L03-sequent-peak.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "aging-johnston",
   "metadata": {},
   "source": [
    "# Lecture 3\n",
    "_____________\n",
    "\n",
    "## _Sequent peak method_\n",
    "#### Sequent peak example from LVB Table 11.2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faced-editor",
   "metadata": {},
   "source": [
    "Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "heated-benefit",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.dpi'] = 600\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "muslim-potato",
   "metadata": {},
   "source": [
    "`tile` copies an array a number of times"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ambient-basement",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 3 3 5 8 6 7 2 1 1 3 3 5 8 6 7 2 1]\n"
     ]
    }
   ],
   "source": [
    "Q = np.tile([1, 3, 3, 5, 8, 6, 7, 2, 1], 2)\n",
    "print(Q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "duplicate-object",
   "metadata": {},
   "outputs": [
    {
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32uokZ1aa9QxNAODB/M4feSIW5ueSc7+02j75MgAAAAwFo/n7+wMR8Vvv8/XDiPi3qqr6fw+oDwAAAAAAQBarrW5yZrlZZmgCAA/m7Ox0/N7PXEnO/cpXX4s3b+1kaAQAAMBpM5p/D0VRzEfEf3rEs79QVdXfG0QfAAAAAACAXG7v7MWLr9xMyjx1+VxcWahlagQAD+YPPLMY01NFUmb/sIq/9dy1TI0AAAA4TUbz7+1nIuLJ+3z91yLizw6mCgAAAAAAQD7Pt7fi4LBKyqy4Mg/AEHvi0rn4n37k0eTc33ruWuzuH2ZoBAAAwGkymn8XRVGciYh//4hnf6qqqt1B9AEAAAAAAMhp9Vvd5MxKs56hCQCcnJ9eWUrOdO7ci3/w4msZ2gAAAHCajObf3e+PiMfu8/UXqqr6e4MqAwAAAAAAkNPaevpoftmleQCG3Gcal+NDj19Izv2Xq+2TLwMAAMCpMpp/d3/4iK//lYG0AAAAAAAAyOz69m5847VbSZmrD8/HoxfOZmoEACejKIr4QyuN5NxXXroRL1y7fvKFAAAAODVG89+nKIorEbFynye9iPg7A6oDAAAAAACQ1XMb3aiqtMyKK/MAjIjf+fEn4nJtNjn3S67NAwAAjBWj+R/0eyKiuM/X/0FVVduDKgMAAAAAAJDTWqubnFm+Ws/QBABO3tnZ6fg3P/N0cu5XXnwt3ry9k6ERAAAAp8Fo/gf9+BFf/wcDaQEAAAAAADAAq32M5p+5upChCQDk8QeXF2Pqfqfz3sXeQRX/9XPX8hQCAABg4Izmv0dRFDMR8aNHPPung+gCAAAAAACQ25u3d+I337yTlPngY+ejfOhMpkYAcPKevHQufvuHH0vO/a3nrsXu/mGGRgAAAAzazGkXGDKfjIjz9/n6q1VVtY/6JkVRzEfERyLi8Yi4EBFFRPQi4npEbEbEtaqqdh+4LQAAAAAAwANY6+PK/EqznqEJAOT10z/aiF/9+utJmbdu34t/+LXX4nd9/MlMrQAAABgUo/l3+pEjvv7l9/pCURQfjYjfFxE/Gd8ezN/vD3fbLYrihYj4/0TEfxcRn6+qqkqrCgAAAAAA8GCeXU8fzS83ywxNACCvzy0txAcfOx+//vrtpNwvrraN5gEAAMbA1GkXGDIfOeLrL37/XyiK4pmiKP5JRHw1Iv5URPxw3H8wHxExFxGfi4j/MCKejYhfK4rijxRFMZdeGQAAAAAAoD+riZfmp4qIzy4tZGoDAPkURRE/vdJIzr1w7UZ85aUbJ94HAACAwTKaf6cPH/H11nf+j6IoHiqK4v8eEasR8dse8HN/KCJ+ISJeLIritz/g9wIAAAAAADjSKzfuxma3l5T56JMX4+K52UyNACCv3/XxJ/v6+9gvrbZPvgwAAAADZTT/TleO+PpGRERRFO+PiOci4g/H0VflU3wgIn61KIq/WBTFzAl+XwAAAAAAgHdYS7wyHxHxTLPM0AQABuPc3HT83s8eNQv4Qf/9V1+Nt27fy9AIAACAQTHMfqfHj/j6K0VR/FBE/NNjvO1XERH/m4j4QFEU/2ZVVUP5b95FUfyxiPijA/io5gA+AwAAAAAAJs5qq5OcWWnWMzQBgMH5g88sxv/tn63HYXX8zN5BFf+Pz1+LP/7b3p+vGAAAAFkZzb+tKIqzEXHxiGdTEfGPI99g/nv9roj4u0VR/KtVVR0M4PNSPRwRHz7tEgAAAAAAQLqqqpIvzc9MFfGZxuVMjQBgMJ66XIsf//Cj8Y++/kZS7pdfeMVoHgAAYIRNnXaBIXLpGG9+PiKeus/Xb0fEfxMRfzAiPhHfHtefefs/P/H2X/9v3n53HD8ZEf/5Md8CAAAAAAAcy2a3F6/d3EnKfPzKpajNuccEwOj7qZVGcma9sx2v3Lh78mUAAAAYCKP57zp3jDf/k/f46/sR8V9ExNNVVf0bVVX9zaqqvlxV1etVVe2+/Z9ffvuv/xsR8XRE/JW3c0f5D4qi+Inj/VcAAAAAAAA42mrilfmIiJVmmaEJAAze8tUyfujR88m5b75x3Pt4AAAADBuj+e8622euGxE/WlXVz1RVdeM4gaqqblRV9ccj4rdExNYxIn+1KIp++wEAAAAAALzDaquTnFlu1jM0AYDBK4qir2vzm53tky8DAADAQBjNf9dsH5k3I+LHqqr6fD8fWFXVcxHxY29/n/u5EhH/Xj+fAQAAAAAA8L2qqopn19MuzZ+ZmYpPPH0pTyEAOAX/ykcfT860u70MTQAAABiEmdMuMEQO+sj8VFVVX3uQD62q6sWiKH4qIv7hEU//RFEUf7mqqv0H+bwT9FZEfGMAn9OMiDMD+BwAAAAAAJgIv/nmnejc2U3KfGrxcpydnc7UCAAG72JtNhbm52Jr+/h/T2x3XZoHAAAYVUbz35X2s8MRf7Wqql89iQ+uqupXi6L4axHxv7jPsyci4ndGxH93Ep/5oKqq+rmI+Lncn1MUxdcj4sO5PwcAAAAAACbF6rc6yZmVZpmhCQCcrkZZSxvNd4zmAQAARtXUaRcYIimj+b2I+DMn/Pl/OiKOuiL/r5/wZwIAAAAAABNmtdVNziw36xmaAMDpapTzSe9fvn439g4OM7UBAAAgJ6P570r5LeG/XFXV6yf54VVVvRYRv3zEs58oisL/zwAAAAAAgL4cHFbx3MZWUqY2Nx0fe+pipkYAcHoa9bTR/P5hFa9cv5upDQAAADkZYH/X9Yiojvn2FzN1+C+P+PpCRPxQps8GAAAAAADG3K+9ditu3t1Lynx2aSFmp/2SEgDjZ7GsJWfa3ZR7fAAAAAwLP8P5tqqqDiLi5nGeRsRqphprcfRw/1OZPhsAAAAAABhzq61OcmalWWZoAgCnbynx0nxERLtjNA8AADCKjObf6Tg/U/wbVVXdyPHhVVVdj4jfPOJZM8dnAwAAAAAA42+t1U3OLF+tZ2gCAKdvsexjNN/tZWgCAABAbkbz73TtGG++kbnDUd//SubPBwAAAAAAxtDewWF8fmMrKXPh7Ex8+IkLmRoBwOm6eG42FubnkjLtrkvzAAAAo8ho/p02jvHmRuYO14/4+kLmzwcAAAAAAMbQV1++Gdu7B0mZZ66WMT1VZGoEAKdvsawlvd90aR4AAGAkGc2/0/ox3tzI3OGo75/2b+wAAAAAAAAR8ex6Nzmz3CwzNAGA4bFUzie9f2mrF/sHh5naAAAAkIvR/Dt97Rhv7mbucNT3n8n8+QAAAAAAwBhabXWSMyvNeoYmADA8FhNH8/uHVbxyI/dsAAAAgJNmNP9OXzzGm4uZOxz1/f3bNwAAAAAAkGRn7yC+0L6elCnn5+IDjz6UqREADIdGPf0Pe9/obGdoAgAAQE5G89+jqqpXIuKNI55dylzj8hFfv5P58wEAAAAAgDHzwrUbcW//MCmz3CyjKIpMjQBgODQSL81HRGx2exmaAAAAkJPR/A/650d8/ZHMn3/U938l8+cDAAAAAABjZm29m5xZbpYZmgDAcOlnNN/uujQPAAAwaozmf9A/OuLrn871wcW3z7V88ohnm7k+HwAAAAAAGE9rrU5yZqVZz9AEAIbLxdpsXK7NJmXaHaN5AACAUWM0/4OOGs0vFEXxgUyf/YGIWDjizVcyfTYAAAAAADCGerv78eWXbiRlHr94NhplLU8hABgyjXratfnNbi9TEwAAAHIxmv8+VVVdi4hnj3j22zN9/FHf9yAivpjpswEAAAAAgDH0hfb12DuokjLLV8v49h+QCwDjr1GmjeavbfVi/+AwUxsAAAByMJp/d3/jiK//u5k+96jv+8+rqvLnvAEAAAAAAMe22uomZ5abZYYmADCcUkfz+4dVvHpjJ1MbAAAAcjCaf3f/z4i43zj9I0VR/NaT/MCiKH5bRHz4iGe/fJKfCQAAAAAAjL+1Vic5YzQPwCRp1GvJmY2ue3cAAACjxGj+XVRVdT0i/uoRz36uKIqzJ/F5b3+fnzvi2U5E/Fcn8XkAAAAAAMBkuLWzFy++cjMp8/RCLZ66nD4eBIBRlXppPiJi02geAABgpBjNv7f/PCLu3efrH4yInz2hz/rZiPihI978V1VVpf/5qQAAAAAAwMT6/PpWHFZpmRVX5gGYMP2M5jc6RvMAAACjxGj+PVRV9WpE/IUjnv1MURR/5kE+pyiKPxsRP3PEs15E/LkH+RwAAAAAAGDyrLbS7/EsG80DMGEu1mbjcm02KbPZ7WVqAwAAQA5G8/f3n0ZE64g3f7Yoiv9LURTnU75xURQXiqL4+Yg4zuj+/1BV1Ssp3x8AAAAAAGBt3WgeAI5jMfHafNuleQAAgJFiNH8fVVXtRMTvi4jdI57+LyPim0VR/JGiKC7f72FRFAtFUfyRiPhmRPy7x6jxP8bRF+8BAAAAAADeYWt7N37ttVtJmfc98lA8cv5spkYAMLyW6mmj+Zeu92L/4DBTGwAAAE7azGkXGHZVVX2+KIqfiYifP+LpYxHxCxHxfy6K4p9HxIsR8XpEXI+Iy29//aMR8Vvi+P+7b0TE76mqyr9pAwAAAAAASZ7t48r8iivzAEyoxbKW9H7voIpXb+zE04k5AAAATofR/DFUVfULRVE8HBF//hjPZyLix97+8SBejoifqKrqjQf8PgAAAAAAwARabXWSM0bzAEyq1EvzERHt7rbRPAAAwIiYOu0Co6Kqqv8oIv63ETGIq+9fj4gfrarqmwP4LAAAAAAAYAyttdIuzRdFxOeWjOYBmEyLZX+jeQAAAEaD0XyCqqr+YkT8johIP81yfH89Ij5bVdW1jJ8BAAAAAACMsTdu7UTrrbQh34ceuxCX5+cyNQKA4bbUz2i+08vQBAAAgByM5hNVVfWPI+KHIuLnIuLgBL/1lyLiX6yq6t+pqsq/WQMAAAAAAH1LvTIfEbHSdGUegMl1sTYbl2qzSRmX5gEAAEaH0Xwfqqraqqrq34uI90XEfxYRb/b5rXoR8d9GxI9XVfWpqqr+2Ul1BAAAAAAAJlc/o/llo3kAJlwj8dq80TwAAMDomDntAqOsqqp2RPyHRVH8qYj4VET8yxHx0Yj4YEQ8HhHnI+JcROxGxJ2IeC0iNiLiqxGxFhH/g6vyAAAAAADASVtd7yS9n54q4rNLC5naAMBoaJS1+PJLN479/qWtXuwfHMbMtHuFAAAAw85o/gRUVXUYEc+//QMAAAAAAODUvLTVi5e27iZlPvrkxTh/djZTIwAYDY162qX5vYMqXru5E1cWapkaAQAAcFL8dmcAAAAAAIAxsrbeTc4sN8sMTQBgtDTKtNF8RMRGZztDEwAAAE6a0TwAAAAAAMAYWWulj+ZXjOYBIPnSfETEZtdoHgAAYBQYzQMAAAAAAIyJqqpitdVJysxOF/HpxYVMjQBgdDTKWnJmo9PL0AQAAICTZjQPAAAAAAAwJjY62/HGrXtJmU88fTnOzU1nagQAo+NSbS4u1WaTMi7NAwAAjAajeQAAAAAAgDGx2uomZ5avlhmaAMBoWiznk95vGM0DAACMBKN5AAAAAACAMbHWx2h+pWk0DwDfsVTWkt6/tNWLg8MqUxsAAABOitE8AAAAAADAGDg8rGJtPW00f3Z2Kj7+9KU8hQBgBKVemt87qOLVG3cztQEAAOCkGM0DAAAAAACMgW++eTu2tneTMp9eXIgzM9OZGgHA6Fmqp43mIyLa3e0MTQAAADhJRvMAAAAAAABjYPVbaVfmIyKWm2WGJgAwuhbLWnKm3TGaBwAAGHZG8wAAAAAAAGNgtZU+ml8xmgeAd+jv0nwvQxMAAABOktE8AAAAAADAiDs4rOK5jbTR/ENnZuKjT17M1AgARtOl2lxcPDeblHFpHgAAYPgZzQMAAAAAAIy4r796M27v7CdlPru0EDPTfqkIAL5fI/HafLtrNA8AADDs/EwoAAAAAADAiFttpV2Zj4hYaZYZmgDA6GuUtaT3L23djYPDKlMbAAAAToLRPAAAAAAAwIhb62M0v2w0DwDvqlGmXZrfPTiMV2/czdQGAACAk2A0DwAAAAAAMMJ29w/j+fZWUuZSbTY+9NiFTI0AYLQ16mmX5iMi2t3tDE0AAAA4KUbzAAAAAAAAI+yrL9+I3u5BUuaZpTKmpopMjQBgtKVemo+IaHd7GZoAAABwUozmAQAAAAAARthqq5ucWXlfmaEJAIyHvkbzHZfmAQAAhpnRPAAAAAAAwAhb62M0v3zVaB4A3svl+bm4eG42KbPZNZoHAAAYZkbzAAAAAAAAI2pn7yC+eO16Uqb+0Jl43yMPZWoEAOOhUdaS3m+4NA8AADDUjOYBAAAAAABG1Jc2r8fu/mFSZqVZRlEUmRoBwHho1OeT3r+0dTcODqtMbQAAAHhQRvMAAAAAAAAjam29m5xZbpYZmgDAeFks00bzuweH8eqNu5naAAAA8KCM5gEAAAAAAEbUait9NL9iNA8AR1qq15Izm91ehiYAAACcBKN5AAAAAACAEbR9bz++8tKNpMyTl87F0wvpI0AAmDSpl+YjIja62xmaAAAAcBKM5gEAAAAAAEbQ8+2t2D+skjLPXC2jKIpMjQBgfCz1MZrf7BjNAwAADCujeQAAAAAAgBG01uomZ1aaZYYmADB+LtVm48LZmaRM26V5AACAoWU0DwAAAAAAMIJW+xjNLxvNA8CxFEURS/W0a/Ptbi9TGwAAAB6U0TwAAAAAAMCIudnbi6+/ejMps1SfjycuncvUCADGz2KZNpq/1u3FwWGVqQ0AAAAPwmgeAAAAAABgxDy30Y3UTd4zV12ZB4AUjcRL87sHh/HazbuZ2gAAAPAgjOYBAAAAAABGzGqrm5xZaRrNA0CKRllLzrQ7vQxNAAAAeFBG8wAAAAAAACNmrY/RvEvzAJAm9dJ8RES7u52hCQAAAA/KaB4AAAAAAGCEdO7ci99443ZS5gOPPhQPnz+TqREAjKdG2cdovmM0DwAAMIyM5gEAAAAAAEbIs+vpV+ZXmvUMTQBgvF2uzcaFszNJmXa3l6kNAAAAD8JoHgAAAAAAYISsttJH88vNMkMTABhvRVFEo552bb7ddWkeAABgGBnNAwAAAAAAjJBnE0fzRRHxzJLRPAD0o1GmjeavdXtxcFhlagMAAEC/jOYBAAAAAABGxGs378Z6J+2C7UeeuBAXa7OZGgHAeGuUtaT3uweH8drNu5naAAAA0C+jeQAAAAAAgBGxlnhlPiJipVnP0AQAJkOjnnZpPiJis9vL0AQAAIAHYTQPAAAAAAAwIvoZzS9fLTM0AYDJsFimj+Y3Ev9UGAAAAPIzmgcAAAAAABgBVVXFauJofnqqiM8sLWRqBADjb6mvS/NG8wAAAMPGaB4AAAAAAGAEvLR1N165cTcp8yNPXYyHzsxkagQA4+9ybTbOn037e+lGp5epDQAAAP0ymgcAAAAAABgBa+ud5MxKs56hCQBMjqIokq/NuzQPAAAwfIzmAQAAAAAARsBqq5ucWW6WGZoAwGRZLBNH81u9ODysMrUBAACgH0bzAAAAAAAAQ66qquTR/Nz0VHxq8XKmRgAwOZbKWtL73f3DeO3WTqY2AAAA9MNoHgAAAAAAYMi13roTb92+l5T55OKlODs7nakRAEyO1EvzERHtznaGJgAAAPTLaB4AAAAAAGDIrSVemY+IWL5az9AEACZPo97HaL5rNA8AADBMjOYBAAAAAACG3Gofo/mV95UZmgDA5GmUteSMS/MAAADDxWgeAAAAAABgiB0eVrG2njaaPzc7HT/y1KU8hQBgwizMz8X5szNJmXa3l6kNAAAA/TCaBwAAAAAAGGK//vrtuNHbS8p8unE55mb8MhAAnISiKKJRzidlXJoHAAAYLn62FAAAAAAAYIittjrJmZVmPUMTAJhcjXraaH5zqxeHh1WmNgAAAKQymgcAAAAAABhia61ucmalWWZoAgCTq1HWkt7v7h/Ga7d2MrUBAAAgldE8AAAAAADAkNo/OIzPb2wlZc6fnYmPPHEhUyMAmEyNMu3SfETEZmc7QxMAAAD6YTQPAAAAAAAwpL726q24fW8/KfO5pYWYmfZLQABwkhr1tEvzEREbXaN5AACAYeFnTAEAAAAAAIbUaquTnFlu1jM0AYDJ1tel+W4vQxMAAAD6YTQPAAAAAAAwpNZa3eTMSrPM0AQAJtvC/FycPzOTlNnouDQPAAAwLIzmAQAAAAAAhtDu/mE8395KylyuzcYPPXo+UyMAmFxFUUSjnnZtfrNrNA8AADAsjOYBAAAAAACG0JdfuhE7e4dJmeVmGVNTRaZGADDZFsta0vvNbi8OD6tMbQAAAEhhNA8AAAAAADCEVlud5Mxys56hCQAQEbGUeGn+3v5hvH5rJ1MbAAAAUhjNAwAAAAAADKG1Vjc5s3y1zNAEAIiIWCzTRvMREe3OdoYmAAAApDKaBwAAAAAAGDJ3dw/ihWs3kjKPnD8TzYfTx3wAwPEs1WvJmXa3l6EJAAAAqYzmAQAAAAAAhswXN6/H7sFhUmalWUZRFJkaAQB9XZrvujQPAAAwDIzmAQAAAAAAhszaeic5s9wsMzQBAL6jnJ+L82dmkjLtjtE8AADAMDCaBwAAAAAAGDKrrW5yZqVZz9AEAPiOoihisV5Lyrg0DwAAMByM5gEAAAAAAIbInXv78dWXbyZlnrp8Lq4spI34AIB0jXI+6f1mtxeHh1WmNgAAAByX0TwAAAAAAMAQeX5jKw4Sx3UrzTJTGwDge6WO5u/tH8brt3YytQEAAOC4jOYBAAAAAACGyGqrk5xZNpoHgIFo1NNG8xER7e52hiYAAACkMJoHAAAAAAAYIqutbnJm+Wo9QxMA4Ps1ylpypt3pZWgCAABACqN5AAAAAACAIXGjtxvfeO1WUubqw/Px2MWzmRoBAN+rn0vzmy7NAwAAnDqjeQAAAAAAgCHx7PpWVFVaZvlqmacMAPADyvm5eOjMTFJmo2M0DwAAcNqM5gEAAAAAAIbEWquTnFlp1jM0AQDeTVEU0ajXkjKb3V6mNgAAAByX0TwAAAAAAMCQWG11kzPPXF3I0AQAeC+L5XzS+3Z3Ow4PE/8oGQAAAE6U0TwAAAAAAMAQeOv2vfjNN+8kZT742PkoHzqTqREA8G6WEkfz9/YP443bO5naAAAAcBxG8wAAAAAAAENgbT39yvxys8zQBAC4n8WylpzZ6GxnaAIAAMBxGc0DAAAAAAAMgbVWJzmz0qxnaAIA3M9SPe3SfETEZreXoQkAAADHZTQPAAAAAAAwBNZaaZfmp4qIzy4tZGoDALyXxTJ9NN92aR4AAOBUGc0DAAAAAACcsldu3I124gXaH37yYlw8N5upEQDwXuoPzcVDZ2aSMu2u0TwAAMBpMpoHAAAAAAA4ZalX5iMilptlhiYAwFGKoojFspaUaXfSfnMcAAAAJ8toHgAAAAAA4JT1M5pfadYzNAEAjqNRn096v7m1HYeHVaY2AAAAHMVoHgAAAAAA4BRVVRVrrU5SZmaqiE8vXs7UCAA4SiPx0vzO3mG8cXsnUxsAAACOYjQPAAAAAABwija7vXj1ZtqI7uNXLsX8mZlMjQCAozTKtEvzERHtTi9DEwAAAI7DaB4AAAAAAOAUrba6yZmVZpmhCQBwXI16H6P57naGJgAAAByH0TwAAAAAAMApWltPH80/YzQPAKeqr0vzRvMAAACnxmgeAAAAAADglFRVFWutTlJmbmYqPvn05UyNAIDjqD80F/Nz00mZdsdoHgAA4LQYzQMAAAAAAJyS33zzTnTu7CZlPr14Oc7Opo30AICTVRRFNOpp1+Y3u71MbQAAADiK0TwAAAAAAMApWWt1kzPLV8sMTQCAVI0ybTTf7m7H4WGVqQ0AAAD3YzQPAAAAAABwSlZbneTMyvuM5gFgGDTqtaT3O3uH8ebte5naAAAAcD9G8wAAAAAAAKfg8LCKZ9e3kjK1uen42FOX8hQCAJIsJl6aj4jY6GxnaAIAAMBRjOYBAAAAAABOwTdeuxU37+4lZT67tBCz0355BwCGwVI9fTS/2TWaBwAAOA1+VhUAAAAAAOAUrLW6yZnlq2WGJgBAPxbLWnJmw2geAADgVBjNAwAAAAAAnILVVic5s9KsZ2gCAPTj4YfOxPzcdFJms9PL1AYAAID7MZoHAAAAAAAYsL2Dw/j8xlZS5sLZmfjwExcyNQIAUhVFEYvlfFKm7dI8AADAqTCaBwAAAAAAGLAXX7kZ27sHSZnPXS1jeqrI1AgA6EejXkt63+5uR1VVmdoAAADwXozmAQAAAAAABmyt1U3OrDTLDE0AgAfRSLw0v7N3GG/cupepDQAAAO/FaB4AAAAAAGDAVlud5MxKs56hCQDwIFJH8xHfvjYPAADAYBnNAwAAAAAADNC9/YP4Qvt6Uqacn4sPPPpQpkYAQL8a9T5G8x2jeQAAgEEzmgcAAAAAABigF67diHv7h0mZZ5plFEWRqREA0K9GWUvOtLu9DE0AAAC4H6N5AAAAAACAAVptdZMzK80yQxMA4EE9fP5M1OamkzIuzQMAAAye0TwAAAAAAMAAPdvHaH75qtE8AAyjoihisZxPyrS7RvMAAACDZjQPAAAAAAAwIL3d/XjhpetJmccunI2letoYDwAYnKV6Len9ZrcXVVVlagMAAMC7MZoHAAAAAAAYkC+0r8feQdpIbqVZRlEUmRoBAA8q9dL83b2DePP2vUxtAAAAeDdG8wAAAAAAAAOytt5Nziw3ywxNAICTspQ4mo+I2OhsZ2gCAADAezGaBwAAAAAAGJDVltE8AIybxbKWnNnsGs0DAAAMktE8AAAAAADAANza2YsXX76RlHl6oRZPXU4f4gEAg7NU7+fSfC9DEwAAAN6L0TwAAAAAAMAAfH59Kw6rtMyKK/MAMPQePn8manPTSRmX5gEAAAbLaB4AAAAAAGAA1ta7yZllo3kAGHpFUcRimXZtfqNjNA8AADBIRvMAAAAAAAADsNrqYzR/1WgeAEZBo6wlvd/s9qKqEv8IGgAAAPpmNA8AAAAAAJDZ1vZu/Nprt5Iy73vkoXjkwtlMjQCAk9Sop12av7t3EG/evpepDQAAAN/PaB4AAAAAACCz59ZdmQeAcZZ6aT4iot3ZztAEAACAd2M0DwAAAAAAkNlqK300v9I0mgeAUdEo0y7NR0S0u0bzAAAAg2I0DwAAAAAAkNlqq5OcecaleQAYGY16P6P5XoYmAAAAvBujeQAAAAAAgIzevLUTrbfSLsl++PELcXl+LlMjAOCkPXL+TJybnU7KtDsuzQMAAAyK0TwAAAAAAEBGa+vd5Mxy05V5ABglRVHEYllLyrg0DwAAMDhG8wAAAAAAABmtfit9NL9iNA8AI2epPp/0frO7HVVVZWoDAADA9zKaBwAAAAAAyCj10vz0VBGfXVrI1AYAyGWxTBvN93YP4q3b9zK1AQAA4HsZzQMAAAAAAGTy0lYvrm31kjI//OTFOH92NlMjACCXpXotObPR2c7QBAAAgO9nNA8AAAAAAJBJ6pX5iIiVZpmhCQCQW+ql+YiIzW7ab64DAACgP0bzAAAAAAAAmay1jOYBYFIs1dNH8xtdl+YBAAAGwWgeAAAAAAAgg6qqkkfzs9NFfHpxIVMjACCnR86fiXOz00mZTaN5AACAgTCaBwAAAAAAyGCjsx2v39pJynziyuU4N5c2tgMAhkNRFLFY1pIyG51epjYAAAB8L6N5AAAAAACADFYTr8xHRCw3ywxNAIBBaZTzSe83u9tRVVWmNgAAAHyH0TwAAAAAAEAGa+tG8wAwaRr1tNF8b/cg3rp9L1MbAAAAvsNoHgAAAAAA4IQdHlbxbOKl+TMzU/GJpy/lKQQADESjrCVn2t1ehiYAAAB8L6N5AAAAAACAE/bNN29Hd3s3KfOZxkKcmZnO1AgAGITUS/MREe3OdoYmAAAAfC+jeQAAAAAAgBO2lnhlPiJiuVlmaAIADFKj7GM03zWaBwAAyM1oHgAAAAAA4IStGs0DwER69MKZODubNsUwmgcAAMjPaB4AAAAAAOAEHRxW8ex62mj+oTMz8bEnL2ZqBAAMSlEUydfm251epjYAAAB8h9E8AAAAAADACfrGq7fi9s5+UuazSwsxM+2XbQBgHCSP5rvbUVVVpjYAAABEGM0DAAAAAACcqNVWJzmzfLXM0AQAOA2L9VrS+97uQbx1516mNgAAAEQYzQMAAAAAAJyo1VY3ObPcNJoHgHGxlHhpPiKi3ellaAIAAMB3GM0DAAAAAACckL2Dw3i+vZWUuXhuNj78+IVMjQCAQVvsZzTf3c7QBAAAgO8wmgcAAAAAADghX335RvR2D5Iyz1xdiKmpIlMjAGDQlur9XJo3mgcAAMjJaB4AAAAAAOCErH6rm5xZadYzNAEATssj58/E2dm0OcZmt5epDQAAABFG8wAAAAAAACdmtdXPaL7M0AQAOC1TU0U0yrRr8xsuzQMAAGRlNA8AAAAAAHACdvYO4ovXridl6g+difc98lCmRgDAaVksa0nvN7vbUVVVpjYAAAAYzQMAAAAAAJyAL127Hrv7h0mZ5WYZRVFkagQAnJZGPe3S/PbuQbx1516mNgAAABjNAwAAAAAAnIC1Vjc5s9IsMzQBAE5bo0wbzUdEbHZ7GZoAAAAQYTQPAAAAAABwIozmAYDv6Gc0v9HZztAEAACACKN5AAAAAACAB7Z9bz++/NKNpMwTF8/G0wu1PIUAgFPVqKf/PX6zazQPAACQi9E8AAAAAADAA3q+vRX7h1VSZrlZj6IoMjUCAE7To+fPxtnZtElGu9PL1AYAAACjeQAAAAAAgAe01uomZ1aaZYYmAMAwmJoqYnFhPinTdmkeAAAgG6N5AAAAAACAB7S2nj6aXzaaB4Cx1qjXkt63O9tRVWl/cg0AAADHYzQPAAAAAADwAG729uJrr9xMyjTKWjxx6VymRgDAMGiUaZfmt3cPonNnN1MbAACAyWY0DwAAAAAA8ACe2+jGYeJR2OVmPU8ZAGBoNOppo/mIiHZ3O0MTAAAAjOYBAAAAAAAewNp6Nzmz3CwzNAEAhsliWUvOtDtG8wAAADkYzQMAAAAAADyAtVYfo/mrRvMAMO6WXJoHAAAYGkbzAAAAAAAAfereuRe//vrtpMwHHn0oHj5/JlMjAGBYPHr+bJyZSZtltLu9TG0AAAAmm9E8AAAAAABAn55d30rOrDTrGZoAAMNmaqqIRpl2bb7dcWkeAAAgB6N5AAAAAACAPq22OsmZZ66WGZoAAMNosawlvd/s9qKqqkxtAAAAJpfRPAAAAAAAQJ/WWt2k90UR8czVhUxtAIBhs1RPuzR/595+dO7sZmoDAAAwuYzmAQAAAAAA+vD6zZ1Y72wnZT7yxIW4VJvL1AgAGDaLZdpoPiJis5v2zxcAAAAczWgeAAAAAACgD2vrneTM8tUyQxMAYFg16rXkzEbib8oDAADgaEbzAAAAAAAAfVj9Vjc5s9KsZ2gCAAyrRl+X5nsZmgAAAEw2o3kAAAAAAIA+rLbSRvPTU0V8ZmkhUxsAYBg9duFsnJlJm2ZsdF2aBwAAOGlG8wAAAAAAAIle2urFKzfuJmU+9tTFeOjMTKZGAMAwmpoqYrGsJWU2jeYBAABOnNE8AAAAAABAotVWJzmz0iwzNAEAhl2jnE963+70oqqqTG0AAAAmk9E8AAAAAABAotVWNzmz0qxnaAIADLtGPW00f+fefnS3dzO1AQAAmExG8wAAAAAAAAmqqoq1xNH83PRUfGrxcqZGAMAwS700HxHR7mxnaAIAADC5jOYBAAAAAAAStN7ajjdv30vKfOLpS3F2djpTIwBgmDXKWnKm3e1laAIAADC5Zk67wDAqiqI65Qo/XlXVPznlDgAAAAAAwLtYa3WSMyvNeoYmAMAoaNRdmgcAADhtLs0DAAAAAAAkWFvvJmdW3ldmaAIAjILHLpyNMzNp84x212geAADgJBnNAwAAAAAAHNPhYRVrrbTR/LnZ6fiRpy7lKQQADL2pqSIWy1pSxmgeAADgZBnNAwAAAAAAHNOvv347rvf2kjKfblyOucTrsgDAeFks55Peb3Z6UVVVpjYAAACTx8/QAgAAAAAAHNPaetqV+YiIlWY9QxMAYJQs1dNG87fv7Ud3ezdTGwAAgMljNA8AAAAAAHBMa61Ocma5WWZoAgCMksWylpzZ7G5naAIAADCZZk67wAj67yPi72X+jG9k/v4AAAAAAECi/YPDeG59Kylz/sxM/PATFzI1AgBGxVKZdmk+ImKj04tPLS5kaAMAADB5jObTfamqqr922iUAAAAAAIDB+tqrt+L2vf2kzOeuLsTMtD/4FwAm3WI9fTTv0jwAAMDJ8bO0AAAAAAAAx7DW6iZnnrlaZmgCAIyaxy+cjbmZtInGRsdoHgAA4KQYzQMAAAAAABzDaquTnFlp1jM0AQBGzdRUEYsLtaTMZreXqQ0AAMDkMZoHAAAAAAA4wu7+YXyhfT0pc7k2Gx987HymRgDAqGnU55PetzvbUVVVpjYAAACTxWgeAAAAAADgCF95+Ubc3TtIyiw3y5iaKjI1AgBGTaNMuzR/+95+bG3vZmoDAAAwWYzmAQAAAAAAjrD6rW5yZvlqmaEJADCqUi/NR0S0u9sZmgAAAEweo3kAAAAAAIAjrLY6yZnlZj1DEwBgVDXKPkbznV6GJgAAAJPHaB4AAAAAAOA+dvYO4oVrN5Iyj5w/E82H04dxAMD4cmkeAADg9BjNAwAAAAAA3McXN6/H7sFhUma5WUZRFJkaAQCj6PELZ2NuJm2m0e66NA8AAHASjOYBAAAAAADuY7XVSc6sNMsMTQCAUTY1VcTiQi0p0+64NA8AAHASjOYBAAAAAADuY63VTc6sNOsZmgAAo26xnE963+5uR1VVmdoAAABMDqN5AAAAAACA93Dn3n585eWbSZknL52LK4lXZAGAybBUT/tnhNs7+7G1vZupDQAAwOQwmgcAAAAAAHgPz29sxcFh2nXXlWaZqQ0AMOpSL81HRLS7vQxNAAAAJsvMaRcYZUVRzEZEMyKejoiFiDgbEXsRcTcibkTEyxHxUlVVd0+rIwAAAAAA0L/VVic5s/I+o3kA4N0t1fsYzXe241OLlzO0AQAAmBxG8+k+XBTFX4yIfykiPhoRZ454f1gUxTcj4osR8f+KiH9YVdWbmTsCAAAAAAAnYG29m5xZvlrP0AQAGAeLZS05s9ndztAEAABgshjNp/s9ie+nIuKDb//4/fHtEf0/ioifj4i/X1VV2p/pCgAAAAAADMSN3m58/dVbSZmr9fl47OLZTI0AgFH3xMVzMTczFbv7h8fObHR7GRsBAABMhqnTLjCBpiLid0TE34uILxZF8eOn3AcAAAAAAHgXz65vRerpm+VmmacMADAWpqaKeHoh7dq8S/MAAAAPzmj+dH0iIv5xURR/vSiKC6ddBgAAAAAA+K5n17vJmZVmPUMTAGCcNMr5pPcbne3wh9gDAAA8GKP54fCHIuLZoiiap10EAAAAAAD4ttVWJznzzNWFDE0AgHHSKNMuzd/e2Y/rvb1MbQAAACbDzGkX4P/vQ/Ht4fyPVVX19dMuc5SiKP5YRPzRAXyU30gAAAAAAMDAvXX7XnzzjTtJmQ8+dj7Kh85kagQAjItGPe3SfEREu7sdC/NzGdoAAABMBqP5NF+LiC9GxItv/3gpIm6+/WM3IhYiooyIRyLimYj4FyLiRyPiwjG/fz0i/klRFD9aVdX6yVY/cQ9HxIdPuwQAAAAAAOTw7Ho3ObPcLDM0AQDGTaPsYzTf2Y5PPn05QxsAAIDJYDR/fwcR8asR8fcj4leqqnrpiPdvvP3jGxHxP0TEzxZFcTYifjoi/mQc72r6YxHx3xZFsVxV1U6fvQEAAAAAgAew2upjNH/VaB4AOFqjXkvOtLu9DE0AAAAmx9RpFxhSr0XEfxQRi1VV/WRVVb9wjMH8u6qqaqeqql+IiA9ExJ+IiL1jxD4eEf9JP58HAAAAAAA8uLVWJ+n9VBHxOaN5AOAYHr94Luam0+Ya7c52pjYAAACTwWj+3T1dVdWfrqrqlZP6hlVVHVZV9Zcj4rdExOYxIv9+URQfPanPBwAAAAAAjufVG3eTr7n+8JMX4+K52UyNAIBxMj1VxNNl2rX5za7RPAAAwIMwmn8XVVXtZ/zen4+IfyEirh3xdCYi/nyuHgAAAAAAwLtba3WTM8uuzAMACRqJo/mNznZUVZWpDQAAwPibOe0Ck6iqqmtFUfxrEfH/jYiz93n6O4uieH9VVb85oGop3oqIbwzgc5oRcWYAnwMAAAAAABERsdrPaL5pNA8AHF+jnE96f2tnP2709uLy/FymRgAAAOPNaP6UVFX1paIo/pO4/zX5qYj4AxHxZwbT6viqqvq5iPi53J9TFMXXI+LDuT8HAAAAAAAiIqqqirVWJykzM1XEZxoLmRoBAONosZ42mo+I2OhuG80DAAD0aeq0C0y4/ywi3jjize8eRBEAAAAAACDi2lYvXr25k5T5+JVLMX/GnSIA4PiWEi/NR0RsdrczNAEAAJgMRvOnqKqqnYj4hSOefbgoikcG0QcAAAAAACbdaqubnFlulhmaAADjbLGsJWc2Or0MTQAAACaD0fzp+zvHeLOcvQUAAAAAAGA0DwAMxBOXzsXcdNpkw6V5AACA/hnNn7Kqqr4REW8c8eyDg+gCAAAAAACTrKqqWEsczc/NTMUnn76cqREAMK6mp4q4snAuKdPuGM0DAAD0y2h+OHz5iK83BtABAAAAAAAm2rfevBOdO/eSMp96+nKcnZ3O1AgAGGdL9fmk9+1uL1MTAACA8Wc0PxzaR3z9kUGUAAAAAACASbaaeGU+ImKlWWZoAgBMgsUybTR/8+5eXN/ezdQGAABgvBnND4ebR3y9NpAWAAAAAAAwwdb6Gc2/z2geAOhPI/HSfEREu7udoQkAAMD4M5ofDkf9VvDZgbQAAAAAAIAJdXhYxdp62mi+NjcdH3vqUp5CAMDYa5Tp9/OM5gEAAPpjND8czh3x9bsDaQEAAAAAABPqG6/dipt395Iyn2ksxOy0X2oBAPrTKPu4NN/pZWgCAAAw/vxM7nB47Iiv3xlICwAAAAAAmFBrrbQr8xERK80yQxMAYFI8celczCX+BjyX5gEAAPpjND8cmkd8/ZWBtAAAAAAAgAm1tp4+ml82mgcAHsD0VBFXFo76g+nfqd11aR4AAKAfRvOnrCiKuYj4xBHPNgbRBQAAAAAAJtHewWE8lziaP392Jj7yxMVMjQCASdEo55PetzsuzQMAAPTDaP70/csRceaIN18dRBEAAAAAAJhEL75yM7Z3D5Iyz1wtY3qqyNQIAJgUjXraaP7m3b240dvN1AYAAGB8Gc2fvn/7iK/vRcQXBlEEAAAAAAAm0Vor7cp8RMRKs8zQBACYNI2ylpzZcG0eAAAgmdH8KSqK4v0R8buPePbPqqq6O4g+AAAAAAAwifoZzS8bzQMAJyD10nxExGa3l6EJAADAeDOaP13/RURMH/Hm7wyiCAAAAAAATKJ7+wfxfHsrKVPOz8UHHjmfqREAMEkaZfpo3qV5AACAdEbzp6Qoij8ZET9xxLNbEfG3B1AHAAAAAAAm0pev3Yh7+4dJmWeaZUxNFZkaAQCT5IlL52J2Ou2fKza7RvMAAACpjObfVhTFJ4uiODegz/qpiPgLx3j681VV3czdBwAAAAAAJtVqq5ucWb5aZmgCAEyi6akirizUkjIb3V6mNgAAAOPLaP67/u2IaBVF8ceLokj/88+OoSiKuaIo/nJE/GIc/b/9GxHxszl6AAAAAAAA37bWx2h+pWk0DwCcnKUybaLg0jwAAEA6o/l3ejwi/k8R8VJRFP/Hoih+5KS+cVEUPxYR/zwifuaYkZ+pqurGSX0+AAAAAADwTnd3D+KFl64nZR67cDaW6llu7wAAE2oxcTR/o7cXN3q7mdoAAACMJ6P5d3c5Iv6DiPhyURS/URTFXyqK4l8pimIh5ZsURfFYURR/oCiK5yLin0bEZ44Z/StVVf3ttMoAAAAAAECKL2xuxd5BlZRZbpZRFEWmRgDAJFqq15Iz7W4vQxMAAIDxNXPaBUbAByLif/X2j6ooipci4tcjoh0Rr0fE9Yi49/bbyxFRRsQjEfG5iHh/H5/3y29/FgAAAAAAkNFqq5ucWW6WGZoAAJMs9dJ8RES7sx0fv3Lp5MsAAACMKaP5NEVEPP32jxz+dkT8waqq9jN9fwAAAAAA4G39jOZXjOYBgBO2VO9jNN/dztAEAABgfE2ddgEiIuIgIv53VVX93qqq9k67DAAAAAAAjLtbO3vx4ss3kjJPL9Tiqcu1PIUAgIn1+MWzMTtdJGXaHaN5AACAFEbzp+/5iPh0VVU/e9pFAAAAAABgUjy/sRWHVVpm+aor8wDAyZuZnoorC2m/Ma/d7WVqAwAAMJ6M5r/rhYhYH+DnfSkifndEfK6qqi8P8HMBAAAAAGDirba6yZmV9xnNAwB5NMr5pPftrkvzAAAAKWZOu8CwqKrqlyLil4qiuBIR/1JE/IsR8emI+FBEzJ7Qx3wrIv5+RPzNqqq+eELfEwAAAAAASLTWx2jepXkAIJfU0fyN3l7c6O3GpdpcpkYAAADjxWj++1RV9VJE/I23f0RRFHMR8cMR8bGIWIqIK2//eDIiLkTEuYioRcSZiNiNiJ2IuBkRr0XEyxHx6xHxYkSsVVV1bZD/XQAAAAAAgB90fXs3vvHaraRM8+H5eOTC2UyNAIBJ16jXkjPtbi8+bjQPAABwLEbzR6iqajcivvT2DwAAAAAAYMQ9u55+ZX6lWc/QBADg21IvzUdEbHa34+NXLp18GQAAgDE0ddoFAAAAAAAABmmtr9F8maEJAMC39TOa3+hsZ2gCAAAwnozmAQAAAACAibLaSh/Nf+6q0TwAkM8Tl87G7HSRlNns9jK1AQAAGD9G8wAAAAAAwMR489ZOfOvNO0mZDz1+IRbm5zI1AgCImJmeiiuXa0kZl+YBAACOz2geAAAAAACYGGvr6VfmV5quzAMA+TXq80nvN7tG8wAAAMdlNA8AAAAAAEyMtVb6aH75qtE8AJDfYpl2af56by9u9vYytQEAABgvRvMAAAAAAMDEWE0czU8VEZ+9upCpDQDAdy0lXpqPiGi7Ng8AAHAsRvMAAAAAAMBEePl6L65t9ZIyH33qUlw4O5upEQDAdy2WRvMAAAC5GM0DAAAAAAATYS3xynxExEqzzNAEAOAHLfUzmu+k/YZAAACASWU0DwAAAAAATIR+RvPLV43mAYDBeOLS2ZiZKpIyLs0DAAAcj9E8AAAAAAAw9qqqitXE0fzsdBGfblzO1AgA4J1mpqfi6YVaUsZoHgAA4HiM5gEAAAAAgLHX7vbi9Vs7SZlPXLkctbmZTI0AAH7QYpk4mu8YzQMAAByH0TwAAAAAADD2Vlud5MwzzTJDEwCA99aozye9v97bi5u9vUxtAAAAxofRPAAAAAAAMPZWW93kzIrRPAAwYI0ybTQfEdHuujYPAABwFKN5AAAAAABgrFVVFc8mjubPzEzFJ56+lKcQAMB7SL00H2E0DwAAcBxG8wAAAAAAwFj75ht3oru9m5T5dONynJmZztQIAODdNcpacqbd6WVoAgAAMF6M5gEAAAAAgLG22uokZ1aa9QxNAADu78lL52JmqkjKbLo0DwAAcCSjeQAAAAAAYKyttrrJmeVmmaEJAMD9zUxPxZWFtGvzG0bzAAAARzKaBwAAAAAAxtbBYRXPraeN5h86MxMfe/JipkYAAPfXKNNG85vdXqYmAAAA48NoHgAAAAAAGFvfePVW3NrZT8p8pnE5Zqb9EgoAcDoWy/mk91vbu3Hz7l6mNgAAAOPBz/gCAAAAAABja7XVSc6sNOsZmgAAHM9SPW00HxGx2d3O0AQAAGB8GM0DAAAAAABja229m5xZbpYZmgAAHM9iWUvObHSM5gEAAO7HaB4AAAAAABhLeweH8fmNraTMxXOz8eHHL2RqBABwtP4uzfcyNAEAABgfRvMAAAAAAMBY+urLN6K3e5CUeebqQkxNFZkaAQAc7clL52Im8Z9H2i7NAwAA3JfRPAAAAAAAMJbWWt3kzEqznqEJAMDxzUxPxZWFWlKm3TWaBwAAuB+jeQAAAAAAYCyt9jGaX26WGZoAAKRZLFNH871MTQAAAMaD0TwAAAAAADB2dvYO4gub15My9Yfm4v2PPJSpEQDA8TXK+aT3W9u7cfPuXqY2AAAAo89oHgAAAAAAGDsvXLsRu/uHSZnlZj2KosjUCADg+BqJl+YjIja72xmaAAAAjAejeQAAAAAAYOystTrJmeWrZYYmAADpGvW0S/MREe1uL0MTAACA8WA0DwAAAAAAjJ3VVjc5s9I0mgcAhkOj7GM033FpHgAA4L0YzQMAAAAAAGNl+95+fPmlG0mZJy6ejcWylqcQAECipy6fi5mpIinT7hrNAwAAvBejeQAAAAAAYKx8YfN67B9WSZnlZj2KIm2YBgCQy8z0VDx1+VxSxqV5AACA92Y0DwAAAAAAjJXVVic5s9wsMzQBAOhfoz6f9H6z28vUBAAAYPQZzQMAAAAAAGNlrdVNzhjNAwDDplGmjea727txa2cvUxsAAIDRZjQPAAAAAACMjZt39+Jrr9xMyjTKWjx56VymRgAA/WmUteTMZse1eQAAgHdjNA8AAAAAAIyNz29sxWGVlnFlHgAYRov1tEvzEREb3e0MTQAAAEaf0TwAAAAAADA2Vlud5Mxys56hCQDAg1kq00fzmx2jeQAAgHdjNA8AAAAAAIyNtVY3ObN81aV5AGD4PHn5XExPFUkZl+YBAADendE8AAAAAAAwFrp37sWvv347KfP+Rx6Kh8+fydQIAKB/s9NTceXyuaTMZreXqQ0AAMBoM5oHAAAAAADGwrPrW8mZlaYr8wDA8Fos55PetzsuzQMAALwbo3kAAAAAAGAsrLY6yZnlZj1DEwCAk7FUTxvNd7d349bOXqY2AAAAo8toHgAAAAAAGAtr692k90UR8czVhUxtAAAe3GJZS85sdnoZmgAAAIw2o3kAAAAAAGDkvX5zJ9bf2k7KfPjxC3GpNpepEQDAg2skXpqPiGh30/6ZCAAAYBIYzQMAAAAAACNvbb2TnFlplhmaAACcnEbZx2i+YzQPAADw/YzmAQAAAACAkbfW6iZnVpr1DE0AAE7OU5fPxfRUkZRpd3uZ2gAAAIwuo3kAAAAAAGDkrSaO5qenivjM0kKmNgAAJ2N2eiqeunwuKdPuujQPAADw/YzmAQAAAACAkfbSVi9evn43KfOxpy7GQ2dmMjUCADg5jXI+6f2m0TwAAMAPMJoHAAAAAABG2lrilfmIiJVmmaEJAMDJa5S1pPedO7txe2cvUxsAAIDRZDQPAAAAAACMtNVWJzmzfLWeoQkAwMlr1NMuzUdEbHZ7GZoAAACMLqN5AAAAAABgZFVVFauJl+bnpqfiU4uXMzUCADhZjTJ9NL/R2c7QBAAAYHQZzQMAAAAAACNrvbMdb96+l5T5xNOX4tzcdKZGAAAnq79L80bzAAAA38toHgAAAAAAGFmpV+YjIpabZYYmAAB5PHX5XExPFUmZjU4vUxsAAIDRZDQPAAAAAACMrLVWJzmz0qxnaAIAkMfs9FQ8dflcUsaleQAAgHcymgcAAAAAAEbS4WEVa4mX5s/OTsXHr1zKUwgAIJPFcj7pfdtoHgAA4B2M5gEAAAAAgJH0G2/cjuu9vaTMZxoLMTfjl0cAgNGyVNaS3nfu7MbtnbR/TgIAABhnflYYAAAAAAAYSauJV+YjIpabZYYmAAB5pV6aj4jY7PYyNAEAABhNRvMAAAAAAMBIWmt1kjMrzXqGJgAAeS3V00fz7e52hiYAAACjyWgeAAAAAAAYOfsHh/Hc+lZS5vyZmfjhJy5kagQAkM9iWUvOtDtG8wAAAN9hNA8AAAAAAIycr796K27f20/KfHZpIWam/dIIADB6nrpci+mpIinT7vYytQEAABg9fmYYAAAAAAAYOautbnJmuVlmaAIAkN/czFQ8eelcUsaleQAAgO8ymgcAAAAAAEbO2nr6aH6lWc/QBABgMBr1+aT3Ls0DAAB8l9E8AAAAAAAwUnb3D+P5ja2kzOXabHzwsfOZGgEA5Ncoa0nvO3fuxe2dvUxtAAAARovRPAAAAAAAMFK+8vKNuLt3kJR55moZU1NFpkYAAPk1yrRL8xERm67NAwAARITRPAAAAAAAMGLWWt3kzEqzzNAEAGBwGvW0S/MREe3udoYmAAAAo8doHgAAAAAAGCmrrU5yZtloHgAYcS7NAwAA9M9oHgAAAAAAGBk7ewfxpc0bSZmHz5+J5sMP5SkEADAgT12uxVSRltnouDQPAAAQYTQPAAAAAACMkC9uXo/dg8OkzEqzjKJIXJgBAAyZuZmpeOpyLSmz2TWaBwAAiDCaBwAAAAAARshaq5ucWWmWGZoAAAzeYpk2mt/o9DI1AQAAGC1G8wAAAAAAwMhYbXWSM8tX6xmaAAAM3lJ9Pul95869uHNvP1MbAACA0WE0DwAAAAAAjIQ79/bjKy/fTMo8eelcXFk4l6kRAMBgLZZpo/mIiHZnO0MTAACA0WI0DwAAAAAAjITn21txcFglZVaaZRRFkakRAMBgNcpacmaz28vQBAAAYLQYzQMAAAAAACNhrdVNziw3ywxNAABOR6Pex6X5rkvzAAAARvMAAAAAAMBIWG11kjNG8wDAOLlyuRZTiX+ITrtjNA8AAGA0DwAAAAAADL2bvb34+qu3kjJX6/Px+MVzmRoBAAze3MxUPHk57Z9vXJoHAAAwmgcAAAAAAEbAsxvdqKq0zDOuzAMAY6hRzie9b3d7mZoAAACMDqN5AAAAAABg6K21usmZFaN5AGAMpY7m37p9L+7c28/UBgAAYDQYzQMAAAAAAEOvn9H8M1eN5gGA8bNY1pIzm93tDE0AAABGh9E8AAAAAAAw1N66fS9+443bSZkPPnY+6g+dydQIAOD0LNXTLs1HRLQ7vQxNAAAARofRPAAAAAAAMNSeXXdlHgDgOxbLPkbzLs0DAAATzmgeAAAAAAAYaqut9NH8StNoHgAYT1cWzsVUkZZpd4zmAQCAyWY0DwAAAAAADLXUS/NTRcTnXJoHAMbUmZnpeOLSuaTMZreXqQ0AAMBoMJoHAAAAAACG1qs37sZG4mXUjzxxMS6em83UCADg9C3V55Peb3RdmgcAACab0TwAAAAAADC01lppV+YjIlaarswDAONtsawlvX/r9r3YvrefqQ0AAMDwM5oHAAAAAACG1tp6+mh+2WgeABhzjTLt0nxERNu1eQAAYIIZzQMAAAAAAEOpqqrkS/MzU0V8prGQqREAwHDoZzS/2e1laAIAADAajOYBAAAAAIChdG2rF6/cuJuU+ZErl2L+zEymRgAAw6FRTx/Nb3RcmgcAACaX0TwAAAAAADCUUq/MR0SsNMsMTQAAhsuVhXMxVaRlNrtG8wAAwOQymgcAAAAAAIbSah+j+eWrRvMAwPg7MzMdT1w6l5Rpd3qZ2gAAAAw/o3kAAAAAAGDoVFWVPJqfm5mKTy5eztQIAGC4NMr5pPdtl+YBAIAJZjQPAAAAAAAMnW+9eSc6d+4lZT719OU4OzudqREAwHBp1GtJ79+8fS+27+1nagMAADDcjOYBAAAAAIChs7aedmU+ImKlWWZoAgAwnFIvzUdEbHZ7GZoAAAAMP6N5AAAAAABg6Kx+K300v2w0DwBMkH5G8+3udoYmAAAAw89oHgAAAAAAGCqHh1U8u5E2mq/NTcfHnrqUpxAAwBBq1GvJGaN5AABgUhnNAwAAAAAAQ+XXXr8VN3p7SZnPNBZibsYvewAAk+PKQi2KIi3T7hjNAwAAk8nPHgMAAAAAAENlrZV2ZT4iYrlZZmgCADC8zsxMxxMXzyVl2t1epjYAAADDzWgeAAAAAAAYKqt9jOZXjOYBgAm0VJ9Peu/SPAAAMKmM5gEAAAAAgKGxf3AYn9/YSsqcPzsTH3niYqZGAADDa7GsJb1/8/a96O3uZ2oDAAAwvIzmAQAAAACAofHiKzfjzr20IdfnlsqYnioyNQIAGF6pl+YjItqdXoYmAAAAw81oHgAAAAAAGBqrrW5yZqVZZmgCADD8Fsv00fxmdztDEwAAgOFmNA8AAAAAAAyNZ9f7GM2/z2geAJhMS/VacmbDaB4AAJhARvMAAAAAAMBQuLd/EM+3t5IyC/Nz8YFHzmdqBAAw3J66XIuiSMtsdnp5ygAAAAwxo3kAAAAAAGAofPnajdjZO0zKLF8tY2oqcSkGADAmzs5OxxMXzyVlXJoHAAAmkdE8AAAAAAAwFFZb3eTMcrPM0AQAYHQ06rWk95tG8wAAwAQymgcAAAAAAIbC2nr6aH7FaB4AmHCNcj7p/Ru37kVvdz9TGwAAgOFkNA8AAAAAAJy6u7sH8cK160mZRy+ciaV62kgMAGDcpI7mIyI2u70MTQAAAIaX0TwAAAAAAHDqvrC5FXsHVVJmpVmPoigyNQIAGA2NPn4TYbuznaEJAADA8DKaBwAAAAAATt1aq5ucWW6WGZoAAIyWRllLzrRdmgcAACaM0TwAAAAAAHDqVvsZzV81mgcAuLJQi9Q/fMeleQAAYNIYzQMAAAAAAKfq9s5evPjKzaTMlYVzcWUh/aoqAMC4OTs7HU9cPJeUaXeN5gEAgMliNA8AAAAAAJyq59tbcXBYJWVWrtYztQEAGD2NetpvJjSaBwAAJo3RPAAAAAAAcKpWv9VNziw3ywxNAABG02I5n/T+jVv3ore7n6kNAADA8DGaBwAAAAAATtVqy2geAOBBLCWO5iMiNru9DE0AAACGk9E8AAAAAABwaq5v78avvX4rKdN8eD4evXA2UyMAgNGzWNaSM5vd7QxNAAAAhpPRPAAAAAAAcGqe2+hGVaVlVpr1PGUAAEbUUj390vxGx6V5AABgchjNAwAAAAAAp2a11U3OLDfLDE0AAEbXlYVaFEVaxqV5AABgkhjNAwAAAAAAp6af0fwzV43mAQC+19nZ6Xji4rmkzEbHaB4AAJgcRvMAAAAAAMCpePP2TnzrzTtJmQ89fiEW5ucyNQIAGF2LZS3p/Wa3l6kJAADA8DGaBwAAAAAATsVaH1fml12ZBwB4V436fNL712/txN3dg0xtAAAAhovRPAAAAAAAcCr6Gc2vNI3mAQDeTSPx0nxExObWdoYmAAAAw8doHgAAAAAAOBVr62mj+aki4rNXFzK1AQAYbY0y7dJ8RES7YzQPAABMBqN5AAAAAABg4F6+3ovNbi8p89EnL8aFs7OZGgEAjLZGvY/RfOI/jwEAAIwqo3kAAAAAAGDg1lppV+YjIpab9QxNAADGw9MLtSiKtIxL8wAAwKQwmgcAAAAAAAZubT19NL/SLDM0AQAYD2dnp+PxC2eTMu2u0TwAADAZjOYBAAAAAICBqqoq+dL87HQRn25cztQIAGA8NOrzSe/bnV6mJgAAAMPFaB4AAAAAABiodrcXr93cScp8/MqlqM3NZGoEADAeFsu00fzrt3bi7u5BpjYAAADDw2geAAAAAAAYqNVWJzmz3KxnaAIAMF6W6rXkzObWdoYmAAAAw8VoHgAAAAAAGKi1Vjc5s9IsMzQBABgvqZfmIyLanV6GJgAAAMPFaB4AAAAAABiYqqqSR/NnZqbiE09fylMIAGCMLNX7GM13XZoHAADGn9E8AAAAAAAwMN984050t3eTMp9uXI4zM9OZGgEAjI+nF2rJmU2jeQAAYAIYzQMAAAAAAAOz1uokZ1aa9QxNAADGz9nZ6Xji4tmkzEbHaB4AABh/RvMAAAAAAMDArLa6yZlnrpYZmgAAjKfFcj7p/Wa3l6kJAADA8DCaBwAAAAAABuLgsIpn19NG8/Nz0/Gxpy5magQAMH4a9bTR/Gs3d+Lu7kGmNgAAAMPBaB4AAAAAABiIX3vtVtza2U/KfHZpIWan/XIGAMBxNcpacubalmvzAADAePOzzAAAAAAAwECstjrJmeVmmaEJAMD4Sr00HxGx0dnO0AQAAGB4GM0DAAAAAAADsdrqJmdWmvUMTQAAxlejTB/Nb3aN5gEAgPFmNA8AAAAAAGS3d3AYz29sJWUunpuNDz1+IVMjAIDxtFjWkjNto3kAAGDMGc0DAAAAAADZffXlm7G9e5CUeebqQkxPFZkaAQCMp7Oz0/H4xbNJmXanl6kNAADAcDCaBwAAAAAAsltrdZIzy1fLDE0AAMZfo5xPeu/SPAAAMO6M5gEAAAAAgOxWW93kzMr76hmaAACMv0a9lvT+tZs7sbOX9qcCAQAAjBKjeQAAAAAAIKudvYP44ub1pEz9obl4/yMPZWoEADDeUi/NR0RsdnsZmgAAAAwHo3kAAAAAACCrF67diHv7h0mZZ66WURRFpkYAAONtsY/RfLu7naEJAADAcDCaBwAAAAAAslprdZIzK816hiYAAJNhqd7HaL5jNA8AAIwvo3kAAAAAACCrtfVucmalWWZoAgAwGZ5eqCVn2t1ehiYAAADDwWgeAAAAAADIpre7Hy9cu5GUefzi2Vgs04deAAB827m56Xj84tmkjEvzAADAODOaBwAAAAAAsnm+fT32D6ukzHKzjKIoMjUCAJgMqb8JcbNrNA8AAIwvo3kAAAAAACCbtVY3ObPSrGdoAgAwWZbq80nvX725Ezt7B5naAAAAnC6jeQAAAAAAIJu1Vic5s9wsMzQBAJgsi2XaaD4i4tpWL0MTAACA02c0DwAAAAAAZHFrZy9efOVmUmaxrMWTl85lagQAMDkafYzmNzrbGZoAAACcPqN5AAAAAAAgi8+vb8VhlZZZcWUeAOBENOq15Mxm12geAAAYT0bzAAAAAABAFqutbnJmuVnP0AQAYPIsLvRzab6XoQkAAMDpM5oHAAAAAACyWG11kjPPXF3I0AQAYPKcm5uOxy6cTcq4NA8AAIwro3kAAAAAAODEde/ci19//XZS5v2PPBSPnE8bdgEA8N4a9VrS+3bHaB4AABhPRvMAAAAAAMCJe25jKzmz0iwzNAEAmFyNcj7p/as3d2Jn7yBTGwAAgNNjNA8AAAAAAJy41VYnObNsNA8AcKIa9bTRfETEta1ehiYAAACny2geAAAAAAA4cautbtL7ooj43JLRPADASWqUteRMu7OdoQkAAMDpMpoHAAAAAABO1Bu3dmL9rbSx1YcfvxCX5+cyNQIAmEz9XJpvd43mAQCA8WM0DwAAAAAAnKi1xCvzERHLV12ZBwA4aYsL/YzmexmaAAAAnC6jeQAAAAAA4ESttjrJmZX3Gc0DAJy0c3PT8diFs0mZdseleQAAYPwYzQMAAAAAACdqbT3t0vz0VBGfaSxkagMAMNkWy1rS+02X5gEAgDFkNJ9ZURSXi6J4vSiK6hg/fvG0+wIAAAAAwIN4aasXL23dTcp87KmLcf7sbKZGAACTbak+n/T+1Zt3Y2fvIFMbAACA02E0n99fiohHT7sEAAAAAAAMwlor7cp8RMTy1TJDEwAAIiIWy7TRfFV9+zdCAgAAjBOj+YyKovitEfGHTrsHAAAAAAAMytp6+mh+pVnP0AQAgIiIpXotObPR2c7QBAAA4PQYzWdSFMW5iPirp90DAAAAAAAGpaqqWG11kjJz01PxqcXLmRoBAJB6aT4iYrPr0jwAADBejObz+XMR0TztEgAAAAAAMCjrne1449a9pMzHn74U5+amMzUCAGCx7OPSfNeleQAAYLwYzWdQFMUnIuJPnHYPAAAAAAAYpNVWNzmz0iwzNAEA4DtqczPx6IUzSZlNo3kAAGDMGM2fsKIopiPir0XEzGl3AQAAAACAQXq2r9F8PUMTAAC+V6OcT3rf7vQyNQEAADgdRvMn738dEZ98j6+tD7IIAAAAAAAMyuFhFWvraaP5s7NT8SNXLmZqBADAd6SO5l+9eTd29g4ytQEAABg8o/kTVBRFMyL+7Ht8eTUi/ubg2gAAAAAAwOD8xhu3Y2t7NynzmcZCnJmZztQIAIDvaNTTRvNVFfHyddfmAQCA8WE0f7L+rxFx7l3++l5E/JGIqAZbBwAAAAAABmOtlXZlPiJiuVlmaAIAwPdrlLXkzEbHaB4AABgfRvMnpCiKPxwRv+09vvyXqqr62iD7AAAAAADAIK32M5q/ajQP8P9j787D6zzLO/Hfr3bLu6TYWWxLtkJIAtk3Swnd6N5AgFL2JXSDAqGzdToz7Uyn7XSmv3am7UCgbFMSlrJDKaFAN9ohkezsOyHEtmQ7duJI3iVb23l/f0A7BeLYz8n7SkfnfD7X5atXL5370bclDtJ7vud+AOZD6qb5iIjR8YkSkgAAACwMpfkCZFm2JiL+5wm+vD0ifmce4wAAAAAAwLyaq+SxdUdaaX5Ze0tccNbKkhIBAPAv9Va1aV5pHgAAqB9K88V4V0SsPsHX3prn+bH5DAMAAAAAAPPpoT2H4sjx2aSZqzZ2RUuztykAAOZDZ1tLrF3RnjQzOj5ZUhoAAID552n0s5Rl2bUR8YoTfPmTeZ5/dT7zAAAAAADAfBvalrZlPiJioL+7hCQAAJxIb/fSpNfbNA8AANQTpflnIcuy5RHxpyf48sGI+FfzFgYAAAAAABaI0jwAQO3bmFia33PoWEzNzpWUBgAAYH4pzT87vx8R607wtf+Y5/kT8xkGAAAAAADm2/RsJe7YsT9pZlVna5x3+oqSEgEA8HR6ezqTXp/nEbv2T5aUBgAAYH4pzVcpy7LBiPiVE3x5OCLeN49xAAAAAABgQdy/+2Acm0nbQDqwqTuamrKSEgEA8HRSN81HRIyMKc0DAAD1QWm+ClmWtUXEByLi6Z7oz0bEm/M8z+c3FQAAAAAAzL+hbePJMwP93SUkAQDgmfRWU5ofnyghCQAAwPxTmq/Ob0TE+Sf42h/lef7AfIYBAAAAAICFMrRtLHlmUGkeAGDe9fV0Js8ozQMAAPVCaT5RlmXnR8R/OMGXRyLit+cvDQAAAAAALJzjM3Nx986DSTOnLW+P/tOWlRMIAIAT6mxriTXL25NmRsYmS0oDAAAwv5TmE2RZ1hQRH4yIthO85K15nvuNEQAAAACAhnD36IGYnq0kzQxs6o4sy0pKBADAM+nrWZr0epvmAQDqy/jRqXjdB7fGu7/2WNyz80DMzqU924PFrGWhAywyb4uIgRN87VN5nn95PsMAAAAAAMBCGto2njwz2N9dQhIAAE5FX3dn3L5j/ym/fs/BYzE1OxftLc0lpgIAYL5s2b4/bn1sLG59bCwiIpa1t8SVG7tisL87Bvq747zTV0RTk4UX1Cel+VOUZdn6iPi9E3z5UET8q/lLAwAAAAAAC294ezWl+Z4SkgAAcCpSN81X8ohd+4/F2WuWlZQIAID5NLRt7Lv+96NTs/H3j+yLv39kX0RErOpsjc0bu2Pw7O4Y7O+O/tOWuTWSuqE0f+reExHLT/C1/5Tn+d75DAMAAAAAAAvp6NRs3LfrYNLMWauWxPquJeUEAgDgpPq600rzEREjYxNK8wAAdWL4JDdHHpycia889ER85aEnIiLi9BUd8Q+/9kPR0ermIRa/poUOsBhkWfaqiLj2BF/eGhHvncc4AAAAAACw4O4Y2R+zlTxpZqC/22YqAIAFVFVpfnyihCQAAMy3Jw4dj+1jaT/b9SxvU5inbtg0fxJZlnVFxP8+wZdnI+KX8zyvzGOkmpBl2dsi4q3z8K365+F7AAAAAACQaMtJtlI9ncH+7hKSAABwqnq7O5NnlOYBAOrD8Pax5JnB/p4SksDCUJo/uT+KiDUn+Nof53l+/3yGqSGnRcT5Cx0CAAAAAICFMVRFaX5AaR4AYEEtbW+JNcvbY9+RqVOeGR2fLDERAADzZeixKp7nbfI8j/rRtNABalmWZT8aEW88wZdHI+K/zl8aAAAAAACoDYcmZ+LBPYeSZjb2LI0zVi4pKREAAKeqr3tp0ut3jNk0DwBQD1KXYDQ3ZXHFxq6S0sD8U5o/gSzLOiPifc/wkrflee7j1AAAAAAANJwtO8Yjz9NmbJkHAKgNfT2dSa/fc/BYTM3OlZQGAID5sGv/ZDx+8FjSzEXrVsay9paSEsH8U5o/sd+JiE0n+Npn8jz/0nyGAQAAAACAWjGcuJUqwlXOAAC1ojdx03wlj9i1P61gBQBAbRnaNpY8YwkG9UZp/mlkWXZZRPyrE3z5cET86vylAQAAAACA2lJVad6bbAAANWFjT1ppPiJidHyihCQAAMyXoSqe5w3295SQBBaOexO+R5ZlLRHxwYhoPsFL/lOe53vmMVKteioiHp6H79MfEe3z8H0AAAAAADgFY0en4ptPHkmaee7a5dGzzKNeAIBa0NvdmTyzY0xpHgBgscrzPHkJRltzU1zWu7qkRLAwlOa/37+LiItP8LXbI+JP5y9K7crz/N0R8e6yv0+WZQ9FxPllfx8AAAAAAE7Nlu22zAMALGZ93dVsmp8sIQkAAPNh21MTse/IVNLMpb2roqP1RLunYXFqWugAtSTLsrMj4r+c4MuzEfHmPM8r8xgJAAAAAABqSjVXOSvNAwDUjqXtLXHa8rRbgEbGbZoHAFishreNJc8MbOopIQksLKX57/b+iFhygq/97zzP753HLAAAAAAAUHNSr3LOsojNG5XmAQBqycbEbfNK8wAAi9dwFTdHDp7teR71R2n+O7Is+4WI+OETfHk0In5rHuMAAAAAAEDN2XvoWOwYSytMPf/MlbGys7WkRAAAVKO3uzPp9Y8fOBbTs5WS0gAAUJZKJU9egrGktTkuWreqnECwgJTmIyLLsrUR8YfP8JK353nuY9MAAAAAADS01DfYIiIG+22lAgCoNX09aZvmK3nErgOTJaUBAKAsjzxxJA5MziTNXN63Otpa1IupP/6p/rYbI2L1Cb722TzPb5nPMAAAAAAAUIuGqijNb1aaBwCoOX3daaX5iIiRxBuHAABYeEPbxpJnBvt7SkgCC6/hS/NZlr04Il5+gi8fjoh3zGMcAAAAAACoSXmefpVzS1MWV/R1lZQIAIBq9fV0Js+MjNs0DwCw2GzZ7uZI+CcNX5qPiD96hq/9Zp7ne+YtCQAAAAAA1Khd+4/F4wePJc1ctH5VLGtvKSkRAADV6rVpHgCg7s3OVWLr9v1JM8vbW+J5Z64oKREsLE+qI050j8ThiJjKsuwXC/xel57k6885he/3j3mef6uoQAAAAAAAcCqqucp5YJOtVAAAtWhZe0uctrw9njoydcozI+NK8wAAi8mDew7HkanZpJmrNnVFS7N93NQnpfkTWxER75vn7zn4nT/P5E0RoTQPAAAAAMC8GtrmKmcAgHrS192pNA8AUMeGq3ieN9B/oj3UsPj5OAgAAAAAAPCM8jyP4e1pb7K1tTTFpb2rS0oEAMCz1de9NOn1jx84FtOzlZLSAABQNDdHwndTmgcAAAAAAJ7RtqeOJm0hjYi4dMOq6GhtLikRAADPVl9PWmm+kkfsOjBZUhoAAIo0PVuJO0cOJM2s7myNc09fXlIiWHhK8wAAAAAAwDMaquIq50FXOQMA1LTUTfMREaPjEyUkAQCgaPftPhjHZuaSZgb6u6OpKSspESw8pXkAAAAAAOAZDVdVmneVMwBALevt7kye2TFm0zwAwGIw9Fj687wBSzCoc0rzAAAAAADACVUqeQxvT3uTbUlrc1y4blU5gQAAKERfj03zAAD1amjbWPLMwCZLMKhvDV+az/N8VZ7n2Xz8iYjfPkmcm0/hnJvm4f8tAAAAAAAQERHfeOJwHJycSZq5YmNXtLU0/FsQAAA1bVl7S/Qsa0+a2TGmNA8AUOuOz8zFPTsPJs2sWd4e/aelf6gSFhNPrAEAAAAAgBMa3pZ+lfNgv61UAACLwcaezqTXj45PlpQEAICi3DV6IKbnKkkzg/3dkWVZSYmgNijNAwAAAAAAJ6Q0DwBQv3q707aJ7j4wGdOzaQUsAADm19C2seSZAc/zaABK8wAAAAAAwNOanavE1h37k2aWd7TE885cWVIiAACKtLEnrTRfyb9dnAcAoHYNVbUEo6eEJFBblOYBAAAAAICn9cDjh+Lo1GzSzFUbu6O5yVXOAACLQW93Z/LMyPhECUkAACjC0anZuH/3oaSZdauXxPqu9J8LYbFRmgcAAAAAAJ7W8PZqtlK5yhkAYLHo607bNB8RMTJm0zwAQK26Y8f+mKvkSTMDmzzPozEozQMAAAAAAE9ruIqrnAeU5gEAFo2+nipK8zbNAwDUrKFtY8kzg2d7nkdjUJoHAAAAAAC+z9TsXNwxsj9ppmtpWzx37fKSEgEAULRl7S3Rs6w9aWZk3KZ5AIBaVc3NkQObekpIArVHaR4AAAAAAPg+9+06FMdnKkkzA5u6o6kpKykRAABl6OvuTHr9yJhN8wAAtejg5HQ8tOdw0symnqVx+sqOkhJBbVGaBwAAAAAAvk81Vzlv7neVMwDAYtPXszTp9bsPTMb0bNqHKwEAKN+W7fsjz9NmBjzPo4EozQMAAAAAAN9naFv6Vc6D3mQDAFh0UjfNV/JvF+cBAKgtW7ZX8zyvp4QkUJuU5gEAAAAAgO9ybHou7t15MGlm7Yr22JS4pRQAgIWXumk+ImJ0XGkeAKDWVHVz5KauEpJAbVKaBwAAAAAAvstdowdieq6SNDPY3xNZlpWUCACAsvR1p5fmd4xNlJAEAIBqPXVkKh598mjSzLmnL4/uZe0lJYLaozQPAAAAAAB8l2q2Ug1s6i4hCQAAZevt7kyeGR1XmgcAqCXD28eTZwb6Pc+jsbQsdIAG8w8n+fq985ABAAAAAACe0dA2b7IBADSK5R2t0bOsLcaOTp/yzI7xyRITAQCQariK53mD/T0lJIHapTQ/j/I8/4c4eXEeAAAAAAAWzJHjM/HA44eSZtZ3LYn1XekbSgEAqA193UuTSvM2zQMA1JbhxJsjm7KIKzd2lZQGalPTQgcAAAAAAABqxx0j+2OukifNDGyyZR4AYDHr7V6a9PrdB47FzFylpDQAAKTYc/BYjCTeBPT8s1bGyiWtJSWC2qQ0DwAAAAAA/LOhx1zlDADQaDb2pN0aNFfJY/eBYyWlAQAgxfC29Od5A/2WYNB4lOYBAAAAAIB/Nrzdm2wAAI0mddN8RMTI2EQJSQAASDVUTWnezZE0IKV5AAAAAAAgIiIOTEzHw3sPJ81sOm1prF3RUVIiAADmw8aeKkrz40rzAAALLc/zGN42ljTT0pTFFX1dJSWC2qU0DwAAAAAARETE1h3jkedpM4O2zAMALHq93Z3JMzbNAwAsvJ37J2PPoeNJMxevXxVL21tKSgS1S2keAAAAAACIiIjhKq5yHuzvKSEJAADzaXlHa/Qsa0uaGRmfLCkNAACnaqiq53mWYNCYlOYBAAAAAICIqO5Nts2bvMkGAFAPeruXJr1+ZNymeQCAhVbV8zyleRqU0jwAAAAAABD7jhyPb+07mjRz7unLo2tp2kZSAABqU19iaX73gWMxM1cpKQ0AACeT53nyzZFtLU1x6YbVJSWC2qY0DwAAAAAAxJbt+5NnBvt7SkgCAMBC6OvuTHr9XCWP3QeOlZQGAICTeWzf0Rg7OpU0c3nv6uhobS4pEdQ2pXkAAAAAACCGt40lzwy6yhkAoG709aRtmo+IGBmfKCEJAACnYihxy3xExMAmz/NoXErzAAAAAABA8ptsTVnElZu6SkoDAMB86+uuojQ/pjQPALBQhqpZgnG20jyNS2keAAAAAAAa3OMHj8Xo+GTSzAVnrYwVHa0lJQIAYL719nQmz6T+DAkAQDEqlTy2bN+fNNPZ1hwXrltVTiBYBJTmAQAAAACgwQ1Xc5Vzf08JSQAAWCgrOlqje2lb0swOm+YBABbEw3sPx6FjM0kzV/R1RWuz2jCNyz/9AAAAAADQ4Kq5ynmg31XOAAD1pq9nadLrR8eV5gEAFkI1SzAGPc+jwSnNAwAAAABAA8vzPPlNtpamLK7oW11SIgAAFkpvd2fS63cdOBYzc5WS0gAAcCLD26spzbs5ksamNA8AAAAAAA1sdHwy9h46njRzyYZV0dnWUlIiAAAWysbutE3zc5U8Hj9wrKQ0AAA8nZm5SmxNLM2v6GiJ889cUVIiWByU5gEAAAAAoIENVXGV88AmVzkDANSj3p600nxExI7xiRKSAABwIg88figmpueSZq7a1B3NTVlJiWBxUJoHAAAAAIAGNrRtLHlmwFXOAAB1KXXTfETE6JjSPADAfBquYgnGYL8lGKA0DwAAAAAADSrP89iSeJVze0tTXLJhVTmBAABYUL09nckzI+OTJSQBAOBEqivNW4IBSvMAAAAAANCgvrXvaIwdnU6aubxvdXS0NpeUCACAhbSiozW6l7YlzYyM2zQPADBfpmbn4o6R/Ukz3Uvb4py1y0pKBIuH0jwAAAAAADSoocfGkmcGNrnKGQCgnvV2p22bHxlTmgcAmC/37DwYU7OVpJnN/d2RZVlJiWDxUJoHAAAAAIAGNVTFVc4DrnIGAKhrfT1Lk16/+8CxmJlLK24BAFCd4Sqe5w32W4IBEUrzAAAAAADQkOYqeWzdkXaV89K25rhw3cqSEgEAUAv6utNK87OVPB4/cKykNAAA/EvVlObdHAnfpjQPAAAAAAAN6Bt7D8ehYzNJM1ds7IrWZm8tAADUs9RN8xERI+MTJSQBAOBfOjY9F/fsOpA0c/qKjthYxc93UI882QYAAAAAgAY0tG0secZVzgAA9a+vuzN5ZmRMaR4AoGx3ju6Pmbk8aWawvzuyLCspESwuSvMAAAAAANCAqrnKebC/p4QkAADUkt7uajbNT5aQBACAf2moiud5my3BgH+mNA8AAAAAAA1mZq4St+/YnzSzoqMlzjtjRUmJAACoFSuXtEbX0rakmZFxm+YBAMpWTWnezZHw/yjNAwAAAABAg7l/96GYmJ5Lmtm8qTuam1zlDADQCPq6O5NeP2rTPABAqQ4fn4kHdh9MmtnQ1RnrVqf9XAf1TGkeAAAAAAAazJbttlIBAHBifd1Lk16/a/9kzM5VSkoDAMAdO/ZHJU+bGdjkeR78S0rzAAAAAADQYIa2jSXPDJ7dU0ISAABqUV9PWml+tpLH4wePlZQGAIChbVUswThbaR7+JaV5AAAAAABoIMdn5uLOkQNJMz3L2uI5a5aVlAgAgFrT292ZPLNjbKKEJAAAREQMV1Gat2kevpvSPAAAAAAANJB7dh6MqdlK0szmTd2RZVlJiQAAqDUbEzfNR0SMjk+WkAQAgAMT0/Hw3sNJM2evWRZrVnSUlAgWJ6V5AAAAAABoIMPbq7jKub+nhCQAANSq3u700rxN8wAA5dhSxfM8W+bh+ynNAwAAAABAAxneNpY8M9DvTTYAgEaycklrdC1tS5oZHVeaBwAow9C2apZgeJ4H30tpHgAAAAAAGsTk9Gzcu+tg0swZKzuir7uznEAAANSs3sSfAUfGJ0tKAgDQ2Kq5OXKzTfPwfZTmAQAAAACgQdw5ciBm5vKkmYH+7siyrKREAADUqo3dS5Nev2v/ZMzOVUpKAwDQmPYdPh6P7TuaNHPeGStideKtQdAIlOYBAAAAAKBBVHOV84CtVAAADak3sTQ/W8nj8YPHSkoDANCYqtkyP9jveR48HaV5AAAAAABoEMPbxpJnBrzJBgDQkPp6OpNnRsYnS0gCANC4hqtYgqE0D09PaR4AAAAAABrA4eMz8cDjh5Jmers7Y93q9LIUAACLX1/ipvmIiJGxiRKSAAA0rtSbI5uyiCs2dpWUBhY3pXkAAAAAAGgAt2/fH5U8bWZgk61UAACNqqrS/LjSPABAUXYfmIyd+9Nu8rlg3apY0dFaUiJY3JTmAQAAAACgAaRupYqIGHCVMwBAw1rZ2RqrO9MKVzbNAwAUZ7iK53mDnufBCSnNAwAAAABAAxjerjQPAECavp60bfOj42mbUAEAODGleSiW0jwAAAAAANS5/RPT8Y29h5NmnrNmWaxZ3lFSIgAAFoO+7rTS/M79kzE7VykpDQBA48jzPPnmyNbmLC7v7SopESx+SvMAAAAAAFDnttgyDwBAFVJL87OVPPYcPF5SGgCAxrFjbCKeOJz2c9Ul61fHkrbmkhLB4qc0DwAAAAAAdW5o21jyjKucAQDo6+lMntkxPlFCEgCAxjJsCQYUTmkeAAAAAADq3HDiVc5ZFnHVRm+yAQA0utRN8xERo0rzAADP2lDi87wIpXk4GaV5AAAAAACoY08ePh7bnkorLp13+opYvbStpEQAACwW1ZTmd4wpzQMAPBt5nseWxNJ8e0tTXLJhVTmBoE4ozQMAAAAAQB1L3TIfETFoKxUAABGxsrM1Vne2Js2Mjk+WlAYAoDE8+uTRGJ+YTpq5oq8r2luaS0oE9UFpHgAAAAAA6lhVpfmzleYBAPi23sRt8yM2zQMAPCtD28aSZwYswYCTUpoHAAAAAIA6NrQ97U225qYsrujrKikNAACLTV93Z9Lrdx2YjNm5SklpAADq31AVSzCU5uHklOYBAAAAAKBO7do/Gbv2H0uaueCslbG8o7WkRAAALDZ9PWmb5mfm8thz8HhJaQAA6ttcJY+t29NK88vaW+LCs1aWlAjqh9I8AAAAAADUqeHEN9giIgZtpQIA4F/o604rzUdEjIxPlJAEAKD+PbzncBw+Pps0c0Xf6mhpVgeGk/G3BAAAAAAA6tRwFVc5D/b3lJAEAIDFKnXTfITSPABAtYa2jSXPeJ4Hp0ZpHgAAAAAA6lCe58lvsrU2Z3FZ7+qSEgEAsBj1dXcmz4yMTZaQBACg/lVzc+SAmyPhlCjNAwAAAABAHdo+NhFPHp5Kmrlkw+pY0tZcUiIAABajVZ1tsaqzNWnGpnkAgHQzc5W4fcf+pJmVS1rj/DNWlJQI6ovSPAAAAAAA1KHhbelbqQZtpQIA4Gn0di9Ner3SPABAuvt3H4zJ6bmkmc2buqKpKSspEdQXpXkAAAAAAKhD1ZTmBzYpzQMA8P02dncmvX7X/smYnauUlAYAoD4NPVbNEoyeEpJAfVKaBwAAAACAOlOp5DG8Pe1Nto7Wprh4w6pyAgEAsKilbpqfmctj76HjJaUBAKhPqc/zItwcCSmU5gEAAAAAoM48uu9I7J+YTpq5oq8r2luaS0oEAMBitrEnrTQfEbFjbKKEJAAA9en4zFzcOXogaaZnWXucvWZZSYmg/ijNAwAAAABAnanmKufNm2ylAgDg6fV2dybPjI4rzQMAnKq7dx6I6dlK0sxAf3dkWVZSIqg/SvMAAAAAAFBnhra5yhkAgOJUt2l+soQkAAD1aYvneVA6pXkAAAAAAKgjc5U8tu5Ie5NtWXtLXHDWypISAQCw2K3qbIuVS1qTZmyaBwA4ddUswRhwcyQkUZoHAAAAAIA68tCeQ3Hk+GzSzJUbu6Kl2VsGAACcWF/itvkdSvMAAKdkYmo27t11MGnmzJUd0dvdWU4gqFOegAMAAAAAQB2pZiuVq5wBADiZvsRS1q79kzFXyUtKAwBQP+4cPRCziT83DfT3RJZlJSWC+qQ0DwAAAAAAdaSqq5yV5gEAOIm+7rRN8zNzeew5eKykNAAA9WNo21jyjOd5kE5pHgAAAAAA6sT0bCXuHNmfNLOqszXOO31FSYkAAKgXfT1pm+YjIkbGJ0pIAgBQX4YtwYB5oTQPAAAAAAB14v7dB2Nyei5pZvPG7mhqcpUzAADPLHXTfETEyJjSPADAMzl0bCYefPxQ0kxfd2ectWpJSYmgfinNAwAAAABAnRiqYivV4Nm2UgEAcHJVlebHJ0tIAgBQP27fsT8qedrMQH9POWGgzrUsdAAAAFgMRscn4isPPhF7Dx2PqdlKXLWxK655Tk/0LGtf6GgAAAD/rJqrnAdd5QwAwClYvbQtVi5pjUPHZk55xqZ5AIBnNrRtLHlmwPM8qIrSPAAAPIODk9Px/33lkfjUnbtj7l98vPvjt++MJa3N8VsvOj9eecX6yLJsAVMCAABEHJ+Zi7t2HkiaOW15e/SftqykRAAA1Ju+7s64b/ehU379yLjSPADAM6lmCcbAJqV5qEbTQgcAAIBa9eDjh+Lad90aH79913cV5v/JsZm5+A+feyD+v698cwHSAQAAfLe7Rw/E9GwlaWZgU7cPAQMAcMr6epYmvX7X/mNP+3wdAICI8aNT8cgTR5Jmzlm7LE5b3l5SIqhvSvMAAPA0PnXHrnjZnw7F7gPHTvra9/3fbXHX6P55SAUAAHBiw9vTt1INusoZAIAEvd1ppfnpuUrsOXjy5+wAAI1oy/b0noEt81A9pXkAAPgXjs/MxX/47P3x7z97/ylvaMzziN/54sMlJwMAAHhmQ9Vc5aw0DwBAgo09nckzI+MTJSQBAFj8hraNJc8M9PeUkAQag9I8AAB8x+4Dk/Fz7x2OT9yxK3n2vt2H4p6dB0pIBQAAcHITU7Nx366DSTNnrVoSG7rSS08AADSu1E3zEREj45MlJAEAWPxSb47MsojNm7pKSgP1T2keAAAi4h8ffSqufdet8cDjh6o+46ahkeICAQAAJLhjZH/MVvKkmYH+7siyrKREAADUo43VlObHbJoHAPheTxw6HtufSvs56fwzVsSqzraSEkH9U5oHAKChVSp5vPPvvhXXf+j2ODg586zO+qsH9sa+w8cLSgYAAHDqhrelbaWKiBjs7y4hCQAA9WxVZ2us6GhJmhkdV5oHAPhew9vHkmc8z4NnR2keAICGdWhyJn7xw3fGH/3No5GnLWR8WjNzeXxs685nfxAAAECioSpK8wPeZAMAIFGWZbGxJ23b/A6b5gEAvk91SzB6SkgCjUNpHgCAhvTQnkPxohtvjb9/ZF+h535s686Ynq0UeiYAAMAzOTQ5Ew/uOZQ0s7FnaZyxcklJiQAAqGe93Wml+V37j8VcpYDNNQAAdSR1CUZzUxZXbOwqKQ00BqV5AAAazmfv2h0ve89Q7Nw/WfjZY0en4q8e2Fv4uQAAACeydcd48u1ZtswDAFCtvsRN89Nzldhz8FhJaQAAFp9d+ydj94G0n48uXLcylrW3lJQIGoPSPAAADWNqdi5+4/MPxL/99H0xVeI2+JuGRko7GwAA4HulbqWKiBjYpDQPAEB1+ro7k2dGx4tfYgMAsFgNbRtLnhm0BAOeNaV5AAAawp6Dx+IV79sSH9u6s/Tvde+ug3HvroOlfx8AAICIiOEqSvObleYBAKhS6qb5iIgd4xMlJAEAWJyqeZ432N9TQhJoLErzAADUvVu/NRbXvuvWuG8ei+w32zYPAADMg7GjU/HNJ48kzTx37fI4bXl7SYkAAKh3fd3ppfnRMaV5AICIiDzPk2+ObGtuist6V5eUCBqH0jwAAHWrUsnj3V97LN7wZ1tj/8T0vH7vW+7fE/uOHJ/X7wkAADSeLdvTt1INuMoZAIBnYXVna6zoaEmaGbFpHgAgIiK2PTUR+45MJc1csmFVdLQ2l5QIGofSPAAAdenQsZn45Y/cFX/41W9GJZ//7z8zl8fHt+6a/28MAAA0lNStVBFK8wAAPDtZlkVfT9q2+ZHxyZLSAAAsLsNVLMEY7O8pIQk0HqV5AADqziNPHI7rbrw1/vYbTxZyXkdrUzx37fLkuY9uHY3p2UohGQAAAJ7OlsTSfJZFbN6oNA8AwLPT151Wmt85PhlzC7HhBgCgxgxvG0uesQQDiqE0DwBAXfmLex6Pl7z7tsK21vR1d8ZfvO3q+O3rnpc8+9SRqfjyg3sLyQEAAPC99h46FtvHJpJmnnfmiljZ2VpSIgAAGkVfd2fS66fnKrH30LGS0gAALA6VSh7DiUswOlqb4uL1q8oJBA1GaR4AgLowPVuJ3/rCg/GvPnlvHJ8pZrv7j52/Nv7yhmvi3NNXxFUbu+Lc09O3zd80NFJIFgAAgO+V+gZbhKucAQAoRl9P2qb5iIiRsWKW3QAALFbffPJIHJicSZq5oq8r2lpUfaEI/iYBALDo7T10LF71/uG4eXi0kPOasohf+4nnxvted1ms6Pj2BsYsy+L6wb7ks+7ZeTDu23WwkFwAAAD/0lAVpXlXOQMAUITe7ipK8+NptyQBANQbz/NgYSnNAwCwqA1tG4sXvevWuHvnwULO61raFh/5havibT98djQ1Zd/1tesuPitWLmlNPvNm2+YBAICC5Xn6Vc4tTVlc0ddVUiIAABrJxqo2zSvNAwCNbXjbWPKMmyOhOErzAAAsSnmex3v/cVu87oNbY+zodCFnXrR+VdxywzVx9dlP/0vnkrbmeNWV65PPveX+vfHUkalnGw8AAOCf7dp/LB4/eCxp5sJ1K2NZe0tJiQAAaCSrO1tjeUfaz5Yj45MlpQEAqH2zc5XYun1/0szy9pZ4/pkrSkoEjUdpHgCARefI8Zn4lY/eHb//5Ueikhdz5us2b4hPvXlznLlqyTO+7vWbe+N7FtCf1PRcJT5++85nkQ4AAOC7DdlKBQDAAsqyLHnb/Mi4TfMAQON6aM/hODI1mzRz1aauaGlW84Wi+NsEAMCi8uiTR+K6G2+Lrzz0RCHntbc0xf/6uYviv73kgmhvaT7p69et7owfO39t8vf56JbRmJmrVBMRAADg+wxvH0+eGezvLiEJAACNqrc7rTS/c3wy5orahAMAsMgMbUt/nrd5k+d5UCSleQAAFo0v3rcnXvLu22L7WDHbaDZ0dcbn3joYP3vZuqS5Nw72JX+vfUem4ssPFlP0BwAAGlue58lvsrU1N8WlvatLSgQAQCPa2N2Z9PrpuUrsPXSspDQAALXNzZGw8JTmAQCoeTNzlfidLz4cN3z8npicnivkzBeeuya++PZr4nlnrkyeHdjUHc9duzx57uahkeQZAACA77XtqaPx1JGppJlLe1dFR+vJb9cCAIBTlbppPiJidHyyhCQAALVterYSd44cSJpZ3dka556e3ksATkxpHgCAmrbv8PF4zQe2xJ/dtqOQ87Is4t/+2DnxgTdcHis7W6s8I6tq2/xdowfigd2HqvqeAAAA/2S4iqucbaUCAKBofT3ppfkdBd0kCwCwmNy3+2Acm0lbELh5U3c0NWUlJYLGpDQPAEDN2rp9PH76nbfGHYmfuD6RVZ2tcdObrowbXvicZ/3L5UsuOTNWdLQkz91k2zwAAPAsDVVRmh/o7y4hCQAAjayvuzN5ZnRcaR4AaDxDj1WzBMPzPCia0jwAADUnz/P44Ne3x2s+uDXGjk4VcuaF61bGLTdcEz94zmmFnNfZ1hKvunJD8twX79tT2P9NAABA46lU8hjenvYm25LW5rho3apyAgEA0LC6lrbF8sTlMjvGJktKAwBQu4a3jyXPDLg5EgqnNA8AQE05OjUbb//ze+K/fekbMVfJCznz1Veuj0+9eSDWrU7fevNMXr+5N7LEhfXTc5X4xO07C80BAAA0jkeeOBIHJ2eSZq7Y2BVtLd4OAACgWFmWRV/30qQZm+YBgEZzfGYu7h49mDRz2vL26D8t7ecs4OQ8JQcAoGY8tu9IvOTdt8WXHthbyHltLU3xBz97YfyPl10YHa3NhZz5L63v6owfPW9t8txHt+yMmblK4XkAAID6N7QtfSuVq5wBAChLX09iaX7/ZFQKWpgDALAY3DV6IKYT+wGD/d2RpW7wA05KaR4AgJrwVw/sjetuvC0e23e0kPPWrV4Sn/uVwXjFFesLOe9Erh/sS5554vDx+OpDTxQfBgAAqHvD28aTZwY2Kc0DAFCOvu60G16nZyux9/DxktIAANSeap7nWYIB5VCaBwBgQc3OVeL3vvRwvPVjd8fE9FwhZ/7gOafFLTdcE88/a2Uh5z2Twf7ueM6aZclzNw+NFB8GAACoa7Nzldi6Y3/SzPKOlnjemStKSgQAQKPr607bNB8RMTI2UUISAIDaVN3NkT0lJAGU5gEAWDD7jhyP135wa3zg6zsKOS/LIn71hc+JD11/RazqbCvkzJN/zyzeWMW2+TtGDsSDjx8qPhAAAFC3HtxzOI5OzSbNXLWxO1qavRUAAEA5+nrSNs1HRIyMK80DAI3h6NRs3Lc7rRdw1qolsb4r/Wcs4OQ8KQcAYEHcObI/rn3nrclbEk9k5ZLW+LM3XhH/+sfOiaamrJAzT9XLLj0rlne0JM/ZNg8AAKSoZivVgKucAQAokU3zAAAndseO/TFXyZNmBj3Pg9IozQMAMK/yPI8P3bYjXvX+LbHvyFQhZz7vzBVxyw3XxA+fu6aQ81J1trXEKy9fnzz3hfv2xPjRYv5/AAAA1L/hbePJM95kAwCgTF1L22J5e9pSmZHxyZLSAADUluHtVTzPO9vzPCiL0jwAAPNmcno2fvUT98Zvf/HhmE38NPWJ/Nxl6+KzvzK44NeTvWGgL7LEBffTs5X4xB27ygkEAADUlenZStwxknZTV9fStnju2uUlJQIAgIgsy6KvJ23bvE3zAECjqOrmyE09JSQBIpTmAQCYJ9ufOhovefdt8Zf37SnkvLbmpvgfL7sg/uDlF0ZHa3MhZz4bG7o744VVbLr/6JbRmJ2rlJAIAACoJ/fuOhjHZ9J+d9i8qSuamhI/3QsAAIl6u9OW2ozun4xKQYt1AABq1cHJ6Xhoz+GkmU09S+P0lR0lJQKU5gEAKN1XHnwiXnzjbfHok0cLOe+sVUvi028ZiFdfuSGy1PXuJbp+cGPyzN5Dx+OvH36yhDQAAEA9qWorVb+tVAAAlG9j4qb56dlK7D18vKQ0AAC1YeuO/ZEnfk5woL+7nDBARCjNAwBQotm5Svz+lx+Jt3z0rjg6NVvImS94Tk988YZr4qL1qwo5r0hXn90dZ69Zljx3020jxYcBAADqyvC28eSZQW+yAQAwD3q700rzERGjYxMlJAEAqB3VPM9TmodyKc0DAFCKsaNT8fr/c3u89x+3FXbmDT9ydtz0piuja2lbYWcWKcuyeONgX/Lc7SP746E9h4oPBAAA1IVj03Nxz86DSTNrlrfHpsSNnwAAUI2NPZ3JMzvGleYBgPpWzc2RmzcpzUOZlOYBACjc3TsPxLXvvDWGt6d/cvrpLO9oiQ++4fL4tz/+3Ghuygo5sywvu+SsWN7Rkjx389BI8WEAAIC6cNfogZieqyTNDPZ3R5bV9u9PAADUh6o2zY9PlpAEAKA2PHVkKh598mjSzLmnL4+eZe0lJQIilOYBAChQnufxkeGReOX7huOJw8cLOfPc05fHF99+Tfzo+WsLOa9sS9tb4hWXr0+e+8K9e2L/xHQJiQAAgMWumq1Ug/09JSQBAIDv1720LZa3py2T2TFm0zwAUL+2VLFg0JZ5KJ/SPAAAhTg2PRf/5lP3xX/+wkMxM5cXcubLLjkrPv/Wq6OvJ31LzUJ6w0BvpC50nJqtxCfu2FlOIAAAYFGr5havgX5vsgEAMD+yLIvens6kmdFxpXkAoH4NbUt/njfoeR6UTmkeAIBnbWRsIl76ntvi8/c8Xsh5rc1Z/O5Lnh//6xUXxZK25kLOnE+93UvjR567Jnnuo8OjMTtXKSERAACwWB05PhP37z6UNLNu9ZJY35VWWgIAgGejrztt+c3o+GRUKsUs4AEAqDWpm+absoirbJqH0inNAwDwrPzNw0/Gi268NR554kgh552xsiM+9eaBeP3m3shS17XXkDcO9iXP7Dl0PP7m4SeLDwMAACxad4zsj7nEMpGtVAAAzLfU0vzUbCWeOHy8pDQAAAtnz8FjsWMs7Vad55+1MlYuaS0pEfBPlOYBAKjKXCWP//nVb8YvffjOOHJ8tpAzB/u745YbrolLNqwu5LyF9ILn9ET/aWlvEkRE3DQ0UnwYAABg0Rqu6irnnhKSAADAifX1pD8PH0kskwEALAbVPM8bsGUe5oXSPAAAyfZPTMf1H7o9bvzaY4Wd+Ss/1B8f/vkro3tZe2FnLqQsy6raNr91x/74xt7DxQcCAAAWpaFq3mSzaR4AgHnW192ZPDMyPllCEgCAheV5HtQupXkAAJLcu+tgXPvOr8fXvzVWyHnL21vifa+/LH79J8+Nlub6+vH0ZZeui+XtLclzN9s2DwAARMTByel4OPFDtZtOWxprV3SUlAgAAJ5eVZvmx22aBwDqS57nsWV7Wmm+pSmLK/q6SkoE/Ev11UoCAKA0eZ7Hx7aOxiveOxx7Dh0v5Mznrl0ef3nDNfETzzu9kPNqzbL2lnj55euS5z5/z+NxYGK6hEQAAMBismX7/sjztJlBW6kAAFgA3UvbYlniEpmRMaV5AKC+7Nw/GY8fPJY0c9H6VbG0imV8QDqleQAATur4zFz82mfuj9/4/IMxPVcp5MzrLj4zPv+2wdhYxfaZxeSNA32RZWkzU7OV+OSdu8oJBAAALBrD29Jv+BrY1FNCEgAAeGZZlkVfT2fSjE3zAEC9GdqWtmU+whIMmE9K8wAAPKOd45PxsvcMxWfu2l3IeS1NWfz2i58Xf/LKi6Ozrf4/Ld3XszR+6JzTkuc+MjwaswV9QAEAAFicqnmTbfMmVzkDALAwervTluSMjk9GpZJ4tRIAQA0bruJ53oDSPMwbpXkAAE7oa4/si2vf9fV4eO/hQs5bu6I9PvnmzfHGwb7IUtevL2LXX70xeebxg8fib7+xr4Q0AADAYrDvyPH41r6jSTPnnr48upe1l5QIAACe2cbE0vzUbCWeOHy8pDQAAPMrz/PkJRhtLU1x6YbVJSUCvpfSPAAA32eukscf/c2j8aab7ojDx2cLOfOqjV1xyw0viMt6G2/r4QvO7olNPWlvFkRE3DS0o4Q0AADAYrBl+/7kmcH+nhKSAADAqent7kyeGRmfKCEJAMD8e2zf0Rg7OpU0c9mG1dHR2lxSIuB7Kc0DAPBdDkxMx8/fdEe88+++VdiZv/wDm+Jjv3hVnLa8MTceNjVl8cbBvuS5Ldv3xyNPFLPlHwAAWFyGt40lz7jKGQCAhbSxiuUxI2OTJSQBAJh/w9vTtsxHRAx6ngfzSmkeAIB/9sDuQ3Htu26Nf3z0qULOW9rWHO957aXxn376vGhpbuwfPX/2snWxrL0lee7moZHiwwAAADUv9Srnpiziyo2Nd7MXAAC1o7c7vTQ/atM8AFAnhh5LL81bggHzq7GbSwAA/LNP3rEzfva9Q/H4wWOFnHf2mmXxhbdfEz99wRmFnLfYLWtviZdfti557vP3PB4HJ6dLSAQAANSqxw8ei9HxtI2bF5y1MlYuaS0pEQAAnFzPsrbk5TE7xpTmAYDFr1LJkzfNd7Y1x4XrVpUTCHhaSvMAAA3u+Mxc/IfP3h+//tkHYnq2UsiZP3PhGfGFt10dZ69ZVsh59eINA73JM8dnKvHJO3aVkAYAAKhVw4lb5iMiNttKBQDAAsuyLHq7O5NmUj8sCgBQix7eezgOHZtJmrmiryvaWlR4YT75GwcA0MB27Z+Mn3vvcHyioFJ2c1MW//na8+PGV18SSxO3yTSCTactix967mnJcx8eHo25Sl5CIgAAoBYNbRtLnhns7ykhCQAApOnrWZr0+pHxiah4/g0ALHJbErfMR0QMWoIB805pHgCgQf3jo0/Fi268NR54/FAh5522vD0+/kub4xeu2RhZlhVyZj1642Bf8szjB4/F337jyeLDAAAANSfP89iSuGm+pSmLK/pWl5QIAABOXV/ipvmp2Uo8eeR4SWkAAObHUBU3Rw4ozcO8U5oHAGgwlUoe7/y7b8X1H7o9Dk6mXQ92Ilf0rY4v3XBNXLmxq5Dz6tkPPue02Ji4aSci4uahkeLDAAAANWd0fDL2HEorDV28flV0trntCwCAhdfXnf78e8fYRAlJAADmx+xcJW7fsT9pZnlHSzzvzJUlJQJORGkeAKCBHJqciV/88J3xR3/zaOQF3Xb6C9dsjD//pc2xZkVHMQfWuaamLN4w0Js8N7RtPL75xJESEgEAALWkmq1UrnIGAKBW9FWxNGZ0fLKEJAAA8+OBxw/F0anZpJnNm7qjuSkrKRFwIkrzAAAN4qE9h+JFN94af//IvkLO62xrjhtfc0n852vPj9ZmP1amePll62JpW3Py3M3DI8WHAQAAasrw9mqucu4pIQkAAKSrZtP8iE3zAMAiVs0SjIFNlmDAQtBuAgBoAJ+5a3e87D1DsXN/MdtaNp22NL7wtqvj2gvPLOS8RrO8ozVeftm65LnP3/14HJqcKSERAABQC/I8j+FtY0kz7S1NccmGVeUEAgCARD3L2pKXxoyMK80DAIvXcDU3R56tNA8LQWkeAKCOTc3OxW98/oH4d5++L6ZmK4Wc+VPPPz2+8Lar4zlrlxdyXqN6w2Bf8syxmbn41J27ig8DAADUhG/tOxpjR6eTZi7rXR0drek3WQEAQBmyLIu+nrRt8yNjxSz8AQCYb1Ozc3Hn6P6kme6lbXHOGn0LWAhK8wAAderxg8fiFe/bEh/burOQ85qbsvhPP31uvOe1l8byjtZCzmxk/actix8457TkuZuHR2KukpeQCAAAWGhDj6VtmY+IGOy3lQoAgNrS151Wmh/dPxEVz70BgEXo3p0H4/hM2gLDzZu6o6kpKykR8EyU5gEA6tCt3xqLF73r1rhv18FCzutZ1hYf/YWr4pd/oD+yzC9vRXlTFdvmdx84Fn//yL7iwwAAAAtueHv6Vc4D/T0lJAEAgOr19XQmvf74TCWePHK8pDQAAOUZ2lbN8zxLMGChKM0DANSRSiWPd3/tsXjDn22N/RPThZx5We/quOWGF/jFrQQ/eM5p0ded9uZBRMRNQztKSAMAACykuUoeW7anXeXc2dYcF65bWVIiAACoTm/ipvmIiJGxyRKSAACUq5olGG6OhIWjNA8AUCcOHZuJX/7IXfGHX/1mFHWL6fWDffHxX9ocp6/sKOZAvktTUxZvGOhLnrvtsfH41pNHig8EAAAsmG/sPRyHjs0kzVy5sStamz3mBwCgtmzsqaI0Pz5RQhIAgPIcm56Le3YeSJo5fUVHVT8rAcXwNB0AoA58Y+/huO7GW+Nvv/FkIectaW2O//2qi+O/vvh50dbiR8YyvfzyddHZ1pw8d9PQSPFhAACABTNcxVXOtlIBAFCLequ4YVVpHgBYbO4c3R8zc2kbDQf6uyPLspISASejAQUAsMh9/p7d8dL33BYj48VcXbqxZ2n8xduujusuPquQ83hmKzpa4+WXrUue+9zdjydvoQQAAGrX0Lax5JmBTT0lJAEAgGfntGXtsTRxWczImNI8ALC4DFWxBGPAEgxYUErzAACL1PRsJf7LFx6Mf/3J++L4TKWQM3/8/LXxhbdfHc89fXkh53Fq3jDQlzxzbGYuPn3nruLDAAAA825mrhK379ifNLOioyXOP3NFSYkAAKB6WZZFb/fSpJnRghYDAQDMFzdHwuKjNA8AsAjtPXQsXvn+4fjw8Ggh5zVlEb/+k+fG+15/WazoaC3kTE7d2WuWxQuek74h8sPDozFXSbvuDQAAqD0PPH4oJqbnkmY2b+qO5iZXOQMAUJs29qSV5kfGJ6LieTcAsEgcPj4T9+8+mDSzvmtJrFvdWU4g4JQozQMALDJD28bi2nfeGvfsPFjIed1L2+Ijv3BV/MoP9UeWKVwslOsH+5Jndu6fjK89sq/4MAAAwLyqZiuVq5wBAKhlvd1phbDjM5XYd2SqpDQAAMW6Y8f+SP283+Cm9EV6QLGU5gEAFok8z+O9/7gtXvfBrTE+MV3ImRevXxVfvOGauPpsv5wttB9+7prkNxEiIm4eHik+DAAAMK+Gto0lzwz2+z0OAIDa1Ze4aT4iYsfYRAlJAACKV80SjMGzLcGAhaY0DwCwCBw5PhO/8tG74/e//Ejyp5VP5PWbe+OTb94cZ65aUsyBPCtNTVm8fnNv8tzXvzUWj+07UkIiAABgPkzNzsWdIweSZrqXtsU5a5eVlAgAAJ69vu700vzouNI8ALA4DFVzc+QmpXlYaErzAAA17tEnj8R1N94WX3noiULO62htij96xUXxuy95frS3NBdyJsX4ucvXR2db+n8mNw+NlpAGAACYD/fsPBhTs5WkmYH+7siyrKREAADw7PX1pN+sOjI+WUISAIBiHZiYjof3Hk6a6T9taaxZ0VFSIuBUKc0DANSwv7xvT1x3422xvaArSTd0dcbnfuXqeNml6wo5j2KtXNIaL7v0rOS5z969Ow4fnykhEQAAULaqtlL120oFAEBtO21ZeyxNXBIzUtB7IQAAZdq6I/153mB/TwlJgFRK8wAANWhmrhK//cWH4h0fvyeOzcwVcuYLz10TX3z7NXH+mSsKOY9yvHGgL3lmcnouPn3n7uLDAAAApRveNpY84002AABqXZZl0du9NGlmZFxpHgCofZZgwOKlNA8AUGP2HT4er37/lvjQbSOFnJdlEf/ux8+JD7zh8ljZ2VrImZTnOWuXxzVnpxdgPjw8EpVKXkIiAACgLJPTs3HvroNJM2es7Ii+7s5yAgEAQIH6etJ+bh0dn4w895wbAKht1ZTmN29SmodaoDQPAFBDtm4fj59+561x5+iBQs5b3dkaN7/pynj7jzwnmpqyQs6kfG8c7EueGR2fjH94dF/xYQAAgNLcOXIgZubSSkEDm7ojy/x+BwBA7etL3DR/bGYu9h2ZKikNAMCzt+/w8Xhs39GkmfPOWBFdS9tKSgSkUJoHAKgBeZ7HB7++PV7zwa0xdrSYB8IXrlsZX7zhmviBc04r5Dzmz4+cuybWdy1JnivqdgIAAGB+uMoZAIB6llqaj4jYMTZRQhIAgGIMb09/njfoeR7UDKV5AIAFdnRqNt7+5/fEf/vSN2KuUsy1o6++ckN86s0DsW512tWn1IbmpizesLkvee7r3xpL/lQ7AACwcKp5k01pHgCAxaKvJ700PzquNA8A1K7hapZgbPI8D2qF0jwAwAJ6bN+RuO7GW+NLD+wt5Ly2lqb4g5dfGP/jZRdER2tzIWeyMF5x+fpYUsV/hh8eHik+DAAAULjDx2figd0Hk2Y2dHX6cDQAAItGX3f6z647xiZLSAIAUIzUmyObsogrN3WVlAZIpTQPALBA/uqBvXHdjbfFtqeK2ZqybvWS+NyvDMYrLl9fyHksrJWdrfHSS89KnvvsXbvj8PGZEhIBAABFun37/ki9bMxVzgAALCanLW+Pzra05TA2zQMAtWr3gcnYuT/tA34XrFsVKzpaS0oEpFKaBwCYZ7Nzlfi9Lz0cb/3Y3TExPVfImT/03NPilhuuieeftbKQ86gN1w/2Jc9MTM/FZ+7cXXwYAACgUMPbq7jKWWkeAIBFJMuy6O1emjSzY0xpHgCoTcOJW+YjIgY2eZ4HtURpHgBgHu07cjxe88Gt8YGv7yjkvCyL+Fc/+pz4szdeEas62wo5k9pxztrlVW2S/PDwSFRSV1YCAADzKvUq5wileQAAFp+NPZ1Jrx8dn4w893wbAKg91ZTm3RwJtaVloQMsFlmWZRHRFxEXRsTZEbEhItZ/5392RcTSiOj8zp/ZiDgeEQcj4omIGI2IhyPi7oj4ep7nB+Y3PQBQC+4c2R9v/djdse/IVCHnrVzSGn/yqovjh5+7ppDzqE3XD/Yll2lGxifjHx99Kn74XP9sAABALdo/MR3f2Hs4aebsNctizfKOkhIBAEA5UjfNH5uZi31HpmLtCj/7AgC1I8/z5JsjW5uzuLxvdUmJgGoozZ9AlmV9EXH1d/5cEhHPj4hlpzje9p0/K+Lbpfor/8XX8izLtkTEpyLiw3me7y8qMwBQm/I8jw/dNhL//a++EbMFbf9+/lkr4k9fe1ms70rb0MLi88Lz1sa61Uti94FjSXM3DY0ozQMAQI3akvgGW4StVAAALE4bE0vzEREjYxNK8wBATRkZn4y9h44nzVy8flV0tqnoQi1pWugAtSbLsj/Msmx3ROyIiI9GxK9ExOY49cL8Sb9FRAxExB9HxO4sy27MskybCQDq1MTUbLzjE/fG79zycGGF+Vdcvi4+85ZBhfkG0dyUxRsGepPn/vHRp2LbU0dLSAQAADxbrnIGAKBR9Hanv5cxMj5RQhIAgOoNbRtLnhno7ykhCfBsKM1/vx+OiLPm6XstiYi3RcRjWZa9eZ6+JwAwT7Y/dTRe+p7b4ov37SnkvLaWpvj9l10Qf/Dyi6KjtbmQM1kcXnH5+uhoTf/R/SPDoyWkAQAAnq3UN9myLOKqjUrzAAAsPht7qtg0Pz5ZQhIAgOpZggH1QWm+NiyPiPdmWfbZLMuWLHQYAODZ+8qDT8SLb7wtHn2ymE3fZ61aEp95y0C86soNhZzH4rKqsy1eesm65LnP3LU7jhyfKSERAABQrScPH49tT6Vtzjzv9BWxemlbSYkAAKA8py1vj862tEVAI2M2zQMAtSPP8+TSfHtLU1yyYVU5gYCqKc3XlpdFxN9lWbZsoYMAANWZnavE73/5kXjLR++Ko1OzhZz5guf0xBdvuCYuXLeqkPNYnN442Js8c3RqNj571+4S0gAAANXast1WKgAAGkeWZdHbnbZt3qZ5AKCWPPrk0RifmE6aubxvdbS3pH1wEChfy0IHWKQqEbEzIh6NiG0RcTAiDn/nT1NErIyIFRHxnIi4OCL6IiI7xbMHIuJzWZb9ZJ7nlSJDAwDlGjs6FTf8+T0xXEUB4kTe8SNnx6/+6DnR3HSqP0pQr849fUUMbOpO/ufrw8Oj8YaBvmjyzxAAANSEocfSf2ccUJoHAGAR6+vujG/sPXzKrx8dn4g8zyPLPNcGABbe0Lax5JnB/p4SkgDPltL8qdkbEbdGxNe/8z8fzvN86lSHsyxbExGviYifj4gLTmHkxyLiNyLid9OjAgAL4e6dB+KtH707njh8vJDzVnS0xB+/8uJ44XlrCzmP+vDGwb7k0vz2sYn4v996Kn7ouWtKSgUAAKQY2p72JltzUxZXbuwqKQ0AAJSvrydt0/zk9Fw8dWQq1qzoKCkRAMCpG95mCQbUi6aFDlCjKhExFBG/HhHn5nl+Zp7nr8jz/F15nt+TUpiPiMjzfF+e538SERdFxC9HxP5TGPuNLMv6EnMDAPMsz/P48PBIvPJ9w4UV5s87Y0V88YZrFOb5Pj963po4a9WS5Lmbh0aKDwMAACTbtX8ydu0/ljRzwVkrY3lHa0mJAACgfH3dnckzO8YmSkgCAJBmrpLHlsTFdkvbmuOCs1aWlAh4NpTmv99/jogz8zy/Os/zP8jz/JtFHZx/2wci4sqI2HWSl7dHxG8W9b0BgOIdm56Lf/Op++K/fOGhmJnLCznzZy9dF5/7lcHo7U7bukJjaGluitcP9CbPfe2bT3mDAQAAakDqzVERtlIBALD49VXxnsfo+GQJSQAA0jy853AcPj6bNHPlxq5obVbNhVrkb+b3yPP8y3meP1ny99gWET8YEUdO8tJXZVm2vMwsAEB1RsYm4qXvuS0+f8/jhZzX2pzF7730+fE/f+7CWNLWXMiZ1KdXXbE+OlrTf4z/8PBI8WEAAIAk1VzlPKg0DwDAItfXk16a3zFuEQwAsPCGt48lzwz295SQBCiC0vwCyfN8R0T81kletjQiXjgPcQCABH/z8JPxohtvjUeeONnn307NGSs74lNvHojXXtUbWZYVcib1a1VnW7zk4rOS5z595+44OpX2CXgAAKA4eZ7H0La0N9lam7O4vLerpEQAADA/1ixvjyWtaQuDRpXmAYAaMFTFEgw3R0LtUppfWDdGxIGTvOYH5iMIAHByc5U8/vCrj8QvffjOOJJ4/daJXH12d9xywzVxyYbVhZxHY3jjYF/yzNGp2fjc3buLDwMAAJySHWMT8eThqaSZSzasdhsZAACLXpZl0dvdmTSzY2yypDQAAKdmZq4St+/YnzSzcklrnHfGipISAc+W0vwCyvN8JiL+6iQvO3c+sgAAz2z/xHS88c9uj3d/bVthZ771h/rjwz9/VXQvay/sTBrDeWesiKs2pm+bvGloJCqVvIREAADAyVS1lWqTrVQAANSHjT1Lk14/Oj4Ree55NgCwcO7ffSgmp+eSZjZv6ormpqykRMCzpTS/8IZP8vUz5yUFAHBC9+46GNe+8+tx62NjhZy3vL0l3v/6y+Lf/+S5flmiam+6ui95ZvtTE4X9cwwAAKQZrqI0P+gqZwAA6kRvd1ppfnJ6Lp46knZTEwBAkYa3pb+3bgkG1Dal+YX35Em+nvabIwBQmDzP42NbR+MV7x2OPYeOF3Lmc9cuj7+84Zr48eedXsh5NK4fPW9tnLmyI3nupqGR4sMAAADPqFLJY8v2tNJ8R2tTXLxhVTmBAABgnm3s6UyeGRmfLCEJAMCpqebmyMGze0pIAhRFaX7hHT7J1/0WCAAL4PjMXPy7T98fv/H5B2N6rlLImS+5+Mz4/NsGk68ghafT0twUrx/oS5772jf3xcjYRPGBAACAE3p035EYn5hOmrm8tyvaW5pLSgQAAPMrddN8RHiWDQAsmOMzc3Hn6IGkmZ5lbfGcNctKSgQUQWl+4a05ydfT7/gAAJ6VneOT8bL3DMVn795dyHktTVn8znXPiz9+5cXR2dZSyJkQEfGqK9ZHe0vaj/R5HvHh4dGSEgEAAE9n6LH0rVQD/a5yBgCgflSzUGhkXGkeAFgY9+w8GNOzaQsWB/p7IsuykhIBRVCaX3jrTvL17fOSAgCIiIivPbIvrn3X1+PhvSe7DObUrF3RHp9880C8YaDPL0cUbvXStnjJxWclz336zl0xMTVbQiIAAODpDG+v4ipnpXkAAOrImuXtsaQ17SYlpXkAYKEMb0vfdTywyfM8qHVK8wvvJ0/y9a/PSwoAaHBzlTz+6G8ejTfddEccPl5MmXjzpq645YYXxGW9qws5D57OGwf7kmeOTM3G5wq6SQEAAHhmc5U8tiSW5pe1t8QFZ60sKREAAMy/LMuit7szaWZkbLKkNAAAz2xomyUYUI+U5hdQlmXrI+KaZ3jJbET87TzFAYCGdWBiOt500x3xzr/7VmFnvvkHNsVHf+GqOG15e2FnwtM5/8wVceXGruS5m4ZGIs/zEhIBAAD/0kN7DsWRxA9nX7mxK1qaPb4HAKC+9HUvTXr9yPiE59gAwLybnJ6Ne3cdTJo5c2VH8gcEgfnnqfvC+pOIeKb7xz6b5/meecoCAA3pgd2H4tp33Rr/99GnCjlvWXtL/OlrL43/+NPnKTgwb66vYtv8tqcm4tbH0q+UAwAA0thKBQAA39bXk1aan5yei6eOTpWUBgDg6d0xciBmK2kf3Nvc3x1ZlpWUCCiKJtcCybLsX0XEy57hJbMR8fvzkwYAGtMn79gZP/veoXj84LFCznvOmmXxhbdfHT91wRmFnAen6sfPXxtnrOxInrt5aKT4MAAAwHcZrqI0P6A0DwBAHeqrYvvqyNhkCUkAAE5saFv68rnB/p4SkgBFU5qfZ1mWtWZZ9tsR8ccneen/yPP83nmIBAAN5/jMXPz6Z+6PX//sAzE9WynkzGsvPCP+4m1XR/9pywo5D1K0NDfF6zb3Js/93SP7Yue4NxwAAKAs07OVuGNkf9LMqs7WOO/0FSUlAgCAhZO6aT4iYmR8ooQkAAAntsUSDKhbSvPz5Dtl+esi4t6I+C8neflXI+J3Sw8FAA1o1/7J+Ln3Dscn79xVyHktTVn8l2vPj3e9+pJY2t5SyJlQjVdfuSHaWtJ+vM/ziA8Pj5QTCAAAiPt3H4zJ6bmkmc0bu6OpyVXOAADUn77uKkrzY0rzAMD8OXRsJh54/FDSTG93Z5y1aklJiYAiKc0XLMuy5izLVmVZtiHLsoEsy34ly7IPRsSeiPiLiDj/JEf8dUS8JM/zmbKzAkCj+Ydv7osX3Xhr8i84J3La8vb4+C9vjp+/ZmNkmUIDC6traVtcd9GZyXOfvHNXTEzNlpAIAAAYrmIr1eDZtlIBAFCf1q5oj47WtJrKqNtSAYB5dPuO/VHJ02YGbZmHRcM61ERZlp0dEd8q4ejZiPi9iPjdPM/TVg8tgCzL3hYRb52Hb9U/D98DgDpXqeRx49ceiz/+20cjT/zl5kSu7OuKG19zSaxZ0VHMgVCANw72xafv2p00c+T4bHz+nsfjdZt7S0oFAACNa6iaq5w3eZMNAID6lGVZ9HUvjUeeOHLKMztsmgcA5lE1SzAG+ntKSAKUQWl+4eUR8cWI+K08z+9d4CwpTouTb80HgAV3aHIm/vWn7o2/f2RfYWf+4jUb49d/6txobXZpD7Xl+WetjCv6VscdIweS5m4eGonXXrXBjQkAAFCg4zNzcdfOtJ/Ne5a1x9lrlpWUCAAAFl5qaX50fCLyPPf8GgCYF0PbxpJnNm/qKiEJUAZNr4XzzYj4/Yi4IM/z6xZZYR4AFoUHHz8U19749cIK851tzXHjay6J37z2fIV5atb1gxuTZ76172hVGzABAIATu3vngZierSTNDPZ3KwMBAFDXens6k14/MT0XTx2dKikNAMD/M350KunDfRERz1mzLNYs7ygpEVA0ba+FMRsR2yJid0S4SwwASvDpO3fFz/7pUOzaf6yQ8/pPWxp/+far49oLzyzkPCjLjz9vbZy+Iv2X8g/dNlJ8GAAAaGDVXeXcXUISAACoHRu7lybPjI5PlpAEAOC7bdm+P3lm0PM8WFSU5hdGS0T8dETcGBHbsiz7XJZlmxc4EwDUhanZufhPn38gfu0z98dU4ka/E/npC06PL7z9mjh7zfJCzoMytTY3xesHepPn/u6RJ2PXfm88AABAUaq5zcmbbAAA1LveKkrzO8bsIgQAyje8fSx5ZqC/p4QkQFmU5hdeU0S8NCKGsyz78yzLVi90IABYrB4/eCxe8d7h+POtOws5r7kpi9/8mfPi3a+5NJa1txRyJsyHV12xPtpa0n7Uz/OIDw+PlBMIAAAazMTUbNy362DSzFmrlsSGrs5yAgEAQI3Y2FPNpnmleQCgfKlLMLIsYvOmrpLSAGXQ/kq3LyJ+6Rm+viQiVn3nz/qIuDIiTnXV56sj4geyLPu5PM+Hn0XG+fBURDw8D9+nPyLa5+H7ALDI3fqtsbjh43fHgcmZQs7rWdYeN77mkti8yZY/Fp/uZe3x4ovOjM/ctTtp7pN37Ip//WPnRGebXxMAAODZuGNkf8xW8qSZzZu6I8uykhIBAEBtWLO8PTpam+L4zKnfFjwy5pZUAKBcTx4+HtufSvug3vlnrIhVnW0lJQLKoA2TKM/zwxHxwZSZLMtOi29vk39zRFx6kpefFRFfzbLsp/I8v626lOXL8/zdEfHusr9PlmUPRcT5ZX8fABavSiWPP/3HbfG//vqbkdhHOKHLelfHe157aaxd0VHMgbAArh/sSy7NHz4+G5+/5/F47VWn+plPAADg6QwnbqWKiBjs96FtAADqX1NTFn3dS+ORJ46c8syITfMAQMk8z4PG0LTQARpBnudP5Xn+/jzPL4uIH4mIbScZWR4RX8myTFkcAJ7BoWMz8csfuTP+8KvFFeavH+yLj//SZoV5Fr3nn7UyLu9dnTx389BI5HlBf6EAAKBBpV7lHBEx4E02AAAaRG93Z9LrR8YmPLcGAEo1tG0secbzPFh8lObnWZ7nX4uICyPiz07y0mUR8dEsy1rLTwUAi8839h6OF994a/ztN/YVct6S1ub436+6OP7ri58XbS1+RKI+vHGwL3nm0SePVvUpegAA4NsOTc7EQ3sOJc1s7FkaZ65aUlIiAACoLX09S5NePzE9F2NHp0tKAwCQvgSjuSmLK/q6SkoDlEUjbAHkeT4ZEb8YJy/OXxIRv15+IgBYXD5/z+546Xtui9HxyULO29izNP7ibVfHdRefVch5UCt+8vmnx9oV7clzNw2NFB8GAAAaxNYd48m3oW3eZCsVAACNo687rTQfETEyPlFCEgCAiF37J2P3gWNJMxeuWxnLO+xDhsVGaX6B5N++O+yXIuIfTvLSX82yzIohAIiI6dlK/Oe/eDD+9Sfvi+MzlULO/InnrY0vvP3qeO7pyws5D2pJa3NTvO6q3uS5v/3Gk7FrfzEfSgEAgEaTupUqImLQVc4AADSQqkrzY0rzAEA5qrmJfcASDFiUlOYXUJ7nlYi4ISLmnuFlPRHxhvlJBAC1a++hY/HK9w/HR7aMFnJeUxbxH37q3Hjv6y6LFT79Sx179VUboq057cf+Sh7x0YL+rgEAQKPZsj39TTab5gEAaCR9PZ3JMzbNAwBlGdo2ljwz2N9TQhKgbErzCyzP8wcj4pMnedmL5yMLANSqocfG4tp33hr37DxYyHndS9vio79wVbzlB/sjy7JCzoRa1bOsPa696IzkuU/csSuOTT/TZzsBAIDvNXZ0Kh554kjSzDlrl8Vpy9tLSgQAALVn7fKO6GhNq6uMjLsdFQAoXp7nMZy4BKOtuSku611dUiKgTErzteEvTvL1a7Is858VAA0nz/N47z9ui9f9n60xPjFdyJkXr18Vt7zjmhg826d+aRxvGtyYPHPo2Ez8xb2Pl5AGAADqVzVb5m2lAgCg0TQ1ZdHbtTRpZmTMpnkAoHjbxybiycNTSTMXb1gVS9qaS0oElEkRuzZ8JSIqz/D1FRHx3HnKAgA14fDxmXjLR++K3//yI1HJiznz9Zt745Nv3hxnrFxSzIGwSFywbmVcumFV8txNt41Enhf0FxAAABrA8Lb00vxAf3cJSQAAoLb19XQmvX50fNLzagCgcENVPM8b9DwPFi2l+RqQ5/mRiBg7ycvWzEcWAKgF33ziSFx3423x1YeeLOS8jtam+KNXXBS/+5LnR3uLT/vSmK6/On3b/DefPBJbtu8vIQ0AANSn1NJ8lkVs3uhNNgAAGk9fd9qm+aNTszF2tJhbiQEA/snwtpPVNr+fmyNh8VKarx0nawV65wSAhvCFex+Pl7z7tthR0DWbvd2d8fm3Xh0vu3RdIefBYvVTzz891ixvT567aWhHCWkAAKD+7D10LLYn/i77vDNXxMrO1pISAQBA7errSSvNR0SMjhfz3hEAQEREpZInL5HraG2Ki9evKicQUDql+dpx+CRfXzIvKQBggUzPVuK//uVD8aufuDeOzcwVcuaPnrcm/vLt18R5Z6wo5DxYzFqbm+J1m3uT5/7m4Sdj94HJEhIBAEB9Sd0yH2ErFQAAjau3uzN5pqiFSwAAEd++eX3/RNpNNlf0dUVbi9otLFb+9taOk32M2m9/ANStJw8fj9d8YEvcNDRSyHlNWcSv/cRz4/2vvzxWLrGxD/7Jq6/cEG3Nab8CVPKIj2wZLSkRAADUj2pK8wP9LhgFAKAxbaxq07wFLwBAcYY8z4OGozRfO9af5OsH5iUFAMyzLdvH42feeWvcOVrMf9Wt7myNm3/+ynjbD58dTU1ZIWdCvThteXv8zIVnJM998o5dcWy6mBsgAACgHuV5nvwmW3NTFlf0dZWUCAAAatva5R3Rnrildce4XYMAQHHcHAmNR2m+BmRZdlZEnOwjSNvnIwsAzJc8z+MD/3d7vPaDW2Ps6FQhZ160bmXc8o4XxAuec1oh50E9un6wL3nm4ORMfOHex4sPAwAAdWLX/mPx+MFjSTMXrVsZy9pbSkoEAAC1rakpi77utG3zo0rzAEBBZucqsXV7Wml+WXtLPP/MFSUlAuaD0nxt+PGTfP1IROyejyAAMB+OTs3G2/787vi9v/pGzFXyQs58zVUb4lNvGYizVi0p5DyoVxetXxUXr1+VPHfT0EjkeTF/XwEAoN4Mbx9LnrGVCgCARtfb3Zn0tQLrJwABAABJREFU+pGxSc+pAYBCPLTncByZmk2auWpjV7Q0q9zCYuZvcG24/iRfvzX3mx8AdeKxfUfiuhtvjb964IlCzmtvaYo/fPmF8d9fekG0tzQXcibUuzdd3Zc888gTR2Lrjv3FhwEAgDowVMVVzgP9J7t8FAAA6tvGnrRN80enZmN8YrqkNABAIxlO3DIf4Xke1AOl+QWWZdkPR8QPnORlX52PLABQti/dvzeuu/G22PZUMddnru9aEp9762D83OXrCzkPGsVPPf+MOG15e/LczUMjxYcBAIBFLs/z5NJ8W3NTXNa7uqREAACwOPR2p5XmIyJGxop5jwkAaGyWYEBjUppfQFmWLY+ID5zkZbMR8fF5iAMApZmZq8R/u+XheNuf3x0T03OFnPnDzz0tbnn7C+J5Z64s5DxoJG0tTfHaqzYkz331oSfi8YPHSkgEAACL17anJuKpI1NJM5f2roqOVrelAQDQ2Pp6OpNnRsYnS0gCADSS6dlK3JF4y/qqztY47/QVJSUC5ovS/HdkWfZDWZbNW+suy7LOiPh8RPSf5KWfyPN83zxEAoBS7DtyPF77ga3xwVt3FHJelkX8mx87J/7PG6+IlZ2thZwJjeg1V22I1uYsaaaSR3x0y2hJiQAAYHEa3jaWPDOwqaeEJAAAsLj02TQPACyA+3YfjGMzaQsfBzZ1R1NT2vvrQO1Rmv9/ro+IHVmW/eZ3NsCXJsuycyLiaxHxwpO8dCYi/muZWQCgTHeM7I9r33lr3D6S9gndE1m5pDU+dP0V8Y4XPscvI/AsrVneET9zwRnJcx+/fWccT3yAAAAA9ayaq5wHz3aVMwAAnL6iI9pb0morI+NK8wDAszNczfO8fs/zoB4ozX+31RHxuxExkmXZ/86y7Oosywpr5GVZtizLst+NiAci4spTGPmdPM+3FfX9AWC+5Hkef3brjnj1+7fEvsQr6k/k+WetiFtuuCZ+6LlrCjkPiHjjYF/yzMHJmfjLe/cUHwYAABahSiWPLdvT3mRb0tocF61bVU4gAABYRJqasujt7kyaUZoHAJ6toWpujlSah7qgNP/0uiLiHRFxa0TsyrLsT7Is+5ksy5L/zZdl2fIsy34qy7KPRsSTEfGbEdF2CqNfi4j/kfr9AGChTUzNxg0fvyd+55aHY7aSF3LmKy9fH595y2Cs70p7cAo8s0s2rI6L1q9KnvvQ0EjkeTF/vwEAYDF75IkjcWByJmnm8r7V0Za4TRMAAOpVX/fSpNePjk16Pg0AVO34zFzcPXowaea05e3Rf9qycgIB86ploQMsAmdFxK9+509kWbY7Ir4ZESMR8UREjEfEVETMRsTy7/xZEREbIuKiiOiPiNRt9Q9ExEvzPJ979vEBYP5se+povOUjd8W39h0t5Ly2lqb4nRc/L1515YZCzgO+3/WDvfGvP3kwaeYbew/HHSMH4sqNXeWEAgCARaKarVSD/T0lJAEAgMWpryetNH9kajbGJ6ajZ1l7SYkAgHp29+iBmJ6rJM0M9ndHlqVWQIFapDSfbt13/pTltoh4UZ7nh0r8HgBQuK88uDf+3afvj6NTs4Wcd9aqJfHe110WF6xbWch5wNP76QvOiN/70iMxdnQqae6moR1K8wAANLzhbePJM4OucgYAgH+Wumk+ImJ0fEJpHgCoylAVz/MGNnmeB/XCHbC1I4+Id0bEC/M8P7DQYQDgVM3OVeJ//NU34i0fvbuwwvwPnHNa3HLDNQrzMA/aW5rjNVel3+bw1YeejD0Hj5WQCAAAFofZuUrcvmN/0szyjpZ43pkrSkoEAACLT193Z/LMjrHJEpIAAI3AzZHQ2JTma8N98e2y/K/meZ624hMAFtBTR6bidf9na7zv/24v7Mx3vPA58aHrr4jVS9sKOxN4Zq+7akO0NKVdJzdXyeOjW0ZLSgQAALXvwT2H40jih8ev2tgVLc0eywMAwD/p66lu0zwAQKqjU7Nx/+5DSTNnrVoS67uWlJQImG+ezv8//zsi/mdEPDSP33NrRLw6Ii7N8/xr8/h9AeBZu2v0QFz7rq/Hlu1pW/VOZEVHS/zZ9ZfHv/mxc6I5sbwLPDtrVnTET19wRvLcx2/fGcdn5kpIBAAAta+arVQDtlIBAMB3OX1FR7S3pFVXdowpzQMA6e4Y2R+zlTxpZqC/O7JMhwXqhdL8d+R5fk+e57+W5/nzI6I3It4cETdHxCMRkfZvyhOrxLe3yv9uRFyU5/nmPM8/ked5paDzAaB0eZ7HzUMj8ar3D8eTh4u5IOW8M1bELTe8IH7k3LWFnAeku/7qvuSZA5Mz8Zf37Sk+DAAALALD28aTZwb7u0tIAgAAi1dTUxa93Z1JM6PjkyWlAQDqmed5QMtCB6hFeZ7vjIj3f+dPZFm2MiIui4jnRsTG7/zpi4iuiFgaEcsiYklEzEXEVERMRsRTEfFkRIxExDci4sGIGM7zPO1+DwCoIZPTs/GfPvdA/MW9xZVkf/bSdfF7L31+dLQ2F3YmkO6S9aviwnUrk6+ju3loJH7usnU+XQ8AQEOZnq3EHSNpN6+t7myN565dXlIiAABYvHq7l8ajTx495dePjE1EnueeSwMASaopzQ8ozUNdUZo/Bd8puv/9d/4AQEPaMTYRb/nIXfHNJ48Ucl5bc1P81ovPj9dcucFDTagBWZbF9YN98W8+dV/S3EN7Dsedowfiir6ukpIBAEDtuXfXwTg+k3aB6EB/dzQ1+f0XAAC+18aepUmvPzI1G/snpqN7WXtJiQCAenNociYe3JO2QG5jz9I4Y+WSkhIBC6FpoQMAALXvrx96Il78rlsLK8yfubIjPvWWgXjtVb0K81BDfubCM6JnWVvy3E1DI8WHAQCAGlbdVqqeEpIAAMDi19vdmTwzMj5RQhIAoF5t2TEeeZ42Y8s81B+leQDghOYqefzBVx6JX/7IXXFkaraQM685uydueccL4uL1qwo5DyhOe0tzvObKDclzX3nwidh76FgJiQAAoDYNbRtLnhnY5E02AAB4Ohu70zbNR0SMjE2WkAQAqFfVLMEYVJqHuqM0DwA8rfGjU/GGP9sa7/mHbYWd+bYf7o+bf/7K6FqavskamB+v3dwbLU1pN0DMVfL42JadJSUCAIDacmx6Lu7ZeTBpZs3y9ug/Lb0IBAAAjaC3p4rSvE3zAECCakrzmy3BgLqjNA8AfJ97dx2Ma991a9z2WPovDU9neXtLfOANl8ev/cS50ZxYxgXm19oVHfFTF5yRPPfnt++M4zNzJSQCAIDactfogZieqyTNDPZ3R5b5fRgAAJ7OGSs6oq0lrb4yMm7TPABwap46MhXffPJI0sxz1y6PnmXtJSUCForSPADwz/I8j49uGY2fe+9Q7D10vJAzzz19eXzxhmvix85fW8h5QPmuH+xNntk/MR233L+3hDQAAFBbhrePJc8M9veUkAQAAOpDU1MWvV2dSTMjYzbNAwCnZsv29IWRA/22zEM9UpoHACLi29fL/9tP3xe/+RcPxsxcXsiZL73krPj8W6+Oviqu1QQWzqUbVscFZ61Mnrt5aCTyvJh/fwAAQK0aquIqZ2+yAQDAM0t9L2lkfMLzaADglAxXUZof9DwP6pLSPAAQo+MT8bI/HYrP3f14Iee1NmfxO9c9L/7oFRfFkrbmQs4E5k+WZfHGwb7kuQcePxR37zxQfCAAAKgRR6dm4/7dh5Jm1q1eEusTt2YCAECj6etO+5n5yPHZ2D8xXVIaAKCeDCcuwciyiKs2Ks1DPVKaB4AG93ffeDKufdet8Y29hws57/QVHfHJNw/EGwb6IsuyQs4E5t+1F54R3UvbkuduGhotIQ0AANSGO3bsj7lK2jZLW6kAAODkqrm1eGR8soQkAEA92XvoWOwYm0iaef6ZK2NlZ2tJiYCFpDQPAA1qrpLH//rrb8Yv3HxnHDk+W8iZA5u645Z3XBOXblhdyHnAwulobY5XX7khee7LD+yNJw8fLyERAAAsvKFtY8kzA0rzAABwUn3dVZTmEwtwAEDjSd0yH2EJBtQzpXkAaEAHJqbj+g/dHu/6+8cKO/PNP7gpPvILV0bPsvbCzgQW1us290ZzU9qNEbOVPD62xbZ5AADq01AVb7INbOopIQkAANSXajbNj44rzQMAz6ya53mbleahbinNA0CDuX/3wbj2XbfG17+Vvh3v6Sxrb4n3vu7S+I8/dV60NPvRAurJ6Ss74ieff3ry3J/fvjOmZudKSAQAAAvn4OR0PLz3cNLMptOWxukrO0pKBAAA9eOMFR3R1pL2PtOO8cmS0gAA9SDP8+RN8y1NWVzR11VSImChabYBQAP5xO074+V/OhyPHzxWyHnnrF0WX3j71fGTzz+jkPOA2vOmwb7kmbGj0/Gl+/cWHwYAABbQlu37I8/TZgY22UoFAACnoqkpi96uzqQZm+YBgGeyc/9kcj/movWrYll7S0mJgIWmNA8ADeD4zFz8+8/cF//hcw/E9FylkDNfdNGZ8fm3Xh39py0r5DygNl3Wuzqed+aK5LmbhkYiT20UAQBADRveln5j22B/TwlJAACgPvV2L016/Y6xCc+hAYATSt0yH2EJBtQ7pXkAqHO79k/Gy987FJ+6c3ch57U0ZfFbLzo/3vmqi2OpT9dC3cuyLK6vYtv8/bsPxT27DhaeBwAAFspQFW+ybd7kKmcAADhVG3vSNs0fOT4bByZnSkoDACx21TzPG+xXmod6pjQPAHXsa9/cF9e+69Z48PHDhZy3Znl7fOKXN8ebrt4YWZYVciZQ+1500ZnRtbQtee6m20aKDwMAAAvgqSNT8a19R5Nmzj19eXQvay8pEQAA1J/UTfMR3942DwDwvfI8Ty7Nt7U0xaW9q0tKBNQCpXkAqEOVSh5/8rePxs/fdEccOlbMho0rN3bFLe+4Ji7vsyUPGk1Ha3O8+sr1yXN/9cDeePLw8RISAQDA/BreXsVVzrZSAQBAko096aX50XGleQDg+2176miMHZ1Kmrlsw+roaG0uKRFQC5TmAaDOHJycjl+4+Y74k7/9VuR5MWf+0gs2xsd+8apYs7yjmAOBRed1m3ujuSnthonZSh4f27qzpEQAADB/hreNJc8M9veUkAQAAOpXb3dn8syITfMAwNNI3TIfYQkGNAKleQCoIw8+fiiufdet8bVvPlXIeUvbmuPdr7k0fuNnzo/WZj82QCM7Y+WS+MnnnZ489+dbd8bU7FwJiQAAYP4MJ77J1pR9+8Y2AADg1J25ckm0taS9HzUyPllSGgBgMRt6LL00P6g0D3VP+w0A6sSn7twVP/unQ7H7wLFCzus/bWl84e1Xx89ceEYh5wGL3xsH+5Jnxo5OxV89sLf4MAAAME8eP3gsuYjz/LNWxsolrSUlAgCA+tTUlMWGrrRt8yPjNs0DAN+tUsljy4600nxnW3NcuG5VOYGAmqE0DwCL3PGZufiPn3sg/v1n7o+p2UohZ/7MBWfEF95+TZy9Znkh5wH14Yq+1XH+GSuS524aGi0hDQAAzI/ULfMRrnIGAIBq9XUvTXr9jrGJyPO8pDQAwGL0jScOx8HJmaSZy/u6km+8ARYff8sBYBHbfWAyXvG+4fj47TsLOa+5KYvf/Jnz4sbXXBLL2lsKOROoH1mWxfVVbJu/b9fBuGfngeIDAQDAPKimND/Y31NCEgAAqH993Wmb5o8cn40DiaU4AKC+Vfc8zxIMaARK8wCwSP3fR5+KF73r1rh/96FCzutZ1h5//otXxS++YFNkWVbImUD9efHFZ8bqztbkuZuHRooPAwAAJcvzPIa3jSXNtDRlcXnv6pISAQBAfevrSds0HxExMj5RQhIAYLFSmgdORGkeABaZSiWPG//+W/HGD91e2OaMy3tXx5fecU1ctckvAcAz62htjldduSF57ksP7I19R46XkAgAAMozOj4Zew6l/Rx78fpVsdTtbQAAUJW+7ipK82NK8wDAt83OVWLrjv1JM8s7WuJ5Z64sKRFQS5TmAWAROXRsJn75I3fG//zrRyPPiznzTVf3xcd/eXOsXdFRzIFA3Xvd5t5obkq7kWJmLo8/37qzpEQAAFCO4e22UgEAwHzq6+lMnhkZnywhCQCwGD3w+KE4OjWbNHPVxu7k97+BxUlpHgAWiYf3HI4X33hr/O039hVy3pLW5njnqy+J33rR86K12Y8EwKk7a9WS+PHz1ybPfWzrzpierZSQCAAAyjFUxVXOm5XmAQCgamesXBJtie9b2TQPAPyTap7nWYIBjUNDDgAWgc/etTte9qe3xWhBmzI29SyNL7z96njxRWcWch7QeK4f7EueeerIVHz5wb3FhwEAgBLkeR7D28aSZtpamuLSDatLSgQAAPWvuSmLDd1p2+ZHx5XmAYBv21LNzZFnK81Do1CaB4AaNjU7F7/5Fw/Ev/30fXF8ppjtzD/xvLXxhbdfHeesXV7IeUBjunJjV5x7evq/Rz5020jxYQAAoATf2nc0xo5OJ81c3rs6OlqbS0oEAACNoS+xNL9jbCLyPC8pDQCwWEzNzsUdI/uTZrqWtsU5a/RnoFEozQNAjdpz8Fi88n1b4qNbdhZyXlMW8R9/6tx47+sui+UdrYWcCTSuLMviTVf3Jc/du+tg3LvrYOF5AACgaMOucgYAgAXR17006fWHj8/GwcmZktIAAIvFvTsPJi+kHNjUHU1NWUmJgFqjNA8ANei2x8bi2nfdWlixtHtpW3z0F66KN/9gf2SZH/aBYlx38VmxqjP9Qzg3D40UHwYAAAo2tG0seWZAaR4AAJ613p600nxExI7xiRKSAACLyfD29CUYnudBY1GaB4Aakud5vOcfHovX/5+tsX8i7Qr4E7lkw6q45R3XxODZPYWcB/BPOlqb41VXbEieu+X+PbHvyPESEgEAQDEqlTy2bE+7yrmzrTkuXLeqnEAAANBANiZumo+IGFWaB4CGN1TFzZFK89BYlOYBoEYcPj4Tb/7IXfEHX/lmVPJiznzDQG988pcH4oyVS4o5EOB7vG7zhki9rW5mLo+Pb91VTiAAACjAw3sPx6FjM0kzV27sitZmj9wBAODZ6u3uTJ7ZMTZZQhIAYLE4Nj0X9+w8kDSzdkV7bKrihhtg8fIEHwBqwCNPHI7rbrwt/vrhJws5r6O1Kf74lRfF71z3/Ghr8V/3QHnWre6MHz//9OS5j20djenZSgmJAADg2RuuZivVJlupAACgCGeuWhJtiR9ItWkeABrbXaMHYmYubUPlYH9PZFnihjhgUdOiA4AF9oV7H4+XvnsodowV8zCvr7szPv/Wq+Oll6wr5DyAk3njYF/yzL4jU/HlB/cWHwYAAAowtG0seWawv6eEJAAA0Hiam7JY35V2i/JIQe+zAQCLUzXP8yzBgMajNA8AC2R6thL/9S8fil/9xL1xbGaukDN/9Ly18YW3XxPnnbGikPMATsXmTV1x7unLk+duHhopPgwAADxLM3OVuH3H/qSZFR0tcf6ZfhcHAICi9HUvTXr9yPhkSUkAgMVgqJqbI/uV5qHRKM0DwAJ44tDxeNX7h+OmggqjTVnEr/3Ec+P9r78sVi5pLeRMgFOVZVlV2+bv3nkw7t99sPA8AADwbDzw+KGYmE77cPtVm7qjuclVzgAAUJS+nrTS/KFjM3FgYrqkNABALTtyfCYeePxQ0sz6riWxvquzpERArVKaB4B5NrxtPK5919fj7p0HCzmva2lbfPjnr4q3/fDZ0eQNemCBvOTis6r60E5RHx4CAICiDFexlWrQVioAAChUX3d6iW1kfKKEJABArbtjZH/MVfKkmYFNnudBI1KaB4B5kud5vP//bovX/Z+tMXa0mE0XF61bGV+84Zq45jk9hZwHUK0lbc3xqivWJ8/dct/eGDs6VUIiAACoztC2seSZwX6/lwMAQJFSN81HKM0DQKMaeqyaJRie50EjUpoHgHlw5PhMvPVjd8d//6tHkj/deiKvvWpDfOotA3HWqiWFnAfwbL1uc2+kXngxPVeJj2/dWU4gAABINDU7F3eOHEia6V7aFuesXVZSIgAAaEx93VWU5scmS0gCANS6oSpujhxwcyQ0JKV5ACjZt548Ete9+7b48oNPFHJee0tT/M+fuyh+76UXRHtLcyFnAhRhfVdn/Oh5a5PnPrp1NGbmKiUkAgCANPfsPBhTs2k/m27u744sS/z0KAAA8IzOXLUkWpvTfs62aR4AGs+Bien4xhOHk2b6T1saa1d0lJQIqGVK8wBQoi/etyeue/dtsf2pYh7Sre9aEp9762C8/LJ1hZwHULTrB/uSZ548PBVfKeiDRQAA8GxUs5Vq0FYqAAAoXHNTFuu7OpNmRsZtmgeARrN1x3jkedqMLfPQuJTmAaAEM3OV+J0vPhw3fPyemJyeK+TMHzl3Tdzy9hfE885cWch5AGUY6O+Oc9YuS567aWik+DAAAJBoS1Wl+Z4SkgAAABu7lya9fmTMpnkAaDTVLcHwPA8aldI8ABRs3+Hj8ZoPbIk/u21HIedlWcS//bFz4oNvuDxWdrYWciZAWbIsizdWsW3+rtED8cDuQ8UHAgCAUzQ5PRv37DqQNHP6io7o607bfgkAAJya3sTS/KFjM3FwcrqkNABALRquojS/eZNN89ColOYBoEC379gfP/OuW+OOkbQ32U9kVWdr3PSmK+OGFz4nmpqyQs4EKNtLLzkrVnS0JM/ZNg8AwEK6c+RAzMyl3eU82N8dWeb3dQAAKMPGnvQPqO6wbR4AGsa+I8fjW/uOJs2ce/ry6FraVlIioNYpzQNAAfI8jw9+fXu8+gNb4qkjU4WcecFZK+OLb78mfvCc0wo5D2C+dLa1xCuvWJ8898X79sTY0WL+HQoAAKmGt6dvpRrot5UKAADKkrppPiJidHyyhCQAQC2qZsv8YH9PCUmAxUJpHgCepYmp2Xj7x++J//alb8RcJW0j3Ym86or18em3DMT6Lle8A4vTGwb6InXh5vRcJT5x+85yAgEAwEkMVfEmm9I8AACUZ2NPemnepnkAaBxbqliCMeh5HjQ0pXkAeBYe23c0rnv3bfGl+/cWcl5bS1P8fz97Qfz+z14YHa3NhZwJsBDWd3XGC89dmzz30S07Y2auUkIiAAA4scPHZ+KB3QeTZjZ0dca61T7sDgAAZTljZUe0NqdtZxkdV5oHgEaRugSjKYu4clNXSWmAxUBpHgCq9OUH9sZ1N94aj+07Wsh561Yvic++ZTBeecWGQs4DWGhvuroveeaJw8fjqw89UXwYAAB4Bnfs2B+pl8fZSgUAAOVqaW5KvpV5x/hkSWkAgFqy+/9n78+j87rPO8HzudgJkAQJgPsCEJBkSaRkbZQI2C7HiROxUlnK2RdHUqpr6a6q1HSf3s70TM90V/fpUzM9p07PVFV3VW+RnDh29qSSSijHWSsGqM2SLFKSbZEEuIIkAIILQOx3/lAS27Ek8vfyvcC7fD7n1F+6z8tvXOcAL+793ud3ZTbGEn/vP7CrMza2NReUCKgGSvMAkGhpeSX+h997K/6jz345ZhaWy/KZH79nS/zOP/5oPLC7syyfB1AJhga64+6t65PnnhseLX8YAAD4AKlbqSIiBpXmAQCgcH3dHUnX2zQPAPVhpKT7eT0FJAGqidI8ACS4fH0+Pv1/vBD/65+dLNtn/l++6+74P585GJs7Wsr2mQCVIMuyeHqoL3nupdErcezc1fIHAgCA91FSab5faR4AAIqWWpqfnl2M6dmFgtIAAJVi5GT6/TwnRwJK8wBwm14Zm4rv+xf/Po6enCrL521sa4qff+Zg/CfffU80NmRl+UyASvOph3fFhram5Dnb5gEAWC1TMwvx1oVrSTN3bV0fWze2FZQIAAD4S3097ckzo5OzBSQBACpFnufJm+abG7N4rG9zQYmAaqE0DwC3kOd5PPulU/Hj/+ZoXLw2X5bPvH/Hxvjdn/tYfOLerWX5PIBK1dHaFD/+2J7kud9+/XxM3ijPz1wAAPggL9hKBQAAFSt103xExOjETAFJAIBKMTo5GxeuziXNPLRnU7S3pC97A2qL0jwAfIDZhaX4j3/5tfhvfufNWFrJy/KZP/Lo7viNfzgUe7vTN2MAVKOnBvsiSzxQY2FpJT7/0pliAgEAwDcZTtxKFREx2K80DwAAq6Gk0vyk0jwA1LLULfMREYMDPQUkAaqN0jwAvI+Tl2/Ep/7VcPz2a+fL8nktjQ3xP3zqgfgff+TBaGtuLMtnAlSDvd3t8V0lnKzxi0fHYml5pYBEAADwDcMnJpJnDinNAwDAqti5qS2aG9O2stg0DwC1rZT7eZZgABFK8wDwnp4/Ph4/+C+/FF+9eL0sn7ezsy1+9T8cjJ96Ym9kqeuWAWrA00N9yTMXrs7FF968WP4wAADwFy5dm4sTl9MKNffv2BibO1oKSgQAAHyzpsaG2LM57fTm0cnZgtIAAGstz/M4ejJt03xrU0M8vHdTMYGAqqI0DwDfZGl5Jf7Z778d/+AXXonr80tl+cyP3d0Tv/tPPhYf3rOpLJ8HUI0+eldP3LV1ffLcs18aLX8YAAD4CyOJD9giIgYHbKUCAIDV1NfTkXT96KRN8wBQq75+6UZM3FhImnmsb3O0NTcWlAioJkrzAPAXJm7Mx1P/54vxr//0RNk+8x9/4q549mcfjy4b6IA6l2VZPD3Ymzz34uhUHD9/tYBEAAAQMfxOeml+SGkeAABWVW932qb56dnFmJ5NK9MBANVh+J2J5JnBfvfzgHcpzQNARLx6+kp8/7/48xg+kf6w/L1saGuK//2px+I/e/JD0diQleUzAardDz2yOza0NiXPPTc8Wv4wAAAQ6ZvmGxuyeHxfV0FpAACA97IvcdN8RMTo5GwBSQCAtVZKr2dwoKeAJEA1UpoHoK7leR6/cHQsfuzfjMSFq3Nl+cx7t2+I3/nHH41P3r+tLJ8HUCs6WpviRx/bkzz326+dj6kZW4EAACivM1OzcXoqrUhzYFdnbGhrLigRAADwXnq700vzY5MzBSQBANbS8koeL5yaSprpaGmMB3d3FpQIqDZK8wDUrZsLy/Gf/srr8V//1rFYXM7L8pmfenhX/OY//Ej0lbDxAqAePDXYG1niARzzSyvx+ZdOFxMIAIC6lbplPiJiaMBRzgAAsNr2lVCaPzWhNA8AteatC9fi6s3FpJmD+7qiuVFNFniXnwYA1KWxyZn41P/8pfiNV8+V5fOaG7P4735wf/zzH/twrGtpLMtnAtSivp6O+MSHtibP/eLIWCwtrxSQCACAejVSwlHOSvMAALD6dm5qi6aGtG0sY5Npp0oBAJVv+MRE8oz7ecA3U5oHoO588c2L8X3/4s/j7fHrZfm87Rvb4pf/wWD8zGBfZKnrkwHq0DNDfckz56/OxR+8ebH8YQAAqEt5nieX5psbs3ist6ugRAAAwPtpamyIvV3tSTM2zQNA7RkuaQlGTwFJgGqlNA9A3VheyeP/8/xX4+9+5uW4PrdUls8cGuiO3/0nH41H9m4uy+cB1IOP3tUT/VvSj9N9dni0/GEAAKhLpyZmYvzaXNLMw3s2O10OAADWSG93Wml+bFJpHgBqyeLySrx0aipppnNdc9y3Y2NBiYBqpDQPQF2YmlmIZ37+xfiXf/xO2T7zP/qOgfjM33k8eta3lu0zAepBQ0NW0rb5F05NxVsXrpU/EAAAdaeUrVSDjnIGAIA109eTtojlyuxiXJ1dLCgNALDavnL2aswsLCfNPLGvKxobsoISAdVIaR6Amvf6men4/n/x5/Hvvz5Rls/b0NoU/+ZnHo3/8vC90dToVylAKX7okd2xvrUpee452+YBACiDkZOlHOWsNA8AAGulrzv99NJR2+YBoGaMnEjv/LifB/x1mn4A1Kw8z+OXXjgdP/qvR+Lc9M2yfOY929bHb//jj8ST+7eX5fMA6tX61qb40cd2J8/95qvn4srMQgGJAACoFysreRxN3DTf2tQQD+3dVEwgAADgllI3zUcozQNALSlpCcZdPQUkAaqZ0jwANWlucTn+i1/7SvxXv/lGLCyvlOUzf+DDO+O3/tFHon/L+rJ8HkC9e2qwL3lmfmklfvnlM+UPAwBA3fjapesxmfgi5sG+rmhtaiwoEQAAcCt93e3JM6MTswUkAQBW29zicrw8eiVppmd9S9y9Vb8H+FZK8wDUnNOTs/HD/8tw/OorZ8vyeU0NWfw3339//H9/4qFob2kqy2cCELGvpyM+8aEtyXO/MDIWS2V6IQoAgPozkrhlPiJi0FHOAACwpnZtWhdNDVnSjE3zAFAbXj09HfNLac+HD/V3R5alfXcAap/SPAA15Y/fvhTf/y//PI6fv1aWz9u6oTU+//cPxTMf2efLNEABnh7qS545N30zvvjWpfKHAQCgLgwrzQMAQNVpamyIPV1p2+aV5gGgNoycTL+fNzTQU0ASoNopzQNQE5ZX8vjnf/C1+DvPvRRXby6W5TOf2NcVv/tPPhqP9XWV5fMA+HZ/4+4t0d/TkTz37PCpAtIAAFDrllfyOJr4kG19a1M8uKuzoEQAAMDt6utOLM1PKM0DQC0YOTGRPGMJBvBelOYBqHrTswvxd559Kf5/f/j1yPPyfObf/xv98dm/+0Rs3dBWng8E4D01NGTx1GBv8tzRk1Px9nh5ThUBAKB+HD9/Na7PLSXNPL6vK5oa3UoHAIC11tudtoDlyuxiXJ0tz7ItAGBtzC4sxaunp5NmdnS2Jb9sB9QHd/oBqGoXrt6MH/iXX4o//drlsnxeR0tj/M8//Uj8V997nwfiAKvkhx/dHetbm5LnnhseKyANAAC1bORE+lHOg/22UgEAQCXYV8KppaOTts0DQDV7afRKLK2kbdAcHOiOLMsKSgRUM21AAKrW1ZuL8TP/x4txemq2LJ9319b18dv/+KPxvQ/sKMvnAXB7NrQ1x488ujt57jdfPRvTswsFJAIAoFYNl1Kad5QzAABUhN4SNsYqzQNAdbMEAygnpXkAqtZnhkfjnUs3yvJZf+uBHfFb/+gjcdfW9WX5PADSPDXYmzwzt7gSv/LymQLSAABQixaXV+Kl0amkmc51zXH/jo0FJQIAAFKUtGl+ojzLtwCAtTFyYiJ5xhIM4P0ozQNQlZaWV+IzR8fu+HMaG7L4v/+t++Jf/tTDsb61qQzJAChF/5b18fF7tiTPfWZkLJYTj+MDAKA+feXsdMwuLCfNDPZ3R0ODo5wBAKAS7Nq0LpoSv5+P2TQPAFXr2txivHHuatJMb3d77N6cfjoNUB+U5gGoSsfOX4vL1+fv6DO2bGiNX/q7T8Tf/Vh/ZJkH4ABr7ZmP9CXPnL1yM/7wrYvlDwMAQM0ZfqeEo5xtpQIAgIrR1NgQe7rSSnCnlOYBoGq9eHIqUvenDbmfB3wApXkAqtJwCccvfbODfZvj3/3cR+OJfl+WASrFx+/eUtLxus8Oj5Y/DAAANWf4RHpp3kM2AACoLL3daaX5scnZgpIAAEUr5X7eIT0g4AMozQNQlUZK+GL8l/7OR/bFL/29Q7F1Y1sZEwFwpxoasnhqsDd5bvjEZHzt4vUCEgEAUCvmFpfjldNXkmZ61rfGXVvXF5QIAAAoRV932uKVqZmFuHpzsaA0AECRSlmo6eRI4IMozQNQdRaWVuKl0ankufaWxvgXP/lw/D++//5obvQrEKAS/ciju6OjpTF5zrZ5AAA+yJdPX4mFpZWkmcGB7siyrKBEAABAKfoSN81HRIxNzhSQBAAo0tTMQrw9nrY47e6t62PrBgs0gfenMQhA1XntzHTMLaY96N7b1R6/9Y8+Et//4Z0FpQKgHDa0NcePPLo7ee43v3wurs7aFgQAwHsr5cS6IVupAACg4vT1pG2aj4g4NaE0DwDV5ujJ9Pt5tswDt6I0D0DVKeVB99/72L64Z9uGAtIAUG5PDfUlz9xcXI5feflM+cMAAFATlOYBAKA29HWnl+bHJmcLSAIAFGn4xETyjPt5wK0ozQNQdUr5Yjw40FNAEgCKMLBlffyNe7Ykz33m6Ggsr+QFJAIAoJrNzC/Fa2emk2Z2drbF3q72YgIBAAAl2715XTQ1ZEkzozbNA0DVSV2CkWURT+xTmgc+mNI8AFVlbnE5Xj09nTSzdUNrDGxJ3zoBwNp5Zqg3eebM1M34o7cvFZAGAIBq9tLoVCwlvlw5ONATWZZWxAEAAIrX1NgQuzevS5oZnVSaB4BqcvHaXJy4nPb7+77tG2NzR0tBiYBaoTQPQFV5ZexKLCyvJM0MDnR70A1QZb7jnq3R252+2fO54dHyhwEAoKqlbqWKcJQzAABUsr6etGVZo5OzBSUBAIrgfh5QFKV5AKrK8ImJ5BlfjAGqT0NDFk8N9iXP/fk7E/H1i9fLHwgAgKo1cjL9IdugewkAAFCx+rrTSvNTMwtx9eZiQWkAgHIrqRt0l/t5wK0pzQNQVYZLepu0p4AkABTtRx/bHe0tjclzz42Mlj8MAABV6ersYhw7dzVppq+7PXZuWldQIgAA4E71lXBK6djkTAFJAIAipC7BaGzI4mBfV0FpgFqiNA9A1bgxvxRfOZv2oHvXpnWxpyv9xhkAa29jW3P88CO7k+d+/ZVztgYBABARES+cmoyVPG1m0Mv3AABQ0Xp70jbNR0SMTs4WkAQAKLczU7NxZupm0swDuzpjQ1tzQYmAWqI0D0DVeOnUVCwnPukecpw6QFV7eqg3eebm4nL86stnCkgDAEC1Sd1KFeFeAgAAVLp93SWU5idsmgeAajBywv08oDhK8wBUjeETE8kzQ3f5YgxQze7auiE+dnf6ps/PjIwlv2gFAEDtKeUh26F+9xIAAKCS7dq8LhobsqSZ0UmleQCoBqUtwXByJHB7lOYBqBrDJTzoHuz3xRig2j092Jc8c3pqNv7kq5fKHwYAgKoxeWM+3h6/njRzz7b1sWVDa0GJAACAcmhubIg9m9clzdg0DwCVL8/z5IWazY1ZPNq7uaBEQK1RmgegKkzPLsSbF64lzfT3dMT2zraCEgGwWj5x79bY29WePPfs8Gj5wwAAUDWOnpxKnrGVCgAAqkNvd0fS9WOTswUlAQDK5eTETFy8Np808/DezbGupbGgRECtUZoHoCocPTkVeZ42MzjgOHWAWtDYkMVTg73Jc//+6xPxzqW0zaIAANSO1K1UERGH+t1LAACAarCvJ600PzmzENfmFgtKAwCUw8iJyeSZId0gIIHSPABVYaSEB922wwHUjh99bE+sa07fEPDc8FgBaQAAqAapD9myLOJQf1dBaQAAgHLq7U4/nXRswrZ5AKhkpZTmBy3BABIozQNQFUZOpn8x9qAboHZ0rmuOH3pkV/Lcr3/5rO1BAAB1aPzqXJycmEma2b9zY2xqbykoEQAAUE59iZvmIyJOTab9jQAArJ6VlTy5G9TW3BAP7d1UTCCgJinNA1DxLl+fj69dvJE0c+/2DdG9vrWgRACshWeG+pJnZheW41dfPlv+MAAAVLSRk+kn1tlKBQAA1aOvO700P5b4Yi0AsHq+evF6TM0sJM0c7OuK1qb008qB+qU0D0DFK2XL/OCAB90AtebubRviI3el/3z/zMhorKzkBSQCAKBSDb+Tfi9haKCngCQAAEARdm9eF40NWdKMTfMAULlGTqTfzztkCQaQSGkegIpXyhdj2+EAatMzQ/uSZ8YmZ+NPvnapgDQAAFSq4cR7CY0NWRzc11VQGgAAoNyaGxti9+Z1STNjk7MFpQEA7lTq/byIiCELNYFESvMAVLyRE2lHqjdkEU8ozQPUpO+8d2vyg5CIiGeHxwpIAwBAJTozNRvnpm8mzXx4d2esb20qKBEAAFCEvu6OpOtHJ2yaB4BKtLySxwun0krz61ub4oFdnQUlAmqV0jwAFe3c9M0YTdz6cGBXZ3Suay4oEQBrqbEhi6cH+5Ln/uxrl+PE5RvlDwQAQMUZTnz5PiJi0FYqAACoOn3d7UnXT84sxLW5xYLSAAClOn7+alyfW0qaeWJfVzQ1qr8CafzUAKCijZRw/NKgLfMANe3HHtsT65obk+c+Mzxa/jAAAFSc0o5y7ikgCQAAUKS+nrRN8xERYxNpy7oAgOKVcj/PEgygFErzAFS0kkrzvhgD1LTO9ub41CO7kud+7ZWzcd0WIQCAmpbnefK9hJbGhni0d3NBiQAAgKL0daeX5kcnZwpIAgDcCaV5YLUozQNQsd590J12pHpTQxYH+7oKSgRApXh6sC95ZmZhOX7tlbPlDwMAQMU4cXkmLl2fT5p5eO+maCvhJCMAAGBtlbJpfnRCaR4AKsnC0kq8PDqVNLOpvTnu276xoERALVOaB6BijU3Oxvmrc0kzD+3ZFB2tTQUlAqBSfGj7hhgqYXvAc8OjsbKSF5AIAIBKkPryfUTE0EBPAUkAAICi7d68LhobsqSZ0cnZgtIAAKX4ytnpmF1YTpo5tK87GhK/AwBEKM0DUMFGTjp+CYD39/RQX/LM6ORs/OnXL5c/DAAAFaGUo5yH7nIvAQAAqlFzY0Ps3rwuaWZ00qZ5AKgk7ucBq0lpHoCKVcoXY6V5gPrxyfu2xa5NaQ9EIiKe/dJo+cMAALDmVlbyOJr4Av665sb48O5NxQQCAAAK19vdkXT9mNI8AFSUkVJK87pBQImU5gGoSHmeJ38xbmlqiEf2bi4oEQCVprEhi6cGe5Pn/vRrl+Pk5RsFJAIAYC29PX49rswuJs081rc5WprcJgcAgGq1r7s96fqJGwtxfS7t7wYAoBhzi8vxyukrSTNbNrTGwJb1BSUCap2nAQBUpHcu3YiJG/NJM4/u3RxtzY0FJQKgEv34wT3R1pz+Z81nRsYKSAMAwFoaPjGRPDM00FNAEgAAYLWkbpqPiBibnC0gCQCQ6stjV2JhaSVpZrC/O7IsKygRUOuU5gGoSMOOXwLgNmxqb4lPPbwree7XXjlrmxAAQI05etK9BAAAqDf7etJL86cmZgpIAgCk0g0CVpvSPAAVqaTtcHf5YgxQj54e6kueuTG/FL/+ytnyhwEAYE0sLa/ECyenkmY2tDbF/p0bC0oEAACsht7u9uSZsUmleQCoBCMlLMEYVJoH7oDSPAAVZ2Ulj6OJD7rbWxrjwd2bigkEQEW7d/vGONTflTz3mZGxWFnJC0gEAMBqO3b+WlyfX0qaeaK/K5oa3SIHAIBqtntzezQ2ZEkzpyZmC0oDANyuG/NL8fqZ6aSZXZvWxd6u9BfmAP6SJwIAVJw3L1yLqzcXk2YO9nVFswfdAHXrmaF9yTMnJ2biz75+uYA0AACstpESjnIeHOgpIAkAALCaWpoaYtemdUkzNs0DwNp7aXQqlhIXnA0OdEeWpb0sB/DNtAsBqDilPOgecvwSQF375H1bkx+MREQ8Nzxa/jAAAKy64RMTyTOD/e4lAABALejr6Ui6flRpHgDW3FHdIGANKM0DUHFKedA9ZDscQF1ramyInxnsTZ77469ejlMTHpAAAFSzhaWVeHn0StLM5vbmuHf7hoISAQAAq6mvuz3p+okbC3F9Lu3UawCgvIZLOjlSaR64M0rzAFSUxeWVePHUVNLMxramuH/nxoISAVAtfvyxPdHalP4nzmdGRssfBgCAVfP62em4ubicNDM40B0NDY5yBgCAWtDXnbZpPiJibHK2gCQAwO24OrsYx85fTZrZ19MROzrTTx4H+GZK8wBUlDfOXY2ZhbQH3U/0d0ejB90AdW9zR0t86uFdyXO/+vLZuDG/VEAiAABWw/A7JWyl6reVCgAAakVfT9qm+YiI0UknkALAWnnh1GTkedqMLfNAOSjNA1BRRko4fmnIF2MA/sLTQ33JMzfml+I3vny2/GEAAFgVwycmkmcGB3oKSAIAAKyFUjbNj04ozQPAWhkuoRtkCQZQDkrzAFSUUkrz3iYF4C/dt2NjPLGvK3nu2eHRWFlJXGcAAMCam1tcjldPTyfNbN3QGgNb0ks1AABAZdq9uT1SD6UenZwtJgwAcEuldIMOKc0DZaA0D0DFmF9ajpdGp5Jmujta4p6tGwpKBEA1eqaEbfMnL8/En7+TvqEUAIC19crYlVhYXkmaGRzojixLbNQAAAAVq6WpIXZvbk+asWkeANbGxI35+OrF60kzH9q2IbZsaC0oEVBPlOYBqBivnp6O+aW0B92HBrqjIXV1BAA17bvv3xY7O9uS554dHi1/GAAACjV8Iv3FxyEn1gEAQM3p7U4szds0DwBr4ujJ9C3zg+7nAWWiNA9AxSjl+KVBxy8B8Nc0NTbEpwd7k+f++KuXbBcCAKgywyXcSxga6CkgCQAAsJb29XQkXT9xYz6uzy0WlAYAeD+l3M9TmgfKRWkegIpRSmnedjgA3stPHNwbrU1pf+7kecRnRsYKSgQAQLndmF+Kr5y9mjSze/O62NOVtoESAACofL3daaX5iIgx2+YBYNWldoOyLOLQPt0goDyU5gGoCLMLS/HqmStJM9s3tiVvjQCgPnR1tMQPPrQzee5XXz4TM/NLBSQCAKDcXjo1FcsredKME+sAAKA27etJfzl2dNLJowCwmi5cvRmnEk/+PrCzMzrbmwtKBNQbpXkAKsLLo1dicTnxQfdAd2RZVlAiAKrd00N9yTPX55fiN758tvxhAAAou+ETE8kzQ3cpzQMAQC2yaR4AKl/qlvmId7tBAOWiNA9ARRg56YsxAOW1f2dnPN7XlTz37PBo5Hnai1wAAKy+ku4l9PcUkAQAAFhreza3R0Pirq3UTbcAwJ0ZVpoH1pjSPAAVoZQvxkO+GANwC898pC955sTlmfjzd9K3lgIAsHqmZxfi+PlrSTP9PR2xvbOtoEQAAMBaamlqiF2b1yXNjE0qzQPAasnzPHnTfFNDFgdLWJIG8H6U5gFYc9fmFuONs9NJM3u72mP35vZiAgFQM77n/m2xo4Ri1HPDo+UPAwBA2Rw9ORWphwPZSgUAALWtr7sj6fpTE7MFJQEA/rozUzfj3PTNpJkHd3fG+tamghIB9UhpHoA199KpqVhJfdDd70E3ALfW1NgQnz7Umzz3h29fitOTHpgAAFSqkRPpJwMNDfQUkAQAAKgUqaX5iRvzcWN+qaA0AMA3G3Y/D6gASvMArLnhxOOXIiKG7lKaB+D2/OTje6OlKe1PnzyP+MzIaDGBAAC4YyMn0+8lHOp3lDMAANSyvp600nxExNjkTAFJAIC/rpT7eUNOjgTKTGkegDVXSmnepnkAbldXR0v84Id3Js/98stnYsaWIQCAinP5+nx87eKNpJl7t2+I7vWtBSUCAAAqQV93e/LM6IQTRwGgaHmeJ3eDWhob4pHezQUlAuqV0jwAa+rKzEK8deFa0szAlo7YurGtoEQA1KKnh/qSZ67PLcVvvnqu/GEAALgjpWylGrSVCgAAal4pm+ZHbZoHgMKduHwjLl+fT5p5pHdTtDU3FpQIqFdK8wCsqaMlHb/UU0ASAGrZgV2dcbAvfRPBc8Ojked5AYkAACjVSAkn1rmXAAAAtW/P5vZoyNJmRieU5gGgaKlb5iPczwOKoTQPwJoq7Yux7XAApCtl2/zXL90o6XcVAADFGTkxkXR9Qxbx+L6ugtIAAACVoqWpIXZtXpc0MzY5W1AaAOAvlbIEw8mRQBGU5gFYU8OJD7ojIp7o98UYgHRP7t8e2ze2Jc/9/JdGyx8GAICSnJ++GaOJpZYDuzqjc11zQYkAAIBK0tfdkXT9qUmb5gGgSCsreYycTCvNr2tujA/v3lRMIKCuKc0DsGYuXZuLE5fTbkTdt2NjdHW0FJQIgFrW3NgQnz60N3nuD9++GGembBsCAKgEtlIBAAAfJLU0f/n6fMzMLxWUBgB4a/xaTM8uJs0c3NcVLU2qrUD5+ckCwJpJfZM0ImLIg24A7sBPPr43+QZLnkd8ZmS0mEAAACQZLqU078Q6AACoG73d7ckzo7bNA0BhSlmCoRsEFEVpHoA1M/yOL8YArK7u9a3x/Q/uTJ775ZfOxOyCbUMAAGspz/MYOTGRNNPUkMXBvq6CEgEAAJVmX0/apvmIiLFJJ40CQFFKOjnSEgygIErzAKyZ1E3zDdm7RzABwJ14Zqgveeba3FL81qvnyx8GAIDbdnpqNs5fnUuaeWjPpuhobSooEQAAUGl6u9NL86cmbJoHgCIsLa/EC6emkmY2tDXF/p0bC0oE1DuleQDWxJmp2Tg9lba14YHdm2JjW3NBiQCoFw/s7oxHezcnzz07fCryPC8gEQAAt2O4lK1UTqwDAIC6sqdrXTRkaTNjk0rzAFCEY+evxY35tNO8n9jXHU2Naq1AMfx0AWBNpG6Zj4gY8qAbgDIpZdv81y7eKOn3FwAA5aE0DwAA3EprU2Ps3LQuaWZ0Im3RFwBwe4ZPTCTPuJ8HFElpHoA1cbSUB939vhgDUB6HD2yPbRtbk+ee/dJo+cMAAHBLeZ7HSOK9hJamhnhkb/oJQwAAQHXb19ORdP2oTfMAUIjU+3kRFmoCxVKaB2DV5XmevB2uuTGLx/o86AagPJobG+Knn+hNnvviWxfjzJStQwAAq+2dSzdi4sZ80syjezdHW3NjQYkAAIBK1dvdnnT9pevzMTO/VFAaAKhPC0sr8dLoVNJMV0dLfGjbhoISASjNA7AGTk3MxPi1uaSZh/dsjvaWpoISAVCPfvLxvdHSmPYn0Uoe8YtHxwpKBADA+0l9+T7CVioAAKhXfd1pm+YjIsYmLUsBgHJ67cx0zC2uJM0c6u+KhoasoEQASvMArIGRk+kPug950A1AmW3Z0Brf9+CO5LnPv3Qmbi4sF5AIAID3M3xiInlm6C73EgAAoB6VUpofnZwpIAkA1K9S7ucNDvQUkATgG5TmAVh1tsMBUCmeHupLnrl6czF+67Vz5Q8DAMB7WlnJ4+jJtKOc21sa48Hdm4oJBAAAVLS+HqV5AFhrukFAJVKaB2BVrazkcTTxi3FrU0M8vHdTMYEAqGsf3rOppN8xzw2PRp7n5Q8EAMC3efPCtbh6czFp5mBfVzQ3uv0NAAD1aE/XumjI0mZGJ5TmAaBcbi4sx2unp5Nmtm5ojf4SXnwDSOGpAQCr6muXrsfkzELSzGN9m6O1qbGgRADUu2dK2Db/9vj15G2nAACUZsRWKgAAIEFrU2Ps3LQuaWZ0cragNABQf14ZuxILyytJM0MD3ZFliW+9ASRSmgdgVZX2oLungCQA8K6/eWBHbNnQmjz33PBo+cMAAPBtRk66lwAAAKTp607bVGvTPACUz/CJieQZ9/OA1aA0D8CqGi6hND9oOxwABWppaohPP9GbPPeFN8fj7BXbhwAAirS4vBIvJJbmN7Y1xf07NxaUCAAAqAZ9Pe1J11+6Ph+zC0sFpQGA+lLKEgzdIGA1KM0DsGqWV/I4mvjFeH1rUzy4q7OgRADwrp98Yk80N6Yd97eSR/zi0dMFJQIAICLijXNXY2ZhOWnmif7uaGxwlDMAANSz1E3zERGjE5akAMCduj63GF85ezVpZvfmdbGnK+2FN4BSKM0DsGrePH8trs+lbWg42Lc5mhr9ugKgWFs3tMX3Pbgzee7zL52OucW0EhcAALdvpIQT64ZspQIAgLpXSml+bHKmgCQAUF9eGp2K5ZU8acb9PGC1aCECsGqGT0wkzwwN9BSQBAC+3dNDfckz07OL8duvnSt/GAAAIqK00ryjnAEAgL6e9G21p5TmAeCOlbYEQzcIWB1K8wCsmmEPugGoYA/t2RQP7dmUPPfzXxqNPE/blgAAwK3NLy3HS6NTSTPdHS1xz9YNBSUCAACqxZ6u9siytJmxidliwgBAHdENAiqZ0jwAq2JxeSX5QXfnuua4f8fGghIBwLd7poRt82+PX48XT6X9jgMA4NZePT0d80srSTOHBrqjoSGxGQMAANSc1qbG2Nm5LmnGpnkAuDNXZhbizQvXkmb6t3TEto1tBSUC+FZK8wCsiq+cnY7ZheWkmUP9XR50A7CqvveBHbFlQ2vy3LPDo+UPAwBQ50o7ytlWKgAA4F37ejqSrh9TmgeAO/LCqclIPaDb/TxgNSnNA7Aqht8p5UF3TwFJAOD9tTQ1xE89vjd57gtvXoxz0zcLSAQAUL9KKc0P9nvIBgAAvKu3uz3p+ovX5mN2YamgNABQ+0q7n6cbBKwepXkAVsVwKV+MvU0KwBr46Sf2RnNj2kknyyt5/OLRsYISAQDUn5sLy/HqmStJM9s3tiVvkgQAAGpXKX8fjE3OFpAEAOpDKd2gQ/1dBSQBeG9K8wmyLGvOsuyBLMt+Msuy/z7Lst/KsuzlLMveybJsIsuyxSzL5rIsu5Jl2cksy/48y7JfyLLsP8+y7DuyLGtd6/8bANbC3OJyvHI67UF3z/qWuHvr+oISAcD727qxLb73gR3Jc59/8XTMLS4XkAgAoP68PDYVi8tpZzkPDXRHlqW9/AgAANSu3u700vzoxEwBSQCg9l26Phdfv3Qjaebe7Ruie71KJbB6mtY6QCXLsqwhIh6OiO+MiO+KiI9GxK3+qmqKiNaI2BQR+yLiI9/032azLPtCRDwXEb+b57lzvYC68OXTV2JhaSVpZnCgx4NuANbMM0N98duvnU+auTK7GP/2tfPxYwf3FJQKAKB+lLSVyol1AADAN9nX0548M2rTPACU5OjJqeSZoYGeApIAvD+b5v+aLMuasix7Msuy/yMiLkfEyxHx/46IJ+PWhflbaY+Ivx0RvxkRX8uy7O9nWdZ4h58JUPFGSnjQPeRBNwBr6OG9m+PDuzuT554dHo08T9uICgDAtyulNO9eAgAA8M12b26P1B1dNs0DQGlGTkwkzwy6nwesMqX5v5Bl2f4sy/63iBiPiCMR8XcioqvAf3JfRPybiHgxy7KHC/x3ANZcKaX5wX5fjAFYW898pC955s0L1+Kl0SvlDwMAUEeuzS3GG2enk2b2drXH7s3pWyQBAIDa1dbcGDs71yXNjE4qzQNAKVKXYDRkEY/vK7KeCfDtlOa/4fsj4u9GxGq3NB+JiJEsy/7BKv+7AKtiZn4pXjsznTSzs7Mters96AZgbX3vAzuiZ31L8txzw6PlDwMAUEdeOjUVK4mH93j5HgAAeC99PWnPHJXmASDduembMTY5mzTzwK7O6FzXXFAigPemNF8ZWiPiX2dZ9k/XOghAub00OhVLiU+6Bwd6Iks9KxEAyqy1qTF+6one5Lkjx8fj/PTNAhIBANSH1K1UERFDdynNAwAA366vuyPp+ovX5mN2YamgNABQm0ZKuJ93aMD9PGD1Na11gCq2HBHHI+KtiDgVERMRMRMRbfHutvodEfHRiPhQwmf+11mWzeZ5/s/KnBVgzYycTP9iPOiLMQAV4qef2Bv/8x+/k/QC2PJKHp99YSz+8yfvLTAZAEDtKqU0b9M8AADwXlJL8xERY5Ozcd+OjQWkAYDaNHxiInlmaKCngCQAH0xpPs3bEfE7EfH7EfFCnue3PFMky7IdEfH3I+Ln4t0y/a38D1mWfSXP89+7o6QAFaKUt0mV5gGoFNs2tsX3PrAj/u3r55PmPvfimfi577w72pobC0oGAFCbrswsxFsXriXN3LV1fWzd2FZQIgAAoJr19ZRSmp9RmgeA25TneRxN7AY1NWRxsG9zQYkA3l/DWgeoAtMR8T9FxKN5nt+X5/l/kef5H99OYT4iIs/zC3me/7cR0RsR//ttjGQR8b9nWbapxLwAFePq7GIcO3c1aaavuz12bVpXUCIASPf0UF/yzNTMQvxOYtEeAICIo6WcWGfLPAAA8D76utuTZ05N3FYdBACId09oOX91LmnmoT2bor3Fvmdg9SnNv793IuIfRMSuPM//kzzPv3wnH5bn+Uye538vIp6OiOVbXL4jIv7LO/n3ACrBC6cmYyVPm7FlHoBK88jeTfHg7s7kuWeHRyPPE38RAgDUueESTqwbci8BAAB4H3u62iPL0mbGJmeKCQMANcj9PKCaKM1/u69FxKcj4t48z//X290of7vyPP9MRPzcbVz6c1mWOe8LqGojpWyHG+gpIAkAlC7Lsnh6sC957vj5a/HK2JXyBwIAqGGl3Es4ZNM8AADwPtqaG2NnZ9op16cmlOYB4HYNn5hIntENAtaK0vw3XIyIfxgR+/M8/2ye57faBl+yPM//l4j4zC0u64iIHysqA8BqGCnhbVJHqgNQib7vwzuiZ31L8tzPD4+WPwwAQI26dG0u3rl0I2nmvh0bY3NH+vc0AACgfvT1tCddPzZZ1t2KAFCz8jyPo4lLMFqaGuLhvZuKCQRwC0rzfyHP85/P8/x/yfN8aZX+yf9rRNzqL62/vQo5AAoxeWM+3h6/njRz99b1sWVDa0GJAKB0rU2N8ZOP702eO3JsPC5cvVlAIgCA2lPKlnlHOQMAALfS292RdP34tbm4uVDYnkUAqBlfv3QjJm4sJM081rs52pobC0oE8MGU5tdInufnI+Jzt7jsY1mW+f8joCodPTmVPONBNwCV7Kef6I2mhixpZnklj88ePV1QIgCA2lLKiXXuJQAAALeyL7E0HxExNjVTQBIAqC3D70wkz7ifB6wlhey19bu3+O8bI6J3NYIAlNvwifQvxoMDPQUkAYDy2N7ZFocPbE+e+9yLp2Nu0VYiAIBbGU4szTdkEQf3dRWUBgAAqBW93e3JM6MTSvMAcCulnBypGwSsJaX5tfVnt3FNf+EpAAqQuh0uyyIO9XvQDUBl+9mP9CXPTM4sxO9+5UL5wwAA1JAzU7Nxemo2aeaB3ZtiY1tzQYkAAIBasa8nfdP86GTa3ycAUG+WV/I4enIqaaa9pTEe3N1ZUCKAW1OaX0N5nk9FxMItLtu0ClEAymr86lycTNy+cP+OjbGpvaWgRABQHo/s3RwHdm1MnntueDTyPC8gEQBAbShlK5WjnAEAgNuxp6s9sixtxqZ5APhgb124FldvLibNPL6vK5obVVaBteMn0NqbuMV/X7cqKQDKaOTkrX60fTsPugGoBlmWxTND+5Ln3jh3Nb58+koBiQAAasPRxBPrIiIG+91LAAAAbq2tuTF2dqZVL0YnleYB4IOMlHA/TzcIWGtK82uv/Rb/fW5VUgCU0fA7pXwx7ikgCQCU3/c9uCO6OtJPR3l2eKyANAAA1S/P8xhOfMjW3JjFY32bC0oEAADUmt7uW1UzvtXoxGxBSQCgNgyfSF+oOdivGwSsLaX5NZRl2YaI6LzFZdZRAlUn9Uj1xoYsDu7rKigNAJRXW3Nj/NTje5Pnfv+NC3HxmndiAQD+ulMTMzGe+D3p4T2bo72lqaBEAABArenr6Ui6fvzaXNxcWC4oDQBUt8XllXjx1FTSzMa2prh/58aCEgHcHqX5tfVQRGS3uObEKuQAKJszU7Nx9srNpJkHd3fG+lYPugGoHj99aG80Ntzqq/y3WlrJ47NHbZsHAPjrUl++j4gYdJQzAACQoC9x03xExNjUTAFJAKD6feXs1ZhJfLnsUH938vNVgHJTml9bf+sW//1aRJxejSAA5VLK8UtDHnQDUGV2dK6Lwwe2J8/90ounY37JdiIAgG82fEJpHgAAKFZfd9qm+YiI0YnZApIAQPU7agkGUKWU5tdIlmUNEfFjt7jsz/M8X1mNPADlUtKD7v6eApIAQLGeGepLnpm4sRD/7isXyh8GAKBK5XkeRxPvJbQ2NcTDezcVEwgAAKhJfT0llOYnbZoHgPdS2kJN3SBg7SnNr50fjIh9t7jm365GEIByyfM8RhIfdLc0NsSjvZsLSgQAxXmsd3Ps37kxee7Z4dHI87yARAAA1edrF2/E5MxC0szBvq5obWosKBEAAFCL9na1R5alzYwpzQPAt5lfWo6XR68kzXR3tMQ929YXlAjg9inNr4Esyxoj4p/e4rKFiPjVVYgDUDYnLs/EpevzSTMP790U61o86Aag+mRZFk+XsG3+K2evxqtnpsueBwCgGpWylcpRzgAAQKq25sbYsbEtaebUhNI8APx1r56ejvmllaSZQwPdkaW+vQZQAKX5tfEPIuLALa55Ls/zqdUIA1AuI45fAqDO/MCHd0ZXR0vy3LNfGi1/GACAKjSceGJdhNI8AABQmr6ejqTrxyZnC0oCANWrlPt5Q+7nARVCaX6VZVnWGxH/7BaXLUbE/2sV4gCU1chJD7oBqC9tzY3xEwf3JM/93hsX4uK1uQISAQBUj+WVPI4m3ktY39oUD+7qLCgRAABQy3q700rzF67Oxc2F5YLSAEB1slATqGZNax2gnmRZ1hARz0bEhltc+j/leX6i+ESly7LsH0XEP1yFf2pgFf4NoAxWVvIYSXybtK25IR7as6mYQACwSj59qDf+zZ+djOWV/LZnllby+KUXTsd/8t33FJgMAKCyvXn+WlyfW0qaOdi3OZoa7YIBAADS7etpT545PTUbH9p+q4oHANSH2YWleO3MdNLMjs626OtO/x0MUASl+dX130bEd9zimjMR8d8VH+WObYmI+9c6BFA53h6/HldmF5NmDvZ1RUuTB90AVLedm9bFk/u3xe+9MZ4091uvnYv/+JN3R5ZlBSUDAKhsw7ZSAQAAqyh103xExKmJGaV5APgLL49eicXl218kFhEx2N/teShQMTQVV0mWZd8bEf/VLS7LI+I/yPP8+ipEAiirkcTj1CMiBge6C0gCAKvvmaF9yTNjk7Px9riv/gBA/RpOPLEuwr0EAACgdPt60kvzY5MzBSQBgOrkfh5Q7ZTmV0GWZfdHxOfi1v97/8s8z/9gFSIBlN2I7XAA1LGDfZvjvh0bk+eOHEvbTg8AUCsWl1fipdGppJnOdc1xfwnfuQAAACIi9na1J8+MKs0DwF+xUBOodkrzBcuybEtE/E5E3OppzksR8Z8Vnwig/JaWV+KFk2kPuje0NsWBnR50A1AbsiyLnx3qS557/rjSPABQn75ydjpmF5aTZg71d0VDg6OcAQCA0rQ1N8bOzrakmdGJ2YLSAEB1uTa3GG+cnU6a2dvVHrs3p7+0BlAUpfkCZVnWEe8W5vtvcelkRPxonucLxacCKL9j56/F9fmlpJnH93VFU6NfQwDUjh94aGe0tzQmzbw9fj1OTdhUBADUn+F30rdSObEOAAC4U73dHUnX2zQPAO968eRUrORpM0O2zAMVpmmtA9SqLMtaIuLXI+KJW1x6MyJ+IM/zseJTldXliHhzFf6dgYhoXYV/B7gDIyccvwQAbc2N8YkPbY1/98aFpLnnj4/Hf/jxgYJSAQBUplKOcvaQDQAAuFN9PR1Jf49cuDoXc4vL0dactjAFAGrNsG4QUAOU5guQZVlDRPxCRDx5i0sXI+JH8jwfLj5VeeV5/q8i4l8V/e9kWXY8Iu4v+t8B7szwiYnkGdvhAKhFTx7YnlyaP3JMaR4AqC9zi8vx8tiVpJme9a1x19b1BSUCAADqRV93e/LM2ORsfGj7hgLSAED1KGUJxmC/0jxQWRrWOkCtybIsi4j/NSJ+7BaXrkTEU3me/17xqQCKs7C0Ei+Ppj3o3tzeHPe6sQRADfrEh7ZES2Pan1mvnZmOC1dvFpQIAKDyfPn0lVhYWkmaGRzojndvvQIAAJSur6cjeWZ0cqaAJABQPaZmFuKtC9eSZu7auj62bmwrKBFAaZTmy++fR8R/cBvX/Yd5nn++6DAARXv97HTcXFxOmjnU3x0NDR50A1B7NrQ1x0fvTj9N5flj4wWkAQCoTEdLOMp5yFHOAABAGfR1l1Can1CaB6C+HS1hy7z7eUAlUpovoyzL/vuI+I9v49L/NM/z/63gOACrYvgdX4wB4Jsd3r89eebIcaV5AKB+DJdQmneUMwAAUA693e3JM6OTswUkAYDqMWIJBlAjlObLJMuy/zIi/m+3cen/M8/zf150HoDVMnxiInlmcCB9Ay8AVItP3r8tUg9UefHUVEzemC8mEABABZmZX4rXzkwnzezsbCup2AIAAPDXtTU3xo7OtqQZm+YBqHep3aAsi3hin9I8UHmU5ssgy7J/EhH/7DYu/R/zPP+nRecBWC1zi8vx6unppJktG1pjYEv6sYcAUC26OlqSbwKt5BFffOtiQYkAACrHS6NTsbSSJ80MDvREliW+lQgAAPA++rrTnlWOTSrNA1C/Ll6bixOX034X3rd9Y2zuaCkoEUDplObvUJZlfy8i/qfbuPRf5Xn+XxQcB2BVvTJ2JRaWV5Jmhga6PegGoOYdPrA9eebIsfECkgAAVJaRk+lHOQ86yhkAACijvp60k6zOX52LucXlgtIAQGU7WsL9vCH384AKpTR/B7Is+5mI+NcRcav25/8ZET9XfCKA1ZV6/FKEL8YA1Icn96eX5r/0zmRcm1ssIA0AQOUYOaE0DwAArK3UTfMREaenZgtIAgCVb/gd9/OA2qE0X6Isy340In4+bv2/4eci4u/leZ525jBAFSjpQXd/TwFJAKCybO9si4f3bkqaWVheiT9++1IxgQAAKsDVm4tx7NzVpJm+7vbYtWldQYkAAIB61FtCaf7UxEwBSQCg8g2fTFuo2diQxeP7ugpKA3BnlOZLkGXZD0TEZyOi8RaX/mZEPJXn+UrxqQBW1435pXj9bNqD7l2b1sWeLg+6AagPh0vYNv/88fECkgAAVIYXT03FSuJqkcEBL98DAADlta8nvTQ/Nqk0D0D9OTM1G2embibNPLCrMza0NReUCODOKM0nyrLsyYj4lYi41U/234+In8jzfKn4VACr76VTU7Gc+KR7aKA7siwrKBEAVJYnSyjN//Hbl+PmwnIBaQAA1t7wibStVBGOcgYAAMpvb1d78sypidkCkgBAZRs5OZk8434eUMmU5hNkWfYd8e72+NZbXPpHEfFDeZ4vFJ0JYK140A0AH6yvpyPu3b4haebm4nL82dcvF5QIAGBtjZwo4SFbv3sJAABAea1raYwdnW1JMzbNA1CPSrmfN6QbBFQwpfnblGXZYET8TkSsu8Wlfx4RP5Dn+VzxqQDWjrdJAeDWDh9I3zb//LHxApIAAKytyRvz8fb49aSZe7atjy0bbrW/BAAAIF1vd9q2+dEJpXkA6kue58kLNZsbs3ist6ugRAB3Tmn+NmRZ9khE/H5ErL/FpS9GxN/K89xfS0BNm55diOPnryXN9Pd0xI7OW713BAC1pZTS/BffuhgLSysFpAEAWDtHT04lz9gyDwAAFGVfT0fS9eevzsXc4nJBaQCg8pyamImL1+aTZh7esznWtTQWlAjgzinN30KWZQci4gsR0XmLS1+PiMN5nqe1SAGq0NGTU5HnaTO2zANQjz60bUP0JW4suja3FEdLONEFAKCSpW6liogYHOgpIAkAAEBEb3daaT4i4vTUbAFJAKAyDZ9If16pGwRUOqX5D5Bl2T0R8cWIuNVP8zcj4rvzPL9SfCqAtVdKkc8XYwDqUZZlcfjAjuS5I8fHC0gDALB2RhIfsmVZxKF+RzkDAADF6CuhND86MVNAEgCoTKn38yIihnSDgAqnNP8+sizri4g/jIhtt7j06xHxyTzPLxceCqBClLId7pAj1QGoU4cPbE+e+cLxi7G8knisCwBAhRq/OhcnE8sl9+/YGJvaWwpKBAAA1Lu+nrQTQiMiRieV5gGoDysrefJCzbbmhnho76ZiAgGUidL8e8iybGe8W5jffYtLRyPiu/I8v1B4KIAKcfn6fHzt4o2kmXu3b4ie9a0FJQKAyvbgrs7Y0dmWNDNxYz6+fNpBVgBAbRg5mf7yva1UAABAkXq7Stg0PzlbQBIAqDxfu3Q9JmcWkmYe6+2K1qbGghIBlIfS/F+TZdmWiPhiRPTf4tKzEfGdeZ6fKT4VQOVIfZM0wpZ5AOpbQ0MWT+5P3zb/+2+MF5AGAGD1Db9TylHOPQUkAQAAeNe6lsbYvjFt2clo4glaAFCtSrmfN2gJBlAFlOa/SZZlmyLiCxFx3y0uHY93N8yfKjwUQIUZPlHKg25fjAGob6WU5p8/Ph55nheQBgBgdY0kvoDf2JDFwX1dBaUBAAB4V19Pe9L1YzbNA1AnUu/nRegGAdVBaf4vZFm2PiJ+LyIeusWlExHxyTzPv1Z4KIAKNHIi7Uj1hiziCZvmAahzB/s2R1dHS9LMuembcezctYISAQCsjjNTs3H2ys2kmQd3d8b61qaCEgEAALyrr7sj6frzV2/G3OJyQWkAoDIsr+RxNLE0v761KR7Y1VlQIoDy8eThGz4XEYO3cd0vR8RglmW3c205XMjz/N+t0r8F8IHOT9+M0cQNCvt3dkbnuuaCEgFAdWhqbIjvvm9b/PLLZ5Lmjhy/EA/sdoMJAKhew4kv30fYSgUAAKyOvp600nyev/ti8N3bNhSUCADW3vHzV+P63FLSzOP7uqKp0f5moPIpzX/DA7d53T8qNMW3+9OIUJoHKsLICccvAUCpDh/Ynl6aPzYe//mT9xaUCACgeKXdS+gpIAkAAMC36utuT545NTGjNA9ATRvWDQJqmNd7ALhtpXwxHvTFGAAiImLoru7Y0Jr23vKJyzPxzqXrBSUCAChWnufJ9xJaGhvi0d7NBSUCAAD4htRN8xERY4mncgNAtSllCcahft0goDoozQNwW/I8j5HEI9WbGrI42NdVUCIAqC6tTY3xnfdtTZ47cmy8gDQAAMU7cXkmLl2fT5p5eO+maGtuLCgRAADAN/R2pZfmT03OFJAEACrDwtJKvDQ6lTTTua457t+xsaBEAOWlNA/AbTk9NRvnr84lzXx4z6boSNyoCwC17PD+7ckzR44rzQMA1Sn15fuIiKGBngKSAAAAfLt1LY2xfWNb0syY0jwANewrZ6djdmE5aWawvzsaGrKCEgGUl9I8ALcl9Tj1iIihAccvAcA3+/iHtkRrU9qfYcfOXYszU478BQCqz8jJ9HsJg+4lAAAAq6i3uz3p+tEJ92oBqF0jJXSD3M8DqonSPAC3pZTSvC/GAPCt2lua4uP3bEmee962eQCgyqys5MkP2dqaG+KhPZuKCQQAAPAe9vV0JF1//urNmFtM28ALANXCQk2g1inN/4U8z/vyPM8q8P99x1r/bwOQ5+kPuluaGuKRvZsLSgQA1evwge3JM0eOKc0DANXl7fHrcWV2MWnmYF9XtCSeygMAAHAnervTSvN5Hk4GBaAmzS0uxyunryTN9Kxvjbu2ri8oEUD5eQIBwC29c+lGTNyYT5p5dO/maGtuLCgRAFSv77p3WzQ1ZEkzr5y+EpeuzRWUCACg/EZOOrEOAACofPt62pNnRieV5gGoPV8+fSUWllaSZoYGuiPL0p57AqwlpXkAbsnxSwBQPp3tzcmFsDyP+MKbFwtKBABQfiMnJpJnhgZ6CkgCAADw/lI3zUdEjE7MFJAEANbWSAndIEswgGqjNA/ALQ2X8KDbF2MAeH+HD2xPnnn++HgBSQAAym9peSVeODmVNLOhtSkO7NxYUCIAAID31ttdyqZ5pXkAao+FmkA9UJoH4AOtrORxNPFBd3tLYzy4e1MxgQCgBnzP/dsj9aTCkROTMT27UEwgAIAyOn7+WlyfX0qaeaK/K5oa3a4GAABWV3tLU2zb2Jo0ozQPQK2ZmV+K189MJ83s2rQu9nalv3wGsJY8hQDgA7154VpcvbmYNHOwrytamvyKAYD3s2VDaxzs7UqaWVrJ4w/fulRQIgCA8illK9WhflupAACAtdHX3ZF0/ejEbEFJAGBtvDQ6FUsredLMof7uyFK3hAGsMY1GAD7QSAkPugcdvwQAt/Tkge3JM0eOjxeQBACgvIZPTCTPDA30FJAEAADg1lJL8+ev3oy5xeWC0gDA6iulGzSkGwRUIaV5AD7QyElfjAGgCE/u35Y882dfuxwz80sFpAEAKI+FpZV4efRK0szm9ua4d/uGghIBAAB8sL6etNJ8nkecvWLbPAC1o5STIy3UBKqR0jwA72txeSVeSCzNb2hriv07OwtKBAC1Y/fm9nhgV9rvzPmllfiTr14uKBEAwJ17/ex03EzcuHiovzsaGhzlDAAArI2+7vbkmVMTSvMA1Iars4tx/PzVpJm+7vbYuWldQYkAiqM0D8D7euPc1ZhZSH/Q3ehBNwDclsMHtifPHDk+XkASAIDyGH7HiXUAAEB1Sd00HxExNjlTQBIAWH0vnJqMlTxtZnCgp5gwAAVTmgfgfY2UcvxSvwfdAHC7ntyfXpr/o7cuxlzi9lYAgNUyfGIiecZDNgAAYC31lrRpXmkegNowXEI3yBIMoFopzQPwvkopzQ/d5YsxANyuu7auj7u2rk+amVlYLqmMBgBQtLnF5Xj19HTSzJYNrTGwJX2rIwAAQLm0tzTFto2tSTNjk7MFpQGA1XX0ZHo36JCFmkCVUpoH4D3NLy3HS6NTSTPdHS1xz9YNBSUCgNr0Nw+kb5s/cmy8gCQAAHfmlbErsbC8kjQzNNAdWZYVlAgAAOD29Hanvcxr0zwAtWDixny8PX49aeaebetjy4a0l80AKoXSPADv6bXT0zG/lPag+1B/dzQ0eNANACme3J9emv+DNy/GUmIhDQCgaKWchuMoZwAAoBLsSyzNn796M+aXlgtKAwCro5Qt80MDPQUkAVgdSvMAvKfhE+lfjAc96AaAZPt3bozdm9clzVyZXYwXE0+EAQAo2kgJ9xI8ZAMAACpBb0970vV5HnFmaragNACwOkq5n6cbBFQzpXkA3lNpD7p9MQaAVFmWxeESts0/f2y8gDQAAKW5Mb8Ur5+9mjSza9O62NOVVkwBAAAoQl/ipvmIiNEJpXkAqltqNyjLIg7t0w0CqpfSPADf5ubCcrx65krSzLaNrbGvJ/1mEgAQcfhAemn+yPHxWFnJC0gDAJDupVNTsZz43cTL9wAAQKUoqTQ/OVNAEgBYHReu3oyTE2m/y/bv3Bid7c0FJQIontI8AN/m5bGpWFxOfdDdE1mWFZQIAGrbI3s3x5YNrUkzF6/Nx2tnp4sJBACQaORkCSfW3aU0DwAAVIbe7vRTsJTmAahmqVvmI97tBgFUM6V5AL7NcAlfjAdthwOAkjU0ZPE9929Lnnv+2HgBaQAA0g2fmEieGez3kA0AAKgMHa1NsTVxscnoxGxBaQCgeKWU5gf7dYOA6qY0D8C3Kak074sxANyRwwe2J88cOT4eeZ52OgwAQLlNzy7E8fPXkmb6ezpie2dbQYkAAADS9XV3JF1v0zwA1SrP8+RuUGNDFgf3dRWUCGB1KM0D8C2uzS3GG2enk2b2dK2LPV3pRxYCAN9wqL87Otc1J82MTc7G2+PXC0oEAHB7jp6citT3+JxYBwAAVJq+nrTnneenb8b80nJBaQCgOGembsa56ZtJMx/e3RnrW5sKSgSwOpTmAfgWL52aipXEB91DjlMHgDvW3NgQn7xvW/LckWPjBaQBALh9R0+WcGKd0jwAAFBhehM3za/k75YOAaDajJycSJ5xPw+oBUrzAHyL1OOXIiKG7vLFGADK4fCB7ckzzx9XmgcA1tbwifSHbIf63UsAAAAqy76etNJ8RMToxEwBSQCgWCV1gwYs1ASqn9I8AN9ipIQvxoMedANAWXzs7p5ob2lMmnl7/Hqc8mAGAFgjl6/Px9cu3kiauXf7huhZ31pQIgAAgNL0drcnz4xOujcLQHXJ8zy5NN/S2BCP9m4uKBHA6lGaB+CvXJlZiDcvXEuaGdjSEVs3thWUCADqS1tzY3ziQ1uT544cs20eAFgbR0+mv3xvyzwAAFCJ+rpL2DSvNA9AlTlxeSYuX59Pmnmkd1O0Nact/gKoRErzAPyVUh50O34JAMrryQPbk2eOHFeaBwDWRmlHOSvNAwAAlaejtSm2bEg7FWtscragNABQjJETE8kzg/26QUBtUJoH4K+U8qB70INuACirT3xoS7Q0pv2p9vqZ6Tg/fbOgRAAA7y/1IVtDFvGETfMAAECF2pe4bf7UhE3zAFSXkpZg3OV+HlAblOYB+CsjjlQHgDW3oa05Pnp3+raGL9g2DwCssvPTN2M0cavigV2d0bmuuaBEAAAAd6a3uz3p+vPTN2N+abmgNABQXisreRxN7Aata26MD+/eVEwggFWmNA9ARERcujYX71y6kTRz346N0dXRUlAiAKhfh/dvT545ojQPAKyykVJOrPPyPQAAUMH6etI2za/kEWemnAIKQHV4e/x6XJldTJp5rG9ztDSpmQK1wU8zACKitC3zHnQDQDE+ef+2aGzIkmZePDUVkzfmC0oEAPDtSjnKeXDAvQQAAKBy9XWnleYjIsYmZwpIAgDlN3xiInlmaCD9hGyASqU0D0BElLYdbsiDbgAoRFdHSzyxrytpZiWP+OJbFwtKBADwrfI8/SjnpoYsDvalfccBAABYTX097ckzpyaU5gGoDrpBQL1TmgcgItK3wzVkEY/3e9ANAEU5fGB78syRY+MFJAEA+Hanp2bj3PTNpJkP79kUHa1NBSUCAAC4c70lbZqfLSAJAJTX0vJKvHhqKmlmQ2tT7N+5saBEAKtPaR6AOHtlNk5Ppd3MeWD3ptjY1lxQIgDge+5PL81/6Z3JuDa3WEAaAIBvlfryfYStVAAAQOVb39oUWza0Js2MTto0D0DlO3b+WlyfX0qaeaK/K5oaVUyB2uEnGgAlHb802O9BNwAUaXtnWzy8d1PSzMLySvzx25eKCQQA8E1KKc0PKs0DAABVoK+7Pel6pXkAqsHwiYnkmcGBngKSAKwdpXkASirN2w4HAMU7vD992/yRY+MFJAEA+IY8z5PvJbQ0NcQjezcXlAgAAKB8+ro7kq4/d+VmLCytFJQGAMpDNwhAaR6g7uV5nrwdrrkxi8f6POgGgKI9WUJp/k++ejluLiwXkAYA4F3vXLoREzfmk2Ye3bs52pobC0oEAABQPn09aaX5lTzizJXZgtIAwJ1bWFqJl0ankmY2tzfHh7ZtKCgRwNpQmgeoc6OTszF+bS5p5qE9m6K9pamgRADAX+rr6Yh7t6fdjLq5uBx/9vXLBSUCAIjkl+8jbKUCAACqR+qm+YiI0YmZApIAQHm8dmY65hbTTkUZHOiOhoasoEQAa0NpHqDODZ+YSJ4ZHOgpIAkA8F7+5oEdyTPPHxsvIAkAwLtKOsr5LqV5AACgOvR2tyfPjE7aNA9A5Srlfp5uEFCLlOYB6pztcABQ2Q4f2J4888W3LsbCUtq2CACA27GyksfIybR7Ce0tjfHg7k3FBAIAACizvh6b5gGoLSUt1OzXDQJqj9I8QB3L8zyOJpbmW5sa4uG9m4oJBAB8m3u2rY99iQ9prs0txdHEMhsAwO1488K1uHpzMWnmYF9XNDe6FQ0AAFSH9a1N0bO+NWlmdFJpHoDKdHNhOV49PZ00s3VDawxsSX+JDKDSeVIBUMe+dvFGTM4sJM081rc5WpsaC0oEAPx1WZbFk/vTt80fOT5eQBoAoN6V8mKeE+sAAIBqs6+nPel6pXkAKtUrY1diYTnthOqhge7IsqygRABrR2keoI6VcvzS0EBPAUkAgA9y+EB6af4Lx8djeSUvIA0AUM+GE0+si4gYVJoHAACqTG932nbdc1duxsJSWiERAFbDyMn0bpD7eUCtUpoHqGMedANAdXhwV2fs6GxLmpm4sRCvjF0pKBEAUI8Wl1fihcRN8xvammL/zs6CEgEAABRjX09aaX4ljzhzZbagNABQulK6QRZqArVKaR6gTi2v5MkPujtaGuOBXR50A8Bqa2jI4sn96dvmjxwbLyANAFCv3jh3NWYWlpNmDvV3R2ODo5wBAIDq0tvdnjwzNjlTQBIAKN2N+aX4ytmrSTO7N6+LPV3pvwcBqoHSPECdevP8tbg2t5Q08/i+rmhu9KsDANZCKaX554+PR57nBaQBAOrRSCkn1vU7sQ4AAKg+fd1pm+YjIk5N2DQPQGV56dRULK+kPSt0Pw+oZZqPAHVq+MRE8ozjlwBg7Ty+ryu6O1qSZs5N34xj564VlAgAqDellOaH7vKQDQAAqD59PemleZvmAag0JXWD3M8DapjSPECdGjlZwna4AV+MAWCtNDZk8d33b0ueO3L8QgFpAIB6M7+0HC+NTiXNdHe0xD1bNxSUCAAAoDjrW5uiZ31r0sypCaV5ACrLcEknR1qoCdQupXmAOrS4vBIvnkp70N25rjnu27GxoEQAwO148sD25Jkjx8YLSAIA1JvXTk/H/NJK0syh/u5oaMgKSgQAAFCsvu72pOvHJmcLSgIA6aZnF+LNC2knUvdv6YjtnW0FJQJYe0rzAHXoK2enY3ZhOWnmUH9XNHrQDQBramigOza0NiXNnLg8E+9cul5QIgCgXpS0lcqJdQAAQBXr6+lIuv7sldlYSHzZGACKcvTkVOR52sxgv/t5QG1TmgeoQ8PvlHL8ki/GALDWWpsa4zvv25o8Z9s8AHCnRkoozQ8pzQMAAFUsddP8Sv5ucR4AKsHIiYnkmaGBngKSAFQOpXmAOjRysoQH3Xf5YgwAleDw/u3JM7+vNA8A3IGbC8vx6pkrSTPbN7bFvsStjAAAAJUkddN8RMTo5EwBSQAgXSndoEP9XQUkAagcSvMAdWZucTleHkt70N2zviXu3rq+oEQAQIqPf2hLtDal/Sl3/Py1ODNlwxEAUJqXx6ZicTntLOfBge7IsqygRAAAAMXr6y6hND/hPiwAa+/y9fn42sUbSTP3bt8Q3etbC0oEUBmU5gHqzJdPX4mFpZWkmUP9HnQDQKVob2mKj9+zJXnu+eO2zQMApRk+kb6VanCgu4AkAAAAq6e3uz15xqZ5ACpBKVvm3c8D6oHSPECdOVrCg+6hgZ4CkgAApTp8YHvyzJFjSvMAQGlKKc0PecgGAABUuQ1tzdGzviVpZnTSpnkA1t7IiYnkGd0goB4ozQPUGQ+6AaD6fdd926KpIe0UmFdOX4lL1+YKSgQA1Kprc4vxxtnppJk9Xeti9+b0jYwAAACVpq+7I+n60Qmb5gFYeyOJ3aCGLOLxfV0FpQGoHErzAHVkZn4pXjsznTSzs7OtpKMHAYDidK5rjqG70rY95HnEF968WFAiAKBWvXRqKlbytJmhflupAACA2tCbWJo/e2U2FpZWCkoDALd2bvpm8sknB3Z1Rue65oISAVQOpXmAOvLy2JVYSnzSfWigO7IsbZMtAFC8w/u3J888f3y8gCQAQC0r6cS6u5xYBwAA1IZ9PWnLxVbyd4vzALBWUrfMR0QMDrifB9QHpXmAOjJ8YiJ5ZmjAdjgAqETfff+2SH2vbeTEZEzPLhQTCACoSSU9ZOv3kA0AAKgNqZvmIyLGErf7AkA5uZ8H8P6U5gHqiLdJAaB2bNnQGgd7u5Jmllby+OJblwpKBADUmiszC/HmhWtJMwNbOmLrxraCEgEAAKyufT3ppflTEzMFJAGAW8vzPEYSF2o2NWRxsC/tmSNAtVKaB6gTV28uxrFzV5NmervbY9emdQUlAgDu1JMHtifPHDk2XkASAKAWHT2Z/vK9E+sAAIBa0tvdnjwzNqk0D8DaGJucjfNX55JmHtqzKTpamwpKBFBZlOYB6sSLp6ZiJU+bGbJlHgAq2pP7tyXP/NnXL8fM/FIBaQCAWjNSUmnevQQAAKB2bGhrjp71LUkzpyZnC0oDAB/M/TyAD6Y0D1AnhhOPX4qIGLQdDgAq2u7N7fHArs6kmYWllfiTr14uKBEAUEuGT6Q/ZHui30M2AACgtvR2dyRdb9M8AGullPt5h5TmgTqiNA9QJ0ZK+WLc31VAEgCgnA4f2J48c+T4eAFJAIBacunaXLxz6UbSzH07NkZXR9oGRgAAgErXl1iaP3vlZiwurxSUBgDeW57nyd2glqaGeGTv5oISAVQepXmAOjB5Yz7eHr+eNHP31vWxdUNbQYkAgHIppTT/R29djLnF5QLSAAC1wlHOAAAA7+rrbk+6fnklj7NXbhaUBgDe2zuXbsTEjfmkmcd6N0dbc2NBiQAqj9I8QB04enIqecaDbgCoDgNb1sfdW9cnzcwsLMfwiYmCEgEAtaCUE+sG+91LAAAAak9fT9qm+YiI0YmZApIAwPsbdj8P4JaU5gHqQCmluMGBngKSAABFKGXb/JFj4wUkAQBqRepDtoYs4vH+roLSAAAArJ2+7hJK85NK8wCsrlK6QUN3Kc0D9UVpHqAOpB6pnmURhzzoBoCq8eT+9NL8H7x5MZaWVwpIAwBUu7NXZuP01GzSzAO7N8XGtuaCEgEAAKyd3p725Bmb5gFYTSsreRw9OZU0097SGA/u3lRMIIAKpTQPUOPGr87FyctpN2Xu37ExNrW3FJQIACi3/Ts3xu7N65Jmrswuxoun0m6eAQD1YcRRzgAAAH9lY1tzdHekPTsdnUx7ERkA7sSbF67F1ZuLSTMH+7qiuVF9FKgvfuoB1LiRkyUcvzTgQTcAVJMsy+JwCdvmjxwfLyANAFDtSinNu5cAAADUsr6ejqTrRydtmgdg9bifB3B7lOYBalxJ2+F8MQaAqnP4QHpp/vnj47GykheQBgCoVnmex3DivYTmxiwe69tcUCIAAIC119vdnnT92Ss3Y3F5paA0APCthk+UslCzp4AkAJVNaR6gxqU+6G5syOJgX1dBaQCAojyyd3Ns2dCaNHPx2ny8dna6mEAAQFUanZyN8WtzSTMP7dkU7S1NBSUCAABYe/u60zbNL6/kcfbKzYLSAMA3LC6vxIunppJmNrY1xf07NxaUCKByKc0D1LAzU7PJN2Me3N0ZG9qaC0oEABSloSGLJ/dvS557/th4AWkAgGpVylaqQVupAACAGtfbk1aaj4gYnZwpIAkAfKs3zl2NmYXlpJkn+rujsSErKBFA5VKaB6hhJT3o7u8uIAkAsBoO79+RPHPk+HjkeV5AGgCgGqWeWBcRMTTgXgIAAFDbUjfNR0SMTijNA1C8EffzAG6b0jxADSvti7HtcABQrZ7o74rOdWknxoxNzsbb49cLSgQAVJM8z+No4r2E1qaGeHjvpmICAQAAVIjenvbkmbHJ2QKSAMC30g0CuH1K8wA1Ks/z5O1wLY0N8Wjv5oISAQBFa25siE/ety157six8QLSAADV5msXb8TkzELSzGN9m6O1qbGgRAAAAJVhY1tzdHe0JM2csmkegILNLy3HS6NTSTPdHS1xz7b1BSUCqGxK8wA16sTlmbh0fT5p5qG9m2JdiwfdAFDNDh/YnjyjNA8ARER86Z2J5BlbqQAAgHrR2522bX5sUmkegGJ9eWw65pdWkmYODXRHlmUFJQKobErzADVq5GQpxy91F5AEAFhNH7u7J9oTX4L76sXrcfLyjYISAQDVIM/z+I1XzybPDbqXAAAA1Im+no6k609Pzca56ZsFpQGAiN/4cvr9PN0goJ4pzQPUqJETtsMBQD1qa26MT3xoa/Lc88cvFpAGAKgWXz59JY6du5Y009HSGA/s6iwoEQAAQGXp604rza/kEb94dKygNADUu6mZhfjt188nzw32K80D9UtpHqAGrazkMXIibdN8W3NDPLRnUzGBAIBV9eSB7ckzR46PF5AEAKgWP/+l0eSZx/d1RXOjW8wAAEB92Je4aT4i4vMvno65xeUC0gBQ7z734ulYWFpJmtm+sa2k32cAtcITDYAa9NWL1+PK7GLSzMG+rmhp8msBAGrBd967NVoSC2yvn5mO844KBoC6NH51Lo4cS3+B7qN3bykgDQAAQGV6Yl9X8syV2cX4t6+lbwEGgA+ytLxS0mkmH727J7IsKyARQHXQjgSoQcOJW+YjIgYHHL8EALVifWtTfOzunuS5L9g2DwB16bMvjMXSSp4009iQxd96YEdBiQAAACrP1o1t8fDeTclzzw6PRp6n/c0FAB/kC29ejAtX55Ln/vZDuwpIA1A9lOYBatDIiYnkmaGB9GIdAFC5njywPXnmiNI8ANSd+aXl+KUXTifPHT6wPbZ3thWQCAAAoHI9NdibPPPmhWvx0uiVAtIAUK+eHR5Nnrlr6/r4yF0WagL1TWkeoMYsLa/ECyenkmbWtzbFgZ0bC0oEAKyFT963LRob0o5XfPHUVEzemC8oEQBQiX739QsxObOQPPezQ33lDwMAAFDhvveBHdGzvjV57rkSyo0A8F7ePH8tXjyV1guKiHh6qC+yLO3ZIUCtUZoHqDHHz1+L6/NLSTNP7OuKpka/EgCglnR1tMQT+7qSZlbyiD9482JBiQCASpPneUlbqfbv3BiP9m4ufyAAAIAK19rUGD/1xN7kuSPHx+P89M0CEgFQb0p5EWtDW1P80MO7yh8GoMpoSALUmOETk8kzgwOOXwKAWnT4wPbkmSPHxwtIAgBUoi+fno43zl1NnnvGVioAAKCOffqJvdGUeMrn8koen31hrKBEANSLKzML8VuvnUue+7HH9kRHa1MBiQCqi9I8QI0ZPjGRPKM0DwC16XvuTy/Nf+mdibg2t1hAGgCg0pSylaqroyW+/8M7yx8GAACgSmzd2Bbf+8CO5LnPvXgm5haXC0gEQL34/EtnYn5pJWkmyyKeGuwtKBFAdVGaB6ghC0sr8fLolaSZTe3Ncd/2jQUlAgDW0vbOtnh476akmcXlPP747UvFBAIAKsbFa3Pxe29cSJ77ycf3RFtzYwGJAAAAqsczH+lLnpmaWYjfef18+cMAUBeWllfiF0ZGk+e+80Nbo7e7o/yBAKqQ0jxADXn97HTcTNxOMNjfHQ2JxwcCANXjbx5I3zZ/5Nh4AUkAgEry2RdOx9JKnjTT2JDFpw/ZSgUAAPDwnk3x4O7O5Llnh0cjz9P+FgOAiIgvvnUxzl+dS557eqiv/GEAqpTSPEANGX5nMnlmaKC7gCQAQKV4cn96af5Pvno5bi44JhgAatX80nL80gtjyXOH92+PHZ3rCkgEAABQXbIsi2dKKCEeP38tXhlLOzkcACIifv5Lo8kzA1s64mN395Q/DECVUpoHqCEjJyeSZwaV5gGgpvV2d8R9OzYmzdxcXI4/+/rlghIBAGvt9964EBM3FpLnbKUCAAD4hr/14I7oWd+SPPfzw6PlDwNATXvrwrV44dRU8tzTQ32RZVkBiQCqk9I8QI2YW1yOL49NJ81s2dAaA1vWFxMIAKgYh0vYNv/8sfECkgAAleDZErZS3b9jYxzs21z+MAAAAFWqtakxfurxvclzR46Nx4WrNwtIBECteq6EF642tDbFDz2yu/xhAKqY0jxAjXhl7EosLK8kzQwNdHujFADqwOED6aX5L751MRaW0r5bAACV79XTV+L1s1eT556xlQoAAODb/PSh3mhqSPtbaXklj88ePV1QIgBqzZWZhfit184lz/3IY7tjfWtTAYkAqpfSPECNGDkxmTwz2N9dQBIAoNLcs2197OvpSJq5NrcUIyfTv18AAJXt2RK2Um1ub44feGhn+cMAAABUuW0b2+JvPrAjee5zL56OucXlAhIBUGt++eUzMbeYtugqyyKeHuwrJhBAFVOaB6gRwycmkmeGBnoKSAIAVJosy+LJ/enb5o8cGy8gDQCwVi5dm4vfe+NC8txPPL432pobC0gEAABQ/Z4Z6k2emZxZiN/9SvrfZwDUl6XllfiFkbHkue+4Z0v0JS7UAqgHSvMANeDG/FLy0eq7Nq2LPV3rCkoEAFSawwfSS/N/8OZ4LK/kBaQBANbCZ184HYvLab/bGxuy+PSh9AIIAABAvXhk7+Z4YFdn8txzw6OR5+6/AvD+vvjWpTg3fTN57umhvvKHAagBSvMANeClU1PJhbbBge7IsqygRABApfnw7s7Y0dmWNDNxYyFeGbtSUCIAYDUtLK3EZ184nTz3Pfdvi12bvHQPAADwfrIsK6mc+Ma5q/Hl0+6/AvD+nhseTZ7p7+mIv3H3lvKHAagBSvMANWDk5GTyzNBAdwFJAIBKlWVZPLk/fdv8kWPjBaQBAFbb771xISZuzCfPPWMrFQAAwC1934M7orujJXnu2eGxAtIAUAveHr9WUh/oqcHeaGiwRBPgvSjNA9SA4RMTyTODSvMAUHcOH0gvzT9/fNwRwQBQA54tYSvVvds3xOP7usofBgAAoMa0NTfGTz6+N3nu99+4EBevzRWQCIBq91wJL1atb22KH350dwFpAGqD0jxAlZueXYjj568lzezr6YgdnY5WB4B6c7CvK3nb0bnpm3HsXNp3DQCgsrx2ZjpeOzOdPPfMUF9kma1UAAAAt+OnD+2NxsTNvksreXz2qG3zAHyr6dmF+M1XzybP/ciju2NDW3MBiQBqg9I8QJV74dRUpC5/tWUeAOpTY0MW333/tuS5I8cvFJAGAFgtz5WwZX5Te3P84EO7yh8GAACgRu3oXFfSaZ+/9OLpmF9aLiARANXqV14+E3OLK8lzTw32FpAGoHYozQNUuZETk8kzQ0rzAFC3nizhoc3vHxuPPPUtPQCgIly6Phe/+5XzyXM/fnBPrGtpLCARAABA7XpmqC95ZuLGQvy7r1hcAsC7llfy+MxI+ikkH79nS/RvWV9AIoDaoTQPUOWGT0wkzxzqV5oHgHo1NNAdG1qbkmZOXp6Jdy7dKCgRAFCkz71wJhaX015+a8gifuaQrVQAAACpHuvdHPt3bkyee3Z41OISACIi4g/fuhhnr9xMnnvmI33lDwNQY5TmAarY5evz8bWLaQW2D23bED3rWwtKBABUutamxvjO+7Ymzx05Nl5AGgCgSAtLK/GLL6Rvpfru+7fF7s3tBSQCAACobVmWxdMlbJv/ytmr8eqZ6bLnAaD6PDs8mjyzr6cjPn73lvKHAagxSvMAVezoycnkmcEBW+YBoN4d3r89eebIcaV5AKg2v3/sQly+Pp8898zQvgLSAAAA1Icf+PDO6OpoSZ579kuj5Q8DQFX52sXrMXwivQv01GBvNDRkBSQCqC1K8wBVrJQvykNK8wBQ9z7+oS3R1pz25+Dx89fizNRsQYkAgCKUspXqQ9s2xKH+rvKHAQAAqBNtzY3xEwf3JM/93hsX4uK1uQISAVAtSrmf19HSGD/y6O7yhwGoQUrzAFVs5MRE0vVZFvHEPqV5AKh37S1N8fF70o9ofN62eQCoGq+fmY5XT08nzz3zkb7IMlupAAAA7sSnD/VGY+LG36WVPD77wumCEgFQ6a7OLsZvfvlc8tyPPLo7NrQ1F5AIoPYozQNUqfPTN2N0Mm3b64GdndHZ7osyABBx+MD25Jkjx5TmAaBaPFfCVqrOdc3xtx/aVf4wAAAAdWbnpnXx5P5tyXO/9MLpmF9aLiARAJXuV14+EzcX038HPDXUV/4wADVKaR6gSo2cmEyeGRqwZR4AeNd33rstmhI3Hb1y+kpccjwwAFS8y9fn43e/ciF57icO7ol1LY0FJAIAAKg/zwztS56ZuDEfv/dG+t9zAFS35ZU8PnN0NHnub9yzJQa2rC9/IIAapTQPUKWGSyjNH1KaBwD+Que65hi6qydpJs8jvvDmxYISAQDl8rkXT8fC8krSTEMW8elDvQUlAgAAqD8H+zbHfTs2Js89OzxWQBoAKtkfvX0pzkzdTJ57Zsj9PIAUSvMAVSjP8zh6Mq0039SQxcG+roISAQDV6PD+7ckzR46NF5AEACiXxeWV+MWj6QWLT963LfZ0tReQCAAAoD5lWRY/O9SXPPf6mel49fSV8gcCoGI9NzyaPNPb3R7fcc/W8ocBqGFK8wBV6PTUbJybTnvD9MN7NsX61qaCEgEA1ei7798WWZY2M3JyMqZnF4oJBADcsd8/Nh6Xrs8nzz1TQpEDAACAD/YDD+2Mze3NyXOllCcBqE5fv3g9/vydieS5pwb7oqEh8UEfQJ1TmgeoQsMn0rbMR0QMDXQXkAQAqGZbNrTGwd60k2iWV/L44luXCkoEANypUooV92xbH4PuGwAAAJRdW3Nj/MTje5Pn/t0bF+LS9bkCEgFQaZ4bGU2eaW9pjB99bHf5wwDUOKV5gCo0UkJpfrDfw28A4NsdPrA9eebIsfECkgAAd+qNs1fjlbEryXNPD/VFlnr8DAAAALfl04d6I3UR8OJyHr/0wuliAgFQMa7eXIxff+Vc8twPP7I7Nraln2QCUO+U5gGqTJ7nyZvmW5oa4pHezQUlAgCq2ZMllOb/7OuXY2Z+qYA0AMCdeLaELfMb25riUw/vKn8YAAAAIiJi16Z18eT+9Puwn33hdCwsrRSQCIBK8asvn4mbi8vJc08P9RaQBqD2Kc0DVJl3Lt2IiRvzSTOP7t0cbc2NBSUCAKrZrk3r4sHdnUkzC0sr8SdfvVxQIgCgFBM35uN3Xj+fPPfjB/dEe0tTAYkAAAD4S08P9SXPXL4+H79/7EL5wwBQEZZX8vjMyFjy3Mfu7om7tm4oIBFA7VOaB6gyIyfTtsxHRAwOdBeQBACoFaVsOTpyfLyAJABAqT7/4ulYWE7bQJhlEU8N9hUTCAAAgL/yxL6uuHd7esGxlBPFAKgOf/LVS3F6ajZ57pkSXsQC4F1K8wBVZvid9NL8kNI8APABDh9IL83/0VsXY66E4yIBgPJbXF6JXziavpXqu+7dFnu62gtIBAAAwDfLsqykkuOrp6fj9TPTZc8DwNor5cWovV3t8R0f2lr+MAB1QmkeoIqsrOTJm+bbWxrjwd2bigkEANSEgS3r4+6t65NmZhaW40vvTBSUCABI8fzx8bh4bT557mc/0lf+MAAAALynH3xoV2xqb06ee862eYCa886l6/Hvv57+nO2pwd5obMgKSARQH5TmAarImxeuxdWbi0kzj/V1RUuTH/cAwAcrZdv8kWPjBSQBAFI9+6XR5Jm7t653Mh0AAMAqWtfSGD9+cE/y3O985Xxcvp7+ojQAleu54fRTI9c1N8aPPpb+ewSAb9CiBKgiRxO3zEeEB+AAwG15cn96af4P3roYS8srBaQBAG7XsXNX4+WxK8lzTw/1RZbZSgUAALCafuZQb6QuCF5czuNzL54uJhAAq+7a3GL8+pfPJs/98KO7onNd+oklAHyD0jxAFRk+oTQPABRj/86NsadrXdLM9OxivHhqqqBEAMDteHZ4NHlmQ1tTfOrhXeUPAwAAwAfavbk9vvv+bclzv3h0LBaWLDABqAW/+vLZmF1YTp57erCv/GEA6ozSPECVWFpeSS6lbWhriv07OwtKBADUkizL4nAJ2+aPHB8vIA0AcDsmb8zHv339fPLcjz+2JzpamwpIBAAAwK08M7QveebS9Xn3YgFqwMpKHr8wMpo899G7euLubRvKHwigzijNA1SJN85djRvzS0kzT+zrjsbU8/0AgLp1+EB6af754+OxspIXkAYAuJXPv3QmedNglkU8ZSsVAADAmjnU3xUfKqH4+OyXThWQBoDV9Kdfuxyjk7PJc08P9ZU/DEAdUpoHqBLDJyaTZ4YGugtIAgDUqof3bI4tG1qTZi5em4/Xzk4XEwgAeF9Lyyvxi0fHkue+696tsbe7vYBEAAAA3I4sy+KZj/Qlz3359HR8xb1YgKr288OjyTN7utbFd967tfxhAOqQ0jxAlRgppTR/l9I8AHD7GhqyeHL/tuS55485FhgAVtsX3rwYF67OJc/ZSgUAALD2/vZDu6JzXXPy3LMllC0BqAwnLt+IP/va5eS5pw71RWNDVkAigPqjNA9QBeaXluPlsamkma6Olrhna/qxfgBAfTu8f0fyzJHj45HneQFpAID38+yXRpNn7tq6Pj56V0/5wwAAAJBkXUtj/MTBPclzv/v6hZi4MV9AIgCK9pkSXnxa19wYP/ZY+u8LAN6b0jxAFXjt9HTMLa4kzQz2d0eDN00BgERP9Hclbzgam5yNty5cLygRAPDXHT9/NV4cTXu5PiLi6cHeyDL3CgAAACrBpw/1Rurj3IXllfjcC6eLCQRAYa7PLcavvXI2ee5Tj+yKzvb0k0kAeG9K8wBVYPjEZPLM4EB3AUkAgFrX3NgQn7xvW/LckePjBaQBAN7LcyVspdrQ2hQ/9Mju8ocBAACgJHu62ku6F/uLL4zF4nLawjUA1tavvXI2ZhaWk+eeGeorfxiAOqY0D1AFRpTmAYBVdPjA9uSZ548pzQPAapiaWYjffu188tyPPrYnOlqbCkgEAABAqUopQ168Nh9H3I8FqBorK3l8ZmQseW5ooDvu2bahgEQA9UtpHqDC3VxYjlfPXEma2baxNfp7OgpKBADUuo/d3RPtLY1JM1+9eD1OXr5RUCIA4C99/qXTMb+UtlEwyyKeGuwtKBEAAAClGhzojnu2rU+eK+UEMgDWxp9+/XKcmphJnrNlHqD8lOYBKtzLY1OxuJwnzQwN9ESWZQUlAgBqXVtzY3zi3q3Jc88fv1hAGgDgLy0tr8QvlrCV6hMf2hp9Xq4HAACoOFmWxdMllCJfHrsSx85dLX8gAMqulBeddm9eF99137byhwGoc0rzABVu+MRk8sxgf3cBSQCAenJ4//bkmSPHHQkMAEX6gzcvxvmrc8lztlIBAABUrk89vCs2tjUlzz1r2zxAxTt5+Ub8yVcvJ889NdgbjQ2WZQKUm9I8QIUbKaU0P6A0DwDcmU/cuzVaGtP+ZHz9zHScn75ZUCIAoJRCRP+WjvjoXT3lDwMAAEBZtLc0xY8f3JM8929fPx+TN+YLSARAuXymhFMj25ob4sceS/+9AMCtKc0DVLBrc4vxlbPTSTN7utbFnq72YgIBAHVjfWtTfOzu9ILdF2ybB4BCvHXhWrxwaip57pmhvmiwlQoAAKCiPTXYF1nin24LSyvx+ZfOFBMIgDt2Y34pfu2Vs8lzn3p4d2xqbykgEQBK8wAV7KVTU7GSp80M9dseBwCUx5MHtifP/P4xpXkAKMJzJWyZX9/aFD/0yO7yhwEAAKCs9nS1x3fduy157hdGxmJxeaWARADcqV9/5WzcmF9Knnt6qLeANABEKM0DVLSRE5PJM4MD3QUkAQDq0Sfv2xaNiZtpXxqdiglHAgNAWV2ZWYjffPVc8tyPPrY71rc2FZAIAACAcvvZj/Qlz4xfm4svHL9Y/jAA3JGVlbykJRiD/d1x7/aN5Q8EQEQozQNUtGGleQBgDXV1tMQT+7qSZlbyiC++6SENAJTTL798JuaX0jcHPjXYV/4wAAAAFGJooDvu3ro+ee7Z4VMFpAHgTvz7dybi5MRM8tzTQ33lDwPAX1GaB6hQV2YW4s0L15JmBrZ0xLaNbQUlAgDq0d88sD155sjx8QKSAEB9WlpeiV8YGUue+8SHtsS+no4CEgEAAFCELMtKKku+NHoljp27Wv5AAJTs2S+lv9C0a9O6+OR9WwtIA8BfUpoHqFBHT9oyDwCsve/Zn16a/9I7E3FtbrGANABQf7741qU4N30zec5WKgAAgOrzqYd3xYa2puS554ZHyx8GgJKcmpiJP/7q5eS5nxnsjaZGdU6AIvkpC1ChRkoozQ8N9BSQBACoZ9s2tsUjezclzSwu5/HHb18qJhAA1Jlnh9O3UvX3dMTfuHtLAWkAAAAoUkdrU/z4Y3uS53779fMxNbNQQCIAUn1mZDR5prWpoaSf/wCkUZoHqFDDJ9JL84f6bZoHAMrv8IH0bfNHjo0XkAQA6svb49fi6Mmp5LmnBnujoSErIBEAAABFe2qwL7LEP+kWllbicy+eLiYQALftxvxS/NrLZ5PnPvXwrtjc0VJAIgC+mdI8QAW6dG0u3rl0I2nm3u0bossXaACgAE/uTy/N/8lXL8fNheUC0gBA/XhueDR5Zn1rU/zwo7vLHwYAAIBVsbe7Pb7r3q3Jc794dCyWllcKSATA7fqNL5+N6/NLyXNPD/WVPwwA30ZpHqACjZxM3zI/NNBTQBIAgIje7o64b8fGpJmbi8vxZ1+/XFAiAKh907ML8Zuvnkue+5FHd8eGtuYCEgEAALBaSilPXrg6F19482L5wwBwW1ZW8pKWYDyxryv5ORwApVGaB6hAIydKKc13F5AEAOBdh0vYNn/k2HgBSQCgPvzyS2dibjF9Q+BTg70FpAEAAGA1ffSunrhr6/rkuWdLKGsCUB5//s5EnLg8kzz3jC3zAKtGaR6gAg0nluYbsojH+7sKSgMAEHH4QHpp/otvXYyFJccBA0Cq5ZU8PjMyljz38Xu2RP+W9FIFAAAAlSXLsni6hJeiXzw1FW+ev1ZAIgBupZQt8zs72+K7799W/jAAvCeleYAKc/bKbJyemk2aeWBXZ2x09DoAUKB7tq2P/p6OpJnrc0sxcjL9BB0AqHdffOtinJu+mTz3zEf6yh8GAACANfFDj+yODa1NyXOllDYBuDNjkzPxR1+9lDz36cHeaGpU4QRYLX7iAlSYkcQt8xERgwM9BSQBAPiGLMviyRK2zR85Nl5AGgCobaUUHPb1dMTH795S/jAAAACsiY7WpvjRx/Ykz/3Wa+fiysxCAYkAeD+fGRmLPE+baW1qiJ84uLeYQAC8J6V5gApTSml+aKC7gCQAAN/q8P700vwfvDkeyyuJdwkBoI59dfx6DJdwb+Cpwd5oaMgKSAQAAMBaeWqwN7LEP/Xml1bi8y+dKSYQAN9mZn4pfqWEn7s/+NDO6OpoKSARAO9HaR6gguR5HiMn0x6MNzdm8Vjf5oISAQB8w4O7O2NHZ1vSzMSNhXhl7EpBiQCg9jw3Mpo809HSGD/y6O7yhwEAAGBN9fV0xCc+tDV57hdGRmNpeaWARAD8db/x6rm4Pr+UPPf0UF/5wwDwgZTmASrI6ORsXLg6lzTz0J5N0d7SVFAiAIBvyLIsnixh2/yRY+MFpAGA2nN1djF+88vnkud+5NHdsaGtuYBEAAAArLVnSihVnr86F19862L5wwDwLfI8j+eGR5PnHu/riv07O8sfCIAPpDQPUEGGT0wkzwwO9BSQBADgvR0+kF6af/74eOR5XkAaAKgtv/Lymbi5uJw895StVAAAADXro3f1RP+WjuS5n//SaPnDAPAtvvTOZLxz6Uby3DMf6St/GABuSWkeoIIMn5hMnhns7y4gCQDAezvY1xXdHS1JM+emb8Yb564WlAgAasPySh7PjYwmz/2Ne7bEwJb15Q8EAABARWhoyEraNv/Cqal468K18gcC4K88O3wqeWZHZ1t8z/3bCkgDwK0ozQNUiDzP42hiab61qSEe3rupmEAAAO+hsSGL7y7hRt6RY+MFpAGA2vFHb1+Ks1duJs89M9RbQBoAAAAqyQ89sjvWtzYlzz03PFr+MABERMTpydn4w7cvJc99+lBvNDWqbQKsBT99gf8/e38eW+d95guez8tN1L5Q+0JSonfJu7WQrlSSKidSUqmqLJWKE7ssebqBGdzbfYHpHuAOBj23ZwZodE/3DLob3bf/mIuZSI6TOJW1llSklFNZKiblfZMsb5QoaqP2XaK4vfOHXTebY+p3dF7ynMPPBzAM5Jwv3y+MiCLf87zPjwrx9vFLcfryUFLmgfb50dxYX1AjAIAPtnnd0uTMzj0Dked5AW0AoDaUspWqrWVGfOyWxQW0AQAAoJLMmtYQX3xgZXLuB68cibOJn0EDcH2e6OmL1I++mhrq4ssbWospBMC4DM0DVIju3lPJmc41LQU0AQD4cA92LIzZiVuN9p+6HO+euFRQIwCobu8cvxjPvJt2+lxExGOd7VFXlxXQCAAAgErzWGd7cmZweCy+9cKh8pcBmOIuXxsp6fvrn9+9PBbMbCqgEQDXw9A8QIXo6U3/cLyzY2EBTQAAPlxTQ1388e3pW2137hkooA0AVL/t3X3JmRlN9SVtGQQAAKA6rV44Mz5+66Lk3Nd6DsbI6FgBjQCmru+/fCQuDo4k57Z2tZe/DADXzdA8QAUYHctj9/60ofmZTfVx18q5BTUCAPhwW9YtTc7s3GtoHgB+2/mrw/G9l44k575w38qY09xYQCMAAAAqVSnDlkfOXY2n950ofxmAKSrP89hRwhKM9e3zY90Kcz4Ak8nQPEAFeOPohbiQ+ATqhtULorHet3EAYHL84S2Lorkx7WeRvUcvxKEzVwpqBADV6dsvHIqrw6PJua1dbQW0AQAAoJL94c2LYs3Cmcm5UoY7Afhg3b2n450Tl5JztswDTD7TlgAVoGf/qeRMZ0dLAU0AAK7PjKaG+Ogt6UcB77JtHgD+o9GxPJ7oOZic+8jNC+OmxbMLaAQAAEAlq6vL4rHO9Ieoe/afjjcHLhTQCGDq2V7Cg0hL5zTH5rXppzgDUF6G5kuUveemLMu+nGXZ/zvLsl9kWXYxy7L8Q/7pm+zeQGXq7j2dnOnqWFhAEwCA67dlXfrNvR/tMTQPAP/ip2+eiP4STmHZZisVAADAlPWF+1fGrGkNybkd3ekPbQPwmw6duRJP7zuenHt0U2s01hvVBJhsvhNfpyzLWrMs+3yWZf9tlmX/GBFnIuKdiPhGRPwXEfGRiJg1mR2B6jQ8OhbPHTiTlJk7vTFuXzanoEYAANfnj25bEg11WVLmxYNn48SFwYIaAUB12dHTl5xpXTAjPnbr4vKXAQAAoCrMbm6Mv7h/ZXLu+y8fjnNXhgpoBDB1fG33wcjztExTQ118eUNrMYUASGJo/gNkWbYky7LPZFn2f8+y7IdZlp2IiIMR8d2I+D9HxEMRMW8yOwK147XD5+LK0GhSZuPqBVGfOKAGAFBuc6c3RtdN6aff7HojfQMHANSad09cjH9+51Ry7rHONvcEAAAAprjHOtuSM4PDY/HXLxwqoA3A1HBlaCSeeq4/Ofendy2PllnTCmgEQCpD8x9sV0T8XUT8u4j4dEQsmtw6QC3r6T2dnOnqaCmgCQBAuk+tW5qc2bVnoIAmAFBddnQfTM5Mb6yPLz6wqoA2AAAAVJM1i2bFR29JH2V5oudgjI4lrkgGICIifvDy0bgwOJKc29bVXv4yAJTE0DzAJOsuZWi+hI2uAABF+MQdSyJLXHbbs/+0Y4ABmNIuDA7Hd186nJz7/H0rYu70xgIaAQAAUG1KGcI8fPZq/GSfk0ABUuV5Htu7DyTn7m+bH3eunFtAIwBKYWgeYBINDo/GCwfPJmUWzmqKmxfPKqgRAECahbOmxfr2BUmZ0bE8nt53oqBGAFD5vv3C4bgyNJqcs5UKAACAf/HRWxZFe8uM5Nz27r7ylwGocT37T8fbxy8l59zPA6gshuYBJtHL/ediaGQsKbNpTUtkqetcAQAKtGXt0uTMzj0DBTQBgMo3NpbHEz19ybkHb2qJm5fMLn8hAAAAqlJdXRaPdbYn57p7T8fbxy+WvxBADdv+TF9yZsmcabFlXfpnaAAUx9B8eeQR8U5E/GKyiwDVpaf3VHKmq2NhAU0AAEq3uYQbfr9452RcvjZSQBsAqGw/e/tEHDx9JTm3rWt1AW0AAACoZn/xwMqY2VSfnLNtHuD6HTpzJZ7edzw59+jGtmisN54JUEl8Vy5NX0R8OyL+bUT8cUTMz/P8loj4ryezFFB9untPJ2c6O1oKaAIAULoV86bHXSvnJmWGRsbiZ2+dLKgRAFSur5awlWrl/OnxR7ctLn8ZAAAAqtqc5sb4wv0rk3Pff+lInL8yXEAjgNrz5O6DMZanZZrq6+LLG1uLKQRAyQzNj+9IRPwgIv6riNgSEQvzPF+d5/lf5nn+3+d5/k95np+f1IZAVboyNBKvHDqXlFk2tznaW2YUUwgA4AZsXpu+bf5He44V0AQAKte7Jy7FP7+Tfurc1s72qK/LCmgEAABAtXussz05c3V4NP76hUPlLwNQY64OjcZTz6d/v/zM3cti4axpBTQC4EYYmv9g/0tE/GlELM3zfGWe55/L8/y/yfN8V57n6WuhAT7A831nYyTxUdTOjpbIMh+SAwCVZ8u69KH5n755IgaHRwtoAwCV6YmevuTM9Mb6+MsHVpW/DAAAADXhpsWz4iM3L0zOPbG7L0ZTVycDTDE/eOVInL+afjLHtq728pcB4IYZmv8AeZ7/f/M8//s8z49PdhegdnX3pm+W6+pIv9kBADAROhbNiluWzErKXB4ajWfeTf+ZCACq0YXB4fjui4eTc5+7b0XMndFYQCMAAABqxeMPtidnDp25Gv/05onylwGoEXmex47uvuTcfa3z4q6V88reB4AbZ2geYJLs7k0/uKKzo6WAJgAA5bFlbfq2+Z17BgpoAgCV5zsvHI7LQ+knrGztbC9/GQAAAGrKx25ZHG0tM5JzpQyDAkwVu/efiTcHLibnttoyD1CxDM0DTILzV4fj9SPnkzJtLTNixbzpBTUCALhxm9elD83/477jMTI6VkAbAKgcY2N5PNHTl5zr6miJW5fOLn8hAAAAakpdXRaPlfDQ9S/fPRXvHE8fCAWYCkp5sGjx7GnxqXXLyl8GgLIwNA8wCZ47cCbG8rRMly3zAECFu2PZnFi1IO0hv3NXhuO5A2cKagQAleHnb5+MvtNXknO2UgEAAHC9vvjAypjRVJ+c21HCQ94Ate7w2Svx4zfST0t+ZGNbNDUYyQSoVL5DA0yC7t5TyZlNawzNAwCVLcuy2LI2fdv8zr3pNx0BoJpsL2Er1Yp50+Oh25eUvwwAAAA1aU5zY3zhvpXJue++eCTOXx0uoBFA9Xpyd3/yMszG+iy+srG1mEIAlIWheYBJ0NN7OjnTadM8AFAFtqxLH5rftXcgxlLvPAJAleg9eSl+/vbJ5NxjnW1RX5cV0AgAAIBatbWrLTlzdXg0vv3CoQLaAFSnweHReOr5/uTcZ+5aHotmTyugEQDlYmgeYIKdvnQt3hy4mJS5efGsWDy7uaBGAADlc++q+ck3BI9fuBYvHzpXTCEAmGRf6zmYnGlurIsvrV9VQBsAAABq2U2LZ8dHbl6YnHui52CMWmwCEBERf/PKkTh3Jf0Ejm1d7eUvA0BZGZoHmGC7959JztgyDwBUi7q6LDavXZKc27V3oIA2ADC5Lg4Ox3dePJyc+9y9K2LejKYCGgEAAFDrtna2J2f6z1yJn711ovxlAKpMnuexvTt9CcY9q+bF3avmlb8QAGVlaB5ggvXsP5Wc6TI0DwBUkS1rlyVndu4ZiDy3yQiA2vLdFw/HpWsjybmttlIBAABQoo/ftjhaF8xIzm3v7it/GYAq89yBM7Hv2IXk3OMPtpe/DABlZ2geYIJ1955Oen+WRWxcbWgeAKgeG9csiHkzGpMy/WeuxL5jFwtqBAATb2wsjyd60rdSbVqzIG5bOqeARgAAAEwF9XVZPNbZlpz753dOxbsn3KMFprYdPX3JmUWzp8Wn1qUvlAJg4hmaB5hAxy8Mxv6Tl5MydyybE/NnOpIdAKgejfV18dDtS5JzO/cOFNAGACbHL945GftPpd0DiIjY1rW6gDYAAABMJV98YFVMb6xPzu3oTn/4G6BWHD13NXbtPZ6ce2RjazQ1GMMEqAa+WwNMoJ7ELfMREZ1rbJkHAKrPlrVLkzO79hiaB6B27CjhWPsV86bHQ7cvLn8ZAAAAppS50xvj8/etSM5996XDcWFwuIBGAJXvyd0HY3QsT8o01mfxlY2tBTUCoNwMzQNMoO7eU8mZrpsMzQMA1ecPbl4YM5rSNhm9dfxi7D95qaBGADBxDpy6HD9962Ry7q8626Kh3i1bAAAAbty2rvbkzJWh0fj2C4fLXwagwg0Oj8Y3n+tPzv3Jncti8ezmAhoBUASfwABMoO7ETfP1dVmsb19QUBsAgOI0N9bHx29L35RbyrGXAFBpnujpS85Ma6iLLz2wqvxlAAAAmJJuXjI7HixhQdsTPX0xlrhpGaDa/e2rR+PslfSTNraW8IASAJPH0DzABDl05kocPns1KXPnirkxu7mxoEYAAMXasnZpcmbn3oECmgDAxLl0baSkrXyfu3dFzJ/ZVEAjAAAApqptXauTMwdPX4mfvX2igDYAlSnP89j+TF9y7u5V8+Le1vnlLwRAYRomuwDVKcuyfx0R/2oCLtUxAdeACdGTuGU+IqKrI/3JfwCASvHx2xZHU31dDI2OXXfm1UPn4ui5q7F83vQCmwFAcb730uG4dG0kOWcrFQAAAOX2R7ctjpXzpycvd9vefTD+6LYlBbUCqCwvHDwbbxy7kJzb1tVWQBsAimRonlItiog7JrsEVJPu3lPJma6OhQU0AQCYGLOmNcRHbl4YP3kzbSvRrr0D8fiD6RuQAGCyjY3lsb27Lzm3cfWCuH3ZnPIXAgAAYEqrr8tia2d7/Df/sC8p94u3T0bvyUvRsWhWQc0AKkcpW+YXzmqKT9+5rPxlAChU3WQXAJgK8jyP7sRN8431Wdzf5hgnAKC6bVm3NDmzc89AAU0AoHi/fPdU7D95OTm3zZZ5AAAACvKXD6yK6Y31ybknSngoHKDaHDt/NXbuTf9c6isb22JaQ/r3VgAml6F5gAmw/9TlOHHxWlLm3tb5Mb3JD9gAQHV76PYlUV+XJWWe7zsTpy6l/ewEAJWglC3zy+c2xyfucOQ9AAAAxZg7ozE+d9+K5Nx3XjwcFweHC2gEUDme3H0wRsfypExDXRaPbGwtqBEARTI0DzABUrfMR0R0dbQU0AQAYGLNn9kUm9YsSMqM5RFPv3G8oEYAUIy+U5fjp2+dSM492tkWDfVu0wIAAFCcrZ3tyZnLQ6PxnRcPl78MQIUYHB6Nbz53KDn36TuXxZI5zQU0AqBoPo0BmAA9vaeSM10dCwtoAgAw8basXZqcKeUoTACYTE/0HIw8bSlVTGuoi4fX20oFAABAsW5dOrukpW1P9ByMscQNzADV4u9ePRpnLg8l57Z2tZe/DAATomGyC1C1TkbEGxNwnY6ImDYB14HCjI3lsXv/maRMc2Nd3L1qbkGNAAAm1ifXLo3/69/sTco88+6puDA4HHOaGwtqBQDlc/naSHz7hfStVH9+z/JYMLOpgEYAAADwm7Z2tSefkH7g1OX4+Tsn4+O3Li6oFcDkyPM8tnf3JefuWjk37mudV/Y+AEwMQ/OUJM/zfx8R/77o62RZtjci7ij6OlCkt45fTH4ydX37gpjWUF9QIwCAibVkTnPc1zovXuo/d92Z4dE8fvrmifjze1YUVwwAyuR7Lx2Oi9dGknO2UgEAADBRHrp9SayYNz2OnLualNvR3WdoHqg5Lx48G3uPXkjObe1sjyzLCmgEwESom+wCALUu9Wn9iIjOEo7GAwCoZFvWLU3O/Oj1gQKaAEB5lbqVakP7gli73ClzAAAATIz6uiwe62xLzv3srZOx/+SlAhoBTJ5S7uctnNUUn7l7WfnLADBhDM0DFKyn91RypnONoXkAoLZsWZt+E/Fnb5+Iq0OjBbQBgPL55bunovfk5eTctgfby18GAAAAPsSX1q+K5sb0UaEneg4W0AZgcgycH4wf7Ulf3PTlDa0xraG+gEYATBRD8wAFGhkdi2f3n0nKzJrWEHeusGkOAKgtrS0z4o5lc5Iyg8Nj8fO3TxbUCADKY0cJW6mWzW2OT96xpPxlAAAA4EPMm9EUn7t3RXLuOy8ejkvXRgpoBDDxvv7swRgdy5MyDXVZPLIx/bQOACqLoXmAAu09eiEuJt482Lh6QTTU+/YMANSeLeuWJmd27U3f9AEAE6X/9JX4yZsnknOPbmrzuz8AAACTYmtXe3Lm0rWR+O6Lh8tfBmCCDQ6Pxjee7U/ObVm3NJbObS6gEQATySczAAXq7j2dnOnsaCmgCQDA5CtlaP7pfcdjaGSsgDYAcOOe6OmLPG0pVTQ11MWXN7QWUwgAAADGcdvSObFpzYLk3I7uvhhL3MwMUGl++NqxOH15KDn3+IPt5S8DwIQzNA9QoJ79huYBAP7FzYtnxZqFM5MyFwdHSvqZCgCKdvnaSHzrhUPJuT+/e3ksmNlUQCMAAAC4Ptu6Vidn9p+6HP/87qkC2gBMjDzPY3t3X3Ju3Yo5cV/r/PIXAmDCGZoHKMjQyFg8f+BMUmbejMa4femcghoBAEyuLMticwnb5nfuGSigDQDcmO+/fCQuDo4k57Z2tZe/DAAAACR46PbFsWLe9OTc9mcOFNAGYGK81H8uXj9yPjm3rWt1ZFlWQCMAJpqheYCCvHr4XFwdHk3KbFrdEnV1ftAGAGrXlrXpQ/P/+MZAjDr2F4AKkud57ChhK9X69vmxbsXc8hcCAACABA31dfFXnW3JuZ++dTIOnLpcQCOA4pWyZX7BzKb4zF3Lyl8GgElhaB6gID29p5MzXTe1FNAEAKBy3LVybiyb25yUOXVpKF48eLagRgCQrrv3dLxz4lJyzpZ5AAAAKsWXHlgV0xrSx4ae6OkrfxmAgh2/MBg/ev1Ycu4rG1qjubG+gEYATAZD8wAF6e49lZzp6jA0DwDUtizLYnMJ2+Z/tCf9RiYAFOWrz/QlZ5bOaS7p70AAAAAowvyZTfG5e1ck577zwuG4dG2kgEYAxfn67oMxkniqcX1dFo9sai2oEQCTwdA8QAEGh0fjpYPnkjKLZk+LjkWziikEAFBBtqxLHxjctWcg8jztZiYAFOHQmSvxkzePJ+ce3dQajfVuxwIAAFA5SjkR7eK1kfjeS4fLXwagINdGRuMbz/Un57asWxrL5k4voBEAk8WnNAAFeOng2RgaHUvKdK5piSzLCmoEAFA51rcviJaZTUmZo+cH4/Uj5wtqBADX74mevkh9jqupoS6+vMFWKgAAACrL7cvmxMbVC5JzO7r7YixxYzPAZPnha8fi1KWh5Ny2Eh4sAqCyGZoHKEB37+nkTFdHSwFNAAAqT31dFp9cuyQ5t3PPQAFtAOD6XRkaiW89fyg596d3LY+WWdMKaAQAAAA3ppSh0N6Tl+OX754qfxmAMsvzPLZ39yXn1i6fEw+0zS9/IQAmlaF5gAJ096bfIOjqWFhAEwCAyrR57dLkzM49A5GnrvYFgDL6/stH4sLgSHLOVioAAAAq1SfuWBLL5zYn53aUMIQKMNFePnQuXjucfpLx1q72yLKsgEYATCZD8wBldunaSLya+AP3innTY9WC6QU1AgCoPF0dC2P2tIakzP5Tl+PdE5cKagQAHy7P85IGAu5vmx93rpxb/kIAAABQBg31dfFoZ1ty7p/eOhEHT18uoBFA+ZRyP2/BzKb4s7uXl78MAJPO0DxAmT3fdyZGx9I2oHZ2tHhCFQCYUpoa6uKPb1+cnNu5Z6CANgAwvp7e0/H28fSHt2yZBwAAoNI9vL41pjWkjRDlecQTPQcLagRw405cGIwfvnYsOffw+lXR3FhfQCMAJpuheYAy6+k9nZzp6mgpoAkAQGXbsm5pcmbnXkPzAEyO7SVspVoyZ1pJf98BAADARFowsyn+/J70rcp//fyhuHxtpIBGADfu68/2x0ji0sv6uiwe3ZR++gYA1cHQPECZdfeeSs50GpoHAKagP7xlUTQ3pv1auvfoheg/faWgRgDwwQ6duRJP7zuenHt0Y1s01rsFCwAAQOXbWsJJaRevjcT3Xj5S/jIAN2hoZCy+/mx/cm7z2iWxfN70AhoBUAl8YgNQRuevDMfeoxeSMqsXzoxlc/3ADQBMPTOaGuKjtyxKzu2ybR6ACfbk7oORuJQqmurr4ssbW4spBAAAAGW2dvnc2NC+IDm3o7sv8jzxl2aAgv3D68fi1KVrybltXasLaANApTA0D1BGuw+cjtT7AbbMAwBT2afWLUvO7DQ0D8AEujo0Gk89fyg595m7l8XCWdMKaAQAAADF2PZge3Lm3ROX4pl3T5e/DMAN+Gp3X3Lm9mVzYn37/PKXAaBiNEx2gUqVZdkfRsQtibFbx3l9VpZl/2kJdX6e5/k7JeSACdbTm34zoMvQPAAwhX38tsXRWJ/F8Oj1P3n44sGzceLCYCye01xgMwB4zw9eORLnrw4n57aVcKw9AAAATKZP3rEkls1tjmPnB5Ny27sPxB/cvLCgVgBpXu4/G68eOpece7yrPbIsK38hACqGofnf738XEVvL/DVbIuI/lJB7PCIMzUMVKGVoftMaQ/MAwNQ1d3pjdHUsjJ+/fTIpt+uN4/FXm9oKagUA78nzPLY/05ecu691Xty1cl7Z+wAAAECRGurr4tFNbfE/7HorKfeTN09E/+kr0doyo6BmANdvRwlb5ufPaIw/u2d5+csAUFHqJrsAQK04efFavHX8YlLm1iWzHdUOAEx5W9YtTc7s2jNQQBMA+E27959J/l0/ImKrLfMAAABUqS9vaI2mhrRxojyPeKKnr5hCAAlOXByMH75+LDn38IbWaG6sL6ARAJXE0DxAmezen75lvrPDlnkAgE/csSRST7vs2X86zl0ZKqYQALxve/eB5Mzi2dPiU+uWFdAGAAAAirdgZlP8+d3p25a/9cKhuHxtpIBGANfvG8/2x/BonpSpyyIedboxwJRgaB6gTLp7Dc0DAJRi4axpsb59QVJmdCyPp/edKKgRAEQcPnsl/vGN48m5Rza2JW/kAwAAgEpSyglqFwdH4vsvHyl/GYDrNDQyFl9/tj85t3nt0lgxb3oBjQCoND69ASiT1E3zWRaxabWheQCAiIgta5cmZ3buGSigCQC852u7D8ZY2lKqaKzP4isbW4spBAAAABNk3Yq5sb59fnJuR3df5HniL9MAZfKjPcfi5MVryblSHhQCoDoZmgcog6PnrsaBU5eTMuuWz425MxoLagQAUF02r0sfmv/FOyfjkuN+ASjA1aHR+Nbzh5Jzn7lreSyaPa2ARgAAADCxShkifefEpZJOaAcoh+3dfcmZ25bOjo2r005DBqB6GZr/PfI835bneVYh/2yf7P8ewIfrKeEX/84OW+YBAP7FinnT4+6Vc5MyQyNj8bO3ThTUCICp7G9eORLnrgwn57bZSgUAAECN2Lx2aSyd05ycK2VoFeBGvXroXLzcfy45t62rPbIsK38hACqSoXmAMujZb2geAOBGlbJtfueegQKaADCV5Xle0gf896yaF3evmlf2PgAAADAZGuvr4tFNrcm5p/cdj0NnrhTQCOD321HC/bx5Mxrjz+9ZUf4yAFQsQ/MANyjP8+RN8w11Waxvd7wTAMCv27I2fWj+p2+eiMHh0QLaADBVPXvgTLw5cDE59/iD7eUvAwAAAJPoyxtao6khbbQozyO+tvtgQY0AftfJi9fi7147mpz70vpVMb2pvoBGAFQqQ/MAN6j/zJU4cu5qUuaulXNj1rSGghoBAFSnNYtmxS1LZiVlLg+NxjPvniqoEQBTUSlbqRbNnhafWres/GUAAABgErXMmhZ/etfy5NxTz/XHlaGRAhoB/K5vPtcfw6N5UqYui/irTW0FNQKgUhmaB7hBqVvmIyK6OhYW0AQAoPqVsm1+556BApoAMBUdOXc1du1N/3vlkY3pm/cAAACgGmzrak/OXBgciR+8nL71GSDV0MhYPFnC6RafuGNJrJw/o4BGAFQyn+QA3KDukobmWwpoAgBQ/TavSx+a/8d9x2NkdKyANgBMNU/uPhhjaUuporE+i69sbC2mEAAAAEyyO1fOjfvb5ifntncfiDxP/CUbINHOvQNx4uK15Ny2rtUFtAGg0hmaB7gBeZ4nD803NdTFfSXcVAAAmAruWDYnVi2YnpQ5d2U4njtwpqBGAEwVg8Oj8c3n+pNzf3Lnslg8u7mARgAAAFAZStk2//bxS9GzP30BHUCK7c8cSM7cumR2bFqzoIA2AFQ6Q/MAN6D35KU4dSntidX7WudFc2N9QY0AAKpblmWxZW36tvkf7RkooA0AU8nfvnI0zl0ZTs5tLWFwAAAAAKrJlnVLY8mcacm57c/0lb8MwPteO3wuXuo/l5zb9mB7ZFlW/kIAVDxD8wA3IHXLfEREV8fCApoAANSOLevSh+Z37R2IsTFH/QJQmjzP46vdfcm5u1fOjXtbnSYHAABAbWusr4tHNrYl557edzwOnblSQCOAiO0l3M+bO70xPnvPivKXAaAqGJoHuAHd75YyNN9SQBMAgNpx76r5sXh22taiExevxcuHzhVTCICa93zf2dh37EJybtuD7eUvAwAAABXoyxtao6k+bcxoLI94cvfBghoBU9mpS9fi7189lpx7eP2qmN5UX0AjAKqBoXmAEo2N5bH7QNrQ/PTG+rhr5bxiCgEA1Ii6uiw2ry1t2zwAlGJ794HkzMJZTfHpO5cV0AYAAAAqz6LZ0+Izd6X/HvzU84fi6tBoAY2Aqeybz/bH0OhYUqYui3h0U/qpGQDUDkPzACXaN3Ahzl0ZTsqsX70gmhp86wUAGM+WdelD8zv3DESe5wW0AaCWHT13NXbtPZ6c+8rGtpjWYCsVAAAAU8fWrvbkzPmrw/GDV46UvwwwZQ2PjsWTz6afYvHQ7Uti1YIZBTQCoFqY3AQoUU9v2pb5iIiujpYCmgAA1J4NqxfEvBmNSZn+M1di37GLBTUCoFY9uftgjI6lPXTVUJfFIxtbC2oEAAAAlenuVfPi3tZ5ybkd3X0WngBls3PPQBy/cC05t62EB38AqC2G5gFK1F3C0HznGkPzAADXo7G+Lh66fUlybufegQLaAFCrBodH46nnDyXnPn3nslgyp7mARgAAAFDZShk6fXPgYuzef6b8ZYApaUd3X3LmliWzotOiS4Apz9A8QAlGRsfiuQNpv9TPbm6ItcvnFNQIAKD2bFm7NDmza4+heQCu39+9ejTOXB5KzpVyHD0AAADUgk+tWxaLZk9LzpUy5Arw2/YcOR8vHDybnNva1R5ZlhXQCIBqYmgeoASvHzkfl66NJGU2rm6JhnrfdgEArtcf3LwwZjTVJ2XeOn4x9p+8VFAjAGpJnuexvYQP7O9aOTfuK+EoegAAAKgFTQ118ejGtuTcj98YiMNnrxTQCJhKSrmfN6e5IT5374rylwGg6pjeBChBd+/p5EyXY54AAJI0N9bHx29bnJzbude2eQDG9+LBs7H36IXk3NZOW6kAAACY2r68cVU01qf9bjyWRzy5u7+gRsBUcPrStfjbV48m5760flXMaGoooBEA1cbQPEAJdu9PH5rvNDQPAJDsU+uWJmd27TE0D8D4vlrCVqqFs5riM3cvK38ZAAAAqCKLZzfHZ+5anpx76vn+GBweLaARMBU89fyhGBoZS8pkWcRfbWovphAAVcfQPECiayOj8XzfmaTMgplNceuS2QU1AgCoXR+7dXE0NaT96vrq4fNx5NzVghoBUAuOnb8aO0t4yOrLG1pjWkN9AY0AAACgumztak/OnLsyHH/zypHylwFq3vDoWDy5+2By7o9vWxKtLTMKaARANTI0D5Dolf5zMTic9uRq55qWqKtzdDsAQKpZ0xriD29emJz78V7b5gH4/b6+uz9Gx/KkTENdFo9sbCuoEQAAAFSXe1bNi3tWzUvOffWZvsjztN/JAX6893gcOz+YnNtWwgM+ANQuQ/MAibp7TydnNnW0FNAEAGBq2Lx2aXKmlO3BAEwNg8Oj8c3n+pNzW9YtjaVzmwtoBAAAANWplGHUNwcuxnMH0k52B9jR3ZecuWnxrHjwJvM6APyKoXmARD3704fmuwzNAwCU7KHbl0R94qk9z/ediVOXrhXUCIBq9vevHYvTl4eSc48/2F7+MgAAAFDFPn3nslg0e1pybnsJw6/A1LX36Pl4ri/9YZutXe2RZWmfLwFQ2wzNAyS4OjQaL/efTcosmTMt1iycWVAjAIDaN39mU2xasyApM5ZHPP3G8YIaAVCt8jwvaSvVuhVz4r7W+eUvBAAAAFWsqaEuvrKhNTn34zeOx5FzVwtoBNSiUu7nzW5uiM/fu6L8ZQCoaobmARK8cPBMDI/mSZnONS2eXAUAuEFb1i5NzuzcO1BAEwCq2Uv9Z+P1I+eTc9u6VvvdHgAAAD7AIxtbo7E+7Xfm0bE8ntx9sKBGQC05c3kofvDK0eTcXz6wKmZOayigEQDVzNA8QIKe3tPJma6OhQU0AQCYWj5ZwtD8M++eivNXhwtoA0C12t6d/oH8gplN8Zm7lhXQBgAAAKrf4jnN8ek7039vfuq5/hgcHi2gEVBLnnq+P4ZGxpIyWRbxWGdbQY0AqGaG5gESdJcwNN/Z0VJAEwCAqWXJnOa4v21+UmZ4NI+fvnmioEYAVJvjFwbjR68fS859ZUNrNDfWF9AIAAAAasO2rvbkzNkrw/G3JWyPBqaOkdGxeLInfQnGH926ONpaZhbQCIBqZ2ge4DpdHBxOPsJ95fzpsWrBjIIaAQBMLVtK2Da/c89AAU0AqEZf330wRsbypEx9XRaPbGotqBEAAADUhntb58fdK+cm57Z390Wep/2uDkwd//jG8Th6fjA5t+3B9vKXAaAmGJoHuE7P952J0cQP17tsmQcAKJvNJQzN/+ztE3F1yBG/AFPdtZHR+MZz/cm5LeuWxrK50wtoBAAAALWllCHVN45diOf7zpa/DFATvtrdl5zpWDQz/uCmheUvA0BNMDQPcJ263z2dnOnq8IM4AEC5tLbMiDuWzUnKDA6Pxc/fPllQIwCqxQ9fOxanLg0l50o5Xh4AAACmok/fuSwWzmpKzu0oYSgWqH1vHL0Qzx04k5zb1tUeWZYV0AiAWmBoHuA6dfemD8132jQPAFBWW9alb5vftXeggCYAVIs8z2N7CR/Ar10+Jx5om1/+QgAAAFCDpjXUx1c2tiXndu4diKPnrhbQCKhmpTxQM3taQ3z+vpXlLwNAzTA0D3Adzl4eijeOXUjKrFk0M5bMaS6oEQDA1FTK0PzT+47H0MhYAW0AqAYvHzoXrx0+n5zbaisVAAAAJHlkY2s01KX9Lj06lsfXnz1YUCOgGp29PBQ/eOVIcu6LD6yKmdMaCmgEQK0wNA9wHZ49kL5lvsuWeQCAsrt58axYs3BmUubi4Ej07E//eQ6A2rD9mb7kzIKZTfFndy8vfxkAAACoYUvmNMen71yWnPvmc4dicHi0gEZANXrq+UNxLXEZUpZFPNaZftoFAFOLoXmA69DdW8rQ/MICmgAATG1ZlsXmErbN79xzrIA2AFS64xcG4x9eT/874OH1q6K5sb6ARgAAAFDbtna1J2fOXB6Kv3v1aPnLAFVnZHQsntydfvrEx29dHO2JS5cAmHoMzQNch1KG5jetsWkeAKAIW9amD83/eO/xGB3LC2gDQCX7+rP9MZL4/b++LotHN9lKBQAAAKW4r3Ve3LVybnJue3df5Ll7uDDVPb3veBw5dzU5V8oDOwBMPYbmAcZx4uJgvHviUlLmtqWzY8HMpoIaAQBMbXetnBvL5zYnZU5fHooX+s4U1AiASnRtZDS+8Wx/cm7z2iWxfN70AhoBAABA7cuyLLZ2tifn9h69EC8ePFv+QkBV2d7dl5xZs2hmfOSmheUvA0DNMTQPMI6eErbMd3X4YRwAoChZlsXmdenb5nfuHSigDQCV6h9ePxanLl1Lzm3rWl1AGwAAAJg6PnP3slg4K33J3FdLGJYFase+Yxdi9/70BUhbO9ujri4roBEAtcbQPMA4Shma7+xoKaAJAAD/Ysva9KH5XXsGHO8LMIVs7z6YnLl92ZxY3z6/gDYAAAAwdUxrqI8vb2hNzu3cMxDHzl8toBFQDZ7o6UvOzJrWEF+4f2X5ywBQkwzNA4yjZ3/a0HxdFrFh9YKC2gAAEBHxQPuCaJmZtqno6PnBeP3I+YIaAVBJXu4/G68eOpece7yrPbLMVioAAAC4UY9sbIuGxM3Po2N5fH13f0GNgEp27spQfP/lI8m5v7h/Zcya1lBAIwBqkaF5gA9x+OyVOHj6SlLmzhVzY+70xoIaAQAQEVFfl8Un1y5Jzu3cM1BAGwAqzY4SjnOfP6Mx/uye5eUvAwAAAFPQ0rnNsWVd+omh33yuPwaHRwtoBFSybz1/KAaHx5JzW7vay18GgJplaB7gQ/T0pm2Zj4jo7FhYQBMAAH7b5rXpH7js3DMQeZ4X0AaASnHi4mD88PVjybmHN7RGc2N9AY0AAABganr8wfbkzOnLQ/HD19J/rweq1+hYHk/0HEzOfezWRbF64cwCGgFQqwzNA3yInv2lDM23FNAEAIDf1tWxMGYnHrm5/9TlePfEpYIaAVAJvvFsfwyPpj0gVZdFPLqpraBGAAAAMDXd1zo/1q2Yk5zb3t1n+QlMIU/vOx5Hzl1Nzm2zZR6ARIbmAX6PPM+TN8031GWxvn1+QY0AAPh1TQ118ce3L07O/WjPQAFtAKgEQyNj8fVn+5Nzm9cujRXzphfQCAAAAKauLMtiW9fq5NzrR87HS/3nyl8IqEjbn+lLzqxeODP+8OZF5S8DQE0zNA/we/SdvhLHzg8mZe5tnRczmtK2nQIAULot65YlZ3YamgeoWT/acyxOXryWnNtqKxUAAAAU4jN3LYsFM5uSc9u7+8pfBqg4bw1cjJ79aQstIyK2drZFXV1WQCMAapmheYDfo7v3VHKmc01LAU0AAPh9PnrLomhuTPvV9o1jF6L/9JWCGgEwmb5awlaq25bOjo2rF5S/DAAAABDNjfXxlQ2tybkfvX4sjl9IW3IHVJ9SHpCZ2VQfX7h/ZfnLAFDzDM0D/B49velPsnZ2LCygCQAAv8/0pvr42C2Lk3O79to2D1BrXjl0Ll45dC45t62rPbLMVioAAAAoyiObWqM+cSP0yFgeX999sKBGQCU4f2U4vv/y4eTcFx9YFbObGwtoBECtMzQP8AHyPE8emp/WUBf3ts4rphAAAL/XlnVLkzM7Dc0D1JwdJWylmjejMf78nhXlLwMAAAD8R8vmTi/pPu43nuuPayOjBTQCKsG3XuiPweGx5NxjnW0FtAFgKjA0D/AB3j5+KU5fHkrK3N82P5ob6wtqBADA7/Px2xZHY33alqIXD56NE472BagZJy4Oxt+/djQ596X1q2J6k9/lAQAAoGjbutqTM6cuDcUPXztW/jLApBsdy+OJnvTTJD56y6JYs2hWAY0AmAoMzQN8gJ7eU8mZro6WApoAADCeudMbo6tjYXJu1xvHC2gDwGT45rOHYng0T8rUZRF/tclWKgAAAJgID7TNj7XL5yTntnf3RZ6n/c4PVL6f7Dseh89eTc6V8gAOAPwLQ/MAH6C793RyprOEQS0AAMqjlKN9d+0ZKKAJABNtaGQsvv5s+laqT9yxJFbOn1FAIwAAAOC3ZVkWW0sYdn3t8Pl4+dC5svcBJteOnr7kTHvLjPjoLYvKXwaAKcPQPMBvGR3LY/f+tKH5GU31cdfKuQU1AgBgPJ+4Y0nUZWmZnv2n4+zloWIKATBhfrTnWJy4eC05t61rdQFtAAAAgN/nz+5eHgtmNiXndnT3lb8MMGnePn4xnnk3fZnlY53tUZf6YRAA/BpD8wC/Zd+xC3FhcCQps2H1gmis9y0VAGCyLJw1Lda3L0jKjI7l8fS+4wU1AmCilPLB+a1LZsemNWl/bwAAAAA3prmxPh5evyo598PXjsWJC4MFNAImQyn382Y21cdfPLCy/GUAmFJMeAL8lu7eU8mZro6WApoAAJBiy7qlyZldewcKaALARHnt8Ll4qf9ccm7bg+2RZbZSAQAAwER7dFNb1Cduih4Zy+Prz/YX1AiYSOevDMf3XjqSnPvC/StjTnNjAY0AmEoMzQP8lu7e9COgujoWFtAEAIAUm9emD83/4p1Tcela2ilDAFSO7SVspZo7vTE+e8+K8pcBAAAAxrV83vTYvHZJcu7rz/bH0MhYAY2AifTtFw/F1eHR5Nxjne3lLwPAlGNoHuDXDI+OxXMHziRl5jQ3xO3L5hTUCACA67V83vS4e+XcpMzQyFj87K0TBTUCoEinLl2Lv3/1WHLu4fWrYnpTfQGNAAAAgOuxrWt1cubUpWvxD6+n3wcAKsfoWB47evqScx+5eWHctHhW+QsBMOUYmgf4Na8dPh9XhtKeaN20piX5+DgAAIqxeV36tvmdewYKaAJA0b75bH8MjaZtmKvL3jsGHgAAAJg869vnl7SY7qslnDgHVI6fvnkiDp25mpx7/MH28pcBYEoyNA/wa3p6TyVnujpaCmgCAEAptqxNH5r/6ZsnYrCEo0ABmDzDo2Px5LMHk3MP3b4kVi2YUUAjAAAA4HplWRaPd7Un5149dC5e7j9b/kLAhNhewoMvbS0z4mO3LC5/GQCmJEPzAL+mu/d0cqazY2EBTQAAKMWaRbPiliVpR3ReHhqNZ95Nf3gSgMmzc89AHL9wLTm3rYQP5AEAAIDy+7N7lsf8GY3JuR22zUNVeuf4xfhlCZ/FPNbZHnV1WQGNAJiKDM0DvG9weDRePJj2VHrLzKbkoSwAAIpVyrb5nXsGCmgCQFFK2Up1y5JZ0em0OAAAAKgIzY318fCG1uTcD18/FicuDhbQCCjSjp6+5MyMpvr44gMry18GgCnL0DzA+17uPxfXRsaSMp0dLZFlnmgFAKgkm9elD83/477jMTya9rMgAJPj9cPnkx96j4jY2tXud3gAAACoII9uaovUBdLDo3l849n+YgoBhTh/dTi+99KR5Nzn71sRc5rTT6QAgN/H0DzA+3p604+BsqEOAKDy3LFsTrQumJGUOXdlOJ47cKagRgCUUylb5uc0N8Tn7l1R/jIAAABAyVbMmx6bSzg59OvP9sdQ4kI8YPJ8+4VDcWVoNDm3tbO9/GUAmNIMzQO8r2f/6eRMV8fCApoAAHAjsiyLLSVsm9+5Z6CANgCU06lL1+LvXj2anPvS+lUxo6mhgEYAAADAjdja1Z6cOXnxWvxoz7HylwHKbnQsjyd6Dibn/uCmhXHzktkFNAJgKjM0DxARV4ZG4uX+c0mZZXObo70lbYMpAAATo5TtRLv2DsTYWF5AGwDK5ann+mNoNG2TXJZFPGYrFQAAAFSkjasXxG1L0wdjSzmJDph4P3vrRPSfuZKc21bCAzUAMB5D8wAR8Xzf2RhJHJDq7GiJLMsKagQAwI24d9W8WDx7WlLmxMVr8fKhc8UUAuCGDY+OxZO7+5Nzf3zbkli1wEPvAAAAUImyLCtpOPbl/nPxqvu5UPFKecBl1YLp8fHbFpe/DABTnqF5gIjo6T2dnOlc01JAEwAAyqGuLit52zwAlWnX3oEYuDCYnHv8wfbylwEAAADK5s/vWRHzZjQm53bYNg8V7d0Tl+Kf3zmVnNva2R71dZZYAlB+huYBIqKnN/2H9M4OQ/MAAJVsy7r0ofmdewYiz9NOIAJgYpTyQfjNi2dFl9/fAQAAoKJNb6qPL61flZz7u9eOxsmL1wpoBJTDEz19yZnpjfXxxQfSvx8AwPUwNA9MeeevDsfrR84nZdpaZsTK+Y52BwCoZBtWL0jeTtR/5krsO3axoEYAlGrPkfPxfN/Z5NzWrvbIMlupAAAAoNL91aa2SF0sPTyaxzef6y+mEHBDLgwOx3dePJyc+/x9K2Lu9PSTJwDgehiaB6a85w6cibHEZaKda2ypAwCodI31dfHQ7UuSczv3HCugDQA3opQt87ObG+Jz964ofxkAAACg7FbOnxGfuCP9fu6Tuw/G0MhYAY2AG/GdFw7HlaHR5NzWrvbylwGA9xmaB6a8nt7TyZlOR7sDAFSFT61bmpzZuXeggCYAlOr0pWvxN68eTc596YFVMXNaQwGNAAAAgCJs61qdnDlx8Zp7ulBhxsbyeKKnLzn34E0tccuS2eUvBADvMzQPTHndvaeSM4bmAQCqw4M3LYyZTfVJmbePX4rek5cKagRAqqeeP5S8MS7LIh7rbC+mEAAAAFCITWsWxK0lDMxuf+ZAAW2AUv387ZPRd/pKcm6r+3kAFMzQPDClnb50Ld4cuJiUuWnxrFg8u7mgRgAAlFNzY318/LbFybldNhMBVISR0bF4cvfB5Nwf37Y4WltmFNAIAAAAKEqWZbHtwfbk3Ev95+K1w+fK3gcozVe7+5IzK+dPjz++fUn5ywDArzE0D0xpzx44k5zpsmUeAKCqbFm3NDmza4+heYBK8OM3jsex84PJua1d7eUvAwAAABTus/esiLnTG5Nz20sY0gXKr/fkpfjF2yeTc491tkV9XVZAIwD4FUPzwJTW3XsqOWNoHgCgunzs1sXR1JD26++rh8/HkXNXC2oEwPUq5QPvmxbPij+4aWH5ywAAAACFm95UHw+vX5Wc+/tXj8WpS9cKaASk+FpP+qmR0xvr40sPtBbQBgB+k6F5YErr7j2d9P4si9i42tA8AEA1mTWtIf7w5vThyR/vtW0eYDK9cfRCPFfCCXFbO9siy2ylAgAAgGr16Ka2SF04PTQ6Ft98tr+YQsB1uTg4HN9+4VBy7rP3roi5M9JPmACAVIbmgSnr+IXB2H/yclLm9qVzYv7MpoIaAQBQlM1rlyZndu4xNA8wmXaUsGV+9rSG+Px9K8tfBgAAAJgwqxbMiD++fUly7slnD8bw6FgBjYDr8d0XD8flodHk3Lau9vKXAYAPYGgemLJ6ErfMR0R0ddgyDwBQjR66fUnUJ64mer7vjON8ASbJ2ctD8YNXjiTnvvjAqpg5raGARgAAAMBEeryEIdrjF65ZhgKTZGwsjx09B5NznWta4talswtoBAC/y9A8MGV1955KznTdZGgeAKAazZ/ZFJ1r0n6WG8sj/vGN4wU1AuDDPPX8obg2krYZLssiHutsK6gRAAAAMJE6O1riliWzknOlnFwH3LhfvHMyDpy6nJzb9mB7+csAwO9haB6YsroTN83X12Wxvn1BQW0AACja5nVLkzO2EgFMvJHRsfhaT19y7uO3Lo72hTPLXwgAAACYcFmWxdYSts2/cPBs7DlyvvyFgA+1vYQHVlbMmx4P3b6k/GUA4PcwNA9MSYfOXInDZ68mZe5cMTdmNzcW1AgAgKJtvmNJZFlaprv3VJy/OlxMIQA+0NP7jsfR84PJuVI+SAcAAAAq1+fuXRFzmhuSc6UM7wKlO3DqcvzsrZPJucc626K+LvGDGwC4AYbmgSmpJ3HLfEREV0dLAU0AAJgoi+c0x32t85Myw6N5/PTNEwU1AuCDfPWZvuTMmkUz4yM3LSx/GQAAAGDSzGhqiC+tX5Wc+9tXj8bpS9cKaAR8kB0lPKjS3FhX0p9vALgRhuaBKam791RyptPQPABA1duydmlyZueegQKaAPBB9h27EM8eOJOc29rZHnW2UgEAAEDN+atN7ckniA6NjMVTzx8qphDwGy5dG4nvvHg4Ofe5e1fEvBlNBTQCgN/P0Dww5eR5Hj370zbNN9Zn8UDbgoIaAQAwUTaXMDT/s7dPxNWh0QLaAPDbStlKNWtaQ3zh/pXlLwMAAABMutaWGfHHty1Jzn2t52AMj44V0Aj4dd998XBcujaSnNva1V7+MgAwDkPzwJSz/9TlOH4h7Si2e1vnx/Sm+oIaAQAwUVpbZsQdy+YkZQaHx+Lnb58sqBEA/+Ls5aH4wStHknN/cf/KmDWtoYBGAAAAQCXYVsJw7cCFwfjx3uPlLwP8R2Njeezo6UvObVqzIG5bmvZZDQCUg6F5YMrp7k3bMh8R0bmmpYAmAABMhi3r0rfN79o7UEATAH7dt144FIPD6RvgbKUCAACA2vbgTS1x0+JZybnt3QcKaAP8i39+91TsP3k5OVfKgzAAUA6G5oEpZ3cJQ/NdHYbmAQBqRSlD80/vOx5DI47yBSjKyOhYfK3nYHLuY7cuitULZxbQCAAAAKgUWZaV9ND8831nY8+R8+UvBERExI7uvuTMinnT46Hbl5S/DABcB0PzwJQyNpZHz/60ofnmxrq4p3VeMYUAAJhwNy+eFWsWpQ1YXhwcie7eUwU1AuDpfSfiyLmryTlbqQAAAGBq+Py9K2J2c0NyrpShXmB8facux0/fOpGce3RTWzTUG1kEYHL4GwiYUt46fjHOXB5KyqxvXxDTGuoLagQAwETLsiy2rE3fNr9r70ABbQCIKO0D7NULZ8Yf3ryo/GUAAACAijNzWkP85QOrknN/8+rR5BkBYHxP9ByMPE/LTGuoi4fXp/85BoByMTQPTCndvWlb5iMiNq1pKaAJAACTacu69KH5H+89HqNjiXeAARjXmwMXkk+Fi4jY2tkWdXVZAY0AAACASvRYZ1tkibcChkbG4pvP9RdTCKaoy9dG4tsvHErOffaeFTF/ZlMBjQDg+hiaB6aUnhKG5rs6DM0DANSaO1fMjeVzm5Mypy8PxQt9ZwpqBDB17eg+mJyZ2VQfX7h/ZQFtAAAAgErV1jIz/ujWxcm5J3cfjJHRsQIawdT0vZcOx8VrI8m5rV3t5S8DAAkMzQNTxsjoWDybuLlu1rSGuHPF3IIaAQAwWbIsi80lbJvfuXeggDYAU9e5K0Px/ZcPJ+e++MCqmN3cWEAjAAAAoJJte7A9OXPs/GD8+I3j5S8DU1Ce57G9uy85t2H1grhj+ZzyFwKABIbmgSlj79ELyU+6bli9IBrqfasEAKhFW9amD83v2jMQeZ4X0AZgavrrFw7F4HD6prfHOtsKaAMAAABUuj+4aWF0LJqZnCtlyBf4Xb9891T0nrycnHvclnkAKoBJUGDK6EncMh8R0dXRUkATAAAqwQPtC6JlZlNS5uj5wXj9yPmCGgFMLaNjeTzRczA599FbFsWaRbMKaAQAAABUuizLYlsJw7fPHTgTbxy9UP5CMMVsf6YvObN8bnN84o4l5S8DAIkMzQNTRndv+tB8p6F5AICaVV+XxSfXpt+k3blnoIA2AFPPT/Ydj8NnrybnSvlgHAAAAKgdn79vZcye1pCc22HbPNyQg6cvxz+9dSI592hnWzTUG1MEYPL52wiYEoZGxuL5A2eSMvNmNMbtS+cU1AgAgEqwZd2y5MzOPQOR53kBbQCmllKORW9vmREfvWVR+csAAAAAVWPmtIb44gOrknM/eOVInL08VEAjmBqe6DkYqR+PNDXUxcPrW4spBACJDM0DU8Jrh8/F1eHRpMym1S1RV5cV1AgAgErQuaYlZjenbSTaf+pyvHPiUkGNAKaGt49fLOlEuMc62/2uDgAAAMRjnW2RJd4iuDYyFk89f6iYQlDjLl8bib9+If3Pz2fvWR4LZjYV0AgA0hmaB6aEUj6I77qppYAmAABUkqaGunjo9iXJuZ17BgpoAzB1lLJlfmZTffzFAyvLXwYAAACoOu0LZ8bHb12cnPtaT1+MjI4V0Ahq2/dePhIXB0eSc1u72stfBgBKZGgemBK6e08lZ7o6DM0DAEwFm9cuTc4Ymgco3fkrw/H9l44k575w/8qY09xYQCMAAACgGpUyjHv0/GA8ve94+ctADcvzPHaUsARjQ/uCWLt8bvkLAUCJDM0DNW9weDRe6j+XlFk0e1p0LJpVTCEAACrKR29ZFM2Nab8ev3HsQvSfvlJQI4Da9tcvHIqrw6PJucc628tfBgAAAKhaH7lpYaxZNDM599Vn+spfBmrYM++ejndPXErO2TIPQKUxNA/UvJcOno2hkbTj1TrXtESWZQU1AgCgkkxvqo+P3ZJ+jO+uvbbNA6QaHcvjid19ybmP3Lwwblrs4XYAAADgV+rqsthawkP2zx44E/uOXSh/IahR20vYMr9sbnN8cu2S8pcBgBtgaB6oed29p5MzXR0tBTQBAKBSbVm3NDmz09A8QLJ/evNEHDpzNTn3+IPt5S8DAAAAVL0v3L8yZk1rSM7tKGEIGKai/tNX4idvHk/OPbqpLRrrjSYCUFn8zQTUvO7eU8mZTkPzAABTysdvWxyN9WknDb148GycuDBYUCOA2lTKB9JtLTNKOhEEAAAAqH2zpjXEX9y/Mjn3g1eOxNnLQwU0gtrytd19kedpmaaGunh4/apiCgHADTA0D9S0S9dG4rXD55MyK+ZNj9YFMwpqBABAJZo7vTEevGlhcm6XbfMA1+2d4xfjl++mP9j+WGd71NWlPdgEAAAATB1bu9qTM4PDY/GtFw6VvwzUkCtDI/Gt59P/nPzZ3cujZda0AhoBwI0xNA/UtOf7zsTIWNojr50dLZFlPowHAJhqtqxdmpzZaWge4Lrt6OlLzsxoqo8vPpC+LQ4AAACYOlYvnBkfu3VRcu5rPQdjZHSsgEZQG77/8pG4MDiSnNtWwoMsADARDM0DNa2n93RypnNNSwFNAACodA/dsSRSFxnv3n/GEb4A1+H81eH47otHknNfuG9lzGluLKARAAAAUEtKGdI9cu5qPL3vRPnLQA3I8zx2dPcl5x5omx/rVswtfyEAKAND80BNK2lovsPQPADAVLRw1rRY374gKTM6lsfT+44X1Aigdnz7hUNxdXg0Obe1q62ANgAAAECt+cObF8XqhTOTc6UMBcNU0NN7Ot4+fik5t+3B9vKXAYAyMTQP1KzzV4Zjz9HzSZnVC2fG8nnTC2oEAECl27JuaXJm196BApoA1I7RsTye6DmYnPvIzQvjpsWzC2gEAAAA1Jq6uiy2dqY/fN+z/3S8OXChgEZQ3b5awgMlS+c0x+a16Z+zAMBEMTQP1KzdB05HnqdlNq2xZR4AYCor5WbuL945FZeujRTQBqA2/OytE9F/5kpybmtne/nLAAAAADXrC/evjJlN9cm5Hd3pD/tDLTt05kr8pIRTdh/Z2BqN9cYRAahc/pYCalZP7+nkTFeHoXkAgKls+bzpcffKuUmZoZGx+NlbJwpqBFD9tpewlap1wYz4+G2Ly18GAAAAqFmzmxvjiw+sSs59/+XDce7KUAGNoDp9bffBGEtcUtlUXxdf3thaTCEAKBND80DNKmVo3qZ5AAA2r0vfNr9zz0ABTQCq37snLsY/v3MqOfdYZ1vU12UFNAIAAABq2WOdbcmZweGx+OsXDhXQBqrPlaGReOq5/uTcZ+5eFgtnTSugEQCUj6F5oCadvHgt3jp+MSlz65LZsWi2H+ABAKa6LWvTh+Z/+uaJGBweLaANQHUr5Xjz6Y31JW2FAwAAAFizaFZ89JZFybkneg7GaOpqbahBP3j5aFwYHEnOPd61uoA2AFBehuaBmrR7f/qW+c4OW+YBAHjvQ5Vbl8xOylweGo1flrBJGaCWXRgcju++dDg59/n7VsTc6Y0FNAIAAACmgm1d7cmZw2evxk/2HS9/GagieZ7Hju6+5Nx9rfPizpVzy18IAMrM0DxQk3oMzQMAcAM2r0vfNr9z70ABTQCq17dfOBxXhtJP4Sjlg20AAACAf/HRWxZFe8uM5Nz2EoaFoZb07D8dbx2/mJzb9qAt8wBUB0PzQE3q6U0bms+yiE2rDc0DAPCeLWvTh+af3nc8hkfHCmgDUH3GxvJ4oqcvOffgTS1xc+JpHwAAAAC/rq4ui8c625Nz3b2n4+0SBoahVpSyZX7x7GnxqRIWEQHAZDA0D9ScY+evxoFTl5Mya5fPibkzHP0OAMB7bl82O1oXpG0iOndlOJ47cKagRgDV5Wdvn4iDp68k57Z12UoFAAAA3Li/eGBlzGyqT86VMjQMteDw2Svxj28cT849uqktGuuNIAJQHfyNBdSc1C3zERFdHQsLaAIAQLXKsiy2lLAZZeeegQLaAFSf7d0HkzMr50+PP7ptcQFtAAAAgKlmTnNjfOH+lcm57710JM5fGS6gEVS2r+0+GGN5Wqapvi6+vKG1mEIAUABD80DN6S5haL6zo6WAJgAAVLPNa9OH5nftHYix1LvKADWm9+Sl+MXbJ5NzWzvbo74uK6ARAAAAMBU91tmenLk6PBrffvFQ+ctABbs6NBpPPZf+//vP3LUsFs2eVkAjACiGoXmgpuR5nrxpvr4ui/XtCwpqBABAtbp31bxYnHiz98TFa/HyoXPFFAKoEk+UcIz59Mb6+MsHVpW/DAAAADBl3bR4Vnzk5vRT53f09MWo5ShMIX/zypE4fzX9hIWtXe3lLwMABTI0D9SUQ2euxpFzV5Myd6+cG7OmNRTUCACAalVXl5W8bR5gqro4OBzfefFwcu5z962IuTMaC2gEAAAATGWPP9ienDl05mr89M0T5S8DFSjP89hewhKMe1vnxd2r5pW9DwAUydA8UFO6e08lZ7o60p8sBwBgavjUuvSh+R/tORZ5bgsRMDV958XDcXloNDm3tYTj0gEAAADG87FbFkdby4zkXClDxFCNnj1wJt4cuJic22bLPABVyNA8UFO6e08nZ7o6WgpoAgBALdiwekHMS9x8fOjM1Xjj2IWCGgFUrrGxPHaU8IFyV0dL3Lp0dvkLAQAAAFNeXV0Wj5XwsP4v3z0V7xxPHySGarP9mb7kzKLZ0+JT65aVvwwAFMzQPFAz8jyPnv1pQ/NN9XVxX9v8ghoBAFDtGurr4hO3L0nO7dozUEAbgMr283dORt/pK8m5rbZSAQAAAAX64gMrY0ZTfXJuR09f+ctABTly7mr8+I30zzMe2dgaTQ3GDgGoPv72AmpG78lLcfLitaTMfW3zorkx/ZdjAACmji3rliZndu41NA9MPaVspVoxb3o8VMLDSQAAAADXa05zY3zhvpXJue+9dCTOXx0uoBFUhq/1HIyxPC3TWJ/FVza2FlMIAApmaB6oGd29aVvmIyK6OhYW0AQAgFry4E0LY2biFqK3j1+K3pOXCmoEUHn2n7wUP3/7ZHLusc62qK/LCmgEAAAA8Ctbu9qSM1eGRuPbLxwqoA1MvsHh0Xjq+f7k3J/cuSwWz24uoBEAFM/QPFAzut9NH5rv7GgpoAkAALWkubE+Pn7b4uTcLtvmgSnkiZ6DyZnmxrr40vpVBbQBAAAA+E03LZ4dH7k5faneEz0HYzR1FTdUgb955Uicu5J+ksK2B1cX0AYAJoaheaAmjI3lsftA2tD89Mb6uHvlvGIKAQBQU7asW5qc2bXH0DwwNVwcHI7vvHg4Ofe5e1fEvBlNBTQCAAAA+F1bO9uTM/1nrsTP3jpR/jIwifI8j+3d6Usw7l41L+5ZNa/8hQBgghiaB2rCvoELyU/Arl+9IJoafBsEAGB8H7t1cfLPjq8ePh9Hzl0tqBFA5fjui4fj0rWR5NzWrvbylwEAAAD4PT5+2+JoXTAjObe9u6/8ZWASPXfgTOw7diE597j7eQBUOdOiQE3o6U3bMh8R0bmmpYAmAADUolnTGuIPb16UnLNtHqh1Y2N5PNGTvpVq05oFcdvSOQU0AgAAAPhg9XVZPNbZlpz753dOxbsnLhXQCCbHjp6+5MzCWdPi03cuK38ZAJhAhuaBmlDK0HxXh6F5AACu35Z1S5MzO/camgdq2z+/eyr2n7qcnNvWtbqANgAAAAAf7osPrIrpjfXJuSdKGDKGSnT03NXYtfd4cu6Rja3JJ/ICQKXxNxlQ9UZGx+LZA2eSMrObG2LtchvtAAC4fg/dvjjq67KkzPN9Z+LkxWsFNQKYfNufOZCcWTFvejx0++IC2gAAAAB8uLnTG+Pz961Izn3nxcNxYXC4gEYwsZ7cfTBGx/KkTENdFo9sbC2oEQBMHEPzQNV7/cj5uHRtJCmzcfWCaKj3LRAAgOs3b0ZTdK5JO60ozyOe3pe+sQWgGhw4dTl++tbJ5Nxfdbb5nRwAAACYNNu62pMzV4ZG4zsvHC5/GZhAg8Oj8c3n+pNzf3LXslg8p7mARgAwsXw6BVS9nv2nkzOdHQsLaAIAQK3bvG5pcmbnnoECmgBMvlKOJZ/WUBdfemBV+csAAAAAXKebl8yOB29KW5AS8d69kLHEDd1QSf721aNx9kr6iQlbS3jQBAAqkaF5oOr19KYPzXd1pP8CDAAAm+9YElmWlunuPRXnrzq2F6gtl66NlLRd7XP3roj5M5sKaAQAAABw/bZ1rU7O9J2+Ej9/O/3UPagEeZ7Hju6+5NzdK+fGvavmlb0PAEwGQ/NAVbs2MhrP951JyiyY2RS3LpldUCMAAGrZ4jnNcV/r/KTM8GgeP33zREGNACbH9146HBevjSTnbKUCAAAAKsEf3bY4Vs6fnpz7aglDx1AJXjh4NvYevZCc29rVHlnqNiEAqFCG5oGq9kr/uRgcHkvKbFqzIOrq/EAPAEBptqxdmpzZuWeggCYAk2NsrLStVBtXL4jbl80pfyEAAACARPV1WWztbE/O/eLtk9F78lL5C0HBtpdwP2/hrKb4k7uWlb8MAEwSQ/NAVevZfzo509mxsIAmAABMFVvWpQ/N/+ztE3F1aLSANgAT75fvnorek5eTc9tsmQcAAAAqyF8+sCqmN9Yn556wbZ4qc+z81ZKW+3xlQ2tMa0j/MwIAlcrQPFDVunvTh+a7OloKaAIAwFSxasGMWLs8bVPy4PBY/PztEwU1AphYpWyZXz63OT5xx5LylwEAAAAo0dwZjfG5+1Yk577z4uG4ODhcQCMoxtd398foWJ6UaajL4pFNbQU1AoDJYWgeqFpXh0bj5f6zSZnFs6fFmoUzC2oEAMBUsWVt+rb5Ura4AFSag6cvxz+9lf4Q0KOdbdFQ71YkAAAAUFm2drYnZy4PjcZ3Xjxc/jJQgMHh0fjGc/3JuU/duSyWzGkuoBEATB6fVAFV68WDZ2N4NO1J2K6OlsiyrKBGAABMFVvWpQ/N/2TfiRgaGSugDcDEeaLnYORpv4pHU0NdPLy+tZhCAAAAADfg1qWzo3NN+mn1T/QcjLHEzd0wGf7+tWNx5vJQcm5bV3v5ywDAJDM0D1St7t5TyZmujoUFNAEAYKq5afGsWLMo7QSji9dGSvoZFqBSXL42En/9/KHk3GfvWR4LZjYV0AgAAADgxm17sD05c+DU5fj5OyfLXwbKKM/z2N59IDl354q5cV/rvPIXAoBJZmgeqFrdvaeTM50d6U+IAwDAb8uyLLasTd82v2vvQAFtACbG914+EhevjSTnttpKBQAAAFSwh25fEivmTU/O7ejuK38ZKKOX+s/GniMXknPbutojy7ICGgHA5DI0D1Sli4PD8fqR80mZlfOnx6oFMwpqBADAVLNlXfrQ/I/3Ho9RR/YCVSjP85I+CN7QviDWLp9b/kIAAAAAZVJfl8VjnW3JuZ+9dTL2n7xUQCMoj68+05ecaZnZFJ+5e1n5ywBABTA0D1Sl5/vOJA8bddkyDwBAGd25Ym4sn9uclDl9eShe6DtTUCOA4jzz7ul490T6h8C2zAMAAADV4EvrV0VzY/oY1RM9BwtoAzdu4Pxg7NyTfvrtVza2xrSG+gIaAcDkMzQPVKXud08nZ7o6FhbQBACAqSrLsthcwrb5nXvTb1IDTLbt3QeSM8vmNscn1y4poA0AAABAec2b0RSfu3dFcu47Lx6OS9dGCmgEN+brzx6MkcRllA11WTyyMf3UBQCoFobmgarU3Zs+NN9p0zwAAGX2qXXpR5Tu2jMQeZ52oxpgMvWfvhI/efNEcu7RTW3RWO/2IwAAAFAdSjkx79K1kfjui4fLXwZuwLWR0fjGs/3JuS3rlsbSxBN2AaCa+NQKqDpnLw/FvoELSZk1i2bGkjl+sAcAoLzub5sfC2c1JWWOnh+M1w6fL6gRQPk90dMXqc/6NDXUxcPrVxVTCAAAAKAAty2dE5vWLEjO7ejui7HEjd5QpL9/9VicvjyUnNtWwoMjAFBNDM0DVefZA6eTP6zvsmUeAIAC1Ndl8Yk7libndu4dKKANQPldvjYS33rhUHLuz+5eHi2zphXQCAAAAKA4pQwN7z91Of753VPlLwMlyPM8tnf3JefWrZgT97fNL38hAKgghuaBqtPdezo507lmYQFNAADgveNKU+3cMxB56pOgAJPg+y8fiYuDI8k5W6kAAACAavTQ7UtixbzpybntzxwooA2ke6n/XLx+JP20262d7ZFlWQGNAKByGJoHqk5PCUPzpRyhBgAA16NzTUvMbm5Iyhw4dTneOXGpoEYA5ZHneewoYSvVA23zY92KueUvBAAAAFCwhvq6eHRTW3Lup2+djAOnLhfQCNKUcj9vwcym+NO7l5e/DABUGEPzQFU5cXEwebjotqWzHQkPAEBhmhrq4qHblyTndu4ZKKANQPl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HfN+A7Tq8Y/zcQaoAYKpkYGD0WmuHJPm5jmmvr6rPDFEPwD6i17weWRuYGr1mANYh/wKjpccMLMOheZimm3aMv7fn9d/TMd5V31bshKOupyb1ee+67tuNWmsX73F9YIJaa5dKcmTHtNOHqAWA6ZGBgQn52SRHd8x5zhCFAOwzes0rkrWBqdFrBmAd8i8wAXrMQCeH5mGajusY/0DP6/9jx/hYv8g4Nskhu4xfkOQjPa7/oSxe83Mgy3zIBPaf45K0jjmfHKAOAKZJBgamouu1uV9N8r+GKARgnzmuY1yv+cBkbWBqjoteMwCrk3+BsdNjBjodvO0CgJUc0zH+8Z7X72qYXbfn9VfVdd8+XVXn97V4VZ3fWjstyTV2mXbddH9RBOwvP9Ux/o0ks3x9WGvtCkmuleTKSY5IcrEk5yQ5O8kXsnhF/Je2VyEwdjtPlblOkqsnuWySSyT5VhZ7yRlJPpvFXnLOtmocgAwMjF5r7apJ7tQx7QV97ldjIgcDA9NrXp2sDUzNvu01J3I2sDp95n8j/wKjpcf8g+RfuGgOzcM0XbNj/BM9r991/Wv1vP6quurq+759Z43dPsSN9d4BW9BaOyjJfTqmvbWqdnuqwqS01h6ZxYfZW2Xx4a1r/hlJ3pfk7UleneTv53Q/gJUc21r7H0lul+TGSQ7tmH9ha+1jWbza9fVJXlNVX+65xiHJwMAUPDTdb8Sc9Wtz5WBgi67ZMa7XfGCyNjAZ+7HXnMjZwFr0mX+Q/AuM2b7vMSfyLyzDoXmYmNbaFZMc1jHtcz2X0XX9w1trVxjhh8CuD0h937dl1vAhDvheP5vufeGvhyhkQM/c4/yjsmhY3i7JbyT5fGvtOUn+uKqG2NeB8bn3HucflOT6O38ekMWXG69N8owkr6yq2nB9Q5OBgVFrrbUkD+mY9q6q+tAA5WyTHAwMTq95bbI2MCX7sdecyNnA6vSZf5D8C4ySHvP3kX+hQ9eva4Dx6fwVWJK+X53yxSXmLFPn0LpqGuKVM133boz3DdiC1trFkjy5Y9r5SV42QDlTcuUkv5nkE62132utHbXleoDpOSjJT2bxRfF7Wmtdr3IcOxkYGLvbJbl2x5zZPwFoA+RgYBV6zeuRtYFJ0Gtei5wNrGpufeZE/gXGS495c+RfZs+heZieozvGv1FV5/VZQFWdk+TMjmlddW5DV01DPK2oa40x3jdgOx6Z5EYdc55fVV8bopgJukSSX03yodbaXbZdDDBZN03yutbac1trl952MSuSgYGxe1jH+NlJXjxEITMhBwN7ode8HlkbmAq95vXJ2cA65tBnTuRfYLz0mDdP/mW2HJqH6blsx/g3Bqmie52uOrdhDPduivcNGFhr7RpJntIx7VtJ/vsA5UzdVZK8urX2G9suBJi0hyb5+9badbZdyApkYGC0WmtHJrlHx7SXVdVQvY45kYOBZYwhKy6zzljz4hju31TvHTAQveaNk7OBdUy5z5zIv8AI6TH3Tv5ldhyah+m5TMe4LzIObAz3bor3DRhQa+2gJCcnuVTH1JOq6pP9VzQLLcl/a609fduFAJN2gyy+0LjhtgvZIxkYGLMTkhzWMcdrc1cnBwNdxpAVl1lnrHlxDPdvqvcOGIBec2/kbGAdU+0zJ/IvME56zP2Tf5mVg7ddALBnl+gYP3uQKpKzOsa76tyGMdy7Kd43YFhPSnLbjjmnJfmt/ksZ1DeTvDXJB5N8KMk/Jflakq9n0QA7LItXKl42yXWT/ESS2yQ5dg9r/EJr7cyqetwG6wbG5UNJ3pPFXvLBLPbLr+/8OT+LPeToJFdIcsss9pEfT7LsK3Evl+QNrbUfr6p/2WzpvZGBgTF7eMf4x6vqLYNUsj1yMLBNY8iKyXTz4hju31TvHTCM/dprTuRsYD36zBdN/gXGSI95Qf6FJTk0D9NzSMf4tweponudrjq3YQz3bor3DRhIa+2uSf6fjmmV5OFV9c0BSurbp5OckuRVSd5SVd/aZe63svgw96ksGpUvTpLW2o2TPC7J/bJctv211tp7quol6xQOjMYFSf4mySuTvKqqTuuY/6WdPx9J8qYkT2mtXSLJQ5L8apJlXot7xSSntNZuVVXnrlj3kGRgYJRaa/8hyQ93TJvrE4DkYGAsxpAVl1lnrHlxDPdvqvcO6Nk+7DUncjawOn3m5ci/wKjs8x5zIv/CSg7adgHAno3hg8gy64zxw8gY7t0U7xswgNbasUlelO589kdV9foBSurLhVk0Hu+W5NpV9StV9caOD3AHVFUfrKoHJrl+kncv+dee1Vq7yirrAaPxhSyegnaNqvrpqnrmEl9kXKSqOreqnpnkmCS/lEXTqMtxSX5nlfW2QAYGxqrrCUDfTvKnQxQyEDkYGKMxZMVl1hlrXhzD/ZvqvQN6tI96zYmcDaxHn3lv5F9gbPZbjzmRf2FtDs3D9HT9//aCQaroXudig1SxN2O4d1O8b0DPWmuXT/KKdL+28d1ZPKFiyn6nqn6yql5RVRdu6qJV9ckkt07yh0tMv1SS39/U2sBWXL2qHl9Vn9vUBavqwqo6KYu95NNL/JUTd56+MHYyMDA6rbVDkjygY9qrq+oLQ9QzEDkYGKMxZMVl1hlrXhzD/ZvqvQN6ss96zYmcDaxHn3lv5F9gNPZpjzmRf2FtDs3D9HT9cnaZV6VsQtc6K/2CrWdjuHdTvG9Aj1prl8ziS4xrd0z9apJ7V9X5/VfVn6rq7SkTVXV+VT0myZOWmH6f1tpN+qoF6FfPe8m7ktwmyWc6ph6c5Ml91bFBMjAwRscnObpjzqxemysHAyM1hqy4zDpjzYtjuH9TvXdAD/ZbrzmRs4H16DPvmfwLjMnx2Wc95kT+hU1waB6mp6uBNdQXGRfvGB9jo20M926K9w3oyc6vn09J8qMdU89JcreqWuaJFPteVT0xyUuXmDqHJykBPaiqzyS5e5JzO6berbV23QFKWocMDIzRwzrGv5jk1UMUMidyMLCCMWTFZLp5cQz3b6r3Dtgwveb+yNnAqmbWZ07kX2Bc9Jh7Iv8ydw7Nw/R0/TL2kEGqmOaHkTHcuyneN6AHrbWDkrwgyZ07pn4ryb2q6u39VzUrj0rylY4599x5+hLAD6iq9yb5nY5pByX5uQHKWYcMDIxKa+1qSe7UMe35fT4xZ+bkYGAvxpAVk+nmxTHcv6neO2CD9JoHIWcDK5lRnzmRf4GR0GMehPzLbDk0D9NzZsf4pQapIrl0x3hXndswhns3xfsGbFhrrSX5kyT36Zh6YZIHVZVfQO9RVZ2e5Lc7ph2W5K4DlANM1+8l+VLHnHsNUcgaZGBgbB6a7p7kc4coZI7kYGCPxpAVk+nmxTHcv6neO2BD9JqHIWcDa5pDnzmRf4Hx0GPumfzLnDk0D9PztY7xob7I6Fqnq85tGMO9m+J9Azbv95M8fIl5j6qqF/ddzIw9O8lZHXNuN0QhwDRV1blJntkx7djW2hWGqGdFMjAwGjsHeh7SMe0tVfWxAcqZMzkYWNYYsuIy64w1L47h/k313gGbo9c8HDkbWMlM+syJ/AuMgB7zoORfZsmheZier3aMHzVEEUmO7BjvqnMbxnDvutYY430DNqi19t+SPHaJqb9SVc/quZxZq6ozk3Q9OelWQ9QCTNpLl5gz5r1EBgbG5PZJrtUx5zlDFDJncjCwB2PIisk0e83JOO5f1xpjvXfABug1D0vOBtY09T5zIv8C46DHPBD5l7lyaB6m5ysd44e21o7qs4DW2tFJDumYNsYPI1337ooD1HCljvEx3jdgQ1pr/yXJbywx9QlV9ft917NP/O+O8esNUgUwWVX1kXS/Ovf6Q9SyIhkYGJOHdYx/M8nLhihkH5CDgWXoNa9H1ga2Rq95a+RsYCUz6DMn8i8wDnrMw5J/mR2H5mF6PrPEnB/quYZlrr9MnUPrqqnv+7bMGp8eoAZgC1prv5jkKUtM/b2qenLf9ewj7+sYP6y1NsT+D0zb+zvGrzlADauSgYFR2Dl0eY+OaS+uqrMHKGc/kIOBZeg1r0fWBrZCr3mr5GxgHe/vGL/mADWsQ/4FtkqPeSvkX2bHoXmYmJ1Xn3T9gvcaPZfRdf0vV9VZPdewik91jPd935ZZo6tGYIJaaz+f5KQlpv7/VfW4nsvZb05dYs4V+i4CmLxTO8bHvI/IwMBYnJDkEh1zvDZ3c05dYs6Y//0CBqDXvDZZGxicXvPWnbrEHDkbOJBTO8bHvn/Iv8C26TEP79Ql5oz93y/4Pg7NwzR1Bf3r9rx+1/XH+kFk2/dtmTXGeu+AFbXWHpjkmUlax9TnJjmx/4r2na8vMefw3qsApq5rLxnzPiIDA2Px8I7xD1fVOwepZH+Qg4FlbTsvTjkrbvveLbPGmO8fsEd6zaMgZwPrmHKfOZF/ge3TYx6e/MvsODQP0/ThjvHr9bz+MR3jXfVtS1ddl2utXbavxVtrl0tymY5pY713wApaa/dO8rx0Z64XJfn5qqr+q9p3zl9izsV7rwKYuq69ZMz7iAwMbF1r7SZJbtYxzROANksOBpal17w6WRsYjF7zaMjZwDqm3GdO5F9gi/SYt0b+ZXYcmodpel/H+E17Xr8rhHTVtxVV9ekkX+uY1ue967pvX62q03pcHxhQa+1uSV6Y5GIdU1+e5EFVdWH/Ve1Lhy0x55zeqwCmrmsvGe0+IgMDI9H1BKDzk7xgiEL2ETkYWJZe84pkbWAoes2jImcD65hsnzmRf4Gt02PeDvmX2XFoHqbpvR3jx7XWuhpnK2mtHZzkJh3TRvtFRrpr++Ee1+669pjvG7AHrbU7J3lpun9R+5ok96uqb/df1b51xSXmnNl7FcDUde0lY99HZGBga1prhyY5oWPaX1fVV4aoZx+Rg4Fl6TWvR9YGeqXXPDpyNrCOqfeZE/kX2AI95q2Sf5kdh+Zhmv4hybm7jB+R/j6M/EiSw3cZPzfJe3paexPe2jF+2x7Xvl3HeFdtwAS01m6bxRN9Du2Y+sYk96iqZV5nxequs8Scz/VeBTB1XXvJ2PcRGRjYpuOTHN0xx2tzN08OBpal17weWRvojV7zKMnZwDqm3mdO5F9gO46PHvO2yL/MjkPzMEFVdW66A/+delr+jh3jb9mpb6xe3zF+m9baIZtetLV2iSS37pjWVRswcq21WyV5RbpfUfXWJHcb+X45Fz/aMf6VqvLLZ+CAdrJh1ytlPzVELWuQgYFteljH+GeTvG6IQvYZORhYil7z2mRtoBd6zaMlZwMrmUmfOZF/ge3QY94e+ZfZcWgepqsr8N+jp3Xv1TE+9hDyziTf2GX8kknu3MO6d83ujc2vJ3lXD+sCA2mt3SyLV+Ae0TH1XUl+qqrO6r8qkvx0x/gHBqkCmLI7pvuJbmPfS2RgYCtaa1dL94HI51XVhUPUs8/IwcBe6DWvTtYGNk6vedTkbGBVc+gzJ/IvMDA95q2Tf5kdh+Zhuv6iY/xmrbXrbXLB1toNk9y4Y9opm1xz06rq20n+qmPaCT0sff+O8Zfv1AZMUGvtRll8kXtkx9R/THKXqtqtmcSGtNZukOQWHdPePkQtwKQ9qGP8W0n+YYhCViUDA1v00Ozef6wkzxuoln1DDgZWoNe8Ilkb2DS95vGSs4E1Tb7PnMi/wFboMW+J/MtcOTQPE1VV/5LkHR3TTtzwsr/YMf62qprCK8Ne2DF+z9balTe12M6vHo/vmNZVEzBSrbVjkrwhydEdUz+S5E5VdXr/VbHjvy4x57W9VwFMVmvtuul++uWbq+qcIepZkwwMDKq11rL4QmM3b5xIH2Fq5GBgT/Sa1yZrAxuh1zx6cjawkpn1mRP5FxiIHvPWyb/MkkPzMG1dv5R7aGvtSptYqLV21XT/+vnkTaw1gL9Nctou4xdP8msbXO9xSQ7eZfwzSf73BtcDBtJau2YWe8oPdUz9eJI7VtW/9l4USZLW2o8leWDHtM8ledsA5QDT9YdJLtYx56VDFLIBMjAwtNsnuWbHnOcMUMe+IgcDa9BrXp2sDaxNr3nc5GxgTXPqMyfyLzAcPeYtkX+ZM4fmYdpekOTLu4wfnuQpG1rrvye5xC7jX9qpZ/Sq6oIkJ3VMe/QmXjncWjs2yaM6pj11pyZgQnaekPC3Sa7aMfXUJHeoqi/0XhRJktba0Un+PEnrmPrsqqoBSgImqLX2q0nu0jHtG0leMkA5a5OBgS14eMf46UlePkQh+4UcDKxJr3lFsjawLr3mcZOzgXXMrc+cyL/AoPSYt0D+Ze4cmocJq6pzk/xBx7QHtdbuvs46rbV7JzmhY9pJVXXemutcs7VWHX+euM4a3+NPknxtl/GLJ/mz1tohqy7QWjs0yZ9l9189fy3Js1ddA9iO1trls3hN7rU7pn42ye2rarenLWxd3/tva+3Q1trNN1jybmtdJotXgF2jY+pZSZ7Wf0XAprTWbtZaO2ygtR6cxUGeLs+oqq+vuZYMDMxOa+2oJF29iBfu9DW2Rg4G+K659Zp31pK1gdGbW685kbOBcZtrn3lnPfkXmI2p9JgT+RemxqF5mL6Tsnjd1G6e31r7kVUu3lq7ZZLndkz7TLq/UBmVqjozyRM6pt08ycmttT3vla21iyV5fpKbdkz9zZ1agInY+XD2uiQ36Jj6xSye+vOp3osav8OSvLu1dkqfH+Z2/q17b5IfXmL6b1fVV/uqBejFg5J8srX2i621S/axQGvtkNbaSUlOTvfn5S9lc0/aHIQMDAzoAdn9CcJJd69hDuRgYGpOil7zSmRtYBV6zSuTs4F16DNvgPwLDECP+bvkX9ggh+Zh4qrq7CS/0jHtUkle11r7mb1cu7X2s1n8euyIjqm/XFXn7OXaI/GMJB/omHP/JKe01i697EVba0cm+csk9+2Y+o9J/njZ6wLb11o7IsmrkxzXMfUrSe5YVR/rvahpuUcWH+be3Fp78M79XFtr7TKttSckeUuSay7xVz6Q5P/bxNrA4K6UxQGa01prT22t3WRTF26t3TbJW5M8Zsm/8piqOmNT6w9IBgaG8LCO8fdW1fsGqWQc5GBgEvSa1yZrA0vTa94IORtYlT7zZsi/QJ/0mH+Q/AsbsNsrbICJqKq/aK39eXZ/re2RSf5Xa+1FSX6rqj56oImttWOTPD7dH0KSxatuTtlTwSNRVRe01h6Y5J3Z/deJxyf5cGvt8UledKBX++y8xu2EJE9KcpWO5c9J8sCqumDPhQPb9KIkt1pi3kuS3Kq1tszcTfhCVb1qoLU24T/u/HlGa+1vk7wmiwbih6rqwmUu0Fo7OItfON8vySPS/aX7d5yR5B5V9a29Fg2MymWSPDbJY1trH0vyyiRvTPKOqtrtlbDfp7V2xSR3THJikr08LfNpVfWSPcwfDRkY6NvOF80365j2nCFqGSE5GGaotXabJMfs8a9dr2P8iNbaI1Yo5++q6uMr/L1/o9e8OlkbhjWD/VeveXPkbBjQDPbf76XPvAb5F4Y1s/13V3rMneRfWIND8zAfj8wiMFx/lzktiw8ZJ7TW3pfk7Uk+leTMLJ4QdK0kP55k2V9SfzTJo1YteAyq6gOttROTPKtj6lWzeK3PU1trb8ziV8tfyeKeXi6Le3b7JMv+QvrEqvrgalUDW3TjJec9utcqftDfJZnaFxnJ4jViP73zJ0nOaq39c5KPJfl8ki8nOTvJeUkumeSySY5Oct0svlDa62szz0pyfFV9cv3SgRE5Jskv7/yp1tppWeTUU7N4ffnpWewjyeJLkKOTXCHJj2axn+zVX+2sNVkyMNCzh3eMn5vkz4coZMTkYJiXhyV58IaveXS6s9pFeWiSTXxprde8IlkbBjX1/VevefPkbBjG1PffA9FnXoH8C4Oa6/57UfSYlyP/wgocmoeZqKozW2t3zuJVKVdf4q/cdOfPqj6T5M5VdeYa1xiFqnp2a+1qWTzxqMuRSe6+82dVT6yq/fyLR4ADuWQWX8p3/Wp8Fadn8QHuzT1cGxiPlkUWXiYPr+IlWTy95ts9XX8wMjDQh9baoUke0DHtlAm/drwvcjAwKnrN65G1AUZDzgZWpc+8B/IvsEl6zGuRf2EJB227AGBzquozSe6QpO9fdH0iye131puFqnpCkicPsNSTqupJA6wDwHd9IMktfIAD1nBBkl+vqvvN6XWDMjDQg+OzeFrNbnypORw5GFiZXvN6ZG2AWZOzgVXNss+cyL/ARh0fPeaxkX+ZFYfmYWaq6hNJbpHktT0t8TdJfmSOr1rZ+SB33yxeIbxpZya5T1U9sYdrA3DRzs3iqRa3mOO/W8Bg3p3k5lX1lG0X0gcZGNiwrtfm/kuSNw1Qx34nBwMbode8HlkbYHbkbGAds+4zJ/IvsDF6zOMh/zJLDs3DDFXV6VV1lyQPSfLlDV32y0keXFU/WVWnb+iao1NVL01ygySnbPCypyS5QVW9bIPXBJiS85K8Mck5A613dpI/TPJ/VdVvVdX5A60L9Ot9WTTChvLeJPdK8qNV9f4B1x2cDAxsQmvt6lk8kXg3z62qGqKekZCDgcnTa16PrA3QCzkbWIc+c4/kX2AdeswHJP/CBh287QKA/lTV81trf5HkwUn+cxYfTvbqn5L8UZKTq+rsTdY3VlX12ST3aq3dLMkvJblnksP2eJlzkvxFkqdW1fs2XCLApFTVOUnu0Fo7JMktk9wuyY8lOS7JFTa0zNlJ3pzkZUleVlXf3NB1gZGoqucneX5r7WpZ7CM/keTmWWTci29omU8keWWSP6uq92zompMgAwMb8NDs/oCOC5M8f6BaRkEOBuZEr3l1sjbAZsnZwDr0mfsn/wJr0GO+CPIvbFbbfz+8gf2rtXZMkrskuVmSGya5SpJLJTk8i3/8vpnks0k+ksUvnl9TVR/fTrXj0Vo7LMnts/jAfKMkxyS5TBb3Llnct68l+ViSDyf5uyRv3AktAOyitXblLD7MXT/J1b7nz+Wz+Pfp8CwaaS2L13+dneRfk3w+yaeSfDDJ+5O80y+cYX/aaRDdKMl/SHKtfHcfuUqSS2exhxye5NAk52exl3w9yReyyL4fzWIveUdVfWbo+sdKBgbolxwMTJ1e8+pkbYD+yNnAqvSZ+yP/AvRH/oW9c2geAAAAAAAAAAAAAIDZ2u11FgAAAAAAAAAAAAAAMGkOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFsOzQMAAAAAAAAAAAAAMFv/ByhNUZKNCm2wAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 3600x2400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reservoir size needed: 7.500000\n"
     ]
    }
   ],
   "source": [
    "T = len(Q) # timestep is the length of number of inflows\n",
    "K = np.zeros(T+1) # reservoir capacity\n",
    "R = 3.5*np.ones(T) # target demand/release\n",
    "\n",
    "for t in range(T):\n",
    "    K[t+1] = max(R[t] - Q[t] + K[t], 0) # if negative, we keep 0 instead\n",
    "\n",
    "plt.plot(K)\n",
    "plt.show()\n",
    "\n",
    "print('Reservoir size needed: %f' % np.max(K))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "acoustic-ancient",
   "metadata": {},
   "source": [
    "Or, write as a function instead"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "neural-douglas",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sequent_peak(R, Q):\n",
    "    # accepts inflow and outflow arrays\n",
    "    # returns sequent peak reservoir capacity\n",
    "    assert len(R) == len(Q), 'R and Q must be the same length' # assert that it's true, if false print that statement\n",
    "\n",
    "    T = len(Q)\n",
    "    K = np.zeros(T+1)\n",
    "\n",
    "    for t in range(T):\n",
    "        K[t+1] = max(R[t] - Q[t] + K[t], 0)\n",
    "\n",
    "    return np.max(K) # at the end return the capacity value\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "27a1d4d8-fb56-469f-bed9-713f56f5a52b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7.5\n"
     ]
    }
   ],
   "source": [
    "Kmax = sequent_peak(R,Q)\n",
    "print(Kmax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d0f4ea2-987d-486c-83ff-bd29c06b295b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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