjXQiuB20JAvoBiYbaXoTKW46Hly5dyo0bNzCazEiCiouXr6BSqTCbzUiP7P4///nPCQyceHTZTLly5Qp1dXW89tprDA4O8tlnn6FWq3nppZf48MMPiY6OnnY6toe7OzW9gzPOMADG3U+7Ld9Skk96gJfj8aCgINrb22lqakKQrHhpbF9FFi5cSGlpKQDXr18nNTWVqKgourq6WLt2LRcuXHDsw9PTE4PBgE6nw2QyIUnShCPoDAYDly9fprCwcJRTIDo6mk8//dQxOx1g//79JCUlTauS7u/vz5o1a1i9ejXNzc2UlJRQVlbGjRs3CAoKIisri+DkLE432wISJwuOvNwl4y5rePXVV0lMTHT5+JMxODjIlStXuHnzJhqNhg0bNrBkyZIJe/6LOoacL7DJEl9cLcFccBJfX18SExNZv349CQkJuLu7A1BZWUnDxauolu2c8txm0rfd2dlJQeFtCMpx2Tnw0zd/PG2RaZZklxwxow8m2Np7Jgi8zMjI4M6dO7S2thIWFuZ43NPTk3fffZf333+fwsJCTCYTi7c85/LI0KkYuSDmjPT0dC5cuEBtbS0pKSkuH8MZJpMJJCt+ntMPeVRQUJhbFLGvoKCgoPBUML3KnYjK3QOLxUJPjy0pPt7Tj2q0Lh9vOqLOJoQEpNQVBEomW4WzawAhdzO/Le8BBOTFu9G06xmsugUDA2zZsoWgoCCXj+EKDx484Pz586xcuRKNRsPHH3+Mr68vr7zyCs3NzYBtlJur6djIEnGeIrI887BCW4CfjNzbjuAb7Kh2Si11qB/cRWppIGnJPsfzg4KCGBwcRJIkWlpaiIqKAiAmJobg4GCHVf/AgQPs3bsXSZKIjIxErVZjNpsBm5AxGAxotbbX22QyOUQn2ET+lStXuHXrFiqViuXLl2O1Wrl69Sr9/f2cOnWKpKQkEhISaGtrY2hoiJaWFpKTk2d2DwSBiIgIIiIi2LJlC3V1dZSUlHD58mXkfi2q8HinbSkxq58lMdFvRse3Mzw8zPXr17l27RqyLLNixQqWL18+6t6MxOUFNkFEDEvg57/8F0KDA8d9dq5fv86pU6fIyMggLtKTs03jHTr2vIutMd4uiVeLxUJlZSWFhYU0NDTg4eGB7+o4+tz9pjXicDq4/LkZgzBJ4GV8fDweHh6UlZWNEvsAWq2Wd955hw8++IDyfomqqh5EQZhyZKgrTKeyHxwcTHBwMBUVFXMv9mHUyEoFBYV/DIrYV1BQUFB4KphONRpZxjpkpLalid7eXocIFGMzUGevBVl2OT1+OiPlBFkmdOlGvIZ6KTZ7I8qPo7oEQUQKikYTHIOlJJ+cnByX9ukqQ0NDHDhwgIiICGJiYvjb3/5GeHg4+/fvx93dnZs3b+Lt7Y2fnx/gWjo2CFSfPcT5uiiE8MUzEvwOcTLYz6pQd84d/jvZ6WmUFN12zCQfOQYsMDAQSZJQqVTo9XqH2BcEgUWLFnHy5ElEUUQQBE6cOAHYKrtmsxlBpUZWa9B6etHf3+cQ+8PDw7i7uzMwMOAQ+YIgkJ2djSiKFBYWMjg4iEajwWq1kpaWxo4dO/jNb37DypUr6enpoaioiNWrV8+6R14URebNm8e8efMYGBrm95V9OM1AEARq+iwzSqgHmzAuKCjg8uXLDA8Ps3jxYlatWoWXl9eU203XGu/jHzDq/kiSxKlTp7h58yYrVqxg06ZNCIJAmJfbuKDCIAZpunIKP/8tEBQ/6WHs+QzFxcUYjUbi4uJ4/vnnSUtLo3lInvaIw+ni2udmYsaOFVSpVKSmplJRUcHGjRvHvbc0Gg3PvfZTvqjpA0GYcmTo2KkZkzGdyj7YqvvXr1+fUyu/yWRCFEVHu4iCgsI/DkXsKygoKCg8FUxrVrOflj2vvAzYxPrQ0BB9fX3cunWLwisHCchdi8Ez0KX+W2FM3+2UiCK1BgnweZRjN3ob+wKDJnstnVY1Uc736BKyLHPkyBGMRiNLly7l66+/Zt68eezdu9dhzdbr9URHRzsExch07MnGwW2K9GA4N53Lly8jCUEIoXFOR4oFu6toG7KOXpgRBFRh8VwetlWAO1pbHOcNjJpCYHc7BAQEoNfrWb58ueN32dnZnDlzBovFwvLlyzl37hxqtZqC6kb81u3F6BNia6uQZYSORvpUNkHT09PDzZs3KSgosF17dDQGg4Hbt2/j6elJREQENTU1vPbaa7S1tXH06FG8vLywWq0sWLCA7u5u7ty5Q319PQkJCTN4hSZBpcHVsMOZJNRbrVbu3LnDxYsX6e/vJzc3lzVr1uDr6+vS9tNt9xgZqmc2mzl48CD37t1j+/btLFq0yPG7KG+bnX1k/7laCOSvpVoOHz7ML3/5y1FVX7PZ7KjiNzY24unpyfz581mwYMEod0y09/RHHE6XqT43zpCAez3D/O3zL3BTq9BoNBiNRrq7uzl8+DD+/v5oNJpR/7tl8UMQNFO+BmMXEabCaDQiiqJjIcwZ6enp5OfnU1dXN2Nny1jMZrNS1VdQeEpQxL6CgoKCwlPDTGY1C4LgqGKVl5eTk5LCrlWp9A5b+WNFt2sHnm4118lIO3D9y7kr3L59m4qKCubPn8+pU6fIycnhueeec1TOrFYrDx8+ZP369aO2c2kcXOhKFixYwMnrRdzFyUgxWaZtyNZ/Pk6cPLof6uy1dNw4AtjCyERRHFUx1Ol0aDQavLy80Ov1o5wV7u7uZGVlcefOHQaMQwRGRNGt9acvbTU2Dfzo7AQBKTCa0z0CYmwGn332mWPf3d3d3L9/n5SUFDZs2EB8fDx/+tOfSE5OJjo6mqioKIqLi7l16xYpKSn4+Pjg7e1NYGAgRUVFcyr2ZyOmp0KWZcrLyzl//jxdXV1kZmaybt26aedDTGuBbYQ1fmBggC+//JK2tjZeeumlSUWiRhwdMrdr1y7++Mc/cubMGbZv3057e7ujij80NER8fDwvvPACqampk1aZXR1xOBsmOobLCAJqD0+sQ4MYjUabI0UQqKysdLSimM1m20KYqMJt+9tO3SQSUNVrcsn5MTg4iIeHh8sOlZCQEIKCgqioqJgzsW8ymRSxr6DwlKCIfQUFBQWFpwZXqtEjK3cjK4f5+flYrVY2btwIgKdGnFZbAOCS6JddaREQBJe/nE/EyOvq7mjn5MmThIWFcefOHZYtW8aWLVtGfZlvbW3FYrEQHR09bl8TVVnHnpOHhwd71q/gqr6Li+3Wcddou/cyGLrAy3/qhQ5ZRopJhzY9Xl5e43qHBUEgMDAQURQxGAz09vY6Wg8AorMXU6oKpSgwHoLmo360GDD2dRRGLC5YDd1YO5twd3dn27ZtZGZmOo5bWFhIV1cX+/btcxw/NzcXvV7vcEXYHzt//jxGo9FlC7QzXBXTsiQRKBkQJD8QJ/9qJssy1dXV5OXl0draSnJyMvv27RvXDz4dbAtsw0y1zCMhOxbYOjo6+Pzzz7FYLLzxxhtERES4fCx/f382bNjAqVOnaGhooL29HU9PTxYsWMCCBQtcXqxw5T09W0YeY9As8X5Ft8uLNnt37xp1PkePHqWmpoZ/+7d/c4zts1qt9BhNfFgz6NL5uOr8mMn7Nz09nZs3b2K1WufEeq+IfQWFpwdF7CsoKCgoPFW4UrkbO7NcAKxSAPPXPh5ZZhdazgLI7MFhLgn9R6nbrjATW/ZE16XqbEIVFEFLSyMbN25k5cqV46p2er0elUpFeHj4pPseW2WdiBXRAcT4m7mk76HBKDvC9iI0FlbFBfJ1zXjRPRbh0ZxzQaWmt7cXtVrNtWvXEEXR0YsviiLd3TbXxdWrV4mNjUUQBBokT4rNXqjCHgfaOa1QyjI+WSt4OT1kVDYA2OzE+fn5ZGZmjhLEVVVVeHp6UlpaysqVKwkJCSEnJ4e8vDxKS0tZsmSJk6t0HVfcKoIg0HL9LO9dG2Lz5s2kpqaOu+779+9z7tw5Hjx4QGxsLG+99daEizvTJUwLmuoCzPMWA/KoIEERkGQZ9/rbRORspqGhga+//hpvb29+/OMfj1qkcUZbWxuFhYWUlJQA0N3dze7du8nMzJyxwHTlPT1bNKKAr1Y1IweEnYyMDAoLC3n48CFRUVEIgoBarcbXS4WAa1MwXHV+GI1Gl8L5RpKens7Fixepq6sjKSlpWttOhCL2FRSeHhSxr6CgoKDw1DFV5W6imeUyIIbGUSKKhHcYHcnVuf5qqnqGpxby0xzDJ8sSgovjv1y1ZcPk12X2j4DFkeTIXaxaOHFitl6vJyIiYk4CtqK8NexPC8YsydQ2NHL5fB61+kaklHTklPXOd4AtrFDQejI42IfJZKK1tRVJkpAkyZbcLz+WNwUFBRQUFCAEhKNZucf2OkxDwAmiiNEnBL/A8ZMPCgoKMBgMo9ob+vr6uHfvHlu3bqWgoICjR4/y5ptv4u3tTXJyMrdv32bx4sWzDuqzM2UPuGwLyJvvNsCil/Zw6tQpvvnmG+Li4ti2bRuhoaE0NTWRl5dHbW0t4eHhvPrqqyQkJMzZ+Z07d46h6iJ2r1rC2eo2Ry6CfYEtQTXId0euc1QzTElJCdHR0fzoRz+aNOF/JGazmfLycgoLC3nw4AFeXl4sXLiQefPm8eWXX9LY2DjnQZZPipm0GNmJjY3Fy8uL8vJyRyAlzLyNYirsNv7pEBISQmBgIBUVFXMi9pWefQWFpwdF7CsoKCgoPLWMrdzpDWZOPxgAJgjOGjP+KtJLTcGZo0jDGsSMVYytWtrnwAMuVetlWcZSegkxKBIxLH7KbWRJQjfcjXnIE40LVbaprst+nLtCIA8M5gl7kvV6PZmZmU6PMx00okBqfCwpcW9w9+5dzp6/4PJCB4Bm46tYm+vYNC+UpSlxo35XVlbGgQMHSEtLo6urizfffJPDjYPUGawzGwEoCONcFMPDw1y+fJnc3FwCAgIcj9+6dQuNRsP8+fMJDQ3lr3/9K4WFhSxatIjc3Fy+/PJLmpubp2VPd8ZEbhVZlgjBiFpfSXHlHZb9/Oe88sorVFdXc/r0af70pz/h6+tLT08PQUFBvPjiixNW/GdDQ0MDN27cYMuWLWREBJH/3TcE+gdQ29DIv//LO/j6eCPLPtwID6eoqIiMjAz27NnjtBLf2trqqOIPDw+TmJjIvn37SElJcWy7efNmjh07RlpaGvPmzZuza3pSjFy0Gdse5CwcUBRF0tPTqaioGNeCM5tFhIkwGo3jHC7OEASB9PR0CgoK2LFjx6yt/CaTydEio6Cg8I/Ftf9iKygoKCgoPAUUtBmd/odLAM7VtvHXv/6VyspKrPfLMF05iLW5Dlm2SWlZlqDtPprS866P3RMEpOYarHXFzrcRBDoKL/Db3/6Wq1evYrFYZn1d9kTusfT29tLX1zcnlu6JEASBtLQ0/uUXPycEoy2c0LUNEcPiOT/oTVHH6PO2J6z7+vrS2tpK3oV8avstMxP6ALI8zkVx7do1zGYza9eudTxmtVq5ffs2OTk5aLVa4uLiyM3N5ezZs/T39zNv3jy8vb0pKiqa6ZlMSpS3hj0JOn6dE8ivMgMIKT6OT80NfrR1HZ6ennz77bdYrVaCg4OJiIhAlmV6enpQq9Xk5uaSnJw8p0LfbDZz+PBhoqOjWbp0KbIs09XVRZC/HwwbGRocQJIkjh07RnNzM6Io4uvrO6kQNJlMFBUV8eGHH/L+++9TWVnJ4sWL+dd//VdeffVV0tPTR227cOFCEhISOHLkCENDQ3N2XU+S3CAPXk3yJUpjcfwtQZZJ8nXj1SRfh6NoIjIyMujr60Ov14963L6IAOO/lNt/ns6EgcHBwWnb+O3nNzQ0RH19/bS3HYti41dQeHpQKvsKCgoKCv8UmCXZaf892CpuTVYNJv0DwDYLnK4WLF0tIKoQ3dzx8/Ei0M8XD38f7rk4dk+WJTCbSA31IzHKizMPB0GWxrkFBEFgVYBAtZcGfZeJM2fOUFBQwKZNm0hPTx8n2Fy9rskSue3iYaQ9+EkgiiJbkiOczjkfiTDCbSHLkOWnRq/XU1tbC8CNGzcAKK6ohHULZnResiThO9yDRnxczRwYGODatWssXrwYnU7neLyyspKBgYFRY+I2b95MVVUVJ06c4MUXX2T+/PkUFBSwZcuWJ1KdtLtVEuPjuHHjBm5ubuzbt48PP/yQDz74gM7OTjw8PHjmmWdISUnh0qVLnD17ltu3b7N169Y5sVmDzb7f19fH/v37EUWRvr4+rFYrISEhgG2c4blz56itrWXnzp309vZy+fJlFi1aNGqUYktLi6OKbzKZmDdvHi+++CLJyclTVogFQWDnzp289957nDp1il27ds3JdT1porw1ZFpbqTl2BDRuxISHsefHrzvdLiYmBh8fH8rLy4mJiRn1u7mcMDDTgMmQkBACAgIoLy+ftdPCZDJNK89BQUHhyaGIfQUFBQWFfwpMVtnlyq8giPgFhdDT1kxiYiLNzc2YTCbWrVvHsmXLUKlUtLa2cvv2behuQfYPm7JqKksSUksdWo2aqKgo0rwhNMmXg7erGfAOslnbZRlV5wOG793iDsNs3ryZnp4ezp49i8Fg4O9//zvR0dFs2bJllDCfznVNFPqn1+vx9/d3BBM+SUZamccudEyJLHNab+DEiUtY6kvx9PS0BZT5+tLZ2cmwoR+3abQIjEIQ0DTdAx6PDbt8+TIAq1atGvXUgoIC4uLiHIIWbJMItm3bxoEDB7h37x65ublcvnyZyspKsrOzp38+LpKYmEh+fj719fWOamp7ezsZGRns3LnTURndsWMHixcv5uTJk3zxxRfMmzePLVu2TNuqPZLGxkZu3LjB5s2bHS6Lrq4uAEfI44kTJzAajbz88sskJiZiMpm4ffs2586dY+fOnZSVlVFYWEhTUxM+Pj4sXbqUBQsWTEvk+fr6snXrVo4cOUJ6evqcLWQ8abq7u/HycGdwcBDzsGuuBLtVvry8nK1btyKOaQOaiwkDkiQxNDQ0o8q+/fwKCwtnncqvVPYVFJ4eFBu/goKCgsI/BfaZ5S4hywz29eDt7U1tbS3R0dG8++675OTkUFBQwH//93/z/vvvc6ttANnfhbFlgkCsbLN5nzt3jt/85jfcPH0EddkFLCc+ZEFfJabjH7AhQOLtF3fh5+fH119/zb1799i3b59DQHV2dvLRRx/x97//nZ6enmlf10Shf3q9/olZ+CciN8iD/Yk+0NbweGShMx5NO1BlrmbBxmcIDQ3FYrHQ2dmJp6cnfjofhPZG11sEeJS5IMsIlVfprCl3hP719vZSUFDAihUrRome1tZWGhsbR1X17WRkZJCUlMTx48fx8vIiLi7uiVj5RxIcHIxarebLL7/k5s2brFixgvT0dKqqqujr6xv13NDQUF5//XVefPFFOjs7+eMf/+gQ49PFbDbz/fffExUVxbJlyxyP28W+/T4ODQ3x1ltvkZiYCICbmxsLFy6kvLyc//zP/+TIkSN4eXnx0ksv8e///u9s2LBhRtXc3Nxc5s2bx5EjR2Z0Pf8Ienp60Ol0yLI87rWaioyMDAwGwzgr/0g0ooCXRpzRlAH7/ZuJ2Lefn9Fo5P79+zPa3o7Ss6+g8PSgiH0FBQUFhX8K7MnVTr8CyzIMD2L29EUQBPbu3UtWVhZHjhzh//yf/8OpU6fo7OxEExKFJmstgiBMXtV/lBw/z9TKqzs2s3fvXn7961+zYcMGHj58SHt7O5IkUVNdgyzLJCQkEBoayquvvsr+/fsxGAx89dVXBAYGsmbNGoaGhvDy8qKuro7//u//5syZM1hNwyT5urnUs588JpHbZDLR0tLyg4p9AKmzieEbx9kTbJ7WdrIsU9JrS+SPj4/H19cXnU5HT08PIYNtjpDFqba3/b+E0N6I5ep3hJq6GB4epqKiAoD8/Hy0Wu0oIQu2qr63tzepqanj9isIAs8++yxGo5G8vDxyc3O5f/++QwDPJRaLhevXr/P73/8ei8WCp6cn//qv/8rGjRvZtWsXvr6+fPvtt5jNo++tPTvhnXfeYcOGDdy5c4ff//73FBQU2FpVXCQvL4++vj527do1qrrc1dWFl5cXn376KSqViszMTEJDQxkeHqawsJAPPviACxcuIIoiHh4e/Nu//Rsvv/wyKSkp46rU00EQBJ577jlMJhOnTp2a8X5+SLq7ux1W+YGBAQwGg0vbRUVFodPpKCsreyLnNTg4CDAjGz/YFpXsVn6zJDNgljBL00/SUCr7CgpPD4qNX0FBQUHhnwZfN9G55V0QkN08cFv5PP5dtXz//feYzWaHoA8ICGBgYABrTCY4umMnRgb8GWLfssdJ915eXqxYsYKozIV8drkYISyOPkHETZb4oqKNZWEDLEyMIjk5mcTERAoLC7lw4QIWi4VFixah1+tpbm4mOjqamzdvcufOHXLWbUFSR055WRMlcjc1NSHL8g8u9u/evYtOpyM+Igyho8v19gpRRB0xj5efWcq506eor69nYMA2heC5VYu52dRLiVWHIMujhL897VyovMaw/i6YTaSlJFPZ2US/5I9Wq+X8+fOEhIRw584dtmzZglardViisZgoKSlhxYoVk9qT/fz8WL9+PadPn+aNN95Aq9VSVFTExo0bZ3ezHiFJEsXFxVy4cIH+/n5ycnLw9/fnwoULjiqovX//z3/+M8ePH5+wj12tVrNq1SpycnLIy8vj+PHj3Lp1i61bt5KQkDDlOTQ2NnL9+vVR9n079tciMTGRwcFB+vr6OHLkCKWlpVgsFpKSkli3bh0ajYZPP/0UvV4/Z33ZOp2Obdu28f3335OWlkZKysQjJp8Wuru7CQt77AjS6/WkpaU53c5ulS8tLeWZZ56Z1SLJRMy2si8IAlFZi6gY0lBZ3DkqO2DJNLIDlNF7CgpPD0plX0FBQUHhnwK9wUxBu4v9saIIgkBLQCIWn0A8PT2JjIxEo9HQ29tLemYW6ohEpz3ngiDQK3iMq27dbjfyRW0/Qmico89cEEQMHgGc6XPnvw6c4vr165hMJpYsWcKvfvUrFi1axK1btxgYGCA9PZ2HDx+i0+mIiori2vHv0NbeAuRpJXLr9Xq0Wu2s+reniyzL3Lt3j+TkZNxUomtui5HbA199e8ARzvfCCy8AtjFwd89+h/nKQXyGuhxp53ax8WqSL7/YvgaGjSBZaW5uBqC7tw+0HnR29/Ddd9/h4+NDWNp8Dtb18ZviTn5f1sXvK/th/kbC0+ZPeW5Lly4lPDycEydOkJGRwZ07d6ZVNZ/wemWZ8vJy3nvvPUf6/TvvvMOuXbvIyspCluVRCeghISFs376dO3fuTNlK4OPjw65du/jZz36GVqvlb3/7G1999dWkbgSz2cx3R44SEZfIwiVLR51ffn4+TU1NBAQEkJycTFdXF9XV1dTU1LBy5Ur+/d//nf3795OcnEx8fDypqamcPXt2nPtgNuTk5JCUlMTRo0efaju/2Wymv78fsGUO+Pr6TmnLH0tmZiYDAwM0NDTM+bnNtrJ/u93IPd95yMExjgU8GajpNfFZde+4qRoTIUkSFotFEfsKCk8JSmVfQUFBQeGfAvt4uulILwEZXdZK+i8dor29naVLl7J06VIErScVZa5ZtMeG4ukNZk4/sFWjhbGVOVFEAIYTFnL26necPXuWjIwMFi5cyObNm1m0aBFnz56loqKCkJAQrFYr1dXV5Obm0t3dSsPlg+iyVjDsG4aM4DSRW6/XExUVNecVwqlobW2lt7fXYYdfHOJBVc+wSxMNwGbBr6u66/j5u+++Q61Wc+7cOYaGhtBqzQTq72Dp6OQnb/8CrXpk/7IfQUFBdHR00Ct6oF60DFV4AggCWlmmrbmO+LAgvqozIDJiFvqjMYCHmixsVRknHZEmiiLPPfccf/7zn4mJicFgMFBTU0NycvKEz5/6OmVqamrIy8ujpaWFefPm8cILLzjyGwD8/f3x9/entrZ2VHvB/PnzaWxs5Pjx40RERBAaGjrpcSIiInjzzTcpLy/nzJkz/OEPf2DZsmWsWbMGrVYL2N6zR0vvM7B8L4OCyH+VdpPk68bCIC1FeScoLraNk+zu7ubkyZPodDo8PT159913J3xvbdq0iffee4/r16+zevXqad+bibDb+d977z1OnDjB888/Pyf7nWvsWRtms5mAgAC8vLymJfYjIiLw8/OjrKyM+Pj4OT03+yLJTMT+479rAsKYvAD739xT+gGC3dVTVvhNJhOAIvYVFJ4SFLGvoKCgoPDU4+p4unEIIkO6ENZu2MjSRQsd4scsyQjg0v7GhuK5suggCgIpW18goq3SMZYsODiYBQsW8Nxzz7F06VJOnTpFW1sbwcHB3Llzh+DgYLYszuXWrXx6u3vInL+A9atXEuCnm/AYsizz4MEDlixZ4urdmBPu3r3rmFEP4CcPYSm9iCprja3C72SqgVtPM6/8+HUEQeDTTz8lMjKS7u5uuru7ARgeHubevXsA/PY//3/4+/sTEBDgEMaSJKHLWMpQwkJbPoP9eI8EfeOjn8e9PsLjMYBTCZbw8HCWLVtGQUEBgYGBFBUVTVvsNzQ0kJeXR2NjIzExMbzxxhvExsZO+NzExETq6urGPf7MM8/Q1NTEt99+66jeT4YgCGRmZpKSksLVq1e5cuUKxcXFbNiwATkqlTMPB5DdfB0uFBmo7jVR1TOMucdie0yWyczMZPPmzRQWFnL79u1JF5ECAwNZsmQJly9fJjc3d84mQfj4+LBt2za+++470tLSXLLG/9DY36eDg4NERUURGhpKRUUFFosFtdr512q7lb+oqIjt27fP6ULd4OAgWq12Rkn6Lv1de/S8qcS+3e2hiH0FhacDxcavoKCgoPDUc79vBkLfjiCycMmyUWLJMjyER3+bLdF9CsaG4tkXHZy5CySgziCxZPkKfvWrX/Haa68RHBzMmTNn+M1vfuOYmb5r1y6GhoYQBAGDwcDp06fJyMhg25bN1N0t5/33/sD58+cd1bKRdHR0YDQax83sftLcu3ePefPmoVKpkGWZAwcOYL1fhqUk3+m2giCwLS2SmJgYoqOjCQkJQafT4ePjA4BGo+HXv/41Xl5epKamsmHDBuLi4rBarVRVVXHq1Cm60TKUsNAWrDhGKNnbN6bCLlimYt26dXh5eTmu12AwuBRY1tzczOeff84nn3yCyWTi5ZdfnlLog03sd3V1OUSkHY1Gw759++jv7+fIkSOOcMKp0Gg0rF27lnfffZeEhASOXrnFGUe1dvS9ksE2tjB7Lcu22bIBVq5ciU6nw9vbm4GBgSmPuWbNGlQqFXl5eU7PazpkZ2eTkpLCsWPHHLb0p4nu7m5UKhW9vb0EBAQQHR2NJEk0NTW5vI/MzEyMRuOo9o25wGg0zqiqP52/a1W9pik/A0plX0Hh6UKp7CsoKCgoPNXcbjc6bPMzYWxlXq/Xc+DAAQa1PghLd0657dhQPJNVdnnRQQZq6htIjI4gISGBhIQEDAYDd+7c4fbt245q/9KlSxkcHKSgoACVSsXFixcJCwvjpZde4u7du1y5coXbt2+zYcMGcnJyHJVAvV6PIAhERk4d7DeX9Pb20tLSwooVKzBLMkUlZTToH6BWq7E0lGMG1Nlrx1f4JQkEAXNJPt+frMLjpZdISEggKCiIpqYm2traAEhISECr1TIwMEBqaio5OTmjji9JEv91oQyTk2DFqRgpWCYbb+bm5sb27dv54osvEAPD+bKynS710KSBZR0dHZw/f56KigoCAwPZu3cv6enpk095GEFcXByCIFBXV8fChQtH/S4wMJCdO3fy97//ndjYWBYvXuzSNep0Op5//nmM5a3oh+QpF0BEQaDJLRCwhVeCLYRSlmWMRuOkYW8eHh6sXbuWkydPsmTJklGBdbNBEAR27NjBe++9x/Hjx9m7d++c7Heu6O7uxtfXl66uLgICAggNDUWj0aDX611eeAsLC8Pf35/y8nLHaMO5YHBwcEbhfNP9uzayrWncvh6JfWX0noLC04Ei9hUUFBQUnlpG9sfPBBGbMNOIArIsc+XKFfLy8ggODmagqwW/h6X0RWbZ7OATpL+PDcVzUwku2/+RJb754jMEWSI8PJyYmBhiYmKYP38+K1eupL6+nsLCQvLy8hBFkaSkJCwWC9XV1bS3t/PJJ5+wfv16fvnLX3L+/HkOHz7MjRs32LJlC9Fx8dQ/bCE4NGxKe/dcc+/ePVSBEdz1iOJ4cScy4bhtfxt110Pku7eIFgZoLjiKX85qetx8bSJTlknys+UO3G5UU9xg5m9/+xubNm0iICCA0tJSvL29MRgM6HQ6Ojo6AMalxQNYETD5hbucDzAZzgQLQFJSElHLN9MWlETniAq3PbCsqtfE6kCRjqJLFBcXo9Pp2Llz56gFGVdwd3cnKiqK2tracWIfbLPPGxsbOXXqFJGRkQSHhWOyyriphCnP32SV0A+L4GReuwS0yu54+ugc1Vi7Ld9gMEwpHhctWkRBQQGnT5/mtddec2lxwxW8vb155plnOHjwIOnp6aSnp8/JfueC7u5uPD09HWJfFEWioqKm1bcvCAIZGRncunWL7du3z8h2PxEzrexP5+/a2MXTsSiVfQWFpwtF7CsoKCgoPLXMJJRvJPbKvMFg4NChQ9TV1bFo0SIqKirw9/env6IAn74uQpZsoM4gjarcThSKpxEFknzdqHFieRWBeX5aVv38bRobG9Hr9dy9e5fr168DtgpqTEwMiYmJLFmyhMbGRm7fvk1PTw/+/v6ATVScO3eO0tJS9u3bx7Jlyzh6uYAvK9tR9fhA1BKIXMzBur5pjcWaDYXtRtQrdlPfb3UIA0EQsfhHoloRRVKwiubPP6D9zJf4+PmzbcdzJMbGOERp9K5djnFzZ8+eJSAgwGEV9/b2pqOjY0qxb7JOXaV2FWeCBWwLTe3ByRPmENhf+4sdVtRtvWzdupWFCxe61LM9EQkJCdy4cQNJkiZcKNi8eTP1PUY+K29BbnWbciSa0WikuLiYgpIyWLzbtRMQBPyDQhw/2lsY7GMRJ0OlUrF582a++uorqqurZxRkOBmZmZlUVlZy7NgxYmNjHef0j6a7u9vRdmL/rEZFRVFYWIgsyy4veGRkZHD58mXq6upISkqak3MzGo3odBNnfEzFdP6uJY1oa5oIRewrKDxdKGJfQUFBQeGpZMahfIyuzA+3NvL+oUMA7Nu3j3PnzqFSqejp6SE8PJz9L+zA3d3dMZPdWcV0cYgHVb3je+hHIgFLQjwJ8fYlJCSERYsWAdDX10djY6NjAaC4uBhZlvH09CQ6OpqEhAS6urpobGxEpVIhiiJtbW384Q9/IGXzHnpSVqNGRrZb2AXBFrTWa2JrtNekKfNzQW3XAD3hNmv6WEFg7we/2G7F5OVPiEbmzTffHOc6EASBtWvX4uvry+HDhx1j4gwGA4sWLaKkrJzgyC68ff0mdCy4qYTRoXwzJMpLPeVrDK4tNAlAwvqdLJ3nN6vzSUxMdIy/i4qKGvf7km4zfalrbO0QjxjpMNgS5UXgYBu3b9+mvLwcWZbxCwxCliVHKN+UyDIBvj6OH729vUFU0dk/SNQU7Q6AYxzfmTNnSExMnLMqtSAIPPvss7z33nscO3aMffv2zZlzYKbIskx3d7cj18AuaGNiYrh06RJdXV0EBga6tK/Q0FACAwMpLy+fM7E/ODg45eSGqXD179rItqaJUMS+gsLThSL2FRQUFBSeSqbTRzoSe8VzQZCW6puXOHzlComJiWzfvp2DBw8yMDCA2WwmISGBF1980dFbqhGnFvl2or01bI324lSjAZAdKe8wuf3fjk6nIzMzk8zMTMCWPP/gwQPHAkBdXR1msxmVSoWPj49jlJYQEE69e/gjq+3oc7TfI1fGYs2Giw1dIGunFtqyjHvKImKtbVO2F9hHy9nnyAsB4TSFpMPmxRQLIqzJGOdYsFgsXL1yBWnAHSE0fvzYwznE5YUmQaCm3zJl/78rREZGotVqqa2tHSf2R7WyjLlmu/Q/rTdgunISf0ysX7+e4OBgvvzySyKsA3SrfZxWa6W2BgL9fB3Hu9k2hNv2tzlrFTlX3Dmhg8COIAhs2bKFP/3pTxQWFs7pdAhvb2+2b9/O3//+d8rLyx2fm38UBoMBi8WCxWJx5BsAjtdMr9e7LPbtVv4bN264nOTvjJna+GHE3zX9wLhFLmd/10aiiH0FhacLRewrKCgoKDyVTLeP9FdZAciybTtDbw8Hv/2MpqYmNm3axLJly/j2229pbm5GkiTS09PZs2fPjKuQuUEenPz2S4IXr6dT5ePU/j8ZWq2WxMRER0iX1WqlpaXFUflvaGgAQJWQ47yiLUmcrW7hx/Oj5rQCapZkBs0SrbL7uPnb4xBFpKAYTA9bpnyawWCgvLychIQE7kseqLPW0iHLj6vQguCoWm+N9iJgoI2jR4/S1dWFf3wqhrCEWV2T3mDmuyNHUSEjiiKiKCIIguPfJlTIgVku7UsGbheX4qFi1H5G7m+if499LDIyknv37pGdnT3q99eaTS58DmQS1u3klcwwLBYLf/rTn4iMjGRLSgRf1PZPuaUEmKoLCVi3whGGKcKoMX01TtwjYWFh5ObmcuHCBbKysmYsOCciIyODiooKjh8/Tlxc3JyN+ZsJ9okJRqOR8PBwx+Pu7u4EBwfToH9IUka2U3eQnYyMDC5evEhtbS0pKSmzOjdZlmcc0GcnN8iDYHc1BW1G7vUMgyAgyxLR7rA6xt+lv2v2xcq5HCmooKAwcxSxr6CgoKDwVDLdPlJPte3LZUVFBYcPH8bDw4M333yTyMhIjh8/7pjdvmDBglnPtzaZTJja9CzVGkjNiHPJ/u8KKpWKyMhIIiMjWb58ObIs09bRyccPXEifF0WaZS1//ugvbNuyedYj+fQGMwVtxscVblcXEAQB0xSjuQDOnz+PKIrIfqGoI3NtixOT9MWfarRVrSM93Xn77bfJL7mLYdpXM/4c2zq7wWREkiRkWcZisWAymRgeHsZslXDbnuGSBV6WJU4eOwySdbZnBcDvfve7xz+IKty2v+38PASRhxYRo1Xm8vnz9PT08POf/5xgnZat0dKU1dplOiv5XS2YvQMcDoKxnzfHazGFe2T9+vWUlZVx6dIltmzZMr2LdsJIO/+LL774D7Pz28V+f38/GRkZjsf1BjNyzkYqPQKoLOuaNE9hLCEhIQQHB1NRUTFrsW8ymZAkadYLLVHeGqK8NZRX3uXv3x9GKwqELlpIVPoGl89DqeorKDw9KGJfQUFBQeGpZTp9pGazmROnTlNUVk7qvCR27diOu7s7Fy9e5NatW4BtjvjGjRtnLRb6+23VUm9vb5ft/zNBEASGJXB1zJwgiEiimo8//pi0tDRH4v10GVnhnXYrhSwjmYcn/XVLSwtFRUWsXbuWKwMeiM7G6MkykSu38VZuDIIg0OndN+u+fQF447VX6Gpvo6qqiurqasf4v7CwMDQaDc3N9YhhU7cL2IMYd/1//z9IkuRYOBj5/64+1tvby4EDB1i3bh0BAQE0NzfzsKOLVld67rG9Tr8r7USy+LJg47MEBwcDo6u1Vb2mcS6UvsZqAGotHohIThfWCtqMEwpYHx8fVq1aRX5+PosWLZrR+24yvLy82L59O99++y1lZWVkZbnmuphruru78fTRMWgy4+tvuz77Z0XwDMD+PnbFDWEnIyODq1evztrKb2/5mU1lfyT+vjoYNhKTlMTdu3fZsEER+woK/4woYl9BQUFB4anF1T7S7p4evrr3EHPEYrSRS7kPHG8y4d9bx8Xz5wHYuHEjq1atmpPzMhhstWV7Kvdc09vbS1lZGWVlZbS0tbtW3QVA5q0fv0ZlWSl5eXn84Q9/YMmSJaxZs8blit/IHvHpTkEQAXdDG1bTxGJflmVOnz5NQEAAxmETYli6c9EuinTghUUGZJlerd8shb6M92AXf/jd3+jr68PNzY3ExESee+45LBYLly5dsvU+44YpfOp2AXsQo0qlmlUw3eDgIP39/Wi1Wq5fv87Q0BAAwaFh01zYEBBD4ykRRcI7jA6Raa/WThRCebmrC62Hp2MaxVRIQFWvadKMguXLl1NYWMjZs2d58cUXXTxn10hPTyczM9Nh539Sn73J0BvMlKnDsK57Fa0gcNIiU1bVg37AAozP0nDFDQE2sX/hwgXuVlUTn5QyY4fQ4OAgwJy1UNjvb2hoKNXV1XR0dEw4IWMsithXUHi6UMS+goKCgsJTTW6QB5IM11oGMVgeyxFPtcDyUA8aG/VU4I/gFzGqz7i6dxhJDkaMzeCZzDhHIv5cMLKyP1cMDAxQUVFBWVmZI43f3d0dJCtu3c1YAiLGCYpRSBLWljq+Kj3BunXrePfdd7l27RqXL1/mzp07rF27lsWLFzsVpbMZdygh49/3EIvFMuHvq6qqqK+vZ+/evRwpbYBg10SNzKOxezDrJH5JBnP1bdLS0khOTiY2Npb29naOHz+OXq8nKSmJ3t5e+tofEtZVQ0vAPJDlURX+6QSWTcTQ0BCNjY3U19dTX19Pa2srYMtwkGWZvXv3EhcXh5eXFwfr+py2sozi0XlOJDIncqF0dXXhFxRCj4u7t78WEwlSjUbDxo0bOXToEA0NDcTGxrp61i7xzDPP8N5773H06FFeeumlH8zOb6/e4xngeP/JCA6hPxVTuSEAjO6+eK3axdGhIJhGC8C4/cxxZd/LywtBEGzuJY2GyspKVq9e7XQ7RewrKDxdKGJfQUFBQeGp5na7kTOPLOUjGbDInHkwgIz/hD3fMgKCAJqctYQl+c3pOfX396NWq6dMnHeF4eFhKisrKSsro66uDoDo6GgiIiJoamrCw8ODZ599Fp/oeXxe0zf1zkSRdXFBlOrv8PHHH5OYmMi6detYsGAB58+f5/Tp0xQUFLBp0yZSU1MnFEozHXcoYKvai/euo1UZ6Tebxz3HarVy+vRpEhMTbT3OyYtdbE4AZJmHfYOU9FhdrnSPnXkuSxKCILAqQGD1G/sBWzX05MmTFBYWEhgYyAsvvMDFixcZHBzk9ddf5y9/+QuCfwVybAZieAKCIM4oiNFsNjvE/f3792lqakKWZXx9fYmPj2f58uXEx8fT1NTE119/TUREhGOuvCutLBPhTGTa6e7uJsDXh15cD8N0U01+/7Oysrhx4wanTp3iZz/72ZwKck9PT3bs2MHXX39NSUkJOTk5c7bvyRg1DcHFloqRTOWGcCwi+EeOWERwvQVgJHNd2RdFER8fHwYGBkh6ZOV3ReybzWZF7CsoPEUoYl9BQUFB4allKku5PTROcCJRRASXRM90MBgM+Pj4zEjImM1mqqurKSsro6qqCqvVSmxsLOvWraOtrY2Kigp0Oh27du1yJLMDLrUz5AYFsSI9kcrKSi5cuMBHH31EUlIS69atY8mSJZw5c4ZvvvmGmJgYtmzZQmRk5Khzm9G4Q1km2U9Lpg5OXW2gtr8fX1/fcU+7efMm3d3d7Nu3j09LmxACXQgdxCbS6e/kYEPQhIs6k24zPAjuXo5E8TBxmAeXT9AdG4Y1ejtFRUXk5eUhSRKbN28mOTmZzz//HKvVyhtvvEFxcTEWi4VYTxV9tTcxlOazct0Gli9Z5NRmbbFYePjwoUPc6/V6JEnCy8uL+Ph4FixYQFxcHP7+/qPeQ25ubgiCQF1dHQsXLgSmbmWZCmeWeztdXV1kR0WhnkYY5lT7EwSBrVu38vHHHz8RQZ6amkp2djYnTpwgPj4enU43p/sfy2ycLnZk4PjpM8SGhRAREUFQUBAPB60jFhFm1gIwEqPRiCiKcyq0dTod/f39pKamcvDgQXp7eyf8bI/EZDI5xpkqKCj841HEvoKCgoLCU4trX7SnFl6uip7p0DcwiKdfoMv7tFqt1NXVUVZWxt27dzGZTISHh7Nhwwbi4uK4c+cO+fn5eHh4sG3bNhYsWDAurMtZ0JpdEAiCQHp6OqmpqVRUVHDhwgX+/Oc/k5KS4hhDePr0aT788EOysrLYuHGj4wv8dMYdIssMn/mUl/c9T1KCLQwu5LXXeO+99+jq6mJgYMBRnR4cHCT/0mWyFy+lpaMLa2CUixkEtuuRdUE20e7SFrZt5hkfsGvZSu6UlnP88He88v/+f1EpLuW7777j3r17DA4OMn/+fDZu3MiAcYi/fvkNKlHFm6+/jo+PD9evX8fd3R2TyUR0dDTV1dWIluEJX29JkmhqauL+/fvU19fT2NiIxWLB3d2d+Ph4tm7dSnx8PEFBQVMuELm7uxMVFUVtba1D7MPEr70rTGW5B9uiRF9fHwEBASRPIwzTGTExMaSnp3Pu3DnS09PnXPxt27aNuro6jh49yv79+5+YnX+mTpdxyDL6+jru3LgGgFqtxmP5c+AXNqVbwFV3BuAYuzeX90Kn09HX10dycjIqlYrKykqWLVs25TYmk+kfOh5RQUFhNIrYV1BQUFB4KpmzL9o4Fz2u4hhHF7MCBIHfFHdO2l8ryzKNjY2UlZVRUVHB4OAggYGBLF++nKysLDw9Pbly5Qoff/wxarWa9evXs2TJkikrc1MFrY1FFEUyMzNJT0+nrKyM/Px8/vSnP5GWlsaePXtoamri/Pnzji/wq1atQqvVujzuUGprgCEDsVGP3QG+vr5kZ2dTWFjIZ599xo9//GPaLSqOlDyATT/mriBy1yRPT5AYuhC8/F3r1ZclZAQsJfmkLU5DIwoEeHuAZKW9vd3RKjE4OEh6ejoLNjzDEX0vDUYZVu5DAPK6RMTim1gsFtavX8+5c+dYsGABdXV1jiwCWZZpbW11VO7v37/v6FWOjY1l/fr1xMfHExoaOu0RjwkJCdy4cQNJkkZta3/tBy0Svyvtcmlfziz39lFyAQEBRHtr2BzpyZkHA4A8SoTOJKNg06ZN/OEPf+Dq1ausXbvWpW1cxcPDg+eee44vv/ySO3fukJubO6f7tzMjp8sYRCDJT8ueX/6C4eFhmpubedDcwmVtuNP39HQWKo1G45xZ+O34+PjQ1taGVqslISGBu3fvOhX7w2YLOnevOV1cVVBQmDmK2FdQUFBQeCqZiy/adpyJHlcYOY5usv7a+YHutLS0UFpaSnl5OX19feh0OubPn09mZiZhYWGYzWauX7/O1atXkSSJ5cuXs2LFClsYn4tMZ9yfKIpkZ2eTmZlJSUkJ+fn5fPDBB2RkZLB//37u3bvHtWvXKCoqYt26dSxKznKpwivVFePt7T1uccLHxwetVktPTw8fnr6KIToLWev3uJIvCK4nzMsyeAe4/NworYy15jb3G8oZzLCFw9lzFT755BM0Gg07duxAkiROVjRQW91rO4Y4MtjRhOQzD21iKxEREUiSRFRUFKIo8uDBA7755hvu37+P0WhErVYTHR3NqlWriI+PJzw8fFap/ACJiYnk5+fT1NREVFTUuN97qkWS58hy39VlWzTw9/cHQNVUhenKDeZt2I3exKTuEVfw9/dn6dKlXLlyhQULFsx5en5ycjI5OTmcOnWKhIQEp/bymTAtp8skjHRDaLVa4uLiCI6M4XKZaws2ri5UGo3GOQvns2O38YOtfeLIkSMYDIYJK/f2hdCuBTvpEgSqplgIVVBQ+OFQxL6CgoKCwlPJXHzRBtdEjzOmyg5w9Nc2Grh47Ht67t/D09OT9PR0srKyiI6ORhAELBYLN27c4NKlSwwPD7No0SJWrVr1g1leRVFk/vz5ZGVlUVxczMWLFx1W/pdffpk7d+5w7Ngxgm/eJHfddoqGvUCWJqzwbor04nhfFyEh40dxaTQaJEli60uvc6rbDQEBYey9d0W8SxLWtgZUYfGuXaAgUHvkrzBsSyU/fvw4FRUVjqT72NhYXnjhBTw8PNAbzGhUcbbzGBfsaGsDIH0l+cWFiKLI559/jsFgoK+vj5iYGBYvXkx8fDxRUVGzmo0+EZGRkWi1WmpraycU++BaaJ8rlvvu7m7UajU+Pj5YLBYuXLhAWmQk+zJCXXKPOGP16tXcuXOHvLw8du3aNaN9TIXdzn/kyBFeeeWVObfza0TBJafLhDxa0JrIDTGdv22uLlTabfxziY+PD8PDwwwPD5OSksLRo0e5d+/eqBYTcG0h1NWgQQUFhblFEfsKCgoKCk8ls/qiPQJX+4ynwpXsAFmWUSXO55WVi0hISHBYsCVJ4s6dO1y4cIH+/n5ycnJYu3Ytfn5+szqnmaJSqViwYAE5OTkUFRVx8eJFysrKyM7O5kc/+hHXr1/n+ref4BubzEBwPKrwBHiUQh/pZfvacO7hAG5b36RDlvmmppclIR7E6WwVfkGtwSyoqZO8EZh+irwDQWBlpC83rK6Lotf2v8TR779DlmX6+vq4f/++4/e1tbX84Q9/IDg4mJ64RcjewVOKQ1mWeaD2Q6PRkJ2dTWVlJfHx8Tz33HMzvyYXEEWRhIQE6urqJrW/TxXaNx3LfVdXlyMksKCggL6+Pl599VVgeu6RyXB3d2fdunUcP36cJUuWEB4ePqv9TbT/5557ji+++ILbt2+PE6FzgW1hZRhn2SDhWmgakhAEEVmWUHc+YP/yrAlfA1f/tk1nodJoNM65u8Eeftjf309QUBCxsbHcvXt31H12aSF0GkGDCgoKc4si9hUUFBQUnlqmM3ZsNqJnKlzNDhBEkQGvIGITAhFFAVmWqaio4Pz583R2dpKRkcG6desIChpfDf9HoFKpWLRoEfPnz+f27dtcunSJkpIS5s+fT0xMDJcuXYKGKmKSktnyzHYazWrOPRxEZIT4FgTq+s3U9ZvxdxPx1ojo1bG4bX2Tmj7TjEbkCcjICGyN8SY3KJguF+bMy5KEn7mX0KAIenp6EAQBT09PZFlGq9XS29tLRkYGfn5+1N1vYNAn2GlAoCCKqMITWOI1zIZ1a2loaECW56qxZGoSEhI4fvw4w8PDk453dDWwcSq6u7sJCAhgaGiIS5cukZubO+fvz4ULF3Lz5k1Onz7N66+/PufV96SkJHJzcx1jHed6ES1YbUVddQNz0lKQZQRx4iwDXW8Tnx34krUbN1Nw/SqD/X14LYoH/Cfc71y5M+wMDg7Oec++Xez39fURFBREamoqp0+fZmhoyNF25MpC6HSCBhUUFOYWRewrKCgoKDy1uFrBnK3omYrpZAfIwLBF4n5DHXl5ebS0tJCUlMQLL7ww51XNuUKtVrNkyRJyc3MpLCzk0qVLjpndUVFRND/Q89FX3yIu3QmCMOmX+m6TRLdJ4nEF1DVRJwiPLc0CkOyrHfW6ubTgIwi0FeTxmzNtyLJMdnY2zz77LP39/Xz00UeAzZIcFBTEpRu3cHN1XrogEhoZDdjukz2g70mTmJiILMvU19eTmpo66fOmE9g4EV1dXSQnJ3P16lXMZvOcB+mBzamwZcsWvvjiC+7duzfl9cyULVu2UFtby+HDh3nttdfmdEHh5MmTmGorsLQ9RJWQgxie4KjeJ+rcWBpmW0y8db8bJCuh/jqSExO4c+cO5eXlrFq1asL9Rntr2BLlxWm9YVRuBMxsofJJ2fjBJvYB0tLSOHnyJFVVVWRnZ7u8EPokJqIoKCi4hiL2FRQUFBSealytYM5G9EzF9LIDZL754jP0DfeJiYnhzTffJCYmZk7O40mj0WhYtmwZer2eiooKBEGgubmZ7Oxs9IEp9MnTTNF3EQH4VVYAssyEr9vIBZ9xr4NsW1zQ1t7C1NXi+N2yZctwc3MjMDCQH/3oR3zyySfcuXOHgYEBsubnUj12P5MgyxJxURGAzQlhtVpne7ku4e/vj7+/P7W1tS6J45lY7octVnoGh3H38ubKxXyWLl36xGbWz5s3j8TERM6cOUNSUtKsQwzH4u7uzs6dO/nss88oLCxk0aJFc/K34O7duxQXF5OUlER1dTWWrhYQVaBxA7OJ7Jd+RJS3HwC9vb2AbbJBUlISd+7coaSkZFKxD+Ddrcd05Tzxa5+jyeo244VKq9WKyWSa88q+Wq3G09PTEdKn0+mIjIyksrKS7OzsaS+EzsVEFAUFhemhiH0FBQUFhaceVyuYc9FnPJaWQQteagGDxcnXWlnC2lyHeXiIV155hcTExCc2//tJUVxcTEVFBSqVip/85CfU1tZy5foNpA3LnNreZ4K9J9lTPfW+7Qs+p6uaacXddi6yjKa7iYGKG3jKw2zZsoUzZ84gyzIffPABe/bsISsri9jYWLy9vTEYDERGRrJn53Mcqu93ngUhS2i6mvDyCAF+2Mo+2Kr79lGBc4ljfGSvCc2WN7gmy4gL3IjPTZvzY9kRBIEtW7bw/vvvU1BQ4HR820xITExkwYIFnC4opsYnjobB0dMEppsKPzAwwNGjR0lOTqapqenxLySrIwSytraWpKQk4HH129fX17Fo0t7eTkdHx4StEbIsk5eXR4yPO69mhWORmfHihNFoO5+5ruyDrbpvvzawVfcvXLhgGzWp1sx50KCCgsLcooh9BQUFBYV/Gp6EmJ8Ke8q0i4Z01sQGsurZt//pRD5AZ2cnR44cAWDHjh2Eh4cTHh5Oeu5CPqgaeCLHnE5PcpS3Bl3dTXoeNtFvHMJdrWJgcACdTsc7776LSqXiypUrCIKAwWDg4MGD1NfX4+vri8FgQKvV8vDhQ8rLy1kcl+JCFoRAjNzr+EmtVjM0NDTzi50miYmJ3Lp1i/bOLjx1fnPiVhmZmj4yd0EIiePbxiG2yqonlpoeEhLCggULyM/PJycnZ86r0AChi9ZRHjnE/YHHUyRmkgovyzLHjh1DkiSysrKoqqqa8Hk1NTWOfxsMBsA2Xk8QBMLCwmhra6O8vHzC9ojy8nJaW1t56623EAQBjcCMX197282TuKcjx++BbQTf2bNnqa2tJS0tjRCMtEjaUVkGY5mLiSgKCgozY+6X6RUUFBQUFP4HMDJlesrKlSQBMpujvFidmfRPKfQtFgvffPMNkiSRmppKTk6O43c+Hu4uLnZMA1lClmXcagoIc3+8d7MkM2CWMEvj77gsy1RXV9Pf0w3DRhLjYomLiyMsLAy1Wk1PTw8DAwPs3LmT1atXA1BUVMSFCxcIDw/Hx8eH7OxsvvvuO+SuZrZGewHjkwXsX4zMJfmkhj4OV/shbfwAmpBoNIu38VGDld+XdfGb4k4O1vXxwGCe0f6mSk2XH71nT+kHZrx/V1i3bh2SJJGfnz/n+9YbzOS1DD8apzj66+3IVHhXrq+0tJTKykp27NhBeXk5Xl5eo35vH7fY2dnpqHoPDg4iiqLj82939pSVlY0LdrRarZw/f57k5GSio6Nncrmj+CEr+4GBgYSEhFBRUcHFixfRXz7h9G/eXExEUVBQmBmK2FdQUFBQUJgAe8r0lMgyXm4iryb5sTBk7r9o/1CcPXuWtrY2vLy82LVr16gv7/YxYXMl+AUg2U9LWEMB/RU3+fTTT9H3mzhY18dvijsnFLaDg4N8/fXXmEwmRFFk//797N27F4vF4kgF1+v1gC1UcP369aN63VtbWxkYGOC5554jKiqKr776iljRyKtJvviZepFlyXFuSb5urHXvQ2ooHyXEfkgb/+12I982GBHD4sfNLf+supeiDuO09+nK+9memv6k8Pb2ZvXq1RQUFNDZ2Tmn+56r6+vr6+PEiRNkZWURFRXFvXv3HEF1duxiH3C0WgwNDY16PCEhAavVSkdHB21tbaO2v3PnDl1dXWzYsMH5hblA/8AgaD3QaN3nZH8j0el0o8Q+QEpKimPSyLqcVLZEewPjRYX959lORFFQUJg5io1fQUFBQUFhDK6mTCMIDFog1POf9z+nVVVV3LhxA4B9+/Y5xPNIpjMCcUJkmUg3K7uTgnDXqNCIAlLcNj7uauahSsfn1b2IguC43yOt1ynWDqrOfc/w8DAA+/fvZ968eYCtomm3Luv1eoKCgtBqtRw+fJi7d++ybds2CgsLaW9vx2g0cuvWLV588UU++ugjvvjiC9588006z32NoFLz7n/8L7RqEY0ocO5cAd7e3qPGuKlUqh9E7I+swE9VoXY2t3xoaIje3l56e3vp7OmlSh3ndBTiD5GavmzZMm7dusWZM2d46aWX5mSfc5UKL8syhw8fRq1W88wzz3Djxg3UajVm82g3gEajYWhoCDc3N+rq6pg/fz7Dw8O4ubk5nhMdHY0oioiiSFlZGaGhobZzNZvJz88nMzPT8dhMsecvVA0Fod36Fu/XDJHkK007n2AqdDodAwMDWK1WVCoVQ0ND1NXVIUkSK1asYM2aNQCEeDy5iSgKCgoz55/324mCgoKCgsIT4v+WlOm+vj4OHToEwJo1ayadHDAyEX+m1J//nj8e7yUxMZGkpCTmzZvHpn2v8mVN34Qj/ew/3xUDiUybz/07N/D19XUIfRgv9qOiojhw4ACVlZU8//zzZGVlsXTpUj7//HNqamo4deoUdXV17N+/n7/85S/8+c9/xmw2s3HNGrzdHifEP3jwgOjo6FEOB7Va/YPY+F2ZWy4AVx/2scxjwCHoe3p66Ovrc/xsXxwBEN290GyJd+n4T/r9rFar2bRpEwcOHKC+vp74eNfOayrm6vNaWFhIbW0tL7/8Mlqtltu3b5OVlUVpaSlgCxqUZdkxTUCWZWpra5FlGbPZPMpGr9FoiI2NpbOzk/LycjZs2IAgCNy6dQuDwcD69etndc0j8xfGuj+mk0/gDLurwd63/8UXX9Df34+3t/eoDIvZjoFUUFB4MihiX0FBQUFBYQzTGbf3z5oyLUkSBw4cYHh4mIiICKcz1u2J+Gf0BlqHJhC99r7kEQJZkGVkQWBzlBehe7ZTXV1NdXU1ZWVlCIKA96rd4Bc+5XFFATp9IpBlmUWLFo04nMzQ0BDu7u4MDw/T1taGLMt0dnby4osvjrLxr1y5kpqaGgRBoLq6mqamJp577jm++eYbRFFk+fLljudarVYePHgwToz9EDZ+VyvUMlA7YKXym09BsuLu7o6vry++vr7ExsY6/u3r64ufnx9uHp78V2n3U/N+zsjI4MaNG5w+fZqf/exniFOEu7nCXHxeu7u7OX36NAsWLCApKYl79+7R399PTk4Ot2/fBmzhexaLxbEIZDabMZvNtLS0YLFYxvXMx8fHo9frsVgsNDU1ERQUxKVLl8jNzSUgIGDG1ztV/sJ03B+uYJ8sUF9fT15eHmq1mrfeeos7d+5w584dtm/fPur1+6FDVBUUFKZGEfsKCgoKCgpjsPepOxvP9s+cMn3p0iUaGxvRaDTs27fPJcEV5a3hzTR/Sh92cLikHjE01jEGT+p8SEhIKJ2SBhnbjHraGsnxE8n2z0KjiXL00/f393O3uoZzhDu1lssIDPmGgqgiJSXF8bjZbMZqteLh4cH9+/cdQn///v0kJiaO2oddhL388sscPXqU3t5evvnmG8C26HH58mXHYkdraysWi2Wcy+GHsPFPp0ItCCJv/PRtwgJ80Wq1Tp//NL2fBUFg69atfPTRRxQXF5Obmzur/bn6eZUlCXV3E33dAoGBgY7HJUniu+++w8vLiy1btgBw69YtIiIiRrW1aLVaZFke5/iwp/WPFfsJCQnk5eXh7u5OeXk5bm5umEwmpwtrznDF/WHPJ5grsX/s2DHCwsLYv38/Xl5epKWlcfXqVfR6PbGxsbM6hoKCwpNDCehTUFBQUFCYgMUhHlPPYeefN2W6sbHRkYi+c+fOUb3prhCuBcvN45iOfYDH9YMk668R21ZO9+nP2OPTy/Cpv7BisJpMSwu3zhzjt7/9LdevX3f0Pvv4+JCeleNU6NsRBBFvv4BR88rtCeQqlYrjx48D8Oqrr44T+vBYhFmtVv793/+drKwsx+8iIiK4cOECJSUlgK0dQKVxwycwZNRUgB/Cxm+vULuCAESEBrsk9OHpez9HRUWRmZlJXl4eJtMs8iAe4cr1CYLAYOUN/vu//5tDhw45jnvjxg0aGxvZtWsXWq2W7u5uampqWLhwoSP4URAEtFqtw8JvJzAwkNraWoBxQX7h4eFotVoCAgIoKyvj6tWrLFmyxCGgZ4Ld/eHKa2nPJ5gN9s9FYGAgP/7xjx2TCSIjI/Hx8aGysnJW+1dQUHiyKGJfQUFBQUFhAux96vA/K2XaaDTy7bffApCdnU1mZua09+EQvZIVnbuGvu4udu/ejUql4ruDB/D3dGfV8mXs2LGDd999l+TkZE6fPs3vfvc7bt68icVimZawRZaJj4kaVVG19wufO3cOg8FAdHQ0cXFxE25u7+u3zyMfaaFuampCq9Xy/fffc6tGz02TDvW2n/LHu32jpgL8EDZ+e4XalVT55GlW4J/G9/PGjRsxGo1cuXJl1vsaeX2TjVPcGuPNm7ufxcfHh5KSEv7zP/+Tc+fOce7cOZYtW+Z4/9y+fRutVktmZiaNjY2O/ajVatRqNZIkOd5TarWahw8fAuDr6zv6uKJIfHw8FouF/v5+ZFlm1apVs7rOmeQTzARZljl16hQnTpzA3d2dhIQENJrH7w1BEEhNTaWysnLcaEEFBYWnB0XsKygoKCgoTEJukAevJvmOGj1nT5l+Ncl3TgKwfgjs8+tNVonvv/+egYEBdDodzz777Iz2J0mP64p+fn709PTg5eXFunXrMBqNBAUFOSqg/v7+7Ny5k3fffZfExEROnjzJ73//e4pvFzJPp3H6RURAxtpcS1LC6CC3jo4OwCbg1Wo1SUlJk+5DpVKh9fSiZ3CYIbOFq1evotFo+I//+A88PDxsYXYxaZztc2fAM3DCcXfNar8fJI3/SVbgn7b3s5+fH8uXL+fq1avjxrvNBPv1xbjL48Yp2q8vOjqa//iP/2Djxo1YrVYuX76MLMuO94/VaqWoqIjs7Gzc3NxobW0FcNj3VSoVVqvV4YYxmUyOz8NEDpn4+Hja29sBCAkJGWf1ny7TdX/MJH/BbDbz7bffcuPGDZ555hnCwsIcAX0jSUtLo6+vj+bm5mkfQ0FB4YdB6dlXUFBQUFCYgn/mlGn7aC5H6JssY/WJR/DvY9/z2122gI9lpJ09MDCQ0tJSJEni7t27eHp6Ul1dTU1Nzajk/ICAAHbv3s2qVau4ePEix44dwyd6HtL8LVPa+WXAWldMwrpXHY/19PRw4sQJAJ555hkOHTpEdHT0lPeAjT/mhiBwo7QbOWcj2ToBnU7H//7f/5uPDx2nNW6J7TzGnItdeN9TBYJ/KJIkzTpQbipGTj4Y25dt/3k2Ffin7f28atUqioqKOHfuHHv27Jn1/qK8NWRaWqg69j3v/sev0Xl6jLs+QRBYtWoVRqORq1evIkkSf/vb30hMTCQlJYWBgQFHGGRPT8+o7dRqNSaTCX9/f1paWujv70ej0WA2mycU+wkJCY4E/56enlm/f550nsjAwABffvklbW1tvPTSSyQnJ/Pw4cNR98FObGwsHh4eVFZWEhERMa3jKCgo/DAolX0FBQUFBQUX0IgCXhrxn0bo32438nl1LzUj090FATEsHs3KPbRpZ54GPlLsBwcHI8syd+/epbq6mm3btjFv3jwOHTo0YbU2KCiI559/nnfeeYcYnRZzST7IMsJYc/KjamloZy0hGtnRK9zR0cFf/vIXh3V4eHgYQRAmFBsj74FDxD+6B+XeCRR1GBEEAb/5q11wGIAqIecHGb/3Q1Tgn5b3s1arZf369ZSUlNDU1DQn+2xvb8fHy5NAb89Jr6+5uZnr16+zZs0afvzjH+Pj40NtbS3Hjx/Hx8cHf39/LBbLqBGGkiQ5sht8fX0RBIGhoSFHtd7b23vScwoODmZwcJD79+/P+vqelPujo6ODDz/8kN7eXt544w2Sk5MBWxbBRJ9lURRJSUlRrPwKCk8xithXUFBQUFD4H8ZUo7kEUQRB4JR+gAcG84z2b7cti6JIcHAwAJcvXyY4OJjMzEz27NmDSqXiwIEDoyz/IwkODmbv3r28/cxqIh7cxtJU6xjfJ8sSYWozL8T70Fl6nYSEBMCWlP/JJ5/g7u7OwoULcXd35+HDh4SFheHm5ja9e4BtPNn9fpPN+eDCVAAxPIEh08zu2XSJ8tawJ0HHr3MC+VVmAL/OCWRPgu6fLiPCFXJzcwkJCeHUqVNzIhrb2toc78uJsFgsHDp0iJCQENasWUNcXBz/9m//xpIlSwDbTPn/5//5f7h06ZJjGw8PDywWCyqNG5Jai7evn+O9bc+SmOi9np+fj0ajcVj/y8rKZn190d4a4gYf2loLxvxupvkL9+/f56OPPkKj0fDTn/501OKZTqdzZA6MJS0tjc7OTkergoKCwtOFIvYVFBQUFBT+h2EfzTUV9tFcM8Fe3XZ3d3dYl5ubm1m3bh2CIODp6cnevXvR6/WcP39+yn2Fhoby+s6tvLUglsjKM5huHENoa6RFcuNAfT/mtS/TGp5FUX0Tn3zyCTqdjjfeeMMRkqbX6ye08E/nHkxn3N2g6cn37Y/kaanAP0lEUWTLli00NjZy9+7dWe+vvb2dkJCQSX9//vx5urq6HItSYMt1EEURd3d3YmNjMRqNXLx40fE77+h59M9bSnvOdoQNr3LRLR71om0IAWGOLAd7cr+dlpYWysrKyMjIoL29neTkZO7evTtrd0hnZyc154+Q3l9L8gj3hyxLJPiopu3+KCkp4W9/+xsRERG89dZb44IGdTodVqvVEXA5koSEBNzc3JRUfgWFpxRF7CsoKCgoKPwP4ocYzWWvYHp6ejpEkn32tp2YmBg2bNjA5cuXqampcbrPsLAwhgJjcFvyLITEYM9UFwSRJouak90avFMX8frrr+Pp6cnQ0BBubm50dXWNE/vTuQd1fa5X6mVZQiU/eRv//40kJiaSlJTEmTNnZhWEaDab6erqmrSy39jYyNWrV1m/fv2oBQGLxUJxcTG5ubm88cYbvPTSS47eejk6lb6U1UgBUSMyHewtMc8zHGILj6yvrx91rLy8PAICAli7di1gs8MbjUbq6upmfH2yLHPs2DFbwOaKhQ73x3qaMB37gPjeOpcr+rIsk5+fz6FDh8jOzubll1/G3d193PPsIwUnsvKr1WrHIoaCgsLThyL2FRQUFBQU/gfxQ4zmslcmPT09qa+vR5IkgoODR43GA1i5ciVJSUmT9u+P5FJpFR0hKY9C8kZ/PZEREASB/pgcOiy2SqzR+NiVMFbsT/ceJPhoxmcGjH2eJCE113H18qUJK5wKs2fz5s309PRw8+bNGe/DPqVhosq+yWTiu+++Izo6muXLl4/6XUVFBUajkYULFwKQkpKCVqtFCAhHnbXW9r4cE6wniCKCICBkrEYdEkNtbS0mq8SAWaKuoZHq6mrWr1+Pn58fwcHBdHZ2EhQUNCsrf1lZGfX19TzzzDOOUXgaUWBBZhpIVpcr7FarlcOHD3PhwgXWr1/Pzp07HS6Hseh0OoAJE/kBUlNTaWlpobu7ewZXpKCg8CRRxL6CgoKCgsL/IH6I0VwmixW0Hmg9vTh//jweHh4T9isLgsDu3btRq9VT9u8PDAxwtbnfqeBGksira0eWZYxGIxaLBZ1ON852PN17sDjEA2et4oIoYK0rprS0lP/6r//i7NmziuifY4KDg1m0aBEXL15kcHDQMTJyOu4Te+/4RJX9M2fOYDAY2L1797hE/Fu3bhEfH09gYCBgW0wyGo2oEnJw9uYQBAHV0h2Ylr/Ab0o6+X1ZF990euC1ahe+sbaQu/j4eO7fv09GRgZ3796dkXthaGiI06dPk5aWNm7UpEajwcPDw6UxeENDQ3z++eeUlpayZ88e1qxZM26hbiReXl4IgjDpgl1SUhIqlUqx8isoPIUoYl9BQUFBQeF/AHZhBLbUduSpTewikDzN0Vx6g5mDdX2csISi3foWjUnraQnLJDx9/oSjucBW/X/hhRfG9e+PFHJHT5yE4JhxFf3xJy3y0KLmzx/9hZ6eHoaGhibs17ePJ3OlZz/Z1414nRv+LZUgy+O2sf+83FdG7mrhpZdeYsmSJdy8eZPf/va3nDt3bpTLQGF2rF27FvxC+eTOA35TbBPOvynu5GBdn0uBkm1tbeh0unFjJWtra7l16xabNm0iIGD0JIrW1lb0er2jqg/w8OFDEFWI4fGOQMcpEQRw98LefoIgYA2I5POaPoo6jCQkJNDT00N0dDQmk4nq6mrn+xxDXl4eJpOJbdu2Tfj7sLAwBgcHMZlMk+6jp6eHv/zlLzQ3N/Pqq6+SnZ3t9LiiKE6ayA/g5ubGvHnzFCu/gsJTiPoffQIKCgoKCgoKM8c+R7760Yg9AQgQzciop6xuT3c01+12I6cfDDwSv48FjSo8nocIWDr7sVqtE1qBY2Ji2LhxI2fPngX/MB6o/Gi2utkEkixh9Y5F5UzoYz+kiKD1oLujE8wmPDw8bKnkYyqTi0M8qOqdXPTA43sgyzI9pdfI0LljiUilasS9TPJ1Y3GIB+5DvVzA1qO8adMmli9fztWrV7lx4wY3b95k6dKlLF++HA+P2Y/F+7+Ze4MiLNlB74ikeRmo6TVR1Wtia7TXlOFzE4XzDQ0NcfjwYRISEli8ePG4bQoLC/Hy8iI1NdXx2P+/vTt/juq+83//Ot3q1tZoV2sHJLEISSwCZDCbjc1ivMZOnNix49gZZ+7Md5LMt6a+U3Wr7v0Lbt3JLJmbyWQmk3y9xJM4tuMdsMEgFrMIMEgIkEAsEoskhJCQkNSt7nN/aHVbe7eEhOHwfFS5bLVOn3O61cK8Pp/35/1pbGyU4YiWEeHnUtKwz2DwFWxp6NJ3Z+TKMAxdv35dGRkZOn78+KAeF+FcunRJlZWVWr9+faisfqh58+bp7NmzOnHihBYuXDjiOd566y1FRUXpL/7iL5SWlhbx9YMd+UdTVFSk999/Xzdu3Ait8QfwzSPsAwBwlxoYwIOFxqYUWNduBL6yyRjUqM6mQMgdz9ZcY21jF5yNt89fo9rmds3LSpHP59O1a9fU0tIy6B/7zFIdkFvqM2UEKwoMm+zp0/vvPLIqg9bSDYouDTTM++ryWTW+/b423rdIM2fODB2T53JoXXasPrt4U4ZpDlpvPfQ9aGlpUU9Pj0qy01RQkCCv35THZ8ppN0KVD9f7An9lCpZfx8fHa/369VqxYoX27NmjL7/8MhT6ly9fTuifgNDnzDCGBefg525LQ5fSY6JG/ew2NzcPC9GbN29Wb2+vnnzyyWHn9Xg8OnbsmMrLywcNVF26dEnq8wQqZMYR+Edik3T0uk85OTk6e/asSktLVVFRIY/HM2zLyJH4/X599NFHcrvdWrZs2ajHlZaW6pNPPlFNTc2wsH/q1Cm98847crvdev755xUfHz+u1zDWzL4U6HFgGIZOnjw54oAKgG8GYR8AgLtQJPvIS1JOfJQau/qGzVSPZw/u4DZ2Yy4MME1tPnlRX7z332ptbR3UsT89PV2ps4rVnlrc34BvSKgP3q9pDv/ekGsM/L5h2BSVXaA2s0Cv79ip6cZOrV27VtOnT5ckXT2yS96688q+f6Na5Rr1PWhoaJBhGMrJyZEUWAYwdHlDVFTgr0xDt02Lj4/Xhg0bQqE/ONu/fPlyLV++fMTu5hhZJJ+z4HaJI31+PR6Prl+/Pmi9/smTJ3X06FE99dRTw3o7SIGGd729vYNK+E3TVENDg0xfn4yrDTJT84Y15xuP4M4XS/ILdLjyoB566CFt27ZNtbW1Ki0tDfv8yspKXb58WT/60Y+G9RoYKDY2VtHR0YElCAMcOHBAmzdvVlFRkZ5++ulQY7/xSEhIGHMXgdjYWOXn5xP2gTsMYR8AgLtQpMEoLsqmv1uYOmymOlLBbezCtUgzbDb1JmZq9sx8lZeXKz09Xenp6aEZxHfrO2SLYDu8sS8y/N5NGZIhORY+oBvHd+i3v/2tCgoKtGrVKlVWVira4dBfLJmhPlOjvgcNDQ3KyMgYts57oOCs72iN1VwulzZu3KiVK1dqz5492rNnj/bt20foj1Ckn7OBW0YO/TkO7cTf1dWljz76SHPnzh2xrF0KlPDPmjVLSUlJocfa2trU4/FK0bFyXjmj3rTpE31ZIaak3JkF2rOrQr29vcrJyVF1dXXYsN/Z2ant27dr8eLFI/anGCojI0MXLlyQ1+uV3W7XZ599pn379un+++/X+vXrx2zEN5ZwM/tSoJT/008/VXd3N5UtwB2CsA8AwF1mvMFIkuIdE5uZHM82djIMrV2/cdi1Ir3fYJg3pMiv2c8mQ9krNuihxSXasWOHXnvtNUnS/fffL8Mw5DA06kBHQ0ODCgoKxjx/cGY/XBf1YOgPzvTv3r170Ez/WAMK97KJbBk59OfZ3NwsKdCJP7gfvWmaevzxx0cMuZcuXdKlS5f03HPPhR5r6PTq8/Ndcj72lzIMm3pNU9HeLvU642X6zcia9Y3AkDQjN1tRUVE6e/asSkpKtG3bNvX09Iw5ELR161bZ7XatW7du1GMGLjuZO3euLly4oJqaGp08eVKnTp3So48+esuz7QkJCert7VVvb++on+GioiJ98sknOnXqlBYtWnRL1wMwOejGDwDAXWYiwWiixrONnUxzxK38xjVgoOC+9wGRXtsvqa7dq9lF8/Tqq68G9j83DO3evVtvvfXWqFuS3bx5U62trWFnTYMz+0PL+Eczbdo0PfLII/rbv/1bLViwQLt27dI//dM/qaIiMLOLwSZjy8iWlhYlJibK6XSqqqpKJ06c0GOPPSaXyzXieQ4dOqSEhITQNnaHW7r1Zl27mswBjfkMQ72OQHWK2dEadhu+kQR3fYh1OjRjxgzV19erpKREPp9vzA729fX1qqqq0vr160ecKQ/ujjFw14LGtLkyUjK1efNmnTlzRs8999yklNUHmwKO1aRv2rRpysvLoys/cAch7AMAcJeZjGAUqUi3sZPpV3T75RFnz8d7v98qSNDfLUzVT0tT9FfFyRHfa3BgY/PmzTJNU08++aSefvppXb16Vb/+9a/1hz/8QU1NTYOe09jYKEmhsD/a3u42m002m23c+6NPmzZNmzZt0s9+9jPNnz9fFRUV+ud//mft2rWL0D9AxJ8zv18zYobP6nv9pq5ca1daRqY6Ojr06aefav78+SouLh7xND09PaqqqtLixYtls9kG9cAY1pDPMCQZMhLT5K3aNe7AP3Dni/z8fJ0/f15xcXGaPn26jh8/PuJz+vr69Mknn2j69OkjLkEIDkycHlAxY0o62+WXY+Uz8mbO0iuvvKI5c+aM615HEwz7kZTynz59eszt/wDcPoR9AADuMuPdR3686/SHKnfHRrDW3pC//tiI3wneb7i7GHi/DpuheIdNcQ7buAYK+rweHT16VC6XS4sWLdKCBQv0N3/zN3rqqafU1NSkX/3qV3r77bdDJd8XLlyQy+XSDXvcsFnSoXu72+32cYf9oISEBD366KP62c9+ptLSUu3cuVP//M//rN27dxOM+kXyOTMNQ2e+eF/HjgU+awNnty/OeVCNcx/Wb480yJ6WrU2bNo16nqqqKvX19amsrEzS1z0wxr64qZlly7VxeqBSYOjx5pBBgOD3B+58UVBQoL6+PjU2Nqq0tFT19fXq6OwaNsC0d+9etbW16bHHHhu2BGGs5pymAhUt9vlr1BubFO4VRSy4nV64sD9v3jz5fD7V1dVN2rUBTBxr9gEAuAuNZx/5W5XncmhjXry2NHQNawoY/Hqe2vRV4xn5fL5BW5gFlU6Taq+P3W1/pPsNDhScjqC5nynp307ekG3xBt03/euKAJvNpkWLFmn+/Pk6evSoKioq9G//9m8qLS3VtWvXlFi6XG+e7hi2heHQvd3tzmh1+zRic7hIBUP/ypUrtXv3bn3xxRf68ssvtWLFCpWXl0e0FZtVjfU5M2TKNKW+YzsV09Wm9957T4dbunUlpXDQz02GoZuudBmLH9HJLqlshI+/aZqqrKzU3LlzlZCQMK4mlJd8Tj2XEqP0mCgdbO7Wqes9kmGTafqlnptSrKv/fkfe+SIzM1OxsbGqr69X7vylsi/x65e1NyWjO/ScebF92rVrl5YvXx5qNjhQpLtjVJy/pplJOWFeVWSioqIUGxs7Zhm/JCUnJyszM1MnTpxQSUnJpFwbwMQR9gEAuAtFEsAHzijeqrK02AEBpzewF7q+DjSe5g59Jam9vV0pKSmDntvQ0KAP//hH2bLnyF+0XDYZ47rfSAY2QgxD9sx87emzyXW1W2VpX6c9u92uxYsXa+HChTpy5IgqKirU6XDJmR4odR4angbu7V5zrVfmQz/QAcOmg0dbNTvRqfvGuYXhQImJiXrssce0atUq7dq1S9u3b9fevXvv+dA/8HNWGwzgpl+JnnY9WjJdWw616dLNm0otLNbl5AIZGn3ryS0NXUqPiRr2M2psbFRzc7PWr18vaWI9MHJdDuW6HPrlr97StY5O+Xq7ZZh+/Z//1/8tr1+j7nxhGIby8/NVc8PUgUaPbJn5oQGw0ADTdVPRsxbpgQceGPb88Q5M3MrA1FAJCQlhZ/alwOz+nj171NfXF2psCeCbwW8gAAB3qZGC0WgzipMhGHB+/4c/yiebnnv226Egcc2TJEm6fv16KOybpqmDBw9qy5Ytys3N1bNPrNV1RY/7fsca2BhRmLBnt9u1dOlSud1uvV51ObAGO8yWZA1dfaG13CPN+k9UYmKiHn/88UGhf+BM/0T2RL/bBT9nwS7zWz75SE2XLmr68r/WD3/4Q/3qV79Se/J02UOfoJHZFJgFH/rzP3TokJKSklRYWCjp654SkQT+oT0w7Ibk7+mSTFOmza6r19uVnpw0ZsBOLpin00ZG4M6H9AfwS5JhqG/OfWr2GModMuYz3t0xRtq1YKISEhLCzuxLgbD/xRdfqL6+ftJ6BgCYGMI+AAB3saHBaLQZxcnU09WplJSUQddJTEyUFAj7kuT1evXRRx/p2LFjWrZsmdavXy+73S5X/z2P934HVRa09yqSPv2jhb2ghkuXZcvKH96QLQIDZ/1HGlAYr6SkJD3xxBNavXq1KioqtG3bNu3du1crV67U0qVL78nQH+zdMKewQFVfHVF7e7sSExP10suv6Fenu8P+3IJbTw6c3e7u7lZ1dbUefPDB0Fr44FKRuvZemWN9rky/5iTFDPq8GoYhJWcqZu4S+dPy9NoFn4wLY1d+XI3PlLr8Yw4w2WQM++x6vV5VHz0m2aaHHZySJNP0y/D3SZqcKpFp06aNuqvFQGlpaUpNTdWJEycI+8A3jAZ9AABYQLCh3VQHfUnq6upSXFzcoMfsdrsSEhJ0/fp1tbW16Te/+Y1qamr0zDPP6JFHHhm2jn8i95vrcujpggRtsDcF1kiHMTDsjeTCpctfb7E2QcEBhcmSlJSkJ598Uj/5yU80Z84cffbZZ/qXf/kX7du3T16vN/wJLKiwsFCGYej06dOSJEdsfMQDNEO3nvzqq69kmmaoMV/QkrRojfIxGcDQ0vSYQY/cTJshx8qnZablhT5LwcqPN+radeTq4M+G12/qfPfXSw1GM/Cz29HRoW3btukf//EftfnjjxTX2SIj3Py+acp/uV4XL5wP96IiFmkZv2EYmjdvnk6dOiW/P/zvKYCpw8w+AAAYl5s3bw4L+1IgqDY0NOjgwYOKjY3Vq6++qoyMjEm/vs9UxCE9GPaGDiqYpqlLF85LM1dGNEs6mpFmjydDcnKynnzyydBM/9atW7Vnzx6tWrVKS5YsuafWQsfGxio3N1enT5/WkiVL+svuzbFn4fsZMkNl96Zp6tChQ5o3b57i4+NDx/T29urd3/xSfcl5ilrwgGyGBp072BzQe2yn6m+kK69/LX1Dp1c9Mxf3VwgMvpeBlR9p0XY5uq7p3LlzOtNwSeasNRG9blPSex98pFNVXykqKkplZWVatmyZOh0uvVnXHu6Fy1d/VMe9GZo9e3ZE1wsnISFBXV1dozbhHGjevHnavXu3zp8/r/z8/Em5PoDxu3f+TwEAAG5Zj7dPPaahmHjXoMdN01Rvb6+ampo0e/ZsPfPMM4qJiRnlLLfG5+mRafdHFPiHrrEO6ujoUGf7dc20e9Tkj45ga8HRmZLOnLugWdNzJj2EJycn66mnngqF/i1btmjPnj1auXLlPRX6Z82apT179qizs1MVFRXyKVW2jPxQf4YR+f3qu1Kvt098ptWrV6uvr0+tra16/PHHQ4e0tLTojTfeUEdHh5w9dTJ6b2j2+mdU1+6VqUApfLK3Q76z1bL5u7Sj4qScTqfuv/9+HWzulmmaw7bGG8T06809R9W7/xPZ7XbFuqbJLIzss2uafl28cE7r1q1TWVlZ6PcpWQrbnHN9Trw+ud6sc77JqzoJbr9348YNJSUljXlsVlaWEhISdOLECcI+8A26N/4PAQAAbklDp1cHm7tV1+5R9MYf6XOZulDfofvcsUqL8um9995TU1OTnE6nnn/++bED0AQ1NzfrwIED+uqrr2SUrZc9zHp7mwLN/0aacb9w4YIkaUXONL3TcIv73Jt+/eHN1xVlMzRjxgzl5+eroKBAmZmZk/Y+pKSk6Fvf+pZWr16tXbt2hUL/qlWrtHjxYsuH/sLCQn3xxRf6xS9+IUkqW7tRR8OUwstm08rcJFVf6NB/vfmW4pwOJSQkaPr06ZKkmpoa/fnPf5bX65VhGMrJyZHNZtMzBYk603BRb7z9jnJnzdW1WLd8cwIVINGLTG2/XK8blVWqtWeFLceXYZPcM5U3Y6Yazp+T2edVal+n2hwJYxfim35l2zz6wU/+RrYRrhFJc879qalqaWmR1+udlJ4PCQkJkiIL+8FS/pqaGm3atGlK/jwAEJ61/88AAABu2eGWbm1t7Bq8n7mM/o70vXKerpT3wgUtW7ZM+/fvl8/nm7Tw6ff7VVtbqwMHDujs2bNyuVwqLCxUXf1R2bMLx36uAtv2DeX1m6q/eFkp6W7NTkvQRnVH3ul/CNPvl/P6JZWvuF8Oh0MXLlzQzp079fnnnys2Nlb5+fmh8J+cnHzLoSc1NTUU+isqKrR58+ZQ6C8rK7Nk6D9//rw+/fRTSYGlIj/4wQ/kcrmUeXXkn1uwxP8+d4yu9Wara/l3FC2pz/TLc/msfv3H95Vi8+rEiROKi4uT1+vVpk2btGPHDs1dtkbv1neott2p6LXfV0t/CX/o52YYsmfl65CMCBYRBG/IUGevR48//rgWLlyoyz1mBGX4Nj08K2PEoB8Urjlnfn6+Wlpa1NDQoIKCgkjvdlQJCQmSza6W9k5l5oRftjJv3jzt379fFy9eVG5u7i1fH8D4GaZpRryDBwAAuLc0dHrDBxPT1JOZNsX2dui1117TT3/609D2exPV3d2tI0eO6ODBg7p+/bpyc3O1bNkyzZs3T4cPH9ann36qJ/7H349Zyjx0W7yB1Qlm/33PSYrWff0DAkNnSXPjowJb7o394pV5oVIXjh5UVFSUSktLtWjRIvn9fp09e1b19fW6ePGiTNNUYmKiCgoKQgMALpcrzLnDu3r1qioqKlRVVaWEhAStXr1aZWVlYddU3w06Ojr02Wefqbq6Wjk5OYqNjVVHR4f++q//OnRMY//PNPhzM02/zMtnNXdGtuq8scMHAszA1nXeYzvlbDqjnp4e5eTk6Nvf/rb+9YNtcix4QDYZt7SsYzhTf7cgVU57fwM/09T2uss62OkILAMYEOhH++xOxIULF/Tb3/5WZWVlevLJJ2/pXA2dXh1ovqna670yDFuoimC0HQekwEDdP/zDP2jRokVav379LV0fwMRYb/gXAABMmoPN3WFnvA3D0Kkehx5MTpIU2H5vomE/WKp/7Ngx+Xw+lZaW6jvf+Y5ycnJCx5imKZvNFlEpc9CI1QlGsDrBo4158Xq6IGHYLOmRUWaPvw5lLpWVbVLH2pU6fPiwjhw5oiNHjigrK0tLlizRiy++KEk6d+6c6uvrdfbsWR05ckSS5Ha7Q+F/xowZio6OHvf7lZaWpmeeeUZr1qzRzp079fHHH2v37t1avXq1Fi1adFeG/r6+Pu3du1e7d++W0+nUU089pYULF+r48eN655131NHRESopHzi73dXr0du/f1NNPX7VZhXIMIZ/bs3gdnsLHlDvnlap54p6enr0eWWVouY/IE1y0A8sJYmW026Tz+dTTU2N9u3bp0uXLik2a6a8OXNlyyoYFKCHfnYnKicnR4Zh6Ny5c7d0noG/O0N3HAj+7ow0MGGz2VRUVKQTJ05o3bp1lPID3wDCPgAAGJHXb349Cz4GU4GO9JvykmQYhtra2sZ1nZFK9YMN6Eaa/fb7/aHy5nClzFJgVnJrY1fguUPP1f/vLQ1dSo+JUq7LMej5kQ4oJCQk6MEHH9SaNWtUV1enw4cP6+OPP9bWrVs1f/58LVmyRJs2bZIUWPN89uxZnT17NhT+bDabcnNzQyX/OTk54wrqaWlp+va3v601a9aooqJCH330kXbt2qU1a9Zo4cKFd0XoN01Tp06d0pYtW9TR0aFly5bpgQceCA2CDNyCb/HixYOe67AZSoqN1vef+57+v72n5AvU3o91MdkLFmr1wnlqaGhQrSdatnDPmQC/pAWJNu3evVsHDhzQjRs3lJ+fr+9973v6/PPP1Vq5Ra7EJP3V3/x0xM/urbDb7UpKStL169fV19c3oSUe4/3dGSpYidPc3DwlO3MAGBthHwAAjMjjM8MG/SBTkk82TZs2Tdeut6vL6w8bXkYq1X/mmWdUXFw8Zjj1+/3DZgkdttGvFUl1gq3/uJECSyQDCqHz2GyaO3eu5s6dq/b29tBs/6FDh5Sdna0lS5aotLRUCxYs0IIFC2Sapq5duxaa9d+/f7927twph8OhmTNnhsK/2+2OaGY0PT1d3/72t0Nr+j/88EPt2rVLq1evvqNDf0tLi7Zs2aIzZ86osLBQL7zwgtLS0gYdExsbq5ycnBHDfpAzNk5m2vTw6+ltNtmzCnX/ojTdL+kfvro66UFfkjLaz+sP/75Ffr9f8+fP1/Lly5WRkaHdu3fr2rVrcjqdkq9P8Y7ItpIcr/z8fB0+fFgNDQ0T6op/q787+fn5io6O1vETJ+VKSZ/0AQ0AYyPsAwCAEQX2M1dEgd+Q1NzdJy1ap0OJmTpUfW3Udb0tLS3av3//mKX6YwmW8Uci0uoEvwLVCV7/6I3HxhpQGEliYqLWrl2rBx54QLW1tTp06JA+/PBDbdmyRQsWLNCSJUuUmZmp1NRUpaamqry8XH6/X1euXAmF/23btmnr1q2Ki4sLlfwXFBSE7Ybudrv1ne98J1Te/+GHH4bK+xcuXBjx+zfVenp6tHPnTh04cECJiYl67rnnNGfOnFEHNmbNmqUvv/xyxL3ePR6PTp49L1PJkV3cMOTxmfL5fFMS9E3Tr5ZDO7VixQotXbo0VKVy/fp1VVRUaNmyZfrqq6/U3d2t3j6f+kxj0sNwcGa9pqZm3GF/Mn53LnX75Vr1LR2IS9WBMf5MADA1CPsAAGBEDpuh2YlOnW73hJ3ZS4ux6w9nOqTEjFBwGriud31OnFxtDdq/f39EpfpjGWlmfzTjrU7w+MJ3GR+v4NrloqIiXb9+PTTbX1lZqZycHC1ZskQlJSVyOp2y2WzKzs5Wdna2Vq1apb6+PjU0NKi+vl719fU6fvy4TNNUcnJyKPjn5+crLi5uxGu73W49++yzampq0s6dO/XBBx+EyvsXLFggn4yw1QpTwTRNffXVV9q2bZs8Ho/Wrl2r5cuXhy01nz17tnbs2KGGhgbNmDFDly9f1pkzZ1RfX68LFy7IL0PRj/3lmFsyBhkKDGhdbm6RaUaF1qNPCr9fGbYevfS3Pxv2mjZv3qyYmBitXr1aB+rOy5a/UP9UdU1mf4f/yQzDwW0G6+vrx/3c8f7uXLzSrBlZX1egBNf6G/Gpkob/mTAZTQgBjI2wDwAARlXujlVt+9j70PslNff4Al8MCUzBQYLPGrvk2bNDOXFREZXqj2U8M/vjrU5w2qc28CYlJemhhx4aNNv/wQcfDJrtH7i2OSoqKtS9/+GHH1Z3d7fOnTsX6vR/+PBhSVJmZuagZn9D91XPyMjQd7/7XV25ciUQ+ncd0GctpnxpudIUhMyxNDY26tNPP9WlS5c0f/58rVu3LtRwL5z4+Hg5nU59/PHH6urqUnd3t5xOp/Lz87Vx40YVFhZqR3uUzrR7ww5QzU50ymEz1HTposwWU7asgojDbViGoQ2zs4YF/VOnTunUqVN69tlndbilW1ErnpbMwFaB0uSHYafTqYSEBLW1tY173f54fndM06///Zv/UFxMtPLz85WUX6RKW2bge0MWVUSy1h/A5CDsAwCAUeW5HNqYFz9mR3p3jF1Xe3xhupibmvXQt/T9kltv0jWwQV8446lOCIa/28Fut2vevHmaN2+e2traQrP9Bw8eVG5ubmi2f2hoj42NDT1PCmxPFyz5P3bsmPbu3Su73a7c3NxQ+M/JyQm9X5mZmZr90JM629gZaGI3IGTWTfGM640bN7Rt2zYdPXpUmZmZeuWVV0Izz6PxeDw6f/58aPa+paVFUqAU/v7771dhYaFyc3MHDRzdF+1VXfvY20X6FRjIkqSLFy8qqduvjqzI9qI3zf74Olp1iWnKe2ynTrUlK/fhhwe9lk8//VSzZs3StLxZ+uB0e2AW3JjaMDxjxgxVVVWpsbFRM2fOjPh54/ndKUx0quyF74caT9Y2dcnI8A/aVnCk54221h/A5CDsAwCAMY3Vkb4sPUZ/ON0RfvbPsKnBozHXxEdqPGX8UrA6oVcao23bwPB3uyUnJ+vhhx/Wgw8+qFOnTunQoUN6//33B832u93uEZ+bkJCgRYsWadGiRTJNU1evXg2F/7179+qLL75QdHS0ZsyYoYKCAsVm52vrVZuk4SEz+DOc7BlXn8+nffv2qaKiQlFRUXr88cdVVlY24oCNaZq6cuXKoNJ8n8+nhIQEFRYW6oEHHlBPT48++ugjLV26dMSKgLEGqMz+z87aTGfo9TU2NqqgoEBZ/c8xZA6bjVZ/p37TNMN+9takRWlX0xntPt8jl8ulZcuWSZIqKirU1dWll156STtaemSYkjnGqSYrDBcVFamqqkonT54cV9iXIq/sWZYRr1xXkgoKCuT1m/r50dZJ6ZMB4NYQ9gEAQFijdaTv8vpv+5r48ZTxS1JmtBR95pB6C5bIMIxB9xsMgxvz4r/xGUa73a7i4mIVFxfr2rVrodn+AwcOKC8vT0uWLFFxcfGw2f4gwzCUnp6u9PR0LVu2TH6/X5cuXQqF/88++0xG2XrZM/Olsd4/v1+f113RSwtzxnyfI9mdoK6uTlu2bNG1a9dUXl6uBx98ULGxgwdVbty4EQr3Z86c0c2bN+VwOJSfn6/169ersLBQqampoZDd3d2tjz/+eMyu/MEBqgPNN1V73dMf1P0ym87KaKjRMVufFv7gB+r2+tTq8WtZVo7K0mLlklfvVNbKdE+XYdhkSIpuv6KO6n2yz1okW/r0MZv52SQ19dn14x//WL/61a+0efNmxcXFKSMjQ19++aXWrFmjaUnJqjvfKjPMoMFkheEZM2ZIks6cOTPu54YGTi50BgY6BnweRvvduRP6ZAAIIOwDAICIDe1I/02siR9PGb8kbd++XV0nK/Wt5UtU53EOq04ovwM7g6ekpGjdunVau3atTp48qUOHDunPf/6zNm/erIULF2rJkiVKT08f8xw2m025ubnKzc3VmjVrdLPXo3+paddYFQ79T9RlM1r/z//7D5qem6Pc3FzFxMQoJiZG0dHRumGPU503Rhd6jEHv48D1/q2trdqyZYvq6uqUn5+v7373u6HqBK/XO6g0v7m5WZKUlZWlxYsXh0rzR1tfHskWfFJggKqx+oSqPvtcyekZmluYr30H9ygxMVGtafn656MtMp0xil77fW2TtK+qVY7zVTKO71evx6tnn39Bn2/5VG1XWySbXXb3jLBd+4MB/fGZqXr11Vf161//Wu+++67S09OVnJyslStXqvc2h+H4+HjFx8ertbV13Ov2JWm6cVOePe8qvni5+lJywv7u3Gl9MoB7GWEfAABM2DexJn48Zfxnz57Vvn37tGHDBpXmpqtUkc1I3ynsdrtKSkpUUlKi1tZWHT58WF999ZX279+vGTNmaPHixSouLo4owJm2KIUN+v0MwyZFOVVXV6fTp08Hnm+ass0sUdT8ByTTlGH7er1/bVuPaq/3KubsYZkXatTR0SGHw6FZs2YpMzNTR44cUXt7u1pbW3X16lX5/X7Fx8dr5syZWrFihWbNmqX4+PiI35extuALamlpCVQzmKa+/52nZbPZtG/vHnXPXi4jq1B+BVsTBnR5/TKzS5SUlKGebX/U22++1v9eGHrkiae0faya+wGCAd3tduuVV17Rb37zG7W0tOjRRx9VVFSUTH/kbQAnKwzn5eXp5MmT4163L0mfffaZzGtX9NSMeM0oSA37u3On9skA7kWEfQAAcEsiXdc7WWviIy3j7+np0fvvv6+ZM2dq+fLloceHVifcLVJTU7V+/fpBs/3vvffeoNn+tLS0UZ8/3hnXv/ufP1PTpYvauXOnTp8+reSCebpZ8kBgdnvoYEv/z6M7f7H6Lp1XcrJdhmGosbFRZ86ckWkOv2pXV5eOHz+u48ePy263D6oeGPrfAx+LiYlRfHy8ent7deLECc2aNSu0bWFQX1+f3nrrLfn9fq1bty70vqQuWq3OrELJMIYPe/Q/dj0uTbYZJfKfD9zXSy+9pKzcPG0/elWRDJYMDOjJyclyOp3q7e3Vli1bFJ9ToJM9kVWRTGYYLioq0smTJ1VXVzeusN/V1aXa2lrFxcWpsLBQhhHZ787t/jMBwMgI+wAA4JZE0rF/MtfERzqzv3nzZvX09Oipp54aV0O/O11UVJRKS0tVWlqqq1ev6tChQzp69Kj27dunmTNnasmSJSoqKho22z+RGdfc3Fy98MILamho0Dtn2sM2qDNMUzFF5Wrb+4GkQPf/wsJCFRYWKicnR36/Xz09Perp6VFvb++I/z3w6/b29kGP+3y+Qdd75513Qv8dHR0dGhS4efOmOjs7FRMTo+vXr2vbtm2KiYlRd/Zcfb0HwSivQVLUnKUyL9Xq5ZdfVlZWlg4fPix/k09GxsywHeYHBvRt27ZJkp544gl9XFWv96/4ZTPGDsFBkxmGg+v26+rqtH79+oift3v3bpmmqfvvv39cv0O3+88EACMj7AMAgFs2Vsf+yV4TH8nM/okTJ3T06FE99dRTSkpKmrRr32nS0tK0ceNGPfzwwzpx4oQOHTqkd955R3FxcVq0aJEWL16s1NTU0PETnXHNzMlV79XY8PPaNpt8qbl66ulnNLuwYMTS/JiYmAhf3XB9fX2hwYDNmzfr6tWrWrdu3aDBgpaWllAfgNTUVDU0NAS+5zNlrp0TPrQahhQTrxd/9KpSkxP13nvvqaqqSvG5herLzB/zqQPfu4aGBh0+fFibNm1S+pz5cigv0CgwzGucijCclJSk6OhoXb16NeJ1+x6PR5WVlbLZbFq6dOm4rznSnwky/ZqdFHNH9skArIiwDwAAJsVoHfsnW7gGfZ2dnfroo49UVFSkhQsXTvr170RRUVGaP3++5s+fr5aWFh06dEiHDx/W3r17lZ+fH5rtn+iM63g6rMswNHteieIdkTdRjFRUVJRcLpdcLpcWLFigd999V1k5uYqOnyan3VBfb49+8YtfSArMpg9s4NfS3affnLwe4Usw1OX16T/+4z9048aNwMz8xx9rXmmT6hwZgUGPAYMGQ987v9+vjz/+WNnZ2Vq6dKn+fK5TNsMYs6IiaKqaRubl5el0/VmdvnBRhTOnh/3dPHz4sPr6+lRSUjLhAZqBfyYcra7Rx++/p01//78UE0PQB24Hwj4AAJhUU70mfqwyftM09eGHH8owDD3++OOWKt+PVHp6uh555BE9/PDDqqmp0aFDh/SnP/1J8fHxodn+F2cnRlSFERy4MQxFvN5fpqmGs2c0u7Bg1OZ5kyE2a6Yc5Y/o1/UeybgmQ1JMR5N6YhM1MyNDZWVlg44f1+CDaeqdN19TWlKCfvTqj9V4pVl+GUrpapbvxD7N3fCM6jv9o753+/fvV1NTk3784x/LJ0N1wZntMAxJj8+cNum/Pw2dXvUUrZJz3nr9ud0m42jrsB0UBvL7/dq9e7ckadWqVbd8fYfNUGZKouT3qa2tTVlZWbd8TgDhEfYBAMBdZawy/q+++kq1tbX63ve+N67u7lbkcDi0cOFCLVy4UM3NzTp06JAOHTqkPXv2qKCgQEuWLNGm0jnyyTasCqOh06uDzd2hkGpIio8y1NU39gy/6ffLvHJWf6jcrOjoaM2bN08lJSXKz8+f1OB/uKVbWxt7ZcvID82wm5JuutLlWPmM5rgdwwZ64qJsckUZ6uwbO3abpin1dGnOkmWyFSzU7xr7ZMqt6Mf+D1W2Nih/5kw9Oztl1AqWjo4O7dixQ+Xl5crOzg50+Y/wdU3FvvOB96pLhi0utPuAKel0u0e17R5tzItXWdrgZRs1NTXq6upSRkaGMjMzJ+U+UlJSJEnXrl0j7AO3CWEfAADcVUYr429ra9PmzZu1aNEiFRUVfQN3dudyu93atGmT1q1bp+PHj+vQoUN6++23FR8fr7KyMi1evFjJycmSvg6HNn09k29KYYO+JBk2m/LtN1VrGOrr69OpU6f01VdfKTY2VkVFRaHgH8luCqNp6PRqa2NX4Ish5wk2z9vZ0qe8JO+wWev73LHafulm2Gv4Wi+qPqdYto6+r1+zYciXkqsGW56OXO1WWVrsiKF8y5YtcjgceuihhyR9s/vOD3yvzCEdF4JLCrY0dCk9Jir0XpmmqYqKCknSihUrJu1eYmNjFR0drba2tkk7J4CxEfYBAMBdZaSO8H6/X++//75iY2P1yCOPfEN3dudzOBxatGiRFi1apKamJh06dEgHDx7U7t27VVhYqJlly7TbEwj9Q9eXDwyrQ8OrIVOmjMAscdladaxYoi+//FKVlZWKiopScnKy6uvrdeTIEcXFxamoqEilpaWaMWPGuIP/webuYf0GhrL1HxcMsAMrFSSFtgIc+DkKPuZvaZA9Z440whr74GDC0IAcVFdXp5qaGj3zzDOhde6R7oIg0685STGTOqs/kffq7NmzamlpUXR0tIqLiyftXgzDUEpKiq5duzZp5wQwNsI+AAC4q4w0s79v3z6dP39eP/zhDxUdHf0N3dndJSMjQ48++uig2f6d567Jnpk4bMZ8oGEl/aap2M4WPbN4digwJiQkaOPGjVq9erX279+vAwcOqLe3V3PnzlV8fLzq6+t1+PBhxcfHh0r9p0+fHjb4e/1mROvf/ZJq2z3y+k1VtfYMq1QwDEOmaYYGjkzTlMPv1aqseO1o9gWC/xj9HoIBOSMuKlTKL1+fPv30U+Xn56u0tHTQ8ZHsgiAZk7rv/ETeK4fN0O7du2UYhpYsWRJR1/7xSE5OZmYfuI0I+wAA4K4ydM1+c3Oztm/frvvvv18zZ8785m7sLuV0OlVWVqbShYv086NXh5V7DxUs6f9JSZJk2HT44H7trNim9GV/P+zYuLg4rV27VitWrFBlZaX27dunrq4uzZs3T2vXrtWVK1dUU1OjyspKuVyuQcF/pOaK49kVwJR0tsMTKmMfNksfPL9palnUdT20YLa8flM7mmaGbezol3Sq3aPao62hngZJnuvqsMfp+48+Ouz5A3dBkOmXjK8/vzZJftNUavMp5S6+9WZ4QeN9rzw+U63NTTp79qwkTWi7vXCSk5N18eLFST8vgJER9gEAwF2lz5T8UdHy+k3ZTL/ee+89paSkhNZIY2IC4TCyEnJT0v/785/L4e+T0+mUz+fTv//7v4f2cx/pn4SEBD366KO6cOGCqqurVVNTo4KCAj355JNyOp06fvy4jh8/roMHD2ratGkqLi5WSUmJcnNzQ+F5vOvfj7X2hC1jNyS1uzIkST1e35gz+iO9D8F/X4tKUNT9T6lB8Uob4diytFjZbrbro6pzsmcXSv3t8mYnOtVetUfOrsmd8Z5Ir4C9e/fKbrcrPz8/1MNhMqWkpKi9vV19fX2TXjUAYDh+ywAAwF0huO76wuy1kmHo50dblei5rqtem/7i208SHm7ReMKhZOqxjRvU19uj3t5eHTx4UKZpKi4uTr29verq6lJvb++gf4Jr4geqr69XfX29JCk6OlpxcXFKSUmR1+tVZWWl9u/fL4fDofT0dGVlZSkl3a1UZ5ZaFTPmwIRNUn6CQ6c7vOFfiWGotr1XWz77XNXHj8tc87wMY/wNBMOt55ek818dUNyZM/ofG8vVZxqhTv5vH+pUj8837muOJdJeATYFBhy6OtpVXV0t0zRVXl4+qfcSFBxAuH79utLSRhoSATCZ+L8iAAC44w3sED9wq7W2qARFrfiWrjhcYjOvWzO+cBitpQWLQo/Z7XZVVFSEZumHMk1TfX19wwYAenp6dO7cOZ06dUrt7e2KiopSZmamYmNj5fF41N7erhs3buhKr6lmI102x0wZsvWvtR/9Hv2mqTPtnohn6U0ZOlJ1XEUFM3SqpUFm+vRxzfAPNLThXdDNmzdVVVWlNWvWKDrKroGdJWw2m/z+Mdv3TUgkvQL8/cft271NNptNLpdLs2bNmvR7kQZvv0fYB6YeYR8AANzRBm4fNt7u6Bif8YTDgYqLi7Vt2zadPn16xA7uhmHI4XDI4XDI5XIN+t68efP0yCOP6Ny5c9q1a5fOnDmj1NRUrVy5UgsWLNDRa4F198GO/8HzmWb/VwND+cDqgfGU45t+ebpu6OjRozJSmuVInx7hgobhhja8Czpy5IhM09TixYuHPcdut8s3yTP70ti9AoJfb8yLV4rNq8OHD8vv92vp0qW3tDXiWBISEmS322nSB9wmU/ObDAAAMEmC24eNJTibilsTDIfS8L8kBr/emBc/bFAlJSVFmZmZOnHixISuaxiG8vPz9dJLL+nVV19Venq6PvjgA/3T/35LWxs6JQ3fJ94wDKk/9AcOMAOLz/sfj5jpl7Ptkn708g/1wgsvyNbeLPfVusD5JjjbHmx4F+T3+1VZWanS0lLFx8cPO36qZvalQK+AZ3Ic8l2uV2iRhmnKf+Wsni9wqSwtVpWVlfL5fDIMQ2VlZVNyH1LgZ5acnMz2e8BtQtgHAAB3rOD2YeFi0MDZVNyasrRYvTg7UbMTnaF4HWwk9+LsRJWljbw93Lx581RbWyuvN/w6+bHk5OToe9/7nv76r/9a0XOWjrjWfyDDNBV/s1VqPi9zIj9/w1BXzX65XC4VFBTI5/OpLC1Gz86Ildl0bkC1gBn2XkJMUw1nz4Rm62tra3X9+nXdd999Ix4+VTP7QdfqT8g88rl+Mteln5am6MUsn7wHN8tsuyKv16sDBw7I4XCopKRkxMGIycT2e8DtQxk/AAC4Y01k+7CBpdOYmFyXQ7kuh7x+M7SPfLj3taSkRF988YXOnDmjoqKiW76H5LR0dV20hS+nt9nUFZcqIy51XOcPdulflx2rzzqv6dixY1q+fLmkwHaETaeOyXd4u376t/9TUTFxctoN/b7qki71OULLR0Zk+mVvvag/fPiB4uLiVFJSosbGRuXk5Cg7O3uUl2Cb0rBfVVWl2bNnyxUXGKiJy8xQTEyM6s+d18Wr13Szp1emr29KttsbKjk5OdSUEcDUYmYfAADcsYId4iMR3D4Mk8dhMxTvsEU0gJKamiq32z3hUv6hxjPQI0W6i0DwYDNUqbA0w6V58+apqqpKHk+gX4HD4VBlZaWKi4uVOM0Veg8eKnTLCPteBI77y7/8Sy1cuFA1NTW6fPmy2tratG3bNrW0tAx7ht1un7Iy/tbWVl26dEmlpaWhxxq7+hR7/xM6kFCsXfbpcj76Y8WvekpGcuaU3MNAKSkpamtri7xKAsCEEfYBAMAdK9ghPpI1+3MSnczqf8OKi4t16tQp9fX13fK5xjPQIyniY03Tr+U9Z/R0QUKo98CCBQvU2tqqcxcapOhYXWm5qra2tmFb0AV6Grgk05Q5NJz7/YEAW7NHm9/6ndra2rRhwwYVFRUpJiZGc+fOVWVlpX75y1/qV7/6lfbs2aP29nZJUzuzX11dLafTqTlz5kgK7GzxZl27ul3pX/c2MGzyJefozdMdOnJ1antfJCcny+fzqaOjY0qvA4AyfgAAcIebaId43H7FxcXasWOH6uvrQ+FyoiLdCtBQYKDHlCI61ne5XnlF6YMej0rLUcz9j+vj3nRFb/yRvjRNuVa5pKSMYecoS4tVekyUPj3RoKuGS4ZhCzW8S+m8rI5LtfJJevvtt7V27VodPXpUK1eu1IMPPqhHH31Up0+fVnV1tXbs2KHPP/9cM2bMkMPhmJKwb5qmqqqqVFRUJIfDMWhnC3NIE8Pg11O9s0Vw+722tjYlJiZOyTUABDCzDwAA7mgT7RCP2y89PV1paWmqqamZlPOVu2PDNmc0+4+L7FhTvvqjysj4OsQfbunW78/ckJmWN2Cm21BfcvaoM925Lod+XF6gJdeq1Lvlv9S3+T+1Lt1Q6+njSklJUZo7Q4qO1Rc7K9TX1xfqcB8VFaWioiJ95zvf0f/6X/9L3/rWtxQVFaXTp0/rxo0beuutt1RdXX3LTQ6Drly5otbWVs2fP1/SnbGzRVJSkiTRkR+4DZjZBwAAd7zgbOrB5m7Vtntk6usO8eXuWIL+HaS4uFgHDhyQz+eT3W6/pXMN3Cc+2FAvxPRLMrRxuiv08w8c2ynTbw5qohd8bn73JV3o6Qh1nB840z1oD3pFNtO9/uGH1Nt9U4cPH1ZFRYUe/vb3teNcq+SeoWjDkGn65b98Vn/6fJd+8MQGOZ3O0HOjo6O1cOFCLVy4UNu2bdO+ffvU1dWld955Rw6HQ/PmzVNpaakKCgom/D5WV1crLi5O+fn5oZ0twq2UH7izxVQsi4mKilJiYiJhH7gNCPsAAOCuMJEO8bj9iouLVVFRobNnz2rWrFm3fL6BAz2n2nslGTJkytnepPSuKypbvD50bGlilL74YKvshQvVk5A5bFBo7yfblZGRIaM/yAdnuseqCAjOdI8U9g3D0OOPP66uri7V9UZpx02XjAyXzP4OAoZhky0zX81GgX754Rf6iw0rNG3atGHniYuLk81m06uvvqpr166purpaVVVVOnbsWKij//z585Wbmxu693BM01R1dbWKi4tlt9vV4/XfMTtbsP0ecHsQ9gEAwF3FYSPk38ncbrdSUlJUU1MzKWFf+nqgp/HyFf3mf7+ml198QX/avlU5ixcPOq6iokI3L53V//jWJk1LSh42KNTU1KTZs2dL0qTNdBuGofsffVrnTndIhjHsfMEKg+78xfq3t97VD596ZNAyAmlwg76UlBStWbNGq1ev1pUrV1RVVaXq6modPHhQSUlJKi0t1YIFC5Senq6xXLhwQR0dHZo/f75M09TFxgbJjPt6qcIYpnpni+TkZF25cmXKzg8ggLAPAACASWMYhoqLi3Xo0CE99thjt1zKP1Cs0yH1dqunq1OdnZ1KTU0Nfa+lpUV79+7VmjVrQk3gBoZzr9era9euye12Sxrf1n7hZroPXe2VMULQH8iQKW/OXP3Hf/yHnnvuucEDIfYo+aOiBw0oGIahrKwsZWVlad26dbpw4YKqqqpUWVmp3bt3KyMjQ/Pnz1dpaemIje6qqqqUkJCguqs39HbdMXmSswJVAaY5ZuC3KVAJMZUDasHBINM0I65UADB+hH0AAABMquLiYu3evVvnz59XQUHBpJ03uOY9WAKelpYmKVCy/sknnygpKUkrV64c8bnNzc2SFJpVD27tF0ngH2umO9IKARk22bMK1Xv4c7355pt65JFHlF2yONCHwj5dzo2v6OdHWzU70an7hvShsNlsmjlzpmbOnKlNmzbp9OnTqqqqGtTRv7S0VCUlJYqNjVVbW5uOHj0qY3qxDsgtI9kM7BoghZ3Zvx07WyQnJ6u3t1fd3d2Ki4ub0msB9zLCPgAAACZVZmamkpKSVFNTM6lh3+EIBOBg2A/O4FdVVencuXN68cUXFRU18l9vg2E/OLMf6dZ+4Wa6x1MhIMPQt579rj780x+19WSDHI4C2QxD6l/jH9w+sLbdo4158SpLGx66gx39i4qK1Nvbq5MnT6qqqkoff/yxPvnkE8XHx6uzs1NGSpacJav6w30Es+d+v2QMbng4VQZuv0fYB6YOW+8BAABgUgVL+U+cOCG/P9yGeJELzuxfv35d8fHxiomJUU9Pj7Zu3aqSkhIVFhaO+tympialpKSEBgykyLb2CzfTHawQiIRp+nXx3Fk9/cpfyTH/Ackwhl0/+PWWhi41do69BV90dLRKSkpUWloqt9st0zTV09MjSbIXLFRkdQuSTFNp5k159ryrTO/1CF/NxCUnJ0ti+z1gqhH2AQAAMOmKi4t18+ZNnT9/ftLOabPZZLfbdePGjdB6/e3bt8vr9WrDhg1jPre5uXlYY7w8l0OLHJ2BteNDgnHwL8kb8+LHnOkOVghEsn+92+zWwf37tL2+Jexa9XD73Xd0dGj79u36x3/8R73//vtKSEjQCy+8oL//+7+XIzpG9qyCYdsJjsg05dn8G/1gfpbS7D59+umnMs2IaxUmJCYmRnFxcYR9YIpRxg8AAIBJl52drcTERNXU1Cg/P3/SzhsVHaMbvX0qzMrWpUuXVFlZqfXr1yshIWHU55imqaamJpWXlw96vK+vT7XbP1B6Tr5Sytaort07bLu+SEray92xqm33jHmMX9LGudlqi3lWH/Wmhq0GGGkXANM01djYqAMHDqimpkZRUVFatGiR7rvvvtDgR3V1tbwyFB1p4zvDkGmzqa2tTZs2bdJrr72mqqoqLViwILLnTxDb7wFTj7APAACASWcYhubNm6fq6mpt2rRJNtutFZQ2dHoDM90PvySvYdNJ09SZk5eUUjBPy5YtG/O5XV1dunnz5rCZ/X379un69et6/vnlSk9PlNdvDtuuLxJ5Loc25sVrS0OXbNKg0vzg18EKgeQ5RTKqI5vRDu4CYPh9On78uA4cOKBLly4pJSVFGzZs0KJFixQdHT3oOdXV1cpOT9M1Rd58UF6PmpubtWDBAhUXF+uzzz7T3Llzh517MqWkpBD2gSlG2AcAAMCUKC4u1r59+9TQ0KAZM2ZM+DyHW7q1tTEQpDWgq7wnMUve5GwdvdY7YjO7oKamJklfN+eTpBs3bmjXrl0qLy8P7VnvsI0v5A9Ulhar9JioQHf9/u78I1UIjGcXAEn67MtKnT5Qoa6uLs2aNUvf//73NWvWrBGXAXR3d6uurk4bNmzQxXE0Hzw/zRV6jzZs2KB//dd/VUVFhdavXz+Od2B8kpOTdfbs2Sk7PwDCPgAAAKZIbm6upk2bppqamgmH/YZOr7Y2dknSsOBq9FcLbGnoUnpM1Kgl901NTXI4HKHGcJK0bds22e12PfjggxO6r5HkuhzKdTnGrBAIrvEPV/YvBcr2T3RJC4uLdd9994W2GhzNiRMnZJqmSkpKlK3o8EsLTFNL02PUk5ER2q0gMTFRq1ev1s6dO1VWVhb2mhOVnJyszs5Oeb3eQU0TAUweGvQBAABgSgRL+YMhdCIONndH1PxurGZ2zc3NSk9PDy0laGxs1NGjR/XQQw8pNnby95R32AzFO2yjVgmUpcVEdB7DMGTLLND6RzZFFLqrqqqUn58vl8sVWlogDf8Lv02STFPeYzt1rOIzpaenh2b2JWnFihVKTEzU5s2bp6xZ38Dt9wBMDcI+AAAApkxxcbFu3LihxsbGcT/X6zdVF6YUXRrczG4kAzvxm6apzZs3KzMzU4sXLx73PU0Gd2zkxbWmpM6e3rDHdXR06Ny5cyotLQ09VpYWqxdnJ2p2ojPUEDC4tODFOUl6bEGBKisr1djYqBs3bqi7OzBgEhUVpY0bN+rMmTM6derUOF5Z5Nh+D5h6lPEDAABgyuTl5cnlcqmmpkZ5eXnjeq7HZ0a8tj3YzG7obLrf7w81n5Oko0eP6uLFi3r55ZdvuWngRI1n3b5p+vWHN17XC88/p2nTpo163PHjx2W32zVv3rxBj4+1tCB38WI5HA69++67kqTLly+roKBAkjRnzhzNmjVLW7ZsUWFh4aSX2rtcLjkcDmb2gSnEzD4AAACmjM1mU1FR0YRK+YOhOBJG//FDXbt2TT6fTxkZGert7dW2bdtUUlJySw0Db1Vw3X7Yv4j7/cpQj7q7OvWf//mfg0rtg7x+U11ev6qO12j27NmKiRl5icBoSwvmz5+v73znO5KkLVu2qK+vT1JgCcEjjzyijo4O7d27d9yvMRzDMJScnMzMPjCFCPsAAACYUsXFxWpvb9elS5fG9bxIQ7FN0pxE54hr5IMBOSMjQxUVFerp6ZnSLvORKnfHhl2eIMNQ455PlZmZqejoaP3Xf/2Xzpw5IynQuPDd+g79/GirflF9Ta2Ln1D33JVq7PSO+15KSkqUlJSklpYWvfXWW/J6A+dITU3V8uXLtXv3bl2/fn3c5w2H7feAqUXYBwAAwJSaMWOG4uLiVFNTM+7nRhKK/f3HjaSpqUkul0vd3d3at2+fVq5cqcTExHHfx2QL20BP0oY8l771wP26dOmS2tra5HK59MYbb+j9w7V6s65dp/u3+JMkw7CpyYzRG3XtOnJ19GaFo95PXp7S0tLU0NCgN998U729gT4Ba9asUUxMjLZu3TqxFzoGZvaBqUXYBwAAwJQKlvLX1NSMu5Q/klC8MS9+xG33vH5Tl1uvy52Zpa1bt2ratGlauXLlBF7B1Bizgd7sRC1Oj9WCBQv0k5/8RMuWLVN7e7uc7jzVKNDcbuggSPCd3dLQNe4ZfrfbrY6ODr344ou6cuWKXn/9dXV3dys6OlobNmzQiRMnVF9ffysvd5jk5GS1t7fL7w9b4wBgAmjQBwAAgClXXFysw4cP68qVK8rKyhrXc8vSYpUeE6WDzd2q7Z/NDobicnfssKDf0OnVweZu1bV7ZM5aI5mmfJfrtaZ0yR23p/tYDfSCoqOjtW7dOpWVlemN6iu6aZqSMXo3g+BWhCMNgIzG7Xart7dXCQkJeumll/TGG2/otdde04svvqjS0lJVVlbq008/1V/91V/JbrdP9OUOkpKSIr/fr/b29lB3fgCTh5l9AAAATLmZM2cqNjZ2QqX8UiAUP12QoL9bmKqflqbo7xam6umChGGB9nBL97ASdxmG7Fn52tOXMqES99thtAZ6AyUkp6gnIUNGmF0Ewm1FOJLg1oTNzc3Kzs7Wyy+/rBs3buh3v/udOjs7tWnTJrW2turAgQMRnzMctt8DphZhHwAAAFPObrdr7ty5qqmpkcfnV5fXP64wGjRWKG7o9GprY5ek4SXuMgJ/7Z1IifudYiJbEUYqISFB0dHRoYaGbrdbr7zyijwej373u98pNjZWS5Ys0Y4dO9TZ2Tn+mx9BYmKiDMOgSR8wRQj7AAAAuC0y5i5QR8F9+sdjgQ7yPz/aqnfrOyYtfB9s7o6oc//B5jtzdj+cydiKcNTjDUNut1vNzc2hx1JTU/XKK6/I7/frt7/9rcrKymS32/X555+P78ZHYbfblZSUxMw+MEUI+wAAAJhyh1u6taN7muyZ+TL7I6sp6XS7Z0Id5E3T1M2bN3XlyhXV1tZq38FK1V7vjahz/3hL3O8Uk7EV4ViGhn1JSkpK0iuvvKKoqCi99dZbKi8v19GjR9XQ0CCv35xwhUYQ2+8BU4cGfQAAAJhSA8vrNWS9eTCcb2noUnpMlHJdDpmmqe7ubrW3t6ujo2PUf/r6+kLnscXEy7Hh5YjuJ1jiPt4wfCcod8eqtt0z5jFjbUU4loyMDB05ckQ+n29QE76EhAS9/PLLev3111VZWamk/CL9sfaa+q7GDmqWeN8IzRLDSU5OVkNDw7jvFUB4hH0AAABMqWB5/Ziz7qZfbx88qajqHcODvM2madOmKSEhQYmJicrKygr9d0JCghISEuSMjdM/VbVFtKZ9vCXud5LgVoRbGrqGvaeGTPlNyX21TtkLl4/73G63W36/X1evXg017AtyuVx6+eWX9Z9b9qhz+kLJNENLCoIVGrXtHm3Mi1dZWuQDDcnJyTp69KhM05Qxxg4DAMaPsA8AAIAp4/WbgS3wwh1o2NSbmKnionlKSpgWCvEJCQlyuVwRBcHZiU6dbveMOahg6z/ubpzVDxptK8I5idFKu9mkL/Z9ro96ruqJJ54YV4Ae2JF/aNiXpKu+KHXNWBQI+UPOO1KFRiRSUlLk9fnV0t6p5ATXXf1zAe40hH0AAABMmfF0kJdhaNWDDyneMbG2UlNZ4n6nyXU5lOtyyOs35fGZctqN/qCcoATfU/rzn/+s6OhobdiwIeLAHxMTo4SEBDU1NWn+/PnDvh9JhUawAWIkYb+h06sjZqqcj/2l/utsrwz1Tng5AIDhCPsAAACYMsEO8rejvH6sEvfg1xvz4i0VJB02Y9hs+MKFC+XxePTJJ5/I6XRq7dq1EZ8vIyNjWJM+KfIKjWADRI/PL6d99EGbwy3d2trYJUNGaDDiVpYDABiOsA8AAIApE+wgf7vK60crcZ+d6FT5PTRjXF5ert7eXm3btk3R0dFasWJFRM9zu92qrq4e9vh4KjRMST//l18oIylBGRkZcrvdoX9HR0cPatg49JwTXQ4AYDjCPgAAAKbU7S6vH73E/d6yatUqeTweffbZZ3I6nVq6dGnY57jdbrW3t6unp0cxMTGhx8dToSGZWr50ia42XdG5c+dUWVkp0ww8MykpSUbZesmVPmzd/0DjWQ4AYGSEfQAAAEypb6q8fqQS93vN2rVr1dvbq48//lhOp1MLFiwY8/iBTfqmT58eenx8FRrRerBsVeixvr4+tbS0qLm5WZebmvVVmKAvfb0cwOu/O7dIBO4EhH0AAABMOcrrvxmGYeiRRx6Rx+PRn//8ZzmdThUVFY16fFpammw227CwL028QiMqKkpZWVnKysrSLK9fX1Vfi+jeTQWWDxD2gYkh7AMAAOC2oLz+m2EYhp544gl5PB796U9/0vPPP6/CwsIRj7Xb7UpNTVVTU9Ow701GhcbtbNgI3Osmtq8JAAAAMEEOm6F4h42gfxvZbDY988wzKigo0H//93/rwoULox47Wkd+KVCh8eLsRM1OdCr40wtWaLw4OzFsB/3gcoBwIcQmac4kNGwE7mXM7AMAAAD3ALvdrmeffVa///3v9fvf/14vvfSSsrOzhx3ndrtVV1cn0zRD2+INdKsVGre7YSNwr2JmHwAAALhHOBwOPffcc0pLS9Mbb7wx4gy+2+1Wb2+vOjo6xj7XBCs0gssBpOFhJPj1VDRsBO41hH0AAADgHhIdHa0XXnhBCQkJev3113Xt2uCGeQM78k+VkZYDmKZfsxIdES0HABAeYR8AAAC4x8TGxurFF19UdHS0XnvttUGz+ImJiXI6nSM26ZtMuS6Hni5I0N8tTNW3Ervk+fjXWhnfw4w+MEkI+wAAAMA9yOVy6Qc/+IEk6bXXXlNXV5ekQPd+t9s9pTP7AzlshvJzMiW/T5cuXbot1wTuBYR9AAAA4B6VmJiol156Sb29vXr99dfV3d0tKbBuv6nlqrq8fnn9kWyUd2uio6OVlpZG2AcmkWGa5tT/9gIAAAC4YzU3N+t3v/udUlJS9NC3n9f2+ha1GHEyDFtoa7373LFTWmL/3nvvqbW1Va+++uqUXQO4lzCzDwAAANzj3G63XnzxRbXEpOmPZ2+q1RYvwwhEBVPS6XaP3qhr15Gr3VN2D1lZWbpy5Yp8Pt+UXQO4lxD2AQAAAMiXkC6jZKVkGDI1eDs9f/+/tzR0qbHTOyXXz87Ols/nU0tLy5ScH7jXEPYBAAAA6GBzt2xDQv5Qtv7jpkJmZqYMw2DdPjBJCPsAAADAPc7rN1XX7gnN4I/GL6m23TMlTfucTidN+oBJRNgHAAAA7nEen6lI47vZf/xUyM7O1uXLl6fk3MC9hrAPAAAA3OOcdiNMAf/XjP7jp0JWVpaamppo0gdMAsI+AAAAcI9z2AzNTnSGDQc2SXMSnXLYpibsB5v0NTc3T8n5gXsJYR8AAACAyt2xEa3ZL3fHTtk90KQPmDyEfQAAAADKczm0MS9e0vCQYPr9kkxtzItXrssxZffgcDiUnp5O2AcmAWEfAAAAgCSpLC1WL85O1OxEZ2gNvyEprrNZMUc/14Jk55TfA036gMkR9U3fAAAAAIA7R67LoVyXQ16/KY/PlNNuqLW5T/++o1ZHjhzR0qVLp/T6WVlZOnbsmPr6+hQVRVwBJoqZfQAAAADDOGyG4h02OWyGMjMztWDBAu3YsUMej2dKr5udnS2/36+mpqYpvQ5gdYR9AAAAAGGtXbtWPT09+vLLL6f0OhkZGbLZbJTyA7eIsA8AAAAgrKSkJJWXl2vv3r3q6uqasus4HA653W6a9AG3iLAPAAAAICKrV6+WYRiqqKiY0utkZWUR9oFbRNgHAAAAEJG4uDitWrVKlZWVunbt2pRdJzs7W83NzfJ6vVN2DcDqCPsAAAAAIrZs2TLFx8friy++mLJrZGdnyzRNmvQBt4CwDwAAACBiDodDDz74oKqrq6es1N7tdstms1HKD9wCwj4AAACAcVm0aJHS0tL0+eefyzTNST9/VFSUMjIy6MgP3ALCPgAAAIBxsdlsWrdunc6ePaszZ85MyTVo0gfcGsI+AAAAgHGbM2eO8vLypmx2Pzs7Wy0tLTTpAyaIsA8AAABg3AzD0Pr169XU1KSqqqpJP3+wSd+VK1cm/dzAvYCwDwAAAGBC8vLyVFRUpO3bt6uvr29Sz+12u2W32ynlByaIsA8AAABgwh5++GF1dHSosrJyUs9rt9tp0gfcAsI+AAAAgAlLS0tTWVmZKioq1NPTM6nnzsrK0sUrTery+uX1T35fAMDKDHMqumkAAAAAuGfcuHFD//Iv/6Lly5fr4YcfnpRzNnR69VntZTUpRoZhkyFpdqJT97ljletyTMo1ACtjZh8AAADALZk2bZqWL1+uffv2qaOj45bPd7ilW2/WtavFiJVhBCKLKel0u0dv1LXryNXuW74GYHWEfQAAAAC3bOXKlXI4HNq5c+ctnaeh06utjV2SJFPGoO/5+/+9paFLjZ1syQeMhbAPAAAA4JbFxMRozZo1OnLkiFpaWiZ8noPN3WFDiq3/OACjI+wDAAAAmBRLly5VYmKitm/fPqHne/2m6to9oRn80fgl1bZ7aNoHjIGwDwAAAGBSREVFae3atTp58qQuXLgw7ud7fKYije9m//EARkbYBwAAADBp5s+fr8zMTH3++eca78ZfPZ0dUoTPMSQ57UbY44B7FWEfAAAAwKQxDEPr1q1TQ0ODTp06Ja/fVJfXP2bJfVtbmz788EP98l9/ITWfDxv4bZLmJDrlsBH2gdFEfdM3AAAAAMBaCgoKlF2yWB82dsvf3SpTgZn42YlO3eeOVa7LIUlqbW3Vrl27dOzYMcXFxemhhx5SdnGx/nDu5pjn90sqd8dO+esA7maGOd7aGgAAAAAYw+GWbm1t7JTpN2XYvi4mtikQ1Fck+dVyeJeOHz+u+Ph4rVy5UkuWLJHDERgEOHK1W1saukLHD33+xrx4laUR9oGxEPYBAAAATJqGTq/erGsf8xjTNOU8skVrFsxVWVmZoqKGFxw3dnp1sLlbte2eUGXAnESnygdUBgAYHWEfAAAAwKR5t75Dp8Nsn2eYpmYnOvVMYWLY83n9pjw+U067wRp9YBxYsw8AAABgUnj9pur6Z+LHYhqG6jq88vrNsAHeYSPkAxNBN34AAAAAk8LjM8MG/SCz/3gAU4OwDwAAAGBSOO2GIp2DN/qPBzA1CPsAAAAAJoXDZmh2ojNsyLAp0GyP8nxg6hD2AQAAAEyacnfsmM35pMD2eeVuts4DphJhHwAAAMCkyXM5tDEvXtLwsBH8emNePNvnAVOMrfcAAAAATLrGTq8ONnertr87v6FA6X65O5agD9wGhH0AAAAAU8brN+XxmXLa2UIPuJ0I+wAAAAAAWAxr9gEAAAAAsBjCPgAAAAAAFkPYBwAAAADAYgj7AAAAAABYDGEfAAAAAACLsWzY9/pNdXn98vrZbAAAAAAAcG+J+qZvYLI1dHp1sLlbde0emZIMSbMTnbrPHatcl+Obvj0AAAAAAKacYZqmZaa+D7d0a2tjl2yS/AMeD369MS9eZWmx38zNAQAAAABwm1imjL+h06utjV2SBgf9gV9vaehSY6f3tt4XAAAAAAC3m2XC/sHm7rAvxtZ/HAAAAAAAVmaJsO/1m6pr9wyb0R/KL6m23UPTPgAAAACApVki7Ht8piKN72b/8QAAAAAAWJUlwr7TbsiI8Fij/3gAAAAAAKzKEmHfYTM0O9EZ0Zr9OYlOOWyEfQAAAACAdVki7EtSuTs2ojX75W623gMAAAAAWJtlwn6ey6GNefGShr+o4Ncb8+KV63Lc1vsCAAAAAOB2M0zTtFS3usZOrw42d6u23SNTgTX6cxKdKnfHEvQBAAAAAPcEy4X9IK/flMdnymk3WKMPAAAAALinWDbsAwAAAABwr7LMmn0AAAAAABBA2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAADuSV6/qS6vX16/+U3fyqSL+qZvAAAAAACA26mh06uDzd2qa/fIlGRImp3o1H3uWOW6HN/07U0KwzRN6w1hAAAAAAAwgsMt3dra2CWbJP+Ax4Nfb8yLV1la7Ddzc5OIMn4AAAAAwD2hodOrrY1dkgYH/YFfb2noUmOn97be11Qg7AMAAAAA7gkHm7vDhmBb/3F3O8I+AAAAAMDyvH5Tde2eYTP6Q/kl1bZ77vqmfYR9AAAAAIDleXymIo3vZv/xdzPCPgAAAADA8px2Q0aExxr9x9/NCPsAAAAAAMtz2AzNTnRGtGZ/TqJTDhthHwAAAACAO165OzaiNfvlbrbeAwAAAADgrpDncmhjXryk4WE4+PXGvHjluhy39b6mgmGa5t3ddQAAAAAAgHFo7PTqYHO3ats9MhVYoz8n0alyd6wlgr5E2AcAAAAA3KO8flMenymn3bjr1+gPRdgHAAAAAMBiWLMPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMYR9AAAAAAAshrAPAAAAAIDFEPYBAAAAALAYwj4AAAAAABZD2AcAAAAAwGII+wAAAAAAWAxhHwAAAAAAiyHsAwAAAABgMf8/HIH+Hcoa/qsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "pos = nx.spring_layout(G, seed=42)  # Position nodes using the spring layout\n",
    "nx.draw(G, pos, node_size=50, node_color='skyblue', edge_color='gray', with_labels=False)\n",
    "plt.title(\"LFR Benchmark Graph\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "92a38700",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_communities = len(GT_coms.communities)\n",
    "colors = plt.cm.tab20(np.linspace(0, 1, num_communities))  # Use a colormap to get distinct colors\n",
    "\n",
    "# Assign a color to each node based on its community\n",
    "node_colors = {}\n",
    "for i, community in enumerate(GT_coms.communities):\n",
    "    for node in community:\n",
    "        node_colors[node] = colors[i]\n",
    "\n",
    "# Extract colors in the same order as the nodes in G\n",
    "node_color_list = [node_colors[node] for node in G.nodes()]\n",
    "\n",
    "# Plot the graph with community-based coloring\n",
    "plt.figure(figsize=(10, 10))\n",
    "pos = nx.spring_layout(G, seed=42)  # Position nodes using the spring layout\n",
    "nx.draw(G, pos, node_size=50, node_color=node_color_list, edge_color='gray', with_labels=False)\n",
    "plt.title(\"LFR Benchmark Graph with Community Colors\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e3174ea8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0baa54b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: to be able to use all crisp methods, you need to install some additional packages:  {'graph_tool', 'bayanpy', 'infomap', 'wurlitzer'}\n",
      "Note: to be able to use all crisp methods, you need to install some additional packages:  {'ASLPAw'}\n",
      "Note: to be able to use all crisp methods, you need to install some additional packages:  {'infomap', 'wurlitzer'}\n"
     ]
    }
   ],
   "source": [
    "from cdlib.algorithms import louvain\n",
    "\n",
    "coms = louvain(G) # CD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b0241351",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len( coms.communities )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2489792a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len( GT_coms.communities )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0dda8464",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "577e12f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8658359794072242"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cdlib import evaluation\n",
    "\n",
    "mod = evaluation.newman_girvan_modularity(G, coms)\n",
    "mod.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e3811357",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "92c737cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9695252101019959"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ari = evaluation.adjusted_rand_index(GT_coms, coms)\n",
    "ari.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8305837",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "bb8511ae",
   "metadata": {},
   "source": [
    "# Attributed Community Detection (ACD)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fc87971",
   "metadata": {},
   "source": [
    "<h3>ACD on the XMark Benchmark</h3>\n",
    "<p>The <strong>XMark benchmark</strong> extends the LFR benchmark by introducing additional parameters for generating synthetic node-attributed networks with community structures, enhancing the evaluation of community detection algorithms.</p>\n",
    "\n",
    "<p>In addition to the <strong>\"mu\"</strong> parameter, which controls the ratio of edges a node has with nodes outside its community versus within its community, XMark introduces the <strong>\"theta\"</strong> parameter:</p>\n",
    "\n",
    "<ul>\n",
    "  <li><strong>\"mu\"</strong> (mixing parameter):</li>\n",
    "  <ul>\n",
    "    <li><strong>Low \"mu\"</strong> (closer to 0): most edges are within the node's own community, leading to more distinct communities.</li>\n",
    "    <li><strong>High \"mu\"</strong> (closer to 1): more edges are between communities, resulting in less distinct communities.</li>\n",
    "  </ul>\n",
    "  \n",
    "  <li><strong>\"theta\"</strong> (noise parameter):</li>\n",
    "  <ul>\n",
    "    <li><strong>High \"theta\"</strong>: indicates high dissimilarity or heterogeneity within communities, leading to a more noisy community in terms of node attributes.</li>\n",
    "    <li><strong>Low \"theta\"</strong>: indicates high homogeneity or homophily within communities, resulting in more cohesive groups in terms of node attributes.</li>\n",
    "  </ul>\n",
    "</ul>\n",
    "\n",
    "<p>Thus, the combination of \"mu\" and \"theta\" in the XMark benchmark allows for a more controlled scenario over community structure and attribute noise within them.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e3b46b0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from cdlib.benchmark import XMark\n",
    "\n",
    "n = 500\n",
    "tau1 = 3\n",
    "tau2 = 2\n",
    "m_cat = [2, 3]\n",
    "\n",
    "mu = 0.3\n",
    "theta = 0.05\n",
    "\n",
    "G_attr, GT_attr_coms = XMark(n=n, gamma=tau1, beta=tau2, mu=mu,\n",
    "                          m_cat=m_cat,\n",
    "                          theta=theta,\n",
    "                          avg_k=5, min_com=25,\n",
    "                          type_attr=\"categorical\")\n",
    "\n",
    "\n",
    "for node in G_attr.nodes():\n",
    "    if 'community' in G_attr.nodes[node]:\n",
    "        del G_attr.nodes[node]['community']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1de272ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'label_0': 1, 'label_1': 2}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_attr.nodes[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f90dae15",
   "metadata": {},
   "outputs": [],
   "source": [
    "coms_simple = louvain(G_attr) # CD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "32fe8dc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5818900116219009"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mod = evaluation.newman_girvan_modularity(G_attr, coms_simple)\n",
    "mod.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4c2ab7ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1914309402046403"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ari = evaluation.adjusted_rand_index(GT_attr_coms, coms_simple)\n",
    "ari.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8456cc2f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "e3679dd5",
   "metadata": {},
   "source": [
    "# Simultaneus Fusion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6af5cc90",
   "metadata": {},
   "outputs": [],
   "source": [
    "from cdlib.algorithms import eva\n",
    "\n",
    "attr1 = nx.get_node_attributes(G_attr, 'label_0')\n",
    "attr2 = nx.get_node_attributes(G_attr, 'label_0')\n",
    "\n",
    "attrs = {}\n",
    "for node in G_attr.nodes():\n",
    "    attrs[node]= {'label_0': attr1[node], 'label_1': attr2[node]}\n",
    "\n",
    "coms_attr = eva(G_attr, attrs, alpha=0.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c0f598b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5649351289887511"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mod = evaluation.newman_girvan_modularity(G_attr, coms_attr)\n",
    "mod.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be007d54",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "412209b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9669123625482131"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pur = evaluation.purity(coms_attr)\n",
    "pur.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e3dc6d23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2964675209663464"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ari = evaluation.adjusted_rand_index(GT_attr_coms, coms_attr)\n",
    "ari.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c79a4d97",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "20082d63",
   "metadata": {},
   "source": [
    "# Early Fusion "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47bef9e2",
   "metadata": {},
   "source": [
    "<h3>Weight-based</h3>\n",
    "\n",
    "A node-attributed graph is transformed into a <b>weighted graph</b>, then standard community detection algorithms on weighted graphs are used."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5bc459cc",
   "metadata": {},
   "source": [
    "<b>First Step</b>: Define a structural measure of similarity;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "23e7c554",
   "metadata": {},
   "outputs": [],
   "source": [
    "def jaccard(g, u, v):\n",
    "     \n",
    "    n_u = set(g.neighbors(u))\n",
    "    n_v = set(g.neighbors(v))\n",
    "    cm = len(n_u & n_v)\n",
    "    \n",
    "    if len(n_u | n_v) == 0:\n",
    "        return 0\n",
    "    \n",
    "    j = cm / len(n_u | n_v)\n",
    "    \n",
    "    return j"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66b17194",
   "metadata": {},
   "source": [
    "<b>Second Step</b>: Define an attribute measure of similarity;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fa68da4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def attribute_similarity(g, u, v):\n",
    "\n",
    "    u_data = g.nodes[u]\n",
    "    v_data = g.nodes[v]\n",
    "\n",
    "    if \"attr\" not in u_data or \"attr\" not in v_data:\n",
    "        return 0\n",
    "    else:\n",
    "        a = np.array(u_data[\"attr\"])\n",
    "        b = np.array(v_data[\"attr\"])\n",
    "\n",
    "        norm_a = norm(a)\n",
    "        norm_b = norm(b)\n",
    "\n",
    "        cos_sim = np.dot(a, b) / (norm_a * norm_b)\n",
    "        cos_sim = np.clip(cos_sim, -1, 1)\n",
    "        ang_dist = (2 * np.arccos(cos_sim)) / np.pi\n",
    "        ang_sim = 1 - ang_dist\n",
    "\n",
    "        return ang_sim  # angular similarity"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb9e8bb8",
   "metadata": {},
   "source": [
    "<b> Third Step </b>: Linear combination"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "456c8a49",
   "metadata": {},
   "outputs": [],
   "source": [
    "def similarity(topological, attribute, alpha):\n",
    "\n",
    "    return alpha * attribute + (1 - alpha) * topological"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffeef4fa",
   "metadata": {},
   "source": [
    "<b> Fourth Step </b>: Graph Transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ab324ffc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generating a Node-Attributed Graph\n",
    "n = 500\n",
    "tau1 = 3\n",
    "tau2 = 1.5\n",
    "m_cat = [2, 3]\n",
    "\n",
    "mu = 0.3\n",
    "theta = 0.1\n",
    "\n",
    "G_attr, GT_attr_coms = XMark(n=n, gamma=tau1, beta=tau2, mu=mu,\n",
    "                          m_cat=m_cat,\n",
    "                          theta=theta,\n",
    "                          avg_k=5, min_com=20,\n",
    "                          type_attr=\"categorical\")\n",
    "\n",
    "for node in G_attr.nodes():\n",
    "    if 'community' in G_attr.nodes[node]:\n",
    "        del G_attr.nodes[node]['community']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "42b21336",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'label_0': 1, 'label_1': 1}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_attr.nodes[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "cf60cdf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "lab1 = nx.get_node_attributes(G_attr, 'label_0')\n",
    "lab2 = nx.get_node_attributes(G_attr, 'label_1')    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad0d7d31",
   "metadata": {},
   "source": [
    "Necessary Step for Pre-Processing Node Attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d7099007",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from numpy.linalg import norm\n",
    "def manage_attributes(g, lab1, lab2):\n",
    "\n",
    "    attrs = []\n",
    "    for lab in [lab1, lab2, ]: #lab3]:\n",
    "        to_encode = [[l] for l in list(lab.values())]\n",
    "        encoder = OneHotEncoder(sparse=False, dtype=int)\n",
    "        encoded = encoder.fit_transform(to_encode)\n",
    "        attrs.append(encoded)\n",
    "\n",
    "    for i, n in enumerate(g.nodes()):\n",
    "        vect = []\n",
    "        for at in attrs:\n",
    "            new_at = list(at[i])\n",
    "            vect.extend(new_at)\n",
    "        g.nodes[n]['attr'] = vect\n",
    "\n",
    "    for n in g.nodes():\n",
    "        del g.nodes[n]['label_0']\n",
    "        del g.nodes[n]['label_1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ddee32de",
   "metadata": {},
   "outputs": [],
   "source": [
    "manage_attributes(G_attr, lab1, lab2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "847a3873",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'attr': [1, 0, 1, 0, 0]}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_attr.nodes[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f781d6d",
   "metadata": {},
   "source": [
    "Transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4457cb77",
   "metadata": {},
   "outputs": [],
   "source": [
    "def weighted_graph (g, alpha=0):\n",
    "\n",
    "    gw = nx.Graph()\n",
    "    \n",
    "    for u, v in g.edges():\n",
    "        att_sim = attribute_similarity(g, u, v)\n",
    "        j_uv = jaccard(g, u, v)\n",
    "\n",
    "        sim = similarity(j_uv, att_sim, alpha)\n",
    "\n",
    "        if sim > 0: # remove edges with no similarity\n",
    "            gw.add_edge(u, v, weight=sim)\n",
    "        else:\n",
    "            if u not in gw.nodes():\n",
    "                gw.add_node(u)\n",
    "            if v not in gw.nodes():\n",
    "                gw.add_node(v)\n",
    "\n",
    "    return gw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "bda1d5e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha = 0.7\n",
    "G_attr_alpha = weighted_graph(G_attr, alpha=alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "63630deb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_attr_alpha.nodes[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9307823a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'weight': 0.2606060606060605}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighs = [n for n in nx.neighbors(G_attr_alpha, 0)]\n",
    "\n",
    "G_attr_alpha.edges[0, neighs[0]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77becc8a",
   "metadata": {},
   "source": [
    "<b> Last Step </b>: Community Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ef098ae8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from cdlib.algorithms import louvain\n",
    "\n",
    "coms_simple = louvain(G_attr) # CD\n",
    "\n",
    "coms_attr = louvain(G_attr_alpha, weight='weight') # Early-fusion CD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b5ee3f52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1207838990122342"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ari_simple = evaluation.adjusted_rand_index(GT_attr_coms, coms_simple)\n",
    "ari_simple.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "db8c842d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3274218184297669"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ari_attr = evaluation.adjusted_rand_index(GT_attr_coms, coms_attr)\n",
    "ari_attr.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73d2b0a8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "af4f742a",
   "metadata": {},
   "source": [
    "<h3>Distance-based</h3>\n",
    "\n",
    "A node-attributed graph is transformed into a <b>distance/affinity matrix</b>, then standard clustering algorithms are used"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dad869a",
   "metadata": {},
   "source": [
    "<b> First, second, and third steps </b> are used as in the previous example with a weight-based approach"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c4ee585",
   "metadata": {},
   "source": [
    "<b> Fourth steph </b>: Graph Transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ccb54469",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_nodes = len(G_attr_alpha.nodes())\n",
    "\n",
    "adj = np.zeros((num_nodes, num_nodes), dtype=float)\n",
    "for u, v in G_attr_alpha.edges():\n",
    "    if u == v:\n",
    "        adj[u][v] = 1\n",
    "    else:\n",
    "        adj[u][v] = G_attr_alpha.edges[u,v]['weight'] \n",
    "        adj[v][u] = G_attr_alpha.edges[u,v]['weight'] #undirected\n",
    "\n",
    "dist = 1-adj # dist matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3e82c82a",
   "metadata": {},
   "outputs": [
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       "       0.        , 0.        , 0.        , 0.        , 0.        ])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adj[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "37026662",
   "metadata": {},
   "outputs": [
    {
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       "       1.        , 1.        , 1.        , 1.        , 1.        ,\n",
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       "       1.        , 1.        , 1.        , 1.        , 1.        ,\n",
       "       0.73137255, 1.        , 1.        , 1.        , 1.        ,\n",
       "       1.        , 1.        , 1.        , 1.        , 1.        ,\n",
       "       1.        , 1.        , 1.        , 1.        , 1.        ,\n",
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      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2b5592d",
   "metadata": {},
   "source": [
    "<b> Last step </b>: Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "185060dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# clustering on dist or adj, it depends on the algorithm implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "67fac77c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SpectralClustering(affinity=&#x27;precomputed&#x27;, assign_labels=&#x27;discretize&#x27;,\n",
       "                   n_clusters=18)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SpectralClustering</label><div class=\"sk-toggleable__content\"><pre>SpectralClustering(affinity=&#x27;precomputed&#x27;, assign_labels=&#x27;discretize&#x27;,\n",
       "                   n_clusters=18)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "SpectralClustering(affinity='precomputed', assign_labels='discretize',\n",
       "                   n_clusters=18)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import SpectralClustering \n",
    "\n",
    "# in this implementation, need to specify k=number of communites\n",
    "clustering = SpectralClustering(len(GT_attr_coms.communities), assign_labels='discretize',\n",
    "                                            affinity='precomputed'\n",
    "                                # we will use 'adj'\n",
    "            #                                affinity='precomputed_nearest_neighbors' # we will use 'dist'\n",
    "                                    )\n",
    "\n",
    "clustering.fit(adj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "afdf7fdc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c973565b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# some pre-processing needed\n",
    "\n",
    "coms_attr = defaultdict(list)\n",
    "singletons = []\n",
    "for i, l in enumerate(clustering.labels_):\n",
    "    if l == -1: #if dbscan\n",
    "        singletons.append([i])\n",
    "    else:\n",
    "        coms_attr[l].append(i)\n",
    "        \n",
    "coms_attr = list(coms_attr.values())\n",
    "\n",
    "if len(singletons)>1:\n",
    "    coms_attr = coms_attr + singletons\n",
    "    \n",
    "from cdlib import NodeClustering\n",
    "attr_clust = NodeClustering(communities=coms_attr, graph=G_attr, overlap=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "d350e109",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.28136565198606883"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ari_attr = evaluation.adjusted_rand_index(GT_attr_coms, attr_clust)\n",
    "ari_attr.score"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b395e2c1",
   "metadata": {},
   "source": [
    "<h3> Baseline for Distance-Based approaches </h3>\n",
    "\n",
    "Using only attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "c34df0f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'attr': [1, 0, 1, 0, 0]}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_attr.nodes[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "e6c7db1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = []\n",
    "for k, v in lab1.items():\n",
    "    label = [v,lab2[k]]\n",
    "    X.append(label)\n",
    "    \n",
    "X = np.array(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "ef3db568",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "95ca2e58",
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "SpectralClustering(assign_labels='discretize', n_clusters=18)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import SpectralClustering \n",
    "\n",
    "# in this implementation, need to specify k=number of communites\n",
    "clustering = SpectralClustering(len(GT_attr_coms.communities), assign_labels='discretize')\n",
    "\n",
    "clustering.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "65f28969",
   "metadata": {},
   "outputs": [],
   "source": [
    "coms_attr = defaultdict(list)\n",
    "singletons = []\n",
    "for i, l in enumerate(clustering.labels_):\n",
    "    if l == -1: #if DBSCAN\n",
    "        singletons.append([i])\n",
    "    else:\n",
    "        coms_attr[l].append(i)\n",
    "        \n",
    "coms_attr = list(coms_attr.values())\n",
    "\n",
    "if len(singletons)>1:\n",
    "    coms_attr = coms_attr + singletons\n",
    "    \n",
    "from cdlib import NodeClustering\n",
    "attr_clust = NodeClustering(communities=coms_attr, graph=G_attr, overlap=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d7a34922",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.31606438065333436"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ari_attr = evaluation.adjusted_rand_index(GT_attr_coms, attr_clust)\n",
    "ari_attr.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "45f09ed1",
   "metadata": {},
   "outputs": [],
   "source": []
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   "id": "d799605b",
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   "execution_count": null,
   "id": "1113f12d",
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