09_SARIMAX.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "635dfaca",
   "metadata": {},
   "source": [
    "# SARIMAX model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "eef8c903",
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.stats.diagnostic import acorr_ljungbox\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "from tqdm import tqdm_notebook\n",
    "from itertools import product\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "be8effb9",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (9,6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56e0fd81",
   "metadata": {},
   "source": [
    "Source: Statistics Canada. Table 32-10-0077-01  [Farm product prices, crops and livestock](https://www150.statcan.gc.ca/t1/tbl1/en/cv.action?pid=3210007701)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8ab25b0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Barley</th>\n",
       "      <th>Cattle</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jan-85</td>\n",
       "      <td>121.38</td>\n",
       "      <td>70.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Feb-85</td>\n",
       "      <td>119.64</td>\n",
       "      <td>70.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mar-85</td>\n",
       "      <td>122.70</td>\n",
       "      <td>69.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Apr-85</td>\n",
       "      <td>125.48</td>\n",
       "      <td>70.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>May-85</td>\n",
       "      <td>118.85</td>\n",
       "      <td>70.77</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Date  Barley  Cattle\n",
       "0  Jan-85  121.38   70.61\n",
       "1  Feb-85  119.64   70.28\n",
       "2  Mar-85  122.70   69.31\n",
       "3  Apr-85  125.48   70.67\n",
       "4  May-85  118.85   70.77"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/farm_product_price_saskatchewan.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "12dc36c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.plot(df['Cattle'])\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('$ / hundredweight')\n",
    "\n",
    "plt.xticks(np.arange(0, 453, 24), np.arange(1985, 2023, 2))\n",
    "\n",
    "fig.autofmt_xdate()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cccaecef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAADfIAAApuCAYAAAByKFzVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAC4jAAAuIwF4pT92AAEAAElEQVR4nOzde3TV9Zkv/icBAoEkm4uAFRCQi8qtaq3jBaZYHW/HimccurqqY8VWqVVPx6na6eXnWDtWO7bW6c1b0RmPrR3P2KrH1socjzrgOFQ9rVy8cFE0IBe5bXKBEJL8/nCZ+t07QBKys/dOXq+1WCvP8/1+vp8ndpV/XG+fkpaWlpYAAAAAAAAAAAAAAAAAAHKiNN8DAAAAAAAAAAAAAAAAAEBPJsgHAAAAAAAAAAAAAAAAADkkyAcAAAAAAAAAAAAAAAAAOSTIBwAAAAAAAAAAAAAAAAA5JMgHAAAAAAAAAAAAAAAAADkkyAcAAAAAAAAAAAAAAAAAOSTIBwAAAAAAAAAAAAAAAAA5JMgHAAAAAAAAAAAAAAAAADkkyAcAAAAAAAAAAAAAAAAAOSTIBwAAAAAAAAAAAAAAAAA5JMgHAAAAAAAAAAAAAAAAADkkyAcAAAAAAAAAAAAAAAAAOSTIBwAAAAAAAAAAAAAAAAA5JMgHAAAAAAAAAAAAAAAAADkkyAcAAAAAAAAAAAAAAAAAOSTIBwAAAAAAAAAAAAAAAAA5JMgHAAAAAAAAAAAAAAAAADkkyAcAAAAAAAAAAAAAAAAAOSTIBwAAAAAAAAAAAAAAAAA5JMgHAAAAAAAAAAAAAAAAADkkyAcAAAAAAAAAAAAAAAAAOSTIBwAAAAAAAAAAAAAAAAA5JMgHAAAAAAAAAAAAAAAAADkkyAcAAAAAAAAAAAAAAAAAOSTIBwAAAAAAAAAAAAAAAAA5JMgHAAAAAAAAAAAAAAAAADkkyAcAAAAAAAAAAAAAAAAAOSTIBwAAAAAAAAAAAAAAAAA5JMgHAAAAAAAAAAAAAAAAADkkyAcAAAAAAAB0q9mzZ0dJSUnrn9mzZ+d7JAAAAAAAAMgpQT4AAAAAAAAAAAAAAAAAyKG++R4AAAAAAAAACtnatWtj/PjxHTpTWloaFRUVUVVVFaNGjYqPfvSj8fGPfzz+8i//MoYOHZqjSQEAAAAAAIBCZSMfAAAAAAAAdLHm5ubYuXNnrFu3LpYsWRL33HNPXHbZZfGRj3wkPvOZz8Tbb7+d7xEBAAAAAACAbiTIBwAAAAAAAN1kz5498a//+q8xZcqUeOCBB/I9DgAAAAAAANBN+uZ7AAAAAAAAACg2gwYNiokTJ+7zeWNjY6TT6diwYUM0NzdnPa+vr49LLrkkmpqaYt68ebkcFQAAAAAAACgAgnwAAAAAAADQQccff3w8++yzB3yvvr4+/uu//isWLFgQDz30ULS0tLQ+a2lpiauvvjo++clPxtixY3M4LQAAAAAAAJBvpfkeAAAAAAAAAHqqgQMHxic/+cn4+c9/Hr/5zW9iwIABied1dXVxyy235Gk6AAAAAAAAoLsI8gEAAAAAAEA3OPvss+Omm27K6j/66KPR3Nych4kAAAAAAACA7iLIBwAAAAAAAN1k/vz50a9fv0Rv06ZN8e677+ZpIgAAAAAAAKA79M33AAAAAAAAANBbVFVVxeTJk2PFihWJ/saNG2P06NEd/t7mzZvj9ddfjzVr1sSOHTuirq4uKisrY+jQoTFq1Kg44YQToqKioqvG368dO3bEiy++2DpLc3NzDB06NM4+++wYO3Zst8ywfPnyWL16dWzevDm2bt0aAwcOjOHDh8e4cePi4x//eFaIEgAAAAAAALqLIB8AAAAAAAB0o6qqqqxec3Nzu87W1NTE448/HgsXLoxnn3023nnnnf2+36dPnzj22GNj/vz5cfHFF0dZWVmH573kkkviX/7lX1rrsWPHxtq1a1vrJ598Mm6//fZ45plnoqmpKev8/fffH5dcckmH722vpUuXxh133BFPPfXUfjcbVlRUxOmnnx5f/epX48QTTzzgd3fu3BmjRo2K2tra1t7s2bPjmWeeOah5v/zlL8cPf/jDRO+Pf/xjfPSjHz2o7wIAAAAAAFDYSvM9AAAAAAAAAPQmW7ZsyeoNHz78gOeuv/76GDFiRFx00UXxwAMPHDDEFxHR1NQUL730Ulx22WUxYcKEWLRoUadmbkttbW381V/9VZxzzjnxf/7P/2kzxJdLGzZsiAsvvDCOOeaYuP/++/cb4ot4f95HH300TjrppDj//PNj27Zt+32/qqoqLrrookTv2Wefjddee63TM+/atSseeOCBRO+kk04S4gMAAAAAAOgFBPkAAAAAAACgm2zcuDFWr16d6KVSqRg3btwBz/7+97+P3bt3d/rudevWxWmnnRb/83/+z05/4wN1dXVx2mmnxSOPPHLQ3+qMV155JU444YT4xS9+ES0tLR0+/9hjj8WJJ54YK1eu3O97V111VVbvrrvu6vB9H3jooYdix44did4VV1zR6e8BAAAAAABQPPrmewAAAAAAAADoLW699das4Nn5558fJSUlHfpOSUlJTJ8+PaZPnx5HH310DB8+PKqqqqJPnz5RU1MTb775Zrz44ovxzDPPRGNjY+u5xsbGuOyyy2Lq1Klx3HHHdfr3uPzyy+P3v/99a33YYYfFOeecEzNmzIgRI0bEzp074+23347HH3+803fsy0svvRSnnnpq1NbWJvqlpaUxa9asOPnkk2P8+PExePDg2LVrV6xbty6ee+65ePrppxNbA1etWhXnnHNOvPzyy5FKpdq8a+rUqTF79ux49tlnW3sPPPBA3HLLLTFw4MAOz37nnXcm6mHDhsXcuXM7/B0AAAAAAACKjyAfAAAAAAAA5FhLS0vcfvvt8U//9E+JfllZWVx//fXt+kZpaWmcccYZcfHFF8cZZ5wRw4cPP+CZLVu2xE033RQ//vGPWwOEDQ0N8bnPfS6WLVvW8V8k3t/s94tf/CIiIsrLy+OWW26JL33pS9GvX7+sd//hH/7hoLYIZtq+fXvMnTs3K8Q3b968uPHGG+Pwww9v89zXv/71WLNmTVx55ZXx1FNPtfbXrFkTl1566X43C1511VWJIN+OHTvil7/8ZVx66aUdmv3ll1+Ol156KWvuAQMGdOg7AAAAAAAAFKfSfA8AAAAAAAAAPU1jY2Ns27Ytfv/738cdd9wRxx57bFx77bVZ7/3whz+MKVOmtOubv/71r+Opp56KCy+8sF0hvoiIQw45JH74wx/G/fffn+gvX748Fi5c2K5vZPpgq92gQYPid7/7XXz5y19uM8T3ga4Mql155ZWxdu3a1rpPnz7x4IMPxn333bfPEN8HJkyYEE8++WTMmzcv0f/Vr34VS5Ys2ee5888/P0aPHp3oZW7Wa4/MMyUlJTF//vwOfwcAAAAAAIDiJMgHAAAAAAAAHfTcc89FSUnJPv+UlZXFsGHD4s/+7M/immuuiVdeeSVxfvTo0fHrX/+6Q0GuVCrV6Xk/97nPxV/91V8lej/72c86/b2IiFtvvTX+/M///KC+0RFvvPFG/Ou//muid/PNN8eFF17Y7m+UlJTE3XffHUcffXSif+utt+7zTJ8+fbL+d3rppZeytuvtTzqdjoceeijR+4u/+IuYOHFiu78BAAAAAABAcRPkAwAAAAAAgG4yc+bM+NWvfhVvvfVWnH/++d1698UXX5yoFy9e3OlvTZgwIa688sqDHalDbrvttmhubm6tx48f3+aWwwPp169ffP3rX0/0nnzyydi9e/c+z1x++eVRVlaW6HVkK9+//Mu/RH19faL3xS9+sd3nAQAAAAAAKH6CfAAAAAAAANBNFi9eHF/60pfi29/+dmzdurVb7540aVKi3rBhQ7zzzjud+ta8efOipKSkK8Zql5aWlvjVr36V6F1yySXRp0+fTn3vnHPOSdQNDQ2xZMmSfb4/YsSImDt3bqL3y1/+Mnbs2NGu++6+++5EPWrUqPjUpz7VvmEBAAAAAADoEfrmewAAAAAAAAAoNoMGDYqJEyfu953a2trYvn17bNu2LdHfuHFj3HTTTXHnnXfGfffdF+eee26nZmhoaIjFixfHK6+8EsuXL4/33nsvdu7cGbW1tdHU1JT1/p49e7J677zzThx++OEdvvvUU0/t1MydtXTp0ti+fXuid/LJJ3f6e0OHDo1UKhXpdLq194c//CE+8YlP7PPMVVddFT//+c9b6/r6+njggQfif/yP/7Hfu5577rl49dVXE73LLrss+vb1r2oBAAAAAAB6E/92CAAAAAAAADro+OOPj2effbZd727YsCH+7//9v3HXXXfF4sWLW/vvvfdenH/++fHAAw/EZz/72XbfvXr16rj11lvj3/7t3xJBtM5o70a5DyspKYljjjnmoO7tqOeffz6rd/XVV0f//v07/c36+vpEvWXLlv2+f+KJJ8bHPvaxePnll1t7d9111wGDfHfeeWei7tu3b3zhC1/o4LQAAAAAAAAUO0E+AAAAAAAAyKGPfOQjceGFF8aFF14YP/rRj+LLX/5ytLS0REREU1NTXHrppTFjxoyYNm3aAb910003xXe+851oaGjoktk6EwSsqKiIgQMHdsn97bVu3bqs3uuvv96ld2zduvWA71x11VUxb9681vq1116LZ599NmbPnt3m+5s3b45f//rXid55550Xo0aNOqhZAQAAAAAAKD6l+R4AAAAAAAAAeourr746rrvuukSvoaHhgFvdIiKuvPLK+Pu///suC/FFRDQ2Nnb4TFVVVZfd317tCdkdrF27dh3wnc985jMxbNiwRO+uu+7a5/sLFiyIPXv2JHpXXHFF5wYEAAAAAACgqAnyAQAAAAAAQDf6+te/nrXR7plnnolly5bt88yDDz4YP/3pT7P6Q4cOjc9//vNx3333xaJFi2Lt2rWxffv22LVrV7S0tCT+vPXWW10yf9++fbvkOx2xffv2br+zLQMGDIjPf/7zid6vfvWr2LRpU9a7zc3Ncc899yR6kyZNitNOOy2nMwIAAAAAAFCYBPkAAAAAAACgG6VSqZg1a1ZWf+HChW2+39jYGNdff31W/+/+7u9i3bp18bOf/SzmzZsXM2fOjLFjx8bgwYNjwIABWe+3Z+NcoSovL8/qbd++PSuseDB//vmf/7lds3zpS1+K0tI//WvWxsbGWLBgQdZ7Tz75ZKxduzbRmz9/fpSUlHTodwcAAAAAAKBnEOQDAAAAAACAbjZp0qSs3iuvvNLmu88991xs2LAh0bv66qvjlltuaTPgti/btm3r2JAF5JBDDsnqZYbkusvYsWPj3HPPTfTuueeeaG5uTvTuvPPORD1gwIC45JJLcj0eAAAAAAAABUqQDwAAAAAAALpZVVVVVm/Lli1tvvvv//7vibq0tDS+8Y1vdPjON998s8NnCsXIkSOzekuXLs3DJO+76qqrEvXbb78dTz755D7riIhPf/rTMWzYsG6ZDwAAAAAAgMIjyAcAAAAAAADdLJ1OZ/X69OnT5rvV1dWJevLkyW0G2w7khRde6PCZQnHCCSdk9TKDct3p9NNPjyOPPDLR+/AGvrY29F1xxRXdMhsAAAAAAACFSZAPAAAAAAAAutnrr7+e1Tv00EPbfDdzU9/QoUM7fF9jY2M8+uijHT5XKE4++eQYNGhQoveb3/wmtm/fnpd5SkpK4ktf+lKi9+STT8bbb78djY2NsWDBgsSzY445Jk488cTuHBEAAAAAAIACI8gHAAAAAAAA3Wj79u3x/PPPZ/WPPvroNt/PDLBlBvva4xe/+EVs2LChw+cKRVlZWZx11lmJXk1NTXz/+9/P00QRl1xySVRUVLTWzc3Ncc8998Svf/3r2LRpU+Jd2/gAAAAAAAAQ5AMAAAAAAIBu9O1vfzt2796d1T/vvPPafP8jH/lIol65cmWsXbu23fdt2rQprr322g7NWIi+8Y1vZPX+8R//MRYvXpyHaSKqqqrir//6rxO9BQsWxI9+9KOs9z772c9252gAAAAAAAAUIEE+AAAAAAAA6CZ33HFH/OAHP8jqf/KTn4yJEye2eWbWrFlZva9+9avtum/btm1x7rnndmqLX6E59thj44ILLkj0Ghsb47//9/8e//Ef/9GpbzY0NMQ999zT5v8m7XHVVVcl6k2bNmUFCy+66KLE5j4AAAAAAAB6J0E+AAAAAAAAyKENGzbEgw8+GKecckpcc801Wc/79euXtcXtw84666yorKxM9B5++OH4whe+EHV1dfs8t3DhwjjxxBPjpZdeioj3N8MVu7vvvjvGjx+f6G3ZsiVOO+20uO6662Ljxo3t+s6SJUviK1/5SowbNy7mz58fa9as6dQ8U6ZMiVNPPXW/73zxi1/s1LcBAAAAAADoWfrmewAAAAAAAAAoNi+99FIcc8wx+32nrq4utm3bFtu2bdvnO3379o2f//znMWXKlH2+M2TIkLjmmmvipptuSvQXLFgQjz76aMydOzeOO+64GDJkSOzYsSPefPPNeOKJJ2LZsmWt7/bp0yf+6Z/+KebNm9e+X7BADRs2LB5//PGYOXNmpNPp1v7evXvje9/7Xvzwhz+Mk046Kf78z/88Ro8eHUOGDImGhobYsWNHbNiwIf7whz/ESy+9FO+9916XzXTllVfGM8880+azmTNnxvTp07vsLgAAAAAAAIqXIB8AAAAAAAB0UF1dXbzyyisH9Y1DDz007r333jj33HMP+O43v/nNeO655+K5555L9Ldu3Rp33XXXfs+WlJTET3/605g9e/bBjFswpk2bFi+++GL85V/+ZSxfvjzxbM+ePW3+c8ql888/P8aMGRPV1dVZz6644opumwMAAAAAAIDCVprvAQAAAAAAAKA3OeSQQ+Laa6+N119/vV0hvoiIfv36xWOPPdbu9z8wePDgePjhh+Pyyy/vzKgFa9KkSbFkyZL427/92xg0aNBBfev444+Pc845p9Pn+/TpE/Pnz8/qDx8+PC644IKDGQ0AAAAAAIAexEY+AAAAAAAAyIGysrKoqqqKVCoVEydOjOOOOy5OPvnkOPPMM6Nfv34d/l4qlYrHH388Hnroofjud78bS5cu3ee7I0aMiM997nNx7bXXxogRIw7m1yhYAwcOjO9///vxta99LX7yk5/EE088EX/4wx+iqalpv+cGDBgQJ598cpx++ukxZ86cmDJlykHPcvzxx2f1Lr300ujfv/9BfxsAAAAAAICeoaSlpaUl30MAAAAAAAAAHfPOO+/ECy+8EJs2bYqdO3fGgAED4rDDDoupU6fGjBkzoqSkJN8jdrt0Oh0vvvhibN68ObZu3RrpdDrKy8ujsrIyDjvssDjyyCPjiCOOiD59+nTpvZ/97GfjoYceaq1LSkpi9erVccQRR3TpPQAAAAAAABQvQT4AAAAAAACATnrvvfdizJgx0dDQ0No766yz4sknn8zjVAAAAAAAABSa0nwPAAAAAAAAAFCs7r333kSILyLiyiuvzNM0AAAAAAAAFCob+QAAAAAAAAA6oa6uLo444ojYvHlza2/ixInxxhtvRGmp/6YqAAAAAAAAf+LfHgEAAAAAAAB0wg033JAI8UVE/M3f/I0QHwAAAAAAAFls5AMAAAAAAADogG3btsV3vvOd+P73v5/ojx07NlauXBllZWV5mgwAAAAAAIBC1TffAwAAAAAAAAAUsi984Qvx0ksvRUTEli1b4t133422/nupt912mxAfAAAAAAAAbRLkAwAAAAAAANiP1atXxyuvvLLfdy6++OKYO3duN00EAAAAAABAsSnN9wAAAAAAAAAAxeyiiy6Kn/3sZ/keAwAAAAAAgAJmIx8AAAAAAABAB5SXl8eoUaPipJNOiksvvTRmz56d75EAAAAAAAAocCUtLS0t+R4CAAAAAAAAAAAAAAAAAHqq0nwPAAAAAAAAAAAAAAAAAAA9mSAfAAAAAAAAAAAAAAAAAOSQIB8AAAAAAAAAAAAAAAAA5JAgHwAAAAAAAAAAAAAAAADkkCAfAAAAAAAAAAAAAAAAAOSQIB8AAAAAAAAAAAAAAAAA5JAgHwAAAAAAAAAAAAAAAADkkCAfAAAAAAAAAAAAAAAAAOSQIB8AAAAAAAAAAAAAAAAA5JAgHwAAAAAAAAAAAAAAAADkkCAfAAAAAAAAAAAAAAAAAOSQIB8AAAAAAAAAAAAAAAAA5FDffA/Age3evTvWrFnTWk+YMCEGDBiQx4kAAAAAAAAAAAAAAAAAike+M1qCfEVgzZo1MW3atNZ6+fLlMXXq1DxOBAAAAAAAAAAAAAAAAFA88p3RKu22mwAAAAAAAAAAAAAAAACgFxLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAACAHBLkAwAAAAAAAAAAAAAAAIAcEuQDAAAAAAAAAAAAAAAAgBwS5AMAAAAAAAAAAAAAAIBe5I9//GPccccdsWzZsnyPAr1G33wPAAAAAAAAAAAAAAAAAHSPJUuWxCmnnBJNTU1RWloaS5YsieOPPz7fY0GPZyMfAAAAAAAAAAAAAAAA9BILFiyIpqamiIhobm6On/70p3meCHoHQT4AAAAAAAAAAAAAAADoJZYtW5aoFy1alKdJoHcR5AMAAAAAAAAAAAAAAIBeoKWlJVasWJHorV69OjZu3JiniaD3EOQDAAAAAAAAAAAAAACAXqC6ujpqamqy+osXL87DNNC7CPIBAAAAAAAAAAAAAABAL7B8+fI2+4sWLermSaD3EeQDAAAAAAAAAAAAAACAXmDFihVt9gX5IPcE+QAAAAAAAAAAAAAAAKAX2FeQ75VXXomdO3d28zTQuwjyAQAAAAAAAAAAAAAAQC+wfPnyNvvNzc3xwgsvdPM00LsI8gEAAAAAAAAAAAAAAEAP19zcHK+++uo+ny9atKgbp4HeR5APAAAAAAAAAAAAAAAAeri33nordu3atc/nixcv7sZpoPcR5AMAAAAAAAAAAAAAAIAebsWKFft9vmTJkmhoaOimaaD3EeQDAAAAAAAAAAAAAACAHm758uWJevr06Yl69+7d8fLLL3fnSNCrCPIBAAAAAAAAAAAAAABAD5e5kW/WrFkxbdq0RG/x4sXdORL0KoJ8AAAAAAAAAAAAAAAA0MNlbuSbOnVqzJo1K9FbtGhRd44EvYogHwAAAAAAAAAAAAAAAPRge/fujddffz3RmzZtWsycOTPRe/7556O5ubk7R4NeQ5APAAAAAAAAAAAAAAAAerDVq1fHnj17Er22NvJt3749Xn311e4cDXoNQT4AAAAAAAAAAAAAAADowVasWJGoDz300Bg2bFiMGTMmxo4dm3i2aNGi7hwNeg1BPgAAAAAAAAAAAAAAAOjBli9fnqinTp3a+vPMmTMTzwT5IDcE+QAAAAAAAAAAAAAAAKAHy9zIN23atNafZ82alXi2ePHibpkJehtBPgAAAAAAAAAAAAAAAOjBMoN8H97Ilxnkq66ujrfffrtb5oLeRJAPAAAAAAAAAAAAAAAAeqg9e/bEypUrE70Pb+Q76qijYujQoYnnixYt6pbZoDcR5AMAAAAAAAAAAAAAAIAeauXKlbF3795Eb8qUKa0/l5aWxsyZMxPPFy9e3C2zQW8iyAcAAAAAAAAAAAAAAAA91PLlyxP16NGjI5VKJXqZQT4b+aDrCfIBAAAAAAAAAAAAAABAD7VixYpEPW3atKx3Zs2alahfffXV2Lp1a07ngt5GkA8AAAAAAAAAAAAAAAB6qMyNfFOnTs1657jjjovy8vJE7/nnn8/pXNDbCPIBAAAAAAAAAAAAAABAD9WejXxlZWXxZ3/2Z4neokWLcjoX9DaCfAAAAAAAAAAAAAAAANAD7dq1K1avXp3otbWRLyJi1qxZiVqQD7qWIB8AAAAAAAAAAAAAAAD0QK+//nq0tLQkelOmTGnz3cwg38svvxz19fU5mw16G0E+AAAAAAAAAAAAAAAA6IGWL1+eqMePHx+DBg1q890TTzwxSkv/FDXau3dvLFmyJKfzQW8iyAcAAAAAAAAAAAAAAAA90IoVKxL1tGnT9vluZWVlHHvssYmeIB90HUE+AAAAAAAAAAAAAAAA6IEyN/JNnTp1v+8fd9xxiXrVqlVdPhP0VoJ8AAAAAAAAAAAAAAAA0AN1ZCNfRMSkSZMS9cqVK7t8JuitBPkAAAAAAAAAAAAAAACgh6mtrY21a9cmegfayJcZ5LORD7qOIB8AAAAAAAAAAAAAAAD0MK+++mqiLi0tjaOOOmq/ZzKDfJs2bYqdO3d2+WzQGwnyAQAAAAAAAAAAAAAAQA+zYsWKRD1x4sQYMGDAfs9MmDAhSkpKEr3Vq1d3+WzQGxVskO/WW2+NkpKS1j/7s2nTpvjKV74SRx55ZJSXl8fQoUNj1qxZ8bOf/SxaWloOeNeaNWti/vz5MX78+BgwYECMGDEizjzzzHjkkUe66tcBAAAAAAAAAAAAAACAbrN8+fJEPXXq1AOeGTBgQBx++OGJ3qpVq7p0Luit+uZ7gLa88cYb8a1vfatd77788stx5plnxtatWyMioqKiImpqamLx4sWxePHi+F//63/F448/Hv3792/z/G9/+9uYO3du1NfXR0REVVVVbN26NRYuXBgLFy6MefPmxYIFCw4YJgQAAAAAAAAAAAAAAIBCkbmRb9q0ae06N2nSpHj77bdba0E+6BoFt5Gvubk5Pv/5z8fu3bvjpJNO2u+76XQ6zj333Ni6dWscddRR8eKLL0ZNTU3U1dXFj3/84+jXr18sXLgwrrnmmjbPv/XWW/HpT3866uvr45RTTok33ngj0ul0pNPpuOGGGyIi4v7774/bbruty39PAAAAAAAAAAAAAAAAyJXObOSLeD/I92GCfNA1Ci7I96Mf/Sief/75uPDCC+OMM87Y77vf+973YuPGjVFeXh6//e1v4/jjj4+IiLKysrjyyitbt/rdc889sXLlyqzzN9xwQ9TV1cWhhx4aTzzxREyePDki3t/q961vfSsuv/zyiIi4+eabY/v27V35awIAAAAAAAAAAAAAAEBO7NixI9avX5/odWQj34cJ8kHXKKgg31tvvRXf+MY3YtiwYfGDH/zggO8/8MADERHxmc98JsaPH5/1/Oqrr46KiopoamqKn//854lndXV18cgjj0RExBVXXBGDBw/OOv+1r30tIiJ27twZjz76aAd/GwAAAAAAAAAAAAAAAOh+K1asSNR9+/bNCujtiyAf5EZBBfkuu+yyqKuri9tvvz2GDx++33ffeOONeOeddyIi4uyzz27znYqKipg1a1ZERCxcuDDxbPHixbFr1679nh83blwcffTRbZ4HAAAAAAAAAAAAAACAQpQZ5DvyyCOjrKysXWczg3xbtmyJ7du3d9ls0FsVTJDv3nvvjaeffjpOP/30uPjiiw/4/vLly1t/3t9qzw+evfrqq/s8P3Xq1AOez/wLDAAAAAAAAAAAAAAAAArRsmXLEvX+sjOZxo8fH6WlyciRrXxw8AoiyLd+/fq47rrrory8PO6+++52nXn33Xdbfx41atQ+3/vg2c6dO6O2tjbr/JAhQ2LgwIEHPP/h+wAAAAAAAAAAAAAAAKBQLV26NFHPmDGj3WfLyspi3LhxiZ4gHxy8ggjyzZ8/P9LpdNx4441xxBFHtOtMTU1N68/7C+J9+NmHz3zw8/7Ofvj5h88CAAAAAAAAAAAAAABAIWppaTmoIF9ExKRJkxK1IB8cvLwH+R588MH4zW9+E8ccc0z87d/+bb7HAQAAAAAAAAAAAAAAgKK1fv362LFjR6LX0SDf5MmTE7UgHxy8vAb5Nm/eHH/zN38Tffr0iXvvvTf69u3b7rOVlZWtP9fX1+/zvQ8/+/CZD37e39kPP//wWQAAAAAAAAAAAAAAAChEmdv4qqqq4vDDD+/QN2zkg67X/uRcDnz1q1+NrVu3xhVXXBFHHXVU1NbWJp7v2bOn9ecPnpWVlUVZWVkcdthhrc/Wr18fVVVVbd6xfv36iHj/L52KiorW/gfnt2/fHvX19TFw4MD9nv/wfQAAAAAAAAAAAAAAAFCIMoN806dPj5KSkg59o60gX0tLS4e/A/xJXjfyvfXWWxERceedd0ZlZWXWn1tuuaX13Q96119/fURETJs2rfXZ8uXL93nHB8+mTJmS6H/4/IoVKw54furUqe39tQAAAAAAAAAAAAAAACAvMoN8M2bM6PA3MoN8O3bsiK1btx7UXNDb5TXIdzCOPPLI1rWev/vd79p8p66uLhYtWhQREWeccUbi2cyZM6O8vHy/599+++147bXX2jwPAAAAAAAAAAAAAAAAhaYrgnxjx46Nvn37JnqrVq06qLmgt8trkO/ZZ5+NlpaWff75+7//+9Z3P+jdcccdrb2LL744IiJ++ctfxtq1a7O+/5Of/CRqa2ujT58+ceGFFyaeDRo0KC644IKIeH8jYDqdzjr/3e9+NyLe3wZ4/vnnH+RvCwAAAAAAAAAAAAAAALnT0NAQb7zxRqI3ffr0Dn+nb9++ccQRRyR6gnxwcIp2I19ExLXXXhuHHnpo1NfXx3/7b/8tXn755YiI2LNnT9x5553x//1//19ERFx++eUxefLkrPM33XRTDBo0KDZs2BCf+tSnWv9Cqauri5tuuinuuuuuiIj45je/GUOGDOmm3woAAAAAAAAAAAAAAAA67vXXX4+9e/cmetOmTevUtyZNmpSoBfng4PQ98CuFK5VKxRNPPBFnnnlmvPrqq3H88cdHZWVl7N69OxobGyMi4owzzogf/OAHbZ4fP358PPzwwzF37txYtGhRTJ48OVKpVNTW1kZTU1NERFxyySVx3XXXddvvBAAAAAAAAAAAAAAAAJ2xdOnSRD1u3LhIpVKd+lZmkG/lypWdngso8o18EREf+9jHYsWKFXHNNdfEpEmTorGxMQYNGhQzZ86Me++9N5588sno37//Ps+fc845sXTp0rjsssti3LhxsWvXrhg8eHD8xV/8Rfzbv/1b3H///VFSUtKNvxEAAAAAAAAAAAAAAAB0XGaQb8aMGZ3+1uTJkxO1jXxwcAp6I9+NN94YN9544wHfGzlyZNx+++1x++23d+qeCRMmxD333NOpswAAAAAAAAAAAAAAAFAIli1blqinT5/e6W9lbuRbtWpVtLS0WJgFnVT0G/kAAAAAAAAAAAAAAACArt3Ilxnkq62tjU2bNnX6e9DbCfIBAAAAAAAAAAAAAABAkXvvvfdiw4YNid7BBPnGjBkT/fv3T/RWrVrV6e9BbyfIBwAAAAAAAAAAAAAAAEVu2bJliXrAgAExceLETn+vtLQ0JkyYkOgJ8kHnCfIBAAAAAAAAAAAAAABAkcsM8k2ZMiX69u17UN+cNGlSohbkg84T5AMAAAAAAAAAAAAAAIAit3Tp0kQ9Y8aMg/6mIB90HUE+AAAAAAAAAAAAAAAAKHKCfFDYBPkAAAAAAAAAAAAAAACgiDU1NcXy5csTva4I8k2ePDlRr169Opqbmw/6u9AbCfIBAAAAAAAAAAAAAABAEVuzZk3s3r070cvFRr76+vp49913D/q70BsJ8gEAAAAAAAAAAAAAAEARW7p0aaIeOXJkDB8+/KC/e9hhh8XAgQMTvVWrVh30d6E3EuQDAAAAAAAAAAAAAACAIpYZ5OuKbXwRESUlJTFx4sRET5APOkeQDwAAAAAAAAAAAAAAAIpYroJ8ERGTJk1K1IJ80DmCfAAAAAAAAAAAAAAAAFDEBPmg8AnyAQAAAAAAAAAAAAAAQJGqqamJt956K9GbPn16l31fkA+6hiAfAAAAAAAAAAAAAAAAFKnly5cn6j59+sTRRx/dZd/PDPKtWbMmmpubu+z70FsI8gEAAAAAAAAAAAAAAECRWrp0aaI+8sgjY8CAAV32/cmTJyfqhoaGqK6u7rLvQ28hyAcAAAAAAAAAAAAAAABFKjPIN2PGjC79/ogRI6KysjLRW7VqVZfeAb2BIB8AAAAAAAAAAAAAAAAUqWXLliXq6dOnd+n3S0pKYtKkSYmeIB90nCAfAAAAAAAAAAAAAAAAFKGWlpacb+SLiKwg38qVK7v8DujpBPkAAAAAAAAAAAAAAACgCFVXV0c6nU70uiPIZyMfdJwgHwAAAAAAAAAAAAAAABShzG18qVQqxowZ0+X3CPLBwRPkAwAAAAAAAAAAAAAAgCK0bNmyRD1jxowoKSnp8nsyg3xvvvlm7N27t8vvgZ5MkA8AAAAAAAAAAAAAAACKUOZGvunTp+fknswg3969e+Ptt9/OyV3QUwnyAQAAAAAAAAAAAAAAQBHKDPLNmDEjJ/cMGzYshgwZkuitWrUqJ3dBTyXIBwAAAAAAAAAAAAAAAEVm9+7d8cYbbyR6uQrylZSUxLhx4xK9DRs25OQu6KkE+QAAAAAAAAAAAAAAAKDIvPbaa9HU1JToTZs2LWf3VVVVJeq6urqc3QU9kSAfAAAAAAAAAAAAAAAAFJnXX389UY8fPz4qKytzdl/mt2tqanJ2F/REgnwAAAAAAAAAAAAAAABQZLZt25aoR48endP7KioqEnVtbW1O74OeRpAPAAAAAAAAAAAAAAAAiszOnTsTdSqVyul9NvLBwRHkAwAAAAAAAAAAAAAAgCKTTqcTdVVVVU7vs5EPDo4gHwAAAAAAAAAAAAAAABSZzI183R3ks5EPOkaQDwAAAAAAAAAAAAAAAIpMZpAvlUrl9L7KyspEbSMfdIwgHwAAAAAAAAAAAAAAABSZdDqdqLt7I58gH3SMIB8AAAAAAAAAAAAAAAAUmXxv5KupqcnpfdDTCPIBAAAAAAAAAAAAAABAkckM8tnIB4VNkA8AAAAAAAAAAAAAAACKTDqdTtS5DvLZyAcHR5APAAAAAAAAAAAAAAAAikzmRr5UKpXT+2zkg4MjyAcAAAAAAAAAAAAAAABFpKWlpds38mUG+err66OpqSmnd0JPIsgHAAAAAAAAAAAAAAAARWT37t2xd+/eRC/XQb7KysqsXl1dXU7vhJ5EkA8AAAAAAAAAAAAAAACKyM6dO7N6qVQqp3dmbuSLiKitrc3pndCTCPIBAAAAAAAAAAAAAABAEUmn01m9XG/kayvIV1NTk9M7oScR5AMAAAAAAAAAAAAAAIAikrmRr6ysLPr375/TO8vKyqKsrCzRs5EP2k+QDwAAAAAAAAAAAAAAAIpIZpAvlUp1y72VlZWJ2kY+aD9BPgAAAAAAAAAAAAAAACgi6XQ6UVdVVXXLvRUVFYnaRj5oP0E+AAAAAAAAAAAAAAAAKCL52siXGeSzkQ/aT5APAAAAAAAAAAAAAAAAikhmkK+7NvJVVlYmahv5oP0E+QAAAAAAAAAAAAAAAKCIpNPpRN1dQT4b+aDzBPkAAAAAAAAAAAAAAACgiGRu5EulUt1yr4180HmCfAAAAAAAAAAAAAAAAFBECmUjnyAftJ8gHwAAAAAAAAAAAAAAABSRzI183RXky9zIV1NT0y33Qk8gyAcAAAAAAAAAAAAAAABFJDPIl0qluuVeG/mg8wT5AAAAAAAAAAAAAAAAoIik0+lE3V0b+TKDfDbyQfsJ8gEAAAAAAAAAAAAAAEARyddGvsrKykRtIx+0nyAfAAAAAAAAAAAAAAAAFJHMIJ+NfFD4BPkAAAAAAAAAAAAAAACgiKTT6UTdXUE+G/mg8wT5AAAAAAAAAAAAAAAAoEi0tLRkbeRLpVLdcnfmRj5BPmg/QT4AAAAAAAAAAAAAAAAoEvX19dHc3Jzo5WsjX01NTbfcCz2BIB8AAAAAAAAAAAAAAAAUiXQ6ndXrriCfjXzQeYJ8AAAAAAAAAAAAAAAAUCR27tyZ1cvXRr7GxsZoaGjolruh2AnyAQAAAAAAAAAAAAAAQJHI3MhXXl4e/fr165a7MzfyRdjKB+0lyAcAAAAAAAAAAAAAAABFInMjX3dt44toO8hXU1PTbfdDMRPkAwAAAAAAAAAAAAAAgCKRGeRLpVLddvegQYOyejbyQfsI8gEAAAAAAAAAAAAAAECRSKfTibo7N/KVlpZmhfkE+aB9BPkAAAAAAAAAAAAAAACgSORzI19ERGVlZaKuqanp1vuhWAnyAQAAAAAAAAAAAAAAQJHIDPJ150a+iIiKiopEbSMftI8gHwAAAAAAAAAAAAAAABSJdDqdqLs7yGcjH3SOIB8AAAAAAAAAAAAAAAAUicyNfKlUqlvvt5EPOkeQDwAAAAAAAAAAAAAAAIpEZpCvuzfyZQb5bOSD9hHkAwAAAAAAAAAAAAAAgCKRTqcTdXcH+SorKxO1jXzQPoJ8AAAAAAAAAAAAAAAAUCQyN/KlUqluvT9zI58gH7SPIB8AAAAAAAAAAAAAAAAUiULbyFdTU9Ot90OxEuQDAAAAAAAAAAAAAACAIpG5ka+7g3w28kHnCPIBAAAAAAAAAAAAAABAkcgM8qVSqW6930Y+6BxBPgAAAAAAAAAAAAAAACgCzc3NWcE5G/mgOAjyAQAAAAAAAAAAAAAAQBGora2NlpaWRK+7N/JlBvls5IP2EeQDAAAAAAAAAAAAAACAIrBz586sXndv5KusrEzUNvJB+wjyAQAAAAAAAAAAAAAAQBFIp9NZvcxgXa5lbuQT5IP2EeQDAAAAAAAAAAAAAACAIpC5ka+ioiL69OnTrTNkBgdramq69X4oVoJ8AAAAAAAAAAAAAAAAUAQyg3xVVVXdPkPmRr66urpobm7u9jmg2AjyAQAAAAAAAAAAAAAAQBFIp9OJOh9BvsyNfC0tLVFfX9/tc0CxEeQDAAAAAAAAAAAAAACAIpC5kS+VSnX7DJkb+SIiamtru30OKDaCfAAAAAAAAAAAAAAAAFAECmEjX1tBvpqamm6fA4qNIB8AAAAAAAAAAAAAAAAUgcyNfPkI8vXv3z/69u2b6NnIBwcmyAcAAAAAAAAAAAAAAABFIDPIl0qlun2GkpKSrK18gnxwYIJ8AAAAAAAAAAAAAAAAUATS6XSizsdGvoiIysrKRF1TU5OXOaCYCPIBAAAAAAAAAAAAAABAESiEjXwRYSMfdIIgHwAAAAAAAAAAAAAAABSBzCCfjXxQPAT5AAAAAAAAAAAAAAAAoAik0+lEna8gn4180HGCfAAAAAAAAAAAAAAAAFAEMjfypVKpvMyRGeSzkQ8OTJAPAAAAAAAAAAAAAAAAikBmkC9fG/kqKysTtY18cGCCfAAAAAAAAAAAAAAAAFAE0ul0os5XkM9GPug4QT4AAAAAAAAAAAAAAAAocE1NTVFXV5fopVKpvMxiIx90nCAfAAAAAAAAAAAAAAAAFLidO3dm9QplI58gHxyYIB8AAAAAAAAAAAAAAAAUuEIK8mVu5KupqcnLHFBMBPkAAAAAAAAAAAAAAACgwGUG+UpKSrI243UXG/mg4wT5AAAAAAAAAAAAAAAAoMCl0+lEXVlZGaWl+YkGZQb5bOSDAxPkAwAAAAAAAAAAAAAAgAKXuZEvlUrlaZL3Q4QfZiMfHJggHwAAAAAAAAAAAAAAABS4zCBfVVVVniaxkQ86Q5APAAAAAAAAAAAAAAAAClw6nU7U+Qzy2cgHHSfIBwAAAAAAAAAAAAAAAAUucyNfKpXK0yTZG/kaGhqisbExT9NAcRDkAwAAAAAAAAAAAAAAgAKXGeQrpI18EbbywYEI8gEAAAAAAAAAAAAAAECBS6fTiTqfQb7MjXwRgnxwIIJ8AAAAAAAAAAAAAAAAUOAyN/KlUqk8TdJ2kK+mpiYPk0DxEOQDAAAAAAAAAAAAAACAAldIG/n69OkT5eXliZ6NfLB/gnwAAAAAAAAAAAAAAABQ4DI38uUzyBeRvZXPRj7YP0E+AAAAAAAAAAAAAAAAKHCZQb5UKpWnSd5XWVmZqG3kg/0T5AMAAAAAAAAAAAAAAIACl06nE3WhbeQT5IP9E+QDAAAAAAAAAAAAAACAAlfoG/lqamryNAkUB0E+AAAAAAAAAAAAAAAAKHCZQT4b+aC4CPIBAAAAAAAAAAAAAABAAWtsbIxdu3YlevkO8nXFRr5XXnkl1q9fH42NjV01FhQsQT4AAAAAAAAAAAAAAAAoYJnb+CIiUqlUHib5k4PdyNfY2BjHHHNMjB49OsrKyuKQQw6JlStXduWIUFAE+QAAAAAAAAAAAAAAAKCAtRXky/dGvswgX0c38r333nuJeuvWrTF48OCDHQsKliAfAAAAAAAAAAAAAAAAFLB0Op2o+/TpEwMHDszTNO+rrKxM1B3dyLdp06ZEXVpaGsOGDTvouaBQCfIBAAAAAAAAAAAAAABAAcvcyFdVVRUlJSV5muZ9mRv5DjbIN2LEiOjTp89BzwWFSpAPAAAAAAAAAAAAAAAACljmRr6qqqo8TfInmRv5ampqOnQ+M8g3cuTIg54JCpkgHwAAAAAAAAAAAAAAABSwtjby5VtXb+QT5KOnE+QDAAAAAAAAAAAAAACAApYZ5EulUnma5E9s5IOOEeQDAAAAAAAAAAAAAACAApZOpxO1jXxQfAT5AAAAAAAAAAAAAAAAoIAV4ka+zCBfRzfybdy4MVEL8tHTCfIBAAAAAAAAAAAAAABAAcsM8hXCRr7KyspEXVtbGy0tLe0+byMfvY0gHwAAAAAAAAAAAAAAABSwdDqdqAshyJe5ka+5uTl2797d7vOCfPQ2gnwAAAAAAAAAAAAAAABQwDI38qVSqTxN8ieZG/kiImpqatp1du/evbFly5ZET5CPnk6QDwAAAAAAAAAAAAAAAApYZpCvEDfyRUTU1ta26+yWLVuipaUl0RPko6cT5AMAAAAAAAAAAAAAAIAClk6nE3UhBPnKy8ujtDQZTWrvRr5NmzYl6pKSkjjkkEO6bDYoRIJ8AAAAAAAAAAAAAAAAUMAyN/KlUqk8TfInJSUlWVv52ruRLzPIN3z48Ojbt2+XzQaFSJAPAAAAAAAAAAAAAAAAClhmkK8QNvJFRFaQr7Mb+UaOHNllM0GhEuQDAAAAAAAAAAAAAACAApZOpxN1oQT5KisrE3VnN/IJ8tEbCPIBAAAAAAAAAAAAAABAgWpoaIg9e/YkeqlUKk/TJGVu5BPkg30riCDf//t//y++9a1vxXnnnRdHHXVUDBs2LPr16xfDhg2LU045JW6++ebYtm1bm2dvvPHGKCkpOeCf1atX73eGNWvWxPz582P8+PExYMCAGDFiRJx55pnxyCOP5OJXBgAAAAAAAAAAAAAAgAPK3MYXUbgb+Wpqatp1buPGjYlakI/eoG++B4iIuO++++InP/lJaz1gwIAoLy+Pbdu2xX/+53/Gf/7nf8Ydd9wRjz/+eJx00kltfqNfv34xdOjQfd7Rt+++f9Xf/va3MXfu3Kivr4+I9/8y27p1ayxcuDAWLlwY8+bNiwULFkRJSUknf0MAAAAAAAAAAAAAAADouJ07d2b1bOSD4lMQG/lOOOGEuO222+KFF16I7du3x65du2Lnzp1RU1MT//zP/xzDhw+PLVu2xPnnn99mijgi4uSTT46NGzfu88+4cePaPPfWW2/Fpz/96aivr49TTjkl3njjjUin05FOp+OGG26IiIj7778/brvttlz9+gAAAAAAAAAAAAAAANCmzCBfv379on///nmaJqmzG/kE+eiNCiLId/HFF8e1114bJ554YgwePLi1X1FREZ/73OfiwQcfjIiIzZs3xxNPPNGld99www1RV1cXhx56aDzxxBMxefLk1ru/9a1vxeWXXx4RETfffHNs3769S+8GAAAAAAAAAAAAAACA/clcilVVVRUlJSV5mibJRj5ov4II8h3IiSee2PrzunXruuy7dXV18cgjj0RExBVXXJEIEX7ga1/7WkS8n15+9NFHu+xuAAAAAAAAAAAAAAAAOJDMjXypVCpPk2TLDPK1ZyNfU1NTvPfee4meIB+9QVEE+RYtWtT684QJE7rsu4sXL45du3ZFRMTZZ5/d5jvjxo2Lo48+OiIiFi5c2GV3AwAAAAAAAAAAAAAAwIFkBvmqqqryNEm2ysrKRN2ejXxbt26N5ubmRE+Qj96gYIN8DQ0NsXbt2vjxj38cf/3Xfx0RERMnToxPfepTbb6/YsWKmDZtWpSXl0dFRUUceeSRcdlll8Uf/vCHfd6xfPny1p+nTp26z/emTZvWegcAAAAAAAAAAAAAAAB0l3Q6nagLKcjXmY18mzZtyuoNHz68y2aCQtU33wNkGjBgQDQ0NGT1TznllPjFL34R/fv3b/Pcli1bYtu2bTF48ODYuXNnrFy5MlauXBkLFiyIr3/96/EP//APWWfefffdiIgYMmRIDBw4cJ8zjRo1KvE+AAAAAAAAAAAAAAAAdIfMjXypVCpPk2TrzEa+zCDfIYccEv369evSuaAQFdxGvkMPPTRGjhwZgwYNau2deuqpcccdd8Thhx+e9f6kSZPiH//xH+ONN96I3bt3x9atW6Ouri6eeuqp+NjHPhYtLS1x8803x/e///2ssx+kfPcX4vvw8/akggEAAAAAAAAAAAAAAKCrZAb5CnkjX2eCfCNHjuzSmaBQFVyQb+3atbFx48aora2NTZs2xfe+97344x//GCeccELccMMNWe9feOGFcd1118XkyZNb07dlZWVxxhlnxOLFi+PjH/94RETceOONWatEAQAAAAAAAAAAAAAAoJBl5mEKKciXuZGvPUu0BPnorQouyPdhI0aMiK985Svxu9/9LkpKSuLb3/52PPHEE+0+P2DAgPjOd74TEe8nep9++unE8w/+sqivr9/vdz54nvmXCwAAAAAAAAAAAAAAAORS5ka+VCqVp0my2cgH7VfQQb4PnHDCCTFz5syIiLjnnns6dPakk05q/fnNN99MPDvssMMiImL79u37DfOtX78+8T4AAAAAAAAAAAAAAAB0h0LeyJcZ5GvPRr6NGzcmakE+eouiCPJFRIwaNSoiIlavXt1l35w2bVrrzytWrNjne8uXL4+IiKlTp3bZ3QAAAAAAAAAAAAAAAHAghbyRr7KyMlHv2rUrmpqa9nvGRj56q6IJ8n2wTS/z/+AH8l//9V+tP48fPz7xbObMmVFeXh4REb/73e/aPP/222/Ha6+9FhERZ5xxRofuBgAAAAAAAAAAAAAAgIORGeQr5I18ERG1tbX7PSPIR2+V9yBfU1NTtLS07Pedp59+On7/+99HRMTs2bNb+wc619DQEN/4xjciImLQoEFx2mmnJZ4PGjQoLrjggoiIuPPOO7NWjUZEfPe7342I9wOE559//n7vAwAAAAAAAAAAAAAAgK6UmXcppCBfWwu7BPmgbXkP8lVXV8exxx4bd999d7z55puJcF51dXXceuutMWfOnGhpaYmhQ4fGNddc0/r8P/7jP+L000+PBx98MNatW9fab2xsjKeffjpmzZoVS5YsiYiIG264IQYPHpx1/0033RSDBg2KDRs2xKc+9alYtWpVRETU1dXFTTfdFHfddVdERHzzm9+MIUOG5OIfAQAAAAAAAAAAAAAAALQpcyNfKpXK0yTZOrqRr7m5OTZv3pzoCfLRW/TN9wAREa+88kp88YtfjIiIsrKyqKqqil27dkVdXV3rO+PHj49HHnkkDj300NZeS0tLPP300/H0009HRER5eXkMGjQo0ul0NDY2RkREaWlp/N3f/V1cf/31bd49fvz4ePjhh2Pu3LmxaNGimDx5cqRSqaitrY2mpqaIiLjkkkviuuuuy8nvDgAAAAAAAAAAAAAAAG1paWnJCvIV0ka+fv36Rf/+/aOhoaG1V1NTs8/3t23b1prX+YAgH71F3oN8hx12WDz88MPx7LPPxpIlS2LDhg2xZcuW6NOnTxx++OHx0Y9+NObMmROf/exno7y8PHF2+vTp8b3vfS9eeOGFWLZsWWzZsiV27NgRAwcOjClTpsSsWbPi8ssvj+nTp+93hnPOOSeWLl0a3/3ud+Pf//3f4913343BgwfHcccdF/Pnz48LLrggl/8IAAAAAAAAAAAAAAAAIMuuXbti7969iV4hBfki3t/K9+Eg3/428m3atCmrN2LEiJzMBYUm70G+srKymDt3bsydO7fDZ4cNGxZf+cpXumSOCRMmxD333NMl3wIAAAAAAAAAAAAAAICDlbmNLyIilUrlYZJ9q6ioiK1bt7bW+9vIlxnkGzp0aJSVleVsNigkpfkeAAAAAAAAAAAAAAAAAMjWVpCvsrIyD5PsW+Y8HdnIN3LkyJzMBIVIkA8AAAAAAAAAAAAAAAAKUDqdTtT9+/eP/v3752matlVUVCTqjmzkE+SjNxHkAwAAAAAAAAAAAAAAgAK0bdu2RJ1KpfI0yb7ZyAftI8gHAAAAAAAAAAAAAAAABWj9+vWJ+rDDDsvTJPuWuZFvf0G+jRs3JmpBPnoTQT4AAAAAAAAAAAAAAAAoQOvWrUvUo0ePztMk+5a5ka+mpmaf79rIR28myAcAAAAAAAAAAAAAAAAFqBiCfB3ZyCfIR28myAcAAAAAAAAAAAAAAAAFqBiCfDbyQfsI8gEAAAAAAAAAAAAAAEABqq6uTtRjxozJ0yT71t6NfC0tLbF58+ZET5CP3kSQDwAAAAAAAAAAAAAAAApQMWzkywzy7Wsj3/bt26OxsTHRE+SjNxHkAwAAAAAAAAAAAAAAgAJTW1sbO3bsSPQKMchXWVmZqPe1kW/Tpk1ZvREjRuRkJihEgnwAAAAAAAAAAAAAAABQYNavX5/VGzVqVB4m2b/MjXztDfINHjw4BgwYkLO5oNAI8gEAAAAAAAAAAAAAAECBqa6uTtRDhgyJQYMG5WmafcvcyFdTU9Pme5lBvpEjR+ZsJihEgnwAAAAAAAAAAAAAAABQYNatW5eox4wZk6dJ9q+zG/kE+ehtBPkAAAAAAAAAAAAAAACgwGQG+UaPHp2nSfavrY18LS0tWe8J8tHbCfIBAAAAAAAAAAAAAABAgSmWIF/mRr69e/fGnj17st7buHFjohbko7cR5AMAAAAAAAAAAAAAAIACU6xBvoj3t/JlspGP3k6QDwAAAAAAAAAAAAAAAApMdXV1oi7UIF9lZWVWr7a2NqsnyEdvJ8gHAAAAAAAAAAAAAAAABSZzI9+YMWPyNMn+DRw4MKsnyAfZBPkAAAAAAAAAAAAAAACggNTX18e2bdsSvULdyFdaWhoVFRWJ3o4dOxJ1S0uLIB+9niAfAAAAAAAAAAAAAAAAFJD169dn9UaNGpWHSdrn0EMPTdSLFi1K1Ol0Ovbs2ZPoCfLR2wjyAQAAAAAAAAAAAAAAQAFZt25dok6lUlFZWZmnaQ7sjDPOSNSPPfZYos7cxhchyEfvI8gHAAAAAAAAAAAAAAAABaS6ujpRjx49Ok+TtM+cOXMS9ZIlS2LDhg2tdWaQr6qqKsrLy7tlNigUgnwAAAAAAAAAAAAAAABQQDI38o0ZMyZPk7TP7Nmzo6qqKtH73//7f7f+nBnks42P3kiQDwAAAAAAAAAAAAAAAApIZpCv0DfylZWVxdlnn53oPfbYY60/C/KBIB8AAAAAAAAAAAAAAAAUlGIL8kVEzJkzJ1E//fTTUVtbGxERGzduTDwT5KM3EuQDAAAAAAAAAAAAAACAAlJdXZ2oiyHId/bZZ0ffvn1b64aGhnjqqaciwkY+iBDkAwAAAAAAAAAAAAAAgIJSjBv5Bg8eHJ/4xCcSvcceeywiBPkgQpAPAAAAAAAAAAAAAAAACsbu3btjy5Ytid6YMWPyNE3HzJkzJ1H/5je/ib179wryQQjyAQAAAAAAAAAAAAAAQMFYv359Vq8YNvJFRJx33nmJetu2bfH8888L8kEI8gEAAAAAAAAAAAAAAEDBWLduXaKurKyMqqqqPE3TMWPHjo1jjjkm0XvssccE+SAE+QAAAAAAAAAAAAAAAKBgVFdXJ+pi2cb3gTlz5iTqhx56KHbv3p3oCfLRGwnyAQAAAAAAAAAAAAAAQIHI3MhX7EG+jRs3Zr0jyEdvJMgHAAAAAAAAAAAAAAAABSIzyDdmzJg8TdI5xxxzTBx++OH7fF5RURGDBg3qxomgMAjyAQAAAAAAAAAAAAAAQIEo9o18JSUlcd555+3zuW189FaCfAAAAAAAAAAAAAAAAFAgqqurE3WxBfkiIubMmbPPZ4J89FaCfAAAAAAAAAAAAAAAAFAgin0jX0TEJz7xiUilUm0+E+SjtxLkAwAAAAAAAAAAAAAAgALQ0NAQmzdvTvTGjBmTp2k6r1+/fnHOOee0+UyQj95KkA8AAAAAAAAAAAAAAAAKwLvvvpvVK8aNfBERc+bMabMvyEdvJcgHAAAAAAAAAAAAAAAABWDdunWJetCgQZFKpfI0zcE566yzol+/fll9QT56K0E+AAAAAAAAAAAAAAAAKADV1dWJevTo0VFSUpKnaQ5OKpWK2bNnZ/UF+eitBPkAAAAAAAAAAAAAAACgAGRu5Bs9enSeJukac+bMyeoJ8tFbCfIBAAAAAAAAAAAAAABAAcgM8o0ZMyZPk3SN8847L6tX7OFE6CxBPgAAAAAAAAAAAAAAACgAPW0j35gxY+LCCy9srU899dQYO3ZsHieC/Omb7wEAAAAAAAAAAAAAAACAnhfki4i477774qyzzordu3cnQn3Q2wjyAQAAAAAAAAAAAAAAQAGorq5O1D0hyFdWVhYXXXRRvseAvCvN9wAAAAAAAAAAAAAAAADQ2+3Zsyc2bdqU6PWEIB/wPkE+AAAAAAAAAAAAAAAAyLMNGzZES0tLojdmzJg8TQN0NUE+AAAAAAAAAAAAAAAAyLN169Yl6vLy8hgyZEiepgG6miAfAAAAAAAAAAAAAAAA5Fl1dXWiHj16dJSUlORpGqCrCfIBAAAAAAAAAAAAAABAnmVu5Bs9enSeJgFyQZAPAAAAAAAAAAAAAAAA8kyQD3o2QT4AAAAAAAAAAAAAAADIs8wg35gxY/I0CZALgnwAAAAAAAAAAAAAAACQZzbyQc8myAcAAAAAAAAAAAAAAAB5Vl1dnagF+aBnEeQDAAAAAAAAAAAAAACAPGpsbIwNGzYkeoJ80LMI8gEAAAAAAAAAAAAAAEAebdy4MVpaWhI9QT7oWQT5AAAAAAAAAAAAAAAAII/WrVuXqPv37x+HHHJInqYBckGQDwAAAAAAAAAAAAAAAPIoM8g3evToKCkpydM0QC4I8gEAAAAAAAAAAAAAAEAeVVdXJ+rRo0fnaRIgVwT5AAAAAAAAAAAAAAAAII/a2sgH9CyCfAAAAAAAAAAAAAAAAJBHgnzQ8wnyAQAAAAAAAAAAAAAAQB5lBvnGjBmTp0mAXBHkAwAAAAAAAAAAAAAAgDyqrq5O1DbyQc8jyAcAAAAAAAAAAAAAAAB5snfv3tiwYUOiJ8gHPY8gHwAAAAAAAAAAAAAAAOTJpk2boqmpKdET5IOeR5APAAAAAAAAAAAAAAAA8mT9+vWJul+/fjF8+PA8TQPkiiAfAAAAAAAAAAAAAAAA5ElmkO8jH/lIlJaK/EBP4//VAAAAAAAAAAAAAAAAkCfvvvtuoh41alSeJgFySZAPAAAAAAAAAAAAAAAA8iRzI99hhx2Wp0mAXBLkAwAAAAAAAAAAAAAAgDyxkQ96B0E+AAAAAAAAAAAAAAAAyBMb+aB3EOQDAAAAAAAAAAAAAACAPLGRD3oHQT4AAAAAAAAAAAAAAADIExv5oHcQ5AMAAAAAAAAAAAAAAIA8qKuri/+fvTsPr7qw8sd/bghr2AyLCIggKqKgIqhYQOvSBfdpq7a22t2lnU6n32qnnVrbOrWjtU6d0dZqF0fr1JmqHRdEpaJWGBYFF1wARUFkFwIBQoCQ3N8f/kz53Bv25H5yk9frefr0nvPZThTjjc9951RWViZ6NvJByyTIBwAAAAAAAAAAAAAAAClYvnx5Xs9GPmiZBPkAAAAAAAAAAAAAAAAgBUuXLk3UXbp0iS5duqQ0DdCUBPkAAAAAAAAAAAAAAAAgBcuWLUvUtvFByyXIBwAAAAAAAAAAAAAAACnI3cjXr1+/lCYBmpogHwAAAAAAAAAAAAAAAKTARj5oPQT5AAAAAAAAAAAAAAAAIAU28kHrIcgHAAAAAAAAAAAAAAAAKbCRD1oPQT4AAAAAAAAAAAAAAABIgY180HoI8gEAAAAAAAAAAAAAAECBZbNZG/mgFRHkAwAAAAAAAAAAAAAAgAKrqKiILVu2JHo28kHLJcgHAAAAAAAAAAAAAAAABZa7jS8iok+fPilMAhSCIB8AAAAAAAAAAAAAAAAU2NKlSxN17969o127dilNAzQ1QT4AAAAAAAAAAAAAAAAosNyNfH379k1pEqAQBPkAAAAAAAAAAAAAAACgwHI38vXr1y+lSYBCEOQDAAAAAAAAAAAAAACAArORD1oXQT4AAAAAAAAAAAAAAAAoMBv5oHUR5AMAAAAAAAAAAAAAAIACs5EPWhdBPgAAAAAAAAAAAAAAACgwG/mgdRHkAwAAAAAAAAAAAAAAgALatm1brFy5MtGzkQ9aNkE+AAAAAAAAAAAAAAAAKKAVK1ZENptN9Gzkg5ZNkA8AAAAAAAAAAAAAAAAKaNmyZYm6bdu20aNHj5SmAQpBkA8AAAAAAAAAAAAAAAAKaOnSpYm6b9++UVIi5gMtmX/CAQAAAAAAAAAAAAAAoIByN/L17ds3pUmAQhHkAwAAAAAAAAAAAAAAgALK3cjXr1+/lCYBCkWQDwAAAAAAAAAAAAAAAArIRj5ofQT5AAAAAAAAAAAAAAAAoIByN/IJ8kHLJ8gHAAAAAAAAAAAAAAAABZS7ka9fv34pTQIUiiAfAAAAAAAAAAAAAAAAFFBukM9GPmj5BPkAAAAAAAAAAAAAAACgQDZt2hTr1q1L9Gzkg5ZPkA8AAAAAAAAAAAAAAAAKJHcbX4SNfNAaCPIBAAAAAAAAAAAAAABAgSxdujRRd+nSJbp06ZLSNEChCPIBAAAAAAAAAAAAAABAgeRu5LOND1oHQT4AAAAAAAAAAAAAAAAokNyNfP369UtpEqCQBPkAAAAAAAAAAAAAAACgQGzkg9ZJkA8AAAAAAAAAAAAAAAAKxEY+aJ0E+QAAAAAAAAAAAAAAAKBAbOSD1kmQDwAAAAAAAAAAAAAAAArERj5onQT5AAAAAAAAAAAAAAAAoACy2ayNfNBKCfIBAAAAAAAAAAAAAABAAVRUVMSWLVsSPRv5oHUQ5AMAAAAAAAAAAAAAAIACyN3GFxHRp0+fFCYBCk2QDwAAAAAAAAAAAAAAAApg6dKlibp3797Rrl27lKYBCkmQDwAAAAAAAAAAAAAAAAogdyNf3759U5oEKDRBPgAAAAAAAAAAAAAAACiA3I18/fr1S2kSoNAE+QAAAAAAAAAAAAAAAKAAbOSD1kuQDwAAAAAAAAAAAAAAAArARj5ovQT5AAAAAAAAAAAAAAAAoABs5IPWS5APAAAAAAAAAAAAAAAACsBGPmi9BPkAAAAAAAAAAAAAAACgiW3bti1WrlyZ6NnIB62HIB8AAAAAAAAAAAAAAAA0sRUrVkQ2m030bOSD1kOQDwAAAAAAAAAAAAAAAJrYsmXLEnXbtm2jR48eKU0DFJogHwAAAAAAAAAAAAAAADSxpUuXJuq+fftGSYloD7QW/mkHAAAAAAAAAAAAAACAJpa7ka9v374pTQKkQZAPAAAAAAAAAAAAAAAAmljuRr5+/fqlNAmQBkE+AAAAAAAAAAAAAAAAaGI28kHr1iyCfC+88EL8+Mc/jnPOOScOP/zw6NGjR7Rt2zZ69OgRY8aMieuuuy4qKip2eo+VK1fGt7/97RgyZEh07NgxysvLY9y4cfHb3/42stnsLmd466234rLLLotBgwZFhw4donfv3vGxj30sHnjggcb6MgEAAAAAAAAAAAAAAGilbOSD1q007QEiIn7/+9/HL3/5y/q6Q4cO0bFjx6ioqIhp06bFtGnT4uabb46HH344TjzxxLzrZ8+eHR/72MdizZo1ERHRuXPn2LBhQ0ydOjWmTp0a9913Xzz88MPRvn37Bp8/ceLEOP/882PTpk0REdG1a9dYs2ZNTJo0KSZNmhRf/OIX43e/+11kMpkm+OoBAAAAAAAAAAAAAABo6Wzkg9atWWzkO/744+PGG2+M6dOnx9q1a6O6ujrWr18fGzZsiP/8z/+MXr16xerVq+O8886LysrKxLWVlZVx1llnxZo1a+Lwww+P559/PjZs2BBVVVVx6623Rtu2bWPSpEnxrW99q8FnL1y4MC644ILYtGlTjBkzJubPnx+VlZVRWVkZ11xzTURE3HnnnXHjjTc2+V8HAAAAAAAAAAAAAAAAWqbcIJ+NfNC6NIsg3yWXXBJXXnlljB49Orp3717f79y5c3z+85+Pe+65JyIiVq1aFRMmTEhc+/Of/zxWrFgRHTt2jIkTJ8aoUaMiIqJdu3bx9a9/PX784x9HRMQdd9wRb7zxRt6zr7nmmqiqqoo+ffrEhAkT4rDDDqt/9o9//OO49NJLIyLiuuuui7Vr1zb61w4AAAAAAAAAAAAAAEDLtnHjxli3bl2iZyMftC7NIsi3K6NHj65/vWTJksSxu+++OyIiPv3pT8egQYPyrv3GN74RnTt3jtra2viv//qvxLGqqqp44IEHIiLiiiuuSIQIP/C9730vIiLWr18fDz744L58GQAAAAAAAAAAAAAAALRCb731VqLOZDJx0EEHpTQNkIaiCPJNmTKl/vXgwYPrX8+fPz8WL14cERHjx49v8NrOnTvHuHHjIiJi0qRJiWNTp06N6urqnV4/cODAGDp0aIPXAwAAAAAAAAAAAAAAwK4sWLAgUffv3z86dOiQ0jRAGpptkG/Lli2xaNGiuPXWW+Piiy+OiIhDDjkkzj777PpzXn311frXw4YN2+G9Pjj2+uuvJ/rbX3/kkUfu8vrXXnttD74CAAAAAAAAAAAAAAAAyA/yHXLIISlNAqSlNO0BcnXo0CG2bNmS1x8zZkz88Y9/jPbt29f3li1bVv+6X79+O7znB8fWr18fGzdujM6dOyeu32+//aJTp067vH775wEAAAAAAAAAAAAAAMDuEOQDmt1Gvj59+sT+++8fZWVl9b1TTjklbr755hgwYEDi3A0bNtS/3lkQb/tj21/zweudXbv98e2vBQAAAAAAAAAAAAAAgN0hyAc0uyDfokWLYsWKFbFx48ZYuXJl/PznP4+XXnopjj/++LjmmmvSHg8AAAAAAAAAAAAAAAD2iCAf0OyCfNvr3bt3fPvb347HH388MplM/Mu//EtMmDCh/niXLl3qX2/atGmH99n+2PbXfPB6Z9duf3z7awEAAAAAAAAAAAAAAGBXNm3aFEuWLEn0BPmg9WnWQb4PHH/88TF27NiIiLjjjjvq+3379q1/vXTp0h1e/8Gxrl27RufOnfOuX7t27U7DfB9cv/3zAAAAAAAAAAAAAAAAYFfefvvtvN7gwYNTmARIU1EE+SIi+vXrFxHJVaLDhg2rf/3qq6/u8NoPjh1xxBGJ/vbXv/baa7u8/sgjj9yDiQEAAAAAAAAAAAAAAGjtts/CREQccMABUVZWltI0QFqKJsj3Qfq4S5cu9b0hQ4bEgAEDIiLi8ccfb/C6qqqqmDJlSkREfPSjH00cGzt2bHTs2HGn17/zzjsxd+7cBq8HAAAAAAAAAAAAAACAnckN8h1yyCEpTQKkKfUgX21tbWSz2Z2eM3ny5HjuueciIuLDH/5w4tgll1wSERH//d//HYsWLcq79pe//GVs3Lgx2rRpE5/97GcTx8rKyuKTn/xkRETcdtttUVlZmXf9DTfcEBHvBwjPO++83fmSAAAAAAAAAAAAAAAAICLyg3yHHnpoSpMAaUo9yPfuu+/GiBEj4vbbb4+33347Eep799134/rrr49zzz03stlslJeXx7e+9a3E9VdeeWX06dMnNm3aFGeeeWbMnj07IiK2bt0at912W/zgBz+IiIhLL700DjvssLznX3vttVFWVhbLly+Ps88+O958882IeH+T37XXXhu//vWvIyLi6quvjv32269J/hoAAAAAAAAAAAAAAADQMtnIB0RElKY9QETEyy+/HJdffnlERLRr1y66du0a1dXVUVVVVX/OoEGD4oEHHog+ffokru3WrVtMmDAhPvaxj8Xrr78eo0aNii5dusTmzZujpqYmIiI++tGPxi9+8YsGnz1o0KD405/+FOeff35MmTIlDjvssOjWrVts3LgxamtrIyLiC1/4Qlx11VVN8aUDAAAAAAAAAAAAAADQggnyARHNYCNf3759409/+lN87Wtfi5EjR0bPnj1j/fr1UVdXFwMGDIizzz47fvvb38Zrr70WI0aMaPAeI0eOjNdeey2+9a1vxaGHHho1NTVRVlYWY8eOjd/85jfx2GOPRfv27Xc4wxlnnBFz5syJr371qzFw4MCorq6O7t27x0c+8pG4//77484774xMJtNUfwkAAAAAAAAAAAAAAABogbZs2RKLFy9O9AT5oHXKZLPZbNpDsHOvvfZaDBs2rL5+9dVX48gjj0xxIgAAAAAAAAAAAAAAAHZl3rx5MXTo0ESvsrIyunbtmtJE0HqlndFKfSMfAAAAAAAAAAAAAAAAtEQLFixI1L179xbig1ZKkA8AAAAAAAAAAAAAAACaQG6Q75BDDklpEiBtgnwAAAAAAAAAAAAAAADQBN58881ELcgHrZcgHwAAAAAAAAAAAAAAADQBG/mADwjyAQAAAAAAAAAAAAAAQBMQ5AM+IMgHAAAAAAAAAAAAAAAAjWzr1q2xaNGiRE+QD1ovQT4AAAAAAAAAAAAAAABoZO+8807U1dUleoJ80HoJ8gEAAAAAAAAAAAAAAEAjW7BgQaLu0aNH7LfffilNA6RNkA8AAAAAAAAAAAAAAAAaWW6QzzY+aN0E+QAAAAAAAAAAAAAAAKCRCfIB2xPkAwAAAAAAAAAAAAAAgEYmyAdsT5APAAAAAAAAAAAAAAAAGpkgH7A9QT4AAAAAAAAAAAAAAABoRNu2bYuFCxcmeoJ80LoJ8gEAAAAAAAAAAAAAAEAjWrx4cdTU1CR6gnzQugnyAQAAAAAAAAAAAAAAQCNasGBBou7WrVv06NEjpWmA5kCQDwAAAAAAAAAAAAAAABpRbpDvkEMOiUwmk9I0QHMgyAcAAAAAAAAAAAAAAACNqKEgH9C6CfIBAAAAAAAAAAAAAABAIxLkA3IJ8gEAAAAAAAAAAAAAAEAjEuQDcgnyAQAAAAAAAAAAAAAAQCOpra2Nt956K9ET5AME+QAAAAAAAAAAAAAAAKCRLF26NLZu3ZroHXrooSlNAzQXgnwAAAAAAAAAAAAAAADQSBYsWJCoO3fuHL17905pGqC5EOQDAAAAAAAAAAAAAACARpIb5DvkkEMik8mkNA3QXAjyAQAAAAAAAAAAAAAAQCNpKMgHIMgHAAAAAAAAAAAAAAAAjeTNN99M1IJ8QIQgHwAAAAAAAAAAAAAAADQaG/mAhgjyAQAAAAAAAAAAAAAAQCOoq6uLt956K9ET5AMiBPkAAAAAAAAAAAAAAACgUSxfvjyqq6sTPUE+IEKQDwAAAAAAAAAAAAAAABrFggULEnXHjh3jgAMOSGkaoDkR5AMAAAAAAAAAAAAAAIBGkBvkGzx4cJSUiO8AgnwAAAAAAAAAAAAAAADQKHKDfIccckhKkwDNjSAfAAAAAAAAAAAAAAAANAJBPmBHBPkAAAAAAAAAAAAAAACgEeQG+Q499NCUJgGaG0E+AAAAAAAAAAAAAAAA2Ee1tbXxxhtvJHqDBw9OaRqguRHkAwAAAAAAAAAAAAAAgH309ttvx6ZNmxK9I488MqVpgOZGkA8AAAAAAAAAAAAAAAD20SuvvJKoe/XqFfvvv39K0wDNjSAfAAAAAAAAAAAAAAAA7KM5c+Yk6qOOOioymUxK0wDNjSAfAAAAAAAAAAAAAAAA7KOGgnwAHxDkAwAAAAAAAAAAAAAAgH0kyAfsjCAfAAAAAAAAAAAAAAAA7IONGzfGW2+9legJ8gHbE+QDAAAAAAAAAAAAAACAffDqq68m6pKSkjjiiCNSmgZojgT5AAAAAAAAAAAAAAAAYB/MmTMnUQ8ZMiQ6dOiQ0jRAcyTIBwAAAAAAAAAAAAAAAPsgN8h31FFHpTQJ0FwJ8gEAAAAAAAAAAAAAAMA+EOQDdkWQDwAAAAAAAAAAAAAAAPZSNpsV5AN2SZAPAAAAAAAAAAAAAAAA9tK7774blZWViZ4gH5BLkA8AAAAAAAAAAAAAAAD2Uu42vm7dusWBBx6Y0jRAcyXIBwAAAAAAAAAAAAAAAHspN8h31FFHRSaTSWkaoLkS5AMAAAAAAAAAAAAAAIC9lBvkGz58eEqTAM2ZIB8AAAAAAAAAAAAAAADspYY28gHkEuQDAAAAAAAAAAAAAACAvbB58+Z44403Ej1BPqAhgnwAAAAAAAAAAAAAAACwF+bOnRu1tbWJ3rBhw1KaBmjOBPkAAAAAAAAAAAAAAABgL8yZMydRH3zwwdGlS5eUpgGaM0E+AAAAAAAAAAAAAAAA2Au5Qb6jjjoqpUmA5k6QDwAAAAAAAAAAAAAAAPaCIB+wuwT5AAAAAAAAAAAAAAAAYC8I8gG7S5APAAAAAAAAAAAAAAAA9tDKlStj1apViZ4gH7AjgnwAAAAAAAAAAAAAAACwh3K38XXq1CkOPvjglKYBmjtBPgAAAAAAAAAAAAAAANhDuUG+YcOGRZs2bVKaBmjuBPkAAAAAAAAAAAAAAABgD+UG+Y466qiUJgGKgSAfAAAAAAAAAAAAAAAA7CFBPmBPCPIBAAAAAAAAAAAAAADAHqipqYnXX3890RPkA3ZGkA8AAAAAAAAAAAAAAAD2wBtvvBFbt25N9IYPH57SNEAxEOQDAAAAAAAAAAAAAACAPTBnzpxE3b9//ygvL09pGqAYCPIBAAAAAAAAAAAAAADQYm3evDmmTJkSq1atarR7vvLKK4naNj5gVwT5AAAAAAAAAAAAAAAAaJHWrl0bQ4cOjZNOOimGDBkSs2fPbpT75m7kO+qooxrlvkDLJcgHAAAAAAAAAAAAAABAi3TLLbfEokWLIiJi3bp18atf/apR7ivIB+wpQT4AAAAAAAAAAAAAAABapEceeSRRv/322/t8z7Vr18a7776b6AnyAbsiyAcAAAAAAAAAAAAAAECLs2LFipg1a1ait3Llyn2+7yuvvJKo27ZtG0OGDNnn+wItmyAfAAAAAAAAAAAAAAAALc7EiRPzeqtWrdrn+86ZMydRH3HEEdG2bdt9vi/QsgnyAQAAAAAAAAAAAAAA0OI8+uijeb01a9bEtm3b9um+uUG+o446ap/uB7QOgnwAAAAAAAAAAAAAAAC0KFu2bIlJkyY1eGz16tX7dG9BPmBvCPIBAAAAAAAAAAAAAADQokyZMiU2btzY4LFVq1bt9X2z2WzMnTs30Rs2bNhe3w9oPQT5AAAAAAAAAAAAAAAAaFEeffTRHR7blyDfihUrYv369Yne0KFD9/p+QOshyAcAAAAAAAAAAAAAAECLMmHChB0e25cgX+42vk6dOsWBBx641/cDWg9BPgAAAAAAAAAAAAAAAFqMN954IxYsWLDD4/sS5Js3b16iHjJkSJSUiOcAu+Y7BQAAAAAAAAAAAAAAAC3GzrbxRTTuRr7DDz98r+8FtC6CfAAAAAAAAAAAAAAAALQYjz766E6PN+ZGvqFDh+71vYDWRZAPAAAAAAAAAAAAAACAFmH9+vXx7LPPJnrHHntsoraRD0iDIB8AAAAAAAAAAAAAAAAtwqRJk2Lbtm31dbt27eKiiy5KnLO3Qb4NGzbE0qVLEz0b+YDdJcgHAAAAAAAAAAAAAABAi/Doo48m6g9/+MNx8MEHJ3p7G+SbN29eoi4pKYlDDjlkr+4FtD6CfAAAAAAAAAAAAAAAABS9urq6mDhxYqJ35plnRu/evRO9xgryDRo0KDp06LBX9wJan9K0BwAAAAAAAAAAAAAAAIB9NWvWrLyQ3plnnhl1dXWJXlVVVVRVVUVZWdke3X/u3LmJeujQoXs3KNAq2cgHAAAAAAAAAAAAAABA0Xv00UcT9eGHHx6DBw/O28gXEfHee+/t8f1zN/Idfvjhe3wPoPUS5AMAAAAAAAAAAAAAAKDoTZgwIVGfeeaZERHRtWvXaNeuXeJY7ua+3ZEb5LORD9gTgnwAAAAAAAAAAAAAAAAUtWXLlsULL7yQ6H0Q5MtkMnlb+fY0yFdTUxNvvvlmomcjH7AnBPkAAAAAAAAAAAAAAAAoahMnTkzUXbt2jbFjx9bX+xrke/vtt2Pbtm2JniAfsCcE+QAAAAAAAAAAAAAAAChqjz76aKL+2Mc+Fm3btq2v9zXIN3fu3ETdu3fvKC8v38MpgdZMkA8AAAAAAAAAAAAAAICitWXLlvjLX/6S6J111lmJel+DfPPmzUvUQ4cO3aPrAQT5AAAAAAAAAAAAAAAAKFrPPPNMVFVV1deZTCbGjx+fOKexN/Idfvjhezgl0NoJ8gEAAAAAAAAAAAAAAFC0/vu//ztRH3/88dGrV69Ez0Y+IG2CfAAAAAAAAAAAAAAAABSlzZs3x5///OdE7/zzz887b1+CfNls1kY+YJ8J8gEAAAAAAAAAAAAAAFCUHnvssVi/fn19nclk4sILL8w7b1+CfMuXL48NGzYkeoJ8wJ4S5AMAAAAAAAAAAAAAAKAo3XvvvYl63Lhx0b9//7zzcoN87733XtTV1e3WM3K38XXq1CkOPPDAPZwUaO0E+QAAAAAAAAAAAAAAACg6GzZsiEceeSTRu+iiixo8NzfIt23btli3bt1uPWfevHmJesiQIVFSIpID7BnfNQAAAAAAAAAAAAAAACg6Dz30UGzevLm+Li0tjU996lMNnturV6+83qpVq3brOblBvqFDh+7BlADvE+QDAAAAAAAAAAAAAACg6Nx7772J+qMf/Wj06NGjwXM7dOgQ3bp1S/R2N8g3d+7cRH344YfvwZQA7xPkAwAAAAAAAAAAAAAAoKisXr06Jk2alOh95jOf2ek1vXv3TtQ28gGFJMgHAAAAAAAAAAAAAABAUbn//vtj27Zt9XWHDh3i3HPP3ek1exPkW79+fSxdujTRs5EP2BuCfAAAAAAAAAAAAAAAABSVe++9N1GfffbZ0aVLl51ekxvkW7ly5S6fM3/+/ERdUlIShx566G5OCfA3gnwAAAAAAAAAAAAAAAAUjSVLlsSUKVMSvYsuumiX1+3NRr65c+cm6oMPPjjat2+/G1MCJAnyAQAAAAAAAAAAAAAAUDT+53/+J7LZbH3drVu3GD9+/C6v25sg37x58xL10KFDd3NKgCRBPgAAAAAAAAAAAGCf1dXVxfXXXx+nnHJK/Ou//mvig9UAANCY7r333kT9iU98Yre25DXGRr7DDz98NyYEyFea9gAAAAAAAAAAAABA8fvhD38YP/nJTyIi4plnnokDDjggvvCFL6Q7FAAALc4bb7wRs2fPTvQ+85nP7Na1jbGRT5AP2Fs28gEAAAAAAAAAAAD7ZOrUqfHTn/400bvzzjtTmgYAgJYsdxtf796945RTTtmta/c0yFdTUxMLFixI9IYOHbpbzwLIJcgHAAAAAAAAAAAA7LXKysr43Oc+F3V1dYn+1KlTY/Xq1SlNBQBAS5TNZvOCfBdccEGUlpbu1vW5Qb5169bF1q1bd3j+W2+9Fdu2bUv0bOQD9pYgHwAAAAAAAAAAALDXvv71r8c777yT16+rq4tHH300hYkAAGipXnrppZg/f36id9FFF+329blBvoiI9957b4fnz5s3L1Hvv//+sd9+++328wC2J8gHAAAAAAAAAAAA7JU//vGP8V//9V87PP7QQw8VcBoAAFq63G18AwcOjNGjR+/29eXl5VFSkozSrFq1aofnz507N1HbxgfsC0E+AAAAAAAAAAAAYI8tWrQorrjiip2e88QTT0R1dfUu77Vq1aqYOXNm1NXVNdZ4AAC0MHV1dfHf//3fid6nP/3pyGQyu32PkpKS6NWrV6K3syBf7ka+oUOH7vazAHIJ8gEAAAAAAAAAAAB7pLa2Ni6++OJYv359on/rrbcmNpxs2rQpJk+evNN7PfXUU3HggQfG6NGjY8yYMVFbW9skMwMAUNymTp0a7777bqL3mc98Zo/v07t370RtIx9QKIJ8AAAAAAAAAAAAwB65/vrrY+rUqYneJZdcEl//+tdjzJgxif5DDz20w/vU1tbGV77yldi6dWtERMyYMSMmTpzY+AMDAFD07r777kR9xBFHxPDhw/f4Prsb5MtmszbyAY1KkA8AAAAAAAAAAADYbc8991z88Ic/TPQGDRoUt9xyS0REnHvuuYljjzzySNTV1TV4rwkTJsTChQsTvVdffbURpwUAoCXYtGlT/OlPf0r0LrnkkshkMnt8r90N8i1btiw2bNiQ6NnIB+wLQT4AAAAAAAAAAABgt1RVVcVnP/vZqK2tre+VlJTEPffcE127do2I/CDfypUrY+bMmQ3e7+abb87rLVq0qNHmBQCgZXjwwQcTobqSkpL43Oc+t1f32t0gX+42vrKysujfv/9ePRMgQpAPAAAAAAAAAAAA2E233357LFiwINH7wQ9+EB/60Ifq60MOOSSOOOKIxDkPPfRQ3r1efvnleOaZZ/L6uRv6AADg7rvvTtSnn3569OvXb6/utbtBvrlz5ybqIUOGREmJGA6w93wHAQAAAAAAAAAAAHYpm83G7bffnuiNHj06rr766rxzc7fyNRTk+/d///cGn2MjHwAA21u2bFn85S9/SfQuueSSvb7f3m7kO/zww/f6mQARgnwAAAAAAAAAAADAbnjmmWfijTfeSPRuuOGGKC0tzTs3N8g3b968xLXvvfde/PGPf2zwOe+8807U1dU1wsQAALQE99xzT+L9YZcuXeLv/u7v9vp+uxvke/nllxP10KFD9/qZABGCfAAAAAAAAAAAAMBuyN3GN3To0Bg3blyD5x533HFxwAEHJHrbb+W7/fbbY8uWLQ1eu3Xr1li+fPk+TgsAQEuQzWbjrrvuSvTOP//86NSp017fs6EgXzabTfRqampi1qxZid6xxx67188EiBDkAwAAAAAAAAAAAHZh1apV8ec//znRu/TSSyOTyTR4fklJSZx99tmJ3gdBvq1bt8Yvf/nLnT5v4cKF+zAtAAAtxQsvvBCvv/56onfJJZfs0z1zg3ybN2+OjRs3Jnpz5syJzZs3J3onnHDCPj0XQJAPAAAAAAAAAAAA2Kk777wzampq6usOHTrs8gPU5557bqKeNm1arFq1Ku67775YsWJF4liXLl0S9aJFi/ZtYAAAWoTcbXwDBw7c4Vbo3ZUb5It4/xdXbG/GjBmJ+rDDDosePXrs03MBBPkAAAAAAAAAAACAHaqrq4s77rgj0bvggguivLx8p9edeuqpUVZWVl9ns9mYMGFC3HzzzYnzTjrppBgzZkyiZyMfAABbt26NP/7xj4neJZdcEiUl+xaFKSsri44dOyZ6uwryjR49ep+eCRAhyAcAAAAAAAAAAADsxOTJk+Ptt99O9C677LJdXtehQ4f4+Mc/nuj99Kc/jVmzZiV63/zmN2PQoEGJno18AAA89thjsWbNmkRvV1uhd0cmk8nbypcb5Js+fXqiFuQDGoMgHwAAAAAAAAAAALBDt99+e6IeNmxYnHjiibt17bnnnpuo33rrrUR90EEHxbnnnhsDBw5M9G3kAwDgrrvuStRjxoyJwYMHN8q9dxbke++99/LetwryAY1BkA8AAAAAAAAAAABo0IoVK+Khhx5K9C677LLIZDK7df2ZZ54Zbdq02eHxb3zjG9GmTRsb+QAASFizZk1MmDAh0fv85z/faPffWZBv5syZiWOdOnWK4cOHN9qzgdZLkA8AAAAAAAAAAABo0O9///vYtm1bfd2pU6e4+OKLd/v68vLyGDt2bIPHysrK4stf/nJERN5GvsWLFyeeCwBA63LvvfdGTU1Nfd2hQ4e44IILGu3+OwvyzZgxI3HsuOOOi9LS0kZ7NtB6CfIBAAAAAAAAAAAAeWpra+OOO+5I9D796U9Ht27d9ug+5557boP9z3/+89G9e/eIiLyNfLW1tbF06dI9eg4AAC3H3XffnajPO++8PX4fujN7EuQbPXp0oz0XaN0E+QAAAAAAAAAAAIA8kyZNinfeeSfRu+yyy/b4PjsK8v3DP/xD/esePXpEWVlZ4vjChQv3+FkAABS/uXPnxvPPP5/oXXLJJY36jB0F+Wpra2PmzJmJY4J8QGMR5AMAAAAAAAAAAADy3H777Yn6mGOOieOOO26P73PwwQfHsGHDEr3x48fHkCFD6utMJpO3lW/RokV7/CwAAIrfXXfdlaj79OkTH/nIRxr1GTsK8r3++uuxcePGxDFBPqCxCPIBAAAAAAAAAAAACUuXLo0JEyYkepdddllkMpm9ut83vvGN+telpaXx/e9/P++cgQMHJmob+QAAWp/a2tq45557Er3Pfe5zUVpa2qjP2VGQb8aMGYn+wIEDo0+fPo36bKD1ahZBvjVr1sSdd94Zn/vc5+KII46IsrKyaN++ffTv3z/OO++8+N///d8dXvujH/0oMpnMLv+3YMGCnc7w1ltvxWWXXRaDBg2KDh06RO/eveNjH/tYPPDAA4395QIAAAAAAAAAAECz9rvf/S5qa2vr67Kysrjooov2+n5f/epX47e//W185StfiQkTJsSYMWPyzrGRDwCACRMmxNKlSxO9z3/+843+nNwg3+rVq6O2tjYvyGcbH9CYGjeSvJf69OkT27Ztq687dOgQbdu2jaVLl8bSpUvjoYceivHjx8f9998fnTp1avAebdu2jfLy8h0+Y2fp64kTJ8b5558fmzZtioiIrl27xpo1a2LSpEkxadKk+OIXvxi/+93v9vo3CQEAAAAAAAAAAECx2LZtW/zmN79J9D772c9G165d9/qemUwmvvzlL8eXv/zlHZ5jIx8AALfcckuiHjVqVAwbNqzRn5Mb5Kurq4uKigpBPqBJNYuNfNu2bYvjjz8+fvWrX8Vbb70V1dXVsXHjxli4cGH9D+2PPfZYXHbZZTu8x4c+9KFYsWLFDv+X+wP+BxYuXBgXXHBBbNq0KcaMGRPz58+PysrKqKysjGuuuSYiIu6888648cYbG/3rBgAAAAAAAAAAgObmtttuiyVLliR6O/v8XmOxkQ8AoHV7/fXXY/LkyYne3//93zfJs3r27JnXe+ONN+L1119P9AT5gMbULIJ8Tz31VMycOTOuuOKKOPjgg+v7AwcOjN/+9rf1/wHgnnvuiXfffbdRn33NNddEVVVV9OnTJyZMmBCHHXZYRER07tw5fvzjH8ell14aERHXXXddrF27tlGfDQAAAAAAAAAAAM3JvHnz4jvf+U6iN2rUqDj22GOb/Nm5v7B/yZIlsXXr1iZ/LgAAzcOtt96aqHv27BkXXnhhkzyrXbt2sd9++yV6jzzySKJu3759jBgxokmeD7ROzSLId8opp+z0+Adb+SIiZs2a1WjPraqqigceeCAiIq644oro3r173jnf+973IiJi/fr18eCDDzbaswEAAAAAAAAAAKA5qampic997nOxefPmRP+GG24oyPNzN/Jls9lG/+X/AAA0T5WVlXH33Xcnepdeeml06NChyZ7Zu3fvRP3www8n6mOPPTbatWvXZM8HWp9mEeTble2/8dbW1jbafadOnRrV1dURETF+/PgGzxk4cGAMHTo0IiImTZrUaM8GAAAAAAAAAACA5uQnP/lJzJ49O9H75je/GaeeempBnt+9e/fo1q1bordw4cKCPBsAgHTdeeedUVVVVV+3adMmrrjiiiZ9Zm6Qb+7cuYl69OjRTfp8oPUpiiDfM888U/96+PDhDZ7z2muvxbBhw6Jjx47RuXPnGDJkSHz1q1+NF198cYf3ffXVV+tfH3nkkTs8b9iwYfXPAAAAAAAAAAAAgJZm5syZcd111yV6Q4cOjX/9138t6By5W/kWLVpU0OcDAFB4dXV18ctf/jLR+8QnPhH9+/dv0ufmBvlyCfIBja3ZB/nWrVtX/x8Cxo0bF0OGDGnwvNWrV8fcuXOjU6dOsWXLlnjjjTfit7/9bYwcOTKuvvrqBq9ZtmxZRETst99+0alTpx3O0K9fv8T5AAAAAAAAAAAA0FJUVVXFxRdfHLW1tfW90tLS+MMf/hAdO3Ys6CwDBw5M1DbyAQC0fI8//ngsWLAg0fvGN77R5M/dVZDvxBNPbPIZgNalWQf56urq4uKLL47ly5dH+/bt45Zbbsk759BDD42f/exnMX/+/Ni8eXOsWbMmqqqq4oknnoiRI0dGNpuN6667Lm666aa8azds2BARsdMQ3/bHPzgfAAAAAAAAAAAAWoqrrroq3nzzzUTvhz/8YYwcObLgs9jIBwDQ+uRmRY4++ugYO3Zskz93Z0G+vn37NvlGQKD1adZBvm9+85sxYcKEiIj41a9+FUcffXTeOZ/97GfjqquuisMOOyzatm0bERHt2rWLj370ozF16tQ47rjjIiLiRz/6UVRWVhZueAAAAAAAAAAAAGjmHnvssbjtttsSvdGjR8d3v/vdVOaxkQ8AoHWZP39+PP7444neN77xjchkMk3+7J0F+UaPHl2QGYDWpdkG+a688sq49dZbIyLiF7/4RXzpS1/a43t06NAhfvrTn0ZExMaNG2Py5MmJ4126dImIiE2bNu30Ph8c/+B8AAAAAAAAAAAAKHZr1qzJ+2xep06d4u67747S0tJUZrKRDwCgdfnlL3+ZqMvLy+Oiiy4qyLN3FeQDaGzNMsj3ne98J2666aaIiLjxxhvjH//xH/f6XieeeGL967fffjtxrG/fvhERsXbt2p2G+ZYuXZo4HwAAAAAAAAAAAIpZNpuNyy67LFasWJHo33TTTXHooYemNFX+Rr7ly5dHdXV1OsMAANCkNmzYEP/5n/+Z6H3lK1+Jjh07FuT5gnxAoTW7IN9VV10VN954Y0RE/OxnP4srr7yyyZ41bNiw+tevvfbaDs979dVXIyLiyCOPbLJZAAAAAAAAAAAAoFC++93vxgMPPJDojR8/Pi677LKUJnpfbpAvImLx4sWFHwQAgCZ31113xYYNG+rrkpKS+NrXvlaw5+8oyFdaWhojR44s2BxA69GsgnxXXnll/PznP4+I90N8V1111T7fc8aMGfWvBw0alDg2duzY+qT2448/3uD177zzTsydOzciIj760Y/u8zwAAAAAAAAAAACQpp///Ofxs5/9LNErLy+P3/3ud5HJZFKa6n1dunSJHj16JHoLFy5MaRoAAJpKXV1d3HrrrYneOeecEwcddFDBZth///0b7B999NHRqVOngs0BtB7NJsh35ZVXxk033RQR7/9Hgt0J8WWz2Z0e37JlS3z/+9+PiIiysrI47bTTEsfLysrik5/8ZERE3HbbbVFZWZl3jxtuuCEi3v+PA+edd94uZwIAAAAAAAAAAIDm6q677sr7fF6bNm3i7rvvjgMOOCClqZJyf2n/okWL0hkEAIAm8+STT8b8+fMTvW984xsFnaF79+5RWlqa1x89enRB5wBaj2YR5Punf/qn+hDfv/3bv8W3v/3t3bru2WefjdNPPz3uueeeWLJkSX2/pqYmJk+eHOPGjYuZM2dGRMQ111wT3bt3z7vHtddeG2VlZbF8+fI4++yz480334yIiKqqqrj22mvj17/+dUREXH311bHffvvty5cJAAAAAAAAAAAAqZkwYUJ8+ctfzuv/7ne/izPPPDOFiRo2cODARG0jHwBAy3PLLbck6iOPPDJOOeWUgs6QyWSid+/eeX1BPqCp5EeHC2zx4sXxs5/9LCIiSkpK4oYbbqjfgteQK6+8Mq688sqIeH8j3+TJk2Py5MkREdGxY8coKyuLysrKqKmpqb/nd7/73fjOd77T4P0GDRoUf/rTn+L888+PKVOmxGGHHRbdunWLjRs3Rm1tbUREfOELX9itDYEAAAAAAAAAAADQHE2dOjXOP//8+s/FfeDGG2+Mz3/+8ylN1TAb+QAAWrb169fHxIkTE72///u/j0wmU/BZevfuHcuWLUv0BPmAppJ6kK+uri7xeuXKlTs9f+PGjfWvhw8fHj//+c9j+vTp8corr8Tq1atj3bp10alTpzjiiCNi3Lhxcemll8bw4cN3es8zzjgj5syZEzfccEP85S9/iWXLlkX37t3j2GOPjcsuuyw++clP7tsXCQAAAAAAAAAAACmZM2dOnHXWWbF58+ZE/6qrrqr/xfrNiY18AAAt27Rp0xJZknbt2sXnPve5VGbJ3cjXs2fPGDx4cCqzAC1f6kG+gQMHRjab3atre/ToEd/+9rcbZY7BgwfHHXfc0Sj3AgAAAAAAAAAAgOZg4cKF8fGPfzwqKysT/S984Qtxww03pDTVztnIBwDQsk2dOjVRH3/88dG5c+dUZskN8o0ePTqVzYBA61CS9gAAAAAAAAAAAABA43v88cdj9OjRsXz58kT/7LPPjt/85jfN9gPKuRv53nvvvdi4cWM6wwAA0OimTJmSqMeOHZvSJBEnnnhioj7rrLNSmgRoDQT5AAAAAAAAAAAAoAXZsmVLfPvb347x48fHqlWrEsfGjh0b//M//xOlpaUpTbdruUG+iIh33nmn8IMAANDotmzZEs8991yiN27cuJSmifjiF78YX/3qV2PQoEFxxRVXxJe+9KXUZgFavub7kzgAAAAAAAAAAACwR+bPnx+f+cxn4sUXX8w7Nnz48HjkkUeiY8eOKUy2+zp27Bj7779/rFy5sr63cOHCOPLII1OcCgCAxjB79uzYvHlzfZ3JZPK24hVSx44d44477kjt+UDrYiMfAAAAAAAAAAAAFLlsNhu///3v49hjj20wxHf22WfH008/Hd27dy/8cHth0KBBiXrRokXpDAIAQKOaOnVqoh42bFjst99+KU0DUFiCfAAAAAAAAAAAAFDE1q9fH5/+9Kfjy1/+cmzatClxrH379nHLLbfEQw89FD169Ehpwj03cODARL1w4cJ0BgEAoFFNmTIlUY8bNy6lSQAKrzTtAQAAAAAAAAAAAIC995nPfCYmTpyY1z/iiCPi3nvvjaOOOiqFqfaNjXwAAC1PXV1d/N///V+iN3bs2JSmASg8G/kAAAAAAAAAAACgSK1Zs6bBEN/ll18ezz//fFGG+CJs5AOA5iKbzcbKlSsjm82mPQotwOuvvx5r165N9GzkA1oTQT4AAAAAAAAAgCKXzWbj/vvvj3/7t3+LVatWpT0OAAU0e/bsRN2uXbt44IEH4rbbbotOnTqlNNW+s5EPANK3YsWKGDZsWPTp0ydGjx4dGzZsSHskitzUqVMT9UEHHRT9+/dPaRqAwhPkAwAAAAAAAAAocj/96U/j/PPPj29/+9sxYsSI2LJlS9ojAVAguUG+Y489Nj7xiU+kNE3jyd3It3bt2qisrExnGABopf7hH/4hXn/99YiIeO655+L6669PeSKK3ZQpUxK1bXxAayPIBwAAAAAAAABQ5O69997618uWLYtnnnkmvWEAKKhZs2Yl6lGjRqU0SeMaMGBAZDKZRM9WPgAonFdeeSXuu+++RO/uu++Ourq6lCaiJcjdyDd27NiUJgFIhyAfAAAAAAAAAECRW7t2baJes2ZNSpMAUGgtNcjXvn376Nu3b6K3cOHClKYBgNbnRz/6UV5vyZIlfnEMe23x4sWxePHiRM9GPqC1EeQDAAAAAAAAAChy1dXViXrjxo0pTQJAIb333nt5H4YeOXJkStM0vkGDBiVqG/kAoDBefPHF+POf/9zgsbvvvrvA09BS5G7jKy8vj8MPPzylaQDSIcgHAAAAAAAAAFDkNm/enKirqqpSmgSAQpo9e3ai7tSpU4v6MPTAgQMTtY18AFAYDW3j+8D999/vZ072ypQpUxL1mDFjoqREpAVoXXzXAwAAAAAAAAAoYtlsNi/IZyMfQOuQG+Q75phjorS0NKVpGp+NfABQeLNmzYqHH354h8erqqrif//3fws4ES1F7ka+cePGpTQJQHoE+QAAAAAAAAAAitjWrVsjm80meoJ8AK3DrFmzEvWoUaNSmqRp2MgHAIX3wx/+MFH37NkzTjrppETv7rvvLuRItAAVFRXx6quvJnpjx45NaRqA9AjyAQAAAAAAAAAUsdxtfBHvb0gAoOVr6UG+hjby5YbXAYDGM2PGjJg4cWKi90//9E9x+eWXJ3qTJ0+OpUuXFnI0ity0adMSdYcOHWLkyJEpTQOQHkE+AAAAAAAAAIAi1lCQz0Y+gJZv5cqVsWTJkkSvpX0YOncj34YNG6KioiKdYQCgFcjdxte7d++44oor4txzz40uXbrU9+vq6uKPf/xjocejiE2ZMiVRn3DCCdGuXbuUpgFIjyAfAAAAAAAAAEARE+QDaJ1mz56dqMvKymLIkCEpTdM0DjzwwGjTpk2it3DhwpSmAYCWberUqTFp0qRE77vf/W6UlZVFp06d4vzzz08cu+uuu2zKZbdNnTo1UY8bNy6lSQDSJcgHAAAAAAAAAFDEqqur83pVVVUpTAJAIc2aNStRH3vssXmht2JXWloaBxxwQKK3fPnylKYBgJYtdxtfnz594vLLL6+vL7nkksTx1157LV566aVCjEaRq66ujueffz7RGzt2bErTAKRLkA8AAAAAAAAAoIjZyAfQOuVu5Bs5cmRKkzSt3r17J+r33nsvpUkAoOV65pln4qmnnkr0/vmf/zk6duxYX48bNy4GDBiQOOfuu+8uyHwUt+effz5qamrq65KSkjjxxBNTnAggPYJ8AAAAAAAAAABFrKEgn418AC1f7ka+UaNGpTRJ0+rVq1eiFuQDgMaVzWbztvH169cvvvrVryZ6JSUlcfHFFyd6f/zjHxMBLWjIlClTEvXRRx8dXbt2TWkagHQJ8gEAAAAAAAAAFLHq6uq8no18AC3b8uXLY9myZYmeIB8AsDeeffbZePbZZxO973//+9GhQ4e8c3ODfKtWrYpJkyY16XwUv6lTpybqsWPHpjQJQPoE+QAAAAAAAAAAilhDG/kE+QBattmzZyfqLl26xKGHHprSNE1LkA8AmtYjjzySqAcMGBBf+tKXGjx3yJAhccIJJyR6f/jDH5psNopfbW1tTJs2LdEbN25cStMApE+QDwAAAAAAAACgiDUU5KuqqkphEgAKZdasWYn62GOPjZKSlvlxwJ49eyZqQT6K2ZtvvhkTJ05scKNyY6uqqoo///nP8eyzz0Y2m23y5wHF65VXXknUF198cbRv336H519yySWJ+sEHH4x169Y1xWi0AK+88kqsX78+0bORD2jNWuZP7gAAAAAAAAAArURDHwTfuHGjD2wDtGC5G/lGjRqV0iRNz0Y+WooJEybEEUccEWeeeWYceuih8fzzzzfZs2pra+Pss8+OT37yk3HyySfHT37ykyZ7FlD8coN8Rx111E7Pv/DCC6Nt27b19ZYtW+L+++9vktkoflOmTEnUgwcPjgMOOCClaQDSJ8gHAAAAAAAAAFDEGtrIV1dX12AfgOKXzWbzNvKNHDkypWmaniAfLcUtt9wS27Zti4iIpUuXxkknnRT33Xdfkzxr8uTJ8fTTT9fXN9xwQ/2zAba3Zs2aWL58eaI3fPjwnV7To0ePOPPMMxO9u+++u9Fno2WYOnVqoraND2jtBPkAAAAAAAAAAIrYjgJ7VVVVBZ4EgEJYtmxZrFixItGzkQ+av8WLFyfqzZs3xwUXXBD/8i//0uiblB9++OFEXVVVlbdxCyAifxtf+/bt49BDD93ldZdcckminjJlShx55JHxne98J/76179GTU1No85Jcaqrq4u//vWvid64ceNSmgageRDkAwAAAAAAAAAoYtXV1Q32N27cWOBJACiE2bNnJ+pu3brF4MGDU5qm6eUG+TZt2hSbNm1KaRrYe2vWrGmwf80118RnP/vZHb6n21PZbDYvyBcRMWPGjEa5P9Cy5Ab5hg4dGqWlpbu87owzzojy8vJE7/XXX48bb7wxPvzhD0evXr3iwgsvjHvuuUeorxV77rnnYuXKlYneSSedlNI0AM2DIB8AAAAAAAAAQBHb0UY+QT6AlmnWrFmJ+thjj42Skpb7UcDcIF9ExOrVq1OYBPZeNpuNioqKHR6/995745RTTsnbtrk3Xn755Xj33Xfz+oJ8QENyg3zDhw/frevat28fX/nKV3Z4vLKyMv70pz/FxRdfHGPGjIna2tp9mpPi9OCDDybqoUOH7tbGR4CWrOX+9A4AAAAAAAAA0ArsKMhXVVVV4EkAKITcIN+oUaNSmqQwunfvnrcZ6L333ktpGtg769ev32WIZebMmXH88cfH008/Hdlsdq+f9cgjjzTYnz59+l7fE2i59jbIFxHxwx/+MP7f//t/0bNnz52e9/zzz8fkyZP3aj6KW26Q77zzzktlDoDmRJAPAAAAAAAAAKCIVVdXN9i3kQ+g5clmszF79uxEb+TIkSlNUxiZTCYvICDIR7FZs2ZNXu9Pf/pTdOnSJdF7991349RTT42hQ4fGz3/+81i1atUeP+vhhx9usP/mm282OAfQetXV1cWrr76a6O1JkK9Tp05x0003xYoVK2L69Olx9dVXxzHHHNPgufPnz9+XUSlC8+bNy/v7LsgHIMgHAAAAAAAAAFDUdrSRT5APoOVZsmRJXrCnpW/ki4jo1atXohbko9jkBujatWsXn/rUp2LatGkxcODAvPPnz58fV111VfTr1y8+9alPxRNPPLHLjX4REUuXLs3b2rm9mTNn7vHsQMv1zjvv5P3cOGzYsD2+T5s2bWL06NHxL//yL/Hiiy/GkiVL4sMf/nDinMWLF+/LqBSh3G18ffv2bRXvWwF2RZAPAAAAAAAAAKCI7SjIV1VVVeBJAGhqudv4unfvHgcffHBK0xSOIB/FLjfIV15eHplMJoYNGxbPPfdcjBkzpsHrtm3bFg888EB8/OMfj8GDB8eECRN2+pxdHZ8+ffqeDQ60aK+88kqi7t69e/Tr12+f79uvX7+8wNa77767z/eluOQG+c4999woKRFfAfCdEAAAAAAAAACgiFVXVzfYt5EPoOXJ3bQ1cuTIyGQyKU1TOIJ8FLuKiopE3aNHj/rXvXr1iqeeeir+7d/+LQ477LAd3uOdd96JCy64IJYuXbrDcx5++OGdzjFjxozdnBhoDV599dVEPXz48EZ7X3HggQcmakG+1mX58uV5W2DPPffclKYBaF4E+QAAAAAAAAAAipiNfACtR26QL3fbTUslyEexy93It32QLyKiXbt28a1vfSvmzZsXzz77bFx88cXRoUOHvPtUV1fHjTfe2OAzNm7cGJMnT070LrjggkQ9c+bMqK2t3ZsvAWiBcjfyDR8+vNHuPWDAgES9ePHiRrs3zV9usLxr165xyimnpDQNQPMiyAcAAAAAAAAAUMR2FOSzkQ+gZclmszF79uxET5APikNukK+8vLzB8zKZTIwbNy7uvvvuWL58efzyl7+MoUOHJs65/fbbY+XKlXnX/uUvf4ktW7bU16WlpfGjH/0occ6GDRti3rx5e/lVAC1NUwb5cjfyLVu2LLZt29Zo96d5e/DBBxP1GWecEe3atUtnGIBmRpAPAAAAAAAAAKCIVVdXN9gX5ANoWRYvXhyrV69O9EaOHJnSNIUlyEexq6ioSNS5G/ka0r179/ja174WEydOjNLS0vr+5s2b46abbso7P3f70cknnxxDhw7N24o1ffr0PRkdaKG2bt0a8+fPT/SaMshXV1cXy5cvb7T703ytX78+b0Pseeedl84wAM2QIB8AAAAAAAAAQBHb0Ua+qqqqAk8CQFOaNWtWoi4vL4+BAwemM0yBCfJR7HI38u1OkO8DAwcOjEsuuSTR+9WvfpUI9tbW1saECRMS55xzzjkREXHiiScm+jNmzNjtZwMt17x58/I25A0bNqzR7t+rV69o3759ord48eJGuz/N12OPPRY1NTX1ddu2bWP8+PEpTgTQvAjyAQAAAAAAAAAUsR0F+WzkA2hZZs+enahHjRoVmUwmpWkKS5CPYrcvQb6IiO9973tRUvK3j/xWVVXFL37xi/p6xowZeRs7zz777IiIGD16dKIvyAdERLzyyiuJesCAAdGtW7dGu38mk8nbyvfuu+822v1pvh588MFEfdppp0XXrl3TGQagGRLkAwAAAAAAAAAoYoJ8AK1D7ka+kSNHpjRJ4eUG+SorK2Pr1q0pTQN7LjfIV15evkfXH3LIIXHRRRclerfcckusXbs2IiIefvjhxLHhw4fHoEGDIiI/yPf6669HZWXlHj0faHlyg3zDhw9v9GcI8rU+W7ZsiUcffTTRO++889IZBqCZEuQDAAAAAAAAAChi1dXVDfarqqoKPAkATenll19O1K05yBcRedvHoDmrqKhI1Hu6kS8i4vvf/35iC+eGDRviP/7jPyIiP8j3wTa+iIgRI0ZEu3bt6utsNhvPPffcHj8faFkKEeQbMGBAol68eHGjP4Pm5ZlnnokNGzYkeuecc05K0wA0T4J8AAAAAAAAAABFzEY+gJZv8+bNsWrVqkRv6NChKU1TeOXl5YkAU0TEe++9l9I0sOdyN/LtTZDv8MMPjwsuuCDRu/nmm2P27Nkxb968RH/70ET79u3j2GOPTRyfMWPGHj8faFlyg3zDhg1r9GfYyNf6PPjgg4l69OjRccABB6QzDEAzJcgHAAAAAAAAAFDEBPkAWr4lS5bk9fr375/CJOlo06ZNXvBJkI9isW3btqisrEz0ysvL9+pe3//+9xP1unXr4sILL0z09t9//zjuuOMSvdGjRydqQT5o3datW5cXqmuKjXyCfK1LXV1d3obY8847L51hAJoxQT4AAAAAAAAAgCJWXV3dYL+qqqrAkwDQVHKDfF27do2uXbumNE06evXqlagF+SgWa9euzevtzUa+iPeDNp/4xCcSvbfeeitRn3322VFSkvx4cENBvmw2u1czAMXv1VdfTdSlpaVx+OGHN/pzBgwYkKgXL17c6M+g+Zg1a1YsW7Ys0RPkA8gnyAcAAAAAAAAAUKSy2Wxs2bKlwWM28gG0HLkbbHI33LQGgnwUqzVr1uT19jbIFxFx9dVX7/T4Oeeck9c78cQTE3VFRUW8+eabez0DUNxyg3xDhgyJdu3aNfpzct+vrF69eoe/iIbi9+CDDybqww8/PIYMGZLOMADNmCAfAAAAAAAAAECR2lGIL0KQD6AlyQ3y9e/fP6VJ0iPIR7HKDfJ17tx5nwIzI0aMiLPOOqvBYx07dozTTjstr3/ggQfGAQcckOjNmDFjr2cAitsrr7ySqIcPH94kz2noFw/kbhmm5cgN8p177rnpDALQzAnyAQAAAAAAAAAUqZ1tM6iqqopsNlvAaQBoKrkfereRT5CP4pEb5CsvL9/ne/7gBz9osP+Rj3wkOnXqlNfPZDIxevToRG/69On7PAdQnAoV5OvatWt069Yt0Vu8eHGTPIt0zZ8/P+bOnZvonXfeeekMA9DMCfIBAAAAAAAAABSpzZs37/BYXV3dTo8DUDxyN/IJ8gnyUTwqKioSdY8ePfb5nscff3x87GMfy+ufc845O7zmxBNPTNQ28kHrlM1mCxbki8h/z5L7noaW4aGHHkrUffr0ieOPPz6laQCaN0E+AAAAAAAAAIAitaug3saNGws0CQBNKfdD7/37909pkvQI8lGscjfyNUaQLyJ/K18mk4kzzzxzh+fnbuSbM2dOVFVVNcosQPFYunRprFu3LtET5GNfPfzww4n63HPPjZISURWAhvjuCAAAAAAAAABQpKqrq3d63IezAVqGJUuWJGob+QT5KB5NFeQbM2ZMXHHFFfX1d77znejTp88Ozx85cmSUlpbW13V1dTFr1qxGmQUoHrnb+Lp06RIHHXRQkz1vwIABiXrx4sVN9izSsWHDhpg5c2ait7MNsQCtnSAfAAAAAAAAAECRspEPoOXbtGlTXhBIkE+Qj+JRUVGRqMvLyxvt3rfeemu88MIL8cILL8T111+/03M7deoURx99dKI3ffr0RpsFKA65Qb5hw4ZFJpNpsufZyNfyTZkyJbZt21Zft23bNk4++eQUJwJo3gT5AAAAAAAAAACK1K6CfDbyARS/3G18ERH9+/dPYZJ05Qb5Kioqora2NqVpYPc11Ua+iIiSkpIYMWJEjBgxYrfOHz16dKKeMWNGo80CFIeGgnxNSZCv5XvqqacS9ejRo6OsrCylaQCaP0E+AAAAAAAAAIAiVV1dvdPjNvIBFL/cIF/37t2jc+fOKU2TntwgXzabzQtIQXPUlEG+PdVQkC+bzaY0DZCG3CDf8OHDm/R5AwYMSNSLFy/2faeFmTx5cqI+9dRTU5oEoDgI8gEAAAAAAAAAFKldbeQT5AMofrmba3I327QWPXv2zOu99957KUwCeyY3yFdeXp7SJPlBvpUrV8aiRYvSGQYouJqampg7d26i19RBvtz3LRs3bozKysomfSaFs2bNmnjppZcSvdNOOy2dYQCKhCAfAAAAAAAAAECR2lWQr6qqqkCTANBUcoN8/fv3T2mSdLVt2za6d++e6AnyUQwqKioSdZob+QYPHpwXip0xY0ZK0wCFtmDBgti6dWui19RBvobet+S+t6F4Pf3004m6U6dOccIJJ6Q0DUBxEOQDAAAAAAAAAChS1dXVOz1uIx9A8VuyZEmibq0b+SIievXqlagF+SgGuRv50gzyZTKZvK18gnzQerzyyiuJ+oADDmjy70nt27eP/fffP9FbvHhxkz6TwnnqqacS9bhx46Jdu3YpTQNQHAT5AAAAAAAAAACK1K428gnyARS/3K01gnx/I8hHc1ddXZ33ixfSDPJFRF6Qb+bMmSlNAhRabpCvqbfxfSD3vYuNfC3H5MmTE/Wpp56a0iQAxUOQDwAAAAAAAACgSO0qyFdVVVWgSQBoKrkfdu/fv39Kk6RPkI9iU1FRkdcrLy9PYZK/GTFiRKJetGhROoMABSfIR2NasmRJvPHGG4neaaedltI0AMVDkA8AAAAAAAAAoEjlbnjJZSMfQPFbsmRJoraR728E+Wju1qxZk6gzmUx07949nWH+f7lh4FWrVkVNTU1K0wCFlFaQb8CAAYlakK9leOqppxJ19+7d45hjjklnGIAiIsgHAAAAAAAAAFCkdrWRT5APoLhVVVXF2rVrEz1Bvr8R5KO5yw3y7bffftGmTZuUpnlfv379EnU2m40VK1akNA1QKBs3boy333470UtrI9/ixYsL8lyaVm6Q75RTTkn933EAxaA07QEAAAAAAAAAANg7uwryVVVVFWgSAJpCQxtrcrdptSaCfBSb3CBfeXl5SpMkZ2jfvn1s2bKlvrds2bJWHRKGlmbTpk3xyiuvxMsvvxxz5syp///tlZSUxNChQwsyT+73Fxv5il82m80L8p166qkpTQNQXAT5AAAAAAAAAACKVHV19U6P28gHUNyWLFmSqMvLy6NTp04pTZM+QT6KTUVFRaLu0aNHSpP8TSaTib59+8bChQvre0uXLk1xIqCxbNy4Mf7pn/4pfvvb38bWrVt3eu4hhxwSHTt2LMhcAwYMSNRLliyJurq6KCkpKcjzaXwLFizIC2SedtppKU0DUFz82w8AAAAAAAAAoEjtaiOfIB9Accv9gHRr35glyEexyd3I1xyCfBERffv2TdTLli1LaRKgscyYMSOOOeaY+NWvfrXLEF9ExDnnnFOAqd6X+/5l69atsWrVqoI9n8aXu43vgAMOiMMPPzylaQCKiyAfAAAAAAAAAECRyg3ydejQIVFXVVUVchwAGllukK9///4pTdI89OzZM1GvXr066urqUpoGdq25Bvn69euXqG3kg+K1bdu2+NGPfhRjx46Nt956a5fnl5eXx+WXXx7f//73CzDd+/r06ROlpaWJXu57HIrL5MmTE/Wpp54amUwmpWkAikvprk8BAAAAAAAAAKA5yg3y9erVK/GBSBv5AIrbkiVLErWNfMmNfLW1tbFu3booLy9PaSLYuYqKikTdXP6s2sgHLcObb74ZF198ccycOTPvWElJSRx22GFx1FFHxdFHH13/v379+hU8cNWmTZvo169fvPPOO/W9d999N4477riCzkHjqKuri6effjrRO/XUU1OaBqD4CPIBAAAAAAAAABSp6urqRN2jR49EkM9GPoDilrutRpCvV17vvffeazbhKMhlI1/hbdu2LSZNmhS9evWKUaNG2RBFi5TNZuN3v/td/OM//mODP/OdeOKJ8Yc//CEGDx6cwnQNO/DAAxNBvsWLF6c4DfvilVdeidWrVyd6gnwAu68k7QEAAAAAAAAAANg7uRv5evbsmaht5AMobrlBvv79+6c0SfPQsWPHKCsrS/Tee++9lKaBXWuuQb6WupEvm83GWWedFWeeeWYcf/zxceONN6Y9EjSJyy+/PL761a/mhfjatGkT1157bTz77LPNKsQXETFgwIBEnfseh+Lx1FNPJeqDDz44Bg4cmM4wAEVIkA8AAAAAAAAAoEjlBvlyNxUJ8gEUtyVLliTq1r6RLyL/33WCfDRnzTXI11I38r3wwgvxxBNP1NfXXHNNbNiwIcWJoPHNmzcv7rjjjrz+oYceGtOmTYsf/OAHUVpamsJkO5f7HkaQr3hNnjw5UdvGB7BnBPkAAAAAAAAAAIpUdXV1os79cHhVVVVks9lCjgRAI9mwYUNUVlYmeoJ8gnwUl4qKikRdXl6e0iRJuRv51q9f3yJ+AcTzzz+fqLds2RKPPvpoStNA02joz/Tll18eL774Yhx//PEpTLR7ct/DLF68OKVJ2Bc1NTXx17/+NdE77bTTUpoGoDgJ8gEAAAAAAAAAFKncjXw9e/ZM1HV1dXnnAFAcGtpUk7tFqzUS5KNYZLPZvCBfc9nIlxvki4hYtmxZCpM0rpdeeimvd9999xV+EGhCjz32WKL+4he/GLfddluUlZWlNNHuGTBgQKK2ka84zZo1Ky/4fcopp6Q0DUBxEuQDAAAAAAAAAChSuSG93HBDRLSI7SoArdGSJUsSdc+ePaNjx44pTdN8CPJRLNavXx/btm1L9JpLkK+srCy6deuW6LXUIN/EiRO9H6bF2LhxY0yZMiXRO/vss1OaZs/kbuRbvnx51NTUpDQNe+upp55K1MOGDYv9998/pWkAipMgHwAAAAAAAABAkaqurk7UDX04vKqqqlDjANCIcjfV5H4AvrUS5KNY5G7ji4goLy9PYZKG5W74XLp0aUqTNI7a2tqYM2dOXn/z5s0xceLEFCaCxvfUU0/F1q1b6+vS0tI47bTTUpxo9+W+j8lms0X/fac1mjx5cqI+9dRTU5oEoHgJ8gEAAAAAAAAAFKncjXwNBflsIAEoTrlBvv79+6c0SfMiyEexWLNmTaJu27ZtdO7cOaVp8vXt2zdRF3ug5o033sj7JRcfuO+++wo8DTSNxx57LFGPHTs2unbtmtI0e6a8vDw6deqU6OW+16F5q66ujmnTpiV6xRIkBWhOBPkAAAAAAAAAAIpUbpCvU6dOeR+OFOQDKE5LlixJ1DbyvU+Qj2KRG+Tr0aNHZDKZlKbJl7uRb9myZSlN0jhefPHFHR6bOHGiLdUUvWw2mxfkGz9+fErT7LlMJpP3XkaQr7hMnz49tmzZUl+XlJTESSedlOJEAMVJkA8AAAAAAAAAoEjlbh3p0KFD3qYXH1oGaF42btwYn/rUp+LAAw+M733ve5HNZhs8L/fD7YJ87xPko1g0FORrTlraRr6XXnpph8c2bdqUF4CC5iCbzcZzzz0XTzzxRCIg1ZB58+bFO++8k+gVU5AvIv+9zOLFi1OahL0xefLkRD1q1Kjo3r17OsMAFDFBPgAAAAAAAACAIlRbWxs1NTWJXkNBPhv5AJqXa665Jh544IFYsmRJXH/99fHQQw81eF5ukK9///6FGK/ZayjIt6MwJKSpoqIiUZeXl6c0ScNa2ka+nQX5IiLuu+++wgwCe+AnP/lJnHDCCfHxj388zjnnnKitrd3hublh1H79+sWwYcOaesRGNWDAgERtI19xeeaZZxL1qaeems4gAEVOkA8AAAAAAAAAoAg1tLGhY8eOUVZWlugJ8gE0H3V1dXHvvfcmevfff3+D5y5ZsiRR28j3vtwg39atW2PDhg0pTQM7ZiNf4WSz2XjxxRcTvY985COJ+tFHH41NmzYVcizYqUWLFsW1115bX0+aNGmH4f6I/CDf+PHjI5PJNNl8TSH3vYwgX/Gorq6O559/PtH78Ic/nM4wAEVOkA8AAAAAAAAAoAhVV1fn9RrayFdVVVWokQDYhRdeeCFWrFiR6E2ePDlvo1xlZWVeOE2Q7325Qb6I97fyQXPT3IN8DW3kK9btlsuWLYvVq1cnetdee22UlPztY9JVVVXx+OOPF3o02KHrr78+tm3blujddNNNDZ67cePGePbZZxO98ePHN9lsTSX3vczixYtTmoQ99fzzz0dNTU19XVJSEieeeGKKEwEUL0E+AAAAAAAAAIAitHnz5rxeQ0E+G/kAmo8JEybk9VasWBGvv/56otfQhprc0E1r1blz52jfvn2iJ8hHc1RRUZGoy8vLU5qkYbkb+WpqavLCcMUidxtf165d4/jjj4+TTz450b/vvvsKORbs0Lvvvhu///3v8/rTpk2L6dOn5/Wffvrp2Lp1a31dWloap59+epPO2BQGDBiQqG3kKx5TpkxJ1EcffXR07do1pWkAipsgHwAAAAAAAABAEWooyNexY8coKytL9AT5AJqPhoJ8ERFPPvlkol6yZEmi7t27d154rbXKZDJ5W/kE+Zg+fXqccsop8ZGPfCQv1JWW5r6Rr0+fPpHJZBK9ZcuWpTTNvnnppZcS9dFHHx0lJSVx/vnnJ/oTJkxocKs1FNrPfvazxHaz7TW0lW/ixImJeuzYsUUZosrdyFdRUWGDfJHIDfKNGzcupUkAip8gHwAAAAAAAABAEWroQ8jt27fP28jng5EAzcOyZcti9uzZDR7LDfLlbqjJ/eB7ayfIx/a2bt0a559/fjzzzDPx5JNPxmc+85moq6tLe6xmH+QrLS2N/fffP9FbunRpStPsm9wg34gRIyIi4hOf+EQirLhx48Z44oknCjka5Fm2bFn85je/2eHx//3f/4233367vs5ms/HYY48lzhk/fnyTzdeUGno/Yytf81dbWxvTpk1L9AT5APaeIB8AAAAAAAAAQBHK3cjXvn37yGQyeUE+G/kAmofcbTrb++tf/5rYzJP7ofb+/fs32VzFSJCP7c2ZMycRQJs/f34sWLAgxYne19yDfBER/fr1S9TFupEvdwvjMcccExER+++/f5x00kmJY/fff3+hxoIG3XjjjbFly5b6um3btomf4erq6uLmm2+ur+fNmxfvvPNO4h7FGuQrKyuL8vLyRE+Qr/l7+eWXY8OGDYmeIB/A3hPkAwAAAAAAAAAoQrlBvo4dO0bE+x+O3J6NfADNw4QJE3Z4bMOGDfH888/X10uWLEkct5EvSZCP7eVuY4uIHW6/LKSKiopEnRteaQ5yg3zFuJGvsrIysb0s4m9BvoiI888/P3Hs4YcfznsfDYWycuXKuP322xO9L33pS3HppZcmer///e/rv4fkbuPr169fDBs2rGkHbUK572kE+Zq/qVOnJupDDz00b6MrALtPkA8AAAAAAAAAoAhVV1cn6g4dOkRE2MgH0Axt3rw5/vKXvyR6mUwmUT/55JP1r3M/1C7IlyTIx/ZefvnlvN4LL7yQwiR/s23btli3bl2i1xw38vXt2zdRF+NGvjlz5iTqtm3bxpFHHllff+ITn0h8v92wYUNMmjSpYPPB9m666abEz3GlpaXx3e9+N775zW9GmzZt6vtVVVX1gb/cIN/48ePz3kMUk9z3NIsXL05pEnbXlClTEvXYsWNTmgSgZRDkAwAAAAAAAAAoQrmbRAT5AJqvZ555JjZt2lRfl5SUxGc/+9nEOZMnT65/nRvk69+/f9MOWGQE+dhec9zIt3bt2rxecwzytYSNfC+++GKiPuKII6Jdu3b19QEHHJAXOrn//vsLMhtsb/Xq1fGrX/0q0bvkkkti4MCBMWDAgLztkbfccktUVFTEs88+m+iPHz++yWdtSgMGDEjUNvI1b9lsNi/IN27cuJSmAWgZBPkAAAAAAAAAAIpQbpCvY8eOERFRVlaW6FdVVRVsJgAaNmHChEQ9evTouPDCCxO96dOnR1VVVWSz2ViyZEnimI18SYJ8fKCurm6HG/my2WwKE72voqIir1deXp7CJDvXEjby5QY5R4wYkXdObkDqoYceii1btjTlWJDnF7/4ReJnszZt2sQ///M/19ff/va3E+cvX748Lr300ti6dWt9r7S0NE4//fSmH7YJ5b6nEeRr3hYsWBArV65M9AT5APaNIB8AAAAAAAAAQBGykQ+gOGSz2bwg31lnnRUnn3xytGnTpr5XU1MTU6ZMiXXr1uWFsG3kSxLk4wOLFi2KDRs25PUrKyvj7bffTmGi961ZsyZRl5WVRfv27VOaZsda4ka+Y445Ju+cT3ziE4l6/fr18eSTTzblWJBQUVERt9xyS6J30UUXxeDBg+vrUaNGxcknn5w454EHHkjUY8aMia5duzbdoAWQG+RbvHhxSpOwO3K38fXp0yfx5xaAPSfIBwAAAAAAAABQhKqrqxP1B0G+3I18gnwA6XrttdfinXfeSfTOOuus6NKlS4wePTrRf/LJJ/M202QymbywTWsnyMcHGtrG94HZs2cXcJKk3CBfjx49Uppk53I38q1atSqx/au527p1a7z22muJXkNBvn79+sWYMWMSvfvuu68pR4OE//iP/0iEjjOZTHz/+9/POy93K1+u8ePHN/pshTZgwIBE/e6776a6QZWdmzp1aqIeN25cZDKZlKYBaBkE+QAAAAAAAAAAilDuRr6OHTtGRP5GvtytTgAUVu42vgEDBsSwYcMiIuK0005LHHvyySdjyZIlid7+++8f7dq1a9ohi0xukG/Tpk2xadOmlKYhTS+99NIOjwny7VpDIeEVK1akMMnemTt3btTU1CR6DQX5IiI+9alPJeoJEyZEbW1tU40G9SorK+Pmm29O9D796U/HkCFD8s4988wzG+x/oCUE+XI38m3atCnWrl2b0jTsSu5GvrFjx6Y0CUDLIcgHAAAAAAAAAFCEcoN8H2zkyw3y2cgHkK5HH300UZ911ln1m0xOP/30xLGXX345XnjhhUSvf//+TTtgEcoN8kXYytda7WwjX+4/S4VUUVGRqMvLy1OaZOf222+/aN++faK3dOnSlKbZcy+++GKiHjRoUHTr1q3Bc//u7/4uUa9ZsyZmzZrVZLPBB37xi19EZWVlotfQNr6IiJKSkvjWt77V4LF+/frF8OHDG32+QuvXr1/eRrdFixalMww7tWLFiliwYEGiN27cuJSmAWg5BPkAAAAAAAAAAIpQdXV1ov4gyFdWVpbob9y4MbLZbMHmAuBv1qxZE9OmTUv0zjrrrPrXJ5xwQt737bvvvjtR526uIaJ79+5RWlqa6AnytU672siX1nugYtnIl8lk8rbyLVu2LKVp9lzu3/8RI0bs8NyDDjoohg4dmuhNnDixKcaCejNmzIjrrrsu0fvUpz4VRx555A6vueSSS6Jnz555/fHjx+cF4IpR27ZtY+DAgYnezkLZpCd3G1/Xrl3jqKOOSmkagJZDkA8AAAAAAAAAoAjt7ka+bDabdy4AhfH4449HXV1dfd2pU6c45ZRT6ut27drFSSedlLjmzTffTNSCfPkymUxeyEGQr/VZt25dvPPOOzs8vnbt2tS2PBVLkC8iom/fvom6mDby5Qb5jjnmmJ2eP378+ET92GOPNfJE8DcVFRXx6U9/OrZt21bfy2QycfXVV+/0uo4dO8bXv/71vH7un99iduyxxybqNDeosmO5Qb4PfehD0aZNm5SmAWg5BPkAAAAAAAAAAIpQbjivY8eOEZEf5It4fysfAIU3YcKERH366afXB6+37+1M//79G32ulqBXr16JWpCv9cnd4NSuXbvYb7/9Er20wiEVFRWJujkH+Yp1I182m93jIN8ZZ5yRqGfNmuV7B00im83GF7/4xbyw8fe+9704+uijd3n91772tfqf7yIiunTpEqeddlqjz5kWQb7iMHXq1EQ9bty4lCYBaFkE+QAAAAAAAAAAilB1dXWi/iAYUlZWlneuIB9A4dXU1MTjjz+e6J111ll55+0qyGcjX8ME+cgN8h1xxBExatSoRG/27NmFHKle7ka+8vLyVObYHcW6kW/RokVRWVmZ6I0YMWKn14wdOzbxXjmbzcYTTzzRJPPRuv37v/97PPzww4neuHHj4sc//vFuXd+7d+/4wx/+ED179owePXrEr3/96+jWrVtTjJqK3CDfSy+9FLW1tSlNQ0PWr1+f9+/ZsWPHpjQNQMsiyAcAAAAAAAAAUIRyN/J9EOTr1KlT3rlVVVUFmQmAv5k2bVqsW7cu0cvdBhURMWzYsLxQ2vYE+RomyEdD29hGjhyZ6DWXIF9L2MiXzWbj+uuvj9GjR8fVV18ddXV1hRhvh1588cVE3aNHj7yvJVf79u3ztppNnDix0WejdXvuuefiO9/5TqLXs2fPuPfee6O0tHS37/PJT34yVq1aFcuXL4+LLrqoscdMVW7odtOmTfHGG2+kNA0NmTZtWuL7fLt27eL4449PcSKAlkOQDwAAAAAAAACgCOUG+Tp27BgRESUlJXlb+WzkAyi8CRMmJOpjjz22wZBJSUlJXrBke/3792/02VoCQT5yNwUdffTReVueXnjhhchms4UcKyKKK8i3uxv5Hnjggfje974XM2fOjOuuuy7uuOOOQoy3Q7lBzhEjRkQmk9nldePHj0/UTzzxhE1gNJq1a9fGhRdeGDU1NYn+H/7wh10GTRuSyWSibdu2jTVes7H//vvn/fVIK3hNw6ZMmZKojzvuuPpfHgTAvhHkAwAAAAAAAAAoQtXV1Yl6+w/V5Qb5bOQDKLzcIN9ZZ521w3NPP/30BvuZTCYvZMP7BPlat5qamnj11VcTvYY28q1evTrefffdJnn+okWLYtu2bQ0er6ioSNTl5eWNPkNj2d2NfP/1X/+VqO+9994mm2l3NLSRcXfkBvkqKiri+eefb6SpaM2y2Wx86UtfikWLFiX63/ve9+LjH/94OkM1Y7nfr1944YWUJqEhuUG+cePGpTQJQMsjyAcAAAAAAAAAUIRyN/JtH+Tr3Llz4piNfACFtWDBgpg3b16it7Mg34428h1wwAEtchNPYxDka93mz58fW7duTfSOPvroGDRoUHTv3j3Rb+wtT6tWrYpRo0bFoEGDYujQobFixYrE8c2bN8emTZsSvWLayLdhw4bYsGFDoldXVxd//etfE70ZM2bk/WKJQnrxxRcT9e4G+Q466KA44ogjEr2JEyc21li0Yv/xH/8RDz74YKI3duzYuPbaa9MZqJlraIMqzcOWLVviueeeS/TGjh2b0jQALY8gHwAAAAAAAABAEcoN8nXs2LH+tSAfQLoeffTRRL3//vvnbZ7Z3sCBA2Pw4MF5/f79+zf6bC2FIF/rlruNbcCAAbHffvtFJpNp8nDIf/7nf8acOXMi4v3Qbm5IZ82aNXnXFFOQLyJ/K9/LL78ca9euTfS2bt0a06dPb9LZdmT16tWxZMmSRG/EiBG7fX3uVr7HHnusUeaidVq6dGn88z//c1x11VWJfo8ePeLee++N0tLSlCZr3nK/V7/44otRV1eX0jRsb9asWbFly5b6OpPJxJgxY1KcCKBlEeQDAAAAAAAAAChCuRtQtt/IV1ZWljhWVVVVkJkAeN/kyZMT9RlnnBElJTv/uN7pp5+e1zvwwAMbda6WRJCvdXv55ZcT9dFHH13/Ojc029gb+V5//fVE/cADD0RtbW19XVFRkTieyWTytgQ2J506dcqbb+nSpYn66aefbvDaHfWbWm6Qs0OHDnHYYYft9vVnnHFGop41a1asXLmyMUajFXnuuefioosuioEDB8a//uu/Rk1NTeL4H/7wB4H8ncgN8q1fvz7efvvtlKZhe1OmTEnUw4cPb9b/HgMoNoJ8AAAAAAAAAABFKHcj3/ZBPhv5ANJTW1sbzz77bKL3kY98ZJfXnXbaaXk9Qb4dyw3yrV+/PqZPnx7ZbDaliSik3CDXMcccU/+6oSBfY/65yN1Wt2rVqpg6dWp9nbuRr3v37tGmTZtGe35T6NevX6LO/RqfeeaZBq/bUb+p5f79P+qoo/Zo69nYsWPz3i8/8cQTjTEaLdy2bdviT3/6U3zoQx+KE044Ie69997Ytm1b3nnf/e538zY/ktS3b9/o3bt3otfYwWv2Tm6Qb9y4cSlNAtAyCfIBAAAAAAAAABSh3CBfx44d61/nbuQT5AMonJdffjkqKysTvZNPPnmX151yyimRyWQSPZt8diw3yBcR8aEPfSiGDBkSP/nJT2LRokWFH4qCyGazO93Il7vladWqVXnBtH2xfPnyvN79999f/zo3yNejR49Ge3ZT6du3b6LefiNfQ+HkD8ycOTM2bdrUpLM1ZGdBzt3Rrl27vPD0Y489to9T0dLNnj07jjjiiLjwwgtj+vTpOzzvsssui2uvvbaAkxWnTCaTF7x+4YUXUpqGD9TW1sb//d//JXqCfACNS5APAAAAAAAAAKAIVVdXJ+qdbeSrqqoqyEwA5G+oOuyww/JCMg3p2bNn3gfahw4d2pijtSjl5eUNhvnefPPN+MEPfhCDBg2Kk08+Oe66666oq6tLYUKayvLly+O9995L9LYPcg0ePDi6du2aON6YW54aCvI98MAD9X/OijHIl7uRb/sg34svvpgXTv5ATU1NTJs2rUlna8iLL76YqPc0yBcRedvSJk2aFLW1tfsyFi1UNpuN2267LT70oQ/Fm2++2eA5nTp1iiuuuCLmzp0bv/71r6Nt27YFnrI45QavBfnS19AvpBg7dmxK0wC0TIJ8AAAAAAAAAABFKHcj386CfDbyARTOX//610S9O9v4PnDdddfVb1gdM2ZMfPSjH23U2VqSNm3axPXXX7/TsMSzzz4bX/jCF+Lyyy8v4GQ0tdxtfJ07d45BgwbV1yUlJTFixIjEOY0V5NuyZUteUC/i/XDfBxu6KioqEseKIciXGzbefoPh008/vdNrc8PLTW3z5s0xb968RC/37/fuyA3yVVRUxHP/H3v3HR5lnb1//J70EAgQIJDQgvTepUlHQFdRFBvqWhFRbGtvKK7uropdsGFvKKCoSJMOgoCoNBUIvQcIkBBCCMn8/uBHvnyeZxJSZuaZSd6v6/LanPO0A0sKOvec5ctLNFsw+uCDD9SzZ0+NHDnSke2KgS49PV3XXnut7rjjDp04ccJ2vFatWnr++ee1Y8cOjRs3Tk2aNHFgyuDlKcjndrsdmqbs2r59u8aOHav+/furc+fOxrF69erZwt4AgJIhyAcAAAAAAAAAAAAAABCErEG+08EPSYqJiTGOEeQDAP/IycnRwoULjV6vXr0KfX3//v21efNmrVy5UvPnz1dYWJiXJyxdbr75Zq1fv16jR49WgwYN8j3vgw8+4HthKfLHH38YdevWrRUSYr4c1rrd0ltbnvbu3ZvvsUmTJkmyb+SLi4vzyrN9qaCNfNYgX2hoqFH7O8i3d+9e25bN4mwvrVOnjpo3b270pk2bVqLZgs3KlSt1yy23aOHChRo7dqwee+wxp0cKKGvXrlXHjh315Zdf2o61bdtWX331lTZv3qyHHnooKD7PA5E1yJeamqrt27c7NE3ZceDAAc2ZM0dPP/202rVrp7p162rkyJH66aeflJ2dbZzbvXt3h6YEgNKLIB8AAAAAAAAAAAAAAEAQyszMNOqCNvJlZGT4ZSYAKOtWr16tw4cPG72ibOSTpBo1aqhdu3aE+AqpXr16GjVqlDZs2KAlS5bo9ttvV+XKlY1zcnJytGHDBocmhLdZN/K1bt3ado41yOetjXx79uzJ99jkyZPldrttQb5g3sh38uRJLVq0yDh2/fXXG/Xy5cv9+rPmkSNHjNrlcik2NrZY97Ju5Zs+fXqx5wpGixcvNur333+fvzf8f5988onOPfdcrV+/3nbsgQce0LJly3TllVcWuBUWZ1e3bl3b92xvBa9xypYtWzR58mQ9+eSTuvjii1W7dm1Vq1ZN/fr10+jRo/X7778XeP2NN97on0EBoAwhyAcAAAAAAAAAAAAAABBkTp48qZycHKNXUJCPLUQA4B/WzVQNGza0bbqCb7hcLnXp0kVvvfWW9uzZozp16hjH//77b4cmg7dZN/K1adPGdo51y9OePXsKDOEVVkH32LFjh1asWKHU1FSjHwxBPuvXqd27dys3N1crV660/Rz5xBNPGFv5srOztWTJEr/MKUlpaWlGHRsbK5fLVax7XXjhhUa9cuVK7du3r9izBZv09HSjPnr0aN5mybIqOztbw4cP1w033GB745SKFStqypQpevHFFwnweYnL5bJ9vfZW8Lqsy8zM1MUXX6xzzjlHQ4YM0bPPPqupU6dq586dZ702PDxcAwYM0LRp09S7d28/TAsAZQtBPgAAAAAAAAAAAAAAgCBz/PhxWy86Ojrv45iYGOMYQT4A8I8FCxYYdVG38cE7IiMj1bx5c6NHkK90yMjIsG1X9LSRr1GjRrY3NvDGlqezhQEnTZpk28gXFxdX4uf6mnUj38mTJ3XgwAHNmzfP6Ddr1kz169dXx44djb41xOxL1o18FStWLPa9unXrZvtzMmPGjGLfL9h42r734YcfOjBJYDh69Kguvvhivfvuu7Zj7dq102+//aZLLrnEgclKN+sGVTbylZzb7dYtt9yiqVOnFvqaypUr67rrrtPXX3+tAwcOaMaMGbatpQAA7yDIBwAAAAAAAAAAAAAAEGSs2yGkgjfyeXqRLgDAu3Jzc7Vw4UKj16tXL2eGgRo3bmzU69evd2gSeNPatWvldrvz6pCQELVo0cJ2XkhIiNq2bWv0vLHlaffu3QUe9xTkC4aNfNWrV1dIiPmS4l27dtmCfKe/plm/tlnP8yVvBvkiIiLUr18/ozd9+vRi3y/YeHqzjwULFmjTpk0OTOOsAwcOqG/fvpo5c6bt2O23366ff/5Z55xzjgOTlX6eNvKd+XUeRffvf/9bX375ZYHnREVFqUOHDrrvvvs0b948paSk6NNPP9UVV1yh2NhYP00KAGUTQT4AAAAAAAAAAAAAAIAg42kjX0FBPjbyAYDvrV69WocOHTJ6bORzTpMmTYyajXylw6pVq4y6UaNGKleunMdzPYVDSsq6ka9bt25GvWXLFltoNBiCfGFhYapRo4bR27p1qxYvXmz0evfubfzvaStWrPDbz5tpaWlGXdLAiXXj1KxZs3Ty5MkS3TNY5Pf/2UcffeTfQRy2bds2devWTcuXLzf65cqV0+eff6633nrL+LsWvMv6tTolJeWs20+Rv6+//lpPPfWU0YuKitL555+vBx98UJ9//rnWrVun9PR0rVixQi+//LJ69eqlsLAwhyYGgLKHIB8AAAAAAAAAAAAAAECQ8RTki46Ozvs4JibGOEaQDwB8b8GCBUbdoEED1apVy6FpYA3ybdiwQTk5OQ5NA2/5448/jLp169b5ntu+fXuj/u2330r8fGu45MILL1S9evWMXm5urlEHQ5BPkhITE436u+++07Fjx4ze6U18Xbt2NUIfJ0+e1JIlS3w+o+TdjXySPch36NAhLVu2rNDXnzx5UqmpqUG5QaygIF9Z+Xq5Zs0ade3aVRs2bDD6VapU0dy5czV06FCHJis76tevrwoVKhg9b3y9LotWrFihG264weiFhITom2++0axZs/TCCy9o6NChatasGcE9AHAQQT4AAAAAAAAAAAAAAIAgYw3yuVwuhYeH59XWjXwZGRl+mQsAyrL58+cbNdv4nGUN8h0/flzbt293aBp4i3UjX5s2bfI91xrk27lzp1JSUkr0fGuQLyEhQUOGDCnwmri4uBI9019q1qxp1JMnTzbqli1bqmrVqpJO/azZsWNH4/i8efN8O+D/5+2NfLVr11aLFi2M3rfffluoa5OTk9W2bVtVqVJFvXr1Cro3z8hv3p07d2rOnDlef97Jkyf1xRdf6Pnnnw+Ir8eLFi1S9+7dtXv3bqNfp04dLV68WJ06dXJosrIlJCREbdu2NXoE+Ypu586duuSSS2z/ruCll16yBZYBAM4iyAcAAAAAAAAAAAAAABBkMjMzjToqKkoulyuvtgb5jh49GpRbQgAgWOTm5to28p3eXAVnxMfHq1KlSkbv77//dmYYeEVubq4tyFfQRr7GjRurXLlyRm/lypUlmsEa+ElMTDxrkC9YN/JZQ169e/cusLaGmX3F2xv5JPtWvtdee01Lly4t8JqjR4/qkksu0dq1ayVJCxcu1CeffFLiWfypoODhBx984PXnPffcc7r22mv1yCOPqFOnTtq1a5fXn1FYU6ZM0fnnn2/789SiRQstWbLEFgaHb1mD1yX9Wh3IDh8+rE2bNnn1nhkZGRo0aJAtbH7bbbfpnnvu8eqzAAAlR5APAAAAAAAAAAAAAAAgyFjfZT86OtqoY2JijNrtdtuuAQB4z5o1a3To0CGjx0Y+Z7lcLlsQgyBfcNu8ebNty3BBG/lCQ0Ntx0uy5enkyZPav3+/0UtISFDHjh1Vu3Ztj9eEh4fb3mAhUFk38llZw8nWesWKFUpPT/fyVHa+CPJdd911xptinDx5UldddZUOHjzo8Xy3261bb71Vf/75p9H/9ddfSzyLPxUU5JsyZYpSU1O99qzc3Fy98cYbefXevXt19913l/i+e/fu1YsvvqixY8cqKyurUNfMnTtXQ4YMsZ1/3nnnaeHChWf9XID3tWvXzqhL60a+r7/+WnFxcWrQoIFuv/12r9wzNzdX//znP/X7778b/T59+ujNN980vrYBAAIDQT4AAAAAAAAAAAAAAIAgYw3lRUVFGbWnF4wX9EJdAEDJWLfx1a9fP99gD/yHIF/p8scffxh1tWrVVKNGjQKvsYZDSrLlad++fbYNxwkJCXK5XLr88ss9XhMXFxc0IQrrRr4zuVwuWzi5a9euCg8Pz6tzcnL0888/+2y+09LS0ow6Nja2xPds1aqVnnjiCaO3Y8cO3XDDDcrNzbWd//rrr+urr76y9b29ZcvXCvr7QVZWlr788kuvPWvNmjW2YOQ333yj7777rtj3zMzM1Pnnn6+HHnpII0eOVM+ePc/6d54tW7boyiuvVE5OjtEfNGiQZs2apcqVKxd7HhSf9Wv1zp07lZKS4tA0vnH06FENGzYs7/vIO++8Y9syWxxPPvmkvvnmG6PXsGFDTZw40fgaDQAIHAT5AAAAAAAAAAAAAAAAgkxmZqZRW4N81o18EkE+APCl+fPnGzXb+AJD48aNjXr9+vUOTQJvsAYe2rRpc9aQXPv27Y26JFue9uzZY9RhYWGqUqWKJGnIkCEerzl9PBgUtIWsdevWiouLM3oxMTE699xzjZ71a6Ev+GIjnyQ99dRTti2DP/74o15++WWjt2jRIj3wwAMe75GcnOyVWfzFuuEyPj7eqD/88EOvPWvevHke+yNHjiz2JsePP/5Ya9euzauXLVumyy+/XCdOnPB4fkZGhi699FJboPCWW27R5MmTbVvO4T+NGze2/f5bN8wFu48//tgWRJ49e3aJ7jl37lz95z//MXqVKlXS1KlTbV+zAQCBgyAfAAAAAAAAAAAAAABAkLFu5LO+6LFcuXK2a6wv1AUAeEdubq5tI581DAJnsJGvdLFu5GvduvVZr7Ges337dmVlZRXr+bt37zbqhIQEhYScehluly5dlJCQYLsmmIJ8BW3k6927t8e+9WtdfmEtb/LFRj5JCg0N1RdffGELsz3yyCNasmSJpFNhziuvvFInT570eI/du3fr2LFjXpnHH6xv9DF8+HCjXrlypVavXu2VZ82dO9djf+fOnbZtiIWRk5Ojl156ydafNWuWx02KbrdbN998s+3XM2jQIL377rsKCwsr8gzwntDQULVp08bolSR4HWhyc3P1xhtv2PoLFy4s9j0zMjI0bNgwoxcaGqpJkyapUaNGxb4vAMD3CPIBAAAAAAAAAAAAAAAEGWuQz7qRLyQkxLaVj418AFA8Tz/9tOLj49W9e3dt3LjRdnzt2rVKTU01emzkCwzWIN++fft06NAhh6ZBSXnayHc255xzjlG73W5t27atWM+3buQ7M7gXEhKiyy+/3HZNMAX5CtrIl1842dpfuXKlLWjnbb7ayCed+v/0888/NzY95uTk6Oqrr9bevXt15ZVXau/evQXeY/PmzV6bx5fcbrft7weDBw+2/Tnwxla+kydP2gLvZ3rjjTe0fPnyIt3z+++/z3cD4oQJE3T33XfL7Xbn9Z5//nl9/fXXxnlNmzbVp59+mhfIhbPatWtn1KUpyPfTTz953Aq8aNEiW+i0sEaNGmX7ejNmzBj17du3WPcDAPgPP3kAAAAAAAAAAAAAAAAEmczMTKO2BvkkEeQDAC9YuHChRo8erf3792vx4sU6//zzbSEOazihXr16qlOnjj/HRD7q169v27Lk6YX0CHy7du3Sjh07jF5hNvJVrFhRlStXNnpbtmwp1gwFBfkkaciQIbZr4uLiivUsJ1SqVMnjz5QhISHq0aOHx2u6du2q8PDwvDonJ0c///yzz2aUfBvkk6R+/frpySefNHo7duxQy5YttXjxYqM/YMAA1ahRw+ht2rTJq/P4SmZmphF0k079Xt5www1G77PPPtOJEydK9KzffvvNFvCMjIzM+9jtduu2225TdnZ2oe/54osvFnh87NixeuaZZyRJ06ZN02OPPWYcr1ixoqZMmeK1jY4oufbt2xv1ypUrHZrE+15//XWP/UOHDmnt2rVFvt+yZcv06quvGr1u3brp7rvvLs54AAA/I8gHAAAAAAAAAAAAAAAQZKwb+aKjo23nlC9f3qgzMjJ8OhMAlEZTpkwx6m3btumiiy4yvqbOnz/fOCe/zVXwv/DwcNWvX9/o/f333w5Ng5KwBmYrVaqkpk2bFuraevXqGbWvgnznnXee4uPjjV4wbeRzuVwet/K1bdtWlSpV8nhNuXLl1KlTJ6M3b948X4wn6VTgyxoI80UQa9SoUbav5QcOHDDqunXr6vPPP1eDBg2MfrAE+Ty9yUf58uV10003Gb0DBw5o6tSpJXrW3Llzjbpp06Z6+umnjd6qVatswaT8LFmyREuXLjV6w4cPN0Kl0qmNuo899piGDh1qhBZdLpcmTJigRo0aFf4XAZ+zbuTbsmVLqdiiu3HjRk2bNi3f4wVtq/TkxIkTuuWWW4xNfpGRkXr//ffZLgkAQYKv1gAAAAAAAAAAAAAAAEHGGuTztD3FGuRjIx8AFN2cOXNsvZUrV+qaa65RTk6OcnNzbS/AJsgXWJo0aWLUBPmCkzUw2717d4WGhhbqWmuQb+vWrcWaYffu3UadmJho1KGhobrmmmuMXtu2bYv1LKdYf02S1Lt37wKvsR63/n/lTZmZmTp58qTR8/ZGPunU/5dffPGFLZh5WmRkpCZPnqwqVarYwsLJyclen8cX8gvyNWjQQN27dzf6H3zwQYmeZQ3y9enTR/fff79atmxp9J966qlCBW3HjBlj1LVr19Ybb7yhzz77TC6Xyzj23//+17bF8b///a8GDhxYlF8C/KBZs2aKiIgwer///rtD03jPG2+8UeDxogb5/vvf/2rdunVG76mnnlLjxo2LPBsAwBkE+QAAAAAAAAAAAAAAAIJMZmamUXsK8sXExBg1QT4AKJqUlBStXr3a47EffvhB99xzj9atW6eDBw8ax3r27OmP8VBIBPlKh5IEZpOSkozaVxv5pFMbwAYMGKAKFSroxhtv1GWXXVasZznF00a+s/1eW4+vXLnStjXPWzzd1xcb+aRT//9+8cUXtmCYJI0bN07t27eXpFKzkc/lcuVt+b755puNY9OnT7cFWQvrxIkTWrx4sdHr06ePwsPD9e677xq/v5mZmRoxYoSxPc9qw4YNtm259957r8LDw3XllVdq7NixBc5z1VVX6aGHHir6LwQ+Fx4erlatWhm93377zaFpvCMtLU0ffvih0bOGyxcuXFjgn/kzrV27Vs8995zRa9OmjR544IGSDQoA8CuCfAAAAAAAAAAAAAAAAEGmOBv5MjIyfDoTAJQ21g1CVmPHjtUtt9xi9JKSklS3bl1fjoUism6oWb9+vUOToLj27NmjDRs2GL2iBGatoQlfBvkqVaqkGTNm5IU3IiMji/Usp3jaMmjdzmbVpUsXY4tWbm6uFi1a5JP5rJvVJN9s5Dutb9++GjVqlNG79dZbjaCbdSNfsAb5YmJi8kJ1Q4YMMd4UJDc3V++//36xnrNs2TLjTUhcLlfe52/nzp01YsQI4/yZM2dqwoQJ+d7vlVdeMUJPFStW1LBhw/LqESNGaPTo0R6vbd26td5//32P4UwEhnbt2hl1sAf5PvroI+NzLSQkxLbhcv/+/YV6k4GcnBzdfPPNys7OzuuFhobqgw8+UHh4uPeGBgD4HEE+AAAAAAAAAAAAAACAIGMN8p3ennEma5CPjXwAUDSzZ8826iZNmhhhFUlasWKFURdlSxj8w7qRLzk52XgRPAKfdRtfbGys2rRpU+jrvRHky8nJ0b59+4yepyBfsLMGkdu3b3/WjXfR0dHq3Lmz0bN+bfQWa5AvKirK9nXZ20aNGqWXXnpJffr00ahRozRu3DjjuDXIt3Xr1qD4GmN9k48z/+5Qvnx5XXXVVcbxl156SampqUV+jjUU37p1a1WpUiWv/s9//mMLkI4YMUILFy603SslJUUfffSR0Rs+fLgqVKhg9J588kmNHDnS6FWtWlVTpkyxbS1HYDm96fK0YA7y5ebm6o033jB6l156qXr27KlatWoZfev3OU9ee+0129fWhx56SG3bti35sAAAvyLIBwAAAAAAAAAAAAAAEGTO3Gohed7IZ32Rqqcgn9vt1uLFi7VgwQJlZWV5d0gACGJut9sW5Lvtttv08ccfF3gdQb7AY93Id/LkSW3evNmhaVAc1oBD9+7dFRoaWujrrUG+AwcOFPkNDg4cOKCcnByjZw0flQaXXXaZ8TPk3XffXajrmjVrZtTW7YXekpaWZtRnCxl6Q0hIiP71r39pzpw5Gj16tG3zVYMGDYw6JydH27dv9/lcJWX9HLC+Cchdd91l1EeOHNF///vfIj/HGuTr06ePUVesWNEWdjpy5Ij69++vyZMnG/1x48YZb2gSHh7u8c+oy+XSa6+9pocfflgRERGqX7++fvzxRyUlJRV5fviXdSPfhg0bguLzyZMZM2YoOTnZ6N19991yuVzq0aOH0fcUXD3Tpk2b9MQTTxi9Ro0a2TaGAgCCA0E+AAAAAAAAAAAAAACAIGPdyOcpyGd9Ma5164YkjRw5Ut27d1evXr1Uu3ZtPfTQQ9q4caN3hwWAILR582Zt27bN6PXr109XX311gUGGnj17+no0FFFcXJzi4+ON3t9//+3QNCgOa5CvqJ9nnsI7W7duLdI9du/ebdQhISGqVq1ake4RDGrVqqXff/9dY8aM0axZszR06NBCXVe9enWjTklJ8cV4to18FStW9MlziiIuLk6VKlUyeps2bXJmmCI4W5CvTZs2uvrqq43eG2+8oR07dhT6GceOHdPSpUuNnjXIJ0mDBw/WkCFDjF5WVpauuOKKvA2Ix44d09ixY41zhg4dqpo1a3p8dkhIiP73v/8pKytLycnJOvfccws9N5zTsmVLlStXLq92u9168cUXHZyo+F577TWjbtWqVV6Az/p9bMGCBXK73R7v43a7NXz4cOPNfFwul95//32P/x4AABD4CPIBAAAAAAAAAAAAAAAEGWuQLzo62nbO2Tby7d+/X2+//bZRv/jii2rUqJH69u2rr776SidOnPDi1AAQPKzb+OLj49WiRQtJ0sMPP6zbbrvNdk3dunXZ9hOgmjRpYtQE+YLHvn379Ndffxm9ogb5oqOjVaNGDaO3ZcuWIt3DumGuevXqRdoKGEwaNmyo+++/X+eff75cLlehrrGGZfft2+eL0RzZyFcY1q181i1cgehsQT5JevbZZxUWFpZXZ2Vl6emnny70M37++WdlZ2fn1aGhoerevbvtPJfLpU8++USXXHKJ0Xe73brzzjv1xBNP6KOPPtKBAweM4/fff3+hZ0FwiIyM1C233GL03nvvPe3du9ehiYrnr7/+0qxZs4zePffck/c11fp9bPfu3fkGgJcsWaI5c+YYvTvvvFPnnXeeFycGAPhTQAT5Dh48qA8//FDXXXedmjVrppiYGEVGRqpWrVq69NJL9e233571Hvv27dP999+vxo0bKzo6WnFxcerevbvGjx+fb0L9TJs2bdLw4cNVr149RUVFKT4+XgMGDLCtZQYAAAAAAAAAAAAAAHDame/GLxVvI9+vv/6q3Nxcj/efO3eurr76atWqVUsPP/ywdu3aVcKJASC4WF8w3bdv37wXX7tcLo0dO1YXXHCBcc6FF17ot/lQNAT5gtfChQuNunz58mrXrl2R72MN2ZY0yJeQkFDkGUoz60Y+XwX5AnEjnyTVr1/fqEvDRj7p1K9r+PDhRu+jjz7Sn3/+WahnzJs3z6g7duyYb/gyOjpakyZN8hiUf+6553TfffcZvYEDB6ply5aFmgPB5cEHH1R4eHhenZWVpTFjxjg4UdG9+eabRl2lShVdc801eXWjRo1sXzet3+9Oe+ONN4y6Vq1a+s9//uOlSQEATgiIIF+NGjV088036/PPP9dff/2l3NxchYeHa9euXfruu+902WWX6cILL9SxY8c8Xr9y5Uo1b95cL7/8sjZs2KCwsDClp6dr8eLFGjZsmAYOHKisrKx8nz9t2jS1atVK7777rrZu3arIyEgdPHhQs2bN0pAhQ3TzzTcXKgwIAAAAAAAAAAAAAADgD9aNfIUJ8llfrLty5cqzPmf//v164YUXVK9ePd12221BsV0EAEoqNzfXFuTr16+fUYeFhemrr77SZZddJklq3769nnjiCb/NiKKxBvnWr1/v0CQoqvnz5xv1eeedZ2wIK6x69eoZdUmDfImJiUWeoTQjyGcG+YLhZ+bCBPkk6cknnzQ2fefm5uqxxx4r1DPmzp1r1H369Cnw/LCwML399tsaPXq07Zh1U/gDDzxQqBkQfGrXrq0bb7zR6L311lu2jYyB6vDhw/r444+N3m233abo6Oi82uVyqUePHsY5CxYssN1r9+7dtqVE9913nypUqODFiQEA/hYQQb6TJ0/q3HPP1bhx47Rp0yZlZmbq6NGj2rJlS9563OnTp9ve1UE69UP5RRddpIMHD6pJkyZasWKF0tPTlZGRoTfffFPh4eGaNWuW7Z0YTtuyZYuuvPJKHTt2TN26ddP69et15MgRHTlyRKNGjZIkffjhh3rxxRd99xsAAAAAAAAAAAAAAABQBNYg35kvCjztzBfcSmcP8jVv3lxxcXEen5edna333ntPjRs31tChQ7V69erijA0AQeGPP/5Qamqq0evbt6/tvAoVKmjy5MnKycnRihUrCPYEsMaNGxv133//zZv7BwlrsKFnz57Fuk9Jg3y7d+82ajbymeLj4406IyPDtg3aG9LS0ow6v+1u/tagQQOjLi0b+aRTIc3777/f6H333XdasmRJgfc/cuSIVqxYYfTOFuSTTgWcRo0apXfffVchIZ5f5t6mTZtC3QvB65FHHlFoaGhefezYMb366qvODVQEH374ofH1LzQ0VCNGjLCdZ/1+5inI9/bbb+vkyZN5dbly5XTTTTd5cVoAgBMCIsg3d+5cLVu2TCNGjNA555yT109KStL48ePzAnyfffaZduzYYVw7ZswY7d27V9HR0Zo2bZo6dOggSYqIiNCdd96Z964M7777rjZs2GB79qhRo5SRkaEaNWpo6tSpatSokaRTP5COHj06b0Xzc889p0OHDnn/Fw8AAAAAAAAAAAAAAFBEmZmZRl2YjXzWF1P/+uuvRv3www9r165d+vzzz/N9kXxubq6+/PJLtW7dWoMGDdLy5cuLMz4ABDTrNr4GDRqobt26+Z4fEhIil8vl67FQAtaNfIcOHdL+/fvzPd/tdhP0CwD79+/XunXrjF6vXr2KdS9vb+QjyGeybuSTpJSUFK8/J1g28m3evFm5ubkOTVM41iCf9U1AznT//feratWqRu/hhx8u8OvkokWLjN+DiIgIde3atdDzDRs2TN9++63Hv+c8+OCDfN8t5c455xxde+21Ru+NN97Q4cOHnRmoCD755BOjvuyyy1S7dm3beda/c2/btk3btm3Lq7OysvTOO+8Y51x33XWqXLmyF6cFADghIIJ8vXv3LvD46a18kv1fIp/+Znf11Vfb/qIlSXfddZfKly+vnJwcff7558axjIyMvHWzI0aMUKVKlWzXP/roo5JOvYvHlClTzvprAQAAAAAAAAAAAAAA8DXrRr7CBPnOfLHuvn37tHPnTuN4+/btFRUVpaFDh2r+/Pn666+/dPvttysyMtLjDD/88IM6d+6szz77rLi/DAAISLNnzzbqfv36OTQJvKVu3bq272d///23x3OffPJJxcXFqXPnztq4caM/xkM+Fi5caNQxMTFq3759se5lfX3p1q1bixTWJMhXsNjYWNvn2L59+7z+nEDdyGcN8mVmZtr+zAQa65t85LeRTzr1+/zEE08YvcWLF+vHH3/M95q5c+cadZcuXTxuES/IoEGDNGfOHCO41KJFC11xxRVFug+C06OPPmoENtPS0vTGG284ONHZpaamatWqVUbv9ttv93hus2bNFBcXZ/TO/L43ceJEWyB65MiRXpoUAOCkgAjync2Z/7I5Jycn7+P169dr+/btkqQLLrjA47Xly5dX9+7dJUmzZs0yji1evDjvHeryuz4pKUlNmzb1eD0AAAAAAAAAAAAAAIATrEE+Ty+KtW7VODPIt3LlStu5jRs3NnpNmjTRW2+9pS1btujBBx/0+OJet9utF198scjzA0CgysrK0qJFi4xe3759HZoG3hIaGqpGjRoZPU9BvqlTp+rZZ5/V4cOHtXz58rxFAHDGggULjLpr164KDw8v1r2sQb60tDQdOnSo0NcT5CuYy+WybeUrSxv5EhISbD+Pb9q0yaFpCse6ka+gIJ90KoyUlJRk9B599FHjdd1nsgb5+vTpU/QhderzfuXKlbr77rt13333afr06cX+OoDg0qRJE1to89VXX1V6erpDE53dokWLjJB4VFSUzjvvPI/nhoSEqEePHkbvzO971tBir1691LJlSy9OCwBwSlAE+ebPn5/38ZnfgNauXZv3cYsWLfK9/vSxP//80+ifeX3z5s3Per11RTsAAAAAAAAAAAAAAIATirOR78ytG9YgX9u2bRUaGurxWQkJCXrhhRe0bds2jR492rY1IDk5uUgbbQAgkC1dujTvzeGlU+GU3r17OzgRvKVJkyZG7SnI9/LLLxv1nDlz+B7nIGuQr1evXsW+V+3atRUSYr5kdsuWLYW61u1224J8iYmJxZ6ltIqPjzdqX2zkC9QgX0hIiM455xyjV9qCfJGRkfr3v/9t9NauXetxO/fBgwdtW8mKG+STTgVxX3vtNb388suqVatWse+D4PP4448bdWpqqt566y2Hpjk76/etLl26KCIiIt/ze/bsadSnN/ItX75cy5cvN47dddddXpoSAOC0gA/yHT58WP/9738lSd27dzfe/W337t15H9esWTPfe5w+lpaWZvzgefr6ypUrq1y5cme9/sznAQAAAAAAAAAAAAAAOOXMkIlUuCDf0aNH88IIv/76q3GsQ4cOZ31mXFycRo0apaVLlxr9Y8eO2V5UDQDBavbs2Ubdtm1bValSxaFp4E1nC/KtXr1a8+bNM3qHDx/Wjh07fD5bWXTo0CH98ccfys7O9nj84MGDWr16tdGzBh6KIjw83BYAKmyQ7+DBg7Y52chnZ93I54sgX1pamlHHxsZ6/RnF1aBBA6NOTk52aJLCKWqQT5KGDh2qVq1aGb1Ro0bZti+eucBFksqVK6dzzz23eIOiTGvVqpUuueQSo/fSSy/p2LFjDk1UMGuQ72zft6wb+TZu3Kg9e/bozTffNPq1a9fWoEGDvDMkAMBxAR3ky83N1fXXX689e/YoMjLStiL2zNW4BQXxzjx25jWnPy7o2jOPB/IqXgAAAAAAAAAAAAAAUHZYN/JFR0fbzomJiTFqt9udFwC0buRr3759oZ9dp04dW2/Xrl2Fvh4AAtmcOXOMul+/fg5NAm+zBvnWr19v1K+99prH66xbpVByCxcuVGJiotq2bauePXvawlmStGjRIqOOjo5Wx44dS/TcevXqGXVhg3zWbXwul8sWWoM9yGcNd3lDoG7kk6T69esbdWnbyCed2jz4v//9z+ht375djRs31tixY5WTkyNJmjt3rnFO9+7dC9xKBhTEupUvJSVF48ePL9I9xo8fr86dO+vmm29WamqqN8fLc+TIEf3xxx9G72xBvtatW9u+jk2cOFFfffWV0bvjjjsUFhbmlTkBAM4L6CDfPffco6lTp0qSxo0bp9atWzs8EQAAAAAAAAAAAAAAgLPcbrctyFeYjXySlJGRob1799qCd0UJ8kVFRdm2UxHkA1AaHDlyRMuXLzd6BPlKj8aNGxv1li1b8r6f7t+/X59//rnH66xb4VAybrdbt99+e97v/dKlSzV8+PC8rcGnWbcade3atcRBIG8F+apWrarw8PASzVIaxcfHG7U/NvIR5Cu+4gT5JGngwIG2cNLhw4c1cuRIdejQQUuWLLEF+Xr37l2yYVGmdezYUQMGDDB6L7zwgrKysgp1/dSpUzVs2DAtW7ZMH374of7973/7YkwtXrxYubm5eXVERIQ6depU4DWhoaE677zzjN7jjz+uEydO5NWRkZG69dZbvTssAMBRARvke+CBB/LWwr7yyiu6+eabbedUqFAh7+OCVuSeeezMa05/fLb1uqePn3ktAAAAAAAAAAAAAACAE7Kzs40XCEqFD/IdPXrUto2vfPnyatSoUZFmqFmzplET5ANQGixYsMD2Auxu3bo5OBG8yRrkc7vd2rhxoyTp3XffzTcQwEY+75o5c6b++usvozdhwgR9+OGHRm/+/PlGfbatRoVhDfJt3bq1UNft3r3bqBMTE0s8S2lk3cjn7SBfTk6OLXwWGxvr1WeURIMGDYw6OTnZoUkKp7hBPpfLpXfeeUfVqlWzHfvjjz/UrVs3/f3330a/T58+xR8UkPTkk08a9a5du/TRRx+d9bqTJ0/qoYceMno//PCDN0fLYw2gd+rUSdHR0We9zvr9zfq5ec0116hq1aolHxAAEDACMsj30EMP6aWXXpIkvfjii7r33ns9nnfmX4YK+hfCp4/FxsYaP2ievv7QoUMFhvlOX89fvgAAAAAAAAAAAAAAgNOs2/gkeXyBoKeepyBf27ZtFRoaWqQZCPIBKI1mz55t1N26dVO5cuUcmgbeVr58edWqVcvo/f3338rOzta4cePyvY4gn3e9/PLLHvsjR47MC/gdOnTI9vveq1evEj/bWxv5EhISSjxLaWQN8qWkpHj1/tZtfFJgb+Q7fPiwUlNTHZrm7KxhoZiYmEJf27hxY61atUrXXnvtWc+tWLGi2rZtW+T5gDN169bN9n3g3//+t8evC2f66KOPbOHxTZs2KT093dsj2oJ8hQ2g9+jRo8Djd911V7FnAgAEpoAL8j344IN68cUXJZ1ae/vAAw/ke26LFi3yPl67dm2+550+1qxZs3yvX7du3Vmvb968eQGTAwAAAAAAAAAAAAAA+J6nIJ+njXwhISG2F+RmZGTo119/NXodOnQo8gwE+QCURtYgX79+/RyaBL7SpEkTo/777781adIk28a1M23cuFEZGRm+Hq1MWLNmjX766SePxzIzM3XVVVcpMzNTixYtktvtzjsWFRWlc889t8TPT0pKMuqtW7caz8kPQb7CiY+PN2pvb+TzFNgJpI18devWVVhYmNEL1K18J0+etG0hLexGvtMSEhL02Wefaf78+QW+vrpnz5623xegOJ544gmj3rVrlx555JF8z8/IyNBTTz3l8diaNWu8Olt6errtDXMKG+Rr165dvkHarl27ql27diWeDwAQWAIqyPfAAw9ozJgxkk6F+B588MECz2/cuLHq1KkjSZoxY4bHczIyMrRo0SJJUv/+/Y1j5513Xt67z+V3/bZt2/KS+NbrAQAAAAAAAAAAAAAA/C0zM9PW8xTkk+ybNTxt5Gvfvn2RZyDIB6C02b17t21jS9++fR2aBr7iKcj32muvGb0OHTooJOT/XlrpdrsLXDSAwnvllVcKPL5mzRrdf//9tq1GnTt3VmRkZImfb93Id/z4ce3du/es1xHkKxzrRr7U1FRlZ2d77f5HjhwxapfLVeTwmS+FhYWpbt26Rm/Tpk0OTVMwT+Hk4v5e9uzZU7///rtefvllVahQwXac76Xwlj59+uj88883em+99ZYWLlzo8fxXX30136C+t7ftLlmyRDk5OXl1WFiYunTpUqhrw8PD1a1bN4/H2MYHAKVTwAT5HnjgAb300kuSpDFjxpw1xHfaP//5T0nShAkTtHXrVtvxsWPH6ujRowoNDbWtcI6JidHll18u6dQ3cusP+ZL0/PPPS5IqVKigSy+9tLC/HAAAAAAAAAAAAAAAAJ/wtJHv9BsZW1lfkJucnGx7MSNBPgCQ5syZY9QVK1Ys1tdHBDZrkO/HH3/UsmXLjN7DDz+shg0bGr3Vq1f7fLbSbu/evfr888+N3iOPPKJWrVoZvbfeeksffPCB0evVq5dXZkhMTFRERITR27Jly1mvs/7slJiY6JV5ShtrkE+S9u/f77X7WzfyxcbGGqHbQFC/fn2jDtQg39GjR229koQiw8PDdd9992n9+vXGa7Xr1q2rm2++udj3Bc7kcrn0zjvvqFy5ckZ/2LBhtr8j79+/Py8D4Elhg3yLFy/W6NGjtXTp0gLPswbQO3bsmO+WPU969Ohh6yUkJOiyyy4r9D0AAMEjIH6Cffjhh/NCfC+//LLuv//+Ql/7wAMPqEaNGjp27Jj+8Y9/5L1r3IkTJ/TWW2/pySeflCTddtttatSoke36Z555RjExMdqzZ48uvvhibdy4UdKpd5t45pln9Pbbb0s6tY63cuXKJfp1AgAAAAAAAAAAAAAAlJT1RYqhoaEKCwvzeK71BbnWFxiWL1/e4+spzoYgH4DSZvbs2Ubdq1evfL+2InhZg3zWN/+vU6eOLr30UrVu3droe3tzT1k0btw4nThxIq+OjIzUfffdpwkTJthCGYcPHzbqnj17emWGkJAQ28Y0TwskrNjIVzhxcXG2YN2+ffu8dn/r52tsbKzX7u0tDRo0MOrk5GSHJimYpyBfUUJH+UlISNBnn32mDRs2aMqUKVq3bl1AbU1E8KtXr56effZZo7dhwwY988wzRu/ZZ59Venp6vvcpzPf1BQsWqHv37nr66afVs2dPLV68uMBzz1TU71uezh8+fLgtfA4AKB0cD/Jt375dL7zwgqRTf0l6/vnnVaNGjXz/GTNmjHF9xYoVNXXqVFWpUkV//vmnOnTooNjYWJUvX1533HGHTpw4of79++e7kr1evXr6+uuvVa5cOS1atEiNGjVSpUqVVLFiRT311FNyu9268cYbC70hEAAAAAAAAAAAAAAAwJcyMzONOioqKt9zrS/Itb7AsF27dsXaZGIN8qWkpCg7O7vI9wGAQOB2u20b+fr16+fQNPClxo0bF3j8zjvvVFhYGEE+L8vMzNS4ceOM3vXXX6/4+Hg1bdpUb775Zr7XRkREqFOnTl6bpV69ekZ9to18brebIF8hhYaGqlq1akbPl0G+ihUreu3e3hKsG/kiIiK8Ghhq2LChLrnkEq+EAwGru+++W+eee67Re+GFF/T7779LkjZv3qy33nrLOG793FyzZo1yc3MLfM7YsWPzPs7OztYTTzzh8bxjx45pxYoVRq+oQb6OHTsaXz8jIyM1fPjwIt0DABA8HA/ynflNMDc3V/v27SvwH0/vAtG+fXutW7dO9913nxo2bKjs7GzFxMTovPPO03vvvafp06crMjIy3xkuvPBCrV69WsOGDVNSUpIyMzNVqVIlnX/++Zo0aZI+/PBDuVwun/z6AQAAAAAAAAAAAAAAisK6kS86Ojrfc60bMKwvRO/QoUOxZrAG+Ty9yB0AgsXvv/9u2yxKkK90qlmzZr7BknLlyunWW2+VJFuQb/Xq1XK73T6fr7T69NNPdfDgQaN377335n1844036pprrvF4befOnQv8WaeoihrkO3LkiO1nL4J8+atevbpRezPIl5aWZtSBuJEvWIN8bM1DMAkNDdX777+v8PDwvF5OTo5uvfVWnTx5Uo8//rjxJjMRERH67LPPjHtkZGRo8+bNBT5n6dKlRr1gwQL9+uuvHs8783mhoaHq1q1bkX5NkZGRev/991WzZk3VqFFDn3zyiWrUqFGkewAAgkeY0wMkJSV55S+41atX18svv6yXX365WNfXr19f7777bonnAAAAAAAAAAAAAAAA8CXri8kL2sh3thfltm/fvlgzVKlSRZGRkcrKysrr7dq1S3Xq1CnW/QDASc8884xR16xZ86yb2xCcXC6XmjRpopUrV9qO/fOf/1RcXJwke5AvLS1NW7dutYXAcHa5ubl65ZVXjN7AgQPVvHnzvNrlcuntt9/WsmXLbMGKom41OpukpCSjPluQb/fu3bYeQb78xcfHG3VKSorX7h0MG/kaNGhg1Hv27FFGRkbAbaYjyIdg16JFCz366KPGz3C//fabbrrpJk2YMME496677lKnTp1UrVo17d+/P6+/atUq2+fsaTt37tTOnTtt/Zdeeklffvml0fO09b5ChQpF/jVdfPHFuvDCCxUSEsICIgAo5RzfyAcAAAAAAAAAAAAAAIDCy8zMNOqCgnxne9FwcYN8LpdLiYmJRs+6zQoAgsGvv/6q7777zugNHz6cF1CXYk2aNPHYv/vuu/M+rlmzpipXrmwcX7VqlU/nKq1mzJihv//+2+j961//sp0XGxurr776ytiwJEl9+/b16jxF3chn3TgcFxenyMhIr85UmvhzI18gBvnOOeccW+9sW7+cYA3yBVrQECiMxx57TM2aNTN61s17lSpV0mOPPSaXy2UL6Rf0fX3ZsmUe+xMnTtT27duNnjXIV5IAemhoKD+DAkAZQJAPAAAAAAAAAAAAAAAgiFg38kVHR+d7bkHbNSpUqKCGDRsWe46aNWsaNUE+AMFo1KhRRh0XF6d77rnHoWngD56CfP3791fTpk3zak8v+F+9erXPZyuNXn75ZaNu0aKF+vXr5/HcDh066J133lFYWJikU9uJevTo4dV5rEG+7du36+TJk/mebw3ysY2vYL4M8lk38sXGxnrt3t4SHR1t+xl506ZNDk2Tv4yMDKNmIx+CUWRkpMaPH19g8O3RRx/Nd9tuQUG+X375xWM/JydHr732Wl59/PhxW+jP25tkAQClD0E+AAAAAAAAAAAAAACAIGIN8hW0ka+gF+W2a9dOISHFf+kIQT4AwW7p0qWaPn260XvooYcCMhwC7/EU5PMU3izKC/7h2apVqzRnzhyj969//avA0MVNN92kLVu26Pfff9d3333n9c1E1iBfTk5OgT/DEOQrmvj4eKNOSUnx2r2tQb5A3MgnSfXr1zfq5ORkhybJn3UjH0E+BKsuXbrorrvu8nisdu3axrGiBPSXLl2a77H33nsv7+vRsmXLlJWVlXfM5XLpvPPOK9TsAICyiyAfAAAAAAAAAAAAAABAEMnMzDTqgoJ8MTEx+R7r0KFDieYgyAcg2D355JNGHR8fr5EjRzo0DfylW7duioyMzKubNWumgQMH2s4jyFdyr7zyilFXr15dQ4cOPet1tWrVUps2bbwe4pOkqlWr2n4+2rJlS77nE+QrGl9u5EtLSzPqQA1dW4N8gbiRjyAfSpPnnntOdevWtfX//e9/G9vrrd/Xt27dagsIS9KJEye0cuXKfJ+Xnp6u8ePHS5IWLFhgHGvTpo0qVapUlPEBAGUQQT4AAAAAAAAAAAAAAIAgYt3Id+aLE60KelFu+/btSzSHNci3e/fuEt0PAPxpwYIFtk1hjzzySIEBaJQOCQkJeuedd1SvXj117txZU6ZM8bih1vqC/02bNik9Pd1fYwa9PXv26IsvvjB6d955pxGidILL5bJt5SsoyGf9+SYxMdEnc5UWvgzyBctGvgYNGhg1G/kA3ypfvrzeffddo9eqVStdd911Rq9JkyYKDw83ep628q1evdr2d+7evXsb9Wuvvabs7GxbkK9nz55Fnh8AUPYQ5AMAAAAAAAAAAAAAAAgi1hcVFrSRz59BPjbyAQgWbrfbto0vMTFRt99+u0MTwd9uuOEGbd68WUuXLlXDhg09ntOsWTOFhoYavTVr1vhjvFJh3Lhxys7OzqujoqIC5nMsKSnJqNnI5z3WIN/+/fuVm5vrlXtbN/IFapCPjXyA//Xv31/vvPOO6tevr+7du+vbb7+1fQ+PiIhQ06ZNjZ6nbbu//PKLUTdu3FjPPvus0duxY4e++OILLV261OgT5AMAFAZBPgAAAAAAAAAAAAAAgCCSmZlp1AUF+fLbLBUbG2vbFlJU1o00u3btktvtLtE9AcAfZs+erUWLFhm9xx9/vMANpyh7oqKi1LhxY6PnaXMP7E6cOKH33nvP6P3zn/9UtWrVHJrIVJSNfAT5iiY+Pt6oc3JylJqa6pV7WzfyxcbGeuW+3mYN8m3btk0nTpxwaBrPCPKhNLrtttuUnJyshQsX6pxzzvF4jnXbbmGCfJ07d1bXrl3VuXNno/+vf/3L9nfz7t27F2d0AEAZQ5APAAAAAAAAAAAAAAAgiHhjI1+7du0UElKyl41YN/IdO3bM9gJrAPCFrKws/fjjj/riiy+Unp5epGs9beOrU6eObrnlFm+OiFKiMC/4h923336rffv2Gb277rrLoWnsrEG+rVu35nsuQb6isQb5JNn+LBSX9efMYNnIl5ubq23btjk0jWcE+VBWFeb7unXL3ukA3/3332/0rSHlli1bqkqVKt4YEwBQyhHkAwAAAAAAAAAAAAAACCLWIF9BG6Ty28jXoUOHEs9h3cgnndrKBwC+smHDBj344IOqVauWLrroIl177bXq3bu3srKyCn2PadOmadmyZUbvySefVGRkpLfHRSlAkK94xo0bZ9Q9evRQixYtHJrGrrAb+dLT022BJ08//+D/REREqHLlykYvJSWlxPd1u91KS0szeoG6ka9y5cqKi4szeps2bXJoGs+sf67z+zsDUNpYv6+vXbtWOTk5eXVKSoo2b95snHM6yDd48GDb948z9ezZ04uTAgBKM4J8AAAAAAAAAAAAAAAAQSQzM9Ooi7ORr3379iWeIyoqyrZxgCAfAG/LysrShAkT1KdPHzVu3FhjxozRgQMH8o6vXLlSH3/8caHu5Xa7NWrUKKN3zjnn6IYbbvDqzCg9rC/4X716tXJzcx2aJjisXbtWCxcuNHp33HGHQ9N4Zg1i7N6922Mg2LqNT2IjX2FYt/J5YyPf8ePHlZ2dbfQCdSOfJDVo0MCoAy3Il5GRYdRs5ENZYf2+npmZqeTk5Lza+mYPMTExeUH00NBQ3XffffnemyAfAKCwCPIBAAAAAAAAAAAAAAAEEetGPqeCfJJUs2ZNoybIB8BbsrKy9NRTT6lWrVq65pprNG/evHzP/e9//2sLeHgyZcoU/fbbb0bvqaeeUnh4eInnRelkfcF/RkaGbVMPTG+99ZZRV69eXYMHD3ZoGs+SkpKM2u12a9u2bbbzrEG+2NhYlStXzpejlQrVq1c3am8E+azb+KTADvLVr1/fqM8MCgUC60Y+gnwoK6pVq6YaNWoYvTO37f7yyy/GsY4dOyosLCyvvummm1SpUiWP9+7Ro4f3BgUAlGoE+QAAAAAAAAAAAAAAAIKINcgXHR2d77kxMTG2XsWKFW0vLi4ugnwAfCE7O1uDBw/WM888Y2zfy8/WrVv15ZdfFnjOyZMnbdv4GjdurGuvvbZEs6J0q1GjhqpVq2b0Vq9e7dA0gS89PV2ffvqp0bv11lsVERHh0ESeVaxYUZUrVzZ6W7ZssZ1nDfKxja9wrEG+lJSUEt/zyJEjtl5sbGyJ7+sr1p+1A20jH0E+lGXWkP6ZQb6lS5caxzp37mzU5cuX1+233267Z9OmTW3bSAEAyA9BPgAAAAAAAAAAAAAAgCBS0o187dq1U0iId14yQpAPgLe53W7dfvvtmj59usfjVapU0f3332/bLPqf//xHOTk5+d533LhxWrt2rdF7+umnFRoaWvKhUWq5XK4CX/AP0+eff6709PS8OiQkRLfddpuDE+WvXr16Ru0pyLd7926jTkxM9OlMpYU1zOKLjXyRkZGKjIws8X19pUGDBkZNkA8IHPl9X8/JydHy5cuNY9YgnyTdddddtm3OPXv29PKUAIDSjCAfAAAAAAAAAAAAAABAEMnMzDTqogb5OnTo4LVZCPIB8LbRo0frgw8+sPV79eqlL774Qrt27dKYMWP09NNPG8fXr1+vyZMne7znnj179MQTTxi9li1b6sorr/Ta3Ci9WrVqZdQE+Txzu90aN26c0bv44otVp04dhyYqmDXIt3XrVts5bOQrHutGPm8E+awb+QJ5G5/keSNfbm6uQ9PYEeRDWZZfkG/dunXKyMgwjnkK8iUmJuqGG24wekOGDPHylACA0izM6QEAAAAAAAAAAAAAAABQeNaNfNHR0fme6+mYdYtVSRDkA+BN48eP1+jRo41eVFSUZs6cqR49ehj9f/zjH2rdurURqnruued0xRVXyOVyGef+61//MraESdLYsWO9tp0UpRsb+Qrn559/1po1a4zeHXfc4dA0Z1eYjXwE+YrHGuRLSUkp8T2tQb6KFSuW+J6+ZA3yZWVlaffu3apVq5ZDE/0ft9tNkA9lmvX7+s6dO5WamqpffvnF6NerV8/29ey01157TcePH9fKlSt1ww03qG/fvj6bFwBQ+vBvIgAAAAAAAAAAAAAAAIKINchX0Ea+kJAQNWvWLK8OCwvTeeed57VZCPIB8JZp06bp9ttvN3ohISGaMGGCLcQnSS6Xy7Zlb/Xq1Zo6darR++mnnzRhwgSjd+ONN6p79+5emhylnfUF/1u3brWFiiC99dZbRl2/fn3169fPoWnOjiCf78THxxu1NzbypaWlGXWgB/lq1KihcuXKGb3k5GSHpjEdP37cth2QIB/KkkaNGikiIsLorV692hbk87SN77Ry5crp008/1Z9//qmHH37YJ3MCAEovgnwAAAAAAAAAAAAAAABBJDMz06gLCvJJ0quvvqqqVasqKipKL774oi18VxLWe6WkpCg7O9tr9wdQNqxYsUJXXHGFcnJyjP6bb76pSy65JN/rLrvsMjVt2tToPfvss3K73ZJObUC68847jeOVK1fWCy+84KXJURY0bdpU4eHhRs+6ec7fjh8/rnHjxumFF17Q4cOHHZ1FOvX9f+LEiUZvxIgRAb31sjBBvt27dxt1YmKiT2cqLawbrPbt25f3dbm4rOHZ2NjYEt3P11wul20r3+bNmx2axmTdxidJMTExDkwCOCM8PFzNmzc3eqtWrdLSpUuNXkFBPgAASiJw/5YEAAAAAAAAAAAAAAAAG+tGvujo6ALPP//887V//36lp6fr3nvv9eos1iCf2+22ba8BgIJs2rRJ//jHP3Ts2DGj/+ijj2rEiBEFXhsSEqJHH33U6C1fvlyzZ8+WJL3wwgvauHGjcfx///ufqlWr5oXJUVZERETYAqOrVq1yaJpTrr32Wt155516+OGHNWDAgBKHpErq/fffN4L8UVFRuvHGG50bqBCSkpKM+sCBA7aAExv5isca5Dt+/LjS09NLdM9g28gnSXXr1jVqazDUKRkZGbYeG/lQ1li37c6fP19///230evSpYs/RwIAlCEE+QAAAAAAAAAAAAAAAIKINch3to18p4WFhXl9lipVqigyMtLo7dq1y+vPAVA6HTx4UAMHDtT+/fuN/vXXX6/nnnuuUPe45pprbJu1nn32WW3atMl2j86dO+vWW28t2dAok6wv+HcyyLdo0SJ98803efXy5cu1bt06x+bJycnR22+/bfSuvvpqValSxaGJCsca5JPMrXyZmZm2LXAE+QonPj7e1ktJSSnRPYNtI58k1ahRw6j37t3r0CQmTxv5ypUr58AkgHOs39enTp1q1JGRkbZzAADwFoJ8AAAAAAAAAAAAAAAAQSQzM9OoCxvk8wWXy6XExESjR5APQGE988wzSk5ONnr9+vXT+PHj5XK5CnWPsLAw21a+hQsX6qKLLlJWVlZeLyQkRG+99ZZCQnjJHIquVatWRu1kkO+///2vrbdhwwYHJjll+vTp2r59u9E72zbNQBAdHW0LWm3dujXvY08bhgnyFU758uVtwbB9+/aV6J7WIF8wbOSz/vkKlK3V1iBfTEwM3xtR5lhDeidPnjTq9u3bKyIiwp8jAQDKEH7yAgAAAAAAAAAAAAAACCLWjXzR0dEOTXJKzZo1jZogH4DCyMnJ0YQJE4xemzZtNHny5CK/cPqf//ynatWqZfT+/vtvo77rrrvUpk2bYs0KWF/wv2bNGuXk5Ph9jj/++EPTp0+39Tdu3Oj3WU4bN26cUbdv314dO3Z0aJqisW7zPHMj386dO41jMTExqlChgl/mKg2qV69u1CUN8qWlpRl1MAT5rMHPQN3IV758eYcmAZxjDehbde7c2U+TAADKIoJ8AAAAAAAAAAAAAAAAQcLtdtuCfE5u5JMI8gEonqVLlyolJcXoTZgwQbGxsUW+V2RkpB588MF8jycmJuqZZ54p8n2B06xBvszMTG3atMnvczz//PMe+9bNlv6yadMmzZgxw+jdcccdhd6o6TRrkG/8+PHq16+f6tatq169ehnHEhISgubXFQisQT7r1/uism7kK873Cn+zbuQjyAcEjipVqtj+HnumLl26+HEaAEBZQ5APAAAAAAAAAAAAAAAgSGRlZdl6BPkABKNvvvnGqFu2bKnGjRsX+3633nqr4uPjPR575ZVXgiL0gcAVHx9vC+WsWrXKrzMkJyfr66+/9njMqY18X331ldxud15dqVIlXX311Y7MUhzWIN+aNWs0Z84cbd++3fh1SfbtaiiY9esxG/mkPXv22P5cOYEgH3CKNaR/JjbyAQB8iSAfAAAAAAAAAAAAAABAkLBu45Ok6OhoByb5PwT5ABSV2+3Wt99+a/QGDx5conuWK1dO999/v63fv39/XXHFFSW6NyDZX/Dv7yDfiy++qNzcXI/HnArybdmyxagvv/xylStXzpFZiiMpKanQ515wwQW+G6QUsm7kK2mQrzRs5MvMzFR6erpD0/wfgnzAKfkF+WrWrKlatWr5eRoAQFlCkA8AAAAAAAAAAAAAACBIeArysZEPQLBZtWqVtm7davRKGuSTpBEjRqhKlSp5dUREhN588025XK4S3xuwvuB/9uzZfnv27t279dFHHxV4PCMjw2/znJaammrU1p8JAl3v3r3Pek5CQoLuv/9+jRw50g8TlR7WIF9KSkqJ7mcN8gXDRj5rkE86tZXPadYgX0xMjEOTAM7KL8jHNj4AgK+FOT0AAAAAAAAAAAAAAAAACiczM9PWC8Qgn9vtJjgDIF/WbXz16tXL98XURVGhQgV98803uvPOO5Wdna0xY8aoYcOGJb4vIEndu3fXCy+8kFcvW7ZMa9euVYsWLXz+7FdeeUUnTpzIqyMiIoxakpKTk73yeVQUhw4dMuq4uDi/Pr+k6tevr88//1xjx46VJDVs2DDvn0aNGqlBgwZsKyum+Ph4oy7pRr60tDSjDoYgX3R0tCpWrGiEEPfu3avGjRs7OJVsoV/+jKOsyu97ZpcuXfw8CQCgrCHIBwAAAAAAAAAAAAAAECSCYSNfZmamDh8+rMqVKzs0EYBA98033xj14MGDvRb+7dGjh9asWeOVewFnGjBggBISEoyNWu+9955ee+01nz730KFDevvtt43ejTfeqGnTpmnnzp15PSeCfNaNfMH4vX/o0KEaOnSo02OUOtaNfCUJ8uXk5Cg9Pd3oxcbGFvt+/lSjRg0jyBeIG/kI8qGsatCggaKiomx/x2YjHwDA10KcHgAAAAAAAAAAAAAAAACFY32RYXh4uEJDQx2a5pTExERbb/fu3Q5MAiAYJCcna+3atUZv8ODBDk0DFF54eLhuuukmo/fpp596DNl709ixY43gTUhIiB566CHbtsmNGzf6dA5Pgn0jH3zHGuRLSUkp9r2swTMpODbySVJCQoJR792716FJ/g9BPuCUsLAw21bdsLAwtWvXzqGJAABlBUE+AAAAAAAAAAAAAACAIJGZmWnUTm/jk6TIyEhVrVrV6O3atcuhaQAEum+//dao4+Pj1aVLF4emAYrmlltuMepDhw5p8uTJPnvesWPHbBv/rrzyStWvXz8gue2QnAABAABJREFUg3zBuJEPvhEfH2/UR44cKXbo9cyNdqcF00a+MxHkAwKLdZNtmzZtFB0d7dA0AICygiAfAAAAAAAAAAAAAABAkLC+ADpQXmRYs2ZNoybIByA/1iDfJZdc4vhmUaCwzjnnHPXr18/ovffeez573vjx43XgwAGj9/DDD0uS40G+7OxspaenGz2CfDjNupFPKv5WPmuQz+VyqUKFCsW6l79ZN/Lt2bPHoUn+D0E+4P+cf/75Rn3hhRc6NAkAoCwhyAcAAAAAAAAAAAAAABAkrEG+QNjIJxHkA1A4e/bs0dKlS43e4MGDHZoGKJ5hw4YZ9YIFC7RhwwavP+fEiRMaM2aM0bvgggvUpk0bSVKDBg2MY/4O8h0+fNjWi4uL8+sMCFyVK1dWWFiY0StukC8tLc2oK1SooJCQ4Hj5Mxv5gMA2ZMgQ3XPPPapbt66uuuoq3X///U6PBAAoA4LjJ1kAAAAAAAAAAAAAAAAoMzPTqAnyAQgmU6ZMMerY2Fj16dPHmWGAYrrkkktUtWpVo+eLrXxffvmlduzYYfQeffTRvI+tG/n27t1rC+j4Umpqqq3HRj6c5nK5FB8fb/T27dtXrHtZN/LFxsYWey5/swb52MgHBJbQ0FC9+uqr2rp1qyZMmBBUX18AAMGLIB8AAAAAAAAAAAAAAECQsG7ki46OdmgSE0E+AIXx7bffGvU//vEPRUZGOjQNUDyRkZG64YYbjN7HH3+sEydOeDz/yJEjuuWWW9SyZUuNHj1abre7UM958803jbpbt27q3r17Xl2/fn25XC7jnOTk5ELd2xsOHTpk1OXKlePzGYbq1asbdXGDfNaNfBUrViz2TP6WkJBg1IG4kS8mJsahSQAAAMomgnwAAAAAAAAAAAAAAABBwhrkYyMfgGBx6NAhzZs3z+gNHjzYoWmAkhk2bJhR79+/X999953tvBMnTujSSy/VBx98oLVr1+rpp5/WtGnTznr/rKws/f7770bvoYceMuqoqCjVrl3b6G3cuLGwv4QSswb52MYHK28F+UrTRr4DBw4oOzvboWlOycjIMGo28gEAAPgXQT4AAAAAAAAAAAAAAIAgkZmZadSBEuRLTEw0aoJ8AKx+/PFHnTx5Mq+OjIzUBRdc4OBEQPE1btxYPXr0MHrvvfeeUbvdbt16662aP3++0Z8+ffpZ7//XX38pJyfH6PXu3dt2XsOGDY3an0G+1NRUoybIB6v4+HijTklJKdZ9rEG+YN7I53a7i/374C3WjXwE+QAAAPyLIB8AAAAAAAAAAAAAAECQsG7ki46OdmgSk3UjX0pKiuPbRgAElm+//daozz//fMIDCGrWrXw//fSTtmzZklc/88wz+vTTT23XrV69+qz3tp5Tr149VahQwXZegwYNjNrJjXxxcXF+ezaCg7c28qWlpRl1MAX54uLiFBYWZvT27t3r0DSnEOQDAABwFkE+AAAAAAAAAAAAAACAIGEN8gXKRj5rkM/tdmvPnj0OTQMg0Bw7dsy2hWzw4MEOTQN4x+WXX65KlSoZvffff1+S9Mknn+jpp5/2eN3q1avldrsLvPeaNWuMumXLlh7Ps27kS05OLvC+3sRGPpyNt4J81o18sbGxxZ7J30JCQmy/D07+jJyTk2Pb8E2QDwAAwL8I8gEAAAAAAAAAAAAAAASJQA3yValSRZGRkUZv165dDk0DINDMmjXLCA6EhITo4osvdnAioOSio6N1/fXXG70PPvhAs2fP1q233prvdUeOHNG2bdsKvLd1I1+rVq08nmcN8rGRD4EkPj7eqFNSUop1n2DeyCdJCQkJRu3kRr6MjAxbjyAfAACAfxHkAwAAAAAAAAAAAAAACBLWDRqBEuRzuVxKTEw0egT5AJz27bffGnWPHj1UrVo1h6YBvGfYsGFGvWfPHl1wwQXKzs42+iEh5ks1V61aVeB9i7uRb9++fbbQk69Yg3xs5IMVG/lOqVGjhlE7uZHv6NGjth5BPgAAAP8iyAcAAAAAAAAAAAAAABAkrBv5oqOjHZrErmbNmkZNkA+AJGVnZ+uHH34weoMHD3ZoGsC7WrZsqU6dOhm9kydPGvW9996rHj16GL2Cgnz79++3BX3y28hXr149uVwuo5ecnHzWub0hNTXVqAnywcoa5Dtw4IDt86MwrEE+NvIVH0E+AAAA5xHkAwAAAAAAAAAAAAAACBLWIF+gbOSTCPIB8GzBggW2zV2XXnqpM8MAPnDbbbfle+ySSy7RmDFj1Lp1a6NfUJDPuo0vMjJSDRo08HhuVFSU6tSpY/Q2btx4tpG9wvp5HRcX55fnInhYg3xut1sHDx4s8n2sWyaDLchn3cgXSEG+sLAwRUREODQNAABA2USQDwAAAAAAAAAAAAAAIEhkZmYaNUE+AIHu+++/N+r27dvbgkdAMLvqqqtUoUIFW79Dhw76/PPPFRoaWqIgX/PmzRUWFpbv+Q0bNjRqfwX52MiHs6lataptY+S+ffuKfB/rRr7Y2NgSzeVv1iCfdeOmP2VkZBg12/gAAAD8jyAfAAAAAAAAAAAAAABAkLBu5IuOjnZoEjuCfAA8mT17tlFfcsklDk0C+EZMTIyGDh1q9OrWrasffvhBMTExkmQL8m3atMm2Geu01atXG3XLli0LfL41yJecnFyouUuKjXw4m7CwMFWpUsXoFSfIF+wb+RISEow6kDbyEeQDAADwP4J8AAAAAAAAAAAAAAAAQcIa5GMjH4BAtmvXLv31119Gr3///g5NA/jO008/raSkJElSUlKSpk2bZmzhatasmUJDQ41rrJv38uu3atWqwGezkQ+BrHr16kadkpJS5HuUxo18brfbkVkI8gEAADiPIB8AAAAAAAAAAAAAAECQyMzMNOpAD/I59SJlAIFhzpw5Rl2xYkW1b9/eoWkA36lRo4Y2bNigtWvXat26dWrWrJlxPCoqSk2aNDF6q1atst0nJydHa9euNXpnC/I1aNDAqP0R5MvMzFRWVpbRI8gHT+Lj4426qBv5jh8/rhMnThi9YN/Id/z4cduWQX8hyAcAAOA8gnwAAAAAAAAAAAAAAABBwrqRLzo62qFJ7KxBvszMTB0+fNiZYQAEhNmzZxt17969FRYW5tA0gG+Fh4erefPmKleunMfj1kCepyDf5s2bbaH9li1bFvhc60a+/fv32zaYeduhQ4dsvbi4OJ8+E8HJupGvqEE+T4G3YAvyWX8PJGnv3r0OTEKQDwAAIBAQ5AMAAAAAAAAAAAAAAAgS1iBfIG3kS0xMtPV27drlwCQAAoHb7bYF+fr16+fQNIDzWrdubdSegnyrV6826vj4eI8hoDOdc845CgkxXwrq6618qamptl6lSpV8+kwEJ+uf35SUlCJd7ymUGhsbW6KZ/C06OtoWPtyzZ48jsxDkAwAAcB5BPgAAAAAAAAAAAAAAgCBh3dITSEG+yMhIVa1a1egR5APKrr/++ssWVCDIh7LMGuRbvXq1cnNzjd6aNWuM+mzb+CQpIiJCdevWNXrJycnFnLJwrBv5KlasqNDQUJ8+E8EpPj7eqEu6kS8iIiKgfv4trISEBKNmIx8AAEDZRZAPAAAAAAAAAAAAAAAgSFg38kVHRzs0iWc1a9Y0aoJ8QNll3cZXq1YtNWrUyKFpAOdZg3wZGRnavHmz0bNu5GvVqlWh7t2wYUOj9vdGvsqVK/v0eQhe1o18RQ3yWTfyBds2vtNq1Khh1IGykS8mJsaROQAAAMoygnwAAAAAAAAAAAAAAABBwhrkC7SNJAT5AJxmDfL169dPLpfLoWkA59WoUUPVqlUzeqtWrTLq4mzkk6QGDRoYta+DfNaNfHFxcT59HoJXYYJ8Gzdu1IIFC5STk2M7Zg3yVaxY0bsD+kmgbOTLyMgwajbyAQAA+B9BPgAAAAAAAAAAAAAAgCCRmZlp1IEe5Nu9e7dDkwBwUnZ2tubPn2/0+vXr58wwQIBwuVy2rXxnbuA7evSoNm3aZBwP1I181iAfG/mQn/j4eKNOSUmR2+2WJP32228aOHCgGjVqpF69eqlPnz7Kzc01zk9LSzPqYA3yBepGPoJ8AAAA/keQDwAAAAAAAAAAAAAAIEhYN/JFR0c7NIlnbOQDIEkrVqxQenq60evbt69D0wCBwxrkO3Mj37p16/ICTpIUEhKiZs2aFeq+/g7ypaamGjVBPuTHupEvOztby5cv15VXXqn27dtr5syZeccWLlyoGTNmGOdbN/LFxsb6blgfsgb5nNrIR5APAADAeQT5AAAAAAAAAAAAAAAAgkBubq5OnDhh9NjIByAQzZ4926hbtGhhCzEAZZF1w96ZQb41a9YYxxo2bFjowL41yHfw4EHb1jxvst47Li7OZ89CcLNu5JOkzp07a+LEiR7PnzNnjlGXlo18CQkJRk2QDwAAoOwiyAcAAAAAAAAAAAAAABAErNv4pMAL8iUmJho1QT6gbLIG+fr16+fQJEBgsW7k27p1a97GsdWrVxvHWrZsWej7JiUlKTQ01OglJycXc8qzYyMfCis6OloVKlQo9Pnz5s0z6tK6kW/Pnj2OzEGQDwAAwHkE+QAAAAAAAAAAAAAAAIKApyBfYTf1+Is1yLdv3z6dPHnSoWkAOOHo0aNaunSp0SPIB5zStGlThYeHG73TAT7rRj7r9r6CREREqG7dukZv48aNxZzy7NjIh6KoXr16vsesb0rxxx9/GH++rEG+0rKR78CBA8rOzvb7HAT5AAAAnEeQDwAAAAAAAAAAAAAAIEDk5OTo3Xff1TXXXKMJEyYYx4JxI19ubq5SUlIcmgaAExYuXGgEeMPCwtSjRw8HJwICR0REhJo2bWr0Vq1aJbfbXaKNfJLUsGFDo/ZnkI+NfChIUlKSrVeuXDk9+uij2rJli/HzrNvt1sKFC/PqtLQ047pgDfJZN/JJp97wwt8I8gEAADiPIB8AAAAAAAAAAAAAAECAmDhxooYPH64JEybommuu0cyZM/OOZWZm2s4PtCBf1apVFRYWZvR2797t0DQAnDBnzhyj7ty5sypUqODQNEDgad26tVGvWrVKe/bsUWpqqtEvykY+yb9BPuusBPlQkBEjRsjlckmSwsPDdeedd2rTpk36z3/+oxo1aqhr167G+fPmzcv72LqRLzY21vcD+0BcXJztZ+S9e/f6fQ6CfAAAAM4jyAcAAAAAAAAAAAAAABAgvv76a6MeM2ZM3sfBsJEvJCRECQkJRo8gH1C2zJ4926j79evn0CRAYPIU5LNu4ytfvrzHLWYFsQb5kpOTizVfYVg38sXFxfnsWQh+l112mX7//XdNmDBBycnJevPNN40Ndb179zbOPzPIV1o28oWEhNi28vk7yOd2u5WRkWH0YmJi/DoDAAAACPIBAAAAAAAAAAAAAAAEjK1btxr1nDlztH37dkn2IF9kZGTedpNAkpiYaNQE+YCyY9++fbZAEkE+wGTdtLd27Vr98ccfRq9FixYKCSnayzv9tZHP7Xbbgnxs5MPZtG7dWldddZXq1KljO2YN8q1evVoHDhyQVHo28kmyBfn27Nnj1+efOHFCJ0+eNHps5AMAAPA/gnwAAAAAAAAAAAAAAAABwhrkc7vd+vjjjyXZg3yBto3vNIJ8QNk1d+5co65QoYLOPfdch6YBApN1I19mZqa+/fZbo2cN+xVGgwYNjDo1NVWpqalFH/As0tPTlZOTY/TYyIeS6Nixo8qVK2f0FixYIMke5AvWjXySbFur/b2R7+jRo7YeQT4AAAD/I8gHAAAAAAAAAAAAAAAQAI4cOWLbcCNJH330kXJzc5WZmWn0o6Oj/TVakViDfLt27XJoEgD+Nnv2bKPu1auXwsPDHZoGCEzx8fG2zVzLly836pYtWxb5vklJSQoNDTV6vtjK5ykcyEY+lERERITOO+88ozdv3jxJUlpamtEP5iCf0xv5CPIBAAAEBoJ8AAAAAAAAAAAAAAAAAWDbtm0e+5s3b9aiRYvYyAcgoLndbv30009Gr1+/fg5NAwQ261Y+q+Js5AsPD1e9evWMni+CfNY3HQgNDVWFChW8/hyULb179zbqefPmKTc3V+np6UY/NjbWn2N5lTXIFwgb+aybEAEAAOB7BPkAAAAAAAAAAAAAAAACwNatW/M99uGHHxLkAxDQkpOTtWPHDqNHkA/w7GxBvuJs5JOkhg0bGnVycnKx7lMQa5CvcuXKcrlcXn8OyhZrkO/PP//Upk2b5Ha7jX4wb+RLSEgwaqc38pUrV862xRMAAAC+R5APAAAAAAAAAAAAAAAgABQU5Js4caL2799v9KKjo308UfEQ5AOCQ2pqqo4cOeK1+82ePduoExIS1LRpU6/dHyhNCgry1apVS5UrVy7Wfa1BPl9s5EtNTTXq4s4KnKl9+/YqX7680fv+++9t57GRr/isQT7r7zcAAAD8gyAfAAAAAAAAAAAAAABAACgoyHfs2DF98sknRi9YNvIdOHBAWVlZDk0DwJMnnnhCVapUUXx8vO677z4dO3asxPe0Bvn69evHli4gHwUF+Yq7jU+SGjRoYNS+CPJZN/LFxcV5/Rkoe8LCwtS9e3ejN2XKFNt5FSpU8NNE3mfdyLd3717bxkFfIsgHAAAQGAjyAQAAAAAAAAAAAAAABICCgnyS9Msvvxh1sAT5JP9vHAGQvx9++EHPPfecJOnEiRN69dVX1bp1ay1atKjY98zJydHcuXONXr9+/Uo0J1CaNWrUSBERER6PtWrVqtj3tW7k27Bhg3Jzc4t9P0/YyAdf6d27t1H//PPPRl2hQgWFhob6cySvsm7kO378uFc3455NRkaGUcfExPjt2QAAAPg/BPkAAAAAAAAAAAAAAAACgDXIN3DgwALPj46O9uE0xVe5cmVFRkYavd27dzs0DYAzpaWl6Y477rD1k5OT1bNnT91zzz22F/oXxm+//abDhw8bvb59+xZ3TKDUCw8PV/PmzT0eK8lGvsaNGxv1kSNHPG41Kwk28sFXrEE+67a62NhYf47jddYgn+TfN7tgIx8AAEBgIMgHAAAAAAAAAAAAAAAQALZt22bUI0eOVNWqVfM9P1A38rlcLttWPoJ8QGB4/PHHtXPnTo/H3G63Xn/9dbVq1UoLFiwo0n1nz55t1E2bNlXNmjWLPSdQFrRu3dpjvyQb+ZKSkmxBwGeeecYWiCoJa5CPjXzwlrZt26pixYr5Hi/oWDCIiopSpUqVjN6ePXv89nyCfAAAAIGBIB8AAAAAAAAAAAAAAIDD0tLSlJqaavQaNWqka6+9Nt9rAjXIJ4kgHxCAlixZorFjxxo9T5s9N2/erF69emnkyJE6fvx4oe49f/58o+7Tp0+x5wTKCk9BvvDwcNtWvaJwuVx6/PHHjd6qVav0/fffF/ueVtafVwjywVtCQ0PVo0ePfI8H+0Y+yb6Vj418AAAAZQ9BPgAAAAAAAAAAAAAAAIdZt/FJUu3atXXjjTfmew1BPgCFlZWVpVtvvdXYyhUdHa3Vq1fr5Zdf9vj1ZOzYsRo5cuRZ752dna3Fixcbvd69e5d8aKCU8xTka9KkiSIiIkp03yFDhqhJkyZGz5tb+awb+eLi4rxyX0Aq+PtHsG/kk6SEhASjJsgHAABQ9hDkAwAAAAAAAAAAAAAAcNjWrVuNOiEhQVFRUWrTpo3atGnj8RpPm7QCBUE+ILD873//019//WX0nnnmGTVo0ED33XefVq1apW7dutmu++KLL5SVlVXgvX/99VcdO3bM6BW0UQnAKZ6CfK1atSrxfUNDQ/Xkk08avd9++00//vhjie8tsZEPvlXag3zWjXx79uzx27MJ8gEAAAQGgnwAAAAAAAAAAAAAAAAOswb5kpKS8j6+6aabPF7DRj4AhfHnn3/queeeM3rt2rXTvffem1c3atRICxYs0KuvviqXy5XXz8zMtG3bs5o/f75Rt2jRQtWqVSvx3EBpFxcXp1q1ahm9li1beuXeV111lRo1amT0vLWVj4188KVWrVrl+2cqNjbWz9N4Hxv5AAAAQJAPAAAAAAAAAAAAAADAYQUF+YYOHarw8HDbNQT5AJxNbm6ubr31VmVnZ+f1QkNDNX78eIWFhRnnhoaG6p577lGHDh2M/syZMwt8hjXI16tXrxLNDJQlAwcONOoBAwZ45b6hoaF64oknjN6KFSvO+vlcGNYgHxv54E0hISHq2bOnx2Ns5CsZgnwAAACBgSAfAAAAAAAAAAAAAACAwwoK8lWtWlWDBg2yXRMdHe3jqYqPIB8QGN566y0tXbrU6D3wwANq27ZtvtdYg0QFBX+ys7NtG/sI8gGF9+yzz+qKK65Qq1atNG7cOLVp08Zr977mmmtUv359ozd69OgSbeXLycnRkSNHjB5BPnhb7969PfZLw0Y+a5DPnxv5MjIyjDomJsZvzwYAAMD/IcgHAAAAAAAAAAAAAADgsIKCfJJ000032a4Jpo18hw8f1rFjxxyaBiibduzYoUceecTo1a9fX0899VSB11mDfKtXr853Y9Cvv/5q+9zu0aNHMaYFyqbq1avr66+/1qpVqzRixAiv3jssLEyPP/640fvll180e/bsYt/z8OHDtl5cXFyx7wd4kl8gvDRs5EtISDBqfwb52MgHAAAQGAjyAQAAAAAAAAAAAAAAOOxsQb4BAwbYNnhUqFDBx1MVnzXIJynfIBAA7zpy5Iief/55nXvuubYX7b/33ntn3ebZqVMn29ajWbNmeTx3/vz5Rt2iRQtVq1at6EMD8InrrrtO9erVM3ol2cqXmppq67GRD97WvHlzVa1a1dYvDUE+68/zBw4c0IkTJ/zybIJ8AAAAgYEgHwAAAAAAAAAAAAAAgIPS0tJsL4y3BvnCwsL04IMP5tVRUVE6//zz/TFesVSoUEExMTFGb/fu3Q5NA5QNu3bt0kMPPaTatWvrkUcesW35ufnmm9W7d++z3ic8PFx9+/Y1ejNnzvR4rjXIV5j7A/Cf8PBwPfbYY0bv559/1rx584p1v0OHDhl1VFTUWcPBQFGFhIR43MpnDZkHI+tGPklKSUnxy7MJ8gEAAAQGgnwAAAAAAAAAAAAAAAAO2rZtm61Xp04dW+/ee+/VRx99pPvvv18LFy60bdgJJC6Xy7aVjyAf4Bt///23brnlFtWrV08vvvii0tPTbeckJibqxRdfLPQ9BwwYYNQ//fSTcnNzjV52drYWL15s9DwFLwA465///Kfq1q1r9J555pli3cv6xgNs44OveAqGl4aNfJUrV1Z4eLjR89fWaoJ8AAAAgYEgHwAAAAAAAAAAAAAAgIO2bt1q1AkJCYqKirKdFxISohtuuEFjxoxRx44d/TRd8RHkA3zv448/VosWLfTBBx8oOzvb4zl9+vTR4sWLFRcXV+j79u/f36gPHDig33//3ej9+uuvOnbsmNHr0aNHoZ8BwD8iIiL06KOPGr0FCxZowYIFRb6XdSMfQT74iqcgX2nYyBcSEqLq1asbPesGXV8hyAcAABAYCPIBAAAAAAAAAAAAAAA4yBrkS0pKcmQObyPIB/jW8ePH9a9//Us5OTm2YyEhIbriiiu0YsUKzZkzp8gbPOvVq6eGDRsavZkzZxr1/Pnzjbply5aqWrVqkZ4DwD9uvPFG1apVy+g999xzRb6PNchXlIAwUBRNmjRRo0aN8uro6Gg1adLEwYm8JyEhwaj9sZEvJyfHFr4nyAcAAOAMgnwAAAAAAAAAAAAAAAAOIsgHoDi++eYbpaamGr3IyEjdfvvtWr9+vb7++mt16NCh2PcfMGCAUZ8tyNerV69iPwuAb0VGRtq28s2ePbvIm8CsX3PYyAdfcblc+vDDD9W8eXPVqVNH48ePV4UKFZweyytq1Khh1P7YyGcN8UkE+QAAAJxCkA8AAAAAAAAAAAAAAMBBBPkAFMd7771n1J06ddK2bdv01ltvqUGDBiW+vzXIt2TJEqWlpUmSsrOztXjxYuM4QT4gsN18881GcMftdmvKlClFugcb+eBPXbt21dq1a7Vt2zYNHTrU6XG8xrqRzx9BvoyMDFsvJibG588FAACAHUE+AAAAAAAAAAAAAAAABxHkA1BUGzdutG3Eu++++1S9enWvPaNXr14KDw/Pq0+ePKl58+ZJkn799Vfbdp8ePXp47dkAvC8qKkoXXXSR0Zs0aVKR7sFGPqDkrBv59uzZ4/NnHj161NZjIx8AAIAzCPIBAAAAAAAAAAAAAAA4iCAfgKIaP368UVepUkWXXnqpV59Rvnx5nXfeeUZv5syZkpQX6DutZcuWqlq1qlefD8D7hgwZYtTz58/XwYMHC329dSMfQT6g6KxBPn9s5LMG+UJDQxUZGenz5wIAAMCOIB8AAAAAAAAAAAAAAIBD0tLSbNttSmuQ7+jRo0pPT3doGqD0OHHihD788EOjd8MNN/jkBfkDBgww6tNBPus2wF69enn92QC8b+DAgYqOjs6rc3Jy9N133xX6emuQLy4uzmuzAWVFQkKCUTuxka98+fJyuVw+fy4AAADsCPIBAAAAAAAAAAAAAAA4ZNu2bbZenTp1HJjE+6wvUpbYygd4w/fff6/9+/cbvWHDhvnkWdYg3+bNm/XXX3/p559/NvoE+YDgEBMTowsvvNDoTZo0qdDXW998gI18QNF52sjndrt9+kxPQT4AAAA4gyAfAAAAAAAAAAAAAACAQ7Zu3WrUCQkJioqKcmYYL4uJiVHFihWNHkE+oOTee+89o+7evbuaNGnik2e1atVK1atXN3rPPfecjh07ZvR69Ojhk+cD8L7LL7/cqGfPnq3Dhw8X6lo28gElZ32zi6ysLB05csSnzyTIBwAAEDgI8gEAAAAAAAAAAAAAADjEGuRLSkpyZA5fSUxMNGqCfEDJbN26VT/99JPR89U2PkkKCQlR//79jd4XX3xh1C1btlTVqlV9NgMA7/rHP/6hyMjIvDo7O1s//PBDoa5lIx9QctaAvCTt2bPHp88kyAcAABA4CPIBAAAAAAAAAAAAAAA4hCAfgKJ4//335Xa78+pKlSppyJAhPn2mNch35vMlqVevXj59PgDvio2NtX1eT548+azXZWVlKTMz0+ixkQ8ouqioKFWqVMnoEeQDAAAoOwjyAQAAAAAAAAAAAAAAOIQgH4DCOnnypD744AOjd9111yk6Otqnz7UGfqx69+7t0+cD8L7LL7/cqGfMmKH09PQCrzl06JCtx0Y+oHj8/TNyRkaGUcfExPj0eQAAAMgfQT4AAAAAAAAAAAAAAACHEOQDUFjTp0+3fQ4NGzbM58+Nj49X27Zt8z3eo0cPn88AwLsGDRqksLCwvDorK0vTpk0r8JrU1FRbz7pVDEDh1KpVy6h37Njh0+exkQ8AACBwEOQDAAAAAAAAAAAAAABwyLZt24yaIB+A/Lz77rtGfe6556pVq1Z+efaAAQM89lu1aqUqVar4ZQYA3lO5cmX17dvX6E2ePLnAa6wb+SpUqKDw8HCvzwaUBbVr1zZqgnwAAABlB0E+AAAAAAAAAAAAAAAAB6Snp+vgwYNGjyAfAE927txp25blj218p+UX5OvVq5ffZgDgXUOGDDHqH3/8UceOHcv3fOtGvsqVK/tkLqAssG7k27lzp0+fR5APAAAgcBDkAwAAAAAAAAAAAAAAcIB1G58k1alTx4FJfMdTkM/tdjs0DRC8PvzwQ+Xm5ubV5cuX19VXX+2353ft2tXji/4J8gHB65JLLlFIyP+9hPTYsWOaOXNmvudbN/LFxcX5bDagtGMjHwAAQNlFkA8AAAAAAAAAAAAAAMABW7duNeqEhARFRUU5M4yPWIN8x48f1+HDh50ZBghSubm5ev/9943e0KFD/foi/IiICPXu3dvW79Gjh99mAOBd1apVs4VxJ02alO/51iAfG/mA4mMjHwAAQNlFkA8AAAAAAAAAAAAAAMAB1iBfUlKSI3P4UkJCgq23e/duByYBgtdPP/1k2+A5bNgwv88xYMAAo27VqpWqVKni9zkAeM/ll19u1FOnTlVWVpbHc1NTU42aIB9QfNaNfAcOHFBmZqbPnkeQDwAAIHAQ5AMAAAAAAAAAAAAAAHCANchXt25dZwbxocjISFvQhyAfUDTvvPOOUbdp00bt27f3+xw33HCDzjnnnLz6qaee8vsMALxr8ODBcrlceXVaWppmz57t8VzrRr64uDifzgaUZtaNfJK0a9cunz2PIB8AAEDgIMgHAAAAAAAAAAAAAADggLKwkU+SEhMTjZogH1B4Gzdu1JQpU4zesGHDjOCNv5QvX16//vqrvvzyS61Zs0aXXXaZ32cA4F0JCQnq1q2b0Zs0aZLHc9nIB3hPbGysYmNjjd6OHTt89ryMjAyjjomJ8dmzAAAAUDCCfAAAAAAAAAAAAAAAAA4gyAfgbF566SW53e68OjY2Vtddd51j81SuXFlXX321WrRo4dgMALzr8ssvN+rvvvtO2dnZtvPYyAd4V+3atY16586dPnsWG/kAAAACB0E+AAAAAAAAAAAAAAAABxDkA1CQffv26aOPPjJ6I0aMsG3wAYCSsG7XPHTokObNm2c7j418gHfVqlXLqH25kY8gHwAAQOAgyAcAAAAAAAAAAAAAAOBn6enpOnjwoNEjyAfgTG+++aaysrLy6vDwcN19990OTgSgNKpTp47OPfdcozdp0iTbedaNfAT5gJJhIx8AAEDZRJAPAAAAAAAAAAAAAADAz7Zt22br1alTx4FJfI8gH1B0R48e1dixY43e9ddfb/t8AgBvGDJkiFF///33ys3NNXrWIF9cXJzP5wJKM39t5Dtx4oSys7ONHkE+AAAA5xDkAwAAAAAAAAAAAAAA8LOtW7cadY0aNRQdHe3MMD5GkA8ouvfff98WmnnggQccmgZAaTd48GCj3rdvn3799de82u12KzU11TiHjXxAyfhrI591G59EkA8AAMBJBPkAAAAAAAAAAAAAAAD8zBrkS0pKcmQOf7AG+fbs2WPb8gPg/2RnZ+vll182ehdffLGaNm3q0EQASrsGDRqoSZMmRu/777/P+zgjI0MnT540jrORDygZf23kI8gHAAAQWAjyAQAAAAAAAAAAAAAA+FlZDvJlZ2fr4MGDDk0DBL6JEydq+/btRu+hhx5yaBoAZcWgQYOM+ocffsj72LqNT2IjH1BS1o18Bw8eVGZmptef4ynIFxMT4/XnAAAAoHAI8gEAAAAAAAAAAAAAAPhZWQryVa9eXS6Xy+jt3r3boWmAwOZ2u/XCCy8YvS5duqhbt24OTQSgrLj44ouNevXq1dq2bZsk6dChQ8axkJAQxcbG+m02oDSybuSTpJ07d3r9ORkZGUYdFRWl0NBQrz8HAAAAhUOQDwAAAAAAAEHJ7XY7PQIAAAAAAMVWloJ84eHhio+PN3oE+QDPfvrpJ61atcroPfjgg7YwLAB4W5cuXVSlShWjd3ornzXIV6lSJYWE8PJToCQqVKigihUrGr0dO3Z4/TnWjXzly5f3+jMAAABQePxNCgAAAAAAAEFnzJgxqlmzpnr27KnNmzc7PQ4AAAAAAEVWloJ8kpSYmGjUBPkAz1588UWjbtSokQYNGuTQNADKktDQUP3jH/8wet9//70kKTU11ehXrlzZb3MBpZl1K58vNvKtX7/eqAnyAQAAOIsgHwAAAAAAAILKL7/8ogcffFB79uzRwoULde+99zo9EgAAAAAARZKenq6DBw8aPYJ8AH777TfNnj3b6D3wwAMKDQ11aCIAZY01ODx//nylpaXZNvLFxcX5cyyg1Kpdu7ZRe3sjn9vt1ptvvmn0WrVq5dVnAAAAoGgI8gEAAAAAACCofPLJJ0Y9Y8YMHTt2zKFpAAAAAAAoum3bttl6derUcWAS/yHIB5yddRtf9erVdf311zs0DYCyqH///oqIiMirs7OzNXPmTDbyAT7i6418s2fP1rp164ze8OHDvfoMAAAAFE2Y0wMAAAAAAAAAhZWTk6NvvvnG6GVnZ2vJkiXq16+fQ1MBAAAAAFA0W7duNeoaNWooOjramWH8hCAfcMr8+fM1adIkHTlyRMePH1dWVpaOHz+u48ePa8mSJca5d999t6KiohyaFEBZVKFCBfXq1UuzZs3K6/3www+2sBEb+QDv8PVGvldeecWoGzdurIEDB3r1GQAAACgagnwAAAAAAAAIGosWLdK+ffts/Xnz5hHkAwAAAAAEhS1btujVV181eklJSY7M4k8E+YBT/26rd+/ehTo3JiZGI0aM8PFEAGA3aNAgI8j3448/6rLLLjPOYSMf4B3WIJ83N/L99ddfmj59utG79957FRIS4rVnAAAAoOj4aQwAAAAAAABBY9KkSR77c+fO9fMkAAAAAAAUzfHjx/XMM8+oWbNmmjNnjnGsXr16Dk3lPwT5AOnNN98s9LnDhg0jKAPAERdddJFRp6am2sJAfH0CvMO67dKbG/lef/11o65cubKuv/56r90fAAAAxUOQDwAAAAAAAEEhJydHkydP9nhsxYoVSk9P9/NEAAAAAAAUzo8//qjmzZvrqaee0vHjx23Hr7jiCgem8i9rkG/v3r3KyclxaBrAGcuWLSvUeUlJSXrsscd8PA0AeFa3bl21bt3a6O3atcuo4+Li/DkSUGpZN/Klpqbq2LFjJb7vwYMH9fHHHxu94cOHKyYmpsT3BgAAQMmEOT0AAAAAAAAAUBg///yz9u7d6/FYTk6OFi9erAsuuMDPUwEAAAAAkL9t27bp7rvv1vfff+/xeHx8vF599VUNHjzYz5P5nzXIl5ubq5SUFCUkJDg0EeBf+/bt07Zt24zePffco+rVqysqKkqRkZGKiopSlSpV1KdPH1WoUMGhSQFAuvjii7Vq1ap8j7ORD/AO60Y+Sdq5c6caNWpUovu+++67yszMzKvDwsI0cuTIEt0TAAAA3kGQDwAAAAAAAEFh4sSJBR6fN28eQT4AAAAAQMDYuXOnunTpoj179tiOhYSE6M4779QzzzyjSpUq+X84B1SrVk2hoaHGFr7du3cT5EOZYd3GV758eb300ksKDQ11aCIAyN+gQYP07LPP5nucjXyAd5QvX16VKlXS4cOH83olDfKdOHFCb775ptG78sorVbNmzWLfEwAAAN4T4vQAAAAAAAAAwNnk5uZq8uTJRs/6QoG5c+f6cyQAAAAAAAr08MMPewzxdevWTStXrtTrr79eZkJ8khQaGqoaNWoYvd27dzs0DeB/1iBfhw4dCPEBCFjt27e3fd8+Exv5AO+xbuXbsWNHie43adIk28/Z9957b4nuCQAAAO8hyAcAAAAAAICA9/PPP9te/Pjcc88Z9e+//268YykAAEB+duzYoT///FO5ublOjwIAKKWWL1+uL774wujFx8fr448/1qJFi9SmTRtnBnNYYmKiURPkQ1liDfJ16tTJoUkA4OxCQkJ00UUX5XucIB/gPbVr1zbqnTt3Fvtebrdbr7zyitHr1q2bOnbsWOx7AgAAwLsI8gEAAAAAACDgTZw40ahbtGihG2+8UZGRkXm93NxcLVy40N+jAQCAAOd2u7V582Z9+OGHuvHGG5WUlKQ6deqoefPm6tWrl1JTU50eEQBQyrjdbj3wwANGr2LFilq9erX++c9/yuVyOTSZ8wjyoazKzc3VihUrjB5BPgCBbtCgQfkei4uL8+MkQOnmzY18P//8s3799Vejd9999xX7fgAAAPA+gnwAAAAAAAAIaLm5uZo8ebLRu+KKKxQVFaWuXbsa/Xnz5vlzNAAAEMDmzp2r6667TnXq1FH9+vV188036+OPP9a2bdvyzlm0aJEuuOACpaWlOTgpAKC0mTJlihYtWmT0Hn/8cVWvXt2hiQKHNci3adMmhyYB/Gv9+vW2nzkJ8gEIdH379lVUVJTHY2zkA7zHmxv5Xn31VaOuW7euLrnkkmLfDwAAAN5HkA8AAAAAAAABbcmSJbZ36L/iiiskSb179zb6c+fO9dtcAAAgcP373/9W37599fnnn5/1xU/Lly/XRRddpIyMDD9NBwAIRlOnTlWHDh3Ut29f/fHHH/med+LECT300ENGLykpSXfddZePJwwOjRs3NuqpU6fq+PHjDk0D+M+yZcuMulatWrZgKwAEmnLlyun888+39SMiIlSuXDkHJgJKJ29t5NuyZYu+/fZbo3f33XcrLCys2LMBAADA+wjyAQAAAAAAIKBNnDjRqJs3b66mTZtKsgf5Vq9erQMHDvhtNgAAEHjeeecdjRo1qkjXLFq0SIMHDyZIAADw6MCBA7r66qu1cuVKzZ07Vz179rSFck57++23lZycbPT+97//5bvNpqy57LLL5HK58uojR45o6tSpDk4E+If1a8a5557r0CQAUDQXX3yxrVe5cmXj+zmAkrFu5CtukO+NN95Qbm5uXl2+fHndcsstJZoNAAAA3keQDwAAAAAAAAErNzdXkyZNMnqnt/FJp170ZH3n3wULFvhlNgAAEHi++eYb3XHHHR6PVatWTUOGDNEbb7yhGTNmKD4+3jj+008/6corr1R2drY/RgUABJGZM2cam1vT0tJ0/vnna+nSpcZ5hw4d0ujRo41ep06ddOWVV/plzmBQu3Zt9erVy+h9+umnzgwD+JE1yNepUyeHJgGAornoootsvcqVKzswCVB6WTfyHTp0yPj7R2FkZGTo/fffN3o333yzKlasWOL5AAAA4F0E+QAAAAAAABCwli5dqt27dxu9M4N8EREROu+884zjc+fO9ctsAAAgsCxYsEBDhw413nlckh5//HH9+eef2rdvnyZOnKiRI0dqwIAB+umnn2wvPvzhhx907bXX6uTJk/4cHQAQ4ObMmWPrpaena8CAAVqyZEle7z//+Y9SU1ON81566SU21lhcf/31Rj1t2jQdOHDAoWkA3zt27JhWr15t9AjyAQgWCQkJ6tixo9GLi4tzaBqgdLJu5JOknTt3Fukec+bMUVpaWl7tcrl09913l3g2AAAAeB9BPgAAAAAAAASsiRMnGnWzZs3UrFkzo9e7d2+jnjdvns/nAgAAgWXVqlUaNGiQsrKyjP6TTz6pZ599Vk2bNrWFKFq1aqVZs2YpNjbW6E+cOFG33HKLLRAIACib3G63xyCf9H9hvp9//llbtmzR66+/bhy//PLL1a1bN3+MGVQuv/xyRUVF5dUnT57UV1995eBEgG/99ttvysnJyatDQkLUvn17BycCgKIZNGiQUXsKHQEovpiYGNubTRU1yDdjxgyj7tmzp+rXr1/i2QAAAOB9BPkAAAAAAAAQkHJzczVp0iSjd+Y2vtP69Olj1H/99Zf27t3r09kAAEDg2LJliwYOHGi867gkDRs2TKNHjy7w2g4dOmjatGkqV66c0f/kk0/0wAMPeH1WAEDw2bRpk7Zv357v8aNHj2rAgAG67rrrdOLEibx+eHi4/ve///ljxKATGxurSy+91Oh9+umnxb7funXr1KFDB1WtWlXPP/98CacDvG/ZsmVG3aJFC5UvX96haQCg6O644w4lJiZKkqKiojR8+HCHJwJKn1q1ahn1jh07Cn2t2+3W9OnTjd7AgQO9MhcAAAC8jyAfAAAAAAAAAtIvv/yiXbt2GT1PQb527dqpQoUKRm/+/Pm+HA0AAASIlJQU9e/f3xbiv/TSSzVu3DjbFj5PunXrpu+//16RkZFG/9VXX9XGjRu9Oi8AIPhYt/FVr15dF110kdHLyMjQkiVLjN6dd96pBg0a+Hy+YHX99dcb9bJly7Rhw4Yi32fPnj3q37+/Vq5cqYMHD+qRRx6x/X8BOM0a5OvUqZNDkwBA8cTFxenvv//W999/r7Vr16p3795OjwSUOtZNl0XZyLdx40Zt3brV6BHkAwAACFwE+QAAAAAAABCQJk6caNRNmzZV8+bNbeeFhYWpR48eRm/u3Lk+nQ0AADgvJSVFF154oZKTk41+jx499OWXXyosLKzQ9+rbt6+++eYbhYeH5/XcbrctvAEAKHusf7/s06ePJk2apEGDBuV7TaVKlfTkk0/6erSgdv7556tatWpG77PPPivSPY4fP67LLrtMu3fvNvrvvPNOiecDvIkgH4DSoEKFCrr44otVv359p0cBSqWSbOSbOXOmUdeoUUOtWrXyylwAAADwvoAI8h07dkzTp0/Xs88+q8suu0x169aVy+WSy+XS008/XeC1Tz/9dN65Bf1j/Y+4Vps2bdLw4cNVr149RUVFKT4+XgMGDNDkyZO9+CsFAAAAAABAYeTm5mrSpElGz9M2vtOs7wA8b948n8wFAAACw6JFi9S2bVutXLnS6Ldq1UrfffedoqKiinzPCy+8UFdeeaXR+/nnn0s0JwAguOXm5tqCfH379lVkZKQmTpyoSy+91ON1Tz75pOLi4vwwYfAKDw/XNddcY/Q+++wzud3uQl3vdrs1YsQI/fLLL7ZjEydO1OHDh70xJlBie/fu1fbt240eQT4AAGBVko18M2bMMOqBAwfK5XJ5ZS4AAAB4X0AE+ZYvX64LL7xQTz75pL799lvbv8AqjPDwcFWvXj3ffwp619Vp06apVatWevfdd7V161ZFRkbq4MGDmjVrloYMGaKbb7650P+yGAAAAAAAACX366+/2v4jZUFBvj59+hh1cnJykf4jJwAACA65ubl6/vnn1bt3b9v2naSkJE2fPl2VKlUq9v27detm1AT5AKBsW7NmjQ4cOGD0+vbtK0mKiIjQ119/rcsuu8w4fs455+jOO+/024zB7PrrrzfqLVu2FPp772uvvaaPPvrI47HMzEx9+eWXJR0P8ArrNr7y5curadOmDk0DAAACVXE38h0/ftz25pYDBw702lwAAADwvoAI8klS5cqV1bdvXz344IP68ssvVaNGjSJd37VrV+3duzfff5KSkjxet2XLFl155ZU6duyYunXrpvXr1+vIkSM6cuSIRo0aJUn68MMP9eKLL5b0lwgAAAAAAIBC+v777426cePGat68eb7nt27dWpUrVzZ6bOUDAKB0OXjwoAYNGqRHHnlEOTk5xrHExETNnDlTiYmJJXqGNci3ZcsW7dmzp0T3BAAErzlz5hj1OeecY7z2IDw8XBMmTNBdd92lsLAw1a1bV998840iIyP9PGlwat++vZo0aWL0Pv3007Ne99NPP+n+++8v8Jzx48eXaDbAW5YvX27UHTt2VGhoqEPTAACAQFXcjXyLFi1SZmZmXh0SEqJ+/fp5dTYAAAB4V0AE+bp3767U1FTNnj1bL7zwgq6++mq//YvtUaNGKSMjQzVq1NDUqVPVqFEjSafeAWv06NG67bbbJEnPPfecDh065JeZAAAAAAAAyroffvjBqAcNGiSXy5Xv+SEhIerZs6fRmzt3rk9mAwAA/rds2TK1a9dOP/74o+1Yv3799Pvvv+f9N56SaN68uWJjY43ekiVLSnxfAEBwsgb5Tm/jO1N4eLhef/11ZWRkaOvWrWrdurW/xgt6LpfLtpXv66+/1vHjx/O9Jjk5WVdddZVyc3ON/h133GHUv/32m3777TfvDQsUk3Uj37nnnuvQJAAAIJBZN/IdOnRIGRkZZ71uxowZRt2xY0dVqVLFq7MBAADAuwIiyOfUO01lZGRo8uTJkqQRI0aoUqVKtnMeffRRSVJaWpqmTJnix+kAAAAAAADKpm3btmn16tVG7+KLLz7rdb179zZqNvIBAFA6jBs3Tt27d9f27duNvsvl0ujRozVjxgzFx8d75VmhoaHq0qWL0fv555+9cm8AQHDJzs7WwoULjZ6nIN9pERERvh6pVLr22muN+vDhwx6D+9Kp120MGjTI9ibMTz/9tF5//XXbFpP333/fu8MCRZSbm6sVK1YYvU6dOjk0DQAACGTWIJ9UuK18M2fONOqBAwd6bSYAAAD4RkAE+ZyyePHivJXSF1xwgcdzkpKS1LRpU0nSrFmz/DYbAAAAAABAWTV16lSjjouLs72g3pM+ffoY9bZt27RlyxavzgYAAPxr/vz5uvPOO5WdnW304+Pj9dNPP2nUqFFef8PIrl27GjVBPgAom1asWKGjR48aPesbyKDk6tatq549exq9Tz/91HbeiRMndN111+mvv/4y+pdddpmefPJJhYaG6uabbzaOff755zp27Jj3hwYK6e+//1ZaWprRI8gHAAA8iYmJUeXKlY3ejh07Crxmx44dWrdundEjyAcAABD4Sk2Qb926dWrRooWio6NVvnx5NW7cWMOGDdPvv/+e7zVr167N+7h58+b5nteiRYu8ZwAAAAAAAMC3fvjhB6O+8MILFRYWdtbrmjdvrmrVqhk9tvIBABDcrAF/SerRo4d+//33ArcilUS3bt2M+rfffst7Y0gAQNkxZ84co27ZsqXXNsDCdP311xv1tGnTdPDgQUmnAnzvvfeeGjVqZPv3BS1bttTHH3+skJBTL3256aab5HK58o4fOXJEkydP9vH0QP6WLVtm1LVq1VJiYqJD0wAAgEBn3TB9to181m18lStXVseOHb0+FwAAALyr1AT5Dhw4oL/++kvlypVTVlaWNmzYoPHjx6t9+/Z64oknPF6ze/duSad+eC1Xrly+965Zs6ZxPgAAAAAAAHwjPT3dFr4bNGhQoa51uVzq1auX0Zs/f76XJgMAAE5YtWqVUV9zzTWaM2eOT18A3alTp7xAgCSdPHlSK1as8NnzAACByRrk81WAHNKQIUMUFRWVV2dnZ+vTTz/Vu+++q4YNG+q2227Ttm3bjGuqVKmi7777TuXLl8/r1a1bV/379zfOGz9+vG+HBwpgDfKxjQ8AABSkVq1aRn22jXwzZsww6v79+ys0NNTrcwEAAMC7gj7I17BhQ73wwgtav369jh8/roMHDyojI0MzZ85U+/bt5Xa79dxzz+mll16yXZueni5JBYb4zjx++nwAAAAAAAD4xqxZs3TixIm8Ojw8XAMGDCj09eedd55Rb9q0yWuzAQAA/3K73bYg3+WXX16oTb0lUb58ebVu3dro/fzzzz59JgAgsBw7dkxLly41egT5fKdixYq2N/G57777NHz4cG3fvt12fnh4uCZOnKh69erZjt16661GvXDhQm3YsMG7AwOFRJAPAAAUhXUjX0FBvpMnT2r27NlGryj/PQ0AAADOCfog37XXXqsHH3xQjRo1Unh4uCQpIiJC/fv31+LFi/PWRD/99NM6cuSIk6MCAAAAAADgLH744Qej7tmzp2JjYwt9vfXdSvfu3euVuQAAgP/t3btX+/fvN3rWgJ2vdOvWzagJ8gFA2bJ48WLjTWZCQ0PVo0cPBycq/a6//vpCnde1a1ctXLhQvXv39nh80KBBqlq1qtF7//33SzwfUFTHjh3TmjVrjB5BPgAAUBBrkG/nzp35nrts2TLba6IJ8gEAAASHoA/yFSQqKkr/+c9/JElHjx7VnDlzjOMVKlSQdOpfnhXk9PHT5wMAAAAAAMD7cnJy9OOPPxq9iy++uEj3qF69ulHv27evxHMBAABn/PHHH0Zdvnx5nXPOOX55tjXIt3TpUuXm5vrl2QAA51lfW3DuuecW6U1mUHQDBgxQtWrV8j3erVs3/fTTT1q8eLE6d+6c73kRERG64YYbjN5HH32k7Oxsr80KFMbKlSuVk5OTV4eGhqp9+/YOTgQAAAKd9c0qC9rIN2PGDKNu1aqVEhMTfTIXAAAAvKtUB/kkqUuXLnkfb9682Th2+ofWQ4cOFRjm27Vrl3E+AAAAAAAAvG/ZsmU6cOCA0StqkK9GjRpGnZGRoaNHj5Z4NgAA4H+rVq0y6latWikkxD//aatr165GnZqaqvXr1/vl2QAA38vNzVVmZma+x+fOnWvUffv29fVIZV54eLjHrXzdu3fX7NmztWjRIvXr108ul+us97rllluMOiUlRVOnTvXarEBhLFu2zKhbtGihmJgYh6YBAADBoCgb+axBvoEDB/pkJgAAAHhfqQ/yFaRFixZ5H69bty7f89auXStJat68uc9nAvD/2Lvv6Cjq9+3j1yYhCUnohiK99xpKaFJVEMGCdFFRURAs2MGCDQsK4g8EBAULSLcigkoXadJ7Qu+9BUjPPn/4mK+f2QRSdjPZ5P06x3O479mduUCRsJl7bgAAAABAbvXzzz8bdc2aNVW+fPl0ncO6kU9iKx8AAN7KOshXt27dLLt2mTJlXJ6CvmrVqiy7PgDA/RISEvTLL7+oe/fuCgoKUsGCBfXqq6+6bFy9cOGCNmzYYPTatm2blVFzrTfeeEMdOnRQUFCQ2rVrpyVLlmj58uVq165dmgb4/lW9enWXofzPP//c3XGB67IO8jVu3NimJAAAwFtYP4u6ePFiig+rPH36tP7++2+jxyAfAACA98jxg3xr1qxJ/rH1xq8WLVoob968klyfTvGvQ4cOadeuXZKk2267zUMpAQAAAAAAYB3kS+82PkkKCQlxebr5yZMnM5ULAADYw85BPklq3ry5UTPIBwDeaevWrXruuedUqlQp3XnnnZozZ45iY2MVFxenESNG6NFHH1ViYmLy65ctWyan05lcBwYGqmnTpnZEz3Xy5cunX3/9VVeuXNEff/yhNm3apGuA778effRRo164cKGOHDnijphAmlgH+Zo0aWJTEgAA4C2sg3xSylv5fv/9d6MODg52+RwLAAAA2ZdXD/L998PzlMTGxuqVV16R9M8Xqu3atTOOBwcHq2vXrpKkCRMm6NKlSy7n+OCDDyT984Hx3Xff7YbUAAAAAAAAsNq/f7927Nhh9Lp06ZKhc1m38rGRDwAA7xMdHa09e/YYPbsH+f76668svT4AIOMSEhI0ceJE1atXT3Xr1tXo0aNT/bvh1KlTdf/99ys+Pl6StHjxYuN4ixYtFBgY6PHM+J+MDu/9V7du3ZQvX77kOikpSV9++WWmzwukxYkTJ1wGRxnkAwAANxIUFKTChQsbvZQeRrFo0SKjbtu2rfz9/T2aDQAAAO6TbQb5Lly4oLNnzyb/k5SUJEm6du2a0f/vmugVK1aoffv2mjZtmvHUifj4eC1evFgtW7ZMfsLV66+/roIFC7pc96233lJwcLBOnDihzp07KzIyUpJ09epVvfXWW5o4caIk6dVXX1WhQoU89dMHAAAAAADI1azb+EJDQ9W4ceMMnat48eJGzUY+AAC8z/bt25O/VyT9c0N/7dq1szRDs2bNjDoiIkJnzpzJ0gwAgIx5+eWXNXDgQJftrqmZOXOmunXrptjYWJdBPusDg+EdQkJC1KtXL6P3xRdfGF9fAJ6ybt06ow4JCVH16tVtSgMAALxJ6dKljdq6kS8pKcllkK9Dhw4ezwUAAAD3yTaDfPXr11doaGjyP/8+ReLDDz80+oMHD05+j9Pp1OLFi9W3b1+VLl1aQUFBCg0NVXBwsNq3b6/169fLx8dHw4YN04svvpjidcuXL6/Zs2crKChIK1euVJUqVVSwYEEVKFBAw4cPl9Pp1EMPPaQXXnghS34dAAAAAAAAciPrIF+nTp3k6+uboXOxkQ8AAO9nHbyoXLmygoODszRD3bp1Xa7JVj4AyP4uXryo8ePHp3q8cePGGjp0qMvGih9//FHt27fX7t27jT6DfN7r0UcfNepDhw6lebgTyIyFCxcadaNGjTL8ORcAAMhdSpUqZdTWjXybN2/W6dOnjR6DfAAAAN4l2wzyZUTt2rX10UcfqWvXrqpSpYry5s2rixcvKm/evKpbt64GDx6szZs3a8SIEdc9zx133KGtW7eqf//+KleunKKjo1WwYEHdeuutmjt3rqZOnSqHw5FFPysAAAAAAIDc5dKlS1q+fLnR69y5c4bPx0Y+AAC8n/Um+7p162Z5Bj8/PzVp0sToMcgHANnf9OnTFR0dbfRKliypl19+WTt37tTatWv17rvvav78+cqbN6/xuj///NOoCxYsqAYNGng8MzyjYcOGKleunNFjkA+eFhcXp9mzZxs9BoIBAEBa3Wgjn/WBAZUrV1aFChU8ngsAAADu42d3gH8dPHgw3e8pUqSInnvuObdcv2LFipo0aZJbzgUAAAAAAIC0W7RokRISEpJrf39/3XbbbRk+Hxv5AADwftlhkE+SmjVrpiVLliTXq1atsiUHACBtnE6ny/f9u3Tpou+++85lG9att96qRYsWqVOnToqKikrxfK1bt2aLlhdzOByqX7++cT/K1q1b7QuEXGHhwoU6f/680evVq5dNaQAAgLdJbSOf0+nUypUr9fXXXxvH2cYHAADgfbx6Ix8AAAAAAAC8388//2zUbdq0UUhISIbPx0Y+AAC8m9PpdBnkq1evni1ZmjdvbtR///23YmNjbckCALix9evXuwxqDRo0KNVhvJYtW2rx4sUqVKhQisfZouX96tSpY9QM8sHTpk2bZtTNmzdnSw4AAEgz60a+/fv3a+LEiapbt65atWqlPXv2GMcZ5AMAAPA+DPIBAAAAAADANgkJCVqwYIHR69y5c6bOyUY+AAC828GDB3X58mWjZ9dGvvDwcDkcjuQ6NjZWGzZssCULAODGJk+ebNTlypVT+/btr/ueRo0aadmyZSpatKjLsbZt27o1H7KedZBvy5YtcjqdNqVBTnfp0iWXB1b16dPHpjQAAMAbWTfyRUREaODAgdq2bZvLa/Ply6dWrVplVTQAAAC4CYN8AAAAAAAAsM3q1at1/vx5o5fZQb6UNvJxkx4AAN7Duo2vcOHCKlmypC1ZChYsqJo1axq9v/76y5YsAIDri4qK0owZM4zeo48+Kh+fG98WUadOHS1fvtz486Zp06aqXr2623Mia1kH+c6ePcsDf+Ax3333nWJiYpJrPz8/de/e3cZEAADA21g38qUmKChIn332mYKDgz2cCAAAAO7GIB8AAAAAAABs89NPPxl13bp1VaZMmUyd07qRLyYmRlFRUZk6JwAAyDrWQb66desaW/GyWvPmzY161apVNiUBAFzPjBkzdPXq1eTa19dX/fr1S/P7q1Wrpg0bNmjo0KF65ZVX9OOPP9r65w/co0KFCgoKCjJ6W7dutSkNcrrp06cbdceOHVWkSBGb0gAAAG9k3chnValSJY0ePVpHjx5Vr169sigVAAAA3IlBPgAAAAAAANjm559/NurMbuOTXAf5pH+28gEAAO+Q0iCfnVIa5LNu+924caOGDh2q119/3WXbMAAga0yaNMmo77zzTt18883pOkexYsX07rvv6p133lFoaKg748EmPj4+qlWrltHbtm2bTWmQkx07dkxLliwxevfff79NaQAAgLfKmzevmjRpYvR8fHzUpUsXLVy4UHv27NGQIUNUqFAhmxICAAAgs/zsDgAAAAAAAIDc6fDhw9qzZ4/Rc8cgX1BQkPLly2ds4Tt16pSqVKmS6XMDAADP27x5s1HXq1fPlhz/sg7ynTlzRnv37lXlypUVGRmp1157TbNmzUo+vnnzZpetwwAAz9q0aZM2bNhg9Pr3729TGmQ3derU0bp165JrNvLBE2bMmGE87CFfvnxu+ZwLAADkPp999pmefPJJXb58WR07dtTjjz+ucuXK2R0LAAAAbsIgHwAAAAAAAGyxevVqoy5UqJAaNmzolnMXL17cGORjIx8AAN7h8uXLOnDggNGzeyNf+fLlVaxYMZ06dSq5N3fuXB06dEiff/65EhMTjdf//PPPioqKUr58+bI6KgDkWpMnTzbqUqVKqUOHDjalQXZTp04do2aQD54wffp0o+7atavy5s1rUxoAAODN6tatqxUrVtgdAwAAAB7iY3cAAAAAAAAA5E5r1qwx6vDwcPn4uOfjqmLFihn1f2+8BwAA2Zf1xno/Pz9Vr17dpjT/cDgcLlv5hg0bps8++8xliO9fR48ezYpoAABJV69e1bRp04zeI488Il9fX5sSIbuxDvLt3LlT8fHxNqVBTrRjxw6XrdL333+/PWEAAAAAAACQrTHIBwAAAAAAAFtYN/I1bdrUbecuXry4UbORDwAA77Blyxajrl69ugICAmxK8z/WQb4bOXLkiIeSAACsZs+ebWxk9/Hx0cMPP2xjImQ3tWvXNuq4uDhFRETYlAY5kXUbX4kSJdS6dWt7wgAAAAAAACBbY5APAAAAAAAAWS42NlabNm0yeuHh4W47Pxv5AADwTtZNJnXr1rUniEWzZs1SPRYYGKj8+fMbPTbyAYD7OJ1OXbt2LdXjkyZNMuoOHTqoTJkyno4FL1K4cGGVKlXK6Fm3AAMZlZSU5DLI17t3b7aCAgAAAAAAIEUM8gEAAAAAACDLbdy4UXFxccm1w+FQ48aN3XZ+NvIBAOCdrBv56tWrZ08QiwYNGqhw4cJGz9fXVwMGDNC+ffvUqlUr4xgb+QDAPc6cOaOwsDAFBwerVq1aGj9+vK5cuZJ8fNu2bVqzZo3xnsceeyyrY8IL1KlTx6gZ5IO7/Pnnnzp8+LDR69Onj01pAAAAAAAAkN0xyAcAAAAAAIAsZ73RskaNGipQoIDbzs9GPgAAvE9iYqK2b99u9LLLRj5/f3+NHTtW+fLlk5+fn7p3765du3ZpwoQJuvnmm122/DDIBwDuMWzYsORt7jt27NCgQYNUsmRJPfPMM4qMjNTkyZON15coUUKdOnWyIyqyOQb54CnWbXw1atTINg+jAAAAAAAAQPbjZ3cAAAAAAAAA5D6rV6826qZNm7r1/GzkAwDA+0RGRio6OtroZZdBPknq3bu3unTpojx58iggIMA4Vrp0aaNmkA8AMu/KlSuaMWOGS//y5cv65JNP9MknnyhPnjzGsX79+snPj9sg4IpBPnhCbGysZs+ebfTuv/9+ORwOmxIBAAAAAAAgu2MjHwAAAAAAALKcdSNfeHi4W8+f0kY+p9Pp1msAAAD32rJli1GXKFFCoaGhNqVJWUhIiMsQn+Q6yHf06NGsigQAOdbcuXN19erV674mPj7eqB999FFPRoIXsw7yHT16VOfPn7cpDXKKX3/9VRcvXjR6vXv3ticMAAAAAAAAvAKDfAAAAAAAAMhSx44dc9lS4+mNfHFxcS43VgEAgOxl8+bNRp2dtvHdSKlSpYyajXwAkHlTp0416ptuuum6W65uvfVWlS9f3tOx4KWqVKkif39/o7dt2zab0iCnmDZtmlG3bNlSZcuWtSkNAAAAAAAAvAGDfAAAAAAAAMhS1m18+fPnV7Vq1dx6jaJFi7r0Tp065dZrAAAA97Ju5KtXr549QTLAupEvKipKly5dsikNAHi/ffv2acWKFUZv4sSJ2rdvn55//nkVLFjQ5T1PPPFEFqWDN8qTJ49q1Khh9LZu3WpTGuQEFy9e1M8//2z0+vTpY1MaAAAAAAAAeAsG+QAAAAAAAJClVq9ebdRNmjSRj497P6YKDAx0ubHz5MmTbr0GAABwL+sgnzdv5JOko0eP2pAEAHKGL7/80qiLFCmizp07q3z58vrwww917NgxTZo0SY0bN1ZoaKiGDh2qu+66y56w8Bp16tQxajbyITMWLVqkuLi45DpPnjzq1q2bjYkAAAAAAADgDfzsDgAAAAAAAIDcxbqRr2nTph65TrFixXTx4sXkmo18AABkX2fOnNHx48eNnjcN8gUEBKho0aI6ffp0cu/IkSOqWbOmjakAwDslJibqq6++Mnp9+vSRv79/ch0UFKT+/furf//+WR0PXsw6yMdGPmTGzp07jbp169YqXLiwTWkAAAAAAADgLdjIBwAAAAAAgCwTFxenv//+2+iFh4d75FrFixc3ajbyAQCQfVm38QUGBqpy5co2pckY61a+I0eO2JQEALzbkiVLXP4f2q9fP5vSICdJaSNfUlKSTWng7SIiIoy6Ro0aNiUBAAAAAACAN2GQDwAAAAAAAFlmy5Ytio2NNXpNmjTxyLWKFStm1GzkAwAg+7IO8tWqVUt+fn42pcmY0qVLGzWDfACQMVOnTjXqevXqqV69evaEQY5iHeS7du2a9u/fb1MaeLvIyEij9raHUAAAAAAAAMAeDPIBAAAAAAAgy6xevdqoq1atqsKFC3vkWmzkAwDAe1gH+bxxYMM6yHf06FGbkgCA97p48aK+//57o8c2PrhLsWLFVLRoUaO3detWm9LAmzmdTpeNfFWqVLEpDQAAAAAAALwJg3wAAAAAAADIMmvWrDHqpk2beuxabOQDAMB7WAf56tata1OSjCtVqpRRs5EPANJv5syZiomJSa7z5Mmj3r1725gIOY11Kx+DfMiIU6dOKSoqyugxyAcAAAAAAIC0YJAPAAAAAAAAWca6kS88PNxj12IjHwAA3iEuLk67du0yet44yGfdyMcgHwCk39SpU426S5cuuummm2xKg5yodu3aRs0gHzIiMjLSqAMCAly+FgQAAAAAAABSwiAfAAAAAAAAssTJkyd18OBBo8dGPgAAsHPnTsXHxxs967Ycb2C9efvo0aNyOp02pQEA77Nz506tW7fO6PXr18+mNMip2MgHd4iIiDDqSpUqyceHW7AAAAAAAABwY3yKBAAAAAAAgCyxZs0aow4JCVHNmjU9dj3rRr5Tp04pKSnJY9cDAAAZs2nTJqMuX768ChQoYFOajLMO8l29elUXL160JwwAeCHrNr4SJUro9ttvtykNcirrIN++fft05coVm9LAW1kH+apUqWJTEgAAAAAAAHgbBvkAAAAAAACQJayDfI0bN5avr6/HrmfdyJeQkKALFy547HoAACBj1q5da9QNGjSwKUnm3HzzzXI4HEbvyJEjNqUBAO8SHx+vb775xuj17dtXfn5+NiVCTlWjRg2XzWnbt2+3KQ28FYN8AAAAAAAAyCgG+QAAAAAAAJAlVq9ebdTh4eEevV7RokVdeidPnvToNQEAQPpZB/maNGliU5LM8ff3d3mQAIN8AJA2Cxcu1KlTp4xev379bEqDnCwwMFBVq1Y1elu3brUpDbxVZGSkUTPIBwAAAAAAgLRikA8AAAAAAAAel5CQoPXr1xu9pk2bevSa/v7+Kly4sNGz3hgKAADsde3aNW3bts3oeesgnySVLl3aqI8ePWpTEgDwLlOnTjXqpk2bqlq1ajalQU5Xp04do2aQD+mRmJiovXv3Gr3KlSvblAYAAAAAAADehkE+AAAAAAAAeNzWrVsVHR1t9LLiJv3ixYsbNRv5AADIXjZs2KDExMTk2tfXV2FhYTYmypxSpUoZNRv5AODGzpw5o59//tnosY0PnsQgHzLjyJEjio2NNXps5AMAAAAAAEBaMcgHAAAAAAAAj1uzZo1RV6pUSaGhoR6/brFixYyajXwAAGQv1q8RateureDgYJvSZJ51Ix+DfABwYzNnzlRCQkJynTdvXvXo0cPGRMjprIN827Ztk9PptCkNvE1kZKRR58+fX0WLFrUpDQAAAAAAALwNg3wAAAAAAADItMTERC1YsECTJk1Kcevd6tWrjTo8PDxLcrGRDwCA7G3t2rVGnRUbez2JQT4ASL+ffvrJqO+9917lz5/fpjTIDayDfBcvXtTRo0dtSgNvExERYdRVqlSRw+GwKQ0AAAAAAAC8DYN8AAAAAAAAyJTDhw+rTZs26tSpkx5//HFVrlxZ//d//6fExMTk11i37TRt2jRLsrGRDwAAKT4+XkeOHMmWm2Zy+iAfQwEAcH1RUVFavny50evatatNaZBblC5dWgUKFDB6W7dutSkNvI11kK9y5co2JQEAAAAAAIA3YpAPAAAAAAAAGTZv3jzVrVtXK1euTO5duXJFTz/9tJo2baotW7bozJkz2rt3r/E+NvIBAJA1tm3bpvLly6tMmTIKCwvT5s2b7Y6U7Pjx4y6Dbt4+yFeqVCmjzq4DlACQXfz++++Kj49PrvPkyaP27dvbmAi5gcPhcNnKxyAf0iqljXwAAAAAAABAWjHIBwAAAAAAgHS7du2aHn/8cd133326ePFiiq9Zv369wsLC9MADDxj9vHnzutww5yls5AMA5GZXrlzRvffeq2PHjkmSNm3apMaNG+vdd99VQkKCzelct/Hlz59f1apVsymNe1g38sXExOjcuXM2pQGA7O+XX34x6tatWytfvnw2pUFuwiAfMioyMtKoGeQDAAAAAABAejDIBwAAAAAAgHTZsmWLGjZsqEmTJt3wtYmJiVq4cKHRa9Sokfz8/DwVz8BGPgBAbvbUU0+5bMWNj4/XK6+8oltuucXlWFZbs2aNUTdu3Fg+Pt79rasSJUq4/BysWwcBAP9ISkpyGeTr1KmTTWmQ2zDIh4yIi4vTgQMHjB6DfAAAAAAAAEgP7/5uKAAAAAAAALJMUlKSxo4dqyZNmmjXrl0ux3v06KEFCxbccJNO06ZNPRXRhXUj35kzZ5SYmJhl1wcAwC5z5szR1KlTUz2+evVq1a1bVxMnTpTT6czCZP9j3cjXpEkTW3K4U548eVweJHDkyBGb0gBA9rZx40aXrekM8iGrWAf59uzZo6tXr9qUBt5i//79SkpKMnqVK1e2KQ0AAAAAAAC8EYN8AAAAAAAAuKFt27bplltu0VNPPaXY2FjjWHBwsKZMmaIZM2aoY8eO2rx5s9544w35+/uneK7w8PCsiCzJdSNfYmKizp07l2XXBwDADkeOHNFjjz1m9AIDA102xV27dk0DBw7UHXfcoePHj2dlRCUmJurvv/82ejlhkE+SSpcubdQM8gFAyqzb+KpUqaJKlSrZlAa5Ta1ateTr65tcJyYmatGiRTYmgjeIiIgw6qJFi6pAgQI2pQEAAAAAAIA3YpAPAAAAAAAAqbp69apeeuklNWjQQKtWrXI5Xr9+fW3cuFH9+vWTw+GQJAUEBGj48OHasmWLWrVqZbw+JCRELVu2zJLskhQaGpqc61/WjQ8AAOQkiYmJ6tu3ry5evGj0J02apJUrV6pixYou71m4cKEaN26sY8eOZVFKaceOHS5bbxjkA4DcZf78+UZ955132pQEuVFISIhat25t9ObOnWtPGHiNyMhIo65SpYpNSQAAAAAAAOCtGOQDAAAAAABAin766SfVqFFDI0eOVEJCgsvxZ599VqtXr071pqVq1app6dKl+uKLL1S3bl2VLVtWkydPVpEiRTwdPZmfn59uuukmo3fy5Mksuz4AAFlt5MiRWr58udHr2bOn7r//fjVr1kybN2/WgAEDXN537Ngx3XfffYqLi8uSnGvWrDHq8uXLq2jRollybU+zDvIdPXo01dcePHhQH330kX799VclJSV5OhoAZBsnT5502czaqVMnm9Igt+ratatRz58/XzExMTalgTewbuRjkA8AAAAAAADpxSAfAAAAAAAADIcPH9bdd9+tu+66S4cPH3Y5XqFCBf32228aNWqUAgICrnsuh8Ohhx9+WJs3b9bBgwfVs2dPT8VOVbFixYyajXwAgJxq/fr1ev31141e2bJlNWHChOQNtSEhIZowYYIWLFigEiVKGK9ds2aNhgwZkiVZ165da9Q5ZRufJJUqVcqoU9vId+HCBTVv3lwvvPCC7rjjDn3++edZEQ8AsoVff/3VqPPly6cWLVrYlAa51T333JP8NZIkRUVF6ffff7cxEbI76yBf5cqVbUoCAAAAAAAAb8UgHwAAAAAAAJJt3rxZtWvX1o8//uhyLE+ePHr11Ve1fft23XrrrTaky5jixYsbNRv5AAA50ZUrV9S7d29ji66Pj4+mTZumggULury+Y8eO2rJli8qXL2/0x48fr6+//trTcXP0IJ91I19qg3zTp0/X8ePHk+uPP/7Yo7kAIDv55ZdfjPr222+Xv7+/TWmQWxUvXtxlgHTu3Lk2pYE3iIyMNGo28gEAAAAAACC9/OwOAAAAAAAAgOzjrbfe0uXLl136rVu31oQJE1StWjUbUmUOG/kAADnFJ598ounTpysmJkYhISHGPwcOHNDevXuN17/yyivX3W4UGhqqefPmqVmzZoqJiUnuP/7446pdu7bq16/vkZ/H5cuXtXPnTqOXkwf5jh49KqfTaWz8kaSlS5ca9Z49exQVFaV8+fJ5PCMA2CkuLk6//fab0evUqZNNaZDb3XfffVq5cmVy/dNPPykuLo7BUri4cuWKjh07ZvQY5AMAAAAAAEB6McgHAAAAAAAASdLFixddtiKEhoZq1KhRuv/++11uPvcWbOQDAOQE8+fP1zPPPJPm14eHh+v111+/4evq16+vSZMm6YEHHkjuxcTE6N5779WGDRtUuHDhjMS9rr///ltOpzO5zpMnj8eGBu1QqlQpo46Li9OZM2dUtGjR5F5SUpKWL19uvM7pdGrz5s1q2bJlluQEALusXLlSUVFRRq9jx442pUFud++99+rpp59Ori9evKglS5aoQ4cOWZpjx44d+vPPP3XrrbeqQoUKWXptpI31oRkOh0MVK1a0KQ0AAAAAAAC8lY/dAQAAAAAAAJA9fP/994qLi0uu/f39tXXrVvXt29drh/gkNvIBAHKGzz77LM2vzZcvn6ZPny4/v7Q9z7Fv374aNGiQ0Tt48KB69+6txMTEdOVMizVr1hh1vXr1FBgY6Pbr2KVEiRLy9fU1ekeOHDHq7du369y5cy7v3bhxo0ezAUB2YH2ATOPGjV3+3gZklVKlSik8PNzozZs3L8uuHx0draeeekq1atXSgAEDVKtWLUVGRmbZ9ZF2ERERRl26dGnlzZvXpjQAAAAAAADwVgzyAQAAAAAAQJI0Y8YMo+7YsaPLNjtvxEY+AIC3u3jxohYtWpTm10+YMCHdm1xGjx6tZs2aGb1FixbpjTfeSNd50mLt2rVG3aRJE7dfw06+vr66+eabjZ51kG/p0qUpvnfDhg0eywUA2cX8+fONulOnTjYlAf5x3333GfX333+vhIQEj1938+bNatiwocaOHZvci46O1qhRozx+baSfdcCySpUqNiUBAAAAAACAN0vbo1gBAAAAAACQo508eVKLFy82er169bIpjXuxkQ8A4O1++OEHxcfHJ9f+/v765JNPdO3aNV25ciX5H0m68847dccdd6T7Gv7+/pozZ44aNGhg/Fn5zjvvqFGjRurSpUvmfyKSnE5njh/kk/7Z0PLf4b2jR48ax5ctW5bi+xjkA5DTRUZGugzDMMgHu9177716/vnnk+tz585p+fLlateunUeul5SUpNGjR+uVV15RXFycy/HffvtNTqdTDofDI9dHxlg38jHIBwAAAAAAgIxgkA8AAAAAAACaM2eOkpKSkuvg4GB17tzZxkTuY93Id+bMGSUkJMjPj4/GAADeYfbs2UbdsWNHDRgwwO3XufnmmzVnzhy1bdvW2ELTu3dvLVy4UC1atMj0NQ4fPuwyVJ8TB/lKlSpl1P8d6ktKStLy5ctTfN/u3bt19epVBQcHezQfANjll19+MerixYurfv36NqUB/lG+fHmFhYUZA/Xz5s3zyCDf0aNH9eCDD2rJkiWpvubAgQPat2+fKlWq5PbrI+MY5AMAAAAAAIA7+NgdAAAAAAAAAPabMWOGUd99990KCgqyKY17WTfyOZ1OnT171qY0AACkz/nz5/X7778bve7du3vsei1bttRHH31k9K5evaoOHTrozz//zPT516xZY9SFCxfOkTeply5d2qj/O8i3ZcsWXbhwIcX3JSUlacuWLR7NBgB2mj9/vlF36tRJPj7ctgD7de3a1ai/++47JSYmuvUa33//verUqXPdIb5/LVq0yK3XRuZZt4lWrlzZpiQAAAAAAADwZnwiDgAAAAAAkMsdOHBAq1evNnq9evWyKY373XTTTS43hp48edKmNAAApM8PP/xgbMcLDAz0+Nbcp556Sn369DF67hrmW7t2rVE3adJEDocjU+fMjqyDfEePHk3+8bJly6773v9uAwKAnCQqKkorVqwwep06dbIpDWCyDvKdOnVKf/31l9vOv2rVKnXr1s1lmN/hcOjFF19Ujx49jP5vv/3mtmsj886dO6dz584ZPTbyAQAAAAAAICMY5AMAAAAAAMjlZs6cadSFCxfWrbfealMa9/P19VVoaKjRO3XqlE1pAABIn1mzZhn1HXfcoXz58nn0mg6HQ1OmTFGXLl2MvjuG+VIa5MuJSpUqZdT/3ci3dOnS676XQT4AOdXvv/+u+Pj45DpPnjxq3769jYmA/6lSpYrq1Klj9ObOneu287/xxhsuG/5KlSqlxYsX64MPPnB5UMOSJUsUFxfntusjc6zb+Pz8/FSuXDl7wgAAAAAAAMCrMcgHAAAAAACQy82YMcOou3XrJn9/f5vSeEbx4sWNmo18AABvcPbsWS1evNjode/ePUuu7e/vrzlz5rh1mC8+Pl4bN240ejl1kM+6ke/YsWNKSkpSYmKiyzaq8PBwo7b+GgFATjF//nyjbt26tceH04H0sG7lmzdvnpKSkjJ93i1btuiPP/5wudbWrVvVpk0bSXJ5oNKVK1e0Zs2aTF8b7hEREWHUFSpUkJ+fn01pAAAAAAAA4M0Y5AMAAAAAAMjFtm/frm3bthm9Xr162ZTGc4oVK2bUbOQDAHiD77//3tjckjdvXt15551Zdn13D/Nt3bpVMTExRq9x48aZzpkdWQf54uPjderUKW3evFmXLl0yjj333HNGvXPnTkVHR3s8IwBkpaSkJC1YsMDoderUyaY0QMruu+8+oz527JjWrVuX6fOOGjXKqIsWLapp06apUKFCRq9+/frG6xYtWpTpa8M9rBv5qlSpYlMSAAAAAAAAeDsG+QAAAAAAAHIx6za+kiVLqmXLljal8Rw28gEAvNGsWbOM+s4771RwcHCWZrjRMN+qVavSfC7rVpkqVaqocOHCbsmZ3RQrVsxlS8vRo0e1dOlSo1elShV17NhRDocjuZeYmKgtW7ZkSU4AyCobN250eaAKg3zIbmrUqKFq1aoZvblz52bqnMeOHXP57GXQoEEKDAx0ee1tt91m1L/99lumrg33sW7kY5APAAAAAAAAGcUgHwAAAAAAQC7ldDo1c+ZMo9ejRw/5+OS8j4zYyAcA8DanT592Gfrq3r27LVmuN8zXvXv3NG+PW7t2rVE3adLEbRmzGx8fH5UsWdLoHTlyxOXfaZs2bRQcHOwyNLBx40aPZwSArGQdZKpataoqVapkUxogddatfPPmzZPT6czw+caOHauEhITkOjAwUAMHDkzxtbfffrtRb9iwQWfPns3wteE+DPIBAAAAAADAXXLeXVkAAAAAAABIk3Xr1mn//v1Gr3fv3jal8Sw28gEAvM13332npKSk5Do4OFh33HGHbXlSG+Y7fvy4vvvuuzSdIzcN8klS6dKljfrgwYNauXKl0WvTpo0kKSwszOhv2LDBs+EAIAvFx8frm2++MXr33HOPTWmA67MO8h08eDDDA/ZRUVGaOHGi0XvooYcUGhqa4uubNWumoKCg5NrpdOqPP/7I0LXhPk6nU5GRkUavcuXKNqUBAAAAAACAt2OQDwAAAAAAIJf69ttvjbpy5cpq0KCBTWk8i418AABvM2vWLKPu3LmzcWO3Hf4d5gsPDzf6U6ZMueF7L1y44LLJJLcN8v3444+Kiooyeq1atZLEIB+AnO2XX37RmTNnjF6/fv1sSgNcX506dVSxYkWj98EHH7h8HZMWU6ZM0aVLl5Jrh8OhIUOGpPr6gICA5CH/fy1atCjd14V7nThxQlevXjV6bOQDAAAAAABARjHIBwAAAAAAkAslJiZq9uzZRq9Xr15yOBw2JfIsNvIBALzJyZMntXz5cqPXvXt3m9KY/P399dRTTxm9JUuWuGz5tZo3b55RBwYGqk6dOm7Pl52UKlXKqFesWGHU1atXT/4axTrIt2PHDsXExHg2IABkEevAd/PmzRmCQbblcDhctvLNmTNHVatWVfXq1fXSSy9p1apVSkxMvO55EhISNGbMGKPXuXPnG/63f9tttxn1b7/9JqfTmfafANzOOsQZFBSkm2++2aY0AAAAAAAA8HYM8gEAAAAAAORCy5Ytcxlm69Wrl01pPM+6ke/cuXOKj4+3KQ0AANc3b94844btkJAQdejQwcZEpnvuuUeFChUyelOnTk319U6nU6NHjzZ6bdq0kb+/v0fyZRfWjXxWrVu3Tv5xvXr1jAcqJCQkaNu2bZ6KBgBZ5uTJk1qwYIHRe/jhh21KA6SNdZDvX7t379bIkSPVokULlShRQoMHD9bZs2dTfO3333+vgwcPGr3nnnvuhte+/fbbjfr48ePasWNH2oLDI6yDfJUrV5aPD7dbAQAAAAAAIGP4ZAkAAAAAACAXmjFjhlHXr19f1apVsymN51k38knS6dOnbUgCAMCNzZo1y6jvuusu5c2b16Y0rgIDA9WnTx+j9+WXX6a6mWbRokXatWuX0Xv66ac9li+7uNEgX5s2bZJ/nC9fPpcNPRs2bPBILgDISt98843x50NQUJC6detmYyLgxsLCwm64DfnMmTP69NNP1aBBA/3999/GMafTqY8++sjoNWrUSC1btrzhtatUqaIyZcoYvd9++y2NyeEJkZGRRl25cmWbkgAAAAAAACAnYJAPgEfFxMToqaeeUpUqVTRw4EC2HQAAAABANhAbG6u5c+cavZy8jU+SChcuLF9fX6N36tQpm9IAAJC6Y8eO6c8//zR6N7qR3A6PPPKIUR89ejTVm8yt2/hq1Kih2267zWPZsosbDfK1atXKqMPCwoyaQT4A3s7pdGrKlClGr3v37sqXL59NiYC0cTgcmjlzphYsWKD+/fun+HCgfx05ckQtWrQw/ltftWqV1q1bZ7zuueeeM7bvXu/a1q18ixYtSufPAO5k3chnffgCAAAAAAAAkB4M8gHwGKfTqYcfflhjx45VZGSkJk6cqDFjxtgdCwAAAAByvYULF+rSpUtGr0ePHjalyRo+Pj4qVqyY0Tt58qRNaQAASN28efPkdDqT6/z587vczJ0d1KtXTw0aNDB6X3zxhcvrtm3bpt9//93oPfvss2m6kd3blSpVKtVjNWvWVNGiRY2e9deTQT4A3m7t2rXavXu30Xv44YdtSgOkj8PhUMeOHTVp0iQdO3ZMa9as0bBhw1SrVi2X18bGxuqRRx7R448/rtjYWI0aNco4XrZsWXXt2jXN17Y+8GDFihWKjo7O2E8EmcYgHwAAAAAAANyJQT4AHvPWW29pxowZRu+LL74wbkIBAAAAAGQ96830LVu2VJkyZWxKk3Wsg3xs5AMAZEezZ8826rvvvlsBAQE2pbk+61a+n376SWfOnDF6H3/8sVGHhoaqT58+Hs+WHYSGhsrf3z/FY23atHHpWTfybd++XbGxsR7JBgBZwbqNr1KlSmrRooVNaYCM8/HxUZMmTTRixAht27ZNERERuuWWW1xeN2nSJIWHh+vHH380+s8884z8/PzSfL127drJx+d/t/PExMRo5cqVGf8JIMPi4+O1b98+o8cgHwAAAAAAADKDQT4AHjFjxgy98cYbLv09e/Zo48aNWR8IAAAAAJBs8+bNRt2hQwd7gmSx4sWLGzUb+QAA2c2hQ4e0atUqo9e9e3eb0txY7969FRgYmFzHx8frm2++Sa5Pnjyp6dOnG+8ZNGiQ8Z6czMfHJ9WtfCkN8tWvX9+o4+PjtX37do9kAwBPu3r1qmbOnGn0+vXrlys2siLnq1y5sv744w8988wzLsc2b95sPNi2QIECLg8/uJFChQqpcePGRu+3337LUFakj9Pp1Pbt2zV27Fjdc889KlasmOLj443XVK5c2aZ0AAAAAAAAyAkY5APgdqtXr1a/fv1SPW69cQMAAAAAkHWSkpK0detWo1e3bl2b0mQt60Y+BvkAANmJ0+nUkCFDjF7BggV166232pToxgoWLKiuXbsavS+++CL55vXx48crLi4u+VhAQIAGDhyYpRntltogX0pbfAoUKOByY/iGDRs8kgsAPO27775TVFRUcu3j46MHHnjAxkSAe+XJk0cff/yxvv32WwUFBaX6uscee0z58uVL9/lvv/12o2aQz7MiIiLUt29fFStWTLVr19ZTTz2lH374QRcuXDBeV6hQIRUpUsSmlAAAAAAAAMgJGOQD4FYHDx7UXXfdpdjY2FRfM3PmTCUmJmZhKgAAAADAvw4ePGjcTCnlnkE+6430u3fvtikJAACu5s6dq++//97o9e7dW/7+/jYlShvrhpmdO3dq7dq1io6O1vjx441jffv2VdGiRbMynu1Kly7t0qtTp45uuummFF/foEEDo964caNHcgGAp02ZMsWob7vttlSHmwFv1qtXL61Zs0YVK1Z0Oebn56ennnoqQ+e97bbbjHrbtm06fvx4hs6F67t27ZpuvfVWTZs2TWfOnLnua7t168ZmUQAAAAAAAGQKg3wA3Oby5cu68847XT7c7tKli1GfOHFCy5Yty8JkAAAAAIB/bdmyxagLFy6skiVL2pQma1kHFjdu3Ji8MQgAADudO3dOgwcPNnqhoaF68803bUqUdq1atVKFChWM3hdffKFvvvlG586dM/rPPPNMFibLHlIa5GvdunWqrw8LCzNqNvIB8Eb79+93+V7gww8/bE8YIAvUrl1bf//9tzp16mT0H3zwwQwPsDZu3FgFChQwer///nuGMyJ1P/zwgw4fPnzd11SqVEnDhg3TqFGjsigVAAAAAAAAcioG+QC4RUJCgnr27KkdO3YY/dtvv13z5s1T/fr1jf706dOzMh4AAAAA4P+zDvLVrVs31zxJ3Lrh5uzZszp69KhNaQAA+J8hQ4bo9OnTRm/cuHGpbm3LTnx8fFyGM2bOnOlyk/Ptt9+umjVrZmW0bCGlQb42bdqk+nrrIN/WrVsVFxfn9lwA4ElffvmlURcuXNjlwZ9ATlOwYEH99NNPGjdunJo1a6bHH39cY8eOzfD5/Pz81K5dO6O3aNGizMZECqz/z5KkMmXK6KGHHtJXX32lw4cPKzIyUiNGjFBISEjWBwQAAAAAAECOwiAfALd49tln9euvvxq9GjVqaNasWfLz81Pv3r2NY/PmzVNMTExWRgQAAAAAKOVBvtyifPnyLk+z37hxo01p4C5xcXFas2aNTp48aXcUAMiQBQsW6JtvvjF6d911l7p162ZTovR76KGH5OPzv285XblyRREREcZrnn322ayOlS1Yt/A4HA7dcsstqb7e+uCBuLg4lwfoAUB2lpiY6DIU06dPHwUEBNgTCMhCPj4+GjRokFatWqWJEycqb968mTrfbbfdZtS///67kpKSMnVOmI4ePao//vjD6H3++ec6ePCgpk6dqgceeCDFBzMAAAAAAAAAGcUgH4BMmzp1qsvTBENDQzV//vzkGyR79eplbHi4fPmy5s+fn6U5AcDT4uPj9f3332vkyJHatm2b3XEAAABSlJsH+RwOh8vN8Qzyebdr164pLCxMTZs2VeXKlfXnn3/aHQkA0uXy5ct6/PHHjV6BAgU0fvx4r9qYW7JkSXXo0CHV4zVr1tStt96ahYmyj6ZNmypPnjzJddu2bVW4cOFUX1+wYEFVqFDB6PH1CgBvsnjxYh05csToWTe3Akgb6yDf2bNntWnTJpvS5EzffPONnE5ncp0vXz6XexsAAAAAAAAAd2KQD0CmbNmyRU888YTR8/f31w8//KDy5csn90qWLKnWrVsbr/v222+zIiIAeNz58+f1/vvvq3z58rr33nv10ksvKSwsTAsWLLA7GgAAgOHy5cs6cOCA0ctNg3yS65Ybboz3bjNmzND27dsl/bP96cMPP7Q5EQCkz8svv6yjR48avdGjR+vmm2+2KVHGPfLII6kee/bZZ3PtzdChoaGaMWOGGjRooI4dO2rixIk3fE9YWJhRb9iwwVPxAMDtpk6datT169dXvXr17AkDeLny5curcuXKRm/JkiU2pcl5nE6nvvrqK6PXo0cPBQUF2ZQIAAAAAAAAuQGDfAAMCQkJeuutt3Tp0qUbvvbSpUu67777FBMTY/S/+OILNWvWzOX1ffr0MepffvlFFy5cyFxgALDRrl27NHDgQJUqVUpDhw7VsWPHko/Fx8erb9++Lk8eBgAAsJN1a7Cfn59q1KhhUxp7MMiXs6xZs8aot27dalMSAEi/5cuXa8KECUavffv26tevn02JMufOO+9UaGioS79o0aLq3bu3DYmyj65du2rDhg1asGCBKlWqdMPXM8gHwFtduHBB33//vdHz1j/XgOyibdu2Rr127VqbkuQ8a9eu1Z49e4zegw8+aFMaAAAAAAAA5BYM8gEwvP322xo+fLjq16+v9evXp/o6p9Opfv36ae/evUZ/8ODBuv/++1N8T9euXeXv759cx8XFad68ee4JDgBZaPXq1erYsaNq1KihiRMnKjo6OsXXnT9/Xr169VJ8fHwWJwQAAEjZli1bjLpatWoKCAiwKY09rIN8x48f18mTJ21Kg8yyDjYcOnTI5YFDAJAdXbt2TY8++qjRCwoK0qRJk7x2c52/v78eeOABl/6gQYMUGBhoQyLvZf16ZcuWLXy+BMArzJo1S7Gxscm1v79/rh/mBjIrPDzcqK0PtEHGWbfxVaxYUc2bN7cpDQAAAAAAAHILBvkAJFuyZInefvttSdKBAwfUvHlzjR49Wk6n0+W1o0ePdnmiZpMmTTRq1KhUz1+wYEF16tTJ6E2fPt0NyQEg66xbt04tWrTQwoUL0/T6VatW6fXXX/dwKgAAgLSxDvLVrVvXpiT2qVy5soKDg43epk2bbEqDzIiNjdX27duNntPp1L59+2xKBABpN3z4cJeHpL377rsqX768TYnc45FHHjHqgIAADRw40KY03ss6yBcbG6tdu3bZlAYA0m7atGlG3aVLFxUpUsSmNEDOYB3kO3bsmI4ePWpTmpwjJiZGM2fONHoPPvig1z5UAwAAAAAAAN6DQT4AkqSkpCQ9/fTTxtBefHy8nnvuOXXp0kXnzp1L7v/555966aWXjPcXKVJEs2fPNjbupaRPnz5GvXz5cr7RAMCrjB49WklJSS59Pz8/9e7dW4sXL3a56e79999P8+AfAACAJzHIJ/n6+qpevXpGb+PGjfaEQaZs3749xe1EERERNqQBgLTbu3evRo8ebfSaNm2qwYMH25TIfapXr67XX39dDodDvr6++vTTTxUaGmp3LK9TpEgRlStXzuhZt9ACQHazf/9+rVq1yuj17dvXpjRAzlGlShUVLFjQ6K1evdqeMDnITz/9pIsXLxq9lLZLAwAAAAAAAO7GIB8ASZKPj48WLFig5s2buxybP3++6tWrp5UrV+rUqVPq3r27EhMTk487HA5Nnz5dZcqUueF1OnXqpPz58yfXTqfT5Ul3AJBdXbhwQT/88IPRK1y4sIYNG6aDBw9q+vTpatu2rWbNmqU8efIYr+vbt6+OHTuWhWkBAABMiYmJ2rZtm9HLjYN8kuuWGwb5vFNq/94Y5AOQ3X366afGQ4L8/f31xRdfyNfX18ZU7vPmm2/q+PHjOnfunMuGPqRdWFiYUTPIByC7mz59ulEXKVJEHTp0sCkNkHP4+PioSZMmRm/NmjU2pck5vvrqK6Nu06aNypYta1MaAAAAAAAA5CYM8gFIVrp0aS1btkzDhg2Tw+Ewjh09elStW7dWy5YtdeLECePY66+/rttvvz1N1wgMDFTXrl2NnvUbewCQXc2YMUOxsbHJtb+/v3bv3q0RI0aoZMmSyf1GjRpp5MiRxnvPnj2r3r17KyEhIcvyAgAA/Ne+fft07do1o1enTh2b0tjLOsjHjfHeKbV/b5GRkVmcBADS7sqVK5oyZYrRGzx4sKpXr25TIs8oXry4ChQoYHcMr2Yd5Pv7779tSgIAN+Z0OvXNN98YvR49esjf39+mREDO0rRpU6NmkC9zTpw4oYULFxq9hx56yJ4wAAAAAAAAyHUY5ANg8PPz04gRI7Ro0SIVLVrUOJaUlORyM9xtt92m1157LV3X6NOnj1Fv3rxZO3fuzFhgAMhCU6dONeouXbooNDQ0xdc+/fTTuuuuu4zeihUr9Oabb3osHwAAwPVs2bLFqIsWLarixYvblMZe1kG+Q4cO6dy5czalQUaxkQ+AN5o2bZouX76cXDscDg0ePNjGRMiuGjVqZNSbNm1SXFycTWkA4PrWrVvn8j3Evn372pQGyHnCw8ONesOGDXxdkAnTp083NmQHBwfr3nvvtTERAAAAAAAAchMG+QCk6NZbb9WWLVvUrl27VF9TqlQpTZ8+Xb6+vuk6d+vWrVWiRAmj9+2330qSYmNjtW3bNs2ePVtvvPGG3nnnHYb8AGQL27dvd3nyeb9+/VJ9vcPh0JQpU1SmTBmjP2LECP3xxx8eyQgAAHA91kG+unXr2pTEfjVq1FBgYKDR27Rpk01pkBHx8fHaunVriscY5AOQXTmdTo0bN87o3XnnnSpfvrxNiZCdNWzY0Kjj4uJS/bMPAOw2bdo0o65UqZKaNGliUxog52ncuLFRx8bGunzOg7RxOp368ssvjV63bt0UEhJiTyAAAAAAAADkOgzyAUhV8eLFtWjRIr3zzjvy8TH/d+Hn56c5c+bopptuSvd5fX191bNnT6M3btw4ValSRUFBQapTp4569OihN998U6+99ppuueUWHThwIFM/FwDILOs39UqUKKHbbrvtuu8pXLiwZs2aJT8/v+Se0+lUnz59dPr0aU/EBAAASBWDfP/j5+enOnXqGL3Utrshe9q5c6diY2NTPHbq1CldunQpixMBwI0tX75cO3bsMHps40NqChYsqKpVqxq9devW2ZQGAFIXHx+vmTNnGr37779fDofDpkRAzlOoUCFVq1bN6K1Zs8amNN5t48aNLl+TP/jggzalAQAAAAAAQG7EIB+A6/L19dUrr7yipUuXqmTJkpIkHx8fTZgwQeHh4Rk+b58+fYz60qVLioyMVFJSkstrz507pxEjRmT4WgCQWfHx8frmm2+MXt++fY0BvdSEh4frvffeM3qnT5/Wiy++6NaMAAAAN8Ign6lBgwZGzSCfd7nRv6/IyMgsSgIAaWfdxlelShW1b9/epjTwBo0aNTJqBvkAZEeLFi3S2bNnjZ71+4AAMs/6vfnVq1fblMS7WR/cWa5cOd1yyy32hAEAAAAAAECuxCAfgDS55ZZbFBkZqV9++UXbt2/Xo48+mqnzNWjQwOVpwtfz9ddf68iRI5m6JgBk1MKFC1026PXr1y/N73/22WfVqVMno/fVV19pxYoVbskHAABwI+fPn3f5OxWDfAzyebMNGzZc93hEREQWJQGAtDly5Ih++OEHozdo0CD5+PBtGqSucePGRr1+/XqbkgBA6qwPwWvatKkqVapkUxog57IO8rGRL/1iY2P17bffGr0HHniAr8kBAAAAAACQpfg0CkCa5c2bV3fccYeqV6+e6XM5HA49+eSTqR4vVaqU/P39k+v4+HiNGjUq09cFgIyYOnWqUYeHh6tatWppfr+Pj48mT56s/PnzG/2BAwcqPj7eLRkBAACuZ+vWrUbt7++frq9nciLrIF9kZKQuX75sUxqk140GLxnkA5DdTJw4UYmJicl1SEiIHnroIfsCwStYB/l27drF1yuZdPr0aS1dulRjx47V448/rhYtWqhQoUIqVKiQRo8ebXc8wOtcunRJP/30k9Hr27evTWmAnM06yHfgwAGdOnXKpjTe6ZdfftH58+eN3gMPPGBTGgAAAAAAAORWDPIBsM3AgQM1fvx49e3bVy+99JK+/PJLrV27VpcuXdKRI0fUv39/4/WTJk3SmTNnbEoLILc6c+aMfv75Z6OXnm18/ypRooTeeecdo7dz506NGTMmM/EAAADSxDrIV6NGDeXJk8emNNlDrVq15OfnZ/Q2b95sTxikS0JCgsu/q6pVqxp1ZGRkFiYCgOuLiYnRpEmTjN4DDzzg8sAfwKpu3brG12xOp/OGW2nh6tSpU+rfv7+KFi2qYsWKqW3btnrqqac0adIkrVq1ShcvXtTFixf1/PPP8zUEkE7z5s1TTExMcp0nTx51797dxkRAzlWrVi0FBwcbvbVr19qUxjt99dVXRt2yZUtVrFjRpjQAAAAAAADIrRjkA2AbHx8fDRw4UF9//bXef/99Pfjgg2rcuHHyDSwvvPCCcVNldHS0PvnkE7viAsilpk+froSEhOQ6MDBQPXr0yNC5Bg4cqPr16xu9N954Q4cPH85URgAAgBvZsmWLUdetW9emJNlHQECAatWqZfRutOUN2cOePXsUHR1t9Hr27GnUbOQDkJ3MmTNHZ8+eNXqDBg2yKQ28SWBgoMvXbevWrbMpjXfat2+fmjVrps8///yGDwp0Op1avHhxFiUDcoZvvvnGqO+44w4VKVLEpjRAzubr6+uyrXfNmjU2pfE+x44d0y+//GL02JANAAAAAAAAOzDIByDbKlu2rPr06WP0xo0bp0uXLtmUCEBu9OWXXxr1vffeqwIFCmToXH5+fpowYYIcDkdy79q1a3rmmWcykRAAAODGGORLWYMGDYyaQT7vYN1EVLp0aTVv3tzoRUREyOl0ZmUsAEjVuHHjjLpt27aqUaOGTWngbaw37DPIl3abNm1Ss2bNtH///jS/h81GQNodPnxYy5YtM3r333+/PWGAXCI8PNyoGeRLu4kTJyoxMTG5DgoK0n333WdjIgAAAAAAAORWDPIByNZeeuklY+Dl0qVLmjBhgo2JAOQmmzZtcrnpvV+/fpk6Z5MmTdS/f3+j9/3337s8BRQAAMBdEhIStH37dqPHIN8/GOTzTtZ/T2FhYapSpYrRu3z5sk6fPp2VsQAgRevWrXMZvBo8eLBNaeCNGOTLmCVLlqhVq1Ypfj0QGBio+vXrq2/fvrrrrruMYwxEAGn37bffGnWBAgV055132pQGyB2sg3zr1q0zhtOQstjYWE2aNMno9e3bV/nz57cpEQAAAAAAAHIzBvkAZGvVq1fXvffea/RGjx6ta9eu2ZQIQG4ydepUoy5Tpozatm2b6fO+9957uummm4zek08+qejo6EyfGwAAwCoiIkKxsbFGj0G+f1gH+Xbt2sXfN72AdSNfgwYNVLp0aQUEBBj9iIiIrIwFACn69NNPjbpMmTLq3LmzTWngjayDfEePHtXx48dtSuMd5s6dq44dOyoqKsro16tXTzt27NCVK1e0ceNGff311xo2bJjxmt27d+vixYtZmBbwTk6nU998843R69atmwIDA21KBOQOTZo0MeqrV6+6PLwJrubMmeMy3M/DNQAAAAAAAGAXBvkAZHtDhw416jNnzmjKlCk2pQGQW8TGxmr69OlG78EHH5SPT+a/fCpcuLA+/PBDo3fgwAG9++67mT43AACAlXXDcMmSJVWkSBGb0mQvderUMb6+S0pKcvn1QvaSlJSkTZs2Gb2wsDD5+PioUqVKRp9BPgB2O336tGbOnGn0Bg4cKD8/P5sSwRtVrVpV+fLlM3rr16+3KU32N3HiRHXv3l1xcXFGv3Xr1lq2bJlq1KghX1/f5H69evVcHgbA1kPgxjZv3qydO3cavb59+9qUBsg9ihUrpvLlyxs9tsne2NixY426devWqlWrlk1pAAAAAAAAkNsxyAcg2wsLC9Ptt99u9EaOHOnyjXgAcKf58+fr/PnzRu/BBx902/kfeOABtWjRwuiNHDlSe/bscds1AAAAJNdBPrbx/U9wcLCqVatm9DZu3GhTGqRFRESErl69avT+3axYpUoVl9cCgJ0+//xz4zPMgIAAPfLIIzYmgjfy8fFRw4YNjR6DfK6cTqfeeustDRw4UE6n0zjWtWtX/frrrypQoIDL+/z9/VW/fn2jt3btWo9mBXKCadOmGXWZMmVcPu8G4BlNmzY1agb5rm/dunUuQ/pPPvmkTWkAAAAAAAAABvkAeIlhw4YZ9ZEjR/Ttt9/alAZAbjB16lSjvuWWW1SxYkW3nd/Hx0fjx483ngAeFxenQYMGudxsBAAAkBkM8l3fv0Ng/2KQL3uz/vu5+eabVbx4cUmug3yRkZFZlgsArH799Vd99NFHRq9nz54KDQ21KRG8WePGjY2ajXGu5s+fr+HDh7v0BwwYoFmzZikwMDDV94aHhxs1AxHA9SUkJLh8j+7+++83tp0D8Bz+3EqfcePGGXXp0qXVpUsXm9IAAAAAAAAADPIB8BItW7ZU8+bNjd7777+vxMREmxIByMlOnDihhQsXGr1+/fq5/Tq1a9fWkCFDjN7ixYs1b948t18LAADkXtZBvjp16tiUJHtikC/7OHLkiIYPH66PP/5YMTExKb5mw4YNRv3ff39s5AOQHcTGxmrIkCG64447dOHCBePY4MGDbUoFb2cd5Fu/fr2SkpJsSpM9jR8/3qU3fPhwlwdppcQ6ELF27VoetAVcx9dff62TJ08avfvvv9+mNEDuY/1za/fu3S5fd+Ifp0+f1qxZs4zewIED5efnZ1MiAAAAAAAAgEE+AF7C4XC4bOXbs2ePvv/+e5sSAcjJ3nnnHWNQODg4WPfdd59HrjV8+HCVLFnS6D3//POKjo72yPUAAEDucubMGZ04ccLosZHPZB3k2759u2JjY21Kk3tduXJFbdq00VtvvaVnn31WvXr1SvEGeuugZVhYWPKPrYN8e/fu5QFAALLU7t27FR4erjFjxrgc69Spkxo2bJj1oZAjWAf5Ll68qL1799qUJnuyPrzirbfe0htvvCGHw3HD9zZp0sSoz507p3379rk1H5BTxMTE6I033jB64eHhql69uj2BgFyobt26CggIMHqe3tbrdDp18OBBffPNN3r55Zc1YcIEr/j79uTJkxUXF5dcBwQEqH///jYmAgAAAAAAABjkA+BFOnbs6HLD6bvvvsuTcQG41bZt2zRx4kSj17NnT4WEhHjkeiEhIRo9erTRO3TokD788EOPXA8AAOQu1huaAwMDVblyZZvSZE/16tUz6oSEBG3fvt2eMLnYp59+atww/8MPP7hsyU5KSnIZ5LveRr7Y2FgdOXLEA2kBwOR0OvX5558rLCxMmzdvdjnepUsXTZs2LeuDIccoWbKkSpQoYfQ8fcO+N0np4RXdunVL8/vLli2rYsWKGb01a9a4JRuQ03z22WcuX2O/+eabNqUBcid/f3/joTaStHr1ardeIykpSdu2bdP48ePVu3dvlSlTRuXLl9cDDzygDz74QE888YR69uyZrb9PHx8frwkTJhi9Xr166aabbrIpEQAAAAAAAPAPBvkAeI2UtvJt2rSJGxYAuI3T6dSQIUOUlJSU3MubN6+GDx/u0et269ZNrVq1Mnrvv/++Dh8+7NHrAgCAnM86yFerVi35+fnZlCZ7KlCggCpVqmT0rMNi8KwrV66k+CCL5557TgkJCcn1/v37dfnyZeM1/715MTQ0VAUKFDCOR0REuDktAJguXbqkHj16qH///rp27ZpxLCAgQJ9++ql++OEHFSxY0J6AyBEcDofLVj4+F/+fbdu2GXVgYKDL13fX43A4XLbyrV271i3ZgJwkKipKI0aMMHqtWrXSrbfealMiIPcKDw83ancNoJ86dUpDhw5VsWLFVKdOHQ0aNEgzZszQ0aNHXV47d+5cffzxx265rif8+OOPOnbsmNEbPHiwTWkAAAAAAACA/2GQD4BX6dq1qypUqGD0li5dalMaADnNTz/9pMWLFxu9F198UaVLl/bodR0Ohz755BP5+PzvS7Po6Gi98MILHr0uAADIXo4cOaJBgwbp6aefdrnRKKOsg3zWLef4h/VJ9gzyZa1x48bp3LlzLv1du3Zp8uTJybX130vRokV18803J9cOh8NlKx+DfAA8rUePHpozZ45Lv2bNmlq/fr2eeOIJORwOG5Ihp2nUqJFRM8j3P9ZBvpo1a6b74RWeGogAcpIxY8bozJkzRu+9997jzznABtY/t9auXWs8pDK9Dh06pCeffFLlypXT+++/r7Nnz6bpfS+++KL+/PPPDF/Xk8aOHWvUTZs2dfn8BwAAAAAAALADg3wAvIqvr686dOhg9FasWGFTGgA5SWxsrJ577jmjV6pUKb344otZcv26devqscceM3qzZ8/W8uXLs+T6AADAXqdPn1Z4eLjGjx+v//u//1O3bt3kdDozfd6tW7caNYN8KWvQoIFRM8iXdaKiovTRRx+levz111/XpUuXJEkbNmwwjjVo0MDlpuHKlSsbNYN8ADzp7NmzWrRokUt/4MCBWr9+vWrXrm1DKuRU1o18mzZtUlxcnE1pshfr17wZ+b1n3ci3efNmRUdHZyoXkJOcO3fO5ev2zp07q2nTpjYlAnI36++9ixcvZujvv7t371a/fv1UqVIljRs3TjExMdd9/U033WT8PTwxMVE9evTQ6dOn031tT9q6davLPQRPPvmkTWkAAAAAAAAAE4N8ALxOq1atjPrPP/9UQkKCTWkA5BSffPKJ9u3bZ/RGjhypoKCgLMvw9ttvq1ChQkbv6aefVmJiYpZlAAAAWS8pKUkPPvigjh8/ntxbvXq1IiMjM3XeuLg47dy50+gxyJcy6yDfli1bFB8fb1Oa3OXTTz9NcRvfv86ePat3331XkuuAZUpP0rdu5Mvs7yMAuB7r8FCePHn0/fffa/z48cqbN69NqZBTNWzY0Kjj4uJc/hvMray/DnXq1En3ORo1amQMJiQkJGjTpk2ZzgbkFB988IEuX76cXDscDr3zzjs2JgJyt1KlSqlkyZJGLz3bZM+fP6/u3burRo0a+vLLL1P9Xnu5cuXUt29fTZo0Sbt27dLp06f12muvGa85fvy4evfuna2+lzVu3DijLl68uLp27WpTGgAAAAAAAMDEIB8Ar3PLLbcYdVRUlDZv3mxPGAA5wsmTJ/X2228bvebNm6tnz55ZmuOmm27SW2+9ZfS2bNmiyZMnZ2kOAACQtUaNGqWFCxe69JctW5ap8+7evdtlGC0jNzXnBvXr1zfq2NhY7d6926Y0uUdK2/i6dOmiu+++2+iNGTNG+/fvT3Ejn5V1kI+NfAA8KaXhIev/wwB3KVSokMufc+vXr7cpTfaRmJio7du3G72MfM2bL18+1axZ0+itXbs2U9mAnOLYsWMaO3as0evVqxd/vwRsFh4ebtRpHeSLj49X+/btNWfOHDmdTpfjefLk0SOPPKJdu3bpwIED+vrrr9W/f39Vq1ZNDodDr7/+utq3b2+8Z/HixXrzzTcz/pNxo/Pnz2vatGlG7/HHH5e/v79NiQAAAAAAAAATg3wAvE7x4sVdblhYsWKFTWkA5ASvvPKKrly5YvTGjBljPIU7qwwYMEC1atUyeq+++qouXLiQ5VkAAIDnrV27VsOGDUvx2NKlSzN1busDT8qWLauCBQtm6pw5VZEiRVS2bFmjx43xnjdu3DiXbXzDhw/XyJEj5efnl9yLi4tT3759Xb4mTstGvoMHDyo2NtaNqQHgf9yxBQxIj8aNGxv1unXrbEqSfezdu1cxMTFGL6O/FzM6EAHkdO+8847x+8zPzy/bDOwAuVlG/9z66quvUtw6mzdvXj399NPat2+fPv/8c1WrVi3F9/v6+urbb7912Qj49ttv69dff01jes+ZMmWKoqOjk2s/Pz899thjNiYCAAAAAAAATAzyAfBK1q18y5cvtykJAG+3YcMGTZ061eg99NBDatiwoS15/Pz89Mknnxi9c+fOafjw4bbkAQAAnnPx4kX17NlTCQkJKR5ftmxZik9GT6uVK1cadb169TJ8rtzAut1t8uTJmfr1x/Wlto2vQYMGqly5sgYPHmwc++uvv4y6cOHCKlOmjMt5K1eubNRJSUnav3+/m1IDgGnbtm1GzSAfPI1BPlfWgdrixYsrNDQ0Q+dq0qSJUbORD1DyQM9/PfLII6pUqZJNiQD8yzrIt23bNkVFRV33PTExMS6DuPnz59ewYcN08OBBjRkzRqVLl77htUNDQzVr1iz5+voa/fvvv1+HDx9O48/A/c6fP69Ro0YZvfvuu08333yzTYkAAAAAAAAAVwzyAfBKrVq1MuqVK1cqKSnJpjQAvJXT6dTTTz9t3KAdEhKid99918ZUUtu2bXXvvfcavfHjx2v79u02JQIAAO7mdDr12GOP6eDBg6m+5uTJk4qIiMjwNRYvXmzU1r9HwdS1a1ejXrNmjcswJNxn3LhxOn/+vNF74403kn/82muvqVChQqm+PywsLMUN2vnz51fx4sWNXmZ+HwFAahITE13+nl67dm2b0iC3sA7y7dq1S5cvX7YpTfbgzs2Y1oGIQ4cO6cSJExk+H5ATDB8+3Hj4TGBgoF577TUbEwH4V1hYmLHNPikpSbNmzbrueyZMmKCjR48avXnz5mnEiBEqWrRouq7fvHlzjRw50uidP39e3bp1MzbiZaVnn31WJ0+eNHrWBwUBAAAAAAAAdmOQD4BXst6AeuHCBQZcAKTbrFmztGrVKqP3yiuvqESJEjYl+p+PPvpIAQEByXViYqKeeeYZtsIAAJBDTJo0SXPmzDF6LVq0cHlC+NKlSzN0/gMHDujAgQNGr127dhk6V27RvXt3lw1vH3zwgU1pcrbLly+7bOO76667VL9+/eS6cOHC191Kbd2g+F9VqlQxagb5AHjC3r17FRMTY/TYyAdPq1u3rnHDvtPp1IYNG2xMZD/rZszMDNRWr15d+fLlM3ps5UNutm3bNn377bdGb/DgwSpZsqRNiQD8V968eV22yT7//PM6fvx4iq+PiopyeZBlmzZtMvV50ZAhQ3TPPfcYvXXr1qlGjRqaPXt2ln5P69dff9VXX31l9O644w41a9YsyzIAAAAAAAAAacEgHwCvVLp0aZUrV87oLV++3J4wALxSTEyMXnzxRaNXoUIFPfPMM/YEsihfvrxeeOEFo7d48WL98MMP9gQCAABus23bNpevOQoXLqxvv/1WrVu3NvrLli3L0DWWLFli1DfddJNq1aqVoXPlFnny5NFzzz1n9BYsWOCy5QWZl9I2vpSG9gYOHKjKlSuneI6wsLBUz88gH4CsYB0eKl68uEJDQ21Kg9wiMDBQdevWNXrr1q2zKU324M6NfL6+vmrUqJHRY5APudmrr75qDOHky5dPL7/8so2JAFgNGzbMqC9duqQBAwakOEA3ZswYnT171ui9++67KW67TyuHw6GpU6eqYsWKRv/gwYPq0aOHWrZsmSVfq1y6dEmPPfaY0cufP78+++yzTP38AAAAAAAAAE9gkA+A17Ju5VuxYoVNSQB4o19++UVHjhwxeh999JECAwNtSuTq5ZdfVqlSpYzes88+q+joaJsSAQCAzLp69ap69OjhssFn6tSpKl26tNq0aWP0ly1blqGnl1sH+dq2bSsfHz4GupFHHnlERYoUMXojR460KU3OdPnyZY0aNcro3X333cY2vn/5+/vrww8/TPE819vIZx3+i4yMzEBSALg+6/BQZraAAenRuHFjo87Ng3yXL1922UKd2c2Y4eHhRr1mzZpMnQ/wVmfPntXPP/9s9J5//nmXvy8BsNcdd9yhvn37Gr2ff/5ZM2bMMHrnzp3TRx99ZPS6dOni8udeRhQoUEBz585VcHCwy7FVq1apSZMmuv/++12+J+dOL7zwgo4ePWr0Ro0a5fI9NgAAAAAAACA74A4uAF4rpUG+jNzgCiB3WrhwoVE3bdpUd999tz1hUhEcHOxy4/LBgwddbnwGAADe4+WXX9auXbuM3lNPPaUuXbpIkstGvlOnTmn37t3puobT6UxxkA83FhwcrCeffNLozZw5UwcPHrQnUA6U0ja+119/PdXXd+nSxeX3RYECBVShQoVU38NGPgBZwZ1bwID0YJDvf7Zv327Uvr6+ql69eqbO2aRJE6Nev369EhMTM3VOwBv9/fffxvfc8ubNqyFDhtiYCEBqxowZo2LFihm9J598UqdOnUquP/jgA12+fDm5djgcevvtt92WoV69elq9erVatmyZ4vHp06eratWqeuutt5SQkOC260rSH3/8ocmTJxu99u3b65FHHnHrdQAAAAAAAAB3YZAPgNe65ZZbjPr06dPpvsEVQO7kdDpdBvnuu+8+ORwOmxKlrkePHi7f+HzvvfdcniwKAACyv+joaJcbi+rXr29sfKtYsaLL08KXLVuWruvs2rVLJ0+eNHrt2rVLX9hcbPDgwQoKCkquExMTNXr0aBsT5RwJCQn6+OOPjV5q2/j+5XA4NHr0aOXJkye517Vr1+t+7W4d5Dtx4oSioqIymBoAUsYgH+xiHeQ7evSoTpw4YVMae1l/H1arVk0BAQGZOqd1kO/q1avasWNHps4JeKONGzcadb169ZQvXz6b0gC4nsKFC2v8+PFG7/z588kPKjp+/LjGjh1rHO/Vq5fbv36tXbu2li9frrlz56p8+fIux6OjozV8+HD17t1b8fHxbrnmlStX1L9/f6MXHBysyZMnZ8vv+QEAAAAAAAASg3wAvFiFChVUsmRJo7dixQqb0gDwJjt37nQZhOvQoYNNaa7P4XDok08+Mb7heO3aNb344os2pgIAABmxfv16xcbGJtc+Pj6aOXOmcbOxw+Fw2T62dOnSdF1n8eLFRl26dGlVrFgx/YFzqSJFirjcBPb555/rzJkzNiXKOXbv3q2zZ88aveHDh9/wffXr19fPP/+szp07a+DAgfrggw+u+/qKFSu63LAXGRmZ/sAAkIqoqCgdOHDA6DHIh6xStWpVl2Ga9evX25TGXp4YqC1WrJjKlStn9NauXZvp8wLexjrIFxYWZlMSAGlx7733qlu3bkZvzpw5mjdvnt555x3FxMQk9/38/PTmm296JIfD4VDXrl21a9cujRw5Uvnz53d5zZw5c9StWzfjM7KMGjp0qA4ePGj0PvjgA5c/ywEAAAAAAIDshEE+AF7L4XC4bOVbvny5TWkAeBPrNr7SpUurevXqNqW5sfr167vcTD5jxgz9+eefNiUCAAAZsWrVKqOuU6eOy+YwSS6DfMuWLZPT6UzzdZYsWWLU7dq14ynk6fTss8/Kz88vuY6Ojta4ceNsTJQzbN++3ahLly6tevXqpem9t99+u3766SeNHz9eN91003VfGxAQ4HLTXkRERHqiAsB1Wf9/5uvrm60/V0DO4uvrq4YNGxq9NWvW2JTGXtZBvtq1a7vlvOHh4UadW399kbtt2LDBqBs0aGBTEgBpNXbsWBUpUsToDRgwQJMnTzZ6jzzyiCpVquTRLAEBAXrhhRe0d+9eDRw4UD4+5q1JP/74o+6++25FR0dn+BorV650+aymVatWGjhwYIbPCQAAAAAAAGQFBvkAeLVWrVoZ9YoVK9J1gyuA3Mk6yNexY8dsf3P7O++8owIFChi9p556SomJiTYlAgAA6WUd5GvevHmKr2vTpo1RnzlzRjt37kzTNRITE7Vs2TKj17Zt27SHhCSpTJky6t27t9EbO3asrly5YlOinME6+FKrVi2PXcs6JMsgHwB3sg4PVa1a1diwC3hakyZNjDq9G5xzAqfTqW3bthk9d23GtP76spEPuc358+ddNlwxyAdkf8WKFdP//d//Gb2zZ88qISEhuQ4MDNRrr72WZZlCQ0M1fvx4/fbbbwoKCjKOLVy4UJ06dcrQZy3Xrl3Tww8/bPTy5s2rzz//3GVoEAAAAAAAAMhu+AQLgFezDvIdO3ZM+/fvtykNAG9w5coVrVixwuh16NDBpjRpFxoaqrfeesvobdq0SVOmTLEpEQAASI+kpCStXr3a6KU2yFe+fHmVLl3a6FmH81KzadMmXbx40egxyJcxL774olFfuHBBn3/+uU1pcgYG+QDkFJ4aHgLSyvrgh/Xr1+vy5cs2pbHH4cOHXX7O7vq9aN3It3Pnzlz364vcbdOmTUYdEBCgGjVq2JQGQHr06tVLnTt3TvX44MGDVbJkySxM9I927dpp4cKFypcvn9FfunSpOnTooEuXLqX5XBEREWrfvr327t1r9EeMGOHxTYMAAAAAAACAOzDIB8CrVa1aVUWLFjV6y5cvtykNAG+wbNkyxcXFJdd+fn5ec3P7wIEDXW6YGDZsmMvN+gAAIPvZs2ePzp8/b/RSG+RzOBwuN2endZBv8eLFRl21alVbbtDKCWrWrOly89vo0aONryWRPnYO8kVGRnrsWgByH+tGvtq1a9uUBLlVixYt5O/vn1wnJibmus/Frb8PCxYsqFKlSrnl3PXq1VOePHmSa6fTqfXr17vl3IA32LBhg1HXqVPH+D0BIPtyOByaMGGCChQo4HIsX758eumll2xI9Y+WLVvq999/V8GCBY3+qlWrdOutt7p8bmaVmJio0aNHq27dui4Py2ratKmeeuopd0cGAAAAAAAAPIJBPgBezeFw6JZbbjF61k1bAPBfCxcuNOpmzZql+A3N7ChPnjz65JNPjN7Zs2f15ptv2pQIAACk1apVq4y6VKlSKlOmTKqvb926tVEvW7ZMSUlJN7zOkiVLjLpdu3ZpDwkX1hvcjhw5ohkzZtiUxrtdvXpV+/fvN3pZvZHP6XR67HoAcg+n0+kyQMRGPmS1oKAgNW3a1OhZH+iQ06X0+9DhcLjl3IGBgapfv77RW7NmjVvODXiDjRs3GnWDBg1sSgIgI0qWLKnRo0e79J977jnddNNNNiT6nyZNmmjJkiUqUqSI0V+/fr0aNGigl19+WWvWrHH5DCwiIkKtWrXSc889p5iYGONYUFCQpkyZIl9fX4/nBwAAAAAAANyBQT4AXq9Vq1ZGnduePAwgfayDfB06dLApSca0b99ed999t9EbN26cdu3aZU8gAACQJtZBvmbNml339daNfGfPntXOnTuv+57Y2FitXLnS6HnL5uHsqnnz5i6bE0eOHJmmoUqYdu3aZQzSORwOVatWzWPXq1y5slFfvHhRZ8+e9dj1AOQeR44c0aVLl4weg3ywg/WBDQzyuff3YZMmTYyaQT7kJtZBvrCwMJuSAMiofv36qVOnTsl1uXLlNGTIEBsT/U/9+vW1bNkyFStWzOgfOnRIH3zwgZo2baqSJUvq8ccf14IFC/Txxx+rbt26Lp+tSVLFihW1ePFij36+AAAAAAAAALgbg3wAvJ51I9/Bgwd1+PBhm9IAyM727t2rffv2GT1vG+STpFGjRikgICC5TkhI0HPPPWdjIgAAcCPWm42sw2FW5cqVU9myZY3e0qVLr/uetWvXKjo6Orl2OBwum/2Qfi+//LJR79y584b/LuBq+/btRl2xYkUFBQV57HplypSRv7+/0YuIiPDY9QDkHtu2bTPqAgUKqHTp0jalQW7Wvn17o96+fbtOnjxpU5qsZx3kq127tlvPHx4ebtRr165luy9yhUuXLikyMtLosZEP8D4Oh0Nz587VqFGj9Oqrr2rZsmXKnz+/3bGS1apVS8uXL1fJkiVTPH7y5ElNmjRJnTp10rPPPuuyhc/hcOjpp5/W1q1bXf7MBgAAAAAAALI7BvkAeL1atWqpUKFCRm/FihU2pQGQnVm38RUvXlz16tWzJ0wmVKhQwWVw79dff9WZM2dsSgQAAK7nzJkzLjdC3miQT5LLEN6yZcuu+/olS5YYdb169VSkSJE0ZUTq7rjjDtWoUcPosZEl/ayDfLVq1fLo9Xx9fVWpUiWjxyAfAHdIaXjI4XDYlAa5WaNGjZQvXz6jZ/16MKeKjo52+XPd3Rv5rEMBZ86c0aFDh9x6DSA72rx5s1HnyZPH41+7A/CMwMBAPfvss3r77bddHhaVHVStWlUrVqxI97BwhQoVtGzZMo0ZM8ajDwgCAAAAAAAAPIVBPgBez8fHRy1btjR6y5cvtykNgOzMOsh3++23e+3NdkOHDlVgYKDR27Fjh01pAADA9fz1119GHRwcrLp1697wfW3atDHq5cuXKykpKdXXL1682KjbtWuXjpRIjY+Pj9q2bWv0rENpuLGsHuSTpCpVqhj17t273XLeixcv6uTJk2zlAXIp6yCfu4eHgLTy8/NTq1atjJ7168GcateuXS5fF7v7a4vy5cu7PEDQ+vsfyIk2bNhg1LVq1VJAQIBNaQDkdBUqVND69eu1du1aDR061OVBSlZPPfWUtm7dqltuuSWLEgIAAAAAAADuxyAfgBzBesMCG/kAWMXExLg8lbxDhw42pcm8kJAQVatWzejt3LnTpjQAAOB6Vq1aZdRNmjSRn5/fDd9n3ch37ty5VAfIrl696rIlzjp8hoyrWbOmUfMAhfSzY5CvatWqRv39999nevju+++/V4UKFVSiRAk98MADSkxMzNT5AHifbdu2GTWDfLCT9cENixcvzhWD5taBuooVKyokJMSt13A4HKpdu7bRs/7+B3KijRs3GnV6N2UBQHr5+PiocePGevfdd7Vjxw7t2bNHI0eOVPPmzZMfxlmpUiUtX75cn3zyiYKDg21ODAAAAAAAAGQOg3wAcgTrIF9ERIROnDhhUxoA2dHKlSsVHR2dXDscDt166602Jso865NJGeQDACB7sg7yNWvWLE3vK1u2rMqXL2/0li1bluJrV65cqYSEhOTaz8/PZXM5Ms46yLdnzx7j1xvXd/HiRR07dszoZcUgX6dOnYw6MjJSS5cuzfD51q5dq169eunChQuSpGnTpmnatGmZygjAu8TGxrps92SQD3ayDvIdOnRI+/fvtylN1smqzZgM8iE3sg7yhYWF2ZQEQG5VpUoVvfDCC/rzzz916tQpbdq0Sbt372YLHwAAAAAAAHIMBvkA5Ah169ZVvnz5jB5b+QD818KFC426cePGKlKkiE1p3INBPgAAsr+YmBj9/fffRq958+Zpfr91K19qQ0jWzcNNmjRx+1aS3Mw6yBcXF6e9e/falMb7WDcY5smTR5UrV/b4dVu0aOHyNfPEiRMzdK7jx4/rnnvuUWxsrNF/6623FB8fn+GMALzLrl27XDZxZsVgMpCaWrVqqWjRokZv8eLFNqXJOgzyAZ5x5coVl4F1NvIBsFNoaKjq1asnX19fu6MAAAAAAAAAbsMgH4Acwc/PTy1atDB6DPIB+C/rIF+HDh1sSuI+1hvKGeQDACD72bhxo+Li4pJrh8Ohpk2bpvn9bdq0Merly5crKSnJ5XXWG7at21mQOYULF1aJEiWM3vbt221K432sv1ZVq1aVv7+/x6/rcDg0YMAAo/f999/r5MmT6TpPdHS07r77bp04ccLl2P79+/X1119nKicA72EdHipfvrzLw8WArORwONS2bVujl9MH+ZxOp7Zs2WL0rAN37mI97549e1yG+oGcZMuWLXI6ncm1r68vm2cBAAAAAAAAAHAzBvkA5BitWrUy6uXLl9uUBEB2c/jwYZcht5wwyGfdLnLq1CmdO3fOpjQAACAlq1atMupatWqpQIECaX6/9e85Fy5ccNkEcv78eW3atMnoWW/oRuZZH6Jg3TKXXteuXdPMmTM1Y8YMt2x0u3Llij799FN169ZNI0aMUEJCQqbP6S7WQb6s3F7Vt29f5c2bN7lOSEjQlClT0vx+p9Opxx57TOvXr0/1Ne+8844xsAsg57L+GcxwA7KD9u3bG/XixYtTfPBDTnHq1CmdPXvW6Hnq96L1a5bExESXbWVATrJx40ajrlGjhvG1NAAAAAAAAAAAyDwG+QDkGLfccotR79ixw+Ub+gByp0WLFhl14cKF1ahRI5vSuE+FChVcNpns2rXLpjQAACAl1kG+5s2bp+v9ZcqUUYUKFYze0qVLjXrZsmXG1oS8efMqPDw8nUlxI+4c5HM6nerVq5d69eql3r17Kzw8XGfOnMnQuU6cOKFhw4apTJkyGjx4sObOnatXX31Vb775ZobzuZudg3wFCxZUr169jN6kSZOUmJiYpvd/9NFHmjZtmtErUqSIUR88eFBffvllpnIC8A7WjXye2gIGpId1E/O5c+dc/lvNSawDtUFBQS5fL7tL/vz5VbZs2eteH8hJNmzYYNQNGjSwKQkAAAAAAAAAADkXg3wAcoyGDRu6PBn0ek/MB5B7LFy40Khvu+02+fr62pTGffz8/FS1alWjZ908CAAA7ON0OvXXX38ZvWbNmqX7PG3atDHq119/Xd26ddMXX3yho0ePasmSJcbxFi1aKCAgIP2BcV3W4TPrcFp6LF++XD/99FNyvXHjRrVs2VKHDx9O8zm2b9+ufv36qWzZsnrvvfd04cIF4/gnn3yiS5cuZTijuzidTpcb3rNykE+SBgwYYNSHDh1yedhHShYsWKCXXnrJ6IWEhGj58uUuQ7nvvPOOYmNjMx8WQLZmHY5iIx+yg3LlyrkMsi1evNimNJ5n/X1Yq1Ytj37OZx3YZZAPOZl1Ix+DfAAAAAAAAAAAuB+DfAByjDx58rh8U3HdunU2pQGQXcTHx+uPP/4weh06dLApjfvVqFHDqBnkAwAg+4iMjHTZspbejXyS1Lp1a6OOiorS3Llz9eijj6p06dL67LPPjOPWrSxwD+tGvsjISMXFxWXoXP/3f//n0tuzZ4+aN2+u3bt3X/e9y5cvV4cOHVS7dm19+eWXio+PT/F1UVFR+vzzzzOUz51Onz6tc+fOGb2sHuRr2LChy+cFEydOvO57du/erV69ehnbLh0Oh7799lvVrFlTb731lvH6I0eOaMqUKe4LDSDbOXPmjE6ePGn0GORDdmH9+i83DfJ5+vchg3zILaKjo10+Ww4LC7MpDQAAAAAAAAAAOReDfABylMaNGxs1G/kArF69WpcvXzZ6t912m01p3M86yLdjxw6bkgAAACvrNr7ixYurfPny6T5Phw4dlC9fvlSPJyQkGHXbtm3TfQ3cmPXrroSEBEVERKT7PIcOHdKPP/6Y4rGjR4+qZcuW2rBhg8uxv/76S+3bt1fr1q3TtE1O+mcrn/W/j6xm3VyYN2/eDP0+yAyHw+Gyle+XX35JdQPihQsXdNddd7n8PeKdd95R586dJf2zKbNVq1bG8REjRigmJsaNyQFkJ9bhncDAQFWqVMmmNIDJOsi3YsWKDD9wILtjkA/wjK1btyoxMTG5djgcqlu3ro2JAAAAAAAAAADImRjkA5CjNGrUyKjXrVtnPD0fQO6zcOFCo65Xr55KlChhUxr3YyMfAADZ16pVq4y6efPmcjgc6T7PTTfdpO+++07169e/4WsLFCjgsnkM7lGgQAGVKlXK6FmH1NJiwoQJSkpKSvX42bNn1aZNGy1btkzSPw+o6dixo5o3b57qdp2AgAD1799fX3/9tdE/cuSI5s6dm+6M7mT9NapZs6Z8fLL+I8levXoZA7FJSUkpbiyMiorSHXfc4TKk2aNHDw0dOjS5djgcevPNN43XHDt2TJMnT3ZzcgDZhXV4qGbNmvL19bUpDWCyPsjh6tWrWrdunU1pPCc+Pt7lsy/roJ27Wc9/9OhRXbhwwaPXBOywceNGo65atapCQkJsSgMAAAAAAAAAQM7FIB+AHMW6ke/MmTM6dOiQTWkAZAfWQb4OHTrYlMQzrIN8x48f18WLF+0JAwAADCkN8mVU+/bttXHjRh07dkxTpkxR9+7dVahQIZfX9ezZk6ECD6pVq5ZRp3cbcnR0tMugV58+fVz+LhsVFaUOHTrotttuU+PGjV2+pv1XkSJF9Prrr+vQoUOaNGmS+vbtq6ZNmxqvGTVqlK0PuLEO8ll/DbNKSEiI7r//fqP3+eefKz4+Prm+evWq7rjjDq1Zs8Z4XYMGDTRlyhSXQdxWrVq5DE689957io6OdnN6ANlBVm8BA9IjNDTUZXNWag8A8GYREREumwY9PchXtWpV5cmTx+hl5GEOQHZnHeQLCwuzKQkAAAAAAAAAADlbthjku3btmn799Ve98847uvfee1W2bFk5HA45HA698cYbaTrHqVOn9Nxzz6lq1arKmzevChcurJYtW+rzzz9P081K+/bt0+OPP67y5csrMDBQRYsW1e2336558+Zl8mcHICtVqFBBhQsXNnrr16+3KQ0AOzmdTr377rvatGmT0e/YsaNNiTyjUqVK8vPzM3q7du2yKQ0AAPjX+fPnXf5Mzswg379uvvlm9evXT7NmzdLp06f1119/afjw4ercubOeffZZffDBB5m+BlJXs2ZNo07vIN+MGTN0/vx5o/fqq69q8eLFateundGPjY3V77//nuJ5SpQoobFjx+rw4cN68803VaxYseRjzz77rPHav//+W3/++We6crpTdhnkk6THH3/cqE+cOKGff/5Z0j+fT3bu3Nnl16p48eL64YcfFBQUlOI5rVv5Tpw4oc8++8yNqQFkF9u2bTNqBvmQ3Vi/lvjjjz9sSuI51oHakiVLqkiRIh69Zp48eVStWjWjZ/3/AZATbNiwwajZ9A4AAAAAAAAAgGdki0G+devW6Y477tBrr72m77//XocPH07X+zds2KCaNWtq9OjRioiIkJ+fn6KiovTnn3+qf//+6tChg2JjY1N9/4IFC1SnTh1NmjRJBw8eVEBAgM6dO6fffvtN9913nx5++GFbn1wOIO0cDocaNWpk9NatW2dTGgB2SUxM1FNPPaVXXnnF6BcsWNBlQ4m38/f3V+XKlY3ezp07bUoDAAD+9ddffxl1YGCg6tWr59Zr+Pn5qWnTpnrjjTf0008/adSoUSpQoIBbrwFTZgb5nE6nxo4da/Ruu+02VatWTSEhIfrll1907733XvccRYsW1ccff6x9+/Zp8ODBKQ6X3XPPPSpfvrzRGz16dJpzupPT6XQZ5LP+GmalunXruvx9YOLEiYqJidE999yjpUuXGsdCQ0O1ZMkSlS5dOtVztmjRQrfeeqvRe//993Xt2jX3BQdgu8TERJf/n3l6CxiQXtZBvjVr1ujKlSs2pfGM5cuXG3VWDdRaf7+zkQ85TWxsrMt/1wzyAQAAAAAAAADgGdlikE+SChUqpHbt2umFF17QjBkzVLx48TS979KlS7rzzjt17tw5VatWTevXr1dUVJSuXr2qcePGKU+ePPrtt980ZMiQFN9/4MABde/eXdeuXVPz5s21Z88eXbp0SZcuXdLrr78uSZo6dao+/PBDt/1cAXhW48aNjZqNfEDuEhsbq169emncuHEux959913lyZPHhlSeVaNGDaNmkA8AAPtZB/kaN24sf39/m9LAXaxDaHv37lVMTEya3rtq1Spt3rzZ6D355JPJPw4ICNCsWbP0yCOPuLy3SJEiGjlypPbv369nnnlGefPmTfU6vr6+evrpp43ejz/+qL1796YppzsdPnzYZYDAzo18kjRgwACj/v3333X77bfrt99+M/pFihTR4sWLVb169Rue07qV79SpU5owYULmwwLINlL6/z0b+ZDd3HLLLfLz80uuExIStHLlShsTudfJkyf15ZdfGj3r9wI8xTrIx0Y+5DQ7duxQfHy80atfv75NaQAAAAAAAAAAyNmyxSBfy5Ytdf78ef3xxx8aOXKkevbsqYCAgDS996OPPtLJkyeVN29eLViwQA0bNpT0z3aaQYMGJd9IM2nSJEVERLi8//XXX9fVq1dVvHhxzZ8/X1WqVJEkhYSE6M0339Rjjz0mSRoxYoQuXLjgjp8uAA+zbuT7+++/lZiYaFMaAFnp0qVL6tixo+bMmeNybMyYMRo4cKANqTyPQT4AALKfVatWGXXz5s1tSgJ3sn7dlZSUpN27d6fpvdZtfBUqVFDHjh2Nnp+fnyZPnqx3331XBQsWVJkyZfTOO+/owIEDeuGFFxQcHJymaz388MPGdkan06kxY8ak6b3uZN3qUaBAAZUsWTLLc/xXt27dVKhQIaO3YsUKoy5YsKB+//33NG/batq0qcu/yw8++CDNQ54Asr+tW7cadfHixRUaGmpTGiBlISEhatKkidFbvHixTWncb8yYMYqNjU2u8+TJk+IDEDwhpUE+p9OZJdcGssKGDRuMulKlSmx7BwAAAAAAAADAQ7LFIJ+vr2+G3/v1119Lknr27Kny5cu7HH/yyScVEhKixMRETZ8+3Th29epVzZs3T5I0cOBAFSxY0OX9Q4cOlSRdvnxZP/zwQ4ZzAsg61kG+q1evpvnGSgDe68SJE2rVqpWWLl1q9PPkyaMZM2a4bCXJSRjkAwAge4mLi9O6deuMHoN8OUNISIjKlStn9Hbs2HHD9x07diz5M6h/DRo0KMXPxBwOh4YOHapz587p0KFDeuWVV5QvX7505cyXL1/yw6n+NXXqVJ0/fz5d58ks6yBfrVq15HA4sjSDVd68efXQQw+lejx//vz67bff0r2B5I033jDqM2fO6M8//8xAQgDZkXX7Ftv4kF21a9fOqHPKIN+FCxc0fvx4o/fAAw+odOnSWXJ96yDfpUuXdPTo0Sy5NpAVNm7caNRhYWE2JQEAAAAAAAAAIOfLFoN8GbVnzx4dPnxYklyeev2vkJAQtWzZUpL022+/Gcf+/PNPRUdHX/f95cqVU/Xq1VN8P4DsqXjx4i7fwLfeRAsgZ9m7d6+aNWumLVu2GP18+fLp119/Vc+ePW1KljVq1qxp1IcPH1ZUVJRNaQAAwKZNm1w2cTVt2tSmNHA369de1mG1lEycONHYFB8UFKSHH374uu/x8cncx3ZPPvmkMSh47do1ffbZZ5k6Z3qlNMiXHTz++OMp9kNCQrRw4UKXBwSlRePGjdW4cWOjZ33ICADv5HQ69ffffxu9tG7sBLKadZBv8+bNOnv2rE1p3GfcuHHGZ10+Pj566aWXsuz6pUuXdtlOZh3wBbyZdZCvQYMGNiUBAAAAAAAAACDn8+pBvv/eDHS9G4H+PWbdTvPf91tvwkrp/Wl5wjqA7MF689z69ettSgLA0+Li4nTnnXfq4MGDRr9o0aJatmyZyw1MOVGVKlVcbvRmEykAAPZZtWqVUVevXl2FCxe2KQ3czfoZ1I0+L4qNjdWkSZOMXt++fVWwYEF3RzOULl1a3bt3N3pjx45VXFycR6/7X9l1kK9q1apq06aN0QsKCtKCBQsyNXTbtm1bo162bFmGzwUgezhw4IA6deqkX3/91eizkQ/ZVXh4uIKCgoxeVgyWx8XFKSEhwSPnvnLlisaMGWP0unfvrsqVK3vkeilxOBwuX8cwyIecIj4+3uUBeQzyAQAAAAAAAADgOV49yHf8+PHkH5csWTLV1/177PLly7py5YrL+wsVKuTyjc2U3v/f6wHI3qxPz2cjH5BzffHFF9qzZ4/Rq1ixov76669cc8NBQECAKlWqZPSsDzAAAABZx3qzdPPmzW1KAk+wPgzqRoN8s2fP1unTp43e4MGD3Z4rJc8++6xRnzhxQrNmzcqSayckJGjXrl1GL7sM8knSyJEjlTdvXkn/bPL++eef1bJly0yds3Xr1ka9bt06Xb16NVPnBGCP+Ph4vf/++6pZs6bLEJ/k+tkjkF34+/vrlltuMXp//PGHR685efJkhYaGqnjx4hoxYkS6BvqcTmeazn/+/HmjN3To0HTnzCzrJk4G+ZBT7Nq1S7GxsUYvt3yuDgAAAAAAAACAHbx6kC8qKir5x9cbxPvvsf++598fX++9/z3+3/cCyN6sG/m2bt2qmJgYm9IA8JTo6Gi98847Rq9mzZpatWqVKlasaFMqe9SoUcOo2SQMAIA9JkyYoPnz5xs9BvlyFusg3/79+687rDV27FijbtOmTZYNtDVs2NDlZv5Ro0al6ab5zNq3b5/LDcHWXzs7NWzYUNu3b9fs2bN18OBBl216GdG8eXP5+fkl1wkJCfrrr78yfV4AWWvVqlWqX7++hg4dqujoaJfjjz76qKpXr25DMiBt2rVrZ9SLFy/22LWOHz+uQYMG6fLlyzp37pxeffVVtWzZUpGRkdd93/79+/XAAw+oaNGiat68uTZu3Jji62JjY/XRRx8ZvTvvvNOWrZhs5ENOZf39V65cOTbKAwAAAAAAAADgQV49yAcAqQkLC5PD4Uiu4+PjtWXLFhsTAfCE8ePHu2zMHTdunIoVK2ZTIvtYB/nYyAcAQNb78ccfXTat5c2bVx07drQpETyhWrVqxt83JblsnvvX2rVrtX79eqP35JNPeixbSqxb+bZs2aIlS5Z4/Lrbt2836mLFiik0NNTj102PChUqqFu3bm67UTkkJMRlS5d1QyeA7CsuLk6PP/64WrRokeLDcUqUKKHZs2dr0qRJNqQD0s46yLdv3z4dOnTII9eaOXOm4uPjjd6aNWtUr149ffbZZy4PDzh16pSefPJJVatWTd98843Onj2rv/76S61bt07xz8yvvvrK5bO/YcOGuf8nkgbWjXy7du1y+bkD3mjDhg1GzTY+AAAAAAAAAAA8y6sH+fLly5f842vXrqX6uv8e++97/v3x9d773+P/fS+A7C1//vyqVq2a0Vu3bp1NaQB4wuXLl/Xee+8Zvfbt26t169b2BLIZg3wAANhr9erV6tmzp5KSkoz+//3f/+XKhwzkZEFBQS7bn1PbhmzdxlemTBl17tzZY9lS0rlzZ1WqVMno/d///Z/Hr2v9NcmqLYR2s/59ZNmyZbbkAJB+Tz31VIpDeg6HQ4MHD9auXbvUrVs3l2FuILupW7euihQpYvQ8tZVv+vTpKfavXbumAQMG6M4779SJEycUFRWl4cOHq2LFiho3bpzLAFxUVJQ6dOig7777LrmXkJCgDz74wHhdmzZt1LRpU/f/RNLAOsgXHx+viIgIW7IA7mTdyBcWFmZTEgAAAAAAAAAAcgevHuS7+eabk3987NixVF/377H8+fMrJCTE5f0XLly47jDfv+//7/UAZH+NGzc2ausWBADebcyYMTp37pzRGzFihE1p7Gcd5Dt48KCuXr1qUxoAAHKXiIgIde7cWTExMUZ/+PDhevTRR21KBU+qWbOmUac0yHfy5EnNnj3b6D3xxBPy8/PzaDYrHx8fDRkyxOj9/PPPOnDggEeva93Il1sH+davX68rV67YEwZAmkVERGjy5Mku/fr162vt2rUaO3asChQoYEMyIP18fHzUpk0bo+eJQb7du3e7DABZLViwQLVr11bFihX11ltvXfezqri4OHXr1k2ff/65JGn27Nnav3+/8Rq7tvFJUqFChVSyZEmjt23bNpvSAO7hdDq1ZcsWo8dGPgAAAAAAAAAAPMurB/n+ewOQ9eag//r3mPUG9/++P7Unp//3/dabtABkb40aNTJqNvIBOce5c+f00UcfGb277rrLZYA3N6lataqxFcDpdGrPnj02JgIAIHc4efKkOnTo4PKAgUceeUTDhw+3KRU8zfoZUUqfS3322WfGtpnAwEDbBjsfeOAB5c+fP7l2Op2aMGGCR6+ZWwf5mjVrZgxrJiQk6K+//rIxEYC0GDFihLFVNzAwUKNHj9a6detcPmMEvEG7du2MesmSJXI6nW69xrfffmvUxYoV04ABA1xed+7cOZ05c8alHxAQoIYNGxq9pKQk9e/fX++9957ee+8941ijRo1cfl5ZzbqVj0E+eLuTJ0+6DNjmlq/bAQAAAAAAAACwi1cP8lWtWlVlypSRJC1cuDDF11y9elUrV66UJN12223GsRYtWihv3rzXff+hQ4e0a9euFN8PIHuzDvTs2bNHly5dsikNAHcaOXKkoqKikmuHw6G3337bxkT2CwoKUvny5Y3ezp07bUoDAEDuEBUVpU6dOrlsNuvYsaMmTJhgDNkjZ7nRRr64uDhNnDjR6PXp00dFihTxeLaUhISEqF+/fkbv888/17Vr1zxyvdjYWEVERBi93HJDcEhIiMvnEcuWLbMnDIA0iYyM1LRp04ze008/rSFDhmT5FlXAXdq3b2/UJ0+edOvnRE6n02WQr2fPnpowYYIWLFig4sWLp/peHx8fPfTQQ4qIiNCaNWv02GOPubxm2LBhLg8FeOWVV2z/+ppBPuQ01q2XAQEBuvnmm21KAwAAAAAAAABA7uDVg3zSP08Ul6SZM2fq4MGDLsc//fRTXblyRb6+vurTp49xLDg4WF27dpUkTZgwIcUBnw8++ECSlC9fPt19993uDQ/Ao+rUqSN/f3+j9/fff9uUBoC7nDhxQmPHjjV6vXr1crmRJjeybh9mkA8AAM+5fPmyunfvro0bNxr9sLAwzZ49W3ny5LEpGbKCdSjt8OHDunz5cnI9b948nTx50njNk08+mSXZUvPEE08Y9YULFzRjxgyPXGvPnj1KTEw0etavVXOy1q1bG/XSpUvtCQIgTazb+IKCgvTcc8/ZmAjIvIoVKyY/CPNff/zxh9vOv27dOu3bt8/o9e7dW9I/D7XYtm1b8vff/qtLly7aunWrpk6dqjJlysjX11cTJ07UsGHDrnu9mjVrqnPnzm7Ln1EM8iGnsQ7ylS9fXj4+Xn/7AAAAAAAAAAAA2Vq2+ST+woULOnv2bPI//37j/Nq1a0b/ypUrxvuef/55FS9eXNeuXVOnTp20YcMGSf88+XzChAl67bXXJEmPPfaYqlSp4nLdt956S8HBwTpx4oQ6d+6syMhISf9s8nvrrbeSn57+6quvqlChQh77+QNwv4CAANWtW9forV+/3qY0ANxlxIgRio6OTq59fX315ptv2pgo+2CQDwAAzzty5Iief/55lS5dWgsXLjSOVahQQb/88otCQkJsSoesUrVqVfn6+hq9/37tZX3wRMuWLV3+fprVqlSpottvv93ojRs3Tk6n0+3Xsm7QKVu2rPLnz+/262RX1kG+9evXu3ymCSB72Ldvn8s2vsGDBys0NNSmRIB7OBwOtWvXzugtXrzYbee3buOrVKmSGjVqlFzfdNNNmjNnjmbMmKG2bduqe/fuWrlypX788UeXzcYOh0MjRozQ6NGjU73e0KFDs8VwkXWQ7+DBg4qKirIpDZB51kG+ChUq2JQEAAAAAAAAAIDcw/7vev1/9evXV2hoaPI/R44ckSR9+OGHRn/w4MHG+woUKKD58+erSJEi2rlzpxo2bKj8+fMrJCRETzzxhOLi4nTbbbfp448/TvG65cuX1+zZsxUUFKSVK1eqSpUqKliwoAoUKKDhw4fL6XTqoYce0gsvvODxXwMA7te4cWOjXrdunU1JALjDwYMHNWnSJKP38MMPq1KlSjYlyl4Y5AMAwHM2btyoPn36qEKFCho1apSxfU2SihQpol9//VXFihWzKSGyUkBAgMvXoDt27JAkbdiwQatXrzaO2b2N71/WHJs3b9aqVavcfh3rIJ91g2FO16xZM2MrZ2Jiokd+nQFk3ogRI4wNokFBQXr++edtTAS4j3WQb/ny5UpISMj0eRMSEjRz5kyj17t3bzkcDqPncDjUs2dPLV68WLNmzVKLFi2ue94hQ4boq6++cnlYQoUKFdSjR49M53aH6tWru+Szft0DeJMDBw4Ydfny5W1KAgAAAAAAAABA7pFtBvkyIywsTDt27NCQIUNUuXJlxcfHKzg4WC1atNDkyZP166+/KiAgINX333HHHdq6dav69++vcuXKKTo6WgULFtStt96quXPnaurUqS7fgATgHf77FGCJjXyAt3vzzTcVHx+fXPv7+ydv34XrIN++ffsUExNjUxoAAHKGFStWqF27dgoLC9O3336b4s3PQUFBmj9/vqpUqWJDQtjFuk3m30E+6za+kiVL6u67786qWNfVoUMHly0b48aNc+s1Ll++rL/++svoWX+tcrrg4GCXBwstW7bMnjAAUrVv3z59/fXXRu+JJ55gGx9yjLZt2xr15cuX9ffff2f6vEuWLNHp06eNXu/evTN9Xkl64IEH9MMPPyhv3rySJF9fX40ZM0Z+fn5uOX9mBQQEuHzNv23bNpvSAJnHRj4AAAAAAAAAALJe9vjOl/7ZsJMZxYoV0+jRozV69OgMvb9ixYouG34AeD/rjXNHjx7V8ePHdfPNN9uUCEBG7d692+UGu4EDB6p06dI2Jcp+qlevbtRJSUnas2eP6tata1MiAAC829y5c9WzZ09jU89/ORwO3XPPPXr77bddBuqR89WqVUvfffddcr19+3adOXPGZUPNwIEDje1sdvL19dWgQYP03HPPJffmzZuX6b8nHz58WD///LN++uknLV261Hj4hpT7NvJJUuvWrY0tfAzyAdnPu+++a/wZnzdvXrbxIUcpUaKEatSooZ07dyb3Fi9erPDw8Eydd/r06UYdFhamqlWrZuqc/3XnnXdq//79mj9/vurXr6+wsDC3ndsdateurV27diXXDPLBmzHIBwAAAAAAAABA1ssRG/kAIDVVq1ZVvnz5jB5b+QDv9MYbbygpKSm5Dg4O1tChQ21MlP2EhISobNmyRu+/N2sBAIC0O3v2rAYMGJDiEF9QUJAGDRqkiIgIzZs3jyG+XCqljXyTJ09WbGxscs/f31/9+/fP6mjX1a9fPwUFBSXXCQkJ+uyzz9J9npiYGH300Udq0KCBypYtq8GDB+u3335zGeKTlCsfLNG6dWujXr9+vaKiouwJA8DFgQMHUtzGV6xYMZsSAZ7Rvn17o168eHGmzhcdHW08yECS+vTpk6lzpqR48eJ69NFHs90Qn/TPIN9/McgHbxUTE6Njx44ZPQb5AAAAAAAAAADwPAb5AORoPj4+atiwodFjkA/wPidOnNDcuXON3tNPP80NdimwDhIwyAcAQMY899xzOnfunNErVqyYRowYoSNHjmjcuHGqVKmSTemQHVgH+Y4fP65PPvnE6PXs2VNFixbNylg3VKhQId1///1G77PPPlNcXFy6zjNkyBC98MIL2rRp03Vf17ZtW5cb3nODpk2bGpsYExMTjQ19AOz17rvvKiEhIbnOmzevXnjhBRsTAZ7Rrl07o161apWuXbuW4fP9/PPPunLlSnLtcDjUo0ePDJ/PG6U0yOd0Om1KA2TcwYMHXXrly5fP+iAAAAAAAAAAAOQyDPIByPEaN25s1OvWrbMpCYCM+uqrr4xtOMHBwXr++edtTJR9McgHAEDmLV682GVLz913361Dhw5p2LBhKly4sE3JkJ1UrlzZGNSSpNOnTxv1k08+mZWR0mzQoEFGferUKZcHZ1zPkSNHNHny5FSP58mTR7fffrs+++wz/frrr3I4HBnO6q2Cg4NdPo9YtmyZPWEAGA4ePKgvv/zS6A0YMICHBSFHatWqlXx8/vetwLi4uEwNln/77bdG3bZtW918880ZPp83sg7ynT9/XidOnLApDZBx+/fvN+rQ0FDly5fPpjQAAAAAAAAAAOQeDPIByPEaNWpk1OvXr+cJuYAXcTqdmjJlitHr0aOHChUqZFOi7M3bBvnWrVunmTNnaseOHfy/GQCQLURHR2vAgAFGL3/+/Pr0008VEBBgUypkR/7+/qpSpUqqx8PDw102xGcXderU0S233GL0xo0bl+b3jxkzxnjQhvS/TX+zZ8/W2bNntXDhQj322GPy9/d3S2Zv1KZNG6NmkA/IHqzb+AIDA/Xiiy/amAjwnAIFCrh8Pr548eIMnev8+fNasGCB0evTp0+Gs3mrcuXKKTg42Oht27bNpjRAxlkH+SpUqGBTEgAAAAAAAAAAchcG+QDkeNYn4F+8eFF79+61KQ2A9Fq5cqUiIyON3iOPPGJTmuzPOsgXGRmpuLg4m9Jc35tvvqkmTZqoV69eqlWrlkqUKKHevXvriy++0IEDB+yOBwDIpd59912Xvy+8//77uW7TCNKmZs2aqR7Lrtv4/mXNt3r1am3YsOGG77t48aImTZpk9B555BGdOnVK33zzjbp166b8+fO7Nau3at26tVH//fffioqKsicMAEnSoUOHNHXqVKM3YMAAFS9e3KZEgOe1a9fOqDM6yDdv3jzFx/8/9u46Oqp7a+P4MxEkEIKV4O5WLMFbrEAo7hK8uLtT3GkLxaGkOBQpVlyKhktwLe5FWlxDZN4/upq3J5NAEpKcBL6ftViX3z72DOUmmeHss/2C1nHjxlXt2rU/KFtsZGdnp7x58xpqNPIhNgr++WumTJlMSgIAAAAAAAAAwKeFRj4AH720adPK1dXVUPPx8TEpDYDwmjdvnmGdM2dOFS9e3KQ0MV+uXLkM64CAAJtGyJhg7ty5GjZsmKF2//59LVu2TN98840yZ86szJkzq3Xr1pozZ46OHTsWYxsSAQAfj3Pnzmn8+PGGWvHixdWuXTuTEiGmC62RL2XKlKpbt240pwmfGjVqKE2aNIZaWKbyzZ07Vy9evAha29nZacCAAXJ0dIz0jLFd8eLFDX8uAQEB2r9/v4mJgE/b9evX5eHhwTQ+fHKCN/IdPXpUjx8/DnHfJ0+e6Pr16woMDLTZtmTJEsO6atWqcnFxibygsUi+fPkMaxr5EBsxkQ8AAAAAAAAAAHPQyAfgo2exWGym8h0+fNikNADC4+nTp1q1apWh1rp1a1ksFpMSxXwuLi42N2SfO3fOpDQh27Jlizp06PDe/a5du6b58+erXbt2Kly4sBIlSqSiRYuqU6dO8vLy0sWLF6MhLQDgUxEYGKi2bdsapow4ODhozpw5srPj4xOELPg0ln+1b99eceLEieY04ePo6GjzM9myZcv0119/hXrM27dvNWXKFEOtdu3aypIlS5RkjO2cnJxUtGhRQ+333383JwzwifPx8VHRokV1/vx5Q71t27ZKlSqVSamA6FGiRAnFixcvaG21WkP8fjR//nylSZNGmTJlUtKkSeXh4aGRI0dq165dunDhgvbu3WvYv3HjxlEdPcaikQ8fAxr5AAAAAAAAAAAwh4PZAQAgOri5uWnDhg1BaybyAbHDsmXL9Pr166C1g4ODmjVrZmKi2CF37ty6c+dO0DomNfKdPHlS9erVU0BAQLiP9fX11eHDhw3N2BUrVtSoUaPk5ub23uNv3rypLVu26OXLl0qQIIHNL2dnZ+XOnVv29vbhzgYAiP3mzZunAwcOGGp9+vQJtVELkEKeyOfo6Bhrpji2adNGI0aMCJp87Ovrq379+mn+/Pkh7r98+XLDz5mS1Lt37yjPGZuVLVvWMIWPRj4g+q1fv16NGjXSq1evDPW0adNq0KBBJqUCok+8ePFUqlQp7dixI6i2c+dO1apVK2g9depUdevWLWj99OlTbdmyRVu2bAnxnC4uLqpSpUrUhY7hgjfynTt3TgEBAXymhFjDarXSyAcAAAAAAAAAgEl4pDyAT0LwiXzHjh3T8+fPTUoDIKx++uknw7patWpKkSKFSWlij9y5cxvWMaWR7/bt2/r666/14sULQ71///66dOmSZs+erfr16yt58uRhPue2bdvk7u6uWrVqhfj084CAAG3atEnVq1dXpkyZ1K5dO/Xs2VPt2rWTp6enatWqpYoVK6pkyZLKnz+/0qVLF2P+vAAA0efevXvq27evoZYlSxYNGTLEpESILbJkyWIzea9evXpKmTKlSYnCJ0WKFGrQoIGh5uXlpV9++cVmX6vVqkmTJhlqpUuXtpk4B6MyZcoY1kePHtWzZ8/MCaN/po/OmTNHnp6eWrJkiaxWq2lZgOjw448/qmbNmjZNfHny5NH+/fv5jAGfjPLlyxvWO3fuDPr9xIkTDU18YVGnTh3DlL9PTfCHffj6+urWrVsmpQHC7++//7b5jJZGPgAAAAAAAAAAogeNfAA+Ce7u7rKz+/8veW/evNHSpUtNTATgfU6dOqUjR44Yat98841JaWKX4I18Z86cMSnJ/3v27Jm+/vprmwkuDRs21OjRo5U1a1a1bdtWK1as0P3793Xy5El9//33atiwobJmzfre869du1aff/65GjdurEuXLunBgwcaO3assmbNqq+//lobNmxQYGDge89z9+5dde7cOcKvEwAQO3Xv3l1Pnz411GbNmqX48eOblAixhYODg8qVK2eohfdGeLMNHz5czs7Ohlrbtm1148YNQ23btm02D05gGt/7FStWzNDsGRAQYDP9Mzr17t1b7dq105IlS+Tp6an69evzoCN8lAICAtSjRw917drVpmG1XLly2r9/vzJkyGBSOiD6BW/k++OPP3Tnzh2NHDnS5oEWYdGkSZPIihYrJU+eXC4uLoba5cuXTUoDhF/waXwODg5KmzatSWkAAAAAAAAAAPi00MgH4JOQJEkSVa1a1VCbOXMmT54HYrDg0/jSpEmjSpUqmZQmdglpIt+OHTtMSiP5+fmpbt26OnXqlKFeunRp/fzzz4ZGa0mys7NT/vz51b17dy1btkyXLl3So0ePtH37do0dO1Z16tQJcWqf1WrVsmXLlCtXLqVNm1YDBw7U9evXw533999/t2k4BAB8nF69eqVOnTppxYoVhrqnp6cqVKhgUirENt99951KlCihjBkzavr06TYT4WO6TJkyacaMGYba06dP5enpqYCAgKBa8Gl8OXLksHmfDVtOTk42Uwt3795tSpYpU6bo+++/N9RWrVolNzc3plLjo+Ln56d69erphx9+sNnWokULbd68WYkTJ472XICZChUqZPP3vl69eho6dKjNvsOHD9cvv/yibt26qUiRIrK3tzdsL1KkiL788suojBvjWSwWmwdPXbp0yaQ0QPhdu3bNsM6YMaPN/9cBAAAAAAAAAEDUoJEPwCejQ4cOhvXJkyf1v//9z6Q0AN7lzZs3Wrx4saHWokULbiYIIzc3N5tGty5duujt27fRnsVqtapDhw7avn27oZ4jRw6tXbtWcePGDdN5kiRJogoVKqh///5atWqVbty4oYkTJypZsmQ2+wYEBMjPzy/E8zg7O6ts2bIqVqyY8uXLp8yZM8vV1dXQTGi1WrVy5cpwvEoAQGzk4+OjggUL2jQwJU2aVJMnTzYpFWKjXLly6cCBA7p27Zo6duxodpwI8fT0tJmss3//fo0ZM0aSdPz4cZsHQ/Tq1cvmgQwIWZkyZQzr33//PVLOO3nyZOXOnVsNGjTQlStX3rnv6tWr1aNHjxC3XbhwQe7u7lq2bFmk5ALMNmrUKP3666829REjRmj+/PmGKZnAp8Le3t7m+5G3t7fNft99952GDh0a1Azr4+Ojp0+fateuXRo/frwmT56sbdu28RmdZNPIx0Q+xCbBJ/JlzpzZpCQAAAAAAAAAAHx6uNsGwCejYsWKypQpk6E2c+ZMk9IAeJe1a9fq0aNHhlqrVq1MShP7xI0bV6NGjTLU/vjjjxCnEUQlPz8/tW/f3ma64meffaZNmzYpadKkET63k5OTevfuratXr2r48OFKlCjRO/cvUKCAZs+erT///FO7du2St7e3Tp06pStXrujevXvy9PQ07M9NzADw8fL399eIESNUvHhxXbx40Wb7999/rxQpUpiQDDDX9OnTbd4zDx8+XN7e3jbNrSlSpFDTpk2jM16sVrZsWcP66NGjevr06Qedc82aNerdu7fOnz+vX375RQULFgz1Z9gDBw6oSZMmslqtoZ7v5cuXaty4sbp27WrKA0CAyHLz5k1NmDDBUHN0dNTChQs1ZMgQWSwWk5IB5itfvvw7t0+fPj3Epu8ECRKobNmy6tu3r3r27KkkSZJEVcRYhUY+xGbBG/mCvw8AAAAAAAAAAABRh0Y+AJ8MOzs7tWvXzlBbsWKFTbMQAPMFb/wqW7YsTwUOp2+++UZFihQx1EaMGKFbt25Fy/UfPXqkSpUqac6cOYZ6/PjxtWHDhkj775koUSINHTpUV69eVb9+/RQ/fvygbfHixVPz5s116NAhHTt2TG3btlXChAlDPE+jRo0M68OHD9vc0AIAiP0uXbqkUqVK6dtvv1VAQIBhm5OTk+bMmaNmzZqZlA4wl4uLi5YsWWKYsBMQEKAGDRpo+fLlhn27dOmiePHiRXfEWKtYsWKGCWCBgYHau3dvhM8XEBCgIUOGGGrPnz9X48aN1bp1a718+TKofuHCBVWvXl2+vr6G/Xv06KFChQrZnPvHH39UmTJldPv27QjnA8w0YMAAvXnzJmhtb2+vzZs303wMSKpQoUKIdYvFonnz5sXaycJmoZEPsRkT+QAAAAAAAAAAMA+NfAA+KS1btpSjo2PQ2tfXVz///LN5gQDYuH79unbs2GGotW7d2qQ0sZe9vb1mzJhhmDbw8uVL9erVK8qvfeHCBRUrVky7d+821C0Wi5YsWaKiRYtG+jWTJUumcePG6erVq/rxxx81b9483blzRz///LOKFi363qkL5cuXV7JkyQy14DesAwBiNy8vLxUoUED/+9//bLa5u7vr+PHjatOmjQnJgJijePHiGjZsmKF269YtQ+Ork5OTOnToEM3JYrf48eOrRIkShtrOnTsjfL4VK1bo3LlzIW6bP3++ihQpopMnT+r+/fvy8PCweYBRmzZtNHnyZB04cCDEr3ve3t4qWrSo/vzzzwhnBMLj119/VcmSJVWvXj3duHEjwuc5dOiQli5daqi1a9fuvVPIgE9Fjhw5lDp1akPNzs5OCxcu5LO3CMiWLZthfeXKFQUGBpqUBggfGvkAAAAAAAAAADAPjXwAPikpUqRQ3bp1DbVZs2bJarWalAhAcF5eXoa1i4uLateubVKa2M3Nzc3mxtyVK1dq+/btUXbNHTt2qFixYrp06ZKhHj9+fK1YsUK1atWKsmtLUsqUKdW5c2e1bt1aSZMmDfNxjo6OqlevnqFGIx8AfDymTZumVq1a6dWrV4a6vb29hg0bpv379yt79uwmpQNilgEDBqh06dKhbm/VqpXNAxDwfsEbiXbt2hWh8/j7+2v48OHv3OePP/5Q0aJFVbp0aV27ds2wrUqVKkEP/IgXL57mzJmj+fPn20xY/PPPP9WmTRs+L0GUW7FihWrXrq2DBw9q1apV+vLLLyPURGq1WtWjRw9DzcXF5b3/fwE+JRaLxdCw5+DgoOXLl8vT09PEVLFX8Il8vr6+TLRFrPD27VvdunXLUKORDwAAAAAAAACA6EMjH4BPTvv27Q3rS5cuRfgGOgCRKyAgwKaRz9PTU/HjxzcpUew3ZswYm4a2Ll266O3bt5F+rZkzZ6py5cp68uSJoZ4qVSrt3bvXplEupmnYsKFhffr0aZ09e9akNACAyLJ48WJ16dLFpp4tWzYdOHBA3377rWFqN/Cps7e31+LFi5U4cWKbbXZ2djaNMgibcuXKGdanT5/WgwcPwn2eJUuW6OLFi4Zahw4dlDBhQkPN19fX5uEahQsX1ooVK+Tg4GCot2zZUgcPHrS5gXvTpk02788i0/PnzzV79mwtXbpUb968ibLrIOY6cOCAmjdvbqjduHFDlSpV0uPHj8N1ruXLl+vQoUOG2tChQ5U8efIPzgl8TIYMGaKpU6eqU6dO8vb2jvGf1cRkKVKksPn+e/nyZZPSAGF38+ZNm+mRNPIBAAAAAAAAABB9aOQD8MkpXbq0cufObajNmjXLpDQA/mvHjh02TwP+75PCEX7JkiXT2LFjDbULFy7o+++/j7RrWK1WdevWTR07dlRAQIBhW6FCheTj46MiRYpE2vWiSunSpZU6dWpDjal8ABC7rV+/Xi1atLCpt2vXTsePH1fRokWjPxQQC6RPn15z5861qdepU4ebfCPIzc3N5mb/3bt3h+scfn5+GjFihKFWuHBhTZ8+XceOHVOhQoVCPTZjxozauHGjTYZ/FSxYUP/73/+UMmVKQ7179+66efNmuHKGxcOHD1WsWDG1b99eTZo0UY4cObRkyRKbm8rx8bp8+bJq1KghX19fm21nzpxR9erV9fr16zCd6/Xr1+rXr5+hljVrVnXu3DlSsgIfE0dHR3Xp0kXTpk2LFZ/VxGQWi8VmKh+NfIgNgk9sTpIkSYgP8QAAAAAAAAAAAFGDRj4AnxyLxWIzlW/t2rW6e/euSYkA/Gv+/PmGdcGCBVWwYEGT0nw8WrduLTc3N0NtxIgRNk2TETVr1ixNnTrVpl67dm3t3btXadKkiZTrRDU7Ozs1aNDAUFu2bJmsVqtJiQAAH2L37t2qX7++TZP5qFGjNGvWLCVIkMCkZEDsULduXX3zzTdBa0dHRw0YMMDERLGbo6OjvvzyS0Nt586d4TrHggULdPXqVUNtxIgRslgsypYtmw4ePBjixMQkSZJo8+bNNk16wSVPntymgfP58+dq3bp1pP5M/ObNG9WsWVPnzp0Lqt28eVOenp5yd3fX77//HmnXQsz08OFDValSRQ8fPgx1n/3796tBgwby9/d/7/kmT55s8/524sSJihMnzgdnBYB3Cd7IF3waLhATBf95kgd1AAAAAAAAAAAQvWjkA/BJatasmZycnILW/v7++umnn0xMBMDX11e//fabocY0vshhb2+v6dOny2KxBNVevXqlnj17fvC5/fz8NGbMGJv6oEGDtHLlyljXJNGoUSPD+sqVKzp69KhJaQAAEeXj46Pq1avbTPnp1auXBg4caFIqIPaZNWuWJkyYoKZNm2rTpk08ZOMDlStXzrDetWtXmI99+/atRo4caagVK1ZMHh4eQeu4cePqu+++02+//aYUKVJI+mdC94YNG5QzZ84wXadq1ao2k0x37NihWbNmhTnruwQGBqpFixbav39/iNuPHj2qsmXLqnr16jp//nykXBMxy7+NnMGbXcqXL28zIX3Dhg1q27btOxtJ//zzT40bN85QK1u2rGrUqBF5oQEgFNmyZTOsmciH2CB4I1+mTJlMSgIAAAAAAAAAwKeJRj4AnyQXFxebZo05c+bYTOsAEH327dunly9fBq0tFovq169vYqKPi5ubm9q2bWuorVq1Stu2bfug865YsUK3b9821Ly8vDRq1CjZ2cW+HzWLFCmiLFmyGGrLly83KQ0AICLOnTsnDw8PvXjxwlBv3bq1Jk6caGhsB/Bu9vb26tOnjxYuXKgKFSqYHSfWK1++vGF95coV3bhxI0zH/vTTT7p586ah9u80vuCqVKmi69ev68CBA7p48aJKliwZrpw//PCD0qZNa6j16dPH5qbviBg4cKBWrFjx3v02bNigfPnyqVOnTob3iYjdAgMD1bJlS5tGzgIFCmjt2rXasmWLEidObNjm5eX1zmmggwcPtvks4bvvvuP7PYBoEXwiH418iA2YyAcAAAAAAAAAgLli393VABBJOnToYFjfunVLmzZtstnv8ePH+u2337R8+XItW7ZMS5cu1ZIlS7R48WItWrRIy5Yt0/Xr16MpNfDx2rx5s2Ht5uamzz77zKQ0H6fRo0crWbJkhtrgwYMjfD6r1aqJEycaaiVLlrSZ4BGbWCwWNWzY0FBbsWKFAgMDTUoEAAiP69evq2LFinr48KGhXrduXc2ePZub+gGYKl++fEqePLmhFpapfG/evNHo0aMNtdKlS7+zuTJ+/PgqUaKEkiZNGu6cLi4u+umnnwy1ly9fqlWrVh/0c/Hs2bM1fvx4Q83Z2VnTp08PcWJgQECAZsyYYfP5DWKvIUOG2DwoJW3atNq4caMSJkyofPnyacOGDYoXL55hn/Hjx2vkyJE6d+6c/v7776C/h8eOHdPPP/9s2LdVq1YqUKBAVL4MAAgSvJHvypUrfIaEGI9GPgAAAAAAAAAAzEUjH4BPVuHChVWkSBFDbdasWZKkO3fuaPr06frqq6+UIkUKVa1aVY0aNVLjxo3VpEkTeXp6qmnTpmrWrJkaN26sHDlyfPBUq6iyfv16ZcmSRRkyZFDLli21evVqPX/+3OxYgI3gjbRVqlQxKcnHK1myZBo7dqyh5uPjozNnzkTofNu3b9epU6cMtT59+kQ4X0wRvJHv9u3bOnDggElpAABh9fTpU1WsWFF37twx1CtWrKjFixfL3t7epGQA8A87OzuVLVvWUNu5c+d7j5szZ47N17bQpvFFlooVK6pdu3aG2p49e/Tjjz9G6HybNm1Sx44dDTV7e3utWrVKHTt21OnTpzVz5kylSJHC5thly5bpr7/+itB1EXN4eXlpzJgxhpqzs7N+++03pUmTJqhWqlQprVixwub79tChQ5UnTx599tlnihMnjlKmTKmvvvpKVqs1aJ+ECRNq1KhRUftCAOA/gjfyvX79Wnfv3jUpDRA2NPIBAAAAAAAAAGAuGvkAfNKCP9V98+bNcnd3V9q0adW5c2ft2LFD/v7+7z3P27dv1bp1a7148SKqokbIw4cP1aRJE129elU3b97Uzz//rLp16ypZsmSqWLGipk6davOPtoAZrl27pj/++MNQ8/DwMCnNx61Vq1ZKlSqVobZgwYIInSv4NL4cOXKoWrVqEc4WU+TNm1d58+Y11JYtW2ZSGgBAWHXv3l2XLl0y1IoXL641a9Yobty4JqUCAKNy5coZ1rt27TI0IgX36tUrm4dxlCtXTmXKlImKeAYTJ05UxowZDbUBAwbo4sWL4TrPsWPHVL9+fZsJRbNnz1bFihUlSQ4ODmrfvr0uX76swYMHy9HRMWg/f39/LVmyJGIvAjHCkydP1K1bN0PN3t5eK1euVP78+W32r169uubMmRPq+QICAnT//n09evTIUB84cKBSpkwZOaEBIAxSpUolJycnQy34exIgJnn8+LGePHliqNHIBwAAAAAAAABA9KKRD8AnrUGDBnJxcQlaW61W+fj4ROhct2/ftnmyuNnmz58fYnOhn5+ftm/frm7duilLlixyd3fX6dOnTUgI/GPz5s2G9WeffWYzMRORw97eXk2bNjXUFi1aFKam5f86fvy4duzYYaj16tVLdnYfx4+XwafyrVy5Mtx/RgCA6LNu3Tr9/PPPhlq+fPn022+/KUGCBOaEAoAQlC9f3rC+e/euzUNN/mvmzJm6d++eoTZixIgoyRacs7Oz5s+fb6i9fv1azZs3l5+fX5jOcfPmTX399dd6+fKloT5o0CC1bt06xGuOHDlS9erVM9S9vLze2fCImG3r1q16/vy5oTZjxgxVqlQp1GNatWqlcePGhfkaGTJkUI8ePSKcEQAiwmKx2Ezlu3z5sklpgPe7du2aYW1nZ6f06dOblAYAAAAAAAAAgE/Tx3GnNQBEUIIECdS8efP37hc3blzlzp1befPmVb58+ZQ/f359/vnncnV1New3adKkcD+ZPqoEBARoxowZYdrXx8dHLVq0iNpAwDts2rTJsK5cufJH0xAWEwX/unf//n1t27YtXOeYPHmyYZ0iRQqbBsHYrEGDBob133//rZ07d5qUBgDwLn/99Zfatm1rqDk7O2vDhg1KkiSJSakAIGRZs2ZV2rRpDbVdu3aFuO+LFy80fvx4Q61SpUoqWbJklOULrmzZsurSpYuhdujQIXXt2vW9jXWPHz9WlSpVbBoRmzRpopEjR77z2JYtWxrWp06d0vHjx8ORHDHJli1bDOtKlSrZfO8OSd++fTV16lTlyZPH8CCu4BwdHTVr1izFixfvg7MCQHjRyIfY5OrVq4Z1+vTpDZOQAQAAAAAAAABA1OMOeQCfvPbt24fYMOTi4qImTZpo1apV+vvvv3X27FmdPn1ap06d0smTJ3XixAnt3r1bDg4OQcf4+fmpW7duMeIp8Zs3b9b169cNtZIlS4b6j7LHjh3TpUuXoiEZYPTmzRubG1c9PDxMSvNpyJ07t9zd3Q214FOM3uXmzZtavny5odalS5eP6qbJrFmzys3NzVAL/poBAOazWq1q166dHjx4YKhPnTpVGTJkMCkVAITOYrHYTOUL7YER3333nf766y9DLbqm8f3X2LFjbZoUZs2a9c6HB71580Y1atTQ2bNnDfUyZcrop59+ksVieec1y5UrZzMdxsvLK5zJERMEBgbaNPJVrVo1TMdaLBZ16dJFZ86c0ZMnT/TmzRvdunVLx44d05YtW7Rw4ULNmjVLx44dU+XKlaMiPgC8F418iE2CN/JlzpzZpCQAAAAAAAAAAHy6aOQD8MnLlSuXZsyYIVdXV2XMmFEdOnTQtm3b9ODBAy1evFh16tRRwoQJQz22e/fuhtqWLVu0fv36aEj+btOmTTOsCxUqpH379unhw4davXq1WrRoIScnJ8M+GzZsiM6IgCRpz549ev36ddDazs5OFStWNDHRpyH4FM5169bp0aNHYTr2hx9+UEBAQNDayclJHTp0iMx4MULDhg0N6zVr1ujNmzcmpQEAhGTx4sX69ddfDbXq1auHaeo2AJilXLlyhvXu3bsNP19L0oMHDzRx4kRDrWrVqjYP5IgOCRIk0PLly20e3NGtWzdt377dZv+AgAB5enpq3759hnrOnDm1Zs0axY0b973XtLOzs3nPsnTpUvn6+ob/BcBUJ0+etJnKGNGmu7hx4ypt2rQqWLCgKlWqpKZNm6pdu3bKmzdvZEQFgAgJ3sjHw/IQkwVv5MuUKZNJSQAAAAAAAAAA+HTRyAcAktq1a6d79+7p2rVrmjFjhr766ivFiRMnTMcOHTpUqVKlMtS6d+9uaEyKbhcvXtTWrVsNtc6dO8tiscjZ2Vm1a9eWl5eXGjdubNgnJjQg4tOzadMmw7pYsWJKliyZSWk+HQ0bNjR8nXv79m2YJs49efJEc+fONdRat279Uf43a9CggWFSyLNnz7R582YTEwEA/uvWrVvq0qWLoZY8eXLNmTPnvZOeAMBMwRv5njx5ohMnThhqI0eO1IsXL4LWFotFY8aMiY54ISpcuLDNFO+AgADVr19fFy9eDKpZrVZ1795dq1evNuybKlUqbdmyRUmSJAnzNYM38j169IjPLWKh4O+hsmbNatP0AgCxWbZs2Qzry5cvy2q1mpQGeDcm8gEAAAAAAAAAYD4a+QDgAzk7O2vSpEmG2vXr1zV+/HiTEkkzZswwrJMmTWozWUqSqlWrZljv379fjx8/jtJsQHDBb+rz8PAwKcmnJUmSJKpRo4ahFvzG3JDMmjXLcEOxnZ2devToEdnxYoQ0adKodOnShtro0aNtpqUAAKJfYGCgWrVqpadPnxrqs2fPlqurq0mpACBs0qZNq+zZsxtqO3fuDPr9lStXNGvWLMP2Zs2aKV++fNGSLzQNGjTQkCFDDLUnT56oWrVqQZ8lTJgwQdOmTTPskyhRIm3evFkZMmQI1/UyZcqkMmXKGGrz588Pf3CYasuWLYY17/kBfGyCNye/evXKZhIpEFPQyAcAAAAAAAAAgPlo5AOASNCoUSObZo9x48bZ/KNodHjx4oW8vLwMtW+++Ubx48e32bdChQqKFy9e0DogIIBpU4hWly5d0qVLlwy1KlWqmJTm0xN8woWPj4/OnTsX6v6+vr6aOnWqoVavXj1lypQpKuLFCE2bNjWsjx49qpkzZ5qUBgDwr5kzZ2rHjh2Gmqenp2rXrm1SIgAIn/LlyxvWu3btCvr94MGD5e/vH7SOGzeuRowYEW3Z3mXYsGGqU6eOoXbx4kXVr19fXl5e6t+/v2Gbo6Ojfv31V33++ecRul7Lli0N623btunOnTsROhei35MnT3Tw4EFDrXLlyialAYCokTp1asNn7NI/U/mAmCYgIEA3btww1GjkAwAAAAAAAAAg+tHIBwCRwGKxaNq0abK3tw+q+fr6qmfPntGeZcmSJXr27JkhW4cOHULc18nJSRUqVDDUNmzYEKX5gP8K3jjq6uqqAgUKmBPmE1SxYkWlTJnSUFuwYEGo+y9dulR379411Hr37h0l2WKKZs2aKXfu3IbawIED9eeff5qUCABw6dIl9enTx1BLkyaNfvzxR5MSAUD4BW/k27dvn96+fasjR45o+fLlhm1dunRR+vTpozNeqOzs7LRgwQIVLFjQUN+xY4datWpls//ChQtVrly5CF+vTp06cnZ2DloHBgZq4cKFET4foteOHTsME83jxo1rM2URAGI7Ozs7ZcmSxVAL/uAyICa4ffu24WEREo18AAAAAAAAAACYgUY+AIgk+fPnV6dOnQy1devWafPmzbJarXry5IkuXLigvXv3atWqVVq9erXu378fqRmsVqumTZtmqFWtWlUZM2YM9Zhq1aoZ1ps3b5afn1+k5gJCE7yRz8PDQ3Z2/HgSXRwcHGwmzi1atMjmhg7pnxtmJ02aZKiVKVNGRYoUidKMZosTJ47NBL7nz5+b0qgNAPjn+1Hz5s31+vVrQ93Ly0uJEyc2JxQARECZMmVksViC1q9evdKhQ4fUr18/w36JEyfWgAEDojveOyVIkEDr1q2Tq6vrO/ebPHmyGjZs+MHXql+/vqHm5eUlq9X6QedF9NiyZYthXaZMGTk5OZmUBgCiTtasWQ1rJvIhJrp69aph7ezsrGTJkpmUBgAAAAAAAACATxd3ygNAJBo+fLg+++wzQ61WrVqKFy+ekiRJopw5c+rLL79UvXr1VLduXWXIkEHDhg2zuRE5ovbu3aszZ84Yap07d37nMVWrVjWsnz59qn379kVKHuBdXr16pd27dxtqVapUMSnNp6t58+aG9d27d7V9+3ZDzWq1avDgwTp37pyhHnwa0sfqiy++UIsWLQy1FStWaOvWreYEAoBP2Lp16+Tt7W2oderUSV999ZVJiQAgYpIlS2YzjXzIkCHatWuXoTZgwAAlTZo0GpOFTbp06bR27VrFjRs3xO09e/aMtIdfBJ/0d+nSJR08eDBSzo2oY7VabRr5KleubFIaAIha2bJlM6xp5ENMFLyRL3PmzIYHSwAAAAAAAAAAgOhBIx8ARKLEiRNr/Pjxhpqvr6/evn0b4v6+vr4aPny4cufOrXXr1n3wE+WDT+PLnj27KlSo8M5jUqdOrcKFCxtqGzZs+KAcQFjs3r1bvr6+QWt7e3tuwjdBnjx55ObmZqgtWLAg6Pdv375V8+bNNXbsWJvjPDw8oiVjTDBhwgSbG6g7deoUaY3YAID3s1qtGjNmjKGWJUsWm5+/ASC2KFeunGG9d+9ewzpNmjTq0qVLdEYKl2LFimnevHk29UaNGmnixImRdp3ixYsrR44chpqXl1eknR9R4/Tp07pz546h9im9hwTwaWEiH2KD4I18mTJlMikJAAAAAAAAAACfNhr5ACCSNW/eXMWKFQvXMdevX1fNmjVVpUoVXbp0KULXvX37tn799VdDrVOnTrKze/+X+mrVqhnWGzZs+OCmQuB9Nm/ebFiXKFFCiRMnNifMJy74VL61a9fq8ePHevLkiSpXrqxFixbZHDN69OhP6onNn332mSZMmGCoXblyxabBEQAQdXbs2KEjR44YaiNHjlSCBAlMSgQAH6Z8+fLv3D5ixAjFjx8/mtJEjKenp8aOHRv02UPNmjXl5eUVps8iwspisYQ4Ifvly5eRdg1EvuDT+DJlyqTs2bOblAYAolZIjXx8vo6YJqSJfAAAAAAAAAAAIPrRyAcAkczOzk5z585VsmTJQtzu7OysLFmyyN7e3mbbli1blDdvXg0cODDcN6TNnj1bAQEBQesECRLYNOeEpnr16ob1lStXdP78+XBdHwgPq9WqTZs2GWo8md88DRs2VJw4cYLWvr6+mjRpkkqVKqXdu3cb9rWzs9OsWbNUo0aN6I5pupYtW6pkyZKG2rhx4/THH3+YlAgAPi3Bm6ezZMmievXqmZQGAD5c6dKl5eDgEOK2PHnyhPk9vdn69++vixcv6vjx41qzZo3ixo0b6ddo1qyZoTnwxYsXWrVqVaRfB5En+MN7Kleu/Ek9DAbApyV4I9/z58/14MEDk9IAIaORDwAAAAAAAACAmIFGPgCIAnnz5tXp06e1atUqrVu3TocOHdK1a9f06tUrPXv2TJcvX9bx48f1xRdf2Bz79u1bjR07VmXKlNGLFy/CdD1fX1/NmTPHUGvatKlcXFzCdHyBAgWUNm1aQ23Dhg1hOhaIiIsXL+ratWuGWpUqVUxKg2TJktk09I4ZM0Znz5411JycnLR+/Xq1a9cuOuPFGHZ2dpo5c6bhZms/Pz917NiRp6wDQBQ7dOiQTXN53759Q22AAYDYIGHChCpatGiI28aOHRviA4BiqixZsqhAgQJR1qiVOnVqVapUyVDz8vKKkmvhwz179kz79+831Hh4D4CPWbp06Wwa2S9fvmxSGiBkNPIBAAAAAAAAABAz0MgHAFEkVapUqlOnjqpXr66iRYsqY8aMih8/ftD2fPny6ffff9fSpUuVKlUqm+OPHDmiSZMmhelaq1evtnnCb6dOncKc1WKxqGrVqoYajXyISsGn8aVOnVr58+c3KQ0kqUWLFu/c7urqqj179ujrr7+OnkAxVL58+dSzZ09Dbffu3VqyZIlJiQDg0xB8Gl+qVKlizaQqAHiXcuXK2dRKlSpl8x4d/0zI/q89e/bY3JCOmGHnzp3y9/cPWseJE0dly5Y1MREARC07Ozubpiga+RCTPH/+XH///behRiMfAAAAAAAAAADmoJEPAExksVjUqFEjXbhwQX369LGZKPL999/r0aNH7zyH1WrVDz/8YKiVKVNGefPmDVeWatWqGdbe3t7666+/wnUOIKyCN/J5eHhE2eQGhE2lSpXk6uoa4racOXPK29tbRYoUieZUMdPQoUOVPn16Q61nz556/PixSYkA4ON25swZrV+/3lDr1auXzcQLAIiNypcvb1ObMGEC749CUL16dSVNmtRQa9SokU6fPm1SIoRmy5YthnXp0qWVMGFCk9IAQPTImjWrYU0jH2KSa9euGdYWi0UZMmQwKQ0AAAAAAAAAAJ82GvkAIAZwdnbWhAkTtH//fsPNes+ePXvvVL6lS5fKx8fHUOvcuXO4M5QrV05OTk5B68DAQJtmKyAyvHjxQnv37jXUqlSpYlIa/MvBwUFNmza1qZcuXVoHDhxQpkyZTEgVMyVIkEDTpk0z1P766y/99NNPJiUCgI/buHHjDOskSZKoXbt2JqUBgMhVqlQpubu7B63btGmj4sWLm5go5oobN66aNGliqB0+fFiFChVSv3799PLlS5OS4b+sVqs2b95sqHl4eJiUBgCiT/BGvkuXLpmUBLAVfIpxmjRpFC9ePJPSAAAAAAAAAADwaaORDwBikKJFi6pBgwaG2tSpU0OdjPfixQv17dvXUMuSJYtq1KgR7mvHixdPFStWNNQ2bNgQ7vMA77Nr1y69ffs2aO3g4KAKFSqYmAj/6tKli5IlSxa0btiwobZt22Yz9QL/TDENPsl03759JqUBgI/X1atXtWzZMkOta9euTPUB8NGwt7fXjh07NHv2bK1YsUIzZ840O1KM1q1bNyVKlMhQ8/f314QJE5QnTx799ttvETrv2bNn9csvv+jZs2eREfOTdu7cOd26dctQo5EPwKeAiXyIyYI38mXOnNmkJAAAAAAAAAAAgEY+AIhhhg0bJju7///y/PLlS40fPz7EfceMGaM///zTUPv+++/l4OAQoWsHb0rZunWrfH19I3QuIDTBn8xfqlQpmxsxYY706dNr3759GjNmjDZt2qQlS5bwZOZ3CN54ffjwYVmtVpPSAMDHaeLEiQoMDAxaJ0iQQF26dDExEQBEPmdnZ7Vt21b169eXvb292XFitCxZsmjTpk3KkiWLzbYbN26oatWqqlu3ru7cuRPmc27evFkFChRQgwYNlDNnTp0/fz4yI39ytmzZYlinS5dOuXLlMikNAESfbNmyGdaXL1/mcyLEGMEb+TJlymRSEgAAAAAAAAAAQCMfAMQwOXLkUNOmTQ216dOn6+7du4ba5cuXNXnyZEOtcuXKqlq1aoSv/fXXX8tisQStX7x4oT179kT4fEBIfHx8DOvKlSublAQhyZUrlwYMGCAPDw9DUzFsubm5Gdb37t0L1w3DAIB3u3v3rubPn2+otWvXzjA9FgDw6SlZsqROnz6twYMHy9HR0Wb76tWr9fnnn+vChQvvPZe/v786deokf39/Sf9876lWrZoePnwY6bk/FcEf3uPh4WH4rAkAPlbBJ/I9ffqU7yeIMZjIBwAAAAAAAABAzMHd2QAQAw0dOtQwVe/NmzcaO3asYZ+ePXvq7du3QWsHBwd9//33H3RzlKurq9zd3Q219evXR/h8QEiuXLliWBcoUMCcIMAHypo1qxInTmyoHT582JwwAPAR+u677ww/78aJE0c9e/Y0MREAIKaIHz++Ro4cqZMnT+qLL76w2f7w4UN17tz5vedZs2aNrl27ZqhduXJFdevWNXwPQti8ePFC+/btM9Q8PDxMSgMA0StdunQ2DeaXLl0yKQ1gdPHiRcOaRj4AAAAAAAAAAMxDIx8AxECZM2dWy5YtDbXZs2fr5s2bkqQtW7Zow4YNhu3dunVTzpw5P/ja1apVM6w3bNggq9X6wecFJOnRo0d68uSJoZYlSxZzwgAfyM7OTkWKFDHUgk+cBABEzKNHjzRr1ixDrXnz5kqTJo1JiQAAMVGuXLn0+++/y8vLy2Zi644dO3TgwIFQj7VarZo4cWKI237//Xd17tyZz0PCaffu3TYPnSpXrpyJiQAg+jg4OChTpkyG2uXLl01KA/y/mzdv2jxcL3fu3CalAQAAAAAAAAAANPIBQAw1ePBgxYkTJ2j99u1bjR49Wm/fvlX37t0N+7q6umro0KGRct3q1asb1jdv3tTp06cj5dxA8JtX7O3tlSFDBpPSAB8u+BRTJvIBQOSYNm2aXrx4EbS2s7NT3759TUwEAIipLBaLWrRooT/++EOpUqUybBs+fHiox+3Zs0dHjhwJdfvcuXM1derUSMv5Kdi8ebNhXapUKSVKlMikNAAQ/bJmzWpY08iHmGD79u2GdbJkyfT555+blAYAAAAAAAAAANDIBwAxVPr06dWmTRtDbf78+erVq5cuXLhgqI8dOzbSbozKmzevTWNV8Ol/QEQFf/JvhgwZ5OjoaFIa4MO5ubkZ1keOHFFgYKBJaQDg4+Dr62vTONGgQQObm2IBAPiv5MmTq1+/foba9u3b5e3tHeL+EyZMMKxTpUql+PHjG2o9e/bUli1bIjfoR8pqtdo08nl4eJiUBgDMkS1bNsOaRj7EBNu2bTOsK1SoIHt7e5PSAAAAAAAAAAAAGvkAIAYbOHCg4sWLF7T29/fXtGnTDPu4ubmpefPmkXZNi8WiatWqGWqbNm2KtPPj0xa8kS9LliwmJQEiR/CJfM+ePdPFixdNSgMAH4cdO3bo4cOHhlr//v1NSgMAiE3atm2rlClTGmohTeU7c+aMTdPZwIEDtWDBAkMtMDBQDRo00Pnz5yM/7Efm5MmTun79uqFWuXJlc8IAgEmYyIeYJiAgQDt27DDUKlasaFIaAAAAAAAAAAAg0cgHADFa6tSp1aFDh3fu8+OPP8rOLnK/nAd/YvrJkyeZMIVIEfzmFSbrILZLnTq1UqdObaj5+PiYlAYAPg6rV682rEuWLKn8+fOblAYAEJvEjx9fffv2NdS2bt2qQ4cOGWqTJk0yrJMlS6aWLVuqXr16No1/z549U7Vq1WyazGH0yy+/GNYZM2ZUvnz5TEoDAOYI/lnnpUuXTEoC/OPYsWN69OiRofbVV1+ZlAYAAAAAAAAAAEg08gFAjNe/f385OTmFuK158+YqWrRopF+zQIEChvXLly9tnqoORAQT+fAxCj6V7/DhwyYlAYDYz8/PT+vWrTPU6tSpY1IaAEBs1K5dO7m6uhpq/23Ou337tpYuXWrY3qlTJyVIkECSNGTIEDVo0MCw/cqVK6pRo4YeP34cRaljN6vVqpUrVxpq9erVk8ViMSkRAJgjeCPf48ePbZqogOi0fft2wzpnzpxKly6dSWkAAAAAAAAAAIBEIx8AxHgpUqRQly5dbOrOzs4aO3ZslFwzVapUSpo0qaF2+vTpKLkWPi008uFj5ObmZlibNZHv77//1suXL6P9ularVVevXtXSpUvVpUsXubm5KVOmTBoyZIisVmu05wEQu+3Zs8fmRtfatWublAYAEBs5OTnZTOXbsmVL0AM3pkyZIj8/v6Bt8eLFU+fOnYPWFotFXl5eKlKkiOEcBw4ckLu7u86fP//eDA8ePNC0adP0ww8/RMokv4CAAJ0+fVobN24M0/Wj24kTJ3T58mVDrX79+ialAQDzZMyYUQ4ODoZa8K+PQHTatm2bYV2xYkWTkgAAAAAAAAAAgH/RyB9rrD8AAQAASURBVAcAsUCfPn3k7OxsqA0dOlSpUqWKkutZLBbly5fPUKORDx/q5cuXunv3rqFGIx8+BsEn8h0/flxv376N1gxDhw6Vq6urEiVKpLp162rfvn3vbKILDAzU9u3bVadOHaVLl07ZsmVT69attXDhQt24ceOdx924cUNbtmzRuHHjVLNmTaVMmVJZsmRRkyZNNG3aNB05ckTXr1/XqFGjtHbt2ih4tQA+ZmvWrDGsixQpogwZMpiUBgAQW7Vv314pUqQw1IYPH66nT59q9uzZhnrLli312WefGWrx48fXunXrlDp1akP98uXLKlasmDZt2hTidf39/TV16lRlz55dXbp0UY8ePZQvXz7t378/zNn/fVDG8uXL1atXL33xxRdKlCiR8ufPr2rVqil37tz68ssv9dtvvykwMDDM541Kv/zyi2GdKVMmFS5c2KQ0AGAeBwcHZcyY0VCjkQ9mef78uQ4ePGio0cgHAAAAAAAAAID5HN6/CwDAbMmSJdPUqVPVsmVLSVLZsmXVtWvXKL1mvnz5tGfPnqA1jXz4UFevXrWpZc6c2YQkQOQKPqnj7du3On36dLTduHr48GGNHDkyaL169WqtXr1aBQsWVPfu3dWgQQPFjRtXkvTw4UN5eXlp9uzZNjeSXb58WfPnz5ckZciQQV9++aVKlCihR48e6fz58zp37pz++OOPcE39mzt3rmrVqhUJrxLApyAwMFC//vqrocY0PgBARDg5OalPnz7q06dPUG3Tpk1q166dnj9/HlSzWCzq2bNniOdInTq1fvvtN3l4eOjevXtB9WfPnqlq1aoaP368evfuLYvFIkn6/fff1aVLF505c8Zwnrt376pMmTIaP368evbsGbR/cI8fP9bEiRP1008/6cGDB+98fXv37tXevXuVJ08e9enTR40aNVKcOHHe/YcSRaxWq00jX/369UN9nQDwscuaNavhM5dLly6ZmAbh8fr1a82ZM0cvXrxQ69atlTJlSrMjfZA9e/YYphA7Ojrqyy+/NDERAAAAAAAAAACQaOQDgFijRYsW+uKLL3T37l25ublF+Q1aTORDZLty5YphnSpVKiVIkMCkNEDkSZw4sbJnz66LFy8G1Q4fPhxtjXzDhw8PsX78+HE1b95cffv2VZs2bXTjxg398ssv8vX1fe85b9y4oYULF2rhwoUflG3btm26d+9erL/xCUD0OHjwoKFRQpLq1KljUhoAQGzXoUMHTZgwQX/99VdQbcWKFYZ9ateuraxZs4Z6jgIFCsjHx0c1a9bU0aNHg+pWq1V9+/bV6dOnNXToUA0ePNjm3P8VEBCg3r176+DBg5o/f75cXFyCtr169Uo//vijxo0bpydPnoTrNZ49e1YtWrTQoEGD1L17d1WoUEFx48ZVnDhxDP8bL168oId7RLZjx47ZPLinfv36UXItAIgNgn9fYSJf7BAYGKiaNWtq27ZtkqQlS5bo6NGjih8/vsnJIu7f1/KvEiVKKGHChCalAQAAAAAAAAAA/7IzOwAAIOwyZ86skiVLRstT1oM38l28eDFMzR9AaII38mXJksWkJEDkc3NzM6x9fHyi5bo+Pj7atGnTO/e5f/++Ro0apUWLFkXp1/HkyZOrWrVqhgbdgIAALVu2LMquCeDjsnr1asM6b968yp49u0lpAACxXYIECQwT+ULyvu2SlDZtWu3du1cNGza02bZo0SJly5btnU18/7VmzRq5ubnp9OnT8vPz05w5c5QtWzb1798/TE18Tk5OIdbv3LmjPn36qGDBgsqdO7eyZs2qdOnSydXVVYkTJ1a8ePGUJ08ede/eXRs3bjRMJfxQK1euNKwzZ86sggULRtr5ASC2Cd7Id/LkSfn7+5uUBmE1c+ZMQ+Pb+fPnNX36dBMTfbjgjXwVK1Y0KQkAAAAAAAAAAPgvGvkAACHKmzevYR0QEKDz58+blAYfg+BPn37X1AMgtnF3dzesDx8+HC3XDT6NL2nSpMqUKVOYj8+TJ4+mTp2qH374QbVq1VKyZMnCdFyiRIlUtGhRdezYUYsWLdKlS5f04MEDrV+/3mZ61odO9QPwabBarVqzZo2hxjQ+AMCH6tixo5InTx7iti+++EJFixYN03mcnJy0dOlSjRkzRhaL5b37FyhQQHv27NHQoUNttl26dElFixZVrly51K5dO/35558hniN58uTy8PDQt99+q40bN+r+/ft6/Pixfv75Z+XOnTtMuf/r3LlzmjJliqpVq6akSZPqiy++0IgRI+Tt7a3AwMBwn0/65/v3L7/8YqjVr18/TH9GAPCxypYtm2F9+vRp1alTR69evXrvsS9evND27du1YcMG7dy5U4cOHdLp06d19epV3b9/P0znQPhdu3ZN/fr1s6mPGTNGjx8/NiHRh7t586YuXLhgqNHIBwAAAAAAAABAzOBgdgAAQMzk7OysjBkz6vr160G106dPq0CBAqZlQuzGRD58zIJP5Dt37pyeP38uZ2fnKLumj4+PfvvtN0Otf//+6tmzpzZu3KgpU6Zo9+7dNsfFiRNHdevWVYcOHVSyZMmgm2y7deumwMBAnT17Vnv27NGePXt07tw5JU+eXLlz51auXLmC/jd16tSh3pzbtGlTQ/PeiRMndPr0aZtJrwDwX0ePHtXNmzcNtdq1a5uUBgDwsUiQIIF69+6t/v3722zr27dvuM5lsVg0YMAA5cmTR02aNNGLFy9s9kmSJIlGjx6ttm3byt7eXl988YWKFSsmT09PPXr0KGi/169f27xH/le9evU0dOhQ5cmTJ8SfuZs3b66mTZtq8+bNmjBhgvbu3Ruu1yFJ/v7+2rdvn/bt26dvv/1W2bJl0+DBg9W4cWM5OIT9nwyOHj2qa9euGWr169cPdx4A+Ji4u7srXrx4evPmTVBt/fr1Kl++vDZs2BBig3lAQIDmzJmjQYMGvbdx7PPPP1fz5s3VpEkTpUiRItLzf2qsVqvatGmjly9f2mx7/Pixxo8fr3HjxpmQ7MNs377dsE6WLBkTcwEAAAAAAAAAiCGYyAcACFXwpovTp0+blAQfAxr58DErUKCA4YZXq9WqY8eORek1R4wYYVgnT55cHTt2lL29vWrUqKFdu3bp5MmTat26dVAz3vjx43X79m0tWbJEpUqVsrkx2M7OTvny5VPnzp21cuXKoKa+mTNnqmvXrqpQoYLSpEnzzgkbZcuWVZo0aQy1RYsWRd4LB/BRWr16tWGdNWtWGoABAJGiU6dONpOnc+fOLQ8Pjwidr3r16vL29jZMwrZYLGrXrp0uXryoDh06yN7ePmibh4eHjh07piJFirzzvBUrVtSRI0f0yy+/KG/evO/8mdvOzk5ff/219uzZo0OHDqlevXpKkiRJuJrw/uvSpUtq3ry5cuXKpQULFsjf3z9MxwWfxpc1a1YeAAXgk5c8eXItW7ZMcePGNdQPHTqkEiVK2DRAe3t7y83NTR07dgzT9LeTJ0+qZ8+eSpMmjWrUqKFff/1Vb9++jdTX8CmZO3eudu7cGer2KVOm6Pbt29GYKHJs27bNsK5QoYLh5xMAAAAAAAAAAGAeGvkAAKGikQ+Rxc/PTzdu3DDUaOTDxyR+/Pg2XzN9fHyi7HpHjhzRxo0bDbU+ffooQYIEhlr+/Pk1b948/fXXXzp79qz69u2rzz77LMpySZK9vb08PT0NtcWLFysgICBKr4vY786dO5o3b54aNWqkRo0aaf/+/WZHQjSxWq02jXx16tR5ZwMDAABhlTBhQg0aNMhQGzp0qOzsIv7ReN68eXX06FGNHTtW/fr109GjRzVr1qwQpyxJUoYMGbR//3516NDBZpubm5t27typrVu3qnDhwuHOUrRoUf3yyy969OiR/Pz8FBAQoNevX+vp06d68OCBbt++LW9vb40aNUpffvmlHB0dQz3X5cuX1aJFC+XMmVM///zzOxv6rFarTSNf/fr1+f4NAJJq1qypbdu2KXHixIb6pUuXVLx4cR07dkz3799Xy5YtVaJECR0/fjzc1/D399f69etVu3ZtpU6dWl27drX5/BXvdvPmTfXu3dtQS5kypaEx/s2bNxo2bFg0J/swAQEB2rFjh6H21VdfmZQGAAAAAAAAAAAEZ7FarVazQ+Ddzp49q7x58watz5w5ozx58piYCMCnYvny5WrUqFHQOk2aNLHy6bMw3+XLl5UtWzZD7eHDh0qaNKlJiYDI1759e82ePTtoXa9ePZsbWyNL9erVtWHDhqB18uTJde3aNSVMmDBKrhdewX9+laStW7eqYsWKJiVCTOTv769Dhw5p06ZN2rRpk06ePGmzT7NmzTRhwgS5urq+81yBgYG6dOmSkiZNGuXNqoh8p0+fVv78+Q21w4cPy83NzaREAICPjdVq1Xfffafdu3erevXqatu2rWlZVq5cqe+++07Ozs5q3769atWqFa3Nby9evNDevXu1Y8cObd68WX/88Ueo+2bOnFnff/+9qlevbrPNx8dH7u7uhtrx48eZyAcA/3H27Fl5eHjo1q1bhnqCBAnk4OCgp0+fhnhcunTp9ObNG718+VKvXr0K8/USJ06sXbt2qWDBgh+U+1NgtVrl4eGhrVu3GuqbN2/Whg0bNGPGjKCanZ2dTp8+rdy5c0d3zAgJ6Xv0jRs3lD59epMSAQAAAAAAAAAQs5jdo8VEPgBAqIJPl7pz544eP35sUhrEZleuXDGsEydOTBMfPjrBG06iaiLf0aNHDU18ktS7d+8Y08QnSXny5FGhQoUMtUWLFpmUBmbZvn27xowZo4EDB6pbt2765ptv1KhRI1WvXl3ly5fXZ599ptKlS2vs2LEhNvFJ0sKFC5UjRw5Nnz49xKmOt27d0qhRo5QtWzblzJlTqVKlUqdOnfTw4cOofnmIRGvWrDGs06VLpyJFipiUBgDwMbJYLOrVq5c2btxoahOf9M8DP7y9vbVt2zbVrl072ifYJUyYUFWqVNF3332nc+fOaePGjaF+37169apq1qypOXPm2GwL/tCSbNmy6fPPP4+SzAAQW+XJk0fe3t42n7O/fPkyxCa+3Llza9euXbp586YePHigly9fKiAgQC9evNCDBw+0Y8cONW3aVPHjxw/xek+ePFHDhg314sWLKHk9H5Off/7ZpomvZcuWqly5soYMGaIECRIE1QMDAzVw4MDojhhh27dvN6xz5sxJEx8AAAAAAAAAADEIE/liAbO7PQF8uvz8/JQgQQL5+fkF1fbs2aMvvvjCxFSIjWbMmKFOnToFrQsXLqwjR46YmAiIfCFNlHrw4EGkTwerUaOG1q9fH7ROliyZrl+/HqMa+SRpypQp6t69e9DayclJ9+7dk7Ozs3mhEC2sVqu6d++uqVOnRup5CxYsqBkzZqhgwYJat26d5s+fr23btimkt7RJkybVqFGj1LZtW9nb20dqDkS+/Pnz6/Tp00Hrbt266YcffjAvEAAAnxir1arNmzdr2LBhoT6QZOrUqerSpUvQ/hkzZtTNmzeDtg8aNEijRo2KlrwAENs8ffpUtWrV0u7du0Pc7uzsrOHDh6tz585ydHR87/mePXumVatW6eeff9a+fftstrdq1Uo//fTTB+f+WN25c0d58uQxNFOmTp1aZ8+eVeLEiSVJ3377rUaMGGE4bv/+/SpZsmSYr/Py5UvNnz9fv/32m16/fi0XF5egX4kTJw763+LFixv+HfhDlSlTRnv27Alad+3aVVOmTIm08wMAAAAAAAAAENuZ3aPFRD4AQKgcHR2VK1cuQ+2/N1kDYXX58mXDOmvWrCYlAaJOrly55OTkZKhF9lS+Y8eOGZr4pJg3je9fjRo1MjRQvXr1ymbqFj4+gYGB6tChQ4Sb+BInTqwaNWqE2PB5/PhxFS9eXK6urmrQoIG2bt0aYhOfJD169EgdO3ZU4cKFQ7ypETHHpUuXbH6+rFOnjklpAAD4NFksFlWpUkX/+9//tGnTJrm7u9vs07VrV02aNEmSdPjwYUMTnyTVr18/WrICQGzk4uKizZs3q1GjRjbbmjZtqosXL6pHjx5hauKTpESJEqlVq1bau3evLl26ZDNZdf78+TaTU6PD4cOHVatWLTVu3FjLli3Ty5cvoz3D+1itVrVv395mIuLs2bODmvgkqVevXjYP5+rXr1+on0P814MHDzRkyBClT59eXbt21datW7V3715t2LBBixcv1vTp0zV69Gj17dtXbdu2Vb58+VS+fPlQH1YUHs+fP9fBgwcNtYoVK37QOQEAAAAAAAAAQOSikQ8A8E758uUzrGnkQ0RcuXLFsM6SJYtJSYCo4+DgoMKFCxtqhw8fjtRrBH8SeNKkSQ3TLmOSFClSqHLlyobaokWLTEqD6BAQEKBvvvlGs2fPDtdxn3/+uQYMGKB9+/bpr7/+0tq1a3XhwgU1adIkxP2D32z3LidPntQXX3yhxo0b686dO+HKheixevVqw9rV1VUlSpQwKQ0AAJ82i8UiDw8PHTp0SEOGDLHZ3qdPH40aNcqmOSRHjhw2nx8BAIzixo2rxYsXa/LkycqRI4eqVKmiffv2aeHChUqZMmWEz5s1a1YtX77c5iFPbdu21fXr1yN0zjVr1ihv3rzKlCmTli1bFqZjDh06pNKlS2vt2rVatmyZGjdurBQpUqhx48basGGD3r59G6EskW3JkiXauHGjoebp6amqVasaaokSJbL5XnjgwAFt2LAh1HNfvnxZHTp0UIYMGTRq1Cg9evQozLl27dqlSpUqqVChQlq2bJn8/f3DfOx/7dmzR35+fkFrR0dHffnllxE6FwAAAAAAAAAAiBoOZgcAAMRsNPIhMtDIh0+Fm5ubYfpXZE7kO378uNatW2eo9e7dO8TJZTFFs2bN9NtvvwWtd+3apVu3bildunQmpkJU8Pf3V4sWLbRkyRJD3d7eXnXq1FGiRInk5OSkBAkSBP1Knjy5ypQpo7Rp09qcL1WqVFq8eLG++eYbderUSefOnQv12okSJVKjRo1Uq1Yt/fTTT1q5cqXNPsuWLdPGjRu1adMmlSpV6sNfMCJN8EmdNWvWNEzzBAAA0c9isWjEiBGKGzeuBg8ebNg2ZMgQxYkTx1CrV6+eLBZLdEYEgFjJzs5OPXv2VM+ePSP1vFmyZNGMGTPUrFmzoNrTp0/VpEkT7dmzRw4OYfvn4JcvX6pHjx6aO3duUK1Jkyayt7d/5+TVu3fvqnbt2jbNeq9evdKyZcu0bNkyJUmSRHXr1lXr1q1VtGjRcL7CyHH9+nWbB2K5urpqypQpIe7frl07ff/997p27VpQbcCAAapYsaLu3bunmzdv6saNG7px44aOHDmi9evXf/BEvRMnTqhx48YaOHCgevXqpVatWsnJySnMx2/bts2wLlGihE2TJwAAAAAAAAAAMJfF+qH/ooAod/bsWeXNmzdofebMGeXJk8fERAA+JZs2bdLXX38dtHZ2dtbTp0+5QQthFhgYqIQJE+r169dBtd9//50nAeOjtGLFCjVs2DBonTx5cj148CDCXzN9fX21c+dOrVq1SmvXrtXjx4+DtiVNmlTXr1+P0Y18r1+/VqpUqQwT1MaOHav+/fubmCr2ePr0qaxWqxInTmx2lHfy8/OTp6enzWQWR0dHLV++XLVr1/7g80+ZMkXDhg3Ty5cvg+ply5ZVq1atVLt2bcNNbbt371bXrl115swZm3OlSZNGZ8+elYuLywdlikkCAgIUEBBgc0N9bHDz5k1lyJDBUNu2bZu++uorkxIBAIDgJk+erN69e79zn1OnTjGRDwBiAE9PT5sH7AwdOlTDhw9/77EnT55Uw4YN9ccff9hsixMnjrZt2xbi57m+vr4qW7asvL29w5xzzpw5atOmTZj3jwz+/v764osvbHKuWbNGtWrVCvW4f6cL/pfFYglXw17VqlX11Vdf6fnz53ry5ImePn0a9OvEiRO6f/9+qMd+9tln6tWrlzp27BimzwBz5cpl+G84evRoDRw4MMxZAQAAAAAAAAD4FJjdo2UXbVcCAMRKwW/Eev78uW7cuGFSGsRGd+/eNTTxSVLWrFlNSgNELTc3N8P677//DvfXzDdv3mjdunVq1qyZXF1d9fXXX8vLy8vQxCdJvXr1itFNfJIUP358mye2L1q06IOfTv6xe/PmjXr37q0UKVIoWbJkGjZsWIz9M3v79q0aNGhg08QXJ04crV69+oOb+KR/GgJ79+6tCxcuaMyYMZo4caKuXLmiXbt2ydPT0+bJ9GXLltXx48c1depUmybIO3fuqG/fvh+cyWyBgYHavHmzKlSooDhx4ih9+vQ2T92PDYJP40uSJInKlCljThgAABCiXr16adq0aaFuz5kzp+EfOAAA5pkxY4YyZ85sqI0aNUp79+4N9Rir1aqpU6fK3d09xCY+6Z/3/jVq1LB5YI7ValXnzp1tmuPSpEnzzknrgwYNsvm8OKqNHDnSJqenp+c7m/gkqUGDBipYsKChFpbPaBwdHdWiRQudOXNGGzZsUNeuXTVo0CBNnDhRc+bM0YoVK7RlyxZdv35dc+bMUbZs2UI8z19//aX+/fsrY8aMGjVqlOFhWcHdvHnT5r9hxYoV35sVAAAAAAAAAABELxr5AADvlDZtWpupNadPnzYpDWKjK1euGNbx4sVTqlSpTEoDRK1MmTIpWbJkhtrhw4fDfPz27duVMWNG1axZU4sWLQr15pzPPvtMnTt3/qCs0aVp06aG9blz53Ts2DGT0sR8x48fV+HChTV58mS9fftWgYGBGj58uMaPH292NBu+vr6qXbu2fv31V0M9Xrx4WrdunapVqxap10uTJo0GDBig3r1729yYGJyDg4O6dOmiixcv6osvvjBsmzNnjnbt2hWp2aLL69evNXfuXOXNm1dVqlTRzp07FRgYqPv376t27dqh3nQZU61evdqwrlGjhhwdHU1KAwAAQtOpUyfNmTMnxEnj9evXj/AEcgBA5EqUKJGWLl0qBweHoFpgYKCaNGmiR48e2ez/119/qVq1aurWrZvevn1r2Bb8a/vTp0/l4eGh27dvB9Vmz56tefPmGfbLmDGjTpw4oT///FPTpk1TyZIlQ7zuggULIvQaI2Lfvn0aNWqUoZY5c2ZNnz79vcfa2dmF6zMZZ2dn9enTR9euXZOXl9d7n94bL148tWnTRufPn9fq1avl7u4e4n6PHj3SkCFDlCFDBn377bd69OiRfH19dfbsWa1atUqjRo1S69atDcckS5bMpgkRAAAAAAAAAACYj0Y+AMA7WSwWm6l8NPIhPII38mXOnFl2dvwIgo+TxWKxmcrn4+MTpmOPHz+uGjVq6P79++/cr1ixYtq4caMSJUoU4ZzRqWTJksqUKZOhtnDhQpPSxFz+/v4aPXq03N3dde7cOZvtAwYMkJeXlwnJQjds2DD99ttvhlr8+PG1ceNGVa5c2aRURp999pkWLFigBAkSGOrffPONXr58aVKq8Hvw4IGGDRumDBkyqG3btjp//rzNPi9fvlS9evX06tUrExKG361bt3TgwAFDrU6dOialAQAA79OmTRv9/PPPhvfzdnZ2atiwoYmpAADBFS1aVCNHjjTUbt++rTRp0ihhwoRycnJSvHjxFCdOHLm6utq8r5ekwoUL69y5c6pZs6bNeTw8PPTkyRPt27dPXbp0MWyPHz++1q5dq+TJkytFihTq1KmT9u/fr+vXr6tUqVKGfSdNmqSAgIDIedHv8PjxYzVp0kSBgYFBNQcHBy1btizMn6199dVX+uabb2zqTk5OypUrlypVqqS2bdtq+vTpunXrliZMmKA0adKEK6e9vb1q166tQ4cOaffu3aF+rvL06VONGDFCqVOnlpOTk/Lmzat69eppyJAh2rFjh2HfChUqvHMyIgAAAAAAAAAAMAd30QMA3otGPnyIy5cvG9ZZs2Y1KQkQPYI38oVlIt/9+/dVo0YNvX79OsTtJUqU0Hfffafr16/L29s71Kdzx0R2dnY2U/mWLVsmPz8/kxLFPJcuXVLp0qU1ePBg+fv7h7pfmzZttHHjxmhMFro7d+7ohx9+MNQSJEigLVu2qHz58uaECkXGjBk1btw4Q+3atWsaPHiwSYnCZ968eUqfPr2GDx+uv/766537njlzxuZGyphqyZIlslqtQWsXFxdVqFDBxEQAAOB9mjVrplWrViljxoxycXHR5MmTlStXLrNjAQCC6du3r8qVK2eovXnzRi9fvtTr16/l6+srPz8/w3uyf/Xu3VsHDx5Uzpw5tXTpUpUoUcKw/cyZM6patarq1q1r8xmGl5eXPv/8c5tzZsiQQcOGDTPUrly5orVr10bsBYaR1WpV27ZtdevWLUN95MiR4f5sbfbs2fL29tbatWt19OhR/f3333rx4oXOnTunLVu2aPbs2erYsaNcXFw+KLPFYlGZMmW0efNm+fj4qEaNGiHu5+vra2hODElMecgSAAAAAAAAAAAwopEPAPBeNPLhQwSfyJclSxaTkgDRI/iNQEePHn3nE8Z9fX1Vu3Ztm5uK3NzcNHXqVN2+fVsHDhxQjx49lCFDhijJHNU8PT0N67/++svmKeGfIqvVqhkzZqhAgQI6dOiQzfb06dMb1gEBAapfv768vb2jK2KoRowYoTdv3gStHRwctHXrVn3xxRcmpgpdx44dbZ7+P2XKlBjxZ/ku9+7dU6dOneTr6xvi9ty5cytHjhyG2vz582P81Eur1apFixYZavXq1VO8ePFMSgQAAMKqVq1aunTpkh4+fKju3bubHQcAEAI7OzstWrRIyZIlC/Mxrq6u2rp1qyZOnKg4ceJI+mfC3vr1623edx44cEAPHjww1Pr166cGDRqEev5y5cqpYMGChtqECRNCbCaMLPPnz9eqVasMtbJly6pPnz7hPpednZ2KFSumGjVqqFChQkqWLJksFktkRQ1RkSJFtHbtWp04cUJ169YN1/WKFi2qxo0bR2E6AAAAAAAAAAAQUTTyAQDeK3gj34ULF/T27VuT0iC2oZEPn5rgE/levnyp//3vfyHua7Va1bFjRx08eNBQL1WqlPbv368uXbooTZo0UZY1umTLlk3FihUz1KL6qesx3evXr9WoUSN16tRJr169Mmyzs7PToEGDdOnSJfXt29fmuKpVq+r8+fPRGdfg4sWL+umnnwy1b775RiVLljQp0fvZ2dlp3rx5ihs3blDNarWqdevWoTbJxQRLly4N8Weur776Slu2bNGZM2e0fv16JUyY0LC9Q4cOOnfuXHTFDLdjx47Z5As+uRMAAMRcDg4Osre3NzsGAOAdUqdOrRUrVti8XwzOYrGoZs2aOnXqlCpWrGizPVmyZNqyZYtSpkwZ6jkqVaqk0aNHv/c6wT/jOHz4sPbt2/fO4yLqjz/+UNeuXQ21pEmTatGiRbHue9jnn3+ulStX6syZM2rcuLHs7Iz/vJ86dWqVL19enTp10o8//qjff/9dBw8eDGrIBAAAAAAAAAAAMYvFGpWPOkSkOHv2rPLmzRu0PnPmjPLkyWNiIgCfmidPnihJkiSG2smTJ5U/f36TEiE2SZo0qR4/fhy03rx5sypXrmxiIiDqZciQQTdv3gxax40bV99++6169+4tR0fHoPqUKVNsplikT59ePj4+SpEiRXTFjRaTJk0yPPHc1dVVf/75p83NR5+Ce/fuqUaNGjp8+LDNtqxZs2rRokVBjY9Wq1UtWrSwmbCWLl06HTx4UGnTpo2WzP/VsGFDrVixImgdP358Xb58WalTp472LOE1fvx49e/f31AbNGiQRo0aZVKid/v888916tSpoHWpUqU0Y8YMm4csLFu2zOZJ+7lz59bhw4eVIEGCaMkaHt27d9eUKVOC1hkzZtSVK1c+ya8HAAAAABCVnj59GvQgFTs7O9nZ2cne3j7o9ylTpgzTZ1AnTpxQ6dKl9eLFC0M9S5Ys8vHxsfn3g5D4+/srW7Zsun79elCtatWq2rBhQ/he1Hu8fv1aJUuW1PHjxw31tWvXqkaNGpF6LTPcvn1bZ86cUbJkyZQjRw4lSpTI7EgAAAAAAAAAAMQqZvdocZccAOC9EidOrHTp0hlqp0+fNikNYpNHjx4Zmvikf5pUgI/dl19+aVj7+vpq4MCBKlKkiHx8fCRJ27ZtU8+ePQ37OTk5ad26dR9dE58kmxul7t+/H+qkwo/ZqVOnVLRo0RCb+Dp27KgTJ04YphdaLBbNmzdPHh4ehn1v3bqlypUr23yNjWrHjh0zNPFJUteuXWNFE58k9erVS4ULFzbUxo0bZ3NzX0xw8uRJQxOfJA0fPtymiU+SGjVqpHbt2hlq586dU6dOnaI0Y0T4+/tr2bJlhpqnpydNfAAAAAAQBVxcXFS8eHEVL15cRYsWlZubmwoVKqQCBQoof/78Yf4MqkCBAlqzZo0cHByCagkSJNC6devC1MQn/TPRtUePHobaxo0bI22ivJ+fn+bOnats2bLZvM/v0KHDR9HEJ0lp06ZV5cqV5ebmRhMfAAAAAAAAAACxEHfKAQDCJPhN4zTyISyuXLliWNvb2ytDhgwmpQGiz7fffqtMmTLZ1E+dOqVixYqpffv2atCggQIDAw3bFy5cqAIFCkRTyuiVLVs2myeWrF271pwwJtm0aZNKlixpmNYoSYkSJdLGjRs1ffr0EKenOTo6auXKlSpatKihfvbsWbm5ucnb2ztKc//XoEGDDOvEiROrX79+0Xb9D+Xg4KD58+cbbjwMCAhQq1at5OfnZ2IyWwsWLDCs06VLpzJlyoS6/w8//GDz9WPBggXy8vKKgnQRt23bNj148MBQa9q0qUlpAAAAAABh9dVXX+m3335ToUKFVLRoUW3fvj3cT6dt1aqVTePfpEmTPihXYGCgli1bpty5c6tt27a6c+eOYXvu3Lk/+BoAAAAAAAAAAACRhUY+AECY0MiHiAjeyJc+fXo5OjqalAaIPlmyZNGpU6fUvXt3mylTgYGBmj17tp48eWKoDxs2THXq1InGlNGvZs2ahvWvv/4qq9VqTphoZLVaNXXqVFWrVk0vXrwwbMuYMaMOHjyor7/++p3nSJAggTZu3KgcOXIY6leuXFGpUqU0dOjQKG9E27Nnj7Zs2WKo9e3bN8xP3o8p8ufPr4EDBxpqJ06c0Lhx40xKZMvf319Lliwx1Jo2bfrOqXXx4sXTypUr5ezsbKh36tQpRv3ctmjRIsPa3d1d2bNnNykNAAAAACA8KlasqKNHj+rQoUMqXrx4uI9PmDChzfT4xYsX688//wz3uaxWqzZs2KCCBQuqcePGunz5cojXW7ZsmZycnMJ9fgAAAAAAAAAAgKhAIx8AIExo5ENEBL95ImvWrCYlAaJfwoQJ9f3338vb29vma2hwderU0ZAhQ6IpmXmCN/JdunRJ58+fNydMOL169Updu3ZVnjx5VLlyZY0ePVp79+7VmzdvQj3m/v372rJli1q3bq1u3brZTGAsXry4/ve//4X56fXJkyfX1q1blTp1akM9MDBQI0eOVIkSJXThwoXwv7gwsFqtGjBggKGWMmVKde3aNUquF9UGDRpk8+c+fPhwHT582KRERlu3brWZWtesWbP3Hpc1a1b99NNPhtrr169Vu3ZtPX78OFIzRsSzZ89sJnEyjQ8AAAAAPi2dO3dW3Lhxg9Z+fn6aOnVquM7x6NEjVahQQdWrV9epU6dC3Kds2bI6ePCg8ufP/0F5AQAAAAAAAAAAIhONfACAMAnehHLr1i2baVJAcMEn8mXJksWkJIB53N3ddfToUY0ZM8Zwk9K/Pv/8cy1YsOCdk7Y+FoULF1aaNGkMteBNPTGRn5+f6tevrx9//FHnzp3T1q1bNXjwYH355ZdycXFRqVKlNGDAAC1evFiDBw/W119/rdSpUytlypTy8PCQl5eXzTkbNWqkXbt2KUWKFOHKkiFDBu3fvz/Ep94fOXJEBQsW1IwZMyJ90uGGDRvk7e1tqA0ZMkQJEiSI1OtElzhx4mj+/Pmyt7cPqgUEBMjT01MvX740Mdk/Fi5caFgXLVrUZhpjaOrVq2cz3eDy5ctq2LChAgICIi1jRKxevdrQ/Org4KCGDRuamAgAAAAAEN1cXV3VvHlzQ23mzJl69uxZmI63Wq3y9PTUrl27Qtzu7u6uHTt2aNeuXe99uBYAAAAAAAAAAEB0+/jvFgYARIqcOXPKwcHBUDtz5oxJaRBb0MgH/MPR0VEDBgzQqVOnVKZMmaB66tSptW7duljbDBVeFovFZipfTG/kCwwMVKtWrfTbb7+FuP3t27c6cOCAxo0bp6ZNm2r06NHatGmT7t69G+o5hw8friVLlihevHgRypQpUybt3btXI0eOtPne/Pr1a3Xq1ElVqlTRw4cPI3T+4AICAjRo0CBDLXPmzPrmm28i5fxmcXd31+DBgw21S5cuqWfPniYl+sfjx4+1bt06Qy0s0/j+a/LkyXJzczPUtm3bZjNVMbotWrTIsPbw8FDy5MlNSgMAAAAAMEuvXr1ksViC1s+ePdPcuXPDdOzMmTO1efNmm3revHm1du1aHTp0SOXLl4+0rAAAAAAAAAAAAJGJRj4AQJjEiRPHZhLM6dOnTUqD2IJGPsAoe/bs2rVrl7Zu3apZs2bp+PHjypAhg9mxolXwRj4fHx/dvn3bnDDvYbVa1aNHDy1evDhSzhc3blwtW7ZMQ4cONdysFhEODg4aPHiwvL29Q5zUtmXLFlWpUsUw/Syili5datO8P2LECMWJE+eDz222QYMGqWjRoobanDlztH79epMSSStXrpSvr2/Q2tHRMdxT6+LGjas1a9bI1dXVUJ84caKWLl0aKTnD6+bNm9q9e7eh1rRpU1OyAAAAAADMlT17dpvPiH744Qe9ffv2ncf98ccf6tWrl6H22WefafHixTpx4oRq1KjxwZ+5AAAAAAAAAAAARCUa+QAAYZYvXz7DmkY+vMurV6/0559/GmpZs2Y1KQ0Qc1gsFlWsWFHt2rVTihQpzI4T7b788ku5uLgYamY2Tb3L6NGjNXXqVEMtfvz4at++vQoWLCg7u/e/nXJyclLx4sXVtWtXnThxItwNWe9TpEgRHTt2TJ07d7bZdvjwYXXq1ElWq/W95zl79qzGjBmjfv36qWvXrmrTpo08PT1Vp04d9e7d27Bv/vz51ahRo0h7DWZydHTUokWLbKZitm7dWvfu3TMl04IFCwzratWqKWnSpOE+T9q0abVmzRo5Ojoa6q1bt9axY8c+KGNELFmyxLB2cXFRtWrVoj0HAAAAACBm6NOnj2F9+/Zt/fDDD6Hu//btWzVp0sTmoUWLFi1SkyZNZG9vHxUxAQAAAAAAAAAAIpWD2QEAALFHvnz5tHz58qA1jXx4l6tXr9rUMmfObEISADGJo6OjqlatamjqWbt2rTp27GhiKlszZ87UkCFDDDUHBwetWbNGlStXliQ9ffpU3t7e2rdvn/bt26c///xTmTJlUsGCBYN+ZcuWLcpvJHNyctKPP/6oqlWrqkWLFoYGtPnz56tQoULq1KlTqMevXLlSTZo0kZ+fX5iuN2bMmDA1McYW2bJl0w8//KA2bdoE1f7++2+1bt1aGzdujNYn+V++fFkHDx401Jo3bx7h85UoUULTp09X27Ztg2pv3rxRrVq15OPjE23NxFarVYsWLTLU6tevr3jx4kXL9QEAAAAAMU/x4sVVsmRJHThwIKjWr18/vXr1St9++63N+/Hhw4fbPJimc+fOqlSpUrTkBQAAAAAAAAAAiAwfz92XAIAoF9JEvuBTfk6fPq1Fixbp8uXLkXLNCxcuqHHjxipTpozWrVsXKedE9Lhy5YphnTJlSpuJRwA+TTVr1jSsd+/erSdPnpiSJSTLly+3aXyzWCxauHBhUBOf9M9EscqVK2v06NHau3evLl++rO3bt2vChAlq1KiRcubMGa1Pg69UqZK2bdtm87W2e/fu2rNnT4jHzJo1Sw0aNAhzE1/JkiVVpUqVD84a07Ru3drm7+WmTZs0a9asaM2xcOFCwzp58uSGv3MR0aZNG7Vv395Qu3nzpurVqxfm/+4f6tixYzp//ryh1rRp02i5NgAAAAAg5ho0aJBNbfjw4WrXrp38/f2Davv379e4ceMM++XKlUvjx4+P8owAAAAAAAAAAACRiUY+AECYBW/ke/r0qW7fvq27d+9q8uTJ+vzzz5U/f341a9ZMOXLk0KBBg+Tr6xuhawUGBmratGkqWLCgli1bpj179qhWrVpavXp1ZLwURIPgzZxZs2Y1KQmAmKZSpUqKGzdu0Nrf31+bNm0yMdE/nj9/rmXLlqlp06Y2jerTpk1To0aNTEoWdvny5dOCBQsMNX9/f9WrV083b94MqlmtVo0aNUodOnSwea2hSZAggaZOnRqtE+qii8Vi0dy5c5UyZUpDvVevXvrjjz+iJUNgYKDN1LrGjRsrTpw4H3zuKVOmqFSpUoba3r171aNHjw8+d1gEf10ZM2ZUyZIlo+XaAAAAAICYy8PDQ99++61Nfe7cuapTp45evXqlZ8+eqWnTpgoMDAza7uDgoMWLF8vJySk64wIAAAAAAAAAAHwwB7MDAABijwwZMsjZ2VnPnz8PqlWtWlVnzpwx/CO69M/N6GPGjNHGjRu1cOFCff7552G+zu3bt9WqVStt377dULdarWrSpIlSpkzJzd+xQPCJfFmyZDEpCYCYxtnZWRUqVNBvv/0WVFu7dq0aN24cbRnevn2rU6dO6fDhw/Lx8ZGPj4/OnTsXYlPb8OHD1bFjx2jL9qHq1KmjQYMGafTo0UG1v/76S7Vq1dL+/fsVN25c9ezZU1OmTLE5tmLFisqQIYPix4+v+PHjK168eIofP75cXFxUqVIlZcqUKTpfSrRKnjy5vLy85OHhEVR7/fq1mjRpIm9v70hpqHuXffv26fr164Zas2bNIuXcceLE0apVq1SkSBHdvn07qD59+nSlTZtW/fv3j5TrhMTf31/Lli0z1Dw9PWVnx3OFAAAAAADSsGHD5Orqqk6dOhk+l1m/fr0qVKig9OnT27xfHjlypAoVKhTNSQEAAAAAAAAAAD4cjXwAgDCzWCzKmzevvL29g2qnTp165zGnTp2Sm5ubvv32W/Xr108ODqF/67FarVq6dKk6deqkp0+fhriPr6+vqlevroMHDypHjhwReyGIFjTyAXiXmjVrGhr5Nm/erDdv3ihevHhRet2AgAANHz5ckydP1qtXr967f5cuXTRkyJAozRQVhg8frhMnThj+jI8dO6ZvvvlGdnZ2Wrx4sc0xQ4cO1bBhwz7KiXthVblyZXXu3FnTpk0Lqh07dkxeXl5q165dlF574cKFhnWePHki9aZEV1dXrV27VqVKldKbN2+C6gMGDNDjx481bty4KPlvv23bNj148MBQa9q0aaRfBwAAAAAQe3Xo0EGurq5q3LixfH19g+re3t6Gf4+QpNKlS6tPnz7RHREAAAAAAAAAACBS8Ah8AEC45MuXL9zH+Pn5afDgwSpZsqT++OMPm+1Wq1X37t1TgwYN5OnpGWoT378ePXokDw8P3b9/P9xZ3ufWrVuaN2+etm/fbjNlEOFDIx+Ad6lWrZqhaejFixfatWtXlF4zMDBQbdq00ciRI8PUxNe4cWP98MMPsbKxzd7eXosXL1b27NkN9aVLl4bYxDd16lQNHz48Vr7WyDZ+/HjlypXLUNu0aVOUXvPVq1dauXKlodasWbNI/+9RuHBhzZs3z6Y+YcIEtWvXTgEBAZF6PUlatGiRYe3u7m7z9xIAAAAAgNq1a2v79u1KnDhxqPs4Oztr4cKFsre3j75gAAAAAAAAAAAAkYhGPgBAuLi7u4dYT5gwoVq0aKGdO3fq2LFjyp8/v80+hw8fVsGCBeXm5qacOXMqTZo0SpQokezt7ZUqVSqbG9glKU2aNNq0aZOqVq1qqF+7dk1Vq1bVy5cvI+V1nT9/Xi1btlTmzJnVpk0bVaxYUcWKFdP+/fsj5fyfGj8/P12/ft1Qy5o1qzlhAMRIrq6uKlGihKG2du3aKLue1WpV165d5eXl9c797O3tVaBAAU2dOlULFiyQnV3sfcuUOHFirV27Vs7OzqHu4+DgoKVLl6pLly7RmCxmc3Jy0oABAwy1Q4cOyWq1Rtk1165dq+fPnwet7ezs5OnpGSXXatKkiX744Qeb+ty5c9WoUSO9ffs20q71999/69dffzXUmMYHAAAAAAhN6dKltX//fqVNmzbE7dOnT1fGjBmjNxQAAAAAAAAAAEAkir13pQIATNG4cWMVLFhQ0j83mVesWFGLFy/WvXv35OXlpXLlyqlgwYI6fPiwBg4caNMA8ebNGx05ckQXLlzQn3/+qefPn4d6Y3yTJk10+vRpeXh4aPny5SpSpIhh+5EjR9SgQQP5+/tH+PX4+Piodu3aypMnj37++WfDuXx8fFS6dGnVrVvXZroc3u3mzZs2U32YyAcguJo1axrW69ati5KJYFarVf369dP06dNttmXPnj2osengwYN6/vy5jh8/ri5dusjBwSHSs0S3XLlyhTiBT/qnYW3Dhg1q1KhRNKeK+YoXL25YP3jwQNeuXYuy6y1YsMCwrlChglKnTh1l1+vWrZu8vLxsfk5buXKlqlevHuKDEp4+fao9e/Zo69at+vvvv8N0nQULFsjX1zdoHSdOHDVs2PDDwgMAAAAAPmp58uTRwYMHlTt3bkO9Xr16UfbQGwAAAAAAAAAAgOhCIx8AIFzix48vHx8fnThxQvfu3dPWrVvVpEkTJUiQwLBf3LhxNXr0aB08eFDZs2cP1zWSJk2qX375RYsXL1aSJEkkSQkSJNDGjRuVKVMmw76//fabOnXqFOYpOW/fvtWdO3e0ZcsWVahQQe7u7vr111/fefzq1auVK1cu9e7dW48fPw7Xa/lUBW98dHFxUdKkSU1KAyCmCt7I9+DBA/3vf/+L9OuMGDFCEydONNQcHBy0bt06XbhwQYsXL1a3bt1UvHhxxY8fP9Kvb7bq1atr+PDhhlqSJEm0Y8cOVa5c2aRUMVuWLFmUPHlyQ83b2ztKrnXx4kVt377dUGvevHmUXOu/WrRoodWrVytOnDiG+tatW1WxYkVt3rxZ48ePV4MGDZQtWzYlTpxYZcqUUeXKleXm5qbbt2+/8/xWq1WzZ8821OrWrWvz5woAAAAAQHDp0qXT/v375enpqaRJk6pu3bqaN2+eLBaL2dEAAAAAAAAAAAA+iMUa1s4HmObs2bPKmzdv0PrMmTPKkyePiYkAIHxevXqlgQMHasqUKe/cz8HBQTVr1tTUqVOVKlWqEPe5cOGCSpQooUePHhnqiRMnlouLixIlSmT49fbtW/3111968OCBHjx4oCdPnnzQa0maNKlGjhypDh06cNPAO8ycOVMdO3YMWhcuXFhHjhwxMRGAmCpfvnw6c+ZM0LpPnz6aMGFCpJ1/4sSJ6tu3r6FmZ2enpUuXqkGDBpF2nZguMDBQ3377rebMmaMcOXJo5syZvKd4j+rVq2vDhg1B686dO+vHH3+M9Ot06NBBs2bNClq7uLjozz//lJOTU6RfKyQ7d+5UjRo1QpzC9y4tWrSQl5dXqNt37dql8uXLG2p79uzRF198EaGcAAAAAAAAAAAAAAAAAAB8KLN7tByi7UoAgE+Wk5OTfvjhB3Xu3Fl79uyRxWKRs7Ozza/kyZPL2dn5nefKkSOH1q9fr/Lly8vX1zeo/uTJkw9u0nNxcVHnzp3VsWNHrVmzRsOGDdPDhw8N+zx69EidOnXS27dv1b179w+63sfs8uXLhnWWLFlMSgIgpqtZs6ahke/XX3/VuHHjZGf34cPDp0+fbtPEJ0nz58//pJr4pH+aF0eOHKmRI0eaHSXWKFasmKGRLyom8v3999/6+eefDbV27dpFWxOfJJUvX147d+6Uh4dHuCYPL1q0SIMHDw71e3zwaXy5cuVS6dKlPygrAAAAAAAAAAAAAAAAAACx2YffHQsAQBhlzZpVrVu3VqtWrVSvXj1VrlxZJUuWVP78+ZUpU6b3NvH9q2TJklqyZEmkTcRzdXXVuHHjdPPmTY0aNUqpU6dW586ddenSJfXq1UuOjo42x/z4449iqG3o/tuUI/3z3x4AQlKzZk3D+vLly2rYsKHevHkT4XPeuXNHQ4cOVefOnW22zZgxQ82bN4/wufHpKF68uGF98uRJvXr1KlKvMXPmTMPfdQcHB3Xt2jVSrxEWRYsW1d69e0OdiBySgIAAjRkzJsRt9+/f16+//mqotWvXjmnGAAAAAAAAAAAAAAAAAIBPGo18AIBYqU6dOpo9e3aITXZhYWdnp7x582rGjBm6fv26+vXrp0SJEhn2SZIkiSZNmqTz58+rTp06hm1Xr17VoUOHIpz/Y2a1WnX48GFDrWDBgialARDTFSpUSJkzZzbUVq5cqcqVK4dr0uqrV6+0dOlSVapUSenTpw9x8tzkyZPVoUOHD42MT4Sbm5thMqS/v7+OHj0aaed/8+aNpk2bZqg1atRIadKkibRrhEfevHl14MABFSpUSJIUL148FS1aVB06dNDcuXN19OhRm2nECxcu1LVr12zO5eXlJT8/v6B1vHjx1KxZsyjNDwAAAAAAAAAAAAAAAABATOdgdgAAACKqTZs2atCgga5evapnz57Z/Hr69Kns7e3l6uqqzz77TClSpAj6lSRJEtnb24fpOlmyZNHKlSuVK1cuXbhwIai+ePFim2k9+GeaVvDmG3d3d3PCAIjxLBaLZs6cqapVqxoaf/bs2aPSpUtr8+bNSps2bYjHBgYGav/+/VqwYIFWrlyp58+fh3qdkSNHqmfPnpGeHx+vhAkTKl++fDp58mRQzdvbW6VLl46U8y9evFgPHjww1Hr16hUp546oTJkyycfHR48fP5aLi4scHIwfGaRJk0azZ8/W69evJf3T3Dh27FjNmTMnaJ/AwEDNnTvXcFyDBg2UJEmSqH8BAAAAAAAAAAAAAAAAAADEYDTyAQBitUSJEqlAgQJRfh2LxSJPT08NGTIkqLZixQr98MMPEZ4K+LHy8fExrF1dXZUuXTqT0gCIDSpWrKjNmzerVq1ahma8M2fOqHjx4tqyZYvy5Mkj6Z+pnz4+Plq+fLlWrlyp27dvv/f8Q4YM0aBBg6IsPz5exYsXt2nkiwyBgYH67rvvDLXy5cvr888/j5Tzfwg7OzslS5YsxG2urq5q3769vv/++6Cal5eXBg0apAwZMkiSduzYoatXrxqOa9++fdQFBgAAAAAAAAAAAAAAAAAglrAzOwAAALFF48aNDeuHDx9q69atJqWJuQ4fPmxYu7u7y2KxmJQGQGxRvnx57d27VylTpjTUb9++rVKlSmnp0qXq37+/smTJoqJFi+r7779/ZxOfs7OzWrVqJW9vb40YMYKvQ4iQ4JN3Dx06JKvV+sHn3bJli86fP2+o9e7d+4PPGx369u2rePHiBa3/ncr3r1mzZhn2z58/v4oWLRpt+QAAAAAAAAAAAAAAAAAAiKlo5AMAIIwyZ86sEiVKGGqLFy82KU3MFbyRz83NzaQkAGKbAgUKyNvbWzly5DDUnzx5oiZNmmj8+PG6du1aqMdbLBZ99dVXWrx4se7du6effvpJxYoVi+rY+IgF//tz79493bhx44PPO3nyZMM6T548qlSp0gefNzqkTJlS7dq1M9Tmz5+vW7du6c8//9T69esN29q1a0cjLQAAAAAAAAAAAAAAAAAAopEPAIBwadKkiWG9bt06PXv2zKQ0MY+fn5+OHz9uqLm7u5uUBkBslDFjRh04cCBcDXi5c+fWuHHjdOvWLW3btk1NmjSRk5NTFKbEpyJbtmxKliyZoebt7f1B5zx+/Lh27dplqPXs2TNWNbv17dtXcePGDVr7+flp3Lhxmj9/vgICAoLqCRIkkKenpxkRAQAAAAAAAAAAAAAAAACIcWjkAwAgHOrXry8HB4eg9Zs3b/Trr7+amChmOXPmjN68eWOoMZEPQHglS5ZMO3fuVLVq1ULdJ2vWrBo0aJBOnTqlM2fOqF+/fkqTJk00psSnwGKx2DSVHjp06IPOGXwan6urq82DAmK61KlTq02bNobavHnzNH36dEOtUaNGSpQoUXRGAwAAAAAAAAAAAAAAAAAgxqKRDwCAcEiePLk8PDwMtSVLlpiUJuY5fPiwYZ0lSxYlTZrUpDQAYjMnJyetWbNGnTt3DppUljFjRvXt21dHjx7VxYsXNWrUKOXLly9WTTJD7BO8ke9DJvLdvn1bK1asMNS6dOlimG4XW/Tr109x4sQJWr99+1b37t0z7NO+ffvojgUAAAAAAAAAAAAAAAAAQIxFIx8AAOEUfGrOzp07dffuXZPSxCzBG/nc3d1NSgLgY+Dg4KAff/xRV69e1YULF3T16lWNHz9ehQoVonkP0aZ48eKG9fHjx/X69esInWvq1Kny9/cPWsePHz/WNrulTZtWrVu3DnV74cKFVbhw4WhMBAAAAAAAAAAAAAAAAABAzEYjHwAA4VStWjU5OzsHrQMDA7V8+XITE8UcPj4+hjWNfAAiQ8aMGZU9e3aa92AKd3d3w989f39/HTt2LNznefbsmWbPnm2otWzZUsmSJfvgjGbp37+/HB0dQ9wWWxsUAQAAAAAAAAAAAAAAAACIKjTyAQAQTk5OTqpdu7ahtnjxYpPSxBwvXrzQ2bNnDTUa+QAAsZ2zs7Py5s1rqHl7e4f7PD/99JOePXsWtLZYLOrRo8cH5zNT+vTp1bJlS5u6s7OzGjZsaEIiAAAAAAAAAAAAAAAAAABiLhr5AACIAE9PT8P62LFjOn/+vElpYoZjx44pMDAwaG1vb68CBQqYFwgAgEhSvHhxwzoijXyzZs0yrGvWrKmsWbN+UK6YYMCAAXJwcDDUPD09lTBhQpMSAQAAAAAAAAAAAAAAAAAQM9HIBwBABJQtW1apUqUy1JYsWWJSmpjh8OHDhnW+fPnk5ORkUhoAACJPSI18Vqs1zMdfunRJFy9eNNRi+zS+f2XMmFGdOnUKWsePH1/dunUzMREAAAAAAAAAAAAAAAAAADETjXwAAESAvb29GjVqZKgtWbIkXDf1f2x8fHwMa3d3d5OSAAAQuYoVK2ZY3717V7du3Qrz8Zs2bTKsU6VKpVKlSkVKtphg0qRJGjt2rJo3b67NmzcrR44cZkcCAAAAAAAAAAAAAAAAACDGoZEPAIAI8vT0NKyvX7+ugwcPmpTGfMEn8tHIBwD4WGTPnl1JkiQx1Ly9vcN8fPBGPg8PD1kslkjJFhM4ODiof//++vnnn/Xll1+aHQcAAAAAAAAAAAAAAAAAgBiJRj4AACKoQIECyp07t6G2ePFik9KY66+//tL169cNNTc3N3PCAAAQyezs7Gym8h06dChMx758+VK///67oValSpXIigYAAAAAAAAAAAAAAAAAAGIJGvkAAIggi8WiJk2aGGq//PKL3r59a1Ii8/j4+BjWTk5ONk2OAADEZsEb+cI6kW/Xrl2Gnw0cHBxUoUKFSM0GAAAAAAAAAAAAAAAAAABiPhr5AAD4AI0bNzasHz16pM2bN5uUxjyHDx82rAsXLiwHBweT0gAAEPmKFy9uWB87dkxv3rx573GbNm0yrEuVKiUXF5dIzQYAAAAAAAAAAAAAAAAAAGI+GvkAAPgAGTNmVKlSpQy10aNHKzAw0KRE5gjeyOfm5mZSEgAAooa7u7ssFkvQ2s/PT8ePH3/nMVar1aaRr0qVKlGSDwAAAAAAAAAAAAAAAAAAxGw08gEA8IFatGhhWPv4+Gjp0qXmhDGB1Wq1aeRzd3c3KQ0AAFHDxcVFuXPnNtS8vb3feczZs2d18+ZNQ41GPgAAAAAAAAAAAAAAAAAAPk008gEA8IGaNWumHDlyGGoDBgzQq1evTEoUva5fv66HDx8aajTyAQA+RsWLFzes39fIF3waX/r06W2aAQEAAAAAAAAAAAAAAAAAwKeBRj4AAD6Qo6OjJk2aZKjdvn3bpvaxCj6NL3ny5MqYMaM5YQAAiELBG/kOHTr0zv2DN/JVqVJFFosl0nMBAAAAAAAAAAAAAAAAAICYj0Y+AAAiwddff60KFSoYauPHj9edO3dMShR9gjfyubm50aQAAPgoFStWzLC+ffu2bt++HeK+T58+1f79+w21KlWqRFk2AAAAAAAAAAAAAAAAAAAQs9HIBwBAJLBYLPruu+9kZ/f/31pfvXqlQYMGmZgqevj4+BjW7u7uJiUBACBq5cyZU4kTJzbUdu/eHeK+27dvV0BAQNA6bty4KleuXFTGAwAAAAAAAAAAAAAAAAAAMRiNfAAARJJ8+fLpm2++MdQWLFigo0ePmpQo6vn7+9u8Phr5AAAfKzs7O5upfN9++61ev35ts++mTZsM6zJlyihBggRRmg8AAAAAAAAAAAAAAAAAAMRcNPIBABCJRowYIWdnZ0OtR48eslqtJiWKWufOndOrV68MNTc3N5PSAAAQ9Zo1a2ZYX7t2TePHjzfUAgMDtXnzZkOtSpUqUZ4NAAAAAAAAAAAAAAAAAADEXDTyAQAQiVxdXTVw4EBDbd++fVq9erVJiaLW4cOHDeuMGTPqs88+MykNAABRr2HDhipVqpShNm7cOF25ciVofeLECd27d8+wD418AAAAAAAAAAAAAAAAAAB82mjkAwAgknXv3l0ZM2Y01Pr27as3b96YEygK+fj4GNbu7u4mJQEAIHpYLBZNnz5d9vb2QTVfX1917do1aALvpk2bDMdky5ZNWbNmjdacAAAAAAAAAAAAAAAAAAAgZqGRDwCASBYvXjyNHz/eULt27ZqmTp1qUqKoE3wiH418AIBPQf78+dW5c2dDbdOmTVq/fn3Q7/+LaXwAAAAAAAAAAAAAAAAAAIBGPgAAokC9evVUsmRJQ23UqFF68OCBSYki36tXr3T69GlDjUY+AMCnYvjw4UqZMqWh1q1bN926dUuHDh0y1GnkAwAAAAAAAAAAAAAAAAAANPIBABAFLBaLvv/+e0Pt+fPnGjhwoEmJIt+JEycUEBAQtLazs1OhQoVMTAQAQPRxcXHRpEmTDLUbN26oWrVqslqtQTUnJyd98cUX0R0PAAAAAAAAAAAAAAAAAADEMDTyAQAQRdzc3OTp6Wmo/fTTTzp8+LBJiSLPq1evNGzYMEMtT548SpAggTmBAAAwQePGjfXll18aaidPnjSsy5cvr3jx4kVnLAAAAAAAAAAAAAAAAAAAEAPRyAcAQBQaN26cEiZMaKh16tTJMMkutnn+/Lk8PDy0fft2Q71UqVImJQIAwBwWi0XTp0+Xvb19qPtUqVIlGhMBAAAAAAAAAAAAAAAAAICYikY+AACiUJo0aTR06FBD7ciRI5o/f75JiT7M48ePVaFCBe3du9dQd3Z2Vt++fU1KBQCAefLkyaPu3buHut3DwyP6wgAAAAAAAAAAAAAAAAAAgBjro2jk+/nnn2WxWN77a8eOHaGe4/79++rVq5dy5Mih+PHjK2nSpCpdurTmzZsnq9Uaja8GAPCx6datm3LmzGmoDRgwQI8ePYq2DC9evNCIESOUI0cOubi4KFmyZEqZMqXSpk2rjBkzKlu2bMqdO7dq1aqlFStW6PXr1zbnePDggcqWLavDhw8b6kmSJNHOnTuVMWPGaHo1AADELN9++61Sp05tU8+TJ48yZMhgQiIAAAAAAAAAAAAAAAAAABDTOJgdIDLZ2dnps88+C3V73LhxQ6wfPXpUlSpV0sOHDyVJCRMm1PPnz7V//37t379fK1eu1Pr160M9HgCAd4kTJ46mTp2qihUrBtUePnyoIUOGaPr06VF6bT8/P82bN0/Dhw/X/fv337v/+fPntXbtWiVKlEj169dX06ZNVapUKd29e1cVKlTQH3/8Ydg/RYoU2r59u/Lnzx9VLwEAgBjP2dlZkydPVqNGjQz1KlWqmJQIAAAAAAAAAAAAAAAAAADENB/FRL5/pUuXTvfu3Qv1V+nSpW2Oefr0qapWraqHDx8qZ86c8vHx0fPnz/Xy5UtNmzZNjo6O2rZtm3r06GHCKwIAfCy++uor1alTx1CbNWuWjh8/HiXXs1qtWrlypXLnzq2OHTuGqYnvv549e6Z58+bpyy+/VJYsWVSiRAmbJr7UqVNrz549NPEBACCpQYMGKl++fNDaYrGoYcOGJiYCAAAAAAAAAAAAAAAAAAAxyUfVyBcRkyZN0r179xQ/fnxt2rRJRYoUkfTP9KROnTpp+PDhkqQ5c+bo4sWLZkYFAMRy3333neLHjx+0DgwMVKdOnRQYGBip1/n9999VtGhR1a9fX5cvX/7g812/fl03b9401DJmzKh9+/YpZ86cH3x+AAA+BhaLRStXrlSDBg1UsGBBzZkzR4UKFTI7FgAAAAAAAAAAAAAAAAAAiCEczA5gtoULF0qSGjZsqEyZMtls79Kli8aMGaMXL15oyZIlQY19AACEV/r06TVo0CANHjw4qObt7a3FixerWbNmH3TuV69eafny5Zo1a5Z8fHxC3a9KlSrq3r274saNKz8/P/n7+wf974MHD/TLL79o165dslqtoZ4je/bs2rlzp9KmTftBmQEA+NgkSZJEy5cvNzsGAAAAAAAAAAAAAAAAAACIgT7pRr4LFy4ETRjy8PAIcZ+ECROqdOnS2rx5s7Zt20YjHwDgg/Tq1UteXl66cuVKUK1v376qUaOGXFxcwn2+8+fPa/bs2VqwYIGePHkS6n7u7u4aP368ypQp887ztW3bVrdu3dKSJUu0aNEinTt3zrA9b9682rFjh1xdXcOdFQAAAAAAAAAAAAAAAAAAAACAT5Wd2QEi019//aXChQsrYcKEih8/vjJnzixPT0/9/vvvIe5/5syZoN/nzZs31PP+uy14MwMAAOEVL148TZkyxVC7f/+++vfvL39//zCd4/Xr11qxYoXKli2r3Llza8qUKaE28WXPnl2rVq3SoUOH3tvE96906dKpf//+OnPmjI4cOaJu3bqpRIkSateunX7//Xea+AAAAAAAAAAAAAAAAAAAAAAACKePaiLfq1evdOzYMSVJkkQvX77UtWvXdO3aNS1ZskQtW7bUnDlz5ODw/y/5zz//DPp9mjRpQj3vv9uePXumFy9eKGHChFH3IgAAH72vv/5a1apV04YNG4Jqs2bN0tq1a+Xp6akWLVooT548hmP8/Py0c+dOLV26VGvXrtXz58/feY20adNq0KBBat26tRwdHSOU02KxqHDhwipcuHCEjgcAAAAAAAAAAAAAAAAAAAAAAP/4KCbypU6dWt9++61OnjypN2/e6NGjR3r16pUOHDigChUqSJK8vLzUo0cPw3H/bYJwcnIK9fz/3fa+xgkAAMLi+++/V9y4cQ21e/fuadKkScqbN6/c3Nw0ffp07dq1Sx07dlTq1Knl4eGhRYsWhfq9yGKxqHLlylq3bp2uXbum9u3bR7iJDwAAAAAAAAAAAAAAAAAAAAAARJ6PYiJfxYoVVbFiRUPN3t5eJUqU0NatW1W7dm2tW7dOM2bMUNeuXZUtWzaTkgIA8H/s3Xl03XWdP/7XTfclbdOmpfsyILS0HAFrQaxDC7Iv48iXRUWByqIz4whfwa8IIlR2VGbwCIoiiONhVxQom9rWsgllESllb9MV0nRL27RNl/v7gx8ZPjdpSdL7yb03eTzO6Tl5v+5ned7DP3CaJ6/37b777nHFFVfE+eef3+Tnc+fOjblz5zbrWZWVlfHVr341zj777Pinf/qnfMYEAAAAAAAAAAAAAADyoF1s5NuZsrKy+OEPfxgREdu3b48HHnig4bPy8vKGn+vq6nb4jA9/9uF7AGBXfOtb34q77rorJk2a1OJ7M5lMHHLIIfHb3/42lixZEldffbUSHwAAAAAAAAAAAAAAFKl2X+SLiNhjjz2isrIyIiLeeeedhvnQoUMbfl66dOkO7//gsz59+kTv3r1TSglAR3TSSSfF3/72t5g3b158+9vfjiFDhuz0+kmTJsX1118fS5YsiT//+c/xxS9+Mbp169ZGaQEAAAAAAAAAAAAAgNboEEW+HZkwYULDz6+88soOr/vgs7333jv1TAB0THvvvXdcc801sWjRopgxY0acdNJJ0bVr14bPfvCDH8Sbb74Zf/vb3+Lcc89NlNEBAAAAAAAAAAAAAIDi1rnQAdrC22+/HTU1NRERMWbMmIb5XnvtFSNHjoxFixbFI488EieeeGKjezds2BBz5syJiIjDDz+8bQID0GF17tw5jjrqqDjqqKNiw4YNsXbt2hgyZEhkMplCRwMAAAAAAAAAAAAAAFqp5DfyZbPZj/z8ggsuiIiIsrKyOPbYYxOff+UrX4mIiDvvvDMWLlzY6P6f/vSnsX79+ujUqVN86Utfyk9oAGiGXr16xdChQ5X4AAAAAAAAAAAAAACgxJV8ka+qqiomTZoUP//5z+Odd95pKPZt3749nnnmmTjqqKPi97//fUREnHPOObHXXnsl7j///PNj8ODBUVdXF8ccc0w8//zzERFRX18fN910U3zve9+LiIizzz479txzzzb8ZgAAAAAAAAAAAAAAAAC0B50LHSAfnnvuuXjuueciIqJbt25RXl4e69ati82bNzdcc8YZZ8QNN9zQ6N6+ffvGgw8+GEcccUS8+uqrMXHixCgvL49NmzbFli1bIiLi8MMPj+uvv75tvgwAAAAAAAAAAAAAAAAA7UrJF/l22223+MlPfhJPP/10vPTSS7FixYpYvXp1dO/ePcaMGRMHHXRQTJs2LT796U/v8Bmf+MQnYt68eXHNNdfEgw8+GIsXL45evXrFhAkT4rTTTotp06ZFWVnJLy8EAAAAAAAAAAAAAAAAoAAy2Ww2W+gQ7Ny8efNiwoQJDedXXnklxo8fX8BEAAAAAAAAAAAAAAAAAKWj0B0ta+YAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApEiRDwAAAAAAAAAAAAAAAABSpMgHAAAAAAAAAAAAAAAAAClS5AMAAAAAAAAAAAAAAACAFCnyAQAAAAAAAAAAAAAAAECKFPkAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApEiRDwAAAAAAAAAAAAAAAABSpMgHAAAAAAAAAAAAAAAAAClS5AMAAAAAAAAAAAAAAACAFCnyAQAAAAAAAAAAAAAAAECKFPkAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApEiRDwAAAAAAAAAAAAAAAABSpMgHAAAAAAAAAAAAAAAAAClS5AMAAAAAAAAAAAAAAACAFCnyAQAAAAAAAAAAAAAAAECKFPkAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApEiRDwAAAAAAAAAAAAAAAABSpMgHAAAAAAAAAAAAAAAAAClS5AMAAAAAAAAAAAAAAACAFCnyAQAAAAAAAAAAAAAAAECKFPkAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApEiRDwAAAAAAAAAAAAAAAABSpMgHAAAAAAAAAAAAAAAAAClS5AMAAAAAAAAAAAAAAACAFCnyAQAAAAAAAAAAAAAAAECKFPkAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApKhzoQPw0TZv3pw4v/XWWwVKAgAAAAAAAAAAAAAAAFB6cjtZuZ2ttCnylYDFixcnzp/73OcKEwQAAAAAAAAAAAAAAACgHVi8eHHsv//+bfa+sjZ7EwAAAAAAAAAAAAAAAAB0QIp8AAAAAAAAAAAAAAAAAJCiTDabzRY6BDu3Zs2amD17dsN5xIgR0a1btwImAgAAAAAAAAAAAAAAACgdmzdvjsWLFzecDz744OjXr1+bvV+RDwAAAAAAAAAAAAAAAABSVFboAAAAAAAAAAAAAAAAAADQninyAQAAAAAAAAAAAAAAAECKFPkAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApEiRDwAAAAAAAAAAAAAAAABSpMgHAAAAAAAAAAAAAAAAAClS5AMAAAAAAAAAAAAAAACAFCnyAQAAAAAAAAAAAAAAAECKFPkAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApEiRDwAAAAAAAAAAAAAAAABSpMgHAAAAAAAAAAAAAAAAAClS5AMAAAAAAAAAAAAAAACAFCnyAQAAAAAAAAAAAAAAAECKFPkAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApEiRDwAAAAAAAAAAAAAAAABSpMgHAAAAAAAAAAAAAAAAAClS5AMAAAAAAAAAAAAAAACAFCnyAQAAAAAAAAAAAAAAAECKFPkAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApEiRDwAAAAAAAAAAAAAAAABSpMgHAAAAAAAAAAAAAAAAAClS5AMAAAAAAAAAAAAAAACAFCnyAQAAAAAAAAAAAAAAAECKFPkAAAAAAAAAAAAAAAAAIEWKfAAAAAAAAAAAAAAAAACQIkU+AAAAAAAAAAAAAAAAAEiRIh8AAAAAAAAAAAAAAAAApEiRDwAAAAAAAAAAAAAAAABSpMgHAAAAAAAAAAAAAAAAAClS5AMAAAAAAAAAAAAAAACAFCnyAQAAAAAAAO3KrFmzIpPJJP7MmjWr0LEAAAAAAADowDoXOgAAAAAAAAC0Z9lsNt5444146623YvHixbFu3brYvHlzlJeXR0VFRfTv3z8mTJgQo0ePLnRUAAAAAAAAICWKfAAAAAAAAJBnGzZsiHvvvTd+97vfxezZs2Pt2rUfeU9lZWUccMABccIJJ8QJJ5wQffr0aYOkAAAAAAAAQFsoK3QAAAAAAAAAaC82bNgQl1xySYwYMSJOP/30+OMf/9isEl9ERE1NTTz00EMxbdq0GDx4cHzlK1+Jt99+O+XErTd69OjIZDINf04//fRWP2vhwoWJZ2UymbjtttvylhUAAAAAAAAKTZEPAAAAAAAA8uDxxx+PPffcM37wgx/E6tWrd+lZGzdujN/85jcxbty4+M///M/YtGlTnlICAAAAAAAAhdC50AEAAAAAAACg1F199dXx3e9+N7LZbJOfV1RUxKGHHhp77713DBw4MAYOHBjZbDbWrFkTCxYsiLlz58bTTz8dGzduTNy3ZcuW+MlPfhL/9//+3xg9enQbfBMAAAAAAAAgDYp8AAAAAAAAsAsuvvjiuOKKK5r87IgjjoiLL744PvWpT0WnTp12+py6urp44IEH4ic/+Uk8+eSTaUQFAAAAAAAACqSs0AEAAAAAAACgVP3yl79sssQ3ZMiQ+Mtf/hKPPPJITJ48+SNLfBERPXv2jJNPPjmeeOKJ+POf/xwTJkxIIzIAAAAAAABQAIp8AAAAAAAA0Arz58+Pb3zjG43me+21Vzz11FMxderUVj/7kEMOieeffz7OP//8XYkIAAAAAAAAFInOhQ4AAAAAAAAApehrX/tabNq0KTHr379//OUvf4mhQ4fu8vO7du0a1113Xey///7RtWvXXX4eAAAAAAAAUDiKfAAAAAAAANBCM2bMiL/+9a+N5jfeeGNeSnwf9oUvfKFF12/bti3eeeedeO2112Lp0qVRW1sb27Zti4qKiqioqIixY8fGPvvsE2VlZXnN2RHU1tbGs88+G++9916sWLEiNm3aFJWVlTFw4MCYOHFiDBs2rNARAQAAAAAAKFKZbDabLXQIAAAAAAAAKCWHHXZY/OlPf0rMDjnkkPjzn/9ckDxvvvlm/O53v4u//OUv8eSTT8aGDRt2en3fvn3jsMMOi/PPPz8OOOCAZr1j4cKFMWbMmF3O+sFfT952221xxhln7NKzDj744Jg1a1aj+axZs2Lq1KmJ2cyZM2PKlCktfsfmzZvjF7/4Rdx9993x9NNPx9atW3d47d577x2nnnpqfOMb34jevXu3+F0AAAAAAAC0X/43mwAAAAAAANACixcvbrKw9+///u9tnmXlypWx//77x5577hnf+c534rHHHvvIEl9ExNq1a+Pee++NAw88MP7lX/4l1qxZk37YEvTb3/42Pvaxj8U3vvGNmDNnzk5LfBERr776anz3u9+Nf/qnf4q77rqrjVICAAAAAABQChT5AAAAAAAAoAUeeOCBhq1yHxg8eHAcf/zxbZ5l3bp18eKLL+7SM/74xz/GpEmTYsmSJXlKVfq2b98e5513Xpx66qmxePHiFt+/YsWKOOWUU+L73/9+CukAAAAAAAAoRZ0LHQAAAAAAAABKycyZMxvN/vmf/zk6dy78X7317t07PvnJT8a4cePiYx/7WPTt2zfKy8ujvr4+Vq9eHa+++mrMnDkz5s+fn7jvzTffjJNPPjlmz569w+/RtWvX+PjHP95wfvXVV2PLli0N54qKihg5cmSzs/bv37/hefX19Y0yjRgxIvr377/TZ+yxxx7Nfl9LfOlLX4o777yz0Xzo0KFx6KGHxn777ReVlZXRvXv3WLVqVbz44ovx8MMPx6JFixLXT58+PQYOHBj/8R//kUpOAAAAAAAASkfh/zYRAAAAAAAASsgLL7zQaDZp0qQCJHlfv3794tRTT43/83/+Txx00EHRpUuXj7znqaeeim9+85sxd+7cxOy//uu/4vzzz2/ynqFDh8ZLL73UcB49enRUVVU1nI8//vi47bbbmp37+OOPb9hiuHDhwhgzZkzi8+nTp8fpp5/e7Ofly/XXX9+oxDd8+PD48Y9/HJ///OejU6dOTd63devWuO222+K8886L9evXN8y/9a1vxac+9an4xCc+kWpuAAAAAAAAiltZoQMAAAAAAABAqaivr48FCxY0mk+cOLEAad4v1y1btix+8pOfxMEHH9ysEl9ExEEHHRRz5syJI488MjG/4YYbYuvWrWlELQmvvPJK/L//9/8SswMPPDBeeeWVOPHEE3dY4ouI6Ny5c5x55pnxxBNPRJ8+fRrm9fX1cfHFF6eWGQAAAAAAgNKgyAcAAAAAAADNtHTp0shms43mgwcPLkCaiK5du0aPHj1adW/37t3j17/+dfTs2bNhtnjx4njsscfyFa/kXHXVVbFly5aG85AhQ2LGjBnRt2/fZj/j4x//eNx4442J2SOPPJLYZggAAAAAAEDHo8gHAAAAAAAAzbR69eom5/369WvbIHkyaNCgRlv5nnjiiQKlKayFCxfG3XffnZhdfvnlUVFR0eJnffGLX4yPfexjidn999+/K/EAAAAAAAAocYp8AAAAAAAA0EwbN25sct6SjW3FJrdw9swzzxQoSWHdf//9sXXr1oZzr1694pRTTmnVszKZTBx11FGJ2ezZs3cpHwAAAAAAAKWtc6EDAAAAAAAAQKnIZrNNzjOZTBsn2bGlS5fGU089FS+//HK88cYbsXbt2qitrY2NGzc2mf/dd99NnBctWtRWUYtKbtFu3333jZ49e7b6eWPGjEmcX3zxxVY/CwAAAAAAgNKnyAcAAAAAAADN1KNHjybna9asid12262N0yTde++9ceONN8bs2bNj+/btrX7OmjVr8heqhDz55JOJ87x582Lfffdt9fNWrVqVOK9duza2bNkSXbp0afUzAQAAAAAAKF2KfAAAAAAAANBM/fv3b3JeyCLfsmXL4stf/nL85S9/ycvz1q5dm5fnlJL6+vpYsWJFYrZmzZq8lxpXrVpV8MInAAAAAAAAhVFW6AAAAAAAAABQKoYNGxaZTKbR/L333itAmoilS5fGlClT8lbii4jYunVr3p5VKlauXNkm79m4cWObvAcAAAAAAIDio8gHAAAAAAAAzdS1a9cYPXp0o/ncuXPbPkxEnH766fHmm282mu+7775x4YUXxu9///t44YUX4t13343a2tqor6+PbDab+PP973+/AMmLy+rVqwsdAQAAAAAAgHauc6EDAAAAAAAAQCn5xCc+EQsWLEjMnn322TbP8dBDD8Wf/vSnxGzQoEFx++23xxFHHNHs59gSF9GjR49Gs3PPPTeuv/76AqQBAAAAAACgPbKRDwAAAAAAAFpgypQpjWZ//etfY9u2bW2a44477kicO3XqFA888ECLSnwREatWrcpnrJJUWVnZaJZb1gQAAAAAAIBdocgHAAAAAAAALXDcccdFJpNJzJYvXx5//OMf2zTH448/njgfeeSRMWnSpBY/55133slXpJJVXl7eaCvfyy+/XKA0AAAAAAAAtEeKfAAAAAAAANACI0eOjEMPPbTR/MYbb2yzDPX19VFdXZ2YfeYzn2nxc7Zt2xbPPvtsvmKVtNwS5IIFC+L1118vUBoAAAAAAADaG0U+AAAAAAAAaKFzzz230exPf/pT3HfffW3y/pqamkaz/v37t/g5M2bMiPXr17cqQ+fOnRPnbdu2teo5TT1rV5/XGocddlij2f/8z/+0aQYAAAAAAADaL0U+AAAAAAAAaKFjjjmmyQ1455xzTixfvjyv77rjjjti2bJliVmvXr0aXddUue+j/PjHP251rvLy8sS5tYXApp61q89rjeOPP77R7IYbbohVq1a1aQ4AAAAAAADaJ0U+AAAAAAAAaIWf//zn0b1798Rs5cqVceihh8bixYt3+fn19fVx/vnnxxe/+MWor69PfNa3b9/o2bNnYvbYY4+16Pm//OUvY9asWa3OV1FRkTi/8847rX5WeXl5o618u/K81thnn30alflqa2vjy1/+cmzfvr1NswAAAAAAAND+KPIBAAAAAABAK4wbNy5uuOGGRvP58+fHpz71qZg9e3arn/3nP/859t9///jRj360w2smT56cOM+aNStmzJjRrOc/8sgj8Z//+Z+tzhfxfvHtw1555ZVWFxjLyspi7733TsweffTRNi/QTZ8+PTp16pSYzZgxI84444zYtGlTq545b968+MpXvhKrV6/OR0QAAAAAAABKlCIfAAAAAAAAtNJZZ50VF110UaP50qVLY8qUKXHMMcfEU0891axC2saNG+Puu++Oz3zmM/HZz3425s2bt9PrTzrppEazk08+Oe69994d3rNp06aYPn16/Mu//Ets3LgxIiL69OnzkdmactBBByXO27dvjxNPPDHmzp2bl+e9/vrrceaZZ0ZVVVWrntcaH//4x+Paa69tNL/99tvjwAMPjAceeCCy2exHPmf16tXxq1/9Kg4//PDYZ5994je/+U1s27YtjcgAAAAAAACUiEy2OX/TBAAAAAAAAOzQVVddFRdddNEOS179+/ePz372s7H33ntHZWVlVFZWRkTEmjVr4p133onnn38+nn766airq2vy/gULFsTo0aMTsy1btsS4cePi7bffbnT9/vvvH8cdd1zsscce0aVLl6iuro7nn38+HnzwwVi5cmXDdXvvvXccd9xxcc011yTub85fIW7atCmGDRsWq1atavRZeXl5DB06NLp3797os5deeqnJ5z333HMxadKkJj8bOHBgDBw4MLp06ZKYT5w4MX75y182un7WrFkxderUxGzmzJkxZcqUHXybpDPPPDNuueWWJj8bOXJkTJ06Nfbdd98YMGBAdO/ePdauXRurV6+O1157LZ5//vmYN29ebN26NXHfihUrGv65AwAAAAAA0PEo8gEAAAAAAEAePProozFt2rRYtmxZ3p7Zo0eP+OY3vxmXXnppdOvWrdHnL774YkyePHmHBcCdGTZsWDzxxBNx2223xWWXXZb4rLl/hXj77bfHaaed1qL37uzZ06ZNi1tvvbXZzzr44INj1qxZjea7WuTLZrNx5ZVXxiWXXNKsbYrNocgHAAAAAADQsZUVOgAAAAAAAAC0B0cccUS8/vrrcdFFF0W/fv126Vm9e/eOs88+O95444246qqrmizxRUTst99+8eijj8aQIUNa9PwDDzwwnnnmmUZb/lrqK1/5Svzyl7+M8vLyXXrOB2666ab45je/GWVlhf1rzEwmExdddFH86U9/iokTJ+7Ss/r06RNnnnlm9O7dO0/pAAAAAAAAKEWKfAAAAAAAAJAnvXv3jssvvzyWLFkSt956axx33HHRp0+fZt07aNCgOP744+M3v/lNvPfee/Hzn/88hg8f/pH3TZ48Of7+97/Ht7/97Y8sEE6cODF+/etfx5NPPtmsZzfHV7/61Vi6dGnceuut8eUvfzn222+/GDRoUPTo0aPFz+rWrVv813/9VyxcuDCuvfba+PznPx977bVXDBgwILp27ZqXvC0xderUeO655+KRRx6JE088MQYOHNis+8aMGRNnnnlm3HPPPfHuu+/GL37xi+jevXvKaQEAAAAAAChmmWw2my10CAAAAAAAAGivtm/fHm+88Ua8+eabsXjx4li/fn1s3rw5ysvLo6KiIgYMGBD77LNPjBo1apfftW3btpg7d27MmzcvampqYuvWrVFeXh5jxoyJiRMnxuDBg/PwjTqubDYbr776arzxxhuxcuXKWLlyZWzfvj3Ky8ujX79+sfvuu8fYsWOjoqKi0FEBAAAAAAAoMop8AAAAAAAAAAAAAAAAAJCiskIHAAAAAAAAAAAAAAAAAID2TJEPAAAAAAAAAAAAAAAAAFKkyAcAAAAAAAAAAAAAAAAAKVLkAwAAAAAAAAAAAAAAAIAUKfIBAAAAAAAAAAAAAAAAQIoU+QAAAAAAAAAAAAAAAAAgRYp8AAAAAAAAAAAAAAAAAJAiRT4AAAAAAAAAAAAAAAAASJEiHwAAAAAAAAAAAAAAAACkSJEPAAAAAAAAAAAAAAAAAFKkyAcAAAAAAAAAAAAAAAAAKVLkAwAAAAAAAAAAAAAAAIAUKfIBAAAAAAAAAAAAAAAAQIoU+QAAAAAAAAAAAAAAAAAgRYp8AAAAAAAAAAAAAAAAAJAiRT4AAAAAAAAAAAAAAAAASJEiHwAAAAAAAAAAAAAAAACkSJEPAAAAAAAAAAAAAAAAAFKkyAcAAAAAAAAAAAAAAAAAKVLkAwAAAAAAAAAAAAAAAIAUKfIBAAAAAAAAAAAAAAAAQIo6FzoAH23Tpk3x9ttvN5x333336N69ewETAQAAAAAAAAAAAAAAAJSOQne0FPlKwNtvvx0TJkxoOL/yyisxfvz4AiYCAAAAAAAAAAAAAAAAKB2F7miVtdmbAAAAAAAAAAAAAAAAAKADUuQDAAAAAAAAAAAAAAAAgBQp8gEAAAAAAAAAAAAAAABAihT5AAAAAAAAAAAAAAAAACBFinwAAAAAAAAAAAAAAAAAkCJFPgAAAAAAAAAAAAAAAABIkSIfAAAAAAAAAAAAAAAAAKRIkQ8AAAAAAAAAAAAAAAAAUqTIBwAAAAAAAAAAAAAAAAApUuQDAAAAAAAAAAAAAAAAgBQp8gEAAAAAAAAAAAAAAABAihT5AAAAAAAAAAAAAAAAACBFinwAAAAAAAAAAAAAAAAAkCJFPgAAAAAAAAAAAAAAAABIkSIfAAAAAAAAAAAAAAAAAKRIkQ8AAAAAAAAAAAAAAAAAUqTIBwAAAAAAAAAAAAAAAAApUuQDAAAAAAAAAAAAAAAAgBQp8gEAAAAAAAAAAAAAAABAihT5AAAAAAAAAAAAAAAAACBFinwAAAAAAAAAAAAAAAAAkCJFPgAAAAAAAAAAAAAAAABIkSIfAAAAAAAAAAAAAAAAAKRIkQ8AAAAAAAAAAAAAAAAAUqTIBwAAAAAAAAAAAAAAAAApUuQDAAAAAAAAAAAAAAAAgBQp8gEAAAAAAAAAAAAAAABAihT5AAAAAAAAAAAAAAAAACBFinwAAAAAAAAAAAAAAAAAkCJFPgAAAAAAAAAAAAAAAABIkSIfAAAAAAAAAAAAAAAAAKRIkQ8AAAAAAAAAAAAAAAAAUqTIBwAAAAAAAAAAAAAAAAApUuQDAAAAAAAAAAAAAAAAgBQp8gEAAAAAAAAAAAAAAABAihT5AAAAAAAAAAAAAAAAACBFinwAAAAAAAAAAAAAAAAAkCJFPgAAAAAAAAAAAAAAAABIkSIfAAAAAAAAAAAAAAAAAKRIkQ8AAAAAAAAAAAAAAAAAUqTIBwAAAAAAAAAAAAAAAAApUuQDAAAAAAAAAAAAAAAAgBQp8gEAAAAAAAAAAAAAAABAihT5AAAAAAAAAAAAAAAAACBFinwAAAAAAAAAAAAAAAAAkCJFPgAAAAAAAAAAAAAAAABIkSIfAAAAAAAAAAAAAAAAAKRIkQ8AAAAAAAAAAAAAAAAAUqTIBwAAAAAAAAAAAAAAAAApUuQDAAAAAAAAAAAAAAAAgBQp8gEAAAAAAAAAAAAAAABAihT5AAAAAAAAAAAAAOD/t23btvjhD38YBxxwQHz961+PDRs2FDoSAADQDnQudAAAAAAAAAAAAAAAKAYrV66ML3zhC/H4449HRMSzzz4blZWV8YMf/KDAyQAAgFKnyAcAAAAAAAAAAABAh/fSSy/Fv/7rv8bChQsT8zlz5hQmEAAA0K6UFToAAAAAAAAAAAAAABTSb3/72zjooIMalfgi3t/SBwAAsKsU+QAAAAAAAAAAAADokLZs2RLnnXdenHrqqbFx48Ymr6mpqWnjVAAAQHvUudABAAAAAAAAAAAAACANc+fOjRtuuCGWLVsWffr0iT59+kTfvn0bfn7ooYdi9uzZO31GTU1NZLPZyGQybZQaAABojxT5AAAAAAAAAAAAAGh3Vq1aFccee2y89957LbrvhBNOiPvuu6/hvHXr1qitrY2+ffvmOyIAANCBlBU6AAAAAAAAAAAAAADk2913392iEl/Xrl3jlltuidtvv73RZzU1NfmMBgAAdECKfAAAAAAAAAAAAAC0O3fccUezrx02bFjMmTMnpk2bFj179owePXokPlfkAwAAdlXnQgcAAAAAAAAAAAAAgHxasmRJzJkzJzGbNm1a9OvXL2pra2Pt2rVRW1sb69evj/Hjx8f06dNjt912a7i2srIyFi9e3HBW5AMAAHaVIh8AAAAAAAAAAAAA7co999wT2Wy24dy3b9+48cYbo1u3bs26X5EPAADIt7JCBwAAAAAAAAAAAACAfLrjjjsS53/9139tdokv4v0i34cp8gEAALtKkQ8AAAAAAAAAAACAduPtt9+O5557LjH7whe+0KJnKPIBAAD5psgHAAAAAAAAAAAAQLtx1113Jc6VlZVxyCGHtOgZinwAAEC+KfIBAAAAAAAAAAAA0G7ceeedifOJJ54YnTt3btEzFPkAAIB8U+QDAAAAAAAAAAAAoF2YN29e/OMf/0jMTjnllBY/R5EPAADIN0U+AAAAAAAAAAAAANqF3G18w4YNi8mTJ7f4OYp8AABAvinyAQAAAAAAAAAAAFDystlsoyLfySefHGVlLf91WUU+AAAg3xT5AAAAAAAAAAAAACh5L7zwQrz11luJ2SmnnNKqZ+UW+VatWhXbtm1rdTYAAICiKPLV1dXFww8/HJdffnl8/vOfj1GjRkUmk4lMJhOXXnpps5/z7rvvxve+9734xCc+Ef37948ePXrEqFGj4sgjj4yrr746tmzZssN733777TjnnHNizJgx0b179xg0aFAcccQRcd999+XhGwIAAAAAAAAAAACQpjvuuCNx3n333WPixImtelZukW/79u2xZs2a1kYDAACIzoUOEBHx7LPPxtFHH71Lz7jrrrvi7LPPjtra2oiI6Nq1a/To0SMWLVoUixYtikcffTS+9rWvRb9+/RrdO2PGjDjxxBOjrq4uIiL69OkTK1eujMceeywee+yxOOOMM+KWW26JTCazSxkBAAAAAAAAAAAAyL/t27fHXXfdlZidcsoprf7dzwEDBjSa1dTUNDkHAABojqLYyBcRUVFREYceemhccMEFcccdd8TgwYObfe8999wTX/ziF6O2tjZOPvnkePHFF2Pz5s2xZs2aWLduXcyZMyfOO++86NKlS6N7FyxYECeddFLU1dXFpz/96Xj99ddj7dq1sXbt2rjkkksiIuLWW2+N6667Lm/fFQAAAAAAAAAAAID8eeqpp2LJkiWJ2SmnnNLq53Xr1i3Ky8sTs5qamlY/DwAAoCg28n3mM5+JVatWJWbf+c53mnXv8uXL45xzzont27fHeeedFz/+8Y8Tn/fu3TsmT54ckydPbvL+Sy65JDZs2BCDBw+OBx98sGFjX+/eveOyyy6Ld999N26++ea44oor4qyzzoqKioqWf0EAAAAAAAAAAAAAUnPnnXcmzuPHj48JEybs0jMrKytj3bp1DWdFPgAAYFcUxUa+Tp06tfreG264IVavXh3Dhw+Pq6++ukX3btiwIe67776IiPj617/eUOL7sAsvvDAiImpra+P+++9vdU4AAAAAAAAAAAAA8m/r1q1xzz33JGa7so3vA5WVlYmzIh8AALAriqLItytuv/32iIg49dRTo2vXri2694knnoiNGzdGRMRRRx3V5DWjR4+OcePGRUTEY489tgtJAQAAAAAAAAAAAMi3mTNnRnV1dWKmyAcAABSbki7yLViwIJYtWxYREQcffHC8+OKLcfLJJ8fgwYOjW7duMWLEiDjllFPi6aefbvL+V155peHn8ePH7/A9H6xWnzdvXh7TAwAAAAAAAAAAALCr7rzzzsR54sSJsccee+zycxX5AACAfCrpIt8bb7zR8POzzz4bBxxwQNx9992xdu3a6NGjRyxZsiTuuuuu+PSnPx1XXXVVo/s/KAFWVFREz549d/ieYcOGJa4HAAAAAAAAAAAAoPDq6+vjd7/7XWKWj218EYp8AABAfpV0kW/16tUNP1922WWx2267xSOPPBIbNmyINWvWxPz58+PQQw+NbDYb3/3ud+P+++9P3L9u3bqIiJ2W+D78+QfXAwAAAAAAAAAAAFB4c+bMiTVr1iRmJ510Ul6ercgHAADkU0kX+bZv3574+Z577okjjjgiysre/1pjx46NP/zhDzF06NCIiLj00ksLERMAAAAAAAAAAACAFDz44IOJ8yc/+ckYMWJEXp6tyAcAAORTSRf5ysvLG36ePHlyHHjggY2u6dWrV/zbv/1bRET8/e9/j/fee6/R/XV1dTt9zweff/h9AAAAAAAAAAAAABTWQw89lDgfe+yxeXu2Ih8AAJBPJV3kGzZsWMPP48aN2+F1H/6sqqqq4ecPNvWtXr16p2W+pUuXJq4HAAAAAAAAAAAAoLDeeOONePPNNxOzY445Jm/PV+QDAADyqaSLfHvvvXd06tQpIiIymcwOr8tmsw0/f/i6CRMmNPw8b968Hd7/yiuvRETE+PHjW50VAAAAAAAAAAAAgPzJ3cY3ZMiQ2G+//fL2/Nwi35o1a2LLli15ez4AANCxlHSRr3v37vHP//zPERHx6quv7vC6+fPnR8T7Jb7Ro0c3zCdPnhw9evSIiIhHHnmkyXurqqoa7j/88MPzERsAAAAAAAAAAACAXZRb5Dv66KOjrCx/vxqbW+SLiFi1alXeng8AAHQsJV3ki4g444wzIiLiiSeeiKeffrrR53V1dXHTTTdFRMQBBxwQAwcObPisV69eccIJJ0RExE033RRr165tdP8111wTERHl5eXxuc99Lt/xAQAAAAAAAAAAAGih2tramD17dmJ2zDHH5PUd/fv3bzSrqanJ6zsAAICOo2iKfKtXr46ampqGP9u3b4+I94t4H56vX78+cd+XvvSlmDRpUkREnHzyyfHoo4823Pvaa6/F8ccfH8uWLYuysrK44oorGr13+vTp0atXr1i+fHkcd9xx8eabb0ZExIYNG2L69Onxs5/9LCIiLr744qioqEjt+wMAAAAAAAAAAADQPI8//nhs3bq14dy1a9f47Gc/m9d3dO7cudHvjiryAQAArdW50AE+sN9++0VVVVWj+XXXXRfXXXddw/m0006L2267reFcVlYWf/jDH+LQQw+NV199NY488sjo0aNHdO3atWHDXpcuXeKnP/1pHHLIIY2eP2bMmLj77rvjxBNPjDlz5sSee+4Zffv2jfXr18e2bdsiIuL000+PCy64IM/fGAAAAAAAAAAAAIDWePDBBxPngw8+OMrLy/P+nsrKyli9enXDWZEPAABoraLZyLcrBg8eHC+88EL88Ic/jE9+8pPRtWvX2LhxY4wePTqmTZsWL7zwQpx11lk7vP/oo4+Ol19+Oc4666wYPXp0bNy4Mfr16xeHHXZY3HvvvXHrrbdGJpNpw28EAAAAAAAAAAAAQFO2b98eM2bMSMyOPfbYVN5VWVmZOCvyAQAArVU0G/kWLly4S/d369YtvvWtb8W3vvWtVt2/++67x80337xLGQAAAAAAAAAAAABI1/PPPx/V1dWJ2THHHJPKuxT5AACAfGkXG/kAAAAAAAAAAAAA6BgefPDBxHns2LGx++67p/IuRT4AACBfFPkAAAAAAAAAAAAAKBkPPfRQ4pzWNr4IRT4AACB/FPkAAAAAAAAAAAAAKAnLly+P559/PjFT5AMAAEqBIh8AAAAAAAAAAAAAJWHGjBmJc58+fWLy5MmpvU+RDwAAyBdFPgAAAAAAAAAAAABKwoMPPpg4H3HEEdGlS5fU3qfIBwAA5IsiHwAAAAAAAAAAAABFb/PmzfH4448nZscee2yq71TkAwAA8kWRDwAAAAAAAAAAAICi99e//jU2bNjQcM5kMnHUUUel+s7cIt/69etj06ZNqb4TAABonxT5AAAAAAAAAAAAACh6Dz74YOI8adKkGDhwYKrvzC3yRUSsXLmyyWvr6+vj8ssvj2OOOSZuueWWyGazqWYDAABKS+dCBwAAAAAAAAAAAACAnclms42KfMcee2zq7+3Xr1+UlZXF9u3bG2Y1NTUxbNiwRtf+4he/iO9973sRETFjxozYfffdY8qUKalnBAAASoONfAAAAAAAAAAAAAAUtddffz3eeeedxOyYY45J/b1lZWUxYMCAxKympqbJa//whz8kzg8//HBquQAAgNKjyAcAAAAAAAAAAABAUXvooYcS56FDh8a+++7bJu+urKxMnHdU5Js/f37ivGTJktQyAQAApUeRDwAAAAAAAAAAAICillvkO+aYYyKTybTJu5tT5Fu3bl2j4p4iHwAA8GGKfAAAAAAAAAAAAAAUra1bt8YTTzyRmB177LFt9v7mFPlee+21RrPFixenlgkAACg9inwAAAAAAAAAAAAAFK3ly5fHli1bErMDDzywzd7f2iLf0qVLY/v27anlAgAASosiHwAAAAAAAAAAAABFa9GiRYlz9+7dY+DAgW32/uYU+ebPn99oVl9f3+S1AABAx6TIBwAAAAAAAAAAAEDRWrx4ceI8fPjwyGQybfb+1hb5IiKWLFmSSiYAAKD0KPIBAAAAAAAAAAAAULRyi3wjRoxo0/fvSpEvNzsAANBxKfIBAAAAAAAAAAAAULSKvchXX18fb731VpP32sgHAAB8QJEPAAAAAAAAAAAAgKJVjEW+bDbbcH7rrbdi27ZtTd6ryAcAAHxAkQ8AAAAAAAAAAACAopVb5Bs5cmSbvj+3yLdp06aoq6trOM+fP3+H9yryAQAAH1DkAwAAAAAAAAAAAKBoFdtGvoj3t/J9YGdFvtzsAABAx6XIBwAAAAAAAAAAAEBR2rRpU1RXVydmbV3kKy8vjy5duiRmzS3y2cgHAAB8QJEPAAAAAAAAAAAAgKLUVBGurYt8mUym0Va+lhT5stlsatkAAIDSocgHAAAAAAAAAAAAQFFavHhx4lxeXh59+/Zt8xw7KvJt3749XnvttR3et3nz5li5cmWq2QAAgNKgyAcAAAAAAAAAAABAUcot8rX1Nr4P7KjIt2jRoti4ceNO7839DgAAQMekyAcAAAAAAAAAAABAUSr2Il/uNr4+ffrE0KFDE7MlS5akGw4AACgJnQsdAAAAAAAAAAAAAACaklvkGzlyZEFy7KjIN3/+/MR83LhxERGxbNmyhpkiHwAAEGEjHwAAAAAAAAAAAABFqtg38jVV5MvNmPsdAACAjslGPgAAAAAAAAAAAACK0qJFixLnUijyLV++PDGzkQ8AAIhQ5AMAAAAAAAAAAACgSJXiRr5OnTolZop8AABAhCIfAAAAAAAAAAAAAEVo3bp1sXbt2sSsmIp8K1asiJUrVybmY8eOjbq6usRMkQ8AAIhQ5AMAAAAAAAAAAACgCOVu44uIGD58eAGSNF3ke/XVVxOzrl27xpgxY2LFihWJ+eLFiyObzUYmk0k9JwAAULzKCh0AAAAAAAAAAAAAAHLlFvkqKyujZ8+eBcmSW+TbunVr/O1vf0vM9txzz+jcuXOjsuGmTZti1apVqWcEAACKmyIfAAAAAAAAAAAAAEUnt8g3YsSIAiVpXOSLiJgzZ07iPG7cuIiIGDJkSKPte0uWLEkvHAAAUBIU+QAAAAAAAAAAAAAoOsVU5OvZs2f06NEjMXvyyScT5w+KfF26dInBgwcnPlPkAwAAFPkAAAAAAAAAAAAAKDqLFi1KnAtZ5ItovJVv9erVifMHRb6IxllzS4kAAEDHo8gHAAAAAAAAAAAAQNEppo18EY2LfLk+XOQbPnx44jMb+QAAAEU+AAAAAAAAAAAAAIpOKRX5MplM7Lnnng1nRT4AACCXIh8AAAAAAAAAAAAARSWbzTYq8o0cObJAad63syLfmDFjokePHg1nRT4AACCXIh8AAAAAAAAAAAAARWXVqlWxcePGxKyYN/KNGzcucc7NmltKBAAAOh5FPgAAAAAAAAAAAACKSm7xLZPJxNChQwuU5n07K/KNHTs2cW5qI182m00lFwAAUBoU+QAAAAAAAAAAAAAoKosWLUqchwwZEl26dClQmve1ZCNfbpGvrq4u1qxZk0YsAACgRCjyAQAAAAAAAAAAAFBUcjfyjRgxokBJ/ldLinxDhw6NTCaTmC1ZsiSVXAAAQGlQ5AMAAAAAAAAAAACgqJR6ka9r166x2267JWa53wkAAOhYFPkAAAAAAAAAAAAAKCq5pbeRI0cWKMn/2lGRb7fddouKiopG8+HDhyfONvIBAEDHpsgHAAAAAAAAAAAAQFEppY18udv4PqDIBwAAfJgiHwAAAAAAAAAAAABFpRiLfAMGDGhyrsgHAAA0hyIfAAAAAAAAAAAAAEVj27ZtsXTp0sSsGIp83bp1i/Ly8kbzHRX5cjPnlhMBAICORZEPAAAAAAAAAAAAgKLx3nvvxZYtWxKzYijyRURUVlY2mtnIBwAANIciHwAAAAAAAAAAAABFI3dzXZcuXWK33XYrUJqkpop8Y8eObfLa3CLf4sWLI5vNppILAAAofop8AAAAAAAAAAAAABSN3CLfsGHDoqysOH7lNbfIV15eHsOGDWvy2twi34YNG6K2tja1bAAAQHErjv+qAQAAAAAAAAAAAIBoXOQbOXJkgZI0llvkGzt2bGQymSavbargl/vdAACAjkORDwAAAAAAAAAAAICikVt2GzFiRIGSNDZ06NDEefz48Tu8tlu3bjFo0KDEbMmSJankAgAAip8iHwAAAAAAAAAAAABFo5iLfKecckp07do1IiLKysrirLPO2un1w4cPT5wV+QAAoONS5AMAAAAAAAAAAACgaBRzkW/fffeNuXPnxn//93/H3Llz46CDDtrp9Yp8AADABzoXOgAAAAAAAAAAAAAAfGDRokWJczEV+SIi9tlnn9hnn32adW1ukS+3pAgAAHQcNvIBAAAAAAAAAAAAUBTq6+vj3XffTcyKrcjXErnZbeQDAICOS5EPAAAAAAAAAAAAgKKwbNmyyGazidnIkSMLlGbX5W7kU+QDAICOS5EPAAAAAAAAAAAAgKKwePHixLlnz55RUVFRoDS7LrfIl/v9AACAjkORDwAAAAAAAAAAAICikFt0GzFiRGQymQKl2XW5Rb5169ZFbW1tgdIAAACFpMgHAAAAAAAAAAAAQFFoqshXynKLfBERS5YsKUASAACg0BT5AAAAAAAAAAAAACgK7a3I171796isrEzMFPkAAKBjUuQDAAAAAAAAAAAAoCgsWrQocS71Il9E4618uWVFAACgY1DkAwAAAAAAAAAAAKAo5JbcRo4cWaAk+ZNb5LORDwAAOiZFPgAAAAAAAAAAAACKQm6Rrz1s5Mv9Dop8AADQMSnyAQAAAAAAAAAAAFBwdXV1sXLlysSsPRT5bOQDAAAiFPkAAAAAAAAAAAAAKAJNFdzaY5Evd+sgAADQMSjyAQAAAAAAAAAAAFBwuQW3fv36Re/evQuUJn9s5AMAACIU+QAAAAAAAAAAAAAoArlFvvawjS+i8fdYu3ZtrFu3rkBpAACAQlHkAwAAAAAAAAAAAKDgFi1alDi3lyLfsGHDGs2WLl1agCQAAEAhKfIBAAAAAAAAAAAAUHC5G/lGjhxZoCT51bNnz+jfv39ilvtdAQCA9k+RDwAAAAAAAAAAAICCyy23tZeNfBERw4cPT5yXLFlSoCQAAEChKPIBAAAAAAAAAAAAUFC1tbXx8ssvJ2btqcg3ePDgxLm6urpASQAAgEJR5AMAAAAAAAAAAACgYLLZbJx99tmxfPnyxHzs2LEFSpR/gwYNSpxXrFhRoCQAAEChKPIBAAAAAAAAAAAAUDA/+9nP4q677krMDjjggJg4cWKBEuXfwIEDE2dFPgAA6HgU+QAAAAAAAAAAAAAoiOeffz7OPffcxKxfv35xxx13RCaTKUyoFORu5Kuuri5QEgAAoFAU+QAAAAAAAAAAAABoc2vWrIkTTzwx6uvrE/Nf//rXMWbMmAKlSoeNfAAAgCIfAAAAAAAAAAAAAG0qm83GtGnTYsGCBYn5+eefH8cff3yBUqXHRj4AAECRDwAAAAAAAAAAAIA29d///d/x+9//PjE76KCD4sorryxQonQ1tZEvm80WKA0AAFAIinwAAAAAAAAAAAAAtJlnnnkmLrjggsRswIABceedd0aXLl0KlCpduUW+TZs2xfr16wuUBgAAKARFPgAAAAAAAAAAAADaxMqVK+Okk06KrVu3Jub/8z//EyNGjChQqvQNGjSo0WzFihUFSAIAABSKIh8AAAAAAAAAAAAAbeKqq66KxYsXJ2YXXXRRHHnkkQVK1DZ69+4d3bp1S8wU+QAAoGNR5AMAAAAAAAAAAACgTTz66KOJ88EHHxyXXnppYcK0oUwm02grX3V1dYHSAAAAhaDIBwAAAAAAAAAAAECbWLRoUeL8ve99Lzp37lygNG1r4MCBibONfAAA0LEo8gEAAAAAAAAAAACQurVr10ZtbW1iNnr06MKEKYDcIp+NfAAA0LEo8gEAAAAAAAAAAACQuqqqqsQ5k8nE8OHDC5Sm7Q0aNChxtpEPAAA6FkU+AAAAAAAAAAAAAFK3aNGixHnw4MHRrVu3AqVpezbyAQBAx6bIBwAAAAAAAAAAAEDqcot8I0eOLFCSwrCRDwDoyNasWRM1NTWFjgEFpcgHAAAAAAAAAAAAQOo6epEvdyOfIh8A0BFs2bIlzj///Nhtt91i8ODBceWVVxY6EhSMIh8AAAAAAAAAAAAAqauqqkqcO1qRL3cjX3V1dYGSAAC0jZqamjjiiCPiRz/6UdTX18e2bdvikksuiaVLlxY6GhSEIh8AAAAAAAAAAAAAqcvdyDdq1KgCJSmMpjbyZbPZAqUBAEjX3//+9/jkJz8ZM2fOTMy3bdvWaAYdhSIfAAAAAAAAAAAAAKnLLfJ1tI18uUW+zZs3x7p16wqUBgAgPXfddVd86lOfioULFzb5uSIfHZUiHwAAAAAAAAAAAACp2rJlSyxbtiwx62hFvkGDBjWarVixogBJAADSsW3btrjwwgvjlFNOiY0bN+7wulmzZrVdKCgiinwAAAAAAAAAAAAApGrZsmWxffv2xKyjFfl69eoV3bt3T8wU+QCA9qK2tjaOO+64uPrqqxt9Nnbs2MT5nXfeabStGToCRT4AAAAAAAAAAAAAUlVVVZU49+rVK/r371+gNIWRyWQabeWrrq4uUBoAgPz6t3/7t3j44Ycbzc8666x48cUXG/27n618dESKfAAAAAAAAAAAAACkKnfjysiRIyOTyRQoTeEMHDgwcbaRDwBoL3JLfJ07d46bbropbr755ujevXscfPDBic8V+eiIFPkAAAAAAAAAAAAASFVTRb6OyEY+AKA92rp1a6xatSoxu/fee+NrX/taw3nKlCmJz2fOnNkW0aCoKPIBAAAAAAAAAAAAkCpFvvfZyAcAtEe5Jb6IiEmTJiXOU6dOTZwXLlwYCxcuTDMWFB1FPgAAAAAAAAAAAABSVVVVlTgr8r3PRj4AoD1YuXJlo9mAAQMS5/HjxzeazZ49O9VcUGwU+QAAAAAAAAAAAABIVe5GvlGjRhUoSWENGjQocbaRDwBoD3KLfL17946uXbsmZmVlZTFlypTEbObMmWlHg6KiyAcAAAAAAAAAAABAarLZbKMin41871PkAwDag9wiX+7mvQ/kFvlmzZqVUiIoTop8AAAAAAAAAAAAAKRmzZo1sX79+sSsoxb5cjfyVVdXFygJAED+tLbIV1VVFQsWLEgrFhQdRT4AAAAAAAAAAAAAUlNVVZU4ZzKZGDZsWIHSFFZTG/my2WyB0gAA5Edzi3zjx4+PysrKxMxWPjoSRT4AAAAAAAAAAAAAUrNo0aLEeejQodG1a9cCpSms3I189fX1UVtbW6A0AAD50dwiXyaTabSVT5GPjkSRDwAAAAAAAAAAAIDU5Bb5Ro4cWaAkhZe7kS/i/a18AAClrLlFvoiIqVOnJs4zZ860oZgOQ5EPAAAAAAAAAAAAgNQo8v2vXr16RY8ePRIzRT4AoNS1pMiXu5Fv8eLFsWDBgjRiQdFR5AMAAAAAAAAAAAAgNYp8SYMGDUqcq6urC5QEACA/WlLkGzduXKN/H5o1a1YasaDoKPIBAAAAAAAAAAAAkJqqqqrEuaMX+QYOHJg428gHAJS6lhT5MplMo618M2fOTCMWFB1FPgAAAAAAAAAAAABSk7uRb9SoUQVKUhxs5AMA2puWFPkiolGRb9asWZHNZvMdC4qOIh8AAAAAAAAAAAAAqaivr4/ly5cnZjby2cgHALQf2Wy2xUW+qVOnJs5LliyJt99+O+/ZoNgo8gEAAAAAAAAAAACQiqVLlzbarqLIlyzy2cgHAJSy9evXx5YtWxKzjyry7bXXXrHbbrslZrNmzcp3NCg6inwAAAAAAAAAAAAApKKqqipx7t27d/Tr168wYYrEoEGDEmcb+QCAUpa7jS/io4t8mUwmpkyZkpgp8tERKPIBAAAAAAAAAAAAkIpFixYlziNHjoxMJlOgNMUhdyOfIh8AUMpyi3ydO3eOPn36fOR9U6dOTZxnzpzZaJMztDeKfAAAAAAAAAAAAACkIrfIN2rUqAIlKR65G/mqq6sLlAQAYNfV1NQkzgMGDGjW/7ghdyPfsmXL4q233spnNCg6inwAAAAAAAAAAAAApKKpjXwdXVMb+WyfAQBKVe5GvgEDBjTrvj333DMGDx6cmM2cOTNvuaAYKfIBAAAAAAAAAAAAkApFvsZyN/Jt2bIl1q5dW6A0AAC7prVFvkwmE1OnTk3MZs2ala9YUJQU+QAAAAAAAAAAAABIRVVVVeKsyNd4I1/E+1v5AABKUWuLfBERU6ZMSZxnzZplUzHtmiIfAAAAAAAAAAAAAHmXzWYbbeQbNWpUgdIUj549e0bPnj0Ts+rq6gKlAQDYNbtS5MvdyLd8+fJ444038pILipEiHwAAAAAAAAAAAAB5t2rVqqirq0vMbOR736BBgxJnG/kAgFK1K0W+PfbYI4YOHdpw7ty5c8ybNy9v2aDYdC50AAAAAAAAAAAAAADan9xtfGVlZYlf1O7IBg4cGAsXLmw4K/IBAKVqV4p8mUwmzjnnnNi0aVNMnTo1DjrooOjVq1e+I0LRUOQDAAAAAAAAAAAAIO+qqqoS56FDh0aXLl0KlKa45G7kq66uLlASAIBdsytFvoiISy65JJ9xoKiVFToAAAAAAAAAAAAAAO1P7ka+kSNHFihJ8Rk4cGDibCMfAFCqdrXIBx2JIh8AAAAAAAAAAAAAeZdb5Bs1alSBkhQfG/kAgPZCkQ+aT5EPAAAAAAAAAAAAgLyzkW/HbOQDANqD+vr6WLduXWKmyAc7psgHAAAAAAAAAAAAQN5VVVUlzop8/0uRDwBoD1atWtVopsgHO6bIBwAAAAAAAAAAAEDe2ci3Y4MGDUqcq6urC5QEAKD1Vq5c2WjWv3//AiSB0qDIBwAAAAAAAAAAAEBebd68Od59993EbNSoUQVKU3ya2siXzWYLlAYAoHVyi3x9+vSJLl26FCgNFD9FPgAAAAAAAAAAAADyasmSJY1mNvL9r9yNfFu3bo01a9YUJgwAQCvlFvkqKysLlARKgyIfAAAAAAAAAAAAAHm1aNGixLlPnz7Rt2/fAqUpPrkb+SLe38oHAFBKcot8AwYMKFASKA2KfAAAAAAAAAAAAADkVVVVVeJsG19Sjx49onfv3olZdXV1gdIAALSOIh+0jCIfAAAAAAAAAAAAAHmVu5FPka+x3K18NvIBAKWmpqYmcVbkg51T5AMAAAAAAAAAAAAgr3KLfKNGjSpQkuKlyAcAlDob+aBlFPkAAAAAAAAAAAAAyCsb+T7aoEGDEufq6uoCJQEAaB1FPmgZRT4AAAAAAAAAAAAA8qqqqipxVuRrzEY+AKDUKfJByyjyAQAAAAAAAAAAAJA32WzWRr5msJEPACh1inzQMkVR5Kurq4uHH344Lr/88vj85z8fo0aNikwmE5lMJi699NJWPfNrX/tawzNGjx79kde//fbbcc4558SYMWOie/fuMWjQoDjiiCPivvvua9X7AQAAAAAAAAAAADqimpqa2LRpU2I2atSoAqUpXjbyAQClTpEPWqZzoQNERDz77LNx9NFH5+15s2bNiptvvrnZ18+YMSNOPPHEqKuri4iIPn36xMqVK+Oxxx6Lxx57LM4444y45ZZbIpPJ5C0jAAAAAAAAAAAAQHuUu42vU6dOMWTIkAKlKV65RT4b+QCAUpLNZmPVqlWJmSIf7FxRbOSLiKioqIhDDz00Lrjggrjjjjti8ODBrXpOXV1dnHnmmdG5c+eYOHHiR16/YMGCOOmkk6Kuri4+/elPx+uvvx5r166NtWvXxiWXXBIREbfeemtcd911rcoDAAAAAAAAAAAA0JFUVVUlzsOGDYvOnYti90RRGTRoUOJsIx8AUErWrl0b27ZtS8wU+WDniuK/ij7zmc80auF+5zvfadWzLrroonj77bfjoosuiiVLlsTcuXN3ev0ll1wSGzZsiMGDB8eDDz4Y/fr1i4iI3r17x2WXXRbvvvtu3HzzzXHFFVfEWWedFRUVFa3KBQAAAAAAAAAAANAR5G7kGzlyZIGSFLfcjXw1NTWxffv2KCsrmj0dAAA7tHLlykYzRT7YuaL4N/1OnTrl5TnPPPNM3HDDDbHnnnvGxRdf/JHXb9iwIe67776IiPj617/eUOL7sAsvvDAiImpra+P+++/PS04AAAAAAAAAAACA9kqRr3lyN/Jt3bo11qxZU5gwAAAtlFvk69q1a/Tq1atAaaA0FEWRLx82b94c06ZNi2w2Gz//+c+je/fuH3nPE088ERs3boyIiKOOOqrJa0aPHh3jxo2LiIjHHnssf4EBAAAAAAAAAAAA2plNmzbF7373u8RMka9puRv5IiJWrFhRgCQAAC2XW+QbMGBAZDKZAqWB0tBuinzTp0+P+fPnx1e/+tWYMmVKs+555ZVXGn4eP378Dq+bMGFCRETMmzdvlzICAAAAAAAAAAAAtGfXX399VFVVJWaHHHJIgdIUt+7du0d5eXliVl1dXaA0AAAt01SRD9i5dlHke/HFF+Paa6+N3XbbLa699tpm37ds2bKIiKioqIiePXvu8Lphw4YlrgcAAAAAAAAAAAAgafny5XHllVcmZgcffHB89rOfLVCi4pe7lc9GPgCgVCjyQcuVfJFv69atMW3atNi6dWvccMMNUVFR0ex7161bFxGx0xLfhz//4HoAAAAAAAAAAAAAki6++OJYv359wzmTycSPf/zjyGQyBUxV3BT5AIBSlVvkq6ysLFASKB0lX+S7+uqr46WXXopjjz02TjrppELHAQAAAAAAAAAAAOhwXnzxxbj11lsTs9NPPz3233//AiUqDYMGDUqcq6urC5QEAKBlbOSDlivpIt+rr74aP/jBD6J3795x4403tvj+8vLyiIioq6vb6XUffP7B9QAAAAAAAAAAAAC8L5vNxnnnnRfZbLZh1qtXr7jiiisKmKo02MgHAJQqRT5ouc6FDrAr/v3f/z3q6+vjsssui4qKisQ69oiIrVu3RsT7/4H4wWfdunWLLl26RETE0KFDIyJi9erVUVdXFz179mzyPUuXLk1cDwAAAAAAAAAAAMD77r///pg9e3Zi9t3vfjeGDBlSoESlw0Y+AKBU1dTUJM6KfPDRSnoj34IFCyIi4sILL4zy8vJGf377299GRMSiRYsaZj/96U8b7p8wYULDz/Pmzdvhe1555ZWIiBg/fnwaXwMAAAAAAAAAAACgJG3evDnOP//8xGzkyJFx3nnnFShRabGRDwAoVTbyQcuVdJFvV02ePDl69OgRERGPPPJIk9dUVVXF/PnzIyLi8MMPb7NsAAAAAAAAAAAAAMXuhhtuiHfeeScxu/baaxt+P5Ods5EPAChVinzQciVd5Fu4cGFks9kd/jnttNMiImLUqFENs3PPPbfh/l69esUJJ5wQERE33XRTrF27ttE7rrnmmoiIKC8vj8997nOpfycAAAAAAAAAAACAUlBdXR2XX355YnbQQQfFSSedVKBEpcdGPgCgVCnyQcsVTZFv9erVUVNT0/Bn+/btERFRV1eXmK9fvz6v750+fXr06tUrli9fHscdd1y8+eabERGxYcOGmD59evzsZz+LiIiLL744Kioq8vpuAAAAAAAAAAAAgFJ1ySWXRG1tbWJ2/fXXRyaTKVCi0pNb5Pvw79ACABSrTZs2RV1dXWKmyAcfrWiKfPvtt18MHDiw4c/ixYsjIuK6665LzP/jP/4jr+8dM2ZM3H333dGzZ8+YM2dO7LnnntGvX7/o27dvfP/7349sNhunn356XHDBBXl9LwAAAAAAAAAAAECp+sc//hG/+MUvErMvf/nLMWnSpAIlKk2DBg1KnLdt2xarV68uUBoAgObJ3cYXocgHzVE0Rb5COvroo+Pll1+Os846K0aPHh0bN26Mfv36xWGHHRb33ntv3Hrrrf7vMAAAAAAAAAAAAAD/vwsuuCCxOa5Hjx5x5ZVXFjBRacrdyBcRsWLFigIkAQBovtwiXyaTiYqKigKlgdLRudABPrBw4cK8P/O2226L2267rVnX7r777nHzzTfnPQMAAAAAAAAAAABAe/Loo4/Go48+mph9+9vfjuHDhxcoUenq1q1b9OnTJ2praxtm7733XowdO7aAqQAAdi63yNevX7/o1KlTgdJA6bCRDwAAAAAAAAAAAKADe+utt+Kiiy6KX/3qV4kte03Ztm1bXHDBBYnZkCFDGs1oviFDhiTOaSzHAADIp9wi34ABAwqUBEpL0WzkAwAAAAAAAAAAAKBtrVmzJvbff/9Yt25dRETMmTMnfvWrX0Umk2ny+l//+tfxj3/8IzG7/PLLo1evXqlnba/23HPPeP311xvOH/4ZAKAYKfJB69jIBwAAAAAAAAAAANBBPfzwww0lvoiI2267LW688cYmr92wYUNcfPHFidk+++wTp512WqoZ27uxY8cmzq+99lqBkgAANI8iH7SOIh8AAAAAAAAAAABAB7Vs2bJGs3PPPTeeeOKJRvMf/ehHsXz58sTshz/8YXTq1Cm1fB3BXnvtlTjbyAcAFDtFPmgdRT4AAAAAAAAAAACADuq9995rNNu69f9j786jq6yv/Y/vk3kiJBBCEgIhhEyQEAQVFHCigKioHUSr1mp71XrV9td7taOVqh21Dm1/ttZetVq1rdWKhElEqwQUUEEyQAYSCIFAQoCEzNM5vz/8kcv3+5yTnPnknPN+rdW13Pt5nu+zIXCga+XDHpDrrrtOCfkdPXpUHn30UeW+ZcuWydKlSz0+Y6DTg3z79++XwcFBH00DAAAwMj3Il5SU5KNJAP9CkA8AAAAAAAAAAAAAAAAAACBIWQvyiYgcO3ZMrrvuOunr6xMRkVWrVklnZ+fQ9ZCQEHnssce8MmOg04N8fX19cvDgQd8MAwAAYAc28gHOIcgHAAAAAAAAAAAAAAAAAAAQpJqbm21e+/DDD+W//uu/pLy8XJ577jnl2m233SaFhYWeHi8oJCUlSWJiotKrqqry0TQAAAAjI8gHOIcgHwAAAAAAAAAAAAAAAAAAQJDSN/KZTCalfvrpp2XFihViNpuHejExMfLwww97Zb5gYDKZJC8vT+lVVlb6aBoAAICREeQDnEOQDwAAAAAAAAAAAAAAAAAAIEjpQb5HHnlEoqKilN7BgweV+r777pO0tDRPjxZUcnNzlZqNfAAAYDQjyAc4hyAfAAAAAAAAAAAAAAAAAABAEDKbzdLc3Kz0li1bJn/+859tPjNx4kS5//77PT1a0CHIBwAA/MXg4KCcPHlS6RHkA+xDkA8AAAAAAAAAAAAAAAAAACAInTp1SgYGBpRecnKy3HzzzXLvvfdafeaRRx6RuLg4b4wXVAjyAQAAf9Ha2ioWi0XpEeQD7EOQDwAAAAAAAAAAAAAAAAAAIAg1NTUZesnJySIi8pvf/EYWLlyoXJs5c6bcdtttXpkt2OhBvmPHjklbW5uPpgEAALDtxIkThh5BPsA+BPkAAAAAAAAAAAAAAAAAAACCkB7kGzt2rERFRYmISEREhLz22msyd+5cERFJSkqSl156ScLCwrw+ZzDIysqS0NBQpcdWPgAAMBrpQb7o6GiJjo720TSAfyHIBwAAAAAAAAAAAAAAAAAAEIT0IN/EiROVOjU1VbZv3y5lZWVSU1Mjc+bM8eZ4QSUyMlIyMzOVHkE+AAAwGulBPrbxAfYjyAcAAAAAAAAAAAAAAAAAABCEmpublVoP8omIhIWFSUFBgSQkJHhpquCVm5ur1AT5AADAaESQD3AeQT4AAAAAAAAAAAAAAAAAAIAgNNJGPngXQT4AAOAPCPIBziPIBwAAAAAAAAAAAAAAAAAAEIQI8o0uBPkAAIA/IMgHOI8gHwAAAAAAAAAAAAAAAAAAQBAiyDe65OXlKXV1dbUMDg76aBoAAADrCPIBziPIBwAAAAAAAAAAAAAAAAAAEIT0IF9ycrKPJoGIcSNfb2+vHDp0yEfTAAAAWEeQD3AeQT4AAAAAAAAAAAAAAAAAAIAgxEa+0SU5OVnGjh2r9Kqqqnw0DQAAgHV6kC8pKclHkwD+hyAfAAAAAAAAAAAAAAAAAABAkLFYLAT5RhmTyWTYyudskM9isUhtba0cO3bMHaMBAAAMYSMf4DyCfAAAAAAAAAAAAAAAAAAAAEHm9OnT0tvbq/QI8vleXl6eUjsb5Lvjjjtk+vTpMmXKFPnrX//qjtEAAABEhCAf4AqCfAAAAAAAAAAAAAAAAAAAAEFG38YnQpBvNNA38lVWVjp8xv79++V//ud/RESkv79f/uu//ksGBgbcMh8AAABBPsB5BPkAAAAAAAAAAAAAAAAAAACCTHNzs1LHxsZKbGysj6bBGXqQz5mNfHr4r6WlRT766COX5gIAABAR6erqkp6eHqVHkA+wH0E+AAAAAAAAAAAAAAAAAACAIKNv5GMb3+igB/kaGxulvb3doTOOHDli6BUXF7s0FwAAgIhxG58IQT7AEQT5AAAAAAAAAAAAAAAAAAAAggxBvtFp+vTpYjKZlF51dbVDZxDkAwAAntLS0qLUISEhMnbsWB9NA/gfgnwAAAAAAAAAAAAAAAAAAABBhiDf6BQVFSWZmZlKr6qqyqEzrAX5KisrZf/+/S7NBgAAgkdnZ6dUVlaK2WxW+vpGvnHjxklICNEkwF78bgEAAAAAAAAAAAAAAAAAAAgyepAvOTnZR5NAl5ubq9SVlZUOPW8tyCcisnbtWqdnAgAAwaOsrEyysrIkPz9fCgoKZNeuXUPX9CDf+PHjvT0e4NcI8gEAAAAAAAAAAAAAAAAAAAQZNvKNXnqQz9GNfI2NjVb7xcXFTs8EAACCx29+85uhvyvu27dPLrjgAvnd734nFouFIB/gojBfDwAAAAAAAAAAAAAAAAAAAADvIsg3erka5LO1kW/Lli3S1tYmY8eOdXo2AAAQ+M7ewCci0tfXJ9/5znfk3//+t2RmZirXCPIBjiHIBwAAAAAAAAAAAAAAAAAAEGQI8o1eepCvurpazGazhISEjPhsd3e3nDx50uq1gYEBefvtt2XlypVumRMAAASewcFBqampsXpt9erVhh5BPsAxI/+NHgAAAAAAAAAAAAAAAAAAAAGlublZqQnyjR55eXlK3d3dLQ0NDXY929jYOOz14uJip+cCAACB79ChQ9Lb22v3/QT5AMcQ5AMAAAAAAAAAAAAAAAAAAAgiXV1d0tHRofQI8o0eKSkpMmbMGKVXVVVl17NHjhwZ9vr69etlcHDQ6dkAAEBg0//OER0dLUlJSTbvJ8gHOIYgHwAAAAAAAAAAAAAAAAAAQBBpamoy9AjyjR4mk0lyc3OVnr1BPn0jX2JiolKfPHlSPvroI9cGBAAAAau6ulqpCwoKZM+ePXLJJZdYvZ8gH+AYgnwAAAAAAAAAAAAAAAAAAABBRA/yRUZGSnx8vI+mgTXOBvn0jXznnHOOFBYWKr3i4mLXhgMAAAFL/ztHbm6upKWlyebNm+Whhx6SkBA1hlRUVOTN8QC/R5APAAAAAAAAAAAAAAAAAAAgiOhBvuTkZDGZTD6aBta4K8iXlpYmK1asUHpr1651bTgAABCwrAX5RERCQ0PlwQcflPfee0+KiookNjZW7rvvPjn//PN9MSbgtwjyAQAAAAAAAAAAAAAAAAAABBE9yDdx4kQfTQJb8vLylLqystKu5/Qg36RJkwxBvr1790pdXZ1rAwIAgIBkK8h3xsUXXyy7d++W9vZ2eeyxx/jHIAAHEeQDAAAAAAAAAAAAAAAAAAAIIgT5Rj/9m+YPHz4snZ2dIz5nLch3/vnny4QJE5R+cXGx60MCAICA0tnZKYcPH1Z6+t9JRERMJhMBPsBJBPkAAAAAAAAAAAAAAAAAAACCCEG+0S87O9vwDfLV1dUjPtfY2KjUkyZNkpCQELnyyiuV/tq1a10fEm63ZcsWycrKkqSkJHnuued8PQ4AIMjof9cwmUySnZ3to2mAwESQDwAAAAAAAAAAAAAAAAAAIIg0NzcrNUG+0Sc6OlqmTJmi9KqqqoZ9xmKxGIJ8aWlpIiKyYsUKpf/BBx/I6dOn3TAp3MViscgdd9whdXV1cuLECbn77rvl+PHjvh4LABBE9CDflClTJDo62kfTAIGJIB8AAAAAAAAAAAAAAAAAAEAQYSOff8jLy1PqkYJ8J06ckN7eXqU3adIkERFZunSpREREDPX7+/vl7bffdtOkcIfm5mbla9zb2yuffPKJDycCAAQb/e8aubm5PpoECFwE+QAAAAAAAAAAAAAAAAAAAIIIQT7/oH/zfGVl5bD3HzlyRKlNJpOkpKSIiEhcXJxceumlyvW1a9e6YUq4S1lZmaG3b98+H0wCAAhWepAvJyfHR5MAgYsgHwAAAAAAAAAAAAAAAAAAQBAhyOcf9CDfSBv5GhsblXrixIkSHh4+VF911VXK9fXr18vg4KCLU8JdysvLDT2CfAAAb2IjH+B5BPkAAAAAAAAAAAAAAAAAAACCRG9vr7S2tio9gnyjk/7N89XV1WKxWGzer2/kmzRpklKvWLFCqVtaWmT79u0uTgl3sRbkG2kLIwAA7mKxWAjyAV5AkA8AAAAAAAAAAAAAAAAAACBINDc3G3rJyck+mAQj0b95vrOzUw4fPmzzfj3Il5aWptQZGRlSWFio9NauXevilHCXsrIyQ4+NfAAAbzl69Kh0dHQoPYJ8gPsR5AMAAAAAAAAAAAAAAAAAAAgSTU1NSh0aGirjxo3z0TQYzqRJkyQuLk7p6ZtyzjbSRj4R41a+9evXuzAh3MVsNktFRYWhf+LECTl+/LgPJgIABBv97xjR0dGSnp7uo2mAwEWQDwAAAAAAAAAAAAAAAAAAIEjoQb7k5GQJCeHbSUcjk8lk2IQz3IY2e4J8y5cvV+qysjJpbW11fki4RX19vXR2dlq9VllZ6eVpAADBqLq6WqlzcnL4OyLgAfyuAgAAAAAAAAAAAAAAAAAACBLNzc1KPXHiRB9NAnvk5+cr9XChrsbGRqW2FuQ777zzJDIycqi2WCzy4YcfujglXFVWVmbz2nDhTQAA3EXfyKf/YwIA3IMgHwAAAAAAAAAAAAAAAAAAQJDQN/IR5Bvd8vLylNqRjXxpaWmGeyIjI2XevHlKb+vWrS5MCHcoLy+3eY2NfAAAb9CDfDk5OT6aBAhsBPkAAAAAAAAAAAAAAAAAAACCBEE+/2LvRr7e3l45fvy40rO2kU9EZOHChUpdUlLiwoRwBzbyAQB8jY18gHcQ5AMAAAAAAAAAAAAAAAAAAAgSBPn8i76R7+jRo9LW1ma47+jRo4aevUG+nTt3Sk9PjwtTwlXDbeQjyAcA8LTe3l45cOCA0iPIB3gGQT4AAAAAAAAAAAAAAAAAAIAgQZDPv0yfPl1CQ0OVnrWtfEeOHFHq6OhoSUhIsHrmhRdeKCaTaaju6+uTTz75xPVh4ZS+vj6bmxZFROrr66Wrq8uLEwEAgk1tba2YzWalR5AP8AyCfAAAAAAAAAAAAAAAAAAAAEFCD/IlJyf7aBLYIyIiQrKyspSetdBXY2OjUk+aNEkJ651t7NixMmvWLKW3detWFyeFs6qrq2VgYGDYe6qqqrw0DQAgGOl/zqSkpEh8fLyPpgECG0E+AAAAAAAAAAAAAAAAAACAIMFGPv+Tl5en1Pv27TPco2/kS0tLG/bMRYsWKXVJSYmT08FV5eXlSp2eni5Tp05Veta+5gAAuEt1dbVSs40P8ByCfAAAAAAAAAAAAAAAAAAAAEFgYGBATpw4ofQI8o1++fn5Sm1tI58e5Js0adKwZy5cuFCpt23bJmaz2ckJ4Qo9yFdQUGDX1xwAAHfRN/IR5AM8hyAfAAAAAAAAAAAAAAAAAABAEGhpaRGLxaL0CPKNfs5s5HM0yNfW1mYIlME7ysrKlLqwsNCurzkAAO6iB/lycnJ8NAkQ+AjyAQAAAAAAAAAAAAAAAAAABIGmpialNplMkpSU5KNpYC99O1ttba309fUpPUeDfJMmTZLMzEylt3XrVhemhLPs2chHkA8A4Els5AO8hyAfAAAAAAAAAAAAAAAAAABAENCDfElJSRIWFuajaWAvfTvb4OCg1NbWKr3GxkalTktLG/HcRYsWKXVJSYmTE8JZnZ2dUldXp/SsBflqampkYGDAm6MBAILEiRMn5MSJE0qPIB/gOQT5AAAAAAAAAAAAAAAAAAAAgoAe5Js4caKPJoEjxo4dK6mpqUrv7A1tFovF4Y18IiILFy5U6pKSErFYLC5MCkdVVFQodUhIiOTn5xvCm319fXLgwAFvjgYACBL6Nr7w8HDD1l4A7kOQDwAAAAAAAAAAAAAAAAAAIAgQ5PNferCrsrJy6L9bW1ulu7tbue5MkO/IkSNSX1/vwpRwVHl5uVJPnz5doqOjJSkpSZKSkpRrZ4c3AQBwFz3Il5WVxcZmwIMI8gEAAAAAAAAAAAAAAAAAAAQBgnz+Kz8/X6nPDnXp2/hERNLS0kY8My8vT8aPH6/0tm7d6uSEcIYe5CsoKBj6b/1rfnZ4EwAAd6murlbq3NxcH00CBAeCfAAAAAAAAAAAAAAAAAAAAEFAD/IlJyf7aBI4ariNfHqQb8KECRIRETHimSaTybCVr6SkxIUp4aiysjKlLiwsHPpv/WvORj4AgCfoG/kI8gGeRZAPAAAAAAAAAAAAAAAAAAAgCLCRz39Z285msVhERKSxsVG5Zs82vjMWLVqk1Gzk8y5HNvIR5AMAeAJBPsC7CPIBAAAAAAAAAAAAAAAAAAAEAYJ8/kvfztbR0TG0iU/fyDdp0iS7z9U38u3du1dOnDjh5JRwREtLixw7dkzpnb2Rb7jwJgAA7jA4OCj79+9Xejk5OT6aBggOBPkAAAAAAAAAAAAAAAAAAACCQHNzs1IT5PMfkyZNkri4OKVXWVkpIq4F+ebMmSPR0dFKb9u2bU5OCUfo2/giIyMlKytrqNbDm21tbYbgHwAArjh48KD09fUpPTbyAZ5FkA8AAAAAAAAAAAAAAAAAACDAmc1mgnx+zGQyGYJd+/btExHXgnzh4eEyf/58pbd161Ynp4Qj9CBffn6+hIWFDdVTpkyRmJgY5Z4z4U0AANyhqqpKqRMTEyUpKclH0wDBgSAfAAAAAAAAAAAAAAAAAABAgDt58qQMDg4qPYJ8/kUP8tnayJeWlubQuYsWLVLqkpISJ6aDo8rKypS6sLBQqUNCQgxbkc6ENwEAcIfq6mqlzs3NFZPJ5KNpgOBAkA8AAAAAAAAAAAAAAAAAACDANTU1GXrJyck+mATOys/PV+ozoa7Gxkal78hGPhGRhQsXKvWnn34qXV1dTkwIR+gb+QoKCgz32NrCCACAO+gb+fQAOQD3I8gHAAAAAAAAAAAAAAAAAAAQ4PQgX2JiokRERPhoGjjD2ka+/v5+w9fW0SDf/PnzJTQ0dKju7++XnTt3Oj8oRmSxWOwK8unhzTNbGAEAcAeCfID3EeQDAAAAAAAAAAAAAAAAAAAIcHrYa+LEiT6aBM7SQ11Hjx6VqqoqsVgsSt/RIN+YMWNk9uzZSm/r1q1OzQj7NDQ0yOnTp5VeYWGh4T5bWxgBAHAHgnyA9xHkAwAAAAAAAAAAAAAAAAAACHB6kC85OdlHk8BZWVlZyuY8EZF3331XqSMiImT8+PEOn71w4UKlLikpcXxA2E3fxhcfHy/p6emG+/QtjEeOHDEEAAEAcEZ7e7s0NjYqvZycHB9NAwQPgnwAAAAAAAAAAAAAAAAAAAABjo18/i8iIkKmT5+u9PQgX1pamphMJofPXrRokVJ/+OGHMjAw4PiQsIse5CsoKLD6dcvOzpaQEPXbvfXtSQAAOKO6ulqpTSaT4e8ZANwvzNcDAAAAAAAAAAAAAAAAAAAAwLOam5uVmiCff8rLy1OCXB988IFyfdKkSU6dq2/k6+jokNLSUpkzZ45T52F4ZWVlSl1YWGj1vsjISMnKypKampqh3r59++S8887z6HwAgMBhsVikrq5OGhoapLGxceh/u3btUu6bOnWqREVF+WhKIHgQ5AMAAAAAAAAAAAAAAAAAAAhwbOQLDHl5efLWW28N1adPn1auOxvkmzhxomRnZyuBsa1btxLk8xBrG/lsycvLMwT5AAD+69ChQ/LQQw9JX1+fPPDAA5Kbm+uR9zQ3N8sLL7wgf/7zn6W2tnbE+z01BwBVyMi3AAAAAAAAAAAAAAAAAAAAwJ8R5AsM+fn5w153NsgnYtzKt3XrVqfPgm0DAwOGMJ6tjXwixq95ZWWlR+YCAHiexWKRlStXyvPPPy8vv/yyXHnllTI4OOjW8//973/L9ddfL+np6fKDH/zArhCfiMjs2bPdNgcA2wjyAQAAAAAAAAAAAAAAAAAABDiCfIEhLy9v2OuuBPkuvPBCpS4tLXX6LNi2f/9+6e3tVXozZ860eb8e5GMjHwD4r+bmZtmxY8dQXVtb65bP9Y6ODnn88cclLy9PLrvsMnnttdekv7/f7ueTk5Pl3nvvdXkOACML8/UAAAAAAAAAAAAAAAAAAAAA8ByLxUKQL0CMFORLS0tz+mx9K9yZwFlkZKTTZ8KovLxcqVNSUiQpKcnm/frXfP/+/dLX1ycREREemQ8A4DnV1dWGXm1trRQUFDh95okTJ+Syyy4bMYAfHx8vkyZNkrS0tKH/paamyuTJk2X58uUSHR3t9AwA7EeQDwAAAAAAAAAAAAAAAAAAIIC1tbVJX1+f0iPI55/Gjh0rqampcvToUavXXdnIN2PGDKUeHByUqqoqmTVrltNnwqisrEyp9QClTt/INzg4KLW1tYY+AGD0sxXkc8V///d/2wzxRUVFyfXXXy933nmnzJ8/X0wmk0vvAuC6EF8PAAAAAAAAAAAAAAAAAAAAAM/Rt/GJiCQnJ/tgErjDcAEuV4J8Y8aMkSlTpig9fXscXKf/nI60helMePNs+/btc/tcAADPq6mpMfRcCfK988478uKLLxr6+fn58tvf/lYaGxvlL3/5i1xwwQWE+IBRgiAfAAAAAAAAAAAAAAAAAABAADt48KBSx8XFSUxMjG+Ggcvy8vJsXktLS3Pp7JkzZyp1RUWFS+dB1dLSIu+++67SGynIJ2L8mhPkAwD/5M6NfJ2dnXLHHXcovfj4eHn//feloqJCvv3tb0tiYqJTZwPwHIJ8AAAAAAAAAAAAAAAAAAAAAWznzp1KrYe14F9sbeRLTEyU6Ohol87WQ2UE+dxr1apV0tbWpvQWLVo04nP617yystKtcwEAvMOdQb4HH3zQ8I81PProo3LxxRezfQ8YxQjyAQAAAAAAAAAAAAAAAAAABLAdO3Yo9fz58300CdzB1ka+SZMmuXy2HvIsLy93+Ux8rqKiQp555hmld+ONN0p2dvaIz7KRDwD83+DgoOzfv9/QP3jwoAwMDDh01scffyxPPfWU0rvooovk9ttvd2VEAF5AkA8AAAAAAAAAAAAAAAAAACBAWSwWQ5Bv3rx5PpoG7mBrI58ngnx1dXXS1dXl8rnBzmKxyH/913+J2Wwe6kVHR8uvfvUru563tpHv7LMAAKNfQ0OD9Pb2GvoDAwPS0NBg9zn9/f3yzW9+U/lzIDIyUv785z9LSAgRIWC043cpAAAAAAAAAAAAAAAAAABAgDpw4IC0tLQoPYJ8/i0tLU3i4uIMfXcE+fLz88VkMg3VFotFKisrXT432G3YsEE2bdqk9O677z6ZPHmyXc/rG/k6OzsNv68BAKNbdXW1zWu1tbV2n/PYY49JWVmZ0lu1apXk5OQ4PRsA7yHIBwAAAAAAAAAAAAAAAAAAEKD0bXxJSUmSmZnpo2ngDiaTyRDsEnFPkC82Ntbw66OiosLlc4NZf3+//Pd//7fSS0tLk+9973t2nzFhwgRD79SpUy7PBgDwnpqaGpvX7A3yVVVVycMPP6z0Zs2aJffdd59LswHwHoJ8AAAAAAAAAAAAAAAAAAAAAWr79u1KPW/ePGXjGvxTfn6+oZeWluaWs2fOnKnU5eXlbjk3WD3zzDOGrYa/+MUvrG5VtCUyMlKio6OVXmtrqzvGAwB4iasb+cxms9x+++3S29s71AsJCZHnnntOwsPD3TIjAM8jyAcAAAAAAAAAAAAAAAAAABCg9I188+fP99EkcCdPbeQTMQb52MjnvJMnT8qqVauU3ty5c+VrX/uaw2clJCQoNRv5AMC/DBfkq6urG/H5P//5z1JSUqL0vvvd78q5557r8mwAvIcgHwAAAAAAAAAAAAAAAAAAQADq7e2V3bt3K7158+b5aBq4k7WNfO4K8hUUFCg1QT7nPfzww4bA3ZNPPikhIY5/C3diYqJSE+QDAP/iyka+9vZ2+d73vqf0MjMz5aGHHnLLbAC8hyAfAAAAAAAAAAAAAAAAAABAANqzZ4/09fUpvfPOO89H08CdvLmR7+DBg9LR0eGWs4NJVVWVPP3000rvuuuuk0WLFjl1nr6Rr7W11cnJAADe1tvbKwcPHrR5vba2ViwWi83r//73v+X06dNK79lnn5XY2Fh3jQjASwjyAQAAAAAAAAAAAAAAAAAABKAdO3YodV5eniEMBP+Um5urbOWbM2eOJCcnu+XsvLw8w8a4vXv3uuXsYHLffffJwMDAUB0ZGSm//vWvnT6PjXwA4L/q6urEbDbbvN7e3i4tLS02r3/22WdKvXDhQvnCF77grvEAeBFBPgAAAAAAAAAAAAAAAAAAgAC0fft2pZ43b56PJoG7hYSEyJo1a+TWW2+Vb37zm7J69WoxmUxuOTsqKkqmT5+u9CoqKtxydrB45513ZO3atUrvu9/9rmRmZjp9ph7kYyMfAPiPmpoapU5KSpLw8HClV1tba/P5PXv2KPWcOXPcNxwArwrz9QAAAAAAAAAAAAAAAAAAAABwP30j3/z58300CTxh+vTp8sILL3jk7JkzZ0p1dfVQTZDPMX/84x+VeuLEifLDH/7QpTP1bZps5AMA/3H2n6kin2+/bWpqUgJ+tbW1Nv+upgf5Zs+e7fYZAXgHG/kAAAAAAAAAAAAAAAAAAAACTEtLi2GzCxv5YK+ZM2cqdXl5uY8m8U968PFHP/qRxMfHu3QmG/kAwH/pQb6cnBzJyspSerY28rW3txuuFRUVuXdAAF7DRj4AAAAAAAAAAAAAAAAAAIAAs3PnTqWOjo6WwsJCH00Df6MH+djIZz+z2Sz19fVKb+7cuS6fy0Y+APBf1oJ80dHRSs9WkK+0tFSpQ0NDZcaMGe4dEIDXEOQDAAAAAAAAAAAAAAAAAAAIMDt27FDquXPnSlgY3zYK+xQUFCj14cOHpa2tTcaOHeujifxHc3Oz9Pb2Kr2pU6e6fC4b+QDAf1kL8kVERCg9W0G+PXv2KHVeXp5ERUW5d0AAXhPi6wEAAAAAAAAAAAAAAAAAAADgXtu3b1fqefPm+WgS+KOcnBxD8HPv3r0+msa/HDx4UKnDw8MlNTXV5XPZyAcA/qm9vV2OHj2q9HJyciQrK0vp2Rvkmz17tlvnA+BdBPkAAAAAAAAAAAAAAAAAAAACiNlslp07dyq9+fPn+2ga+KOIiAjJzs5WeuXl5T6axr/oQb4pU6ZISIjr37Ktb+QjyAcA/qGmpkapTSaTZGVlGYJ8x44dk87OTsPzepCvqKjI/UMC8BqCfAAAAAAAAAAAAAAAAAAAAAGkpqZGWltblR4b+eCogoICpa6oqPDRJP6lvr5eqadOneqWc/WNfG1tbWI2m91yNgDAc/Qg35QpUyQqKkqmTZtmuLeurk6pBwcHpbS0VOkR5AP8G0E+AAAAAAAAAAAAAAAAAACAALJjxw6lTk1NlfT0dB9NA381c+ZMpSbIZx99I19GRoZbztU38pnNZmlvb3fL2QAAz6murlbqnJwcERGJjo6WtLQ05Vptba1S79+/X7q7u5UeQT7AvxHkAwAAAAAAAAAAAAAAAAAACCB6kG/evHliMpl8NA38lR7kKy8v99Ek/sVTG/n0IJ+IGDZvAgBGH1tBPhGRrKws5Zoe5NuzZ49ST5w4USZOnOjmCQF4E0E+AAAAAAAAAAAAAAAAAACAALJ9+3alnjdvno8mgT/Tg3zHjh2TkydP+mga/+GpjXxxcXESEqJ+6/epU6fccjYAwHPcGeSbPXu2e4cD4HUE+QAAAAAAAAAAAAAAAAAAAAJEd3e3lJaWKr358+f7aBr4s+nTp0tERITSq6io8NE0/sFisXhsI19ISIgkJCQoPTbyAcDoZrFYhg3yTZs2TbmmB/k+++wzpS4qKnLvgAC8jiAfAAAAAAAAAAAAAAAAAABAgNi1a5cMDAwM1SEhIXLuuef6cCL4q/DwcMnNzVV6BPmG19LSIl1dXUrPXRv5RMQQ5GMjHwCMbi0tLYbQtSsb+QjyAf6PIB8AAAAAAAAAAAAAAAAAAECA2LFjh1LPnDlT4uLifDQN/N3MmTOVury83EeT+Ad9G19oaKhMmjTJbecnJiYqNUE+ABjdampqlDo8PFymTJkyVOtBvvr6+qF/kOHEiRNy5MgR5TpBPsD/EeQDAAAAAAAAAAAAAAAAAAAIEHqQb968eT6aBIGgoKBAqdnIN7yDBw8q9eTJkyUsLMxt5+sb+fQtTwCA0aW6ulqps7KylD8X9CDfwMCANDQ0iIhxG19kZKRhUy4A/0OQDwAAAAAAAAAAAAAAAAAAIEBs375dqQnywRX6Rj6CfMPTg3wZGRluPZ+NfADgX/QgX05OjlKPHz9e4uPjlV5tba2IiHz22WdKv6CgwK3hcAC+QZAPAAAAAAAAAAAAAAAAAAAgABw7dkwOHTqk9ObPn++jaRAI9CDf8ePHpbm52UfTjH719fVKPXXqVLeerwf5AmkjX2lpqWzdulXMZrOvRwEAtxkpyGcymQxb+c4E+fSNfEVFRR6YEIC3EeQDAAAAAAAAAAAAAAAAAAAIADt27FDquLg4yc/P99E0CATTpk2TqKgopcdWPts8vZEvISFBqQNlI9/jjz8uRUVFsmjRIrn++ut9PQ4AuM1IQT4RIcgHBBmCfAAAAAAAAAAAAAAAAAAAAAFAD/Kdd955Ehoa6qNpEAhCQ0MNYVCCfLaxkc9xZrNZfv7znw/Vr7/+ulRVVflwIgBwD7PZLDU1NUrP3iBfX1+f7N27V+nPnj3b7TMC8D6CfAAAAAAAAAAAAAAAAAAAAAFAD/LNmzfPR5MgkMycOVOpCfJZZ7FY2MjnhIaGBsOPQw+vAIA/OnLkiPT09Cg9e4N8+/btk/7+fqU/a9Ys9w8JwOsI8gEAAAAAAAAAAAAAAAAAAPi5wcFB2blzp9IjyAd30IN85eXlPppkdGttbZX29nalx0a+ke3bt8/Qq6ur88EkAOBe1dXVSh0XFycpKSmG+6wF+fbs2aP0MjIyDGFuAP6JIB8AAAAAAAAAAAAAAAAAAICfq62tlY6ODqVHkA/uUFBQoNQVFRVisVh8NM3opW/jCwkJkfT0dLe+IxA38lnbvkeQD0Ag0IN82dnZYjKZDPfpQb6Ojg7ZvHmz0isqKnL/gAB8giAfAAAAAAAAAAAAAAAAAACAn6uqqlLqpKQkSU1N9dE0CCT6Rr5Tp07JsWPHfDTN6KUH+dLS0iQiIsKt79A38gVCkI+NfAAClR7ky8nJsXpfenq6hIeHK701a9YoNUE+IHAQ5AMAAAAAAAAAAAAAAAAAAPBz+jeL5+bm+mgSBJqMjAyJiYlRehUVFT6aZvSqr69X6qlTp7r9HfpGvp6eHunp6XH7e7zJWpDvwIEDPpgEQCDYunWr3HrrrfKrX/1K+vv7fTqLvUG+0NBQyczMVHptbW1KPXv2bLfOBsB3wnw9AAAAAAAAAAAAAAAAAAAAAFyjb+Sz9c3igKNCQkJkxowZ8sknnwz1ysvL5Qtf+IIPpxp99I18GRkZbn+HvpFPRKS1tVVSUlLc/i5vsFgssnfvXkP/wIEDYjabJSSEnTUA7NfQ0CCXXXbZUICvu7tbHnroIZ/NY2+QT0QkKyvLcP/Z2MgHBA7+dgMAAAAAAAAAAAAAAAAAAODn9CAfG/ngTgUFBUq9e/duH00yevliI5/I50E+f9Xc3CynTp0y9Pv6+qSxsdEHEwHwZ2+++aayhW/dunU+m6W/v9+wXXSkIJ8tcXFxho19APwXQT4AAAAAAAAAAAAAAAAAAAA/R5APnnTuuecq9ebNm8VisfhomtHJGxv5IiIiJCYmRulZC8L5i3379tm8VldX58VJAASCsrIypT5x4oSPJvl8s+jg4KDSy87Otnn/cEG+WbNmsaEUCCD8bgYAAAAAAAAAAAAAAAAAAPBjbW1t0tTUpPQI8sGdvvCFLyh1Y2Oj7N2710fTjE7e2MgnIpKYmKjU/ryRb7hfQwT5ADiqvLxcqU+ePOnymX19ffLwww/L1VdfLX/729/sfq66ulqpk5KSDJ/fZ5s2bZrNa7Nnz7b7vQBGP4J8AAAAAAAAAAAAAAAAAAAAfkz/ZvGQkJBhN7sAjsrJyZEpU6YovU2bNvlomtGnra3NsBnPU0G+hIQEpWYjHwCImM1mQ5Dv9OnTMjAw4NK5v/vd72TVqlVSXFwsN954o+zcudOu5/S/m+Xk5Ax7/3B/bysqKrLrnQD8A0E+AAAAAAAAAAAAAAAAAAAAP1ZVVaXUmZmZEhER4aNpEIhMJpMsXbpU6b3zzjs+mmb00bfxiYhMnjzZI+/SNzoR5AMAkUOHDklHR4eh7+rW0uLiYqV+88037XrO0SDfcBv5CPIBgYUgHwAAAAAAAAAAAAAAAAAAgB/Tg3y5ubk+mgSBbMmSJUr9/vvvS29vr4+mGV30IF9qaqpERUV55F36Rj5XQyq+tHfvXpvXCPIBcERZWZnVvqth59raWqXes2ePXc85GuSLjo6WtLQ0Q99kMklBQYFd7wTgHwjyAQAAAAAAAAAAAAAAAAAA+DGCfPCGxYsXi8lkGqq7u7tl27ZtPpxo9Dh48KBSZ2RkeOxdgbKRr7W1VY4ePWrzOkE+AI4oLy+32j958qTTZ3Z3d8uRI0eUnqeCfCIiWVlZhl52drbExsba9U4A/oEgHwAAAAAAAAAAAAAAAAAAgB8jyAdvGD9+vJx77rlK75133vHRNKOLvpFv6tSpHntXoGzk27dv37DXm5qapLOz00vTAPB3ntjId+DAAUOvsbFRWlpahn3u+PHjhgBgXl7eiO+zFuSbPXv2iM8B8C8E+QAAAAAAAAAAAAAAAAAAAPyU2WyWmpoapUeQD56ydOlSpd60aZOPJhld2MjnOD3IN2XKFMM91kI0AGCNJzby2doMWlpaOuxzu3btUuro6Gi7/m5mLchXVFQ04nMA/AtBPgAAAAAAAAAAAAAAAAAAAD91+PBh6e7uVnoE+eApS5YsUepdu3bJ8ePHfTTN6OHNjXx6kC9QNvLNnTtXUlNTlZ6tEA0AnK2/v18qKyutXnMlyFdbW2u1v2fPnmGf04N8RUVFEhYWNuL7CPIBwYEgHwAAAAAAAAAAAAAAAAAAgJ+qqqpS6ri4OElJSfHRNAh0F1xwgcTGxiq9d99910fTjB76Rj5PBvkSEhKU2l838u3du1ep8/PzZdq0aUqPIB8Ae1RXV0t/f7/Va658RroryDd37ly73keQDwgOBPkAAAAAAAAAAAAAAAAAAAD8lB7ky83NFZPJ5KNpEOgiIiLk0ksvVXqbNm3y0TSjQ2dnp7S0tCi9jIwMj70vUDfyEeQD4Kzy8nKb1zyxka+0tHTY5z799FOlnjNnjl3vmzVrlkyYMEGpJ02aZNezAPwHQT4AAAAAAAAAAAAAAAAAAAA/ZS3IB3jSkiVLlHrTpk1isVh8NI3v1dfXG3qeDPIFwka+rq4uwxbDGTNmEOQD4JSysjKb11z5jLT1GVRRUTHsBsADBw4oPXuDfFFRUfLGG2/IokWLZOnSpfLyyy/zjzMAASjM1wMAAAAAAAAAAAAAAAAAAADAOdXV1UpNkA+etnTpUqU+cuSIVFZWSn5+vo8m8i09kDZhwgSJiYnx2Pv0jXxtbW1iNpslJMR/9rtUVVUZwp+5ubkE+QA4xRMb+cxmsyGQd0ZfX59UVVVJQUGB4dru3buVOiIiQmbMmGH3exctWiRbtmxxbFgAfsV//sYGAAAAAAAAAAAAAAAAAAAABRv54G25ubkyefJkpbdp0yYfTeN7+ka+qVOnevR9+kY+i8Uip0+f9ug73W3fvn1KnZGRIbGxsYYg34EDB8RsNntzNAB+aLiNfM4G+Y4cOSK9vb02r+/Zs8dqf9euXUo9a9YsiYiIcGoGAIGJIB8AAAAAAAAAAAAAAAAAAIAf6u7ulkOHDim9nJwcH02DYGEymWTJkiVKL5iDfPpGvoyMDI++T9/IJyJy6tQpj77T3fQg35ltVXqQr6enR44dO+a1uQD4n87OzmG3dzr7+VhbWzvs9dLSUqv9Tz/9VKnnzJnj1PsBBC6CfAAAAAAAAAAAAAAAAAAAAH6opqZGLBaL0iPIB29YunSpUr///vvDbi4KZN7eyBcXFyehoaFKr7W11aPvdLe9e/cqdX5+voiIpKSkSFRUlHJtuIAOAFRUVAx73dmNfCMF+ezdyEeQD4COIB8AAAAAAAAAAAAAAAAAAIAfqqqqUur09HSJjY310TQIJosXLxaTyTRUd3V1yUcffeTDiXxH38jn6SCfyWSShIQEpefvG/nOBPlCQkIkMzNTuUaQD8BwysvLlfrsP5tEPv981P/RA3vonz0RERFKbS3Id/r0aamurlZ6BPkA6AjyAQAAAAAAAAAAAAAAAAAA+CE9yJebm+ujSRBskpKSDOGETZs2+Wga39KDfBkZGR5/Z2JiolL700a+/v5+qampUXozZswY+u9p06Yp1wjyARhOWVmZUhcVFSl1b2+vdHd3O3yuvpFP30R77NgxaW5uVnp6uC8sLEwKCwsdfjeAwEaQDwAAAAAAAAAAAAAAAAAAwA/pW18I8sGb9FDDO++846NJfKe7u1uampqUnqc38omIX2/k279/vwwMDCi9Mxv5RAjyAXCMvpHvoosuMtzjzGektSBfdHS00istLVXqXbt2KfXMmTMlKirK4XcDCGyjIsjX1dUlGzZskJ/97GfypS99STIyMsRkMonJZJKf/vSnwz575MgR+cMf/iDXXXedTJ8+XaKjoyU6OloyMzPlq1/9qrz33nt2zVBbWyt33nmnZGZmSlRUlCQnJ8uyZcvkjTfecMOPEAAAAAAAAAAAAAAAAAAAwL30jXw5OTk+mgTBSA/yffrpp9LS0uKjaXzj0KFDhp4vNvL5U5Bv3759Sp2SkqL8eAjyAXCEvpFvwYIFhntOnjzp8Ll6kC87O1sKCgqUnr6B79NPP1VqfXMtAIiIhPl6ABGRnTt3yhVXXOHwcw0NDZKRkSEWi2WoFxMTIxaLRQ4ePCgHDx6Uv//97/KNb3xDnn32WQkNDbV6zvr16+W6666Trq4uERGJj4+XEydOyKZNm2TTpk1y2223yXPPPScmk8m5HyAAAAAAAAAAAAAAAAAAAIAbWSwWQ5CPjXzwpgsuuEBiYmKGvv/WYrHIu+++K9dff72PJ/Oe+vp6pR43bpyMGTPG4+/VN/K1trZ6/J3uogf5zt7GJ2IM8h04cMDjMwHwT8ePHzdsRS0qKpKEhATlc9HRIN+pU6cMAemsrCwpKiqSjz/+eKinB/n0jXwE+QBYMyo28ol8/i9DLF68WO6//37529/+JikpKSM+Mzg4KBaLRRYvXiwvvviiHDlyRDo7O6Wjo0MqKirkmmuuERGR559/3uZmvwMHDsjKlSulq6tLFixYIFVVVdLW1iZtbW3y4IMPiojICy+8II899pjbfqwAAAAAAAAAAAAAAAAAAACuaG5ulra2NqVHkA/eFBkZKZdcconSe+edd3wzjI8cPHhQqb2xjU/Evzfy7d27V6lHCvI1NjZKd3e3x+dCcOrt7ZVt27ZJR0eHr0eBE8rLy5U6MjJSpk+f7vJnpL4JNCQkRDIyMqSoqEjpnx3k6+rqMgSVCfIBsGZUBPkWLVokJ0+elM2bN8ujjz4qN9xwg0RGRo74XGJionz66aeyefNmueWWWyQtLU1EPv+gnDFjhrz55pty+eWXi4jIU089JT09PYYzHnzwQens7JSUlBRZu3bt0Fr5uLg4eeihh+SOO+4QEZGf//znfvWXXAAAAAAAAAAAAAAAAAAAELj0bXyRkZEyZcoUH02DYLV06VKl3rRpk1gsFh9N4336Rr6pU6d65b2BtJFvxowZSp2ZmWl4Rg9MAu7Q2toqeXl5snDhQklPT5fKykpfjwQH6UG+GTNmSGhoqIwbN07pO7qRr7a2VqmnTJkiERERhiDfvn37pK+vT0RESktLxWw2D10LCQkx3A8AIqMkyBcaGurUc2PHjh02pWwymeQb3/iGiIh0dHQY/uLX2dkpb7zxhoiI3HXXXYa/1IqI/PCHPxQRkdOnT8vq1audmhMAAAAAAAAAAAAAAAAAAMCdqqurlTo7O9vp78cEnKUH+RoaGgwh00CmB8y8FeTz1418ZrPZEJbSN/LFxsZKcnKy0tO3YwHu8Jvf/Gbo93BbW5s89thjvh0IDisrK1PqwsJCERFDkM/Rz0g9yHdmU+iZ88/o7+8f+kz79NNPlWt5eXkSGxvr0HsBBIdREeTzpKioqKH/HhwcVK5t3bp1aNXy8uXLrT4/derUob8gbtq0yUNTAgAAAAAAAAAAAAAAAAAA2E8PS+Xm5vpoEgSzvLw8mTRpktJ75JFHgmYrnx7ky8jI8Mp79SCfv2zkq6+vH/re7TP0IJ/I/4ZmziDIB0946623lPqzzz7zzSBwmr6Rr6CgQESMn5GubuTLysoSkc+3oeqf83v27BERkV27din94RZWAQhuAR/ke//990VEJCIiQnJycpRrZ39wz5w50+YZZz7QKyoq3D8gAAAAAAAAAAAAAAAAAACAg/Qgn/49koA3mEwmueKKK5Teq6++Ko8//riPJvKu+vp6pfbWRr6EhASl9peNfPv27VPqhIQESUlJMdxHkA+eVldXZwiBVVdXB00IORBYLBbD19BdG/n0z5wzQT4RkaKiIuVaaWmpiBDkA2C/gA7yHThwQJ555hkREbn++uslPj5eud7Y2CginyeuY2JibJ5z5l8KOXM/AAAAAAAAAAAAAAAAAACAL7GRD6PF97//fRkzZoyht3HjRh9N5B19fX2G7y1mI9/w9CBffn6+mEwmw30E+eBpxcXFhl5HRwd5AT9y6NAhaW9vV3qe3sgnYgzy7dmzR3p7ew2hwrlz5zr0TgDBI2CDfN3d3XLddddJV1eXjB8/Xn75y18a7jnzwT1ciO/s6/oHPQAAAAAAAAAAAAAAAAAAgLf19/cbgi0E+eArWVlZ8sorryiBLLPZLDfccIPU1NT4cDLPamhoMGzvYiPf8Pbu3avU+fn5Vu8jyAdPW7NmjdW+HpLH6FVWVqbUCQkJQwuc9I18jgT5ent7paGhQemdHeSbNWuWcm3Pnj1SVlYmAwMDSn/27Nl2vxNAcAnIIN/AwIDceOON8umnn0p4eLi8+uqrQx/KAAAAAAAAAAAAAAAAAAAA/uzAgQOGbxgnyAdfWrFihTzyyCNKr62tTa655ho5ffq0j6byrIMHDyp1fHy8IWDnKfq2qd7eXunu7vbKu12hb+SbMWOG1fusBfn00CTgrFOnTskHH3xg9RpBPv+hb8ArKCgYCpTrQT5Hws4HDx40fN6c/Zmkb+Rrbm6W9evXK73s7GyJj4+3+50AgkvABfkGBwfl5ptvltWrV0tYWJi8+uqrsnTpUqv3nlnj3dXVNeyZZ67ra78BAAAAAAAAAAAAAAAAAAC8TQ8aTJgwwRDsAbztRz/6kVx33XVKb9++fXLzzTeL2Wz20VSeU19fr9Te2sYnYtzIJyLS2trqtfc7w2KxGIJ89m7k6+rqkubmZo/NhuCyceNGGRwctHqNIJ//0DfyFRQUDP23/nciRzby1dbWKvX48eNl7NixQ3VWVpbExsYq9/zlL39R6jlz5tj9PgDBJ6CCfGdCfP/4xz8kNDRUXn75ZfnKV75i8/60tDQR+TxhPVyY78iRI8r9AAAAAAAAAAAAAAAAAAAAvqIHDXJycnw0CfC/TCaTvPDCCzJr1iylX1xcLKtWrfLRVJ6jb+TzdZDPkY1TvnDs2DFD2NBWkC8tLU0iIiKUXl1dnadGQ5BZs2aNzWsE+fyHvpGvsLBw6L9d2cinf9ZkZWUpdUhIiPIukc83JZ+NIB+A4QRMkG9wcFBuuukm+fvf/z4U4rv++uuHfebs1HVFRYXN+858yM+cOdM9wwIAAAAAAAAAAAAAAAAAADhJDxrk5ub6aBJAFRsbK2+99ZaMHz9e6f/sZz+Tf/7znz6ayv1aW1vlpZdeUnoZGRlee394eLhhI9Ro38inb+OLjo62+XMWGhpqCEYS5IM79PX1yYYNG2xeJ8jnH/r7+w2fKcNt5GttbbV7M6y+kU8P8omIIbCumzt3rl3vAhCcAiLIdybEd/YmvhtuuGHE5xYuXCjR0dEi8vmKXGvq6+uHPuSXLl3qvqEBAAAAAAAAAAAAAAAAAACcQJAPo9nUqVPl9ddfl9DQUKV/2223SUtLi4+mch+LxSLf+ta3pL6+XulffPHFXp1DD6qM9o18eugmLy9PQkJsfyv7tGnTlJogH9yhpKRE2trabF4/ePCg9PT0eHGiwHfixAn5zne+IzfddJPs2rXLLWfW1NRIf3+/0js7yKdv5LNYLMN+3c+mB/n0zyIRkaKiomHPOOecc+x6F4Dg5PdBvsHBQbnxxhvlH//4h4SFhckrr7xiV4hP5PN/9ePLX/6yiIj88Y9/tPrh/Otf/1pERMaMGSPXXnut2+YGAAAAAAAAAAAAAAAAAABwRnV1tVIT5MNoc8kll8hTTz2l9Do7O+Vf//qXbwZyoxdeeEH+8Y9/KL2LLrrI699nbG3j1Gi2d+9epc7Pzx/2foJ88IQ1a9Yotf7r0GKxyP79+705UsC744475He/+528+uqrsnTpUmlvb3f5zLKyMqVOS0tTwnv656OIyMmTJ+06256NfMMF+aZOnWoIEgLA2UZNkO/UqVPS0tIy9L8zq0u7urqUfkdHx9Azg4OD8rWvfU1ee+01CQsLk1dffVWuv/56h9778MMPS2xsrBw9elRWrFghNTU1IvL5/1l4+OGH5ZlnnhERkQceeMDqBzoAAAAAAAAAAAAAAAAAAIC3tLW1SVNTk9IjyIfR6O6775alS5cqPT2E6m8qKyvl3nvvVXqJiYny8ssvGzYQelpCQoJSj/aNfHrwZsaMGcPeT5AP7maxWAxBvhtvvFHS0tKUnr71Fs4bGBiQ4uLiofrEiROyZcsWl88tLy9X6sLCQqWOiYmRiIgIpWdPkM9isRg+a6wF+fT3nW3OnDkjvgdAcBs1Qb5zzjlHJkyYMPS/hoYGERF57LHHlP4999wz9My2bdvkb3/7m4iImEwmuffeeyUlJcXm//R//UJEJDMzU1577TWJiYmRkpISycnJkYSEBBk7dqysWrVKLBaL3HrrrXL//fd75ycCAAAAAAAAAAAAAAAAAADABj1gEBoaagi8AKOByWSSc889V+n586arnp4eueGGG6Srq0vpP/fcczJ58mSvz6MvKBnNQb5t27ZJSUmJ0iPIB28rLy+XgwcPKr2rr77aEIYnyOc+tbW10t/fr/RKS0tdPlcPBhcUFCi1yWQybMWz5zPy6NGj0tPTo/SsBfni4+MlMzPT6hlz584d8T0AgtuoCfI548zWPhGR/v5+aWpqGvZ/3d3dVs+54oorpLS0VG6//XaZOnWqdHd3S0JCgixZskRef/11eeGFF8RkMnnrhwUAAAAAAAAAAAAAAAAAAGCVHjDIzMw0bJ0BRgs9AOHPQb4f/OAHsmfPHqV31113yRe/+EWfzKNv5GttbfXJHCMxm83yne98R+klJibKF77whWGf04N8R44cMQRsAEfo2/gyMjKksLCQIJ8H7du3z9BzR5BP38inB/lEjGFnezby1dbWKnVUVJSkpqZavbeoqMhqn418AEYS5usBztDT7fa45JJLxGKxuOX9WVlZ8uyzz7rlLAAAAAAAAAAAAAAAAAAAAE/QAwZ6AAEYTaZPn67UdXV1YjabJSTEv3aRrFu3Tn77298qvZkzZ8rjjz/uo4n8ZyPfX//6V/n000+V3k9/+lMZM2bMsM/p264sFovU19fzmQen6UG+q6++WkwmE0E+D3JnkM9sNstnn30mGzduNGzoLCwsNNzvzEY+PciXmZlp88+roqIiWb16taF/zjnnjPgeAMFt1AT5AAAAAAAAAAAAAAAAAAAAMLzq6mqlJtSC0UwP8nV3d8vRo0dl0qRJPprIcUePHpVbb71V6UVFRcnf//53iY6O9s1Q4h8b+To6OuSHP/yh0svLy5O77rprxGfj4+MlKSlJWlpahnp1dXV85sEpR48elZ07dyq9q6++WkSMf45WVVWJxWIRk8nktfkClbUgX1VVlfT09EhUVNSIzx8/flw2bdokGzdulE2bNklzc7PhHpPJJPn5+Ya+Ozby6Vtlz2ZtI9+kSZNk4sSJI74HQHDzr3/OAgAAAAAAAAAAAAAAAAAAIIixkQ/+JDU11RB2279/v4+mcZzZbJZbbrlFCZOJiDzxxBNSUFDgo6k+5w8b+X75y1/K0aNHld4TTzwh4eHhdj0/bdo0pda3cAH2Wrt2rVLHx8fLRRddJCLGP0dbW1vl+PHjXpstkFVWVhp6g4ODVgN+ut/+9reSnp4uN998s7z88stWQ3wiInPmzJGYmBhDX9/IZ0+QT/+MGS7IN2vWLKuzAMBICPIBAAAAAAAAAAAAAAAAAAD4gRMnThDkg18xmUyGIIS+8Wi0GhwclG984xuyefNmpX/ttdfKt771LR9N9b9G+0a+gwcPyuOPP670li9fLsuXL7f7jMzMTKUmyAdnrVmzRqmXL18uERERIiKSkZEhkZGRynX9z1o4zmKxWA3yiYiUlpYO+2xTU5Pcf//90tfXN+x9ycnJ8pvf/MbqNT3IZ0/Y2ZGNfJmZmRIXF6f05s6dO+I7AIAgHwAAAAAAAAAAAAAAAAAAgB/47W9/K729vUN1SEiIFBYW+nAiYGTTp09Xans38n3wwQeydu1aGRgY8MRYwxocHJRbb71VXnzxRaWfnp4uzz33nJhMJq/PpBvtG/m+973vKZ9XoaGhhmDfSNjIB3fo7Ow0BHKvvvrqof8ODQ01fE4R5HPdkSNHpL293eq1kYJ8W7dulf7+fqvXpk+fLvfcc48UFxdLXV2dXHLJJVbv0z8j7dnI50iQLyQkRBYsWKD0Fi1aNOI7ACDM1wMAAAAAAAAAAAAAAAAAAABgeG1tbfK73/1O6d1www2GjTPAaKMHIewJ8j3wwAPy85//XERErrjiClm3bp1HZrNmYGBAbrnlFvnb3/6m9MPDw+WVV14ZNb/n9JDKaNrIV1JSIv/85z+V3t133y35+fkOnUOQD+6wefNm6enpGapDQ0MNmyFzc3OloqJiqCbI57p9+/bZvDZSkG/Hjh1KnZmZKffdd58sW7Zs2HDd2RzdyHf69GlpaWlRevpnkO7nP/+5VFRUyOHDh+W2226TSy+91K7ZAAQ3gnwAAAAAAAAAAAAAAAAAAACj3O9//3tpa2sbqk0mk/z4xz/24USAffRNV/rGI11/f7888cQTQ/X69eulpqZGsrOzPTKf/u6bb75ZXnvtNaUfEREh//rXv+Siiy7y+Az2SkhIUOq2tjYZHByU0NBQ3wz0/5nNZvk//+f/KL1x48bJqlWrHD5LD9EcOHBALBbLqNiICP+xZs0apb7ooosMQdjc3FylJsjnOleCfNu3b1fqm266Sf7zP//Tofc7upFPDwqbTCbJzMwc9pm5c+dKXV2d9PT0yJgxYxyaD0DwCvH1AAAAAAAAAAAAAAAAAAAAALCtvb1dnnzySaX35S9/WWbMmOGjiQD76UG+/fv3i8VisXl/dXW1dHd3K72Rwn/u0N/fL1/96lcNIb7IyEh566235Morr/T4DI7QQyoiooR9feXFF1+UXbt2Kb2HHnrIqU2GepCvvb1djhw54tJ8CC6Dg4NSXFys9K6++mrDfQT53G+4IF9zc7M0NTVZvTYwMCCffPKJ0ps/f77D73d0I5/+50x6erpERkaO+J7w8HBCfAAcQpAPAAAAAAAAAAAAAAAAAABgFPvjH/9o2CTzwAMP+GgawDFZWVlKffr0aWlpabF5f1lZmaHn6fBWX1+frFy5Ut544w2lHxUVJcXFxXL55Zd79P3O0DfyiYi0trZ6fY6ztbe3y49+9COll5+fL3feeadT502ZMkXGjh2r9LZt2+b0fAg+O3fulOPHjyu9FStWGO7Tg3x1dXXS39/v0dkC3XBBPhHbW/nKysoMYe7zzz/f4ffrQb6RNvLpQT79zy4AcBeCfAAAAAAAAAAAAAAAAAAAAKNUV1eXPP7440pvxYoVUlRU5KOJAMdMnjxZwsPDld5wG/asBfkOHz7s9rnOMJvNcv3118vq1auVfnR0tKxbt06WLFnisXe7IjY2VsLCwpTeSBunPKmzs1NuvPFGOXbsmNJ/8sknDV9/e4WEhMiCBQuUXklJidMzIvh8+OGHSj1jxgyrAS09yDcwMCB1dXUenS3QORvk2759u1JnZWXJhAkTHH6/vrW0u7tbenp6bN6v/7mkbwQFAHchyAcAAAAAAAAAAAAAAAAAADBK/fnPf5bm5mal95Of/MRH0wCOCwsLk8zMTKW3f/9+m/eXl5cbep7cyFdcXGwI8cXGxsqGDRvksssu89h7XWUymQxb+Xy1ka+5uVkuu+wyWbt2rdK/4oorZNmyZS6dvWjRIqUmyAdH6GExPRh6RmJioiEsVlVV5bG5At3JkycNf3dZuHChUtsK8u3YsUOp58+f79QM+kY+keHDzmzkA+AtBPkAAAAAAAAAAAAAAAAAAABGoZ6eHnn00UeV3rJly+S8887z0USAc/RAxHBBPm9v5NPDJHFxcbJhwwa5+OKLPfZOd9E3TvliI9/+/fvlwgsvlJ07dyr9mJgYeeKJJ1w+Xw//lJWV+SywCP+j//6eNWuWzXv1rXwE+ZxXWVmp1GFhYfLFL35R6dm7kW/evHlOzaAHnUU+Dxjaom9gJMgHwFMI8gEAAAAAAAAAAAAAAAAAAIxCL7zwgjQ2Nio9tvHBH02fPl2p9c1HZ7S3t8uBAwcMfU9u5GtoaFDqm266ybAFbrTSg3zeDrjt3LlTLrzwQsPXMzExUTZu3GgIRjnjvPPOk8jIyKHaYrHIhx9+6PK5CHz9/f2yd+9epUeQzzv27dun1NnZ2TJ37lylt3fvXunv71d6p06dMvy8O7uRLywsTOLj4w3nW9Pf3y+HDh1SegT5AHgKQT4AAAAAAAAAAAAAAAAAAIBRpq+vT371q18pvUsvvVQWLFjgo4kA5+lBPlsb+SoqKqz2PbmRTz978uTJHnuXu+kbp7y5ka+4uFguueQSOX78uNLPyMiQbdu2uS0MGRkZKeeff77SKykpccvZCGzV1dXS19en9AoLC23eT5DPffQgX35+vuHnvq+vT6qrq5WevtkzMjJSioqKnJ5DDzvb2shXX18vg4ODSo8gHwBPIcgHAAAAAAAAAAAAAAAAAAAwyvz1r381bIdhGx/8lR6IsBXkKysrs9o/efKkdHd3u30uEeNGvvT0dI+8xxP0kIq3gnx/+tOf5NprrzV8TWbPni0fffSR5Ofnu/V9eiiQIB/sUVpaqtSTJ082/J45G0E+97EW5Bs3bpzh81X/Gm3fvl2p58yZIxEREU7PMW7cOKW29RmpbxVNSEgY9tcKALiCIB8AAAAAAAAAAAAAAAAAAMAoMjAwIL/4xS+U3oIFC+SSSy7xzUCAi/SNfC0tLdLW1ma4r7y83OYZR44ccftcIoG1ka+1tdXj71y7dq1861vfErPZrPSXLFkiH3zwgaSmprr9nQsXLlTqjz/+WHp6etz+HgQWPSQ2a9asYe/Xg3zHjx/36pbLQGItyCdi/BroX6MdO3Yo9fz5812aQw/y2drIpwf52MYHwJMI8gEAAAAAAAAAAAAAAAAAAIwif/vb36Surk7p/eQnPxGTyeSjiQDXTJ06VUJC1G9b1oMTIrY38okYA3fu0NHRYQi/sZFveP/4xz8Mva9//euybt06iY+P98g7L7zwQuXzr6+vTz7++GOPvAuBw9Eg37Rp0yQsLEzpsZXPcd3d3XLw4EGll5eXJyLDB/ksFoshyDdv3jyXZtE/I20F+fS/cxHkA+BJBPkAAAAAAAAAAAAAAAAAAABGkaeeekqpzzvvPFm6dKlvhgHcIDIy0rDpbv/+/UptsViGDfJ5YiOftXCgPwX5fLGRT/85++Y3vykvvPCChIeHe+ydY8eOlaKiIqVXUlLisfchMDga5AsPD5dp06YpPYJ8jquqqhKLxaL0bAX5zv7M379/vyFo5+6NfLbCztXV1UpNkA+AJxHkAwAAAAAAAAAAAAAAAAAAGCUaGxtl165dSu+BBx5gGx/83vTp05Va38jX1NQkLS0tNp/3xEY+/cxx48ZJTEyM29/jKb7YyHf06FGlXrx4sVc+nxYtWqTUBPkwnJMnTxp+f48U5BMRyc3NVWqCfI6rrKxU6ilTpkhsbKyIGL8GDQ0NQ59b27dvV66lpKTIlClTXJrF3o18+tdZ/3UAAO5EkA8AAAAAAAAAAAAAAAAAAGCU2LRpk1KPHTtWrrjiCh9NA7iPHuTTN/INt41PxDMb+RoaGpTan7bxifhmI58e5EtNTfX4O0WMQb4PP/xQBgcHvfJu+B/98yQiIkJycnJGfI4gn+v27dun1Pn5+UP/nZOTIxEREcr1M18rPcg3b948l0PC9mzk6+/vl7q6OqVHkA+AJxHkAwAAAAAAAAAAAAAAAAAAGCX0IN/ixYslLCzMR9MA7pOVlaXUepCvvLx82Oe9sZFv8uTJbn+HJ3l7I19XV5ecPn1a6XkryLdw4UKlPn369IjhTwSv0tJSpZ45c6Zdf5YS5HPdcEG+8PBwmTFjhnL9zNdqx44dSn/+/Pkuz6IH+axt5Dtw4IAMDAwoPXtCnwDgLIJ8AAAAAAAAAAAAAAAAAAAAo4DZbJZ33nlH6S1btsxH0wDupW/kq62tVWo9lBUeHq7UntjIpwf5/G0jnx7ka21tFYvF4rH36dv4RLwX5EtNTTWEQUtKSrzybvgfPcg3a9Ysu57Tg3z79+9n86ODhgvyiRi/FqWlpdLV1SV79uxR+vPmzXN5FnvCznpYMykpyRAABAB3IsgHAAAAAAAAAAAAAAAAAAAwCuzatUtaWlqU3tKlS300DeBeepDvyJEj0tXVNVTrQb5FixYptSc28jU0NCi1vwX5EhISlLqvr0+6u7s99j49yBcTEyNjxozx2Pt0+q8JgnywxV1Bvt7eXqmvr3fbXIFuYGBAqqurlZ49Qb5du3YpW/FCQkLk3HPPdXkeezby6fPqvwYAwN0I8gEAAAAAAAAAAAAAAAAAAIwCmzZtUuqcnByZOnWqb4YB3GzatGmGXl1dnYiIDA4OSkVFhXLt8ssvV+pjx44pQQ930MOBkydPduv5nqZvmxKxvnHKXfQgX2pqqphMJo+9T2ctyOfJDYTwT4ODg1JeXq707A3yTZgwwRCQ1Te2wbYDBw5IX1+f0hspyFdWViYfffSR0isoKHBLSNjaRj6z2az09K9vTk6Oy+8FgOEQ5AMAAAAAAAAAAAAAAAAAABgF3n77baVetmyZjyYB3C82NlZSU1OVXm1trYh8HujTN8npQT6z2SzHjh1z60z+vpFv7Nixhl5ra6vH3mctyOdNCxcuVOpjx44NhUGBM+rq6pRtnyIihYWFdj1rMpkMG9kI8tlv3759Sj1+/HhJSkpSenqQr6urS1599VWlN2/ePLfMo2/kM5vN0t7ervTYyAfA2wjyAQAAAAAAAAAAAAAAAAAA+Njp06flww8/VHpLly710TSAZ0yfPl2p9+/fLyJi2J6VlJQkBQUFEhERofSPHDnitlk6OjoMoTd/28gXFhZm2Frl7Y183pSdnS3JyclKr6SkxKszBKru7m7ZvXu3dHR0+HoUl5WWlip1cnKyTJw40e7nCfI5Tw/y6dv4REQmTpxo+H382WefKfX8+fPdMo8e5BMROXnypFLrX1+CfAA8jSAfAAAAAAAAAAAAAAAAAACAj/373/+WgYGBoTo8PFwuueQS3w0EeEBWVpZSnwnylZWVKf3CwkIxmUwyadIkpX/48GG3zWItFKi/zx8kJCQodSBv5DOZTLJo0SKlR5DPdQcOHJDZs2fLnDlzJDMz07ChzN/oQT59A9xICPI5r7KyUqmtBflERv6auCvIFxsbK2FhYUrv7LDz6dOnDZtec3Jy3PJuALCFIB8AAAAAAAAAAAAAAAAAAICPbdq0SakXLlwocXFxPpoG8Ax9I19tba2IWA/yiRiDde4M8jU0NCh1YmKixMbGuu18b0lMTFRqb27kS0tL89i7bCHIJ/Liiy9KSkqKTJ8+XbZs2eLSWadPn5YVK1YMhfdaWlrkoYcecseYNpWWlsoFF1wgeXl58o9//MMj55+NIJ/32LORT2T4r0l8fLzk5eW5ZR6TyWTYynf2Rj49tBoSEmIInAOAuxHkAwAAAAAAAAAAAAAAAAAA8LG3335bqZctW+ajSQDP0YN8w23kExFJT09X+ta26DlLDwVOnjzZbWd703Ab+cxmszz44IOSmJgoRUVFUl5e7tK7fL2RT8QY5KupqZGmpiavz+ErH374odx2223S1NQktbW18s1vflMsFotTZw0ODsqNN94oFRUVSn/t2rXS19fnjnGt+ta3viXbt2+Xqqoque2226S5udmt57s7yNfY2Cjt7e0uzxXoLBaLW4J8559/voSEuC/mMlzYWQ9pTp06VSIjI932bgCwhiAfAAAAAAAAAAAAAAAAAACAD9XW1g5tJjtj6dKlPpoG8Bx901F9fb20t7dLTU2N0vfFRj49NOgvbIVUzGaz3H777fLII49Ia2urlJaWyv333+/Su0ZDkG/WrFmGbaVbt271+hy+0NfXJ3fccYcS3Nu/f/9QINZR3//+92XdunWG/unTp+X99993dsxhDQwMyPbt24fq7u5ut25VbG9vl7q6OqXnaJBv+vTpYjKZlJ6+uQ1GR48eldOnTys9Z4J88+bNc+tcw23k04N8eogTADyBIB8AAAAAAAAAAAAAAAAAAIAPbdq0SamTk5OlqKjIR9MAnqMH+cxms2zYsEHMZrPSnzlzpoiwkc8e1oJ8ZrNZ/uM//kOef/555dq2bduc3t7W19cnLS0tSs8XQb6wsDC58MILlZ47g2Cj2WOPPWbYnifi3I//+eefl8cff9zm9dWrVzt8pj2OHTtm+DW4e/dut52vb50MDQ21GSazJSoqSqZOnar09MAXjPRtfDExMTY/V/Pz8yU0NNTqtfnz57t1Lv0z8uwgnx7QJMgHwBsI8gEAAAAAAAAAAAAAAAAAAPjQ22+/rdRLly6VkBC+xROBJzExUcaPH6/03nzzTaXOzMwc2rimB/ncuZFPP8tfN/IlJCQo9cmTJ+U//uM/5IUXXjDc297eLs3NzU69p6mpydDzRZBPRGTRokVKHQxBvurqannkkUesXnN0I+GWLVvkW9/61rD3vPXWW4aArTs0NjYaert27XLb+aWlpUqdm5srUVFRDp+jB7r0kBqM9J+jvLw8m3+XiYqKshma8/RGvjNbS0WMAc2cnBy3vhsArOH/5QEAAAAAAAAAAAAAAAAAAPhIf3+/vPfee0pv2bJlPpoG8Dx9K9/69euVurCwcOi/J02apFw7cuSI0xvldA0NDUrtr0E+fdvUq6++ajXEd4a+gcpeR48eVeqIiAhDQMZb9CDfZ599JqdPn/bJLN5gsVjkzjvvlN7eXqvXHQny1dXVyZe+9CXp7+9X+j/4wQ+UurGxUT755BPHhx2BtSCfOzfy6UG+WbNmOXXOma2gZ3ji5yLQ6EG+kTYhWvvaTJs2TSZMmODWufTPqTMb+SwWCxv5APgEQT4AAAAAAAAAAAAAAAAAAAAf+eijj6S9vV3pLVmyxEfTAJ43ffp0pdYDWGcH+fRwXW9vr5w4ccItc+gb+SZPnuyWc71N38g3MDAw7P01NTVOvUcP8qWkpIjJZHLqLFedf/75Eh4ePlSbzWbZvn27T2bxhr/85S/y/vvv27xeU1NjdWOi7vTp07JixQrD76H77rtPfvnLX0peXp7SX716tTPjDuvIkSOG3rFjxwy/vpzlriCfvhVux44dHtlQGEgqKyuVWv/1pLP2tZk/f75bZxIxhp3PbOQ7cuSIdHV1KdfYyAfAGwjyAQAAAAAAAAAAAAAAAAAA+MimTZuUevbs2TJx4kQfTQN4nh7k050d5LMWFrMWBHJUZ2fnUJjjjEDZyHe2iIgIwwZEd23kS01Ndeocd4iOjpZzzz1X6ZWUlPhoGs9qbm6W//7v/1Z6GRkZMmbMGKU30lY+i8UiX/3qV2Xv3r1K/6qrrpJf/epXIiJy7bXXKtc8EeSztpFPxD1b+SwWi9uCfHqg7NSpU06HYIOFOzby6QFKd7C1ka+qqkrpx8bGGrbAAoAnEOQDAAAAAAAAAAAAAAAAAADwkbfffluply1b5qNJAO/Qg2W6s4N84eHhkpKSolzXN+k5w9oZ/hrk0zfynRERESH/+te/5Etf+pLSd9dGPl8G+UREFi1apNSBGuT77ne/awid/uEPf5ALLrhA6Y0U5Fu3bp2sX79e6RUUFMgrr7wioaGhImIM8u3bt88QdnKVrSCuO4J8hw4dMmz4dDbIl56eLmlpaUovkLc+uqqtrc3wGeFMkM8bG/nOBPn0UHNOTo7PtowCCC4E+QAAAAAAAAAAAAAAAAAAAHygpaVFPv30U6W3dOlSH00DeMdwG/kiIiIkOztb6ekbktyxkU8P8iUmJkpsbKzL5/qCtY18Z0J8V155peTk5CjXAmEjn4gxyLdjxw7p7e310TSesWHDBnn11VeV3g033CBXXHGF4cc/UpDvtddeU+qkpCQpLi6W+Pj4od55551n+Lq+9dZbzoxuk62NfLt27XL5bH0bX0JCgtMBXZPJZAiVEeSzTd/GFxoaOuL21fT0dJk7d+5QnZWVJeecc47bZ9M38p0JxuohVf2zEgA8hSAfAAAAAAAAAAAAAAAAAACAD2zevFksFstQHRMTIwsWLPDhRIDnDRfuyMvLk/DwcKWnB3HcsZGvoaFh2Hf4k5kzZ0pERMRQHRERIW+++aZceeWVIiKGYOT+/fvFbDY7/J7RFuRbsGCBsj2rp6dHPvnkEx9O5F6dnZ1y1113Kb2EhAR56qmnRERk4cKFyrXdu3dLR0eH1bP6+/tl7dq1Su/BBx+UqVOnKr2QkBC55pprlN7q1asdH34YntzIpwf5Zs2a5dKGNYJ89tODfNOnT1c+l6wxmUzyz3/+U2655Rb56le/KmvWrDF8/ruDHuQ7s5FPD/Ll5ua6/d0AYA1BPgAAAAAAAAAAAAAAAAAAAB94++23lfrSSy+VyMhIH00DeMeECRMkLi7O6rXCwkJDT9/I544gn37G5MmTXT7TVxITE+XZZ5+VtLQ0yc/Pl/Xr18sVV1wxdF3fMtXT0+PUz+FoC/IlJiYafr1s2bLFR9O436pVq6S+vl7p/eY3v5GJEyeKiMj555+vhJ4GBwdtBs22bt06tIXsjGuvvdbqvXp/+/bthq+9K2xt5Dtw4IBhRkdZC/K5Qg/ylZaWSmdnp0tnBio9yJefn2/Xc5mZmfLiiy/Kq6++KjNmzPDEaIatpZ2dndLX12fYTkqQD4C3EOQDAAAAAAAAAAAAAAAAAADwMovFIps2bVJ6y5Yt89E0gPeYTCabW/msBfn0bXm2Nno5IpA28omIfP3rX5cjR47I3r17ZfHixcq1lJQUQ3CypqbG4XfoASxfB/lERC666CKlDpQgX11dnfz2t79VehdffLF84xvfGKpjYmJk7ty5yj1bt261et5bb72l1HPmzLEZXr300kslPj5+qLZYLFJcXOzQ/LZ0dXVJa2urzeufffaZS+e7O8g3d+5cCQ0NHarNZnNAbX10p7179yq1vUE+b9A38omIHDt2TA4ePKj09NAzAHgKQT4AAAAAAAAAAAAAAAAAAAAvKy8vNwRjli5d6qNpAO9yJMjnjY18/h7kG47JZJLs7Gyl52iQb3BwUJqampTeaAzybdu2TQYHB300jfs88sgjMjAwMFRHRETIn/70JzGZTMp9CxcuVOqSkhLDWRaLRVavXq30rrnmGpvvjoiIUDY6ihiDgM6ytY3vjF27djl9dnd3t2HDmqtBvpiYGCkqKlJ6trYeBrPGxkbZvHmz0htNQT59I5+IyCeffCJms1npEeQD4C0E+QAAAAAAAAAAAAAAAAAAALxM38aXkZHBN5EjaGRlZVnte2sjnx7ks7WdLFDoQT498DSS48ePG0IvoyHIt2jRIqVub2+XPXv2+Gga96iurpaXXnpJ6d1zzz2Sm5truFcP8m3fvl36+/uVXmlpqdTX1yu9a6+9dtgZ9OubN2+W9vb2ESYf2Ui/d3fv3u302Xv37lV+jZpMJpk5c6bT550xf/58pSbIZ/T4449Lb2/vUB0RESFLlizx4USq8PBww1bSjz76SKlTUlKUTZQA4EkE+QAAAAAAAAAAAAAAAAAAALxM316zbNkyw7YlIFBZ28g3duxYq5vx9I18bW1t0tHR4dL7GxoalDqQN/KJGDdNObqR7+jRo0odEhIiycnJLs/lqpSUFMOPbcuWLT6axj1++tOfKoG02NhY+f73v2/13gULFih1V1eXfPbZZ0pP36Y3depUq4HZsy1fvlzCw8OH6r6+Ptm4caM94w/Lkxv5SktLlTorK8sQ3nKGtSCfxWJx+dxA0dLSIs8884zSu+222yQlJcVHE1k3btw4pdYDmdaCsgDgKQT5AAAAAAAAAAAAAAAAAAAAvEwPLCxevNhHkwDeZy3IV1BQYDXMqgf5RFzbytfZ2SmnTp1SemzkG54e5EtOTpbQ0FCX53KHiy66SKn9OchXXl4uf//735Xet7/9bZuhyaSkJMnPz1d6JSUlSr169Wqlvuaaa0YMjcfHx8tll1027DnO0IN8Y8eOVeqqqirp7Ox06mw9yDdr1iynztHpQb5jx47JoUOH3HK2O/zhD3+QKVOmyPz582Xfvn1ef/9TTz0lXV1dQ3VoaKjN4KkvJSYmKvUnn3yi1AT5AHgTQT4AAAAAAAAAAAAAAAAAAAAvam5ulubmZqU3e/Zs3wwD+EBWVpahZ2tLWGxsrCQkJCi9w4cPO/1ua89aCwsGEj3IV1dXJwMDA3Y/rwf5UlNT3TKXO1gL8vnrxrSf/vSnyuzx8fFy3333DfvMwoULlXrr1q1D/33o0CHZvXu3cv3aa6+1axb9vnXr1klfX59dz9qiB3AXL14sISH/G2cwm82GQJ69PBXkmz59+ojb3Hzl0KFDcs8990hDQ4Ps2LFDbr/9dq++v7W1VX7/+98rvZtuukkyMzO9Ooc99K9hT0+PUuubPQHAkwjyAQAAAAAAAAAAAAAAAAAAeFF5eblSR0VFWQ02AYFq0qRJEhkZqfRsBflERNLT05XalY18epAvISFB4uLinD7PH+ghlYGBATl48KDdz/tTkO/EiRM+2Uzmqt27d8sbb7yh9L773e8aAkg6a0G+M2HANWvWKNfGjRtnuN+Wq6++Wqnb2trkgw8+sOtZW/SNfNOnTzdsFNSDh/awWCyyZ88epeeuIJ/JZDJs5RstQb4dO3Z9ug4xAAEAAElEQVQowc9t27bJgQMHvPb+p59+Wk6fPj1Um0wm+eEPf+i19ztC38inYyMfAG8iyAcAAAAAAAAAAAAAAAAAAOBFZWVlSj1jxgwJDQ310TSA94WEhMh5552n9BYsWGDzfn1jnjs38k2ePNnps/zF+PHjDUGWmpoau58fzUG+jIwMmTJlitLbsmXLiM+ZzWaH32WxWKShoUF27dolmzdvln/+85/y7LPPyq9//Wv5/ve/Lz/+8Y8NgTJ7Pfjgg0qdmJgo3/3ud0d8btGiRUp9/Pjxoa/t6tWrlWtXXXWVhIWF2TVPWlqazJs3T+np5zlKD+BOmjRJzjnnHKW3a9cuh889duyYnDhxQum5K8gnIqM2yGct0Pyvf/3LK+/u6OiQJ598Uul95Stfkby8PK+831EjBWIJ8gHwJoJ8AAAAAAAAAAAAAAAAAAAAXqRv5CsoKPDRJIDv/PrXv5aUlBQxmUxy3333SVFRkc173bmRr6GhYdizA5W+la+6utruZ0dzkE/EuJVvuCCfxWKR73znOxIfHy8XXHCB4cdmy4kTJ+Tcc8+VKVOmyNy5c2XJkiWycuVKufPOO+UHP/iBPProo/KLX/xC5s+fLx999JFD82/fvl3Wrl2r9O6//34ZO3bsiM9OnTpV0tLSlF5JSYm0trYaNuhdc801Ds117bXXKvVbb73lVADyDH0jX1pamsyZM0fpObORT/96x8bGSmZmpuMD2qAH+Xbt2iW9vb1uO99Z1j4H9a2OnvLss88awpM//vGPvfJuZwy3kS8sLEymTp3qvWEABD2CfAAAAAAAAAAAAAAAAAAAAF6kb+QrLCz00SSA71x44YVy+PBh6erqkscee2zYe9nI57rs7GylDpSNfCLWg3wWi8Xqva+++qr87ne/k87OTtm+fbvccccddr3j+9//vl3b4np6emTlypXS0tJi17kixm18EyZMkHvvvdeuZ00mkyxcuFDpbd26VdavXy8DAwNDvcjISFm6dKndM4kYg3xHjhyRTz/91KEzzrBYLHZt5CsvL5e+vj6Hzv7rX/+q1BdccIGEhLgvJnH++eeLyWQaqvv6+uSzzz5z2/nOsvY5+NFHH7kUdLZHT0+P4TP7qquuGjaM7WvDbeTLysqS8PBwL04DINgR5AMAAAAAAAAAAAAAAAAAAPASs9ksFRUVSo+NfAhWoaGhEhUVNeJ9bORzXTBt5Dty5IgcOHDAcJ/FYpGnnnpK6a1bt072798/7PknTpyQV155xe55Dh8+LDfffLNd2+u2bNki77zzjtL7wQ9+IHFxcXa/b9GiRUq9detWWb16tdJbsmSJQ2eKiOTl5Ulubq7S08+116lTpwxb7NLS0mT27NlKr6+vT/bu3Wv3uU1NTbJx40ald/PNNzs1oy1jx46V/Px8pbd9+3a3vsMZtj4H33zzTY++94UXXpBjx44pvdG8jU9k+CCf/tkIAJ5GkA8AAAAAAAAAAAAAAAAAAMBL6uvrpaOjQ+mxkQ8Ynic38gVLkM/ZjXwWi2XUB/lycnIkOTlZ6W3ZssVw344dO+STTz5RehaLRf74xz8Oe/7zzz8vPT09Sm/ChAmSk5Mj8+bNk8svv9wQ9Hr77bfl5z//+bDnWiwW+clPfqL0UlNT5a677hr2OZ2+kW///v1SXFys9K655hqHzrT13Lp165w6x1roLDU1VRISEmTatGlKf/fu3Xaf+7e//U0GBweH6piYGPnSl77k1IzDmT9/vlKP5iDf66+/7rF39vf3y69+9Sult3jxYsPPz2iTmJho85oeVgUATyPIBwAAAAAAAAAAAAAAAAAA4CXl5eVKnZiYKGlpaT6aBvAPetiuqalJ+vr6nDpLD/JNnjzZ6bn8ib51qr6+3hBOs+bUqVOGn+vRFuQzmUyGrXTWgny///3vrT7//PPPS2dnp9Vrg4OD8oc//EHp3XjjjdLc3CxVVVWyfft22bBhg7z33nuSkpKi3Ldq1Sp59913bc79zjvvGOb80Y9+JNHR0TafsaawsFDi4+OV3tlfW5PJJCtWrHDozDP05/bs2WPYammPxsZGpZ4wYYJERESIiMicOXOUa7t27bL73Jdeekmpv/SlL8mYMWMcnm8koy3IZ7FYbAb5SkpKpLm52SPvffnll+XQoUNK74EHHvDIu9xpuI18BPkAeBtBPgAAAAAAAAAAAAAAAAAAAC8pKytT6oKCAjGZTD6aBvAP+kY+ETFsibNHV1eXnDx5UukF60Y+i8UidXV1Iz5n7edZD6yNBhdddJFS6wG5o0ePymuvvWb12dbWVnnllVesXlu/fr0cPHhQ6d1zzz2G+1JSUuTvf/+7hIT877fnWywWufHGGw2Bq56eHnnkkUcM2+4mT54st99+u9U5hhMaGioXXnihzesXXHCBTJw40eFzRT4PsOkhKGe28uk/B2cH2M855xzlmr0b+crKygz33nLLLQ7PZg89yHfw4EE5duyYR95ljxMnTkhvb6/Va2azWVavXu32dw4ODsovf/lLpXfhhRfKxRdf7PZ3udtwG/n0kDMAeBpBPgAAAAAAAAAAAAAAAAAAAC/RN/IVFhb6aBLAf4wbN06ioqKUnr5Zzx7WngmWIN+YMWMMAbzq6uoRn9ODfOPGjZPIyEi3zuYOepCvtrZWCY/96U9/koGBAZvP/9//+3/FYrEY+k8//bRSn3POOYZQ1xkXX3yx/OIXv1B6zc3NcsMNN0h/f7+IiGzcuFEKCwvlwQcfNGxE/MlPfuL0z+3ChQttXtMDg44ICwuT5cuXK721a9c6fI6+ke/scK4e5Pvss89kcHBwxDP1bXyTJk2Syy67zOHZ7DFjxgyJi4tTejt27PDIu+xhaxvfGW+88Ybb3/nPf/5TampqlN4DDzzgF/8YARv5AIwmBPkAAAAAAAAAAAAAAAAAAAC8xNpGPgDDM5lMhq18IwVZrGloaFDqhIQEQzgnkOlb+fRQjjV6kC81NdWtM7lLYWGhjB07VumVlJSIiEhfX58888wzyrUZM2YodVlZ2dD9Z1RXV8vbb7+t9O65555hg0v333+/XHXVVUpv69atcu+998qXv/xlWb58uezfv9/w3IIFC+TWW2+1ee5IPBXkExG58sorlfrdd9+Vrq4uh87Qg3xnb+SbM2eOcq2zs9Pqz9HZBgYG5OWXX1Z6N998s4SGhjo0l71CQ0Pl/PPPV3rbt2/3yLvsMVKQ+b333pNTp0659Z3PPfecUs+ZM0cuv/xyt77DU2wF+eLj4yU5OdnL0wAIdgT5AAAAAAAAAAAAAAAAAAAAvKCvr08qKyuVHhv5APvom/PcsZEvWLbxnaEH+ZzZyDdag3yhoaGGMNuWLVtE5PNNYk1NTcq1V155RaZPn670fv/73yv1H/7wB6UeN26cfPWrXx12jpCQEHnxxRclIyND6f/pT3+Sf/3rX1bvv/fee2X9+vUSHh4+7NnDOf/8860+n5eX5/LGsWXLlikBuZ6eHnnvvfccOkMP3p4dzJ04caLh19WuXbuGPe/dd9+VY8eOKb2vfe1rDs3kKH0Toy+DfPrPZ15enrK1dGBgQNasWeO297W1tcn777+v9O6//36/2MYn8vlGUmshz9zcXL/5MQAIHAT5AAAAAAAAAAAAAAAAAAAAvKC6uloGBgaU3syZM300DeBf9NCdMxv59CDf5MmTXZrJ3+Tk5Ch1IG3kExG56KKLlPpMkE8P6F100UUye/Zsufvuu5X+m2++OfRrpKOjQ1544QXl+je/+U2Jjo4ecY5x48bJ66+/LhEREcPeN3/+fPnkk0/kd7/7ncTHx4947nCio6Pl3HPPNfRd3cYn8vmPZ8GCBUpv7dq1Dp0x3EY+EeNWvt27dw973ksvvaTUc+fO9fifp3qQ7+OPPzb8me4t+udfbm6uLFu2TOm98cYbbnvf22+/rfxYIyIiDJsnRzOTySSJiYmGvqshVwBwBkE+AAAAAAAAAAAAAAAAAAAALygrK1Pq9PR0q99YDsDo7A1eIs5t5GtoaFDqYN/IF+hBvoqKCtmwYYPs2LFD6X/7298WEZFbb71VYmNjh/qDg4Pypz/9SUREXn75ZTl9+vTQNZPJJHfddZfds5x77rny5JNPWr2WlJQkzz33nGzbtk3OOeccu88cib6RUMQ9QT4RMYS21q1bJxaLxe7nh9vIJyKGn4fhNvKdPn1a3nzzTaV3yy232D2Ls+bNm6fUnZ2dUlFR4fH3WqN//k2aNEm+8pWvKL1NmzYpv4ZdUVxcrNSXXnqpxMXFueVsb7H29y093AwA3kCQDwAAAAAAAAAAAAAAAAAAwAvKy8uVuqCgwEeTAP7HExv5gi3Ip4dWGhsbpaOjY9hn/CnIN2fOHImJiVF6d9xxh1JPnjx5KNyWkJAgX/va15Trzz77rPT09MjTTz+t9K+88krJzMx0aJ677rpLbrrppqHaZDLJnXfeKVVVVfKNb3xDQkLc+638epBx4sSJhvCZs/Qg3+HDh6W0tNSuZwcGBqSpqUnp2bORz1ZQ8I033pDu7u6hOiwsTG644Qa7ZnFFcnKyTJs2Telt377d4++1Rv/8S09Pl6uuukrCw8OHer29vbJu3TqX3zUwMCDr169XeitWrHD5XG8bN26cocdGPgC+QJAPAAAAAAAAAAAAAAAAAADAC/SNfIWFhT6aBPA/ntjIN3nyZJdm8jdZWVmG3v79+4d9xp+CfBEREXLBBRcoPf3XyV133SVhYWFD9d13361cb25ulnvvvdcQvL7nnnscnsdkMslf/vIXefrpp+V73/uefPLJJ/LMM89YDRS5w/Lly5Uf/2OPPea2sGBeXp4hxLZ27Vq7nm1qahKz2az0RtrId/LkSTl06JDV81566SWlXr58uSQnJ9s1i6vmz5+v1KMlyDdp0iRJSEiQL3zhC0r/jTfecPldH330kZw8eVLp6cFOf2BtIx9BPgC+QJAPAAAAAAAAAAAAAAAAAADAC/RgCEE+wH769rzGxkZDOGgkwb6RLzo6WqZMmaL0qqurh33Gn4J8IsatdGeLjIyU22+/XekVFBTIpZdeqvT+53/+R6mzs7NlyZIlTs0TFhYm//mf/ym//vWvDVvn3C00NFQ++OAD2bhxo1RWVhq2DbrCZDIZwlv2BvkaGxuVOjw8XJKSkpReRkaGIWi1e/duw1n19fXy/vvvK71bbrnFrjncYbQE+fTPsjPByC9/+ctKf8OGDdLV1eXSu/Sv86xZsyQjI8OlM33BWoB2+vTpPpgEQLAjyAcAAAAAAAAAAAAAAAAAAOBh7e3tcuDAAaVXUFDgo2kA/6Nv8Orv75fjx4/b/XxXV5dhq1SwbeQT+TyUdraamhqb93Z0dEhHR4fS8+cg34033mgIkImMvG3v7rvvdttmO08LDw+XZcuWeWTTmB7k27FjhzQ3N4/4nL49LjU11fDzaTKZDFv5du3aZTjr5ZdfVuqEhASvbofTg3yVlZVy6tQpr71f5PPPstbWVqV3JpR8zTXXSGhoqHLvxo0bXXpfcXGxUq9YscKl83xFD/JNnjxZYmNjfTQNgGDmH3+jAAAAAAAAAAAAAAAAAAAA8GN79+5V6pCQEMnPz/fRNID/SUlJUQIqIsatVMOxdq8eDgwGOTk5Sj3cRj59G5/I6A/yzZs3T8LDw61eu/fee632r776apuhzpiYGPn617/utvn82UUXXSRxcXFDtcVikQ0bNoz4nL6RLy0tzep9+sZCfSOfxWKRl156Seldf/31EhUVNeIM7lJUVCSRkZFKb+fOnV57v4gxGCnyv59lSUlJcvHFFyvX3njjDaffVVtbK/v27VN6gRLk0z8LAcBbCPIBAAAAAAAAAAAAAAAAAAB4WFlZmVJnZ2d7NXwA+LvQ0FBJSUlRetYCLbboQb6xY8fKmDFj3DKbP3FkI58e5IuLi1OCXKNRdHS0nH/++Yb+woULDRvfzggLC5O77rrL6rWvfe1rkpCQ4M4R/VZkZKQsXbpU6a1du3bE5/Tfp7YCtPrXZ+PGjXLJJZfIqlWr5L333pP333/fEDy95ZZb7BndbSIiIgyBw/Lycq/OoH+WxcfHK78vv/zlLyvX165dK729vU69S9/GN3HiRDnvvPOcOsvXlixZotTXXHONjyYBEOwI8gEAAAAAAAAAAAAAAAAAAHiY/o3+hYWFPpoE8F/p6elK7chGvoaGBqW2tYEt0Lmykc/WJrXR5qKLLjL0bG3jO+M//uM/JCIiwtC/++673TZXILjqqquU+u2335a+vr5hn3F2I9/AwIB88MEH8vDDD8vixYvlsssuU65nZWXJBRdcYO/objNlyhSlPnnypFffrwcj9c/FL37xi2IymYbq06dPy+bNm516lx7ku/LKKyUkxD8jKAsWLJAXX3xRrr76annkkUfkzjvv9PVIAIKUf36KAgAAAAAAAAAAAAAAAAAA+BF9I19BQYGPJgH8l77Jy5WNfHr4JVjoG/lOnDhhM4ikB/lSU1M9Npc7LV68WKnT0tLki1/84rDPTJgwQW644Qald/HFFxO61lxxxRVK3d7eLiUlJcM+owf5bG3ky87ONgRNh3PLLbcogTVvGTdunFL7Osin/3ympqbKggULlN4bb7zh8Hva2tpky5YtSm/FihUOnzNamEwmueWWW+Stt96SBx54wGpwFwC8gSAfAAAAAAAAAAAAAAAAAACAh+lBPsIhgONc2cin3xusG/kyMzMlNDRU6dXU1Fi911+DfJdddpl8+ctfFhGRsLAwef755yU8PHzE537605/K+PHjRUQkMjJSHn30UY/O6Y8mTpwo5513ntJbu3btsM/owTNbG/lCQ0Pl73//uyxatMiugN7NN9884j2e4Osgn/5ZZi0YeebX/xnr168Xs9ns0Hs2btwoAwMDQ3VkZKQsWbLEoTMAAEYE+QAAAAAAAAAAAAAAAAAAADyoublZjh8/rvTYyAc4zpWNfA0NDUodrBv5wsPDJTMzU+kFWpDPZDLJ66+/Lvv27ZMTJ07IsmXL7HouMzNTKioq5B//+IdUVlbK+eef7+FJ/dNVV12l1MXFxWKxWGzer2/ksxXkExE555xzZMuWLXLy5EkpLi6W++67T8477zxD+HTlypUybdo0J6Z3nSeCfF1dXfLEE0/Io48+KqdPnx72Xv1zz9pnmb45r6mpST777DOHZiouLlbqyy67TGJjYx06AwBgFObrAQAAAAAAAAAAAAAAAAAAAAKZvo0vKipKsrKyfDQN4L/cuZEvWIN8IiLZ2dmyf//+obq6utrqff4a5DsjLy/P4WcmTpwoK1eu9MA0geOqq66SVatWDdW1tbVSXV0tubm5hnu7u7vl1KlTSs/aBjldQkKCXHXVVUOhwfb2dtm2bZt8/PHHMm7cOLnttttc/FE4zxNBvuuuu07Wr18vIiJr1qyRkpISm1sJ7dnIl5WVJdnZ2UpId+PGjTJnzhy75hkYGBia5ww9HAgAcA4b+QAAAAAAAAAAAAAAAAAAADyovLxcqWfMmGHYLgRgZHpg5fDhw8NuAjubvpFv8uTJbpvL3+Tk5Ch1oG3kg2edc845hq16a9eutXqvvo1PZPiNfLaMGTNGLr/8cvnJT34id999t8TExDh8hru4O8jX1tamhOa2bdsmtbW1Nu/XN/LZCkZefvnlSr1hwwa7Z/rwww8NAUx9EyMAwDkE+QAAAAAAAAAAAAAAAAAAADxI38hXWFjoo0kA/6Zv0evs7LQaFNJ1dXUZwjbBvpHvbIG6kQ+eYTKZ5Morr1R6toJ8eugsLi5O4uPjPTabN+hBvhMnTrh03rFjxww9/R8AOGNgYMBwv63PsuXLlyv1Rx99JK2trXbNVFxcrNSzZ88O6vAzALgTQT4AAAAAAAAAAAAAAAAAAAAP0r8hnyAf4JyMjAxDCOjsTVa26GEikeAO8lnbyKdvNuzt7TWEHwny4Qx9O1tJSYnVkJgetHVmG99oowf52tvbpb+/3+nzmpubDT1bQb5jx46J2WxWerY28l188cUSGRk5VA8ODsrmzZvtmkkP8q1YscKu5wAAIyPIBwAAAAAAAAAAAAAAAAAA4CFms9nwDfkFBQU+mgbwb2FhYXL55ZcrPT1wYs2hQ4eUeuzYsTJmzBi3zuZP9I187e3t0tTUpPT0bXwiBPnwvxYvXmwIiW3cuNFwnx6itRU68yfjx4839E6dOuX0eY4E+fSfz/DwcElKSrJ6b0xMjFxyySVKb8OGDSPOU1NTI1VVVUqPIB8AuA9BPgAAAAAAAAAAAAAAAAAAAA+pr6+Xzs5OpcdGPsB5eqBk8+bN0t3dPewzb7/9tlJPnTrV3WP5lcmTJyshLJHPwztn04N8kZGRkpCQ4OnR4CdiY2PlsssuU3rWQrWBuJEvMTHR0NO3VzrClSDfpEmTJCTEdiREDz5v3LjRsH1Tp38dU1JSZO7cucM+AwCwH0E+AAAAAAAAAAAAAAAAAAAADykrK1PqxMREtloBLli+fLkSXOnu7pZ3333X5v0Wi0Vee+01wxnBLDQ0VLKyspRedXW1UutBvtTUVDGZTB6fDf5DD9WuX79e+vv7lV4gbuSLiIiQuLg4pefuIF9VVZX09fUZ+ocPH1bqkX4+9c+6xsZGw99LdHqQ76qrrho2LAgAcAyfqAAAAAAAAAAAAAAAAAAAAB6ib9UpLCwkDAO4YPz48bJgwQKlZ20T2Bkff/yx1NfXK73rr7/eI7P5k5ycHKUeaSMfAWTo9CBfa2urbNu2TekF4kY+EZFx48YptbuDfAMDA4ZwrYjjwcicnBzJzMxUehs3brR5/6lTp6SkpETp6V9nAIBrCPIBAAAAAAAAAAAAAAAAAAB4iL75pqCgwEeTAIFDD5asXbtWLBaL1Xv1bXzZ2dlSVFTksdn8RXZ2tlK/9957Mjg4OFQT5MNI0tPTZc6cOUpvzZo1Sq0H+QJhI5+I54N8IsZ/CEDEGORLT08f9myTySSXX3650tuwYYPN+zdu3Kh8DkRFRckXvvCFYd8BAHAMQT4AAAAAAAAAAAAAAAAAAAAPsbaRD4Br9CBfY2Oj7Nq1y3Cf2Ww2BPlWrlzJVkwRmT17tlJ//PHH8sQTTwzVBPlgD/334po1a4ZCtRaLxRA8YyOfkSNBvsOHDyu1PcHI5cuXK/XWrVulvb3dcJ/FYpEnn3xS6V122WUSExMz4jsAAPYjyAcAAAAAAAAAAAAAAAAAAOABfX19UllZqfTYyAe4Ljc3V6ZPn670iouLDfft2LFDGhoalN7KlSs9Opu/uPbaa2Xq1KlK78c//rHs2bNHRAjywT5XX321UtfW1g79udfa2io9PT3KdTbyGTU1NVnt27ORz56fz0svvVQiIiKG6oGBAXn33XcN97355pvy8ccfKz0+LwHA/QjyAQAAAAAAAAAAAAAAAAAAeEBVVZUMDAwoPYJ8gOtMJpNhE9jatWsN9+nb+PLy8tiK+f/FxMTISy+9pGwn7O/vl5tuukl6enoI8sEu55xzjiFMtmbNGhExhs5ERFJSUrwyl6fpQb4TJ044fZa9G/msbThMT08f8fy4uDhZtGiR0tu4caNSDwwMyI9//GOll52dLTfeeOOI5wMAHEOQDwAAAAAAAAAAAAAAAAAAwAP0b8KfPHmyJCQk+GYYIMDoQb5PP/1UGhsbh2qz2Sz//Oc/lXtWrlypBNeC3aJFi+T73/++0quoqJAf//jHBPlgF2uh2jPbMc/+/SgikpSUJJGRkV6bzZPGjx+v1M5u5Ovr65NTp05ZvVZXVyednZ1D9alTp6S7u1u5x94Nh5dffrlSb9iwQSwWy1D90ksvGTYI/+xnP5Pw8HC7zgcA2I8gHwAAAAAAAAAAAAAAAAAAgAeUlZUpNdv4APdZuHChjB07VumdvZXvww8/NGyvWrlypVdm8ycPPfSQzJ49W+k98cQT0tTUpPQI8sGWq6++Wqk//PBDOX78uOH3n72hM3+gb+RzNsjX0tJi85rFYpF9+/YN1dY2HKalpdn1nuXLlyv1oUOHhs7u6emRVatWKdfnzJkjX/nKV+w6GwDgGIJ8AAAAAAAAAAAAAAAAAAAAHlBRUaHUBPkA9wkPDzeEU85sAhMRee2115RrM2bMkJkzZ3plNn8SEREhL7/88oib0gjywZZLL71UYmNjh2qLxSLr1q0zbOSzN3TmD9wV5Gtubh72+tmbffUgX3JyskRERNj1nhkzZkh6errS27hxo4iIPP3003L48GHl2i9/+UsJCSFqAgCewKcrAAAAAAAAAAAAAAAAAACAB+zdu1epCfIB7rVixQql3rx5s3R1dcng4KC8/vrryrXrr7/em6P5lZkzZ8qvfvUrm9dDQ0NlwoQJXpwI/iQqKkqWLVum9NasWcNGPjs4EuTTw3aO/HyaTCZD8HnDhg3S1tYmv/jFL5T+pZdeKkuWLLH7bACAYwjyAQAAAAAAAAAAAAAAAAAAuFl3d7fU1dUpvRkzZvhoGiAwLV++XEJDQ4fqnp4eeffdd2Xbtm1y9OhR5d7rrrvO2+P5lW9/+9uyePFiq9cmTpzIdi4MSw/Vbtq0yfBnIBv5jFzZyOdoMFIP8m3ZskUeeughw+y//OUvxWQyOXQ2AMB+/I0KAAAAAAAAAAAAAAAAAADAzaqrq8VsNiu9vLw8H00DBKbExERZuHCh0isuLpbXXntN6RUWFkp+fr43R/M7ISEh8pe//EUSEhIM11JTU70/EPzKlVdeqYS/Ojs75d1331XuCeSNfK2trTI4OOjwOSMF+SoqKob+Ww/ypaenO/SuxYsXS1hY2FDd19cnTz75pHLPF7/4RZk3b55D5wIAHEOQDwAAAAAAAAAAAAAAAAAAwM327t2r1BkZGRIXF+ejaYDApW8CW7t2rbz++utKb+XKld4cyW+lp6fLH//4R0OfIB9GMmHCBLnwwguV3sDAgFIH8kY+kc/DfI7Sg3yzZs1S6sOHDw+de/jwYeWao8HI+Ph4WbBggc3rISEh8rOf/cyhMwEAjiPIBwAAAAAAAPw/9u47uqoyffv4dVJooadRI0jvKEXpoAKiCFhQKTKMdRQddQYdxV5mRkdHHAdEQQcLCmJBuqACoSq9I0XAUNMIEBJSz3n/8E1+PHufk5yTdlK+n7VmrTz33vvZdzKKCdnXvgEAAAAAAAAAKGLWIB/TwIDiYQ3ynTp1SrGxsUaNIJ/37rzzTo0ePdqodenSxU/doCwZNmxYnsfL80Q+SUpMTPR5H2uQr1evXgoODjZqOVP5rBP5CvL1vP766z0e+8Mf/qC2bdv6vCcAwDcE+QAAAAAAAAAAAAAAAAAAAIqYNcjHw/FA8WjZsqVatmzp8Xjnzp3zPA67adOmaejQoZKk3r1766GHHvJzRygLrKFaq/I0ka9KlSqqVq2aUTtz5ozP+1hDxw0bNlTr1q2N2u7duyXZg3yNGjXy+X5DhgxxW69UqZJefPFFn/cDAPiOIB8AAAAAAAAAAAAAAAAAAEAR27dvn7EmyAcUn5zQmTtM4/NdzZo1tXDhQmVnZ2v16tWKiIjwd0soA1q3bq3mzZu7PRYUFKTw8PAS7qh4WafyFSTIZ53IFxERofbt2xu13bt36+LFi7aJfwWZyNexY0fVr1/fVp8wYYKioqJ83g8A4DuCfAAAAAAAAAAAAAAAAAAAAEUoIyNDBw8eNGoE+YDik9cksJEjR5ZgJ+VLQECAHA6Hv9tAGeFwODRs2DC3x+rXr6+AgPIVXSiOIF9kZKTbIN/Jkydt1xYkyOdwOHT99dcbtRo1amjSpEk+7wUAKJjy9V9DAAAAAAAAAAAAAAAAAAAAPzt06JCysrKMWps2bfzUDVD+9erVS7Vr17bVr7zySo8TwgAUPU+h2oKEzkq7wgb5XC6X24l87dq1M2q7du3S8ePHjVr16tVVs2ZNn+6X49577zXWzz33nMLCwgq0FwDAdwT5AAAAAAAAAAAAAAAAAAAAitDevXuNdYMGDdyGjAAUjeDgYA0ZMsRWv+OOO/zQDVBx9erVS3Xq1LHVGzRo4Iduildhg3wXLlxQWlqaUYuIiLBN5EtMTNTWrVuNWsOGDQs8LbNnz5765ptvNHr0aE2ZMkUTJ04s0D4AgIIhyAcAAAAAAAAAAAAAAAAAAFCErEG+tm3b+qkToOJwNwls5MiRfugEqLiCg4N1ww032OoE+eys0/ik34N8TZs2VdWqVY36smXLjHVhJxzefPPN+uyzzzRhwoQCBwIBAAVDkA8AAAAAAAAAAAAAAAAAAKAIWYN8bdq08VMnQMUxdOhQNWrUKHd90003qWnTpn7sCKiYhg0bZqsVNnhWGhV1kK9q1aoKCQlRQECA2rVrZxyLjo421pf+WQcAKFuC/N0AAAAAAAAAAAAAAAAAAABAecJEPqDk1ahRQ4sXL9Y777yjsLAwTZw40d8tARXS4MGDFRQUpKysrNxaRZjIl5iY6NP11iBfRERE7nS89u3ba/PmzbnH0tLSjHPLYzASACoKgnwAAAAAAAAAAAAAAAAAAABFJCsrSwcOHDBqBPmAktGxY0d98MEH/m4DqNBq1aql4cOH6+uvv86t9e7d248dFY/Q0FBjXdiJfBEREbkft2/fPs9rCfIBQNlFkA8AAAAAAAAAAAAAAAAAAKCIHDlyROnp6UaNIB8AoCL5z3/+I5fLpaNHj+qRRx7R5Zdf7u+Wipx1Il9JBvkaNWrk070AAKUHQT4AAAAAAAAAAAAAAAAAAIAisnfvXmMdHh6usLAwP3UDAEDJa9iwoTGRrzwqbJAvNjbWWDORDwAqhgB/NwAAAAAAAAAAAAAAAAAAAFBeWIN8TOMDAKD8sQb5kpKS5HQ6vb7eOpEvMjIy9+MGDRqodu3aHq8lyAcAZRdBPgAAAAAAAAAAAAAAAAAAgCJCkA8AgPLPGuRzuVw6d+6c19dbg3yXTuRzOBwep/IFBQUZ5wIAyhaCfAAAAAAAAAAAAAAAAAAAAEWEIB8AAOWfNcgnSWfOnPH6+ryCfJI8Bvnq16+vwMBAr+8DAChdCPIBAAAAAAAAAAAAAAAAAAAUAafTqX379hm1Nm3a+KkbAABQXKpWrarKlSsbtZII8jVs2NDrewAASh+CfAAAAAAAAAAAAAAAAAAAAEUgJiZGFy9eNGpM5AMAoPxxOBy2qXyJiYleXZudna2EhASj5m2Qr1GjRj50CQAobQjyAQAAAAAAAAAAAAAAAAAAFIG9e/ca69q1a6tevXp+6gYAABSn0NBQY+3tRL7ExES5XC6jZg3ytWvXzu21TOQDgLKNIB8AAAAAAAAAAAAAAAAAAEARsAb52rZtK4fD4aduAABAcbJO5PM2yBcXF2erhYWF2dbuXgZAkA8AyjaCfAAAAAAAAAAAAAAAAAAAAEXAXZAPAACUT0UV5Ktbt66Cg4Nt57Vv395Wa9SokQ8dAgBKG4J8AAAAAAAAAAAAAAAAAAAARYAgHwAAFUdRBfkiIiLcnucuyMdEPgAo2wjyAQAAAAAAAAAAAAAAAAAAFJLL5SLIBwBABVLQIF9sbKyxjoyMdHseQT4AKH8I8gEAAAAAAAAAAAAAAAAAABTSiRMnlJycbNTatGnjp24AAEBx88dEvgYNGnjZHQCgNCLIBwAAAAAAAAAAAAAAAAAAUEjWaXzVq1dX48aN/dQNAAAobsUd5Lvyyit1+eWX564HDx6sqlWr+tglAKA0CfJ3AwAAAAAAAAAAAAAAAAAAAGXdvn37jHWbNm3kcDj81A0AAChuxR3kCw4O1vLly/Xmm28qJCREkyZNKlijAIBSgyAfAAAAAAAAAAAAAAAAAABAIVkn8rVt29ZPnQAAgJIQGhpqrBMTE726ztsgnyQ1a9ZM06ZN8705AECpFODvBgAAAAAAAAAAAAAAAAAAAMo6gnwAAFQs7ibyOZ3OfK/zJcgHAChfCPIBAAAAAAAAAAAAAAAAAAAUgsvl0p49e4waQT4AAMo3a5DP6XQqOTk53+sI8gFAxUWQDwAAAAAAAAAAAAAAAAAAoBDi4uKUlJRk1AjyAQBQvlmDfNLvU/nykpqaqgsXLhg1gnwAUHEQ5AMAAAAAAAAAAAAAAAAAACiEvXv3GusqVarosssu81M3AACgJISEhCg4ONio5Rfki4+Pt9UI8gFAxUGQDwAAAAAAAAAAAAAAAAAAoBCsQb7WrVsrMDDQT90AAICS4HA4bFP58gvyxcXFGetKlSqpVq1aRd4bAKB0IsgHAAAAAAAAAAAAAAAAAABQCPv27TPWbdu29VMnAACgJPka5IuNjTXWERERcjgcRd4XAKB0IsgHAAAAAAAAAAAAAAAAAABQCNaJfAT5AACoGAo7kS8iIqLIewIAlF4E+QAAAAAAAAAAAAAAAAAAAAqBIB8AABVTaGiosU5MTMzzfIJ8AFCxEeQDAAAAAAAAAAAAAAAAAAAooMTERMXGxho1gnwAAFQMTOQDAPiCIB8AAAAAAAAAAAAAAAAAAEAB7du3z1gHBwerWbNmfuoGAACUJIJ8AABfEOQDAAAAAAAAAAAAAAAAAAAooL179xrrli1bKigoyE/dAACAkkSQDwDgC4J8AAAAAAAAAAAAAAAAAAAABbR//35j3bZtWz91AgAAShpBPgCALwjyAQAAAAAAAAAAAAAAAAAAFNDp06eN9WWXXeanTgAAQEkjyAcA8AVBPgAAAAAAAAAAAAAAAAAAgAJKSEgw1uHh4X7qBAAAlDRfgnxOp1Px8fFGLTIyslj6AgCUTgT5AAAAAAAAAAAAAAAAAAAACsj6QD5BPgAAKg53QT6Xy+X23LNnzyorK8uoMZEPACoWgnwAAAAAAAAAAAAAAAAAAAAFRJAPAICKKzQ01FhnZmbqwoULbs+NjY211fi+AQAqFoJ8AAAAAAAAAAAAAAAAAAAABeByuWxBvrCwMD91AwAASpp1Ip/0+1Q+d+Li4ox1rVq1VLly5WLpCwBQOhHkAwAAAAAAAAAAAAAAAAAAKICUlBSlp6cbNSbrAABQcdSoUUOBgYFGzdsgX0RERLH1BQAonQjyAQAAAAAAAAAAAAAAAAAAFIB1Gp9EkA8AgIrE4XDYpvIR5AMAeEKQDwAAAAAAAAAAAAAAAAAAoACsQb5KlSqpRo0afuoGAAD4A0E+AIC3CPIBAAAAAAAAAAAAAAAAAAAUgDXIFxYWJofD4aduAACAPxDkAwB4iyAfAAAAAAAAAAAAAAAAAABAASQkJBjr8PBwP3UCAAD8hSAfAMBbBPkAAAAAAAAAAAAAAAAAAAAKwDqRjyAfAAAVT0GDfJGRkcXWEwCgdCLIBwAAAAAAAAAAAAAAAAAAUAAE+QAAQGhoqLFOTEx0ex4T+QAApSLIl5qaqqVLl+rVV1/VLbfcossuu0wOh0MOh0MvvviiV3vExsbqr3/9q1q1aqWqVauqbt266tOnjz744AO5XK58r//111/1wAMPqGnTpqpSpYoiIiI0ePBgff3114X87AAAAAAAAAAAAAAAAAAAQHlEkA8AAHg7kS82NtZYE+QDgIonyN8NSNLGjRt1ww03FPj6LVu2aPDgwbnJ9erVqys5OVlr167V2rVr9eWXX2rBggWqXLmy2+uXLFmikSNHKjU1VZJUs2ZNJSYmavny5Vq+fLn++Mc/6sMPP5TD4ShwjwAAAAAAAAAAAAAAAAAAoHxJSEgw1mFhYX7qBAAA+Is3Qb709HSdO3fOqBHkA4CKp1RM5JOkOnXq6Nprr9UTTzyh2bNnq169el5dd+7cOQ0dOlSJiYlq3bq1Nm3apOTkZKWkpGjKlCkKDg7W8uXL9fjjj7u9/siRI7r99tuVmpqqXr16af/+/Tp37pzOnTun559/XpI0c+ZMvfHGG0X2uQIAAAAAAAAAAAAAAAAAgLKPiXwAAMCbIJ/1ewaJIB8AVESlIsjXp08fnTlzRj/88IP+9a9/6c477/Q4Pc/qzTff1OnTp1W1alUtWbJEXbt2lSRVqlRJEyZM0EsvvSRJmj59ug4cOGC7/vnnn1dKSorq1aunRYsWqWXLlpJ+n+r30ksv6f7775ck/f3vf1dSUlJRfLoAAAAAAAAAAAAAAAAAAKAcIMgHAAC8CfLFxcUZ68DAQNWpU6dY+wIAlD6lIsgXGBhY4Gs/+eQTSdKdd96ppk2b2o4/8sgjql69urKzs/XZZ58Zx1JSUvT1119Lkh588EHVrl3bdv3TTz8tSTp//ry+/fbbAvcJAAAAAAAAAAAAAAAAAADKF4J8AADAXZDP5XIZNWuQLzw8XAEBpSLOAQAoQWX6T/79+/crJiZGkjRkyBC351SvXl19+vSRJC1fvtw4tnbtWl28eDHP65s0aaI2bdq4vR4AAAAAAAAAAAAAAAAAAFRMGRkZOn/+vFELCwvzUzcAAMBfrEG+9PT03JxCDmuQLyIiotj7AgCUPmU6yLd79+7cj9u3b+/xvJxje/fu9Xh9u3bt8r1+z549BeoTAAAAAAAAAAAAAAAAAACULwkJCbYaE/kAAKh4rEE+6fepfJciyAcAkMp4kO/kyZO5Hzds2NDjeTnHzp8/rwsXLtiur1OnjqpVq5bv9ZfeDwAAAAAAAAAAAAAAAAAAVFzx8fHG2uFwuH2QHwAAlG+1atVSQIAZzcgvyBcZGVnsfQEASp8yHeRLTk7O/TivIN6lxy69JufjvK699Pil1wIAAAAAAAAAAAAAAAAAgIrLGuQLDQ1VYGCgn7oBAAD+EhAQoDp16hi1xMREY81EPgCAVMaDfAAAAAAAAAAAAAAAAAAAAP6QkJBgrMPCwvzUCQAA8DfrVN78JvIR5AOAiqlMB/lq1KiR+3FqaqrH8y49duk1OR/nde2lxy+9FgAAAAAAAAAAAAAAAAAAVFzWiXzh4eF+6gQAAPhbfkG+2NhYY02QDwAqpjId5GvQoEHuxydOnPB4Xs6xmjVrqnr16rbrk5KS8gzz5Vx/6f0AAAAAAAAAAAAAAAAAAEDFRZAPAADkyCvIl52drePHjxvHCfIBQMVUpoN87du3z/149+7dHs/LOda2bVuP1+/Zsyff69u1a1egPgEAAAAAAAAAAAAAAAAAQPlCkA8AAOTIK8j33nvvKS4uzjgeFRVVIn0BAEqXMh3ka9WqVe5/wL777ju356SkpGjNmjWSpEGDBhnHevfurapVq+Z5/W+//aZ9+/a5vR4AAAAAAAAAAAAAAAAAAFRMCQkJxjosLMxPnQAAAH/zFOSLi4vTs88+axxr3769OnToUGK9AQBKjzId5JOkcePGSZLmzJmjo0eP2o5PnTpVFy5cUGBgoMaMGWMcCwkJ0a233ipJmjZtms6dO2e7/vXXX5ck1ahRQyNGjCja5gEAAAAAAAAAAAAAAAAAQJnERD4AAJDDU5Dvqaee0tmzZ41jU6ZMkcPhKKnWAAClSKkJ8iUlJSkhISH3f06nU5KUmppq1C9cuGBcN3HiRNWrV0+pqam68cYbtWXLFklSRkaGpk2bpueee06SdP/996tly5a2+7788ssKCQnRqVOndNNNN+ngwYOSfp/k9/LLL+u9996TJD377LOqU6dOsX3+AAAAAAAAAAAAAAAAAACg7CDIBwAAcoSGhhrrM2fOaMOGDZo5c6ZRHz16tPr161eSrQEASpEgfzeQ44orrtBvv/1mq7/xxht64403ctd/+MMf9NFHH+Wua9WqpUWLFmnw4MHau3evunbtqho1aigtLU2ZmZmSpEGDBmny5Mlu79u0aVPNnTtXI0eO1Jo1a9SyZUvVqlVLFy5cUHZ2tiRp/PjxeuKJJ4rwswUAAAAAAAAAAAAAAAAAAGUZQT4AAJDDOpEvLi5OEyZMMGrVq1c3shEAgIqn1EzkK4wuXbpoz549evzxx9WiRQtlZmYqJCREvXv31owZM7R06VJVrlzZ4/U33HCDdu7cqfvuu09NmjTRxYsXVbt2bQ0cOFBfffWVZs6cyehaAAAAAAAAAAAAAAAAAAAgSXI6nUpMTDRqYWFhfuoGAAD4mzXIt3fvXm3bts2ovfTSS2rQoEFJtgUAKGVKzUS+o0ePFur6yMhIvfXWW3rrrbcKdH2zZs00ffr0QvUAAAAAAAAAAAAAAAAAAADKv6SkJDmdTqPGRD4AACoua5DPql27dnrkkUdKqBsAQGlVLibyAQAAAAAAAAAAAAAAAAAAlJT4+HhbjSAfAAAVV35BvilTpig4OLiEugEAlFYE+QAAAAAAAAAAAAAAAAAAAHxgDfLVqFFDlStX9lM3AADA3/IK8o0aNUr9+/cvuWYAAKUWQT4AAAAAAAAAAAAAAAAAAAAfJCQkGOuwsDA/dQIAAEqD2rVru61Xr15db775Zsk2AwAotQjyAQAAAAAAAAAAAAAAAAAA+MA6kS88PNxPnQAAgNIgMDDQbZjvxRdfVIMGDUq+IQBAqUSQDwAAAAAAAAAAAAAAAAAAwAcE+QAAgFVoaKixbtu2rf785z/7qRsAQGlEkA8AAAAAAAAAAAAAAAAAAMAHBPkAAIDVNddcY6ynTJmi4OBgP3UDACiNgvzdAAAAAAAAAAAAAAAAAAAAQFmSkJBgrMPCwvzUCQAAKC1eeeUVXbx4Ub/99pseeeQRDRgwwN8tAQBKGYJ8AAAAAAAAAAAAAAAAAAAAPmAiHwAAsIqMjNSnn37q7zYAAKVYgL8bAAAAAAAAAAAAAAAAAAAAKEsI8gEAAAAAfEWQDwAAAAAAAAAAAAAAAAAAwAcE+QAAAAAAviLIBwAAAAAAAAAAAAAAAAAA4CWXy6WEhASjFhYW5qduAAAAAABlBUE+AAAAAAAAAAAAAAAAAAAAL6WkpCgtLc2oMZEPAAAAAJAfgnwAAAAAAAAAAAAAAAAAAABeio+Pt9UI8gEAAAAA8kOQDwAAAAAAAAAAAAAAAAAAwEvWIF+lSpVUo0YNP3UDAAAAACgrCPIBAAAAAAAAAAAAAAAAAFDCMjIy/N0CCighIcFYh4WFyeFw+KkbAAAAAEBZQZAPAAAAAAAAAAAAAAAAAIAS8ttvv6lTp06qXLmybr31VmVlZfm7JfjIOpEvPDzcT50AAAAAAMoSgnwAAAAAAAAAAAAAAAAAAJSQN998Uzt37pQkffPNN/rss8/83BF8RZAPAAAAAFAQBPkAAAAAAAAAAAAAAAAAAPBRdna27r//ftWuXVuDBw9WXFycV9dt2bLFWH/33XfF0R6KEUE+AAAAAEBBEOQDAAAAAAAAAAAAAAAAAMBHX331lWbMmKFz585p+fLleuutt7y67vjx48Z69erVcrlcxdEiiklCQoKxJsgHAAAAAPAGQT4AAAAAAAAAAAAAAAAAQLngcrm0du1arVixQllZWcV6r2XLlhnrn376Kd9rsrOzdfLkSaN28uRJHT58uEh7Q/GyTuQLCwvzUycAAAAAgLKEIB8AAAAAAAAAAAAAAAAAoFz461//qj59+ujaa6/VmDFjinXS3caNG411TExMvtecPn1a2dnZtvrq1auLrC8UP2uQj4l8AAAAAABvEOQDAAAAAAAAAAAAAAAAAJR5cXFxevvtt3PXc+fO1RdffFEs90pOTtbevXuN2vHjx+V0OvO87vjx427rBPnKFoJ8AAAAAICCIMgHAAAAAAAAAAAAAAAAACjzFi1aZJvA98QTTyglJaXI77V161bbvTIzMxUXF5fndQT5ygeCfAAAAACAgiDIBwAAAAAAAAAAAAAAAAAo8+bPn2+rHT9+XK+//nqR32vjxo1u6zExMXle5ynId/jwYY/HULpkZGTo/PnzRi0sLMxP3QAAAAAAyhKCfAAAAAAAAAAAAAAAAACAMi01NVXff/+922P/+te/dOTIkSK9n6cg37Fjx/K8Lq/ja9asKVRPFVVcXFy+kxCLUkJCgq3GRD4AAAAAgDcI8gEAAAAAAAAAAAAAAAAAyrQffvhBFy9edHssPT1dEydOLNL7bdq0yW09vyBfXlP3oqOjC9VTRfTBBx+ocePGioyM1PPPP18i94yPjzfWDodDdevWLZF7AwAAAADKNoJ8AAAAAAAAAAAAAAAAAIAybcGCBcba4XAY62+++UY//vhjkdwrNjZWv/32m9tjMTExeV6bV5Bv9erVheqrosnOztbTTz+tjIwMSdIrr7yiH374odjvaw3yhYaGKjAwsNjvCwAAAAAo+wjyAQAAAAAAAAAAAAAAAADKrOzsbC1cuNCoPffccwoNDTVqjz76qLKysgp9P0/T+KT8J/LldXzfvn2Ki4srcF8VzalTp5SQkGDU/vznPyszM7NY72u9Z1hYWLHeDwAAAABQfhDkAwAAAAAAAAAAAAAAAACUWRs3brQF4MaNG6d//OMfRm3Pnj2aNm1akdzPk7yCetnZ2Tp58mSee69du7bAfVU07r7W+/bt09SpU4v1vtaJfOHh4cV6PwAAAABA+UGQDwAAAAAAAAAAAAAAAABQZs2fP99Yt2vXTs2aNdM999yjK664wjj2/PPP24JYvipokC8uLs42EbBDhw7GevXq1YXqrSKJiYlxW3/hhRcUGxtbbPclyAcAAAAAKCiCfAAAAAAAAAAAAAAAAACAMssa5Bs+fLgkKTAwUO+8845x7OzZs3ruuecKfC+Xy6VNmzZ5PH7q1CllZGS4PWYN+QUFBem2224zagT5vOcpNHn+/HlNmjSp2O5LkA8AAAAAUFAE+QAAAAAAAAAAAAAAAAAAZdKBAwf0yy+/GLVhw4blfty7d2+NGjXKOD59+nRt27atQPc7fPiwzpw54/G4y+XSyZMn3R47fvy4sW7YsKH69+9v1LZv365z584VqLeKJq/ph//73//ynJxYGAkJCcY6LCysWO4DAAAAACh/CPIBAAAAAAAAAAAAAAAAAMqkBQsWGOt69eqpW7duRu1f//qXqlWrlrt2uVyaOHFige5nDYeFh4cbe0ueA2bWIF/jxo3VvXt3Va5c2eht3bp1BeqtoskryCdJjzzyiJxOZ5Hfl4l8AAAAAICCIsgHAAAAAAAAAAAAAAAAACiTrEG+m266SQEB5mNxjRo10qRJk4zaihUrFBcX5/P9rEG+7t27q3HjxkYtJibG7bXW4FmjRo1UpUoVXXXVVUZ99erVPvdVEVm/nu3atTPWGzdu1CeffFLk9yXIBwAAAAAoKIJ8AAAAAAAAAAAAAAAAAIAyJyEhwTa9bvjw4W7P/etf/6rq1asbtVWrVvl8z02bNhnr7t27Kyoqyqh5O5GvUaNGkqS+ffsadYJ83rF+nV999VW1bNnSqP3tb3/TuXPnivS+BPkAAAAAAAVFkA8AAAAAAAAAAAAAAAAAUOYsXrxYTqczd12tWjVdc801bs+tUqWK+vTpY9RWrFjh0/0yMzO1detWo+ZuIp+3Qb6c66xBvk2bNik1NdWn3iqa9PR0xcbGGrVmzZrp7bffNmpxcXF6+eWXi+y+TqdTiYmJRi0sLKzI9gcAAAAAlG8E+QAAAAAAAAAAAAAAAAAAZc78+fON9eDBg1W1alWP5w8YMMBYr1y50qf77dmzRxcvXjRq3bp1swX5YmJi3F7vaSJfjx49FBgYmFvPysrSTz/95FNvFc2JEydstcaNG2vIkCG66aabjPo777yjffv2Fcl9k5KSjPCoxEQ+AAAAAID3CPIBAAAAAAAAAAAAAAAAAMqUtLQ0LVu2zKgNGzYsz2us0/oOHDigkydPen3PjRs3GuvLL79coaGhioqKMuruJvI5nU5b+CwnyFe9enV16dLFOLZ69Wqv+6qIrF/j6tWrq1atWpKkt956S5UqVco9lpWVpYkTJxbJfePj4201gnwAAAAAAG8R5AMAAAAAAAAAAAAAAAAAlCk//vijUlNTc9cBAQG68cYb87ymc+fOql27tlHzZSqfNcjXvXt3SbJN5HMX5IuLi1NmZqZRu/S6vn37Gseio6O97qsisn6NGzduLIfDIUlq3ry5Lbi3ZMkSJSUlFfq+1iBfjRo1VLly5ULvCwAAAACoGAjyAQAAAAAAAAAAAAAAAADKlPnz5xvrnj175jsZLTAw0BaY8yXIt2nTJmPtKch35swZpaSkGLXjx48b66CgIEVEROSurX399NNPSk9P97q3iiYmJsZYW6ciPv3008ZUPknaunVroe+bkJBgrMPCwgq9JwAAAACg4iDIBwAAAAAAAAAAAAAAAAAoM5xOpxYuXGjUhg8f7tW1AwYMMNbeBvlSUlK0e/duo+YpyCfZJ8ZZ1w0aNFBgYGDuunfv3rkT5SQpLS1Nmzdv9qq3isjdRL5LVa9eXZ06dTJqRfH1tE7kyy88CgAAAADApQjyAQAAAAAAAAAAAAAAAADKjE2bNun06dNGbdiwYV5daw3yHT582DbdzZ2tW7fK6XTmrgMDA3XFFVdIkkJCQlS3bl3jfGvQzDqRzxo8q1Onjjp06GDUVq9enW9fFVV+QT5J6tq1q7EmyAcAAAAA8DeCfAAAAAAAAAAAAAAAAACAMmPBggXGunXr1mrZsqVX13bo0EGhoaFGzZupfBs3bjTW7du3V7Vq1XLX1iBZfkG+Ro0a2e7Rt29fY02Qz7OCBPm2bNni1d5JSUn68MMP3X79CfIBAAAAAAqDIB8AAAAAAAAAAAAAAAAAoMxYtGiRsR4+fLjX1wYEBKhfv35GbcWKFflet2nTJmPdvXt3Y20Nklmn/FmDZ94E+datW6esrKx8e6uIChLkO3LkiBITE/Pc98KFC+rYsaPuvfde9evXT6+99ppxPCEhwViHhYX50jYAAAAAoIIjyAcAAAAAAAAAAAAAAAAAKBNcLpf27dtn1IYMGeLTHgMGDDDWK1eulMvlyvMa60Q+a5AvKirKWOc3kc9d8Mwa5EtOTtb27dvz7KsiSklJUVJSklFz9/Vs27atqlSpYtTym8r3xRdfGP9fTZo0Sd9//33umol8AAAAAIDCIMgHAAAAAAAAAAAAAAAAACgTEhMTlZmZadQuv/xyn/awBvmOHTumw4cPezw/Pj5eR44cMWr5TeTLL8jnbiJfZGSkWrRoYdR27drlsa+Kyvq1ldwH+YKCgtS5c2ejtnnz5jz3XrVqlbF2uVwaM2aMTpw4IYkgHwAAAACgcAjyAQAAAAAAAAAAAAAAAADKhFOnTtlq9erV82mPtm3bKiIiwqitXLnS4/mbNm0y1tWqVVPbtm2NmjVIFhMTk/ux0+n0KsgnSc2bNzfW7j7fis4a5Ktbt66qVavm9tyuXbsa67yCfC6XS9HR0bZ6fHy8Ro0apaysLIJ8AAAAAIBCIcgHAAAAAAAAAAAAAAAAACgTTp48aawjIiIUHBzs0x4Oh8M2lS+vIN/GjRuN9ZVXXqmgoCCjFhUVZayPHTsml8sl6fcgmHWKoKcgX/369Y219fOFPcjnbhpfDmuQb8uWLR7PPXr0qNtpf5K0Zs0aPfvss0pISDDqYWFh+bULAAAAAEAugnwAAAAAAAAAAAAAAAAAgDLBGmyzBt+85S7IlxO8s7JO5OvevbvtHGuYLDU1VUlJSZJkm8YXGBjocYpggwYNjDVBPrtLpx1KvgX5YmJiFBcX5/Zcd9P4LvX6668rLS3NqDGRDwAAAADgC4J8AAAAAAAAAAAAAAAAAIAy4dSpU8baGnzzljXId+rUKR04cMB2nsvlsk3kcxfka9iwoRwOh1HLCZxZg3wNGjRQYGCg276swUTr5wv7RD7rNMRLtW7dWtWqVTNqnqbyWYN8HTp0yHfaI0E+AAAAAIAvCPIBAAAAAAAAAAAAAAAAAMqEoprI16JFC1sIcOXKlbbzjh49qoSEBKPmLsgXHBxsm7KXEzizBs8aNWrksS8m8uXP+vXMayJfYGCgrrjiCqO2efNmt+dag3z33nuv3nzzTY97V6pUSTVq1MivXQAAAAAAchHkAwAAAAAAAAAAAAAAAACUCUU1kc/hcNim8q1YscJYu1wuTZo0yaiFhYWpSZMmbve0TobLCZxZJ/LlFTyzfj6nTp2Sy+XyeH5F5EuQT5K6du1qrN0F+Y4dO6YjR44YtX79+umRRx7Rrbfe6nbfsLAw2xRGAAAAAADyQpAPAAAAAAAAAAAAAAAAAFAmWCfUFTTIJ8kW5Fu1apURmnv77bc1Z84c45yBAwd6DG9ZA2Wegnx5TeSzThjMzMxUYmKix/MrGpfLVegg35YtW2znWKfx1alTRx06dJDD4dCHH36oZs2a2a4JDw/3tm0AAAAAACQR5AMAAAAAAAAAAAAAAAAAlBHWIJ81+OYLa5AvPj5ee/bskfR7qO+JJ54wjteqVUsvv/yyx/2sgbKYmBhJ9glyeQX56tWrZ6tZpxBWZGfPnlVKSopR8zXId+LECdvX1Brk69OnjwICfn+8slatWvryyy9VuXJl4xyCfAAAAAAAXxHkAwAAAAAAAAAAAAAAAACUei6XyxbAKsxEvqZNmyoqKsqorVy5UseOHdPtt9+u7Oxs49isWbPUvHlzj/tZ9/I0kS+v4FlwcLAtIGYNL1Zk1lCkw+FQw4YN87ymZcuWql69ulGzTuWzBvn69etnrK+44gr95z//MWqDBw/2qmcAAAAAAHIQ5AMAAAAAAAAAAAAAAAAAlHqJiYnKzMw0aoUJ8jkcDttUvu+++0633Xab4uPjjfoLL7ygoUOH5rmfNaB37NgxuVwuW5Avr4l8kv1zIsj3f6xBvsjISFWqVCnPawICAnTllVcatc2bN+d+fOrUKR08eNA4bg3ySdL999+vjz/+WEOGDNGzzz6rRx55xNf2AQAAAAAVHEE+AAAAAAAAAAAAAAAAAECpZw20ORwORUZGFmpPa5BvyZIl2rhxo1G78cYb9fzzz+e7lzXId/z4ccXGxiojI8Oo5xfkq1+/vrG2TiGsyKxBvrymG16qa9euxvrSIN/q1auNYzVr1lTnzp1tezgcDo0bN05LlizRK6+8osqVK3vZNQAAAAAAvyPIBwAAAAAAAAAAAAAAAAAo9ayBtvDwcAUHBxdqT2uQz6pZs2aaNWuWAgLyf9QuKirKWGdlZRmBMUkKDAy0BfWsmMjnWVEF+bZs2SKXyyVJio6ONo717t1bgYGBhegSAAAAAAD3CPIBAAAAAAAAAAAAAAAAAEo9a6DNGngriKioKDVr1sztsWrVqmnevHmqXbu2V3tFRETYgoUbNmww1vXr1883JGb9vJjI939iYmKMtTU86Yk1yHf69Oncf56sQb5+/foVokMAAAAAADwjyAcAAAAAAAAAAAAAAAAAKPWsQb78Jtt5y9NUvg8//FAdOnTwep+AgAA1atTIqK1fv95YW4+7Y/28mMj3fwo6ka9Zs2aqVauWUdu8ebPi4+O1d+9eo06QDwAAAABQXAjyAQAAAAAAAAAAAAAAAABKPetkuqKYyCe5D/L95S9/0Z133unzXtZg2caNG/M87g4T+TwraJAvICBAV155pVHbvHmzVq9ebdRCQkJs5wEAAAAAUFQI8gEAAAAAAAAAAAAAAAAASj3rZLqiCvINHTpUERERuesBAwbo9ddfL9BeUVFRxjo1NdVYF2Qi36lTp+RyuQrUT3nidDp1/Phxo+ZtkE+Sunbtaqw3b96s6Ohoo9arVy8FBwcXvEkAAAAAAPIQ5O8GAAAAAAAAAAAAAAAAAADIjzXIZw28FVTNmjW1atUqTZ06VfXr19df/vIXBQUV7NG6/IJl3gT5rAHFjIwMnTlzRqGhoQXqqbyIj49XRkaGUStMkG/Lli22f6b69etX8AYBAAAAAMgHQT4AAAAAAAAAAAAAAAAAQKl36tQpY11UE/kkqU2bNpoyZUqh9ymKIF9kZKStdvLkyQof5Dt27JixDgoKUr169by+3hrki4+PV3x8vFEjyAcAAAAAKE4B/m4AAAAAAAAAAAAAAAAAAIC8OJ1OW5CvqCbyFaWoqKg8j3szQa5SpUoKDw83atbJcRWRNcjXoEEDBQYGen1906ZNVadOHY/Hq1atqm7duhW4PwAAAAAA8kOQDwAAAAAAAAAAAAAAAABQqiUmJiozM9OoFeVEvqJSFBP5JHtI0RpirIisQT5vQpGXcjgctql8l+rRo4cqVapUoN4AAAAAAPAGQT4AAAAAAAAAAAAAAAAAQKlmDbI5HA5FRkb6qRvP8gqXBQQEeD1F0BpSZCJf4YN8ktSlSxePx/r16+fzfgAAAAAA+IIgHwAAAAAAAAAAKPdcLpdmz56tJ598Ups3b/Z3OwAAAAAAH1mDbOHh4QoODvZTN57Vrl1bISEhbo/Vr19fQUFBXu1jDfJVhIl8LpfLNnXxUjExMcY6KirK53vkNZGPIB8AAAAAoLgR5AMAAAAAAAAAAOXehx9+qNGjR+uNN97Q1VdfrUOHDvm7JQAAAACAD6xBPmvQrbRwOBweA2aNGjXyeh/r5L7yPpHv4MGD6tSpk2rVqqW//OUvcrlctnOKYiKfpyBf5cqVddVVV/m8HwAAAAAAviDIBwAAAACAD44cOaKFCxfq7Nmz/m4FAAAAPvj4449zP87OztasWbP82A0AAAAAwFfWiXSlNcgneQ6Y+RLkq2gT+SZOnKhdu3bp4sWLmjx5subPn287pyiCfFFRUQoLC7PVr7rqKlWpUsXn/QAAAAAA8AVBPgAAAAAAvLRmzRq1adNGw4YNU5s2bZSQkODvlgAAAOAFl8ulnTt3GrUtW7b4qRsAAAAAQEFYJ9JZJ9aVJp4CZr4EzyrSRL709HQtX77cqL333nvGOisry/Y1KEiQz+FwuJ3K169fP5/3AgAAAADAVwT5AAAAAADw0ttvv6309HRJ0unTp/XRRx/5tyEAAAB45ejRozp//rxR27x5s5+6AQAAAAAUhDXEVZon8kVFRbmtF3Yin8vlKlRfpdXGjRuVlpZm1JYvX66jR4/mrk+dOiWn02mcU5AgnyR16dLFViPIBwAAAAAoCQT5AAAAAADwkvVh723btvmpEwAAAPhix44dttrp06fL9TQDAAAAAChvTp06ZaxLc5DPU8DMlyCfdSJfRkaGzpw5U6i+Sqvo6GhbzeVy6X//+1/u+tixY8bxKlWqKCwsrED3s07kCw4OVo8ePQq0FwAAAAAAviDIBwAAAACAF86cOaOYmBijtmvXLj91AwAAAF+4C/JJTOUDAAAAgLLE+jIWa9CtNPEU5PNlgly9evVstfL6QppVq1a5rf/vf/9TVlaWJHuQr1GjRnI4HAW638CBA41Q5dixY1WtWrUC7QUAAAAAgC8I8gEAAAAA4IWdO3faar/88osyMzP90A0AAAB8QZAPAAAAAMo2p9NZpibyRUVFua37MpGvUqVKCg8PN2rWr4E/uVwuZWRkFHqfjIwMrV+/3u2xEydO6LvvvpNkD/L5Eoq0CgkJ0ZIlS/Tggw/q1Vdf1eTJkwu8FwAAAAAAvgjydwMAAAAAAJQF27dvt9UyMzO1f/9+tW/fvuQbAgAAgNcI8gEAAABA2ZaYmJg7mS1HaQ7yuQvsORwOn6cI1q9fX/Hx8bnrkp7Id/r0ac2aNUuHDx9WQkKC7X/Z2dnq1auXvv32W9WtW7dA99i0aZMuXrzo8fj06dM1dOjQIg3ySVKHDh307rvvFmoPAAAAAAB8RZAPAAAAAAAvuAvySdLu3bsJ8gEAAJRi58+f1+HDh90e27x5s1wulxwORwl3BQAAAADwhTXA5nA4FBkZ6adu8letWjWFhoYqMTExt1a/fn0FBwf7tE+DBg20c+fO3HVJTuQ7f/68rrzyynzvuWbNGv35z3/WrFmzCnSf6OhoY+1wOORyuXLXixcv1okTJ2xBPk9TDwEAAAAAKM0C/N0AAAAAAABlgacpLrt27SrhTgAAAOCLSx94tIqPj7c9CAgAAAAAKH2sQb6IiAgFBZXud9hbJ8a5m9KXH+sEv5KcyDdnzhyvg4Nz587V6dOnC3SfVatWGes//OEPCgkJyV07nU7NnDlTMTExxnmFncgHAAAAAIA/EOQDAAAAACAfGRkZ2rNnj9tjBPkAAABKN08vZMixZcuWEuoEAAAAAFBQ1kBZgwYN/NSJ96wT4woS5LN+nnkF606cOKEJEybo3nvv1ZEjR3y+l9X69eu9PjczM1MzZszw+R6ZmZlat26dURs6dKhGjRpl1D744AOCfAAAAACAcoEgHwAAAAAA+di3b58yMzPdHiPIBwAAULrlF+TbvHlzCXUCAAAAACgo6yQ666S60qhVq1bGumXLlj7v4e1EPpfLpVGjRundd9/Vhx9+qKuuusrraXqeWIN8I0aM0OTJk/Xpp59q6dKluu2224zj77//vsffpXiyefNmpaamGrW+ffvqvvvuM2q//fab4uPjjRpBPgAAAABAWUSQDwAAAACAfOT18PfRo0eVnJxcgt0AAADAF9bv5WrUqGGsCfIBAAAAQOlnDbCVhYl89913n0JDQyVJ4eHhuueee3zew/p5egrynTx5UmvWrMldx8fH66677pLT6fT5njnXHzx40Kg999xzeuyxxzR27Fhdf/31evrpp43jJ06c0Pz58326T3R0tLFu166dwsPD1a1bN3Xs2DHPawnyAQAAAADKIoJ8AAAAAADkY/v27Xke3717d8k0AgAAAJ9kZ2fbJiiPGjXKWG/evFkul6sk2wIAAAAA+Mg6Xa4sTORr0aKF9u3bpx9++EF79+5V8+bNfd7D+nmeOnXK7c+w7l5S8+OPP+qNN97w+Z6StGHDBmNdrVo1W7DuyiuvVI8ePYza1KlTfbrPqlWrjHX//v0lSQ6HwzaV71I1atRQrVq1fLoXAAAAAAClAUE+AAAAAADykV+Qz/pwOAAAAEqHQ4cO6eLFi0bt7rvvNtZnzpzR0aNHS7ArAAAAAICvyuJEPun3SXzXXnutwsLCCnS99fPMyMjQmTNnbOd5mjb/7LPPauPGjT7fd/369cb6qquuUlBQkO28CRMmGOtVq1Zpz549Xt0jKytL69atM2r9+vXL/Xjs2LGqUqWK22uZxgcAAAAAKKsI8gEAAAAAkAeXy6UdO3YYtZo1axprgnwAAAClk/X7uMjISHXv3l2hoaFG3dMDjwAAAACA0qGsBvkKq169eraadTqhJG3ZssXt9VlZWRo1apTOnz/v032tE/msk/dy3HbbbQoPDzdq3k7l27p1qy5cuGDULg3y1a5dW7fffrvbawnyAQAAAADKKoJ8AAAAAADk4fjx47a3244cOdJYE+QDAAAonaxBvk6dOsnhcKhr165G3dMDjwAAAAAA/3M6nTp9+rRRq1+/vp+6KVmVKlWyTfOzhhpdLleeL6g5fPiwHnzwQblcLq/umZmZaZvi17NnT7fnVq5cWffdd59R+/TTT70KDq5atcpYt23bVhEREUbNuncOgnwAAAAAgLKKIB8AAAAAAHnYvn27sa5Vq5aGDh1q1Hbv3u31L8ABAABQctwF+STZgnxM5AMAAACA0ishIUFZWVlGraJM5JPsn6t1It+xY8cUHx9v1Fq3bm2sP//8c3366ade3W/79u1KS0szaldffbXH8//0pz8pIOD/HkO8cOGCPvnkk3zvEx0dbawvncaXo1evXmrTpo2tTpAPAAAAAFBWEeQDAAAAACAP7h7+7tixo1FLTEy0vQ0YAAAA/udLkI8XMwAAAABA6WQNrjkcDkVGRvqpm5JnnT5onchnfTlN7dq1tXTpUtWqVcuoT5gwQQcPHsz3fuvXrzfWrVu3VmhoqMfzGzdurOHDhxu1qVOn5vlzdlZWltasWWPU+vfvbzvP4XDo3nvvtdWjoqI87g0AAAAAQGlGkA8AAAAAgDxYJ/J17txZTZo0UUhIiFHftWtXCXYFAACA/Jw5c0bHjx83ap6CfOfOndOvv/5aYr0BAAAAALxnDa5FREQoKCjIT92UvPwm8lmDfF27dlWTJk00Y8YMo37hwgWNGjVKGRkZed7PGuTr2bNnvj1OmDDBWP/yyy9asWKFx/O3b9+u5ORko9a3b1+3544bN06VKlUyak2bNs23JwAAAAAASiOCfAAAAAAA5MFdkC8gIEDt2rUz6gT5AAAAShfrNL5KlSqpVatWkqSGDRsqIiLCOG598BEAAAAAUDpYg3zWYFt55+tEvpyX14wcOdI2zW7Lli16/vnn87xfQYJ811xzjVq3bm3Upk6d6vH8VatWGevWrVurXr16bs8NCwvTk08+aZzbu3fvfHsCAAAAAKA0IsgHAAAAAIAHycnJtsksOVNcOnToYNQJ8gEAAJQu1iBfu3btFBwcLElyOBy2qXwE+QAAAACg+MTFxWnevHm2yenesE6gq2hBPuvne2mQz+VyacuWLcbxLl265H789ttv2wJ2kydP1pkzZ9ze69ixY7b/j7wJ8jkcDttUvvnz5+vYsWNuz4+OjjbW/fr1y3P/l156SfPmzdPUqVP1008/KTAwMN+eAAAAAAAojQjyAQAAAADgwc6dO411UFCQ2rZtK4kgHwAAQGlnDfLlvJAhB0E+AAAAACgZ+/fvV5MmTXTLLbeoSZMmmjBhgmJjY72+3jqBzjqhrryzBvkuDTYePXrUFsq79OfdkJAQzZkzJ/fFNpKUkZGh2bNnu72XdRpf7dq1c6fb52fcuHGqXr167trpdOr999+3nZedna3Vq1cbtf79++e5d0BAgEaMGKGHHnpItWrV8qofAAAAAABKI4J8AAAAAAB4sH37dmPdpk0bValSRZI9yLd3715lZ2eXVGsAAADIhzXI17lzZ2NtDfJt3bpVTqezuNsCAAAAgArntdde08WLFyX9HuJ699131bx5c7366qtKSUnJ93prkK+iTeSzBhdPnjwpl8slyf5SmtDQUF122WVGrVOnTrr55puN2syZM93ea8OGDca6R48eCgjw7hHDmjVraty4cUZt+vTpSk9PN2o7duzQ+fPnjVp+E/kAAAAAACgvCPIBAAAAAOBBXlNcrEG+tLQ0HTp0qET6AgAAQN4yMzO1Z88eo2adyNelSxdjnZycrIMHDxZ7bwAAAABQkbhcLi1btsxWv3Dhgp577jm1bNlSH374YZ4vyrt0Ap1U8YJ81s83IyNDSUlJkuxBvq5du8rhcNj2+OMf/2ist2zZol27dtnOs07k69mzp0+9PvTQQ8Y6Pj5eQ4YM0YEDB3Jrq1atMs5p2bJlhZuyCAAAAACouAjyAQAAAADggXUi36VTXMLDwxUZGWkcd/dLbwAAAJS8/fv3KyMjw6hZg3wNGjSwPQxpfQASAAAAAFA4u3fvtgXxLnXy5Ende++96tSpk1auXOnxnEtVtNBXvXr1bLWcr4m7IJ87AwcOVMOGDY2adSpfamqqtm3bZtR8DfK1a9dO/fv3N2orV65Ux44d9corrygjI0PR0dHGcabxAQAAAAAqEoJ8AAAAAAC4kZWVZQvmXRrkk+xT+QjyAQAAlA7WycqNGzdWnTp1bOdZp/IR5AMAAACAomWdxle1alW3E+P27Nmj6667zhYkczqdOn36tFGraBP5KlWqpLCwMKN26tQpuVwubdmyxah7CvIFBgZq3LhxRm3WrFnKzMzMXW/evFlZWVm564CAAHXv3t3nfl955RUFBQUZtfT0dD3//PPq3LmzbSKfNfgHAAAAAEB5RpAPAAAAAAA3Dh48qLS0NKNmneJiDfLt3r272PsCAABA/qxBPuv3cTmsDzgS5AMAAACAomUN8o0bN07btm3ToEGDbOc6nU795z//MWoJCQlGuEyqeBP5JPvnfPLkSf366686d+6cUbe+sOZS48ePN9bx8fFavHhx7nr9+vXG8U6dOql69eo+99q7d28tWrRIjRs3th3bt2+fzp8/b9SYyAcAAAAAqEgI8gEAAAAA4Mb27duNdcOGDW1vvGUiHwAAQOlU0CDf1q1blZ2dXWx9AQAAAEBFkpqaqjVr1hi1QYMGqVOnTlq2bJmWLVumjh07Gsfnzp2rs2fP5q5PnjxpHHc4HIqMjCy2nksr6xTCU6dO2V5GExERoUaNGnnco2XLlurVq5dR++ijj3I/tgb5evbsWcBupcGDB2vv3r16/PHHFRDg+RHF5s2bq2HDhgW+DwAAAAAAZQ1BPgAAAAAA3LAG+Tp37mw7xxrkO3TokFJTU4uxKwAAAHjD2yCfdVJBamqq9u/fX2x9AQAAAEBFsnr1aqWnp+euAwMDdc011+SuBw0apOXLlysoKCi3dvHiRX3++ee5a2uQLzIy0ji/orAG+U6ePGkL8nXt2lUOhyPPff74xz8a68WLFysuLk4ul8sW5OvRo0chOpaqV6+ut956S5s2bfI4KZBpfAAAAACAioYgHwAAAAAAbnjz8Hfbtm2NX4q7XC7t3bu32HsDAACAZ7GxsYqNjTVqnoJ8kZGRaty4sVGzPggJAAAAADD99ttvysjIyPe85cuXG+urrrpKtWvXNmqRkZEaPny4UZsxY4ZcLpek3yfPXap+/foF6Ljss37enoJ8+Rk5cqSqVq2au87KytKsWbN08OBBJSYmGucWZiLfpa688kr99NNPmjx5skJCQoxjd9xxR5HcAwAAAACAsoIgHwAAAAAAbngzka9atWpq3ry5Udu1a1cxdgUAAID8WF/IUK1aNTVr1szj+dYHHQnyAQAAAIB72dnZGjp0qJo0aaKIiAht2bIlz/OXLVtmrAcPHuz2vPvuu89Yb9++PXdv60Q+62S6isL6eZ84ccL29fcmyFezZk3ddtttRm3mzJm2aXz16tVTkyZNCtasG0FBQXrssce0b98+PfDAA+rWrZvefvttDRw4sMjuAQAAAABAWUCQDwAAAAAAi9OnT3s9xaV9+/bGmiAfAACAf1mDfB06dFBgYKDH87t06WKsCfIBAAAAgHufffaZFi9eLEk6d+6c7r777tzJeVbHjx/X3r17jdqgQYPcnjtw4EBddtllRm369OmSCPLlsE7k27Jliy5cuGDUrD/fevLHP/7RWO/evVtTp041aj179pTD4ShAp3lr3Lix3nvvPW3cuFGPPvpoke8PAAAAAEBpR5APAAAAAAAL68PfISEhHqe4dOjQwVgT5AMAAPAv6/dynl7IkMM6sWDbtm3Kysoq8r4AAAAAoKz77LPPjPXOnTsVHR3t9tzly5cb69q1a6tbt25uzw0ICNA999xj1GbPnq0LFy7o1KlTRt0aaKsorAHGzMxMY12/fn2vQ479+vWzTduzvtSmZ8+evjcJAAAAAADyRZAPAAAAAACL7du3G+uOHTt6nOJCkA8AAKB08TXIZ51YkJaWphUrVhR5XwAAAABQlsXGxuqHH36w1d9++22351uDfNddd12e09LvvvtuBQT836NsFy5c0Jw5c5jI9//lF2C0vqQmLwEBARo/fnye5xDkAwAAAACgeBDkAwAAAADAwhrky+vhb2uQLzY2VvHx8cXRFgAAAPKRnp6uX375xajlF+QLCwuzTSK4/fbbtXXr1qJuDwAAAADKrLlz58rpdNrqCxYs0OHDh41adna2vv/+e6M2ePDgPPdv2LChbrzxRqM2Y8YMgnz/X7169fI87kuQT5L+8Ic/eDxWqVIlXXnllT7tBwAAAAAAvEOQDwAAAAAAC+sUl86dO3s8t3nz5qpSpYpR2717d3G0BQAAgHzs3btXWVlZRq1jx475Xnfvvfca63Pnzmnw4MHau3dvkfYHAAAAAGXV559/7rbucrk0ZcoUo7Z161adOXPGqA0aNCjfe9x3333GeuPGjTpx4oRRy28yXXlVuXJlhYaGejzua5CvSZMmuuaaa9we69KliypXruzTfgAAAAAAwDsE+QAAAAAAuERqaqr2799v1PIK8gUGBqpt27ZGbdeuXcXRGgAAAPJhfSHD5Zdfrho1auR73ZNPPqmhQ4catYSEBA0cONA2WQIAAAAAKprDhw/rp59+8nj8ww8/VHJycu562bJlxvHWrVsrKioq3/sMGTIk34l7FXUin5T3596lSxef9xs/frzbes+ePX3eCwAAAAAAeIcgHwAAAAAAl9i9e7ecTmfu2uFwqH379nle06FDB2NNkA8AAMA/Nm/ebKw7derk1XXBwcH68ssvbdMITp48qWuvvVbHjx8vsh4BAAAAoKyZPXu2sa5Zs6YcDkfu+vz58/roo49y18uXLzfO92YanyQFBQXp7rvv9ng8ICBAERERXu1VHnkK8jVu3FiRkZE+73frrbe6ffkNQT4AAAAAAIoPQT4AAAAAAC5hneLSsmVLhYSE5HkNQT4AAAD/c7lcWrhwoVHzZSJBlSpVNH/+fPXo0cOoHz16VNddd53i4uKKpE8AAAAAKEtcLpc+++wzozZmzBgNHz7cqL3zzjtyOp06f/68NmzYYBwbPHiw1/e75557jJDgpSIiIhQUFOT1XuVN/fr13dYLMo1PkqpVq6Y77rjDVrf+XAwAAAAAAIoOQT4AAAAAAC6xfft2Y925c+d8r7EG+axT/QAAAFD8tm/frpiYGKN20003+bRH9erVtWTJEtv3gPv379egQYOUlJRU2DYBAAAAoEzZuXOn9u3bZ9RGjx6tRx991KgdOnRIS5Ys0cqVK5WVlZVbr1Spkvr16+f1/Zo0aaKBAwe6PeZpIl1F4enz79q1a4H3vOeee4x1+/btPQYGAQAAAABA4RHkAwAAAADgEtYgX6dOnfK9xhrkS0lJ0dGjR4uwKwAAAORn3rx5xrpp06a279O8Ubt2bS1fvlxt2rQx6jt27NBNN91kPJAKAAAAAOXd559/bqyjoqLUs2dP9evXz/b352+//baWLVtm1Hr37q2QkBCf7nnfffe5rVf0gJmnz78wQb6rr75azz33nCpVqqT69evrv//9b4H3AgAAAAAA+SPIBwAAAADA/+d0OrVz506j5s1Evnr16ik0NNSo7d69uyhbAwAAQD6+/fZbY33zzTfL4XAUaK/w8HB9//33atq0qVFft26d/vOf/xS0RQAAAAAoU5xOp2bPnm3URo0apYCAADkcDj322GPGsR9//FFz5swxaoMGDfL5vsOGDVNERIStzkQ+959/ly5dCrXvyy+/rLNnz+q3335T//79C7UXAAAAAADIG0E+AAAAAAD+v8OHD+vChQtGzZsgn8PhUOvWrY1aTExMUbYGAACAPPz666/atWuXURsxYkSh9mzYsKF+/PFHNWzY0Kg///zzOnLkSKH2BgAAAICyYN26dTp27JhRGz16dO7Hd955p8LDw43jSUlJxnrw4ME+37dSpUoaP368rV7Rg3zuJvI1adJEYWFhhd67atWqCg4OLvQ+AAAAAAAgbwT5AAAAAAD4/7Zv326sw8PDVa9ePa+utf4C/dSpU0XVFgAAAPJhncYXHh6unj17Fnrfpk2b6ssvvzQm+6Wmpuqhhx6Sy+Uq9P4AAAAAUJp9/vnnxrpdu3bq0KFD7rpKlSp68MEHPV4fERGhjh07Fuje9957r63mLshWkbgLMnbt2tUPnQAAAAAAgIIiyAcAAABUUJMmTVLdunXVp08fpkkA/9+OHTuMdefOnY2HtvNCkA8AAMB/5s2bZ6yHDRumwMDAItm7R48etgdTv/vuO82ZM6dI9gcAAACA0igjI0Nz5841aqNHj7b9nfmDDz7ocZLboEGDFBBQsMfTWrRooUGDBhm13r17F2iv8sLdiwe7dOnih04AAAAAAEBBEeQDAAAAKqCVK1fqn//8p5KSkrR27VrdcMMNOn/+vL/bAvzOOpGvc+fOXl9rfRPuyZMni6AjAAAA5Cc2Nlbr1683ajfffHOR3uMf//iH7fu9Rx99VGfOnCnS+wAAAABAafH999/bfuYZNWqU7bx69erpzjvvdLuHNYjnq48//lj9+vVT/fr19cYbb6hdu3aF2q+sq1y5su1n027duvmpGwAAAAAAUBAE+QAAAIAKaOnSpcb6l19+0fjx4+VyufzUEVA6WIN8nTp18vpaJvIBAAD4x8KFC42fZapXr65rr722SO9Rq1YtTZkyxajFx8friSeeKNL7AAAAAEBpMXv2bGPdo0cPNW3a1O25jz76qNv6wIEDC9VDvXr1tGrVKp08eVITJ04s1F7lxQMPPJD7cefOndW/f3//NQMAAAAAAHxGkA8AAACogKzTKiRp3rx5eu211/zQDVA6JCYm6vjx40bNl4l8BPkAAAD8Y968ecZ6yJAhqlKlSpHf5+abb9aIESOM2v/+9z+tXLmyyO8FAAAAAP6UkpKib7/91qiNHj3a4/ldunRR7969jVqnTp1Ur1694mivQnvuuee0bNkyffrpp1q3bp0CAwP93RIAAAAAAPABQT4AAACgjHA6nXI6nYXeJyMjQ5s3b3Z77JlnntHy5csLfQ+gLNqxY4exrly5slq1auX19dYgX3x8vDIzM4ukNwAAALiXnJysH374wahZw3ZF6b///a9q1Khh1B544AGlpaUV2z0BAAAAoKQtXLhQKSkpuevAwECNHDkyz2smTZpkrP/4xz8WS28VncPh0KBBgzR27FhVq1bN3+0AAAAAAAAfEeQDAAAAyoAFCxaoSZMmaty4sV577TVlZ2cXeK/t27crPT3d7TGXy6VRo0bpyJEjBd4fKKu2b99urNu3b6+goCCvr7cG+SQpNja2sG0BAAAgD0uXLlVGRkbuOjg4WDfeeGOx3a9Ro0b65z//adQOHjyov//978V2TwAAAAAoaZ9//rmxvu666xQZGZnnNUOGDNGnn36qm266Sf/85z/18MMPF2eLAAAAAAAAZRJBPgAAAKCUS09P1/33369jx47p5MmTevrppzVkyBDFxcUVaL/169cba2tQ6cyZM7rllluUmppa4J6Bssg6ka9z584+XR8aGqrg4GCjdvLkycK2BQAAgDx8++23xnrAgAGqVatWsd7zT3/6k66++mqj9tprr2n37t3Fel8AAAAAKG6pqal6+umntXjxYqM+evRor64fO3asFixYoKeeekqBgYHF0SIAAAAAAECZRpAPAAAAKOV27txpm+r1/fffq3Pnzlq1apXP+23YsMFYjxs3TrfeeqtR2759u/70pz/J5XL5vD9QVlkn8vka5HM4HLapfKdOnSpkVwAAAPAkIyPD9nDpzTffXOz3DQwM1PTp042XomRlZem+++5TVlZWsd8fAAAAAIrDsmXL1L59e7322mtyOp259SpVqmjEiBH+awwAAAAAAKAcIcgHAAAAlDCXy6Xk5GSvz9+0aZPb+qlTp3Tttdfq1VdfNX6hmh/rRL6ePXtq5syZat26tVH/9NNPNXXqVK/3Bcqy9PR07d2716h16tTJ530I8gEAAJSclStX6vz580Zt2LBhJXLvDh066MknnzRqP/30k/75z3+WyP0BAAAAoKjExsZq9OjRuv7663XkyBHb8YkTJ6pmzZp+6AwAAAAAAKD8IcgHAAAAlKBdu3apUaNGqlOnjh555BGvrtm4caPHY06nU88995yuv/56xcXF5bvX8ePHdfz4caPWo0cP1ahRQ99++61q1KhhHPvzn/+s66+/XrNnz1ZqaqpX/QJl0b59+2zTUzp27OjzPgT5AAAASs68efOM9dVXX60GDRqU2P2fffZZtWjRwqi99NJL+umnn0qsh+J08OBBXX/99eratau+/fZbf7cDAAAAoIg5nU7NmDFDrVu31uzZs23Hg4OD9fzzz+vFF18s+eYAAAAAAADKKYJ8AAAAQAn6wx/+oJMnTyo7O1tTpkzRmjVr8r3GOpEvMjLSds7333+vzp07a9euXXnutWHDBmNdu3bt3El8rVq10ieffGIcd7lcWrZsmUaPHq369evr3nvv1erVq32aAAiUBdu3bzfWTZs2Va1atXzexxrkO3nyZGHaAgAAgAdOp1Pz5883aiNGjCjRHqpWrapPPvlEgYGBubXs7GyNHTvWpynspdWDDz6oZcuWacuWLRo1apQSExP93RIAAACAIpKSkqJhw4bp/vvv19mzZ23H+/Tpox07duill14yfuYBAAAAAABA4RDkAwAAAErItm3btG3bNqO2bNmyPK9JTk7Wvn37jNrXX3+tv//97woIML+dP3XqlEaNGiWXy+Vxv/Xr1xvrq6++2thnxIgReuaZZ9xee/78eX344Yfq16+fmjdvrokTJ2rJkiXl4gFVwBrk69y5c4H2YSIfAABAyfj55591+vRpo1bSQT7p95+pnn/+eaP266+/6tFHHy3xXopSRkaGVq1albtOS0vLc1o8AAAAgLIjPj5eAwYM0OLFi23H6tSpow8++ECrVq1SmzZt/NAdAAAAAABA+UaQDwAAACghH330ka22du3aPK/ZunWrEcwLCgrSlVdeqUmTJmnlypW20NCePXvyfLjSOpGvZ8+etnNeeuklvfLKK6pRo4bHfY4cOaJ///vfuvHGG1WnTh317NlTzz77rFasWKGLFy/m+TkBpdGOHTuMdUGDfA0aNDDWBPkAAACKx7fffmus27Rpo1atWvmll0mTJtl+tpo5c6a++uorv/RTFA4fPqzs7Gyjdvz4cT91AwAAAKCoHD58WL169dKmTZtsx8aMGaNffvlF99xzj+1lkgAAAAAAACga/K0LAAAAUAIyMjL02Wef2eo///yzMjIyPF5n/UVqhw4dVLVqVUlS3759tX37djVt2tQ4Z+7cuW73SktL09atW41ajx49bOcFBgbq2Wef1enTpzVr1iwNHDhQDofDY4/Z2dnasGGD/v73v+vaa69V3bp19fjjjys9Pd3jNUBp4nK5bBP5OnXqVKC9mMgHAABQ/Fwul+bNm2fU/DGNL0dQUJBmzZplexnK/fffX2bDb/v377fVjh075odOAAAAABSVrVu3qmfPnjp48KBRr1u3rr777jvNmjVLERERfuoOAAAAAACgYiDIBwAAAJSARYsWKTEx0VZPS0vTli1bPF5nDfJ169bNWEdERGjMmDFG7csvv5TT6bTttWXLFmVmZuauAwIC1L17d4/3rlatmsaMGaPly5fr2LFjeu2119SmTRuP5+dIS0vT22+/raFDh+rChQv5ng/4W0xMjM6ePWvUCjqRzxrki42NtU0yAQAAQOHs27fP9uDpzTff7Kdufte0aVNNnTrVqCUlJWn8+PFufz4r7Q4cOGCrEeQDAAAAyq7vv/9e/fr1U2xsrFGPiorSunXrNHjwYD91BgAAAAAAULEQ5AMAAABKwMyZMz0eW7t2rcdj+QX5JOn222831seOHdPGjRtt523YsMFYt2/fXjVr1vR470s1bNhQf/vb37Rnzx5t2rRJL7zwgvr06aPg4GCP1/zwww+65pprlJCQ4NU9AH/ZsWOHsa5du7aioqIKtJc1yOd0OhUXF1fg3gAAAGC3dOlSY92wYUN16dLFT938n7Fjx+qOO+4waj/++KMmT57sp44Kjol8AAAAQPnx2Wef6YYbbrC9fLFjx47asGGDWrdu7afOAAAAAAAAKh6CfAAAAEAxO336tO1B00t5CvIlJCToyJEjRs1dkK99+/Zq1aqVUZs7d67tvPXr1xvrHj16eOzJE4fDoa5du+rFF1/U6tWrlZSUpGXLlumpp55S9+7dFRBg/oixadMm9enThwc+Uapt377dWHfq1EkOh6NAe4WHh9v+PTh16lRBWwMAAIAb1pDZwIEDbd+D+YPD4dC0adPUuHFjo/7000/bvucs7dwF+Y4fP+6HTgAAAAAUxowZMzR27FhlZWUZ9QEDBmj16tVq0KCBnzoDAAAAAAComPz/m20AAACgFEtLS9OuXbt07NgxuVyuAu0xa9YsZWdnezy+bt06OZ1OW906ja9q1apq166d7TyHw2GbyvfVV18Ze7pcLttEvp49e3rVf15CQkI0aNAg/fOf/9TPP/+sn3/+WWFhYcY5v/zyi3r16qVffvml0PcDioP1oerOnTsXeK/AwEDVq1fPqBHkAwAAKFqHDx821i1btvRTJ3Z16tTRJ598YrwYIjMzU4899pj/mioATxP5CvpzMQAAAICSl5mZqb/+9a+2+u23366lS5eqVq1afugKAAAAAACgYiPIBwAAAHhw4sQJde3aVR07dlRUVJQiIyN1ww036LnnntP8+fN1/PjxfB9idLlc+uijj4zagAEDjHViYqLbkJs1yHfFFVcoKCjI7X2sQb5jx47p559/zl0fPXpUp0+fNs4pyES+/HTt2lVr1qyxTaA4duyYevfurY0bNxb5PYHC2rFjh7EuTJBPkurXr2+sCfIBAAAULWuQ7/LLL/dTJ+71799fTz75pFGLjo7WxYsX/dSRb5KSkhQfH2+rp6amKikpyQ8dAQAAACiIw4cPKzk52ag99thjmj17tipXruynrgAAAAAAACo2gnwAAPhRcnKydu3a5XYSFwD/ys7O1tixY7Vnz57cWnx8vJYuXapXX31VI0aMUOPGjdWgQQO9/vrrysrKcrvPli1bjD0k6fnnn7cF3dauXWu71hrk69atm8d+27Vrp9atWxu1uXPn5n5sncYXFham5s2be9yvMFq3bq1169apTZs2Rj0xMVHXXHONfvjhh2K5L1AQ586dsz0I3qlTp0LtSZAPAACg+GRmZiomJsaolbYgnyQ9/fTTttrJkyf90InvDhw44PHYsWPHSrATAAAAADkOHDigbt26qU6dOnrppZe8vuZS4eHheuuttxQQwONiAAAAAAAA/sLfzAAA4Cfr169X/fr11bFjR7Vq1YpgC1DK/Pvf/9aqVavyPe/06dN66qmn9PDDD7udzjdz5kxj3aRJE/Xt21e9e/c26tYgn8vlsgX5unfv7rEPh8Nhm8r31Vdf5QaFrUG+Hj16yOFweNyvsBo3bqw1a9bYek5JSdGIESN09OjRYrs34IudO3ca66CgILVt27ZQe1qDfGXlgW0AAICyICYmRtnZ2UatWbNmfurGs1q1aql69epGrax8X7h//36Px44fP16CnQAAAADI8cwzz2jz5s06e/asXnzxRW3dujXfa6xBvlatWhXr74YAAAAAAACQP4J8AAD4QUZGhsaNG6eUlBRJ0qFDhzRw4EDdddddio+P93N3ALZu3apnn33Wp2vef/99/fvf/zZqaWlpmj17tlEbP368AgIC1KdPH6O+Zs0aY338+HHFxsYatbwm8knSyJEjbXv89NNPkn4PD1+qZ8+eee5VFEJDQ/Xjjz9q4MCBRj0lJUX/+Mc/iv3+gDd27NhhrNu2bavKlSsXak8m8gEAABQf6zTlWrVqqU6dOn7qJm8NGjQw1idOnPBTJ77JK8jHRD4AAADAP6wvf1y9enW+11i/t2/ZsmWR9gQAAAAAAADflasg3/fff6/bb79dl112mapUqaKqVavq8ssv15gxYxQdHZ3ntbGxsfrrX/+qVq1aqWrVqqpbt6769OmjDz74wO1kFQAACuO9997Tr7/+aqvPmjVLrVu31syZM8vEf39SUlK0aNEizZw5U//5z3/08ssva+LEibr//vt1xx13aOzYsZo/f76/2wR8kpqaqjFjxigzMzO35nA49MUXX2jOnDl64oknNGDAANWsWdN27RNPPKGvv/46d71gwQIlJSUZ54wbN06SbBP5jh49akw2sP5Ctnbt2mrevHmevbdr105t2rQxal9++aVSUlJsYaUePXrkuVdRqV69uhYuXKgRI0YY9Y8++ki//fZbifQA5GX79u3GulOnToXe0/rANkE+AABQXDIzM/XEE0+oefPmGjdunC5cuODvloqdNch3+eWXl9qJEg0bNjTWZWUin3Vqx6UI8gEAAAD+YX0Z7L59+/K9xvq9PUE+AAAAAAAA/wvydwNFweVy6cEHH9T777+fW6tSpYocDoeOHDmiI0eO6PPPP9fjjz+ut956y3b9li1bNHjwYCUmJkr6/WHj5ORkrV27VmvXrtWXX36pBQsWFHoqAwAAknT27Fm9/PLLHo+fOXNGd999tz7++GO9//77atWqVQl2570TJ06oW7du+YYTPv/8c61atUp9+/Ytoc5Q2iQlJWnv3r266qqrFBRU+r/9nDhxon755Rej9re//U233367JOmOO+6QJDmdTs2ZM0djxowxzh07dqwaNWqkq666Sh999JFxbMCAAWratKmk30N3tWvX1tmzZ3OPr1u3Lnd/a5Cva9eu+T6c6nA4NHLkSOPPmC+//FLDhg1TdnZ2bi0wMFBdu3bNc6+iVLlyZb377rv67rvvlJaWJun3B45ff/11vfvuuyXWB+CONcjXuXPnQu/JRD4AAFBSnnrqqdy/8/7111/VrFkzvfDCC37uqni5C/KVVtYgHxP5AAAAABREamqqUlNTjVpBgnyl9ffOAAAAAAAAFUm5mMj30Ucf5Yb4brvtNh04cEAXL15UamqqfvnlFw0fPlySNHnyZM2bN8+49ty5cxo6dKgSExPVunVrbdq0ScnJyUpJSdGUKVMUHBys5cuX6/HHHy/xzwsAUD699tprueHxHDVq1LCdFx0drY4dO+rDDz8sqdZ88sILL3gVTHC5XPrvf/9bAh2hNNq0aZPq16+v3r17q1OnTrp48aK/W8rTokWLNG3aNKPWpUsXvfTSS7ZzAwICNHr0aL322mtGPS0tTcOGDdP69eu1bNky49j48eON63v16mUcX7NmTe7H1iBft27dvPoccgKHOU6cOGF7mUXnzp0VEhLi1X5FpX79+rr//vuN2ocffmhMIQRKWlZWlnbv3m3UiiPId/r0aTmdzkLvCwAAcKlvvvnG9r2+9e+/y6Nff/3VWJfmIJ91UnNZCPI5nU4dPHjQ43F+hgMAAABKXkJCgq2WX5AvOTnZ9rtcJvIBAAAAAAD4X7kI8n3yySeSpObNm2v27Nlq0aJF7rFWrVrpyy+/zP1l/ty5c41r33zzTZ0+fVpVq1bVkiVLcieTVKpUSRMmTMh9aHv69Om2N1UBACoOl8ulRx99VHXq1FH//v1tD415KyYmRm+//bZRu/nmm7V//35b+EaSMjIy9MADD2jHjh0Ful9xiY+P16xZs7w+f+nSpaU+wFVUsrKyFBcXp6ysLH+3Uio8+uijSk9PlyTt3btXM2fO9HNHnsXGxuruu+82atWqVdNnn32mSpUqebzuySef1L333mvU4uLiNGDAACO4U716dd16663Geb179zbWa9eulfT7g5MFDfK1a9dObdu2NWqLFi0y1j169PBqr6L2t7/9zZhynZGRoddff90vvQDS75NGcv6MytGpU6dC72sN8mVmZtpC/AAAAIVx6NAh/fGPf7TVd+7cqTNnzviho5JjncjXrFkzP3WSP+tEvpMnT/qpE+/FxMTkTlJ3h4l8AAAAQMmLj4+31RISEtwG/HJYn3EKCAgo1T8/AQAAAAAAVBTlIsiX8wapTp06KSgoyHY8ODg4d6rChQsXjGM5IcA777xTTZs2tV37yCOPqHr16srOztZnn31WxJ0DAMqKefPm6Z133tHZs2cVHR2tPn365PuWQ3eeffZZIzAQFBSk1157TfXr19cXX3yhxYsX67LLLjOuyc7O1pQpUwr9ORSl999/3/g8goODNWDAAI0YMULjxo3TQw89pICA//s2IyUlRd9//70/Wi1RJ06cUKdOnRQZGam6detqyJAheu211/TTTz8pMzPT3+2VuIMHD2rDhg1G7ccff/RTN3lzuVy6++67bb8InTx5slq1apXntQ6HQ++++66uu+46o56RkWGsb7/9dtsUPGuQb+fOnTp37pwOHjyo8+fPG8e8DfJJ0siRI/M83rNnT6/3KkoNGjSwhR5nzJhRJh5mRfm0fft2Y92oUSOFhoYWet/IyEg5HA6j5s0UWwAAAG9cvHhRI0eOtP3MIP3+s82lk77LG5fLxUS+YpbfCw2PHz8ul8tVQt0AAAAAkNwH+aS8p/JZv7dv0qSJ8bJFAAAAAAAA+Ee5CPLl/KJ+x44dbqffZGZm5j6gmTNxT/p9+kJMTIwkaciQIW73rl69uvr06SNJWr58eVG2DQAoQ+bMmWOsT506pX79+vk0KW/r1q369NNPjdoDDzygli1b5q5vuOEG7dmzR2PHjjXO+/zzz3Xu3LkCdF70MjIyNHXqVKM2evRorVixQvPmzdPHH3+sqVOn5v73M8c333xTkm36xb/+9S/t3btXkpScnKzvvvtOTz/9tHr06KE6depo0KBB+sc//qG4uDg/d1oy3E1tjI6ONqbUlRbvvvuulixZYtSGDx+u++67z6vrg4OD9dVXX9km4V1q/PjxtlrXrl2NaX8ul0sbNmywTeOrX7++bZJDXvIL8vlrIp/0+1S+4ODg3HV6err+9a9/+a0fVGzW/47nvACmsIKDgxUeHm7UCPIBAICi8uc//9n2QoJLRUdHl1wzJSwpKckWYCzNQT53E/lKewhu//79xrpevXrGOi0tLc+pHwAAAACKXlEE+S79nTQAAAAAAAD8p1wE+R588EFJ0qFDhzRq1CgdOnQo99j+/ft1++236/Dhw2rWrJkef/zx3GO7d+/O/bh9+/Ye9885lvNgPgCgYklPT9fSpUtt9fj4eA0YMECbN2/Odw+Xy6UnnnjCqNWoUUMvvPCC7dyQkBC9/vrrCgwMzK2lpqbmTpH1t7lz5+r06dNG7dFHH7Wdd8sttxjrBQsWlPupdHlNHcyZSvjMM8+obdu2Hn/hVl64XC5bcFWSEhMTtWfPHj905NmxY8c0ceJEo1avXj3NmDHDNlErL7Vq1dLixYsVERFhO9asWTPb9D1JqlKlirp3727U1qxZYwvydevWzade2rVr5zFUWL9+fdvkz5LUuHFj3XPPPUbt/ffft/25ApQE6wPwnTp1KrK969evb6wJ8gEAgKLwySef6IMPPjBq1p8VVq1aVYIdlazDhw8b68DAQEVFRfmpm/xZJ/KlpaUpKSnJT914xxrk69+/vwICzF8lHT9+vCRbAgAAACq8ggT5rN/bE+QDAAAAAAAoHcpFkO+mm27S5MmTValSJX311Vdq0aKFqlWrpmrVqql169ZatWqVHnzwQW3cuFE1a9bMve7kyZO5H+c14STn2Pnz53XhwoXi+0QAAKXSihUrPP75n5SUpGuvvVbr16/Pc4+lS5dqxYoVRu2pp56yTevJ0aBBA40YMcKoTZs2ze9vbXe5XJo8ebJR69evn6644grbuTfffLOxTkpKKtdTAeLj4/P8ZdmlEhMTNWPGjGLuyL/WrVunI0eOuD1W2h4q/fzzz5WWlmbUZs6c6fHfz7w0adJECxcuVJUqVYz6+PHjPQbxrAG/tWvXug3y+er22293W+/Ro4dPocDi8NRTTykoKCh3nZaWpjfffNOPHaGoJSUl6b777lO/fv00d+5cf7fjlsvlsgX5imoin0SQDwAAFL1du3bpT3/6k1ELCQnRtGnTjNr27dt19uzZEuys5Pz666/GOioqypj4XdpYvyeUzN9LlEbWqR1t27a1fR7Hjh0ryZYqtC+++EIjRozQP/7xD2VnZ/u7HQAAAPgJE/kAAAAAAADKj3IR5JOkxx57TN98803uBJSLFy/q4sWLkn6fpJScnKxz584Z1yQnJ+d+XK1aNY97X3rs0msAABXD/Pnz8zx+/vx5DRo0SCtXrnR7PCsrS08++aRRa9iwoR577LE8982ZOJtj3759WrNmTf4NF6N169Zp69atRs3T59G4cWNb+Oibb74prtb8bu3atca6WrVqmjBhgtq1a+f2/MWLF5dEW37jbhpfjsIG+dLT0/XBBx9o+vTpRfK9mXXi5rhx43T99dcXeL/u3btrzpw5ud9DNmvWTI888ojH861Bvp9//lnbtm0zagUJ8o0cOdJtvWfPnj7vVdQuu+wyjR8/3qhNmzZNcXFx/mkIRW7SpEn64IMPtHr1ao0aNcr25t/S4PTp07aHH4pzIl9pf2AbAACUbsnJyRo5cmTu33nnmD59uv7whz+ocuXKuTWXy+X3vz8oLtaJfJdffrmfOvFOpUqVbC+JOXHihJ+68Y71e/dWrVqpcePGRo0gX8lYu3at7rzzTs2fP1/PPPOM/vvf//q7JQAAAPiJr0E+l8tlC/K1atWqyPsCAAAAAACA78pFkC81NVV33HGHhg4dqqioKC1fvlwJCQmKj4/X8uXL1a5dO82aNUvdu3fXzp07/d0uAKAMcTqdWrBggVF74YUXNHDgQKOWkpKiG264Qf/73/+0efNmHTt2TOnp6ZKkjz76SHv27DHOf/XVV/MMkUvSNddcY3szovUt+yXNOo2vadOmuummmzyef8sttxjrefPmyel0Fktv/rZ69Wpj3bNnT02ZMkW7d+9WfHy83njjDeP4Tz/9pISEhJJsscSkpaXlOYErOjq6wP8cXLx4Uddcc43uu+8+PfDAA7r55psLNany/PnzWrdunVHzFIDzxfDhw3XgwAGtWLFCu3fvVq1atTye27NnT2NCXnp6um1CYNeuXX3uoW3btm6DpD169PB5r+IwadIkBQYG5q5TU1P173//248doSj98MMPuR87nU4tXLjQj924Z53GFxISombNmhXZ/kzkAwAARcXlcum+++6zBaz+9Kc/afTo0apSpYrt+/zo6OiSbLHElLUgn/T7y5wuVZpf8JCamqqYmBij1rJlS4J8fvLhhx8a6x9//NFPnQAAAMDfPAX5YmJidOHCBVs9NjbW9jJMJvIBAAAAAACUDuUiyPfEE09o7ty5atmypVavXq2BAwcqNDRUYWFhGjhwoFavXq2WLVsqISFBEyZMyL2uRo0auR+npqZ63P/SY5deAwAo/zZt2mR78H7UqFFasGCBhg4datTT0tJ0zz33qFu3boqKilKVKlVUp04d2ySujh076q677sr33g6HQw888IBR+/rrrxUbG1vAz6Zwjhw5om+//dao/fnPfzaCOFbWIN/p06f1008/FUd7RW7nzp16/vnn9fXXX3sVFLNOO+jTp0/ux2FhYXr44YeN8KbT6dR3331XdA2XIosXL9bZs2c9Hk9MTLSFW72R8/Dq+vXrc2s//vijvv/++4K0mXt9VlZW7rpSpUoaMGBAgfe7VMOGDTVgwABVqVIlz/Pq1Kmj9u3bezx++eWXKzQ0tEA93H777cY6ODhYV155ZYH2KmpNmzbVuHHjjNrUqVPLbcC1InG5XLYpIxs3bvRTN55t2bLFWHfq1EkBAUX3I3KDBg2MNUE+AABQUD///LO++OILo9alSxfjZTv9+vUzjhd2EnppVRaDfNbvC0vzRL6DBw/aai1atLAF+Y4fP15SLVVY2dnZWrx4sVFLSUnxUzcAAADwt7x+d2J96Yu7WpUqVdSoUaMi7wsAAAAAAAC+K/NBvuTkZE2fPl2S9PDDD6tq1aq2c6pWraqHH35YkrR27VrFxcVJMn+Bntcvz3OO1axZU9WrVy+y3gEApd/8+fONdatWrdSqVStVqVJFX3/9tW677bY8rz979qxtstabb76ZZ/jtUuPHjzdCQJmZmfrf//7nZfempUuXqmfPnrrhhhvc/kInP1OmTDGmqNWoUUN33313nte0bNnSNhFs3rx5Pt/bGxcvXlRmZmaR7HXo0CH16dNHr7zyim677TbNmDEjz/PPnz+vbdu2GbW+ffsa6ypVqui6664zaosWLSqSfkubTz75xFj3799fTZs2NWoFeaj09ddf12effWarF2aK29KlS4113759FRISUuD9Cqp3794ej3Xr1q3A+44dO9b4M2TYsGH5BgtL0qRJk4zgVEpKiiZMmKDvvvtOJ0+eLNS0RfhPUlKSLl68aNRKY5Dv0lCw9PvD8EWJiXwAAKCoWH9+ql27tr788kvje/v+/fsb52zbtk3nzp0rge5KVlkM8pWliXwHDhww1o0bN1ZISIjtgV8m8hW/jRs32qauEOQDAACouDxN5JOkffv22WrW7+1btGhRpC+yAwAAAAAAQMGV+b+lOXDgQO4UlWbNmnk8r0WLFrkfHzlyRJKMySe7d+/2eG3OsbZt2xaqVwBA2WMN8o0YMSL340qVKmn27NkaO3as1/sNHjxYAwcO9Pr8unXr6o477jBq77//vrKzs73eQ/r9AavbbrtNGzZs0NKlS3XXXXf5FJBJTk7WBx98YNTuvvtu1axZM99rrVP5vvnmmyIP53z88ceqV6+e6tatq08//bTQ+73xxhs6f/68sc6r5w0bNhghx+DgYF111VW286xTHJctW1Zk4cPSIiEhQUuWLDFqd911l+2hUl+DfAsWLNCkSZPcHlu+fLl27drl037S71PDrFMRr7/+ep/3KQqXTnC06t69e4H3vfzyyzVnzhz17dtXY8eO1X/+858C71UcmjdvrjFjxhi1uXPnasiQIWrYsKHCw8M1YMAAPfroo/rqq698/rMP/uHuJSm//fab3ybKuuN0Om1Bvl69ehXpPaxBPsKpAACgoKwPYI4cOdL2spSrrrpKlSpVyl07nU6tXbu2RPorKRkZGYqJiTFqef1OoLQoSxP5rC9+atWqlSTZJvIR5Ct+CxYssNVSU1P90AkAAABKg8IG+XK+twcAAAAAAID/lfkg36VvjPrtt988nnfpQ6M1atSQ9PtfVEVFRUmS7SHuHCkpKVqzZo0kadCgQYXuFwBQdhw8eFB79+41asOHDzfWQUFB+uijj/SPf/xDXbp0UYMGDRQUFOR2v7CwsAKFaB588EFj/dtvv3n875Yn06ZNMx722bRpk3755Revr//oo4+MYJvD4dAjjzzi1bXWIN/hw4e1c+dOr++dn/Pnz+vhhx/W+fPndeHCBd17772FCoskJSVp1qxZRu3QoUNufwmWY/Xq1ca6W7dubqcE33DDDcb67NmztiBJWffFF1/kvmRB+n0S4W233WYL8kVHRxvhx7zs2rVLY8aMyTMA89Zbb/nc6969e20PHw4ZMsTnfYpCcU3kk37/cys6OlqffvqpbRJEafDMM894fAtsYmKiVq1apXfeeUcjR45Unz59lJSUVMIdwlfHjx93Wy9NU/n27Nljm1BT3EG+9PR0nT17tkjvAQAAKoaDBw8a65YtW9rOqVq1qu2FMtHR0cXaV0mLiYmx/RxZFifylaUgX84/a9Yg3/Hjx73+mR4Fs3DhQluNIB8AAEDFlJmZmeffLbv7Haan7+0BAAAAAADgf2U+yNe6devcB+U/+OAD48HxHNnZ2Zo+fbokqU6dOsabpsaNGydJmjNnjo4ePWq7durUqbpw4YICAwNt00IAAOWbdRpfZGSk2ylrgYGBevrpp7V582adOHFC6enpSkhI0J49e7RixQrNnj1bn332mbZv316gtx12795dnTt3Nmrvvfee19dfvHgx97+Dl/r222+9ut7pdNoCiMOGDfP6rfedOnVSkyZNjNo333zj1bXeWLNmjS5cuJC7zsjI0MyZMwu830cffeT2wai8vl45of8cffv2dXtew4YNdcUVVxi1RYsW+d5kKfbJJ58Y6xEjRqhmzZrq16+fUU9MTNSePXvy3S8+Pl7Dhg0z/j+WzMnKkvTZZ5/p1KlTPvVqDcQ2btxYbdq08WmPotK4cePcF0xcKiAgQFdeeaUfOio5rVq10oQJE7w6d8OGDbrmmmvyfPMs/K8sBPnWrVtnrKOiotSoUaMivUe9evVsNV//nAIAAJDskxQ8PYBZ2Enopd3hw4eNde3atVWnTh0/deM9a5Dv5MmTfuokf95O5MvMzOTnsmJ05MgRt39nQpAPAACgYkpISMjzuDcT+QjyAQAAAAAAlB5lPshXtWpV3XvvvZKkrVu36qabbtKuXbvkdDrldDq1c+dO3XDDDbnTbh577DEFBgbmXj9x4kTVq1dPqampuvHGG7VlyxZJv4cApk2bpueee06SdP/99/MXWwBQwViDfMOGDfM4NepSAQEBCg0NVdu2bTVgwADdeeedGj16dIEnYTkcDttUvsWLF+c5ifZSc+bMUWJioq1u/fw8Wbx4sX799Vej9thjj3l1rfR7/9apfEUZ5Fu5cqWtNn369AK9Gd7pdOrdd991e8xTkC8tLU0///yzUevTp4/HewwdOtRYL1682LcmS7H9+/fbgjp33XWXJOmyyy5T06ZNjWP5PVSakZGh2267zfayhbvuuks//PCDKleunFvLzMzU1KlTfep36dKlxnrIkCFyOBw+7VGU3P1z07ZtW4WEhPihm5L11ltvac6cOXrggQfUo0cPVa9e3eO527dvV//+/XX69OkS7BC+8DRhxPpnpT9Zg3x5TcUsqCpVqtgeLCfIBwAAfHXu3DnFxcUZtRYtWrg91/oCla1bt+r8+fPF1ltJswb5ysI0Pklq0KCBsY6NjXX7QkJ/c7lctod9c4J8kZGRCgoKMo5ZJ9yj6LibxidJKSkpJdwJAAAASoP8XqJx6NAhZWZm5q6zsrJsv9styMtmAQAAAAAAUDzKfJBPkl5//XVdf/31kn6frNKxY0dVq1ZN1apVU6dOnbR8+XJJ0qhRo/TMM88Y19aqVUuLFi1SaGio9u7dq65du6pmzZqqXr26HnroIWVkZGjQoEGaPHlyiX9eAAD/iYuLsz3kP3z4cD91I40ePVo1atTIXbtcLrdT9qxcLpf++9//uj32888/e/UW+LfffttYd+rUyfZwYH6sQb7du3fbHg4rqBUrVthqR44c0ffff+/zXsuXL9ehQ4fcHtu0aZPbKVObNm1SRkZG7trhcKhXr14e73HjjTca63379tl+mVZaZWVlaceOHbp48aLb47NmzTLWERERGjRoUO7al+kQLpdLEyZM0OrVq436VVddpenTpysyMjI3JJhj2rRpXj/UduHCBdskxZzvJ/3FXZCoW7dufuik5AUFBemOO+7Qe++9p/Xr1+vcuXP69ddfNW/ePL300kuqX7++cf7evXvVt29fHhwtpTxN5Nu0aVOBQtbFwfrf+Lz+3C4M60PbBPkAAICvDh48aKwDAgI8Bth69Oih4ODg3HV2drbt+54cTqdTb775pkaOHKmHHnpIkydP1qJFi3TgwAHjAdDSxPqzc7NmzfzUiW+sL3ZyOp2KjY31UzeexcXF6dy5c0Yt52HfwMBA2/e2/DxWfDwF+VJTU+VyuUq4GwAAAPibNchXpUoVY52VlWX8fvPIkSO2l4fw4nIAAAAAAIDSo1wE+apWraolS5boyy+/1PDhw9WoUaPcX2Y2btxYt956qxYtWqTPP//cmMaXo0uXLtqzZ48ef/xxtWjRQpmZmQoJCVHv3r01Y8YMLV261Jj4AgAo/xYtWmQ8GBMSEqJrr73Wb/1Ur15d48aNM2offPCBESBzZ/369dq2bZvH4wsWLMjz+l27dtmCco8//rjPU8t69OihevXqGbV58+b5tIc7Z86c0fbt290ee++993zeb8qUKXked/f1sgbNOnfurFq1annco1u3bgoPDzdqZWEq365du9SmTRt17txZ4eHhevnll43QnNPptAX5Ro8ebbyx3xrki46O9hjqmTZtmj744AOj1qhRI3377be5v6D8y1/+Yhw/c+aMPv74Y68+n5UrVxr//gQFBfn133GpYgf5rHIeTh4xYoSef/55rVmzRlFRUcY5Bw8eVN++fXXkyBE/dQlPPE3kO3v2rMewdEk6deqU7Z+b4gryWUOo3gToAQAALmV9CU6TJk08/l11tWrV1L17d6MWHR3t9ty//e1veuKJJ/TVV19p2rRp+stf/qKbbrpJrVq1UtWqVdW8eXPdcssttheg+FNZncgXGhpqBCwlz98z+9P+/fuNdeXKldW4cePc9aUfSwT5isu5c+c8vvgoOzu71AZtAQAAUHysQb7LLrvM9nvXffv25X5s/TkyNDRUdevWLb4GAQAAAAAA4JNyEeSTfp9+c9ttt+nbb7/VsWPHlJ6errS0NMXExOirr76yTb+xioyM1FtvvaUDBw7o4sWLSkpK0po1a3TvvfcqIKDcfJkAAF6aP3++sb7++uttbzcsaX/605+MdVxcXL5huHfeeSfP49bP0+rdd9811hEREbrzzjvzvMadgIAAjRgxwqh98803Pu9jtXr1ao9vIl+4cKHHqVDu/Prrr1qyZIlRs/5S69tvv3Xbw6X69OmT530CAgJs35eU9iDfxo0b1a9fv9wATkpKil544QW1atVKH3/8sZxOp9auXaujR48a11kn5lknOSYmJmrPnj22+50+fVpPPvmkUatatarmz59v/GKyTZs2uuGGG4zzJk+erOzs7Hw/p6VLlxrr3r17q2bNmvleV5zatm1rC3kWV7iorGnWrJlWr15tm7hx9OhR9enTp8gmfKJo5PVn788//1yCnbhnnUpTs2ZNtW/fvljuZQ3yMZEPAAD4yjqRr0WLFnme7+4FKla7du3S5MmTPe6RnZ2dOyF7yJAhpSawVVaDfAEBAbZpdqXxBQ/WIF+LFi2MFyM2atTIOO7L37nAe8uWLbNNT7lUampqCXYDAACA0iAhIcFYh4eHq02bNkYtryAf0/gAAAAAAABKFxJqAABYpKSkaPny5UZt+PDhfurm/7Rv3942scsatLvUiRMn9PXXXxu1nj17Gusff/xR58+fd3t9cnKybcLaAw88UOAptbfccoux3rhxY6Ef+lq5cqXHY9nZ2frwww+93mvatGlGKLBWrVq2BxtXrlyps2fP5q6zsrK0fv1645y+ffvmey9rkG/VqlVKTk72uteStHLlSl177bVKSkqyHTtx4oTGjx+vrl276pVXXjGOtW3bVldccYVRu+yyy9S0aVOj5u4t8y+++KIx7U+SPv74Y1155ZW2c//6178a60OHDmnhwoV5fk4ul8sW5Lv++uvzvKYkBAQE6J///Gfug5JjxoxRx44d/dxV6XHZZZdp9erVat26tVE/ceKE+vbta/ySGv6V13SRjRs3erWHp5B2UbAG+a6++mq3k9uLAkE+AABQWL4+gGl9gcqmTZt04cKF3LXL5dLDDz/s1QtQpN//jmT27Nledlt8XC5XmQ3ySbIF+UrjRD7rP2utWrUy1kzkKxn5/Z2G9e9LAAAAUP5ZJ/L5GuSzfm8PAAAAAAAA/yLIBwCocJYvX64BAwZo5MiR2rJli+34999/r7S0tNx1YGBgvpNdS8qDDz5orFevXq1p06a5Pfe9994zHsyrVq2aZs+ereDg4NxaZmamvvvuO7fXz5o1y3jYLzAwUPfff3+Be+/fv79q165t1NxNuPPFihUrjHVISIixnjFjRp5vMc+RmppqC/3dfffduuWWW4zgYlZWljG1b/v27cbXSJItbOnOoEGDFBQUlLvOyMjQDz/8kO91JW3hwoUaMmSI7XO02rZtm63/u+66Sw6Hw3audTqENci3d+9ezZgxw6iNHz9eI0eOdHvvAQMGqFOnTkbtrbfeyrPfAwcO2KYHDhkyJM9rSso999yjQ4cOaceOHfr000/93U6p06BBA0VHR9sCjrGxsXrooYf81BUulZqa6jb4myO/IF90dLTatGmjyy67TF999VVRtyfJHuQrzsmXBPkAAEBh+TqRr2fPnsbPm9nZ2cYLaObMmWObLN+rVy/16NFDYWFhbvdctGiRr20XuTNnztheRFSWgnwNGzY01mVhIh9BvpJn/Xsnd5jIBwAAUPH4GuSzfm/PRD4AAAAAAIDShSAfAKBCiYuL0+23365Vq1bpq6++Uo8ePfT2228bk3/mz59vXNO3b1/VrVu3pFt169Zbb1VERIRRe+SRR2yBtrS0NL3//vtG7a677lJUVJSuvfZao+4uTOdyuWwBwZtuukmNGjUqcO/BwcEaNmyYUZs7d67i4+N18eJFn6cvxcfHa/fu3UbtX//6l7E+ceKEFi9enO9es2fPNibtSdJDDz2k6tWr67rrrjPql3691qxZYxxr1aqVIiMj871fzZo1bVMSSsODkZeaPXu2brnlFqWnpxv16667zvY1sXI4HBozZozbY9YgX3R0tJxOZ+76ySefNNZVq1bVq6++mue9rFP51qxZo02bNnm8xhpebdCggTp06ODx/JLWpEkTdezY0W0QElJERIRWrlyprl27GvVVq1YpMTHRT10hR36TRbZv3277cyVHenq67rjjDv3yyy86duyY7r///iKfVpqamqpt27YZteIM8lknrxDkAwAAvnC5XD5P5AsJCVG3bt2MWs4LVP4fe/cZENXRvg38WjoiKIq9i2Bv2EVjsGOvMZYYe40tTRNjYtSYmMT4GEuMBTVq7BV7VLArihUb2CtYsEtn3w++8GfO7C67sA24fp+c+5w9Z1CQLXPN/fr1a3z55ZfCsdKlS+O///7DsWPH8OTJEzx//lx6P+Ho0aOIjo7O4FdhHDdu3BDGtra2KFmypIVmY7is0JEvvcW+DPKZ3vHjx9P9WWOQj4iIiCjn0SfId/Xq1dTP1wx9HUlERERERERERObFIB8REeUoGzduxMuXL1PHCQkJGDduHDp16oRnz54hMTERgYGBwmM6duxo7mlq5ejoiDlz5gi1pKQkdO/eXVjUlhKQS+uzzz4DIH89O3bsQHx8vFA7duwYLl68KNSGDRuW6fl36dJFGB8+fBgFCxZErly5YGdnBzc3NxQpUgT16tVLtxOTspObi4sLBg8ejHr16gn1BQsW6LyOWq3G3LlzhZq/vz/KlSsHAOjUqZNwbNeuXakdG5VdDBo3bqzzXmkpuzzu3LlTCLBZ0t9//43evXtL3Qy7du2K7du3Y+/evdixY4f0IWEKPz8/aYFfCmWA8dmzZ7h06RIAYP/+/VLw8ssvv5Q6Fyj16NFDWhQ5c+ZMrefv2rVLGLdu3ZqhuSwmX7582Ldvn9BhFBB3nCXLuH//vjB2cnISfr7i4+Nx/vx5jY/dtWsXoqKiUsfPnz+XQneZFRISIvzfZmtrK/3eMCZlRz5r7LxCRERE1uvJkyfCexiAfgswNW2gAgBTp06Vno/MmjULzs7OqeO8efPik08+EWrJycnYs2ePodM3qps3bwrjUqVKCZ0HrZ21d+RLSEiQ/o6VHfmUmzs9fPgQSUlJJp9bTrJt2zZhXL16deTOnVuoMchHRERElPPoE+R79+4d7t27hzdv3kgbhzDIR0RERERERERkXRjkIyKiHGXTpk0a69u2bUONGjUwc+ZMqaOTNQX5AOCjjz7Ct99+K9Sio6PRvn17vHr1Cmq1Gn/++adwvGnTpqhSpQoASF3xXr16lbqoL4Uy/Obp6YkWLVpkeu4tW7ZErly5NB5LTk7G69evERkZiZCQEPTs2TM14KWJsgth48aNYW9vLwUO9+zZg1u3bmm9zrFjx3Du3DmhNnLkyNQ/t2/fXgihvHnzBgcOHIBarZY68n3wwQda76PUrl07YRwZGYkzZ87o/XhTmTlzJoYNGyZ1SOzXrx/WrFkDR0dHqFQqtGnTBhcuXMD8+fNRoEAB4dwxY8ZovX6pUqVQpkwZoRYcHIzk5GR89dVXQr1QoUJSTRMHBweMHj1aqG3YsAF37tyRzo2JiZG+31u3bp3uPcj65MmTR1pYevnyZQvNhlIoFwiULVsWFSpUEGohISEaH7t69Wqppuy8mllHjx4VxpoWxhqTMsj39u1bo3cZJCIiouwrIiJCGDs4OOjVhU65gUpISAhCQ0Mxa9Ysod6qVSuN73k4OzujadOmQs3SXeSVIbOyZctaaCYZY+0d+W7duiVt5qN8vaXcsCcxMVHYiIMyT7m5WPv27aX30RjkIyIiIsp5NAX5ihQpAjc3N6F+5coV6XWkSqVK3byUiIiIiIiIiIisA4N8RESUY0RHR0td3NK6f/8+JkyYINSqV6+O0qVLm3ZiGTB16lRpsd2VK1fQs2dPHDt2DKGhocKxUaNGpf65aNGiUvehLVu2pP756dOnWLdunXB86NChsLHJ/NMGZ2dndOvWTa9zExMTpU55aQUFBQljPz8/AO+Djnnz5k2tq9VqLFq0SOt1lPcoW7asEOwqVKgQGjZsKJyzZcsWXLlyRQp9GhLk8/LyknbAtPTCyHPnzmkMzo0ZMwZLliyRuh3Y2dlh+PDhiIiIwE8//YROnTohICBACosqKbtDBAcHY9WqVVLnrSlTpsDV1VWvuQ8ZMgQuLi6p46SkJPz0009SIDE4ODi1oyLwvhuXMUKqZBmVKlUSxrrCv2Qeyo58xYoVQ926dYWapiDf69evpe4TAKTusJmlDPL5+voa9fpKyiAfADx69Mik90zx/PlzLFmyROoeS0RERFlHeHi4MPb09IStrW26j/P19RXOS0xMRIcOHYSglr29Pf7880+t3cmVm8/s2rVLCnqZU1YP8ik78llbkO/atWvCuECBAnB3dxdqBQsWlLqi37t3z+RzyykiIiKkf4cOHTpIQb63b9+ac1pEREREZAU0BflUKpXUle/KlSvS68iSJUsKHdeJiIiIiIiIiMjyGOQjIqIcY/v27cKiM0dHR6mTmJK1deNLYWNjg5UrV6Jq1apCfefOnVKIqlSpUmjfvr1QU35dW7duTQ08LV26FPHx8anHHB0d0b9/f6PN/ffff0fLli31CgauXLlSY+eihw8fSoubUroF5MqVC3379hWOLVmyRPiaUjx69AgbNmwQaiNGjJAWRnbq1EkYb9u2TerqVqJECZQqVUr3F6SgXBi5Y8cOgx6vy9u3b7F69WoEBgYiKSlJr8esWLFCCr59//33mDVrls5/rzx58uDbb7/F5s2b9fpe0RTkU3aZrFSpEgYMGKDXvAHA3d1dOn/RokUYNmwYEhISUmu7du0Szqlfv74Q/KSsRRnkY0c+y1MuSC5evLgU5Dt58qT0uC1btggh2xT6duRbs2YNqlatihYtWmjsxgm87/x6/PhxoWbqIJ+Li4sUSDZHkO/NmzeoVq0aBg0ahCZNmmDGjBkmvycREREZn7KTgpeXl16Py507N2rXri3UHj58KIy/+OILaXOZtNq2bSuMnz9/jhMnTuh1f1NQBvk8PT0tNJOMUXbke/nypVUFspTvsWj63rCxsUHx4sWFGoN8xqPsxle4cGHUqlWLHfmIiIiIcrjk5GRpY9GUz7f1CfLpet1HRERERERERESWwSAfERHlGJs3bxbGrVq1wvnz51MDYJpYa5APeL8wb9u2bfDw8BDq0dHRwnjkyJHpBtMePHiA0NBQJCcn4++//xaOde/eXbpHZhQoUAB79uxBQkICXr9+jUePHuH69es4d+4cdu/eLQTG3rx5g5UrV0rXUHbjy5MnD2rWrJk6Hjp0qHD88ePHQtfBFAsXLhTCnc7OzhqDaMrvg6ioKMyaNUuoGdKNL4VyYeTp06eNEvCIi4tDixYt0KtXL3To0AFffvmlXo9Thtw+++wz/Pjjj1o7NGRUkyZNhHF0dLTUxeu3336TOgCmZ+zYsdJjFi5ciHbt2uHVq1cAgN27dwvH/f39DboHWRcG+ayPPh35wsPD8fz5c6G2evVqjdcLCwuTAsZKDx8+RL9+/RAWFoZ9+/ahffv2GgPMly9fxosXL4SaqYN8gLxo2xxBvvXr1wv/Ft988w0OHDhg8vsSERGRcWVmAaZyA5W0ihcvjokTJ+p8fIkSJVCtWjWhZsku8jdu3BDGWb0jHyCHKy1J+b1Wvnx5jecpg3zK5/+UccogX7t27WBjY8MgHxEREVEOFx0djeTkZKFmSJBP23N7IiIiIiIiIiKyHAb5iIgoR3j79q0U4OnSpQuKFCmCvXv3YsqUKVLHsRIlSgjhMGtUunRpbNq0Cfb29hqPOzs7Y+DAgVK9QoUK0k7+W7ZswX///Sctjhs2bJjxJpyGjY0NcufOjcKFC8PT0xPVq1dHq1atpI6C8+fPl0IcyiDfBx98IIQVK1WqJAXrFixYAOD9rvfr1q1Dnz598Ouvvwrn9O7dG/ny5ZPm6uXlhcqVKws1ZWeExo0b6/pyNWrUqBHc3NyE2s6dOw2+jtJvv/0mdJ2aO3euFJpRun37Nq5cuSLU+vTpk+m5aFKqVCmUKVNG6/FmzZplKGBXtmxZzJkzR6rv3bsXjRo1QnBwsPTvxiBf1qb8uXz48KEU1CLz0tSRr1q1anB0dBTqp0+fTv3zkydPsHfvXo3Xe/HiRboLnPfv34+4uLjU8cWLF7F27VrpvKNHjwrjkiVLSguRTaFIkSLC2BwLtpVfq1qtRu/evREVFWXyexMREZHxZLQjHyBvoJLWzJkzkTt37nSvoewib6kgX3x8vNT5LasF+XLnzi29/remIJ+yI5+2xb4lSpQQxuzIZxzPnz/H4cOHhVr79u0BvO/ynRaDfEREREQ5y9OnT6VaygasmjY71KfbNhERERERERERWRaDfERElCPs3r0bsbGxqWNbW9vUBTG2traYNGkSgoKChB3Sf/vtN6N3IjOFxo0b46+//tJ4rE+fPhqDaSqVSurKt2XLFuk6VatWRcOGDY02V30MHz5cGIeFhUmBBGWQz8/PT7qOMoAYFBQEPz8/eHh4oEePHli1apW0+GnkyJFa56X8+1LKSEc+BwcHtGrVSqj9888/WLx4MaZMmYJhw4ahY8eOqFOnDvz8/LB///50r3n9+nVMmzZNqCUmJqa74FLZjc/DwwO1a9fW8ysxnLbuECqVCr///nuGf/aGDRuG9evXw8nJSahfvHgRzZs3F2oFCxZEjRo1MnQfsg7lypWTujCyK59laerI5+DgIAXjT548mfrn9evXa+ygl+LixYs67xkaGirVJk+eLHRcBeRwW6NGjXRe11iUQT5zdORLG+ZOERkZiU8++UTavZmIiIisU3JyshTkM2QBpq+vr7DhTQo/Pz90795dr2sog3yXLl3C7du39Z6Dsdy5c0fa4CerBfkAuVOzchMMS9J3sS+DfKaxa9cu4TWRk5NT6nsYyo58b9++NevciIiIiMiynjx5IoxdXV1TN85TduSLjo7G+fPnhRqDfERERERERERE1odBPiIiyhE2b94sjD/88EMp4PbBBx/g+vXr2LlzJ65du4YePXqYc4qZMnDgQIwdO1aqjxo1SutjlMG0S5cuYdu2bUJt+PDhZg8zNm/eHJ6enkItbcDwzp07uHnzpnC8adOm0nW6dOmSuiNliuDgYCnYkaJJkyY6Q10dO3bUeszDwwMVKlTQelyXtm3bCuNDhw5h8ODB+OGHH/D3339j27ZtOH36NIKDg+Hv749jx45pvZZarcaIESOEzlQpNm3apHMeyk6ArVq10rjo01i0Bfn69u2b6XBdt27dEBQUhAIFCgh1ZVCodevWUidOylocHBykriQM8llOQkICIiMjhVpKx7u6desK9ZCQkNQ/r169Wud1w8LCdB7XFOSLiIjAypUrhZoyyOfr66vzusZi7iDfixcvtP4c/Pfff5gxY4ZJ709ERETG8eDBA8TExAg1QxZgurm5wcfHR6jZ2dlhzpw5er/Or1u3rvS6eseOHXrPwViU7wG4u7sjb968Zp9HZqXdPAqwno58L1++lDo3syOfeQUGBgrj5s2bpwb4lEE+duQjIiIiylmUQb60n32VLl06NdSXIj4+XhgzyEdEREREREREZH24cpmIiLK9+Ph4aUFMly5dNJ7r5OQEf3//LPmhxm+//SaE8/r164eqVatqPb9evXooWLCgUEu7w33u3LnRp08fo88zPTY2NlJXvvXr1+Px48cA5G58+fPn1/h1Ojo6YsCAAXrds3HjxggICNB5Tq1ataRFd2kfn9HAo7+/v96PTUhIQJcuXaSOVynWrl2L//77T+OxPXv2aF3sFRsbiwMHDgi1Nm3a6DWnjGrSpIlUc3JykroJZlT9+vVx4sQJnQHL1q1bG+VeZFmVKlUSxgzyWU5kZKTUKSUlyFevXj2hHhISArVajTt37uDIkSPCMeXiYF1BvqSkJJw9e1bjsR9//DF10UJkZKS0ADy7BvlOnDih8/ikSZOkv3MiIiKyPspufC4uLtLzivR06NBBGI8aNQqVK1fW+/G2trbw9/cXaul1ezcF5fM45eY/WYW1duQLDw8Xxra2tlr/jlOe36fQ9v5ETqVWqxEeHi59z+qSkJCAXbt2CbX27dun/plBPiIiIqKcTVeQz9bWVusmHMD7z0pLlixpsrkREREREREREVHGMMhHRETZ3oEDB/Dq1Suhpqu7WlZlZ2eHjRs3Yu/evfjvv/+wZMkSnefb2tpKi/rS6tOnD1xdXY09Tb3069dP2EEyISEhNWinDPI1adJEa1e1IUOGaOwq5+DggNatW2P+/Pm4e/cuDh06hLJly+qck42Njdbvmw8++EDnY3UpWLCgQY+PiopC586dpc4ML1680NiVMUVMTAz27Nmj8dihQ4eEhWAqlQotW7bUe04ZUapUKenv/IsvvpAWBWZG2bJlcezYMY3d/8zxNZJ5KBciM8hnOcpFvI6OjsifPz8AuSNfVFQU7t69izVr1gh1d3d3jB49WqhdvHhR6z0jIiLw9u1bjcdu376NpUuXApC78bm5uaFKlSo6vhrjUS7YNnXnlePHj0v3T/t7MikpCR9//DGePn1q0nkQERFR5ijDVV5eXgZvIDNu3Dh06dIFefPmRZ8+fTB9+nSD59GuXTthHBQUpPX5l6ncuHFDGKf3+t1aWWtHvmvXrgnjMmXKwMHBQeO5yk03Hj58iMTERJPNLasZM2YMypcvD09PT/Tv3x+xsbE6z09ISMDgwYPx8uVLoZ72587FxUU4xiAfERERUc6iK8gHABUrVtT62HLlymn8nJSIiIiIiIiIiCyLQT4iIsr2Nm/eLIzr16+vtbNaVmdjY4MWLVqgefPmWsNtaekKNA4bNsyYUzNI/vz50aNHD6H2999/IykpSQryNW3aVOt1PD09sWDBAnh4eKBIkSL49NNPsXHjRjx9+hS7du3C8OHDpUVouqTteJhW48aN9b6GJnPnzkXVqlVhZ2eHIkWKoFatWmjXrh2GDBmCyZMnS93rTp8+jSFDhgidr7799ltERUUJ5yk7Lm7atEnj/ZU7v9erVw8eHh6Z+ZL08v3336f+uWbNmhg/frzR7+Hu7o49e/agb9++Qr1Vq1apASPK2pQd+S5dumShmZCyo0ixYsVSF5t7enoiX758wvGQkBCsXr1aqHXr1g0+Pj5C7fLly0hKStJ4z9DQUJ1zmjZtGmJjY6UgX/369c22gMHcHfmUQb6ePXti8uTJQu3Bgwfo16+f1EGRiIiIrIeyI5+Xl5fB13BxccHGjRvx/PlzrFixAk5OTgZfo2XLlsLzpri4OOzfv9/g62SGsrtZVg3yWWtHPmWQz9vbW+u5yvdQkpOTTf78Nqs4ffo05syZkzpetmwZmjRpojWw+fbtW3Tq1AnLly8X6nXq1BG+V9iRj4iIiChny0yQT9dzeyIiIiIiIiIishwG+YiIKFtLSkrCli1bhFqXLl0sMxkr1KxZM2lnbwBo0KABqlevboEZ/Z8RI0YI49u3b2PevHm4d++eUPfz89N5nUGDBuHJkyd4+PAhli1bhi5dumS402CTJk2QJ08eoebq6prpv6sqVargwoULiI+Px8OHD3H69GkEBgbi77//xg8//IDNmzejXLlywmNWrlyJWbNmAQBOnjyJBQsWCMfbtWuHSZMmCbXt27cjISFBuv/OnTuFsb+/f6a+Hn19+umnOH/+PLZv346DBw+arAOkg4MDli1bhrlz56JSpUpo27YtFi5caJJ7kfkpg3z379+XurCSeSg78qUNzatUKqkr37Jly3D+/Hmh1rNnT6lTXmxsrLR4O4UyyKfs6nn//n0sXLhQCvL5+vrq+EqMSxnke/nypdRV1ViSkpJw8uRJodawYUN8++23UvB9x44d+OOPP0wyj7SuXbuGhg0bonTp0li8eLHJ70dERJRdKDvyWWoBZt68eaXNa7Zv327WOWSXIJ9yUylrDfKVL19e67keHh5wdHQUasr3aXKqefPmSbWQkBDUrl0bISEhQv3Zs2do3ry59H6Mra0tZsyYIdSUQT5zd8QkIiIiIstikI+IiIiIiIiIKPthkI+IiLK1Y8eO4fHjx0Ktc+fOFpqN9XF2dkbr1q2l+vDhwy0wG1HdunVRs2ZNoTZhwgRhXKhQIZ0fUBmbg4MD2rZtK9R8fX1hZ2dnlOundK5Scnd3x9atW5E7d26h/tVXX2Hnzp0YNmyY0FXJ2dkZc+bMkb7XX7x4geDgYKF248YNaYFomzZtMvFVGKZatWpo27atyUJ8KVQqFUaOHIlLly5h+/btBnViJOvm7e0tdVa7cuWKhWZj3UJCQjBy5EjMnTtXa4e7zFAuRFaG6pRBPuWi1aJFi+KDDz5AwYIFpcUIYWFhGu+pDPINHDhQCnhPnz4dZ86cEWqWDPIBpuvKd/nyZSnI2qBBA9ja2mLVqlVSp9YJEybg1KlTJpkLAKjVavTp0wfHjx/HnTt3MGzYMHbNJCIi0pO1BPmA9xvFpLVjxw6zdfZVq9XZJsin7Mj38OFDq+iQrHz9pCvIp1KpNG6ekdM9e/YMa9as0Xjs0aNH+OCDD7BixQoAwN27d9GoUSOcOHFCOM/Z2Rlbt26VXs+wIx8RERFRzpaZIJ+u5/ZERERERERERGQ5DPIREVG2tnnzZmFctWpVqbNZTtexY0dhnD9/fnTv3t1Cs/k/KpVKChQqOxj5+flpDb+ZyujRo4XQkLJzoKlUqlQJq1atEmrJyclo3749zp07J9QnT56M0qVLo1ixYlJwZtOmTcJ4165dwrhgwYLw8fEx3sSJTMzR0VH6f/3y5csWmo31unv3Lpo1a4b58+dj1KhR+PHHH41+D10d+QA5yKf08ccfp/7/WrVqVeHYxYsXpfOTk5Nx9uxZoVarVi1MnTpVqEVFRSExMTF1bGtri3r16umcizG5ubnB2dlZqJkqyHf8+HFhXKpUqdQgYeHChbFq1Srh92ZiYiLGjRtnsgXk586dw+nTp1PHSUlJ7MpHRESkh8TERCm85uXlZaHZyEG+hw8fSq9DTeXp06d4/fq1UPP09DTLvY1N+fw4Pj4ez549s9Bs3ouJiZGCfJUrV9b5GOXGOOzIBwQEBCA2Nlbr8bi4OPTt2xfDhg2Dr68vrl69KhzPly8f9u/fL20eBQAuLi7CmEE+MlRUVBROnz4tvC4mIiKirCO9IJ+3tzdsbDQv/WJHPiIiIiIiIiIi68QgHxERZVtqtVoKLbEbn+yjjz5C9erVU8e//vornJycLDij/9OrVy+4ublpPa7cpdwc6tWrh71792Ls2LHYsmUL2rdvb7Z7d+jQQQqoJCcnC+OqVati3LhxqWPl9/zWrVuFxyiDfK1bt9b6gR+RtapUqZIwZscv2fLly/HmzZvU8axZs6TObZllaEc+pZ49e6b+uUqVKsIxTR35rl+/Li3qrlWrFnx9fdGqVSut96levbrU4dSUVCqV1JXv4cOHJrmXMsjXsGFDYdy8eXN8++23Qu3o0aPYt2+fSeazfPlyqbZy5UrEx8eb5H5ERETZxe3bt6XAhSUXYHp7e0vhue3btxvt+klJSbhy5YrGzQ6UgUY7OzvpeWZWUbhwYWkzIlM9L9TXhQsXhG7dKpUKNWrU0PkYBvlESUlJmD9/vlBr3749mjZtKp37999/SxuglChRAkeOHEGDBg00Xp8d+SgzDhw4AE9PT9SpUwe+vr5ISEiw9JSIiIjIQE+fPhXGHh4ewtjR0VFr13IG+YiIiIiIiIiIrBNXaRMRUbZ17tw53LlzR6h16dLFQrOxXo6Ojjh27Bg2bdqEs2fPYsCAAZaeUioXFxd8+umnWo9bIsgHAE2bNsWsWbOkbobmMHHiRHTt2lXr8QULFsDe3j51rPyef/ToEU6ePAng/c77Bw4cEI77+/sbcbZE5qEM8rEjn2zHjh3C+M2bN1i5cqVR75FeR74CBQqgTJkyGh/r5eWFWrVqpY71CfKFhoYK48KFC6No0aIAIIWe0/L19dV6zFRS5pXCVB35jh07Jow1LQb+/vvvUapUKaH2ww8/GL0rX0JCAv7991+p/vTpU+n7kYiIiEQRERHC2N3dHfnz57fQbN6Hu5Rd+Yz1+zwxMRHdu3dHpUqVUKZMGcyaNUs4rgzylSpVCnZ2dka5t7nZ29ujYMGCQk25GYa5nTlzRhhXqFAh3U0v9AnyPXr0CBMmTMDkyZMRHR2d+YlasV27duH27dtCbcKECdizZw9Gjx6t87GVKlXC0aNHUbFiRa3nKIN8b9++zfBcKef58ccfU79nQkJCpE3viIiIyLqp1ep0O/IB0Ph80t3dXQr9ERERERERERGRdWCQj4iIsi3lwoSyZcuiWrVqFpqNdcuVKxc6d+6c7q7rljBs2DCN9eLFi6NcuXJmno3lqVQqLFu2DFWrVpWODRkyROq+5O3tLYWcUn42Dh48iNjY2NS6jY0NWrZsaYJZE5kWg3y6PXnyBCEhIVL9r7/+Mlp4S61Wp9uRD9Dela9nz55CdxLl/3Hh4eGIi4sTasogX9ogYJ06ddChQweN97JEkE/Zkc8UQb5nz54hPDxcqGkK8jk4OGDixIlC7fjx49i7d69R57Nr1y5pkUmKgIAAo96LiIgou1H+TreGLgrKIF9ISAiioqIyfd1ly5Zh8+bNAIC4uDh8/vnnmDJlSurzVGWQT1uniaxCucGDpTvyKZ9T+/j4pPsY5fN85YYer169gq+vL2bMmIEff/xR5wZN2cG8efOEcc2aNdGgQQPY2dlh9uzZWLx4sbDhUoqGDRvi8OHDUjBSiR35KKPi4uJSN/NKcfToUQvNhoiIiDLi9evXiI+PF2r6Bvm8vb2ljuBERERERERERGQdGOQjIqJsSxnk69y5Mz+wyIIqVaqEJk2aSHU/P78c+++ZO3dubN26Ffny5UutFS5cGL/88ovG8zt37iyMN2/eDLVajZ07dwr1+vXrC9ckyioqV64sjO/cuYM3b95YaDbWZ/fu3RoDe2FhYUZbxPf06VNpQYGyIx+gO8iXljKcmZSUhKtXrwq19BYdT5kyReO9smuQ78SJE8LY2dkZ1atX13huv379ULp0aaFm7K58y5cv13ps165diIyMNNq9iIiIshtlRz5rCPJ98MEHQqc2tVqNXbt2ZeqaMTEx+PHHH6X6Dz/8gG+//RZqtVoK8nl6embqnpamfI5sbR350m6OoU16Hfm+++473Lp1K3W8fft2rRs8ZHXXr1/H7t27hdrIkSOF96sGDhyIoKAgoRtj27Zt8d9//+n1HgyDfJRR58+flzbE0bTJDxEREVkvTc+jDQnyERERERERERGRdWKQj4iIsqVr165JHZm6dOliodlQZo0YMUKq+fn5WWAm1qNMmTI4fvw4unfvju7du+PIkSNwd3fXeK7ye//GjRu4ePGitOiyTZs2JpsvkSl5e3vDxkZ8aXPlyhULzcb67NixQ+uxv/76yyj3UC5AtrGxQeHChaXz6tWrJ9V8fHxQoUIFoebm5oZSpUoJtbCwsNQ/Jycnp7vouHr16ujevbtQK1mypMZOgaZmjiDf8ePHhXGdOnU0dv4AAHt7e0yaNEmonTx5UlqEnFHPnj1DYGCg1uNJSUlYsWKFUe5FRESUHSk78nl5eVloJv/HwcFB6uC+dOlSbNq0CXv37sXRo0dx/vx5XL9+Xe+g0fz586Vubil++eUXjB07FtevXxfqWb0jnzLIZ8mOfHFxccJzbEC/jnzKIF9kZGTqph6nT5/G3LlzpcecPn06EzO1XvPnzxfG7u7u0iYlwPvNRC5fvox58+Zhw4YN2LZtmxTQ08bFxUUYM8hH+lJu9gIA586dkzbhMZeEhAQcOHBA+n+diIiItFMG+ZycnKTnhwCDfEREREREREREWQ2DfERElC1t3rxZGBcuXBj169e30Gwoszp16iQsdnN0dJQWEOZE3t7eWLduHdatW6ezK0HNmjWlQMxvv/0mLZxhkI+yKmdnZ2lBrzLMnVMlJiZiz549Wo+vX78ejx8/zvR9lAuwCxUqpDFEVrNmTdja2go1TQtdAaBKlSrCOO0i45s3b+LVq1fCcU3dQ6ZOnQpXV9fU8aBBg7R8BaalDPKZYsH2sWPHhHGDBg10nv/JJ59IPzfG6sq3Zs0aJCQkpI4dHR3RqVMn4ZylS5catQMgERFRdqIM8lnLAsx27doJ40OHDqFr165o1aoVGjVqhBo1asDLywvu7u74888/dV7r1atX+Pnnn3We8+eff+LQoUNCLasH+YoWLSqMLdmRLywsTHjOBgA1atRI93HKIJ9arcbDhw+RlJSEoUOHanyOd+rUqUzN1Rq9e/cOS5cuFWoDBgzQGtDLnz8/RowYga5du0ob0ejCjnyUUZqCfHFxcbh48aLZ5xIXF4cGDRqgWbNmqFChAjZs2GD2ORAREWVFyiBfgQIFhO7PKZQb5QFA+fLlTTYvIiIiIiIiIiLKHAb5iIgo24mPj8eaNWuEWqdOnQxaJEPWxcHBAevXr4enpyc8PDwwZ84caRd70k6lUkkBipUrVwrjwoUL67Vgj8haVapUSRgzyPfe8ePH8eLFC6Hm4OCQ+ueEhAQEBARk+j7KIJ+2rne5cuVChw4dUsd58uRB7969NZ5btWpVYZx2sWFoaKhwrGDBghp/L5QvXx4HDhzAmDFjMH/+fIwfP173F2IiygXbxu7Il5iYiJCQEKGWXpBPU1e+U6dO6ezgqK9//vlHGHfs2BHjxo0TaleuXMHJkyczfS8iIqLsJjY2Fnfv3hVq1tCRDwD8/f31Oi8+Ph5jxozBtm3btJ4zc+ZMPHv2TKh98cUX6b53k9WDfNbUkU/Z4drLywt58uRJ93Hu7u5wdnYWavfv38e8efOka6bIjkG+f//9V3itpVKpMHz4cKPfRxnkS0xMtFhHNcpaNAX5AEivHc1h9erVqa/jk5KSMHv2bLPPgYiIKCvSFOTTJE+ePMJnJCqVCrVr1zbp3IiIiIiIiIiIKOOYaCAiomzl7du36NixI86fPy/Uu3TpYqEZkbE0aNAA169fR1RUFAYPHmzp6WQ5nTt31nnc399f4y6eRFlF5cqVhTGDfO8pQ1nVq1fHxx9/LNT+/vtvJCUlZeo+yk4iusLWc+fOxeDBg9GhQwds2bJF6laXQldHPmWQr1atWlr/D6tduzb+97//Yfjw4UKI0ZyUX+OzZ8+Muvg2LCwMb9++FWrpBfkAoE+fPihXrpxQmzx5cqY65V29elVaGPrpp5+icePGUvdYZQcTIiIiAm7cuCH9LraWIF/hwoWlTWJ06du3r9QJHgAeP36MmTNnCrVOnTrh999/x6pVq6QOzmll9SCfNXXkUz6n9vHx0etxKpVK6sp34sQJfPfdd1ofc+rUqWzVjVmtVmPevHlCrXXr1tLzXWPQ1OGPXfkoPVFRUbh165bGY5YI1q5du1YYW/L/PiIioqxE3yAfAPzxxx/Ily8fbGxsMGnSJJQpU8bU0yMiIiIiIiIiogxikI+IiLKN6OhotGjRArt37xbqxYsXx4cffmiZSZHRsbNixjRq1EjnB3z6dlYgslbKjnyXLl2y0Eysy86dO4VxmzZtpC4Rt2/fxp49ezJ1H3078gHvFy8vXLgQW7du1fn7WRnku3PnDl69egVAc5DPmmkKK0ZGRhrt+seOHRPGnp6eKFiwYLqPs7Ozk7ryhYaGIjAwMMNzWb58uTAuXLgwWrZsCZVKhX79+gnH1qxZw0XIREREChEREcK4cOHCcHV1tdBsZAsXLsSXX34JX19f1KhRA+XKlUORIkXg6uoqvV5/+fIlunbtKv2+nz59urAJgY2NDaZNmwYA+Pjjj7FhwwbY29tL986fP79eHeOsmXLDi8ePHyMhIcEic1F2zzPkObUyyDdp0iS8fv1a6/lRUVHSa4as7NixYzh37pxQ++yzz0xyLxcXF6nG59CUHm3d+ADzd+R79uwZ9u3bJ9TevHlj1jkQERFlVYYE+Vq1aoVHjx7hzZs3+PHHH009NSIiIiIiIiIiygSuhCciomzhwYMH+OCDD3D8+HGhnitXLqxYsULjAjCinMTW1hYdOnTQeqxFixZmnhGRcSmDfLdv35Y6lOU0d+/excWLF4Va27ZtUa9ePdSsWVOoz58/P1P3Uu6mryvIp68KFSpI3VguXboEtVotLTrWt3uIpeTLl0/qBvjw4UOjXV/5/EefbnwpevXqJXX5yWhXvqSkJKxYsUKo9e7dG3Z2dgDed+ZL2znx1atX2Lx5s8H3ISIiys7Cw8OFsbe3t4VmolmBAgXw22+/4ciRIzh79iwiIiLw8OFDvHr1ComJiejZs6dw/oULFzBixIjU5xZ37tzBX3/9JZzzySefCB22O3XqhK1bt8LJyUk4T9lJOCtSduRTq9VG3eBBXwkJCbhw4YJQM+Q5tTLIFxsbK4z79euHvHnzCjVLdAEzFWU3vrJly6J169YmuRc78lFG6AryXb58WWfw1tg2bdqExMREoWbO+xMREWVlT58+FcYeHh46z3dwcICzs7Mpp0REREREREREREbAIB8REWV54eHh8PX1lbov5cuXD/v372c3PqL/r3PnzhrrDRs2lBbYEWU1FSpUEAJCarUa165ds+CMLE/ZjS9fvnyoX78+VCqV1JVv586duH37dobvpeyuoew0khGOjo7SwvWwsDDcunULL168EOrW3pFPpVJJi52V3XYyIzNBPjs7O3z//fdC7ezZs9i6davB8zhw4IAU6vz0009T/1yiRAkpOB4QEGDwfYiIiLIz5XMEawvy6aJSqbBw4UJpk43ly5dj4cKFAIAff/wR8fHxqcfs7e0xefJk6Vr+/v7YsWOH0I1s4MCBppm4GeXPn1/a4EH5/MkcLl++jLi4OKFmSJBP18Yd+fPnx2+//YbatWsL9ewS5IuKisKGDRuE2vDhw6WOlMbi6OgovNYFkOM3rQGAmJgYJCUlWXoaVktXkE/T5jimtHbtWqkWGxsrhfuIiIhIZkhHPiIiIiIiIiIiyjoY5CMiIqOKj4/HuXPn8PLlS7Pc78yZM2jUqBHu3Lkj1IsVK4bDhw+jfv36ZpkHUVbQrFkz5M6dW6q3adPGArMhMq5cuXKhTJkyQu3y5csWmo3+bt++jZCQECQnJxv92sogX+vWrVM73PXq1Qtubm6px9Rqderi6owwRUc+AKhSpYowDgsLQ2hoqFDz8PCQQnLWqEKFCsL4ypUrRrnu48ePcePGDaHWsGFDg67Rs2dPlC9fXqhNnjzZ4O/L5cuXC+OaNWuiatWqQq1///7C+MCBA5kKkRIREWU3yo58ys651i537tzYtGmT9Npz9OjR+Oeff6TnC8OGDUPp0qU1Xqtp06a4evUqZs6ciV27dmHw4MGmmrbZqFQqqSufMTs160v5nLpMmTJwd3fX+/G6nn///vvv8PDwQJ06dYR6dgnyLVq0CAkJCaljJycnDBgwwGT3U6lUUle+nNyR7/nz5/Dz80OuXLng7OwMT09PNG3aFAMGDMCPP/6I5cuX4+jRoyZ5jZ1VJCYmSj9vyqBpSEiIWeYSFRWFoKAgjccYSCUiIkofg3xERERERERERNkTg3xERGQ0Dx48QPny5VGzZk0UKFAA/v7+WLJkCZ4+fWr0e8XHx2PRokX48MMPpQ8xvL29cfToUWkHeKKczsnJCW3btpXq/v7+FpgNkfEp/99Xdmq1Ji9fvkS/fv1QpkwZ1KtXD126dDHqQsPY2Fjs379fqKUN7bq4uAid0gBgyZIlUlcOfbx+/RqvXr0SasboyAfoF+SrVauW1KHCGlWsWFEYGyvIp+zG5+LiIv29pcfW1lbqynf+/Hls27ZN72u8evUKmzZtEmrK7zEA6NSpk9QFVrmgn4iIKCdTBvmyUke+FOXLl8fSpUuFWnx8PD799FPhOa+LiwsmTpyo81rFixfH559/jtatW5tkrpagfK5siY58ym5chna41hbk++CDD1KfAyqDfKdPn87y4Sq1Wo1FixYJtV69eiFfvnwmvW/azpRAzg7yLVy4EMHBwQCAhIQE3Lx5E0FBQVi6dCkmT56Mfv36oVGjRvDx8cmxf0+XLl2SQnKdOnUSxuYK8m3cuFHrz/2bN2/MMgciIqKsjEE+IiIiIiIiIqLsiUE+IiIymjFjxqR2VElISMDu3bsxaNAgFC5cGM2aNcP8+fPx6NGjTN0jLi4OCxYsgJeXF4YMGYLXr18Lx2vVqoUjR46gVKlSmboPUXbVuXNnYVysWDFUq1bNQrMhMi5lkM9aO/IdPHgQ1apVE8JLW7dulTroZfYeaRct2tjYSIufhw0bJowfP34sBbH0oWnhsbGCfMpubhcvXtQY5MsKlEG+q1evGuW6yiBf3bp1YWdnZ/B1evToIc0xICBA78dv2LABMTExqWM7Ozv07NlTOs/JyQm9evUSasuWLcvyi7qJiIiM4fXr14iMjBRqWa0jX4pu3brhiy++0HnOuHHjUKhQITPNyHpYY0c+Hx8fgx6vKchnb2+PBQsWpG6yoQzyvXz5EtevXzdwptYlKioKd+/eFWrDhw83+X3Zke//KF//aHP+/HksXrzYxLOxTidOnBDGZcqUQbt27YSauTpkrl27VusxBvmIiIjSxyAfEREREREREVH2xCAfEREZxcGDB7Fx40aNx5KSknDgwAGMHDkSxYoVQ6tWrbBz506DFmzHxsZi7ty58PT0xPDhw6VFMwDQtGlTBAUF8UMMIh26dOmCBg0apI5//vnnLNHJikgf1h7ki4uLw1dffQU/Pz+Nv8fmzZtntHvt2LFDGNevXx/58+cXapUqVUKTJk2E2l9//WXwve7fvy+M3d3dpYWmGaXsLPfkyRMcPXpUqBm66NhSlCG569evIyEhId3H7dmzBzVq1EC9evWwe/du6bhyIWvDhg0zND9bW1t8/fXXQm337t148eKFXo//559/hLG/vz8KFiyo8dz+/fsL49u3b6d21SAiIsrJIiIihLFKpYKnp6eFZpN5v/zyCz744AONx/Lly4cvv/zSzDOyDpbuyJeYmIjz588LNWN05Pvqq6+E57zFihVD4cKFhXPMFR4yFeXPqKOjo1lejzDI938M6Wx+6NAhE87EeilfIzZo0EAK1t65cwdRUVEmncfDhw9x+PBhrceVG/QRERGRKCYmRuqyy8/AiYiIiIiIiIiyBwb5iIgo05KSkjB27Fi9zlWr1di7dy/atm2LihUrYv78+Vp3342Pj0dISAh++eUXlC1bFqNGjdK6uKlHjx7YuXMnXF1dM/plEOUI9vb2CAoKwp49e3Dt2jV88sknlp4SkdFUrlxZGN+8eVPoEGZJFy5cQJ06dfD7779DrVZrPGf37t24ceNGpu+lVqulIF+bNm00njtixAhhfPjwYUyZMgVnz57VO3Cv/N1cvHhxA2arW9myZeHk5CTUlP+mWaUjX4UKFYRxYmJiuh1J3r17h549e+L8+fMICQmBv78/vv32WyQmJgJ43wFZuRg6bVjbUJ07d4aDg0PqOCEhAVu2bEn3cbdu3cLBgweF2qeffqr1/Fq1akkhzaVLlxo2WSIiomxIGRIqVaqU9FwoK7Gzs8OaNWukMBcAfPPNN8iTJ48FZmV5lu7Id+3aNek5dc2aNQ26Rp48eYQOX5UrV8Z3330nnKNSqaTwUFYP8imfv3t6esLGxvQfsymDfMoF3TlFfHy89Jp5+vTp+PXXXzFixAjUq1dPOHb8+HGtr7+zM2VHvvr166NixYpwcXER6qb+edywYYPOv3925CMiItJN2Y0PYJCPiIiIiIiIiCi7YJCPiIgybenSpTh37pxQGzp0KLp27QpnZ2etjwsPD8fIkSNRvHhxfPXVVzh//jw2b96Mr7/+Go0aNUKePHlQr149fPPNN3j06JHGa/j6+mLv3r1YvXo1HB0djfllEWVbjo6OaNmyJby9vS09FSKjUgalkpOTce3aNQvN5j21Wo3ffvsNderUwcWLF9M9f8GCBZm+Z3h4OG7evCnU2rZtq/HcTp06oVChQkLthx9+gI+PD4oUKYK+ffti1apVGhcNpFB25FN2GMkMW1tbqdNiWvny5UOpUqWMdj9Tcnd3l/6u0+smcebMGTx//lyo/fzzz2jRogUiIyNx/vx5aRF2/fr1MzzHPHnywN/fX6itXbs23cetWLFCGLu7uwsLu5VUKpXUlW/jxo1cyElERDleeHi4MPby8rLQTIynSJEiWLduHWxtbVNrJUqUwMiRIy04K8uydEe+0NBQYVyiRIkMLQhes2YNZsyYgWnTpuHw4cMa3wPMbkE+Zdi2XLlyZrkvO/K9FxERgaSkJKE2YsQIfPXVV5g3bx6WL18uHHv48KH0ejW7i46Olt4HqV+/PmxtbVG7dm2hbuqfx/ReS/L1HxERkW7K9+Tt7OyQN29ey0yGiIiIiIiIiIiMikE+IiLKlFevXmHixIlCrUqVKpg7dy42bNiAp0+fYuPGjejZs6fWbnkvX77E77//jho1aqBLly747bffcPToUcTGxmq9b5MmTXDgwAEcPnwYLVq0gEqlMurXRUREWU/u3LmlUNfly5ctNJv35s+fj6+//hrx8fFC3cHBATNnzsSYMWOEekBAQLpdBG/fvo3Ro0dj/PjxuHv3rnRc2Y2vaNGiqF69usZrOTg4YPDgwRqPPX78GCtWrECfPn1QqFAhdO/eXePvZlN25AOAqlWraj1Wq1atLPUcoGLFisI4vSCfcqOEFMHBwahRowZmz54t1L29vZE/f/5MzbFHjx7CeN++fXj27JnW8xMTE7F48WKh1rNnz3Q3WOjTpw/s7OxSxzExMTh8+HAGZkxERJR9KIN82WXzlcaNG2Pnzp2oVasWmjRpgn379unc+Cm7s3SQ78yZM8I4ox2uXVxc8PXXX2PixIlwd3fXeI4yyHf27NnU7tJZkbIjn7nCtspOajk1yKd8fV+sWDGhs6eXl5f0vajsTpfdhYSECGNHR8fU9wOUP4/Kc43p3r17OHbsmM5zGOQjIiLS7enTp8LYw8MjS70XTkRERERERERE2jHIR0REmfLTTz/h8ePHQu2PP/5IXZidK1cudOnSBf/++y+ioqKwePFiVKlSJcP3a9asGYKDgxEcHAw/Pz9+YEFERAJl9zZLBvmSkpIwdepUqV69enWEhobi888/x4gRI4Rj0dHROnetf/78ORo3bow5c+bg119/RZUqVbBkyRKo1erUc5RBvjZt2uj8ffnFF19IATMltVqNDRs2YObMmdIxU3bkA6DzeUNGFx1bivLv+erVqzrPP3/+vNZjUVFRWLlypVBr2LBhxif3/7Vv3x5OTk6p48TERGzatEnr+Vu3bsW9e/eEWr9+/dK9T8GCBaXugQcOHDBsskRERNmMsttXdujIl6Jly5Y4ffo0goODs01AMaOKFi0qjF+/fo3Xr1+b7f7Kjnw+Pj4mu5eyA1hMTAwuXbpksvuZmjLIx4585qXcCEX5+srGxgb16tUTajktyKf8emvVqgUHBwcAQN26dYVjISEhwnsJxrRu3TphnDdvXun/Ggb5iIiIdFN25MtIF20iIiIiIiIiIrJODPIREVGG3bhxA//73/+EWvv27dGiRQuN5zs7O2PgwIG4cOEC9u3bh3bt2ul1n4oVK2LQoEE4cuQI9u3bhyZNmmR26kRElE1VrlxZGFsyyHf06FFERUUJta+//honT55MDad5e3tLvzfnz5+v9ZoTJkwQgnOvX7/GoEGD0KZNG9y/fx+vXr2Supq1bdtW5zzz5s2L8+fPIzAwEJ999pnOxaiLFy9GcnKyUDN1Rz5dQT5TLjo2hcx25LOx0f0SvkGDBhmaV1q5c+eWvmd0hUvnzJkjjOvWrSt1etCmadOmwjgoKEjPWRIREWVP2bUjH4mUQT4AePjwoVnunZycjLNnzwo1U26O4eHhgTJlygi1U6dOmex+pqRWq6WwraWCfG/fvjXLfa1NekE+ANJmIdklyJecnIwvv/wSlSpVwujRo5GQkKDxPOXXm/bvQxnki46Oxq1bt4w/WcivITt37ox8+fIJNXMGmImIiLIiZZDPw8PDQjMhIiIiIiIiIiJjY5CPiIgy7KuvvkJ8fHzq2N7eXmOnHiWVSoVmzZohMDAQ4eHhGDVqFFxcXAC8XzzerFkzTJo0CTt37sSzZ89w+fJlLFq0CL6+vib7WoiIKHtQduSzZLeHDRs2COPq1atjxowZcHR0FOojR44UxqdOndK4uPXIkSNYuHChxnvt3r0bVapUwdixY4UFfQ4ODmjevHm6c7W3t0e7du0wZ84cREREICIiAnPnzkWbNm2E827fvo2DBw8KNXbk05+mjnzKYGSKxMREXLx4UaitXr0arVu31np9YwT5AKBHjx7COCgoSAqlAsCFCxek74fRo0frfR8/Pz9hfObMGTx//tyAmRIREWUfz549k34PZqeOfPR/XFxckCdPHqFmriBfeHi4FAIz9eYYyk0esmqQ7/Hjx1IHMXP9jLIj33sZCfKFhoYK719nVQsXLsTMmTNx5coVzJkzB5MmTZLOSU5OxsmTJ4Va2r+PkiVLSp18QkJCjD7XmzdvSj/nPXr0QO7cuYUaO/IRERHpxo58RERERERERETZF4N8RESUIUFBQdi8ebNQGzVqlMELWLy8vPDnn3/ixYsXiIyMxIsXL7Bv3z5MmTIF/v7+0k69REREuiiDfNevX0dcXJzZ55GcnIyNGzcKtW7dumk8t23btihRooRQU3bli4+Px9ChQ3Xe8+XLl1i6dKlQa9KkibRYTh/lypXDyJEjsX37dqnLYdp7xMXF4fHjx8JxY3fkK1asGPLmzSvV3d3dpe4e1q5ChQrC+O3bt1IQMkV4eLj0vdusWTPs2LED06ZNk7rzubm5Sd//GdW2bdvUTRYAzd/PgNyNr1ChQujevbve96lfvz6cnJxSx2q1WgoGEhER5RTKbnx2dnYoXbq0ZSZDJqfc/ELZ5dpUzpw5I4yLFi2KwoULm/Se2SXId/36dWHs4OBg9Nc+2qR9bg7kzCBfUlISrl69KtQ0vf5Rdp2Li4vD+fPnTTo3c1i+fLkwnjVrFm7cuCHUrl27hhcvXgi1tJu9qFQq6e/HFEG+devWCeP8+fOjadOmDPIREZFVSExMxL59+7Br1y6tHW6tBYN8RERERERERETZF4N8RERksKSkJIwbN06oeXh4aNwJWF92dnYoVKgQbG1tMzs9IiLKwZQ78icnJ0uLos3hxIkTUlcNbUE+Ozs7KaS3Zs0aPHv2LHX866+/4vLly8I5n376KYoWLapzHsqOeoZSqVTo37+/UNuwYQNevXoFAHj06JH0GGN35FOpVBq78vn4+EClUhn1XqZWrFgxuLq6CjVlV4kU586dE8bFixdH/vz5YWNjg4kTJ+K///5DwYIFU4+PHz/eaM+jcuXKhfbt2wu1tWvXCuPo6GisWrVKqA0dOhQODg5638fJyUnquBwUFGTgbImIiLKHa9euCWNPT0/Y2dlZaDZkasrn8ebqyBcaGiqMTd2ND5CDfBcvXkRsbKzJ72tsERERwtjT09Ns72Nae0e+W7duYcCAARg+fDgiIyNNco/bt29LG51o6sjn7u4ubaBy4sQJk8zJXO7fvy99DfHx8fjqq6+EmvKcYsWKSWFTZZDPFMFa5WvHrl27wt7eXnotzCAfERFZwpgxY9CiRQu0adMGAwYMsPR0dGKQj4iIiIiIiIgo+2KQj4iIDBYQECDtZDx16lSN3XKIiIjMyc3NTepupwzAmcOGDRuEceXKlaXFhGkNGjQI9vb2qePY2FgsW7YMwPsFo9OmTRPO9/HxweLFixEWFoZPPvlE63Xbtm2bgdmLevfuLSxQjYmJwfr16wFA6ibn7OwMd3f3TN9TSVOQr1atWka/j6mpVCrp+0DZVSKF8rlW9erVhXHTpk0RHh6OFStWYP/+/ZgwYYJR59qjRw9hfPjwYWGB+ZIlSxATE5M6trOzw7Bhwwy+j5+fnzA+cOCAwdcgIiLKDpTPCXQ9d6Ssz1o68pnjObVyA47ExERp04qsQNmRr1y5cma7tzLI9/btW7PdOz1qtRotW7bE0qVLsWDBAoM6dBtCuQFKvnz5tC5mr1+/vjDO6kG+LVu2aKxv3rxZ2AhF+XUq/x4AOVgbGhqKxMTEzE/y/wsPD5d+vlNeW7IjHxERWdqjR48wf/781PHKlSstsgmgvhjkIyIiIiIiIiLKvhjkIyIig0RHR2PixIlCrWrVqhg0aJCFZkRERCSqVKmSML506ZJZ769Wq6Ugn7ZufCkKFSoknfPXX38hKSkJw4YNEzoP2NjYYOHChbCzs4O7uzv++ecfbNmyBYUKFRIeX6VKFXh5eWXyqwEKFy4sdfZbunQpAHnBcfHixU3SJa9q1apSzRzdQ0xB2TVC3458NWrUkM7JkycP+vTpg6ZNm8LGxrgv71u3bg03N7fUcdrv66SkJMybN084v3v37ihSpIjB92natKkwDgsLw+PHjzMwYyIioqxN2ZGvfPnyFpoJmYMlOvIlJydLQT5zPKd2dXWVngOboguYqSk78lkyyGdNHflu3rwphByPHDkibPhhLMrXTRUrVtT62jO7Bfk2btyo9di4ceOQlJQEIGNBvpiYGKO+Z7Ju3TphXKhQITRp0gSAHOR7/fq10e5LRESkj//++0+vmrVgkI+IiIiIiIiIKPtikI+IiPSWkJCAbt26SR8czJo1C3Z2dhaaFRERkUgZ5DN3R75Tp07h3r17Qi29IB8AjBgxQhjfuHED/fv3lzqUjR49Wuqc0bFjR1y6dAl9+/aFk5MTSpQogYULF2bwK5D1799fGB89ehTh4eFSRz5lZxFjyS4d+QDjBvlMycnJCR07dhRqa9euBQAEBgbizp07wrFRo0Zl6D61a9eWFnQGBwdn6FpERERZGTvy5SyW6Mh38+ZNvHr1SqiZa3MMZXgoKwb5lB35jLFpir5cXFyEsTUF+V68eCHVTNFpTfm6Xvm6Py1lgO3mzZtZdrOQJ0+e4NChQ1qPnz9/HgEBAXj9+jXCwsKEY5qCfB4eHihbtqxQCwkJMc5k8X+vGVN069YNtra2ANiRj4iILG/v3r161QyhVquxadMm9OnTBzNmzBA25MssBvmIiIiIiIiIiLIvBvmIiEgvarUaI0aMQFBQkFDv0KEDmjVrZqFZERERySwd5FN24ytfvjwqV66c7uN8fX2lznMrVqwQxiVKlMDUqVM1Pj5//vxYvnw5nj9/jtu3b6NBgwYGzly7tm3bwsPDQ6gtX75cY0c+U/Dx8UHevHlTx56entLiw6xCnyBfZGSktNC0evXqJp2XJj169BDGx44dw7179zBnzhyhXrt2bY2LRPVhb2+Pxo0bCzVleJWIiCi7S0hIkEJCDPJlb8qOfDdu3IBarTbpPZXd+AoWLGiyjTiUsnqQT61WSz+j7Mj3nqauam/fvjX6fTR15NOmcuXKUvjx5MmTRp+TOWzduhXJycmp41y5cknveUycOBH79+8XzrOzs9O6+Y2pfh6vXr0qhQk/+uij1D8zyEdERJaUnJyssfteUFAQEhISMnTNBw8eoEOHDujatStWrVqFCRMm4Oeff87sVAG8f42o3DCBQT4iIiIiIiIiouyDQT4iItLLrFmzsHjxYqFWpEgRzJ8/30IzIiIi0ky56PnWrVsmXxSbQq1WS0G+bt26QaVSpftYlUqFkSNH6jxn3rx50uI3JScnJ9jYGPelnoODA/r06SPUli9fLnVlM9VC4Ny5c2P58uUoX748qlevjuXLlxv9azQX5ffnkydP8OzZM6Gm7Mbn4uICT09PU09N0qJFC7i7uwu1H374QQrajRo1Sq/vcW2aNm0qjBnkIyKinObWrVtITEwUauXLl7fQbMgclBt9PH78WHoOaGyhoaHC2MfHJ1PP4QyhDA5du3ZN6g5ozZ48eSLN15wd+aw5yKfp39HY81Or1QYF+ezs7KTvuRMnThh1TuayceNGYdymTRvMnj1bqD158gRDhw4VajVq1ICzs7PGa9atW1cYG6sj3/bt24VxkSJF0KhRo9Sxq6urcJxBPiIiMqcLFy5o7ND7+vVrg38XqtVqLF26FJUrV5Z+/wUEBBjlswjl+8UAg3xERERERERERNlJ1lz5SEREZhUYGIgvv/xSqDk7O2Pbtm1m27mbiIhIXyVLlhTGsbGxePr0qVnuffbsWdy6dUuodevWTe/H9+7dW1rclvY67du3z9T8MqN///7C+MGDB9i1a5dQM1VHPuB9F+CrV6/i3Llz8PX1Ndl9TM3T0xP29vZCTbkoVbmIu1q1ahYJLjo4OKBz585CbenSpcK4QIECUuc+QymDfBEREbh//36mrmlsXGRKRESmdPXqVWFcoEAB5MuXz0KzIXPw8vKSNmoIDAw06T2VHfm0desyherVqwvPgdVqtRQstGbKbnz29vYoUaKE2e6vDPKZouNdRmWmI9/MmTPh6emJli1b4t69e1rPe/TokRQY1BXkAyB1DM+KQb4XL15g//79Qq1Lly5o3rw5OnToINSVwQRdHdOVQb6wsDCjhC+VQYb27dsLr2PZkY+IiDLi0qVLWLt2LaKjozN1HU3d+FLs3btX7+vcu3cPbdq0wYABA/Dy5UuNx2/evJmhOab15MkTqcbXiERERERERERE2QeDfEREpNP58+fRs2dPaffAf/75B7Vr17bQrIiIiLQrWrSoFHq6e/euWe6t7Mbn6emJ6tWr6/343Llz49NPP5Xqbm5u0q775latWjX4+PgItZiYGGHMgH/67OzspO4dysX758+fF8Y1atQw9bS0Si+kN2TIEDg6OmbqHtWrV5c6/wUFBWXqmsZy9+5dVKtWDa6urmjbti1iY2MtPSUiIsqGlM8FlB18KftRqVRo166dUFOGYIxJU3BO+dzelBwdHVGtWjWhdurUKbPdP7OUQb6yZcvC1tbWbPe35o58GQ3yhYWF4csvv8TNmzfx33//SZvIpXX58mVh7OLikm6QUhlkCwkJQVJSUrrzsibbt29HQkJC6tjBwQFt27YFAPz+++/SBjFp6Qry1axZU3jPJCkpCWfPns3UXJ8/f44jR44INeX/ccogn6bvHSIiorR2796N6tWr4+OPP0bFihU1dqnTl66wnq6QXwq1Wo1FixahcuXK2L17t85zg4ODDZ2eRBnky5cvH+zs7DJ9XSIiIiIiIiIisg4M8hERkRTSSxEZGYn27dtLiy9++ukng7oLERERmZOdnZ0UKDNHkE+tVmP9+vVCrVu3blCpVAZdZ8SIEVLtl19+QdGiRTM1P2NQduVTMmVHvuxE2T0ivY58lgzy+fn5IX/+/BqP2draYvjw4Zm+h62tLZo0aSLUDhw4kOnrZlZSUhJ69uyJixcvAgB27tyJn3/+2cKzIiKi7OjatWvCuHz58haaCZmTMuRy6tQpREZGmuRed+7cwfPnz4WaOTvyAUCdOnWEcVYK8kVERAhj5cYcpubi4iKMrSnIp+yUB+g3v9OnTwvjwMBArZtmKF8vVahQId2O5fXq1RPGb968kQKB1m7Tpk3CuEWLFnBzcwPw/ntw9OjRWh+rK8jn4uKCKlWqCLWQkJBMzPR9OCJtUNLJyQnNmjUTzmFHPiIiMtSsWbNSf788fvwYy5Yty9B13r17h8OHD2s9fvLkSbx48ULrcbVajcGDB2PIkCEag+jKTnmmCPIVKFAg09ckIiIiIiIiIiLrwSAfEVEOFhAQgJIlS8LV1RU1atRA9+7dMXHiRCxbtgxHjhxBx44dce/ePeExn3zyCb755hsLzZiIiEg/JUuWFMbmCPJdvHhR6tSQkeB7xYoVMXDgwNRxmzZtMHTo0EzPzxh69uwJBwcHrcfZkU8/uoJ87969Q3h4uHDckK6OxmZvb4+uXbtqPNa1a1ej/Zs3bdpUGB84cEDrZhPmMn/+fBw7dkyozZ49W+fCHiIiooxgR76c6YMPPoCrq6tQ27lzp0nupezGly9fPuk1k6ll5SCf8nVeuXLlzHp/ZUe+xMREoVObJWW0I5/ynJiYGOm5dwplkE/5ekqTwoULo3Tp0kLtxIkT6T7OWrx9+1bq9qN8XTZp0iSNi/o9PDxQtmxZnddX/jxmNsin7Cjq5+cnfd8qg3yxsbFITEzM1H2JiCj70tRR+ujRoxm61uHDhxEXF5c6trW1haOjY+o4OTkZQUFBWh+/d+9eLFmyRKoXLVoUgYGBmDZtmlAPCgrK9PuaDPIREREREREREWVvDPIREeVQly5dwuDBg3Hv3j28ffsW58+fx4YNGzB9+nT0798fjRs3lj7A9/X1xaJFiwzuLERERGRuykWpymC6KSi78ZUqVSrDXS4WLFiA7du3Y/Pmzdi8eXO63QbMJX/+/OjQoYPGY7a2tihUqJCZZ5Q16QryhYWFITk5OXVsY2ODqlWrmm1umvTo0UNjfdSoUUa7hzLId/fuXdy6dcto1zfU7du3NW5e8fLlS8yePdsCMyIiouyMQb6cycHBAa1atRJqyjCMsZw5c0YY16pVy+zv7ymDQ3fu3JEWKFsrZUc+Swf5AP3CcuZgrCAfAPz3338az81IkA+Qu9JlpSDf7t27ERMTkzq2tbWVXovnyZMHU6dOlR5bv379dH++69atK4wzE6xNSkrCrl27hJqy4ygAKbgMWM/3MRERWZ/79+/j2bNnQu348eMZCsjt3btXGNerVw+NGzfWeU5aCxYskGr9+/fHpUuX0K5dO/j5+QnHHjx4gBs3bhg8z7QY5CMiIiIiIiIiyt6sYzUoERGZ3Zw5c4RF4ukpU6YMNm/eLOxQSEREZK3M3ZFPrVZLQb5u3bpleHGsnZ0d2rZti06dOunsgGcJ/fv311gvUqQIbG1tzTybrEm5OP/OnTt49+4dAODcuXPCMS8vL40Ld82pSZMmUkizZs2a8PX1Ndo9KlWqhIIFCwq1AwcOGO36hlCr1Rg8eLDWRaWzZs1iVz4iIjKap0+fIjo6WqgxyJdzKMMue/fuFbqFGMuePXuEsY+Pj9HvkZ6KFStKz2uzQlc+tVotdeTz8vIy6xw0vR5Ief1gaa9evZJq+sxN03Ptffv2aTz38uXLwrhSpUp6zS0rB/k2btwojD/88EPkz59fOm/QoEGoVq2aUFMGEzRRBvlu3LghhSX0dfLkSemxbdu2lc5TduQDgDdv3mTonkRElP2dPXtWqkVGRuLOnTsGX0sZ0mvZsiVatmwp1LRtKPDw4UMEBgYKtV9//RUBAQHImzcvAKB8+fLSe6e6Ovzpg0E+IiIiIiIiIqLsjUE+IqIc6Pnz51ixYoXe57u5uSEwMJAfEhARUZZh7iDf5cuXce3aNaHWrVs3k97TUlq2bIkiRYpI9eLFi1tgNllT+fLlhbFarUZ4eDgA4Pz588KxGjVqmGtaWtna2koBzi+++MKoXVxUKpW0e7WlgnzLli3TuogYYFc+IiJ67/bt2+jevTuaNm2q8/dGepTd+BwcHFC6dOlMzo6yCn9/f+E51du3bxEcHGzUe5w9exahoaFC7cMPPzTqPfRhZ2cnBQizQpDv2bNnePnypVAzd0c+FxcXqWYtQT5jduQLDQ2VAmHR0dF4/PixUMtoR77Lly9niQ054uLipO6cXbp00Xiura0tli1bhnz58gEAPD09MWzYsHTvUblyZTg5OQm1kydPZmi+yrlWqVIFpUqVks7T9H2s6fuHiIgI0BzkA9535TPEw4cPERYWJtRatmyJFi1aCLUbN27g5s2b0uOXLFmCpKSk1HGuXLkwZMgQ4RyVSiU9v87sc3oG+YiIiIiIiIiIsjcG+YiILEStVlvs3suWLRMWe9ja2uJ///sfvvjiC7Rv3x4VKlSAvb09gPcfDGzduhWVK1e21HSJiIgMZu4g34YNG4Rx8eLFpR3usws7Ozv07dtXqhcrVswCs8maXFxcpIWNV65cASB35LOGIB8A/PDDDxgwYAAqVaqEKVOmoFevXka/R9OmTYVxUFCQ2Z8zP3r0CJ9//rlQK1asGNq0aSPU/ve//2WJRcBERGQaarUaPXr0wIYNGxAUFITOnTvj4cOHGbqWMsjn5eXFLsc5SMGCBVGvXj2hpgzFZNaiRYuEcYkSJaSFy+ZSp04dYRwSEmKReRgiIiJCGNvb20uvN03N0dFR2kTDWoJ8xuzIp1arpc08Ul4npbC3t4enp6dec6tRo4bU4T4rhEf37dsnBNxUKhU6d+6s9fyaNWsiIiICx48fx5UrV+Dm5pbuPezt7aWfx8OHD2dovsr/s5SdRtPe09HRUaixIx8REWmjfI80haFBPmWnvTx58qBOnTqoVq0aChYsqPPcpKQk6bl0z549kSdPHuk+yg3KgoODM/W+5tOnT4Uxg3xERERERERERNkLg3xERGb2+vVrdOrUCQUKFECfPn3w6NEjs94/OTkZ8+bNE2pdunTBmDFj8Pvvv2Pbtm24cuUK3r17h0ePHuHBgwcW2aWbiIgoM0qUKCGMHz16hLi4OJPdTxnk69q1K2xssu/LLWV3NoAd+Qyl7CJx5coVJCcn48KFC0K9evXq5pyWVk5OTliyZAkuXbqESZMmGbUbXwrlgpfIyEgp3GBKarUaI0aMkAJ6f//9N3755Reh9uLFC/z5559mmxsREVmXkJAQIYD05s0b/P333xm6lrKrc4UKFTI1N8p62rdvL4y3b99utM0M3r17h1WrVgm1AQMGWCwsqgwOnTlzxiLzMMT169eFcZkyZWBnZ2fWOahUKuTKlUuoWUuQz5gd+QB5Ab0yyOfl5aX337+jo6PUBfLEiRN6PdaSNm3aJIwbNGiAIkWK6HxMvnz5UL9+/dTN+fTRuHFjYZyRIN/du3dx8eJFoaYtyAcAuXPnFsYM8hERkTbG6si3d+9eYdysWTPY2dnBxsYGzZs3F44pn4fs3r0b9+7dE2pDhw7VeB/lZ+kPHz6UNoQwBDvyERERERERERFlb9l3ZSkRkZWaMWMGtm7dimfPnmHVqlWoXLky1qxZY7b779q1Czdu3BBqo0aNks6zs7ND4cKFDfrwn4iIyFpo6pDw4MEDk9zr6tWrCAsLE2rdunUzyb2sRfny5dGgQQOh5u3tbaHZZE2agnw3b96UFjJaS0c+cyhXrpwUCFV25DCl9evXY8uWLUKtV69eaNu2LapWrSr9XM+aNQsvX7402/yIiMh6BAQESLWFCxciPj7e4GspQ+vly5fP8Lwoa1KGXm7fvo3Lly8b5drr168XOqapVCoMGDDAKNfOiJo1awrjyMhIREdHW2g2+lEG+cqVK2eReSiDfPqE5czBFEG+tEFW5c9CpUqVDJpf/fr1hbG1B/kSExOxdetWoda1a1eT3EsZ5Dt16hRiY2MNusaOHTuEcUqgUBsG+YiISB/R0dG4c+eOxmPnzp3Te0OD5ORkKZzXsmVLjX8GgP379yMpKSl1vHDhQuF4zZo1Ubt2bY338vb2loL3wcHBes1TE2WQz8PDI8PXIiIiIiIiIiIi68MgHxGRmW3fvl0YP3/+HD179kSPHj3w7Nkzk99/zpw5wrh69epo1KiRye9LRERkTnnz5pUWiN29e9ck99q4caMwLlKkCBo2bGiSe1mTP/74A46OjgCAokWLonfv3haeUdaiKch37tw5oVagQAEULlzYjLOyLJVKhaZNmwq1oKAgs9z72bNn+Oyzz4RagQIFMHv27NTx999/LxxnVz4iopzp7du3WL16tVSPjIyUuijpQxnkY0e+nKdq1apSR3Hl+4cZtWjRImHcqlUrjZuemIunp6e0adilS5csNBv9KDupeHl5WWQeLi4uwthaOvKlDYqm0Gdu2oJ8t2/fFjahU3bkU76OSo+mIJ+xOl6awqFDh6TPCDp37mySezVs2BA2Nv/3MXF8fLzQbVYfyv+r/P39dXb8dHV1FcYM8hERkSbK90jTSkxMxOnTp/W6zvnz56VAXNrwnrIj34sXL1Kvff/+fen33NChQ6FSqTTeS6VSSV35Mvq+ZnJysvR8gB35iIiIiIiIiIiyFwb5iIjM6O3bt7h48aLGY+vWrUOVKlWkXWyN6dq1a9izZ49QGzVqlNYPHYiIiLIqlUolLVC9d++eSe61d+9eYdylSxdhMVx2Vb9+fYSHhyMwMBARERHIkyePpaeUpSgX6UdERCA0NFSo1ahRI8c9T/Pz8xPGQUFBSE5ONvl9x44dKy3smTNnjrDbddWqVaVuGH/88Qe78hER5TAbN27U2IEKAObOnWvQteLi4nDr1i2hxiBfzqNSqaSufMYI8l25cgVHjx4VaoMHD870dTPD3t5e6jpp7UE+a+3IZy1BPmN35AMgdM4xdpAvOjpa+jc1hXXr1qFatWpo2rSpQeE45UZBPj4+KFOmjLGnBwBwc3ND9erVhdrhw4f1fvy7d++kDurK/8uUlBsuaft9SkREOZuuIB8AHD9+XK/rKLvxeXp6Cr9XixUrJnX7TXmvf8mSJcJ7krlz50avXr103k8Z5AsODs7QBgLPnz8XOgMCDPIREREREREREWU32X91KRGRFQkNDdW5EDkyMhLt2rXDoEGDNO5mnFnz5s0Txu7u7ujZs6fR70NERGQNlEE+U3TkS0xMxKlTp4Ra69atjX4fa1WyZEm0a9dOWlRK6VMuQI2Pj8fmzZuFWo0aNcw4I+ugDPJFR0fjwoULJr1nUFAQVq5cKdQ6duyIjz76SDpXU1c+ZcdrIiIyHbVajZ9//hne3t7o3Lkzrl27ZvY5LFmyROuxo0eP4uzZs3pf68aNG9ICTWXIiXIGZfjl2LFjUhcOQy1evFgYFyxYEO3bt8/UNY2hcuXKwvjy5csWmkn61Gq11XTks8Ygn1qtNkmQb9++fann3LlzRzhmaJCvZMmSUpdzfRf/Z9TTp0/Rp08fXLx4EUFBQWjcuLH086hJcnKy9JqwS5cuppomAKBx48bC+NChQ3o/9sCBA4iNjU0d29raolWrVjofowzysSMfERFpkt5rKn1/lys34EvbjU9b7b///kNiYqL0u7tXr15SZ1kl5fuakZGRCA8P12uuaSk3GwMY5CMiIiIiIiIiym4Y5CMii0hKSsLDhw8REhKCI0eOmCS0Zo1OnjwpjAsXLox8+fJJ5y1ZsgQNGzY0aneP169fY9myZUJt0KBBXHhPRETZljmCfBcuXEBMTIxQU+74T6SJh4eH0O0NgBRGUHZHyAlKlSoFT09PoRYUFGTSe/7zzz/COE+ePJg/f77GbojVqlVjVz4iIgv65Zdf8O233yIiIgJbtmxBjRo1MHv2bLN0bwXed9BVhhxsbW2FsXITJV2uXr0qjIsUKQI3N7eMT5CyrKZNmwrv0SUnJ2PXrl0Zvl5cXByWL18u1Pr16wd7e/sMX9NYlEE+a+7IFx0djRcvXgg1a+nIp09YztRiY2ORmJgo1fUJGeqa/4EDB5CUlCT9H6lSqQwOO6tUKuk1+okTJwy6hqFCQ0ORkJCQOo6Pj8fgwYMxdOhQxMXFaXzM48ePMWDAADx69EioK197GJsyyHfs2DGN/6aaKDuH+vr6wt3dXedjGOQjIiJ9KIN8yt/lx48fT7fT3bt376ROs5qCfC1atJCuvW7dOty/f1+oDx06NN15lytXDkWLFhVqGXlfUxnkc3V1haOjo8HXISIiIiIiIiIi68UgHxEJtm7divXr1ws7qWZWSEgIJkyYgJ49e6JRo0YoXbo0nJycUKxYMdSrVw+NGzdG0aJFMWrUKGmHY2sQHR2NFStW4ODBg+l+KJAeZZCvY8eOCAsLQ5s2baRzL126hG+++SZT90vrn3/+EXZItrGxwYgRI4x2fSIiImtjjiCfcgFguXLlpHAWkTbpdZPIiR35gPcL2dP6/fffMWDAAPz666/Ytm0bwsPD9V5cqg/lgpqJEydKi27SUnble/78OUaNGoWZM2di4sSJGDFiBHr27InWrVvj448/xrFjx4w2VyKinGzbtm2YOHGiUIuNjcXYsWPRvHlzqWuTKSxdulQYe3h4YMKECUJt1apViI6O1ut6ypBKhQoVMjdByrKcnJzQvHlzoaYMyRhi69atUke/QYMGZfh6xlSpUiVhbM1BvuvXrwtjOzs7lCpVyiJzscaOfJq68QGZ78j34sULnD59GleuXBHqZcqUgbOzs2GThLz439RBvsjISI31hQsX4sMPP8TDhw9Ta4mJiZgzZw68vb2l8G3FihVN/ntBGeR78+YNzp8/n+7j1Go1duzYIdSUnUU1YZCPiIjSExMTI71OUn6e/fjxY9y6dUvndQ4dOoT4+PjUsa2trdQxDwCaNGkibHaRmJiIMWPGCOfUrl0bPj4+6c5dpVJJ9wgODk73cUrKIB+78RERERERERERZT8M8hGR4Pvvv8dHH32EIkWKYPjw4XrtaKfL3r170bBhQ8yYMQNr1qzB0aNHcefOHWnh7du3bzF37lyUL18e7du3x/79+zMdmjOGV69eoV69eujbty8+/PBD1KlTB3v37s3w3JRBvnr16qFIkSLYvn07Fi1aJH2QvWDBAhw/fjzD80+hVqsxd+5coda+fXuULl0609cmIiKyViVKlBDG5gjyNWjQwOj3oOxLV5DP0dHR4G4T2YVywcvDhw+xdOlSjB8/Hh07dkT58uWRK1cuNGrUCLt3787UvW7duiUFP/z9/XU+plq1aujSpYtQW7FiBb788ktMnz4df/31F9asWYM9e/Zg7dq1aNmyJW7evJmpeRJZWlJSkqWnQDncpUuX0Lt3b63vxwQFBaFq1apYsmSJyd5PSkxMlEIWffr0wWeffSYs/IyNjZUCf9oou/EyyJezKUMwu3fvFrp6GWLRokXC+MMPP4SXl1eG52ZMyo58UVFRUujQWig3nStTpgzs7OwsMhcXFxdhbA1BvlevXmmsZ6Qjn42N+HHlf//9JwX50tsIRRtlkO/ChQsm7WioLcgHvH8PwcfHB0eOHMGhQ4fg4+OD0aNHa+zwPWTIEJPNMUWhQoWk/xuU3Ys0uXDhgtSpqG3btuk+ztXVVRhrC4MSEVHOFRYWJrwHoVKp0LlzZ2nzvPQ2ztq7d68wrl+/PvLkySOd5+LiAl9fX6H29OlTYaxPN74UH374oTAODg42+DWq8v4M8hERERERERERZT8M8hFRqvPnz+PChQsA3u96u2DBAjRs2BAVKlTATz/9ZPDO5i9fvsTAgQMNWvCnVquxfft2NG/eHNWqVcPixYsRFxdn0H2NafHixcLOy6GhoWjVqhWaNm1q8M69Dx8+lD7crlevHoD3H0IMGjQIp0+fFnZXVqvVGDJkiF6Ldm7cuIELFy5o/Pvet2+ftHvhqFGjDJo/ERFRVqOpI5+xF3YrA/fKBYJEuuhaiFqlShWLLRK2tKZNmwqBCE0SEhJw9OhR+Pv7o02bNtJzXX0dOHBAGBcoUEBaXK6JsiufLm/fvsV3331n8NyIrEFkZCTq168PNzc3DBkyxKSL3in7evHiBaKiojL8+GfPnqFDhw7pdu15/fo1Bg0ahA4dOmDjxo2YN28eJk6ciP79+6NVq1aoVq0avLy80KtXL+zfvx/JyckGzWPPnj1CFyUAGDBgAAoXLoxu3boJ9fnz5+v1fpjy91dODfHTe23atBHGL1++xNGjRw2+zs2bN7Fv3z6hZi3d+ID3XcwdHByE2uXLly00G92UHfnKlStnoZlk/458ygX0moJ8ym6O+qpdu7YQFExKSsLp06czdC19PHr0SOfxqKgofPjhwEV3HgABAABJREFUh2jSpAkuXrwoHc+dOzdmzpwpdQMyFWVXPn2CfMqOoWXKlNEraMmOfERElJ6zZ88KY29vb+TOnRsNGzYU6ulthKsM8rVs2VLrubqOubq64uOPP9Z5r7SUQb6oqCiD37dkRz4iIiIiIiIiouyPQT4iSqXcVTxFeHg4vvvuO5QuXRpNmzbF+vXr9VoE//XXX0vBNSV7e3tpt90UYWFhGDx4MBo2bGiRMJ9arcbChQs1HgsODkaDBg3QsWNHjR+2a6Lsxufm5ibttF6+fHn8+OOPQi0sLAy///67znmOHz8eXl5eqF69OkqUKIEvvvgCZ86cSf13mjNnjvCYSpUqoWnTpnrNm4iIKKtSBvnevHmDFy9eGO36T58+lRZ2siMfGUJX150aNWqYbyJWplChQpg+fXq6Yb4Uu3btQpUqVTBmzBhER0cbdK+goCBh/OGHH0KlUqX7uOrVq+Ojjz7S+z6rV69GaGioQXMjsgZjxozByZMn8e7dOyxatAhNmzaVFpQR6fLnn3/C3d0dxYsXx7hx45CYmGjQ4xMTE9GjRw+ps2mfPn2wf/9+6fke8D5c0K1bN3z22WeYPn06li1bhr179+LixYu4fv06Vq9ejebNm8PLywvTp0+XwnnaBAQECOM6deqgatWqAIDPPvtMOHbz5s10u8aq1WppQSc78uVsxYoVg4+Pj1BThmX0ofxedXd3R9euXTM1N2Oys7OTQquXLl2y0Gx0Y5BPt4wG+RISEqSN6zp16iSMjx8/LoXtMtqRz8XFJfX/6xRhYWEZupY+lB35OnTogDJlygg1bWHv3r1749q1a/j888/1el1iDJqCfOl9/rNjxw5h3K5dO73myyAfERGlRxnkS3mPVPm+u64g34MHD6Tnl7rCei1atNB6rE+fPtLvL108PT1RvHhxoRYcHKz34wEG+YiIiIiIiIiIcgIG+YgoVcOGDaVd4pSCgoLw0UcfYdSoUTo/zN2/f78Ugqtbty5mz56NjRs3IiQkBI8ePUJsbCxu3bqFr7/+Gnnz5tV4rTNnzmDjxo2GfjmZduTIEVy7dk3nOdu2bUP16tUxYMCAdBcoKIN8derU0RhiHDt2rLRwe8qUKbhx44Z0rlqtxrhx4/Drr7+m/ns8evQIf/zxB2rVqoXKlStj4sSJ0qKfzz77zGwLAYiIiCylWLFi0u+7e/fuGe36yu68zs7O0uJAIl10LUStXr26GWdifb788kvcu3cPO3fuxB9//IEhQ4agcePGWheuJCUl4c8//0S5cuUwZ84cvTpaq9VqKcjn5+en9xwXL16MTz/9FBUrVkTt2rXRokULfPTRRxg6dCgmTJiAPHnyCOdPmDBB72sTWYN3795h27ZtQi0kJAS+vr64deuWhWZFWUl4eDjGjRsH4H0g73//+x+6dOliUGfHL774Avv37xdqderUwcKFC9G0aVNcuHAB/fv3z9D8bt68iYkTJ6JkyZLo2LEjAgMDtQYNHz9+LP08DBgwIPXPDRo0kN7LmTt3rs77R0VF4dWrV0KNQT5q3769MDY0yJeYmIilS5cKtU8++QROTk6ZnpsxKTurWWuQLyIiQhh7eXlZaCZykM8auuQq/w9LkV7IUNPc27RpI3QkT0hIkF6/ZzTIp+mxypCmMSmDfH5+fjh9+rTOAEG1atVw8OBBrFy5EkWLFjXZ3DRRBvmePHmC8PBwrec/efJEej+kXbt2et2LQT4iIkrPuXPnhHHNmjUByEG+CxcuaH0+9N9//wnjvHnzonbt2lrvWbNmTeTPn1/jsaFDh6Y3ZYFKpZLWWyjff0yPMsjn4eFh0OOJiIiIiIiIiMj6MchHRKm6deuGoKAg3L59G1OnTtW5MGHevHmYPHmyxmNv3rzB4MGDhZqLiwvWrl2L0aNHo0uXLqhTpw4KFy4MGxsblCxZEjNmzMD9+/cxf/58aUdmADh06FCmvraMUAYRixYtKu2gB7xfALx06VJMnTpV5/WUQb569eppPM/Ozg4LFy4UQn6xsbEYNmyYEJ5Uq9X44osvMHv2bK33vHLlCqZPny48zs3NDZ988onOuRIREWUHjo6OKFy4sFC7e/eu0a6vXLhWp04dYeEhUXpKlCghLchNkZM78qUoVKgQ/P39MW7cOPz99984dOgQHj9+jKdPnyIgIABFihSRHvP8+XOMHj0aNWrU0LgRRloRERFSFyZDgnyurq5YtmwZLl++jFOnTmHv3r1Yu3YtFixYgJ9//hnffPONcP6+ffuwd+9eva9PZGn79+9HbGysVI+IiEDDhg2lXfKJlH766SckJycLtcDAQL07Oy5evBh//vmnUCtSpAg2b94MZ2dnAECePHkQEBCAbdu2oVChQhmaZ1JSErZt24YOHTqgdu3aGjd1WrlypRDyc3JyQs+ePVPHKpVK6sq3e/duKQSUlrIbn7OzM0qUKJGhr4GyD2UY5tq1azq/j5R27twpPb8ZNGiQUeZmTJUrVxbGly9fttBMdLOmjnwuLi7C2Jo78r17907nJoCaFt0XKlQo3Q73mQnyKf/tzBnkK1y4MPLly4edO3dKrxHy5MmDOXPmIDQ0FB988IHJ5qRL2bJlpddWhw8f1nr+rl27hH9fFxcXNGnSRK97MchHRES6JCUl4cKFC0ItJchXu3Zt2NraCueeOnVK43WU7781a9ZM5/v2tra2aNasmVSvV69ehjZbUwb5goOD0+12m9bjx4+FMTvyERERERERERFlPwzyEZGkVKlS+O6773Dt2jUcO3YMQ4cO1dgtb8qUKdKCKgCYOHGitDv/jBkzULp0aZ33dXFxwfDhw3H58mWMHz9eOHb06FGDv47MiI6Oxvr164XauHHjEBERgT/++EPjzncrV66UFqilSEpKwunTp4WatiAf8D4IoFwAtm/fPqxatQrA+xDfV199hVmzZun19aTVv39/6QNzIiKi7KpkyZLC2JhBvuPHjwvj9BYdEinZ2Nho7bxTrVo1M88m68ifPz/69++P8PBwTJw4EY6OjtI5ly9flp5PKyl3wy5SpIjGTUUyavTo0ShWrJhQGz9+vNbXDETWJjAwUOuxyMhINGnSBPv27TPjjCgruX79eup7GEohISFo2LCh1sC1Wq3G3r17MWLECKHu6OiIzZs3S/+3Au+7mIWFheHTTz9F/vz5Ubp0aTRs2BDdunXD6NGj8fPPP2P58uWYNWsWqlSponXe58+fR+3atbF27VphPkuWLBHO69atm9R5tWfPnnB3dxdq8+fP13ovZZDP29tb2NSJciYfHx9pMxJDuvItWrRIGNerV88qu4Yrg3zW2JEvOjoa0dHRQs2aOvJZc5BPrVYjJiZG6+M0BflcXFzQokULrY8pWrSo9P+uIZT/duYO8gHvQwLTp0/Hvn378Mknn+CHH35AeHg4PvvsM4tuCqRSqaQQoa6NFXfs2CGMW7RoofE1mSaurq7CWNv3EBER5Uzh4eHSc5yUzc5cXFykUJ3y/XngfQhO+X6GrucYus4xtBtfCuVGYU+ePMGVK1f0fry25xJERERERERERJR9cGUAEWmlUqnQoEEDLFiwAI8ePcJff/0FlUolnDNmzBhhYdaRI0cwZ84c4ZzGjRtj+PDhet/XxsYGHTt2FGqXLl3CixcvDP8iMmjlypWIi4tLHdvb2+PTTz+Fk5MTxo0bh5s3b+L7778XHvPgwQOEhoZqvN7ly5el3WV1BfkAYNq0aVIHwHHjxuHZs2cYP348Zs6cKRyzsbHBn3/+iYkTJ+oMTY4cOVLnfYmIiLITUwX5kpKSEBISItTq169vlGtTzqKpq0SZMmUytUg1p8idOzemTZuGq1ev4qOPPpKO7927F48ePdL6eGWQz8/PT3q9kxnOzs6YMmWKUDt37hxWr15ttHsQmUpycrIUHEnpgJbi9evXaNOmDf79919zTo2yiJ9++glJSUlaj1+/fh0NGjQQnk9FRERgypQpqFSpElq1aoWEhAThMQsXLtT5XoqHhweWLVuGp0+f4tatWzh69CjWr1+P2bNnY8KECejbty/Gjh2LCxcu4MSJExg0aJDU4Qp43x3o448/xsiRIxEXF4eQkBCpW9jAgQOlx+XKlUuqL126VGNgBYDU+U9buJ9yFhsbG7Rt21aobdy4Ua/HPnjwADt37hRqgwcPNtrcjEkZ5IuKisKzZ88sNBvNlEEvW1tblCpVykKzsc4g36tXr7Qe0zU/5f+LdnZ2cHBw0LnIPjPd+AC5I9/Nmzd1/p7KqJiYGLx8+VKoKRffN2vWDP/88w8mT56MggULGn0OGdG4cWNhrK0j39u3b7F7926hpuwkqgs78hERkS5nz54VxkWLFhV+Vyo30jt27Jh0jalTpwq/X1QqFfz9/dO9d+vWrWFvb586dnd3R48ePfSee1plypSRuq0r34fURfl+prJzLhERERERERERZX0M8hGRXpycnDBs2DD89ddf0rF+/fph586diImJwcCBA6FWq4XHLVmyxOAdxX18fIRdXNVqtcZd9UxBrVZLu1d37twZBQoUSB27urpi8uTJ8Pb2Fs7bvHmzxmuePHlSGJcqVQqFChXSOQ9XV1fMnTtXqD19+hR169bFb7/9JtRtbGywYsUKjBo1CtOmTcPNmzdx5MgRDBs2TNgNfsyYMRbdOZqIiMjcTBXku3TpkrTgjEE+yghNi/ZTdpom/ZQuXRpr167F4cOHhYWhycnJQkeltNRqNYKDg4WacrdsY+jbty8qVaok1L777jth0xAia3T27Flp4VhwcDA+/PBDoZaQkIDevXtj3rx5ZpwdWbsbN25gxYoVQq1nz55SAObJkyfw8/PDhAkTULt2bXh7e+OHH36QOtUBwBdffIG+ffsaZX4qlQr16tXDokWL8OjRIyxatEhjQGT+/Plo1KgRfv75Z6FetmxZqXNRiuHDhwuh8JcvX2rtTKj8Oo3ZFZaytg4dOgjjo0ePSsFPTQICAoTOv7lz587w4mNT8/T0hIODg1Cztq58yiBf6dKlhcXd5qYM8mkLCZuTrm5quuanPJYSqq5du7bWDU2MHeSLj4/H/fv3M3VNTaKioqRaVuiiowzy3b59W+Pfz9y5c6UAZ5s2bfS+D4N8RESky7lz54RxzZo1hbEyyHfixAlhXcL169exYMEC4ZxPPvlE+oxAk+LFi+P333+Hi4sL8uXLh5UrV0rPv/SlUqmk9xmV70NqEx8fL21wkRWeSxARERERERERkWEY5CMigwwdOhTTpk0TaomJiejWrRt69eqF8PBw4di0adMyFBxzdHREnTp1hNqRI0cMn3AGnDhxAmFhYUJtyJAh0nkqlQqdO3cWavoG+dLrxpeiY8eO0j1u3rwpzWP58uXo1auXUPP19cVff/2FyMhIHDp0CCdPnsSsWbP0ui8REVF2odz51lhBvhMnTgjj0qVL8wN1yhBNC1KrV69ugZlkfY0aNUKXLl2EmrZOYVeuXJEW2ZoiyGdnZ4dffvlFqN2+fVvjBilEppScnIzTp09jxYoVuHHjRrrnBwYGCmMvLy/UrVsXu3fv1tgBc+zYsYiIiDDafClrmz59utDlKFeuXJg9ezaOHz8uhdXfvXuHGTNmIDQ0VOv1WrdujRkzZphkrq6urhg0aBBCQ0MxYMAA6fjp06exdetWoTZgwACtG1aVLVtWCjTMmTNHWFyaQhnkY0c+StG6dWthQzHgfUhPl8TERCxcuFCo9ezZUwrNWAs7OzspvKrsfGlpyt9rlt4cTdlBNDt15Ev52uzs7LQ+J89skK9AgQJwdXUVaqZ47hIZGSmMHR0ds0S39SpVqiBv3rxCTdmV78WLF9LvY39/f4O6BDHIR0REuig78imDfA0bNhTGT58+FTZf+Pbbb5GYmJg6dnR0xNSpU/W+/+jRo/HkyRM8efLEoKC6JsqNkIKDg4VNN7TRtCkAO/IREREREREREWU/DPIRkcG+/fZbjB07VqjFxMRgy5YtQq1evXrSeYbw9fUVxkePHs3wtQyhXPRStmxZrQsIlCG7q1evatw5XrnY35COPXPmzJEWGaRQqVRYtmwZ+vTpo/XxDg4OaNy4MerWrSvsCk9ERJQTmKojn7JTsHI3YCJ9aVqQyo58GZd2cwsAOHXqlMYFugcOHBDGJUqUQNmyZU0yp3bt2qFRo0ZCbdq0aXj58qVJ7keUIiYmBjt27MDQoUNRokQJ1KlTB3379kXFihWl16hKyiBf+/btAbxfBLd69WqMGTNGOJ6YmIg1a9YY9wugLOnWrVv4559/hNqIESNQoEABFClSBAcPHkSLFi30ulbJkiUxZcoUbN26Fba2tqaYbipnZ2csWbIES5cuhbOzs9bzbGxs8Omnn+q81meffSaMw8LCsGPHDqEWExODO3fuCDUG+SiFg4OD1IFy+fLlSEhI0PqYbdu2Sd2zhg0bZpL5GUvlypWFsbV35FN2dDM3ZUcYawjyGbsjHwCtvyOUXa4NpVKppH9D5b+xMSiDfIULF84S78nb2NhIn8cog3x//PEHnj9/LtQMCUcAcpAvNjZWCFwQEVHOpVar0w3ylS5dGoUKFRJqKe/Th4SEYP369cKx0aNH69WNLy1nZ2etG7cYQhnke/r0qV4bVyifS9jb2yNfvnyZng8REREREREREVkXBvmIyGAqlQozZ87EJ598ovUcBwcHBAQEZGqhlfKD45CQEJ0LVozh5cuXWLt2rVAbPHiw1jfs69SpI+2Cp+zK9/r1a2khir4d+QCgWLFimD59ulRXqVRYunSptLCHiIiI/o/yg/qHDx8aZZFYZkL6RGmVK1dOWMyoUqlQq1YtC84oa2vWrBkKFiwo1DR15QsKChLGfn5+Jltgq1Kp8Ouvvwq1Z8+eSTUiY3jz5g0CAgLQqVMneHh4oF27dli4cCEePnyYek5CQgLGjx+v9RoPHjzAmTNnhFpKkA94v9B71qxZ6N+/v3COtg71lLNMnz5deK7l7OyML7/8MnXs5uaGHTt2aH0vo2DBghg5ciSOHDmCW7duYdKkSXBwcDD5vFP069cPJ0+ehLe3t8bjrVq1QvHixXVeo2XLllKnsR9//FHoyhcRESF16dN2T8qZBg4cKIyjoqKkQGha8+bNE8b169eHj4+PSeZmLMpglrUH+SzdkS+nB/ky25EPkMOY5gryZRWNGzcWxmmDfI8fP8Yff/whHO/atavBr101bVjIrnxERAQA9+/fx7Nnz4SacrMzlUolbah3/PhxqNVqfP3110Ld3d0d33zzjUnmqo8yZcqgVKlSQi04ODjdxz169EgYZ5VNAYiIiIiIiIiIyDAM8hFRhtjY2GDJkiVo27atxuM//PBDpnfJbdiwoTCOiYmRduIztlWrViEmJiZ1bGdnh379+mk938bGBp06dRJqys6Ep0+fFhZn2dnZSTsIpmf48OFC+E+lUmHJkiXp7gJPRESU0ymDfElJSdKH4YaKjo6WOvAyyEcZ5eDggB9++CF1PGrUqHQDAqSdnZ0devToIdT+/fdf4fl4cnKytHBGWwduY2nQoIHUzXvWrFlCuIoos548eYIqVapg4MCB2Lp1q84F/ocOHcKpU6c0Htu+fbswzps3r7TRjkqlkoJYZ8+elTqMUc5y+/ZtLFu2TKgNHz5c6phgb2+PZcuW4eeff4abmxs8PDzQv39/7N27Fw8ePMDcuXPh6+trlC4IGVG1alWcOnUKH330kXRMGa7SxMbGBhMnThRqp0+fxu7du1PHyueSJUqUEIIsRBUrVpQWKS9ZskTjuVeuXJG6DY8cOdJkczMWQzvyRUdHY8OGDbh9+7YJZ/V/lF2d2ZFP9urVK63HdM1PV5CvXLly0qJ3d3d3abOOjGCQTzdlkC8sLAzR0dEAgF9++UX4d7OxscGUKVMMvoeyIx/AIB8REb137tw5YZwnTx6UKVNGOk9TkG/Hjh04ePCgUJ84cSLc3d2NPk9DKLvyHTt2LN3HZOXnEkREREREREREpD8G+Ygow+zt7bFu3To0atRIqNesWRNfffVVpq+fP39+VKhQQagdPXo009fVRq1WY+HChUKtQ4cO6b5BrlyQGxISggcPHqSOT548KRyvXr06nJ2dDZqbra0tdu7cif79+6Nly5apfyYiIiLdPDw84OTkJNTu3r2bqWuGhIQIY0dHR2l3YCJDfPnll4iIiMClS5cwe/ZsS08ny+vVq5cwDg8PF7qLXbx4MXVBagpTB/kA4OeffxY6lsfExGD8+PFITk42+b0pZ5g4caJBQbqZM2dqrAcGBgpjf39/2NvbS+c1atQI+fPnF2rKjW0oZ/n555+FbnxOTk5a3x9SqVSYMGECXrx4gSdPniAgIAAtWrSAnZ2duaark5ubG9asWYM5c+bAzc0NANCjRw/pPSBtevbsKQVG0nblu3btmnBM+f4XEQAMGjRIGO/cuVN4zzHF/PnzhbGHhwe6detm0rkZgzLI9/jxYzx9+lTjuVFRUahYsSK6d+8OLy8vqUO6sT1//lzqCGNtQT5dHe/MxRQd+VQqldSVr2LFikbpRMMgn261a9eW3j85evQo7t+/L/0/06dPnwxt5KgptM4gHxERAZA2861Ro4bG3//KIN/FixeFLvDA+839rGFjC2WH7Hv37qX7GOUmhEWKFDHqnIiIiIiIiIiIyDowyEdEmZIrVy4EBgaiXbt2AABvb2+sW7dO4yK/jFDu+m/KIN/p06dx/vx5oTZkyJB0H/fhhx8ib968Qi3t4kVlkC9tZz1D5MuXDwEBAdizZw9at26doWsQERHlNCqVSurKl9kgn3LRaK1ateDg4JCpaxKVK1cu0x2t6b169eqhbNmyQm3VqlWpfw4KChKOlSlTRur6YQrly5eXOjmtXLkSHTt2xPPnz01+f8reLly4oLFTk42NDRo3boxff/0VY8eOFY5p6mr07t077N+/X6ilvN5XsrOzQ/v27YUag3w51927d7F06VKhNnTo0HQDDMYIZpiKSqXCZ599hsjISNy7dw9r1qzRu0ugnZ2d1JXv5MmT+O+//wDIHfkY5CNNPvroI6F7VXJyMpYvXy6c8+bNG6k2aNAgKYxjjTw9PaXXUZcvX9Z47h9//IHHjx8DABITE/Htt9+adG7KgJetrS1Kly5t0numRxmASkxMREJCgoVm854pgnyAvDFHmzZtMjA7mTLId+PGDaNvqqEM8mWlxfcODg7SZxeHDx/G1KlTERcXl1qzt7fH5MmTM3QPe3t7ODo6CjUG+YiICNAc5NOkdu3awgYwycnJ0kYpP/30k1U8Hy5WrJgwvn//frqPycqbAhARERERERERkf4Y5COiTMubNy8CAwPx6tUrXL161ai7E2sK8qXsXm5sixYtEsalSpWSdv/VxN7eXlrYuHnzZgDvu/wZK8hHREREGWPsIN/x48eFsXIXYCKyLJVKJS3+XbNmDZKSkgDIQb6mTZuabW6TJ0+Wuqls374dtWrVkhYsEelLrVbj888/Fxai58qVC8uXL0dUVBQOHTqEr776Ct9//72wUD4pKUnqArpv3z7Exsamjm1tbeHv76/13sruZIcOHdLaTYmyt59//lkIlDg6OuLrr7+24IyMx9nZGcWLFzf4cb1790aZMmWEWkpXPmWQr3z58pmaI2VPuXPnxscffyzUAgIChP/vV65cKYSpbGxsMGzYMLPNMTPs7Oyk7/1Lly5J56nVamzatEmoHTx4EFFRUSabmzLIV6pUKYtv3qJ8Dgm8D+Bb0qtXr7Qe0zW39IJ8fn5++Ouvv9C4cWN8/vnnGDduXOYm+v95eXkJ49jYWDx8+NAo106R1RffN27cWBhv2LABAQEBQm3w4MHS7zdDpA0oAwzyERHRe+fOnRPGNWvW1Hies7Oz1mPA+wCg8n1BS1EG+R4+fJjuOgd25CMiIiIiIiIiyhkY5CMio3F1dTX6TuqNGjUSxpGRkbh165ZR7wG83z3433//FWqDBg3Se6f1Tp06CePg4GBER0fj/v370hvuDPIRERGZV4kSJYRxZoJ8ycnJUki/fv36Gb4eEZmGcsHOo0ePEBwcjKSkJBw8eFA45ufnZ7Z5FSlSBH/99Zf0OuPWrVto0KCBtEiWSB87duyQuuhNmDABffv2hYeHR2rN3d1d6gq5ePFivHjxInUcGBgoHG/UqBHc3d213rtFixZCsCA5ORnbt2/PyJdBWdi9e/ekjpBDhgxB0aJFLTQj62Bvby91DTt27BgOHDggdYxgRz7SRvn/9o0bN1Kfy6jVasybN0843q5dO7N0GjaWypUrC2NNQb6LFy9Kwbrk5GQp3GdMyvspA2CWYI1BPlN15AOAYcOG4dChQ5g5c6bGrz0jChcuLF1L+W+dWdktyHfr1i0kJiamjp2cnKSOs4ZydXUVxrq+j4iIKGd4/vw5bt++LdR0hfV0baw3Y8YMvT/fNzVlkC8+Pj7dzY+y+nMJIiIiIiIiIiLSj3W8g0VEpEW5cuVQoEABoXb06FGj32f16tXCAgJbW1v0799f78e3bt0aTk5OqeOkpCTs2LFDWuifN29eq1j4QURElJMYsyPf1atX8fLlS6HGjnxE1qdixYqoUaOGUPv3339x7tw56WfYnEE+AOjbty/+++8/6XVOXFwcBg4ciEGDBiEmJsasc6KsKyEhAV9++aVQK168OL744guN548dO1ZY0PbmzRssXLgQgOYQXvv27XXe39nZGa1btxZqKR3qKef45ZdfhG58Dg4OGD9+vAVnZD369u0rhapGjRolhVgY5CNt6tWrh0qVKgm1lODs4cOHERYWJhwbOXKk2eZmDMog3+XLl6VzNm7cqPGx69evN8mcACAiIkIYlytXzmT30pemMJuusJw56OrIl9kgnymoVCrp39KYQT61Wp3lF983aNBAZ/hh1KhRmQ7qsyMfEREpKbvxOTg4oGLFilrP1/Z+fIsWLdCyZUtjTi1TChcuLP1effDggc7HsCMfEREREREREVHOwCAfEVk1lUoFX19foWaKIN+iRYuEcdu2baVd8nRxcXGRPhjYvHmzFOSrW7eu1ewCSERElFMog3z37t3L8LVOnDghjIsXL27QcwYiMp/evXsL440bN2LXrl1Czdvb2yIdo5o2bYqzZ89qXHi0ZMkS+Pr64s6dO2afF2U9CxYskDp7/fzzz1o715QpUwZdu3YVan/++Sfi4+MRGhoqLT5PL8gHyB3q9+7da/FggakdOHAAy5YtQ3R0tKWnYnEvX77E0qVLhdrgwYP5/Oj/c3BwwDfffCPUrly5Ioxz586d47sXknYqlQqDBg0Sahs2bMDz58+lbnzlypVD8+bNzTm9TNOnI5+2IN/BgwcRFRVlknkpw13WEORzcnKCSqUSapbsyBcXFyeEuJV0zc1SQT5A/rc0ZpDv5cuXiIuLE2pZLcjn6uoKHx8frceMEdRnkI+IiJTOnj0rjKtUqQJ7e3ut52sL8s2YMcOo88ose3t7FCpUSKjdv39f6/nZYVMAIiIiIiIiIiLSD9MkRGT1TB3kO3fuHE6fPi3UhgwZYvB1OnfuLIx3796N4OBgoVavXj2Dr0tERESZY8yOfMePHxfG9evXz/C1iMi0Pv74Y2Gx88uXL/H7778L55i7G19axYoVQ3BwMMaMGSMdO3v2LFq2bJntw1CUOc+fP8fkyZOFWp06ddCrVy+dj1N263vw4AHWrl2LwMBAoe7t7Q1vb+9059GuXTvY2tqmjmNjY7Fnz550H5dV/fbbb2jWrBn69+8PX1/fHL/4fPXq1UIXUTs7O0yYMMGCM7I+/fr1Q/HixbUeL1++vBTOIUrrk08+ERYyx8XF4Y8//sCmTZuE80aMGJHlNhBTdht8/Pgxnj59mjq+du2axnAf8L6TrPLvwBiSk5OlwK2Xl5fR72MolUolBfUtGeR7/fq1zuPW2JEPMG2QT7nwHoC0eD8raNy4scb6F198gfz582f6+gzyERGRkrIjX82aNXWeX7JkSalTXe/evdN9nCUoN7nR1ZHv+fPniI+PF2rsyEdERERERERElD1lrU91iShHUgb5wsLC8Pz5c6Ndf/HixcK4ePHiaN26tcHXadeunbBYJiYmRgoIMshHRERkfsog3/Pnz9NddKiNsiOftt1/icjyihcvjg8++ECovXz5UhhbMsgHvO/U9L///Q9r1qyRFjCHh4dLgSuitKZMmSJ1hPvjjz/SDXHUq1cPjRo1EmozZ86Ugnz6dOMDAHd3d3z44YdCbcuWLXo9Nqu5d+8eJk2alDq+evUqVq5cacEZWZ7yPZUOHTroDK3lRI6OjjrDjRUqVDDjbCgr8vDwQMeOHYXatGnTkJiYmDp2dnZGv379zDyzzPP09ISDg4NQSxvcSy+ot27dOqPP6dq1a3jx4oVQq1q1qtHvkxHWFOR79eqVzuNZpSNfRESE0a6tDPLlzZsXTk5ORru+uWgK8uXPnx/jxo0zyvUZ5CMiIiVlR770AnkqlQrDhg1LHefPnx/Tpk0zydwyy5AgX3bZFICIiIiIiIiIiNLHIB8RWT0fHx84OjoKNWU3nIyKiYmRFt0NGDBA6CagLw8PD2mhsFLdunUNvi4RERFlTokSJaTavXv3DL7Oy5cvpW4Q7MhHZN169+6t87gyfGQpPXr0wKlTp1C+fHmh/vfff0vhKiLgfdBz7ty5Qq179+5SQE+bL7/8UhifP39e2gFf3yAfAHTq1EkYBwYGIiEhQe/HZxVTpkxBXFycUAsICLDQbCzv7NmzCA0NFWqDBg2y0Gys28CBA1G0aFGNxxjkI32k97PVu3dvuLu7m2k2xmNnZyf9DFy+fDn1zxs3bhSOeXp6CuODBw9qXPCcGceOHRPGxYsXlzaHsRRlkM+S3ZuzU0c+tVptlGsrvxcLFy5slOuam6bnk9988w3c3NyMcn1XV1dhnNGNloiIKHuIiYmRuiHXqFEj3cd98803CAgIwKRJk3D48GGULl3aNBPMJOVGN7qCfI8ePRLG+fLlk9ZIEBERERERERFR9sAgHxFZPUdHR9SpU0eoHT161CjX3rhxo9CVQ6VSoX///hm+XufOnbUeK1u2LAoUKJDhaxMREVHGODs7S7+D7969a/B1Tp06JSzws7e3h4+PT6bnR0Sm07VrV9jb22s8VqlSJava1bpixYoIDAyUFjIPHDgQUVFRFpoVWauvv/5a6MTk4OCAGTNm6P349u3bw8vLS+txd3d3+Pr66n09ZaeoFy9e4NChQ3o/PisIDw/H0qVLpfqpU6dw8eJFC8zI8pTd+IoXL46WLVtaaDbWzcnJCePHj9d4TBniJtKkefPmGjcoSTFy5Egzzsa4KleuLIxTNk+5ffu2FBaePXu20M1LrVan27XPUMogX8OGDY16/cxQPk+0ZEe+7BLke/fundHCoNklyFegQAF07do1dVyhQgWMGDHCaNdnRz4iIkorLCwMSUlJqWOVSoXq1aun+zh7e3v0798fU6ZMQcWKFU05xUxRduS7f/++1nOzy3MJIiIiIiIiIiJKH4N8RJQlKBcQGivIt2TJEmHcokWLTO3Yp+xCkBY79hAREVmOsoNCRoJ8yo7ANWvWhJOTU6bmRUSmlS9fPvj7+2s85ufnZ+bZpM/Lywv/+9//hNqTJ08wcOBAo3UKoawvKCgIW7duFWpjx45FmTJl9L6GjY0NPv/8c63H/f39YWdnp/f1SpQogdq1awu1zZs36/34rGDSpEnC4sK0NAX8srt3795h1apVQm3AgAGwtbW10Iys3+DBgzUuxGRHPtKHra0tBgwYoPFYgwYN9OpaYq0qVaokjFOCfMqAXv78+dGqVSt06NBBqK9bt86o87HmIJ+yI58lg3yvXr3SeVzX3CwZ5CtWrJjU2eb69etGubayi05WXnwfEBCA3377DVOnTkVQUBCcnZ2Ndm0G+YiIKK1z584JYy8vL+l3RVamDPIZ0pGvSJEiJpkTERERERERERFZHoN8RJQlKIN8ISEhSEhIyNQ1IyIiEBwcLNQGDhyYqWuWLFlSa2eeevXqZeraRERElHHK7hUZCfKdOHFCGDOkT5Q19O7dW2O9adOmZp6JfgYOHCh1N9uxYwf+/vtvC82IrElSUpIUwCtQoAC+/fZbg6/Vt29f5M+fX+Ox9u3bG3w9ZYf6LVu2ZJsA6pkzZ3QGRVasWIH4+HgzzsjyNm7ciJcvX6aOVSqV1pARvefs7Iyvv/5aqNnY2OjsjkmUVv/+/aFSqaR6Vu7GB2jvyKcM8nXs2BF2dnb46KOPhPqhQ4eM1lHt2bNnuHr1qlBjkE+zrNqRz8bGBp6enkLNWEG+7NRFx83NDV9++SW+++47o38dDPIREVFays17a9asaaGZmIYhQb7s9FyCiIiIiIiIiIh0Y5CPiLIE5YKJmJgYnD17NlPXDAgIEMb58+eXFsxmhHLxYgoG+YiIiCxH2ZHv3r17Bj1erVZLQb4GDRpkel5EZHrt2rWTFouqVCo0adLEQjPSTaVSYdGiRShUqJBQ//zzz3Ht2jULzYqsxdGjR6Xd6qdMmYI8efIYfK1cuXJpDH/Y2dmhdevWBl9P2aH+wYMHCA0NNfg61kgZlFT+n/L06VMEBgaac0oWt2jRImHcsmVLlCpVykKzyTqGDh2K8uXLp44//vhjdngmvZUqVQrNmzcXagUKFEC3bt0sNCPjUAb5njx5gosXL0qd8bp27QoAaNWqFVxdXVPrarUaGzduNMpclK/5nJ2drarbIYN8xqEMUDPIZ14M8hERUYqYmBhs3rxZqGW3zfOKFy8ujF+8eKH1ORw78hERERERERER5RwM8hFRlpA/f35UqFBBqCl36DNEQkICli1bJtT69u0LR0fHDF8zhaYgn4ODg1Ut+iAiIspplEE+QzvyRUREIDo6Wqhlt0UFRNlVrly50KVLF6FWrVo1rZ3IrEGBAgWwdOlSoRYTE4PevXtnujM5ZW3KEF+5cuUwaNCgDF9v5MiR0uvgxo0bI2/evAZfq2LFivD29hZqygV5WdHBgwexZ88eoTZx4kQ0btxYqCk3C8rOrl27hsOHDwu1zHwf5iS5cuXCgQMH8OOPP+LXX39lt1UymLIr67hx44zyfqYllS1bVvoafvrpJ6Grq5ubG5o1awYAcHJyQocOHYTzdXVNNYTy/ea6devC3t7eKNc2BmWQT1dYztRevXql87i2BepJSUmIjY0VauYO8pUrV04YM8hnXmmDuED6oVAiIsq+tm/fLjynUKlU6N69uwVnZHzKjnyA9q58fC5BRERERERERJRzMMhHRFmGr6+vMM5MkG/nzp3Sm+EDBw7M8PXSqlSpkrSrb40aNbL8ohoiIqKsLLNBPmVnhsKFC7PrDFEWMmrUKNjZ2aWOs0LgxN/fX+qWFhoaih9//NFCMyJrEB4eLowbNGggfG8bqmDBgujXr59Q69GjR4aupVKppK58W7ZsydjErIRarcY333wj1AoXLozRo0djwIABQn337t1aF+NlN0uWLBHGBQoUkEI1pF3RokXx/fff46uvvpK6EhGlp3Xr1ggICEDr1q0xZcoUjB8/3tJTyjQ7OzuhUyUgB/PatWsnvLeqXOB9+PBhqYNJRii7ADZs2DDT1zQmZeDNmjryKbsDawsZapozg3w5CzvyERFRilWrVgljPz8/jcG3rCx37txwc3MTavfv39d4LjvyERERERERERHlHAzyEVGWoSnIl3ZnZkMsXrxYGDdo0ACVK1fO8NzS0rRboJ+fn1GuTURERBmjDPLdu3cPycnJej02MTERc+bMEWr169eHSqUy2vyIyLRq166NrVu3om/fvpg7dy6GDx9u6Snp5ddff5U6k//88884cuSIhWZElnbt2jVhrOyAlxG///472rRpg9y5c+PTTz/NVNBV2aH+8uXLUvgwKwkMDMTx48eF2vfff49cuXKhW7duwkL05ORk/PPPPzqvd/36ddy5c8ckczWX+Ph4LF++XKh9+umncHBwsNCMiHKe/v37Y9euXZg0aRJsbLLHRzzK92WV7/l27dpVGLdq1Uro6qVWq7Fx40aN11ar1el2jwOAhIQEhISECDVrC/IpO/JZMsin/DstVKiQMNY2N00BP2sI8mX0c4YUiYmJePLkiVBjkE8zBvmIiAgAoqOjsXPnTqHWp08fC83GtJThRHbkIyIiIiIiIiKi7PEpLxHlCI0aNRLGkZGRuHXrlsHXefDggfTBgLG68aWYMGECatasCeD9QpSvv/7aqNcnIiIiwyiDfAkJCYiKitLrsbNnz8bp06eFWqtWrYw2NyIyjzZt2mD58uUYOXIkbG1tLT0dveTKlQurVq0SOq4lJydj5MiRmV5sTFmTMhRnjCBf7ty5sWPHDrx69QrLli3L1M9H3bp1pYVmWbUrX1JSEiZOnCjUypYtm/r+Qe7cuaXuhQEBARp/NtVqNcaOHQtvb2+ULl0aU6dONd3ETSwwMBCPHz8WasZ+T4WIch5dG6zlypULrVu3FmpOTk5SJ9D169cL45Rwn7e3N/LkyYOOHTsiISFB633Onz+PmJgYoVa/fn19vwSzsKYgn7Ijn/L3/9u3bzX+TrTGIN+rV6/w9OnTTF3zyZMn0tfLxfeaMchHRETA++duaZ+bOTo6okuXLhackekUL15cGGsK8sXGxuL58+dCjR35iIiIiIiIiIiyLwb5iCjLKFeuHAoUKCDUjh49avB1li9fLnTg0bT4LrNcXV0RGhqKBw8e4OLFi8iXL59Rr09ERESGKVSoEOzt7YXa3bt3033czZs3MWnSJKFWsWJF9O/f36jzIyLSxsfHB1OmTBFqFy5cwIkTJyw0I7KUd+/eSb+7ypcvb7TrG6PTrI2NDTp27CjUNm/enOnrWsLq1asRFhYm1KZMmSJ0nhswYIBw/Pr16xo7Zn7//feYPXt26gL/77//HmfOnDHBrE1v8eLFwrhRo0ZS51AiIkPpCvL5+/tLATYA+Oijj4Tx4cOH8fDhQwDvX+t17NgR3bp1w/Xr1wEA27Ztw99//631PseOHRPG5cuXh4eHh95fgzko/x40heLMRRnkUy40V6vViI2NlR6nnLNKpYKTk5PxJ6hDiRIlpPcHIiIiMnVNZQcdGxsbq/v+sRbKIJ/ye4mIiHKGVatWCeMOHTogT548FpqNaenTkU/TpoPcFICIiIiIiIiIKPtikI+IsgyVSgVfX1+hpmmBnC7JyclYsmSJUPv444+lD4+NQaVSoWjRokZZDElERESZY2NjgxIlSgi19IJ8arUaQ4cOFboyqFQqLF68GI6OjiaZJxGRJl9//TU8PT2F2sKFCy00G7KUlCBCWsqOMtagc+fOwvjEiRN6d8G1FvHx8fj++++FWtWqVdGzZ0+h1qBBAylMGRAQIIwXLlyIadOmSfdQXj8ruHv3Lvbs2SPUBg8ebKHZEFF2UqlSJa3HtHVmadmyJVxdXVPHarUa69atw6xZs1CpUiUEBgZKj1m+fLnW+yiDfA0bNkxv2man7FxnyY58r169EsaaFpprmp8yyOfi4mL2989tbW1RtmxZoabpeZYhlEG+ggULZpku4OaW9ucWAOLi4nR2yyQiouznzp07OHz4sFDr3bu3hWZjesog3/3796VzHj16JIwdHR2RN29eU06LiIiIiIiIiIgsiEE+IspSlEE+QzvyBQcH4+bNm0Jt0KBBmZ4XERERWT9Dg3zLly/Hvn37hNqIESOsckEnEWVvtra2Ulhm7dq1ePHihWUmRBYRHh4ujEuUKCEt6LcGfn5+UsegS5cuWWg2GRMQEIBbt24JtZ9++gk2NuJbqSqVSurKt27dutTOMtu3b8fw4cM13mPHjh04fvy4EWdtekuXLk3tKggAbm5u6NatmwVnRETZhaenp8bNUhwcHNCuXTuNj3FycpK6wH7++ef4/PPPtXaqO336NK5evarxmPJ9ZuX70NZA+fvVkkE+ZRc1TUE+Tf8OmoJ8lqDcDMHYQT520NFO06aKluwuSURE5vfvv/8KY3d3d/j7+1toNqanT0c+Tc8luFkwEREREREREVH2xSAfEWUpygUUly5dwvPnz/V+/OLFi4Vx5cqVUbduXaPMjYiIiKxbyZIlhfG9e/e0nhsVFYXPP/9cqBUvXhzTp083ydyIiNLTr18/2NnZpY5jYmKwatUqC86IzO3atWvC2Nvb20Iz0c3BwQFeXl5CLbOL481N+bPVoEEDrUGSTz75ROi48+7dO6xbtw4hISHo0aMHkpOTtd5n0qRJxpmwGSQlJUndBnv37i2FSoiIMsLW1hYVKlSQ6i1atICbm5vWx3Xv3l0Ypw0ba7Ny5Uqpdu/ePakzijVu4GLNQb5ChQpJ5zDIR5poCvK9efPGAjMhIiJLUKvV0vOxjz76CA4ODhaakekVL15cGGsK8ik78hUpUsSkcyIiIiIiIiIiIstikI+IshQfHx9pd+a//vpLr8dGR0dj06ZNQm3QoEHczY6IiCiHUAb5dHXkGz16tLRZwF9//aVzESkRkSkVKlQInTp1Emp///23XgvWKXtQduSz1iAf8L6zUlo3btyw0EwMl5iYiNDQUKE2fvx4re8dFClSBG3atBFqs2bNQrt27aSAhY+PjzDev38/goKCjDBr09uxY4f03EnZKZSIKDMqVaok1bp27arzMS1bttT5Gm3o0KEYOHCgUFu5cqUUsj527Jgwdnd3R/ny5dObstlZU5Dv1atXwjhfvnzSAnxN87OWIJ+xNx1gkE9/mv7NGeQjIso5zp8/j8uXLwu13r17W2g25qHsyBcZGYnExESplhafSxARERERERERZW8M8hFRluLo6IiWLVsKtV9++QWPHz9O97GrVq1CXFxc6tjBwQF9+vQx+hyJiIjIOukb5Nu2bRvWrVsn1D7++GOtnXiIiMxlyJAhwvjixYsICQmx0GzI3JQd+awxYJDC2F1uzOny5cuIiYkRar6+vjofowyJXLp0CU+ePBFqffv2xZEjR6QFfJMmTbLqQO6ZM2fQo0cPdO7cWaj7+PigZs2aFpoVEWVHlStXFsa2trbo0KGDzsc4OTmhY8eOUr1SpUo4cuQIFixYgBEjRgjH7ty5gyNHjgg1ZZCvQYMGsLGxvo/PlAEoTR3vzEXZkc/V1VUKGubkjnzsoqOdvb29tFmj8vuJiIiyL2U3vlKlSqX7mjurU74PkJSUhKioKKHGjnxERERERERERDmL9X0SSUSUjsmTJwvj169fY8qUKTofk5SUhIULFwq1zp07w8PDw9jTIyIiIiulT5Dv5cuX0kLPfPnyYfbs2SadGxGRPpo1a4YyZcoINeXrHMqe1Gq1FORjRz7TOHXqlDAuXbp0uu8dtGnTBgULFtR6vEWLFli0aBGcnZ3x3XffCceOHj2KPXv2ZHzCJqBWqxEcHIxWrVqhVq1aWLdundS9atCgQRaaHRFlV35+fsK4devWyJ8/f7qP++GHH+Dq6grg/SZwP/30E86ePZu6ILxmzZpStz/lAnJlkK9hw4YGz98crLkjn6urq15BQ2sN8j1//hzR0dEZvh676Bgmd+7cwpgd+YiIcoakpCSsXr1aqPXq1csqN1AwpgIFCsDe3l6oPXjwQBjzuQQRERERERERUc6Svd8RI6JsycfHR+qk9/fffyM8PFzrY6ZPn46wsDChxkVnREREOYsyyPfkyROp484333wjfYg+a9YsnYvziYjMxcbGBoMHDxZqa9aswcuXLy00IzKXZ8+e4cWLF0ItK3Xku3HjhlV3nUtLGeSrU6dOuo+xt7dH3759NR6rUaMGNmzYAAcHBwDAgAEDULp0aeGc7777zmr+fnbv3o0GDRrAz88Pe/fu1XhOmTJl8Mknn5h5ZkSU3TVs2BDjx4+Hi4sLatWqhQULFuj1OE9PT9y5cwc7d+7E/fv38e2336b+nwsAKpVKei953bp1iI2NBfA+WHb27FlpLtbIWoJ8CQkJiIuLE2pubm5SKE/T/KwlyFeqVCnY2dkJtcx05ePie8OkhG9TMMhHRJQzHDx4EA8fPhRqvXv3ttBszMfGxgZFixYVasrPINiRj4iIiIiIiIgoZ2GQj4iypJ9++gmOjo6p48TEREyYMEHjuUePHpW6+Hl7e6Np06amnCIRERFZmRIlSki1e/fuAXjfTWDYsGH466+/hOMtW7bkQnUisir9+/cXFh2/e/cO//77rwVnROag7MZnb2+PUqVKWWg26VN25Hvz5g0eP35sodkYJiNBPuD9z6ZSyZIlsWPHDri5uaXWHBwc8MMPPwjn/T/27js8yjr7//+ZmXRqICSQRk2ASG8KCDYIRQEpKvaGrm3XZfWz33Vd3bWtuva2ChbsAqIIShFZCwKi9N4ChCSUQAwQSkid3x/+iLzf98xkZjIz98zk+biuvS7OmXve90k2JAjzmrN69Wr54osvPB/Wxz744AMZMWKE/Pzzzw4fb9Sokfz1r3+VlStXGjbpAIAvPPXUU3Ls2DFZtWqVpKamuv28+Ph4GTFihNMNqvoLxI8dOybz5s0Tkd++71dVVdU8ZrPZpF+/fl5M73/BEuQ7fvy4odeoUSPDfMG8kS8iIsIQrCfIFzhs5AMQ7oqLi+Xtt992+t9W9ZW+FblHjx5yzjnnmDRNYKWkpCg1G/kAAAAAAADqN4J8AEJSenq6/PnPf1Z6s2fPlqVLlyq9o0ePyjXXXCPV1dU1PZvNJtOmTROrlW+BAADUJ40aNZKmTZsqvby8PFm0aJF06dJFpkyZojwWFxcnb7zxhlgslgBOCQCutWzZUkaPHq30pkyZEjTbvOAf+gb6Dh06iM1mM2ma2qWmpkpkZKTS27Vrl0nTuO/06dOyYcMGpedukC8rK0tGjhxZUzdt2lQWLFhgeNd9EZHrrrvOsFHxoYceUoIkZnjuuecc9hMTE+Xf//635OXlydNPPy3NmzcP8GQA6hN//HxLT0+XCy64QOl98MEHIiKyfPlypd+jRw/TwmW10YNyFRUVUlFREfA5SkpKDL1Q28gnYtwg7G2Q79SpU4bPCS++d40gH4Bwdvz4cenUqZNMmjRJzjvvPPn000/NHikolJaWymeffab06sM2vjP0IF9BQUHNr6urqw1BPjbyAQAAAAAAhDdSLABC1gMPPGB48dj//d//1byA1W63y+233y55eXnKNf/6179kwIABAZsTAAAEj/T0dKWePHmyDBs2rGYz39mefvppadu2baBGAwC33X777Uq9fv16WbVqlUnTIBD0jXx6CCzY2Gw2adeundILhSDf+vXrpbKysqa2WCzSu3dvt5//wQcfyN///ne5++67ZdWqVZKVleXwuoiICHnkkUeU3ubNm2XmzJneDe4De/bskfXr1yu9Nm3ayGuvvSa5ubnywAMPGN4QAQBCib5pff78+fLrr78agnzB/PfGjkJvZmzl0zfyWSwWadCgQUht5BPxXZCvsLDQ0CPI55oe5HO05REAQtVnn30mhw8frqnvv/9+09+0JRh89dVXSvDdYrHI1VdfbeJEgeVqI19xcbHydxEi/FkCAAAAAAAg3BHkAxCymjRpIg8//LDSW7FihcyaNUtERN5++23DuxxecMEF8sADDwRsRgAAEFz0IN+mTZsM1zRo0ED++9//yj333BOosQDAI0OHDpXWrVsrvalTp5o0DQJB38iXmZlp0iTua9++vVJ7++L4QFq5cqVSd+rUSRo1auT285s1ayZPPPGEvPrqq4aPX3fFFVdI165dld4///lPw4v3AmXu3LlK3bx5c9m+fbvcddddEhsba8pMAOBLEyZMkOjo6Jq6oqJCZsyYIT/99JNyXTAH+fSgnEhwBPkaNmxYE+Y7W6gF+Xbu3OnVOfoGndjYWI/+/FAfsZEPQDjLzc1V6ry8PFm4cKE5wwSRjz76SKkvuugiQ7gtnKWmpir12UG+AwcOGK5PSkry+0wAAAAAAAAwD0E+ACHtjjvuMPyD+wMPPCDr16+XP/3pT0q/WbNm8uGHH4rNZgvkiAAAIIjoQT7dxRdfLBs3bpQ777wzQBMBgOesVqvcdtttSu+TTz5R3tkcjtntdnnsscfkvPPOk7/97W9SXl5u9khu0YN8wb6RT8QY5AuFjXx6kK9v375+u5fVapXHHntM6e3cuVM++OADv93TlTlz5ij1ZZddJlFRUabMAgD+0KRJExk9erTSe/LJJ6W4uFjpEeSrnf5nzsaNG4uIMZTnaLZgDvJ5+6YDepCvZcuWYrFYvJ6rPtCDjgT5AIQT/eeCiMjrr79uwiTBo7i4WObPn6/0rr32WpOmMYerjXz610xCQoJERkYGZC4AAAAAAACYgyAfgJAWFRUlTz75pNLbtWuXnH/++VJaWqr03377bcO73QEAgPrFWZCvYcOG8sYbb8jixYulbdu2AZ4KADx38803K29ScvLkSfn4449NnCg0fPjhh/Lwww/Lzz//LE8//bTcfffdZo9Uq6qqKsMLy0NhI5/+4niCfEajR4+WPn36KL3//Oc/fr2nI8XFxbJkyRKlN2bMmIDPAQD+dv311yt1QUGBUqekpEhaWlogR/JITEyMISAWDBv5zoSy9KBhqG3kKyoqkqNHj3p8jqMgH1xjIx+AcOYoyDd//nzZu3dvrc+12+1SVFQkdrvdH6OZ5osvvpCKioqaOjo6WsaPH2/iRIHnKMh35v9nfSNfq1atAjYXAAAAAAAAzEGQD0DIGz9+vPTv31/p6f/we9ddd8nll18ewKkAAEAw6tatm6E3dOhQ2bRpk/zhD3/gXfMBhIzk5GQZNWqU0psyZUrYvdjL195++22lfuutt+Stt96q87nl5eV+ewFyXl6elJWVKb1QCPLpG/m83XITKMePH5dt27YpPX8H+SwWi2Er37Zt2+TQoUN+va9u/vz5UlVVVVPHxMRIdnZ2QGcAgEAYNmyYNG/e3OnjAwcODOr/JrRYLG6F5fxN38h3Jsinh/KCPcjXtm1bsVrVfyb15o0HCPJ5jiAfgHDmKMhnt9tl6tSpLp+3f/9+6d69u7Ro0ULOP//8sPreuGXLFqUePny4NGnSxKRpzKEH+U6ePCnHjh0TEf4sAQAAAAAAUB8R5AMQ8iwWizz77LNOH+/SpYvLxwEAQP0xdOjQmg0zCQkJ8tZbb8nXX38trVu3NnkyAPDc7bffrtTr1q2T1atXmzRN8Dt48KBh65iIyN13323YxOaJpUuXSps2baRp06YyefLkuozo0Pbt25W6adOm0qJFC5/fx9ccbbk58yK1YLR69WolCBsRESHdu3f3+32HDh1qCGUE+vfxnDlzlHrIkCGmBisAwF+ioqJk4sSJTh8fMGBAAKfxjv4zIxg28jVu3FhEjKE8R7MFU5AvKirK8HcB3rzxgL5Fhxff104P8ulfUwAQyhwF+UR+e2Oh8vJyh4/Z7XaZNGmSbNy4UUREli9fLq+99prfZgw0/XOSkZFh0iTmSU5ONvT27dsnImzkAwAAAAAAqI8I8gEICwMGDJBx48YZ+jExMTJ9+nSJjY01YSoAABBsIiIi5IsvvpDCwkLZv3+/3HrrrUG9cQEAXMnOzpb09HSlV9s7vNdns2fPdrixsLy8XCZMmCBFRUVenfuXv/xFDhw4IFVVVfLiiy/K4sWL6zqqYseOHUqdmZkZEj+72rRpY5jTmy03gaKHObt16yYxMTF+v6/NZpOePXsqvUAG+crKymThwoVK78ybHgBAOLruuuucPkaQzz166OrMRj53tgUGU5BPxPjGA94E+dii4zk28gEIV3a73WmQr7Cw0PAmKmd8+eWXsmDBAqXn679bMBM/K397zUJCQoLSOxPk4/MDAAAAAABQ/xDkAxA2nnrqKYmIiFB6L774opxzzjkmTQQAAIJVYmKiREZGmj0GANSJzWaTSZMmKb2PP/6YjRZOzJo1y+ljeXl5cvXVV0tVVZVHZx4/flxWrVql9KZMmeLVfM7oQb6OHTv69Hx/iY6OlrS0NKUXSkG+vn37BuzevXv3Vmr9a8qfvv32W+XF8xaLRUaNGhWw+wNAoJ177rmG8JaISGxsrPTo0SPwA3koGIJ8JSUlSh2qG/lECPKZ5Uz48wyCfADCxbFjx6SsrMzp46+//rqhV1paKn/+858N/RUrVkhlZaUvxzON/rMyKSnJpEnMlZKSotRs5AMAAAAAAKi/CPIBCBsZGRny+uuvi9X627e2v/zlL3L77bebPBUAAAAA+M8tt9xS899AIr+9OPqTTz4xcaLgdOjQIfn++++Vnv7CscWLF8tDDz3k0bnr1q0zbPmbM2eOHDp0yKs5Hdm+fbtSZ2Zm+uxsf9NfHE+Qz7E+ffoodSA38ukbIfr3719vX1QJoH6wWCwOt/L17ds3JN7sRQ++Odp6529s5FMR5PMcG/kAhCtn2/jO+O6772Tbtm1K7z//+Y/s2bPHcO2JEydk48aNPp3PLPys/I0e5CsoKBARPj8AAAAAAAD1EUE+AGFl0qRJcuDAAdm7d68899xzYrFYzB4JAAAAAPwmJSVFLrvsMqU3depUk6YJXl988YVUV1fX1HFxcfLTTz9JcnKyct2TTz4pX3zxhdvnOtqcVlFRIe+9957Xs+r0jXyhFORr3769Unvz4vhAOHz4sOTm5iq9fv36Bez++ka+goICKSws9Pt9q6urZe7cuUpvzJgxfr8vAJjNUZBvwIABJkziuWDYyOcsyFdbyNButxvmDfUgn91u58X3XiDIByBc6T8TGjZsKAkJCUpvypQpNb/es2ePPPXUU07PW7ZsmW8HNEF5ebn8+uuvSq++/qxkIx8AAAAAAADOIMgHIOwkJiZKenq62WMAAAAAQEDom8hXr14d0I1eoWDWrFlKfemll0rbtm3l008/lYiICOWxG2+80RCec8bZ5/mtt94ybOrzxqlTpyQvL0/pdezYsc7nBkqobOTTA5lxcXHSuXPngN2/Y8eOhiBDIH4Pr1q1yvCCQYJ8AOqD9u3by6BBg5TesGHDTJrGM8EQ5CspKVHqxo0bi4gxlKfPVlpaavjzUbAF+Q4ePGjYlOTKkSNHpKKiQunV13CCJ/Qgnx4OBYBQpQf5UlJS5JZbblF67777rpSWloqIyOTJk+X06dNOzwuHIN+hQ4cMvfr6szI1NVWp9+3bJ6dOnTL82aq+fn4AAAAAAADqE4J8AAAAAAAAIWz48OGGFwO9+eabJk0TfIqKiuTbb79VehMmTBCR37bvvPDCC8pjJSUlMnbs2JoX1rniLGy1Y8cOWbJkiZcT/87RVhj9BefBTN/IF6xBvpUrVyp1r169DAFPf7LZbNKzZ0+lF4gg35w5c5S6Y8eOIRUUBYC6ePvttyUjI0MiIyPlT3/6k1x44YVmj+SWYAjyOdvIp8+mb+TTaxHzg3zt2rUTi8Wi9Dp37izZ2dny2WefGUJ6Oj2wISKSlJTk0xnDERv5AIQrR1ta9TdfOnr0qMycOVMWLFhg+G+ytLQ0pQ6HIJ/+OYmIiJBmzZqZNI25HG3kc/RnCTbyAQAAAAAAhD+CfAAAAAAAACHMZrPJpEmTlN5HH33EC2L/f3PmzJGqqqqaOjY2VkaOHFlT33333XLdddcpz9myZYu89957Ls89fvy4bN++3enjvghT6uenpaWZ/oJ3T+hBvoKCApfbBszyyy+/KHXfvn0DPkPv3r2V2owgH9v4ANQnGRkZsmPHDikpKZGXXnrJ7HHcFgxBPn1rzJkgn/5nlFAI8sXExEhmZqah/80338iECRMkPT1dHnzwQcnNzXX4fP3F9/Hx8RIdHe2PUcPKma+ZM8rKymoNTQJAKHAU5Gvfvr1kZ2cr/VdffVXuvfdepZeYmCiffPKJ0svPz5f8/Hz/DBsghYWFSp2UlCRWa/18mZIe5CsoKDB8zcTGxhp+TgIAAAAAACD81M+/IQMAAAAAAAgjt9xyi/JCqBMnTsj06dNNnCh4zJo1S6lHjBihbAGxWCwyZcoU6datm3Ld119/7fLctWvXit1ud3nf4uJiLyb+3Y4dO5Ta0QvNg5ke5LPb7bJnzx6TpnHMbrcbNvIFQ5Bv1apVfr1fTk6ObN68WekR5ANQH8XExJg9gkdqC8sFgr6Rr3HjxiJinO3UqVPKn5UczaoHE83wyCOPSGRkpMPHDh48KP/+97+lffv28vTTTzt8/GwtW7b0y4zhRt/IJ2LO1zIA3ygpKZGpU6fKokWLXP43cn3g7OfCHXfcofRXrVolO3fuVHpPP/209O/fX5o2bar0ly9f7vtBA4iflb/Tg3yHDx+WvXv3Kr1WrVoZtgUDAAAAAAAg/BDkAwAAAAAACHFpaWnKljkRkalTp5o0TfAoLi6WxYsXK70JEyYYrouLi5P7779f6f34449SXV3t9Gx9Y1rbtm0lKiqqpi4rK5MPPvjAm7FrhHqQr1GjRpKYmKj0cnJyTJrGsfz8fDl06JDSMyPI16dPH6Xet2+f4QWPvqRv40tMTJRzzz3Xb/cDAPhGMGzk04N8Z7bG6LNVV1dLWVlZTa0HtWJjY4NiI89VV10lmzZtksmTJ0t8fLzDa6qrq+WBBx6QXbt2KX3CCd5xFORjmzgQmiorK6Vnz57yhz/8QYYNGyYvvvii2SOZytnPhVGjRklycrLT55133nlyww03iNVqlf79+yuPLVu2zPeDBhA/K3+Xmppq6K1Zs0ap6/PnBwAAAAAAoD4x/1/IAAAAAAAAUGe33367Uq9cuVLWrl1r0jTBYe7cuVJZWVlTR0dHy2WXXebw2sGDByv1r7/+Klu2bHF6tr4x7eKLL5axY8cqvTfffLNOGwm2b9+u1B07dvT6LLPoW/n0F8CbTd/GFx8fb5g5EDIzMw2bjPSwqC/pQb5Ro0aJzWbz2/0AAL4RDEG+kpISpXa2kU9EnU8P8jm63iyZmZny/PPPy759++T999+XgQMHGq6x2+3yzjvvKD09nNCqVSu/zhkuHP1/rwdEAYSGb7/9Vnbv3l1T//Of/6zXGzadhdYiIiLktttuc/gci8Uir776ak24Xf8ZRJAvfDRt2lRiY2OVnv7f/fxZAgAAAAAAoH4gyAcAAAAAABAGRowYISkpKUrvzTffNGma4DBr1iylHj58eM3WGF3r1q2ldevWSm/JkiVOz9ZfbNW7d29DmHLz5s2yYsUKT0auYbfbDUG+UNvIJyLSoUMHpQ72IF+fPn3EYrEEfA6bzSY9e/ZUev4K8hUVFRleDDpmzBi/3AsA4FtmB/kqKyultLRU6TnbyCeihveCOch3RmxsrFx//fWydOlS2bhxowwfPlx5fNq0acqbRBBO8E5kZKRER0crPTbyAaGpoKBAqY8fPy6fffaZSdOYz9XPhUmTJjl885Q//OEP0rt375paD/KtX78+pL9H6p+TpKQkkyYxn8ViMfy9nf7f/fxZAgAAAAAAoH4gyAcAAAAAABAGIiIi5NZbb1V6H374Yb19N/yjR4/KokWLlN4VV1zh8jn6Vr4ffvjB4XUlJSWyY8cOpdenTx+58MILDdvcvA1TFhUVydGjR5VeOGzky8nJMWkSx/QgX9++fU2a5LevobP5K8j31VdfSXV1dU0dFxcnQ4YM8cu9AAC+pYffAv3nPEdBgjNBPkfBvFAL8p2tS5cu8swzzyi9AwcOyLx582pqgnze099cI5RDKkB99uuvvxp606ZNM2ES/9i5c6dMmjRJJk+eLEVFRS6vraqqksOHDyu9s7erpaamyqhRo5THmzVrJo8//rjS69evn0RERCjn/vzzz95+CKbjZ6VKD/Lpm47ZyAcAAAAAAFA/EOQDAAAAAAAIE7feequyTez48eMyY8YMEycyz5dffikVFRU1dVRUlFx22WUun3PBBRco9ZIlS8RutxuuW7t2rdKPiIiQrl27itVqlUmTJinXzpgxw/DCLHfoQcHIyEjDxsBQEMwb+aqrq2XVqlVKz8wg39lbGETEMJuvzJkzR6mzs7MlNjbWL/cCAPiW2Rv5HP2ZpnHjxiLy259VIiMjlcfOni/Ugnwiv4X5zjvvPKX31ltv1fyacIL3GjZsqNQE+YDQ5CjI9/3338vu3btNmMa3Kisr5aKLLpK3335bXnzxRbn55ptdXn/48GHlDVNEjD8X/v73vys/K1988UVp3ry5ck1cXJxhW7u+UT2U8LNSlZqa6vLx+v75AQAAAAAAqC8I8gEAAAAAAISJ9PR0GTFihNKbOnWqSdOYa9asWUqdnZ0tTZo0cfkcfSPfwYMHZefOnYbr9E1pXbp0kZiYGBERuemmm5R3zz916pR8/PHHHs0uYgzydejQQWw2m8fnmE3fyJebmyuVlZUmTaPauXOnIZAQTBv59u/fb3jRY12VlpYaNlWOGTPGp/cAAPiP2UG+48ePG3pnB7L0+UJ5I98Zt912m1LPnz9fCgoKRIRwQl0Q5APCg6Mgn4jIu+++G9hB/GDDhg2yb9++mnrevHlSVlbm9Hr9Z4LVapWEhASl17dvX1myZIk8+OCDMn/+fLn++usdnjVw4EClJsgXPvSNfDo28gEAAAAAANQPBPkAAAAAAADCyO23367UP//8s6xfv96kacxRUlIiX3/9tdK74ooran1ehw4dDC8qW7JkieE6Pch3dgCrZcuWMmrUKOXxN998s9Z767Zv367UHTt29PiMYKAH+SoqKiQ/P9+kaVQrV65U6latWtX6ojp/yszMNLyoXf9aq6t58+YpoQ+r1VrrpkoAQPAwO8inB+AbNGggVqtVqc8WDkG+K6+8Uvn5XF1dLdOmTZOKigopKipSrq3v4QRP6H/mcRQSBRD8XAX5qqqqAjyNb+nf4+12u+Tl5Tm9Xg+sJSYmOnwznvPOO08ef/xxw5swnU0P8q1YsSIkP58nT540BLXr+8/K2v7Oob5/fgAAAAAAAOoLgnwAAAAAAABh5NJLLzW8g7c3QbJQ9tVXXynvlB8ZGWkI1zlisVjkggsuUHo//PCD4bpVq1Ypde/evZVa39yyZs0ajwNZ+ka+zMxMj54fLBISEqRx48ZKb9euXSZNo9KDfGZu4xP5LVTXs2dPpad/rdXF119/LTfddJPSGzhwoGFLBAAgeLkKygWCHrbSf8br850dNAzVIF/Dhg3lmmuuUXpvv/22FBYWit1uV/q8+N59bOQDwoOzIF9+fr7873//C/A0vuXoY8vNzXV6vS83z+lBvpKSEtm8ebPX55mlsLDQ0KvvPyvZyAcAAAAAAAARgnwAAAAAAABhJSIiQm699Val98EHHwR8Y4uZZs2apdRDhgyR+Ph4t547ePBgpdY38pWUlBhCdnqQLzs7W9LT05Wep2HKcNnIZ7FYDFv5CPI5d/Z2RxHfbeT74IMP5LLLLjOEKK6++mqfnA8ACAyzN/LpQb5GjRoptT5fOGzkExGZNGmSUu/du1c+/PBDpWez2aR58+aBHCuk6V87BPmA0OQsyCciMm3atABO4ntmBvlatWolbdu2VXrLli3z+jyz6J+TuLg4Q5C7vklNTXX6mMVikRYtWgRwGgAAAAAAAJiFIB8AAAAAAECYufXWW8VisdTUJSUlMmPGDBMnCpwTJ07IggULlN4VV1zh9vP1jXx5eXmyd+/emnrt2rXK45GRkdKtWzelZ7PZDGHKjz/+2O0X21dVVUlOTo7SC9WNfCIiHTp0UGr9YzNDRUWF4f/LYAjy6aHQum7ks9vt8p///EduuOEGqaysVB4bMmSIYXskACC4mR3kKykpUWo9jOVqY2AoB/n69Okj3bt3V3rPPfecUiclJYnVyj+7uouNfEB4cBXkmz17thw5ciSA0/iWo49tz549Tq/3ZZBPxLiVLxyCfC1btlT+rqo+crWRLzExUSIiIgI4DQAAAAAAAMzCvygBAAAAAACEmTZt2siwYcOU3qOPPiqlpaUmTRQ48+fPl9OnT9fUERERMmbMGLef37lzZ8M2lR9++KHm13qwqkuXLhIdHW0455ZbblFezH38+HG3t6vl5eVJeXm50gvlIF8wbuTbvHmz8nUiYtyGZwY9yHfgwAE5cOCAV2dVV1fL5MmT5f/9v/9neOzqq6+WefPm8SJBAAgxepCvoqJCKioqAnZ/fSNf48aNldpV0DCUg3wWi8UQfi8qKlLqugY26hs9yKd/bQEIfna73fC98GxlZWXyySefBHAi3zJzI5+IyIABA5Q6XIJ89V3Lli2dBv/5/AAAAAAAANQfBPkAAAAAAADC0J133qnUubm58swzz5g0TeDMmzdPqS+66CJp1qyZ28+3Wq0yePBgpbdkyZKaX+thPGfhr9TUVOnatavS0zfAObN9+3albtq0qbRo0cKt5wYjPcgXDBv5Vq5cqdTt2rUzBDjNkJmZaXhhu7sB0LOVlZXJ1VdfLS+99JLhsb/85S/y4YcfSlRUlNdzAgDMoQflRCSgb9Sgh63qy0Y+EZFrrrlGYmJinD7Oi+89w0Y+IPQdP37csPVb/+/jd955J5Aj+ZTZQT59I19ubq7s37+/TmcGmv45SUpKMmmS4BEREeH089CqVasATwMAAAAAAACzEOQDAAAAAAAIQ6NGjTIE0p588kmXLzwLddXV1bJgwQKlN3r0aI/P0T9vZ2/k00NV+ga1s/Xo0UOp161b59b9d+zYodSZmZlisVjcem4w6tChg1Lv3r1b7Ha7SdP8FiR4+eWXlV7fvn1NmkZltVqlV69eSk/fAlmbkydPyogRI2TmzJmGx5599ll57rnnnG4AAAAEN0fhNz0g508lJSVKrW/k0+cLl418IiLx8fFyxRVXOH2cIJ9nCPIBoc9R0O3//u//lHr16tWyYcOGQI3kU44+vj179ji93tdBvnPOOcfwczbUtvKxkc+x1NRUh30+PwAAAAAAAPUHr9gAAAAAAAAIQxaLRV5++WUlsHP69Gm57777TJzKv9asWSOHDx9WeiNHjvT4HD3Il5OTI/v375djx44ZQnaugnw9e/ZUam838nXs2NGt5wUrfSPfyZMnpbCw0Gfn//LLL3LffffJe++9J1VVVS6vtdvtcscdd8imTZuU/iWXXOKzeepK/5ryZCNfZWWlXHXVVfLdd98p/cjISPnwww/D+vc/ANQHjjbynR2W87faNvLp84XTRj4RkUmTJjl9jBffe0b/2iHIB4QePegWEREh48aNk5SUFKU/bdq0QI7lM46CfAcPHnS6CdfXoTWbzSb9+/dXegT5woP+e+QMNvIBAAAAAADUHwT5AAAAAAAAwlT37t3lrrvuUnqff/65LF682KSJ/Gv+/PlKnZmZKe3atfP4nO7duxve+X7JkiWGIF5kZKR07drV6Tl6kG/z5s1SXl5e6/0dbeQLZSkpKRIdHa30cnJyfHL2f//7X+nfv788//zzctNNN8nVV1/t8nM8ZcoU+fDDD5Ve165d5brrrvPJPL7Qp08fpXY3yHcmpDhv3jyl37BhQ5k/f75ce+21PpsRAGCOmJgYQy+QQT59I58extLDeeEW5Bs0aJDTN1ggnOAZNvIBoU8PujVv3lwiIiLkxhtvVPoffvihW/8dHGwcBflERPLy8gy90tJSOXbsmNLzxc+FgQMHKnWoBfn0N/DhZ+VvnAX5+PwAAAAAAADUHwT5AAAAAAAAwtijjz4qCQkJSu+Pf/xjSL6QrjZ6kM+bbXwiv73z/fnnn6/0lixZYghUde3a1RBQO1v37t2VuqKiQjZv3lzr/cMtyGe1Wg2Byl27dtXpzOrqavnrX/8qd999t1RXV9f0P/30Uxk9erQhLCAismrVKrn33nuVXuPGjeWzzz6T2NjYOs3jS/pGvgMHDsj+/ftrfd6//vUvefvtt5VefHy8/PDDDzJkyBCfzggAMIfFYjFsvTNzI5/+xgd6OO/s2cIhyGexWJxu5ePF957Rg3z61xaA4OcoyCcictNNNyn9oqIi+eqrrwI1ls84C/Ll5uYaeo42zvsjyLd27VqH/60brNjI5xgb+QAAAAAAAECQDwAAAAAAIIzFx8fLk08+qfS2bdsmr7zyikkT+cfhw4fll19+UXreBvlERC644AKl/uGHH2TVqlVKTw9c6Zo0aWIIsK1bt87lc06dOmV4h39nm19CSfv27ZW6LkG+06dPy9VXXy3PPPOMw8e//vpryc7OliNHjtT0fv31V5kwYYIhwDpt2jTJyMjwehZ/yMjIMGw4qm0r39SpU+XRRx9VejExMfLll19Kr169fD4jAMA8rrbe+ZsettJ/Xukhw3DbyCcicsMNN0hkZKShTzjBM2zkA0KfsyBfRkaGDBo0SHnsnXfeCdhcvlBRUWHYQnvGnj17DD09sBYTE2MIu3vj3HPPFZvNVlNXVVXJypUr63xuINjtdoJ8TqSmpjrs8/kBAAAAAACoPwjyAQAAAAAAhLlbbrlF+vTpo/QeeeQROXDggEkT+d6iRYvEbrfX1HFxcTJ48GCvz9Ofu2XLFvnuu++Unv45daRnz55KvXbtWpfXb9u2zdDr0KFDrfcJdvrHkJOT49U5v/76qwwdOlRmzpzp8rrly5fLBRdcIAcPHpTq6mq5/vrrZe/evco19913n4wbN86rOfzJarUawnd6iPRsc+fOlTvvvNNwxieffGLY4AAACH1mbuTTQw16kM9VyDBcgnyJiYkyZswYQ58X33uGIB8Q+vQgX0JCQs2vb7nlFuWxBQsWuLVlPFic/aYwOkcb+RwF1iwWS53naNCggfTo0UPpLVu2rM7nBsLRo0cNb6TDz8rfsJEPAAAAAAAABPkAAAAAAADCnNVqlVdffVXpHT9+XP72t7+ZNJHvzZ8/X6kvueQSiY6O9vq83r17G14oX1hYaLimNp4G+fQX5bVr1y5kX+h+Nl9s5Nu9e7cMGDBAli5dqvQjIiLkoYcekvj4eKW/ceNGOf/88+XPf/6zLFiwQHns/PPPN2yqDCb615azjXw//fSTTJw4Uaqrq5X+a6+9Jpdffrm/xgMAmMjMIJ++kU/fNuRsNrvdHjZBPhGR2267TamtVisvvveQHgIlyAeEnqKiIqU+s5FPRGTChAnK9/nq6mp5//33AzZbXekhxbO5G+TzFf3NWUIlyKd/TkREkpKSTJgk+DgL8hF0BAAAAAAAqD8I8gEAAAAAANQD5557rtx8881K7/3335fly5ebNJHvVFVVycKFC5XeyJEj63RmZGSkDBgwwOnjUVFR0qVLl1rP0d89f926dYbQ1dl+/PFHpa7LVsFgogf5PN3I98svv8h5550nO3bsUPqNGjWS+fPny6OPPipLliwxvIh+165d8sorryi9pKQkmTFjhkRGRno0QyDp2x5Xr16tbJwUEdm+fbuMGjVKSktLlf6DDz4od9xxh99nBACYI5iCfO5u5CsvL5eqqiqX14aSIUOGyEUXXVRTX3nllYYNc3BN/3yVlZVJRUWFSdMA8IYedjs7yNewYUO56qqrlMc/++yzgMzlC66CfHv27DH0Ahnk++mnn1z+nUKw0D8n8fHxdXqzpXDiKMjXsGFD/iwBAAAAAABQjxDkAwAAAAAAqCeefPJJw+aUu+66S9avX28ICYWSlStXSnFxsdIbMWJEnc91FaLr2rWrWy9C0zfynThxQnbv3u3wWrvdLkuWLFF6gwYNcmPS4NehQwelLi4ulqNHj7r13FWrVskll1wihw8fVvopKSmydOlSGTp0qIiIdOnSRZYtW2YIDZ7NarXK9OnTJTk52bMPIMD0jXwHDx6U/fv3i91ul9WrV8udd94pffv2NbzA9KabbpLHHnsskKMCAAJMD8AFMshXUlKi1PqfK53Npm/jc3RtKLFarfL555/Lm2++KW+++aa89957Zo8UchyFFdjKB4QWV0E+EZFrrrlGqVevXu0yIBdMgnkj39GjR2XLli0+O99f9M8J2/h+17BhQ2nSpInSYxsfAAAAAABA/UKQDwAAAAAAoJ5ISkqSRx99VOmtX79eevToIWlpaXL77bfLnDlzQu5FtPPnz1fqrKwsad26dZ3PveCCC5w+pgetnGnVqpUkJiYqvbVr1zq8NicnRwoLC5VeuGzka926tVit6l9F7tq1q9bn7dixQ0aMGGH4muzWrZusWLFCunXrpvTbtm0rP/74o3Tt2tXheU888YRceOGFng1vgg4dOhi2HD388MPSq1cv6dOnj7zxxhuGrUgjRoyQqVOnisViCeSoAIAA0zfyOQrJ+UNVVZXhXvrPKmezhVuQT0SkadOmMmnSJJk0aZJERUWZPU7IIcgHhL7agnznn3++xMbG1tR2u12+/fbbgMxWV66CfIcOHTKE6P0Z5EtJSTH8/UYofB79+TkJB/pWvlatWpk0CQAAAAAAAMwQdkG+kpISefrpp2XAgAHSokULiY6OltTUVLnooovkX//6l9N3+i4sLJT77rtPOnbsKLGxsdKsWTMZNGiQvPXWWyH9jvQAAAAAAABnu+uuu+Scc84x9Pft2ydvvvmmXH755dK8eXPJzs6WBQsWmDCh5/Qg38iRI31ybr9+/Zxu3evTp49bZ1gsFunRo4fScxbk+/HHH5W6ZcuWLrfLhZKoqCjDiw9zcnJcPmf//v2SnZ0tRUVFSn/o0KHy448/SmpqqsPntWrVSn744Qfp37+/0h81apT89a9/9WL6wLNarYaw6DvvvCPr1q1zeH2fPn1k5syZEhkZGYDpAABm0sNygdrI5yhkpQf59HBeOAf5UDeO/v8nyFe7iooK+dvf/iYXXHCBTJo0ST7++GM5cOCA2WOhnqotyBcdHW14Y5pvvvnG73P5Qm2bA/fu3avU/g6t6W8yNHPmTJ+e7w/6mxQR5FPpQT4+PwAAAAAAAPVLWAX5vvvuO8nMzJS//e1v8tNPP8nRo0clLi5O9u3bJ99//7088sgjkpuba3je6tWr5ZxzzpHnn39eduzYIREREXL8+HFZunSp3HbbbTJ8+HApKysL/AcEAAAAAADgY5GRkfLGG29IRESE02vKy8vlm2++kZEjR8pPP/0UwOk8d/DgQVm9erXS81WQLyYmRs4991yHj7m7kU9EpGfPnkrtLIy1ZMkSpR40aFBYbVfTQ4muNvIdPXpUhg8fbniB5CWXXCJffvmlNG7c2OW94uPj5ZtvvpG77rpL0tLS5Nprr5UPP/zQsBUwmLnzNWa1WuXKK6+UhQsXOtxsAwAIP2YF+fRNsCJi+Hmsh7NOnToldrvdEOSLiopy+WdRhL/IyEjDG2YQ5Kvdc889J08//bQsWbJE3n77bbn22mslOTlZsrKy5J577pHPP/+81gAS4Cu1BflEfnsTlrN98803IfEmyrX9PtqzZ49S64FaX4eyrrjiCqVetmyZ5OXl+fQevsZGPtf0Nzpy9kZFAAAAAAAACE+h88qVWixbtkwuvfRSKSwslCFDhsjSpUulrKxMjhw5IqdOnZJVq1bJgw8+KE2aNFGed+zYMbnsssvk119/lU6dOsnKlSvl+PHjcvLkSXn11VclMjJSFi1aJJMnTzbpIwMAAAAAAPCt888/X3755Re55557pG3bti6vnTJlSoCm8s7XX3+t1A0bNpSBAwf67Hx9g4DIby8+79Kli9tn6EE+dzfyObp3KHM3yFdaWiqjRo2SjRs3Kv3evXvL7NmznW5J1DVo0EBee+01ycvLkw8//LDW8F+wcbX1sXXr1vLoo49Kbm6uzJgxw+GLZgEA4SmYgnx6iFyfraqqSsrLyw1BPrbxQcS40ZEgn2vV1dXy+uuvO3xs69at8tprr8n48eMlMTFR/vznP4dEWAqhq7y83PB71p0gX25urss3dAkWtQX5zn7zaLvd7vfQWnZ2tjRt2lTpBftWPoJ8rl199dU1v7ZarXLVVVeZOA0AAAAAAAACLSyCfKdOnZIbbrhBSktLZfz48fL111/LwIEDa95hOzY2Vnr37i2PP/644cVpzz77rBw8eFBiY2Nl/vz5NS+QiYqKkrvvvlseeeQRERGZOnWq7NixI7AfGAAAAAAAgJ/07NlTXnnlFdm1a5ds3bpVnn32Wbn44osN21Hmzp0rFRUVJk1Zu/nz5yv10KFDJSoqymfnX3DBBYZet27dPLqHHuQ7ePCg4UVt+/btk927dyu9QYMGeTBp8OvQoYNS5+TkGK6prKyUiRMnytKlS5V+RkaGLFiwwPCC73A2atQoSUpKqqkjIyNlwoQJ8vXXX8uuXbvkoYcekrS0NBMnBACYQQ/B6SE5fykpKVHq2NhYw58bHQX0Tp48aQh7EOSDiDEI6igsit99//33bm3gqq6ulpdeekm+//57/w+FestR0C0hIcHQ69q1q/LfNCK/beULdsXFxS4fPzvId/ToUSkvL1ce93VoLSoqSsaPH6/0pk+f7tN7+BpBPtcuvvhi+eGHH+TRRx+VZcuWybnnnmv2SAAAAAAAAAigsAjyffDBB7J7926JjY2VN954oybA5473339fREQmTpzo8B3o//jHP0rDhg2lqqpKPvroI5/NDAAAAAAAEAwsFot06tRJ7rvvPvnf//5neCOjI0eOBO2LQCsrK2XRokVKb+TIkT69R//+/Q0vUu/du7dHZ3To0MHwgnV9K5++ja9p06Yebf0LBfpGvhUrVshFF10kd955p7z00kvy9ddfy+233y5z585VrmvVqpUsWrRIWrRoEchxTdegQQNZuXKlPPbYY/Lf//5XCgoK5NNPP5Xs7Gyx2WxmjwcAMEmwbORztOlWn03kt/nYyAdH9CAfG/lcO/Nv2mc0bdrU5cbpZcuW+Xsk1GNFRUWGXnx8vKFnsVhkyJAhSi8Ugnx6UFH/+XZ2kE8PrImIIbzoCxMnTlTq1atXy86dO31+H18hyFe7wYMHy0MPPSTnnXee2aMAAAAAAAAgwMIiyHfmHy7GjBnj8J3enNm+fXvNOxeOGDHC4TUNGzasefdz/YVhAAAAAAAA4aZt27bSr18/pff555+bNI1rK1askKNHjyo9Z3/H460GDRoYPh+evsjKarVK9+7dld66deuUesmSJUo9cODAsAtr6Rv5ysvL5fvvv5c33nhD/vznP8vw4cNl2rRpyjVNmjSRhQsXSps2bQI4afBIS0uTf/zjH3LnnXdKYmKi2eMAAIJAsAT5HG3JdbaRjyAfHCHI574TJ07IrFmzlN4//vEP+fXXX+WXX36Rp556Sjp16qQ87mj7NeAretCtadOmhjfAOWPo0KFK/b///U8qKyv9Npsv6B9fz549lXrPnj01v9YDa/Hx8RITE+PzmS688ELDfxPOmDHD5/fxhaqqKjl8+LDSI8gHAAAAAAAA/C7kg3xlZWWyatUqERG54IILZPfu3XLrrbdKamqqREdHS8uWLWXMmDGyYMECw3M3bdpU82tX73B+5rEtW7b4eHoAAAAAAIDgM27cOKWePXu2VFVVmTSNc/Pnz1fqbt26SUpKis/v8+STT4rV+ttfo3Xu3Fmuvvpqj8/QX/hX20a+wYMHe3yPYJeZmenRVr2YmBj58ssvpVu3bn6cCgCA0GJWkK+kpESpHW0Ci4qKMgQ52MgHZwjyue/zzz9Xfh/ZbDa59tprJSIiQvr27Sv/7//9P7n99tuV5xDkgz/pQbfmzZs7vVbfyFdSUiIrV670y1y+on98vXv3VmpXG/n8FViLiIiQCRMmKL3p06f75V51dfjwYamurlZ6BPkAAAAAAACA34V8kC83N1fKy8tFRKSgoEC6desm77zzjhw+fFji4uKksLBQ5s6dKyNHjpQ777xTee7+/ftrfu3qRV5nHispKeEfkQAAAAAAQNgbO3asUhcWFspPP/1k0jTO6UG+kSNH+uU+gwcPlv3798vixYtl/fr1Eh0d7fEZPXr0UOqzg3y//vqr8oZTIiKDBg3yatZgFh0dLW+88YYkJSXVeq3NZpMZM2aE5ecBAIC60ENwwbSRT8QYNGQjH5zRv4b4N1jn3nvvPaUeNmyYIRSjb7/euXOn3+dC/eVJkC8lJUWysrKU3jfffOOXuXzBbrfXGuQrKiqq+Z4VqCCfiMjEiROVevPmzYa/SwgG+ufEarVKQkKCSdMAAAAAAAAAwSfkg3xHjhyp+fWTTz4pkZGR8sknn8iJEyfkyJEjkpeXV/MXmm+88Ya89NJLNdef/Y+O+j8snu3sx/R/qAQAAAAAAAg3mZmZ0qVLF6X3+eefmzSNY/v27ZP169crPX8F+UREkpKS5JJLLpHIyEivnq9v5MvJyanZbLNs2TLlsdjYWMMLBcPFuHHjJD8/X7Zu3SqzZ8+Wf//733LDDTdIv379ajb7NGzYUD788EMZPXq0ydMCABB8HAXlAkHfyOcsyKeH9AjywRl9Ix//ButYXl6efPfdd0rvhhtuMFyXkZGh1IcOHTL8vgV8xZMgn4hIdna2UgdzkO/kyZM1byR9Rq9evQzXndnKF8gg38CBAw1vUD1jxgy/3c9bhYWFSt2iRQux2WwmTQMAAAAAAAAEn5AP8lVXVyu/fuONN2TixIk1L6pKS0uTjz76qObFUo8//rhUVlaaMisAAAAAAECoGDdunFJ//vnnYrfb63RmXZ9/toULFyp1kyZNpH///j4739e6dOkiERERSm/Dhg0iIvLjjz8q/fPOO0+ioqICNlugRUZGSqdOneTyyy+XBx54QN577z35+eef5ejRo3L48GEpKioybBoAAAC/0YN8Zm3kOxPA1znaGEiQD47oQT428jn2wQcfKP8d1aRJExkzZozhurZt24rFYlF6u3bt8vt8qJ88DfINHTpUqVesWBG04V39YxMRSU1NNQT0zAjyWa1Wueqqq5Te9OnTffp3Lb4QyM8JAAAAAAAAEIpCPsh39jt+pqWlGf7iUuS3v9C87777RESkqKhIVq9ebXiuq3/oPPsxZ+8wCgAAAAAAEE7Gjx+v1Hv37pW1a9d6ddaSJUukQ4cOkpycLB988IEvxpP58+crdXZ2tiEoF0yio6MlKytL6Z35fC5ZskTpDx48OGBzBROLxSIJCQkSHR1t9igAAAStYAnyOfv3MkcbAwnywRGCfLWz2+3y3nvvKb2rrrpKYmJiDNdGR0dLenq60svJyfHrfKi/PA3yXXDBBcp2+8rKSvn+++/9MVqd6R+bzWaTJk2aSJs2bZS+GUE+ETG86U1OTo6sWbPGr/f0FEE+AAAAAAAAwLWQD/KlpKTU/LpTp05Or+vcuXPNr/fu3SsiIsnJyTW9ffv2OX3umccaN25s+EclAAAAAACAcNS1a1dp37690vv88889PqegoEBGjRolu3btkoMHD8qkSZOkoKCgTrOVl5fLN998o/RGjhxZpzMDoUePHkq9du1aOXHihOFFd4MGDQrgVAAAIJQ42ngXCCUlJUrtLMinz0eQD84Q5Kvdzz//LDt37lR6N954o9PrO3TooNT6cwFf0cNuCQkJLq9v0KCBDBgwQOnp/00fLPSPrVmzZmKxWIImyNenTx9p166d0ps+fbpf7+kpgnwAAAAAAACAayEf5GvWrFlNmM9isTi9zm631/z6zHVdunSp6W3atMnpc888pr9rOgAAAAAAQLiyWCwybtw4pffZZ595dIbdbpfbbrtNeeF3eXl5nbfyzZs3z7AVZvjw4XU6MxB69uyp1OvWrZMVK1ZIZWVlTS8iIkLOO++8QI8GAABChKONd4Gg/9mrcePGDq9ztDGQIB8c0cOgBPmM9G18GRkZ0r9/f6fXZ2RkKDUb+eDI4cOHpbCwsE5nFBUVKXVtG/lERIYOHarUoRLkO/Ox6UG+PXv2iEjgQ2sWi8WwlW/GjBlSXV3t1/t6giAfAAAAAAAA4FrIB/lERLKzs0VEZOvWrUpg72xbt26t+XXbtm1FRKRjx46Snp4uIiILFy50+LyTJ0/Kjz/+qNwHAAAAAACgPtCDfNu2bVP+jqU277zzjsO/c5k2bZrTv8OpTVVVlTz00ENKr0+fPiHxwjA9yLdp0yb53//+p/R69+7Ni9sBAIBTelCuoqJCKioq/H5fPcjHRj7Ulb6RT/8aq+9Onz5t2LJ1ww03uHxjW30jXzgF+QoLC+XLL7+UQ4cOmT1KSPvoo4+kdevW0rJlS7nvvvu8PsdZ2M0VPci3bds2KSgo8HoGfykuLlbqMx/bmdeYnJGbmyuVlZVy+PBhpR+Iv5vQg3z5+fny008/+f2+7iLIBwAAAAAAALgWFkG+m2++WUR++wvKGTNmGB6vrq6W559/XkREUlJSpFevXjWP3XDDDSIiMn36dMnNzTU897XXXpMTJ06IzWaTa6+91g/TAwAAAAAABKd+/fpJcnKy0vv888/dem5eXp5MnjzZ4WM7d+70+kVmH330kWzevFnp/fnPf/bqrEDr0aOHUldUVMi0adOU3qBBgwI4EQAACDV6kE9EpLS01O/3PXvDsojzjXwE+eAuPcjHRj7Vl19+KUePHlV6119/vcvn6EG+nTt3+nosU6xfv17atm0ro0ePlh49ekheXp7ZI4Uku90uDzzwQM3PjOeff15Wrlzp1VneBPl69+4t8fHxSi8Yt/K5u5EvNzdXDh8+bHiTokCE1rp06SJZWVlKTw/+mokgHwAAAAAAAOBaWAT5Bg0aJBMmTBARkTvvvFNmzJhR8+6j+fn5cu2118ratWtFROSJJ54Qq/X3D/v++++Xli1byqlTp+TSSy+V1atXi4hIeXm5vP766zXv8H777bdLZmZmID8sAAAAAAAAU1mtVsNWPneCfHa7XW699VaXWzX0AJs7ysrK5OGHH1Z63bp1k6uvvtrjs8zQpEkTw7v4FxYWKvXgwYMDORIAAAgxjoJ8p06d8vt93d3Ip8936tQpgnxwiCCfa++9955SX3jhhdK6dWuXz8nIyFDqgwcPhsXn9aWXXqoJnx04cED+9a9/mTtQiDpy5Ijk5+crPf3rzB3V1dVy5MgRpedOkM9ms8nFF1+s9EIhyNesWTMRMQb5iouLZceOHUrPZrO59bmoK4vFYtjKN3PmTKmsrPT7vd1BkA8AAAAAAABwLSyCfCIi7777rgwePFiOHj0qEydOlEaNGkmzZs0kPT295t3HHn74YbnxxhuV5zVp0kS++uorad68uWzZskX69OkjjRs3loYNG8pdd90l5eXlkp2dLS+88IIZHxYAAAAAAICp9CDfmjVrZM+ePS6fM3XqVFm8eLHSa9GihVLPmDHD4xedT5kyRfbu3av0nnzySeVNm4Jdz549XT4+cODAAE0CAABCkaMQXCCCfPpGPmdBPjbywV0E+ZwrLCyUhQsXKj3937gdadeunVgsFqW3a9cun85mhg0bNij1xx9/LIcPHzZpmtDlaJPhJ598ImVlZR6dc/ToUamurlZ67obXhg4dqtSLFy82nGU2Zxv50tPTDdeuWLFCqRMTE8Vms/lvuLNcddVVSn3o0CH54YcfAnJvV8rKygzbRJOSkswZBgAAAAAAAAhSofMqp1o0aNBAvvvuO3nzzTdl8ODB0qBBAzlx4oSkpKTIxIkTZdmyZfLII484fG7v3r1l8+bNMnnyZMnIyJCKigpp0KCBnH/++fLmm2/KggULJDo6OsAfEQAAAAAAgPkGDRpkeFHe7NmznV6fm5sr999/v9JLTU2V7777TgncHT9+3K3tfmdf//jjjxtmGzFihNtnBANXQb6uXbvWvNs/AACAIzExMYaeHpTzB30jX+PGjR1ep4f02MgHZ/QwKEG+33388cdSVVVVU8fFxcn48eNrfV5MTIykpqYqvZycHJ/PF0h2u122b9+u9MrKymTq1Kl1OnflypXSu3dvad++fc2bAoc7/U1xRH7bKvfVV195dI4edBPxPsh3+PBhQ1DTbM6CfDExMZKcnKw8pgf5Arl5LjMz0/D3C6+++qp8+umn8vrrr8tjjz0m9957r1x77bVyxx13yLZt2wIyV2FhoaHHRj4AAAAAAABAFTZBPhERq9UqkyZNkh9++EF+/fVXKS8vl4KCAvnkk09kwIABLp+blJQkzz//vOzYsUNKS0vlyJEj8uOPP8qkSZNC6l3dAQAAAAAAfCkiIkLGjBmj9JwF8Kqrq+XWW281vAj3rbfeknPOOcfwor13333X7TleeOEFw9aFJ5980rBxItj16NHD6WODBg0K3CAAACAkWSwWiYuLU3r+3shXXV1t+POds418+mxs5IMz+ka+srIyqaioMGma4PLee+8p9fjx453+ntN16NBBqXfu3Omzucxw8OBBhyHP//73v15/vVRXV8s111wja9askd27d8tNN93kcFtduHEU5BMxfr3VRg+6xcbGGr73O9OuXTtp166d0vvmm288ur+/OQvyiYi0adNGeeynn35S6kAH1iZOnKjUX3zxhVx55ZVy1113ycMPPywvv/yyfPzxxzJlyhS58MILA7LB9+DBg0odFRUlTZs29ft9AQAAAAAAgFBCQg0AAAAAAAAujRs3TqmXL18uBw4cMFz3xhtvyLfffqv0Jk2aJMOGDRMRkZtuukl57Ntvv3X6YsKzHT58WJ599lmlN2rUKBk4cKA74wcVVxv5Bg8eHMBJAABAqAp0kO/kyZNit9uVnrNQkR7SI8gHZ/Qgnwhb+datWyd33nmnrF+/XunfeOONbp+RkZGh1KG+kU/fxnfG/v375bPPPvPqzJ9++kn5vJSVlcmHH37o1VmhxNl/ey9YsEAOHTrk9jmugm7u0N/gJ5SDfPr2uUAH+a688kq3ry0sLJQffvjBj9P8Rg/ytWzZMuTegAkAAAAAAADwN4J8AAAAAAAAcGnIkCHKi7XtdrvMmTNHREQqKipk1apV8vLLL8tf//pX5XlpaWny3HPP1dSXX365NGnSRDnn/fffr/X+Tz75pBw/frymtlgs8sQTT3j98ZgpOTlZWrRo4fAxNvIBAAB36EE4fwf5zv5z2BmNGzd2eK0eMjx27JhhaxZBPogQ5DujpKREpkyZIn379pWePXvKG2+8oTyelpYmF110kdvn6Rv5wjXIJyLy8ssve3XmzJkzDb333nvPEFgON862DlZWVsrHH3/s9jlFRUVKXdcg348//iinT5/26Ax/8iTIpwt0kK9NmzYefX9YtmyZH6f5jaMgHwAAAAAAAAAVQT4AAAAAAAC4FB0dLZdddpnSe+655+SCCy6QJk2aSN++feXee+81bFt55513lBd5x8TEyNVXX61c8+6777p8wWReXp689tprSu/666+Xrl27evvhmMpisTjcyte+fXtJTk42YSIAABBq9LCc/mcwX3MU5HN3I9/hw4drvQb1U30P8u3cuVNuueUWadWqldxxxx2yatUqh9fdcsstYrW6/0/64Rbk27Fjh9PHfvrpJ1m5cqVH51VXV8usWbMc3ufnn3/2eL5Q4mwjn8hvQUZ31XUj38UXX6x8TZ8+fVqWLl3q0Rn+UllZKUePHlV6Z398bdu2dfl8M0Jr06ZNk3PPPVciIiIkPj5eMjIypH///jJq1CjD3z0sX77c7/MQ5AMAAAAAAABqR5APAAAAAAAAtRo3bpxS5+TkyJIlS6S0tNTh9XfccYcMGTLE0L/55puVevfu3fLjjz86ve+//vUvKS8vr6kjIyPlkUce8WT0oNOjRw9Dj218AADAXXqQz98b+UpKSpQ6JiZGIiMjHV6rh/QOHTpU6zWonyIiIiQmJkbpOQqNhqOCggLp2bOnTJs2zenvX4vFIldeeaX83//9n0dn60G+ffv2+f17hD+52sgn4vlWvuXLl8v+/fsdPuZJmC0UuQryrVu3TtavX+/WOXUN8sXHx0ufPn2U3jfffOPRGf6ih/hEgnsjn4hI69atZcWKFVJeXi7FxcWyY8cOWb58ucydO9fwdyc///yzVFZW+nUegnwAAAAAAABA7QjyAQAAAAAAoFbDhw83vNDWmaysLPnPf/7j8LG+fftK586dld67777r8NotW7YYXkx555131vriuWDnaCPf4MGDTZgEAACEokAH+fRwlbNtfCLG2Ry96QNBPpyhb+WrLxv5PvnkE6ebNFNSUuShhx6S3bt3y4wZMzz+/dK+fXtDb9euXV7NGQz0IJ++mX3GjBly4MABt8+bOXOm08emT58up0+f9mzAEFFaWmoIVkdHRyu1u0HGugb5RH7byne2zZs3e3yGP+gfm4hIs2bNan4djEG+MywWi6HXv39/pT516pTbgU1vEeQDAAAAAAAAakeQDwAAAAAAALVq2LChjB071unjHTt2lJtuukneeustWbFihdMXeFssFrnpppuU3syZMw0v2i0pKZF7771Xqqura3oNGjSQBx980PsPIkg4CvKxkQ8AALhLD/YEeiOfqyBfbaEjm80mUVFRPpkLoa++BvnWrl2r1DabTS6//HKZN2+e7N27Vx599FGv37wkLi5OUlJSlF5OTo63o5qqvLxc9uzZo/Sefvpp5Q1mKioqZMqUKW6dV11dLbNmzXL6+NGjR+XLL7/0btggl5+fb+jddtttSv3RRx9JRUVFrWf5IsjXsWNHpdb/fzaL/rHFxcUpX2/p6ekOA3NnBFtoLSEhQTIzM5Xe8uXL/XrPwsJCpQ62zwkAAAAAAAAQDAjyAQAAAAAAwC3PPPOMDB06VJKTk+Wiiy6SBx98UL766ispKiqSbdu2ybRp0+TWW291+eJuEZHrr79erNbf/1rq5MmT8tlnn9XUs2fPlqysLFm8eLHyvPvuu08SExN9+0GZIDMzU3r37l1TDxo0yOHmDAAAAEf0rXfONnv5ir6Rr3Hjxk6vrS3I16BBA5chCNQv9TXIt27dOqV++eWXZfbs2TJy5Eix2Wx1Pr9Dhw5KHapBvt27d0tVVZXSGzBggFx77bVK7/XXX5eysrJaz1u2bJlhe5/+32Hvv/++l9MGt7179yp1fHy83HPPPUrv0KFD8vXXX9d6li+CfG3btlXq3NxcsdvtHp/ja7V9bFFRUYag7NmCMbQ2cOBApfZ3kE/fyJeUlOTX+wEAAAAAAAChiCAfAAAAAAAA3JKSkiKLFi2Sffv2ybfffiuPP/64XHrppR6/cK9Vq1YyfPhwpTdt2jTJz8+Xyy+/XMaNGyf79u1THm/evLncd999df4YgoHFYpEFCxbIAw88IA8++KB89tlnvKAdAAC4TQ/y+Xsjnx7kc/WmDfpsutqCfqhf6mOQr7S0VLZv3670evXq5dN7ZGRkKPXOnTt9en6g6J+npKQkadKkifzpT39S+ocOHZKZM2fWep5+TdeuXQ0b3xcsWGDYKBYO9CBf69atpWPHjnLeeecp/ffee6/Ws/SwW0JCgsfz6EG+U6dOyaFDhzw+x9fcCSk625YZGxtb65samWHAgAFKvWzZMr/dy263G4J8wRhuBAAAAAAAAMxGkA8AAAAAAAABd/PNNyv1Dz/8IJ07d5Y5c+YYro2JiZGPPvrI5faXUNOiRQv597//LY8//ri0aNHC7HEAAEAICfRGvpKSEqV2FVRwZyMfcIb+taSHRsPRpk2bpLq6uqa2WCzStWtXn94jXDby7dixQ6kzMzNFRKRbt25y4YUXKo+99NJLLje6VVVVKVvgRUSuuOIKmTBhgvI9taqqSj7++OM6Th589CBfenq6iIjceOONSn/u3LlSXFzs8ixfbORLSUmRyMhIpbdnzx6Pz/G1ugT5WrZsGZRv0KMH+fLz8yU/P98v9zpx4oThzQUI8gEAAAAAAABGBPkAAAAAAAAQcKNGjZJmzZopPUcvQs/OzpbNmzfLsGHDAjUaAABAUIuNjVXq06dP+/V+erjK1ZsrsJEPnqiPG/nWr1+v1BkZGT7/fREuQT59I1/Hjh1rfq1v5Vu9erX89NNPTs9atmyZHDhwQOldccUV0qhRIxk3bpzSd2crXajJy8tT6tatW4uIyFVXXSXR0dE1/fLycpk+fbrTc+x2uxQVFSk9b4J8NputJkx4RqgE+fRtgmcEa2CtU6dO0rRpU6Xn6vdKXejb+ER+26QJAAAAAAAAQEWQDwAAAAAAAAEXHR0t11xzjdPHExMT5aOPPpKFCxdKu3btAjgZAABAcIuJiVHqQAf52MgHX6mPQb5169Ypdffu3X1+Dz3Il5+fL6WlpT6/j7+5CvKNHj26Jox2xssvv+z0rJkzZyp1t27dpFOnTiJi3Eq3fv16Q+Ay1Okb+c587uLj42X06NHKY66CjKdOnZKysjKl502QT8QYiMvNzfXqHF+qy0a+Vq1a+WOkOrNarYatfMuWLfPLvfQgX6NGjfi5DwAAAAAAADhAkA8AAAAAAACmuOmmmxz2b7vtNtm6datcc801YrFYAjsUAABAkAv0Rr6SkhKldrWRLyoqSmw2m9PHeUE/zlYfg3x6QKxHjx4+v4ce5BMR2b17t8/v4287duxQ6szMzJpf22w2ueeee5THZ82aZQj/iYhUVVXJZ599pvSuuOKKml9fdNFFkpqaqjweblv5nAX5RIz/Xf7LL7/Itm3bHJ6jB91EvA/y6YG4UNnI5yzIF6wb+UTEEORbvny5X+6jB/mC+XMCAAAAAAAAmIkgHwAAAAAAAEzRq1cvufLKK2vqzp07y5IlS2Tq1KnSrFkzEycDAAAIXsG8kc9isUhcXJzTxwny4Wz1LchXXV1tCPL5YyNfgwYNDNvBcnJyfH4ffzp69KgcOnRI6Z29kU9E5NZbb1W+31RVVcmoUaMMYaylS5caAkZnB/lsNptcd911yuMfffSRVFRU1OljCBZVVVVSUFCg9NLT02t+nZ2dbQhcOQsy6p9bq9UqTZo08WoufSMfQT7/0YN8a9eulZMnT/r8PgT5AAAAAAAAAPcQ5AMAAAAAAIApLBaLfPDBBzJ37lxZuHChrFu3TgYNGmT2WAAAAEFND/KVlpb69X76Rj5XQT4R12E9gnw4m/61pIdGw01ubq7hY/THRj4R41a+UAvy6Zv1bDabtGvXTunFx8fLpEmTlN7OnTtl7NixUlZWVtP79NNPlWu6detmCAXeeOONSn3o0CFZtGiR1/MHkwMHDkhlZaXSO3sjX0REhFx77bXK4x988IFUV1cbztKDbs2aNROr1buXnARjkK+4uFipHQX50tLSHH7MwRxa69evn7Itt6qqSlauXOnz+xQWFip1MH9OAAAAAAAAADMR5AMAAAAAAIBpoqKiZNSoUTJs2DCJiooyexwAAICgZ/ZGvsaNG7u8niAf3NW0aVOlPnDggDmDBMi6deuUunnz5pKcnOyXe2VkZCj1zp07/XIff9mxY4dSt2vXTiIjIw3XPfHEE4Yw5I8//ii33nqr2O12qaqqklmzZimPn70V/oxOnTpJv379lJ6zrXShZu/evUodExMjiYmJSk8PMu7bt0927dplOMudjXXu0oN8eXl5UlVV5fV5vuDOxxcZGSmpqamGfjCH1ho0aGD4fbJ8+XKf34eNfAAAAAAAAIB7CPIBAAAAAAAAAAAAISI2NlapAx3kq20jX1xcnNPHCPLhbJmZmUq9detWsdvtJk3jf+vXr1fqHj16iMVi8cu9wm0jn75B74yGDRvKV199JSkpKUr/o48+kkceeUR+/PFHw5awK664wuFZephtzpw5cuTIEU9HDzp6kC89Pd3wddelSxdp0aKF0tu4caPhLD3olpCQ4PVcepCvoqJC9u3b5/V5vuBo46Ajbdq0MfSCPbQ2YMAApQ5EkC8pKcnn9wAAAAAAAADCAUE+AAAAAAAAAAAAIEQEeiNfSUmJUtcW5GMjH9zVuXNnpT5+/LjpQR5/0jfyde/e3W/3qi9BPhGRlJQU+eqrrwzfXx555BH54x//qPS6d+9uCJCeMXHiRGVLfHl5ucyYMcPT0YOOoyCfzmKxSLdu3ZTehg0bDNf5ciNfYmKiIfi9Z88er8+rq1OnThl+njr7+MIlyFddXe3Te7CRDwAAAAAAAHAPQT4AAAAAAAAAAAAgROhBvtLSUr/eT9/I17hxY5fXs5EP7kpLS5OGDRsqva1bt5o0jf852sjnL3qQLy8vT8rKyhxee+TIEcnLy/PbLN7YsWOHUjsL353Ro0cPmTFjhlit6ssfNm3apNTOtvGJ/LZ9bdSoUUrvvffec2fcoKb/f9u6dWuH17kT5CsqKlLqugT5LBaLIRBnZpBPDymKOP/49G2CIr8FE4PZwIEDlfrIkSOGwGxdEeQDAAAAAAAA3EOQDwAAAAAAAAAAAAgRgdzIZ7fbDUE+NvLBVywWi3Tq1EnpbdmyxaRp/OvIkSOGzWiB3Mhnt9tl9+7dhus++OADad68ubRu3Vr++te/+m0eT1RXV8vOnTuVnquNfGdceuml8tJLL7m8xlWQT0TkhhtuUOoVK1ZIfn5+rfcOZvrXXV2CfL7cyCdiDMQFU5DParVK06ZNHV6rBxCbNWsm0dHRfprMN9LS0iQ1NVXpLV++3GfnV1dXS2FhodIjyAcAAAAAAAA4RpAPAAAAAAAAAAAACBGxsbFK7c8g35EjR6S6ulrpOQs2nEGQD57IyspS6nDdyKeHoqKiogwhRl9q1KiRJCUlKb2cnBylPnDggNx+++1it9tFROT555+XAwcO+G0md+Xn5xs2jboT5BMRueeee+Tee+91+FiPHj1q3ew3YsQIw/e4hQsXunXvYOVtkG/Xrl1y4sQJpefvIF9ubm6dzqsL/WOLj483bHg8o1+/fkrds2dPv83lSwMGDFDqZcuW+ezs4uJiqaysVHoE+QAAAAAAAADHCPIBAAAAAAAAAAAAISKQG/n0TVQWi0WSk5NdPicuLs7pYwT5oOvcubNSh+tGvnXr1il1VlaWREVF+fWe+lY+Pcj39NNPK98/qqqqZMeOHX6dyR36DI5Cia4899xzMmrUKEO/tm18IiKRkZGSnZ2t9BYsWOD2vYON3W43BPnS09MdXpuVlWUIrm3atEmpfR3k0zfbBdNGPlcfW1ZWljz00ENis9mkTZs28tRTT/l7PJ/Qg3y+3Mh38OBBQy8xMdFn5wMAAAAAAADhhCAfAAAAAAAAAAAAECL0IF9paWnNRi1fy8vLU+pWrVpJZGSky+e4Cus1bNjQJ3MhfNSXjXzr169X6h49evj9nhkZGUq9c+fOml8fOHBApkyZYniOozBOoG3fvl2pO3bsKBaLxe3n22w2+fjjj5UtabGxsXLddde59fwRI0Yo9eLFi6W8vNzt+weTI0eOyMmTJ5Wes418MTExho2F+iZJf2/kC5Ugn4jIo48+KhUVFbJnzx7p06ePP0fzmYEDByr19u3bpaioyCdnFxYWKnVCQkKtf14AAAAAAAAA6iuCfAAAAAAAAAAAAECI0IN8IuK3kIke5HO2yelsroJ8bOSDTg/yFRUVyeHDh02axn/0jXzdu3f3+z1dbeT7z3/+43Cbpx7GMYOjIJ+nGjZsKIsXL5a7775bRo8eLXPnznXr+5eIyPDhw5X6+PHjsmzZMo9nCAb6Nj6r1SqpqalOr+/WrZtSb9y4Uan9HeTbt2+flJWV1elMbxUXFyu1Ox+bJwHTYNC9e3eJjY1VeitWrPDJ2foG35YtW/rkXAAAAAAAACAcEeQDAAAAAAAAAAAAQoT+InwRcRjI8QX9hfnuBGHi4uKcPkaQD7q2bdtKdHS00gu3rXwVFRWyefNmpReIjXzOgnwHDhyQN954w+FzgmEj344dO5Ra3xLnrmbNmsmrr74qc+bMkSFDhrj9vJYtW0qvXr2U3oIFC7yawWx6kC85OdnlljQ9yHf2Rr7Kyko5duyY8nhCQkKd5tODfHa73RAgDxRfhxSDUWRkpPTr10/p+SqkunDhQqXW/78FAAAAAAAA8DuCfAAAAAAAAAAAAECIcLSRz19BPj1QkZaWVutz2MgHT9hsNsPGtS1btpg0jX9s27bNsDXTjI18e/fulfLycnnmmWecfs8IhiCfLzby1dWIESOUOlSDfJ5uVXUU5LPb7SJi3FgnUvewW9OmTaVp06ZKb8+ePXU601v1IcgnIjJw4EClXr58eZ3PPH36tMybN0/pXXrppXU+FwAAAAAAAAhXBPkAAAAAAAAAAACAEBHIIB8b+RAInTt3Vupw28i3fv16pU5PT5f4+Hi/31cP8lVXV8tPP/0kr7/+utPnmB3kKy0tNYTPzAjyjRw5Uqk3bdpk+H4YCvSNfK1bt3Z5vR7kO3r0qBQUFIiISFFRkeH6Zs2a1XFC4+a2YAny+eJjC0YDBgxQ6l9++UUqKirqdOb//vc/OXHiRE1tsVhkzJgxdToTAAAAAAAACGcE+QAAAAAAAAAAAIAQ4SjIV1pa6pd7sZEPgZCVlaXU4baRb926dUrdo0ePgNy3SZMm0qJFC6V39913uwz+mh3ky8nJqdkAd0ZGRkbA5zj33HMNYcuFCxcGfI668jTIl56eLo0bN1Z6GzZsEBFj0K1Ro0YSFRVV5xmDNcgXrhv5zjvvPKU+ffq0rF27tk5nzp49W6kHDBggLVu2rNOZAAAAAAAAQDgjyAcAAAAAAAAAAACEiIiICImIiFB6/tjIV1VVJfv27VN67mzkI8gHT+kb+cItyKdv5OvevXvA7q1v5du8ebNSt2vXTqnNDvJt375dqVNTU035vmGz2SQ7O1vpzZ8/P+Bz1JWnQT6LxWLYyucsyOeroJse5MvNzfXJuZ6qL0G+5s2bS6dOnZTe8uXLvT6vsrJS5syZo/TGjRvn9XkAAAAAAABAfUCQDwAAAAAAAAAAAAgh+lY+fwT5Dhw4IFVVVUrPnSBfXFycw77FYnG4TRDQN/Lt379fjh07ZtI0vmW3203byCfieptdRESEPPPMM0rv0KFDUl1d7e+xnNKDfB07djRpEpERI0Yo9eLFi6W8vNykabyjb1V153t4oIN8bdq0UWo28vnfwIEDlbouQb6lS5dKUVGR0hs7dqzX5wEAAAAAAAD1AUE+AAAAAAAAAAAAIIQEIsinB0BiYmIkISGh1uc5257VoEEDsVgsPpkN4SUjI0NsNpvS27p1q0nT+NaBAwcMIRczN/Kd7cYbb5TzzjtP6VVVVRkCTYG0Y8cOpc7MzDRpEpHhw4cr9YkTJ2TZsmUmTeO50tJSOXTokNKrbSOfiEjXrl2VeuPGjSISuI18ZgT5qqqq5MiRI0ovnIN8AwYMUOply5aJ3W736qzZs2crdY8ePQz/nwIAAAAAAABQEeQDAAAAAAAAAAAAQoge5CstLfX5PfLz85U6LS3NrSCeqyAf4EhUVJQhcBYuQT59G1+jRo0CGnJxFuSLiIiQv//979KiRQvD7+uDBw8GYjSHgmkjX1JSkvTu3VvpLViwwKRpPKeHsUXcC/LpG/m2bdsmZWVlhiCfO8Fud+i/Hw4fPiwnTpzwydnuOnr0qCHIVp+CfPv37/cqQGm32+Xzzz9XeuPGjavTbAAAAAAAAEB9QJAPAAAAAAAAAAAACCFmbORLS0tz63lxcXEO+wT54EpWVpZSb9myxaRJfGv9+vVK3a1bN7FaA/dP9M6CfDfeeKO0a9dOIiMjDYEss4J8drs9qIJ8IiIjRoxQ6vnz55s0ief27t2r1M2aNZOGDRvW+rwuXboodVVVlWzdutVvG/natGlj6OXm5vrkbHc52kIZzkG+jh07SosWLZTeDz/84PE5q1atkoKCAqVHkA8AAAAAAACoHUE+AAAAAAAAAAAAIITExsYqdSCCfOnp6W49j4188Ebnzp2VOlw38vXo0SOg93cU5LPZbPL3v/+9pm7ZsqXyuFlBvqKiIjl69KjSy8zMNGWWM/Qg3+bNmw3bSoOVt9/DGzdubNiSt2HDBr8F+eLi4iQpKUnpebMdri6Ki4uVOjY21vBzNpxYLBa54IILlN7333/v8TmzZ89W6oyMDEMoGwAAAAAAAIARQT4AAAAAAAAAAAAghARiI58eVnE3BMJGPnijvmzk6969e0DvHx8fbwhcndnGd0awBPn0bXzR0dHSunVrU2Y549xzz5VmzZopvQULFpg0jWf0jXyefC67deum1P4M8omIITgY6CCfPz+2YHXhhRcq9ffffy92u92jMz7//HOlHjdunFgslrqOBgAAAAAAAIQ9gnwAAAAAAAAAAABACNGDfKWlpT6/h77NKS0tza3nsZEP3tA38uXm5sqpU6dMmsY3Tp48KTt27FB6gd7IJyJyxRVX1Py6UaNG8uCDDyqPB2uQr0OHDmKz2UyZ5QybzSbZ2dlKr74G+YqKipQeQb7Qpgf58vLyJDc31+3nb9261fB7duzYsT6YDAAAAAAAAAh/BPkAAAAAAAAAAACAEBLMG/mio6PFajX+EyRBPrjSqVMnZZOT3W43hERCzaZNm5QNV1arVbp06RLwOZ566il54IEH5Oabb5ZvvvlG2cYnIpKUlKTUhYWFgRyvhh56zMzMNGUO3YgRI5R68eLFUl5ebtI07mMjn/v0j03fwhiOsrKyJCEhQel9//33bj9f38aXkpIiffv29cVoAAAAAAAAQNgjyAcAAAAAAAAAAACEkNjYWKX2dZDv1KlThu1L7m7ks1gsEhcXZ+gT5IMrcXFxhqDR1q1bTZrGN9atW6fUHTt2NPzeDYQmTZrIv//9b3nnnXfk3HPPNTwerBv5OnbsaMocuuHDhyv1iRMnZOnSpSZN4z59q6q7YWwRY5CvsLBQDh06pPT8GeTzZDOcL9THjXwWi8Wwla8uQb6xY8c6DPEDAAAAAAAAMOJv0gAAAAAAAAAAAIAQ4u+NfPo2PhH3g3wijkN7BPlQm6ysLKXesmWLSZO4b/78+TJw4EDJzs6W119/XQkErV+/Xrm2e/fugR7PLQT5XEtMTJQ+ffoovQULFpg0jXuqqqqkoKBA6Xmyka99+/a1hk59GXZr06aNUu/Zs0fZZulv9THIJyIOg3zufN737t0ra9asUXpjx4715WgAAAAAAABAWCPIBwAAAAAAAAAAAIQQPchXWlrq0/P1IF+zZs2kYcOGbj+fIB+8EWpBvry8PJkwYYIsX75cvvnmG7nrrrukZcuWMnr0aJk5c6asXLlSub5Hjx7mDFqLYAjyVVZWyq5du5ReZmZmwOdwZsSIEUod7EG+/fv3S2VlpdLzJMhns9nknHPOcXlNQkKCV7M5om/kKykpkSNHjvjs/NoQ5PtNXl6eW9sQZ8+erdTNmjWTwYMH+3AyAAAAAAAAILwR5AMAAAAAAAAAAABCiL838uXl5Sm1J9v4RETi4uIMPYJ8qE3nzp2VeuvWrSZN4p5XXnnFEKKtrKyUL7/8Uq666ipZtWqV8liobOT79ddfpby8PKAz5ObmSkVFhdILlo18IsYg3+bNmw3fJ4PJ3r17lTomJkZatGjh0RndunVz+lhUVJRPv6enp6eL1aq+dGXPnj0+O7829TXIl5WVZQhkfv/997U+Tw/yjRkzRiIiInw5GgAAAAAAABDWCPIBAAAAAAAAAAAAISQ2NlapfR3k0zfypaene/R8NvLBG/pGvp07dwY8UOau48ePy9SpUz16Tqhs5BMROXToUEBn2L59u1I3b948qMJU/fr1k2bNmim9YN7Kp4cM09PTxWKxeHSGqyBf8+bNPT7PlcjISElNTVV6BPn8z2KxGLby1RbkKywslB9//FHpjR071seTAQAAAAAAAOGNIB8AAAAAAAAAAAAQQtjIh3Ckb+SrqqqSnJwck6Zxbdq0aVJSUlJTWywWw+/LsyUmJjoMzAWD+Ph4wzatwsLCgM6wY8cOpc7MzAzo/Wtjs9lk2LBhSi+Yg3z6Rr7WrVt7fEZtQT5fa9u2rVIHMshXXFys1PUlyCciDoN8drvd6fVz585VHm/QoIEMHTrUX+MBAAAAAAAAYYkgHwAAAAAAAAAAABBC9MBQaWmpT893tM3JE2zkgzeaNGkiycnJSm/Lli0mTeNcVVWVvPjii0pv9OjRUlhYKNOmTZMhQ4YYtpWNHz8+gBN6xmq1SlJSktI7ePBgQGfYuHGjUnfs2DGg93fHiBEjlLq2wJOZfBHk69q1q9PHwi3IV1838okYg3x5eXmSm5vr9PrZs2cr9aWXXuoyxAwAAAAAAADAiCAfAAAAAAAAAAAAEEL8vZEvPz9fqQnyIVD0rXxbt241aRLn5syZYwgZ/eUvf5HGjRvLTTfdJN98843k5+fLs88+K+PHj5f77rtPnnzySZOmdY++LTDQQb61a9cqdY8ePQJ6f3cMGDBAqY8dO6ZsZQwmvgjyJSQkGIK1Z4RTkO/06dNy6tQppVefgnxZWVmSkJCg9L7//nuH1x47dkwWL16s9MaOHeuv0QAAAAAAAICwRZAPAAAAAAAAAAAACCGxsbFK7csgn91uN2zkS0tL8+iMuLg4Q48gH9yRlZWl1MG4ke+FF15Q6t69e8ugQYOUXkpKitx3330ya9YsefbZZ6VJkyaBHNFjZgb5ysrKZNOmTUqvZ8+eAbu/u1JSUgy9ffv2mTBJ7eq6VfWMbt26OewHIsjnaiucL+nb+ETqV5DPYrEYtvI5C/K99tprUlFRUVNHRUXJyJEj/TgdAAAAAAAAEJ4I8gEAAAAAAAAAAAAhxJ8b+YqLi6W0tFTpsZEPgRLsG/l++eUXWbp0qdKbPHmyWCwWkybyDTODfJs3b5bKykqlF4wb+WJiYgwBr4KCApOmcc5ut/tkI5+I+UE+u93u8/vo9CCfxWKRpk2b+v2+wcRRkE//3B87dkyeffZZpTdq1Chp3Lixv8cDAAAAAAAAwg5BPgAAAAAAAAAAACCE6EE+PXhXF/omJ6vVKsnJyR6dQZAP3tI38m3btk2qqqpMmsZI38aXkpIiV1xxhUnT+E5SUpJSBzLIt2bNGqXu0KFD0IaDUlNTlToYN/IVFxfLyZMnlZ63Qb6uXbs67CckJHh1nitt2rRR6tOnTwfk61AP8jVt2lRsNpvf7xtM9CBfXl6eYSPiSy+9JEeOHFF6//jHP/w8GQAAAAAAABCeCPIBAAAAAAAAAAAAIcSfG/n0IF9ycrJERER4dEZcXJyhR5AP7tCDfGVlZYZAiVny8/Pl008/VXp//OMfJSoqyqSJfEffyFdYWBiwe69du1ape/XqFbB7eyolJUWpg3Ejn76Nz2q1GuZ2VyA38iUnJxt+L+3Zs8fn99HpQT5/fGzBLisryxDO/P7772t+ffToUXn++eeVx8ePHx+UmzMBAAAAAACAUECQDwAAAAAAAAAAAAghsbGxSu3LIF9+fr5Sp6ene3wGG/ngrRYtWhiCNFu2bDFpGtUrr7yibAeMi4uT22+/3cSJfEcP8pm5ka9nz54Bu7enQmEjn6MwdmRkpFdnderUyWGQ2x9hN6vVatgcSJAvMCwWi2Er39lBvhdeeEGOHTumXP+vf/0rMMMBAAAAAAAAYYggHwAAAAAAAAAAABBCArmRLy0tzeMz2MiHutC38gVDkO/EiRMydepUpXfzzTdLfHy8SRP5lllBvqqqKlm/fr3SC6WNfMEY5NM38unhOE9ERUVJ586dDX1/hd3atm2r1AT5AsdRkM9ut0txcbG88MILymNXXnmldOnSJYDTAQAAAAAAAOGFIB8AAAAAAAAAAAAQQvQgX2lpqc/OZiMfzKYHh7Zu3WrSJL+bNm2aYSPVvffea+JEvqUH+Y4fPy4nT570+323b99u+P4VzBv59CBfQUGBSZM458sgn4hIt27dDD2CfOFHD/Ll5eVJbm6uPPfcc3L8+PGavsVikX/+858Bng4AAAAAAAAILwT5AAAAAAAAAAAAgBAS7Bv5HIX2HG3pAxwJto18VVVV8uKLLyq90aNHS0ZGhjkD+YEe5BMRKSws9Pt9165dq9SpqanSokULv9/XW6mpqUod7hv5RMI/yFdcXKzU9TXIl5WVJQkJCUpv1qxZ8tJLLym9a665xuGWRgAAAAAAAADuI8gHAAAAAAAAAAAAhJDY2FilPn36tNjtdp+crQf5vNnIp4f2YmNjxWrlnyXhHkcb+Xz19e2NuXPnyu7du5Xe5MmTTZrGPxo2bGj4vnLw4EG/33fNmjVKHczb+ESMG/kOHz4sZWVlJk3jmC++h59ND/JZLBaJj4+v05nOsJHPPBaLxbCV7x//+IeymdNqtcrDDz8c4MkAAAAAAACA8MO/mAEAAAAAAAAAAAAhRN/IZ7fbpaKios7nVlZWyv79+5WeNxv5WrVqpdSOtn0Bzugb+U6cOCEFBQUmTSPywgsvKHWvXr1k8ODBJk3jHxaLxfD71IyNfL169fL7PetC38gnIobvmWay2+2Sk5Oj9Nq0aVOnM/v37y9NmzatqQcOHCg2m61OZzqjB/ny8/OlsrLSL/c6gyDf7/QgX3l5uVJfd911kpmZGcCJAAAAAAAAgPBEkA8AAAAAAAAAAAAIIXqQT0SktLS0zufu379fqqurlZ4325y6d+8uAwYMqKnvuuuuOs+G+iMlJUUaNWqk9LZu3Vrnc+12u6xatUpmz56tbJlyZc+ePfLjjz8qvb/85S9isVjqPE+w0YN8/t7IZ7fbDUG+YN/I16RJE8PGUTNDprrDhw/L0aNHlV5dg1dNmjSRGTNmyIABA2TEiBHy9ttv1+k8V/TQYVVVld8/v3qQr1mzZn69XzDTg3xns9ls8tBDDwVuGAAAAAAAACCMEeQDAAAAAAAAAAAAQoijIN/p06frfG5+fr5Sx8bGerWdyGKxyHfffSezZ8+WpUuXyv3331/n2VB/WCwW6dy5s9LbsmVLnc99/fXXpW/fvjJu3Di56KKL3NpiOX/+fKVOSEiQK664os6zBKNAB/lyc3MNobNgD/JZLBbDVr59+/aZNI3R9u3blTo6Olpat25d53Ozs7Nl2bJlMn/+fL9uZEtISJAGDRoovT179vjtfiJs5DtbVlaWJCQkOHzsxhtvlA4dOgR4IgAAAAAAACA8EeQDAAAAAAAAAAAAQkhsbKyh54sgX15enlKnpaV5vXksKipKLr/8chk4cGCd50L9k5WVpdT65jZPlZeXy4MPPlhTr1y5Ur744otanzdv3jylHjlypERFRdVplmAV6CCf/v9p8+bNJS0tza/39IWUlBSlDuYgX4cOHcRms5k0jecsFou0bdtW6fkzyFddXS3FxcVKrz4H+SwWi8OtfBEREfKPf/wj8AMBAAAAAAAAYYogHwAAAAAAAAAAABBC/LWRTw/ypaen1/lMwBu9e/dW6sWLF4vdbvf6vEWLFhm2v82ePdvlc06dOiXfffed0hs5cqTXMwS7QAf51qxZo9Q9e/b0OjgcSHqQr6CgwKRJjPQgX6dOnUyaxHt6kG/37t1+u9eRI0ekurpa6dXnIJ+IOAzy3XLLLYb/XwAAAAAAAAB4jyAfAAAAAAAAAAAAEEIiIiIMW5ZKS0vrfG5+fr5Sh8J2LISn7Oxspd6/f79s3rzZ6/OmT59u6M2bN0/Ky8udPue7775TArI2m80wVzhJSkpS6kBv5OvVq5df7+crqampSh1MG/m2bdum1B07djRpEu+1b99eqXfu3Om3e+3atUupbTabtGrVym/3CwWXXHKJUkdGRirbTAEAAAAAAADUHUE+AAAAAAAAAAAAIMToW/nYyIdwkpGRIa1bt1Z6X3/9tVdnlZaWypw5cwz9kpIS+fbbb50+b/78+Uo9YMAAiY+P92qGUBAMG/lCQSht5AvFIJ8+844dO/x2L/3z1a5dO4mMjPTb/UJBp06d5M4776ypX3jhBf4sAAAAAAAAAPgYQT4AAAAAAAAAAAAgxMTGxiq1L4J8+kY+XrwPs1gsFhk2bJjSW7RokVdnzZ8/X06cOOHwsdmzZzvs2+12Q5Dv0ksv9er+oUIP8hUWFordbvfLvQ4cOGAICrKRr27Ky8tl9+7dSi8Ug3yZmZlKvWPHDr99HeohQf3e9dV///tf2bx5s+Tn58vdd99t9jgAAAAAAABA2CHIBwAAAAAAAAAAAISYQGzkS0tLq/OZgLeys7OVesmSJVJaWurxOdOnT3f62Jw5c6SqqsrQ37p1q+Tm5iq9kSNHenzvUKIH+crKyuTYsWN+udfatWuVumHDhtKhQwe/3MvX9I18+/fvl+rqapOm+d3u3bsNX8vhEOQ7deqU7N+/3y/3IsjnXFZWliG0CgAAAAAAAMA3CPIBAAAAAAAAAAAAIUYP8nkTcDrbyZMnpbi4WOmxkQ9muuSSS8Rq/f2fs0+fPi1Llizx6Izjx4/LV1995fTxwsJCWbFihaGvb+NLS0uTLl26eHTvUJOUlGTo6VvzfEUP8vXo0UP5/zqY6eGmyspKOXTokEnT/G779u1KnZiYKE2bNjVnmDpITk6WuLg4pacH7nyFIB8AAAAAAAAAM4TG34YDAAAAAAAAAAAAqOHrjXz5+fmGHhv5YKamTZvKueeeq/QWLVrk0Rlz585Vfm9ERERIu3btlGtmz55teN68efOUeuTIkWKxWDy6d6iJiYkxBL/8FeRbs2aNUvfs2dMv9/GHxMREsdlsSm/fvn0mTfM7PcgXitv4RESsVqshUKd/bL5gt9sJ8gEAAAAAAAAwBUE+AAAAAAAAAAAAIMTExsYqdV2DfHl5eUrdvHlzw1YkINCGDRum1F9//bVHz58+fbpSZ2dny7XXXqv0Zs+eLXa7vaY+duyYLF26VLlm5MiRHt03VOlb+QK1ka9Xr15+uY8/2Gw2SU5OVnoFBQUmTfO7cAnyiRgDdf7YyLd//345deqU0gvlzxkAAAAAAACA0EGQDwAAAAAAAAAAAAgx/t7Il56eXqfzAF/Izs5W6s2bN7u9/ay4uNgQ/Js4caKMHTtW6e3evVs2bNhQU3/zzTdSWVlZU0dFRckll1zi6eghqWXLlkrtjyDfkSNHZM+ePUovlDbyiYikpKQoNRv5fCsQQT79zLi4OENAEwAAAAAAAAD8gSAfAAAAAAAAAAAAEGL0IF9paWmdztM38qWlpdXpPMAX+vbtK02bNlV6ixYtcuu5s2fPloqKipo6OjpaxowZIz169JDWrVsbrj1j/vz5ymMXXnihNGjQwMPJQ5Me5CssLPT5PdatW6fUUVFRkpWV5fP7+JMe5GMjn28FIsinf74yMzPFYrH4/D4AAAAAAAAAoCPIBwAAAAAAAAAAAIQYX2/k04N8bORDMIiIiDBsw3M3yDd9+nSlvvTSS6Vx48ZisVgMW/nOBPmqq6tlwYIFhufVF4HYyLdmzRql7tq1q0RGRvr8Pv6Umpqq1GZv5CsuLpaioiKlF8pBPn323bt3S3l5uU/voYcD9fAgAAAAAAAAAPgLQT4AAAAAAAAAAAAgxMTGxip1XYN8+fn5Ss1GPgSLYcOGKfU333wjVVVVLp9TWFgo3377rdKbOHFiza/1IN+GDRtk9+7dsnbtWkN4beTIkd6MHZICEeRbu3atUvfq1cvn9/A3fSOf2UE+fbtcRESEtG3b1qRp6i4jI0Opq6qqZM+ePT69B0E+AAAAAAAAAGYhyAcAAAAAAAAAAACEGDbyob7Izs5W6l9//dUQBtPNmjVLqqura+oGDRoom/UGDhwoLVq0UJ4ze/ZsmT9/vtLLzMyUDh06eDt6yElKSlLqQGzk69mzp8/v4W/6Rr6CggKTJvmNHuRr3759yG05PFt8fLzh96cevKsrgnwAAAAAAAAAzEKQDwAAAAAAAAAAAAgxepCvtLTU67PsdrthIx9BPgSL1q1bS8eOHZXe119/7fI506dPV+oxY8ZIXFxcTW2z2WT06NHKNbNnz5Z58+Ypvfq0jU/E/xv5Tp48aQidhcNGvoKCArHb7SZNYwzy6b9fQpEerPNlkK+iokJ2797t8n4AAAAAAAAA4C8E+QAAAAAAAAAAAIAQ48uNfEVFRYbnp6WleX0e4GvDhg1T6kWLFjm9tqCgQJYuXar0Jk6caLhu7NixSr18+XL55ZdflN7ZW/zqAz3Id+jQIamqqvLZ+Rs2bFA2JVqtVunatavPzg8UfSPfyZMnpaSkxKRpjEG+Tp06mTSJ7/gzyLdnzx7D1zVBPgAAAAAAAACBQpAPAAAAAAAAAAAACDGxsbFKXZcgX15enlLbbDZp1aqV1+cBvpadna3Uy5cvdxqcmjlzplI3adLE8HwRkUsuuUQaNmxYU9vtdmWrWoMGDWTQoEF1GTvk6EG+6upq+fXXX312/tq1a5W6c+fOyqbEUJGcnGzo7du3z4RJfrNt2zalDoeNfPrHoIcV60IPBbZo0ULi4+N9dj4AAAAAAAAAuEKQDwAAAAAAAAAAAAgxvtzIl5+fr9TJyckSERHh9XmAr1144YUSGRlZU1dWVsr333/v8Nrp06cr9bhx4yQ6OtpwXUxMjIwcOdLpPYcMGeLweeGsRYsWYrFYlN7Bgwd9dv6aNWuUumfPnj47O5BiYmKkefPmSq+goMCUWSorKyUnJ0fphUOQz58b+fRQINv4AAAAAAAAAAQSQT4AAAAAAAAAAAAgxOhBvtLSUq/P0jfypaene30W4A8NGjSQ888/X+l9/fXXhut27dolK1euVHoTJ050eu7YsWOdPnbppZd6OGXoi4iIkBYtWig9Xwb59I18oRrkExFJTU1VarM28uXm5kpFRYXSC8cg34EDB+T48eM+OVsPBRLkAwAAAAAAABBIBPkAAAAAAAAAAACAEOPPjXwE+RCMhg0bptSLFi1S6vLycnnssceUXkJCglx88cVOzxw5cqRERUU5fGzEiBFeThrakpKSlNpXQb7y8nLZuHGj0uvVq5dPzjZDSkqKUpsV5NO3yzVr1kwSEhJMmcWX2rdvb9gOuXPnTp+cTZAPAAAAAAAAgJkI8gEAAAAAAAAAAAAhJjY2VqnrEuTTN/KlpaV5fRbgL9nZ2Uqdk5Mju3fvrvn1wIED5b333lOuueKKKyQiIsLpmY0bN5ZLLrnE0O/evbth41p90bJlS6X2VZBvy5Yths1xPXr08MnZZtC/PgoKCkyZQw/yhcM2PpHfwupt2rRRenoAz1sE+QAAAAAAAACYiSAfAAAAAAAAAAAAEGJ8uZFPD/KxkQ/BqHv37pKYmKj0Fi1aJB999JH07NlTVq1apTxms9nktttuq/XcsWPHGnojR46s27AhzF9BvrVr1yp1u3btpGnTpj452wzBupEvXIJ8IsaAnf6xeuPEiROyf/9+l/cBAAAAAAAAAH8iyAcAAAAAAAAAAACEGD3IV1pa6vVZ+iYpNvIhGFmtVhk6dKjSe+CBB+S6666TEydOKP2oqCiZMmWK9OzZs9ZzR48eLRaLReldeumldR84ROlBvsLCQp+cu3HjRqUO5W18ImzkCwQ9YOeLjXw7d+5UaovFIu3bt6/zuQAAAAAAAADgLoJ8AAAAAAAAAAAAQIjx5Ua+kpISpW7evLnXZwH+NGzYMKU+evSo4ZrMzExZsWKF3HrrrW6dmZSUJHfddVdNfdFFF0n//v3rNGco89dGPj3I17VrV5+caxY28vmfP4J8+uerdevWEhsbW+dzAQAAAAAAAMBdEWYPAAAAAAAAAAAAAMAzevCgLkE+fZtfXFyc12cB/qRv5NPdfPPN8vLLL0vDhg09Ovf555+XoUOHytGjR2Xs2LFitdbf98P1V5Bv06ZNSt2lSxefnGsWfSPf4cOHpaysTKKjowM2Q0lJieH/n3AP8tntdsMGTU/oYUD9HgAAAAAAAADgbwT5AAAAAAAAAAAAgBDjq418lZWVUlFRofTYToRg1bJlS+nevbusX79e6Tdq1EimTJkiV199tVfnRkVFyZgxY3wxYshLSkpSal8E+YqKigznhNtGPhGR/fv3S9u2bQM2g75dzmq1Svv27QN2f3/TQ4klJSVy6NAhw9eoJwjyAQAAAAAAADBb/X0rQQAAAAAAAAAAACBE6UE+faueuxw9j418CGY33XSTUvfr10/WrVvndYgPKn0jX3FxsZSVldXpTH0bX3R0dMgHzpo0aWL4Xrlv376AzqAH+dq2bRvQjYD+lpaWZvh49I/ZUwT5AAAAAAAAAJiNIB8AAAAAAAAAAAAQYhxt5LPb7R6fc+rUKUOPjXwIZn/84x/l4Ycflosvvliee+45Wbp0qbRr187sscKGHuQTETl06FCdztSDfJ07d5aIiIg6nWk2i8UiqampSq+goCCgM+ihNn2DXaizWq2SkZGh9PQgnifsdjtBPgAAAAAAAACmC+2/HQcAAAAAAAAAAADqIT1sZ7fbpaKiQqKiojw6h418CDU2m00eeeQRs8cIW/Hx8RIZGSkVFRU1vYMHD0paWprXZ27cuFGpu3bt6vVZwSQlJUUJhpm9kS/cgnwivwXtzg6C1iXId/jwYTl27JjhfAAAAAAAAAAIJDbyAQAAAAAAAAAAACFG38gn8ttWPk+xkQ/A2axWqyQlJSm9wsLCOp2pb+Tr0qVLnc4LFmZv5Nu2bZtSd+rUKaD3DwQ9nFiXIJ/+3OjoaElPT/f6PAAAAAAAAADwBkE+AAAAAAAAAAAAIMT4Ksinb+SLjo4Wq5V/QgTqs5YtWyr1wYMHvT7LbrcbgnzhtJHvbIHcyFddXS07d+5UeuG6ke9sdQny6RsMO3ToIDabzevzAAAAAAAAAMAb/CscAAAAAAAAAAAAEGIcBfn0UJ479I18bOMDoG/kq0uQLz8/X0pKSpReuG7kC2SQLy8vzxDerg9BvpycHKmsrPTqLD0EqJ8NAAAAAAAAAIFAkA8AAAAAAAAAAAAIMY4Cd77YyBcXF+f1TADCgy838unb+Jo0aWIIwIUqfSNfQUFBwO6tb5dr3LixIYAZDvSwXUVFhezdu9erswjyAQAAAAAAAAgGBPkAAAAAAAAAAACAEBMRESE2m03peRPkYyMfAJ0/g3xdunQRi8Xi9XnBRA/y7d+/X6qrqwNybz3I17Fjx7D5vJ6tefPmEh8fr/T0QJ67CPIBAAAAAAAACAYE+QAAAAAAAAAAAIAQFBMTo9Rs5APgC74M8m3cuFGpu3Tp4vVZwUbfLFhZWSmHDh0KyL0dBfnCkcViMXxs3gT5qqqqJCcnR+kR5AMAAAAAAABgBoJ8AAAAAAAAAAAAQAjSg3x6KM8dbOQDoNODfIWFhV6fpW/k69q1q9dnBZvExETDZtR9+/YF5N71JcgnYgzc6R+7O/Ly8qS8vNzluQAAAAAAAAAQCAT5AAAAAAAAAAAAgBDERj4A/pCUlKTU3m7kq6yslK1btyq9cNrIZ7PZJDk5WekVFBQE5N71OcjnzUY+/TlNmjSRFi1a1GkuAAAAAAAAAPAGQT4AAAAAAAAAAAAgBOnb87wJ8rGRD4BO38h34sQJKSkp8ficnJwcKSsrU3rhFOQTEUlJSVHqQGzkO3nypCEwSJDPNUfBR4vFUqe5AAAAAAAAAMAbBPkAAAAAAAAAAACAEMRGPgD+kJaWJjabTelt3LjR43M2bdqk1K1atZLmzZvXabZgk5qaqtSBCPLpQTaLxSIZGRl+v69Z9JBifn6+IYReG/1zpocDAQAAAAAAACBQCPIBAAAAAAAAAAAAIUgP8umhPHewkQ+ALiYmRrKyspTemjVrPD5HD/+F2zY+EeNGPn1Tnj/o2+XS09PD+nt3hw4dDL2cnByPziDIBwAAAAAAACBYEOQDAAAAAAAAAAAAQhAb+QD4S69evZTamyCfvpEvHIN8Zmzk04N8+sa6cBMXFydpaWlKT/8c1IYgHwAAAAAAAIBgQZAPAAAAAAAAAAAACEH6BiZvgnxs5APgiC+CfPpGvq5du9ZppmAUDBv5wj3IJ2IM3unBPFdKS0slLy/P5XkAAAAAAAAAECgE+QAAAAAAAAAAAIAQxEY+AP6iB/k2b97s0feY0tJSycnJUXrhuJHPUZDPbrf79Z5btmxR6voQ5NM/Rk+CfLt27TL8f5KRkeGTuQAAAAAAAADAUwT5AAAAAAAAAAAAgBCkB/n0UJ472MgHwJHu3buLxWKpqauqqgwb9lzZunWrEp6yWCySlZXl0xmDQWpqqlKfPHlSSkpK/Ha/yspK2bp1q9ILx4Ckri4b+fRrk5OTpWHDhj6ZCwAAAAAAAAA8RZAPAAAAAAAAAAAACEFs5APgL40aNTKEp9asWeP28/XQX7t27aRBgwY+mS2YJCcnG3r79u3z2/1ycnKkvLxc6Z1zzjl+u1+wqEuQb/v27UpdHzYYAgAAAAAAAAheBPkAAAAAAAAAAACAEKRvz/NFkI+NfADO6NWrl1J7EuTbtGmTUofr1riYmBhJSEhQev4M8umf15YtWxruH470IF9xcbEUFRW59Vw99KefBQAAAAAAAACBRJAPAAAAAAAAAAAACEG+2Mh36tQppSbIB+AMPci3du1at5+rB866du3qk5mCUUpKilIXFBT47V71JSCpa926tURGRio9d7fyEeQDAAAAAAAAEEwI8gEAAAAAAAAAAAAhSA/y6dv13KE/Jy4urk4zAQgfepBvw4YNUlFR4dZzN27cqNThHDhLTU1V6kBu5Avnz+vZIiIipEOHDkpP/xpzpKqqSrZu3ar0CPIBAAAAAAAAMBNBPgAAAAAAAAAAACAEsZEPgD/17NlTqcvKygyhKEeOHDliCLOFc+CMjXyBoW91/PLLL2t9ztKlS+XIkSMuzwEAAAAAAACAQCLIBwAAAAAAAAAAAIQgPXTnTZCPjXwAnImPj5e2bdsqvTVr1tT6PD1sFhkZGdZb0PQgn7828p0+fVp27typ9OpTkG/06NFKvWjRIjl27JjL58yaNUupu3fvLq1bt/b5bAAAAAAAAADgLoJ8AAAAAAAAAAAAQAhiIx8Af9O38nkT5OvUqZNERkb6dK5gkpqaqtQbN26UiooKn99n27ZtUl1drfSysrJ8fp9gddlll0lUVFRNXVFRIV999ZXT66urq+Xzzz9XehMmTPDbfAAAAAAAAADgDoJ8AAAAAAAAAAAAQAjSg3z6dj13sJEPgCu9evVSam+CfF27dvXpTMGmc+fOSr13716ZMmWKz++jf17btGkjjRo18vl9glWTJk1k6NChSu+zzz5zev3PP/8s+/fvV3rjx4/3y2wAAAAAAAAA4C6CfAAAAAAAAAAAAEAIqutGvsrKSsPWKDbyATibHuRbt26dVFVVuXzOxo0blbpLly4+nyuYnHvuudK7d2+l989//lOOHDni0/vUt4CkI3oQb8GCBXLixAmH186aNUupO3fubAhdAgAAAAAAAECgEeQDAAAAAAAAAAAAQpAeuvM0yOdogx8b+QCcTQ/ynTx5Unbu3On0ervdbgichXuQz2q1ygsvvKD0iouL5dFHH/Xpferb59WRMWPGSERERE19+vRpWbBggeE6u91u2NY3YcIEv88HAAAAAAAAALUhyAcAAAAAAAAAAACEoLpu5Dt16pShx0Y+AGdLSkqS5ORkpbd27Vqn1+/fv9+wia4+bI4bNGiQISj26quvyo4dO3x2D4J8Is2aNZOLLrpI6emb90REVq9eLXv37lV6+jY/AAAAAAAAADADQT4AAAAAAAAAAAAgBOlBPkcb9lxhIx8Ad+hb+dasWeP0Wj1s1rBhQ0lPT/fLXMHm6aeflqioqJq6srJS7r//fp+cXVJSYgim1ccgn4hxs968efMMP8/0bXwdOnSQbt26+X02AAAAAAAAAKgNQT4AAAAAAAAAAAAgBLGRD0Ag1CXId84554jVWj9eltCuXTuZPHmy0vvyyy9l8eLFdT57y5YtSm2z2aRjx451PjcUXX755crX1MmTJ2XRokU1td1uN2zpGz9+vFgsloDNCAAAAAAAAADO1I+/MQcAAAAAAAAAAADCjB668zTIp28wio6OrjeBGwDucxTks9vtDq/duHGjUnft2tVvcwWjv//975KYmKj0Jk+eLJWVlXU6Vw9IZmZmSnR0dJ3ODFWJiYkyePBgpXd2cG/jxo2Sk5OjPK5v8QMAAAAAAAAAs/AvcQAAAAAAAAAAAEAIcrSRz1m4xhF9Ix/b+AA4ogf5jh49Krm5uQ6v1QNnXbp08ddYQalx48by+OOPK71NmzbJ22+/Xadz6/vnVTd+/Hil/vLLL6WsrExERD777DPlsdatW0vv3r0DNhsAAAAAAAAAuEKQDwAAAAAAAAAAAAhBepCvurpaKioq3H6+vpEvLi7OJ3MBCC+pqamSkJCg9NasWWO4rqqqSjZv3qz06ttGPhGRW265Rbp166b0HnroITl27JjXZxLkU40dO1apjx07Jv/73/9ERN3OJyIybtw4sVgsAZsNAAAAAAAAAFwhyAcAAAAAAAAAAACEID3IJ/LbVj53sZEPgDssFothK5+jIN/u3bsN34PqY+DMZrPJCy+8oPQOHz4sTzzxhNdnEuRTpaSkyIABA5TeZ599Jlu3bpUtW7Yo/QkTJgRyNAAAAAAAAABwiSAfAAAAAAAAAAAAEIIcBe88CfKxkQ+Au3r27KnUjoJ8U6dOVeoWLVpIYmKiX+cKVhdffLGMGTNG6b300kuya9cuj886fPiwFBYWKr36HuQTERk/frxSf/HFFzJjxgyll5ycLOedd14gxwIAAAAAAAAAlwjyAQAAAAAAAAAAACGIjXwAAsXRRj673V5Tb9myRV588UXlmiFDhgRitKD1zDPPSGRkZE1dXl4u9913n8fnbN68Wamjo6Olffv2dZ4v1OlBvuLiYnn22WeV3rhx48Rq5WUxAAAAAAAAAIIHf2MJAAAAAAAAAAAAhCBHQT59y54rbOQD4C49yHfo0CE5cOCAiIjY7Xa55557pLKysubxqKgoeeSRRwI6Y7DJyMiQP/7xj0pvzpw5Mn/+fI/O2bRpk1JnZWWJzWar83yhrnXr1tKnTx+ld/LkSaXWw34AAAAAAAAAYDaCfAAAAAAAAAAAAEAIioiIMGwaYiMfAH9o166dNG7cWOmtWbNGRERmzJgh3333nfLY/fffLxkZGQGbL1g99NBDkpiYqPT+9Kc/efS9euPGjUrdpUsXn8wWDiZMmOD0sRYtWsigQYMCOA0AAAAAAAAA1I4gHwAAAAAAAAAAABCCLBaLIXznSTiEjXwA3GW1WqVnz55Kb82aNXL8+HG57777lH56err8/e9/D+R4Qatp06by9NNPK71du3bJs88+6/YZ+kY+gny/c7Vxb+zYsWwuBAAAAAAAABB0CPIBAAAAAAAAAAAAISomJkap2cgHwF969eql1GvWrJFHH31U9u/fr/RfeOEFadCgQSBHC2o33HCDDBgwQOk98cQTkpubW+tz7XY7QT4XOnToIN26dXP4mKuQHwAAAAAAAACYhSAfAAAAAAAAAAAAEKL0IJ++Zc8VNvIB8IQe5Pvhhx/kxRdfVHrZ2dkyduzYAE4V/KxWq7z22mtitf7+8ozTp0/L5MmTa31uQUGBlJSUKD2CfKoJEyYYevHx8XLRRReZMA0AAAAAAAAAuEaQDwAAAAAAAAAAAAhRbOQDECh6kO/o0aNSWVlZU0dGRsorr7wiFosl0KMFvR49esidd96p9L744gtZsGCBy+fp2/gaNWokaWlpPp8vlDnavDdmzBiJjIw0YRoAAAAAAAAAcI0gHwAAAAAAAAAAABCi9PCdJ0E+NvIB8ETHjh1dBn7vv/9+yczMDOBEoeWxxx6TFi1aKL0//elPUlZW5vQ5epCvS5cuBCU1WVlZhi2FV155pUnTAAAAAAAAAIBrBPkAAAAAAAAAAACAEMVGPgCBYrPZpEePHg4fS0tLkwcffDCwA4WY+Ph4efrpp5VeTk6OPPvss06f4yjIB6MpU6ZI48aNRUTk+uuvl+HDh5s8EQAAAAAAAAA4RpAPAAAAAAAAAAAACFF6kE/fsucKG/kAeKpXr14O+y+88II0aNAgwNOEnhtvvFHOO+88pffEE0/I3r17HV5PkM89AwYMkMOHD8u+ffvk/fffZ2shAAAAAAAAgKBFkA8AAAAAAAAAAAAIUWzkAxBIPXv2NPSGDh0q48aNM2Ga0GO1WuW1114Tq/X3l2qUlpbK5MmTDddWVVXJli1blB5BPueioqIkOTnZ7DEAAAAAAAAAwCWCfAAAAAAAAAAAAECI0sN3ngT52MgHwFP9+/dX6sjISHnllVfYgOaBXr16yR133KH0Zs+eLZ9++qnS2717t+F7OkE+AAAAAAAAAAhtBPkAAAAAAAAAAACAEMVGPgCBlJWVJTfeeKOIiFgsFnnllVekY8eOJk8Veh5//HFJSEhQejfccIMsW7aspt60aZPyeIsWLSQxMTEg8wEAAAAAAAAA/IMgHwAAAAAAAAAAABCi9CCfvmXPFTbyAfDGu+++Kxs2bJC9e/fKH/7wB7PHCUnx8fHyn//8R+mdPn1aRo0aJVu3bhURY5Cva9euAZsPAAAAAAAAAOAfBPkAAAAAAAAAAACAEMVGPgBm6Nq1q6SlpZk9Rki76aabZNKkSUrvyJEjMnz4cNm/f78hyNelS5dAjgcAAAAAAAAA8IMIswcAAAAAAAAAAAAA4B09fOdJkI+NfABgHovFIq+//rocOHBA5s2bV9PPy8uTESNGyIkTJ5TrCfIBAAAAAAAAQOhjIx8AAAAAAAAAAAAQotjIBwChKyIiQmbMmCH9+vVT+hs2bJDdu3crPYJ8AAAAAAAAABD6CPIBAAAAAAAAAAAAIUoP8ulb9pypqKiQyspKpcdGPgAIvAYNGshXX30lGRkZLq8755xzAjQRAAAAAAAAAMBfwjbI99RTT4nFYqn5nyuFhYVy3333SceOHSU2NlaaNWsmgwYNkrfeekvsdnuAJgYAAAAAAAAAAAA84+1GPkeBPzbyAYA5WrRoIQsXLpSkpCSHj6enp0vjxo0DPBUAAAAAAAAAwNfCMsi3fft2eeSRR9y6dvXq1XLOOefI888/Lzt27JCIiAg5fvy4LF26VG677TYZPny4lJWV+XliAAAAAAAAAAAAwHN6+K4uQT428v1/7d13mFT1uQfw9ywLS2+xoGI3gIi9xm40qLEnV6MxBkvsGhPFQlRsaRpFY43lBls0yVWvhVhQY8GSxIIFsHdRlCK9bfndP3xmLrtUYWfn7PL5PA9PduacOfM7eb6eOe/Mec8PoHzWWWedePDBB6Njx47zLevXr18ZRgQAAAAAQGNrcY18dXV1cdRRR8Xs2bPjO9/5ziLXnTJlSuy9994xceLE6NOnT7zwwgsxbdq0mDFjRlx99dXRunXrGD58ePzyl79sotEDAAAAAADAkjMjH0DLsdlmm8Xdd98dlZWV9Z7faKONyjQiAAAAAAAaU4tr5Lvqqqvi2WefjUMPPTT69++/yHUvvfTSGDduXLRr1y4efPDB2GKLLSIiok2bNnHiiScWZ/W74YYb4u233y752AEAAAAAAOCbaNjIt6AGvQWZOXPmfM9p5AMov/79+8fQoUOjVatWEfH1sfmoo44q86gAAAAAAGgMLaqR74MPPoizzz47vvWtb8Xll1++2PVvvfXWiIg4+OCDY+21155v+cknnxwdO3aM2tra+Mtf/tLo4wUAAAAAAIBl0Vgz8lVVVUVFRYv66RCg2frJT34SI0eOjBtvvDFGjx4d6623XrmHBAAAAABAI2hRv8YdffTRMWPGjBgyZEisuOKKi1z3rbfeio8//jgiIvbcc88FrtOxY8fYYYcdIiJi+PDhjTtYAAAAAAAAWEYNZ9Fb0ka+hjPymY0PIF823HDD+NnPfrbAmxIDAAAAANA8tZhGvhtvvDEef/zx2G233eKnP/3pYtcfNWpU8e9+/fotdL3CsjFjxiz7IAEAAAAAAKARNdaMfO3bt2+0MQEAAAAAAADzaxGNfGPHjo3TTz892rVrF9dff/0Sveazzz4r/r3aaqstdL3CsqlTp8b06dOXbaAAAAAAAADQiBo28jVs0FsYM/IBAAAAAABA02oRjXzHHntsTJkyJc4///xYZ511lug106ZNK/69qDuMzrts3tcAAAAAAABAuZmRDwAAAAAAAJqHZt/Id/vtt8c//vGP2GSTTeLUU08t93AAAAAAAACgyTScSW/27NmRUlrs68zIBwAAAAAAAE2rWTfyffnll/GLX/wiWrVqFTfeeGNUVlYu8Ws7depU/LvhD5XzmnfZvK8BAAAAAACAcms4I19dXV3U1NQs9nVm5AMAAAAAAICmteSdbzl05plnxsSJE+P444+PPn36xPTp0+stnzt3bvHvwrI2bdpEmzZtYtVVVy0uGzt2bHTu3HmB7zF27NiIiOjcuXN07NixsXcBAAAAAAAAllrDRr6Ir2fla9269SJfZ0Y+AAAAAAAAaFrNeka+Dz74ICIirrvuuujUqdN8/373u98V1y08d8YZZ0RERL9+/YrLRo0atdD3KCzr27dvKXYBAAAAAAAAltqCGvkazra3IGbkAwAAAAAAgKbVrBv5lkXv3r1jjTXWiIiIhx9+eIHrzJgxI0aMGBEREf3792+ysQEAAAAAAMCSWNBMerNnz17s68zIBwAAAAAAAE2rWTfyPfnkk5FSWui/8847r7hu4bkrrrii+NxPf/rTiIj461//Gh9++OF827/mmmti+vTp0apVqzj00ENLvTsAAAAAAADwjSxoRr4laeQzIx8AAAAAAAA0rWbdyLesBg4cGD169IiZM2fGXnvtFS+99FJERMydOzeuu+66OPfccyMi4phjjolevXqVc6gAAAAAAAAwn8rKyqioqP+Tnxn5AAAAAAAAIH8qyz2AcurSpUsMGzYsdt999xgzZkxsscUW0alTp5g9e3ZUV1dHRET//v3j8ssvL/NIAQAAAAAAYH5ZlkXbtm3rNeY1nG1vQczIBwAAAAAAAE1ruZ6RLyJi8803j9GjR8cvf/nL+Pa3vx3V1dXRoUOH2H777ePGG2+Mhx56KKqqqso9TAAAAAAAAFighrPpmZEPAAAAAAAA8qdFN/Kdf/75kVKKlNIi11t55ZVjyJAh8fbbb8esWbPiq6++ihEjRsTPfvazqKho0f8XAQAAAAAA0My1bdu23uMlaeQzIx8AAAAAAAA0LV1qAAAAAAAA0IwtTSOfGfkAAAAAAACgaWnkAwAAAAAAgGasYSNfw9n2FsSMfAAAAAAAANC0NPIBAAAAAABAM2ZGPgAAAAAAAMg/jXwAAAAAAADQjDVswluSRj4z8gEAAAAAAEDT0sgHAAAAAAAAzZgZ+QAAAAAAACD/NPIBAAAAAABAM9awka/hbHsLYkY+AAAAAAAAaFoa+QAAAAAAAKAZMyMfAAAAAAAA5J9GPgAAAAAAAGjGGjbhLa6Rr7q6Ompqauo9Z0Y+AAAAAAAAKC2NfAAAAAAAANCMfdMZ+WbNmjXfc2bkAwAAAAAAgNLSyAcAAAAAAADNWMNGvgU16i1uuRn5AAAAAAAAoLQ08gEAAAAAAEAz9k1n5Js5c+Z8z5mRDwAAAAAAAEpLIx8AAAAAAAA0Yw2b8BbXyLegGfk08gEAAAAAAEBpaeQDAAAAAACAZmxZZ+SrqqqKigo/GwIAAAAAAEAp+UUOAAAAAAAAmrGGjXwLmnFvUcvbt2/f6GMCAAAAAAAA6tPIBwAAAAAAAM3Yss7I165du0YfEwAAAAAAAFCfRj4AAAAAAABoxho24i2ukc+MfAAAAAAAAND0NPIBAAAAAABAM2ZGPgAAAAAAAMg/jXwAAAAAAADQjDVs5Gs4415DZuQDAAAAAACApqeRDwAAAAAAAJoxM/IBAAAAAABA/mnkAwAAAAAAgGasYSPe4hr5zMgHAAAAAAAATU8jHwAAAAAAADRj33RGvoaNfGbkAwAAAAAAgNLTyAcAAAAAAADNWMNGvlmzZkVKaaHrz5w5s95jM/IBAAAAAABA6WnkAwAAAAAAgGasYSNfXV1d1NTULHR9M/IBAAAAAABA09PIBwAAAAAAAM3YghrxZs+evdD1zcgHAAAAAAAATU8jHwAAAAAAADRjDWfki1h0I58Z+QAAAAAAAKDpaeQDAAAAAACAZmxBjXwNm/Xm1XBGPo18AAAAAAAAUHoa+QAAAAAAAKAZW9YZ+dq3b9/oYwIAAAAAAADq08gHAAAAAAAAzVjr1q2joqL+z36LauQzIx8AAAAAAAA0PY18AAAAAAAA0IxlWTbfrHxm5AMAAAAAAIB80cgHAAAAAAAAzVzDRr6GzXrzMiMfAAAAAAAAND2NfAAAAAAAANDMmZEPAAAAAAAA8k0jHwAAAAAAADRzDWfVW1Qjnxn5AAAAAAAAoOlp5AMAAAAAAIBmzox8AAAAAAAAkG8a+QAAAAAAAKCZa9jI17BZb15m5AMAAAAAAICmp5EPAAAAAAAAmrklnZGvuro6ampq6j1nRj4AAAAAAAAoPY18AAAAAAAA0Mw1nFVvYY18C5qpz4x8AAAAAAAAUHoa+QAAAAAAAKCZW9IZ+RbUyGdGPgAAAAAAACg9jXwAAAAAAADQzDVs5FtQw15ExMyZM+d7zox8AAAAAAAAUHoa+QAAAAAAAKCZW5YZ+TTyAQAAAAAAQOlp5AMAAAAAAIBmrmEz3sIa+RrOyFdVVRUVFX4yBAAAAAAAgFLzqxwAAAAAAAA0c0s7I1/79u1LNiYAAAAAAADg/2nkAwAAAAAAgGauYSNfw4a9goYz8jWcyQ8AAAAAAAAoDY18AAAAAAAA0MyZkQ8AAAAAAADyTSMfAAAAAAAANHMNZ9ZbWCOfGfkAAAAAAACgPDTyAQAAAAAAQDNnRj4AAAAAAADIN418AAAAAAAA0Mw1bORr2LBXYEY+AAAAAAAAKA+NfAAAAAAAANDMmZEPAAAAAAAA8k0jHwAAAAAAADRzDWfWW1gjnxn5AAAAAAAAoDw08gEAAAAAAEAzZ0Y+AAAAAAAAyDeNfAAAAAAAANDMNWzka9iwV2BGPgAAAAAAACgPjXwAAAAAAADQzJmRDwAAAAAAAPJNIx8AAAAAAAA0cw1n1ltYI58Z+QAAAAAAAKA8NPIBAAAAAABAM2dGPgAAAAAAAMg3jXwAAAAAAADQzDVs5KutrY3q6ur51jMjHwAAAAAAAJSHRj4AAAAAAABo5ho28kUseFY+M/IBAAAAAABAeWjkAwAAAAAAgGZuQTPrLaiRz4x8AAAAAAAAUB4a+QAAAAAAAKCZMyMfAAAAAAAA5JtGPgAAAAAAAGjmlraRz4x8AAAAAAAA0DQ08gEAAAAAAEAz17p168iyrN5zDZv2IiJmzpxZ77EZ+QAAAAAAAKBpaOQDAAAAAACAZi7Lsvlm1zMjHwAAAAAAAOSHRj4AAAAAAABoAdq2bVvv8YIa+czIBwAAAAAAAOWhkQ8AAAAAAABagMU18lVXV0dNTU2958zIBwAAAAAAAE1DIx8AAAAAAAC0AA0b+WbNmrXIxxEa+QAAAAAAAKCpaOQDAAAAAACAFmBxM/ItqJGvffv2JR0TAAAAAAAA8DWNfAAAAAAAANACNJxdr2Ej38yZMxf7GgAAAAAAAKA0NPIBAAAAAABAC7A0M/Jp5AMAAAAAAICmoZEPAAAAAAAAWoCGjXwNG/cazshXVVUVFRV+LgQAAAAAAICm4Jc5AAAAAAAAaAEazq43derUeo8bNva1b9++5GMCAAAAAAAAvqaRDwAAAAAAAFqA1Vdfvd7jd955p97jhjPyNWz8AwAAAAAAAEpHIx8AAAAAAAC0AH379q33eMyYMfUem5EPAAAAAAAAykcjHwAAAAAAALQADRv53njjjairqys+NiMfAAAAAAAAlI9GPgAAAAAAAGgBGjbyzZo1Kz766KN6j+dlRj4AAAAAAABoOhr5AAAAAAAAoAVYeeWVo1u3bvWeGzNmTPFvM/IBAAAAAABA+WjkAwAAAAAAgBYgy7L5ZuWbt5HPjHwAAAAAAABQPhr5AAAAAAAAoIVYVCOfGfkAAAAAAACgfDTyAQAAAAAAQAthRj4AAAAAAADIJ418AAAAAAAA0EIsqJEvpRQRZuQDAAAAAACActLIBwAAAAAAAC1Ew0a+6dOnx6effhoRZuQDAAAAAACActLIBwAAAAAAAC3EaqutFp06dar33JgxYyLCjHwAAAAAAABQThr5AAAAAAAAoIXIsmy+WfkKjXxm5AMAAAAAAIDy0cgHAAAAAAAALcjCGvnMyAcAAAAAAADlo5EPAAAAAAAAWhAz8gEAAAAAAED+aOQDAAAAAACAFmRBjXwpJTPyAQAAAAAAQBlp5AMAAAAAAIAWpGEj3+TJk2PcuHFm5AMAAAAAAIAy0sgHAAAAAAAALcgaa6wxX5PemDFjzMgHAAAAAAAAZaSRDwAAAAAAAFqQioqK6NOnT73nxowZY0Y+AAAAAAAAKCONfAAAAAAAANDC9O3bt97jN954w4x8AAAAAAAAUEYa+QAAAAAAAKCFadjIZ0Y+AAAAAAAAKC+NfAAAAAAAANDCNGzke/XVV6Ompqbec2bkAwAAAAAAgKajkQ8AAAAAAABamIaNfJMnT55vHTPyAQAAAAAAQNPRyAcAAAAAAAAtzNprrx1VVVWLXMeMfAAAAAAAANB0NPIBAAAAAABAC1NZWRm9e/de5Dpm5AMAAAAAAICmo5EPAAAAAAAAWqC+ffsucnnbtm2baCQAAAAAAACARj4AAAAAAABogRbVyNe2bduoqPBTIQAAAAAAADQVv84BAAAAAABAC7SoRr527do14UgAAAAAAAAAjXwAAAAAAADQAi2qka99+/ZNOBIAAAAAAABAIx8AAAAAAAC0QOutt15UVlYucJkZ+QAAAAAAAKBpaeQDAAAAAACAFqh169bRq1evBS4zIx8AAAAAAAA0LY18AAAAAAAA0EL17dt3gc+bkQ8AAAAAAACalkY+AAAAAAAAaKEW1shnRj4AAAAAAABoWhr5AAAAAAAAoIUyIx8AAAAAAADkg0Y+AAAAAAAAaKE08gEAAAAAAEA+aOQDAAAAAACAFqpXr15RUTH/T4Lt27cvw2gAAAAAAABg+aWRDwAAAAAAAFqoqqqqWHfdded73ox8AAAAAAAA0LQ08gEAAAAAAEAL1rdv3/meMyMfAAAAAAAANC2NfAAAAAAAANCCLaiRz4x8AAAAAAAA0LQ08gEAAAAAAEALZkY+AAAAAAAAKD+NfAAAAAAAANCCmZEPAAAAAAAAyk8jHwAAAAAAALRgffr0iSzL6j1nRj4AAAAAAABoWhr5AAAAAAAAoAVr3759rLXWWvM9BwAAAAAAADQdjXwAAAAAAADQwu277771Hu+0005lGgkAAAAAAAAsnyrLPQAAAAAAAACgtC644IKIiHjnnXfimGOOmW+GPgAAAAAAAKC0NPIBAAAAAABAC9elS5e44ooryj0MAAAAAAAAWG5VlHsAAAAAAAAAAAAAAAAAANCSaeQDAAAAAAAAAAAAAAAAgBLSyAcAAAAAAAAAAAAAAAAAJaSRDwAAAAAAAAAAAAAAAABKSCMfAAAAAAAAAAAAAAAAAJSQRj4AAAAAAAAAAAAAAAAAKCGNfAAAAAAAAAAAAAAAAABQQhr5AAAAAAAAAAAAAAAAAKCENPIBAAAAAAAAAAAAAAAAQAlp5AMAAAAAAAAAAAAAAACAEtLIBwAAAAAAAAAAAAAAAAAlpJEPAAAAAAAAAAAAAAAAAEpIIx8AAAAAAAAAAAAAAAAAlJBGPgAAAAAAAAAAAAAAAAAoIY18AAAAAAAAAAAAAAAAAFBCGvkAAAAAAAAAAAAAAAAAoIQ08gEAAAAAAAAAAAAAAABACWnkAwAAAAAAAAAAAAAAAIAS0sgHAAAAAAAAAAAAAAAAACWkkQ8AAAAAAAAAAAAAAAAASkgjHwAAAAAAAAAAAAAAAACUkEY+AAAAAAAAAAAAAAAAACihFtHIN3HixBg6dGj85Cc/ib59+0aHDh2iqqoqevbsGfvvv3/87//+72K38cUXX8Rpp50WvXv3jnbt2kX37t1jhx12iJtuuilSSk2wFwAAAAAAAAAAAAAAAAC0RJXlHkBj6NGjR9TU1BQft23bNlq3bh1jx46NsWPHxn333Rd77rln3HXXXdG+ffv5Xv/SSy/F7rvvHhMnToyIiI4dO8a0adPimWeeiWeeeSb+53/+J+6///6oqqpqsn0CAAAAAAAAAAAAAAAAoGVoETPy1dTUxFZbbRXXXnttvPfeezFr1qyYPn16fPDBB3HUUUdFRMRDDz0Uxx577HyvnTJlSuy9994xceLE6NOnT7zwwgsxbdq0mDFjRlx99dXRunXrGD58ePzyl79s6t0CAAAAAAAAAAAAAAAAoAVoEY18//znP+Pf//53HH/88bHOOusUn19rrbXipptuKjbw3X777fHJJ5/Ue+2ll14a48aNi3bt2sWDDz4YW2yxRUREtGnTJk488cS44IILIiLihhtuiLfffruJ9ggAAAAAAAAAAAAAAACAlqJFNPLtsssui1xemJUvIuLFF1+st+zWW2+NiIiDDz441l577flee/LJJ0fHjh2jtrY2/vKXvzTCaAEAAAAAAAAAAAAAAABYnrSIRr7Fadu2bfHv2tra4t9vvfVWfPzxxxERseeeey7wtR07dowddtghIiKGDx9ewlECAAAAAAAAAAAAAAAA0BItF418Tz75ZPHvDTfcsPj3qFGjin/369dvoa8vLBszZkzjDw4AAAAAAAAAAAAAAACAFq3FN/JNnjw5fve730VExA477BC9e/cuLvvss8+Kf6+22moL3UZh2dSpU2P69OklGikAAAAAAAAAAAAAAAAALVGLbuSrq6uLww47LD7//POoqqqKq666qt7yadOmFf9u3779Qrcz77J5XwMAAAAAAAAAAAAAAAAAi9OiG/lOOeWUGDZsWEREXHvttbHxxhuXeUQAAAAAAAAAAAAAAAAALG9abCPfwIED4+qrr46IiMsvvzyOPPLI+dbp1KlT8e+ZM2cudFvzLpv3NQAAAAAAAAAAAAAAAACwOC2yke+MM86Iyy67LCIi/vCHP8QvfvGLBa636qqrFv8eO3bsQrdXWNa5c+fo2LFj4w0UAAAAAAAAAAAAAAAAgBavxTXynX766fGHP/whIiIuueSSGDhw4ELX7devX/HvUaNGLXS9wrK+ffs20igBAAAAAAAAAAAAAAAAWF60qEa+gQMHxqWXXhoRXzfxnX766Ytcv3fv3rHGGmtERMTDDz+8wHVmzJgRI0aMiIiI/v37N+JoAQAAAAAAAAAAAAAAAFgetJhGvoEDB8Zll10WERGXXnrpYpv4Cn76059GRMRf//rX+PDDD+dbfs0118T06dOjVatWceihhzbaeAEAAAAAAAAAAAAAAABYPrSIRr4zzzyz2MQ3ZMiQOO2005b4tQMHDowePXrEzJkzY6+99oqXXnopIiLmzp0b1113XZx77rkREXHMMcdEr169Gn/wAAAAAAAAAAAAAAAAALRoWUoplXsQy+Ljjz+ONddcMyIiKioqYsUVV1zk+gMHDoyBAwfWe+6ll16K3XffPSZOnBgREZ06dYrZs2dHdXV1RET0798/7r///qiqqirBHize6NGjo1+/fsXHo0aNig022KAsYwEAAAAAAAAAAAAAAABobsrdo1XZZO9UInV1dfX+/uKLLxa5/vTp0+d7bvPNN4/Ro0fHxRdfHMOGDYtPPvkkOnToEP369YsBAwbEkUceGRUVLWLyQgAAAAAAAAAAAAAAAACaWLNv5FtrrbWiMSYVXHnllWPIkCExZMiQRhgVAAAAAAAAAAAAAAAAAHzNNHMAAAAAAAAAAAAAAAAAUEIa+QAAAAAAAAAAAAAAAACghDTyAQAAAAAAAAAAAAAAAEAJaeQDAAAAAAAAAAAAAAAAgBLSyAcAAAAAAAAAAAAAAAAAJaSRDwAAAAAAAAAAAAAAAABKSCMfAAAAAAAAAAAAAAAAAJRQZbkHwOLNmTOn3uN33323TCMBAAAAAAAAAAAAAAAAaH4a9mQ17NkqNY18zcAnn3xS7/H+++9fnoEAAAAAAAAAAAAAAAAAtACffPJJbLbZZk32fhVN9k4AAAAAAAAAAAAAAAAAsBzSyAcAAAAAAAAAAAAAAAAAJZSllFK5B8GiTZ48OZ566qni49VXXz2qqqrKOCIAAAAAAAAAAAAAAACA5mPOnDnxySefFB/vtNNO0bVr1yZ7f418AAAAAAAAAAAAAAAAAFBCFeUeAAAAAAAAAAAAAAAAAAC0ZBr5AAAAAAAAAAAAAAAAAKCENPIBAAAAAAAAAAAAAAAAQAlp5AMAAAAAAAAAAAAAAACAEtLIBwAAAAAAAAAAAAAAAAAlpJEPAAAAAAAAAAAAAAAAAEpIIx8AAAAAAAAAAAAAAAAAlJBGPgAAAAAAAAAAAAAAAAAoIY18AAAAAAAAAAAAAAAAAFBCGvkAAAAAAAAAAAAAAAAAoIQ08gEAAAAAAAAAAAAAAABACWnkAwAAAAAAAAAAAAAAAIAS0sgHAAAAAAAAAAAAAAAAACWkkQ8AAAAAAAAAAAAAAAAASkgjHwAAAAAAAAAAAAAAAACUkEY+AAAAAAAAAAAAAAAAACghjXwAAAAAAAAAAAAAAAAAUEIa+QAAAAAAAAAAAAAAAACghDTyAQAAAAAAAAAAAAAAAEAJaeQDAAAAAAAAAAAAAAAAgBLSyAcAAAAAAAAAAAAAAAAAJaSRDwAAAAAAAAAAAAAAAABKSCMfAAAAAAAAAAAAAAAAAJSQRj4AAAAAAAAAAAAAAAAAKCGNfAAAAAAAAAAAAAAAAABQQhr5AAAAAAAAAAAAAAAAAKCENPIBAAAAAAAAAAAAAAAAQAlp5AMAAAAAAAAAAAAAAACAEtLIBwAAAAAAAADMZ+rUqeUeAgAAQKNT6wAAUC4a+aCFq6urK/cQoOjRRx+NESNGlHsYAMA3lFIq9xBgPmod8kStAwDNj/NJ8mbkyJHlHgLUc9ddd8Xmm28eTzzxRLmHAgB8A2od8katQ96odQAAKDeNfNACjRo1Kg488MD48MMPo6KiwoXXlN2oUaNi1113jd133z0ef/zxiNAQQP7IJMD8ampqIiIiy7Lic46XlJNah7xR69AcyCTl5OJB8mbcuHHx2muvxRtvvBHjxo0rPu9YSTmNHj06+vfvH5tvvnk8+eST5R4OxOjRo2PXXXeNgw46KEaOHBljxoyJCMdKymvChAkxefLkmDRpUvE7SygntQ55o9Yhj9Q65I1ah7xR55BHah2AplFZ7gEAjWfatGkxaNCguPbaayMiom/fvnHBBRfUu/AamlLDTEZEPPPMMxERcknZzJgxI/72t79FdXV1zJkzJzbeeOPYbrvtorLSaRHlMXXq1HjnnXdi8803L/dQoGjGjBlx2223xUcffRQTJkyIb33rW7HvvvvGtttu6zOcslDrkDdqHfJIrUOeTJs2LY4//vjo3bt3nHvuueUeDsT06dPj4osvjnvuuSdmzZoVH374YfTq1St23nnnGDJkSLRv377cQ2Q51PCccp111nEuSVk1zGSHDh1ixowZ8eyzz0ZdXV1UVLhHME1v2rRpcfHFF8eDDz4Y1dXVMWPGjNh2223j2GOPje23395xkyan1iFv1DrkkVqHvFHrkDfqHPJIrQPQtFzFAS3EVVddFYMGDYqZM2dG586d48wzz4zTTjut3MNiOTZvJjt16hSrrrpqvPXWWzFz5sz45JNPYvXVVy/3EFkOXX/99TF48OAYP358vef32WefOProo2Pvvfcu08hYXl177bVx0kknxYorrhhvvvlmdOvWrdxDgvjTn/4UF1xwQXzxxRf1nr/uuuvikksuiWOPPTZSSr48psmodcgbtQ55pNYhT+688844+eSTY9KkSdGpU6c45JBDYr311iv3sFiODR06NAYOHBhfffVVRESsvfba0a5du3j77bfj7bffjrq6urjhhhvUOTSpq6++Os4666z56pw2bdqUe2gspxrW3ueee248/fTT8cADD0Tr1q1jzpw5UVVV5QJXmtSdd94Zp5xySkyYMCEiIlZdddWYNGlS3HHHHXHvvffGMcccE7/73e+iqqqqzCNleaHWIW/UOuSRWoe8UeuQN+oc8kitA9D0nH1CM/foo4/GBhtsEKecckrMnDkzjjjiiHj11Vdj0KBB0aZNG9Mc0+QaZnLAgAHx2Wefxfnnnx8REZ999ll07dq1rGNk+fPpp5/GYYcdFscff3yMHz8+9t133zjnnHPiRz/6UbRr1y4eeOCBOPTQQ+OBBx6ImTNnlnu4LAfee++9GDBgQJx00kkRETF+/Pi48cYbyzwqlncvv/xy7L777nHCCSfEF198Ef3794/zzz8/Dj/88Fh33XVj2rRpcdppp8XHH38cWZZFSqncQ6aFU+uQN2od8kitQ55MmjQpLrvssuKPvd27d49p06bFpZdeWu6hsZwq1N5HHXVUfPXVV3HggQfGyJEj45///Gc8+OCDcfDBB0dExE033RSvvfaaOocm8cgjj8QGG2wQP//5z2PmzJlx+OGH16tzampqyj1EljOPPfbYfLX3Sy+9FKeddloccMABERHx5JNPmqWCJnfnnXfGCSecEBMmTIhDDz003nzzzXj++efjnnvuiT322CNmzpwZV1xxRZx//vnx4Ycflnu4tHBqHfJGrUMeqXXIG7UOeaTOIW/UOgBllIBm6dNPP0377LNPyrIsZVmWdt111/Tkk08Wl9fU1KTa2toyjpDlzbvvvpv23nvvYiZ33nnn9PTTTxeXP/bYY6lr164py7L04IMPlnGkLI+uuuqqVFVVldZee+30z3/+s96ye++9N22zzTYpy7K06aabpptuuqlMo2R5MXr06DRgwIDUunXrtOKKK6Zdd901ZVmWunfvnt5+++1yD4/l0Jw5c9Jdd92VevfunbIsS5tsskl64okn6q3z17/+tbj8vPPOK8s4WX6odcgbtQ55ptYhL+bMmZOuueaatMoqq6T27dunI488Mg0ePLh47HzqqafKPUSWM2+88Ub60Y9+lLIsS+uss0566KGHisvq6upSSin985//TBtssEHKsixdcskl5Roqy5Hf/OY3xePilltumf7zn/8Ul1VXV6e5c+emlP4/o1BKU6dOTQceeOBC65za2tp08803p65du6YVV1wxPf7442UcLcuTurq6NHHixLTddtulLMvSxRdfXG9ZSimNGzcuDRgwIGVZllZZZZV0+umnl2u4LAfUOuSNWoc8UuuQJ2od8kidQx6pdQDKy60koJl6+OGHY9iwYVFRUREDBgyIxx57LHbaaaeoq6uLOXPmRKtWrdwthibz2WefxYABA+If//hHrLfeejF06NB44oknYocddije2a1NmzZRXV0dnTt3jqlTp5Z5xCxPPvjggxg8eHDMnTs3Lrroothll10ipRRz586NiIj99tsvLrroooiIeOWVV+L666+PF154ISLCTD80umnTpsUNN9wQt956a6yyyipxzjnnxIUXXhgbb7xxfPXVVzFkyJByD5Hl0BtvvFGcaW/QoEExcuTI2HnnnSMiorq6OiIivvvd7xZnmaqpqXHnVkpKrUOeqHXIM7UOefL555/HLbfcEuPGjYsDDzwwTj/99DjmmGPi+9//fkRE/OY3v4k5c+aUeZQsTz755JP4+9//Hj/4wQ/i6aefjj322CMiImpra4vr9OrVKyZPnhwREeuvv35EhFqHkijkapNNNok111wz2rVrF/vtt19sueWWERExc+bMqKysjNatW0dKKbIsK+dwWU58+eWXMXHixFhxxRXj5ptvLtY5EV9/H1RRURG9evWKKVOmxJQpU6KysjIinEdSelmWxYsvvhjPPfdcdO7cuXg+WVNTUzw+rrzyynHWWWdFx44dY9y4cfG3v/0t/v73v5dz2LRgah3yRq1Dnqh1yCO1DnmkziGP1DoA5eXKN2hmCl+CHH744XHggQdGXV1dTJgwIV577bWI+LqorKqqioivL9J666234oUXXojx48eXbcy0fN/61rfiqKOOivPPPz9eeumlGDBgQETU/7J4hx12iJVWWimmTp0aH3/8cUT4EoSm8dZbb8WcOXOiR48exR8qsiyLNm3aFNfZdddd4+CDD46IiNdff704PbwmARpbx44d48svv4yVVlopzjjjjDjxxBNj2223jeOOOy4iIq6//vp4+umnyzxKljcbbLBBtG/fPk477bQ499xzI+L/P8NbtWoVERFTp06NL7/8MiIiNt98cz+0URJqHfJIrUOeqXXIkzXXXDP22muvuPDCC+Oaa66JPn36xKqrrho/+9nPok2bNvHoo4+66IAm9b3vfS/OOeecOPXUU2O11Vard9FqoZ554IEH4vPPP4811lgjNt1003rLoDEVcvX9738/9ttvv5g1a1b87//+bzz44IMREdG+ffuIiPjHP/4Rv/zlL+OEE06In/zkJ3HttdfGZ599VrZx07Ktu+66cc0118T7778fP/3pTyPi/+uc1q1bR0RE3759Y8MNN4zq6up45plnIsJ5JE3j8ccfj4iIfv36xdprrx0ppeIF1gXrrbde/PjHP46IiLFjx8Yf//hHN9ehJNQ65I1ahzxR65BHah3ySp1D3qh1AMrL2SfkXMO7YmVZFnV1ddGqVas4/vjjo0ePHvH444/H3XffHRERlZWV8dxzz8X+++8f+++/f+y4446x9dZbxyabbBLnnXdejBkzZoHbhSXVMDsppaiqqorDDjssBg8eHJ06dYra2tpIKUWrVq0iy7JIKcWUKVNik002iYiI5557Lurq6nwJQqNZ1DFt/PjxMWvWrKitrY211lprgevX1dXFxhtvHK1atYo5c+bEY489FnfddVdxGTSGurq6yLIszjvvvHj22WfjxBNPLDZJff/7348999wzItzRiKZVU1MTlZWVce+998YvfvGLaNu2bUR8fc5ZW1tb/Ky+7bbb4tNPP42tttoqtttuu5g+fXpxG84raSxqHfJIrUOeqXUolwXlLCJi0KBBcc4550SHDh2itrY2siyLHXfcMQ4//PCI+LrW0YBPKSwsk4MHD45tt902Iv6/xinU4cOGDYvLL788Ukqxzz77xMsvvxz33XdfsSkfltXCcnnCCSdE3759Y+TIkfHII49ETU1NvPLKK7HtttvGPvvsE1deeWX86U9/ijvuuCNOOumk2GOPPeKmm24qxy7QwiyoVu7Tp0/xc7tQ58xrxowZ0bZt26ioqIhx48YVZ36GxrKwY+U666wTEREvvfRSzJkzp/id0bwqKytj9uzZxde9+uqrceuttzbBqFmeqHXIG7UOeaTWIY/UOuSJOoc88LsOQP64qghybPr06TFr1qyYNm1a8c4wKaXiBYE777xzHHTQQTF79ux48MEH45577olTTz01tt9++7j//vtj+vTpMXfu3OjSpUt8/vnn8dvf/jZ+9KMfxYQJE9xti6WysExGRPEOMYWLr+fNWJZl0aVLl+LjNm3aRErJRYM0ikXlMiJipZVWihVXXDHGjx9fvGC1YXFauKi1trY2OnbsGF999VX89a9/jVmzZrkIm2VWyFshS71794511103UkrFzK622mpxzDHHuKMRTabh53evXr3iW9/6VnF5RUVFtGrVKsaOHRsHHXRQXHjhhVFTUxNt2rSJAw44IHbccccYOHBgTJ8+3XkljaLhsVKtQ7nNe76o1iEvGtYxah2a0ldffRUjR46M999/vzhTc0T97yoLd7Se9+KY7t27x+GHHx49e/aMt99+O6677rqmHzwt0pJksuEdrQs1ziGHHBL77rtvvPPOO1FVVRXDhg2L/fbbLw444IDYfPPN4+GHH45Zs2Y16f7QMiwulyml6NWrVxxxxBFRUVER9913Xxx55JGx1VZbxb/+9a9YZ5114pxzzoljjz02Dj744MiyLEaNGhXHH398cYYA+CYWlcl5NaxzClZdddXo0aNH1NXVxZdfflmsd2BZLMlneOfOnWOVVVaJOXPmxJVXXhkR9WeSqq6ujoiIadOmRWVlZWy00UYxc+bMeOyxx1xgyDe2qAv31TqUw5JkUq1DU1tcLtU6NLUlbbxT69BUluTzW51DU5s2bVp88cUX8cUXX8S0adPqLVPrAJSfqzUgp66++uo44IADon///rHhhhvGkUceGe+8805xeeHEvXBHo1dffTVOO+20uOKKK6Jbt25x2WWXxSuvvBIjRoyIZ599Nvbff//o1q1bjB49Oi644AJTbvONLSyThYKy4cXX8yo0quy2224REfHPf/4zZs+e7aJBltnijpURET169IjVVlstIiJuuummmDhxYlRUVERdXV3U1NRESilmz54dzz//fHTv3j322GOPaN26dbz77rsxcuTIcuwWzdhtt90Wv//97+PCCy+Mm2++OcaNG1dctqBZdgtfglRUVMQOO+zgjkaUxDfJ5byuvPLKWH311eOuu+6KysrKOOyww6JHjx4xefLk+OCDD2LIkCFxzDHHxMsvv9wUu0ELsrhMFs4d1To0lSU9Tqp1aEqLymUhd2odmsoll1wSW2+9dey7776x4YYbxm677Rbnn39+fPLJJ/N9LxQR810cs9FGG8Wxxx4bERF/+MMfYvTo0U03eFqkb5rJgnHjxsWBBx4Yf/vb32LllVeO3/zmN/Gvf/0rbrnllrjyyitjm222iYkTJ8bgwYPj0UcfberdoplbklwWPsOPOuqo2HHHHePjjz+O22+/PbIsiyFDhsS7774bF154YVx33XVxxx13xH//93/HZpttFrW1tXHxxRfHxIkTy7mLNDNLe6wsKNycZLvttouIiH/961/xxRdfuHkOy2RJchkRsfXWW8fqq68eWZbFjTfeGK+99lq93LZu3TpeeumlePTRR2PnnXeO/v37R0TEhx9+GGPHji3LvtE8DRw4MA499ND4/PPPl2h9tQ6l9k0zWaDWoZSWJJeF80q1Dk1haY+VBWodGtviMlk4RqpzaEp//OMfY88994y99tor1l9//dhrr73iqquuigkTJkREzHdTWrUOQBkkIFf+93//N6211lopy7KUZVlq3bp18e+dd945PfLII8V16+rqUkop/eEPf0ht2rRJWZal//qv/0pffPHFfNv99NNP0+DBg1OWZalNmzbpmWeeabJ9onn7JplcnKFDh6ZOnTql1VZbLT399NMlHDUt3TfN5cCBA1OHDh1SlmXpZz/7WZo5c2a95ddee23Ksiwde+yx6YUXXihu8+GHH04ppVRbW9tk+0bzdM8996R11123mMPCv379+qWLL754ibfz/PPPp9VXXz1lWZYuuOCCEo6Y5cGy5HLKlCnp5JNPTlmWpVNPPTWNGzeuuGzq1KnppptuSlmWpcrKynTWWWelKVOmlHp3aAG+SSbVOjSFxvr8TkmtQ+P5prlU61BKzz77bNpss83q5bBbt27Fx9ttt10aMWLEEm3rzTffTFtttVXKsiwNGDCgtAOnxVrWTM6cOTNdf/31aeDAgWnChAnzLR89enRxWyeffLI6hyXyTXNZXV2dUkrpjjvuSN27d0/bbLNNGjVqVL3lhXpo1qxZ6ZZbbilu66GHHkop+fxm0Rrz8zullH73u9+lLMvShhtumN58880SjpyWbGly+cc//jGtuuqqKcuytNFGG6W//vWv6b333ksTJ05Mt99+e1pllVVS69at0+OPP56mT59e3FahJi8cS2FBHn/88dS7d+9ibu64445UU1OzVNtS69AYljWTah1K4ZvmslCnqHUolcb8/E5JrcOyW5pMqnMotfvvvz+tvfbaxewUfkMs/DvggAOWeFtqHYDS0sgHOTF58uR01llnFU+Ydt111/TII4+kBx98MF111VXF508//fQ0Y8aMlNL/f4ExadKktMcee6QTTjghTZ8+PaWUUk1NzXwn7m+88UbaeuutU5Zl6YgjjkgpObln4ZYmkwtTyNmzzz6bsixLVVVV6bnnnksp+SKOb+ab5rKQr3fffTfttdde9Zr9TjvttDRkyJD0ne98J2VZltZcc830xBNPpJRS+u53v5uyLEuDBw8u496Sd3V1dWnq1Klp0KBBxWx997vfTX/84x/TL3/5y9SnT5/i8xdccEH66KOPUkqLPu7NmDEj/frXv05ZlqWOHTvW+3EDlkRj5vL9999P77zzTvFx4WLDwpfPP/zhD1OWZWmbbbZJn332WRPsHc3R0mZyzpw5KSW1Do2vsT+/1To0hqXNZUpqHUpnzpw5ab/99ivm8ZVXXkmzZs1Kr7zySjr33HNTu3btihddP/jggymltMiLFKqrq9Of//znYlYb3qzM5zaL01iZnDt3bvHvec8rC/XOL37xi5RlWerTp0/x/BMWZmlyOW8GzzjjjHTvvfemlL4+d1zQsfDtt99Ou+yyS8qyLB188MFNs2M0W435+V2oZwo3g8iyLI0cObLeMlgSS5PLlFKxRuratWux3l599dXTOuusU8xkoWFl7ty5ac8990xZlqUrr7yyjHtL3s2cOTPdfvvtxQuuV1xxxZRlWdp+++3Tu+++u1TbVOuwLBozk2odGsvS5nLe451ah8bU2J/fah2W1dJkspAtdQ6lMmnSpHT++ecXc7Tbbrulxx9/PD377LNp2LBhabvttktt27ZNWZal2267LaW06N90UlLrAJSaRj7IiQceeCD16NEjde7cOd18883zLT/nnHOKP2LMq3CS/9xzz6UxY8aklBZ+werkyZPToYcemiorK9O2226bpk6d2sh7QUuytJlclC+//DL169cvZVmWfv/73zfmcFlOLE0uC8fE//znP+mwww6rd5eZwr+tt946Pfrooymlr3/kGDBgQMqyLP3ud79LKfmyjoUbPnx4WmWVVVLXrl3THXfcUW/ZW2+9VcxSjx490kknnVRctqgvMxZ2RyNfgLCkGjuXdXV19Y6DhS/z7r///uJx9KWXXirBntBSLG0mCxcYqHVobKX4/FbrsKyWNpcpqXUojaFDh6Ysy9L6669fvMCv8NmcUko333xz8U6um266aZo8eXJKadGZ+uyzz9IPfvCDlGVZ2nHHHdP06dPrrT9+/Pg0e/bsEu0RzV1jZ7Lh84U65/LLL09t2rRJnTp1Kp6DwsIsbS4LNy5ZkplQpk2blrbYYouUZVk65phjfD/EIpXi8/vll18u3lhiyJAhpd0BWqSlzWVKXx8Db7755rThhhumLMtS586d0xprrJF23XXXNGzYsHrrbbrppinLsnTfffellHyfzoLdf//9qVevXql169Zp//33T0OHDk1t2rRJWZalSy65JM2aNWuptqvWYWmVIpNqHZbVsuSykD+1Do2pVJ/fah2W1tJmsnCcU+dQCn/605/SCiuskLp06ZL++7//u/h84bP55ZdfTgceeGDKsiz169dviber1gEonYoAym7atGlx1llnxRdffBGHHXZYDBgwICIiampqoq6uLiIiDjnkkIiImDNnTkydOrX42oqKr/8z/s53vhPrr79+RERkWbbA9+nSpUtUV1dHbW1tdOzYMTp16lSyfaJ5W5ZMLsqcOXOiqqoqWrVqFRMnToyamprS7AAt0tLmsnBM3HLLLeOWW26J2267LQ499NA47LDD4qSTToqhQ4fGc889F7vttltERLRu3br42sIxtvC/MK85c+bEeeedF+PGjYsjjjiimL+5c+dGRESvXr3iiiuuiK5du8YXX3wRf/nLX+KWW26JiChmdkHWXXfdOO644yIi4tZbb42HH344Ir7O8uTJk+Paa6+NUaNGlXLXaMZKkcssy+odB1u1ahUREZMmTYo2bdrECiussNDzT1iWTKaUIkKtQ+Mq1ee3WodlsazHSrUOjS2lFE8++XQ8NLIAACefSURBVGRERPTv3z86dOgQc+fOjcrKyuLn84ABA+KUU06JlVZaKV555ZUYPHjwYrfbo0eP+NnPfhYdO3aMESNGxB133BEVFRUxZcqUOPfcc6Nfv34xfPjwUu4azVQpMtnw+Fd4/P7770d1dXVsvPHGxXNQWJBlyWVlZWVERHTu3Lm4rYXp2LFjtG3bNiIivvWtb6m/WahSfX6vssoqMWXKlIj4+nwyYtG1EcxrWXJZV1cXHTt2jAEDBsTIkSPjueeeixEjRsTf//73GD58eOy1117F92nXrl2klKJNmzbFY6vjJQ3NmDEjhg8fHu+8807ssMMOcdppp8Xhhx8eAwcOjIiI66+/fql/e1HrsDRKlUm1DstiWXNZyJtah8ZSys9vtQ5LY1kyWTjOqXNobC+++GIcf/zxMWvWrLj88svjyCOPjIivr6ksfDZvvPHGsemmm0a7du1i4sSJ8corryzRttU6AKXjSg3Iga+++ipmzZoVERG9e/eOiK+/zKioqCh+qXHvvfdGly5d4sQTTyyemC+pQpH5ySefxKuvvhoREdtvv31jDZ8WqFSZ7NmzZ6yyyipRW1sbY8eOrfdDHSzOsuaytrY2siyLQw89NG677ba45ZZb4tJLL40BAwZERUVFzJkzJyK+/hHjlVdeiS5dusTuu+/ehHtIc5JSigkTJsSXX34ZERF9+/YtLmvTpk1EfJ25rl27xjnnnBMREZMnT47zzjsvpkyZEq1atVrol8CVlZWx++67x/777x8RERdffHHMnDkz/vKXv8SWW24ZJ510UlxzzTUxe/bsEu4hzVEpc1lQV1cXNTU1MXfu3Hj88cdj7ty50bNnTz/6skDLmsnWrVsvUSYj1DosmVIeJ9U6LK1lzWWWZTF37ly1Do0mpRRZlhWbPqurqyPi//OYZVnxWHjMMcdE//79IyLiqquuitdeey0qKiqitrZ2gdvOsiy22WabOPzwwyMi4re//W1cffXVsfnmm8dvfvOb+PLLL+P99993/KSeUmYy4uvzybq6usiyLF577bW4//77IyJixx13LC6Hhho7lw0vwirkMiLizjvvjGeffTYiInbdddcS7hXNWamOlXV1ddGjR4/YbrvtIiKKDVluBsGSaIxc1tTUREopWrVqFdtss01stNFGsfXWW0dFRUXMnTu3eBOdW2+9NV599dVYe+21Y6uttmrqXaWZ6NChQ+y2224xePDg+Mtf/lL8DvH444+PNddcM95///247bbbihf0fxNqHZZGKTMZodZh6TR2LtU6LKtSHSvVOiytxsqkOofG1L179+jdu3f88Ic/jB//+MfF5ws3EytcX/ntb387Zs2aFSmlWGONNZZo22odgNJx5glNZFEnKjNnzoxPPvkkKioqYvz48TF16tTizCetWrWKV199Nf7nf/4nunbtGm+88Ubcf//98cwzzyzRtmtra4tF5gMPPBBvv/12rLrqqrHvvvs23s7RLJUykwtS+DLuO9/5TkR8fSeQ8ePHu1MM9ZQyl4UZpArvU1dXF23atIm6urqYO3duVFVVRUTEPffcEx9++GFsvPHGsfbaay/yYi9avoVlMsuymDRpUrz//vtRUVERq622WkREvbzMO2tu165dIyLi448/jt/+9rfFbSzMSiutFCeccEJ07Ngxnnrqqdhqq63isMMOi/feey/WX3/9OOyww4p3KGT5U65cFs4rKysrY/jw4fHII49Et27d4pxzzom2bdv6Ym45Vu5MRqh1qK+pM6nWYUmUMpeFuwUX3ketwzc1bz6zLIvZs2fHtGnTIuLr/M2cObPe+oVMrrnmmvFf//Vfsemmm0ZExK9+9auIqF9/N3yPbt26xTHHHBM9e/aMjz76KH7+85/H+++/H5tttlk88cQTccoppzh+UvJMFrZfV1cXFRUVUVFREW+++WacdNJJ8fHHH8fBBx8cZ511Vr1tQzly+dprr8Wll14abdq0iTPPPNPFrdTTFJ/fFRUVMXv27OjatWtUVFTE5MmTizeggAVp7FxWVlbWOzcs1N+1tbXRpk2bqKysjJEjR8bll18eHTp0iHPOOSfat2/ve0qKClko/O8+++wT559/fvTo0SNqa2ujrq4uevbsGWeffXZERPz5z3+O55577htlSK3DN1HqTKp1WBrlyKVah0Vpis9vtQ7fRCkyqc5hWc2bhzXXXDPuvPPOuO6666Kqqmq+rBTy1qZNm6iqqorWrVvH3LlzF5sptQ5AaanKoQkU7jg47+N5/+7Tp0/stddeUVdXF/fcc09cddVV8frrr8dHH30UZ599dmy66abx6quvxhdffBFXXHFF7L///rH77rvHscceGx999FFkWVa8+KrhyVWrVq1i1qxZMWjQoDjppJOiQ4cOceaZZ8bGG2/cNDtPLpU6kxEx3wWBhS+CC8Vnx44di3fhhIimzWWhATDi62y2adMmZs6cGWeeeWacccYZseaaa8ZFF10UnTt3XuAFDCwfFpXJiIhVV101Nt1006irq4u77747Iur/6FV47ZQpU2LKlCnRsWPHiPj67oIffPBBZFk23zYLjysrK2PllVeOddddNyIixowZE126dInrr78+Ro8eHdtuu20j7y3NRVPmckHnlTNnzoxzzjkn9t133xg/fnz87Gc/K87o44u55VO5M6nWoaFyfH6rdVicpsylWofFmT17dowYMSJGjx4dY8aMiYj5Lxpo27ZtbLPNNhER8dRTTy3w4r5C5nbZZZfYeeedo6qqKh555JF44oknituZV+E9Pv3007jiiivi008/jYiITp06xZ/+9Kd48cUXY6eddmrkvaU5KEcmC9uvqKiIqVOnxrnnnhsbbbRRPPPMM7H99tvHz3/+8+jUqVNpdphmoVy5LNwde+rUqTF48ODYbLPNYuTIkfG9730vDj300JLtL/lXrs/vlFK0bds21lhjjairq4sJEyZEly5dSrKPND/lyGVFRUXU1dVFSikmTZoUgwYNii222CJGjRoVhxxySOyxxx7zjYPlx6IyOe/5X8T/z4BSePzjH/84dthhh5gxY0bcdNNNMW7cuCV+X7UOC1OOTKp1WJxy5VKtw8KU6/NbrcPClCOT6hwWZ3H1d6tWrWKDDTaI9u3bz7dsXu+++27MmTMnVlpppVh55ZUXmym1DkCJJaCk7r777nTmmWemM844I/3qV79Kr7zySpoxY0ZKKaW6urpUW1ubUkppzJgxqW3btinLspRlWVpppZVShw4dio+POuqoNHTo0HTRRRel7373u8XnDzjggAW+75tvvpneeeeddPnll6eePXumLMtSZWVluuKKK1J1dXWT7T/5U65MFrb7wgsvFNd9/fXXm2anyb1y5fKdd95Jjz32WLr44ovTt771rZRlWerQoUO68cYbi+/J8mlRmSxkY+LEiemII44o5uyFF15IKX2d2erq6lRXV5dSSunss89OWZalww47LPXq1St16NAhXX311Qt97+nTp6fLLrssderUqbjtn//852nmzJkl3mvyrly5fPPNN9O7776bhgwZklZbbbXiti+++OI0Z86cJthz8qqcmVTrsCDlyqRah0UpVy7VOizITTfdlNZff/3UvXv31L59+9S1a9d08MEHpyeffLK4Tk1NTUoppcceeyx17949ZVmWbr/99nrLCgrZfOSRR1KvXr1SRUVFOvnkkxf43tXV1enXv/516tKlSzHrp5xySvG/B5ZP5crkE088kQYPHpxOPPHE1LFjx2ImzzrrrDRr1qxS7S7NRLly+fTTT6fzzz8/nXTSSfW+E/rVr36VZs+eXardpRko5+d34bzx0UcfLWby3XffbfR9pPkpVy6nTJmSbrzxxrTffvvV+ww/77zzfE+5nFuSTBZytjDDhw8vZurPf/5zmjt37hK9t1qHBSlXJtU6LEq5cqnWYWHK+fmt1mFBypVJdQ6L0hi5LNhnn31SlmVp8ODBS7S+WgegtDTyQYk8/fTTabPNNiuewBT+rbDCCumwww5LEyZMKK5buNj0H//4RzruuOPSmmuumTbYYIOUZVnafPPNixdwFYwfPz4dfvjhqX379inLsnTfffellL7+0aO6ujpdc801aaONNir+KFJoYnn77beb7v8AcqdcmWzoqaeeSl26dEk77rhj+vzzz5e4kKBlKkcuC1/I1dTUpD/84Q9p5ZVXLr7vD3/4w/TOO+800d6TR98kkymldMcdd6T1118/ZVmWttxyy/ku2r/vvvtSt27d0jbbbJPeeOONtNFGGxW/cEspzXcR9aRJk9JOO+1UfN+99947vfXWWyXdZ/KvXLmcO3duuvLKK1Pfvn1T165d6x0rnVcu38qVSbUOC1Puz+8CtQ7zKmcu1To09NZbb6W99967mIdNN900rbvuuqmysjJlWZZWWWWVdP3119e7eOrNN98svqZfv37FjC3o2FZbW5t23333lGVZOuigg9LkyZPnW+eDDz4ofn7vt99+6pzlXDkzOXfu3HTmmWemdu3apSzL0sorr5yOPvpox0jKnstf/epXxRuWdenSJR1++OFyuZzLw+d3wT333JN+8pOfpDFjxjT+jtKs5CGXl1xySVp33XXTmmuumY455hgXXC/nvmkmF3djm8MPPzxlWZa22mqr9Oabby7RGNQ6zKucmVTrsDDlzqVah4by8PldoNYhpXxkUp1DQ42Zy+rq6jR9+vS04YYbpizL0vDhw5doDGodgNLSyAeNqK6uLtXU1KTrrrsutW7dOmVZlrbYYot0/fXXp0svvTTtsccexZmkDjrooPT000+nlNJ8d96YPXt2GjZsWFpnnXWKdyYs/JhRaIwaMWJE2m677VKWZWnfffet9/p//OMfqX///mmTTTZJRxxxRBoxYkSpd52cyksm5zV+/Pj03HPPlWJ3aSbykMvCei+//HI655xz0qBBg9Lzzz9f8n0nn5Y2kyl9PXveoEGDUufOnVOWZWm99dZLP/7xj9N5552X9thjj5RlWWrbtm264YYbUkopnXHGGSnLstS/f/8FjmX69OnpxBNPTD179kwPP/xwk+w/+ZSXXA4bNix9//vfTzvttFM68cQT07PPPttk/x+QL3nJpFqHgrxkcl5qHfKQS7UOC1LIywYbbFC8S+snn3yS/va3v6U+ffqkLMtSjx490sUXX1zvdb/5zW+KMzpeeumlKaX5b9pUePznP/+5eKHggu7yP3fu3HTXXXelf/zjH6XYRZqZcmWycDHDW2+9lW6++eZ06623plGjRpV0X2k+yp3LN998M1155ZXpiiuuSCNHjizlrtJM5OHzu3Bu6SYlFJQzl/POaP6vf/3LTZ1IKX3zTC7uouvRo0cXZ0G56KKLijNN1NXVzXcsLDxW6zCvcmYyJbUOC1buXKp1aKjcmSwsm/d/Wb6VM5OFOkidQ0ONnctRo0alrl27pi5duqSPPvqo3rIFTdaRkloHoNQ08kEje//999Omm26aWrdunX7/+9/XWzZnzpw0ZMiQlGVZqqqqSttuu22aOnVqSqn+idSkSZPSqquumlZaaaU0bdq0Bb5PXV1d6t+/f8qyLO2zzz5p5syZxW3U1tamd955xx0QSCmVN5OwMHnKpeneSWnpM5lSSl9++WW6+OKLU5s2bYp3Qir86927d7rjjjuK6954442psrIy7b333mn27NkL/GL4q6++Ktl+0ryUM5eFbNbW1qbPP/88ffrpp02z0+RaXjKp1qEgT5/fUJCnXKp1SCmlF198sZi5V155JaVUv7b+z3/+kzbffPNi1l5++eXistdeey3tuuuuKcu+nk3yk08+me/1BY888kjq2rVr6tGjhztYs0h5yaTPc+aVl1zOmTOnsXeNZiovmYR5ySV5s7SZXNx54IUXXpiyLEs9e/ZMzz333Hy/TX7++ecl2BtagrxkUq3DvPKSS7UOBXnJJBTIJHlUilxeeumlKcuytMsuuxSfm7eBr7a2doE3eQKgdDTyQSP7+c9/nrIsSzvvvHNx2uKGs0gV7qSeZVk64YQTUkr1T6KefvrpVFFRkXbcccc0derUVF1dXe/1hZOywjTcu+++uy/jWCiZJI/kkrxprEyef/756eijj06/+tWv0p/+9Kd6F2anlNLvf//7lGVZ2m+//Uq7Q7QIckneyCR5I5PkkVySN3/605+KmaypqVngnVX/9re/pS233DJlWZa23377epm97rrr0rrrrpuyLEsHHHDAfK8trDt06NCUZVnacMMNXZzFIskkeSSX5I1MkkdySd4sTSYb/pa4IF9++WVxhotjjjkmzZ49O9XU1KQrr7wyrbDCCmngwIHz1eiQkkyST3JJ3sgkeSOT5FFj5rLw++Puu++esixLl19+eUqpfmPgXXfdlTbccMP03//93wudnQ+AxlcRQKOoq6uLiIgPP/wwIiLWW2+9qKqqioiI1q1bR0REbW1tREQMGjSo+Lrrrrsu/v3vf0eWZVFdXV18PqUUI0aMiLFjx0ZlZWXU1dVFbW1t1NbWRkVFRYwePTruvffeiIjYaaedIsuySCmVejdpRmSSPJJL8qYxMjl37tyIiNhhhx3ivPPOixtuuCEuvPDCOPbYY6NTp04xd+7cqKmpiWnTpsUTTzwRERH7779/U+wezZRckjcySd7IJHkkl5RTXV3dfLVu4fGUKVMiImLatGnRqlWraNWq1Xzr7L333nHIIYdEhw4d4tlnn42bb765uM4Pf/jD+MEPfhCVlZVx7733xu9///v4+OOPIyKiurq6mO8RI0ZERMSWW24ZlZWVxbyzfJJJ8kguyRuZJI/kkrxp7EwOHTq0uN2FWXHFFYt1+y233BK//e1vY+utt45TTjklJk6cGFOnTq33XixfZJI8kkvyRibJG5kkj5oql7W1tTFp0qTi75ebb755RERUVFTEyJEjY999940DDzwwRo0aFa+++uoicw1AIythkyAsd6ZMmZJ69eqVsixLZ5xxRkqp/p0LUvp6OuLa2tq04YYbFu++vtNOO9Vb57XXXktbbbVVyrIs7bXXXmncuHH1ln/++edpv/32S1mWpT333DNNmjSppPtF8yWT5JFckjeNlcnC6+rq6oqvn/eOwcOGDUtt27ZNq6++enrjjTfMEMkiySV5I5PkjUySR3JJOSzo7qjzZuKCCy5IFRUVadttt01vvPHGQrfz1ltvpUMOOSRlWZZ69uxZnFGysOzoo49OWZal7t27pz333DO98cYbadKkSenzzz9Pxx57bMqyLPXu3Tu9/PLLjbuDNDsySR7JJXkjk+SRXJI3pc7kgmrpeWv47bffvli3Z1mW1lxzzXTXXXctyy7RzMkkeSSX5I1MkjcySR41dS6fffbZlGVZWn311VNKKY0fPz6dcsopxVyuscYa6e9//3tj7BoA34BGPviGJk6cmFKa/2SncAJ+2GGHpSzL0hZbbLHQbXz00Udp9dVXT23btk3t2rVLWZalhx9+uLh88uTJ6ayzzkqVlZUpy7LUv3//9Nvf/jbdfffd6YILLkidOnVKWZalb3/722nYsGELHA/LD5kkj+SSvCl1JhteoN3QZZddlrIsS+3atUs33njjsuwKLYhckjcySd7IJHkkl+TJbbfdlgYNGpROPvnkdMIJJ6Thw4cXmz4LWbr//vtTlmWpW7du6emnn17k9u64447Us2fPlGVZGjJkSL1lc+bMSXvssUfq1q1bcXvf/va3izV59+7d02233VaaHaXZkEnySC7JG5kkj+SSvGmKTC6s/p4wYUI699xzU0VFRfHC1l//+teNuHc0RzJJHskleSOT5I1MkkflyOXpp5+esixLBx98cLruuutSjx49UpZlqaKiIl100UUl2EsAloRGPlhCf/nLX1K/fv3SRRddtNAT8Nra2nTttdemzp07pyzL0vXXX19vWeF1d911V8qyLO23337F2aJ+8pOf1NvW66+/nn7605/WuyNHmzZtin8fccQR6csvvyzdDpN7MkkeySV509SZLBg7dmy677770pVXXpnWWmutYiYvvPDCNGPGjMbfUZoVuSRvZJK8kUnySC7Jk3vuuac4++O8/1q1apWOOuqoNGXKlOK6X331VerXr1/KsiydfPLJKaX5f8QtNKa+99576Yc//GGxGbWwnblz56aUUvriiy/SXXfdlbbZZptUWVmZ1lhjjbTaaqul4447Lo0bN64pdp2ckknySC7JG5kkj+SSvGnqTDZ0ww03pFVXXbX4voceemj67LPPSrS3NAcySR7JJXkjk+SNTJJH5chlbW1tmjNnTtp+++1TRUVFcVKEwu+Sn3/+eRPsOQALo5EPFuOjjz5KP/7xj4snMLvttlv617/+lVJa8MxOI0eOTPvuu2/KsiytuOKK6Y477qi3/F//+lfq06dP6tGjR/r3v/+dTjrppJRlWdpzzz3ThAkT6m1z1qxZ6dRTT02bb755+va3v5122WWXdMQRR6QXX3yxtDtNrskkeSSX5E1TZ7KhBx98MG2wwQb13v/f//53aXaWZkMuyRuZJG9kkjySS/Lk008/TUcffXQxD9/5znfSueeem4488si0+eabF5//zW9+k7766quUUkrTp09P55xzTnHZ+++/n1JKqaamZoHvccEFF6RWrVqlvn37LrSunjVrVvrggw/Se++9V9weyyeZJI/kkryRSfJILsmbvGSyf//+KcuytP322xdrf5ZPMkkeySV5I5PkjUySR+XO5axZs9KWW25Z3NYWW2yRnnvuuZLuMwBLRiMfLMKLL76YDjrooJRlWerUqVNq3bp1atu2bRo0aFCaNm1aSmnBF239/e9/L949oXPnzmnXXXdNxx13XPqv//qv4gnRGWeckVL6/7uw9+zZM02fPr24jXlPumbMmJFqa2vT2LFjS7zH5J1MkkdySd6UM5MFX3zxRbr++uvT2WefnR599NHS7jDNglySNzJJ3sgkeSSX5Mlnn32WjjzyyGKT6F//+td6y99666106KGHpizLUr9+/dLbb79dXPbQQw+ljTfeOGVZlg488MAFbr9wN9dXXnmlmNPCD74LyjnIJHkkl+SNTJJHckne5CmTb7755nw35GH5I5PkkVySNzJJ3sgkeZSHXE6cODGdcMIJqUuXLunPf/5zKXYTgKWkkQ8W4tNPP0377LNPat26dfr2t7+d7rzzznTggQemLMvSJptskoYNGzbfawonP3V1dWn48OFp7bXXLp4gFf717Nkz/fGPf0zV1dUppZTeeOONtMIKK6QePXqkd999d4Fj8aMGKckk+SSX5E2eMjlnzpzS7SjNilySNzJJ3sgkeSSX5EUhV6ecckqqqqpKW221VXr11VeLy+fOnVv8+8UXX0ydOnVKWZbV+0F44sSJ6bTTTkutWrVKWZalBx98cKHvNXHixLThhhumLMvSnXfeWaK9ojmTSfJILskbmSSP5JK8kUnyRibJI7kkb2SSvJFJ8ihvufz0008XOpsfAOVTGcACzZo1Kx5//PHIsiwGDhwYBx98cGy11Vbx+OOPx6uvvhr33ntvbLrpprHqqqtGSimyLIssy4qv/973vhfDhw+Pf//73/Hiiy9Gjx49olOnTvGDH/wgevToUVxv3LhxMXHixOjZs2estdZaCxzLvNtl+SWT5JFckjd5ymSbNm1Kvbs0E3JJ3sgkeSOT5JFckheFXN11110xd+7cOPXUU2ODDTYo5q5169bFdbt16xa9evWKl19+OT766KOIiEgpRffu3eOAAw6I119/PR599NE47bTTYu21144+ffoU16mtrY3Kysp4//334/3334/27dvHJpts0uT7S/7JJHkkl+SNTJJHckneyCR5I5PkkVySNzJJ3sgkeZS3XK622mql32kAvrmStQhCM1dTU5Nuv/329NRTT9V7fvDgwSnLsrTmmmumoUOHLtW2q6ur05w5c1JNTU0644wzUpZl6bjjjmuEUdOSySR5JJfkjUySR3JJ3sgkeSOT5JFckjcvvvhi+u1vf7vIdWpra9Nqq62WsixLt99+e/G5lL7O3Z133plWXnnllGVZ+vGPf5yeeeaZlFL9Ge6vvPLKlGVZ2nLLLdPEiRPdpZWFkknySC7JG5kkj+SSvJFJ8kYmySO5JG9kkryRSfJILgFYFI18sIQK0xlPmzYt9enTJ2VZlvbff/80evTolFL9E6N5FZ4vnBzNmTOnuGzMmDFpnXXWSe3atUvDhg0r5fBpgWSSPJJL8kYmySO5JG9kkryRSfJILsmDWbNmpZT+/0fcht599920yiqrpFatWqV//vOfC3z9Nddck7IsS61bt07rrbdeeuihh9Jbb72VJkyYUGxU7dSpU7rzzjtLui+0DDJJHskleSOT5JFckjcySd7IJHkkl+SNTJI3MkkeySUAC6ORD76BwkVXt9xyS8qyLHXr1i1dfPHFqbq6+htv69Zbb03dunVLWZal008/vbGHynJCJskjuSRvZJI8kkvyRibJG5kkj+SSvCo0jI4YMSK1b98+rbLKKumjjz5a6PqDBg1KvXv3TlmWpfbt26fu3bunjh07pizLUpZl6ZJLLik2r8LSkEnySC7JG5kkj+SSvJFJ8kYmySO5JG9kkryRSfJILgHQyAffwLx3V//e976XsixLO+ywQxoxYsRiXzt58uT0P//zP+maa65JG2+8cfEE6thjj03jxo0r5bBpwWSSPJJL8kYmySO5JG9kkryRSfJILsmrQjYvv/zylGVZ2nPPPVNtbe18M0UWmlFnzZqVXn/99XTAAQekHj16pLXWWiutvfba6ZBDDklvvvlmk4+flkcmySO5JG9kkjySS/JGJskbmSSP5JK8kUnyRibJI7kEoDKAJZZlWdTW1karVq1i8ODB8dRTT8W///3vuO+++6Jfv37RtWvXSClFlmXzvXb8+PFx8803x4MPPhgREVtttVUMHjw4vv/97zf1btCCyCR5JJfkjUySR3JJ3sgkeSOT5JFckleFzD377LMREbHddttFRUVF1NXVFZellKJVq1YREdGmTZvo169f3HPPPTF+/PiorKyMiRMnxnrrrVeeHaDFkUnySC7JG5kkj+SSvJFJ8kYmySO5JG9kkryRSfJILgHQyAffUOHEaPvtt4/DDz88brzxxnjooYdi2223jQMOOCCyLIu6urqoqKio97o111wzTj311Nh6661jk002iX322accw6cFkknySC7JG5kkj+SSvJFJ8kYmySO5JK/GjRsXo0aNioiIrbfeOiIiKioqis2n8zaYzvv3iiuuGBER3bp1a8LRsjyQSfJILskbmSSP5JK8kUnyRibJI7kkb2SSvJFJ8kguAZZvFYtfBWiotrY2IiJ+9atfxUorrRRjxoyJ++67Lz788MOI+PpkqqamJp5//vnia1q3bh277LJLnH322S7WotHJJHkkl+SNTJJHckneyCR5I5PkkVySJ3V1dRER8cYbb8R7770X6667bmy44YbFZYXm0wceeCCuvfbamDFjxgJnjYTGIpPkkVySNzJJHskleSOT5I1MkkdySd7IJHkjk+SRXAIQoZEPlkqrVq2irq4u1lxzzfjlL38ZERGPPfZYPPHEE8W/t9pqq9hzzz3j7rvvLr4uy7L57sgOjUEmySO5JG9kkjySS/JGJskbmSSP5JI8KWTq2WefjZqamthss81ihRVWKC577bXX4gc/+EHst99+8etf/7p4d1coFZkkj+SSvJFJ8kguyRuZJG9kkjySS/JGJskbmSSP5BKACI18sMx+/vOfx8YbbxyfffZZ3HrrrfH9738/+vfvH6+88kp07949Vl999XIPkeWMTJJHckneyCR5JJfkjUySNzJJHskleVBXVxdPP/10RER873vfi1atWsX48eNj4MCBsemmm8a9994bPXr0iMsvvzy23nrrMo+W5YFMkkdySd7IJHkkl+SNTJI3MkkeySV5I5PkjUySR3IJQJZSSuUeBDRHKaXiNMY333xzHH300VFXVxeF/6QuuuiiOPvss8s8SpYnMkkeySV5I5PkkVySNzJJ3sgkeSSX5Mn7778fO+20U0RE3HvvvfH666/H2WefHZ9//nlERJx//vkxePDgcg6R5YxMkkdySd7IJHkkl+SNTJI3MkkeySV5I5PkjUySR3IJQGW5BwDNVZZlkWVZ3HbbbXHBBRdEbW1tREQcdNBBMWTIkFh11VXLPEKWNzJJHskleSOT5JFckjcySd7IJHkkl+RBSimyLIvXX389xo4dGx07dozDDz88Ro8eHRERP/rRj+LSSy+N1VZbrcwjZXkhk+SRXJI3MkkeySV5I5PkjUySR3JJ3sgkeSOT5JFcAlCgkQ+W0uuvvx7HHXdcPP/88xERscUWW8Rll10WO+ywQ5lHxvJKJskjuSRvZJI8kkvyRibJG5kkj+SSPMiyLCIinnvuuYiImD59eowePTo23XTTuPLKK2O77bYr5/BYDskkeSSX5I1MkkdySd7IJHkjk+SRXJI3MkneyCR5JJcAFFSUewDQXI0fPz6ef/75WGGFFWLo0KHxn//8x8ValJVMkkdySd7IJHkkl+SNTJI3MkkeySV5su6660ZERPfu3ePGG2+Ml156yY+9lJVMkkdySd7IJHkkl+SNTJI3MkkeySV5I5PkjUySR3IJQJZSSuUeBDRXd999d+y9995RVVVV7qFARMgk+SSX5I1MkkdySd7IJHkjk+SRXJIXc+bMiaFDh8YRRxwhj+SCTJJHckneyCR5JJfkjUySNzJJHskleSOT5I1MkkdyCYBGPgAAAAAAAAAAAAAAAAAooYpyDwAAAAAAAAAAAAAAAAAAWjKNfAAAAAAAAAAAAAAAAABQQhr5AAAAAAAAAAAAAAAAAKCENPIBAAAAAAAAAAAAAAAAQAlp5AMAAAAAAAAAAAAAAACAEtLIBwAAAAAAAAAAAAAAAAAlpJEPAAAAAAAAAAAAAAAAAEpIIx8AAAAAAAAAAAAAAAAAlJBGPgAAAAAAAAAAAAAAAAAoIY18AAAAAAAAAAAAAAAAAFBCGvkAAAAAAAAAAAAAAAAAoIQ08gEAAAAAAAAAAAAAAABACWnkAwAAAAAAAAAAAAAAAIAS0sgHAAAAAAAAAAAAAAAAACWkkQ8AAAAAAAAAAAAAAAAASkgjHwAAAAAAAAAAAAAAAACUkEY+AAAAAAAAAAAAAAAAACghjXwAAAAAAAAAAAAAAAAAUEIa+QAAAAAAAAAAAAAAAACghDTyAQAAAAAAAAAAAAAAAEAJaeQDAAAAAAAAAAAAAAAAgBLSyAcAAAAAAAAAAAAAAAAAJaSRDwAAAAAAAAAAAAAAAABKSCMfAAAAAAAAAAAAAAAAAJSQRj4AAAAAAAAAAAAAAAAAKCGNfAAAAAAAAAAAAAAAAABQQhr5AAAAAAAAAAAAAAAAAKCENPIBAAAAAAAAAAAAAAAAQAlp5AMAAAAAAAAAAAAAAACAEtLIBwAAAAAAAAAAAAAAAAAlpJEPAAAAAAAAAAAAAAAAAEpIIx8AAAAAAAAAAAAAAAAAlJBGPgAAAAAAAAAAAAAAAAAoof8DPsQltT+IPhIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 3600x2700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=2, ncols=1, dpi=300, figsize=(12,9))\n",
    "\n",
    "for i, ax in enumerate(axes.flatten()):\n",
    "    data = df[df.columns[i+1]]\n",
    "    \n",
    "    ax.plot(data, color='black', linewidth=1)\n",
    "    ax.set_title(df.columns[i+1])\n",
    "    ax.xaxis.set_ticks_position('none')\n",
    "    ax.yaxis.set_ticks_position('none')\n",
    "    ax.spines['top'].set_alpha(0)\n",
    "    ax.tick_params(labelsize=6)\n",
    "\n",
    "plt.setp(axes, xticks=np.arange(0, 453, 24), xticklabels=np.arange(1985, 2022, 2))\n",
    "\n",
    "fig.autofmt_xdate()\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a3acd25",
   "metadata": {},
   "source": [
    "## Forecasting with SARIMAX "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "54801649",
   "metadata": {},
   "outputs": [],
   "source": [
    "target = df['Cattle']\n",
    "exog = df['Barley']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "115c2047",
   "metadata": {},
   "source": [
    "### Check for stationarity "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b00f285b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF Statistic: -0.8220717001471044\n",
      "p-value: 0.8125525478214067\n"
     ]
    }
   ],
   "source": [
    "ad_fuller_result = adfuller(target)\n",
    "\n",
    "print(f'ADF Statistic: {ad_fuller_result[0]}')\n",
    "print(f'p-value: {ad_fuller_result[1]}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6c1e84f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF Statistic: -5.710458961743219\n",
      "p-value: 7.320051651998724e-07\n"
     ]
    }
   ],
   "source": [
    "target_diff = target.diff()\n",
    "\n",
    "ad_fuller_result = adfuller(target_diff[1:])\n",
    "\n",
    "print(f'ADF Statistic: {ad_fuller_result[0]}')\n",
    "print(f'p-value: {ad_fuller_result[1]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f515935a",
   "metadata": {},
   "source": [
    "### Train/test split "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a72570cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3kAAAJOCAYAAAAK+M50AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAA9hAAAPYQGoP6dpAADc6klEQVR4nOzdd3hb9d028FtbXvIesWM7e4dMCJuwCSMU2rJaCoX2oU/fsqGUUlo6aWkLtKF9oIUWCgU6IJSWsgIkJAQI2Xs78d5Dlqyt8/5xzu/oyJZsyZYtW74/15ULW8s/T/TVd+kkSZJAREREREREKUGf7AMQERERERFR4jDIIyIiIiIiSiEM8oiIiIiIiFIIgzwiIiIiIqIUwiCPiIiIiIgohTDIIyIiIiIiSiEM8oiIiIiIiFIIgzwiIiIiIqIUYkz2AUaDYDCI+vp6ZGVlQafTJfs4REREREREfUiShO7ubpSWlkKvj56vY5AHoL6+HuXl5ck+BhERERER0YBqamowceLEqNczyAOQlZUFQP5i2Wy2JJ+GiIiIiCixfD4fqqurodfrYTQyBIiF3+9HMBhERUUFTCZTso8DALDb7SgvL1fjl2j4HQbUEk2bzcYgj4iIiIhSjs/nQ1ZWFsxmM4O8GPn9fni9XthstlET5AkDtZhx8AoREREREVEKYZBHRERERESUQhjkERERERERpRAGeURERERERCmEQR4REREREVEKYZBHRERERESUQhjkERERERERpRAGeURERERERCmEQR4REREREVEKYZBHRERERESUQhjkERERERERpRAGeURERERERCmEQR4REREREVEKYZBHRERERESUQhjkERERERERpRAGeURERERERCmEQR4REREREVEKYZBHRERERESUQhjkERERERERpRAGeURERESUkp7/5DhueX4z3L5Aso9CNKKMyT4AEREREVGifXK0DQ++tlt9e/nMoiSfiGjkMMgjIiIiopTxt8+qsa+hG+/ubVIvYyaPxhsGeURERESUEuo7XbjvlV19Lu/xMsij8YU9eURERESUEnbXdQEAirIsuPakClTkpQNgkEfjD4M8IiIiIkoJexvsAIAzphfi4SvnY3FFDgDAxSCPxhkGeURERESUEvbWy0HenFIbACDNLHcmMZNH4w2DPCIiIiJKCXtEkDdBDvLSzQYAQI/Pn7QzESVDUoO8Dz/8EJdddhlKS0uh0+nw2muv9bnNvn37sHLlSmRnZyMrKwsnn3wyqqur1es9Hg9uvfVWFBQUICMjAytXrkRtbe0IfhZERERElGxdPT7UdboA9A3yWK5J401Sgzyn04kFCxbgiSeeiHj9kSNHcPrpp2PWrFlYu3YtduzYgQcffBBWq1W9zR133IHVq1fj5ZdfxoYNG+BwOHDppZciEOAvMxEREdF4IfrxJuamITvdBABIE5k8Bnk0ziR1hcKKFSuwYsWKqNc/8MADuPjii/HII4+ol02ZMkV9u6urC8888wyef/55nHfeeQCAF154AeXl5VizZg0uvPDC4Ts8EREREY0ae+rlyZoiiwcA6SZm8mh8GrU9ecFgEG+88QZmzJiBCy+8EEVFRVi2bFlYSeeWLVvg8/lwwQUXqJeVlpZi3rx52LhxY9TH9ng8sNvtYf+IiIiIaOwSmTwxdAUA0tXBK+zJo/Fl1AZ5zc3NcDgc+PnPf46LLroI77zzDq644gpceeWVWLduHQCgsbERZrMZubm5YfctLi5GY2Nj1Md++OGHkZ2drf4rLy8f1s+FiIiIiIbXwaZuAMCsklCQx3JNGq9GbZAXDAYBAJdffjnuvPNOLFy4EN/5zndw6aWX4sknn+z3vpIkQafTRb3+/vvvR1dXl/qvpqYmoWcnIiIiopETDEo40uwEAEwvzlQvVwev+Bjk0fgyaoO8goICGI1GzJkzJ+zy2bNnq9M1S0pK4PV60dHREXab5uZmFBcXR31si8UCm80W9o+IiIiIxqa6ThdcvgBMBh0q89LVy5nJo/Fq1AZ5ZrMZJ554Ig4cOBB2+cGDB1FZWQkAWLJkCUwmE9599131+oaGBuzevRunnnrqiJ6XiIiIiJLjcIsDADC5IANGQ+jprejJ4+AVGm+SOl3T4XDg8OHD6vtVVVXYvn078vLyUFFRgXvvvRdXX301zjzzTJx99tl466238O9//xtr164FAGRnZ+Pmm2/G3Xffjfz8fOTl5eGee+7B/Pnz1WmbRERERJTajjTLQd60osywy9Vl6By8QuNMUoO8zZs34+yzz1bfv+uuuwAAN9xwA5599llcccUVePLJJ/Hwww/jtttuw8yZM/HKK6/g9NNPV+/z2GOPwWg04qqrroLL5cK5556LZ599FgaDYcQ/HyIiIiIaeYdFkFcYHuSlmdiTR+NTUoO85cuXQ5Kkfm9z00034aabbop6vdVqxapVq7Bq1apEH4+IiIiIxgAR5E2Nkslz+4IIBiXo9dEH8xGlklHbk0dERERENBBJknBICfKmF2WFXSd68gDA4fVjd10XAsH+EwxEqYBBHhERERGNWa0OL7pcPuh0wJTCjLDrrCY9xFat339wBJeu2oDnPz428ockGmEM8oiIiIhozBKlmuW56bCawmcy6HQ6tS9vW7W8cutoq3NkD0iUBAzyiIiIiGjMqut0AQAq89MjXi/68mraewAAdpdvZA5GlEQM8oiIiIhozBJBW066OeL1YiF6g90NAOh2c50CpT4GeUREREQ0ZtndcpBns0YeGp9uki8XA93F7YlSGYM8IiIiIhqz7C45M2dLM0W8XmTyBGbyaDxgkEdEREREY1Yokxc5yEvvFeSxJ4/GAwZ5RERERDRmiaDNlhalXJOZPBqHGOQRERER0Zg1UCYvzRwe/HV7/FyITimPQR4RERERjVmiJy8ryuCVNFPfp7sOD7N5lNoY5BERERHRmKVm8qIMXkk39w3+2JdHqY5BHhERERGNWWpPXtRyTUOfy9iXR6mOQR4RERERjUnBoIRuj1ihEG1PXt8gj7vyKNUxyCMiIiKiMcnh9atLzpnJIwphkEdEREREY5Io1TQb9bBGyNgB7Mmj8YlBHhERERGNSWKyZrQsHhC+J68g0wwA6Ga5JqU4BnlERERENCaFJmtG7scDwss1JxdkAGC5JqU+BnlERERENCaJYC3WTN6kfDnI4+AVSnUM8oiIiIhoTFLXJ0TZkQeEgjyDXofyvHQAzORR6mOQR0RERERjklquaY1erlmYaQUATMxNQ7YSDDKTR6ku+m8EEREREdEopg5e6SeTV5Gfjt9/aTEq8tJxqLkbADN5lPoY5BERERHRmBTK5EUP8gDg4vkTAACNXW75flyhQCmO5ZpERERENCaFevJiy1tkKWWdzORRqmOQR0RERERjUqyZPMHGnjwaJxjkEREREdGYJHrysvoZvKIlbmdnJo9SHIM8IiIiIhqTQsvQ48vkef1BuH2BYTsXUbIxyCMiIiKiMSnecs1MsxE6nfw2+/IolTHIIyIiIqIxSZRrZsc4eEWv1yHTLEo22ZdHqYtBHhERERGNOQ1dLjVQy003x3y/TKUvr8fDck1KXQzyiIiIiGjMeenTakgSsGxyHvIzLTHfL81sAAA4vSzXpNTFII+IiIiIxhSvP4iXPqsBAFx/SmVc981QyjV7GORRCmOQR0RERERjyjt7G9HS7UFhlgUXzCmJ677pSiavx8tyTUpdDPKIiIiIaExZe6AFAHDl4jKYjfE9nc2wsCePUh+DPCIiIiIaUzp7vACASfkZcd+XPXk0HjDIIyIiIqIxpcsV3348rQyWa9IAXL4ANtd0IyhJyT7KoDHIIyIiIqIxJbQfL/4gL52DV6gfgaCEO187gttWH8aHR+3JPs6gMcgjIiIiojFFzeTFuARdK8OilGuyJ48ieHlbM3Y2OAEAB5pdST7N4DHIIyIiIqIxRSxBZyaPEqnB7sEfPm5Q36+3e5N4mqFhkEdEREREY4YvEFT76QbTk8cVChTNvqYe+IKhPrw6uyeJpxkaBnlERERENGbYlVJNAMiyDqJcU83kMcijcC5fEABQnCW/eFDf5YU0RoevMMgjIiIiojFD9ONlWowwGuJ/Kpuu9uSxXJPCuf1ykDclPw0A4PAGYR+jvZsM8oiIiIhozLC7Bz9ZE2C5JkXnVjJ52VYDCjOUbJ7d199dRi0GeUREREQ0ZoQmaw42yOPgFYpMZPLSTAaUZVsAMMgjIiIiIhp2dnURevz9eAB78ig6kcmzGHUoyzEDABq6x+aEzcH9dhARERERJYHI5A26XJM9eRSFNpMnXkQYq5k8BnlERERENGaIHXmDL9eUgzyXj5k8CieCPItRh1IbyzWJiIiIiEbEkDN5SrmmLyDBqzypJwJC5ZrhPXljs1yTQR4RERERjRmhnryhZfIADl+hcCLIsxr1KMuWe/LaXYEx+XPCck0iIiIiGjPsLrFCYXBPY00GPcwGPbyBIJzeAHLSE3k6GstcmnJNm9WIC2fmIMeihz8w9haiM8gjIiIiojFDLddMH1wmD5CHr3h7gnCNwQwNDR+PplwTAB44txxer3fQ/Z/JxHJNIiIiIhoz1MErgyzXBEJrFJweDl+hEJHJsxp1ST7J0DHIIyIiIqIxY6iDV4BQX56TmTzSUHvyTIYBbjn6McgjIiIiojFDHbySgCCvh5k80vAwk0dERERENLIkSYLdLQavDCXIk8s1e7grjzRcaiZv7IdISf0MPvzwQ1x22WUoLS2FTqfDa6+9FvW2t9xyC3Q6HR5//PGwyz0eD2699VYUFBQgIyMDK1euRG1t7fAenIiIiIhGnNMbQCAoTzocUk+eRWTyWK5JMkmSNJk8lmsOidPpxIIFC/DEE0/0e7vXXnsNn376KUpLS/tcd8cdd2D16tV4+eWXsWHDBjgcDlx66aUIBPjKDBEREVEqEf14ZoN+SNkWkclzevl8kWS+gASxKcFqGvvlmkldobBixQqsWLGi39vU1dXhW9/6Ft5++21ccsklYdd1dXXhmWeewfPPP4/zzjsPAPDCCy+gvLwca9aswYUXXjhsZyciIiKikRXqxzNCpxv8E3HRk8cVCiS4lSweAKQxkze8gsEgrr/+etx7772YO3dun+u3bNkCn8+HCy64QL2stLQU8+bNw8aNG0fyqEREREQ0zJq7PQCGNnQFYCaP+hKTNQ16wGhgJm9Y/eIXv4DRaMRtt90W8frGxkaYzWbk5uaGXV5cXIzGxsaoj+vxeODxeNT37XZ7Yg5MRERERMPmw4MtAICF5TlDehz25FFvIpOXClk8YBRn8rZs2YLf/OY3ePbZZ+NOx0uS1O99Hn74YWRnZ6v/ysvLh3pcIiIiIhpGkiTh3b1NAIAL5hQP6bGYyaPeRJCXCv14wCgO8tavX4/m5mZUVFTAaDTCaDTi+PHjuPvuuzFp0iQAQElJCbxeLzo6OsLu29zcjOLi6L/8999/P7q6utR/NTU1w/mpEBEREdEQHWp2oLq9B2ajHmdMLxzSY4V68hjkkUyUa1qMozY8isuo/Syuv/567Ny5E9u3b1f/lZaW4t5778Xbb78NAFiyZAlMJhPeffdd9X4NDQ3YvXs3Tj311KiPbbFYYLPZwv4RERER0eglsninTc1HhmVoHUciyHNy8Aop1HLNFNiRByS5J8/hcODw4cPq+1VVVdi+fTvy8vJQUVGB/Pz8sNubTCaUlJRg5syZAIDs7GzcfPPNuPvuu5Gfn4+8vDzcc889mD9/vjptk4iIiIjGvneUIO+8IZZqAlCDxB4PM3kkc6VYJi+pQd7mzZtx9tlnq+/fddddAIAbbrgBzz77bEyP8dhjj8FoNOKqq66Cy+XCueeei2effRYGQ2o0TRIRERGNV+/vb0JRlhVFWRbsqOkEAJw3e+hBnsjkdXPwCik8zOQlzvLlyyFJUsy3P3bsWJ/LrFYrVq1ahVWrViXwZERERESUTA1dLtz07GYAwHcvngUAWFCeg2KbdciPnZ9hAQB0OL1DfixKDaInz5oimbzU+CyIiIiIKKU020Prrn79zkEAwPmzixLy2HmZZgBAm9MTV8KBUpdLna6ZGuFRanwWRERERJRStENRRCnd+XNKEvLY+RlykOcLSCzZJACAh5k8IiIiIqLh1XsoSnleGmYUZybksa0mAzKV4SttDpZskiaTxyCPiIiIiGh49F5vcNkJpdDpEreoOl+UbDo8A9ySxgO1Jy9FyjWTOniFiIiIiCgSp5LJO3dWEW48bRKWTc4f4B7xycsw43hbD1qZySOE9uSlSiaPQR4RERERjTpOpVcuy2rEGdMLE/74YsJmOydsElIvk5canwURERERpRSHEuSJxeWJVsByTdLwpFgmLzU+CyIiIiJKKT3e4Q3y1J48JZPX5fLhodf3YLuydJ3GF5cvtZahp8ZnQUREREQpxaH05GWYhyfIy1PKNVuVTN47exrx7MZj+NXbB4bl49HoJnryLMzkERERERENj1AmzzAsjy/KNUVPXmePDwBwoKl7WD4ejV5BSUq5njwOXiEiIiKiUcc5zD15YvCK2JPX7ZaDvJZuDzp7vMhJNw/Lx6XR5Z0D7Xjk/Rr0iHJNZvKIiIiIiIaHWKGQbh6eTF6oJ08u17S7Q3v5Djc7huVj0ujz+u42NcADAEuKZPJS47MgIiIiopQilqFnDlsmL1SuGQhK6jRPADjEIG/cMBl0Ye8zk0dERERENExEuWb6MA1eyVWCvKAEdPZ41XJNADjUxCBvvOjSZHDTTXoUZaZGmS578oiIiIho1BHlmsOVyTMZ9MhJN6Gzx4d2pxfdbm0mb3iHrzR3u5GTZoY5RbJGY1mHS/6+//aKaZhWkDZsg35GGn+yiIiIiGjUEeWa6cP4pFuUbLY6vGHlmsPZk1fT3oNTH34f33hhy7B9DIqNJEno6JG/76U2M3LSUif/xSCPiIiIiEYVSZLUcs3hyuQBmgmbTk9YJq+hyx1WvplI+xrs8Acl7KrrGpbHp9i5fEF4AxIApFSABzDIIyIiIqJRxuMPIig/9x62FQqAZsKmI7xcExi+bF5ztzzNs93pRVB8kpQUnUqpptmgQ1qKTNUUUuuzISIiIqIxT1s6mW4axnJNdY1CaPBKRV46AOBoi3NYPmaLEuQFghI6XcOTLaTYiCAvN90InU43wK3HFgZ5RERERDSq9Gh25On1w/fkW5RrNna54PHLu9LmltoAADUdPcPyMVscHvXtNs3bNPLE0JXcFCvVBBjkEREREdEo4xjm9QmCyOQdawsFdLNKlCCv3TUsH1Nk8oDwgI9GngjyUq0fD2CQR0RERESjTI+6CH14x9mLTN7xNrk0M91swKQCuVxzuDJ5zd3aTJ53WD4GxaaTQR4RERER0cgY6Uxek10OvLKsRpQrPXm17cMT5LV2s1xztFB78tJMST5J4jHIIyIiIqJRpcc7vIvQhQIlyBOyrCaU58pBXoPdDa/Sp5cokiSFlWu2OZnJSyaxI4+ZPCIiIiKiYaZm8kaoXFPItBhRkGlGmskASQLqOhPbl9fl8sEbCAWOrczkJVUnB68QEREREY2MHiXIG84deQCQnWaCQTO9M8sqj9KfmJsGAKhJcMmmNosHAK3syUuqDs0KhVTDII+IiIiIRhWnUq6ZYR7eTJ5er0Nueqhk02aVe7NEX16ih6/0DvLYk5dcHLxCRERERDRCnCOUyQPC+/JED2C5mslLbLmmmKxpNclPwdmTl1wdyjJ6BnlERERERMNMDfKGebomEJqwCcjlmsDwZ/JmFmcBCJ+0SSPL5QvA45cAsCePiIiIiGjYOTxKueYIZPLyNMNXspRyzYm5w7NGQSw/FwvXnd4AXEppKo2coCRhb6P8vTUbdEgzpV5IlHqfERERERGNaWIZesYwT9cEgPwMTbmmmslTyjU7ElyuaXcDACYXZsBsECWbzOYNh9pOD77y4j68ua897PLqDjdufvkAbl19GACQn2GCTqeL9BBjGoM8IiIiIhpVHCNYrlkQoVyzLEcO8tqdXnj8icu0iUxeUZZF/bhtnLA5LD49bsfhVjfe2h8K8vY2OvHVlw/gQIsLFqMO8ydk4JunlibxlMMn9QpQiYiIiGhME8vQRySTlxkq17QpQV52mgkmgw6+gIQ2hxelStA3VM12OcgrzLIgP9OC+i43d+UNE7EeocvtVy/769ZmuHxBzJ+QgZ+smIzCTFOyjjfsmMkjIiIiolFFDCjRrjcYLnnack2L/KRfp9OhQAn+eq89GKx2pxdHWhwAgCmFmerAF2byhkdnryDP6Qngo6ouAMBdZ01M6QAPYJBHRERERKNIMCihoUvuhSvLTUwGrT+RyjUBOdsGJC7Ie29fE4ISMGeCDWU5aWpwyTUKw0MEeXa3nBVed7QT3oCEylwLZhQO/89VsjHIIyIiIqJRo9XhgS8gQa8DSmzWYf94+WHTNUNBnsjkJaqc8p29TQCA8+cUAwj1G7q8/qj3ocHrVDJ4Ll8QXn8Q7xzoAABcMDMvJQet9MYgj4iIiIhGjbpOOYtXYrPCaBj+p6raPXmZ2kxeAss1Xd4A1h9qAQBcMFcO8sRCdLc/OOTHp75EJg8A6ro82FzTDQA4f0Zuso40ojh4hYiIiIhGjfpOec1AooadDCTTYsRlC0rh9PjVwA7QlGsmIJO3/lAL3L4gynLSMGeCvCPPapKHynBP3vDQBnn7m3sQlID8dCMm5lj6uVfqYJBHRERERKNGvZLJG6kgT6fTYdW1i/pcLnr1ElGuub2mEwBw5oxCtVRQBHluH4O8RJMkCV2aIO9wq/zCQUFGag9b0WK5JhERERGNGnUjHORFU5gl9wMmolyz0+UDIO/HE9Qgj+WaCdftCSAghd4/0ib/TDHIIyIiIiJKAhHkjcRkzf4kcrpmlxLk5aSHggy1J4+ZvITTlmoCwFER5KX42gQtBnlERERENGqIcs2ynOGfrNmfULnm0Fcc2JUgLztNE+QZWa45XHoHea1O+X1m8oiIiIiIkmCke/KiEZk8h8ePniGuOejsiRDkKeWaHh/LNROtd5AnMMgjIiIiIhphPV4/OpSAKNlBXqbFqJZUtnYPLZvXFSmTp65QYCYv0RjkMcgjIiIiolFCrE/Ishphsyb3CblOp1MXog91jULknrz4yzUdHj/+tb0O3W7fkM6T6kSQZ+i185xBHhERERHRCAv14yU3iyckYvhKMCjBrgRltkiZvDjKNZ/9qAq3v7wdf/7o2KDPMx50uuUgb4ItfCcegzwiIiIiohEmgrwJ2ckduiIUJiCT1+32Q1LG+WvLNS2DGLxyrK0HAFDb0TPo84wHIpNXmRsK8gw6ICdt/KwIZ5BHRERERKOCyJgV20ZHkFeQgEyeKNW0mvRqYCe/H3+QJxazi0Eu49Vru1uxrbY76vVqkJcX+jnKSzfBoNdFu0vKYZBHRERERKNCm1MecJKXYU7ySWRqJq/bPejHUPvx0sI/p9DgldjLNduUdQ7jOciranPhkfdr8NM11VFv0+mSA+fK3FCQN5525AEM8oiIiIholGgfZUFeRV46AOBY6+DLIztd8uekLdUEQpk8rz+IYFCK6bFEJq+jZ+i7+8aqBmXSqd0dyoA6PAHctvoQXtvdCiCUyavQlGvmpzPIIyIiIiIacW1OOYjJzxwdQd7kwgwAQFWrc9CPEWl9AhAK8gDAE0M2T5KkUCbPNX4zee3KYnNtBnRLbTc21zjw920tAEJBXn66CRlmOdwpZCaPiIiIiGjkiSAmP8MywC1HxpQCOchrtLvh9AxuIboa5PXKJFmNoafhsfTl2d1+eANyYNPZ44UkxZb9SzWtSqmqPyjBr2RAu5Sgrq3Hhx5vQA0Ac9ONyLbKw1bG02RNgEEeEREREY0So61cMyfdrJ7lWNvgsnnRMnlGgx5GZRBILAvRWzUTPn0BCT3e8blEvd0ZymKKDGiXUrrZ7Qmgtkv+OqWb9MgwG2BjkEdERERElBySJKlB3mgp1wSAyQVDK9ns6okc5AHaCZsDl2u29prwOV778tp6QhlVEeTZ3aHL9jfJ/ZNFys/QGVOykWM1YlFZ5gieMvkY5BERERFR0tldfrX8brRk8oBQkHe0JbGZPEC7EH3grJyYPCqM1wmbbREzeaEgb68S5IkevK+eVII3vj4PE3NGRwnwSGGQR0RERERJJ4auZFmMYfvkkm3ImTyxQiHCdMd4duW19lrIPm6DPM3nLTKgXZpJm/t6BXkAoNONn/14QlKDvA8//BCXXXYZSktLodPp8Nprr6nX+Xw+3HfffZg/fz4yMjJQWlqKr3zlK6ivrw97DI/Hg1tvvRUFBQXIyMjAypUrUVtbO8KfCRERERENhdqPN4pKNQFgqjJh8+ggg7zORJVrOsIzeeOxXFOSJLQ5NeWaATnzqy3XPNrmAjD+pmn2ltQgz+l0YsGCBXjiiSf6XNfT04OtW7fiwQcfxNatW/Hqq6/i4MGDWLlyZdjt7rjjDqxevRovv/wyNmzYAIfDgUsvvRSBwPhsRiUiIiIai0bbInRhcoHcy1XV4hjUREuRybMNsVyzTyZvHK5R6PEFw1YnqJk8V+jrp8R9ak/eeGVM5gdfsWIFVqxYEfG67OxsvPvuu2GXrVq1CieddBKqq6tRUVGBrq4uPPPMM3j++edx3nnnAQBeeOEFlJeXY82aNbjwwguH/XMgIiIioqELrU8YXU/OK/PTodPJ2aJ2pxf5mfH1dvXbk2eMo1xTGbyi1wFBCeh0jp5M3oNvVqGuy4OnvjgDJsPw5ZDae5WoRurJEwrH2TTN3sZUT15XVxd0Oh1ycnIAAFu2bIHP58MFF1yg3qa0tBTz5s3Dxo0bk3RKIiIiIopXu9KTN9oyeVaTAWU5aQCAbdWdcd9f7cnrr1wzhhUKItNZkZcOAOgYJT15Dk8A7x3qxP5mF2o7PQPfYQhaneHBnNsfhCRJsEfYYchyzTHC7XbjO9/5Dq677jrYbDYAQGNjI8xmM3Jzc8NuW1xcjMbGxqiP5fF4YLfbw/4RERERUfK0qesTRt8UxIvmlgAAnvv4WFz38weCcCgBSP/TNWPpyZMDqGlFcvlop2t0ZPKOtbvVtztcg1sYHyvtjjxAzuQ5vUEEInz5GOSNAT6fD9dccw2CwSB+//vfD3h7SZL6naLz8MMPIzs7W/1XXl6eyOMSERERUZzUHXmjLJMHADecOgl6HbD+UCv2N8aeHNAOBInUk2eJZ7qmUq45VQR5oySTV6UJ8jqHOchr61OuKUUs1TTpdchJS2pXWtKN+iDP5/PhqquuQlVVFd599101iwcAJSUl8Hq96OjoCLtPc3MziouLoz7m/fffj66uLvVfTU3NsJ2fiIiIiAYmevJGW7kmAJTnpWPFvAkAgD9tqIr5flWtDgCAzWqM2KsW6snrP5Pn8gbg9MqB4LRCEeSNjkyemGYJJDaT197jw/qjXQgEQ8Nu2iKUa4ogL90U+voWZJqgH4drE7RGdZAnArxDhw5hzZo1yM/PD7t+yZIlMJlMYQNaGhoasHv3bpx66qlRH9discBms4X9IyIiIqLkGa3TNYUvLasAAHx4sDXm+/z9M3mt13mzIycfYp2uKUo1zUY9ypWevNGSyQsr1+xJXJD32Lpa3Pefo/jkeChz2jeTF4RdmaxZlm2BxSgHdkXjvFQTSPJ0TYfDgcOHD6vvV1VVYfv27cjLy0NpaSm+8IUvYOvWrfjPf/6DQCCg9tnl5eXBbDYjOzsbN998M+6++27k5+cjLy8P99xzD+bPn69O2yQiIiKi0U8MXikYhT15ANTgqr3HO2BrEAB0u314fYe83/laJUDsLdbBK1ur5aq1SfnpyE2Xg+DRsidvuMo1a5QhLsc73DhtcjaA0HRNi1EHj1+C2xfK5NmsBuSnm1Bv96JgnE/WBJIc5G3evBlnn322+v5dd90FALjhhhvw0EMP4fXXXwcALFy4MOx+H3zwAZYvXw4AeOyxx2A0GnHVVVfB5XLh3HPPxbPPPguDwTAinwMRERERDY0kSaFl6KM0k5ernMvrD8LlCyDd3P/T6Nd31MPlC2BaUSaWVuZGvI3I5HkGKNd8Z28TADkjmJsuBzBdLh+CQQl6ffLKEh2eAJodoexaIoO8diUr2Or0weEJ4PEPa7GpuhuAnLU72uaGR1OumW01wh+UUG/3jvsdeUCSg7zly5f3u1QyloWTVqsVq1atwqpVqxJ5NCIiIiIaIc3dHvgCEnS60RvkZZgNMBv08AaCaHd60ebwosvlw7yy7D639QeC+PNHxwAA15xYHjXrF8uePI8/gLX7mwEAF8wtQbYS5AUloNvtV99PBm2pJpC4njxJktChrJ5oc/rxn71t+O++dgDAWVOzUWoLBXl2t/y1y04zwmTQYQecKLWNzp+hkTSqe/KIiIiIKPVtPCL3uc0rzVZLGEcbnU6HHCWg6uzx4UtPf4orfv+RmoHU+tvmGhxudiA33YSrTow+xd0aw3TNjUfa4PQGUGyz4ISybFiMBqSb5fsle42CKNU0G+QgNlGZvG5PQF2L0Ob0qfv3rllUiIcvmYJsqyhzDS/XvHnZBHz95Am4aFZeQs4xljHIIyIiIqKk2nCoDQBw2rSCJJ+kfyLL2NjlRnV7D3wBCQ1drrDbODx+PPbuQQDA7edOh80aPdMWy568d/bIMykumFOilmaKvsXGLnfU+42Eqnb5c583IQNA4jJ57ZoBLq09PjR2K4vgc6wAAItRKXPVrFDIsRoxMceCr55UggzL6HyhYCQxyCMiIiKipJEkCR8dljN5p4/yIE9k8g42d6uXdffa0/bmrga0OryYlJ+O65ZV9vt4lgEGrxxrdeKVrXUAgIvmlaiXl+elAQBqOlwR7zdSmrrlksp5JXKQ1+Xyh608GCxtsNjm9KFJCfJKsuQg2yKCY38QXcp0TZt1fO/F641BHhERERElzZEWBxrtbliMeiydFHlAyWghMnkHGqMHeS3KuoOlk/JgNvb/VLu/ck1JkvDgv3bD6w/i9GkFOHVqaJVYhTLps6a9ZxCfReK0OeUgb0q+nGGTEL4AfrA6NKsSnN4garvkr2lxlhxkW42hDKj4eNlpzN5pMcgjIiIioqTZcEjO4p04KW/U9uMJOel9gzy7K3x3mwj6smLILKWZoi9DX3uwBesPtcJs1OPHn5sXNrylfJQEea1KkFecZUaWRfQJJiLIC38Mj19SPw4QKtf0BoLoEoNXmMkLwyCPiIiIiJLm0yp5auKp0/IHuGXy5SlB3tEWp3pZtzs8yBNBX3+9eEJ/y9D31stLwC+eV4LJBRlh15XnykFedRKDPEmS1OXk+ekm5KbLQVYi+vIiPYbNGho4Y1WWnmv35DHIC8cgj4iIiIiS5lCzA4A8WXO0Ez153kAo89a7XFOUD9rSYgny5KDF4++byXN45MfJjbBSQi3X7EhekOf0BtUMW0GGCblpcpCVkExehMcQ/XhAKJNn9wTgUrKg4uOTjEEeERERESVFICjheJucFeudrRqNIu3w6/aEByQisxdLuWZ/e/KcyuNmWfo+jijXbLJ7+l2/MJxEqWam2QCrSY8cJcjqXWo5GO09vj6XFWuCPNGT1+yQB7KY9DqkmxnWaPGrQURERERJUdshryGwGPUoy0lL9nEGlJseIcgbpnJNh5IRzIgQ5OWmm5CpXF6boAmbQUlSA7dYiNvmZ8jnEJm0hJRrKoFiYUboaxiWyVO+biKhmpNmjLpwfrxikEdERERESSF62yYXZKg74EazSKWTvadJdqvLuWPI5GkGrzR2ueHTloEqmbzMCI+j0+kwMVdZozCIvrzGbi9+82FtWFC3an0dVj6zG59V2/vc/m/bm/H+oY6wy9rUIE8OxHKGoVxzemEo8BeTNQHAYggPYXJYqtkHgzwiIiIiSoojLXI/3pTC0V+qCcgZtN769uQpmbwYevJERsrlC+CUn7+H7/9rj3qdKNfMjJDJA4bWl/fbD+vwt+0t+Pv2ZgByVu7VnfKU00+ru8Nu29TtxW8+rMPP1lRDkkI78MTQlYJeQV4iMnmiXHNaQSjI02byRAZUYJDXF4M8IiIiIkqKo61jpx8PiJzJ612uGc8KBe3KCEkCXtpUrb7viDHIq26LL8hzegPYeKwLAFDbKfe0/WN7C3zKEvOqNnfY7UVmrscXhN0dKitVyzWVwFcEwEPtyfP4g3B65YzmjMIoQV6v/YNisieFMMgjIiIioqSoUso1pxRkJvkkscmyGGHsVVaqzeT5AkH0eOVAKKaePGP4XkBtYCh68qIFeWL4SrxrFDZU2eENyAFdg90DpzeA1bta1eur2sODPKc3FNi1aMo725zy+URPXlGm/PmKYSiDJYJKo16HyjyrenmJTTtdM/x7wExeXwzyiIiIiCgpjraOrXJNnU6nLkQXtJk8hybgi9RL15vJEB6saHvyHP305AHacs34Bq+sOdSpvl1v92JTdTcc3oBadtnY7VUDVQBqVg0ID+BEJk/cT2TamhxeBIKhss54tSuZwNw0I0ptZqSb9CjMMIUFcka9DtovHYO8vhjkEREREdGIc3j8aLJ7AIydTB4A5ClBjVjMrc3kiX68dLMBJsPAT7N1Oh3uOn8GLjlhAgB5AEuPV368gco1y/NCg1e0vXL96XIHsLnWob7f7QlgZ738/rLKLOQpZY/HOkLZPIdHk8lzaDN54UFefoYJBp088TLSCoRYdSjTSfPSjUgzGfCX62bh6atnQq+ZnqnT6dRdeQCDvEgY5BERERHRiBOlmvkZZmRHGGgyWolM3tRCOTDt8QbgVzJw8fTjCbedOx1PXLsIZiVoaXfKmTCRTYsW5E3MlTN5Do8fnTEGVZtrnQgEgWkFVjUw+qhKnqY5Oc+KyUp5pLYvT5vV0wZ5rb2maxr1OhRmyl+bxu7Bl2xWd8iBf6FS/lmabVHf1tIGeVyE3heDPCIiIiIaccfb5SBv0hgZuiLkKUGetsRUBHfx7MjT0ul06uO2O71wegcu+7SaDCi2WQDE3pf3Wa38NT+lMhulSo9bbZeSTc1PU4O8Y5q+PEeEnjyXL4AenxzYFmgCdLHmoLE7etBZ2+nBz9Ycx/EOd8TrN9fI0z0XlvWf3dVO2GSQ1xeDPCIiIiIacS3dcnBRYrMOcMvRJU/JVpXmpCHNFF6yKXbmxbI+oc/jZoSCPNHbZzLoYOk1nEWrPDf6GoWuHh/21tvR2SNn1YJBCZuVIO/kyixMsIX3Fk7Js2JyvlwCelQT5GkHr7QqmTwxdMVq1CPdHAonRF9eoz16Ju8/e9vwn73teGlrc5/r/AEJ2+vk8tElE7OiPgYQviuP5Zp98StCRERERCOu1SEHeQWZfdcSjGbXnVSBNocHX1gyEa9sqYXLF1B78cR/4ynXFMKCvAH68YSKvHRsPt6B4209+J+/bIbD48dzN52EJ94/jN+8dwgAUJaThvfvOQv7GrvR6Q4g3aTHvAkZ+Ph4aOl5ptmAwkwTJkUo19QOXmlxysGbKMcszDRBp+mVExMwm/op1+xSAtgjrX0HxuxtcqLHF0S21RC2CD0Sqyn0cRnk9RV3Ju+cc85BZ2dnn8vtdjvOOeecRJyJiIiIiFKcyOQVZlmSfJL4zCvLxlPXL8XUwkw1mBOZPPHfeMs1gShB3gDB4kRlwuZHh1vxzt4mbDzSht11XfjnlloAgE4H1HW68N9dDfjwkLwmYcnETJgMepTaQl/3yflW6HQ6TFGCPO2ETWeEnrwDzXLmcGp+eCBWnDVwT54Y5HK03Y1gr4ExnymlmksmZoUNWolE9OQZ9ECWJXq2c7yKO8hbu3YtvN6+3zi3243169cn5FBERERElNpEkFeQObaCPK0sJZgTaxRET96QM3lKsJhhHjiTBwAfH21TL/vPzgbUdbqg1wG3nDkVAPDnj47h9R0NAICTyuVeN2255pR8ObjLTjP2mbCpna7Z5Q7A4w9ivxLkzSoOD/JKYgjyRNDo8gVR3xV+O9GPt7Si/1JNIBTk5ViNYdlEksX8E7hz50717b1796KxsVF9PxAI4K233kJZWVliT0dEREREKalV2bk21jJ5WlEzeYPoyctVBq909IQyeQMFiyLI0ybEXtpUDQCYPcGGm0+fjGc2HMXO2i758Sx6nDHFBgAozQ4FeZM1S8cn5VnR3uPAsXY35hRnhGXyAHmqphrkFaWHXafuyus3kxcq/zzS5sLEHPn77wsEsadRftylA/TjAXI/IMBSzWhi/qosXLgQOp0OOp0uYllmWloaVq1aldDDEREREVFqGqvlmlq23pm8ofTkKb2JbY5QJm+gnjyxK09LlFmeOCkPhVkWrJg3Aa/vqIfVpMdPL5yIPGUaZnGmGToAEuTJmsKUPCu21jrUvrzeQV5Vmxt1Sgaud5Anpms6vUF0e/zIinB+7eMdaXXhrKk5AICaTg/8QQnpJj3Ksgfu07QwyOtXzF+VqqoqSJKEKVOmYNOmTSgsLFSvM5vNKCoqgsHAelgiIiIi6l8wKKHNmQrlmr0zeYNboQCEVjNoM3kZAwR5xVlWmA16eJU9fSaDDr6AnNZbUpkLALj7ghlw+wL48rKJKDWEFqGbjXosLc9CVbsLszXBmjp8pV0EefJjW4w6ePwSNlTJWcFSmxm2XsFsmsmAHKsRnW4/mrp9EYM8bfnn4dbQgBextmFynjWm8ktm8voX81elsrISABAMBge4JRERERFRdF0unxqM5I+x6ZpaapDnEXvy4l+GLoievDZn7OWaer0OE3PTcLTVielFmbClmbDleAcAYOkkOcirzM/AH76yFD6fD8ePO8Lu/9jnpiIQlGDSrCMQaxREkCeCsspcKw62uLD+qBzk9c7iCcVZJnS6/Wi0ezGtoG+mUZvJO9oWmrApPt6k/NhWaliUPXm56fEH1OPBoELfgwcPYu3atWhubu4T9H3/+99PyMGIiIiIKDW1KOsTstNM/e6BG+16D17p9iiZvCHsyeuIY4UCAJTnpeNoqxNLJ+WqQV5ZThomZPe/ggAA9Dod9IbwrJmYsNlglydsivLPSXlykNehBLIzowR5hZkmHGhxoa2n70L0QFBSl6gD8iJ2ty8Iq0kflsmLxbKKLLx/qAOnTrLFdPvxJu4g749//CP+93//FwUFBSgpKQlLp+p0OgZ5RERERNSv1hToxwNCmTaxBF1k8nqXMcZCBHmdLp86pTPTMnCwuGJeCT471o7PL54Ii9GAZ9ZX4fKFpXF/fCE7zYjcNCM6XH4caO6BknDFJbPzsLHKDocS9M0pjhzkiQXxbn8omJMkCS5fEP5gaEJMlsWAbk8AxzrcmFWUHsrkxRjknTY5G/++eR4na0YR90/gT37yE/z0pz/FfffdNxznISIiIqIUJzJ5hWO4Hw8IZfJEUGYfQk9ejlJ2KElAbYdcxpgRw/63a06qwDUnVajv7/7hhTAb4t6SFmZyvhUdtQ7sanQCAPQ6YGl5FlbfNBdv7muHxx/E4omZEe8reuU8mozdL96vwVv72/HLy6YAAMwGHabmp2F7vQPH292YVpCG6g75Z2JyhGEy0TDAiy7un4COjg588YtfHI6zEBEREdE4oO7IG+OZvBylLLPd6YUkSUNaoWAy6JGt3K+6XV4lMJjePqvJAL1+aMGPKJnc3SCfI8NsgE6nQ4bZgC8sKMSXlhRHDbAsRvlybSZvT6MT3oCETcoevAyzAZV58vf+eIcbdV3yZM00k16d0ElDE3eQ98UvfhHvvPPOcJyFiIiIiMaBVMnkTS7MAAAcbXGis8eHgFKOOJhMHhAq2RRBXizlmsNBDfKUTF6GOfa+STEQRRvkuZSsnsjWZVoMqMixqpeJfrzKXCv0zM4lREwvD/z2t79V3542bRoefPBBfPLJJ5g/fz5MpvAfvttuuy2xJyQiIiKilBLK5I3dyZoAUJmXDpNBB5cvgPf2NwMAynLSkBZHUKSVl2FGVatTfT+Wcs3hIIK8TqXHMMMce15ILdf0h/rverwiyHMrjxeeyauKc+gKDSymIO+xxx4Lez8zMxPr1q3DunXrwi7X6XQM8oiIiIioX60OeZn2WM/kGQ16TCnIxIGmbry+ox4AMHvC4Kc9luemqSsQgMGVaybC5PzwvrjMOIJNEeS5NT15PT55WItYop5p0aMyVw7oajo92KtkDCfHuD6BBhbTT05VVdVwn4OIiIiIxomWFJmuCQDTiuUg76PDrQCAOROyBv1YKxeW4rXt9er7ySrXzEkzIifNqGby0uPITKpBnlKu6Q9K8CojOsV0zUyzASVZZpgNOngDEj4+ZgcAnFg++K8dhRva6B0iIiIioji1Kj15BWM8kwcA04vkKZOiH28ombwzpxeiSBP4JqtcEwjtywPkoCxWvXvytBk9IcNigEGvw8Qc+XMNSEB+uhHTC2OfrEn9izsHfNddd0W8XKfTwWq1Ytq0abj88suRl5c35MMRERERUWoJBCW0KUFeUQpk8qYXhWefhhLkGQ16XLagFM9skKvospKUyQPk0smtdQ4Ag+zJU4I7l1KqqSWCxspcK462yf14p0yycehKAsUd5G3btg1bt25FIBDAzJkzIUkSDh06BIPBgFmzZuH3v/897r77bmzYsAFz5swZjjMTERER0RjV7vQiKAE6XWia5Fg2vTi0Ly7DbEBFXuQl4bH64tKJapCXzEyedil5PNM1e5dr9kTK5KlBXijIP2VS9qDOSZHFXa55+eWX47zzzkN9fT22bNmCrVu3oq6uDueffz6uvfZa1NXV4cwzz8Sdd945HOclIiIiojFMlGrmpZthHOLS7tFgUn4GjMpeulkTbEPeUTerxIY/33giXvzasqR+fbTlmvEEm9Ze5ZquCEGeGORSoQxfMejZj5docWfyfvnLX+Ldd9+FzRZKRdtsNjz00EO44IILcPvtt+P73/8+LrjggoQelIiIiIjGvlQaugIAZqMekwoycLjZgdlDGLqidfasooQ8zlAMNpNnUVcoKEGet2+5pni8JRMzkWk24Myp2XFN8KSBxf3yQFdXF5qbm/tc3tLSArtdnoyTk5MDr9c79NMRERERUUpJpaErwuKKHADAiZNSZyZFbroJOWlyPigzrp48OZPp6bdcU368wkwz3rplPr57XsVQj0u9DKpc86abbsLq1atRW1uLuro6rF69GjfffDM+97nPAQA2bdqEGTNmJPqsRERERDTGpVomDwC+e/Fs/PmrJ2LlgtJkHyWh5pVkAABKs2P/Xqnlmj552mikIE+btdPrdBy4MgziLtd86qmncOedd+Kaa66B3y/vzjAajbjhhhvUpemzZs3C008/ndiTEhEREdGYJzJ5qRTk5aSbcfbM5JdYJtoD51Wgqt2NEyZkxHwfi6FXT16Ecs14VjLQ4MQd5GVmZuKPf/wjHnvsMRw9ehSSJGHq1KnIzAxNFlq4cGEiz0hEREREKUJk8goyx/5kzVSXnWbEwrLMgW+oITJ5/qAEf0CKOHglmVNDx4u4gzwhMzMTJ5xwQiLPQkREREQpriUFM3kUIgavAHJfXsRyTWbyhl1MQd6VV16JZ599FjabDVdeeWW/t3311VcTcjAiIiIiSj2t3fJwvlQavEIhZoMOOgAS5JJNsQy9KNOEZocPADhJcwTEFORlZ2dDpzREZmdzUSERERERDQ4zealNp9PBatLD5QsqQZ6cyZuYbUGzwwejXgezgYNWhltMQd6f//zniG8TEREREcXKFwiio0fO5BUyk5eyLMa+Qd70wjTsaHBgYrZFTR7R8BlUT57f78fatWtx5MgRXHfddcjKykJ9fT1sNlvYABYiIiIiIqHd6YUkAQa9DrnpHLySqqxiIboviB6vksnLseBPV89EtnXQI0EoDnF/lY8fP46LLroI1dXV8Hg8OP/885GVlYVHHnkEbrcbTz755HCck4iIiIjGODFZMz/DDL2e2ZxUJYI8bU9eukmP6YXpyTzWuBL3MvTbb78dS5cuRUdHB9LS0tTLr7jiCrz33nsJPRwRERERpQ7Rj8ehK6nNapIDeG25Zjonao6ouDN5GzZswEcffQSzOTzFXllZibq6uoQdjIiIiIhSi8jkcehKahNrFNy+IHqUTF6aKe7cEg1B3F/tYDCIQKDv5vra2lpkZWUl5FBERERElHpaOVlzXFB78vyS2pOXZmImbyTFHeSdf/75ePzxx9X3dTodHA4HfvCDH+Diiy9O5NmIiIiIKIWITB7LNVOb1SSCPE25JjN5Iyrucs3HHnsMZ599NubMmQO3243rrrsOhw4dQkFBAV566aXhOCMRERERpYButx8AkJ1mSvJJaDhZwgaviEweg7yRFHeQV1paiu3bt+Oll17C1q1bEQwGcfPNN+NLX/pS2CAWIiIiIiItl1eZtMghHClNBHk93gDcfgZ5yTCoRRVpaWm46aabcNNNNyX6PERERESUopxeOZOXxiAvpYmevE53aI4HA/uRFXdIXVpaiuuuuw5/+MMfcPDgweE4ExERERGloB4lk5dh5kLsVCaCvI4eHwBArwPMBu5FHElxB3m//vWvYbPZ8Oijj2LWrFmYMGECrrnmGjz55JPYt29fXI/14Ycf4rLLLkNpaSl0Oh1ee+21sOslScJDDz2E0tJSpKWlYfny5dizZ0/YbTweD2699VYUFBQgIyMDK1euRG1tbbyfFhERERENM5Zrjg9i8EqHS8ncmvTQ6RjkjaS4g7xrr70WTz75JPbv34+GhgY89thjMBqNuPXWWzFv3ry4HsvpdGLBggV44oknIl7/yCOP4NFHH8UTTzyBzz77DCUlJTj//PPR3d2t3uaOO+7A6tWr8fLLL2PDhg1wOBy49NJLI655ICIiIqLkYbnm+GAxygFdR48I8vj9HmmDypU7HA5s2LAB69atw9q1a7Ft2zbMnz8fZ511VlyPs2LFCqxYsSLidZIk4fHHH8cDDzyAK6+8EgDw3HPPobi4GC+++CJuueUWdHV14ZlnnsHzzz+P8847DwDwwgsvoLy8HGvWrMGFF144mE+PiIiIiIaBi+Wa40KoXFMO8tLNHLoy0uL+ii9btgyFhYV48MEH4ff78d3vfheNjY3YunUrHnvssYQdrKqqCo2NjbjgggvUyywWC8466yxs3LgRALBlyxb4fL6w25SWlmLevHnqbYiIiIhodHB6mMkbD0S5ZqeyMoM78kZe3C+jHDp0COnp6ZgyZQqmTJmCadOmIScnJ+EHa2xsBAAUFxeHXV5cXIzjx4+rtzGbzcjNze1zG3H/SDweDzwej/q+3W5P1LGJiIiIKAqXT8nkWRjkpTKRyRNYrjny4g6r29vb8cEHH+C0007DmjVrcNZZZ6GkpARXX301nnzyyYQfsHeTpiRJAzZuDnSbhx9+GNnZ2eq/8vLyhJyViIiIiCLz+oPwBSQAQLqJ5ZqpzNInyGMmb6QN6it+wgkn4LbbbsMrr7yCN998EytWrMCrr76K//f//l/CDlZSUgIAfTJyzc3NanavpKQEXq8XHR0dUW8Tyf3334+uri71X01NTcLOTURERER9iX48gOWaqa53Ji+TmdsRF3eQt23bNjz22GO4/PLLkZeXh5NPPhm7du3C7bffjtdffz1hB5s8eTJKSkrw7rvvqpd5vV6sW7cOp556KgBgyZIlMJlMYbdpaGjA7t271dtEYrFYYLPZwv4RERER0fDp8cn9WSaDDmYjMzupzNorc7e0PCtJJxm/4s6Vn3jiiVi0aBHOOussfP3rX8eZZ5456CDJ4XDg8OHD6vtVVVXYvn078vLyUFFRgTvuuAM/+9nPMH36dEyfPh0/+9nPkJ6ejuuuuw4AkJ2djZtvvhl333038vPzkZeXh3vuuQfz589Xp20SERERUfKJRejsz0p92kyeQQ+cOSU7iacZn+IO8trb2xOW+dq8eTPOPvts9f277roLAHDDDTfg2Wefxbe//W24XC5885vfREdHB5YtW4Z33nkHWVmhVwPEnr6rrroKLpcL5557Lp599lkYDPwDQkRERDRa9HjEInT246U6bU/e4rIs2Kz8no+0uL/iiSxtXL58OSRJinq9TqfDQw89hIceeijqbaxWK1atWoVVq1Yl7FxERERElFg9yiL0dPZnpTxtkHf2tJzkHWQciynIy83NHXCipdDe3j6kAxERERFR6unxiUweg7xUl2kJBXlnTmWpZjLEFOQ9/vjj6tttbW34yU9+ggsvvBCnnHIKAODjjz/G22+/jQcffHBYDklEREREY5tarsn1CSkvzWTAb6+YBoMOyEs3Jfs441JMv2U33HCD+vbnP/95/OhHP8K3vvUt9bLbbrsNTzzxBNasWYM777wz8ackIiIiojGN5ZrjCydqJlfc82vffvttXHTRRX0uv/DCC7FmzZqEHIqIiIiIUouYrslyTaLhF3eQl5+fj9WrV/e5/LXXXkN+fn5CDkVEREREw0+SJOxvtMPtCwx84yEKrVBguSbRcIv7t+yHP/whbr75Zqxdu1btyfvkk0/w1ltv4emnn074AYmIiIgocbrdPmw53oHTphXgs6p2XPf0p7hq6UQ88oUFw/pxXUq5ZgbLNYmGXdxB3o033ojZs2fjt7/9LV599VVIkoQ5c+bgo48+wrJly4bjjEREREQUp5ZuD6wmPbKs4YMvHn33IP780TH86osL1MBrR03XsJ/HKTJ5LNckGnaDypcvW7YMf/3rXxN9FiIiIiJKgFaHB+f8ai0qC9Lx72+dHrYK60BjNwCgur1H3WdW3d4DSZJiXpk1GKJcM4PL0ImGXdw9eQBw5MgRfO9738N1112H5uZmAMBbb72FPXv2JPRwRERERBS/7dWd6Pb4sbvOjj319rDrGrrcAAC7ywe72wcAcPkCaHV4h/VMImvIwStEwy/uIG/dunWYP38+Pv30U7zyyitwOBwAgJ07d+IHP/hBwg9IRERERPE52Nytvv3Onkb1bUmSUN/pAgDY3T50u/3qddXtPUP+uE+vP4pzfrUWNREei+WaRCMn7iDvO9/5Dn7yk5/g3XffhdlsVi8/++yz8fHHHyf0cEREREQUv0NNDvXttzRBXrvTC48/CACwu/ywu3zqdZECs3j95I19ONrqxK0vbetznYvlmkQjJu4gb9euXbjiiiv6XF5YWIi2traEHIqIiIiIBu9gU7fmbQeOtshBX32nW718ODJ5wvaaTkiSFHaZUynXZCaPaPjFHeTl5OSgoaGhz+Xbtm1DWVlZQg5FRERERIMTCEo43CwHdZMLMgAA7+xtAgDUd7nU22l78oDEBHlmQ+ip5aFmR9h1Li5DJxoxcQd51113He677z40NjZCp9MhGAzio48+wj333IOvfOUrw3FGIiIiIopRTXsPPP4gLEY9vrBkIgBgX4M8fEX04wFAt9uf0EyeJEkIarJ3b+1uDLu+Rw3yWK5JNNziDvJ++tOfoqKiAmVlZXA4HJgzZw7OPPNMnHrqqfje9743HGckIiIiohiJUs2phZlqJu94mxzAicmaANDl8iW0J8/tC8If7C/I43RNopES10spkiShvr4ef/zjH/HjH/8YW7duRTAYxKJFizB9+vThOiMRERERxUiUSc4syUJlfjoA4HibE0B4Js/h8cMbCKrvN9rdcPsCsJoGF4RpSz8BYF+jHb5AECalhLOH5ZpEIybuIG/69OnYs2cPpk+fjilTpgzXuYiIiIhoEEQmb3pxJirz5UxeR48PXS5fWJAHAF5l0qZBr0MgKKGu04WphZmD+rgiK5idZkKP1w9fQEJztwfpJgPanF64fCzXJBopcZVr6vV6TJ8+nVM0iYiIiEapqlY5azetMBOZFiMKMi0AgOq2nrByTa0pSllnddvgSzZFJi87zYRimxUA0Njlwv/+dQvOe3QdRLseM3lEwy/unrxHHnkE9957L3bv3j0c5yEiIiKiIRAZtbwMeZ+xKNk80uJAk10O8kwGnXr7DLMBZblpAIAWh2cIH1fuubOlGVGaLT9eXacbW6s7w26XNshyUCKKXdz58i9/+cvo6enBggULYDabkZaWFnZ9e3t7wg5HRERERPFxeORgK9MqP82rzE/HluMd2HSsHUFJDvAq8tJxpEXO+GVZTci0yLd1aKZtxktk8mxWk5o93FHTqZaECnq9rs99iSix4g7yHn/88WE4BhERERElgliLIAK3SUpf3vpDLQCAYpsVOelmAHKQZ0szIksJCEWAOBgig2izmjAhWy7X3FTFF/+JkiHuIO+GG24YjnMQERER0RB5/UF4lMxZlsUEIFSuWdMuD11ZWpmLLs3qhLBM3lCCPHeoXFMEeXvquwb9eEQ0eDEFeXa7PeYHtNlsgz4MEREREQ2eUxOkhco1M8Juc+Npk/Hnj6rU921WIzKVgLB7KOWamkxeidKTJ9bmXbV0InLTzVhUkTvoxyei2MUU5OXk5ECni61+OhAIDOlARERERDQ4IhOXbjbAoPS+TVIyeQCwqCIHC8tzYLOa1MuyrCY1IBxaJk8J8tJC5ZrC1MJM3HLW1EE/NhHFJ6Yg74MPPlDfPnbsGL7zne/gxhtvxCmnnAIA+Pjjj/Hcc8/h4YcfHp5TEhEREdGAevfjAUBOuhm56SZ09Phw46mTAMgllYItzYgsdfBK+ELzeKjlmlYjJuSEB3kVeemR7kJEwySmIO+ss85S3/7Rj36ERx99FNdee6162cqVKzF//nz84Q9/YM8eERERUZL0nqwp/ORz83Gg0Y5L5k8AgKiZPKdn8BVZarlmmgkFGRYY9Tr4lXrNinwGeUQjKe49eR9//DGWLl3a5/KlS5di06ZNCTkUEREREcXP4ZEDrSxLeJB3yQkTcNcFM2E0yE/9bGnaIM+oZv66EzF4xWqCXq9TF6IDzOQRjbS4g7zy8nI8+eSTfS5/6qmnUF5enpBDERHR+NPq8ODp9UfR7vQm+yhEY5Zarmntv1hLm8mzhfXkxV+u2WR3o6HLhW5NJg8ASpWSzbwMM7I0H4+Ihl/cKxQee+wxfP7zn8fbb7+Nk08+GQDwySef4MiRI3jllVcSfkAiGp0kScJfPj6OuaU2LJ2Ul+zjUAp4ZkMV/m/tEdhdPtx1wcxkH4doTFLLNS0DBHmanrwsq7YnL75Mni8QxOd+9xF8gSA8vmDYY8sTNjtQziwe0YiLO5N38cUX49ChQ1i5ciXa29vR1taGyy+/HAcPHsTFF188HGckolFoZ20XfvD6Htz3ys5kH4VSRHV7DwDguPJfIopfaPBK/5mzsExeWvh0TUmSYv54dR0uNHS50erwqqWe4rHFhM1KBnlEIy7uTB4ATJw4ET/72c8SfRYiGkNqOuQn4nWdLkiSFPOaFaJomu1uAEBDpzvJJyEau0QmLmugcs00bblmqCfPF5Dg8QdhNRn63KfH68ex1h7kpJtQmiPvwYv0oox47IvnT8C6Ay24YnHZ4D4ZIhq0QQV5nZ2d2LRpE5qbmxEMBsOu+8pXvpKQgxHR6NZk9wAA3L4guj3+sFeFiQajuVv+mWqwu5J8EqKxK+ZyTU0QaLOakGEOve/w+PsEef/d1YDbX94GX0BCmsmAdd9ejqIsq5qBF/Q6IMMs33dheQ7evvPMIX0+RDQ4cQd5//73v/GlL30JTqcTWVlZYa/e63Q6BnlE44TIugBAS7eHQR4NiSRJaFJ+ppq6PAgGJej1zA4TxSvmwStpJuh0gCQB2WnyNMxMixEOjx/7G7rxx/U78K1zpuFEped6zd4m+AJyGafLF8AnR9uxckEpqtucER6Xv7tEyRZ3T97dd9+Nm266Cd3d3ejs7ERHR4f6r729fTjOSESjUJMmyGtWsnpEg2V3++FWhjZ4A0G0ccIm0aCI6ZgDZfJMBj1uP3c6bjx1EoqUVQfiPs9urMK6gy34/r/2qP15tR1yhj0/wwwA2HJMfs53vC08k8cX/IhGh7iDvLq6Otx2221IT2cTLdF41qQJ7FocDPJoaLSZYQBo7GJfHtFgiHLNgXryAOCO82bgoZVz1fdF9u9gkwMAsK/Bjp21XQDk/msAuHyh3F+3+XgHgNDAJJG8007tJKLkiTvIu/DCC7F58+bhOAsRjSFN3dpMHp+Q09A09coGN3SxL49oMBzu2HryIhH3EYO1AODlz6rhCwTV38nPLSoFIAeADo9fDfJOmZIPgJk8otEi7r8Al1xyCe69917s3bsX8+fPh8kU/su8cuXKhB2OiEavZmbyKIGau8NfKGhgJo9oULpjHLwSicj+aTco/Gt7Pb5yyiQEJcBs0GNeaTbKctJQ1+nCe/ua0OMNQKcDrj6xHBuPtKEyn5VeRKNB3H8Bvv71rwMAfvSjH/W5TqfTIRAIDP1URDSqOTx+tSQIAFrYk0dD1DeTxyCPKBart9XiTxuO4aGVc7CkMi+UyYuhXLO33oFhhtkApzeAf2yuBQCU5aZBr9dh6aRc1G134dWtdQCA0uw0rFxQimKbFfPKsof4GRFRIsRdrhkMBqP+Y4BHND409SrPFKPviQZL/EyZjfL/lhpZrkkUkyfeP4xddV34/P99jC3H20M9eQMsQ4+kd5B39qwiAMCbuxsAABNz5d14SypzAQDrDrYAACry0qHT6XDylPxBZRCJKPHiDvKIiHoHeS0M8miIRLnmvFIbAKCemTyimNR3hn5XvvbcZvR45RfcB5XJC9udZ8TJSp+dyKyLIO/8OcVhwVxFHks0iUabuP8CRCrT1Pr+978/6MMQ0dgg+vHyM8xoc3r79FMRxUv8TC0oz8HW6k5O1ySKQWePFy6fHNSZDDp09PjU6zIshmh3iypLE7iV5qRhwcScsOvLcuQgb0J2Gv7vy4tx/TOb5MuV4I+IRo+4g7zVq1eHve/z+VBVVQWj0YipU6cyyCMaB0Qmb15ZNtYdbEFHjw9ef1AttSOKl5jWurA8B4C8QoEL0Ykie+j1PWjocuHm06cAACZkWzGtKBPrD7UCkMueLcb4gzxtJq8k24qZJVkwG/TwBuQdlhNzQxm7M6YX4v++tBgvbqrGlYvLhvLpENEwiDvI27ZtW5/L7HY7brzxRlxxxRUJORQRjW5iSMbMkix8dLgV/qCEVocHpTl8NZfiJ0mS+jM1vywbOl1oIXphliXJpyMaXbp6fHh24zEAQG66vJh8ckEGFpXnqEFe1iD74jI1fXwTstNgNuoxu9SGHTWdAELlmsKK+ROwYv6EQX0sIhpeCXnZ3Waz4Uc/+hEefPDBRDwcEY1yIutSYrOqT8LZl0eD1eWSM8GAXCJWqfT3/HdXQzKPRTQq7anvUt/+9456AMCUwgwsqshVLx9MP17v+03ItgIAFkwMTctkWSbR2JGw2qrOzk50dXUNfEMiGvPE8vNiTZDHCZs0WI3Kz1N2mglWkwE3nyGXoD3xwWG4vJzaTKS1p96uvu1Ufj+mFGRigVLqDACBoNT7bjHRZgBLlCDvBKUvz2TQoSjLOqjHJaKRF/dLPb/97W/D3pckCQ0NDXj++edx0UUXJexgRDR6idK6YpsFRczk0RAdaXYCkEvOAODqpeV4at0R1Ha48NzHx/CNs6Ym83hEo4o2kydMLsxAXoZZfb+2Y3ArSLSZvNJsOWt38pQ8mAw6zC3NhoE9skRjRtxB3mOPPRb2vl6vR2FhIW644Qbcf//9CTsYEY1Ocv9UKJNXkCkHea0OBnk0OAeaugEAM4uzAMhDI+44bwbu+ccOPLfxGP7njCkcwEKk0GbyhKkFmQl57MwImbyJuel4986zkKsJIolo9Is7yKuqqhqOcxCNK75AEN//1x6cOCkXVy6emOzjxMXu8sOj9E8VZllgS5Mb9cUCXqJ4HWyUg7wZJVnqZZeeMAE/fH0PGrrc2Hy8AydNzkvW8YhGDZc3gCMtDgDArJIs7G/shtmgV3vl7jhvOh5fcwiXnDC4YSjaIE/05AHAJCXLTkRjx+A6c4loSD452oaXNlXj1a21OHtm0Zh6hVQMXclJl/unxJOCbjeDPBqcg70yeQBgNRlw4bwS/HNLLV7fUccgjwjAvkY7ghJQkGnBpSdMwP7GblTmp6tllN86exoWlOdgaWXuAI8U2YRsK06YmI3CTAsyBjmhk4hGh7gHrzidTjz44IM49dRTMW3aNEyZMiXsHxH19dzGY3hjZ2hSYE273C/h8Qfx0mfVyTrWoKilmkoDvgjymMmjwXD7AjjWJvfkzSgJLzm7bEEpAOC/uxrhV/Z0EY1nolRzbqkNly8sw8TcNHx+SagaxGjQ4+yZRciymqI9RL+MBj3+9f9OwzM3npiQ8xJR8sT9Ms3XvvY1rFu3Dtdffz0mTJgAnY59EkT9OdbqxA9e3wMAyE5bhtOnF6C2o0e9/vmPj+N/zpgCo2FsLBIXQ1eKbHIvnmjUd7h9STsTjV2Hmx0ISkBuugmFmeE78U6bmo+8DDPanV5sONyK5TOLknRKouRzevx46VP5RcH5Zdkoz0vHhvvOSfjH4fM6otQQd5D35ptv4o033sBpp502HOchSgmHmx345l+34JvLp4VNPLvz79vx1u1noK4zNPmsocuNX71zEHdfMAOmMRDoiUxeiY2ZPBo6Uao5ozirz5NLo0GPS0+YgL98fBz/3FIbc5C3tboDj717EA9eOgczNCWgRGNVICjh1pe2YW+DHfkZZly7rCLZRyKiUS7uZ5S5ubnIy2NvBFF/Xt9eh4NNDvxjSw0aukIBXUu3B099eBR1ynjrJUrfxJPrjmDlEx/hzV0NCA5yv9FI0U7WBMCePBoSdbJmSeRg7Kql5QCAd/Y0ocPpjekx/7apBusPteL17fWJOSRRkj3/8TG8v78ZVpMeT9+wFGU5XEpORP2LO8j78Y9/jO9///vo6ekZ+MZE49SOWnmPUU27C/WdclBkVrJ0O2o61R1G37tkNn5zzUJkp5mwr8GO//3rVtz7z53JOXSMQkFeeLmm08sgj+InJmtOj5Jxm1eWjTkTbPAGgnhte11Mj9nmlEuKu1wsIaaxr9nuxq/fOQgAeOCSOVhUMbihKkQ0vsRUrrlo0aKwMprDhw+juLgYkyZNgskU3ty7devWxJ6QaAyQJDn7ptPpIEkSdtZ2AgDqO11qQHfOrCK8tacRe+vtcCgB0cTcdCyqyMXp0wrw7MZj+N0Hh/HK1lpcubgMp00rSMrnMpBQT56cycsS5ZrM5NEgVLfLLxhO7WdE+9UnluMHr+/B3z6rwY2nThqwZ6hNyfh1s0+UUsAv3jqAbo8fCyZm47qTWKZJRLGJKcj73Oc+N8zHoFTn9gXQ7fajMMsy8I3HmENN3bjy9xuRl2nGVUvLcfH8CejokZ9c+oMSttV0AADOmFGANfua0K30rlmMehRkyv16+ZkW3H3BTNhdPjz38XH84PU9+O9tZ8BsHH09es29yzWtoZ48SZLYtE9x6VR+V/Iyo68R+dzCMvzg9T3Y39iNLpcPOen9rxxpV4I8O194oDHqX9vrUJRlxSlT8/HhoRYAwH0XzVJXJRARDSSmIO8HP/jBcJ8jIr/fj4ceegh//etf0djYiAkTJuDGG2/E9773Pej18pNfSZLwwx/+EH/4wx/Q0dGBZcuW4Xe/+x3mzp2blDNTZDc/9xk2VbXjD9cvxdmzYhue4PYFAMj7skazP288hm6PH90eP3759gG8tbsx7PqjLfJ4+En5GZhamKn2IJXlpvUJiO66YCb+s7MBh5sdeGNXPa5YNLoWpQeDEpq75UyeKNcUu5R8AQkef3DUf79oeDR3u1GYaYkryJckCZ1KSWVuP4FbdroJaSYDXL4A7C7/wEGeQwnyWK5JY1Bjlxu3v7wd+RlmfPbAeeqLFpMLuZCciGI3+tIEGr/4xS/w5JNP4oknnsC+ffvwyCOP4Je//CVWrVql3uaRRx7Bo48+iieeeAKfffYZSkpKcP7556O7uzuJJyethi4XPjrcBl9Awv97cSt213X1e/t9DXac8vB7mPXgW1j0o3dxrNU5QicNOdbqxMubqgfczdXj9ePfynCHyxfKO712Rfn8SnPSMHtCqO9oYm56n9tkp5lwzUnyoIl1B1oGdfbh1N7jhT8oQaeTl/ECQIY59FoRJ2yOTy98chwn/fQ9vLSpJq772d1+BJRBQ9lp/e/1Ehnjbk//gZvHH1Cz5XaWa9IYJHpK25xeNHd71N8R7aRmIqKBjOog7+OPP8bll1+OSy65BJMmTcIXvvAFXHDBBdi8eTMA+VXgxx9/HA888ACuvPJKzJs3D8899xx6enrw4osvJvn049fzHx/DZas24Liy4Pi9fc3qdT3eAL49wGCR17bVoaFLLgl0+QJYfyj+YOfdvU34+2c16BnkMJAHXtuF77y6C+/tb+73dv/d1Yhujx/leWn41RcXoDwvNPEswxye0ZqQbcXsCTb1/WjT0U6fVggA2HC4Te31Gy3E0JX8DIu67sGg16mfq5NB3rgTCEr4v7VHAAAfHWmN676dPXKGIs1kGDADnGWNbYpru2YCJye+0ljk8gbUtw81yy9YZ1qMsBhZJUFEsRvVQd7pp5+O9957DwcPylOlduzYgQ0bNuDiiy8GAFRVVaGxsREXXHCBeh+LxYKzzjoLGzduTMqZCXh24zHsquvCD/+9FwDw3r4mAMBNp00GAOxtsKtP7iLZfFzuYRN72PY3xpeVbXN48I0XtuDbr+zEKQ+/jw8O9B+o9RYMSthe3QlA7rfrz983y5mLq5eWw2TQ43/OnKped96cYvXtvAwzrCZDWJA3MTdykLe4MgdpJgNaHZ64P/eh6PH6Bwwqm+3hpZpCZoxPwCn1vLevSd37WNMe39Rl0Y+Xm95/Fg8AsqzybQYa8NPmCP1tGa5yTa+//ww/0VA4NUHeAeX/AcziEVG8RnWQd9999+Haa6/FrFmzYDKZsGjRItxxxx249tprAQCNjXLvU3Fxcdj9iouL1esi8Xg8sNvtYf8oMTz+AI61yU/03t/fjHf2NOKjI20A5Al5U5QJetuUIKo3ty+AXcr6geuUZa8HBwi0ejvW5lTLW7pcPvz1k+Nx3f9oq1P9n+zxttCT1h01nXhpU7UaCHn9QWxRAtLLF5YBAL64ZCJmlWRhzgQbztH0Hk7IlgPWWWHlmpGDPIvRgJOnyLsoNxyKLzMyWMfbnFj843fx3dW7+71d7x15Aheij1/Pa36/tL8vsehQXuwZqMcOCE1xHahcU5vJc3oDA5Zcx+vRdw/ihB++PWDZOdFguTQVKIeaHAAY5BFR/GIO8k455RT84he/wL59+4bzPGH+9re/4YUXXsCLL76IrVu34rnnnsOvfvUrPPfcc2G3693oP9CEv4cffhjZ2dnqv/Ly8mE5/3h0tCUUYAHA//51K7z+ICbmpmFGcaa632drdYd6m/WHWtSJjbvquuANBFGQacF5s+XgfX9j94AZJpc3gO//azc2VbWjpt0Vdt3hZkdcn4P2ydtxJTPh9gXw1Wc/w/2v7sJGJWitbpc/1wyzQQ3YrCYD3rjtDLxx2+mYlB9qkp+QLV9flGVFkTJhtCKvb0+ecPp0uWRz7cHmESnZ3FXXBbcviI8O9x9UNvbakSdkxphlodTS2OXG+kOtEH9uu1w+dPXEnj0TmbycmDJ5sa3qaO+1MD3R2eXfvncIbl8QT68/mtDHJRJ6tJk85UXOfAZ5RBSnmIO8b3zjG9i0aRNOOukkzJgxA/feey/Wr18/rE9A7733XnznO9/BNddcg/nz5+P666/HnXfeiYcffhgAUFJSAgB9snbNzc19snta999/P7q6utR/NTXxDQug6ETWbWZxFmaVZKkB38oFpdDpdFhcmQMAagZs3cEWXP/MJnzn1V0AgM3H5MuXVuZialEGDHodut1+tUcPAFq6PVj6kzW4X7kPAPxzSw3+8vFx/PzNfererbNnyoFSdXuPOqkzFtrBKaKv8JWtteqTx41K39HhZvm6qUWZYS8qGPQ66HQ6lGuCuNKcUObrkS+cgHsumIGF5TlRz3DGdHlH3keH23DGIx9g4wDB11CJJ8KNXW4Eg9F/p8XOv979hJkWuVeEmbzxpbZD/l2bmJumDuKpjqNkU2Ty+pusKYhs8UBrEVodnrD3ExnkabOCxdnWfm5JNHjack3xIiUzeUQUr5iDvBtuuAGvvPIKWltb8fjjj8Nut+Pqq69GUVERbrzxRqxevRo9PfGV6gykp6dHXZUgGAwGBIPy/2gnT56MkpISvPvuu+r1Xq8X69atw6mnnhr1cS0WC2w2W9g/SgwR5C2uzMUbt52Bdfcuxz++cQruOG8GAGBJpZzJ21HTiUBQwocH5aEqW6s7IEkSthxvBwAsnZQLi9Gglnce0PSmfVrVhlaHB6u31cKnPOn6TAkODzR2qyVjiytyYbMaEZSAqjgmdGqDvCa7Bz1eP55eXxX6+EflMx5tlf/nOyXKEufcdJM6kERk8gBg+cwifOuc6f1mm6cXZeKGUyqRZjKgtsOFO/62fViHmoil0d5AEK1OT9TbhZ7Uh2chWa45Poml4/kZFlTmyz8Tx9ud6OzxxvTz2hFXJk/JFg/wuL0zeYmcsKkNYIuyGOTR8NCWa4qf9/72SBIRRRJ3T57FYsHFF1+Mp556CvX19fjPf/6DsrIyfP/730dBQQEuvfRSfPTRRwk53GWXXYaf/vSneOONN3Ds2DGsXr0ajz76KK644goAcpnmHXfcgZ/97GdYvXo1du/ejRtvvBHp6em47rrrEnIGis9BpX9gRnEmDHodKvMzcOKkPHWp9/SiLGRajHB6AzjQ2I3Nx+SAqbPHhya7Rx26snSS3JM2s0TuYTug6csTQZzbF8T+BvlykRl0egP4tEoup6zIT8f0Yvn+A5Vs+gJBfO25zbjmDx9jT69em2c3HkNVqxNWk/w57KjthMsbwBGRySvMjPiY2myeNpMXC51Ohx9ePg+bv3ceKvLS0dztwVPrjsT1GPHQZjvqO91RbydKYbVTRAEg0xLbE3BKLe1qkGdWy4/f39+Mk372Hhb88B1c+4dP+h3G0hVPJk8d7hN7Tx6Q2OErhzR/RwJBDl+h4eH09K08YbkmEcVryINXli1bhp/+9KfYtWsXdu3ahXPPPRcNDQ2JOBtWrVqFL3zhC/jmN7+J2bNn45577sEtt9yCH//4x+ptvv3tb+OOO+7AN7/5TSxduhR1dXV45513kJWV1c8jU6JtPNKKtQea1WmUM4sjf/0Nep1aprjuYAv21IeG3ry1uwGdPT5YTXrMLZWzq7NEkKfJ5Gn35m2t7kBDl0ud7geESgrL89IxTQnADg0Q5L3wyXGs2deET462w+kNwGrSqx9bZPG+vKwSJTYrfAEJ26o7cKRFfsypRZGDPAD4+hlTcMb0AiyfEdsC+N4yLEZ89+JZAICnPjyq9i4mmjbIa+h04a3dDfj3jvqw2/gDQbUnr3cmL9Z+KUotIqDK0wR5r22rg9cfhD8o4eOjbfjHltqo948nk2eL8WesrU8mL3E/k9oXi3yB0bXehFKHK0J7QV6GJcItiYiiMw58k9hNnToVd955Z8IeLysrC48//jgef/zxqLfR6XR46KGH8NBDDyXs41J8erx+fPXPn8GjGSs+PUqQBwBnzijAhsOteOL9Q/Br+r9e3FQNAFgwMUfdwTZDeZwPDjTj3n/swK3nTFeHoQBykBetV6EiLx3TlADsSD9BXpvDg8feldd0WE16uH1BzJlgQ7HNiv2N3eoT2RXzS9Dc7cHrO+rxSVU7jipB3pTCyOWaAPD5JRPx+SUTo14fiwvnlmBmcRYONHVja3UHLpo3YUiPF4m2pG1/Yzd+98FhSACWzyxUy+QautwIBCWYjXoUZvYavMJyzXFJrCvIyzSr5ZriV/qEidnYWdvV7+9ePNM1xc9YPHvygMSWa2pXqvgSPLWTSIhU6pyXMfALIUREWqN6hQKNDQebHGEBXl6GGQX99A9cvbQC6WZDWHO5eBxA7scTFpbnwGTQobPHh39sqcXv1x5Wh6EAcpAnSj7NhtCPc7rZgPwMM6YVy0Fe73JNjz+gDmP5w/qjsLv9mDPBhv/cegZWzCvBbedOR6VmOmZehhkLy3OxTFlt8MbOetjdfuh0CJuiORx0Oh0qlCfQLY7o+wWHQvvEec2+JviDEgJBCU12DzqcXmyr7kCN6MfLSYNeH95PmNHPE3CXN4DfrDmE6jjH69Po1670b+ZnhII8ADAb9fj6GVMAhJY5RzKYPXkDBXltyuAVsbYkkeWa4m8UAPiZyaNh4vIyk0dEQ8cgj4bsYK+F3dN7TZvsLTvdhKtPDK2tOGlyXtj1oh8PAIpsVvz71tPxzeXykvH1h1rRZA8NBqlpd2HNPnnZ+UXzStTLy3PTodPp1HLNo60OdTKeJEn4yjObcMrD78kBzPFOAMDXzpiMaUWZ+L8vL8HymUVhT1rPmVUEg16HM6cXwqDX4UiLU/04VpNhgK/Q0InJha3d0YeiDIW2z0lbQtvS7cH3XtuNK36/ES9vkqfQlkXY7yf6pSK9Av3PLTV4bM1B3Pn37Qk+NSVbm1quaQmbJnvm9AK1LLuq1Rl1V12nK45MnujJGyBbLM4kXnxJVLlmICipJdoAM3k0fHoiBHnsySOieDHIoyHbrwR5F84txsXzS/Ctc6YNeJ+bTpsMg5IN+pKy9BwAdDp5KqbWrBIbvqZkBUTvXXaaSe37q+t0wWTQhT2OeMJZlpOGNJMBvoCEOT94G9/86xbsa+jGp1Xt6OjxYVtNqLduRq8S00rNk1axs688Lx03nz5ZvXxqP6WaiVSo7NbrPR4+UaJlR1ocHuyulwfR/Gen3KPXux8PCC2qjlSueVTpodxyvAP7G+19rqexSzt4pTDTgnRlmuyKeRPCfveORxm+0umMf09ef4NXvP6g+rM8SZl6O9CglljVdvSEVSx4GeTRMHF6I5VrMsgjovgwyKMhO9AkP3E/d1Yxfv+lJThDWeTdn/K8dDx29UJ8/9I5WDFvAkwGOeCbUZSF7LS+T/jyMsyYrFlVUJmfjuXKHrzSbCt+d91iLJ2Up07AFEMg9HodFlXkAJCfAP53VyMefnOf+jifHG1XX/nv3Vs3tUieEJpmMqh76wDgjvOmq8vPo03WTLRCpfx1pIO8ZrsbjcqOQtFr1XuyJqDpl4oQ5NV1hIbivPhp9VCPSqOIdvCKTqfD15RBQxfNK4Fer8PUIvl3KtJ0W18gqP68xDJds78XEgTR42fQ69TfUbtr8Jm8d/c24aLHP8SmqnZsre4Iu47lmjRcepdrWox69QUUIqJYxTV4xe/3IxgMwmwO/Q/56aefxvr167F06VJ861vf6rdMj1KTmHwp1h3EauWCUvXtyQUZONjkwJJJuVFvv7giV913V5mfgTvPn4GzZxVhYXmOWjI5vSgLu+q6UKEJRH5zzSLsquvEP7fU4r+7GrH+UGix+H93yZNgy3LSkG4O/3Uotlnxx68sQZbVpPacAUC62Yj/+9ISPPnhEXz55Mq4PufBUss1h9iT1+rwoMnuxtzS7LDLo2U7DvXqtwQiZ/Iy1cmHfR+nVhPkvbq1DvddNCvs62l3+3DLX7Zg+cxC3HLW1Ng/GUoqSZLUwSv5yosQd50/I+w204uysLvOjsPNDlw4N/z+oh9Pp0PEF3Z60/bkSZIU8f814jy56SY1OziUwSvPbTyG/Y3duOPlberH0+kASWK5Jg2f3v3q+cqLKERE8Ygrk/flL38ZP/jBD9T3n3rqKdx+++1wOp340Y9+hO9+97sJPyCNbq0OD1odXuh0wPTiwWe1Tp8mZ+UunFsS9TaLK3PUtyfly71wJ0/JD+uJ+9KyCswszsI5s4rVywqzLDhnVjG+dfb0Po8pApBoEzLPmVWMEyfl9bl8/sRs/O66xWpJ2HArSFC55m0vbcNlqzZgT31oF6AkSVH7lnb22hkIQM2QaPU3XVOU2GaYDXB4/Hhvf3PY9e/va8bHR9vwf+uOQJKYHRkrHB6/WrKYH2UohJhu2zuTV93Wo5bu2qwmtXS7P+KFhEBQgtsXOcBq7pazzgWZFtjUoHBwQV4gKK9KAYD6LjfqOl0oy0nDrefIf0eSvUKhpduD21/ehk+OtiX1HJR4Yhm62C/LRehENBhxBXlbtmzBRRddpL7/1FNP4fHHH8c///lP/OMf/8CLL76Y8APS6CaGrlTkpffJhMXjvhUzsfae5ThrRvRSzyWVoSxfZZSJltecVIG37zxTnUapNafUhtOm5QMAFihDIYSRKrscrEQMXgkEJWw+3oGgBGzQZDNdvgACSi1msS38yfrBpr6TEcsjZfIskXeYOTx+dCnTDS9fVAYA+PBgS9htdtbKgWRnjw/V/SzOptFFlGqmmQxIi1JKFinI63B6cfFv1+P6ZzYBiK0fD5BfJBDJjGiBmygtnpBthU3JDu6q7cKyn63B42sOxvRxhP2Ndji9AZiNevXjPnjpHDXrmOxM3n921uNf2+vx1LojST0HJZ4YvFKuvKDGyZpENBgxBXlf/epX8dWvfhU1NTX47W9/i5tuuglf/epXsWPHDrz55pu46aab8Kc//Qn19fW46aabcNNNNw33uWmUEENXoi0/j5XFaBgwKza9KEsdvjC5oG+gEYsfrpyHlQtK8ehVC5CheWLa30Lz0UCspHB6A+iJ0JQfi7oOF7xK6eWW46H+ItGPp9fJX2MAmDNBXkYvgj/RD5mTboq4HkOdrukNIKjZfSj68bLTTLhY2e+3/lBLWMZutyZbuL2mc1CfG428Nk0/XjQiyDvY1I1fvr0fR1scWHewJSzjG8tkTUBeJdJf7ycg73IEgJLsNPVvhdMbQJPdgzd2NsT0cQTxO7Jsch5+e80i/ORz83Dh3GK1fzjZQV5Nu/y7JTLlvUmShP9bewQbj7RGvJ5GLzXIU3rLOVmTiAYjptTLn//8ZwDA+++/jzvuuANnnHEG3njjDXz00Ud49dVXAQBdXV3417/+hT/96U/Dd1oadbYpT8rj7ccbDINeh19+4QTsbejuM4EzVtOKMvHbaxcBAGaUZGFbdSeAkZuSOViZFiMsRj08/iBau72oyI8/a3q4JZSV21rdofY1iaxIpsWIC+YWY3tNJ758ciW+u3qXevvTpuXj/hWzkJMeuTckU9Nj5/T61f6pWrFbLzcNSyflwmrSo8nuwcEmB2aWZCEQlNTpnYCc1bt8YVncnxuNvPZe/XiRVOalI8tiRLfHj999cATrDrZgSkH4CyrxZKdtVhO63f6og4Ka7JpMnjU8QygCwFiJIG9pZR4u0/QPm5R9nMku16xXgruGzsif1ytb6/CLt/YDAI79/JIROxcNjSRJ6gt5p08rwNoDLeo6EiKieMRVrrl8+XLccsstePjhh3HnnXfi6quvVq/bsWMHpk/v2/NEqWtXbZc6Vl9MuhxuF82bgLvOn5GQJnRt9nHaKC/X1Ol0aslmyyD78rQlc60Or5oJEP14tjQTvnLKJOz8wQW4YG5x2H0nZKfhgrklfXYaChajXs1waJ+AiyxDWU4arCYDlk2Wy2VFyebRFkfYTqidtZ2D+txo5LXHkMkzGvT4y80n4a7zZ8Bi1GN3nR1v7W4Mu83cUlvMHzPLGrksWFAzeTYrbGnhL4Q4PP64hrBsPiYHedoycQAw6kdHJk/8bnVH+bzWHmjucxmNfh5/UJ1kfPWJ5djyvfNww6mTknomIhqb4gryHn30USxZsgQvvvgizjnnnLBBK6+99hq+/OUvJ/yAlFz7G+14eVN1nyXXwaCE77++G5IkT8lcUhn5yf9oJrKPWVajuoduNIt1V16P148/fngUh5vD++l6D7/YUt0OIBSUieybXq9DXro5bBhGsc3a78fU6XTITpOf7Isx9kCoXFNM5DxT6bn88JAc5Il+PPG57a6zR12cTaNLLOWaALCoIhe3nTtdnabrDQRhsxqx6bvn4htnTcV9K2bF/DHVcs0owZrI5JVEyOQB0bNevTUqg1b0OmChsoJFEMMw/MHB/Zw2drlx+e8+wnV//AS/++AwPP6+i69joS3TjPR5RVpbQaOf9kWvdLMR+Zmj//9NRDQ6xVXzlZ+fj+effz7idY8++mhCDkSjhyRJ+J+/bEF1ew8eX3MID62ci4vmlcAXCOK+V3ZiW3UnMswGPHDJ7GQfdVCWKoHpwvKcMTGeOrRGIXqQJ0kS7vnHDvx3VyPWHmzGX792snqdeNJXmm1FfZcbW4534IpFE9UnzCJLAsiBXkGmGU12+WNNyO4/yJPPZ0arw4M2hxc17T1Ye7BF/ZhlygCB06fJ+wY3H+tAIChhl9KPd8n8Cfjnllo4PH4cbnFgVkns2R1Kjnan/LMRa7/QDadOwj+21AKQg/0imxXfiSPAA7QL0QfqybOGTd0V6rtcMZWWH1JeIJlSmBlWigxoyjX9gyvXfHdfE3YoZe4bj7RhSkEGVsyfENdjuLwBNZMKRP68jrQwyBuLxAuqFqM+pqmzRETRDH4cIqW8vQ12ddpho92Nb7ywBVcvLcf+Rjt21HbBoNfhZ1fOHzDLM1rNn5iN1791mro4fbQrzFIWondH35X3hw+P4r+75HK4rcc71ZIySQoFeV9YWo7fvncI/93ViAUTc9TeIps1/M9BYZZFDfJKYgryLAC60eb04G+ba8IGXZTlyEHetKJMWE16uHwBHGtzquWZC8tzsL/Rjk+OtmNHTSeDvDEgtCMvtkzDvLJsnDQ5D5uq2vtdldKfTLEWIcLgFZc3oE5yFT+v91wwA1WtPWjudmP9odaYM3kigCqM8LmJck3vIDPObb1epKlqc8b9GL2HrfT+vNy+QNJ7BmlwXD45k5dh4dMzIhoa/hWhqN7Z0wRA7rebUZyFP3x4FH/bXANAHpv+uy8tCttHNxadMDEn2UeI2UCZPI8/gEfflcfE63Xyk4XNxzpw99+3w2DQwe72Q68DvnJKJV7fXodjbT2495871QmIWb3K27RPcEtiCOTFAI7Wbm+fSYZit55Br8OsEhu213Rie3UndtfLu9JOmJiNHbU2fHK0nWVmY0Ss5Zpav//SYmyr7sR5s4sG9TFDmby+5ZqNSqlmhtmALOUJ8reUnXYPKEOEGroiT6LsraOfz800xHLN3r+/oqQ5Fg6PH/sb7H2WZdf3Cvq0v0PMBo0tolwzLUImmogoHnH15NH48s5eOci79IRSfPfi2XjiukVYWpmLO86bjrX3Lh/zAd5Yow5eiTKN8HCzAx5/ENlpJrX37edv7Ud9l1sdslKel46CTAv+e/sZuObEcvV+QHi5JgAUZVnVy2N5VVkNQp0eFPXqcdQuUJ+trGf4++YaeP1B5GeYMbkgA5OU3YfH27grbywQ2a54xrsXZFpw/pziQZdHZ0XZxwiEArjibGufxy9VMsn1sWbyeuQgMjejb1+fST+0ck2RiRdrSnoHaP35+Zv78IUnP8bv3j8cdnl9r+B1b4NdfTsQlNRVKJQ8/kAQu+u6Bvxe9ChZ6vQouyeJiGLFII8iqmnvwb4GO/Q64NxZ8qvul55Qin/+76m447wZY7ZEcywbKJO3v0HuI5pVkoWlykTAHb32zokpoulmI76wZGLYdb2DPDEMJZZ+PCCUyWu2e9Qznje7CP9z5pSwXWhzlGmKn1bJg1+WTsqFTqdDpbLAnkHe2BDLdM1E668nT7s+oTdxWdyZvAg7/NQ9eQNk8h58bTcu/s16uH3hWbc2pZdxQXk2gOh77iL59Kj8O7PpmPxfUWLdu1xzb7097P1kTwIl4KkPj+LSVRvw4qbqfm8nMnnpLNckoiFikEcR/VtZjXDS5DzkchHrqCCWkEcN8hrlJ3azJ9iwuNfY9wcuno3yvDRcsTi0g25uaXZYKVfvcs1imxzklWSnIRYFGRblHN0ISnKZ2FPXL8V3Lw4fzDNnQviACDEAR83ktTvDFqrT6NSmDl4Zuel/YgiKI0JPXmh9Qt+f1wnKz3Csu/LalQmxkf72iXLNgQKn/+ysx94Ge58BKK1KL6MoFa/rcEGSBv559/gDONoa3r+3dJL8u9M7k7evITzI8/gZ5CXbVmXv4rbqjtBl1R34wb92o6snVH7sVHbkpbNck4iGiEEe9eHxB/DsR8cAAJ9fPLH/G9OIEQMu2pyRB6/sbwxl8haW56gB3OwJNnz9zClY/+1zcOkJoaXOaWYDpheF9gP2zuRdOK8EF88vwS1nTonpfAXKYJhDTfI5irIsEfuBZpbYoK2mWzpJDkjLctNg0Ovg9gXR3M+C7GBQYhCYZD1eP9w+OXDI62cZeqIVKNnlSBm5JnWyZt+gszRHzuTVd8YWUPXbkxdjuaYIrPwBCa0OD/6xuQZuX0B9kWZ+mZzJc3oDsLsiTwvVOtLs7FPqJ353Grrc6u+EJEk40BS+PsXLIG9ESZKEqtbwF6uqlABd/PdwswNX/n4jnvv4OF7dVqvezuUVg1cY5BHR0DDII5UvEERtRw9e21aH5m4PSmxWXL6wbOA70ojITpMzbQ6PP2KQs0+Ua06wId1sVJdMX7Yg+nj2EyZmq2/3zuQVZVnx+y8twWnK2oOBiIyOXzlbUZSS3kyLUc3aWU16zC2Vz2Ay6NXevWP9TBy89587seCH76CmnWWdySIma5qNemSMYO/QVKXc+HCzo0+wFlqf0DeTJ6ZtevxBdPQMvBBdlKLmRirXNMqvUAw0eEUEVr5AEN94fgvu/edO/OBfe9RS0/LcdLWfsbZz4J/lA032PpctrsiFTid/LPHiT6vDi84eX9gLKSzXHFmv76jH2b9aiyc+kHsnfYGgOqm6qtUJh8ePrz33mXr7g02hbK8YqpNmZrkmEQ0NgzxS/fDfe3D6Lz7Afa/Ik+huPn2yuviXkk9k2iSp7wj5lm65D06nA2YUy0+EH7h4Nr5ySiW+csqkqI+pnS7aO5MXr/xeGZ3ifhbMz1ZKNheW54T9jFWqw1ciB3nNdjdWb6tFt8eP/+5qiHgbGn7aoSsjuWNyckEG9DrA7vb3GUAkpmtGmgRrMRrUcudYBp109ETP5BmVTF5/2bFAUFJf7PAGgtislOqJ6cQmgw62NKO6PzKWgTAiUy8ygIBc4lzUK7spBimV56ar5a3M5I2snbXy/s/tSk90bYdL/Xno7PHh5U3VOKbpPdb+TLpYrklECcJn8ONMtFIlSZLw1u5G9f28DDOuOal8pI5FMbCaDLAoAZHdFZ6NOKA8AZyUn4F05RXgZVPy8aPL5/VZ5qy1QBPk9d6TF6+CXjvF+hvOIyazXtJrCfQkZfjKsSjDV17fUQ+RxFx/qHWwR6U4fXCgGTc9+5kaWKn9eCNYqgnIvwPihYBDmjUB/kBQDW6i7b0UfXkDBXmSJKHDKaZr9v38zAaxQiF6uaY2qPJH2FeXn2GBTqdDqXKmuo6BM3lisNJVJ5bjkhMm4LIFpSi2Wfp8XoeVHsBpRZnqkJjB7vSjwREvOIj1GEd79WW+srUOADCvTK62qNZUJYQGrzDII6KhYZA3jnz7nzuw/Fdrcay1b5bkWFsPWh1emA16/OMbp+Dft57ep3yPkk+UbHb1CvLE0JVZJVl97tOfmSVZaiYtO21oT9itJkNYQCkGt0Ty+cVl+Pj+c/DlkyvDLh8ok/ev7fXq25uOtfeZXEjD4zdrDuH9/c14WZkMKMo180Zw6IqgLdkUDjY50OMNINNiVPc+9iYmbIon4NH0eANqUJSbHmGFglKu2V8JpDbI8wWCfV5AEf2rIpMXy4RN8ULO7JIs/O66xVh17SLodDqUK0GtWJNyWOnHm16Uqf5uM5M3skR/aJ3SA1rV6/+5YjDO55R2iNqOHrXfUg3yuEKBiIaIQd44IUkS/r65FsfberDyiQ1w9ir326yM5D5hYjZOnJSHspzYJirSyLIpQZ7dHTmTNzPOIM9s1OPHl8/F18+YjKmFGUM+nzazE60nDwB0Oh0mZKf1KfVTM3mtfTMbh5sd2FXXBYNeh4JMM7z+IDYpaxhoaOxuX9QeR68/qO5dE2WHg9mRlyjTlXLkQ82h4SJblYmF2oFDvYmVIK39DPUBQp+bxaiPuJBalGv6AlLUyghPIPTigy8QRFlueHZR9K+W9bO/r6rViQdf243qth509fjU4HRGr9/xciVQrFGygSKTN1Ub5DGTN6KauuXvlcPjh93l7zMVVVgxfwLMBj18AUnNxPaIck325BHREDHIG6UONHb3efX1eJsTf/+sBk+tO4LmAV6N9geC6pMVAGHDBuxuPx56fU/Y7Tcfk58kiZHcNDqJjEDvaXziCZ4YaBKPq0+swAOXzElIb5X2Sf9gdilqM3ldvQZkvL+/CQBwxvQCnKPsbnxtWx02HmnlYIkhkCQJX/rjp1j+q7Xq11hL+7doa3UHgkEpKTvyBDER9pBmWIUI8hZX5ES9nygnbnFEnk4raPvxIv1OiHJNIHrJpvZvtzcgIbNX6Z04i1jSXhshk/eHD4/g+U+O48xffoB398nfl7KcNNh6VViI8lRR8ie+LtOLMmEyMJM30iRJQpM99EJCbWcPqlrkIE+UZwJyZrksJw0T8+SfAbEf1MlMHhElCIO8UajV4cG1f/wEl//uI3Wp7aGmbpzz63X49is78fCb+3HJqg3Ycjx6FuOOv23HiT9dg799JpdX9e5D+df2enS5fOhwetHq8GCz8lhLe+1Xo9FFlGv27skT5V6lSc7Aavvy+ivXjKY8T16j4PQGsPgn7+IXb+1XsyWi5OmEsmycMb0QAPDqtjpc98dP8YcPjybg9MPr3zvq8dbu5A+L8fgD6uJwAFh7sAW76roQCEq4/aXtePHTavxpQ5Xaf7e9tlO9bbfbj4PN3eokx2QEeaIcU1uuua26EwCwqCL63y81kxdlz6TQ32RNADAaQoFftBcXtHvpfP4gfL368kS5ppgmK3q3tGo1l93zjx0AgAvnlvS5Xahcswd2t09dPzK1KFMNSPkiyMjp6PGFBdW1HS71b5foRQaARcoLEpXK9+94u3wbF4M8IkoQBnmjUFWrE5IkYV+DHZf/bgPe3tOIf2ypRSAooTI/HVMKM9DS7cGNf/oM3e6+48ADQQkf7G9GICjhvld24cVPq9UnDAvLczCjOBPeQBD/3FKLFb9Zj5N/9h6OKK80LmGQN6pFKtcMBCU0KOVeoscnWfK1QV5W/Jk8i9GAh1bOxfSiTASCEv5v7RH86p0DAEKvdFfmZ+DsWUWYV2ZTM5tv7Ex+8NSfVocHt7+8Dd94YSu2HO8Y+A7D6Duv7MKpP38fH+xvBgA8s74KgFy62+3x47urd+FH/9mLix7/EB8caMYOZUKgsPlYR1LLNUVPXpvTi3anFx1Or/okelEsmbwByjX7m6wJQM2OAegTvAlhg1eCwT5BVoFSrimy3a0OD/y9btO7VHT5zELcf/GsPh+rXCkFrelwqTsqi20W2KwmdVATM3kjp6lXlc3hZodaanuuUoEAyOsvgFD1QrXI5HlYrklEicEgbxQ6cVIe3rnzLJw3uwi+gIQf/Xsv/rVdnsb13Ytn49/fOh0FmWZ0e/xhr2YLh5q71ZIPAPj5m/vUTE9ZThouUxZiP/zffWi0u9WSo2lFmRGnydHoIUq1tJm85m75e2jQ6/pdWzASxJh6s0GPnAhDK2Jx/cmVePeus/Djz80DAPzugyNYf6hFDfImFcij4f9z6xn44J7l0OmAvQ12NHYNPIY+WQ42dqtTQb/32u4+T+hHiscfwJu7GxAISvjea7ux4VArNhxuhUGvw9/+52ScPCUPJ07KxdTCDLQ5vbj52c/wnlIqKErNthzvSGomL8NiVHvZDjV1Y1uNHDRPKcxATpTsGxBPJi/6ZE0A6sRKIHqGrHe5Zp8gT8nkaQe79B6m5FR6sxZMzMYNp1Ti919aHBZgChNyrDDodfD6g9h4uA0AML0oSzkrg7yR1nuwj3gxJS/DjLmlNvXnZ2F5DgCgUulDFn/fergMnYgShEHeKFWYZcET1y1GYZYFdZ0uNNk9yE4zYfnMQmRYjJhcIL/6VxuhzGe7Urp04qRcmAw62N1+tbSzNMeKyxbIQZ4I7m46bTJmlWTha6dPHoHPjIYi0nRNUepVYrPCGOFJ4EgSmZ0im2XIPX7Xn1yJKxbJ0+c+PNiCemUPWEVeqO8wP9OCRcqTpfeVJ1OjhSRJONrigMsbCBv3v6/BjheVKZUjbcuxDrh98hP+uk4XvvzMpwCAi+dPwKKKXLz8P6fgH984FW/cdgYumT8BQSnUz3uz8vdh8/F2tCdphYIgBgzta7Bj6/FOAKHMSDSFmaEgL9rAFADoEAFslBcpdDodjMpwl0jrEYCByzXF4BWjQa/+TosMouDwyE/2bz1nOn54+byomR2TQa9ODv2PktGeUSx/fTh4ZeQ19XqxSQwrOnFSLowGPb6zYjZuOKVSk8kT5ZrhmbwMZvKIaIgY5I1iVpMB/3vWVPX9S06YAItRfnVvolKiEynIE/0pSyflYUqBXNq0/qC8U6w0Jw2TCjJwwkR5oe6Jk3Lx4KWz8dYdZ+KakyqG7XOhxLClKYNX3KHBK2qWNsmlmgAwQcmwJGo662KlfPitPY2QJCDDHFpqLZw7W+5ziTQ0JFn21ttx9VOf4Jxfr8MDr+1SJ0GKIHjNvuQEpOsPy38HxItEgFxC9sOVc8NuZzUZ8IsvnKAO9SjLScN5s4uh18mj+sU0yGSsUACg/v3aUdulDl3pr1QTCGXP3L4gHL2mC2u1K8FWf1UNpgF63XqvUOidSdP2ropsnsggCuqT/X72XAri+3RAKdc8fXo+AHCFQhKIoSuFvaoqzlX68W4+fTJ+ePk86JUXCsSLVtVtcptGt/J9zxzi3lIiIgZ5o9x1yypQovRtfH7xRPVy0bBfG2GJ7nalh2ZheY46blv8j0MM5rjngplYNjkPP71ifkKmKtLIiDR4RQR5E0fB2ovlMwtx+7nT8d2LZyfk8eaWyiWCYgdYZX5Gn59XMWlzw+FWdfx4Mnn8AVz/zKfYpKwleWdPk7rI+mJl+fvBxu6o9x9O6w+1AABuO3canrp+CZ796ol4+oalEcsuMy1GrLp2EUpsVlx9YjmyrCYsULKmYqdXsjJ5otRta3WH2jM4UCYv3WxEhjLM4rNj7Tj312vVMnitjhhKUQdaMu7ttUKh9+20AYAIJvtk8pQXcjJjCPLKNSsazEY9TplSoJyTmbyRJso1l/T6eVw+qzDi7cX/y53eALo9fjW4j+X7TkTUH/4VGeWsJgP+fsspqO3sCRuKom2213J45Ol3ALCoPAeHmrrxb831IsNy5oxCnDkj8v90aPQSPXmRyjVHQybPYjTgzvNnJOzxZpfYoNdB7WcTpU1as0qyUJmfjuNtPXj4v/vVXr5k+fhIG9qcXhRkWuDxB9Dt9mOLkm26eP4EPP/JcTTa3ejq8SF7kH2Lg9Hu9GKPMq33tGkFKIphMM6C8hx88t1z1ffPmFagVgqYDDpkJemJ6IKJOQBCfUyZFqNaotifgiwLnG09+OOHVTjS4sTzHx/H5cpCamGg6ZpAKHiKWq7p02byQj15155UgdJsa1iQl6d8nA5neJAXyuQN3JtVnhf63V82OQ9pSjArMnk+ZvJGjBi8sqQyF2/taQQg91VG+32zmgwwG/TwBoLo6vGpPXkM8ohoqJjJGwMq8tNx6tSCsMuiZfJ21nZCkoDSbCuKbNY+T3ySPWKfhibSdE3tUJ1Uk2Y2qNMUgdAkOi2dToefKIHd858cVweFJMu7e+WPf/6cYpyo7J2UJECnkzNQ4vt0sDm+bF6H04uNSrnlYGw80gpJkoPiWAK8SE6fHnphKNoeuZGQm2HGJE3Av6A8O+oSdC1RJikmnO5v7O7TnycyarEEeVHLNQPh5ZoiyLrlzCm49dzpfT4XIFQmCsj9nGLwSixle2KNAgCcPTM0wdHCTN6IE0HetKJMdfqvKCmPJku5nXYyZyxlukRE/WGQN0aJnry6DlfYkxS1VFPpT5lVElq+ajXpw6a50dgTKtfU9OSNokzecBAlmwDCnthrnTG9UB0M8tM39vU7WGM4BYMS1ihB5gVzi7Fscp563cTcNKSZDZhRLAetB+Is2bznHztw3dOfqtP64iUCm5On5A/q/oDc9yZKHpPVjyeI0lEAWFQe2+oXMXxFBD0Oj79PX7NYsdBfKarYlRfTnrxAaPCKydj3f7nib7I2k+fyBdTsdUzlmpogb/nMUCDO6ZojTwRqRTYLlk3Jh9WkxyUnTOj3PiLIq1eGthj1OnX9BRHRYPGvyBg1IccKvU5+MqHd+yQma4qelYm5aeq+pbKcNPbfjXG9yzUlSUrpTB4AzCvLVt+uiBLkAcBd589AhtmAo61OfHYsObvodtZ1ocnuQYbZgFOn5ocFVGKsveiTPdgUe5DX7fbhQ6Wf7qNBZvO0vbqDZTLo1c8pGTvytETJJgAsrsyJejstMXxFa2+DXX3b4fGr00T7e9EktGR84OmaXn+oJ0+7fkFQM3mawStiMIxe13dfXiSzS2yozE/H6dMKwobqhKZrJudFj/HG6w+i1SEH6yU2K1Zduwjrv31OWDVCJFnK3/VGZYJwptXI/1cT0ZAxyBuj5LHZ8pMQ0ZcnSZL6RG6R0vSt1+vUzAFLNcc+MV3T5QvA6w+iU9PDkarf3zlhmby+5ZpChsWIS5UdkH/7rGbYzxWJKBU9a2YhLEYD5pba1EzMdOX3cJYS5MWTyfvocJsaUOys7Yr7XF5/UO3HG0qQB8gZSkAuR0umhZppmrFn8vqWqe7TBHkiK56dZlJfUIkknumaLl9oCIs5wooT0ZPXqSnXFENXMsyxPdlPMxuw7t6z8fzNJ4XdntM1R1aDEqSZDXrkppthNRn6TNmMRGTyGpRMHtcnEFEiMMgbw8p69eU1dLnR3O2BQa/DvNJQ9kP05aVqpmc8ydI88ex2+9QsXkGmBdYYXvEfi+aXZSPTYkRhlkWdNBvNVSfKE2j/u6sB3W5fv7cdDkdbnQBCkx6NBj1Onyb304p9fuL38WBT336waNYdDJVo7qrrinuZ+r4GO7z+IHLSTRGH18TjqqXleP7mkxI6YGcwTijLxqUnTMDXTp/c77oDrUiZvLAgr1P+WzrQ38qByjW1QZV4EQZAxGXmkXrynB6xEDu+J/u9A0KWa44s8ULKzJIsdUVCLNQgT1lNksX1CUSUAPxLMoaV56ZjU1W72lMisnizSrLU6WoAcMXiMmyp7lCzHDR2GfTyRMNujx9dLh8+rZLH9E8tjJ7hGuuyrCa8cdvpMBv1Az5xWlyRi6mFGTjS4sRbuxvxxaXlI3RKWbtSqqXdg/bTK+bhysVlOH+OnAGbWpgJvU5eMt7i8Aw4BEWSJHywv0V93+UL4KVN1Xhy3VF8Z8UsXLZg4N/rHbWdAOQSx6GWgel0OpwxPfmTeY0GPZ64bnFc99F+X+aW2rCn3o7tNZ340tOfYGaxDZMK5AB44gD9raYByzVDgZ02yDNH7MnrO13TEcdkzf6o0zU5eGVE7K6Ts+zzymwD3DKcePGuQenn49AVIkoEZvLGsN4TNqP13Jw6tQDv370cp08Pn9BJY1NowqYfryt7vgZq7B/rKvMz1PLk/uh0Olw4twQAsDkJfXntEXas5WdacMHcEjW4spoMatnp4SbHgI+5v7EbjXY3rCa9uvD7h//ei7pOF/70UVVM5+rdqzteaUvnPqesTmiye/DR4TY8u7FK7ZOcmNt/tlP01kXLqGozZ07N4nVjhBcp8jLEMnRvn/sMdYy+heWaI2q3ksmbq6mkiUUok6f05DHII6IEYJA3hokg72iLXCK2TdnFNd6fyKU6EeTtrO3EjtouGPQ6dck2hfpRt9WMfJDXFsMibUCevAcALQ5Pv7cDoO6lO3FSHk5SpnX6ldGL22s6++xX602SJGzrNXV3vCrUZPJOmZqPYlvo/aAErNkrl8XGmsmLugw9Qrmm2aCPmEUVmTy7268GjfGsT+j/nP0vbafEkSQJe9RMXrxBnvw3Xfw9YJBHRInAIG8MW6wsR99a3YEOpxe7lP/BLBrnT+RSndi99MInxwHIi621ZWjjnXiR41CzI2yf4HALBiV1x1p/4/eBUBDY2TPw+eqVV/cr89OxUDNREpD3763vZ9qmLxDEd1fvQlWrEwa9rs/9x5simwVZViNsViOmFWXic4vKkJdhxhRlImWjUi431HJNbVAlArZIkzUBeciLiP06lam53ZrBK0Nh5p68EdNod6PN6YVBr1OHK8VK/E0XLbpDLdMlIgIY5I1pUwszMbkgA76AhAf/tRtuXxCFWRZMKUju1DsaXiKTd1Ap9bs8hp6s8aQwy4LyvDRIErCzJv5JlINld/sQUDJsA2XyctLF2Pz+s3AAUK9M7JuQnYZFFbkw6HUwG/W4fKH8fV93oCXqfX+z5hBe2lQDvQ54aOXcmAeUpCqL0YDV3zwNq//fabCaDLh/xWxsfuA8XNrrd2io5Zoen2a6ppLJi7QjD5B7C8X+S5GVTVS5ptkoBwss1xzYY+8exNPrjw76/rvr5FLN6UWZcQ/B6v19zrRwny0RDR2DvDHu3FlFAID/7GwAAFy1dGJcU71o7MnQDNUpy0nDRfNKknia0WmhMlJ/ewJKNr3+INyaMfjRiFLNTIsRFmP/T/LEAmzt2PxoxMS90hwrSrKteO6rJ+Glr5+Mq5WhMusOtiAYjJxRElm+h1bOxfUnVw74scaDaUWZYXvL9Hod5vcqr+tvRx4QwwqFQN+evEiTNYXcXkG/Ux28kqByTQZ5/Wrp9uA37x3CT97YN2D5czRi6Eq8/XhA+NRkAMhkJo+IEoBB3hh3njKxT7jmxIoknYRGivZV4mduXMpJbBGIdQWin22wfIEgLnz8Q1z0+IdqRiYa8QR9oFJNQDNRMYZyzQZNJg8ATp9egCWVuVgyKRfpZgNaHR4ciLBYPRiUcFi5/NSpHLrUH+00xCyrUc2sRWMcqFwzSk9eNCLoF+W+jkGuUOiN0zVj49AMx9lW04GGLhc29lMGHckedehKfJM1gb4rE4bai0lEBDDIG/OWVuaqT0jOmF6A8ryh7cCi0e+6ZRU4aVIe/nLTSZhVEv8TivFA9KVuq+mMeRddJEdbnKhqdeJYWw9eUyaZevwBXLpqPe782/aw27Y5Yhu6AmiDvIGHpogFyaW9potajAbMniB//48p+/m06jpdcHoDMBv0mDTE3XiprsRmRYESnA9UqgmEMmTRgiftCgUxJCdaTx4Q+plpd8pBf6hcc2gZHU7XjI12AuqW4x34+l8247qnP8VOZfVILFqVoSkD9XNG0jvI4wt3RJQIDPLGOKNBjysXl0GnA752xpRkH4dGwAkTc/D3b5yCM2ckf1fZaDWn1AazQY92pxfV7T2DfhztouxnPzoGSZJwsNGB3XV2rN5Why5NJk7N5MUS5GWEZ26iaXd64VGeoBdn9x2uU5It79gTgaDWoWY5izelMEPNPFFkOp1OnYgYy5N08wDlmp4IQVUs5ZpqJs+bmJ68gaaAkkwMugGA13fUq/112t//gQylj7JvuSaDPCIaOv6fPwU8cPFsbPrueTiLT/qJAMhZrrlKCd5QSjb3NYae5B1o6sYnR9vV8kkA2K55pb/dKb+SH1cmz9l/uaYI3goyLRH7/CbY5CBPTIXUEoN5phfHN+lvvFqqTCueXjTw4CqjmskbuFxT6DfIU35mxM+Ww52YnjwzM3kx0WbyatpDv9+1Ha5IN+/3MQbzPbP1LtdkkEdECcAgLwUYDfqwJb9EBCxShq+I/ZGDsb9BzoaJnql/bKkJC6i2awLI0I68gX8XYy3XFOsTSnOsEa/vL5N3sFE++8xiTtuNxU2nT8ZvrlmIbyyfOuBtBxq8EjGTF2W6JgBMUwbBvPBJNX7+5v7ETdccR5m8423OQfceijUXvdXEUQXgGEKQ1zuTx3JNIkoEBnlElJK0fXmDtV/J5F2lTLI80uwIC6i00zvjKtdUgrweb6DfyZ3iY03IjhzkiWEsDZ19Mw4HlXJNZvJik2424vKFZbBZBx5fL4I8f5SpppEyZ+Z+evKuWFyGG06Rp58+ue4INh+Xf66GPF1znGTy3t/fhLN+uRb3/XPnoO6vHbyiFWsmT5IkOJUBO4MJzK0mPYyaqdjM5BFRIjDII6KUJJai7623x7QCobd2pxdNdrkEU0yxrW7vCQuotmsGu7Q7Yx+8kmU1wqA8qetvIXp9r8mavUXL5AWCEg43y+WaMxjkJdxAqwkiZc76K9c0GfT44eXzcPH88HUoQy7XHCDjmCr+8KG83+7VbXUx38ftC2DVe4ewp74rrFwTCL1QE2uQ5/EH1R2Zg1lkrtPpwoavMMgjokRgkEdEKWlibhoKMi3wByXsqY9/KbrI4lXkpatTLDt6fGqvm3j/eJtc0qVO14xhhYJer0NO2sDDV7Q78iIRGb4muztsV15New/cviAsRj0qOHE34QYu1+z7okJ/QZ6wuCI37P2hPtkfL9M1pxeFXsiIlpXrbe2BZvz63YN45K0D6sqKyxaU4oZTKvG7Ly0GADR1uyN+L3vTfswM8+C+Z9qSTa5QIKJEYJBHRClJp9OFSjYHMXxln9KPN6skC5kWo/rqvhjGIoZabFfKQeMp1wSAnPQYgrwBMnmFWRbodXLZYKsy+AUA3t7TCACYXpypZgwpcdRyzQQNXhHEz6swmKxQpI+Z6kGeNuO5qza2F3TEjsrmbo+aySvNseKHl8/Dssl5SDMZIElAfWffftfexP3TzQboB/n7xkweESUagzwiSlniSfNnx9rjvu9+ZXy6yOKJHZRi7d6Z0+VptjtruyBJUlzlmtrb9Tdhs36ATJ5JM3SpUSnZrO904TfvHQIAfOXkSTGdheIz0J68iD15xoGf/M8tzQ57P8sycH9gf0LL0Ae/K3IscGkGp+yIcbedS+mhs7t86jTTLCW40ul06iqN2o6Bh690J2AaqgjyjHqdmoElIhoK/iUhopR12tQCAMD6Q61x9+Ud6tXT1rvscdnkPAByts3h8at9WPkxTNcEgJwoEzYbu9xw+wLodvvQZBeDV6LvbisRw1eUIO8nb+xFjzeApZW5+MKSiTGdheJj1CvBU5TBK/HuyROsJgPK80Lf66Fm8tQVCoGg2juailya3+1YF5iL+3T2eNW9hNogLRTkDdyXl4hpqJlKQJ9hMUKnY/adiIaOQR4RpawTJmajLCcNPd4A1h1sifl+kiThSIsc5E1T9qZpg7yCTLP6ZLzR7lazeGkmA9LMsT0xz1OCvE5NkLfxSCtO/8X7+Mozm/DPLbXwByVMLcyIOl0T0OzK63Jjd10X/rurEXod8OPPzRt06Rj1T0yt9EUbvDLIIA8I7y8b6hJ7syYjlMprFHq8oSBvR01s5Zoik+f0BtCllG6GB3ny73ssaxScapA4+KBc7MpjqSYRJQqDPCJKWTqdDhfOlScWvr27Meb7tTg86Hb7odcBlfnyk72K/FCQNyE7DcVKcNVs92h25MVWqgkAORnyK/ftSrmm2xfAA6t3wx+UsOlYO37x1n4AwFdOmdTvK/tiwmZ9lwtPvH8YgDxAQpSZUuKZ+ynXDASliKsVYg/yErfX0Kz5mKncl6fN0td1utDq8PRza5k2+yf2UWoDLPEiTiyZPDG4ZbBDV4BQuSaDPCJKFAZ5RJTSVihj6d/d1xTzE12xfqA8Lx1Wk/zqvDaTV5JtVYO8JrtbfSLYX8att9xembzff3AYVa1OdVCK2xdEhtmAKxeX9fs4ol9v3YEWvLWnETod8K2zp8V8Dopff+Wa0X7G+tuTp/WVUyfBZNDhzBmFgz+g+jFD/4tP5b48bSYPAHbVDZzN096nTgnyImXyYunJS0S5ppiuOdQSXSIiYdQHeXV1dfjyl7+M/Px8pKenY+HChdiyZYt6vSRJeOihh1BaWoq0tDQsX74ce/bsSeKJiWg0WVKRi8IsC7rdfnz9L5vVAK4/R1qcAICphaGsijbIm5BtRWGWBTplsuUOZcJmPOsK8jQ9ec12N55Sdn09etUCTCnMAAB8fsnEsNHqkYievP2N8jTQFfNKuAB9mPVXrhktyIs1k1eWk4bN3zsfz9ywdPAHVOj1OnXJ9lAzeQ6PH+/ta0KXK/qgoGQRWTnxuR5Vfn/7o83+iR7KTE2AJXryqmMp1xRB3hBWH6iZvAF+34mIYjWqg7yOjg6cdtppMJlMePPNN7F37178+te/Rk5OjnqbRx55BI8++iieeOIJfPbZZygpKcH555+P7u7u5B2ciEYNvV6Hu8+fAYNeh3UHW3DjnzcNOITiSHN4Px4AFNusamakJNsKk0GPgkx5yMpmZXrnxDiCPLFCob3HhyfXHYXHH8SSylysXFCKJ7+8BDefPhl3njdjwMcp1WQP50yw4cFL58R8BhockZXzB/sGTp6AHDzodOGZNFMcExOz00wxB4UDSdQahV+9fQA3P7cZp/38ffzug8OJOFrCiP66OaVyiXJV68Av5Li8fQcxZWqmmU4ryoROB7Q6vGju7n+NgtiTN5TpmpX58gs7FXnRhywREcVjVBd//+IXv0B5eTn+/Oc/q5dNmjRJfVuSJDz++ON44IEHcOWVVwIAnnvuORQXF+PFF1/ELbfcMtJHJqJR6JqTKrBsSj4ufOxD1Ha4UNvhUlciRCKGrkxVMmoAYNDLY9WPtjrVssximwUt3R7srg8tTo9VrtK/d6zVqa5ruOO86fj/7d13eJR11j/+95T0SkIKgVANzbAUQZo0BcRdVER9ZOFZxK/SFRH94eXuusLjLqyNC5VFH8VVbKCuoOtagEeKAqKAhQ7SW0Ia6WXa+f0xc98zk0ySmckkcyd5v66LyyvTOM7wyZ2Tcz7no9Pp0D0lxutkrV96PCYPaI8O8RGYf+M1CDOy3auxKe2aJg8tkEoyFWrQI8SgVweeBCpp81WoUY8Ks7XBg1e+O5UPwJ7QPLfpOO4ZlK7+kiPYlEretWmxOHCxCGfy6q/klXuYtuvaKhkZakSXtlE4nVuGo1klSI6pvRU7EO2a43un4INZQ5DZPq7+BxMReUHTlbx///vfGDhwIO6++24kJyejf//+eP3119X7z5w5g+zsbIwfP169LSwsDKNGjcLu3buDETIRaVSXtlFqG+Tx7Lor/Uolz7VdE7C3T6YnRGBI10QAQKpjX57VsTcrvY33v4XvlBAJg16Hogozqiw2DOgYjxuuaev18xVGgx4r/qsfFo3vwQSviShVOYuHxElp/Qsz6tXz9ADv9+QFmnqMQgMqeeUmC37NcV8z3gw3aSpqJc8xbOiMN+2aHit57kma8npHHL/EqU0gBq/o9ToM7prYoGogEZErTSd5p0+fxiuvvIKMjAxs2rQJc+bMwYIFC/D2228DALKz7dPyUlJS3J6XkpKi3udJVVUViouL3f4QUcvXM9W+V+34FecPrOUmi9sP62VVFlx2nDlXPcmbP+YafLv4RvXcOmX4isJ1Amd9kmPD8fmCG7DgxmswvncKlk3uw/OxmokQfe3TNdVKntHgdgRC0Cp5SrtmAyp5Ry4Xwyb2yrVS3VaODdECZ7umvQp22XHWZJ3P8VjJq5bkOdo/j2TV/TNCWVXDj1AgIgo0Tf/KyGazYeDAgVi2bBkAoH///jh8+DBeeeUVTJ8+XX1c9R+MRKTOH5aWL1+OpUuXNk7QRKRZPVJjAVxWh5RcKCjHxJd3YlDnNlhz7yAAzqENiVGhaktlbVyTvFCDHil1tHR50jM1Fj1TedRBc6MOXqmjXTOs2h68YLZrAp4TUm8duGifVtmnfTyKKkw4lVuGq2XaGcCiJGxp8eGIDTeiuNKCs/llda6tcsfZdopQo77GZ+Ss5NU9rTMQ7ZpERIGm6Upeu3bt0Lu3+76UXr164fz58wCA1FT7aPTqVbucnJwa1T1XTzzxBIqKitQ/Fy5cCHDkRKRFaiUv2/6b+Y/2XUBRhRnbjueq1YCfLxYCADJS6j+vLNUlyevQJoKHj7cSSjLgKXGqrV3Tl8ErgRQagMErypEEv+kQpx79UVDufSVv+/EcvLvnnN9/v6vsokqMXbEDrzum0ZosNvVcwsgQI7o4qu/1tWxWmt3fD08J2rWOyuDpvLIaSaGrQAxeISIKNE0necOHD8fx48fdbjtx4gQ6deoEAOjSpQtSU1OxZcsW9X6TyYQdO3Zg2LBhtb5uWFgYYmNj3f4QUcvXw5Hknc4tQ6XZig0/XQJg31N3JMv+g+z2YzkAgBEZ9Z9TluIy2bKuQS7Ushi9atd0rwwFa09eiLHhRygccPzio0/7OCQ4qtuFPrRrPvbRAfz5k0M45HJ+nYjUO+XWk+/P5ONkTine3nMWgHvbZUSoAV3b2ttJT9czfKV6u6anJC8pJgxJMWEQqXsfb5mJlTwi0h5NJ3mPPPII9uzZg2XLluHkyZN4//338dprr2H+/PkA7G2aCxcuxLJly7Bx40YcOnQIM2bMQGRkJKZOnRrk6IlIa9rFhSMm3AiLTfDB3gvqIeaAvSWt0mzFrlN5AIAbeybX+3opsc7pgukcfd5qhKqDVzy0azqOUKie5DXXPXkllWY1YcpsH6e2MHtbyTNbbeqQlh/O2I8asdkEt67aiQkrv/W5jVQ5p+9CQQWulpnUCrxBr0OIQYcujiSvvgmb1StztVXhlJbN/17zPW5ftdPjXr8yZfAKkzwi0hBNJ3mDBg3Cxo0bsW7dOmRmZuLpp5/GypUrMW3aNPUxixcvxsKFCzFv3jwMHDgQly5dwubNmxETw8OAicidTqdDD8dB4S99/SsA5w/BBy4WYc/pfFSabWgXF662dtbFtV3Tl+MTqHlTDxj31K5pdjlCwaVFMzRY7ZoNmK5ZVG7G4n8dgIj9PMakmDAkONo1r3pZyXN93F7HeZJn88tw6FIxjl8pqXfSraeYFAcvFakVucgQA3Q6Z5J3to4kz2YTD+2anoemDO6aAAAoM1nxy8Uit2qkopSDV4hIgzSd5AHAxIkTcfDgQVRWVuLo0aOYOXOm2/06nQ5LlixBVlYWKisrsWPHDmRmZgYpWiLSOqVlM9/xw+fsUV0BAL9cLMQ2R6vm6B7JXk26jIsIUQdsMMlrPerak6ckfmEhenUKp+tzmlpDDkN/cN2P+PJQNox6HR67uQcAuFTyvBu8ku+W5F2FiKiDjwDnUBdvFVe6J3lKRS481J5gqUlefu1JXpWH96K2Ktz9N3TBO/dfj8z29oqea/VfwcErRKRFmk/yiIgC6ba+aYgJM2JI1wT8c8ZAzBjWGYB9n94Xh+xDnMb0qH8/HuCoDKbGQKcDerXj3t7Woq52zapqh6GrzwlSkhfm53RNEcH3jvbKtf/vekwe0AEAkBAVAsD7Sp7rUQt5pVU4l1+Ooy5HEhy8VOhTXEq7JgD8cqFQbZ+MdCR5yTFh6t9rs3ne8+dpiEptSV6Y0YARGUnqpM6LV8vd7rfZBOUmtmsSkfbwOxIRtSqDuybi4NKb3W5rHx+BS4UVyC2pQlpcuFdDVxRrpg9EVlElOiVGBTpU0iilXdNiE9hs4jZVtcpl8IprDhjsIxR83ZNXVGFWq3/XdWqj3h6vTNf0MsnLr/a4H84WuCV5vlbyXJO8g5eKUGGyxxgRYk/yYiPsSahNgJIqC+IcX7tSWjz1OvvjACC6noPMO7Sx77mtXskrc0kYWckjIi1hJY+IWr2+6fZR6dFhRrwxYxAiQr3fW5McG46+6fGNFBlpkesh55Zq1SLnOXkGt4maIcGarulnu+aVYvuwlPjIEISHONeDuifPy8Er+Y6hK4p9ZwtwNMvZrnk8u6Teg8tduSZ5WUWVOF9gr6wpazY8xKAmfEW1tJQqf19sRIiaBEeH15fk2duxayR5Vc7BL9XPRiQiCiZ+RyKiVu/eoZ1xfecEvD59INsuqV5Gl8qdtZYkr8Z0zWCfk+djJe9KcSUAICUm3O12ZU9eucnqVXKmVPw6JdqTpE2Hr+BSoT1RigmzT7o95sPwlaIK91bL78/kA3BW8gB7YgoAhRWeE1GlvTIyxKBW+uprtXRW8tzbNUur7IlkVKjBq328RERNhUkeEbV6g7sm4sM5QzG0W2KwQ6FmwOhSlTPb3JOnKovzCAWjBvbkKclLSWXth3l7oiR5yS7HhABAbLgRBkeSW+jF8BWlXfP2vmnomBCpVuLax0dggKMN9KDjHD5vFDueryRdRy7bWz8jXarvSuJWW3zKsQvhoQbEOx5b23RNhfL3XSqscNvrV+qo5LFVk4i0hkkeERGRD4x656XTaq2tXVPv1qIZrD15baPtlbfqbZP1ySmxPz4l1r2Sp9Pp0MbRsvnD2QKs+fZ0nRW9glJ7kpcUE4ZZI7uqt/dqF4vfdLC3SfuyL09J8ro7jkJR2jXDPVbyaknyHPFGhBjUx9ZXyUuNDYdBr4PZKup7Azgna3LoChFpDZM8IiIiHxj0OiidedUreUoCER5icKveBWtPXttoeyUur9S7PXSKHKVds1olD3BO2Fyw7if89fOj2PjTpVpfR2nXTIgKw13XdVDj6dUuRj1o/EROqVcxWW2CEkdSdU1yNADnoBvXSl58hD0JLapl36BSyYsMNaBfejz0Oueh57UxGvRoF2dPeF1bNpUz8urb00dE1NSY5BEREflI2ZdXfU9esWPPWGx4iPuevCBV8hLVJM+3Sp4yeKV6JQ+AWslTnMsvr/EYRX6Z/XUSokIRHmLA/9x+LTLbx2LygA5qonY6pxQino87cFXsUpm7Jina7T6Pe/Jqa9d0ScT/+Nte+PHJcejfsY3Hx7ryNGGztJJn5BGRNvG7EhERkY+Mej3MVmuNs/KUw7rjIkKQ69LWFxqkwStKu2ZeiY9JXoljT15MzSQvIco9yVOSKk+UPXmJjjh+26cdftunHQD7/kWDXoeSKgtyS6qQ7CGhdKXs54sMNSAtPsLtvnDXPXmOeIq8aNfU6XTqsRD1sU/YLFAHxwDAOUe7qFLlIyLSClbyiIiIfOR6Vp4rpdoUG2HUyJ48RyWvzORVtUyRo1byarZrtqmW5Cn70qqzWG1qNa16YgjYj5nomGCfunkyt/6WTSVpi4sIqTEQJjLE+TtrpV2z1j15jnZNX45KATxP2DyebR/80iOVU3mJSFuY5BEREflImbBpqXY0gZKI1GzXDO6ePJPFpu5nq4/NJsgpUfbkeWrXdK/cldbyulcdCZ5OV7PFU9EtKQoAcMqLfXmuVdLkGPckLyLU+V7X267psifPF57OyjvuOP6hZ2qMT69FRNTYmOQRERH5yOCYsFm9kqccVRAboY09eRGhBkQ5khlvWzavlptgdrShJsV4qORFelfJU4auxEeEqMcuVNfNsbfuVG5ZvXGpCXRECOJcDjIHgIhQ10qe0q5Zy+AVlz15vlAqecpEzwqTVW3XVKZ9EhFpBZM8IiIiH4Wolbxa2jXDjQgxBr9dEwDaxvg2YVMZutI2OtRj3OmOFktFWZXnIxRch67Uxpnk+dauqdPp3Kp5roNX4uqp5CmHoUf4mOQpB7pfuloBi9WGX3NKIAIkRoV6TIaJiIKJSR4REZGPDOqePGe7puuI/7iIEPUIBYNeV2slqykoLZvenJVXUmlW95x5GroCAON6peCZO/tg0bjuAGpv11QqeYlRtSdA3ZK9b9d0bYW1x+d8XU9HKNS2J08518/Xds2UmHCEGvWw2ASXCytxzNGq2YOtmkSkQZyuSURE5COlwuXarllS6UwqYsJD1OEswdqPp1AnbNaT5BWUmTDquW1qy6mnoSsAoNfrcM+gjvjqUBaA+ts1lcmannRta6/kXS6qRFmVpc5DxV0reYB7EurpCIWicjNEBDqd+/vvb7umXq9Dx4RInMwpxbmCMpxwJHls1SQiLWIlj4iIyEdqJc+lXVM5Iy8ixIBQox4hjj1jwWzVBJxn5eXW066582SemuABnvfjuVISstoqeUp7aF3tmm2iQpHouP9MXt378oqrJ3kuSajrpEwlyTNZbWpC56rcz+maANDJ0ap6Lr8cx69w6AoRaReTPCIiIh8ZPbRrKtMfYyPsyY+S3IUGOclr6+WB6D+cyQcAdGkbhcSoUIzrnVrn45Ukr8xUW5Jn//uUJLM2ndvaWzbrOlQdcCbRcY73t7Y9eREhBvU997Qvz992TQDo6NiXd76gXJ2syXZNItIitmsSERH5SD1CweZayXOvNCmJRrAreUmOdsn69uT9cKYAAPD4hJ6YkFl3ggcA0UqSV8vglStF9mMYUus55FyZhllc6XkPnUJt14ys2a7pmrDpdDrERdoPoy8sN9c4OL3Cz8ErgLOSt+tkHnJKqmDQ69iuSUSaxEoeERGRj4zKEQou7ZrVB4MoyZ3rlM1gcFbyam/XLCgz4cQV+/CTQZ3bePW69bVrZhc7kry4uit5MeH21ynxNslzJIVJLu2a1ffXKYljoYdjFJR2TV/35AFAp0R71fHwZfsh6AM6xte5j5CIKFiY5BEREflIade0emzXtCcYSrUv2JW8RC/aNZUqXkZydL3tlYpox9l0JosN5mqHwgPAleLaD1R3FeNIil33A3pS13TN6vvrXIevVKe0a/pTyVPaNRUjM5J8fg0ioqbAJI+IiMhHSgJn9jB4JdZRmQrVzJ48x3TNOg5DV5K8wV0TvH7dqDBnklR9wqbJYlMrh/W1azored4leUolzzV5rL6/Lq6OYxQq1D15vlfgOrSJgOuwzpHdmeQRkTaxx4CIiMhHSrum1XVPXrVK3rVpsUiMCsWIjLZNH6AL5TD0MpMVFSarWvX68mAWjAY9xvVOwf5z9iRvUGfvkzyjQY8wox5VFhtKqyyIj3RO0VSqeKEGfZ3TNQFnJa+uPXkWq029X/l72kaH4b7hnRFi0NdI2OLrOBDdOV3T9+Q7zGhAWlwELhVWoE1kCDLbx/n8GkRETYFJHhERkY+clTyXds0aI/7DsfdPY6EP4kHoABATZlSTsSvFlejcNgq5JVWY//6PMOh1+PHJcfjVcRj5tWmxPr12dJgRVRZTjeErSpKXHBtW45y6GvF5Ucm7Wm6GCKDTAW0cCRwAPHXrtR4fr+7JK6+5J8/fc/IUHRMicamwAjdkJAX1kHsiorqwXZOIiMhHzj15tQ9eARD0BA+wT5vs7BgYcibffhbd4ctFsIm93fTbX/NQbrLCqNepg0W8VdvwFWXoSru4uls1Ae8GrygHq8dHhMDoRftrG0f18Gq1JK/CZIXJYk/MlYqrr0b3SIJOB9x9XQe/nk9E1BSY5BEREflIadc0u7VrOvbkRWivSaaL4yy6M7n2JO9IVrF63+cHswAAnRIjfR4SU2uSV+Td0BXAmRTXVcnLL/PuzD2F0iKqJIeKAkfSF2LQIcbPqZizRnbFoSU3cz8eEWkakzwiIiIfKe2aVg/tmq6VPK3ommRP8k7n2dsyj1x2Jnlbj+YAALolRfv8utGO4SvVB68o7Zr1DV0BvGvXzHcMcalvf59CeVx+9STP5XXqayOtjU6n47EJRKR5TPKIiIh8pLRrWjwMXonzsw2wMSmVvNMeKnnKHrVrkn1P8mpv17RX3lK9atdUKnn1t2smepnkJdZSyVMqgglR3lUEiYiaKyZ5REREPlL2hVk87cnTYJLX1VGlO5NXhnKTBWfyymo8piFJXo1Kng/tmq6VPBHx+Jj8UqVd07skT9mTV1DtAHgl6UuI0t5nREQUSEzyiIiIfKRW8tzaNZVz8rSXQHR1VPKyiirx0/lCiNiPGXDtWPQnyVMORK+e5CmDV7yr5Nlfw2ITVJprHqoOONsuva3AKZW8kioLqizOyZ8FPr4OEVFzxSSPiIjIR8qePKWSZ7LY1LZHLQ5eaRMVqh49oAxa6Zcej44JkepjuvqxJ8/ZrulMpETEmeR5UcmLCjWqyWZtLZtKctbWy0pebHiIerzB1TLna/ra9klE1FwxySMiIvKRMl3TYrUnea7JSYwGK3mAM4n76lA2AKB3u1h0T4kBYD/qINqPYSKeBq9cLTerxxQkx9ZfMdPrderfXVzL8BVfB6/o9Tq0iVSGr1SptzsreUzyiKhlY5JHRETko+qDV5TkJCbMqNkDspXhK0qiM6RrInqm2pM8f1o1Ac978pTJmglRoQgzenfgeGw9w1ecA1O8T848DV/JZ5JHRK2E9npKiIiINM5gcN+TV26yJzkRod4lNcGgHKMAAHcO6ICR3ZOQEhuOTYezcc+gdL9e09N0zZwSe0KWHOP9vrf6jlHIV9s1vX9NT2flsV2TiFoLJnlEREQ+CtG7T9c0O9o2fT1MvCn16xAPwF61e3rStQCAHqkx2PzIKL9fU2mzLDM5k7NcR5KXFKAkz2K1obDcXuHzpQKX4Ni/l19aM8ljJY+IWjomeURERD4yqO2a9kqeUtELMWizVRMAhnZLxLqZQ9A7LRaRoYG5/HsavOJfkld7u+ZVR4Kn00HdZ+cNj+2aPh7FQETUXDHJIyIi8pGSzFmrVfKMGq7k6XQ6DO2WGNDXjPIweCWnxL4nLzmm/smairoqecp+vDaRoT7td1SqdUqrp9lqU/dO8ggFImrptHs1IiIi0iiDo11TSe6Uip5Ro0NXGku0h8ErDWvXrFnJK/BxsqbCuSfPHs/Vcvvr6HRAnAYPrCciCiQmeURERD6qXsmzNIM9eY3B0+CVhrRrejpCId/PYSlKkqeck6e0bfpaESQiao5a19WIiIgoAJQkwezYi2dy/Neo4T15jSHGpZJncyS8uY59b0k+TMKss13Tz310znZN+/P9rQgSETVHTPKIiIh8pOy9a+2VvISoUOh1gE2APEcylVvsOELBi4PQFXUNXnEee+DbPjrl8crzeUYeEbUmretqREREFABGtZLnvidPy9M1G4PRoFfbMrOLKlFhsqLE0brpS7tmbB2VvDw/kzPl8YUVZlhtwjPyiKhVYZJHRETkIyXJszqSO3W6pr71XVZTY+1TNLOLKpHnaK0MM+rVVk5vqO2aVTUref7s8QOANpH26qCIfegKz8gjotak9V2NiIiIGkjZe2dR2zVbZyUPAFIcSd6V4krkuCRkOp3374WzXbNmJc/fJM9o0CPekejll5pYySOiVoVJHhERkY+Uip2yF08ZwNIqK3lx9iQvq6gSueoZeb4lZHUNXvE3yQOA9vERAIAzeWU4k1dmv61NhM+vQ0TU3LS+qxEREVEDKe2alurtmq2wkqckednFlX4nZMokzqvlJvUwdQAQEb+mdSp6psYCAI5nl+BYdjEAoIfjNiKiloxJHhERkY+U6Zpqu6Yj2QttZdM1AeeevCsNSPISo8PQt0McRID/O5Kj3l5caYHJYvPrNQGgZ2oMAGDXyTzklZqg0wHdU6J9fh0iouam9V2NiIiIGkit5Kntmq24khfr0q7pqLolx4T7/Do3Z6YCAL46nK3epiSNMeFGhIcYfH7Nnu3sSd4PZwsAAJ0ToxAZ6v1AGCKi5opJHhERkY+UZE7Zi2dRk7zWd1lV2jWvFFUip9j//XM3X2tP8nafzENRhX3KZkP24wHOdk1Fj5QYv16HiKi5aX1XIyIiogYyqEcoVDsnT98KK3mOJK/MZMXJ3FIA/u2f65YUjYzkaFhsgm3H7C2bzsqgf0leUkwY2kY7p2kqlT0iopaOSR4REZGPQqrtyTMp0zVbYSUvMtSoTsc8l18OwP9kaoLSsnnI3rLprOT53v6p6JHqjKV6ZY+IqKVqfVcjIiKiBjJUm66ptGuGtMIkDwDaxTmTsL4d4tChTaRfr6O0bG4/kYMKk9WZ5PlRGVS4JnY9U1nJI6LWoXVejYiIiBogpNo5ea35MHTAeSA6ANzSp53fr3NtWizax0eg0mzDN7/mNnhPHuBM7CJCDOiY4F/ySUTU3DDJIyIi8pGzkueYrun4b2s8DB1wTtgEgFscLZf+0Ol0asvmpkPZ6pl5DUnyhl/TFtFhRozrnQJ9K9wzSUStE+cIExER+Uip2FnU6ZrKnrzWmUQo7Zq928WiU2JUg15rQmYq3th5Bv939AqSHcljQ5K8tPgI7PvzWPXYCyKi1qB1/sqRiIioAWpU8tQ9ea0zkbi1bxp6pMRg0bjuDX6tAR3boG10GIorLTiZ4/+0TlfhIYZWORSHiFovfscjIiLykTpdUz0M3eZ2e2uTkRKDTY+MxNjeKQ1+LYNeh2mDO7rd1pBKHhFRa9SsrkbLly+HTqfDwoUL1dtEBEuWLEFaWhoiIiIwevRoHD58OHhBEhFRi1fjnLxWfBh6Y/h/w7u4fZ0QFVrLI4mIyJNmczXau3cvXnvtNfzmN79xu/3ZZ5/FihUrsGrVKuzduxepqakYN24cSkpKghQpERG1dMreO7NyhEIrPgy9McRFhmDib5xTOg18X4mIfNIskrzS0lJMmzYNr7/+Otq0aaPeLiJYuXIl/vSnP2Hy5MnIzMzE2rVrUV5ejvfffz+IERMRUUumTNEUAWw2UffksZIXOH+dlInh1yTi/7u5R7BDISJqdprF1Wj+/Pn43e9+h7Fjx7rdfubMGWRnZ2P8+PHqbWFhYRg1ahR2795d6+tVVVWhuLjY7Q8REZG3XKdomm02lz15rDgFSnxkKN57YAjmj7km2KEQETU7mj9CYf369di/fz/27dtX477s7GwAQEqK+0bvlJQUnDt3rtbXXL58OZYuXRrYQImIqNVwHcdvtYlzT14rPSePiIi0RdNXowsXLuDhhx/Ge++9h/Dw8Fofp9O5/+ZURGrc5uqJJ55AUVGR+ufChQsBi5mIiFo+12TObBV1bx4reUREpAWaruTt378fOTk5uO6669TbrFYrvvnmG6xatQrHjx8HYK/otWvn3KCdk5NTo7rnKiwsDGFhHMdMRET+qa2S11qPUCAiIm3R9NXopptuwsGDB/Hzzz+rfwYOHIhp06bh559/RteuXZGamootW7aozzGZTNixYweGDRsWxMiJiKgl0+t1UPI8i9W5J8/ISh4REWmApit5MTExyMzMdLstKioKiYmJ6u0LFy7EsmXLkJGRgYyMDCxbtgyRkZGYOnVqMEImIqJWwqjXw2S1wWITWGzck0dERNqh6STPG4sXL0ZFRQXmzZuHq1evYvDgwdi8eTNiYmKCHRoREbVgRoMOJqv9IHRO1yQiIi1pdkne9u3b3b7W6XRYsmQJlixZEpR4iIiodVIO6LbYbNyTR0REmsKrERERkR+UhM5iE+7JIyIiTWGSR0RE5Ae1kmd17sljJY+IiLSAVyMiIiI/hLi0a6qVPD0reUREFHxM8oiIiPxgMChJnuvgFV5WiYgo+Hg1IiIi8kOI47gEi5WHoRMRkbbwakREROQH5548m/OcPA5eISIiDWCSR0RE5Aejo2pXZbGpt4XwMHQiItIAXo2IiIj8oAxZqTBbnbexkkdERBrAJI+IiMgPSkJXYWKSR0RE2sIkj4iIyA+eKnls1yQiIi3g1YiIiMgPRkdCV+lI8gx6HfQ8J4+IiDSASR4REZEflNZMJcnjQehERKQVTPKIiIj8oCR1lWYehE5ERNrCKxIREZEfDI52TWVPHoeuEBGRVjDJIyIi8kOIwX3wipFDV4iISCN4RSIiIvKDQWnXdByhEMpKHhERaQSTPCIiIj8oe/AqLUq7Ji+pRESkDbwiERER+UGp5CmHoXNPHhERaQWTPCIiIj9U35PHg9CJiEgreEUiIiLyg1rJcxyhwEoeERFpBZM8IiIiPyjTNKuUSh735BERkUbwikREROQHo75auyYreUREpBFM8oiIiPygTNOs5Dl5RESkMbwiERER+cHI6ZpERKRRTPKIiIj8oCR1lY7BK9yTR0REWsErEhERkR+USp7JqiR5rOQREZE2MMkjIiLyg7Fa5a7610RERMHCKxIREZEfQqsldSF6VvKIiEgbmOQRERH5ITE61O1rVvKIiEgreEUiIiLyQ9voMLevuSePiIi0gkkeERGRH6oneTwnj4iItIJXJCIiIj+0rdauySMUiIhIK3hFIiIi8kObyFAYXIatsF2TiIi0gkkeERGRH/R6HRKinNU8I5M8IiLSCCZ5REREfnLdl8c9eUREpBW8IhEREfnJdV8e2zWJiEgrmOQRERH5KcmlksfBK0REpBW8IhEREfnJ9UB0HoZORERawSsSERGRn9q6VfLYrklERNrAJI+IiMhPHLxCRERaxCsSERGRn9rGuCR5rOQREZFGMMkjIiLyk+t0zVDuySMiIo3gFYmIiMhPrtM19XpW8oiISBuY5BEREfkpIcpZySuttAQxEiIiIicmeURERH5yPTahsMIUxEiIiIicmOQREREFQKJLVY+IiCiYjMEOgIiIqDl75/7rsfPXPEwe0CHYoRAREQFgkkdERNQgIzKSMCIjKdhhEBERqdiuSURERERE1IIwySMiIiIiImpBmOQRERERERG1IEzyiIiIiIiIWhAmeURERERERC0IkzwiIiIiIqIWhEkeERERERFRC8Ikj4iIiIiIqAXRdJK3fPlyDBo0CDExMUhOTsakSZNw/Phxt8eICJYsWYK0tDRERERg9OjROHz4cJAiJiIiIiIiCi5NJ3k7duzA/PnzsWfPHmzZsgUWiwXjx49HWVmZ+phnn30WK1aswKpVq7B3716kpqZi3LhxKCkpCWLkREREREREwaETEQl2EN7Kzc1FcnIyduzYgZEjR0JEkJaWhoULF+Lxxx8HAFRVVSElJQXPPPMMZs+e7dXrFhcXIy4uDkVFRYiNjW3M/wUiIiIioiZnNptx7tw5hIaGwmg0BjucZsFiscBkMqFTp04ICQkJdjgAvM9bNF3Jq66oqAgAkJCQAAA4c+YMsrOzMX78ePUxYWFhGDVqFHbv3l3r61RVVaG4uNjtDxERERERUUvQbJI8EcGiRYtwww03IDMzEwCQnZ0NAEhJSXF7bEpKinqfJ8uXL0dcXJz6Jz09vfECJyIiIiIiakLNJsl78MEHceDAAaxbt67GfTqdzu1rEalxm6snnngCRUVF6p8LFy4EPF4iIiIiIqJgaBYNuQ899BD+/e9/45tvvkGHDh3U21NTUwHYK3rt2rVTb8/JyalR3XMVFhaGsLCwxguYiIiIiIgoSDRdyRMRPPjgg9iwYQO2bt2KLl26uN3fpUsXpKamYsuWLeptJpMJO3bswLBhw5o6XCIiIiIioqDTdCVv/vz5eP/99/Hpp58iJiZG3WcXFxeHiIgI6HQ6LFy4EMuWLUNGRgYyMjKwbNkyREZGYurUqUGOnoiIiIiIqOlpOsl75ZVXAACjR492u/3NN9/EjBkzAACLFy9GRUUF5s2bh6tXr2Lw4MHYvHkzYmJimjhaIiIiIiKi4GtW5+Q1Fp6TR0REREQtGc/J8x3PySMiIiIiIiJNYBoP+4AXADwUnYiIiIhaJLPZjJKSEuj1elbyvGSxWGCz2VBcXKypSh7gzF9qw08YQElJCQDwUHQiIiIiItK8kpISxMXF1Xo/9+QBsNlsuHz5MmJiYuo8RL0pFRcXIz09HRcuXNDcPkHG5j8tx8fY/MPY/Kfl+Bibfxib/7QcH2PzD2Pzn9bjCyYRQUlJCdLS0qDX177zjpU8AHq93u2QdS2JjY3V7D9uxuY/LcfH2PzD2Pyn5fgYm38Ym/+0HB9j8w9j85/W4wuWuip4Cg5eISIiIiIiakGY5BEREREREbUgTPI0KiwsDE899RTCwsKCHUoNjM1/Wo6PsfmHsflPy/ExNv8wNv9pOT7G5h/G5j+tx9cccPAKERERERFRC8JKHhERERERUQvCJI+IiIiIiKgFYZJHRERERETUgjDJIyIiIiIiakGY5BEREZHXSktLgx2CR5wjR8HA9UBaxSQvCLKyslBQUBDsMDw6efIk/vOf/wDQ/jcIrcenVVp737geAkNL8dlsNgCA1WoNciSe5eTkIDc3FyaTCYAzXi04fPgwFi9ejBMnTgQ7lBpOnDiB0aNHY+nSpQC09b7l5uaivLxc/ZrrwXtcD/7hevCP1tdDS8IkrwmZTCZMmzYNw4cPx/Hjx4MdjhuTyYTZs2eje/fuePDBBwEAOp0uyFE5mUwmPP/881izZg127doFQDvxmc1m7Ny5E4D2vmmZzWY899xzWLFiBT799FMA2nnfuB78p9X1YDabMW/ePMyePRsAoNdr6xJjNpsxZ84cjBw5Erfeeituu+02VFVVaSJOk8mE++67D3369EFlZSU6d+4c7JBUJpMJ9957L6699lrs27cP27dvB6CNz9dsNmPWrFkYPnw4br31Vtx3330oKCjgevAC14N/uB78j03L66FFEmoSL774okRERMiwYcPkp59+CnY4bl544QUJDw+XESNGyMKFC6Vfv35y/PjxYIel+uCDD6Rt27YyYsQIGTVqlKSlpcmTTz4pVVVVwQ5N1q9fL/Hx8aLT6eTy5csiImK1WoMcld2rr74qcXFxMnLkSBk9erRERETIypUrRST4MXI9+E+r62HPnj0ycuRISUpKkpCQENm5c6eIiFgslqDGpfjoo4+kW7duMmrUKNm6dau89tpr0rVrV5k/f36wQ5M33nhDYmJiZNiwYXLgwAG3+2w2W5Cisnv66aclKipKRo4cKceOHZNnn31WBg8eLLm5uUGNS0SkoKBAxo4dK2PGjJGdO3fKa6+9Jv3795fhw4fLsWPHghob14P/uB78w/VA1THJawJTp04VnU4nr7zyinpbcXFxECOyy8vLk169eklycrL861//EhGRr7/+WqKjo+XixYtBjs6uqKhIxo4dK88884yIiJSWlsqGDRtEp9PJypUrpby8PGixffjhhzJixAiZPXu2DBw4UH7/+9+LSPAvQiIiTzzxhPTu3VvWr18vIiL5+fny6KOPSmZmZtDj43rwn5bXw8qVK+X++++XL774QiZPniyDBw8OWiyezJ8/X5588kkxm83qbffee68sWrQoiFHZDRs2THr16iVXr14VEZH9+/fLF198IcePH5eKigoRCc73lUOHDsnw4cPV7yMiIp999pkYjUbJz88PWlyKr776SjIzM91+gD1y5Ijo9Xp56KGH5MqVK0GLjevBf1wP/uF6oOqY5DWBf/7zn9KtWzfZuXOnnD9/XmbPni133XWXPPDAA/LRRx8FLa7CwkL56quv3Ko6Fy5ckPj4ePnggw9EJPgJyxdffCHh4eHqD9kmk0kKCgokJSVF+vfvL5s3b27ymJT367vvvpO///3vcv78eVm7dq3ExMTIt99+KyLB++2U8vdu27ZN3n33XbfP76GHHpIXXnhB/bqpP1vlhwmuB98pf++XX36pufWguHDhghw+fFhE7D9sJCUlyZo1a0RE3H6QDJbLly/L+fPn1a/Pnj0rAwYMkOeff1727NkTlJiUz3X37t3StWtXWbp0qdx2223StWtXufbaayUlJUWmTJkSlNhExGN1+Pvvv5fOnTvLxx9/HISI3K1du1bi4+Pdbtu1a5ckJCRIz5491V/WNCXl+4dW14NyjcjKytLcelDeF62tB2Wderqucz3UTXnvtLoeWjo2xDaCzZs345dfflH3Z913333o1KkTpk2bhsGDByM/Px8ZGRk4c+YM/uu//gufffZZk8b2888/Q0QQFxeHm2++GXq9Xt0IazKZ0LlzZ1y6dAlA0+/zqf7epaWlITY2FqdPnwYAhISE4OLFi+jduzeys7Px9ddfo6qqqkliO3XqFERE7SMfMmQIFi9ejPT0dNx444246aab8NhjjwEADAZDk8RUPTbl7x09ejSmTZumfn4LFizAq6++infffRe33HILdu/e3WSfrRKb0WgEoK31cOrUKfXfvhbXg/LeKX9vamqqJtbDsmXL8NRTT2H9+vXqbR06dEDv3r0BAAMHDsSUKVOwdOlSWK1WGI3GJt347ym+du3aIT09HQDw8ssvo0uXLoiMjMRnn32GW265BUuXLm3y9075XIcOHYqRI0di+fLlSEhIwIYNG7Bu3TqsWbMGn3zyCZ5++ulGj6t6bAAQGhoKwH2gRNu2bVFRUQGz2Qyg6QY6ePpMO3bsiDZt2uCZZ55Rb1uzZg3uv/9+mM1m/N///V+TxPjFF1+of49yfdDSenCNT7lGpKamamI9uMamvC9Dhw7FqFGjgr4eXGMDPF/Xg7UeqscGAOnp6UhMTAz6enjttdfw+uuvY8eOHer3uPbt22tmPbQqTZ1VtmRvvvmmpKamSp8+fSQmJkbmzZsn586dExF71ad///7y4Ycfuv02aObMmZKRkSEmk6lJY5s/f766h6y63/zmN/LQQw+JSNNVpKrHN3fuXMnPz5dLly7J1KlTJTU1Vd555x154YUXJCwsTF555RV5/PHHJT09vdFje+ONN6Rjx45y3XXXyeDBg+Xdd99Vf1vrWtn54osvpG3btvL666+LSNO8d/XFVlVVJU8++aSMGDFCNm7cKB9//LFMmzZNUlNT5eTJk00em1IZ2L17d1DXg7efqUhw1kP1+N5++20RsVejpkyZErT18P3330vHjh1lwIABcsstt0hMTIzcdddd8uuvv4qI+3v3/fffS0ZGhjz22GMi0jT7QOuLT/HWW2/JN998o8b77rvvSkREhJw9e7bJYzt69KiIiGRnZ8uf//xnuXTpktvznn/+eWnbtm2jrglvP1flv3379pUFCxa43daUsU2ePFkuXLgglZWV8ve//110Op0MGzZMoqOjJTMzU8xms7z00kvSvn37Ro3tP//5j7Rv3150Op3s2rVLRGp/P4KxHryNLxjrobbYlO+xOTk5QVsP3r5vwVgPnmJT3rOCggJ59tlng7Ye3n//fUlOTpahQ4dKv379JCkpSZYtW+YWoyIY66E1YpIXIGvWrJFrrrlG1q1bJ7m5ufLee+9JdHS021CJ3bt319h7dPToUQkNDZXdu3c3eWw///yz2+OURfbQQw/JkCFDGi0eb+KLioqSX375RUREzp8/L1OnTpXBgwdLRkaGvPnmmyIi8ssvv0hqamqjXohWrlypxrZz5075y1/+Inq9Xv7xj3+oFxnlm1d+fr489NBDkp6ert5WWVnZaImBN7GJ2H94rB5DREREo7ZG1hVbZWWliIjs3LkzKOvBm/fNZrMFbT14ik+n08nq1avFZrPJlStX5J577gnKeli0aJH87ne/ExH794uDBw9Kp06dZO7cuZKVlSUizvVQXl4uzz33nMTFxakxbdu2TYqKioIanydHjx4Vo9HYqO2udcWm/CDraW/qunXrpE2bNnLw4MGgxKa8b8p6KC8vlylTpsidd97ZJHtAa4ttzpw5kpOTIyIiW7dulZdfftnt83vmmWdk+PDhUlhY2ChxffvttzJhwgR58MEH5ZZbbpGBAwfW+fimXg/exFdbQtLY66G+2JS4ysrKajy3sdeDP59rU60Hb2PbsWNHk6+H9957T/r27SuvvvqqiIhcunRJVq1aJVFRUR6/rwXj+tAaMclrIOU3T1OnTpU//OEPbvd17969RiKlUC6Ya9askZSUlEb5huVvbI8++qgMGzZMCgoKAh6TL/G5JshWq7XGpuE//vGP0qtXLykpKWmU+MrKymTcuHHy1FNPqfGKiIwYMUI6deokn3zyidvtIvbfTnXv3l0WL14s+/btk1tuuUX2798ftNhc71P+++2330r79u3liy++CHhc3sS2YcOGGs9pivXgTWyePtOmWg/1xZeeni4bN24UEXsi1ZTrwWazSWFhodxwww01fvO6evVque666+Sll16q8bwTJ07I6NGj5frrr5frrrtOEhIS5MyZM5qJT7F8+XIZP358o/yQ5k1sL774Yq3Pnzt3rkyePDngcXkbm+v7pvx7nDNnjgwbNszt8cGITZkWXF1VVZVMmjRJrcAHOi4R+7/tFStWyOnTp2Xfvn0SGRmp7jGq7T1pivXQkPgUjbUeAhFbY62HhsTW2Ouhoe9bU6yHt956S2bNmuX2b2bnzp3SvXt3+f777z0+t6muD60Z9+Q1kE6ng8FgwJEjRxAWFoYrV64AsO+B0ul0+OSTT7Bnzx5UVla6PU+v1+Py5cv48ssvcccdd+Daa68NWmwVFRUAoB6EeuONN2L//v0Bj8fX+D799FPs2bMH5eXl0Ov1SE5OVp979uxZ/PTTT5gxYwaio6MbJT6j0Yj9+/ejR48eAKDuT0hOTobZbMaGDRuQm5sLnU6n7lnp168fbr/9djz33HMYPHgwYmJi0Ldv36DFBjj3kel0Oly5cgX/+7//q+4Bagz1xfbJJ58gLy/P7TlNsR68ic31M7VYLACabj3UF5/VasXGjRuRk5MDg8HQ6Ovhxx9/RFFREQD7v524uDhUVlaipKQEANQ9KA888AA6deqEbdu24cyZMwCce7iqqqpQUFCAvXv3YvDgwcjKygrYeVcNiQ8Azp8/j1OnTmHmzJl4+eWXMXXqVERERARkb4ivsW3fvt0ttrNnz+LUqVN44IEH8Pnnn2P69OkAArOXpiHvm7JX+qabbsK+ffuQlZUV0LOufI1tx44dbu/b8ePH8euvv2LmzJn45ZdfMHXq1IDHpnw/zcjIwIIFC9ClSxf07dsXc+fOxRNPPFHnOXNNsR78ja8p1oO/sTXFevAnNuX7XGOvB3/ft8ZeD4WFhWpskyZNwurVqxEREaE+Jjo6GsXFxcjIyPD4Go25HsghuDlm8/Phhx/KAw88ICtXrnQ7v2X9+vXSqVMnGT9+vCQmJkrPnj3lf/7nf2TMmDHSt29f+dvf/iYiIlevXpV169bJI488IomJiXLzzTfX6DkPVmyKTZs2SWJiomzdujUgcTUkvn79+qk93SIiH3/8sSxatEji4+NlwoQJartOY8X2+9//Xnr27KlOM3z33XdlzJgx8sADD9SoNpaWlsrf/vY30el0MnHiRDl16pQmYissLJSPPvpIHnvsMUlMTJSxY8e6TVULRmw//vijiARnPfjymYo0/XrwJb4NGzYEfD3861//kg4dOki3bt2kY8eO8pe//EWN5cUXX5To6Gi1jUrZY/nxxx9Lenq6ukdExF4x7tSpkwwZMiSg+z8DEd/x48fl0UcflQ4dOsiYMWMCdg5iIGI7evSozJ8/X5KTk2X06NGaik3x9ttvy5w5c6SoqCgge5ACFdsLL7wg3bp1k5EjR8qJEycaHFdtsSktrDabTf3/P336tKSnp8ujjz6q3ueqKdeDr/GdOHFCFi1a1CTrwdfYjh071mTrwZ/PVaRp1oM/sTXFenjyySclOztbvd+1orhixQoZPny4iNSc1NtY64HcMcnzUl5entx1112Smpoqc+bMkRtuuEHS0tLU/TAi9o3Czz33nIwaNcqtB3nmzJlyxx13SGFhoeTl5amP+fe//62Z2PLy8tTbLl68KD/88ENAYgtUfMpBo999951MnTq1Ud+7du3aqYMuTpw4IV27dpWuXbtKWlqaREZGqqOSjUajfP755+prHTp0SCZNmhSwUcqBiu3KlSuyatUqufnmm+Wzzz7TVGxZWVny/PPPN/p68Cc2ZW9ZU6wHf//NBXo97N27V3r27CkrV66UX375RVavXi1JSUkyd+5cKSwslHPnzkm3bt1k9uzZIiJuez8TExPljTfeUL/OysqS7777LiBxBSo+pbWprKxMduzYUSN50UJspaWlsmXLFvnmm280E5vyuSprIpAtaYH+NxfI9vi6YlPORVPeE5vNJqtXrxaj0SinT58WEfsPtkr79KVLl5p0PXgTX2VlpVRVVYnNZpNt27Y12XrwJTaLxSKbNm1qsvXg7efqul+wqdaDt7EpP0Ndvny5ydeD1WpVj0S44447ZP78+R5f6/LlywFfD1QTkzwvffTRR3L99de7HYp8++23S5cuXdQ9RmazWaZMmSJ//etfRcT5m4tFixZJt27d1F7lQO+ZCURsnjY4aym+0tLSJo2tc+fO6v6nCxcuyKZNm2Tt2rXqDxg5OTnStWvXRh1e0tDYPvzwQ/V5gf58AxlbU60HLXymWo1P+Q3wK6+8Ih06dHDb/L5q1Sq5/vrrZfny5SIi8o9//EMMBoPs2LFDfcypU6ekW7dujXZWVKDia4xzolpDbI3xuTbn2IYMGSJPP/10jefl5+fLsGHD5Pbbb5f9+/fL+PHj5Z133gn4Pq1AxTdu3Dh55513AjoRsjXEpnyuWo4tkP/mfI3NarWKzWaTbt26yX/+8x8RsXdPTJkyJWBdROQdJnleuuOOO9TNvsoPpW+99ZbodDq56aab1CEI48aNk0mTJqnPy87OlokTJ8qf/vSnVhmb1uOrLzal/a36N8wPPvhAevbsWefEPsbG2JpbfIsXL5Ybb7zR7ZcCpaWlMn/+fBkyZIgcP35cbDabegzH0qVL5aeffpLZs2dLnz59AtZq2xzjY2ytK7Zhw4bJoUOHRMR9PPybb74pOp1O9Hq9TJw4sVEnLgYivsb6BW9Lj62xPteWEJuIfQhdnz595PLly/Lwww9LWFiYjBs3Tp2uTU2Dg1c8+Oabb7Bp0yZ18AJg3/B6+PBhAFAHGxw7dgw33ngjKisr8cknnwAAnnjiCXz++ecYPnw45s2bh4EDB6K4uBizZs1q8bFpPb6GxKbX65Gbm4tjx45h1apVeOSRRzB58mS0bds2IJu/GVvLi03L8W3ZsgULFizAiy++iB9++EG9ffjw4di9ezeys7MB2AdtREVF4fbbb4der8fnn38OnU6Hd999F3fffTc2btyIu+++G3v37sV7772HtLS0BsXVHOJjbIzt9ttvh06nw+bNmwHYD8k2mUxYvXo17r//fowcORIHDhzAZ5995jaIQovxRUZGMrYgfK4tOTbAflj7oUOH0KNHD2zZsgW7du3C5s2bERYW1qDYyEdBTTE1Jjc3V6ZPny46nU769u3rNsr11KlTkpSUJKNGjZJnnnlGhg4dKl26dJGvv/5a+vbtK3/+85/Vx27cuFEef/xxmTp1qltbWkuNTevxNSS2J598Un3s/v37ZdKkSdKlSxd55513GBtja3bxXb58WSZOnCjJyckybdo06dOnj8TFxakjrisqKqRnz54ya9YsEXGvJo4YMULmzp2rfm21WqWsrEyOHTvW4LiaQ3yMjbFVj23evHnq19nZ2fLwww/L2rVrAxKb1uNjbIytrtj++te/SlJSUqO18JN3mOQ5mM1mWb16tdx8882yfv16iYyMlOXLl7uVlnfu3CkzZ86UAQMGyIMPPqgOA/nDH/4gd955Z6uMTevxBTo2ZSokY2NszS2+srIyuffee+Wee+5RN+mLiAwaNEhmzJghIvYWoLffflv0en2NIQzTpk2TMWPGqF8Hcj+K1uNjbIytvtgCTcvxMTbG5im20aNHq18HavI5NQyTPBd79uxRpw8uXbpUkpKSaoxTF3EfBXvlyhXJzMxUB4Y01sGwWo5N6/EFIjZlWhRjY2zNOb5Zs2bJl19+6fb6S5culcGDB6uPqayslDvuuEN69eol27dvF5vNJllZWXL99derEyAbi5bjY2yMjeuBsTG24K0H8h2TPBfVf0uYlpYms2bNUsfRut5fUVEhJpNJVq9eLf3793c756q1xab1+BgbY+N6sHMdP6/E8N///d8yc+ZMt9sqKipk9OjRkpycLOPHj5e0tDQZMmRIo09G03J8jI2xcT0wNsYWvPVAvmOS54Hy2/UPP/xQjEajbN682e3+ixcvyurVq2XgwIGSkJAg77//PmNrBvExNsbG9VDTiBEj1DMrbTabOrUtOztbNm/eLH/729/kvffea/K4mkN8jI2xMT7GxtiCtx6obkzy6jF06FAZO3asOuZf6TN+//335fnnnw9maJqOTUTb8TE2/zA2/2kxvlOnTklKSors27dPvc21hTTYtBwfY/MPY/OfluNjbP5hbNSYmOTVQulHPnTokBgMBnnxxRdlwYIFMmDAADl48CBjq4OW42NsjK2paTE+pe1m7dq10q1bN/X2JUuWyJw5c9RENFi0HB9j8w9j85+W42Ns/mFs1BSY5Hlh0KBBotPppFOnTvLVV18FOxw3Wo5NRNvxMTb/MDb/aS2++fPny+LFi2Xz5s3SuXNnSU5Olk2bNgU7LJWW42Ns/mFs/tNyfIzNP4yNGhOTvDqcPHlSMjMzJTIyUnNTg7Qcm4i242Ns/mFs/tNifBUVFXLNNdeITqeTsLAw+fvf/x7skNxoOT7G5h/G5j8tx8fY/MPYqLEZg30Yu5YZDAbceeedePzxxxERERHscNxoOTZA2/ExNv8wNv9pMb7w8HB07twZ48aNw4oVKxAeHh7skNxoOT7G5h/G5j8tx8fY/MPYqLHpRESCHQQRETU9q9UKg8EQ7DBqpeX4GJt/GJv/tBwfY/MPY6PGxCSPiIiIiIioBdEHOwAiIiIiIiIKHCZ5RERERERELQiTPCIiIiIiohaESR4REREREVELwiSPiIiIiIioBWGSR0RERERE1IIwySMiIiIiImpBmOQRERHVYcaMGdDpdNDpdAgJCUFKSgrGjRuHf/7zn7DZbF6/zltvvYX4+PjGC5SIiMiBSR4REVE9JkyYgKysLJw9exZffvklxowZg4cffhgTJ06ExWIJdnhERERumOQRERHVIywsDKmpqWjfvj0GDBiAP/7xj/j000/x5Zdf4q233gIArFixAn369EFUVBTS09Mxb948lJaWAgC2b9+O++67D0VFRWpVcMmSJQAAk8mExYsXo3379oiKisLgwYOxffv24PyPEhFRi8Akj4iIyA833ngj+vbtiw0bNgAA9Ho9XnrpJRw6dAhr167F1q1bsXjxYgDAsGHDsHLlSsTGxiIrKwtZWVl47LHHAAD33Xcfdu3ahfXr1+PAgQO4++67MWHCBPz6669B+38jIqLmTSciEuwgiIiItGrGjBkoLCzEJ598UuO+KVOm4MCBAzhy5EiN+z766CPMnTsXeXl5AOx78hYuXIjCwkL1MadOnUJGRgYuXryItLQ09faxY8fi+uuvx7JlywL+/0NERC2fMdgBEBERNVciAp1OBwDYtm0bli1bhiNHjqC4uBgWiwWVlZUoKytDVFSUx+f/+OOPEBF0797d7faqqiokJiY2evxERNQyMckjIiLy09GjR9GlSxecO3cOv/3tbzFnzhw8/fTTSEhIwM6dO3H//ffDbDbX+nybzQaDwYD9+/fDYDC43RcdHd3Y4RMRUQvFJI+IiMgPW7duxcGDB/HII49g3759sFgseOGFF6DX27e7f/jhh26PDw0NhdVqdbutf//+sFqtyMnJwYgRI5osdiIiatmY5BEREdWjqqoK2dnZsFqtuHLlCr766issX74cEydOxPTp03Hw4EFYLBa8/PLLuPXWW7Fr1y68+uqrbq/RuXNnlJaW4uuvv0bfvn0RGRmJ7t27Y9q0aZg+fTpeeOEF9O/fH3l5edi6dSv69OmD3/72t0H6PyYiouaM0zWJiIjq8dVXX6Fdu3bo3LkzJkyYgG3btuGll17Cp59+CoPBgH79+mHFihV45plnkJmZiffeew/Lly93e41hw4Zhzpw5uOeee5CUlIRnn30WAPDmm29i+vTpePTRR9GjRw/cdttt+P7775Genh6M/1UiImoBOF2TiIiIiIioBWElj4iIiIiIqAVhkkdERERERNSCMMkjIiIiIiJqQZjkERERERERtSBM8oiIiIiIiFoQJnlEREREREQtCJM8IiIiIiKiFoRJHhERERERUQvCJI+IiIiIiKgFYZJHRERERETUgjDJIyIiIiIiakGY5BEREREREbUg/z/nSW83oh42AAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.plot(df['Cattle'])\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('$ / hundredweight')\n",
    "ax.axvspan(406, 453, color='#808080', alpha=0.2)\n",
    "\n",
    "plt.xticks(np.arange(0, 453, 24), np.arange(1985, 2023, 2))\n",
    "\n",
    "fig.autofmt_xdate()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5c372f23",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_train = target[:-48]\n",
    "target_test = target[-48:]\n",
    "\n",
    "exog_train = exog[:-48]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fef0a54a",
   "metadata": {},
   "source": [
    "### Model selection with AIC "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3c5af25a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def SARIMAX_gridsearch(endog, exog, min_p, max_p, min_q, max_q, min_P, max_P, min_Q, max_Q, d, D, s):\n",
    "    \n",
    "    all_p = range(min_p, max_p+1, 1)\n",
    "    all_q = range(min_q, max_q+1, 1)\n",
    "    all_P = range(min_P, max_P+1, 1)\n",
    "    all_Q = range(min_Q, max_Q+1, 1)\n",
    "    \n",
    "    all_orders = list(product(all_p, all_q, all_P, all_Q))\n",
    "    \n",
    "    print(f'Fitting {len(all_orders)} unique models')\n",
    "    \n",
    "    results = []\n",
    "    \n",
    "    for order in tqdm_notebook(all_orders):\n",
    "        try: \n",
    "            model = SARIMAX(\n",
    "                endog,\n",
    "                exog,\n",
    "                order=(order[0], d, order[1]),\n",
    "                seasonal_order=(order[2], D, order[3], s),\n",
    "                simple_differencing=False).fit(disp=False)\n",
    "        except:\n",
    "            continue\n",
    "            \n",
    "        results.append([order, model.aic])\n",
    "        \n",
    "    result_df = pd.DataFrame(results)\n",
    "    result_df.columns = ['(p,q,P,Q)', 'AIC']\n",
    "    \n",
    "    #Sort in ascending order, lower AIC is better\n",
    "    result_df = result_df.sort_values(by='AIC', ascending=True).reset_index(drop=True)\n",
    "    \n",
    "    return result_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "b8af5e0f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 225 unique models\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0c570bd9e186422f92496e0ab4e62e63",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/225 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>(p,q,P,Q)</th>\n",
       "      <th>AIC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(4, 4, 2, 0)</td>\n",
       "      <td>2400.712717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(4, 4, 0, 2)</td>\n",
       "      <td>2400.821577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(4, 4, 1, 2)</td>\n",
       "      <td>2402.768109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(4, 4, 2, 1)</td>\n",
       "      <td>2402.855374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(4, 4, 2, 2)</td>\n",
       "      <td>2404.870262</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      (p,q,P,Q)          AIC\n",
       "0  (4, 4, 2, 0)  2400.712717\n",
       "1  (4, 4, 0, 2)  2400.821577\n",
       "2  (4, 4, 1, 2)  2402.768109\n",
       "3  (4, 4, 2, 1)  2402.855374\n",
       "4  (4, 4, 2, 2)  2404.870262"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_df = SARIMAX_gridsearch(target_train, exog_train, 0, 4, 0, 4, 0, 2, 0, 2, 1, 0, 12)\n",
    "result_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "955fa647",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                      SARIMAX Results                                      \n",
      "===========================================================================================\n",
      "Dep. Variable:                              Cattle   No. Observations:                  406\n",
      "Model:             SARIMAX(4, 1, 4)x(2, 0, [], 12)   Log Likelihood               -1188.356\n",
      "Date:                             Sun, 18 Dec 2022   AIC                           2400.713\n",
      "Time:                                     15:07:45   BIC                           2448.759\n",
      "Sample:                                          0   HQIC                          2419.730\n",
      "                                             - 406                                         \n",
      "Covariance Type:                               opg                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Barley        -0.0428      0.024     -1.822      0.068      -0.089       0.003\n",
      "ar.L1          0.9451      0.046     20.471      0.000       0.855       1.036\n",
      "ar.L2         -0.5529      0.041    -13.500      0.000      -0.633      -0.473\n",
      "ar.L3          0.8386      0.054     15.449      0.000       0.732       0.945\n",
      "ar.L4         -0.8383      0.050    -16.696      0.000      -0.937      -0.740\n",
      "ma.L1         -0.9587      0.042    -22.935      0.000      -1.041      -0.877\n",
      "ma.L2          0.5777      0.026     22.480      0.000       0.527       0.628\n",
      "ma.L3         -1.0071      0.038    -26.530      0.000      -1.081      -0.933\n",
      "ma.L4          0.9090      0.050     18.334      0.000       0.812       1.006\n",
      "ar.S.L12       0.0968      0.057      1.705      0.088      -0.014       0.208\n",
      "ar.S.L24       0.0101      0.050      0.200      0.841      -0.089       0.109\n",
      "sigma2        20.2231      0.859     23.553      0.000      18.540      21.906\n",
      "===================================================================================\n",
      "Ljung-Box (L1) (Q):                   0.00   Jarque-Bera (JB):               782.27\n",
      "Prob(Q):                              0.96   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               3.42   Skew:                            -0.58\n",
      "Prob(H) (two-sided):                  0.00   Kurtosis:                         9.71\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
     ]
    }
   ],
   "source": [
    "SARIMAX_model = SARIMAX(target_train, exog_train, order=(4,2,4), seasonal_order=(2,0,0,12), simple_differencing=False)\n",
    "SARIMAX_model_fit = SARIMAX_model.fit(disp=False)\n",
    "\n",
    "print(SARIMAX_model_fit.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6de60211",
   "metadata": {},
   "source": [
    "### Residuals analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "522481bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SARIMAX_model_fit.plot_diagnostics();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c26d417b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ljung_box_test(residuals, is_seasonal, period):\n",
    "    \n",
    "    if is_seasonal:\n",
    "        lb_df = acorr_ljungbox(residuals, period=period)\n",
    "    else:\n",
    "        max_lag = min([10, len(residuals)/5])\n",
    "        \n",
    "        lb_df = acorr_ljungbox(residuals, np.arange(1, max_lag+1, 1))\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.plot(lb_df['lb_pvalue'], 'b-', label='p-values')\n",
    "    ax.hlines(y=0.05, xmin=1, xmax=len(lb_df), color='black')\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    if all(pvalue > 0.05 for pvalue in lb_df['lb_pvalue']):\n",
    "        print('All values are above 0.05. We fail to reject the null hypothesis. The residuals are uncorrelated')\n",
    "    else:\n",
    "        print('At least one p-value is smaller than 0.05')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9d12ce06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All values are above 0.05. We fail to reject the null hypothesis. The residuals are uncorrelated\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "residuals = SARIMAX_model_fit.resid\n",
    "\n",
    "ljung_box_test(residuals, False, None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e392af8a",
   "metadata": {},
   "source": [
    "### Forecasting "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "707b7e21",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rolling_predictions(endog, exog, train_len, horizon, window, method):\n",
    "    \n",
    "    TOTAL_LEN = train_len + horizon\n",
    "    \n",
    "    if method == 'mean':\n",
    "        pred_mean = []\n",
    "        \n",
    "        for i in range(train_len, TOTAL_LEN, window):\n",
    "            mean = np.mean(endog[:i].values)\n",
    "            pred_mean.extend(mean for _ in range(window))\n",
    "        \n",
    "        return pred_mean[:horizon]\n",
    "\n",
    "    elif method == 'last':\n",
    "        pred_last_value = []\n",
    "        \n",
    "        for i in range(train_len, TOTAL_LEN, window):\n",
    "            last_value = endog[:i].iloc[-1]\n",
    "            pred_last_value.extend(last_value for _ in range(window))\n",
    "\n",
    "        return pred_last_value[:horizon]\n",
    "    \n",
    "    if method == 'SARIMAX':\n",
    "        pred_SARIMAX = []\n",
    "        \n",
    "        for i in range(train_len, TOTAL_LEN, window):\n",
    "            model = SARIMAX(endog[:i], exog[:i], order=(4,1,4), seasonal_order=(2,0,0,12))\n",
    "            res = model.fit(disp=False)\n",
    "            predictions = res.get_prediction(exog=exog[:i])\n",
    "            oos_pred = predictions.predicted_mean[-window:]\n",
    "            pred_SARIMAX.extend(oos_pred)\n",
    "            \n",
    "        return pred_SARIMAX[:horizon]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "c166d3f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Cattle</th>\n",
       "      <th>pred_mean</th>\n",
       "      <th>pred_last</th>\n",
       "      <th>pred_SARIMAX</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>18-Nov</td>\n",
       "      <td>111.90</td>\n",
       "      <td>78.630468</td>\n",
       "      <td>111.36</td>\n",
       "      <td>112.260987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>18-Dec</td>\n",
       "      <td>113.64</td>\n",
       "      <td>78.712211</td>\n",
       "      <td>111.90</td>\n",
       "      <td>114.349105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>19-Jan</td>\n",
       "      <td>115.05</td>\n",
       "      <td>78.797819</td>\n",
       "      <td>113.64</td>\n",
       "      <td>111.882347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>19-Feb</td>\n",
       "      <td>111.26</td>\n",
       "      <td>78.886455</td>\n",
       "      <td>115.05</td>\n",
       "      <td>113.746622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>19-Mar</td>\n",
       "      <td>114.14</td>\n",
       "      <td>78.965415</td>\n",
       "      <td>111.26</td>\n",
       "      <td>117.268140</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Date  Cattle  pred_mean  pred_last  pred_SARIMAX\n",
       "406  18-Nov  111.90  78.630468     111.36    112.260987\n",
       "407  18-Dec  113.64  78.712211     111.90    114.349105\n",
       "408  19-Jan  115.05  78.797819     113.64    111.882347\n",
       "409  19-Feb  111.26  78.886455     115.05    113.746622\n",
       "410  19-Mar  114.14  78.965415     111.26    117.268140"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_df = df[-48:]\n",
    "pred_df = pred_df.drop(['Barley'], axis=1)\n",
    "\n",
    "TRAIN_LEN = len(target_train)\n",
    "HORIZON = len(target_test)\n",
    "WINDOW = 1\n",
    "\n",
    "pred_mean = rolling_predictions(target, exog, TRAIN_LEN, HORIZON, WINDOW, 'mean')\n",
    "pred_last = rolling_predictions(target, exog, TRAIN_LEN, HORIZON, WINDOW, 'last')\n",
    "pred_SARIMAX = rolling_predictions(target, exog, TRAIN_LEN, HORIZON, WINDOW, 'SARIMAX')\n",
    "\n",
    "pred_df['pred_mean'] = pred_mean\n",
    "pred_df['pred_last'] = pred_last\n",
    "pred_df['pred_SARIMAX'] = pred_SARIMAX\n",
    "\n",
    "pred_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "a8fc8aae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.plot(df['Cattle'])\n",
    "ax.plot(pred_df['Cattle'], 'b-', label='Actual')\n",
    "ax.plot(pred_df['pred_mean'], 'r-.', label='Mean')\n",
    "ax.plot(pred_df['pred_last'], 'g:', label='Last')\n",
    "ax.plot(pred_df['pred_SARIMAX'], 'k--', label='SARIMAX')\n",
    "ax.legend(loc=2)\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('$ /hundredweight')\n",
    "ax.axvspan(406, 453, color='#808080', alpha=0.2)\n",
    "ax.set_xlim(300, 453)\n",
    "\n",
    "plt.xticks(np.arange(300, 453, 24), np.arange(2010, 2023, 2))\n",
    "\n",
    "fig.autofmt_xdate()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04096329",
   "metadata": {},
   "source": [
    "### Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "6614b372",
   "metadata": {},
   "outputs": [],
   "source": [
    "def mape(y_true, y_pred):\n",
    "    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "10e38a7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "mape_mean = mape(pred_df['Cattle'], pred_df['pred_mean'])\n",
    "mape_last = mape(pred_df['Cattle'], pred_df['pred_last'])\n",
    "mape_SARIMAX = mape(pred_df['Cattle'], pred_df['pred_SARIMAX'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "4361e2e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3kAAAJNCAYAAACMbLzaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA8lUlEQVR4nO3de7iUdb3//9cosURgLQXkpAgYnpCNJ0yxtoCKiuYhMTVFQa1tnrbkNhPdJu1SyKyoKMpSxEyhg5rVFmV/DdTtCU2SL5hpQqCg5IEFIi4E5vdHP9fXFagLYzGL28fjuua6vO/7MzPvWXtfc/XknrmnVC6XywEAAKAQtqj0AAAAAGw8Ig8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQCoaeRMmTEjfvn1TXV2d6urq9O/fP3fddVf98REjRqRUKjW4HXDAARWcGAAAoHlrUckn32GHHTJ27Nj06tUrSTJp0qQce+yxeeKJJ7LHHnskSY444ohMnDix/j4tW7asyKwAAACbg1K5XC5Xeoh3ateuXb7xjW/krLPOyogRI7J06dLccccdlR4LAABgs1DRM3nvtGbNmvziF7/IihUr0r9///r906dPT8eOHbPNNttkwIABueqqq9KxY8d3fZy6urrU1dXVb69duzavvvpq2rdvn1Kp1KSvAQAAoKmUy+UsX748Xbt2zRZbvPs37yp+Jm/27Nnp379/3nzzzbRp0ya33HJLjjzyyCTJlClT0qZNm3Tv3j3z5s3LFVdckdWrV+fxxx9PVVXVeh9v9OjR+cpXvrIpXwIAAMAms3Dhwuywww7verzikbdq1aosWLAgS5cuza9+9av85Cc/yYwZM9K7d+911i5evDjdu3fP5MmTc/zxx6/38f7xTF5tbW123HHHLFy4MNXV1U32OgAAAJrSsmXL0q1btyxdujQ1NTXvuq7iH9ds2bJl/YVX+vXrl5kzZ+Y73/lOfvSjH62ztkuXLunevXueeeaZd328qqqq9Z7le/sKngAAAJuz9/saWrP7nbxyudzgTNw7vfLKK1m4cGG6dOmyiacCAADYPFT0TN5ll12WIUOGpFu3blm+fHkmT56c6dOnZ+rUqXn99dczevToDB06NF26dMn8+fNz2WWXpUOHDvnUpz5VybEBAACarYpG3ksvvZTTTjstixcvTk1NTfr27ZupU6dm8ODBWblyZWbPnp2bbropS5cuTZcuXTJo0KBMmTIlbdu2reTYAAAAzVbFL7zS1JYtW5aamprU1tb6Th4AALDZamzbNLvv5AEAAPDBiTwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8GmXChAnp27dvqqurU11dnf79++euu+6qP37bbbfl8MMPT4cOHVIqlTJr1qz3fcw5c+Zk6NCh6dGjR0qlUsaNG7fOmuXLl2fkyJHp3r17WrVqlQMPPDAzZ87ciK8MAACKReTRKDvssEPGjh2bxx57LI899lgOPvjgHHvssZkzZ06SZMWKFfn4xz+esWPHNvox33jjjey0004ZO3ZsOnfuvN41n/3sZzNt2rT89Kc/zezZs3PYYYfl0EMPzQsvvLBRXhcAABRNqVwulys9RFNatmxZampqUltbm+rq6kqPUyjt2rXLN77xjZx11ln1++bPn5+ePXvmiSeeyF577dXox+rRo0dGjhyZkSNH1u9buXJl2rZtm1//+tc56qij6vfvtdde+eQnP5mvfe1rG+NlAADAZqGxbdNiE85EQaxZsya/+MUvsmLFivTv37/Jnmf16tVZs2ZNttpqqwb7W7VqlQceeKDJnhcAADZnIo9Gmz17dvr3758333wzbdq0ye23357evXs32fO1bds2/fv3z1e/+tXsvvvu6dSpU2699dY88sgj2XnnnZvseQEAYHPmO3k02q677ppZs2bl4YcfzjnnnJPhw4dn7ty5TfqcP/3pT1Mul7P99tunqqoq3/3ud3PKKadkyy23bNLnBQCAzZXIo9FatmyZXr16pV+/fhkzZkz23HPPfOc732nS5/zoRz+aGTNm5PXXX8/ChQvz6KOP5q233krPnj2b9HkBAGBzJfL4wMrlcurq6jbJc7Vu3TpdunTJa6+9lrvvvjvHHnvsJnleAADY3PhOHo1y2WWXZciQIenWrVuWL1+eyZMnZ/r06Zk6dWqS5NVXX82CBQuyaNGiJMnTTz+dJOncuXP9zyOcfvrp2X777TNmzJgkyapVq+o/7rlq1aq88MILmTVrVtq0aZNevXolSe6+++6Uy+XsuuuuefbZZ/PFL34xu+66a84444xN+voBAGBzIfJolJdeeimnnXZaFi9enJqamvTt2zdTp07N4MGDkyR33nlng/A6+eSTkyRXXnllRo8enSRZsGBBttji/508XrRoUfbee+/67WuvvTbXXnttBgwYkOnTpydJamtrM2rUqDz//PNp165dhg4dmquuuiof+chHmvgVAwDA5snv5AEAAGwGGts2vpMHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABeInFCqkx6W/q/QIbGLzxx5V6REAAPgQcCYPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAAqkopE3YcKE9O3bN9XV1amurk7//v1z11131R8vl8sZPXp0unbtmlatWmXgwIGZM2dOBScGAABo3ioaeTvssEPGjh2bxx57LI899lgOPvjgHHvssfUhd8011+Rb3/pWxo8fn5kzZ6Zz584ZPHhwli9fXsmxAQAAmq2KRt7RRx+dI488Mrvsskt22WWXXHXVVWnTpk0efvjhlMvljBs3LpdffnmOP/749OnTJ5MmTcobb7yRW265pZJjAwAANFvN5jt5a9asyeTJk7NixYr0798/8+bNy4svvpjDDjusfk1VVVUGDBiQBx988F0fp66uLsuWLWtwAwAA+LCoeOTNnj07bdq0SVVVVT7/+c/n9ttvT+/evfPiiy8mSTp16tRgfadOneqPrc+YMWNSU1NTf+vWrVuTzg8AANCcVDzydt1118yaNSsPP/xwzjnnnAwfPjxz586tP14qlRqsL5fL6+x7p1GjRqW2trb+tnDhwiabHQAAoLlpUekBWrZsmV69eiVJ+vXrl5kzZ+Y73/lOvvSlLyVJXnzxxXTp0qV+/ZIlS9Y5u/dOVVVVqaqqatqhAQAAmqmKn8n7R+VyOXV1denZs2c6d+6cadOm1R9btWpVZsyYkQMPPLCCEwIAADRfFT2Td9lll2XIkCHp1q1bli9fnsmTJ2f69OmZOnVqSqVSRo4cmauvvjo777xzdt5551x99dXZeuutc8opp1RybAAAgGaropH30ksv5bTTTsvixYtTU1OTvn37ZurUqRk8eHCS5JJLLsnKlStz7rnn5rXXXsv++++fe+65J23btq3k2AAAAM1WqVwulys9RFNatmxZampqUltbm+rq6kqPU6/Hpb+r9AhsYvPHHlXpEQAA2Iw1tm2a3XfyAAAA+OBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQIBWNvDFjxmS//fZL27Zt07Fjxxx33HF5+umnG6wZMWJESqVSg9sBBxxQoYkBAACat4pG3owZM3Leeefl4YcfzrRp07J69eocdthhWbFiRYN1RxxxRBYvXlx/++///u8KTQwAANC8tajkk0+dOrXB9sSJE9OxY8c8/vjjOeigg+r3V1VVpXPnzo16zLq6utTV1dVvL1u2bOMMCwAAsBloVt/Jq62tTZK0a9euwf7p06enY8eO2WWXXfK5z30uS5YsedfHGDNmTGpqaupv3bp1a9KZAQAAmpNSuVwuV3qIJCmXyzn22GPz2muv5f7776/fP2XKlLRp0ybdu3fPvHnzcsUVV2T16tV5/PHHU1VVtc7jrO9MXrdu3VJbW5vq6upN8loao8elv6v0CGxi88ceVekRAADYjC1btiw1NTXv2zYV/bjmO51//vl58skn88ADDzTYf9JJJ9X/d58+fdKvX7907949v/vd73L88cev8zhVVVXrjT8AAIAPg2YReRdccEHuvPPO3Hfffdlhhx3ec22XLl3SvXv3PPPMM5toOgAAgM1HRSOvXC7nggsuyO23357p06enZ8+e73ufV155JQsXLkyXLl02wYQAAACbl4peeOW8887LzTffnFtuuSVt27bNiy++mBdffDErV65Mkrz++uu5+OKL89BDD2X+/PmZPn16jj766HTo0CGf+tSnKjk6AABAs1TRM3kTJkxIkgwcOLDB/okTJ2bEiBHZcsstM3v27Nx0001ZunRpunTpkkGDBmXKlClp27ZtBSYGAABo3ir+cc330qpVq9x9992baBoAAIDNX7P6nTwAAAD+OSIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABRIRSNvzJgx2W+//dK2bdt07Ngxxx13XJ5++ukGa8rlckaPHp2uXbumVatWGThwYObMmVOhiQEAAJq3ikbejBkzct555+Xhhx/OtGnTsnr16hx22GFZsWJF/Zprrrkm3/rWtzJ+/PjMnDkznTt3zuDBg7N8+fIKTg4AANA8tajkk0+dOrXB9sSJE9OxY8c8/vjjOeigg1IulzNu3LhcfvnlOf7445MkkyZNSqdOnXLLLbfk7LPPrsTYAAAAzVaz+k5ebW1tkqRdu3ZJknnz5uXFF1/MYYcdVr+mqqoqAwYMyIMPPrjex6irq8uyZcsa3AAAAD4smk3klcvlXHTRRfnEJz6RPn36JElefPHFJEmnTp0arO3UqVP9sX80ZsyY1NTU1N+6devWtIMDAAA0I80m8s4///w8+eSTufXWW9c5ViqVGmyXy+V19r1t1KhRqa2trb8tXLiwSeYFAABojir6nby3XXDBBbnzzjtz3333ZYcddqjf37lz5yR/P6PXpUuX+v1LlixZ5+ze26qqqlJVVdW0AwMAADRTFT2TVy6Xc/755+e2227Lvffem549ezY43rNnz3Tu3DnTpk2r37dq1arMmDEjBx544KYeFwAAoNmr6Jm88847L7fcckt+/etfp23btvXfs6upqUmrVq1SKpUycuTIXH311dl5552z88475+qrr87WW2+dU045pZKjAwAANEsVjbwJEyYkSQYOHNhg/8SJEzNixIgkySWXXJKVK1fm3HPPzWuvvZb9998/99xzT9q2bbuJpwUAAGj+Khp55XL5fdeUSqWMHj06o0ePbvqBAAAANnMbFHlPP/10br311tx///2ZP39+3njjjWy33XbZe++9c/jhh2fo0KEuegIAAFBBjbrwyhNPPJHBgwdnzz33zH333Zf99tsvI0eOzFe/+tUMGzYs5XI5l19+ebp27Zqvf/3rqaura+q5AQAAWI9Gnck77rjj8sUvfjFTpkxJu3bt3nXdQw89lG9/+9v55je/mcsuu2yjDQkAAEDjNCrynnnmmbRs2fJ91/Xv3z/9+/fPqlWr/unBAAAA2HCN+rhmYwLvn1kPAADAxvGBfwx98eLFOeGEE7LddtulXbt2Ofroo/Pcc89tzNkAAADYQB848s4888z06dMnM2bMyL333ptOnTr5gXIAAIAKa3TkXXjhhVmxYkX99rPPPpsvfelL6d27d/baa69ceOGFefrpp5tkSAAAABqn0b+Tt/3222fffffNNddck2OOOSYnnXRS9t9//xx55JF56623ctttt+XUU09tylkBAAB4H6VyuVxu7OJ58+bl3HPPTatWrfLd7343TzzxRKZPn541a9bk4x//eE444YSUSqWmnHeDLVu2LDU1NamtrU11dXWlx6nX49LfVXoENrH5Y4+q9AgAAGzGGts2jT6TlyQ9e/bMXXfdlZtvvjkDBw7MhRdemGuvvbbZhR0AAMCH1QZfeOWVV17JsGHDMnPmzPzhD39I//798+STTzbFbAAAAGygRkfe73//+3Tu3Dnbbbdddthhh/zpT3/KxIkTc/XVV+fkk0/OJZdckpUrVzblrAAAALyPRkfeueeemy9+8Yt54403Mn78+IwcOTJJcvDBB+eJJ55IixYtstdeezXRmAAAADRGoyNv0aJFOeqoo7LVVlvliCOOyN/+9rf6Y1VVVbn66qtz2223NcmQAAAANE6jL7xyzDHH5IQTTsgxxxyTBx54IEceeeQ6a/bYY4+NOhwAAAAbptFn8q6//vqcffbZqa2tzbBhwzJu3LgmHAsAAIAPotFn8lq2bJkLLrigKWcBAADgn9SoM3kPPfRQox9wxYoVmTNnzgceCAAAgA+uUZF3+umnZ/Dgwfn5z3+e119/fb1r5s6dm8suuyy9evXKH/7wh406JAAAAI3TqI9rzp07Nz/60Y/y5S9/Oaeeemp22WWXdO3aNVtttVVee+21/OlPf8qKFSty/PHHZ9q0aenTp09Tzw0AAMB6lMrlcnlD7vCHP/wh999/f+bPn5+VK1emQ4cO2XvvvTNo0KC0a9euqeb8wJYtW5aamprU1tamurq60uPU63Hp7yo9ApvY/LFHVXoEAAA2Y41tm0ZfeOVt++yzT/bZZ59/ajgAAACaRqN/QgEAAIDmT+QBAAAUiMgDAAAoEJEHAABQICIPAACgQBodeUceeWRqa2vrt6+66qosXbq0fvuVV15J7969N+pwAAAAbJhGR97dd9+durq6+u2vf/3refXVV+u3V69enaeffnrjTgcAAMAGaXTk/eNvpm/gb6gDAACwCfhOHgAAQIE0OvJKpVJKpdI6+wAAAGg+WjR2YblczogRI1JVVZUkefPNN/P5z38+rVu3TpIG39cDAACgMhodecOHD2+wPWzYsHXWnH766f/8RAAAAHxgjY68iRMnNuUcAAAAbASNjrwk+etf/5p77rknb731VgYOHOh38QAAAJqZRkfefffdlyOPPDJvvPHG3+/YokUmTZqUz3zmM002HAAAABum0VfXvOKKKzJo0KA8//zzeeWVV3LmmWfmkksuacrZAAAA2ECNjrzZs2dnzJgx6dq1a7bddtt885vfzKJFi/Laa6815XwAAABsgEZH3tKlS9OxY8f67datW2frrbfO0qVLm2IuAAAAPoANuvDK3Llz8+KLL9Zvl8vlPPXUU1m+fHn9vr59+2686QAAANggGxR5hxxySMrlcoN9n/zkJ1MqlVIul1MqlbJmzZqNOiAAAACN1+jImzdvXlPOAQAAwEbQ6Mjr3r37+66ZNWtWo9YBAADQNBp94ZV3U1tbmx/84AfZZ599su+++26MmQAAAPiAPnDk3XvvvRk2bFi6dOmS733veznyyCPz2GOPbczZAAAA2EAbdOGV559/PjfeeGNuuOGGrFixIieeeGLeeuut/OpXv0rv3r2bakYAAAAaqdFn8o488sj07t07c+fOzfe+970sWrQo3/ve95pyNgAAADZQo8/k3XPPPfn3f//3nHPOOdl5552bciYAAAA+oEafybv//vuzfPny9OvXL/vvv3/Gjx+fv/3tb005GwAAABuo0ZHXv3///PjHP87ixYtz9tlnZ/Lkydl+++2zdu3aTJs2LcuXL2/KOQEAAGiEDb665tZbb50zzzwzDzzwQGbPnp3/+I//yNixY9OxY8ccc8wxTTEjAAAAjfRP/U7errvummuuuSbPP/98br311o01EwAAAB/QP/1j6Emy5ZZb5rjjjsudd965MR4OAACAD6jRV9c888wz33dNqVTK9ddf/08NBAAAwAfX6Mi78cYb07179+y9994pl8tNORMAAAAfUKMj7/Of/3wmT56c5557LmeeeWaGDRuWdu3aNeVsAAAAbKBGfyfvBz/4QRYvXpwvfelL+c1vfpNu3brlxBNPzN133+3MHgAAQDOxQRdeqaqqymc+85lMmzYtc+fOzR577JFzzz033bt3z+uvv95UMwIAANBIH/jqmqVSKaVSKeVyOWvXrt2YMwEAAPABbVDk1dXV5dZbb83gwYOz6667Zvbs2Rk/fnwWLFiQNm3aNNWMAAAANFKjL7xy7rnnZvLkydlxxx1zxhlnZPLkyWnfvn1TzgYAAMAGanTk/fCHP8yOO+6Ynj17ZsaMGZkxY8Z61912220bbTgAAAA2TKM/rnn66adn0KBB2WabbVJTU/Outw1x33335eijj07Xrl1TKpVyxx13NDg+YsSI+u/+vX074IADNug5AAAAPkw26MfQN7YVK1Zkzz33zBlnnJGhQ4eud80RRxyRiRMn1m+3bNlyo88BAABQFI2OvKYwZMiQDBky5D3XVFVVpXPnzo1+zLq6utTV1dVvL1u27APPBwAAsLn5wD+hsKlMnz49HTt2zC677JLPfe5zWbJkyXuuHzNmTIOPj3br1m0TTQoAAFB5zTryhgwZkp/97Ge59957881vfjMzZ87MwQcf3OBM3T8aNWpUamtr628LFy7chBMDAABUVkU/rvl+TjrppPr/7tOnT/r165fu3bvnd7/7XY4//vj13qeqqipVVVWbakQAAIBmpVmfyftHXbp0Sffu3fPMM89UehQAAIBmabOKvFdeeSULFy5Mly5dKj0KAABAs1TRj2u+/vrrefbZZ+u3582bl1mzZqVdu3Zp165dRo8enaFDh6ZLly6ZP39+LrvssnTo0CGf+tSnKjg1AABA81XRyHvssccyaNCg+u2LLrooSTJ8+PBMmDAhs2fPzk033ZSlS5emS5cuGTRoUKZMmZK2bdtWamQAAIBmraKRN3DgwJTL5Xc9fvfdd2/CaQAAADZ/m9V38gAAAHhvIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFEhFI+++++7L0Ucfna5du6ZUKuWOO+5ocLxcLmf06NHp2rVrWrVqlYEDB2bOnDmVGRYAAGAzUNHIW7FiRfbcc8+MHz9+vcevueaafOtb38r48eMzc+bMdO7cOYMHD87y5cs38aQAAACbhxaVfPIhQ4ZkyJAh6z1WLpczbty4XH755Tn++OOTJJMmTUqnTp1yyy235Oyzz96UowIAAGwWmu138ubNm5cXX3wxhx12WP2+qqqqDBgwIA8++OC73q+uri7Lli1rcAMAAPiwaLaR9+KLLyZJOnXq1GB/p06d6o+tz5gxY1JTU1N/69atW5POCQAA0Jw028h7W6lUarBdLpfX2fdOo0aNSm1tbf1t4cKFTT0iAABAs1HR7+S9l86dOyf5+xm9Ll261O9fsmTJOmf33qmqqipVVVVNPh8AAEBz1GzP5PXs2TOdO3fOtGnT6vetWrUqM2bMyIEHHljByQAAAJqvip7Je/311/Pss8/Wb8+bNy+zZs1Ku3btsuOOO2bkyJG5+uqrs/POO2fnnXfO1Vdfna233jqnnHJKBacGAABovioaeY899lgGDRpUv33RRRclSYYPH54bb7wxl1xySVauXJlzzz03r732Wvbff//cc889adu2baVGBgAAaNZK5XK5XOkhmtKyZctSU1OT2traVFdXV3qcej0u/V2lR2ATmz/2qEqPAADAZqyxbdNsv5MHAADAhhN5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAgA+ZMWPGpFQqZeTIkY1a/7//+79p0aJF9tprrwb758yZk6FDh6ZHjx4plUoZN27cRp+VDSfyAADgQ2TmzJm57rrr0rdv30atr62tzemnn55DDjlknWNvvPFGdtppp4wdOzadO3fe2KPyAYk8AAD4kHj99ddz6qmn5sc//nG23XbbRt3n7LPPzimnnJL+/fuvc2y//fbLN77xjZx88smpqqra2OPyAYk8AAD4kDjvvPNy1FFH5dBDD23U+okTJ+Yvf/lLrrzyyiaejI2pWUfe6NGjUyqVGtycBgYAgA03efLkPP744xkzZkyj1j/zzDO59NJL87Of/SwtWrRo4unYmJr9/7X22GOP/M///E/99pZbblnBaQAAYPOzcOHCXHjhhbnnnnuy1VZbve/6NWvW5JRTTslXvvKV7LLLLptgQjamZh95LVq02KCzd3V1damrq6vfXrZsWVOMBQAAm43HH388S5Ysyb777lu/b82aNbnvvvsyfvz41NXVNTiZsnz58jz22GN54okncv755ydJ1q5dm3K5nBYtWuSee+7JwQcfvMlfB43T7CPvmWeeSdeuXVNVVZX9998/V199dXbaaad3XT9mzJh85Stf2YQTAgBA83bIIYdk9uzZDfadccYZ2W233fKlL31pnU/LVVdXr7P+Bz/4Qe6999788pe/TM+ePZt8Zj64Zh15+++/f2666abssssueemll/K1r30tBx54YObMmZP27duv9z6jRo3KRRddVL+9bNmydOvWbVONDAAAzU7btm3Tp0+fBvtat26d9u3b1+8fNWpUXnjhhdx0003ZYost1lnfsWPHbLXVVg32r1q1KnPnzq3/7xdeeCGzZs1KmzZt0qtXryZ+VbybZh15Q4YMqf/vf/mXf0n//v3z0Y9+NJMmTWoQcu9UVVXl8q0AALCBFi9enAULFmzQfRYtWpS99967fvvaa6/NtddemwEDBmT69OkbeUIaq1Qul8uVHmJDDB48OL169cqECRMatX7ZsmWpqalJbW1tqqurm3i6xutx6e8qPQKb2PyxR1V6BAAANmONbZtm/RMK/6iuri5PPfVUunTpUulRAAAAmqVmHXkXX3xxZsyYkXnz5uWRRx7JCSeckGXLlmX48OGVHg2AgpowYUL69u2b6urqVFdXp3///rnrrrve8z51dXW5/PLL071791RVVeWjH/1obrjhhvrjc+bMydChQ9OjR4+USqWMGzeuiV8FAB9mzfo7ec8//3w+85nP5OWXX852222XAw44IA8//HC6d+9e6dEAKKgddtghY8eOrb9gwKRJk3LsscfmiSeeyB577LHe+5x44ol56aWXcv3116dXr15ZsmRJVq9eXX/8jTfeyE477ZRPf/rT+cIXvrBJXgcAH17NOvImT55c6REA+JA5+uijG2xfddVVmTBhQh5++OH1Rt7UqVMzY8aMPPfcc2nXrl2SpEePHg3W7Lffftlvv/2SJJdeemnTDA4A/79m/XFNAKikNWvWZPLkyVmxYkX69++/3jV33nln+vXrl2uuuSbbb799dtlll1x88cVZuXLlJp4WAP6uWZ/JA4BKmD17dvr3758333wzbdq0ye23357evXuvd+1zzz2XBx54IFtttVVuv/32vPzyyzn33HPz6quvNvheHrD5c3X0D5/N9eroIg8A/sGuu+6aWbNmZenSpfnVr36V4cOHZ8aMGesNvbVr16ZUKuVnP/tZampqkiTf+ta3csIJJ+T73/9+WrVqtanHB+BDzsc1AeAftGzZMr169Uq/fv0yZsyY7LnnnvnOd76z3rVdunTJ9ttvXx94SbL77runXC7n+eef31QjA0A9kQcA76NcLqeurm69xz7+8Y9n0aJFef311+v3/fnPf84WW2yRHXbYYVONCAD1RB4AvMNll12W+++/P/Pnz8/s2bNz+eWXZ/r06Tn11FOTJKNGjcrpp59ev/6UU05J+/btc8YZZ2Tu3Lm577778sUvfjFnnnlm/Uc1V61alVmzZmXWrFlZtWpVXnjhhcyaNSvPPvtsRV4jAMXmO3kA8A4vvfRSTjvttCxevDg1NTXp27dvpk6dmsGDBydJFi9enAULFtSvb9OmTaZNm5YLLrgg/fr1S/v27XPiiSfma1/7Wv2aRYsWZe+9967fvvbaa3PttddmwIABmT59+iZ7bQB8OIg8AHiH66+//j2P33jjjevs22233TJt2rR3vU+PHj1SLpf/2dEAoFF8XBMAAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKxNU1Adioelz6u0qPwCY2f+xRlR4BgHdwJg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIACEXkAAAAFIvIAAAAKROQBAAAUiMgDAAAoEJEHAABQICIPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBANovI+8EPfpCePXtmq622yr777pv777+/0iMBAAA0S80+8qZMmZKRI0fm8ssvzxNPPJF//dd/zZAhQ7JgwYJKjwYAANDsNPvI+9a3vpWzzjorn/3sZ7P77rtn3Lhx6datWyZMmFDp0QAAAJqdFpUe4L2sWrUqjz/+eC699NIG+w877LA8+OCD671PXV1d6urq6rdra2uTJMuWLWu6QT+AtXVvVHoENrHm9v+D0FS8v334eH/jw8L724dPc3t/e3uecrn8nuuadeS9/PLLWbNmTTp16tRgf6dOnfLiiy+u9z5jxozJV77ylXX2d+vWrUlmhMaqGVfpCQCahvc3oKia6/vb8uXLU1NT867Hm3Xkva1UKjXYLpfL6+x726hRo3LRRRfVb69duzavvvpq2rdv/673YdNZtmxZunXrloULF6a6urrS4wBsNN7fgCLy3ta8lMvlLF++PF27dn3Pdc068jp06JAtt9xynbN2S5YsWefs3tuqqqpSVVXVYN8222zTVCPyAVVXV3ujAArJ+xtQRN7bmo/3OoP3tmZ94ZWWLVtm3333zbRp0xrsnzZtWg488MAKTQUAANB8NeszeUly0UUX5bTTTku/fv3Sv3//XHfddVmwYEE+//nPV3o0AACAZqfZR95JJ52UV155Jf/1X/+VxYsXp0+fPvnv//7vdO/evdKj8QFUVVXlyiuvXOcjtQCbO+9vQBF5b9s8lcrvd/1NAAAANhvN+jt5AAAAbBiRBwAAUCAiDwAAoEBEHgC8i4EDB2bkyJGVHgMANojIA4AmNn/+/JRKpcyaNavSowCbsSVLluTss8/OjjvumKqqqnTu3DmHH354HnrooQbrHnzwwWy55ZY54ogj1nmMt9+P3r7V1NTkgAMOyG9+85sG62688cZss802DbZLpVJ23333dR7z5z//eUqlUnr06LHOsZUrV2bbbbdNu3btsnLlygbHFi1alHbt2uW73/1ug/2PPPJIPvKRj6zzW9k0nsgDAIDNwNChQ/PHP/4xkyZNyp///OfceeedGThwYF599dUG62644YZccMEFeeCBB7JgwYL1Ptb//M//ZPHixXnkkUfysY99LEOHDs3//b//9z2fv3Xr1lmyZMk6UXnDDTdkxx13XO99fvWrX6VPnz7p3bt3brvttgbHunbtmu9+97sZNWpUnnnmmSR/j8Lhw4fns5/9bAYPHvye8/DuRB6NMnDgwFxwwQUZOXJktt1223Tq1CnXXXddVqxYkTPOOCNt27bNRz/60dx1113195k7d26OPPLItGnTJp06dcppp52Wl19+uf741KlT84lPfCLbbLNN2rdvn09+8pP5y1/+Un/87X9puu222zJo0KBsvfXW2XPPPdd5YwHYFG6++eb069cvbdu2TefOnXPKKadkyZIl9cdfe+21nHrqqdluu+3SqlWr7Lzzzpk4cWKSpGfPnkmSvffeO6VSKQMHDqzESwA2Y0uXLs0DDzyQr3/96xk0aFC6d++ej33sYxk1alSOOuqo+nUrVqzIz3/+85xzzjn55Cc/mRtvvHG9j9e+fft07tw5u+22W6666qq89dZb+f3vf/+eM7Ro0SKnnHJKbrjhhvp9zz//fKZPn55TTjllvfe5/vrrM2zYsAwbNizXX3/9OseHDRuWww8/PCNGjMjatWszatSorFq1Kt/4xjca8Vfh3Yg8Gm3SpEnp0KFDHn300VxwwQU555xz8ulPfzoHHnhg/vCHP+Twww/PaaedljfeeCOLFy/OgAEDstdee+Wxxx7L1KlT89JLL+XEE0+sf7wVK1bkoosuysyZM/N//s//yRZbbJFPfepTWbt2bYPnvfzyy3PxxRdn1qxZ2WWXXfKZz3wmq1ev3tQvH/iQW7VqVb761a/mj3/8Y+64447MmzcvI0aMqD9+xRVXZO7cubnrrrvy1FNPZcKECenQoUOS5NFHH03y//7l/B//NRvg/bRp0yZt2rTJHXfckbq6unddN2XKlOy6667ZddddM2zYsEycODHv9bPYb731Vn784x8nST7ykY+87xxnnXVWpkyZkjfeeCPJ3z/GecQRR6RTp07rrP3LX/6Shx56KCeeeGJOPPHEPPjgg3nuuefWWffDH/4wzzzzTE499dSMHz8+N954Y9q0afO+s/AeytAIAwYMKH/iE5+o3169enW5devW5dNOO61+3+LFi8tJyg899FD5iiuuKB922GENHmPhwoXlJOWnn356vc+xZMmScpLy7Nmzy+VyuTxv3rxykvJPfvKT+jVz5swpJyk/9dRTG/PlAazXgAEDyhdeeOF6jz366KPlJOXly5eXy+Vy+eijjy6fccYZ61379vvZE0880USTAh8Gv/zlL8vbbrtteauttiofeOCB5VGjRpX/+Mc/Nlhz4IEHlseNG1cul8vlt956q9yhQ4fytGnT6o+//X7UqlWrcuvWrctbbLFFOUm5R48e5VdeeaV+3cSJE8s1NTXr3d5rr73KkyZNKq9du7b80Y9+tPzrX/+6/O1vf7vcvXv3BrNcdtll5eOOO65++9hjjy1ffvnl631tP/zhD8tJyuecc84H+dPwD5zJo9H69u1b/99bbrll2rdvn3/5l3+p3/f2v+AsWbIkjz/+eH7/+9/X/6tTmzZtsttuuyVJ/Ucy//KXv+SUU07JTjvtlOrq6vqPM/3jZ8ff+bxdunSpfw6ATemJJ57Isccem+7du6dt27b1H7l8+z3rnHPOyeTJk7PXXnvlkksuyYMPPljBaYEiGjp0aBYtWpQ777wzhx9+eKZPn5599tmn/iOZTz/9dB599NGcfPLJSf7+8cqTTjqpwccr3zZlypQ88cQTufPOO9OrV6/85Cc/Sbt27Ro1x5lnnpmJEydmxowZef3113PkkUeus2bNmjWZNGlShg0bVr9v2LBhmTRpUtasWbPetVtvvXUefvhhn9jaCEQejfaPp/BLpVKDfaVSKUmydu3arF27NkcffXRmzZrV4PbMM8/koIMOSpIcffTReeWVV/LjH/84jzzySB555JEkf/9I1Ls97zufA2BTWbFiRQ477LC0adMmN998c2bOnJnbb789yf97zxoyZEj++te/ZuTIkVm0aFEOOeSQXHzxxZUcGyigrbbaKoMHD86Xv/zlPPjggxkxYkSuvPLKJH///tvq1auz/fbbp0WLFmnRokUmTJiQ2267La+99lqDx+nWrVt23nnnHHXUUfnJT36Sk046qdH/iH7qqafm4YcfzujRo3P66aenRYsW66y5++6788ILL+Skk06qn+Xkk0/O888/n3vuuafB2muvvTbPPPNMZs6cmUWLFuXqq6/+gH8d3ibyaBL77LNP5syZkx49eqRXr14Nbq1bt84rr7ySp556Kv/5n/+ZQw45JLvvvvs6bz4AzcWf/vSnvPzyyxk7dmz+9V//Nbvtttt6/8fQdtttlxEjRuTmm2/OuHHjct111yVJWrZsmSTr/Os1wD+rd+/eWbFiRVavXp2bbrop3/zmNxv8A/sf//jHdO/ePT/72c/e9TEGDBiQPn365KqrrmrUc7Zr1y7HHHNMZsyYkTPPPHO9a66//vqcfPLJ6/yD/6mnntrgAixz5szJlVdemQkTJqR379754Q9/mK997Wt58sknN+wPQQMijyZx3nnn5dVXX81nPvOZPProo3nuuedyzz335Mwzz8yaNWuy7bbbpn379rnuuuvy7LPP5t57781FF11U6bEB1mvHHXdMy5Yt873vfS/PPfdc7rzzznz1q19tsObLX/5yfv3rX+fZZ5/NnDlz8tvf/rb+96Q6duyYVq1a1V+Eqra2thIvA9iMvfLKKzn44INz880358knn8y8efPyi1/8Itdcc02OPfbY/Pa3v81rr72Ws846K3369GlwO+GEE9Z7Zct3+o//+I/86Ec/ygsvvNCoeW688ca8/PLL9V/Heae//e1v+c1vfpPhw4evM8vw4cNz55135m9/+1tWr16d4cOH51Of+lROOOGEJMlxxx2XT3/60xkxYoSPbf4TRB5NomvXrvnf//3frFmzJocffnj69OmTCy+8MDU1Ndliiy2yxRZbZPLkyXn88cfTp0+ffOELX3CpXKDZ2m677XLjjTfmF7/4RXr37p2xY8fm2muvbbCmZcuWGTVqVPr27ZuDDjooW265ZSZPnpzk79+L+e53v5sf/ehH6dq1a4499thKvAxgM9amTZvsv//++fa3v52DDjooffr0yRVXXJHPfe5zGT9+fK6//voceuihqampWee+Q4cOzaxZs/KHP/zhXR//k5/8ZHr06NHos3mtWrVK+/bt13vspptuSuvWrXPIIYesc2zQoEFp27ZtfvrTn+bqq6/OCy+8kPHjxzdY873vfS+LFy/2sc1/Qqlcfo9rqgIAALBZcSYPAACgQEQeAABAgYg8AACAAhF5AAAABSLyAAAACkTkAQAAFIjIAwAAKBCRBwAAUCAiDwA+oIEDB2bkyJEb/XFHjx6dvfbaa6M/LgAfDiIPgEIaMWJESqVSPv/5z69z7Nxzz02pVMqIESMa9VjTp09PqVTK0qVLN+6QANAERB4AhdWtW7dMnjw5K1eurN/35ptv5tZbb82OO+5YwckAoOmIPAAKa5999smOO+6Y2267rX7fbbfdlm7dumXvvfeu31cul3PNNddkp512SqtWrbLnnnvml7/8ZZJk/vz5GTRoUJJk2223XecM4Nq1a3PJJZekXbt26dy5c0aPHt1ghgULFuTYY49NmzZtUl1dnRNPPDEvvfRSgzVjx45Np06d0rZt25x11ll58803GxyfPn16Pvaxj6V169bZZptt8vGPfzx//etfN8afCIACEnkAFNoZZ5yRiRMn1m/fcMMNOfPMMxus+c///M9MnDgxEyZMyJw5c/KFL3whw4YNy4wZM9KtW7f86le/SpI8/fTTWbx4cb7zne/U33fSpElp3bp1HnnkkVxzzTX5r//6r0ybNi3J3+PxuOOOy6uvvpoZM2Zk2rRp+ctf/pKTTjqp/v4///nPc+WVV+aqq67KY489li5duuQHP/hB/fHVq1fnuOOOy4ABA/Lkk0/moYceyr/927+lVCo1yd8LgM1fqVwulys9BABsbCNGjMjSpUvzk5/8JDvssEP+9Kc/pVQqZbfddsvChQvz2c9+Nttss02+//3vp0OHDrn33nvTv3//+vt/9rOfzRtvvJFbbrkl06dPz6BBg/Laa69lm222qV8zcODArFmzJvfff3/9vo997GM5+OCDM3bs2EybNi1DhgzJvHnz0q1btyTJ3Llzs8cee+TRRx/NfvvtlwMPPDB77rlnJkyYUP8YBxxwQN58883MmjUrr776atq3b5/p06dnwIABTf+HA2Cz16LSAwBAU+rQoUOOOuqoTJo0KeVyOUcddVQ6dOhQf3zu3Ll58803M3jw4Ab3W7VqVYOPdL6bvn37Ntju0qVLlixZkiR56qmn0q1bt/rAS5LevXtnm222yVNPPZX99tsvTz311DoXh+nfv39+//vfJ0natWuXESNG5PDDD8/gwYNz6KGH5sQTT0yXLl027A8BwIeGyAOg8M4888ycf/75SZLvf//7DY6tXbs2SfK73/0u22+/fYNjVVVV7/vYH/nIRxpsl0ql+scsl8vr/Vjlu+1/NxMnTsy///u/Z+rUqZkyZUr+8z//M9OmTcsBBxzQ6McA4MPDd/IAKLwjjjgiq1atyqpVq3L44Yc3ONa7d+9UVVVlwYIF6dWrV4Pb22fgWrZsmSRZs2bNBj1v7969s2DBgixcuLB+39y5c1NbW5vdd989SbL77rvn4YcfbnC/f9xOkr333jujRo3Kgw8+mD59+uSWW27ZoFkA+PBwJg+Awttyyy3z1FNP1f/3O7Vt2zYXX3xxvvCFL2Tt2rX5xCc+kWXLluXBBx9MmzZtMnz48HTv3j2lUim//e1vc+SRR6ZVq1Zp06bN+z7voYcemr59++bUU0/NuHHjsnr16px77rkZMGBA+vXrlyS58MILM3z48PTr1y+f+MQn8rOf/Sxz5szJTjvtlCSZN29errvuuhxzzDHp2rVrnn766fz5z3/O6aefvpH/SgAUhTN5AHwoVFdXp7q6er3HvvrVr+bLX/5yxowZk9133z2HH354fvOb36Rnz55Jku233z5f+cpXcumll6ZTp071H/18P6VSKXfccUe23XbbHHTQQTn00EOz0047ZcqUKfVrTjrppHz5y1/Ol770pey7777561//mnPOOaf++NZbb50//elPGTp0aHbZZZf827/9W84///ycffbZ/8RfA4Aic3VNAACAAnEmDwAAoEBEHgAAQIGIPAAAgAIReQAAAAUi8gAAAApE5AEAABSIyAMAACgQkQcAAFAgIg8AAKBARB4AAECBiDwAAIAC+f8A6zOL1gu5P+8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "x = ['mean', 'last', 'SARIMAX']\n",
    "y = [mape_mean, mape_last, mape_SARIMAX]\n",
    "\n",
    "ax.bar(x, y, width=0.4)\n",
    "ax.set_xlabel('Methods')\n",
    "ax.set_ylabel('MAPE (%)')\n",
    "ax.set_ylim(0, 35)\n",
    "\n",
    "for index, value in enumerate(y):\n",
    "    ax.text(x=index, y=value+0.5, s=str(round(value, 2)), ha='center')\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8fc59d91",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}