Skip to content
Snippets Groups Projects
02_classification.ipynb 1.53 MiB
Newer Older
schmittu's avatar
schmittu committed
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 2: Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we have learned in the previous chapter *classification* is a machine learning problem belonging to a group of *supervised learning* problems. In classification the aim is to learn how to predict a class of a categorical label, based on set of already labelled training examples (hence, supervised). Such labels (categories) and corresponding classes can be:\n",
schmittu's avatar
schmittu committed
    "\n",
    "- sick: yes / no,\n",
    "- character: good / bad / dont't know,\n",
    "- digit: 0 / ... / 9.\n",
schmittu's avatar
schmittu committed
    "\n",
    "In this chapter we introduce the core concepts of classification."
   "cell_type": "code",
   "execution_count": 1,
schmittu's avatar
schmittu committed
   "metadata": {},
   "outputs": [],
schmittu's avatar
schmittu committed
   "source": [
    "# tech: sharp, inlined matplotlib plots in the notebook\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How to build a simple classifier?"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's quickly look again at the beer example:"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "code",
schmittu's avatar
schmittu committed
   "execution_count": 2,
schmittu's avatar
schmittu committed
   "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>alcohol_content</th>\n",
       "      <th>bitterness</th>\n",
       "      <th>darkness</th>\n",
       "      <th>fruitiness</th>\n",
       "      <th>is_yummy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>225.000000</td>\n",
       "      <td>225.000000</td>\n",
       "      <td>225.000000</td>\n",
       "      <td>225.000000</td>\n",
       "      <td>225.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.711873</td>\n",
       "      <td>0.463945</td>\n",
       "      <td>2.574963</td>\n",
       "      <td>0.223111</td>\n",
       "      <td>0.528889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.437040</td>\n",
       "      <td>0.227366</td>\n",
       "      <td>1.725916</td>\n",
       "      <td>0.117272</td>\n",
       "      <td>0.500278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3.073993</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4.429183</td>\n",
       "      <td>0.281291</td>\n",
       "      <td>1.197640</td>\n",
       "      <td>0.135783</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.740846</td>\n",
       "      <td>0.488249</td>\n",
       "      <td>2.026548</td>\n",
       "      <td>0.242396</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.005170</td>\n",
       "      <td>0.631056</td>\n",
       "      <td>4.043995</td>\n",
       "      <td>0.311874</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.955272</td>\n",
       "      <td>1.080170</td>\n",
       "      <td>7.221285</td>\n",
       "      <td>0.535315</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       alcohol_content  bitterness    darkness  fruitiness    is_yummy\n",
       "count       225.000000  225.000000  225.000000  225.000000  225.000000\n",
       "mean          4.711873    0.463945    2.574963    0.223111    0.528889\n",
       "std           0.437040    0.227366    1.725916    0.117272    0.500278\n",
       "min           3.073993    0.000000    0.000000    0.000000    0.000000\n",
       "25%           4.429183    0.281291    1.197640    0.135783    0.000000\n",
       "50%           4.740846    0.488249    2.026548    0.242396    1.000000\n",
       "75%           5.005170    0.631056    4.043995    0.311874    1.000000\n",
       "max           5.955272    1.080170    7.221285    0.535315    1.000000"
      ]
     },
schmittu's avatar
schmittu committed
     "execution_count": 2,
schmittu's avatar
schmittu committed
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 776.6x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 706,
       "width": 775
      }
     },
     "output_type": "display_data"
schmittu's avatar
schmittu committed
    }
   ],
   "source": [
schmittu's avatar
schmittu committed
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set(style=\"ticks\")\n",
schmittu's avatar
schmittu committed
    "\n",
    "beer_data = pd.read_csv(\"beers.csv\")\n",
    "\n",
    "for_plot = beer_data.copy()\n",
    "# fixes seaborn labels issue\n",
    "def translate_label(value):\n",
    "    return \"no\" if value == 0 else \"yes\"\n",
    "for_plot[\"is_yummy\"] = for_plot[\"is_yummy\"].apply(translate_label)\n",
    "\n",
    "sns.pairplot(for_plot, hue=\"is_yummy\", diag_kind=\"hist\");\n",
schmittu's avatar
schmittu committed
    "beer_data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can assume that the person who rated these beers has preferences such as:\n",
    "* \"I don't like too low alcohol content\",\n",
    "* \"I like more fruity beers\", etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This means we could construct a score where high numbers relate to \"favorable beer\". One simple way to implement such a score is to use a weighted sum like:\n",
    "\n",
    "     score = 1.1 * alcohol_content + 4 * bitterness + 1.5 * darkness + 1.8 * fruitiness\n",
    "\n",
    "The actual weights here are guessed and serve as an example.\n",
    "\n",
    "The size of the numbers reflects the numerical ranges of the features: alcohol content is in the range 3 to 5.9, where as bitterness is between 0 and 1.08:"
   ]
  },
schmittu's avatar
schmittu committed
  {
   "cell_type": "code",
schmittu's avatar
schmittu committed
   "execution_count": 3,
schmittu's avatar
schmittu committed
   "metadata": {},
   "outputs": [],
   "source": [
    "scores =( 1.1 * beer_data[\"alcohol_content\"] + 4 * beer_data[\"bitterness\"] \n",
    "          + 1.5 * beer_data[\"darkness\"] + 1.8 * beer_data[\"fruitiness\"])"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can plot the histogram of the scores by classes:"
   ]
  },
  {
   "cell_type": "code",
schmittu's avatar
schmittu committed
   "execution_count": 4,
schmittu's avatar
schmittu committed
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
schmittu's avatar
schmittu committed
      "text/plain": [
schmittu's avatar
schmittu committed
       "<Figure size 432x288 with 1 Axes>"
schmittu's avatar
schmittu committed
      ]
     },
     "metadata": {
schmittu's avatar
schmittu committed
      "image/png": {
       "height": 254,
       "width": 373
      }
schmittu's avatar
schmittu committed
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scores_bad = scores[beer_data[\"is_yummy\"] == 0]\n",
    "scores_good = scores[beer_data[\"is_yummy\"] == 1]\n",
schmittu's avatar
schmittu committed
    "\n",
    "plt.hist(scores_bad, bins=25, color=\"steelblue\", alpha=.7) # alpha makes bars translucent\n",
    "plt.hist(scores_good,  bins=25, color=\"chocolate\", alpha=.7);"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Consequence: a simple classifier could use these scores and use a threshold around 10.5 to assign a class label."
schmittu's avatar
schmittu committed
  {
   "cell_type": "code",
schmittu's avatar
schmittu committed
   "execution_count": 5,
schmittu's avatar
schmittu committed
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 is yummy? no .. classified as not yummuy\n",
      "1 is yummy? no .. classified as not yummuy\n",
      "2 is yummy? yes .. classified as yummy\n",
      "3 is yummy? yes .. classified as yummy\n",
      "4 is yummy? no .. classified as not yummuy\n"
schmittu's avatar
schmittu committed
     ]
    }
   ],
   "source": [
    "def classify(beer_feature):\n",
    "    scores =( 1.1 * beer_feature[\"alcohol_content\"] + 4 * beer_feature[\"bitterness\"] \n",
    "             + 1.5 * beer_feature[\"darkness\"] + 1.8 * beer_feature[\"fruitiness\"])\n",
    "    if scores > 10.5:\n",
schmittu's avatar
schmittu committed
    "        return \"yummy\"\n",
    "    else:\n",
    "        return \"not yummuy\"\n",
    "    \n",
    "for i in range(5):\n",
    "    print(i, \"is yummy?\", translate_label(beer_data[\"is_yummy\"].iloc[i]),\n",
    "          \".. classified as\", classify(beer_data.iloc[i]))\n"
schmittu's avatar
schmittu committed
   ]
  },
schmittu's avatar
schmittu committed
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**This is how \"linear\" classifiers work. The magic is in computing the weights and the final threshold to guarantee good results.**\n",
schmittu's avatar
schmittu committed
    "\n",
    "<div class=\"alert alert-block alert-info\">\n",
    "<i class=\"fa fa-info-circle\"></i>\n",
    "Although this seems to be a simplistic concept, linear classifiers can actually work very well, especially for problems with many features (high-dimensional problems).\n",
    "</div>\n"
schmittu's avatar
schmittu committed
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise section 1\n",
    "\n",
    "Modify the weights in the beer classifiers and check if you can improve separation in the histogram.\n",
    "\n",
    "In `scikit-learn` the weights of a trained linear classifier are availble via the `coef_` attribute. Extract the weights from the `LogisticRegression` classifier example from the last script and try them out in your weighted sum scoring function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Solution\n",
    "<div class=\"alert alert-block alert-danger\">\n",
    "<strong>TODO:</strong> keep only in \"solutions\" script variant.\n",
    "\n",
    "TODO: write script which removes the solution proposals and creates a new notebook.\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAusAAAH8CAYAAABowuGDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XlY1WX+//EXmyKKIiouyOBONWbqJGXl1lQ2ljWSlmmWZjqN36SmBc2yXFJHWzSyMi1zIjFKITUtl0xDK3EBl0RUXEpKHH+Ioagg8PvD65wB2Q6Hwzk38nxcl9c1c+7P/fm878NJX9zn/twft4KCggIBAAAAMI67qwsAAAAAUDLCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKE9XF+AMf//733X8+HH5+PgoODjY1eUAAADgKnXs2DFlZ2erZcuW+vLLLyt9vhoR1o8fP66srCxlZWUpPT3d1eUAAADgKnf8+HGHnKdGhHUfHx9lZWXJ19dX1157ravLAQAAwFUqOTlZWVlZ8vHxccj5akRYDw4OVnp6uq699lpFRUW5uhwAAABcpYYNG6aEhASHLb3mBlMAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCeri4AAABHyD6aVKn+Pq06O6gSAHAcwjoA4KpxcnWkXf0C+oU7uBIAcAyWwQAAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYirF/lxo8fr5CQEM2cObPS57r99tsVEhKi7777rsJ9U1NTK339yti8ebOefPJJde/eXR07dtStt96qp556Sjt37qz0udPT0/WXv/xF4eFlPwHxwoULioyMVN++fdWxY0fdcssteuaZZ5SSklLpGsozf/58hYSEaPz48Xb137lzp0aNGqUbb7xRN9xwg/r3769FixYpLy+v1D5nzpzRtGnT1KdPH3Xs2FE9evTQhAkTlJaWZu8wHFpfaRYuXKiQkJAy/xw7dqxYv99//10vvviibrvtNnXs2FG33367pk2bptOnTztiiKXauHGjQkJC9Omnn9p9jpUrV2rIkCHq0qWLrr/+et1zzz2aO3euzp8/X2ofV40XAGoaT1cXgKvb2bNn9cYbb2jt2rX64YcfXFLD7NmzNW/ePElS/fr11a5dO/36669at26dvv32W02cOFFDhgyx69w5OTl64YUXdPbs2XKPe+KJJ7Rt2zbVqlVLHTp0UHp6ur7++mtt2LBB77//vm699Va7aijP4cOHNXfuXLv7b9y4UWPGjFFeXp4CAwNVv359paSkaMaMGYqPj9cHH3wgT8+if5WcOXNGgwcP1uHDh1W3bl116NBBx48f17Jly7Ru3TpFRUXpmmuuqezQ7K6vLAcOHJAktW3bVg0aNCjxGG9v7yL///jx43rooYd06tQp+fn5qUOHDjpy5Ig++eQTrVu3TjExMWratKn9gyxFWlqaJk6cWKlzvPrqq/rss88kSc2bN1fdunV15MgRvfPOO1q/fr2ioqLk6+tbpI+rxgsANREz61e5Z599VqtXr9aoUaNccv2ff/5ZS5YssWuG0xE2bdqkefPmydPTU5MmTdK2bdv05ZdfauvWrRo7dqzy8/P12muv6eeff67wuc+dO6exY8dq69at5R47e/Zsbdu2Tddff702bNig2NhYff/993ryySd18eJFPffcc+UGfnvk5+drwoQJunjxol39//vf/+pf//qX9X3asGGDvvzyS3311Vdq2bKlNm/erA8//LBYv4kTJ+rw4cPq1auXvv/+e8XGxio+Pl5hYWH6448/9OyzzzrkM2FvfWWxfNMxa9YsLVmypMQ/VwbRp59+WqdOndLAgQMVHx+v2NhYbdq0ST169LDOQDva0aNHNWLECJ08edLuc2zYsEGfffaZPDw89NZbb2njxo1atWqVVqxYoaCgICUnJ5f4rZwrxgsANRVh/SoXEBCgtm3byt/f39WluMSiRYskSUOHDtXDDz9sfd3T01NPPfWU+vbtq7y8vAovIdi7d68GDRqkjRs3lntsZmamPvvsM7m7u2vmzJlq0qSJJMnDw0P/+te/dNttt+n06dOKiYmpUA22iIqKUmJiYrGZ4Ir0z87O1j333KNBgwZZX2/btq1ef/11SdLHH3+snJwca1tqaqrWrl0rHx8fzZo1S/Xq1ZMk1a5dW6+99pratm2r1NRUrVu3rhIjs7++suTl5Sk1NVVubm5q27atTX02b96svXv3KjAwUJMmTVKtWrUkXf4WZ86cOfLz89OWLVu0Z8+eCo6udKtWrdLAgQNLXI5TEcuXL5ckDRw4UPfcc4/19Xbt2unll1+WJH311VfKzc21trlivABQkxHWcdXKy8vTjh07JEl9+/Yt8Zg+ffpIUoVm1t9//30NGjRIqampuuGGGzR48OAyj1+3bp2ys7N1ww03lBgABw4cKElavXq1zTXY4tdff9WcOXPUsmVLDRgwwK5zWMJcSf27du2qdu3aKTMzs8gSpxUrVqigoEC33367/Pz8ivTx8PBQWFiYJMeM1576ynL06FFdvHhRLVu2VJ06dWzq8+WXX0qS7r33Xnl5eRVpq1evnvr16yfJcT/fkSNH6tlnn1VWVpYefPBBde3a1e5zpaenS5JCQkKKtf35z3+WJJ0/f16ZmZnW1509XgCo6QjrVeyhhx5SSEiIli1bVqzt9ddfV0hIiHr16lWs7Y8//tB1112nzp07F1nCkJOTo0WLFumBBx5Qly5d1LlzZw0YMEAfffRRiUsdyrrBdO/evQoPD1ePHj3UqVMnDRgwQMuWLdPx48cVEhKi22+/vdRxrV+/Xo888oi6du2qrl27avDgwfr666+LHDNs2DA9+uijki7PLltuzrMoKCjQF198oSFDhqhr167q2LGjevfureeee067d+8uds3Y2Nhi5yhLQUGB3nnnHU2ePFkdOnQo8Zjs7GxJqtCSjD179qh27dp65plnFB0drcaNG5d5/K5duyRJXbp0KbG9c+fOkqR9+/ZZ63GEl19+WdnZ2Zo6darNwbOw9PR0nThxokiNV7rhhhskSdu3b7e+ZvnZlTdeyy9S9rK3vrJYlsC0a9fO5jrKG6+lhsqO12LXrl1q3ry55s6dq6lTp1ZoPf6VmjVrJklKTk4u1nbo0CFJl78RKfzNnLPHCwA1HTeYVrFevXopKSlJP/zwgx544IEibT/++KMk6cSJE/r1118VFBRkbduyZYvy8vJ0yy23qHbt2pIuB95Ro0Zp9+7dcnd3V1BQkLy9vZWSkqJ9+/Zp1apV+uijj9SwYcNy61q9erUiIiKUm5urhg0bqn379jpy5IgmTJhQZkiXLu8ssnPnTvn6+io4OFhpaWlKTExUYmKiTpw4oREjRkiSOnTooMzMTB04cECenp7q1KlTkfO8+uqriomJkZubm4KDg1W3bl0dP35cX331lb7++mtFRkbqjjvuKP9NLoWnp2eJvwgVtmHDBkmyecmDJP3973/XpEmTFBAQYNPxlqUKLVu2LLG9adOm8vT01KVLl3T8+PFSf7GoiJiYGP30008KCwvTLbfcovj4+Aqfw1J3w4YNrUtZrtSiRQtJ0i+//FKsX2njtfQ5deqUzp07p7p161a4tsrUV5bCN5dabkD+7bff5Ofnp5tvvlkPPPCA9b9H6fI9AcePH5dU+ngDAwOL1FtZ48eP17333mv30qbCBg4cqK+//lqxsbG69dZb9be//U3S5W9lpk6dKunyhIOHh4ck14wXAGo6ZtarWO/evSVJP/30U5HXz5w5U2Q2KyEhoUi7JVxZlmlIl/+R3r17t7p06aI1a9Zo7dq1WrFihb799lvdeOON+vnnn/XSSy+VW5PlBrDc3FyNGTNGmzdv1rJly7R582aFhYVZA2xpdu7cqccff1zx8fGKi4vT5s2bde+990qS3nnnHev61okTJ1rXvdarV896c54kHTx4UDExMfL399fKlSu1Zs0axcbGavPmzRoyZIjy8vL073//u8h177zzTq1evdphX69///332rx5syTpvvvus7nfXXfdZXNQl2Tdyu7KJSEW7u7u1rDpiG3vTpw4oVmzZqlx48Z2b9UoSRkZGZJKr7twW+G6yxtv4R1WKjNee+sriyWsR0dH66mnnlJcXJy2bt2qNWvWaPLkyerfv7+OHDliPT4zM9P6rUx54z1z5ozy8/NtqqMsAwcOdEhQl6TbbrtNr732murVq6dnnnlGvXv3Vv/+/fW3v/1Nv/zyi4YNG6Zx48ZZj3fFeAGgpiOsV7HrrrtOAQEBOnXqlDUISNLWrVuVn59vXW+6bdu2Iv3i4+Pl5uZmnRnes2ePvvvuOzVs2FDvvfee/vSnP1mPbd68uSIjI+Xj46Nvv/1W+/fvL7Omjz76SBcuXNCdd96pp59+2vo1uo+Pj6ZNm6brr7++zP4333yzxo0bZ11aUatWLU2YMEHS5R1SDh48WO77YnkvunTpovbt21tfr1WrliIiInTrrbfq5ptv1rlz56xtvr6+atu2bYVmwUtz+PBhRURESJK6deumv/71r5U+Z2kuXLggSUVmZK9kCV+WYyvjlVde0dmzZzVx4sRStx60haWWsoKhZUyF6y6vX+HX7d2lpjL1lcWyDKZ27dqaNm2afvrpJ+3atUsLFy5Uhw4ddOzYMY0aNcq6c0/h+ssbb0FBgc03ujpTy5Yt1aZNG0mXf5E/cOCAcnNzVadOHTVu3FgFBQXWY6+G8QJAdUNYd4KePXtKUpGb3CxLYJ544glJRWfW9+/fr5MnT6pjx47WGdxvv/1WktS9e/cSd3Zp1KiRunfvLunyjHFZLA81evDBB4u1ubu7l3vDZElLUxo1amSdaSt8M1ppLEt+Nm3apA8//NB6o5sk1alTRwsXLtRrr71m9xKJshw+fFjDhw/X6dOn1aRJE73xxhtyc3Nz+HUsLEsIymKZgaxsHV9++aU2bdqkO+64Q3fffXelzmVL3ZYgV7ju8vo5arbV3vrKcv/996t///6KiorSwIED1bBhQ3l7e+vWW2/V4sWL1axZM/3666+Kjo6WdPm/l/IUHm9Vfs7ssXTpUj3++ONKSUnR5MmTtXXrViUlJWnevHlq0KCBZs+ereeee876Plb38QJAdVQlYd1yI6CtN3U98cQTCgkJsWm/6urIshTGEtCly8tifHx81LNnT7Vq1UppaWn67bffJP1vCYyln/S/J4Bu375dDz/8cIl/LFulFf6a/ko5OTnWNael3ah53XXXlTme0paAWIK1LbOlnTp10p133qlLly7p9ddfV8+ePXXfffdp1qxZ2rZtW5V9fb57924NHTpU6enp8vPz04cffmi9ya6qWL6BKGuW0dJWmeUNp06d0owZM+Tr66tXXnnF7vNYWOou6+dpqbvwtwbl9Sv8PlRmvPbWV5bw8HC98cYbRb7tsahfv7714VmWpWI+Pj7W9vLG6+7ubt3m0ASnT5/W9OnTlZ+fr2nTpmnw4MHy8/NTnTp11KdPHy1evFgNGjTQmjVrrJMF1Xm8AFBdOTysJyYmWm9MskV0dLRdN79VJ7fccou8vLy0bds2Xbp0Senp6Tp8+LC6du0qLy8v3XTTTZL+N7tumRkvfKOn5Wv3kydPaufOnSX+sTwcJSsrq9RaCq/dLfwPb2HlzWY76h/gt99+WxMnTrQ+yTIlJUUfffSRHnnkEd1xxx1av369Q65jsWnTJj366KPKyMhQ48aN9cknnzjsKZplKe8bh7y8POvPrDL74U+ZMkWZmZl64YUXHPL0SEvdZ86cKfUYy5gK113eeAu/Xpnx2ltfZVg+L5ZfrOvWrWvdvrC0Oiw1+Pn5GTXTvGXLFp07d05BQUHW7RYLa9q0qXWbzW+++UZS9R4vAFRXDg3ra9as0ciRI23efu7YsWPWB5dczerWratu3brp3Llz2rVrl/VmU0tIv/nmmyVdDutnz55VYmKimjZtWmSG2zKLGBERoZSUlDL/lPVo+cIBvfB68MJKe93RPDw89Mgjj2j58uXauHGjZsyYoXvvvVf16tVTWlqawsPDtXfvXodca8WKFRozZozOnz+voKAgLVmyxOYtICvLsh44LS2txPb09HTl5eVZd/ix15o1ayRdXrNu2eLS8mfhwoWSpLi4uHK35byy7oyMDJ0/f77EYyxjCg4OLtavtPFagm6TJk3s2lKysvWVx5b17ZbA6u7urlatWkmS9RurK1nGW5EanMFSl+V9LIllbJZjq/N4AaC6ckhYP3HihCIiIhQeHq78/Pxy952WLs8mjhs3Tl5eXg7Zqs50lhtFf/zxR+vNpJawHhoaKulyWP/pp5+Um5tbZAmM9L9/+A4fPlzqNfbt26fk5OQyH1vv6+trnXW13Ex3pcI3wlaVs2fPavfu3dYw1bx5c4WFhenNN9/Uxo0b1aFDB+Xl5WnVqlWVvtbatWs1fvx4Xbp0Sddcc42WLFlS5AbdqtaxY0dJ/9tv/UpJSUmSLi9LsnW5Rkkse96X9MfyM2/UqJF1T/vy+Pv7KzAwUAUFBaXWbnm98Lacto7Xsh+3veytrzTfffedOnXqpO7du5e6ZMmyg1Phm5xtHa8tNTiT5Ru0//73v6UeYwnehbfGrK7jBYDqyiFhfc6cOVq+fLk6duyomJiYMmdqLD788EMlJiZq4sSJatSokSPKMFrhsL59+3bVrVvX+oTAxo0bq127dvr111+tj5y/cubTEt7Xrl1r3bKusKysLA0fPlx///vfiz2c6EqWc8fGxpbYXtIDnOxV2g1ps2bN0qBBg/TBBx8Ua/P19bUGgsquXT948KCef/555eXlqVOnToqKilKTJk0qdc6K6tOnjzw9PbVjx44Sf9launSppIptH1kSy9aYJf2xPEq+Z8+eWrJkiSIjI20655133lmkxsJ27typ1NRU+fv767bbbivWZ/369cWWwuTl5SkuLk5S5cdrb32lue6665Sbm6vs7GytW7euWPu5c+f0+eefS1KRm3ctNSxfvrxYyD979qz1v0dHjNeRLJMF+/bt0759+4q1X7x40br8pVu3btbXq+t4AaC6ckhYb9OmjWbOnKkvvvjCpqUF+/fv1zvvvKO+ffuqf//+jijBeK1bt1ZwcLCSkpJ05MgR3XjjjUWePGhZCvP999/L29vb+v8tbrrpJnXr1k1//PGH/vGPfxR54Eh6errGjBmjM2fOqEmTJuW+pyNHjpS3t7e++eYbvffee9Z9k3NycjRjxoxie75XhmXZzdmzZ4uscbXUuHTpUi1fvrzI9nAJCQnWkGDZSUe6/AtJamqq9WZbW0ycOFEXL15UkyZNNG/ePNWvX9+mfr/99ptSU1Ot9wFURsOGDfXQQw8pPz9fTz/9tPXbhLy8PM2ZM0dbtmyRn59fsd157BmvvX755RelpqYW+0Xwsccek7e3t1auXKlFixZZf06pqal64YUXJEmPPvpokRtFr7nmGvXu3Vtnz55VeHi49T6Jixcv6uWXX1Zqaqpat25tDX0WGRkZSk1NtfkBRvbWV9p4mzZtan1ewJQpU4rc8H7y5EmNGTNGaWlpuvbaa4v8N9a7d2+FhITo+PHjGj9+vHVJTlZWlp555hllZmbqlltuKfZtxsmTJ5Wammqdva5Kls9R4ftZ2rVrZ/0ZjB07tshMeUZGhp555hkdO3ZMjRs3LrJDlL3jBQDYxyFPMB09erTNx+bk5OiFF15Q/fr1NWnSJLuvGRsba52hK09Jj9J2hV69eumTTz6R9L9ZLYubbrpJn376qaTL2zOWtEvGm2++qZEjR2r37t3q27ev2rVrJ3d3dx0+fFi5ubmqV6+eFixYUO4OG0FBQZoyZYrGjx+vt99+W1FRUQoMDNSxY8f0xx9/qGPHjtq7d69NW+OVJzg4WN7e3rpw4YL69eunpk2batGiRerWrZtGjBihjz/+WBEREZo5c6aaN2+u06dPW8PsQw89pFtvvdV6rnXr1unFF1+UVPoSnsKSkpKUmJgo6fIM/1NPPVXqsU2aNCky2zxu3DglJCRowIABxR7OZI9//etfSkxM1L59+9S3b1916NBB6enpOnXqlLy8vBQZGVnsKZwVHW9lDB8+XGlpaXrqqac0duxY6+stWrTQpEmT9OKLL2rGjBn6+OOP1bBhQx04cEB5eXnq2bNnif/9T548WUOGDNHWrVvVp08ftWnTRsePH9eZM2fk6+urd999t9i3LosXL9bcuXMVGBhY7oO5KltfaeN95ZVXdOTIEe3Zs0ePPvqoAgMD1aBBAx08eFC5ubn605/+pPfff9+6Zl26fO/FrFmz9Oijj2rVqlWKj49XUFCQjhw5ouzsbLVo0UKzZs0qVsNbb72luLg4hYaGKioqyqbx2styA+mMGTOsN41K0vTp03XixAnt2bNHDz74oIKDg1WrVi0dOXJEly5dUsOGDfX+++/L19e30uMFANjHIWG9It5++20dOHBA7777bqV2aEhLS3PoDLAz9O7d2xrWLevULUJDQ+Xm5qaCgoIiTy0trGnTpvriiy+0ePFiff3119aQHhAQoNtuu02jR48u9RHgV7r//vvVsmVLffDBB0pKStKBAwfUrl07jRgxQm5ubnruuecc8pTEevXqac6cOXrzzTd19OhR5efn65dfflHHjh01btw4hYSEKDY2VgcOHND+/fvl6+urHj16aNCgQerbt2+lrr1jxw7r/05PTy+yl/uVLI9Iryq+vr5avHixFixYoNWrV+vAgQPy8fHR7bffrjFjxpT7ICpXGjBggIKCgvTBBx9o165d+n//7/8pODhY9913n0aOHFniL3XNmjXTsmXL9O6772rDhg06cOCAfH19de+992rs2LHWmxRdVV9pfH19FR0drcWLF2vlypU6fPiwMjIy1KpVK/Xt21ePP/54ibslXXPNNYqLi9PcuXMVHx+vlJQUNWrUSP3799fYsWOdvvTKVvXr11d0dLSWLFmilStXKjU1VZcuXVLLli3Vq1cvjRw5ssSdhcobb91zaco+V/INxuXxadW5ssMCgKuKW0Hh9QcOMmzYMCUkJGjx4sW68cYbra/v2LFDjzzyiO69994iu8AMHz5cP/74oz755JNiM86lqejMelZWllNmsK4G0dHRmjx5sm655RZ9/PHHri6nRvvxxx/15JNPlnoz39Vm6dKlWrhwoVavXu3qUpzi7bff1t69e7VgwQJXl+JQ2UeTdHK1bfdFFBbQL7xSYd3e6zri2gBgYcnBjsqdTptZz87O1vjx49WkSRNNnDix0ucLCwsr8nVuWSxvGi4bP368UlJSNHbs2BK38LPse3/ttdc6uzRcYceOHUV2Hrna1bTxbt++3XqjOQAAJXFaWF+yZIl++eUXhYSEaMqUKUXaDh06JEmaN2+evvjiCw0ePLjIjDwcq3379oqLi9Obb76pDh06WJfO5OTkaNGiRdqwYYNq1aqlBx54wMWV1mxbt27V/Pnz9dZbb7m6FKdYsWKFVq9eXWO+/Zo3b54OHDigGTNmuLoUAIDBnDqzLsn64J6S/PDDD5IuP/GTsF51Hn74YS1fvlwpKSm66667FBwcrDp16ujXX3/VH3/8IS8vL02aNKlGzXCa6Prrr9enn35aY/arvvnmmxUXF2fT1q9Xg7vvvlsDBgxwyNNmAQBXL6eF9bFjxxbZdaEwe9asw34+Pj76/PPPtWzZMq1YsUK//vqrjh8/riZNmuivf/2rhg0bxlfzBvDx8akxQV2SAgICFBAQ4OoynMaRN9kCAK5eTt8NBmbw9vbW0KFDNXToUFeXAgAAgFI45KFIAAAAAByPsA4AAAAYqkqWwVR0N4dFixZVRRkAAABAtcbMOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgqCoJ67GxsQoJCdH27dtLbN+0aZNGjhyp0NBQdezYUX369NErr7yiEydOVEU5AAAAQLXk8LCemJioqVOnlto+f/58jR49Wj/88INat26tnj17SpJiYmI0YMAApaamOrokAAAAoFpyaFhfs2aNRo4cqezs7BLbDx06pNmzZ8vHx0fR0dGKiYnRe++9p7Vr12rIkCHKyMjQhAkTHFkSAAAAUG05JKyfOHFCERERCg8PV35+vho3blziccuXL1d+fr5GjBihLl26WF/38vLShAkT5O/vr6SkJKWlpTmiLAAAAKBac0hYnzNnjpYvX66OHTsqJiZGbdq0KfE4Ly8vhYSEqFu3biW2tWzZUpJ08uRJR5QFAAAAVGuejjhJmzZtNHPmTN13331ydy89/4eHhys8PLzEtuzsbB06dEiS1KxZM0eUBQAAAFRrDgnro0ePrvQ5FixYoOzsbF1//fVq3rx5ucfHxsYqLi7OpnMnJydXtjwAAADA6RwS1itr06ZN+uCDD+Tu7q4XXnjBpj5paWlKSEio4sqAmi0lLdPuviGBfg6sxGz2vk/lvUfZR5PsOq8k+bTqbHdfAIA5XB7WN27cqPDwcOXl5em5557TTTfdZFO/wMBAhYaG2nSo2ScXAAAgAElEQVRscnKysrKyKlMmUGMtjj9Y4T5De7SvgkrMVtH3ydb36OTqyArXEtCv5OWGAIDqx6VhfenSpXr11Vd16dIlPfXUUxVaThMWFqawsDCbjh02bBiz8AAAAKh2XBbWZ8+erXnz5snNzU0vvviihg8f7qpSAAAAACM5PawXFBTo5Zdf1tKlS1WrVi3NnDlT/fr1c3YZAAAAgPGcHtb//e9/a+nSpapXr57ef/99m9edAwAAADWNU8P6999/r0WLFsnT01MffPCBbrzxRmdeHgAAAKhWnBrWIyMv72rQqFEjffbZZ/rss89KPO6f//yn2rZt68zSAAAAAOM4LaxnZmZqz549kqT09HStXLmy1GMHDRpEWAcAAECNVyVhPSoqqthrfn5+SklJqYrLAQAAAFcld1cXAAAAAKBkhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUFUS1mNjYxUSEqLt27eX2H7kyBE9++yz6tWrl2644Qb1799fUVFRys/Pr4pyAAAAgGrJ4WE9MTFRU6dOLbV9//79GjhwoFatWqUWLVqoR48eOnHihF577TVFREQ4uhwAAACg2vJ05MnWrFmjF198UdnZ2SW2FxQUKCIiQmfPntWsWbN0//33S5IyMjI0fPhwrVy5Unfeeaf69u3ryLIAAACAaskhM+snTpxQRESEwsPDlZ+fr8aNG5d43JYtW5SSkqLQ0FBrUJckf39/TZo0SZIUFRXliJIAAACAas8hYX3OnDlavny5OnbsqJiYGLVp06bE4+Lj4yVJd9xxR7G2rl27qlGjRtqxY4fOnj3riLIAAACAas0hYb1NmzaaOXOmvvjiC4WEhJR63KFDhyRJHTp0KLG9devWys/PV2pqqiPKAgAAAKo1h6xZHz16tE3HnTx5UpLUpEmTEtstr586darcc8XGxiouLs6m6yYnJ9t0HABcDWoHtHZ1CQAAB3HoDablOX/+vCTJ29u7xHbL66XdoFpYWlqaEhISHFccAGOkpGXa1S8k0M/BlVRf2UeT7O7r06qzAysBAFSGU8O6h4eHJMnNza3M42zZbz0wMFChoaE2XTc5OVlZWVk2HQvADIvjD1bo+KE92ldRJdXXydWRFe4T0C+8CioBANjLqWG9Tp06kqQLFy6U2G55vW7duuWeKywsTGFhYTZdd9iwYczCAwAAoNqpkieYliYgIEBS6WvS//vf/0oqfU07AAAAUJM4Nay3b3/5a2rLrjCFFRQU6PDhw/Lw8FDbtm2dWRYAAABgJKeG9R49ekiSvv3222JtO3fuVEZGhv7yl7+oXr16ziwLAAAAMJJTw3poaKjat2+vLVu26PPPP7e+npGRocmTJ0uSRowY4cySAAAAAGM59QZTd3d3TZ8+XY899pgmTpyopUuXKiAgQAkJCTpz5owefPBB3X777c4sCQAAADCWU8O6JHXq1ElffPGFIiMjtXXrVh08eFDBwcF69tlnNWjQIGeXAwAAABirSsJ6VFRUme3t2rVTZGTF9/8FAAAAahKnrlkHAAAAYDvCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAuECgf11XlwAAqAY8XV0AANRUKWmZpbYF+tdVfl6Bzl7ILbG9nrdXVZUFADAIYR0AXGhx/MESXx/ao70a5l5SWsa5Ym3MygNAzcEyGAAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCerrz48uXLtXjxYh04cED5+flq3bq1wsLC9Mgjj8jDw8OVpQEAAAAu57KwPmvWLH300UeqVauWunXrJg8PD23fvl3Tp09XQkKC5s6dKzc3N1eVBwAAALicS8L6/v37tXDhQvn7+ys6OlqtW7eWJKWnp+vhhx/W+vXrtXbtWvXt29cV5QEAAABGcMma9R9//FEFBQW67777rEFdkpo2baohQ4ZIkrZt2+aK0gAAAABjuCSsW5a3pKenF2s7ffq0JMnPz8+pNQEAAACmcUlY79Gjh9zc3PTNN99o/vz5ysjI0B9//KGlS5fqk08+UYMGDfTAAw+4ojQAAADAGC4J623bttXUqVPl7e2tN998U927d1e3bt300ksv6c9//rNiYmLUvHlzV5QGAAAAGMNlu8F07dpV3bt3108//aROnTrJ3d1du3bt0p49exQdHa0JEyaUuRtMbGys4uLibLpWcnKyo8oGgKta7YDW5R8EAHAal4T1pKQkPf744woMDNRXX32lwMBASZfXsD/11FP65JNPVK9ePT399NOlniMtLU0JCQnOKhkAaozso0l29yXsA4BjuSSsT58+XefOndO0adOsQV26vBvMW2+9pbvvvluLFi3S6NGjVadOnRLPERgYqNDQUJuul5ycrKysLIfUDgA1wcnVkXb1Cxo+28GVAEDN5vSwfuHCBe3evVv169dXp06dirUHBQWpdevWOnjwoI4dO6ZrrrmmxPOEhYUpLCzMpmsOGzaMWXgAAABUO06/wTQrK0sFBQVydy/90h4eHpKk3NxcZ5UFAAAAGMfpYb1Ro0by8/NTZmamdu/eXaw9PT1dqamp8vLyUps2bZxdHgAAAGAMp4d1d3d3DRw4UJL00ksvFXkwUkZGhp5//nnl5ubqgQceUN26dZ1dHgAAAGAMl9xgGh4ert27dyshIUF33nmnunXrJjc3N+3atUt//PGHOnfurHHjxrmiNAAAAMAYLgnrtWvX1sKFCxUdHa3ly5drx44dys/PV6tWrTRq1CgNHz5ctWrVckVpAAAAgDFc9lAkLy8vPfbYY3rsscdcVQIAAABgNKevWQcAAABgG8I6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYCjCOgAAAGAowjoAAABgKMI6AAAAYChPVxcA4OoT6F+3RlyzLEN7tC+z3buWhwL965Z6XKB/XeVf4K9oAKjp+JcAQJVIScu0q19lQre915SkkEA/u/uWpmHWwVLbLuZ4KT+/QA1zL5XY7tWgvS46vCIAQHVDWAdQZRbHlx5WSxNxf2enX7O8WfDKSPx0Romvt21WXxdy8pSWca7E9t7jF1ZZTQCA6oM16wAAAIChCOsAAACAoQjrAAAAgKEI6wAAAIChCOsAAACAoQjrAAAAgKEI6wAAAIChCOsAAACAoQjrAAAAgKEI6wAAAIChCOsAAACAoQjrAAAAgKEI6wAAAIChCOsAAACAoQjrAAAAgKEI6wAAAIChCOsAAACAoQjrAAAAgKEI6wAAAIChPF158bS0NL377rvavHmzMjIy1LBhQ/Xu3Vvh4eFq0qSJK0sDAAAAXM5lM+t79uzR/fffr2XLlqlBgwbq1auX3N3d9fnnn2vIkCE6c+aMq0oDAAAAjOCSsJ6Tk6Pnn39eWVlZevnll7Vy5Uq9++67Wrt2rfr27atffvlF77zzjitKAwAAAIzhkrC+evVqHT16VP3799ewYcOsr9euXVsvvviiGjdurCNHjriiNAAAAMAYLlmzvnbtWknSiBEjirU1b95cW7ZscXZJAAAAgHFcEtb37dsnLy8vXXPNNfr999+1cuVK/fLLL/Lz89Ndd92lTp06uaIsAAAAwChOD+s5OTn6/fff1axZM33zzTd66aWXdP78eWv7ggULNHLkSEVERJR5ntjYWMXFxdl0zeTk5ErVDAC4utUOaO3qEgCgRE4P62fPnpUknTlzRuPGjdPdd9+t//u//1OjRo20efNmTZ48WR999JGCg4P10EMPlXqetLQ0JSQkOKtsoIiUtEy7+oUE+jm4EtvYU2+gf90qqAQwV/bRJLv61Q5orYsn7bvPqjJ9LXxadba7r71jrux1AdjOJTPrknT+/HnddttteuONN6xt/fr1k4+Pj/7xj3/o3Xff1YMPPig3N7cSzxMYGKjQ0FCbrpmcnKysrKzKFw8Usjj+YIWOH9qjfRVVYpuK1htxP/8Qo+Y5uTqywn2Chs92SV9JCugXble/wuy5tiOuC8A2Tg/r3t7e1v/98MMPF2vv3bu3mjZtqvT0dB09elStW5f81WRYWJjCwsJsuuawYcOYhQcAAEC14/StG319feXl5SVJatmyZYnHtGjRQpJ0+vRpp9UFAAAAmMbpYd3Dw0Nt27aVJKWnp5d4zKlTpyRJjRo1clpdAAAAgGlc8lCknj17SpK++eabYm2HDx9WWlqaAgICFBQU5OzSAAAAAGO4JKwPHjxYPj4++vLLL7Vy5Urr62fOnNHLL7+s/Px8DR06VO7uLikPAAAAMIJLHooUGBioadOm6YUXXtDzzz+vjz/+WAEBAUpKStLp06d18803a+TIka4oDQAAADCGS8K6dHmbxtatW+v999/Xtm3bdOjQIQUFBenxxx/XiBEjrDehAgAAADWVy8K6JF177bWKjLRvb1kAAADgaseicAAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1wEkC/eu6ugTAaLUDWru6BAAwjqerCwBqkpS0TLv7hgT6ObASwEzZR5Ps6kfQh63s/YxZ+LTq7KBKANsQ1gEnWxx/sMJ9hvZoXwWVAGY6uTqywn2Chs+ugkpwtbLnMyZJAf3CHVwJUD6WwQAAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYyIqxnZmaqR48eCgkJcXUpAAAAgDGMCOuTJ0/WyZMnXV0GAAAAYBSXh/WvvvpKq1evdnUZAAAAgHFcGtbT09M1ZcoUdenSRR4eHq4sBQAAADCOS8P6Sy+9pJycHM2cOdOVZQAAAABGcllYj46OVnx8vJ5//nkFBwe7qgwAAADAWJ6uuOixY8f0+uuvq3v37ho6dKhd54iNjVVcXJxNxyYnJ9t1DQAAAMCVnB7W8/LyNG7cOLm7u2v69Olyc3Oz6zxpaWlKSEhwcHVXj5S0TLv6hQT6ObiSqmXvOKXqN1YAAFDzOD2sf/jhh0pMTNRrr72mFi1a2H2ewMBAhYaG2nRscnKysrKy7L5WdbU4/mCFjh/ao30VVVK1KjpOqfqOFQAA1CxODev79+/XO++8o969e2vQoEGVOldYWJjCwsJsOnbYsGHMwgMAAKDacWpYnz17tnJzc5Wbm6vnn3++SFt+fr4kWV+fMGGC/P39nVkeAAAAYBSnhvXs7GxJ0pYtW0o9ZuXKlZKkZ555hrAOAACAGs2pYT0qKqrUtuuuu055eXlKSUlxYkUAAACAuVz6UCQAAAAApSOsAwAAAIYirAMAAACGcskTTEuyb98+V5cAAAAAGIWZdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1WAX613V1CSgFP5uqxfuL6qp2QOsadV2gJvJ0dQEwS0papt19QwL9HFgJrmTvz4Ygapua9P6evZBbalt+gVRQUPIx9by9qrIs2Cn7aJJd/SobuO29roVPq85Ovza/ZKA6IqyjmMXxByvcZ2iP9lVQCa5kz88m4n77/0GsaWrS+5uWca7E19sXFCgvv6BYe3X8paQmObk6ssJ9gobPdsl1JSmgX7hLru2IMQPOxjIYAAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUJ6uuGheXp6WLFmiuLg4HT58WHl5eQoKClK/fv30xBNPqHbt2q4oCwAAADCK08N6Xl6exowZo40bN8rHx0c33HCDPD09tWvXLkVGRmrTpk36z3/+ozp16ji7NAAAAMAoTg/rX3zxhTZu3KiQkBAtWLBATZs2lSRlZGRozJgxSkxM1HvvvafnnnvO2aUBAAAARnH6mvW4uDhJ0oQJE6xBXZL8/f01adIkSdKqVaucXRYAAABgHKeH9YYNG6pNmzbq1KlTsbZWrVpJkk6ePOnkqgAAAADzOH0ZzLx580pt27NnjySpWbNmzioHAAAAMJZLdoMpSUFBgd5++21J0l133VXu8bGxsdYlNeVJTk6uVG0oX6B/XVeXUCHVrV7YZ2iP9jYd513LQ4H+dUs9fnH8QUeWBdR4tQNau7oEoNowJqy/9dZb2rZtmxo3bqwnnnii3OPT0tKUkJDghMpgq5S0TLv7hgT6ObAS29hbL0G/emmYVX7Qvpjjpfz8AjXMvVSs7bSvbYEfZTt7IbfcY/ILpIKC4sfW8/aqqrLgQtlHk+zqV1ODvr3vl4VPq84OqgTOZkRYf/vttzV//nzVqlVLc+bMkb+/f7l9AgMDFRoaatP5k5OTlZWVVdkyYQN7ZiBtnf2sCvbUG3E/f+FVN4mfziizvW2z+rqQk6e0jHNFXu/yyItVWVaNc+X7e6X2BQXKyy8ochy/HF/dTq6OrHCfoOGzq6CS6sGe90uSAvqFO7gSOJNLw/qlS5c0ZcoUxcTEqHbt2nrnnXfUrVs3m/qGhYUpLCzMpmOHDRvGLDwAAACqHZeF9XPnzunpp59WfHy86tevr/fee8/moA4AAADUBC4J62fOnNGIESP0888/q3nz5po/f746dOjgilIAAAAAYzk9rOfk5Gj06NH6+eef1a5dO3300Uds1QgAAACUwOlhPTIyUklJSWrevLmioqJsupkUAAAAqImcGtZPnz6tqKgoSZK/v7+mT59e6rFvvPGGs8oCAAAAjOTUsL5t2zZduHBBkvTzzz/r559/LvVYwjoAAABqOqeG9bvuukspKSnOvCQAAABQbbm7ugAAAAAAJSOsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIYirAMAAACGIqwDAAAAhiKsAwAAAIbydHUBQKB/XVeXAJSoQcv28vGoq6E92pd6jHctDwX6Fz8m0L+u8i9UzV+x3rU8quS8pl0TAEBYr3IpaZl29Qv0r6u0jHN2961u7HmfquM4Uf3k/7ZXDXMvldp+McdL+fkFxY7xatBeF6uwrrMXckttyy+QCgpKPqYyobusa5Z1bVcFfVvqtbiy7nreXlVVFmqw7KNJdvWrHdDawZVUjL11S5JPq87V9tqmIKw7weL4gxXuE3F/50r3rW4qOtbqOk5UP4mfzii1rW2z+rqQk1fsl+ve4xdWdVml/kLfvqBAefkFJba3bVa/Sq5Z1rUre83KsHXSo3DdTASgKp1cHVnhPkHDZ1dBJRVjT90B/cKr/bVNwJp1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUIR1AAAAwFCEdQAAAMBQhHUAAADAUC4N6z/88IMeffRR3XTTTeratauGDRum77//3pUlAQAAAMZwWViPjY3ViBEjlJiYqE6dOqlLly5KTEzUqFGjFBMT46qyAAAAAGN4uuKi6enpevXVV+Xr66vo6Gh16NBBkrR7926NGDFC06ZNU+/evdW0aVNXlAcAAAAYwSUz64sXL1ZOTo6GDx9uDeqS1KlTJ40aNUoXL15kdh0AAAA1nkvCenx8vCTpjjvuKNZmeY216wAAAKjpnB7WCwoKdOjQIbm7u6tNmzbF2lu1aiV3d3cdOnRIBQUFzi4PAAAAMIbTw/qZM2eUk5MjPz8/1apVq1i7p6enGjZsqPPnz+vcuXPOLg8AAAAwhluBk6evf//9d/Xu3VuBgYHasGFDicfcfvvtSktL0/fff1/qTaaxsbGKi4uz6ZqJiYnKzc2Vr6+vrr32Wrtrt0f2xUt29avt6a6Ll/Kd2tcV16xMX+qt2r5XQ721Pd1VkFP+L/1uclOBiv9V6F6rjgpyLpTYVtm+pfWzpb8r+pbXr6z+lekrSW5ubuX39fJWfu6FIq9V5J+3K69tyzXLurYz+rry2jW1bkny8K5nd9+8C2ft6ldd667sdV19bXslJycrKytLTZs2dciybqfvBuPubvtkfll/0aalpSkhIaFC187KyqpwHwAAAKCisrOzHXIep4d1Hx8fSdLFixdLPebChQtFji1JYGCgQkNDbbrm3r17lZ+frwYNGig4OLgC1V4dLL/hueKbBVRvfHZgDz43sBefHdjDtM/NsWPHlJ2drZYtWzrkfE4P6/Xq1ZOPj49Onz6tS5cuydOzaAmXLl3S6dOnVbt2bdWvX7/U84SFhSksLKyqy70qDBs2TAkJCbr22msVFRXl6nJQjfDZgT343MBefHZgj6v9c+P0G0zd3NzUrl075eXl6ejRo8Xajxw5ovz8/CL7rwMAAAA1kUv2We/Ro4ckaf369cXaLK/16tXLqTUBAAAApnFJWA8LC1Pt2rW1YMEC7d271/r6nj179OGHH8rb21tDhgxxRWkAAACAMZy+Zl2SWrZsqXHjxmnKlCkaPHiwbrrpJknS1q1bdenSJc2cOVONGjVyRWkAAACAMVwS1iVp6NChatGihT788EPt3LlTtWrVUteuXfXPf/5T3bt3d1VZAAAAgDFcFtYlqU+fPurTp48rSwAAAACM5ZI16wAAAADKR1gHAAAADEVYBwAAAAzl0jXrcI4BAwYoNDRUgYGBri4F1QyfHdiDzw3sxWcH9rjaPzduBQUFBa4uAgAAAEBxLIMBAAAADEVYBwAAAAxFWAcAAAAMRVgHAAAADEVYBwAAAAxFWL/KxMbGKiQkRNu3by+x/ciRI3r22WfVq1cv3XDDDerfv7+ioqKUn5/v5EphmvI+O5s2bdLIkSMVGhqqjh07qk+fPnrllVd04sQJJ1cKk5T3ubnSE088oZCQEG3durWKK4PpyvvsnDt3TpGRkfrb3/6m66+/XqGhoXryySe1Z88eJ1cKk5T3uUlKStI//vEP679Vd9xxh6ZPn64zZ844uVLHIaxfRRITEzV16tRS2/fv36+BAwdq1apVatGihXr06KETJ07otddeU0REhBMrhWnK++zMnz9fo0eP1g8//KDWrVurZ8+ekqSYmBgNGDBAqampzioVBinvc3Ol6OhoxcfHV2FFqC7K++xkZmbq4Ycf1rvvvqtz586pV69eatasmb777jsNGTJEu3fvdmK1MEV5n5v169dr6NCh2rhxo1q1aqWePXvq4sWL+s9//qNBgwYpIyPDidU6DmH9KrFmzRqNHDlS2dnZJbYXFBQoIiJCZ8+e1axZs7RkyRLNnTtXa9asUUhIiFauXKk1a9Y4uWqYoLzPzqFDhzR79mz5+PgoOjpaMTExeu+997R27VoNGTJEGRkZmjBhgpOrhquV97m50rFjx/T6669XcVWoDmz57MyYMUMpKSm65557tH79es2dO1crVqxQRESEcnJy9PLLLzuxYpigvM/NpUuX9Oqrr+r/t3dvIVGtbxjAHw9jhWIxOkPSCTUPUVpqWSoVWhREGgR2wMAkMDSVDmgZiemFqBdlWqGlJVlpOkUSdtEJDTQPTAmKNmZaUlbmqZOWOc6+kJl/5rj/s9vOzHL7/MCb71sXz8WLvq71rm+NjIwgKysLxcXFOH/+PB48eAB/f3+8fv0a586dM3DqycFmfYp7//494uLiEBMTg5GREdja2mq9rrKyEgqFAt7e3ti2bZtmXSwW4+TJkwCAgoICQ0QmgdC1dkpLSzEyMoKwsDB4eHho1kUiEY4fPw6xWIz6+nq8ffvWUNHJiHStm18plUocPXoUIpEIzs7OBkhJQqRr7XR2dqK0tBQLFixAamoqLCwsNHv79u3D0qVLMTg4OGXvktI/o2vdKBQKdHd3w9XVFZs2bdKsz5gxA5GRkQCAuro6g2SebGzWp7iMjAyUlpZi2bJluHHjBhwcHLRep370vKKzCbQAAAbOSURBVHHjxnF7np6esLGxgVwux9evX/Wal4RD19oRiURwcXHBqlWrtO7Nnz8fANDV1aXXvCQMutbNr3Jzc/Hs2TMkJCTAxsbGAClJiHStnXv37kGlUiEkJGRMo65269Yt3L9/H2KxWN+RSQB0rRtT09GWtqenB8PDw2P2+vr6AACzZ8/Wb1g9MTd2APp3HBwckJaWhqCgIE2hatPa2goAE97Vsre3R09PD16+fInly5frJSsJi661ExMTg5iYGK17AwMDmtqaO3euXnKSsOhaN2rPnz9HVlYWNm/ejMDAQNy8edMAKUmIdK2dpqYmAICbmxu+ffuGu3fvorGxEebm5vDx8cGGDRtgYmJiqNhkZLrWzeLFi2FnZ4d3794hLi4OBw8ehEQiQX19PZKSkmBqaoqwsDADJp88bNanuPDwcJ2uU9/1lEgkWvfV693d3ZMTjARP19r5OxcvXsTAwADc3NxgZ2c3CalI6P5J3QwNDSE2NhbW1taacTuavnStnY6ODgCjL5kGBgaOGbG7evUqfHx8cPbsWVhZWeklJwmLrnUjEomQmZmJqKgolJWVoaysTLMnlUqRm5sLPz8/fcXUK47BTBODg4MAgJkzZ2rdV6/r+rIYUUVFBXJycmBqaorY2FhjxyEBOnPmDFpaWpCcnMyRBdLZly9fAADx8fGYM2cOioqKIJfLcf36dbi4uODJkydITEw0ckoSooULFyIwMBBmZmZwd3eHv78/JBIJurq6kJubi/7+fmNH/CNs1qcJMzMzAPi/jw553jrpory8HNHR0VAqlTh06BBWr15t7EgkMHK5HJcuXUJQUJDWd2WIJjI0NARg9E5pfn4+PDw8YGVlBS8vL+Tl5cHS0hJlZWVob283clISkr6+PuzevRuFhYW4fPkySkpKkJ2djUePHiE4OBhVVVWIiooydsw/wmZ9mpg1axYA4Pv371r31euWlpYGy0RTk0wmw4EDB/Djxw9ERUVNyjgN/bcMDAzg2LFjkEgkSEhIMHYcmmLUT3q3bt0Ka2vrMXsSiQQBAQFQqVSora01RjwSqLy8PLS1tSEyMnLMDSQLCwskJibC3t4edXV1On/ATUg4sz5NSKVSNDc3o7u7G46OjuP2P378CGDimXYiADh9+jSys7NhYmKC+Ph47N2719iRSIAKCwvR0dEBFxcXJCcnj9lTv5CcnZ2NkpIS7Nq1CytXrjRGTBIo9cjUvHnztO6r19UnfBAB0Pzzpm0uXSQSwdfXF+3t7Whqappyv3PYrE8TTk5OqKioQGtr67iRBZVKhba2NpiZmWlt5IlUKhVOnDgBmUwGCwsLpKWlYcuWLcaORQKlfvdFoVBAoVBovaaqqgoA4OvrO+X+cJJ+OTs7o7q6esLjYNU3l3gMKP3q8+fPAP439vs79frPnz8NlmmycAxmmli7di0A4OHDh+P2nj59it7eXnh5efHtetIqNTUVMpkMVlZWyMvLY6NOfys6OlrTqP/+4+PjAwC4cuUKFAoFtm/fbuS0JDTr1q0DMPrp+N/Pyx4aGkJNTQ0AwMvLy+DZSLjU569XVFSM21MqlaiurgYAuLq6GjTXZGCzPk14e3vDyckJlZWVKC4u1qz39vYiKSkJAKbs+aOkX48fP0Z+fj7Mzc2Rk5MDb29vY0ciov8wX19fuLq64tWrV0hJSYFSqQQwegBCeno63rx5Az8/P50+yEXTx86dOwGMjtjJ5XLN+vDwMNLT09HS0gInJyesWbPGWBH/GMdgpglTU1OkpKQgNDQUCQkJkMlkkEqlqK2txadPn7Bjxw4EBAQYOyYJUGZmJoDRR85FRUUoKirSel1ERATHqIjoXzMzM8OpU6cQGhqKa9euoby8HEuWLEFLSws6OjpgZ2c37l0IovXr1yM8PBwXLlxASEgIVqxYAbFYjObmZnR2dsLW1hYZGRkTjskIGZv1acTd3R0lJSXIzMxETU0NXrx4gUWLFuHw4cMIDg42djwSoP7+fjQ0NAAAPnz4gDt37kx4bXBwMJt1IpoUjo6OuH37tubovYqKCkgkEoSEhCAiIoKHIZBWR44cgaenJwoKCtDQ0IDGxkZIpVLs2bMH+/fvh1QqNXbEP2KiUqlUxg5BRERERETjcWadiIiIiEig2KwTEREREQkUm3UiIiIiIoFis05EREREJFBs1omIiIiIBIrNOhERERGRQLFZJyIiIiISKDbrREREREQCxWadiIiIiEig2KwTEREREQkUm3UiIiIiIoFis05EREREJFBs1omIiIiIBIrNOhERERGRQLFZJyIiIiISKDbrREREREQCxWadiIiIiEig/gKWRZ236s6uugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 254,
       "width": 373
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#SOLUTION\n",
    "def plot_classification(w_alcohol_content, w_bitterness, w_darkness, w_fruitiness):\n",
    "    scores = (\n",
    "        w_alcohol_content * beer_data[\"alcohol_content\"] +\n",
    "        w_bitterness * beer_data[\"bitterness\"] +\n",
    "        w_darkness * beer_data[\"darkness\"] +\n",
    "        w_fruitiness * beer_data[\"fruitiness\"]\n",
    "    )\n",
    "    scores_bad = scores[beer_data[\"is_yummy\"] == 0]\n",
    "    scores_good = scores[beer_data[\"is_yummy\"] == 1]\n",
    "    plt.hist(scores_bad, bins=25, color=\"steelblue\", alpha=.7)\n",
    "    plt.hist(scores_good,  bins=25, color=\"chocolate\", alpha=.7)\n",
    "    plt.text(min(scores_bad), 14, \"weights: {0:.2f}, {1:.2f}, {2:.2f}, {3:.2f}\".format(\n",
    "        w_alcohol_content, w_bitterness, w_darkness, w_fruitiness))\n",
    "    \n",
    "plot_classification(2.1, 4.0, 0.5, 1.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 254,
       "width": 373
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TODO: move to solutions script\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "classifier = LogisticRegression()\n",
    "input_features = beer_data.iloc[:, :-1]\n",
    "labels = beer_data.iloc[:, -1]\n",
    "classifier.fit(input_features, labels)\n",
    "w = classifier.coef_[0]\n",
    "plot_classification(w[0], w[1], w[2], w[3])"
schmittu's avatar
schmittu committed
   ]
  },
schmittu's avatar
schmittu committed
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Geometrical interpretation of feature vectors\n",
    "\n",
    "If you take the values of an input-feature vector you can imagine this as a point in a n-dimensional space.\n",
schmittu's avatar
schmittu committed
    "\n",
    "E.g. if a data set consists of feature vectors of length 2, you can interpret the first feature value as a x-coordinate and the second value as a y-coordinate.\n",
schmittu's avatar
schmittu committed
    "\n",
    "Classes then group points."
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example\n",
    "\n",
    "For sake of simplicity we restrict our beer data set to two features: `alcohol_content` and `bitterness`.\n",
    "\n",
    "The following plot shows how these reduced feature vectors can be interpreted as point clouds. For every feature vector we color points in green or red to indicate the according classes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
schmittu's avatar
schmittu committed
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxAAAAIbCAYAAAB7SXiKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XdgFGX6B/DvbMsmm7rpCUnoXXrvcBxiBREFEQ5RUbF7/sReznKenp79RMWCFEEUREBEQaS30EsoCaST3jab7TO/PziQmDaz2U39fv46Zt7nfR84DPPMvEWQJEkCERERERGRDKrGToCIiIiIiJoPFhBERERERCQbCwgiIiIiIpKNBQQREREREcnGAoKIiIiIiGRjAUFERERERLKxgCAiIiIiItlYQBARERERkWwsIIiIiIiISDYWEEREREREJBsLCCIiIiIiko0FBBERERERycYCgoiIiIiIZGMBQUREREREsrGAICIiIiIi2VhAEBERERGRbCwgiIiIiIhINhYQREREREQkm6axE2itJk+ejMzMTPj5+SEhIaGx0yEiIiKiFiotLQ0AcPXVV+PZZ5+td38sIBpJZmYmTCYTTCYTcnNzGzsdIiIiImrhTp065ZF+WEA0Ej8/P5hMJgQEBKBbt26NnQ4RERERtVBJSUkwmUwe648FRCNJSEhAbm4uunXrhsWLFzd2OkRERETUQs2aNQv79u3zWH9cRE1ERERERLKxgCAiIiIiItlYQBARERERkWwsIIiIiIiISDYWEEREREREJBsLCCIiIiIiko0FBBERERERycYCgoiIiIiIZGMBQUREREREsrGAICIiIiIi2VhAEBERERGRbCwgiIiIiIhINhYQREREREQkGwsIIiIiIiKSTdPYCRARkXdJogumk1tRkbwfos0MlV8gArqPgV/7/hAEobHTIyKiZoYFBBFRCyVJEop3LUfezx/BUZhR6V7+hg+gb9MdkTf8HwKv+ksjZUhERM0RpzAREbVAkiQhZ/XryFr6VJXi4RJr5kmkLbgLRTu/aeDsiIioOWMBQUTUAhXvWoGCTZ/U3VCSkLXsGZjP7vV+UkRE1CKwgCAiamEkUUT+xo+UBCDvl/96LyEiImpRWEAQEbUw5UnbYC9IVxZzcqviGCIiap1YQBARtTDm5H3KgyQJ5uT9nk+GiIhaHBYQRETNlCSKcFlMkFyOStdFW4Vb/Yl29+KIiKh14TauRETNiCRJqEjeh8LtS1B2eCMkpw0AoG/THaGjZiFowCSo/YLc6lvtG+jJVImIqIViAUFE1EyIdisyFj2KskMbqtyzZp5E1rKnkbv+XURNflJx34JaC/+uIzyRJhERtXCcwkRE1AxILifSF86rtni4krM0F9nfvgif6M6K+g/qfz00AaH1SZGIiFoJFhBERM1A8b5VMB3/TVZb0WK6+D8EeT/iVT4GhF/9gLupERFRK8MCgoioiZMkCYW/L1IUY7twBhHXPQao1LW2U/kYkHDfQuijO9UnRSIiakVYQBARNXG2C2dhzTiuOE60lKH9Y98i4KrxgCBUuidodAgefDM6PPkj/LsM81SqRETUCnARNRFRE+coznYrzl6UBUOHATDM+xz2wkxUnDsA0WaG2i8Ihs5DofE3ejhTIiJqDVhAEBE1dTLXMlQN+2P6ki60DXShbTyVERERtWKcwkRE1MT5RLR1K07nZhwREVFtWEAQETVxurB4GDoPVRYkCDAOvdU7CRERUavGAoKIqBkIHXOHovYBPcZBFxbvnWSIiKhVYwFBRNQMBPa+GsYRM2S11YbEInbG617OiIiIWisWEEREzYAgCIiZ/hrCxt9b66JqfVxPtH98JbTBkQ2YHRERtSbchYmIqJkQVCpET3kGoaP/hqIdy1B2+Gc4zSVQ6fTwTeiF0JEzYegyHMKfznwgIiLyJBYQRETNjC60DaImzUfUpPmNnQoREbVCnMJERERERESysYAgIiIiIiLZWEAQEREREZFsLCCIiIiIiEg2FhBERERERCQbCwgiIiIiIpKtxRUQq1atQpcuXZCYmKgoLjc3Fy+88AL+8pe/oFevXrj66qvx0UcfwW63eylTIiIiIqLmp0UVEIcOHcIrr7yiOC4nJwe33norVqxYgcDAQIwZMwZmsxnvv/8+7rrrLjgcDi9kS0RERETU/LSYAmLjxo246667UFFRoTj2pZdeQk5ODh555BGsXr0a77//Pn755RcMGzYM+/btw+LFi72QMRERERFR89PsC4icnBzMnz8fDz/8MERRRFhYmKL4c+fO4ffff0d8fDzuu+++y9f9/Pzw2muvQa1WY8mSJZ5Om4iIiIioWWr2BcS7776LNWvWoGfPnlixYgXat2+vKH7Hjh2QJAljx46FSlX5jyMmJgbdu3dHVlYWkpOTPZk2EREREVGz1OwLiPbt2+ONN97AypUr0aVLF8XxlwqDTp061dg/AJw5c8b9JImIiIiIWghNYydQX/fcc0+94vPy8gAAERER1d4PDw8HABQUFNTZ16pVq7B69WpZ4yYlJcnMkIiIiIio6Wj2BUR9WSwWAIBer6/2/qXrchZnZ2VlYd++fZ5LjoiIiIioiWn1BYRarQYACIJQaztRFOvsKzY2FoMGDZI1blJSEkwmk6y2RERERERNRasvIHx9fQEAVqu12vuXrvv5+dXZ15QpUzBlyhRZ486aNYtfK4iIiIio2Wn2i6jr69Lah5rWOOTn51dqR0RERETUmrX6AuLS7ks1bdOakpICAOjcuXOD5URERERE1FS1+gJi5MiRAIAtW7ZUWeeQnZ2NpKQkxMbGomPHjo2RHhERERFRk9KqCojs7GykpKSgqKjo8rW4uDiMHDkS586dw3vvvXf5ekVFBZ577jm4XC7MmTOnMdIlIiIiImpyWlUB8eSTT+Laa6/F0qVLK11/8cUXER4ejgULFuCGG27Aww8/jAkTJmDnzp0YNWoUbrvttkbKmIiIiIioaWlVBURN4uLisHLlSkyZMgVFRUX4/fffERQUhMcffxwffvghNJpWv1kVERERERGAFriN6+LFi926Fx0djddff90bKRERERERtRj8AkFERERERLK1uC8QREREDUkSRZjP7ELh9iWwpB+H5LRBExCGoL7XIGTYdGiDeI4QEbUsLCCIiIjcZC/MQNon98CaebLSdWdpHqyZJ5G7/j1EXPswIq55GIIgNFKWRESexQKCiIjIDfaibKS8PRXOkpyaG4lO5K37D0SrGdFTnmm45IiIvIhrIIiIiNyQteSJ2ouHKxRs+gTlp3Z4OSMioobBAoKIiEgh64WziguCwt8XeSkbIqKGxQKCiIhIoeJdyxXHlB3bBEdprheyISJqWCwgiIiIFLLlnlceJImwF6R7PhkiogbGAoKIiEghSXK5FyiKnk2EiKgRsIAgIiJSSBcS41acNiTaw5kQETU8FhBEREQKBQ+eojjGr8NA6MLivZANEVHDYgFBRESkkF/7AdC36a4oJnT037yUDRFRw2IBQUREpJAgCGgz800IOl9Z7QN7X42gftd5OSsioobBAoKIiMgNvvFXod1Di6E2hNTaLqj/DYi7830IKnUDZUZE5F2axk6AiIiouTJ0GIgu/9iK4j3fo2j7EthyUwAAgkaHwD4TETpyJvw6DoIgCI2cKRGR57CAICIiqge1XxDCxt2JsHF3QrRbIDpsUPsGtJovDq6KUrgqSiFofaAJCIeg4uQGopaOBQQREZGHqHS+UMlcF9GcSS4nyo5sROHWr2E+u+fyda2xDYwjZsA4fDo0AaGNmCEReRMLCCIiIpLNaS5B2idzUZG8r8o9R1Emcn98EwWbPkHCfQth6DioETIkIm/jd0YiIiKSRbRbkfrfO6otHq7kqihF6oezYck43kCZEVFDYgFBREREshRtXwLL+UOy2or2CmQvf97LGRFRY2ABQURERHWSRBGF25coiqk4fxCWjBNeyoiIGgsLCCIiIqqTJf0Y7HnnFceV7P/BC9kQUWNiAUFERER1cpbmuhXncDOOiJouFhBERERUNzfPtRDUWg8nQkSNjQUEERER1Ukf3cm9uCj34oio6WIBQURERHXShcXDv+sIRTGCWovgITd7KSMiaiwsIIiIiEiW0LF3Kmof1P8GaAPDvZQNETUWFhBEREQkS+BVf0HYX+bKaquP6YqYW1/ybkJE1ChYQBAREZFsUVOeReSNT0DQ+tTYJqDHWLR7bAXUfkENmBkRNRRNYydAREREzYcgCIiY+CCMI2eieM9KlB3eCJe5GCqdL3zb9kHoqFnQx3Rp7DSJyItYQBAREZFsLosJjuJsSKKIkMFTES5zShMRtRwsIIiIiKhOFamHUfj7IpQeXAfJab94UVAhoOc4hI7+G/y7jYIgCI2bJBE1CBYQREREVCNJkpD/8wfIXft2NTdFmI5tgunYJoQMvQWxM/4FQc1HC6KWjouoiYiIqEYFvy2svnj4k+LdK5G94vkGyIiIGhsLCCIiIqqW01SA3B/ekN2+aMcyVKQe8WJGRNQUsIAgIiKiahXt+haSy6EsZvtiL2VDRE0FCwgiIiKqVumBtYpjShLXQhJFL2RDRE0FCwgiIiKqlrMsX3GM5LBCtJV7IRsiaipYQBAREVG1BI2uQeOIqHngXmtERE2cJElIyirB2ewS2J0iggw6DOoYgWCDT2OnRi2cPqYLHEVZimJ04W2h0uq9lBERNQUsIIiImihJkrDleDZW7j6Hc7llle5p1AJGd4/BzFGdEGM0NFKG1NIZR9wO0/HflMWMvL3Ge/aCdFScPwTRYYXGEAJD56FQ+wbUN00iamAsIIiImiBJkvDppiSs2nO+2vtOl4TNx7KwPzkPr80YhM4xwQ2cIbUGAT3HQhfRHva8c7Laq/T+CBlyS5Xr5ad3Iv/XT1B+cmvl9j4GBA+6CeFX3w+dMdYjOROR93ENBBFRE7R67/kai4crlVkceO6b/Sg0WRsgK2ptBJUaCfd+ArVf3QWqoNYifu4CaPxDKl0v+O0LnH9vRpXiAQBEmxlF25cg+V83wJJ+zGN5E5F3sYAgImpibA4Xlu1Ilt2+tMKONftTvZcQtWr66M7o8MQq+MZfVWMbXVg82j28FAHdRla6XpK4Fhe++0edY7jKC3H+o9lwlOTUO18i8j5OYSIiamK2nbwAk0XZ4V0/H8rAzFGdoNOovZQVtWY+kR3Q4cm1qDh/EMU7l8OWnwqILmhDYhAy5Gb4dxsNQVX5naQkishZI/8Ua5epEAWbFyL65uc8nD0ReRoLCCKiJubAOeV775dW2HEutwxdY0PqbkzkBkEQYGjfH4b2/WW1L0/aCkdhhqIxind/i8gbHodK5+tOikTUQDiFiYioiTHbnO7FWd2LI/KGMoW7NwGAq6IUFecOeCEbIvIkFhBERE2Mn869j8O+PvyoTE2Hq6K0QeOIqOGwgCAiamJ6tw1VHOOv16JDZKAXsqGWymkugTllP8pP74I1+wwkSfJo/yqdn3txPu7FEVHD4esqIqImZlzPGHy2KQkVCqYyTejTBj5aLqCmulWkHUXhli9QemAdJNcfi/V9ojshdNQshAydBpWu/idJGzoMRPHObxTFCGotfBN613tsIvIufoEgImpi9DoNbhnaXnZ7g16DyQPbei8hajEKty1GypuTULJvdaXiAQBsF84ie8ULOPfOrXCaCus9VlC/66A2KDvgMKj/DdD4G+s9NhF5FwsIIqImaPqIjpjYJ67Odr46Nf5x6wBEBnPaB9WuZP8aZC9/DpDEWttZ0o4g9eM7ITrqdzihSqdH2F/mym4vqLUIGy+/PRE1HhYQRERNkEoQ8Oj1V+HBa3ogOqRqcaASgCGdI/HunOG4KkH5mglqXUSnHRe+f0V2e0vqYZTsW13vccMn3I/gIVPrbqjSoM0d78K3Tfd6j0lE3sc1EERETZQgCLhhQFtc1z8BB88V4Ex2CRxOEYF+OgzrEsmvDiRb2eGNcJYpO1+kcOvXCBk2HYIguD2uoFKhzcx/Qx/dGQWbP6s2B9+2fRA16Un4dxnm9jhE1LBaRAGxa9cuLFiwAKdPn4bD4UCPHj0wd+5cjBo1SnYfhw8fxscff4xDhw6hoqICUVFRGDduHB544AEEBQV5MXsiotqpBAEDOoRjQIfwxk6FmqnSQz8pjrFmnoS9IB0+4Qn1GltQqRD+13sRNu5OlB35BRXnD0K0W6H2D0FgrwnwS+hVr/6JqOE1+wJi1apVePrpp6HT6TBkyBCIooi9e/di7ty5ePnllzFt2rQ6+9i0aRMeeeQROJ1O9O7dG2FhYTh27BgWLVqE33//HcuXL4fRyEVdRORZZ7JLsP5gOlLzTHC6RIT4+2BMjxiM6h4NnYY7KpHnuMqL3IwrBOpZQFwiqLUI6ncdgvpd55H+iKjxNOsCIjc3Fy+++CICAgKwbNkydO7cGQBw9OhRzJkzB6+99hrGjBmDyMjIGvtwOp148cUXIYoiPvjgA0yYMAEAYLPZ8Mgjj2DLli346KOP8PzzzzfI74mIWr78MgteX3UIJzKKq9zbn5yPT39Nwv0Te2BMj5hGyI5aIkHr416cxr04ImrZmvUi6qVLl8Jut+OOO+64XDwAQK9evTB37lzYbDasWLGi1j5Onz6NgoICdO3a9XLxAAA+Pj64//77AQD79+/3zm+AiFqd/DILHvtyV7XFwyWlFXa8vuoQNh7OaMDMqCXzjeupOEblY4BPRDsvZENEzV2zLiC2b98OABg/fnyVe5eubdu2rdY+VKqLfwSFhYVwOisf2lRcfPEfeK6BICJP+dfqw8gvk7c95rvrjiE93+TljKg1MI64DVC4GDp48BSeCk1E1Wq2BYQkSUhOToZKpUL79lUPXGrbti1UKhWSk5MhSVKN/XTs2BHR0dHIzc3F/PnzkZ6eDovFgt27d+Mf//gHVCoV5syZ483fChG1EmcvlOJ4uvy56KIk4cfENC9mRK2FLjQOQX3lrz0Q1FqEjrnDewkRUbPWbNdAlJaWwm63w2g0QqfTVbmv0WgQEhKCwsJCmM1m+Pv7V9uPVqvF+++/jwcffBDr16/H+vXrL9+LiIjAwoULMXz4cFk5rVq1CqtXy9s3OykpSVY7Imo5fjqYrjhm09FMzB3fDT5aLqqm+om9/XXY8s/DmnGi9oaCCm1m/wf6qI4NkxgRNTvNtoCwWCwAAF9f3xrb6PV6AKi1gACA+Ph43HDDDfjyyy/Ro0cPhIaG4vjx48jLy8PChQvRo0cPBAcH15lTVlYW9u3bp/B3QkStRWqe8ulIFrsLeaUWxIXV/DOMSA61byDaP7oC2cufQ8mBtYDoqtJGFxaPmGkvI6DH2EbIkIiai2ZbQFxauyBHbVOYiouLMWPGDOTm5uLLL7/E4MGDAQB2ux0vv/wyVq5ciQcffBBLliypc5zY2FgMGjRIVk5JSUkwmTi3mag1cYqiW3EuseafYURKqH0DEDfnPUTd9DSKdq2ANeMERKcN2oBwBPW/Hv7dRkFQ8O8rEbVOzbaA8PO7uLDLZrPV2MZqtVZqW53PP/8c586dwxNPPHG5eAAAnU6HF198EYmJidi/fz8SExMxYMCAWnOaMmUKpkyZIiv/WbNm8WsFUStj9NcDKFUcF2yoOk2TqD60wVGIvPaRxk6DiJqpZvuawd/fH35+figuLq6yexJw8XyH4uJi+Pj4IDAwsMZ+Lj3EV7fOQavVYtiwYQCAkydPeihzImqtxrpxrkO/9mEINnAvfiIiajqabQEhCAI6duwIl8uF1NTUKvfPnz8PURQrnQ9RnbKyMgCAWl39AsVL1x0OR/0SJqJWb3i3KITILgYuTlsakL4MKf+5BVnLn4Mlk5svEBFR42u2BQQAjBw5EgCwadOmKvcuXRs9enStfVzaAnbr1q1V7rlcLuzZswcA0LVr13rlSkTNjyRJcFlMcFlMta6lkkurVuGha3uizt34JQmAgJ7Ww+iYsQYVyftQtG0xkv85EefenQ5HSW69c6HWSZIkmM/uRfbKfyDjq0eRufQpFO38BqKtorFTI6JmpNmugQAurjlYuHAhPvvsM4wYMQI9e148afPYsWNYuHAh9Ho9ZsyYcbl9eno6HA4HIiIiEBAQAACYNm0aNm/ejAULFqBfv37o378/gItToP7973/jzJkz6NSpE4YMGdLwv0EiahT2gnQU7ViGol3fwlVeCABQG4IRPPhmhI6aVa/TeYd3jcL8yX3w9o9H4KyyOPpi4QDhYvFwe/GXUKFyG/OZ3Uh5ewo6PL4K2uBIt/Og1sd0cisufP8qbBfOVLpevPMbXFj1GkJHz0bkdY9BUDfrR4NWRXI5YTr+G0oP/wxneSFUGh/4JvRCyNBboQ2KaOz0qAUTJE+8VmtES5cuxcsvvwytVnt5EfTevXvhdDrxxhtvYNKkSZfbjhs3DllZWXj99dcrLXZ+++238emnn0IQBPTp0wdGoxFJSUnIzs5GWFgYFi1ahI4dPbsf9qVF1IMGDcLixYs92jcRua9w22Jkf/titVtcAgAEFaImP4Ww8fdAUHiy75WyisxYl5iGX45koNz6xzquLtYTGFaxDd1sx6sUD1cydB6K9o8ud3v81saSfgyF2xbDfHYPXFYzBJUaPlGdENBjNAJ7/bVeRWFTJ4kiinctR9Y3zwJS7TuBBfa+GvF3/5dFRDNQemgDLnz3MhzF2VVvqjQIGTwFMdNehkpX83b3LY3kcqLs2GYU71oBe34qJEmCzhiD4ME3I6jftVBp9Y2dYqPx9HNns/8JcfvttyMmJgYLFy7EwYMHodPp0K9fP8ybNw9Dhw6V1cfjjz+Ofv36YfHixTh27BiOHz+OiIgIzJw5E/feey8iIljFE7UGRTu+Qfby52pvJInIWf1PQKVC+F/muj1WrNGAeyd0x5xxXVBosiF73Xtw7vkafpK8qSTmM7thyTgB37gebufQGrgsZcj48hGYjv9W5Z6zNBfm0zuQs+o1GDoPQ/iEeQjoPqoRsvQOS2YSirYvQfHe7yHZLbJiyo5sRO7atxE1+UkvZ0f1UbTzG2QtfarmBqITxbu/hS03Be0eXtoqioiK8weR/vlDcBRlVrpuzzuH8lM7cOH7V9Hmb28hsOe4RsqwZWn2XyCaK36BIGpanKYCnHpmCCSXzA0TVGp0eXk7dMbYSpdteakoP7UdLosJar0Bhs5DoY+ufTMH0WFF0pP9IVrLFeVsHDkTsbe9piimNRFtFTj37nRY0o7Ijoma/BTCJ8zzYlbeJ4kicn98E/m/fOxWvErvj67/3Au1nocXNkWW9GNIfnNSzV9J/yRk2DS0mfmml7NqXOZzB3D+vRmQHNbaG6rUSLjnEwT2+mvDJNaE8AsEEZEXFO1cIb94AADRhaIdyxB14xMAAHNKIvI2vI/yk1U3ZDB0GoKIax6Cf9cR1XblKMpWXDwAgDX7tOKY1iRn7VuKigcAyPnhX9AEhiNkyFQvZeV9OWveQMGvC9yOF63lKNm/BqEjb/dgVuQpBb99Ibt4AICSvasQNWk+NAFhXsyq8YgOG9I/u6/u4gEARBcyvngYXV7dCY2/0fvJtWDNehcmIiJPKdn7vfKYPRdjSg6sw7l3p1VbPACA+ewenP9gJgq3L632vuS0Kx67PnGtgctqRvGuFW7F5qx5U1kx2YRY0o/Vq3i4pOL8QQ9kQ57mLC9G6YG1imIklwPFu1d6KaPGV3roJzhL82S3F+0VKN71rRczah1YQBARAXCUXFAeU5qD8pT9yPjqEcBV9UDLSiQJ2cufhenE71VuaQLDFY8NAJqAULfiWoOywxvc+qoDXFwbUXa06vbgzUHhNs9MiZW7ZoIalu3CGbeKW0v6MS9k0zQU71S+mUTRzm+8kEnrwilMREQAIFR/mGTtMSrkb/iw7uLhEklC7vp3EdBjTKXLmoBQqPyCIFaUKhpeF95WUftKqbgcKDv6KypSj0ByWKH2NyKw1wT4tunmdp9NiS33XL3iTcc2I6jvNR7KpmFILgdK9q/xSF9qv2CP9EOeJTpsDRrXHNhykhXH2PNTIbkcENRaL2TUOrCAICIC4BPRDpb0o4pidMY2KE+qftpSTSyph2BJPwbf+KsuX3OU5ikuHgDAXphZd6M/kUQRBZs/Q8FvC6t89s9b9x/4dRiIqMlPwdBhgOK+m5Q6tiuti8uN/z8am7O8WN48cBkCe0/wSD/kWZoA9+btt+T5/pKC9SB/jmMB4T5OYSIiAhAyfLriGH18j/+dGq2MKWl7pV87y/IV9wHg8iF3ckmiiMyv/46c1f+scc5wRcp+nH93OsqO/upWTk2FNiSmXvGCT/Pb9lJQufEVrRq6sHj4d2s529m2JPrY7m59eQzqd63nk2kitMFRimPUhuBWfSaEJ7CAICICEDxwMtR+QbLbq3R+0Md0dWusP8/Nd/ctmNK4vJ8/QMm+1XW2k1wOpH/+AKwXzrqVV1MQ1P96CBqd2/GGDgM9mE3DUBuCoTbUf+pR1E1PQ1Dx8aApElQqGEfNVBSjDY2Df7fRXsqo8QUPmuxGzJS6G1Gt+BOCiAiAWm9A3F0fASoZMzsFFeLmvAdtoHuHTKp8DJV+rQttA5XOT3E/PjG1ny9xJdFWgYLNn8luLzlsKPjtc8U5NRUafyOC+l3vVqzKx4DgQTd5OCPvE1RqhAy9tT4dIGb6awjq23LfVrcExuEz5L+8EATE3PJSiy4IQ4beqvhlgZFbFNdby/0bRUSkUEC3kWj34CKo/Wve3UjtF4SEez9DYO8JMHQe4tY4/l2HV/q1ysfPrQdW4/AZstuWJP4I0WJS1H/J/h/gspQpTavJiLrpKWj/dNCfHKFj7mi2h6gZR84ElE5lUqkR2Gci2v/9W4QqfLtNDU+tN6Dtg19DH1vHhgcqDdrMehuBvcY3TGKNRONvRPQtL8luH37NQ9BHdfReQq0ECwgiahUk0QVJxnoF/64j0PW1XWgz+x0YOg2BNiQG2uBo+HUYiNiZb6LrP/de/gfZJ6Kd4rnivvFXwTehd5XroWNmK3rwM3QeqmjHJHPKftltL5Hslma9/aM2KBLtH10On8gOsmOC+l2HyBse92JW3uUTnoDY6fJOJxc0OkSLiyNbAAAgAElEQVTd/Dy6vroLCfd80iymbUmSBNFhhSTWb5F8c6cNjkT7x79H9NQXoItoX+meoNUjZOit6PjUOoQMubmRMmxYoSNvv1hECLU/1oZf/QAir2++/303JdyFiYhaLHthBoq2L0PxvlVwluQAggo+Ee0QMnw6QobcAo1/SLVxKq0eIYOnIGRw3fNkI655COWnd8o+GTbi2kcgCEKV6/qYLoid/iqylj1dZx9aYyzi7nhP1niXiDazovZ/xDXv8wB0YfHo+MwGlB3egLyN/4WthtO71f5GhI2dg/CrH/DYYuTGYhxxGwSNFtnLn4dor6i2jTYkBvFzF8CvbdVitqmRJAmW1MMo3LYYZYd/vvh3WRDgG3cVjKNmInjAjVDpmt+i9/pS6w0IG3cXQsfeCVv2aTjLCyFofKCP6Qy1b2Bjp9fgwsbOQUD30SjcvgTFu1dC/N/XU0Hni+CBkxA6ahZ843o2cpYtBwsIImpxJElCwaZPkfPDvypv5ymJsOWmIGfVa8hb9w7i5rxX7+0qDR0Hoc3MfyNzyRN1FhHRU19EYK+/1njfOGIGVD5+yP72JbjMxTWMNxhxd74PbXCkojyVLBCvHNf8H0RUWh8ED5yM4IGTITrtqDh/EOUnt8FlLoGg08MvoRcC+1wDldanwXOz5Z5D0Y5lsKQdhWi3QB1gRFCfiQgeMAkqH+XrYi4JGTIVgb0noHjP9yjZtxqOkhwIag18ItrDOOI2BPae0Cy2sBQdNmQtmY+S/T9UviFJsKQfRdaS+chd9x+0nfcFfON6NE6SjUwQBOhj3dvQoaXxiWyPmKkvIPqmZ+A0FwOSCLUhBKp6bKhA1WMBQUQtTsGvCy4WD7UQ7RVI+/ReJNy3EIFX/aVe44UMuRnakCjkrX8P5uS9Ve77tu2DiIkPyZqLHDxwMgL7TETpwZ9QkrgGzrJ8CBodfGO7wThiRqXzI5QI6DFW8Ymtan8jfBN6uTVeU6XS6ODfaQj8O7m3fsVTXBWlyFz8BMqObKxyr/zE77iw6jVETX4aofVY7Kn2DUTY2DkIGzunPqk2GkkUkfHVIyg7tKHWds6SHJx7dzo6/N8q6KM7NVB21JQJag20geGNnUaLxgKCiFoUW24Kcta8Ia+xJCLz68fR9bU9UOnqtye4f5fh8O8yHNbs0zAlbYNoMUHlY4B/l2GVHvpLzDYkpuTDZHHAR6tGt9hgtIus/JZfyRQquQKvGg9NcNTFqVwyGYdN417pXuCylOHcO9NgzUqqsY1oMSH7m2fgMpcgYuIDDZhd01GSuKbO4uES0VKGrGVPocPj33s5KyICWEAQUQtTuG2JosPdXOZilB5Yi5Cht3hkfH1MF+hjulS5nlFQjmXbz2Jb0gU4XZXz6xEXgluHdcCQzsqmJSkhqDWIuvEJZH4tbwGhJjAcoc30zXVTl738+VqLhyvl/vgmDB0GwNBpsJezanqKtn6tqH1FSiIsGSda7VQmoobEXZiIqMWQRBHFe75THFe8e6UXsvnDiYwiPPLFTvx2PLtK8XDxfjFeXJGIFTuTvZpHyJCpiJz0ZJ3t1AGhaPvAV9AGea+gaa0cJbkoObBOUUzBli+8lE3TZcs9h4rzBxXHFe/lFwiihsACgohaDNFqurzzhhL2okwvZHPRheIKPL98P8w2Z51tv/jtNDYf9V4uABBx9f1o+8BXMHQeWuWeyscA48iZ6PjkWu5W4iXFu78FxLr/Llyp7OivcJTmeimjpslelOVWnKPQu//9ENFFnMJERISq26p6yne7U2C2yn9gXLT1DMb0jIVa5b2cAnqMRUCPsbDmJMOSdhSSwwq1IQT+XUdA7RvgtXFbAmvWKRRuX4KK84cu/7kF9p5Q67bAleJr2Ea2VqILtpzkFvdFSJIkiDYzBLWmylqb6rY6lqUFn7hM1JSwgCCiFkOlD4DaEFLjFqg10YXFeSWfCpsTm48pe5OaW2JBYkoeBnfy/sOiPqojT2SVyWkuQeZXj8J0YkuVexUp+5G79i1ETHwI4RMfrPXhV3La3RpfcjrcimuKLBknULhtMUoTf7x8PokuLB7GETMQMvRWaAJCoQtPcKtvXZh7cUSkDAsIImoxBJUKIUNvQcGmTxXFhQyb5rEcnKZCFO9ZCUvaURwrD4LFPkJxH4kp+Q1SQJA8ropSnH9nGqzZp2psIzlsyF37FlwVJYi++fka22nc3FpSExThVlxTIokuXPj+VRRWs6bDXpCOnB/+hbwNHyDurg8R2HMcDF2GwXx6l6IxjMNu9VS6RFQLfusjohYldNQsQMFJwpqAMAT1vbbe44p2K7KWPYNTzwxGzurXUXpwPYrSa37grI2SKU/kfdkr/1Fr8XClgs0LUXZ0U433gwdOUjy+T1RH6GO7KY5rarJXvlRt8XAl0WZG2oK5KD+1A6Gj71DUv3+3UfCJ7FCPDIlILhYQRNSi6MLiEXPLi/IaqzWIu/ODep9ALNqtSP3wbyjasRSS64+pJj6Sza3+fHXyC6CmTpIk2PLTYE5JhCX9GFzW8sZOSRFHWT5KE39UFFP4+5c13vPrMBA+1WzzWxvjyJnurwloIszJ++Rvyyo6kbHoMZQc+gkQ5D2maAIjEHt77YdHEpHncAoTEbU4oaNnQ1Brkb3ihUoP9FdS+wUj/u6P4N9lWL3Hu/D9K9WeQB1vT4VGcsAJDaDgAbBXQmi9c2psosOGkn2rUbhtMawZxy9fF3S+CB44GWFj51R7XkZTU7Ln+xr/DtWk/NQO2PLT4FPNPH5BEBA29k5kLa17O10A8G3bF8bhtykavykqVHimg7M0D2X7f5DV1ie6M9rO+xw6Y6w7qRGRG1hAEFGLZBwxA4G9J6Bo17co2fs9HCU5gKCCT2R7GIdPR/CASVD5+NVrDEmScPLseTh3roCAqns5GSQzelsO4IDfEPl5+/tgeNeoeuXV2JzmEqR9fCcqzh2ock+yW1C88xsU716JNrf/y2MH+HmLNeesW3G2nORqCwhrTjJyVv9TVh8qfQDi71lQ71PSG4skSbBmnoT1wlmUHlzvlTF8E/qgwxOrICiYtlgbW+45FG5fAvPZPRBtFVDrA+DfYzSMw2dAZ4zxyBhELQELCCJqsTQBYYi4+n5EXH2/x/tOyizGBz8dR5uU73GDWPMb6jHmX3HEtx+cgk5Wv9OGd4BG3Xxnl4oOW43FQ+WGTmQueQIq3wAE9ZnYMMm5w+XeehSphrjs5c/BVVEqqw/RaoLp6K8X1/U0I5LoQvHulSjcugjWzJNeHcuSdhjWrFP1Pn1atFuQuWR+tdPVLOlHkf/zRwgdNQvRU1+AoOajE1Hz/VeKiKiRHDiXj/mL9yAltwxxjrRa20Y7L2BW8edQS/97oJSqnkR9yaSBbTFpYFsPZtrwSvatqrt4uESSkLX0qRoftpsCjZtnL2iDq8ZZL5yF+cxuRf0UblsMqZa/M02N6LAh/dP7kLX0Sa8XD5cUbltcr3jRYUPqR3fUvtZFElG4dREyvnwYkijWazyiloBlNBGRAoUmK15ZeQB258WHCI1U98NvD9sx3F/4H/wUMAkpPlXn/UeH+OHWYR1wTd84ry2WdbhE7DqVg2PpRbDYnTD4aDGgQzj6dwj32KF1kiQpfphzmYuR8+O/EX3T0x7JwdOCB05CwaZPFMXoItrBN75Xlesl+1YrHt+WfRrWjOPwjb+q2vui046ywxtRemAtHGV5UGl8oI/pAuPI2xtljUnWkvkoO/pLg45pPrunXvF5P70nu4/Sg+th6DQYoaNn12tMouaOBQQRkQLrD6TDYndd/rVZ5S8rLsGRinlF7yFXE4UTPr2gGzoL/qFR6NYmBP3ah0HlpcJBkiSs2Z+KFTtTUFReeVeoNftTERXsi9ljumDcVfVfgGovSIc144TiuILNnyF8/D3QBDS9xeO+cT3g164fKs4flB0TOnImhGpORHYUKTtU8BJ7UXa1BUTpoZ+QveIFOMvyK103n92Dwq2L4N91BNrMfgfaBjpDwpJ+DCUyFz57kliPnb1EuxVF25cqiinY8hWMo/7W7HfGIqoPFhBERDK5RBEbDqVXunZM3xeDLfIPu4p05qBNkBZdJo+o9iHTkyRJwscbT2LN/tQa2+SUWPDGD4dRaLLilmH120P/zw+ysokupH/+AHzjekDtH4qgPhPhE9m+Xrl4Usz0V3Du7Vsg2ivqbOvbri+MI2dWf9PNhb7VLRAu3vMdMr9+vNa48lM7cO7tm9H+8e8bpIio71Qid6l9A92OLT28Aa6KEkUx9rxzMJ/dA//OQ90el6i54xoIIiKZCsqsVd7in/bphkK1sjfnNb2h9rQNhzJqLR6utHDzKew7m1ev8epznob5zG4UbF6I3DVv4Mw/xuL8+zNhST9Wr3w8xTeuJ9o++DXUfsG1tvPrMBBt7/+qxl2TfCLauTW+5k/rKawXziJzibxtYO0F6chc9Jhb4ypVdqRhpy5d4t9jjNuxtpxkN+NS3B6TqCVgAUFEJJPNWXXxpCSosCbwFkhVNnGtnk90JxhH3u7p1KoQJQnf7lL2kKO0/Z/pItpB0PnWq49Lyk9tR8p/bkH5qR0e6U8uR/EFVJw/hIq0o3Ca/3gzbeg4EJ1f2oKoyU9BG9qmUoyh81DE3/1ftH90OTSGmouMkCFT3foKcf6dacha/hxs+RcX7Bdu+xoQ5S88Lz+1A9bs0xDtVhTvXolz70zDqeeH49TzI3D+/ZkoSVwL0WlXnNeVJElS/Ca/Omp/5dPYQmv64iOH6Kq7TTWUng1C1NJwChMRkUyBvtpqr5/U98KKoFm4pXQJ1BAhoeqZEMDF4qHtA19D7Rvg1TwB4EBKPi4U1z3l5krH0ouQmmdC2wj38lPr/RE8cBKKdy53K/7PJLsFaZ/cg07P/gxdWLxH+qx2HFFE6aGfULRtcaXFtIJaC/9uo+DTpiu0AeFQ+wUheMhUhI2/F05TPkS7FRpDMNR+QbLG0YZEI6jPRMVnIog2M4q2LUbJvtWIu+sjlOxdpSgeAHJ+eAPmlESIlspbyDoKM1B+ajs0QZGIv+sjGDoOVNw3cPGAPEGrh2S3KI2ENjgKPjGdYRwxAwHdx+Dcu9NgST0sKzp4yNR6TXdzf5et5n1WC1F9sYAgIpIp2OCDHnEhOJFRXOVeot8QZGtjMdK8BX0sidDijzfEjoAYxI2/A8aRt0Otl7four6SMt17G5yUVex2AQEAYWPmeKyAAC4+PBf8/hVipr7gsT4r9e+wIuOLh1F2ZGOVe5LLAdPxzTAd33z5mqDWIrDvNYiY+BD0MZ0Vjxcz7RVYMo7Dnl/79r/V5motR/qn90JyWBXHXvl7qI6zNBfn35+Bdg8tgaHT4MvXJUmC+cxumJP3QbSZofYNQECPsdUu6vaN64mKlP2K8vLvPgrtHqx8SnXCfQuR+v5MWLNP1Rob0GMsYm+TdyhfTYL6XYcL37+q6IuO2i8IAT3G1nhfEkVY0o7AUZoHQaOFPqYLT8mmFocFBBGRAjcOaFttAQEA2do4rAj+G34MnIooZza0kh1OnyD8+/9mw9/X/fUB7rA53ZuaYXO4F3eJPrYrAvtfj7ID6+rVz5WKd3+LqBufgMpD06MukSQJmYv+Xm3xUGOMy4HSxB9hOrYJCfd+Bv+uIxSNqQkIRfu/r0T6p/cp2tnp8vhuFA+y+3bakbZwHrq+sgsqnR7F+1Yjf8MHsOVWntqWu/Zt+Lbti8gbHkdAt5GXr6trmb5VE+OIqtP5tIHhaP/4d8jf+F8U7VoOV3lR5fuhcQgdMxthY+bU+1A3bVAEgvpdW/sZEH8SMvTWate5iLYKFG77GkXbl8JecMVmC4KAgO5jEDrurkp/XkTNGQsIIiIFRnSLQo/E6r9CXGJR+eG8riMA4N4J3WUXD5LLifJTO2DLTwUkCbrQNvDvPhoqjbxTrK8UoK9+upW34q4UO+1VlB3+2e1TnP9MtJhgzUqCX7t+HunvEvPpnYqnE13OyVaBtE/mosP8H6GP7qQoVhsUifb/twoVKYko2Pxpoy0+ro7LVIjSg+tgL8hA3k/v1tjOknoIqR/+DW1m/RshQ6ZCdFhhTlb29QEANAHGaq+rfQMQNflJRFz3KMpPboW9OBuCSg2fiHYwdB7m0U0IoiY/BfOZPXCW1b2JgE9kB4RPfLDKdaepAOc/nA1rxvGqQZIE04ktMJ3YgohrH0Xk9Q2zqJ3Imxq8gEhJSYHL5ULHjh2haoBdSIiIPEmjVuGlaQPwwvL9dU4TmjmqE24a1LbOPkWnHQWbF6Jo22I4irMrjxcQhpDh0xE+4X6o9QbZeQ7pHIkvt5yW3R4ANGoB/TuEK4qpth//EMROfxVZS5+qd1+XuKxm2W1Tckrxy5FM5JRYIACINvrh6t5xVaZmFW79uvoOZBJtFcjf+F/E3fGO4lhBEGDoOBDW7NNNqoAAgLyfP4Q973zdDSURmUvmQxeWANFhhejGIuqyI7/A0KHmdRcqrQ8Ce09Q3K8SOmMs2j36DVI/mg1HYWaN7fSx3dD2ga+qLJS/eJL1nOqLhz/J++ldqA3BCBs7p955EzUmrxQQJpMJS5YsQUhICKZPnw4AyM3Nxbx585CUlAQAiI2Nxeuvv46BA91bsEVE1FgCfXV4c9YQbDiYjnUH0pFe8MdBVgKAwZ0iMHlwO/RtF1ZnX6LdgtSP74L59M5q7ztNBcj/+UOUn9yKtg8tqXWXnyu1jQhArwQjjqYV1d34f0Z3j0GwwTNTrYzDb4PkciL72xfd3unmSnL2+k8vKMc7a4/iZGbVr0Or9pxHrwQjHru+F2KMBogOK8qObap3XqUH1iL65ufcPgTPZa75S1ZjUbQ+Q3Qh/5f/InjgZLfGcpU3jd+/PqojOj37C0r2rUbhtq9hy/6j+PZt2xeho/+GoH7XVbtVcUniGljSj8oeK3ftWwgZequiFwJETY3HC4jS0lLceuutSE9Px7hx4y4XEC+88AJOnjwJANBqtcjMzMTcuXOxdu1axMXFeToNIiKv0mnUmDSoHW4c2BbncstQaLJBo1YhLsyA8ED5c/UzFv29xuLhSpb0Y0j/5B60e3S57Okbd4ztgvmL98Dpkupsa/DRYMbIjrL6lSt01Cz4dxuFou1LULz7W7jM7i3s1gSGQ9+mW61tzuWW4Ymv96DcWvP2mkfTivDol7vw1uyhiNaUe6SwkVwOmM/uQVC/69yKF2o4M6Iuusj2sOeecyu2TlLV7YprYzqxBQE9x7s1lFCPs0M8Ta03IHTUTBhH3g6XueTyovG6dtkq2qrsAD3RWo7SxDUwjphRn3SJGpXH5xB99dVXSEtLQ3x8PG666SYAQFZWFrZu3QqVSoVFixbh0KFDmDNnDqxWKxYuXOjpFIiIGowgCOgQFYRBnSLQr32YouLBknEcZYd+kt3enLwX5ae2y27fI86IZ6f0g05T+496f70Wr9w2EG1CPb9DlE94AqKnPItubxxEtzcPocuru6E2hCjqwzj8tlrXgdidLry4fH+txcMlpRV2vLQiES7Bc+/PXBVlbsf6te3jVlzwwCmK/xy9RpIgOiyAIO8slCv5tu3thYTqRxAEaPxDoAttU2fx4CjJUfT14ZLSwz+7mx5Rk+DxAmLLli3QaDT44osvMH78xTcSmzdf3D6uX79+GDx4MDQaDf7+978jMDAQu3bt8nQKRETNQuG2JcpjFM7bH9Y1Cu/fORx/uSoWGnXlBzxfnRo3DEjAh3ePQI+46hezeoqgUkPjb4TOGIOI6x6VHacJikTomNm1ttl28gLyyuTvTpRVZMb+bAe0ITGyY2qj8vFzO9av/QDoY7oqilH7G5G37q0mNf1JpdEioMc4ZUEaHSyph5G7/l1Ys5Wt12kqnG5OwWoqU7eI3OXxKUwZGRlo164dYmP/2PN4+/btEAQBo0aNunxNq9WiTZs2SEnhcfBEjckliiitsEMUgUA/LXQa5SflknvKk7a5FSNJEgQFb3vbRQZi/uQ+uHdCdyRlFsNqd8Gg16B7XAgMPvXfdUmp0NGz4SzNQ/7Gj2ptpwkIQ9sHFkETUPtakvUH0mu9X1PM30fchty1byuOrURQwa+WRcB1hgsCwibch8yv5BdVf97W1KMEAZDqnvL2ZyrfQISNn1vneROVOO0o2r4UAJC3/h34dRyE6Jue9vhuW95U3Xau8uI8uyUxUUPzeAFht9uh1Wor/ToxMREAMGTIkEptzWYzd2IiaiRZRWasS0zDL0cyUG69uN2mTqPC6B4xuHFAAjrHKN/TnZRxWUyKYySnHZLD5tbc+SA/HYZ0du/kXU8SBAFRk+bDN74n8jd9Csv5Q5Xuq3R+CB50E8InPlDnAVySJOHshdIa76slJ3paD2OAZS+CXcWQICBfE4FDrpFY5dsfg9S+0LqUnp78h8Bef4XOWL8vGSGDboI1MwkFmz6ps62g1kJy1T1Vy11BAyahdP8PyoJUGvh3GQ5tUASip76AC9+97NbYFcn7cO6daYi/5xME9lT4NaOR6ELbQB0QBpepQFGcb7u+XsqIqGF4vICIiYlBeno6rFYr9Ho9du/eDYvFAqPRiF69el1ul5qaiszMTLRv7/4R9ETknnUH0vDRhhMQ//Sm0e4U8euRTPx6JBM3D2mHu8d3g8qNec0kj8rHD6JF4fx5labeC08dJbmoOJcIl80MtT4Ahk5DoPFv+Pn0QX2vRVDfa2HJOAFL+jFIThvUBiMCeoyWtesSAEgAHK7qF/12tp3E9JKvEShW/jOOcWaht/UQ8n6PwI+GGzGp7Dto4MaCapUG4RPuUx5XjaibnoYuNBZ5Gz6Asyy/yn1NQBj8Og1B2UHPHdD3Z74dBqLsmIIvCP8T1PcaaIMiAABh4+6CJiAUOT+8UWVLYjkkpx3pC+9Hp6d/gk9k038+ENRaGIdNq/NrWuUggQuoqdnzeAExZswYLFq0CM888wyuu+46vPXWWxAEARMm/LGP89GjR/Hss89CFMVK05qIyPs2Hs7ABz/VvV/593vOQyUIuHt87bvfkPv8Ow1BicK3vYZOgxVNX7pSReoR5P/68cVzB67YgUjQ6BA04EaET5gHfZRnd2KSwzeuB3zjergVqxIEBPpqUWap/Fa+u/UoZhd/CjVq3lEowpWH60w/YFXgNIw1b0K4q+6DxP4YWI02f3vLY9NtBEFA6OjZCBl+G8oOb0T56R0QLeVQ+frDv8twBPaZiLQFd3tkrGrH1178oiVZlX0VE3S+CL/6AQCAs7wI1qwkqPQBiLvzAzhNBTAd2wynqRCmk1sBUd7BgpLdgoItXyB2+qvKfhONJHTULBT+/iVEW4Ws9kF9r4VPeIKXsyLyLo8XEPfeey9++eUX/PTTT9iwYQMkSUJISAjmzZsHANi9ezfuvPNOSJKEhIQE3H23934gElFl5VYHPvr5hOz2K3efw7irYtE+Ut7bYFLGOGqW4gIidNQst8YqSfwRGYseq/Z0aMlpR8me71B2aAMS7vsM/l2GuzVGbdLyTdiXnIdyiwN6nQY940LQM97odjF0pRHdovHTwT/WQRhcJtxe8kWtxcMlesmG8eaf8UbYi2jvSEZ/y14Eu0oQaRAQZL1Q7Rciv3b9EHnD4/DvOqLeuf+ZSqND8IAbEDzghir33N0GV46gAZNQsnuFsiBBQMLcBYDoRMaXj6D04PpK06u0ITEwjpgBn+jOytZGACjZuwpRk5+CWu/5ncE8TRsSjfi5nyBtwd2QnLZa2/rGX4XY299ooMyIvMfjBYTRaMT333+Pzz77DGfPnkV8fDzmzJmDyMiL827btWsHPz8/TJw4EfPnz0dQUO1bpBGR52w6mgmbQ9lUjXUH0vDwtVd5KaP6c7pEnMstQ7nVCV+dGu0iA6HXNo+F4H7t+8PQZbiscyAAQN+mOwJ7/VXxOOVndiPjq8fqfAMs2sxIW3A3OjyxBvqYzorHqc7x9CIs+v10tQfaxYf547YRHTHuqtrXOdTl+v7xlQqIwZad8JHssuONriJ0tx3HMd++OOtz8YtbeKAeXz0wBtbk3TAn77t4JoBfEAJ6jIVvfOP89+C1hbeCyp0dWAFJQkX6MeStf6faMzUcxdnIXfsWVG4cmCbazLBmnoSh4yA3Emt4Ad1Hod2j3yB7xQvVnkgtqLUIHjwF0VNf5AFy1CJ45SRqo9GIJ598stp7UVFR2L17N3S6mvf0JiLv2HwsS3HMb8ey8OA1PZvcWogSsw0/7k/DhkPpKCr/462fwUeDv/Zug8mD2iE6xP3tNRuCIAhImPsxzr13G6wZtX8Z0oUnoO28LyColf/Yzl37luzpI6KtAnk/f4D4Oz+o9r7kcsCSfhyuilKodL7Qt+lW43qFbScv4I3Vh+AUq9/VJ72gHG/8cBgZheWYPaaLvN9MNTpEBWFi3zj8fCgDADCkQl5BdqUhFTtwzPePha35ZVbsTynA0K4jvPKlwR1+7frBfHaPx/v1TegFe2GGW7F5a9/GxZUoNROtZrf6Fm3uxTUWQ/v+6PjUOljSjqAk8Uc4y/IhaHTQR3dGyJCpbp9WTtQUeaWAqE1KSgpcLhc6duzIHZiIGliBgr3yL7HYXbDYnDDoG367z5qczy3Ds9/sQ6Gp6nQBs82JH/alYuPhDDx/S3/0bx9er7FySyqw/mA69ifnw2xzwFerwVUJRlzfPwFtIwLcyv3nwxnILDRDlCSEB+ox/uYFCDvyBYp3r4RoLa/UXtDqETxoMqJunO/WA4gl8yQqUhIVxZQd2gBHWT60gX/82TnLi1C49WsU7VgGZ2nuH/npfBE8cBLCxt0FffQfXy3OXijFGz/UXDxcadn2ZESH+GFC7zhFeV7poWt6wuZwYfuxVBhdhYrjI50Xqlw7lVWMoV0af9eqS4wjbkP+L//1eL+W1MP1iFa+5atclw5xc5pLULLnO1gyTkBy2qEOMCKo73X1Wg/kLYIgwGd6SLsAACAASURBVK9tH7cPCCRqLrxSQJhMJixZsgQhISGYPn06ACA3Nxfz5s1DUlISACA2Nhavv/46Bg50f/9sIlJGrXLvH1t347whv8yCp5ftQ3F57XONLXYXXlqRiP/cMQydopVPlXS6RHy88QTWH0iv8oiUmm/C2sQ0DO8ahf+7sTf8fOr+UZpTUoG3fzxS7VSejYczkRA+Fo89dA9icnbClp8KSBK0xlgE97++ztNwa2M6/pviGMnlQHnSdoQMngIAsOYkI/XD2XAUZVZta7egeOdylOxdhbg57yOo7zUAgBU7k+F0yX+4XLY9GeN7tXH7S5dGrcKTk/tgeLsA4FPl8apq1kvYnHWvoWhIurB4qA0h7h0gp9LI/grVFGgCw6GL7Iis5c+hePe3kByV/3sv2vo1fKI7IeaWl5rMFyKi1sTjnwBKS0sxdepUvP/++9i+ffvl6y+88AJOnjwJSZKg0WiQmZmJuXPnIiPDvc+mRKRcfJjyBYnhgXr4NKE1Bd/sSK6zeLjE7hSxcHOS4jFcooTXVx3CumqKhyvtPJWDZ5btrXNdyYXiCjz65a5qi4dL0vLLMX/5EWTGjEPUjU8gatJ8hI68vV7FAwC4Kmo+I0FOnKMsH6kfzKq2eLiS5LQj/fMHUX5mNwpNVuw6nVtr+z+7UFyBAylVty9VwpabgoTDCrbTvIILaujEyn+vAn2bzle3S0KG3qI4RhMU2ayKBwAIHjIVaQvuQtG2xVWKh0tsF87i/IezUXpwPeyFmcj7+UNc+O4V5K5/F6YTWyBVsy6DiDzD4wXEV199hbS0NMTHx+Omm24CAGRlZWHr1q1QqVRYtGgRDh06hDlz5sBqtWLhwoWeToGIanBN33i3YprKNAGzzYHNR5Wt4zh8vhAZBeV1N7zC+gNp2HEqR1bbpMwSLPr9dI33RUnCP75NlFX02J0iXvr2AEyW6g8KM9scWHcgDR9uOI531h7FV1tO43xu7edIqHTurQO5tGC3YNNn8vfzF53IWfUajqcXwSVj6tKfHUkthEsUcaG4Aql5JhSVy59yV356J1LeuBGl+1YpHhcAQsRiPFrwLxidfxwINqxLlFt9eVPo6NmAoOyfbm8ePOcNmuAoOIovoCJ5X92NRSfSF96P088PR+6P/0bBbwuRt/4dpH50B049MwQFv30BSWxaX5KIWgKPT2HasmULNBoNvvjiC8TGXtxZY/Pmi9u39evXD4MHDwYA/D975x0eRdW28Xu2l+wm2U3vIQlJ6KGHQAIISFUBkS6goGAvr/rZFQvoa0XwRYqgCAgIiEqRKi2BUEKHkEB6L5tks73M90cEErJlZjMbEp3fdXldMnPOmbPJZvc85zzPfb/00kvYunUrUlNTmZ4CCwuLHRJj/eHnKUZ5LTXnXQGPg5EJruelM83ZG5XQ01SRAoBj10oxdSA1fwOSJLEjPZfW+HsyCvBoSkeIBM0/UjNyKpFTTl1bv15vwr4LhZjQL/L2NaPZgu8PZmJPRj50xqavf+OxbHQJU2D+iE42U7UkUb1pvJKm/axGPVQ0pT11+RdRW5zj0jMzcipx4OuiJkXxccFeGNsrHIO7BIHPtb1w1pdcR97yuZR1+O3hZynDk9Vf4xvlq4iIdK3Gxd3oC68ABEG59IDnFQBzDbVgmA4Cn3AYK/MYH5cn90PIrC+Rt/TRFo9lritHyS/vQ5t3HqGzvgDBaTsnqSws7R3GTyAKCgoQGRl5O3gAgKNHj4IgiCamcXw+HyEhISgvp2Hcw8LC0iJ4XA7emdSLkswpQQCvPtQDSpmoFWZGjRotdWnOxtTS6HcpvxqF1fTUXzQGM45etb1I23km3+Z1R+w8nQfyb5dwg8mCN9anY/vJnGbBwy0u5Vfj5R/ScD63efGwR2wSBH6RNnrZRxo7AKKAaGiyT7rmPVB0nn4fANmldU2CBwC4VlSDz347j5fXpqFGY/sUp3z3Ny0OHm6htFRhhGY3HhvquiqUu1BfPoS8lfNtSqbagq8IhmLgdGYnQRDwuW8uFCku+JFweAie/TWkMf2b3xJ5QJkyC9Gv/QZdzllGT01qT/2Ksp1fMjYeCwuLGwIIo9EIPp/f5N+nTzcogPTv3/RDQ6PRsEpMLCytTEygJz6blehQ4tRTIsC7k3pjUHxgK87MOQKea58XAjs717YoqHJNOtJemtSNUvo1CIXVGhj/LuD9ZvclXMy3XztxC4PJgvc3n26mtEVwOPD72ymYEgQB3xFPAWhQXnKFGBSCx2U27S2zuAZvbTzV7ATKVFeBuozdjD4r0ZiOOF8ho2O2FKvZiMJ1r1AOHgAgcPJC8KSu1dDIE0ZD1m04eJ5+4Eo8IfCNgO+IBYh9/wgCJ74N7/6TQPBp/oysZlQdWAGvvuMR/eafCJn1JYKnLULYE98h7uOTCJq8EHzvQGhbpAplm8r9K2GxYQrIwsLiGoynMAUFBSE/Px96vR4ikQhpaWnQ6XRQKBTo1q3b7Xa5ubkoLCxEhw4dWvzM1NRULF++HJmZmTCZTOjcuTPmzZvX5MTDGRqNBqtXr8bu3btRWFgIsViMnj174umnn0bXrm3XRIuFxRViAj2x+qnBOJVdjt0ZBSiu1sBqJeHjKcLwbiFI7hQIAa/tHfe7oqYEADFB1Pu5krsPABbSdj+TxbX8a6PZilqtEQcuOC5ebozGYMbOM3mYNaTp7rl34iToS7NRuW+50zECH34XsvhBAAAO3QXi38jFXKR0CnLJd8QRWSW1+P10LiYlRt2+Vn/tGOM5/oRJC/WlgzbdoO8Vdef2wFxHr8i8Nv1XePV5yKXnSWP6wWfwbLv3eVIvKJKmouqvtbTG1RdcRtH61yDrMhRhc/8HjqD5CSdppC837QzSpIfq5DaHr4mFhYU6jG//Dx48GPX19XjjjTdw4MABLF68GARBYMSIEbfbXLhwAc8++yysViutRb4ttm3bhjlz5iAjIwPdunVDQkICMjIyMG/ePGzaRC13t6amBlOnTsWyZcug0WiQkpKCgIAAHDp0CNOmTcOFCxdaNEcWlrYIl0Ogf0d/vD+5N1YuSMHqpwfjkxn9MaxbSJsMHgCgg78cnUK8afdbvC0DL61NxcGLRTCaHe/g+riYsmWvn6eE/iKcx+VAIuRhd0Y+6MYzuzMKYLYRtASOfx3B0xeDrwix2U8YGIOwJ76Dz5A5t6+Jw7rCFYtiSVg3PDIgyi3qXTvP5MPaKFhzVWXKGea6tpVeqzq5lXaf2rM7IYnuC67Mh1Y/gsuHV6+xTtsFjH8D0tgk2vMCGuSFC3548XaqXmO4HvT/xqlQf42+wSALC4ttGA8gnnzySQQGBmLXrl145plnkJOTAy8vLyxYsAAAkJaWhsmTJyMrKwthYWGYO3euy88qKyvDu+++C5lMhq1bt2LlypVYvXo1NmzYAA8PD3z00UcoK3MuJbho0SJkZmZizJgx2L9/P5YuXYrffvsNr776KoxGI9566y2X58jCwsIsDyfSP7U0W0lcLlDhk1/P4fFvDztULuoV5QNPiYDW+FwOgZTOttO9kjvRTwMbFB8ALofAlQL6ev8qjQElKtv1AIqkqYhdeAThC76Hz7AnoBg4Hb4jFiDyhZ8R89Y+ePYY2aS9QBkKWafBtJ7PlXjCs9dYRPjJ8M6kXowHESUqLa4X36nL4Ajd4zbuiuM3k1i0tdDlX4Q29xxMNaUwVrlwmkNaYa4tgyJpCq1unj3HgEch6ODwhYh4ag2Ug+eA4NMPvOsydkF7s7nJ4d3vQ6aw6qmLGbCwsDiG8QBCoVBg69atmDNnDpKSkjBt2jRs3rwZ/v4Nbp6RkZGQSCSYOHEiNm/eDG9v13ca1q9fD6PRiNmzZ6NjxzsOqN26dcO8efNgMBicnkIUFxdjx44dCA0NxeLFiyEQ3Fk4PP744+jcuTN0Oh2qq13LBWZhYWGWpLgAyopKtiiv1eGVdSfs1iwIeFyM7EFPeWpgXAAUHrYXUCN7hIJH04hvbK9wAHDqL2EPR0pVBIcLedf7EDjhTQRP+xgBD/0fPDom2pXq9Rk2j9azlSmzbkvA9o7yxZezB2BgXIBNgzi6gdotqhs5kEs73FGZquYqsEv2IL5SvoZPfN/B18pXcVbkmgqVsJGrdmuiuXkG+d8/i6uv9UL24rG48emDuPZGPxgr6RfjA0D9lcPwHbEAopBOlNrzvYMQMP4NyuNz+EIEPfIe4helQ9pxAO35VR1Z1+yavPsI8OQtc5C3BUfc9lS1WFjaK27ZYlEoFHjttdds3gsICEBaWlqThbqr3DKqGzZsWLN7w4YNw5dffokjR47gueeeszvG3r17QZIkpk+fbnNO27a5pinOwsLiPmYPiYVSJsS6w1m0FJZuodaZ8PXOi/hsVqLN+5OTonAyqxy5Fc53LBUeQswdFm/3vreHEDNSOmLtIfteEY0Z0iUInUMbNlY8XDQykzFogOYRm4SAiW+hdOuHTtvKu42A3+jnm1yLCpDj7Um9UFmnx5mbFVDrTBAJuOgSqsCWtBvYT9PXA2hI8bqF0L8DhLHJWFcailPiRJB3eSRs4s9ETHkmZFbqu89C/yibSkHuhCRJVOxZirLfP7PdwEzNPPFuTOpKcEUeiHz2J+Qufxy6nAy7bQV+HRDx9FrwvfxpP4cr8aTuF9KIunN/giTJJgEsweUjYPwbKPzhRdrjOYLuaRoLC4t9Wu2MVqPRQCqVAgAjwQNJksjOzgaHw7FZiB0REQEOh4Ps7OxmH06NuXLlCgCga9eu0Gg02LVrFy5dugQej4fExETcd999bcZEi4WF5Q7jekfg/h6hOHa1FOnZ5TidXQG1nnox7cX8auSU1SHSX97snlTEx6IZffHOz6eRVWI/xz7AS4wPpvaFn6fY4bOmJEVBZzRj0/EbDtsNig/AS+O63f7M6d/RH6ey6RXORvrJ4O9kPnTxvW8eeB5KlO34FKaakmb3OQIJFCmPIuCBV+ym/vjIRbj/rpMdV30WwnzvOKpbrFaskc7AWYkZsJFPbyH4SJUMwv31u0ACoPJprhw8u9U/96sOrbEfPLQA4u+AiidTIuqlX6C+dBBVh39Efeax2z8vSWRPKJJnwrPnaHBcSEUyq6ugvnwIJhf8JkiTHqRJD0LQ9D3r3W8CLNpalPzyvs3fK10InsDlgnIWFpbmuC2AKC0txdq1a3HkyBHk5TVoml+5cgVlZWV4+eWX8dhjj2Ho0KEuj19bWwuj0QiFQmEzIOHxePD29kZVVRU0Gg08PDxsjALk5zccC9fU1GDcuHEoKrqzG/bTTz8hMTERS5cutdu/PWGyWHH8ail2ns3DzTI1zBYrvD2ESO4UiDE9w+Dv5Z5cYhYWdyHgcTG0azDigr1w6BL93c+95wvx5AjbqR0KDxG+nDMAx6+V4o/TeU2kVKP85RjbOxxDuwTZNI+7G4Ig8NjQOPSO8sWO9FykZpY1KQTuHqHEuF7hSIpvmuoztEswVu2/atf/wRZje4e7ZfHr3W8CvHo/gLqLB6C+sA9mbQ04AjEkHXrBu98EcMXNAzFnDO8WgrWHMmG2UF8g9o7yRUCjz6otqTdxtsQMgLRb8H3AYxTCjTmIM151GkR49n4AikEzKM+HCcz1KpTuWOyWsfneQbf/n+DyIO8+AvLuI0BaTLDo6sERSlxW2zKU56J811eoPfOH60pYBAGCZ3tT0WfIHIjDuqDy4GrUnd/bVMKW4AAkdYUz5dB54Iqkrs2RhYWlGW4JII4ePYqXXnoJ9fX1txUWbn2hFRYW4vTp0zhz5gyefvppPPPMMy49Q6drcNIVi+3vtIlEDTspjgIItbrhWPv1119HaGgoPv/8c8TExCAzMxPvv/8+0tLS8O677+Lzzz93Oqdt27Zh+/btlOZ/9epVSu2Y4kZpLd7bfKaZA3GJSotNx29gS+oNTB0Yg5kpMeyJC0u7o4yis3azfjWOzcf4XA4Gdw7C4M5B0BvN0BjMEAm4kApdSxHqFq5Et3AlajQGlNboYLFa4SsX2z3BkAh5mJnSESv2Ufu8iPCVYVg32ypLTEBwefDscT88e9zPyHhyiQAd/OW4XkxdSWl8Y4dunQa/pl5FQzmf/c8tK8HFGsV8TKjdhD66NBC2bJw5PPgMmY2A8W+AaGV/ItWJLSBNrqUoOYLgC+FpR02J4PLBa4HakTb3HHKXPtpiFSxxWDeHDtHSqD6QRvWBqbYM+uLrIE0G8GQKkBYLcpZMA2l2nsLoEZ+MgAdfadE8WVhYmsJ4AJGfn4/nnnsOOp0Oo0aNwpgxY/Dtt9/eXjBHRERg/Pjx2L59O5YtW4YuXbpg8ODBtJ9Dx4DOlkzcLYzGhg8fPp+PtWvXQi5v2EXr1asXVq9ejfvvvx87d+7EM888g8hIx26uRUVFSE9Ppzyv1iK3XI1XfjwBjcFst42VBNYfzYLRbHGYz83C0hZxOeSlESyLBDxKpw1U8JIK4SWltus7oV8kajVGbEp1nP4U5uOBD6f1oeQyzgTG6iLUnv4dpppSEFwuhAHR8Ow1DlwRtdNai5XEZzvO0Qoepg2MRu+ohuLauosHsGf9Cqikj1J7HsHHFq8Z2CcbjdcisuFZeRFWvQYcsQyyTsnwHjAFfE8/ynNhktqzO90yrrz7SPCkXoyPa1KVIHfZbEYkdBXJ1E57+J7+4Hs2rc3o8OIm5K2YD3OtHbVFggNFyqMImvQeuzHGwsIwjAcQ3333HXQ6HV544QXMnz8fAPD999/fvq9UKrFo0SJERUXhs88+w4YNG1wKICSShiNsg8H+ro1er2/S1ha3TinGjh17O3i4ha+vL4YOHYrff/8d6enpTgOI4OBg9O3bl9L8r169evv0w52QJIlPfz3nMHhozJa0m+gb44du4Uo3z4yFhTkCXEy/C/BitlbAHRAEgcfui0N8iDe2nbyJC3lNFeEUHkKMTAjFxP4d4CFirnjaHoaKPJRu/RB1F/c3SyEp2fohvAdMRsADr9xWYrLHT0eu4yCNtLNpA6Px6OAGZaS683uRt+JJlEiaC2g4o4arwI3YRzFpdpTzxq2EWV3plnHdJXFbeeh7WDT0JYbvhu8dBK9erpv1SSJ7Iu7DVNRd3I+qwz/CUJwJ0moGV+IFz15j4Xv/M+AK2/7fOAtLe4TxAOL48ePw9PTEvHmOpf/mzJmDVatWuWzS5uHhAYlEApVKBbPZDB6v6Usxm81QqVQQCoXNAoPGKBQKAA2Lf1vcuq5SOf+wnDBhAiZMmEBp/jNnzmyV04rLBSrccKB5b4vfTuWxAQRLuyLAW4LuEUqcz62i1e/uot62TGKsPxJj/VFQWY/ccjVMf9cwdQ1TNFElcie6wqvIWTINlnrbstZWfT2qDq6GNucsIp/9ye5phMZgwvaTObSebTBbQBAEzPUqFKx5HiCtsBKuvW4LjZqLllCjMSC/sh4mc8PvKtJPZnMnnOC2XFjE5vNPbkXghDfBZVC+1GrUQ5W6ucXjcCVeCF/wvdNA0xkNaXUj3eYdwcIMpMUMfXEmLNpacIRSiIJibbqQs7QfGA8gqqqqEBsbCy7X8TE6l8tFSEgIrl275tJzCIJAdHQ0Lly4gNzcXERHN9WFz8nJgdVqbeIPYYuOHTvixIkTKC+37TpaUdGggKJUts8F9Z/nCmj3Sc0sRZ3OCLnYPV9qLCzu4IHe4bQCiO4RSoT7tr4uPEmSuJRfjYOXilGp1oNLEAjz8cD9CaEIVjgv8gz18UCoT+uLOlh0auR+O8du8NAYXU4GCtf9B+Hzltu8f/BiEa3CcAD481whZg2ORV3aZliNDbUrcotrKTRKF93GqXK5oBrbT+YiNbMUlkZW4qFKKcb1DsfIhLAmBnvikE4wlt9kfB6k2Yia9G1QpsxibExd/kVYtDXOGzpA2jERwVM/htCfvikkS/vCXF+NqiPrUH1sA8yNVLo4Yjm8EyfBZ8gcCJTtZyOH5Q6Mb1vJ5XIUF1M7li4rK4OXl+v5mYMGDQIA7N+/v9m9W9dSUlIcjpGcnHy7vdncNM3HaDTi5MmTABpqItojpU6KRG1hsZKoqNW7YTYsLO4jKS4Aw7tTKyD2lAjw4thubp5Rc64UqjD/u6P4z48nsOtsPtKzypF2vQybUm/gsWV/4Z2fT0FVz3wxLROoTm6F2YaEqz3qMnZDX5Jl8975XPrGnPV6E3LK66BKvWMO2kV/DnySng+IiM/FgFj6PgdU2XriJl5am4ajV0uaBA8AUFClwbd/XsErP55o4l+iGDTdbfOpOvITo+NZdPROtG/B8wqAz/D5iHl7Hzq88DMbPPwL0JdcR/aiMSj/44smwQMAWHV1qDq4Glkf3o/6a8fu0QxZWgLjAUSPHj2gUqmwZ88eh+127dqFiooKdO/e3eVnTZgwAUKhECtXrsSlS5duX7948SJWrVoFkUiEadOm3b6en5+PGzduNKk9GDBgAOLi4pCbm4uPP/4YFkvDrpjVasWnn36KwsJCJCUl2fSaaA+4Lp/dOkf8LG0HrcGM30/n4d2fT+E/P6Th7Y3p2HT8Bmo0bXNBezcEQeDFsV3xQJ9wh+2CFVJ8PisRgd6tK1uckVOJ19adcGhOdzKrHC+uTUWVum0F8CRJotqGY7Azqo+ut3ldb6JWk3U3Wr0JhkY79RJShwTdKVpjDO0aDKmLtSIkSSK3XI3zuVW4UqhC/V2+I3+eK6CkmJVZXIN3fz4Fo7nh+0baMRGi0M4uzckZhpLrsBpdUymzBdUi+bvxiE1C4PjXIXLg8E2SJDTZ6Sj48WXc+Pxh3PhsAvLXPAf1lSMgrdQlW1nuPaaaMuQsmeHUXNBq0CB3+Vzo8i+20sxYmILxFKbZs2fjwIEDePvtt6HX6zFq1Kgm981mM3799Vd89NFHIAgC06e7vvMSEhKC1157DQsXLsSUKVPQr18/AMDJkydhNpvxySefNEk9mj17NoqKirBo0aLbtQpcLhdffPEFZs2ahfXr1+Ovv/5CfHw8rl+/jvz8fAQGBmLhwoUuz/Fe48zgyhYcAvCRs4Vn/xZIksTm1BvYeCy7WVpJenYFfjycibG9wjFvWHyr5dq7CpfDwdMju+CB3hHYeTYfR6+WoFZjhJDPQUygF8b2CkP/jv6t/jpqNAYs3HIGRrPzRVCJSouPtp7F57MS24xyjEVTA0NpNu1+muyTNq+7KoPrIeLBcNeuyEj177guiEMNz3maqb+nGDNTYmg/12CyYM+5AvxxOg/5lfW3rwt4HKR0DsL4vhEIUXpg5X7q8txXi2rw1+VijOgeCoIgED5vOW58NhHmOtvptC3BatS3uNbgFqLQLuCIPGDV1ztv3AiPjrZd32+hL85EwdoXoC+80vTGzTOoPbUDAr8OCJ31OSSRPelOmeUeUP7nUvvqWHdBGnUo2b4IHZ7f4OZZsTAJ4wFEnz598Nxzz2HJkiV4/fXX8eabb97+Ehw3bhwKCwuh1+tBkiTmzJmDAQMGtOh506dPR1BQEFatWoWzZ89CIBCgZ8+eWLBgARITHX9g3SIqKgq//vorli9fjoMHD+Lw4cPw9fXF9OnTsWDBAvj6+rZojveSEd1DcOBikfOGjegX4w9PCVv/8G+AJEks33sFv6bn2m1jtpD4NT0XZTU6vD2pJ7itrJHvCqE+Hpg/ohPm2zGJK6rS4NSNctTrTBAJeOgarkBsEPNyl7fYnVEALUUlNKBB/CCzuBZxwe6bEx2sBo2L/WynUPaO8sVfl+kZ/yk8hOgQ4IUsT/8mCxO5tQ7zq5dgleJpVPL+lmEl/zaVI++Yy4UopPhwWl8oPOjVP9RoDHhr4ymbjuRGsxX7zhfiwIUiDO8eDLWOnpna7+k5GN41GASHA4FPGKJe2Y7CH1+GJusErXEcwuGCK2auZoYrksK730RUHf6Beh+JJzwdqC3pCq/g5pePwKqzfzpnLL+Jm19NQeQz6yCN6Udrziyti0Vfj5qT22j10WQeh6HsBoT+bUcdjcUxbjGSe+qppxAdHY0lS5YgO/vOrlVWVkM+bHBwMJ566ilMnDiRkecNGTIEQ4YMcdru4MGDdu/5+PjgrbfewltvvcXInNoK3SOUCPPxaLJr5oxxTlJAWP45HLpU7DB4aEza9TJsOn4D0wbR38FtK1wtVGHd4es4c7O5bGbHQE9MGRiNpLgARp9pJUnsOptPu98fZ/LaTADBldB3mW7o52nzenKnQHy37wqtBfeohDDwuBx495uIir3fNrnnY6nAi5UfI0PUB6nSZBTz/y7KJAgEmQowqqMED0weSdsjw2Cy2A0eGmMlSfx5rpDSmDJLLfpqU9FXlwrvkmpcehbgK0LgnTgJiqQp6PDiJugKr6D6+EYYy26CtJjB9w6EV7+JqLt4ANV/raH1GuRdh4HgMifva6otg6Eil1Yfn+Hz7SrukBYT8r6b5zB4uN3WZEDeiicRu/Aoo8pSLMxSf/Uo7RMqAKjN2A2/ka6ZC7O0Pm4JIABgxIgRGDFiBAoKCpCdnY36+nqIxWJEREQ0U0xicR8EQeDVh3rg5R/SYDA5Vz0Z0ysMPSN9WmFmLPcakiSx9QQ95Zcdp3IxaUAU+AykAJEkiRuldaiq14PL4SBUKYW/i34OVDh+rRQfbzsLsx0Jz+sltVi45QweGxqHyUnM7YLVaY3NHOCpkO1k0dqacMVySKJ6Q3vjNK1+si5DbV4X8rmYNigG3+29YvP+3Shlwtu1LYpB01Cxb3kzDwohaUR/3XH00x2HlpBCzxFBZNXDg2tC3IMnwHPBYG/v+QKnwQMdemtP4OHa9eCh0WcxCZiqClD+xxeo2P0NgqctgnfiJARP/qBZf1FgDKoP/9DstTtCkTyTiakDaDAPvPnFIzBVUwuWAEAxcBp8Ryywe7/u/F6YqqiPZ9GoUJO+HcoUagaCLK2PWU1PTrul/ZiCJElob55B9dGfoL5yBFa9GhyhBNKOiVAmz4S044A2k1baVxWm8AAAIABJREFUFnBbAHGL0NBQhIayEl33kphATyye0Q/vbz6NGo19xZLx/SIxb1g8+wfyLyGrpBbZpfQUVWo0RqReK0VK5yCXn2s0W/DnuQL8diqv2clYryhfjO8bgT7RzDoCZ5XUYtG2DLvBQ2O+P3gNJrMFgzoFItTHA5wW/j1QqXtgsp+7UCbPpBdAcLhQJE21e3t83whUq/XYkuY4iPWSCvDBlL63nbsFylAEPPR/KN3+sc32BAApqYHU0pB2FfTIIvBk9GW4SZLE76fzaPezR2/tCUyp/dHxMy0mFK77DwDAO3FSs/t8rwD4jliAij+XUXqmrMt98IhNoj9ZW3OzWpD3v8epBw8cHgIffhvKlFkOv1Oq7BTaO6L66Ho2gGjDcPjCVu3HBBadGgXfPwv15UNNr5uNqMvYjbqM3ZBE9UH4E9+59HnyT8StAYRGo0F9fT2sVitIB3JAQUGuL0ZYqNEpxBs/PDMEBy8VY+eZPOSUq2GxkvCUCJDcKRDjeoffE018lnsHXYPBxv1cDSA0ehPe3XQaF/Nty3ieuVGBMzcqMCmxAx6/L46xYHbT8WyYLNQX5OuOZGHdkSwEKSQY2yscIxNCXS78lYv5IEBf16yt1SHJE0ZDfGAVZbUUnyFzwPeyL5dKEATmDotHdKAntqbdxPW7dvqFfC6GdgnC1IHRzU6mfIY9AZAkSncsti81x+Ei6JH3oRg4zfZ9JxRU1iOvgn4ahi08LGpMrKVeIFq08Q3IugwBT9b8NNh/3H9g0dU5VcXyiBuE0Me+AcFQzZL68l/QF1EvEofVjNqM3ZB3vc+hzr++iL4XlL4kE6TVythrY2EWUWgXl/qJw7oyPBNqWI165H472+kGifbGKdz8eiqiXv4FXLFraZ3/JNwSQOzfvx9fffUVbty44bQtQRC4coXaMTZLyxAJeBjdMwyje4aBJElYSbJdFMSyuAczjQV1Y+gsxG+h0ZuQWVyDFfuuIqfcea7zlrSb8BDxMWVgy9Mdq9R6HL9GTQ3kboqrtVix7yp2nc3HR9P6IsCFFCuRgIc+0b5Iz66g1W9QPLO1GC2FwxMgfMH3yPlmBgzFmQ7bevUdj4Dxb1Aad3DnIAzuHISsklpkldTCaLbAUyJAn2g/eNiRWyUIAr4j5kPefTiqjq6HKm0LrH/7E3A9FPBOfATKQdMh8Amj9yIbUaOl5y/hiD66VPBBvYieNBtRnboZfvc/1eweweEgaPIHkMUno/KvNdBkpja5LwqOhzLlUXgnTmK09sEVGV9t1glkf/ogIp/9CeIQ24IGpIVe4XlDJxKk1QyC07aCbJYGxCHxkET2hDbnLOU+PLkvZN2Gu3FW9qnY/x3l01VDcSZKf/uvzRTDfxuMBxCpqal49tlnHZ44NIZqOxZmIQgCXDZV6V+Nl8S142JvKfV++ZX12H4yBwcuFlGqwWnM+qNZGN0zDPIW7sRfzKuGtYWfM4VVGry+/iS+fizJJYf2sb3DaQUQAh4Hw7u3vdRPvqcfol7eior930F1/GeY65q+JlFwPJSDZ8N7wGTap0cxgZ6ICbRddG0PoX8Ugh5+B4ET3oLVUA+AAEfk4fTZpMUMQ/lNWPX14IhkIL3DcDSzHAWVGlhJEj4yESVXcKr00abR7qNK22IzgAAaPr/l3UdA3n0EDBV5MJbngLRawPcOhCjYPWmodBaDjbGoq5C7dBZi3txt80SFL/eFgaY5HVfiCQ6PDR7aMj7DnkD+yvmU2ysHz74nv1PSYkL1UXpmizUntiLgwddc9kT5p8B4ALFq1SqQJIk+ffrghRdeQGRkJEQierJ5LCws7qd3tC/EAh50Ruo7owSAQfGBlNqezCrDh7+cbVENwN7zhXg4sWUmjloar88RxdVabDuRg9lDYmn37RPth74xfkjPoqbxP3tILGRi5naPmYQrliFg3H/gN+o5aDKPw1RTCoLLh9A/CuKIHvekhorgcCilFJjVlag6uh7VxzbAXFMKI/jYIxuHdOlA6Imm31NcDgEOAVhpxp7eUiFUd5kvKiz0nbep1hoIfcMh9HW/cp7V6Lq5obmuHFVH18N/9PPN7nn2GovyXV/TGs+RJCxL28AzYRR873+aUr2OPGG0w0J7d6K+cgTmWnreK1aDBrUZu6BIfMRNs2ofMB5AXLhwAVKpFMuXL4dUytwODgsLC7OIBTwM7x6M305RLxTtHe1LycH5aqEKH2w561K6U2OOXyttcQAhETD3MbcnowDTk2Noq1BxCAJvTEjAB7+cxZkbjk8iZiTHYEK/yJZMs1Xg8ASQdXYun91akCQJTdYJVB/5CdqbZ2A1asGVekHWdRiUg2bAatAgZ9ksWP5WetETQqxUPIs8ge33l4Vu5ICG3/MnM/vh52PZ+Otyye2TL9fOv9rWCTFX6kl7odWY6qPr4Xf/0yC4Tf8eFUlTUb5nKWClfkKptKEsRZIktDdOoz7zeMPJklgGj9gkSDr0YoVBaGKuV6Hm5Fboiq6CNBvBk/vCq9dYiCMSaP0s/R94BTy5L8p3fQWLpqbZfUIghjJlFgIeeAUEh75KGhMYK+lLbLek3z8JxgMIi8WCDh06sMEDC0s7YOrAaKRllqGizvnuokTIw9z74imNu/rAtRYHDwBQp2t5HnrXcAW4HMKlBeHdqDQGXMqvRoILUsdiAQ8fTOmNgxeL8dvpXFwvvlM0zCEIJMb648E+EegewSp80MVUW468FU9Al5PR5LpFW4uqg6tRdXA1CJ4ApPnO++lnr1l2gwdXGdw5EOG+Mrw2PgFzhsZhzcFrOJ9bBRXfF36mElpjCXzaVgqbvOtwVB+jr5h0C3NtGfQlWRCHNP0M4XsHwn/Miyj7/TNK4ygHz4EoOK7Jtdpze1C+86tmRd7lf3wBUUgn+I99CfJ7lF/fnrAatCjZ+gFUJ35p8rcCAFUHV0MU2hlBj7wPaVQfSuMRBAGfIXOgSJqK2rM7ob58CBZdXYM0anQ/ePebYNcrps3Dpt8zH0BERkaisJC6pjMLC8u9Q+EhwuIZ/fDmhnSU1tj3KpCJ+Xh/cm9E+DlX6sopq7OrskQXIa/lu1JKmQgDYgNw9Cq9BZw9VPUG543swOVwMLx7CIZ3D0FhVT2q1AZwOQSCFBLaDsksDZjrq3Hzy0dgLM9x2K7xgqiEF4RLoh5NnKoJ0opo43UM0BxGtPE6hKQeekKMTGE80iTJuCmIvt3WFh0DPfHs6AYVmWtFNVi07SzKVBqQIHBSlIhxJnrOvN4DJtNq724UyTNaFEAAuF3ofje+I5+B1aRHxZ6ljucwcDoCH367ybWKAytRuvVDu330hVeQt3wuAie9B58hc+hP+l+CRa9BzjfTmwXhjdEXXEbOV1MRPn8lrdNHjkAE7/4T4d2fGfNgJnGkEOaOfv8kGA8gpk6dirfffhsbNmzAtGmuyeexsLC0HiFKDyybNwi7M/Kx80w+SlTa2/e8pUKMSgjF2N7hUMqoLXBTM11TPLJFxyBmdqemDozCietljJyKCHjMKJeFKD0Qovx3F+ExQfGW95wGD3eTKklu+J+/AwKpRY3ZqhWINDVVDpSQWiTozyBBfwbXhfH40Wsu9BxxkzYcgsCQLkF4ZlQXiAVcXD55GGe2fIundechJnUwgYcCfhjM4IFHUYmJEIjh3b+5D8S9RBzSCV79JqLm5FaXx+DYKTolCAIBD7wCWechqDryI+rO7rqjzkRwIO82HMqURyGNTWqSQlN3YZ/D4KExJVveg9Avok2l3bUlije+4TB4uAVpMSF/5VOIeXsfBMqQVpiZe/HolAye3LeZIIQjOAIJPHuOceOs2geMBxCTJk3ChQsX8PHHHyM7OxvJycnw9/cHn2+/IJB1pmZhubd4iPiYlBiFif07oLBKA43eBLGAh2CllHa+PxNpR7cY04uZ4tCoAE+8MTEBH2/NaHEQ0cGf1f9uK5hqy1F7ZiftfjcFd75zRFYdnqz+GkHmYrvtSQAdDVfxHr7HgU7vQmUgIOBxEBXgiZE9QuEjFzVoya98BtZzu5HQqC8fZnQw3bw9jtMMcoJA6KOfg+fhTft1uZvgaYtg1dej7vyftPvyZD4QBsY4bCON6g1pVG9YpnwIk6oEIEnwvALAk3rZbF+++xtacyjfs5QNIGxgrCpEzenfKLe3GrWoOrIOgeNfd+OsWgcOTwDFwGm0Cvm9+k0AV8z6ZjEeQPTs2RNAQy3Exo0bsXHjRoftWR8IFpa2A4cgEObTsl1xJtKOACAh0oe2rKcjBsQG4PPZifjp8HWcyq5wqbC1VwcfBDEo78nSMmrStwFW+ipbRuKOFPH96t8dBg/AnUU/r+wyZvY8Bv+JLze5T1rMyFv5JOov/+UwSLhlKGjvPkcgQcijn7XZ3U0OX4iwef9D1eEfUfLL+7TywL2TplCW6eSK5U5VtbR5F6DLO0/5+QCgvXEausIrdj0p/q1UH98IkPQ2VlSpm+A/9qV76h7NFL4jFkB99QilExhhQDQCHny1FWbV9mHcRUyr1UKr1YIkSUr/Wa0tTylgYWFpOzCRdhSqlOL/xvdgYDZNiQ3ywgdT+2LNM0Pw9MjO6BxKb5d3Qn9mi25ZWoahPNelfiKyod5HaNWjj+4Erb7VxzfCeleBafXxn50GD7cgABRzg1DMC4aeEMHIEUEUHI/Ah99F3Mcn2mzwcAuCw4XPkDnwGWHbo8IWXKk3lMmPMjoPTRa939udficZncc/AS2FhfPdWDQqGCupK/i1ZTgCMSKf/gEecYMcthNHJCDyhZ/bb+E3wzB+AnHtGn1behYWln8O/Tv6QykTokpNv9iYQxBI7hSIp0d1dsmwjSqB3hI80CcCo3qG4e2Np5CRU+m0z6MpHdE7ytdtc2KxT35lPXaeycOxq6Wo1Roh4HHQMcgLk2o0cOVdEme4jBJ+CLrqz0FE0vM3MNdVQH3pEDx73A+gQT606vAPAKgJr5IAAiwlWOS7ECqeEgSAXW+MBqedSY0GjHsZ5uoi1Jz61WE7jliOiKe+B9/Ln9HnWw1a541s9tMwOo9/AqTJNY+PlniDtDW4Ek9EPLsO2ux0VB3+EeqrR2DV1YEjlELaMRHKlEfhETcIBIfxffd2C+MBxPr16xEdHY1+/foxPTQLC0s7gMflYEK/Dli5/6rzxn/TLVyBhEgfjOjekE/eWvC5HCyc0hvL917BnxkFMNuQepWL+Zg1JBZjGarHYKGOxWrF//68gt9PN93pNFmsyMiphFJtxUgXxu2vPYa/pMOhMDsPHG1hqiq4/f+6vAswlFyn3JcAQIBEL91J7JeNBgnAaiXB4bavAILgcBEy60uIw7uj8uDq5sZ3HC7kXYfB/8FXIQpgvs7R1Rx0KoaD/za4UtfqbezVprRXCIKANKYfpDEN61eSJFkPEQcwHkAsX74c9fX1OHz4MORy9g+VheXfyIT+kbhZVocDF4uctp09JBZTB947IQUBj4vnRnfFzOSO+PNcAa4UqmAwWSAT89Evxh8pnQMhYKiug4U6JEnii98vYP8F+++hs+K+GFG/EwRIWrZrSksV+mmPM+LVRtUx+m68LQ2Gdp4SAXg0hQraCgSHA5+hj0E5eBbUVw5DX3AZVrMBPA8lPHuMBN+bmmu9K3h0SnGtX3wywzNp/8i7j4D64n5afUQhncD/h0uZssGDYxgPIGpraxEdHc0GDyws/2I4BIH/PNgdQQoptp24CY2heaGrUibErMGxuL9H2/gS8vYQYso9DGRYmnLsaqnD4AEAqnk+uCbsjE6GS7THH1+3CWkSxznP9mBm4dSwOBnaNZiBse4tBIcLeZehkHcZ2mrPFAVEQxo7AJrMVMp9PDqlQOgX4b5JtVO8ej+A0m0fwaKtdd74b5TJj7IL7H85jAcQ8fHxyM7Ohkqlgrd325OhY2FhaR04BIEZyTF4uH8kDl0uxqX8auiMFniIeOgb7Yf+Hf3b7c4ri/v57XQupXbb5ZMRWpUHmVXttC3fOwgmdSVgNoILKwZoD8MMLniwUJ4XT+4LWZc7UqACX9dS26p4DW7mY3qGudSfBfAf8xJuZqVTUuIiuHz4jX6+FWbV/uAIxPB/4FUU//wmpfai0M7w6jvezbNiaeswHkB8/PHHePzxxzF16lQ8/vjj6NGjB3x9fSEU2pf6EovFdu+xsLC0b0QCHkYlhGFUArtQYqFGcbUGF/KouZmreEp8q3wRj1d/Cx+L/ZoGWechCH18KUiLGaq0zdBkpsJi0MBUXUwrDUmRNLWJHKkopDNEIZ2gL6QmR04CsIKDM+J+mDYwGqEUZZNJixl1F/ZBfeUvWHVqcIQSSGP6w7PnWHAE7q8bIq0WqC//BVXqJhjKcwDSCr53ELz6TYBnwuh7Iucpje6D0NlfoeCHFwCL/SCC4PIR+tgSSDv0asXZtS+UyTNg0ahQ9vtnDtuJguMR8dSaVnnPsbRtCJKkIeRMgXHjxqG+vh6lpaXUJvAv9YGYOXMm0tPT0bdvX6xbt+5eT4eFhYWlzXD2ZiVeX09PbpNHmjDJ+wYG6o9Cl3sOIEkQPAFkXYdBmTwT0o6JNlMuLLo63Px8EvTFzhUExREJ6PDCRnAETTe9qo//jKL1r1Ge63lRAoxjFmPO0FhKaSDVaZtR9vvnMNc0/17lSrzgM/xJ+I5Y4LaUEl3+ReSvfhrGCtuynVyZD0Jm/rdVU5gao805i/I9y6C+dKCpN8XfLta+9z8NSUT3ezK39kb9tWOoPPg91JcPNvlZ8pUhUAycDmXKLHBFrBdOe4TpdSfjJxBZWVm02jMcv7CwsLD8K9DoTSio0sBkscJTIkCoUvqPyUkmXbD5MxN8FAQMRvSkl0FaLSBNBhACsdOfCVcsR+TzG5C34klob5yy284jPhlhc5c1Cx4AwDtxEtSXD6Hu3B6n89SJ/NBn/meI7Uit3qZs19co/+MLu/ct2hqU7fgExso8BE9bzPh7QJt3ATlfTXYom2pRVyLvf48jbN7y2/K2rYkksiciFqyGsaoQmqwTsOjU4IplkHZMhEDR/mtMWhOPuIHwiBsIY3URDCXXYTUZwZP7QBLRAwSHFZNguQPjAcSBAweYHpKFhYWF5W9ulNZhx6kc/HWpGAbzHSPOCF8ZxvYOx4juIRDy2/cXfYCnxKV+/l4Ni3uCwwUhpD4GT6ZEh5e2QJN5HFVH1qE+MxVWgwZcsQwecYOgTHkUkqg+dhfnBIeL0Me+QfHGN6BK22L3OcLgeMQu+B4CRZDTOVlNepT++imqDq122pYEoDr+MyyKaISPmue0PVVIiwn5K+dT81wgrShY+zwkC4+CL783fikCZQgEyofvybP/aQgUwWzwxeIQxgOI4GD2DcfCwsJCF6PZgsOXS7A7Ix8FlfWwWEkoZSLc1zUYIxNC4SUVYu/5Anz5+0VYbZzc5laosXT3Jew9X4APpvSBl7T1c9KZIlgpRedQb1wuUNHqN6K76+pIBEHc3n11BQ5PgJCZn8HnvnmoOrIOdRf2waKpAUcghiSyJ5QpM+ERn0LJiEp1YitKtn4Ai4ba678V1uTv+hblUWPRpyMz8ql15/fCVO1civkWpFEHVeom+I18hpHns7CwtF0YDyDupqqqCjk5OVCr1RgyZAisViu0Wi08PKgVjrGwsLD807lcUI0PtpyBSmNscl1jqMeaQ5lYd+Q6hncLwZ6MAqfJPdeLa/HOz6fx2az+7dq/4oHeEbQCiG7hCkT4uWYuxiSioFgET/kQwVM+dKl/5aE1KNnynkt9vSzVWLvuRwjnzkW3cKVLYzSm+thGl/pQDSD0xZkwlOcCaDg9EIV0+sek4bGw/NNxWwBx4MABLFu2DFevNrjR3iqWLiwsxEMPPYTJkyfj5ZdfBo/n9hiGhYWFpc1yuaAa//fTSRgbpSPdjdlCYndGgd37d5NZXIO95wvbtXt2cudApF0vw1+Xi522lYv5eGFMt1aYlXOKqjXYeSYPF/OqoTOaIRXx0TvKF6N7hkEpc6xco809h5Jf3m/R84MNOViy8yJWLkhp8WLcUJpNu4+puhBWo96uSg9ptaImfTuqDv8AXd75JvcIgRhcsQw8ryDI4pKgGDgNAmWIS3NnYWFxL25ZvS9duhTLli27bQPO5XJhsTTobBcVFUGr1WLt2rW4fv06VqxYAS63/e6SsbCwsLiKxWrF4u3nHAYPrvLH6TyM6RnWbnd0OQSBVx7sDiGfgz/P2ZdZ9fcSY+HkPghW3ltlGL3JgiU7L9p0X79WVIMNR7PxYN8IzBsWB66dNKbKQ983VRFyAT5pREGVBufzqtAjwqdFY5EU/BVs9rOYADQPIEiLCQVrXkDt2T9s9zPqYDbqYK4thz7vHCr2/g/e/R9G0JQPacnEWs1G1J3bA/Wlg7Boa8ERSiGN7gOvvhPAFd/7UyoWln8CjLs4paWlYenSpZBKpXjvvfdw8uRJdOt2Z2eoX79+WLx4MSQSCVJTU7FxI/0jUhYWFpZ/Aieul6O8VueWsXPK1Sio0rhl7NaCx+XgpXHd8e28gRjdMwxyMR8AwOdy0DnUG6891AOrFqTc89Qlo9mCtzem2wwebmElSWw/mYNPfz1vs4bFXK9C3dldLZ6LhtOQHnzoovOTG2fwPP1p9+EIpeCIbKcoF/38lt3gwSakFaq0zcj7bt7fQYlzqo9tQOabiSj4/lnUpG+H+tJB1J75HcWb3sG1N/qhdMenIK3UjQNZWFhsw/gJxA8//ACCIPDf//4XQ4YMaXafw+HgoYceglKpxLx58/Dbb79hxowZTE+DhYWFpcVYSRIZNytxMb8hHUUm4qNPjB9ig7wYGX/POeppSa5QqzU6b9QOiArwxPNjuuL5MV1hJUlw2tipyk9Hsigb3/11uRhdwxXN0ssMZdkOF8lWEKjjeMHAEUJs1UJmrUPjnwKJhmLqS6IGv4Oqej3NV9Ec777jUVJwiVYfr77jbZ566UuuQ3X8Z5fmUX/lMMr//Bb+TpyknUneWg0aVPy5DMaKPIQ+tqRNyJKSFjPMGhVAkuB5eIPg8u/1lFhYKMF4AHHu3DkEBATYDB4aM2jQIAQFBSE7m36OJQsLC4u72Xe+EBuPZaOouuku/rojWegY6InZQ2LRK6plcpXF1e49IRDwGD9kvue0teDBYLJg19l8Wn1+PZnTLL2MNNsOHrSEBOmSAUiTDEQVz+/29SBTAQZojqCnLh0CmEAAyBLEooIXAAB206To4J04CaW//RekiXowohhke0Ow+shPLZpL9ZF18B2xoIkLeGPqLux3GDw0pvbsHxCFdILfyKdbNKeWYCi7gaojP0F1YgusOjUAgCOQwKvvQ1Akz4Q4pNM9mxsLCxUYDyA0Gg2CgpxrXAOAQqFAZWUl01NgYWFhaRHfH7yGTcdv2L1/vaQWb25Mx0vjumFQfCDO5VShTmeEkMdFxyBPBCko5uO70UdTyOMghOo82igGkwWHrxQj9VoZ1HoThDwO4kO8MTIhFL7y5oZuVCir0WLn2XxcyKuCzmCBVMRD7yhfjEoIg7cHfenb49dKodZRS6+5RUGVBpfyq9G1kVIST968XqGIF4JViqeg5t514kWSKOaH4hev6TgiHYq5qmWQWeqwS/bg7SbhPi1XOuRKPBH0yHsoWv9/lNr7DHsS4pB4m/fqzu9t0VzMdRVQX9wPz4TRNu9X7P+O1nhVf62Bz7B5dgMSd1J5aA1KflkIkE1rn6xGLaqPbUD1sQ3wG/08/Ma8eDvIJC1m1F08gJqTW2FSFQMcLoS+EfBOmgJpTP92W+v0T0eXfxHVxzZAX3QNpMUMnqcfvHo/AHmPkbTqetoijAcQfn5+yMnJgdlsdqiwZDQakZOTA1/fe2M4w8LCwmKLvecLHAYPtyBJ4IvfLuCbXZdhNDfNqe7VwQcPJ0ahZwfHRax+XmIUuukUYkjXYEhF7TcdYueZPKw5lNlscX7mZiU2HM3Gfd2C8cyoLhBRNM0zmi1YsusS9p8vbBa3XS5QYf2RLDzYNwKP3xcPLof6YiyvQk25bWPyK+ubBBDCgBiIguKgL74GAKjk+uI75XPQcmwEAo0Wi+X8QHyneB4KcyUKBBENtwGMTHDdE6MxiqSpIM1GFG9+r9mCtzE+981FwEP2Aw0zRU8LR+hLsuCZYOv6dWiz02mNZa6rQN35vfDqNbbF86JD1ZGfKMn0lu/6GuBw4T/6edRfO4bCda80BA6N0OWeQ82pXyEKikPoY99AFNTRTbNmoYtJVYL875+16W6vvrgfPJkPgqZ8CM+EUfdgdszA+Pl2UlIS9Ho9li9f7rDdsmXLoNFoMGDAAKanwMLCwuISVpLEhqPU0ypJoFnwADQscl9ffxK/pN102H94N/dIVHI5BB7sE+GWsVuDDUezsGTXJbs7+1aSxL7zhXhj/UkYTM4LYk0WK975+TT22QgebmG2kth6Igf/3XHOZpGzPSxW146RzHf1IwgCiuSZt//9h3y87eDBBlU8X2SJ7uz894vxo34KRgFlyix0fGc/lEMeA6eRihHBE8Cr/8OIenUHAie+7dAkjyNw7cSoCRbbqlC6vIsuDafLu9CS2dDGrK6iJdNbvvNLVB/fiJyls5oFD43RF1/Djc8nQl90jYlpsrQQY3Uxsv873mbwcAuzuhL5qxZAdWJrK86MWRgPIJ544gmIRCIsW7YMr7/+Oo4dOwa9viF/sra2FmfPnsWrr76KFStWQCgU4rHHHmN6CiwsLCwukXGzEiUqLWPjrdx/FQcdKPMMjA+Al5TZFAoCwAtju6KDv5zRcVuLMzcr8MNf1ym1vVygwqoDV52223A0Cxk51NJlD10qxm4aNQ3OvB3s9rORLuWdOAmSDr1Qw/HGZWE3lyRdgxQSvDiOeU8MoX8Ugia9i06fZiDu43TEfpiGTp9fROijn0MS0cNpf0mkjaMDmvA8/WxeJ80Gl8ajU9vBBKq0zSDNNIQNSBJFP7/O0hhnAAAgAElEQVQFUJDTterqkLfiCVZhqg1QsOY5mGtKnDckSRT+9CoMZY43mtoqjAcQISEhWLJkCaRSKbZv34558+bdNpPr378/pk+fjt9++w0CgQCffPIJIiMjmZ4CCwsLi0tcyKtifMw1hzLt7lILeFy88mAPyoXBkxI7YHDnINjLsPGVi/DOpF4Y0Z2Z9JV7wfaTObTa/5lRgHq9/RoEo9mCnWdoFjmn54KkuHhP7hRIK+UJADxEfPSJbr4Y5vCFCF/wPa6EPAiS4DRJVaJChK8Hvpg1AF5S9+VWE1w++F7+ECiCwOFTD57sFVfTea69dA+uh8JhXyP4OCXujx3yh7FVPgV/eoxBKS8QXFnL3brpoDq5jX4nO6cutjBW5EF96SD9Z7AwhjbvgsOTh2ZYzag6ss59E3IjbjGSGzRoEHbs2IHVq1fj0KFDKCm5E4kpFAqkpKRg7ty5iIqKcsfjWVhYWFxCTyEdhi7ltTqkZ5UjMda2pn7vKF+8+0gvLN6eAZ3R/vNnJMdgRnIMCILA4/fFYU9GAW6U1sJoscJTIkByp0D0i/FjRH3HHvqS6zBW5MNq0oMrVUASmQCukIHUlL8pq9HidHYFrT4GsxX7LxTiob62N6NSM8toy9nmV9bjUoEKXcMcL0yBhhOIAbEBOHqVwo7j39zfIwRCO7UbPKkXkDAJSM+jPN4txvYOd6kQvDWQdR4MUXA89EXOT4xs4dlzDHgy2zVFHnEDwRF5wKqvb3LdDC72ysYgTZIMHUfS5N4+2Rh0KRJjfkktYgI9XZoTXUw1pW5/RvXR9ZB3G+7257DYpvrYBtp9VCe2IOCh12gF5G0BtwQQABAcHIx33nkH77zzDjQaDerr6yGRSCCTsS6QLCwsbROp0D1FxyezyuwGEADQv6M/fnx2KPaeL8TujHwU/m0A5ykR4L5uwRjbM7yJ07KfpxiPDm6dgknSakXN6R2oPLQG+rzzze4L/CLhP+ZFyBNGtVjRJqdc7ZIw1c2yOrv38spdK3LOq1BTCiAAYO6wOFzKr4JK4zxQCVFKMWVgtMM2fAcCJI7gcduubC/B4SJ8/irc/GKSw3x+W/DkfvB/8DW797kiD3j1HY/qRju5ZvCwxvtJZIo62+lF4lKpDi//kIaFk3ujR2TLXLup0Bq+E/oSaul/LO7hlggCHaw6NUw1ZRD6hjtv3IZg/NNm6dKl2Lat6TGdVCqFv79/s+BhxYoVeOWVV5ieAgsLC4tL9I1xjyqcoxSbW8glAjyc2AGrnxqMXW+Oxs43RmHzy8Px5PBOTYKH1oS0mFHwwwsoXPuCzeABAIzlOShY8xxufPogTDVlLXqeyWJf5ccRjgqpXS1yLlVRV8cK8JJg8Yz+8JM73kGM8JVh0fR+kIsdB1quOmuH+7btDTqBMgRRr/wKebcRAEFt+cFXhCDy+Q0QKBzLw/uNfAY8+Z20sB3yhxuCB7upaA3pYQaTBe9vOeM2R/jGCAMcB45MQKvGgoVx7Pm5OO/X/n5vbgkgtm6lVlW+e/du7Nu3j+kpsLCwsLhEbJAXogOYLz4W8entKHM5RJvYTS7e/C5qT+2g1FZfeAU5S6bBoq11+Xmu5u4XVNpf7Ctkro25JS0HL6w5joLKeueN0bDoXz4/GU+N7IywuzwYOgZ54j8PdMc3c5Pg5+k85WtgfABkYnqnYZF+MsQHM+OQ7k74Xv4In78SsQuPwm/sS/Dq8xDEkT3BvSs9SRgQjaDJCxHz1p8QBcZQGDcAkc/9BJ5XANQcGdIlAxqCBwp1JFqDGX+cpp8yRhdF0lS3P8NeoTlL68B38edvLz2vLdOiFKbCwkIcPny42fWKigqsX7/eYd+ioiJcv34dHh4tN7thYWFhYQKCIDB7SCze3niKUY+3zmHeDI7WOuhLs1F9lJ57sKE0G+W7v0HgxLdcemanEC/4yEWorKOnjpNXqUad1gi5pPnO/qD4QKzYd9Wlk4irhTV4cW0qPns0kdKpgFTIx4N9IvBA73DUao3QGS2QCnk25+UIAY+LMT3D8DMFP5IGMWECD/WNaFdmYgJlCPxHP3/73yRJwlJfBYtODY5QCp7cl/brEQXFIub1XViz6Q9YSugtb/acK8CMlBgIeA1pRhadGjXp26A6ua0h5YrgQOgXCUXSFMh7jHLJBMyz1xiUbv8YZjVFA10Oj5ICU2O8ej/ovBGL2/Ds/QDtQnaPTingebS/74gWBRB+fn748ccfkZ9/R+GCIAgUFBTgww8/dNqfJEkMHTq0JVNgYWFhYZQ+0X54YWxXfLXzoisqms2QCnkY0iW45QO1MtVH6AUPt1ClbYb/uP+AI6BfEMjlcDC8Wwg2HqPuxQEAZguJfRcKMbF/h2b3XClyboxaZ8K7m05h1VODwad4KkQQBLykQni5mHmm1pkQ5uOBEKW0oR7G3k7639f7Gk9joIcvgDDXHtgGIAgCPJlPs51YkiRh1dXBajaCK5Y7XbjzZErkS+MB0CvGr9UaUVSlQaS/HDWnf0PRhv+DVd/0ZMtcUwrN9TTwPD9C2OPfQhrdh9YzOHwRwp5YjpyvpzuXnuVwETjhjQbHaooQPAG8Ex+hNScWZvFMGI2SXz6ApZ66op+ykf9Le6JFAYRAIMA777zTxDTu1KlTkMlkiIuLs9uPw+FAIpEgNjYWTzzxREumwMLCwsI4IxPCEKyQYlPqDZzOrmhyGsHlELCSJOXgYny/SMpuyW2Jugt7Xepn0dZCffkgPBNGu9S/i4unNVcLa+zem3tfHC7kVdFWY7pFaY0Ox6+VYnBnx3n4LaVUpcWGY1k4dKkYRnOjehA7O/FcWJBSfwAj1b8h73+bEfXKdogC/xluxGZ1FVRpm1F1dD1MVQUNFzk8yLsNgzJ5JqSxSXZPKFxVU9OZLFCd3IbCH150PLfacuQsmYbI5zbQDiKkUX0Q+cJGFKx+xm4xOddDidBZX0DWeTAM5TlNisMdETDhTcZ2skmrFbr8CzDXVYDg8iEM7Oi0DoWlQYo5eMoHyF/1FKX28u73Q9blPjfPyj20WIUpKSkJSUlJt/8dFxeHjh07Yt269qlry8LCwgIAXcOV6BquRIlKi0v51dCbzJAK+UiI9MHlgmos2pbRzE34bgZ3DsK0Qc7zt9siFo3K5b4mletyla6m4RhsOILfIsBbgk9m9MNbG0+hUu2aedjOM3luDSCuF9fgzY2nUGcryGl0AiGz1MLXXIY4wxX01aXCw9pQo2HV16Ps988R/sR3bptja1GfeRx5K56EVXeXgpbVjLpze1B3bg/kCaMQOusrmyddHiLX1NSkhioU/fQqpbak2Yj81U8hduEx2ulM0g69ELvwCOou7Ed16s8wVuQDpBV8RTC8EyfBM2H07TGDJr0HWC1O5UEDxr8On8Gzac3DFlaDFlVH1qH66E8wVjbyTyEIyDoPhc/Qx+ARN7DFz/kn49lzDEJmfobC9f/nMAVN3v1+hM5Z4tDBvS3DuIzrjz/+CLmcehFidXU1FApqUnksLCwsrU2gtwSB3k015AfGB2LxDAFWHbiGa0XNd769pAKM7xuJR5KiKJvEtTUIvggwuObKfTa3GiNcfK4zhSL7/RwvGiP95VgxPxl7zxdi+d4rtMfPLm0uFWs16mE1aPD/7N13fBVV+vjxz9yem37TSK+EHoHQOwoiggWwIIjKrlh33eJv1/5V2XVdV1dd29oWV1TUtSGioigKSCeAoSUQQgrpvd8+vz+QEtLu3Nw0OO/Xa1+vzZ1zZk40JvPMPOd5VAYft3LiTymvNfNwW8EDnHkDIcvUqf2ZXbeGMU3bWgyrTV+PraoIbWC422vpaQ3HdpPz8i0dVqWp3fs1+Q4HMbe92qI86pj+oWzNVFYRLNLkjf7Q59Q6XK+iY68ppXbfOgJGK993cKoxXlvN8c6M0xBxw9/wT72Cik3vUPvzN/BLt2lJayBgzNUETbkJr+i2ytW6zl5XzvGXbsacf6DlQVmm7sD31B34nrAr7iV09j2dvt75LHD8tXjFj6By0ztUbf+4WY8Sn8FTCZp8I77DZvTZ4AG6IIB44IEHSElJ4bnnnutw7KJFizhx4gSbNm3y9DIEQRC6lJdOQ3yoL7WNVmqbbGhUEhFB3swYFsmlw6NdzpfvjRrMNvb0u5qCknJAwmQvJ8W8B6PsWqnLNdkg78tn1nDlHbETwvwI8/eiRGFZzQkD+nU4xtug5eoxcbz27SHFm+Rtv6QUOa1mqtPWULnxHZry0k8elCR8BkzCNGUJfikzFNf7/2zncdfSq34JJNb5XkFq0w7UnFP21umgNn09QVNvUnT93kKWZQpW3e9yScva9G+p2fMVAaOuaPb59CERvLH+MA0W1zcgzx0ZTdUa5WXlK7d+4FYAoYQkSfgMmIDPgAk4mmqx15aBpEYbEIZK55lGjk6bhZyXl7YePJyj5It/ojYG9Nmfs+5i6JdExHWP02/eA9iqipDtNjR+wWg66JzeV3g8gCgoKKBfv45/kdvtdoqLi6mubjtvVRAEobepbbTy98/2kpbdspJKdaOVIwXVVNRZWDK1f5+qigMn+1W8tSGD79ILMNtGwVlF8j6Xr2Vk004ur/0cb7ntsqkV6iCydAP47w+ZXDwsUnEgpVZJzEmNYcWGTJfnBPsaGJfsWvlESZLw99ZR7ULTt7P5e+uwlGST8/LNzVM7AGSZ+ozN1GdsxpiQSuwdb7p8k2CxOfhmX76itdSqAzhkSGGYeV+LY/b6SkXn6k0ajm7HUnRU0ZzKTe+0CCAMOg03Tk3mNRffNEWavJk5JIicd0oVXRvAWpqjeE5nqL38UHt5vtR09a7VZwJiFxSv+QeB465BpTd2PPgCp9Ia0IfG9/QyPK5TAcSxY8e4//77kc/ZTZiRkcE111zT5jxZlikrK6OsrIyYmL5bNUIQhAtLvdnG/1u5jdyytnsD2J0y720+Sp3Zyl2zhvSZIKK6wcJ97+wgp6z1zs02SccO4ySydf25s+I5/JzNU3pOFhOFrcapyJKKynoLWzOKmerGvoE5qbF8s+8EBZWuNXP79SUDUStIBZg8KJwvFNb9nxDvS/Zz15Pd5MVW/yVk6/pjkfR4yU0MtBxkfONmwuzFNGancfzFJST84X+oDR2XYTpSWE1dk/LmUxn6wa0GEJ1Jpepp1Ts+7XjQORqydmCtOIEuKKrZ5/PGxFHdYOHDDkrhhgcaeWLRGIxa9zZey0735vUmsixTsXGlojnOpjqqd3/eLb0thN6pUwFEYmIikZGRrFu37vRnkiTR0NDAgQMdvwaTJInbb7+9M0sQBEHoNq+sO9hu8HC2NbtyGR4XzMSBHb+R7WmyLLP8o7Q2g4ezlWnCWBF4J/dU/APVL4lAp4KHQ/qhbPaefnrs9iMlbgUQPgYtTywaw4OrdlBY2fY+DAm4Y9ZgLh6mrEzu3NRYxQHEsBOf8m/1tWQGN881b8CXnzSh/OQ9ndTGHVxT8x7kH6D8u9cJm9t+NR+AerOyOv+nNEmtP/n1ik1x63y9ga3avc33tuqiFgGEJEn86uKBDIwI4NMdx9mf1/zNjJ+XllnDo7l2QiL+Rh2yLKPy8sPZ1HKvS3u0gX2/MpGtqsil1KVz1e77RgQQF7BOpzA9/PDDTJ06FTj5R+jBBx8kLi6u3cBAkiS8vb3p378/cXFxnV2CIAhdwGJzsPFQId+lF1BW24RKkogK8mH2iGhGJ4WiVvWNJ+ueUlVvYePB1ssutmX1zuN9IoD4OaeCg/muV106oYslQz+EwZaTNx0SsNNrPJ/4L8Qpncn/rzMrf7J+SnigkX/9aiKf78zhqz15VNafqZuvkmB8chjzxiUwLKb9VCGr3cHmQ0Wk51Vitjow6jWMTgphTmoMX6bltTv3lDnDQnh7TywnDDHt9mRIM46lQeXN0qpXqdyyitDZv0FSt7+520vnXolfndyyj4A+LBHv5Aluna9XcHNDqaRq+1ZmwsB+TBjYj9yyOrJLarE5nAQY9QyPDzrdNA5O3pcEjp1PxY//VXTtwHEL3Fpzb+JuxTV7Jyq1CX1fpwOI4OBg5s2bd/rrl156iYEDBzb7TBCEvmVLRjHPrU1vkVpxoqKB7UdKCA808vCCkSSF+/fQCrvf+vQTHZZtPVd6biUnKuqJCvLpeHAPWpum7Gk8wEbvSwh0VJKpH8Q242QqNC33IHS2/4Wfl44lU5O5YVISh09UUdNoRadRkxDmR7Bf+43qZFnmo23ZfLT1GLXn/Bx/tSePYF89Q6MDOdBB4HT5yBhsBYc4of0l3batlDRJAlkmwzCUn7ynMbVmA/UZW/AdMq3d8/cP90evVWNR2Lsg0dpyr0DwJcv6TMpca/RhidQf/FHZJJUGXXDHqdCxIb7EhrTfTdw0+UZFAYTK4EPAmL5/r+NO00c4mdsvXLg8vol6wwZlLbwFQehdfjxYyN8/3dtulZqiqkb+38ptPH3TePpfIEFEfrlrqUst5zX0+gAiPVf5xttj+gH8M+ThdscMivJMUyuNWsWw2CCXx8uyzL++3M/Xe9venFxeZ6G8zsLFwyKpbrCw55xN8aMSQ7hiVCwpsSZueOa4axf+5eZ9q3Eqkxt+wFbdcfdrb4OWS4ZF8tUe196GAHg5GxjelHb6axsajl30W949Hk/Jvh9QSRLhgUZmDY9mwoAwNH2kIphp4kIqNvxH0Rz/4bPQ+Lr+s9EeQ3h/Quf+kdK1z7o0PnLRk6gNvfu/bVdog6JR+5hwKNyA7xU3vItWJPQFnQogsrKyAIiLi0Oj0TT7TImkpKTOLEMQBA8przXzzOc/u1Tissnq4C8fp/HW3dMUbWDtqxwK3z6cmefseFAPa7K6l4ffHp1GxcyLojoe2AXW7M5tN3g424b9BTx+/Sj+MDeF0l9Kx4YFeBHid7I85jf78jE7lb1JqdCEcEyXTLSL5Vznj43n+/0FHb+F+CV9alr9d2g5+VbliN9o3ve/ibpSNVBxemhBZQO7j5UR7GfgwfkjGBLd+0tHGsKT8Rk4ifqMn1yeE+SB5mlnC519D8gypV+2XYpeUmuJvPEfBIy60qPX7ikqjQ7ThIWUffuK65MkiaDJi7tuUUKv16kAYu7cuahUKr788kvi4+NPf6bkFaokSRw6pLypjyAInvfVnjxsDtdveEuqm9h+pLRP5Pl3VrCve6/rz061ySuv58u0XLZkFFPbZEOvUTEgMoC5qbE9uq/EW6/Fam+ZU98Zl4+McbspXGc4nDIfb8tWNOfFrw4QGeSN1e7A36hn0sB+TB0Sjk6jpqDCtUpQ5yrXhLhcujE62IeHF4xk+Udp7f/3J0lMNBZwZZADrdfVZAZN5s10r/aa3VJea+a+d3bw5I1jO9wv0htELXmGrKfnYXfh7U3o5b/DO2mMR68vSRJhc36P/8g5VG5+j6odn5zeWK3xD8M0cSGmiTf06WZ9rTFNOZm+5bS61jzSf8Qcl1LHhPNXp1OYnK08XTu3rGt7lIwVBKHryLLMun2up1Gc8vXevAsigLh4WCQfbm2/JOS5okzeJEcE4HA6eWXdQdaes2nXYnOwK6uMXVllxAT7sHzh6GZdrzMLq/lidy57sstoMNsx6jUMjwti7qhYBkcFeizffVRiCOvTT3jkXABjkkK4dcYgj51Pid3HSk+/SXBVeZ2Z8jrz6a+3Hynh9fWHWDZzEE43/0ap/MIwJoxyefyY/qE8c/M4VmzI5OecihbHQ/wMLBiXwNVjLkeSbqO2ycpLL2zAKXe8d8LmcLL83U08OyyXgMTh+Ayc3Gs74GoDw0m892Py3rizzb4EkkZH2BX/j+AZt3XZOgzh/Ym47jHCr30Up6UBSaVG0hr69B6T9uhMkcQs+ze5ry3rsJGfV0wKkTc+1U0rE3qrTgUQGRkZLn0mCELv12ixU1Gn/Cm0u3sD+pq4UF+GxZhalINsz5zUGCTgmTXpfL+/oN2xeeX13Pv2Vp5fOhEfg5anPtvL9qPNG1uZbQ42HChkw4FCRsQH89CCkfh6tV/lxxVzR8V4JIDw1muYmxrLTdOSeyzvPuOEZ5qT1jbZ+OeadLeD49hhYxTfbA6MDOQfS8aRW1bH1swSapus6DVqBkQEMKZ/SLNUwW/3naDJ6vrG61qHlvU/bmX018+iC4klZOYdBE68oVfeEOuCoki8bw2NWTup2Pwu5vyDOO0WNL7B+I+cQ+C4a9H4eGZ/TUckSTov9jm4wnfINOJ/t4rC/z2KOf9gi+OSWkvAmHmEX/uYSz1OhPObxzdRn83pdHLo0CGOHz+O2WzG19eX/v37k5iY2JWXFQTBDQ43n7S6uzegL7r7siH88e1tNFo63jMwOCqQuaNi2XiwqMPg4ZSKOgvPr03HbHN0WFZ17/FyHnhvB0/fNA4vXed+lQ+ICGBcchjbj5S4NH5kQjA3T0tmS0YJNY0WdBo1/cP9mTo4HEMn19JZFrtnG3ttyShGrZIU/Zz7qcxMndt2M9WOuFIx6Ou9yt8W7jBOZHTTdqxluRSsegBzYSbh1z7WK4MISZLw7j8W7/5je3opFxTvxNEk3f8lTTl7qd61BnttGZJGhyFywMnAzUMb1oW+r0t+0zscDlasWMHbb79NRUXLV7HR0dHcddddXH311R653tatW3n11VfJzMzEZrMxZMgQli1bxpQpU9w+56233srmzZtZuXIlY8eKX2DC+c9br8WgVWNWWE7S3b0BfUFOaR1r03I5mF9Fk9WOr0HL5IHhbD1S3G734JRYE/937Sh0GjVrducoumbaOdWA2nO0qIZ3Nh7htpmDFV3jXJIkcf+84fzfB7s6rMg0KDKAhxeMxNugZWBk9zwFVqIr9l0E+xooUZAWdfm4Qei0XRdIOZwyJ9zYm1GqCWv2dcWP/0UXEkfw9KWeWppwHpAkCWP8SIzxI3t6KUIv5vHfcA6HgzvvvJPNmzcjyzJeXl7ExsZiNBppaGjg+PHj5OXl8cADD3Dw4EEeeuihTl3v008/5YEHHkCn0zFu3DicTic7duxg2bJlLF++nOuvv17xOVetWsXmzZs7tS5B6GvUKolpQyNY52L1mlOUdgHuCxotdp75fB9bMps/kS8CjhTVIAHDYkxU1JubdUoemRDMFamxjE0OQ62SOFFRr6hBmzu+2ZfPTdMGdLrngpdOwxOLxvDJ9uOsTculvNbc7HiQr57LR8Zy7fgE9J28VlcaPyCMt37I9Og5y2qbCPEzUHbOP5PmTvbjTurnx8LJyW2OcjTWULXjU+oObMDRWINK54UxaTSmiYvQmVzrauzu3kEnLf+9lX3zMqbJi1Fpun/DuyAIfZfHA4gPPviATZs24e/vz0MPPcTs2bPRas/k6FosFj7++GOeeeYZ3n33XUaNGsWsWbPculZJSQmPPvoovr6+rFq1iuTkk7+009PTWbp0KU888QTTpk0jLCysgzOdkZuby9NPP+3WegShr7siNVZRAOGlU3NJyvkVQJhtDh54bwcZBW3n0svA/rxKpg8J57lbJmC1O/H10rZIJSqqcq2iSWfUm+1szSj2SCCn06i5YVIS101IYE92OcXVjcjyybKmqQkhfaKfQGyILymxJrd6W7TFKcOtlwzkvc1Z5LW550diSHQgj143qtWUMlmWKVv3EqXfvIxsbf42o+HodsrWvUzg2AVELPxrh429NGoVAd46qhva3+x6Ln9Hy2DWXltG7c/fEpA6V9G5BEG4sHn8r8Enn3yCJEm88sorXHnllc2CBwC9Xs/ixYt57rnnkGWZlStXun2t9957D6vVyi233HI6eABISUlh2bJlWCwWPvzwQ5fP53A4uO+++9Bqtc3OJwgXiqRwfxaMc630JMBvZg/FW9/5Tby9yVsbMtoNHs72w8Eith8pIdTfq42bRk+vrnWFHg5U1CoVo5NCuWJUHFeOjmNs/77TjAzgVxcPROvh9foadbxy22TunzecIdFnUrdU0skqVo9fP4qnbxqPv7Hlk3xZlin66DFKvnimRfBwZpCTqu0fkfPyzThtHRczuMSNgDG1aWernzcc2ab4XIIgXNg8/hchOzubxMREUlNT2x03bdo0YmNjO9UD4lSa0YwZM1ocO/XZpk2bXD7fm2++yd69e3nkkUcIChIbhYQL060zBjG/gyBCrZL4/dxhzEjpmUZhXaXRYuebfcpSuFbvzGkzpSQswMsTy+qYKIfdzKCoQB6+ZiQ6jef+xJm89WjVKqYPjeTZWybw1UOz+fRPl7L2wct5YtEYxv2SttaamrS1VPz4X5eu03B0OyVf/LPDcXNSY1Gy9Vkt2xndtLXVY06Le70uBEG4cHk8gDAajR0P+oXBYECncy/vUpZlsrKyUKlUJCQktDgeFxeHSqUiKyvLpXzRjIwMXnzxRWbNmsUVV1zh1poE4XygkiRunzmYF389kUsvimp2E+brpeWa8Qn8565pzB5x/jUR2nioUFFpTIDjpXVkFrb+xiI2xJfkCH9PLK1dod0VqPQh45LDeOnWSVw2PBp9JwOJmGAf4kKbV0VSq1R4G7QuNf8r/+E/iq5XuWUVTkv7b5UiTd7cNM31N+VX1X6Er7P19Cu1l5+i9QmCIHh8D8SUKVP4/PPP+fnnn7nooovaHHfs2DGOHj3KzJkz3bpOTU0NVqsVk8nUahCi0WgIDAykoqKChoYGfHzaruNstVr505/+hJ+fH4899phb64GTG7o/++wzl8YePnzY7esIQndIjgjg3isDuGfOMGobrahVEr5euh7rltwd2s5vb19+eUObFYmuHBXHM2t+dvlcSkuGeunUTBp4fnXF9ZTYEF/+cEUKy2YOIrOwmiaLHW+9hhe/PkhBpetP3eemxrhd6rTpxGGaju9VNMfZVEf1nrWYxl8HnHxgZrE5UKkkdJozG6FvmJSE0ynzzqajbZ5Lkp1cWfsxExrbLgziM3iqovW5yl5XTtW2j2jK24/TZkHjG4T/iMvxGc7TH3wAACAASURBVDSl1zayEwTBNR4PIO6991527NjBXXfdxZNPPtlqKdX9+/fzxz/+kcDAQP785z+7dZ2mppN5pF5ebT95MxhObkTrKID417/+xZEjR3j55ZcxmUxurQegoKCAnTtbzzEVhL5Kq1YRdB6Xaj2b082eFnans81jFw+LZFtmcYuKTq3xM+qYOKCfohr/04dGsjOrlOMltdgcTgJ99EweFE6/ANffBp/vfAxaUhNCTn/928uH8tCqnS4FagMjA7isE2/bzIXuNVc1F2SQX17P2rRcvksvoN58smxwiJ+By0bEMHtENEG+Bm6cmsyEgf1Ym5bLhv0Fp9+geTkbGdW4jfGNmwl1lLZ5HW1QFL5Dprm1xrY4rU0UfvQY1ds/QXY0L3dctfVDdCGxhF/zKH7DLvHodQVB6D6dCiCuuab1RjkqlYqKigpuv/12wsPDGThwIEajkaamJnJycsjOzgYgNTWVF154gaeeUt4SXaXg6UV7KUxpaWmsWLGCK6+8stW9FEpERkYyZswYl8YePnyYurq6Tl1PEATPcrenRXvz1CqJ++eP4Pm1+9ttKNcvwIvlC0cT4ufF0aJqsoprO7yuv1HHT4eL+GpP84DjP99lMLZ/KL+eMYiY4Auji64SI+KDeXjBSJ78bC9We9vB36DIAB5fOLpTZWvPvYF2aQ7weUkIq/+9scWxsloz72w8wgc/ZXHvlSlMHxpJQpgf91w+jLsvG0LFiRyOv7AIQ2MxKjoOkMLm3ouk8lxZXqelkeMv3khjdlqbY6xlueS+eitRNz9L4Jh5Hru2IAjdp1MBxIEDB9o9LssyhYWFFBYWtnp89+7dpKWluRVAnNprYbG0Xa3CbDY3G3uuxsZG7r//fkJCQnjkkUcUr+Fc8+fPZ/78+S6NXbJkiXhbIQi9zNQhEazYkIGSFxEmHz3D44PbHaPTqPnz1cO5akwca3fnsjWzmHqzHY1KYkBkAHNTY5k0qN/p9JQnF4/l8Y/SOJDXdilSb72GmsbWy3jKwPajpezPr+Rvi8YyMDLA9W/oAjFhYD9eu30KX+zO5duf86k3n+kunhzhz9zUWKYPjWiWMuQOrV9Ix4POsd5nNt9Wtv/Ww+Zw8tRn+9CoVEwefDKFTa1SERqTgPedL5LzylKcTe0/pAq76j4Cx7r2N8tVhf97tN3g4TTZyYl3/h9ekYMwRA706BoEQeh6nQognnzySU+tQzEfHx+MRiNVVVXY7XY0mubfit1up6qqCr1ej59f6xvE3n//ffLy8hgwYADLly9vdiwrKwuAV199lY8++oiFCxcyatSorvlmBEHoFUL9vRiXHMZWF9KNTrlseLTLJUMHRAQw4MoA7uUiHE4ZlUSrufV+Rh1P3zSOvdnlrNmdy57sMqx2J1q1iuHxQSDDrmNlHV6vwWzn/z7Yxet3TCHAW+/y93ShiDB5c/ulg1l68QCKqhqx2p34G3WE+ntuU7p38gTUPkE46itcGl+s6ce3vq4V8pCB59amMyoppFkZYe/E0ST9+XNKv36RmrS1Ld6CGBNHEzLzDvxSOn7rLssyB/IqyS6pxepwYvLWMzY5DB9Dy/LNtpoSqnZ86tLaAXDYKf/xLaIWK3+I2BWslYXU7vsae10FklqLIWowfsMuQVJ3XVdxQeirOvVfxbx5PffqUZIkkpKSSE9PJycnh6SkpGbHjx8/jtPpbLefQ2PjySoXmZmZZGa23rl069aTZe8mTJggAghBuADcNnMwB/Or2ny6f7b4UF+umdCyCpwrOtqMrpIkUhNDSE08+QTb7nCiVklU1ltY8sIGl69T02jlqz15LJrc3611nq9yy+pYm5bLT4eLqW6woNWoSern1+JtUGeptHpMExdS9s3LLo3fZmy5b7A9DRY7Pxwo5PKRzd9Y6MMSib7lecIXPELdoY04GqpPdr2OH+HSE39Zlvl6bz6fbs8mv6L5hnO9Vs30oREsmZJMsN+Z9L2qrf8Dp/3cU7Wreudqwuc/1KOVoCwlxyhe/RS16etBbp7SpgnoR/C0pQTPWObRVC9B6Ov6dBmEyZMnA/Ddd9+1OHbqs6lT264u8dvf/vZ08HDu/8aPHw/AypUryczMdDk1SRCEvi080MhTN44lxK/9/RDJ4f78bfGYbmukp1GrkCSJdXvzFVVpAvhyTx6OdjZ6X0gcTplX1h3ktlc3sWZXLpX1FpwyWGwODuZX8dTqffz65R/JLul4D4qrQmbeji6040DTiUSa11jF51//84k2j2l8gwgcO5/gi3+FadINLgUPTlnmn1+k868v97cIHuDkP6t1e/O5Z8VP5JWdSZNqyk1XvHbZZsZSnKV4nqc05uwj6x9XU/vzNy2CBwB7dTHFq58k7z+/QXYoC44E4XzWpwOI+fPno9freeONN5rtx9i/fz9vvvkmBoOBRYsWnf48Ly+PY8eOic3LgiC0Kz7Mj9fvmMpvZg8hNqT5JuShMSYemDeCZ5dOwOTT/dWp9rezL6It5bVmijzcrbovkmWZF77cz+e7ctodV1pr5k8rtze7Oe4MtdGf+HveRR/e/lsgu3c/zCrl6VOltW10t3bTyh+PtBuUnFJRZ+Hh93edrhDltHfcQbs1TqvZrXmdZasp/WWvSMfBYu3eryj+vHekWglCb9CnE/uioqK47777WL58OQsXLmTs2JNPbnbs2IHdbuepp55q1lH6lltuoaCggCeffFK8URAEoV1GvYYrRsUxNzWWOrMNs9WBj0GLUd+zvzbNVveegiptkHc+2n6klHUudhqvN9t49ot0nv/VRI9cW2eKJOm+L6ja8SmVG1c2K++qDQgncNINGEZfD6+6sAH5HCo3e1S0pq7JxifbT1ZKRJaJtWWT2rQTP0cNMhIlmn7sNE6kUnOycEBJTRPr9uZzzfgENN6t90LpiMY3qONBXaBy83s46l0PyCt+/C8hl96Fxse971MQzid9OoAAWLx4MREREbz55pvs2bMHnU7HyJEjufPOO0+nIQmCILhLkiT8vHT49ZJmz8ZWNq+6orVNrxeaL3bnKBp/uKCao0U19A/3TDdxlc6LoMmLMU1ahK2qCEdjDSq9EV1QFJJKjSzLBHrrqWpQ9iQ/wuS5nh/rf87HancSbc3hmppVRNqbv4kYZvmZixu+5bB+KB/5L6Ze7cfatFzmj4vHb8RsqnetVnQ9fVgi+nDXO2p7iuywUblllbI5ditV2z4kZOYdXbQqQeg7+nwAATB9+nSmT5/e4bgNG1zfePjf//63EysSBEHoGqMTQ0hzoQLT2aJM3vQL6CURUA8pq20iLbtc8bxv9uV7LIA4RZIkdKYIMEW0+HzW8Cg+2HJM0flmD3e/0d25dmeXk2A5yq2VL6HDhgyc+35DQmaIZT9hFc/wctC9FFVBUVUjEcNmoA0Ix1Zd5PL1TJNvdLvLd2dYSo5jr2m7wV5bGo5sFwGEINDH90AIgiBcaGZeFIVeo+xX99xRsT1yk9adqhss5JTWUVjZgNnWMl2rpNq9fQIl1d27d2ROaiyaDip0nc3ko2fioH4eu76jroJbql5Dx8l9Da2t5NRnwY5ybqp6E2SZRosdSa0h/BrXeyoZIgdhmriw84t2g9NS79Y8h6XlpnIAW3UxJWufJfPRqRz4/UAO/nEox56eR9W2j3psj4cgdKXz4g2EIAjChcLHoOW6CYm8s+moS+PDA41cOjyqi1fVMxxOJz8dLuaL3Tnsz6tqdkytkhgeF8Q14xNP9s7oI0L9vbhnzjCe/aLjikZatYqHFox0uQ+JK4ZUb8YouxY0yUC87Rgxthy8dNMA8B85h8hFf6fg/QdbrWp0iiFyEHF3v41K77n0KyVUBl+35p1bblaWZcrXv0bxmn+A80zgKgONx/fQeHwPxav/Tsxtr+KdOLozSxaEXkUEEIIgCH3M4in9qWyw8GVaXrvjwvy9eGJR95Wa7U4NZhvLP0pjX07rDdocTpm07HLSsstJiTVx12VD3LpOWED33+DOGh6NWiXx4lcHWn2bAhDoo+ehBSMZGmPy2HVlWWZIheupvqfeREy3bSE88O7Tn5sm3YAheggVG/5DzZ4vmzWy04XEYZq8GNOkxagN3p5aumL6sAS0pihslR1Xmzqbz6DJzb4uW/cSJV880+4ce105x1+4kYTff4AxfoTitQpCbyQCCEEQhD5GkiR+O3sogyID+XTH8RY9C4x6DTNTorhhUhKBPudfB2q7w8lj/9tNeq5rFXTScyt55vOfGR4X1GbA0ZZZw6PdWWKnzUiJYnxyGN+ln2B9egFltU2oVRKRJm9mj4jxaLO7UxwN1ejqXd+/cEp/qaBFY0RjbArGpf8i/NpHsRQdxWmzoPE1YYgcjKRq/42Jo6mO6p2fUrNvHY66SiSdF8bYFEyTF2OIGNDu3KyiGjYeKqKq3oJWoyIhzJeLh0bifU4RAUmlxjR5MSUKSrOqdEYCxy44/XVT/sEOg4dTZJuZvBW/ZcDjG0VDOuG8IAIIQRCEPkiSJGZeFMWMlEgyC6s5XlqHze4k0EfP6MQQDLrz99f79/sLXA4eTskqrmWSwr0CgyIDPL6BWglvg5arxsRz1Zj4brme7GYfBx9N26lKGh8Tmv6uNceTZZmKH96iZM3TOK3N06iacvZSsfFtfIZMI/qWf6HxDmh2PKOgile/OcThguoW533zuwwuGxHNry8Z2CzoMk1aROWmd7BVFbq0vuBL70DtdSb1qWLTSpfmnWKryKfu4I/4DbtE0TxB6I3EJmpBEIQ+TJIkBkYGMntEDFeOjmPyoPDzOngAWLs716156TkVXHqRa/tBfAxa/njlRW5dp69SGwNAUn5boPVQH4fSL5+n6OPHWwQPZ6s/+CPZz16Lo7Hm9Gdp2WX8aeX2VoMHALPNweqdOTzw3s5mKWEa7wDifvM2Gv+wDtdmmrSY0Nn3nP7aaTNTvetzV76tZqq2fqh4jiD0RiKAEARBEPqMgsoGjhTVdDywFbVNNkYnhXBFavtlT9UqiWUzBhET7NPuuPONSmfAd0jHJdHP5T9idqevXZ+5hdKvnndprKXoCAUfPAxAaU0Tf/koDau97bcgpxzIq+Slrw80+8wQnkzSnz8ncOINSLqWpY71EQOIXPI0ETc80aySmb22HNmqvLKXtbz9fUuC0Fec34+pBEEQhPNKZV3nSmIWVjZypKi23TEOp8yLX+3Hz6hlwgDPlUjtC4KmLqHuwPcuj5c0OgLHX9fp65ZvWKFofM2eL7HNf4gv0qoVdVn/Pr2Am6clE3JWZ0htYDhRi/9O+PwHqTuwAXttOZJGhyFqEMaEUW2UQJYVrffMNDfnCUIvI95ACIIgCH2GppMlSzcfLiKzsPVUl7PZnTJPfrqXwsrW6/6fr3wGTcV36MUujw+d8wc0Pp2rBGWrLlYUtADgdFC+5QO+2ZevbJos8/We1ueovfwIGH01wZfcStDUm/BOHN1m/xSNbwiSVnmBAm1wz2zKFwRPEwGEIAh91tGiGv715X7ufXsbv39rC3/5KI0tGcU4nB2nMwh9U2SQNxq1+03xjhW3//bhbFa7ky/c3G/RV0kqFdG/egmfwVM7HBsy625CLr2z09e0FGe59WS+OvcwNY1WxfMOF1R1PKgDKp2BgNQrFc8LHHdtp68tCL2BSGESBKHPKalu5KnV+ziY3/JG4KeMYoL9DPx+zjBGJ4X2wOqEruTnpWPKoHA2HHCtcs7ZDFp1m30V2vLtz/ncMn0Aeq3rpTdlp6NPl+pUG7yJu3MFVTs/pXLjSpry9p85KEn4Dr2E4OlL8Rk4ySPXO7tPhBJOu3vzLAp/BtpimnoTVds/cnm8NjBCVGASzhsigBAEoU8prm7kD29tpbK+7ZKT5bVm/u+D3Ty0YASTBoV34+qE7nDVmHh+OFCoOAs90FtHUbWyja/1ZjuFlQ3Eh/m1OUaWZRqz06jYtJK6/RtwmuuQNHqMiaMImrIEv5SZSOq+9edWUmswjb8O0/jrMBdnYa8uBpUafWg82gDP7gtxpQpSa3T+YeDGfnpfg2caKxpjUwiZdTdl37zc4VhJrSX6luf73M+BILRF/CQLgtBnyLLMEx/vaTd4OMUpyzy1eh/JEQGE+resriL0XQMjA7ht5iBeW3/Y5TmDowIBFAcQAJZ2Kvw4LY3kv/U7atO/bfa5bLfQkLmFhswt6MP7E3fXW+iC+mb+u6FfEvRL6rrzRw5CH94fS9FRRfMiJi0gdn0DuWX1iuaNH+BewNKasCv/hKTRnawg1UYaltroT8yyf+PtYj8MQegLxB4IQRD6jIP5VYpKeFrtTr7aI8om9jVOWWbn0VJeXneAf6zexwtf7eeHAwVY7WdST+aPS+CPV6Tgre84VWhMUgh/XTSaQG+dW+vx82r9ibXTbiXn1VtbBA/nshQdJfvZ67BVl7h1/fOdJEkETVmiaI4hajDGhFSuGBWraJ63XsO0oZGK5rRHkiTC5vye5Mc2EjzjNjT+oSBJoNJgiBxExPV/YcBftuAzYKLHrikIvYF4AyEIQp/hTjDw9d48lkxNRq1yf+Ot0H1+OFDAf3/IpPicNwVfpuUR4K3j2vGJLBgXjyRJzBoezdQhEfx4oICv9uRRUNlIk9WOLIO3QcOYpFCuGBXLwMgAJEliwsB+bMlUdhMfH+pLeKCx1WOVm96hIXOLS+exVRVS9PFyYm7tON3lQhQ4YSHVu9fQeGx3h2MljZ6IhX892Y09JYq1u/PIKatz6To3T0vGoGA/i6v0IbGEz3+I8PkPITudIEltVnAShPOBCCAEQegzsktcr6BzSnWDleoGC0G+hi5YkeBJn2zP5vV20pKqG6y88d1hCiobuOfyoUiShEGr5rIRMVw2ov3mcABTBofz+npllXuuGBXb6o2g7HRSsekdl88DULNvHbbqErQBnkuhOV+otHri7lxB7qvLaMja0fY4vTcxt72Gd0IqAAadhr8uGs2D7+0kr7z9VKZFk5O4cnScJ5fdKkklkjuE85/4KRcEoc+wO9wrz2pzc57QfXYfK2s3eDjbV3vyWLMrR/E1dBo1v75koMvjk/r5MSMlqtVjjdlpWEuPK1uA0071rs+UzbmAqI3+xP9uFdG/fhnv/uOaHdP4hxJ6+e9JfvQHfAdNbnYsxM+L55dOYMmU/gT5tuzNMDIhmL/eMJqbpw0QbwUEwUPEGwhBEPqMQB89+RXKGnupJPA3upf7LnSfj7YeUzZ+WzZzR8UpTk2bNTya2iYrb36X0e64xDA//nLD6DbLt1orlDUwOz2v3L15FwpJrSEgdS4BqXOx11fhaKhE0hrQBvRrtzSut0HLjVOTWTgpiYP5VVQ1WNCpVcSF+hJh8u7G70AQLgwigBAEoc+YNiSC9NxKRXPGJYfhpRO/6nqzvPJ69uVUKJpTVmtmV1Yp45KVpwNdOz6RgZGBfLbjONsyS3CeVT0nPNDInNQYrkiNxXDOz429vpKqbf+j/sg2rGVubs4XT8BdpvEJROMTqGyOWsVFcUFdtCJBEE4Rf1UFQegzLh4WyRvfZdBktbs8Z67CKi1C98ssqHZr3qETVW4FEADDYkwMizFRUWcmt6weq92ByUdPUrg/qnNu8mWHneLVf6di49vIduWdj8+mCxE/j4Ig9H0igBAEoc/w0mm4c9Zgnv0i3aXxUwaHMzI+uItXJXSW0u7Qp3iio3CQr6HdDfay00Heit9Su/erTl9LUmsJGH11p88jCILQ08QmakEQ+pRZw6O567IhdJQIMnlQP/501UVi02Qf4NtGn4WO53X93pby79/wSPAA4D9yDlq/EI+cSxAEoSeJNxCCIPQ5V42OY2i0iS9257DhQGGzJ9GpiSFckRrL2OTQFqkoQu80MiEYnUaFtZ2Oz60Z72b6kqtkh53yH97yyLl0IbGEX/N/HjmXIAhCTxMBhCAIfVJiPz9+PzeFOy4dTGlNE3anjMlHT4B3yzKOQu/m56Vj+tAIvtl3wuU5Q6IDSezn14WrgrqDP2CvLu70ebxiUoi94000vuff5l7Z6aQ+cwuVP72HpfAIstOBxj+UgFFXETBmHmqDqIAkCOcjEUAIgtCnGXQaYkJ8e3oZHmdzONmdVUZJTSOSJBERaGRkQjDq87RJ1Q2T+rM1s4S6JluHYzUqiaUXu97PwV1NJw65N1GlQe3lizFxFEFTluAzcHKXNBez2h3UNdnQa9V46zXdnq5nLs4i7407sBQdbb6ushwas3ZSvPpJIq5bTuC4Bd26LkEQup4IIARBEHqRJqudD7cc4+u9eVQ3NK/4E+JnYG5qLAvGJ6BVn1+BRHigkb/eMJpH3t9FbTtBhFat4v55wxkWY+ryNblbcanf1fcRMuM2j6zB0VhDbfp32GvLkDRadOEDyNQksSYtn91ZpTh/qUAbafJmbmoMMy+KdntPiRKWkmNk//MaHA1VbY5xmus5sfKPyHYLpkmLunxNgiB0HxFACIIg9BK1TVYefG8nR4tqWj1eVmvmrR8y2Xu8nMcXjsbQRpOzvmpgZCAv3TqJT7YfZ336CRotZ8r1atUqpg4JZ8G4BBLCujZ16RSNr3sVvDQe2Chtqy6mZO2zVO/6HNlmbnasTh2CxvtiZONkkE4GkgWVDby2/jDvbznG49ePYnCUsv4JSsiyTN6bd7cbPJyt4IOHMSaNwdAvqcvWJAhC9xIBhCAIQi/glGWW/y+tzeDhbPtyKnh69T4euTa1G1bWvcICjNx12RCWXjyAQ/lV1JtteOk0DIgM6PaO4v7DL6Pok7+A0/VysZLOC7+hF3fquubiLI6/sLjN/RchjjLm135InDWb9wNuRpbOvI2qbbTy4Hs7+OfNEzy6R8RSmkNj9m6clgZsNaWYCw67PtnpoHLTO0Rc97jH1iMIQs8SAYQgCEIvkHasjP15rnfZ/imjmKyiGpLC/btwVT3HS6dhcHQguWX1WGwOquot+Hppu7WyljYwHL+UmdTuW+fynIDRV6E2uv/vxNFUS85LN3e4eVsGRpp3UVPnz5d+85sda7I6ePGr/Tz/q4lur+OU+iPbKPvmFeoPb+rUeaq2f0y/eQ+i0ooiB4JwPhABhCAIQi+wdneu4jlfpOXyh7kpXbCanpVXVsfqXTl8n17QrMncqTz/2SNj8NJ1z5+vflfdR8ORbTgaO34zpPLyw1qez9En5yCptRgikjFNWoRXrOv9SKq2/g9bZcfVqCROBhGTG37gB59LaVT5NDt+uKCao0U19O9EgFn50yoK3n8IZGXldVvjNNdjry1DFxTV6XMJgtDzRAAhCILQw2RZJi27XPG8tGNlXbCanrXpUBFPrd6L3SG3OHYqz3/dvnz+esMYQv29unw9+rAE4n7zDjmvLMVRX9H2QEmFs6mWhswtpz9qytlL1dYPMcaPJPpXL3Z48yw7nVRsftfltUmABgdjGrfyo8+lLY5v2F/gUgAhO2zU/vwtFZvfoylvP7LNgkpvdHmPg6vkc1LBnDYzDUd3Yq8rR6XVY4geij4k1qPXFASha4gAQhAEoYfZHE5sDuVPeRvO2mR8PkjLLuPJT/filFsGD2fLLavnoVU7ef5XE/DWd33FIWPcRfR/+Bsqf1pF5eb3sNeUnD6m9gnEUV/V7lP6xuN7yHp6HnF3vIHGNxiNjwmV3gicDB4bju6gKfdnbDUlWEuPK15fsuVwqwFEWa25ldHNmYuOkvvqrVjLcpp97rBbFK+jXSr16T4Y9roKyr9/g8qtH+Kob5625zNoCsGXLMN38BTPXl8QBI8SAYQgCEIP06pVqFUSDmf7N87nMnZTGk93kGWZV7851GHwcEpeeT1rduVyw6Tuqeyj9Qsh7PLfETrrbiyl2TjNDdibasn9969cmu+oLeXYP646+YWkwjdlBrrgWOoObMBacqxTazPIrQcKalX7aVOWslyyn7u+/TcrHuJ30aWoDT5YSnM4/uJibBWtp2nVH95E/eFNhF35J0Iv+02Xr0sQBPecP399BEEQ+ihJkkiJDWLvcWVpTCmxnumFUFlvZktGMZX1FrRqFXGhvoztH9qtTevScyvJK69XNOerPXlcNyGxwxtlT5LUGgzhyQAUfrwcHG68BZKd1P38rcfWZJEMrX4eHdR+F+iCd//cLcEDQNCUm3A01pDz0pI2g4ezlax5Go1vMKaJC7thdYIgKCUCCEEQhF7gilGxigOIuaM6ly9eXNXIig0Z/JRR3OLtR7CvgStHx3HN+IRuuUHffLhI8ZzSmiaOFFYzqAt7HrTFabNQte2jbr9ua47qB7T4TCXBpcOj25xjLsyk4ej2rlzWaYHjr8M7eTxl37yCtTzP5Xkla54mYOx8VJruLd8rCELHzq9WpoIgCH3UuORQEhU0SBseH9SpZmHZJbXcs2ILGw8VtZo6VV5nZsWGDP76cRp2N/ZnKHVu1+2untdZ9poSnE21PXLtU2TAjpqdXhNaHJswoF+7m8yrtv2vC1d2RuCE64lc9DeQnVT+tErRXHtduaISuoIgdB8RQAiCIPQCapWKxxeOIsJk7HBsUj8/Hl6Q6nJp0HPVNll5+P2d1DR2fPO9NbOE19craBrmJp3GvT9H7s7rLNlh65Hrnr4+J6swbTNOpl7dPPCMMBn57eVDW85x2LGU5tB04hDmwiNdtjZJrcV/1JUk/PFjIhc/haTWYi7IcKk87blq09d3wQoFQegskcIkCILQS4T4efH80oms2JDBD/sLsNibP/k36jVcelEUN08bgFHv/q/vdXvzqahzvcrOl2m5LJyUiMmn9Vx7T0gK9+f7/QWK5qgkifgw3y5aUfs0vsEgSeDipm9Pk4D9+ov4wm9Bs8+HRAfy8DUjCfA+07DNVlN6soLUT6uaVZDyJLUxAO/k8fgNvwy/i2ah1jd/++FKH43WuDtPEISuJQIIQRCETmiw2Nh3vILaJit6jZqBkQFEmNrfvNoef6OOP8xN4dZLBrH5cBElexlEAgAAIABJREFU1Y2oJIlwk5HJg8I73UDNKct8maasaZ3dKbNubz6LJvfv1LXbMyMlkrc2ZGC1u54uNXFgWJcGNe1RG/3xHTyNuoM/dP+1A8IpiLuCbdJkQsx29Bo1yRH+XDEqlgERAc3eTDVk7SL31V93+Y24o7Ga2n1fU7vva3QhcUQteQbvpNGnj6t07vXscHeeIAhdSwQQgiAIbiitaeKDLVktuiUDpCYEc834REYmBLt9fl8vLZePjOnsMlsorW6iuLpJ8byfcyq6NIDw89Ixa3g0XyjoyJ1TWseyf2/E10vLmKRQLhsR3ezJe1czTVnSbQFEwLhr0YfGYYgYiO+QaQxWa5jZwZymE4fIefkmnJbGblnjKdayHI6/sIi4u97CZ+AkAAwRA1AZfHCalVXaMiakdsUSBUHoJBFACIIgKHS0qIaHVrW9hyAtu5y07HJuv3Qw88fGd/Pq2udu87nGbmhad9vMQeSU1rE/r7LjwUB+RcPp/38wv4p3Nh5hwfgEbpk+AJWb+0OU8B16MX4jLqd271ddeyG1lojrHkNt8FE0rejj5TgtjTRJXhRqo7BKOozOBqJseajp2o3xst1K7ht3MODxzWh8AlHpjQSOXUDFxrddPoek1RM4/rouXKUgCO4SAYQgCIIC5bVmlzcgv/btIUzeeqYNjeiGlbnG2+Der32jm/OU0GnUPLFoDK98c5Dvfj6BXWFjPbtT5sMtx6hptPL7OcOapfLIskxpTRP1ZhsGnYZ+AV6d7nMhSRLRtzxHPnRtEOGwUfbNK/S76s8uTzEXHeFYdg6b/Bez12s0NulMKVQ/RzVjG7cwqeFHvOWGds7SOc6mOqq2/Y+QmbcDEDR9KZXb/odsde0NmGnSYjTeAV22PkEQ3CcCCEEQBAU+2ZGtqHToWz9kMHlweLc2O2tPmL8XUSZvTlQqu3FMTQjpohU1p9eq+cPcFG6ZNoBv9uWTWViNxe6kpLqRExWurXnd3nxSYkxckhKF2WpnffoJvtidS27ZmfSZYF8Ds0fGMGdkDIE+7qc9qbQGYm59hboDG6jYtJL6Qxu7ZGN1+Yb/EDLzdtRGf5fGr//uR14Nvh+7pG1xrFYdwHrfOez2GseyyhcJdZR6ermnVf60iuAZtyFJEvrQeGJ+/TJ5r9/eYRUr3yHTCZ//YJetyx1Om4Xan7/BXJCBbLeg8QvBf8Tl6II9n2ooCL2dCCAEQRBcZLY5+HafslKUxdVNpB0rY0z/0C5alTKSJDFnVCyvfXvI5TlatYpZ7TQl6wqBPnoWTkoCTqZPLXr+O0XzV+/MYWiMiYff39Vqh+vyOjPvbDzC5zuP89j1oxgS7X5Xb0mS8Bt2CX7DLsHeUI29tgx7bTn5b/0We22Z2+c9m2wzU7X9Y4Iv/nWHY/fllPNKTjhOqf03LFWaIF43/ZbfVTyFr1PZ3gRXWctykG1mpF82Q/sNu4T4379P0SdP0JSzt8V4lZcfQVOWEDb3D0jqlsFPT5AddkrXvUTFxpUtOncXr/47vkOm02/egxjCu26PkCD0NqIPhCAIgosyTlRRb1Ze/3/H0a4pnemuWRdFERbgenWbeWPj8Tf2XDfgHw8W0mR1dDzwLEeKarj37W2tBg9nq22y8fD7u8gprevMEk/TeAdgCO+Pz4DxJP6/T/GKGeaR8wLUZ2zpcIwsy7z+7WGcLv55r9YEsdF7RmeX1i6nrXnJYO/E0ST9eTVJ968lZNbdBE5cSNDUm4lc8jSDntxJv6v+3GuCB6fdSu5ryyj98rkWwQMAskzdgQ0ce2Yejcf3dP8CBaGHiDcQgiAILqpzI3gAqDd3/QZkJbwNWp64YQz3v7uD8jpzu2MvGRbJLdMHdNPKWpdb5t7NfVlt+9/bKY0WO6+vP8TfFo916zpt0QXHkHjfFzQe20Xl5vcwF2Yi261IOgPm/IOKz+dKBaPDBdUcK6nlTKu5ju00TmBW3Vq0eP7nVNLoUHu13qvDK2aYRwOsrlD0yV+oO7Chw3HOpjpy/v1r+j/8LVq/7kn3E4SeJAIIQRAEFxm0avfm6dyb15Wig3144dcTeXfTUb7fX4DlnFK0USZvrh4bz5zUmG6paNQeh8LN1O5Iyy6noKKByCD3e3i0RpIkvJPG4J005vRn5qKjHP2L8qf+KheqMG3NKD51ZZfP26jyIVvXnwFWz3cc9x85F0nVfT//stNBQ9YubFWFIEnoQxPwik1xq2u7raaUqp/ed3m8o76Syp9WEXb57xRfSxD6GhFACIIguGhARABatQqbQ1kJzKGdyK/vSkG+Bn43Zxi3XjKQ7UdKqGywoFWriAv1JSU2qMcDh1OCfLunWdzGQ4Vd2uviFH1YAtrAiJM3uQqc6qnQnmoXqoO1pkHljaTRIdvdm98W05QbPXq+tjhtZip+/C8Vm97FVpHf7JghYiBB024hcML1SAoqb1Vt/bDDzd7nqtz8HqGz7kZSi9sr4fwm9kAIgiC4yM+oY+qQcEVzfL20iud0N2+DlktSorh2fCJXj4lneFxwrwkeAKYODlfwPN19lfWWjgd5gKRSY5q0SNkcnReB4xZ0OE6vce/PumnoVOJ+sxJVG+lGp2gUpOcEjrsWY/xIt9ajhKOpluMvLKb4sydbBA8A5sIMClbdT/6K3ygKCBqO7lC8FntNCdZyZZ3eBaEvEgGEIAiCAgvGJaBRu347u2BcAjpN70th6ksiTN6MSur6vHKtmzff7jBNXozGP8zl8SGXLHOphGtyhMK+CbKMhMzoebfikzye5Ee+J3T2PS0CBUPkICIXPUny45sInfvHDk8bMPpqIhb9za3UISVkp5O8N+6i8djuDsfW7PmSwg//z+VzOy3u9cjo7s7fgtATxDs2QRAEBRLC/Lj/6hE8+dneDnPzZ6ZEcf3ExG5a2fnt9pmDOXxiq0tVsCICjRRWKb+Jiw9t/+m7J2l8TMTd/V+Ov3gjjrpWqvucJXDctYTO+YNL5506JILX1x9yfeO+JDGmfyj9Ao0AaAPCCLviXkIvvwdreT5OayNqYwBaU+TpYCDs8t/hO2gyFT++Tc2eL5s91fcZPJWgqTfjO/TiLg8eAOozfqI+Y7PL40/2pbgdfWhch2NVRj+31qTycn2evb6K6p2fYSnOQpYdaP37ETDmavShvauDvSCcSwQQgiAICk0eHI6/t47/fJ9BRkF1i+MmHz3zx8WzYFxCr0oF6suig334+41jeeSDXVS1k2qU1M+P5QtHs/yjtFb/3bTFx6BhyuDu7RjuFTWYpD+voWTts9SkfdFi/4EuNJ7gi2/FNHmxyzfjBq2aK0fFseqnLJfXsWBcQovPJLUWfVjLz08xxo/EGD+SiOuXY60sAKcDTUC/bq9AVLFppeI5lZvfIXzBIx2O8x08jfqDPyo6ty40AV1Qxz1THE11FH36V6p3foZ8Tpnb0q+ex2fQFCKuewx9mHgAIfROIoAQBEFwQ0psEP/61USOFtWwNbOYuiYbeq2agZEBjE8OQ6MWGaKe1j/cnzfumMq3P+ezNi2XwsozbxkGRQUwNzWWKYPD0WnUzBsbz5OftmxU1pbLR8a6XWWrM3RBUUTf/CzhCx6mNn099tpyJK0Or6jBePcfr2jT7yk3Tu3P8dI6th3puP/I7ZcO5qK4IHeWDoDa6I+Xi92xPU12Oqk78IPiebX7v3cpgAgct4Diz59Ctja5fO6gKTd2+O/M0VhD9vMLMZ9ou5lj/eFNHHt6HvG/W4VX9FCXry8I3UUEEIIgCJ3QP9yf/uE9cwN1IfL10rJgXALzx8ZT1WDBbHXg46XFz6t5o7upg8M5lF/F57tyOjzn8PggbpqW3EUrdo3Gx4RpwvUeOZdapeKRa0fy1oZMvtidi9nWsglfiJ+BX108kIuHRXrkmj3BaWkAp/LeFY7GGpfGqb38CJ11FyVf/NOl8bqQWALHX9fhuLy37mk3eDjF0VhDzstLSX70e9QK0qIEoTucFwHE1q1befXVV8nMzMRmszFkyBCWLVvGlClTXD7Hxo0bWblyJfv376exsZGQkBAmT57MXXfdRb9+/bpw9YIgCIJSkiRh8mm7vKskSdw5azAB3jo+2HKsRZ8LAJUkMfOiSH4zeyja8+yNkVql4tYZg7hhchLfpxdw+EQVZpsDXy8t45LDGNs/FLUbbzd6E5XOvfK+Kp3R5bEhl/0WW3UJlZvfbXec1hRF3N0r22yad0pT/kFFaVH22lKqtn9C8PSlLs8RhO7Q5wOITz/9lAceeACdTse4ceNwOp3s2LGDZcuWsXz5cq6/vuMnOq+//jr//Oc/UalUpKSkEBQUxOHDh/nwww9Zv3497777LomJIg9REAShL5EkiUWT+3PV6Di+Sz/BjqOl1JvtGHRqhkabmD0ymhA/r55eZpfy1mu5cnQcV46O6+mleJyk1uIVN4KmHNdT1QC8E0e5fg1JImLhXzEmpFK+4c0WHcRVXr4Ejr2GkMvudmn/R+Xm9xStFaBy0zsETbulWzalC4Kr+nQAUVJSwqOPPoqvry+rVq0iOfnkK+j09HSWLl3KE088wbRp0wgLa7tUXlZWFs899xxGo5EVK1YwYsQIAGw2G3/7299YtWoVDz74IB9++GG3fE+CIAiCZ3kbtFw1Jp6rxpz/lW0aLXbyyuuw2Jz4G3XEhPic1xv5g6Ys4YTCAMI0ZYmi8ZIkETh2PgFj5tGUm4654DCy3YrGLwTfwVNR6V1/o9GQ3XG52XNZSo7hbKp1qYyvIHSXPh1AvPfee1itVm6//fbTwQNASkoKy5Yt47nnnuPDDz/knnvuafMcn3/+OU6nk6VLl54OHgC0Wi0PPvgg69atY9++fRQUFBAZ2XdzRQVBEITzV25ZHat35vD9/oJm6VpRJm/mjIpl9ohovHR9+k9+q/xT51D69b+wlrnWvM07aSzGhFS3riVJEsa4izDGXeTWfEDRhuyzOS2NIoAQepU+nQC5efPJ2s8zZsxocezUZ5s2bWr3HFqtlgEDBjB69OhWj0VFRQFQWlra2eUKgiAIvYzDKbM/t4IfDxby0+EiTlTU9/SSFPvxQCF3vbGZr/bktdjrcaKygde+PcTvV2ylvNbcQyvsOiqtgbi73nKpQ7a+XxIxy/7do6lA7gYBIngQeps++zhClmWysrJQqVQkJLSsVR0XF4dKpSIrKwtZltv8hXHPPfe0+YaisbGRrKyTtbTFRmpBEITey+GU2ZNdRl55PU6nTJCvgXHJYRj1rf+Za7LaWb0zh6/25FFa0/ypcEqsiXlj4pkwsPf/3t99rIynVu/DKbff1DCnrI4HV+3g+aUT2/xn0lfpwxJJ/NNqij5eTm36epCdzY5LGh0Bo64i/JpHevxG3DdlJk15+xXN8R4wUVGalCB0hz77W6Smpgar1YrJZEKn07U4rtFoCAwMpKKigoaGBnx8fBRf44033qCxsZFhw4YRHh7uiWULgiAIHuRwOvl0+3HW7M5tEQh46dTMSIliydRk/I1n/k5U1Vt4cNVOsktqWz1nem4l6bmVzB8bz20zB/XazauyLPPv/8/efYdHVaV/AP9OyySTSia9B5IJIYGQBEKRFqRLcQGxUHUXV3+WXV0VUdYCNhTLokgRK4oiSO9SRZAEEkgjBNJ773Xa/f0RJxKSSe69mUkmyft5HvdZ5p5z75k5czP3vfec855I6jR40MkqqcWhq1l9Mju6mdwDZos+QfqgOEhunYRFQwlsrczh4RcI+1F/g9jKvqebCACwH/sQio9u5LT8rJzjnA1CukOvDSAaGpp/KCws9K+gYW7evMQbnwDi/Pnz2Lp1K4RCIV588UVWdfbu3Yt9+/axKpucnMypPYQQQlpTqjVYtycW0bfbH2LaoNTg0NWs5rv0S0bB2U4GpVqD1366ojd4uNPeqAzYyszw0Dg/QzfdIK5nliG3rI5TnaOxWVg4ZiBEQtMMivhIL6rG12du4kpqCZpDqT9XWaoHnJosMN+qCvdHDDCJQFBi5wzHKStRcnIzq/KyQSNhM2yqkVtFCHe9NoAQcli/mmF5d0bn3LlzePbZZ6HRaPCf//wHo0aNYlUvLy8P0dHRnI5FCCGEn03HkvQGD3cqqKjHf3+6gs/+MQ7nkwpwq4BdIjEA2HnhNmaP8IaVuaQrTTWKC8kFnOsUVjYgtbAKAW52RmhR94vLLMPru66gQdk2zwcAFFc1YMvJG0grrMbzc4eZxIpUznNfgrq2HBWXOl7d0cI7BN7//AICUa+9VCN9WK/9VspkzeMBm5qa9JZpbGxsVZaNPXv24PXXX4darcbTTz+Nxx9/nHVdd3d3REREsCqbnJyMmpoa1vsmhBDyl4KKepy4nsO6fFZJLc4nFeBwDLvVenSa1Fr8GpeLv40yvSVgK2v1//51pKpOaeCW9Iyiynq8+fNVvcHDnX6Nz4WLnQWWTOzZjOMAIBAK4b54PawCxqL07Ddt8lhI7D0gn7AE8kkrIDTr23lKSO/VawMIKysryGQyVFRUQK1WQyxu/VbUajUqKioglUphY8MuBfzHH3+MLVu2QCAQYPXq1VixYgWnNs2fPx/z589nVXbp0qX0tIIQ0mfVN6lxJjEPCVnlaFCqYSkVY6SfE8YFusBMLOry/o/EZIHbs2Vgf3QGUgs7H7p0tz9uFZlkAGEm4fc5mom7ZwHGsppGnIzLRU5pLbQMAwdrc0wZ5gEfp46zNbO1/0om6prYzyXYczkdC8YMNInlbAUCAexG3g+7kfejITcZTUVpgFYNsa0LLP1GQiDs+jlCiDH1/FnEk0AggJ+fH+Lj45GZmQk/v9ZjVDMyMqDValvlh9CHYRisWbMGe/bsgZmZGdavX49Zs2YZq+mEENJnaRkG35+/jb1R6W3uDJ9JzMeWk2ZYMsEfc0Z4d2lM+rWMUs51+AQPAFDToOJVz9j8XGxxNjGfUx2RUGCwC3h9quuV2HQ8Cb/dKGgzwXv3H+kY6mWPp2cGd6kdTSoNTl7P5VSnQanB6YQ8zA735n1cY7DwCISFR6DRj6Opr0LF5V9Qm/wbNI01EJpbwUoxFgPGLILYaoDRj0/6ll6dB2L8+PEAgFOnTrXZpntt4sSJne7nvffew549e2BlZYUvv/ySggdCCOFByzD4YP91/HDhtt5hJVV/Xlx+fTalS8ficue5q6QS0/ypnBriAYmIW9vGDXaBnaXUSC0CKuua8Nw3l3AuKV/v6lAJ2eV47ptLSMmv5H2c9KJq1DZyD+ziM8t4H7O3YrRaFB36EMmrI1Cw503UJJ1FfdpV1CadQ+G+d3DzlQgU7H0bjKb7zinS+5nmX0WW5s+fD6lUii+++AKJiYktryckJGD79u0wNzfHI4880vJ6dnY20tLSWs09+O233/DNN99ALBZj69atrOcwEEIIaW1fVAbOsLwjvutiGi7c4D4JWEfGcxiKvTX3i+chHtzvzlbXK5GUU464zDLklNZyXsyDDVuZGaaGeLAuLwCMOhSLYRi8/Ussq5Wh6pvUeP2nK7yCAACs5j20X69/XSQzDIO8H15C8bGNYFTtJxJk1EqUntqGnK+fBaPVtluGkLv12iFMAODh4YFVq1Zh7dq1eOihh1pWS4qKioJarcb69eshl8tbyq9YsQJ5eXl49913W+YqbNy4EQAgl8vx008/4aeffmr3WE8++SQGDep7a2cTQogh6PIxcLHncjrGD+GXYyfEV440Fkux3snPxQb3DHbBt+ducap3Xxj7IS838yqwLyoTvycXQK39K2jwc7HB7BHemDKM+1ODjjwxbQiySmqQlFPRadn/mxGEQB7BEFsp+ZWIzypnXb6iTolT8bm4P4J7UGNpzu/yxdIEV9MypoqLP6Hij92sylbFHoGFz3A4TmG/eAzpv3p1AAEAixcvhpubG7Zv347Y2FiYmZkhLCwMTz75JMaMGdNh3crKSiQkNGeELCoqwqFDh/SWfeCBByiAIKSf0zIMahpU0Gi1sLYwM+iFYG8XdasYpTXt3+HU52ZeJdIKqzDIhXt24Nlh3pwDljkjvDFa4YxfLmewvvM9PtAF7nJLVmX3Xk7H1l/bz/GTWliNTw4n4HR8Ht54cITBloWVSkR4Z/EobD6ehFPxua2CFh25tRQrpwQiMtjdIMfU53BMNvc6V7Mwb6QP5/kwA51tYGdphkqOK0qFe9uC0aj7xdKoDMOg9PQXnOqUnf0aDpP/TpO4Saf6xBkUGRmJyMjITsudOXOm1b/t7OyQktK1cbiEkL6vuKoBR2OzcfxaDirqmpfOFIsEmBDoitkjvBHkaRpZbnsSl9wKd9fjE0C4yy1x71B3nE7IY1fe3hKTgt1hLhHhzQdHYM2P0Z0Og1G42eL5OSGs9n/8Wrbe4OFOCdnlWLs7Bu8ujoCIQz6jjphLRHhuzjAsj1TgxPVc3MqvRJNaCxsLCcYNdkGEvyPSCmsQdbsIUrEIA51tYHNHZm5DuZnb+VOQu+WU1aFeqYallFtAJREJMTPUCz/+ntppWUd1IcbW/YbwxiuQba9DIgAzJ1/Y3/Nwn55AXJ8a3by6EweqinzUJJ2DzdB7jdQq0lf0iQCCEEKM5VxSPjYciINK03pssFrD4ExiPs4k5mNWmBeenhlksAtCY2AYBnGZZbiZV4kmlQY2MjOMVjjDdQD7PDkdUar5jUlXqvmPuf7XfUNRXtvU6YpMTrYWeOvhkTD/c9nTYC97fLh8DD4/cQOJ2W2H3EjFQkwJ8cDjUwJhzmKuRaNKgy9O3WTd7rjMMly4UYhJwW6s67Bhb2WOh+/Iml3ToMLBK5nYfOJGq6dDYpEAE4e44W+jfOHvyj1406eJZ182qTScAwgAmDvSG8evZaNC31MIhsH02sOYWnuszSZlcQYK972D4qP/g+djn/bJC+aG3Bu86jXm3uiTnwcxLAogCCFEj0sphXhv77VO8w0cjc0GwzD4131Du7Q0qTEwDIOTcbn4+VJam8mtW0/ewAg/R6yYFAC/Ll5I2sr4rexja8H/TrhUIsK6h0di1++pOByT3fJ0SMdMLMSkIDesiAyA3Nq81bZBLrb4cPkYZBbX4GxiHsprmyAWCeHjaIXJQz1gbcH+gvZ8Uj7nycCHYrIMHkDcKb+8Dq/sjEZBRX2bbWoNg9MJeTiXlI/nZg/jNBG7IzYWEhRXNXCqIwB4D+eytzLHWw9H4JWd0aiqbxtEzKw5iHvrToD58zjt0TbVIWvrSvj839ewHtL5qo29CaPmlzCQbz3Sv1AAQQgh7VCqNfjkcALrZGXHruXg3qHuGOot77xwN2EYBltO3sD+6Mz2twO4klqC+KxyvL4oHOEDHXkfa9xgF3x1hv1deKA5ABjhx/+YQPNQliUTFXhwnB+ibhUhu7QWWi0DuY057hnsAptOAhQfJ2s8Onlwl9pwIZn7alKJ2eWoqG3CACvDL6la3aDUGzzcSaNl8OHBOFhbSDBa4dzl444NcOGca2Okv1OXEgv6udpi42P34IcLt3EuKb/liZa7KrvT4KGFVoPc7/6DgLcuQSg2/NCuniK24XduiW0cDNwS0heZ7vN2QgjpQRduFLR7V7Mjh65mGak1/By4kqk3eLhTk0qDdbtjkFtWy/tY7nJLhA/kduExOdjNYJOJJSIhxgW64pHx/lgyUYGZoV6dBg+GwnUirw7X7xdbB6MzOw0edBgAX/yabJBlZmeEekIk5PYEbna4V5eP6zJAhv/MDcEP/74Xq+4fjn9OG4KV9vEAWAQPf1JXl6D6+vEut8WU2Ay9FwKJeecF7yQUw2b4DOM0iPQpFEAQQkg72E7OvdPvNwvRaCLrzKs0WlYTTHUalBr8wnFVo7s9NnkwpBJ2d5PtLM1ajdfvzczE/H5KJTzrdUSt0eLoNW6rIeWW1+G6ARKsya3NsWgs+9UKwwY6YKSfU5ePq2NjYYbJQ91xf5gbrDPOdF7hLhWX9xisLaZAJLOF3ch5nOrYDp8OiW3Xn0aRvo8CCEIIaQfXJUmB5iEhfO9GG9rF5ELObTmTkIc6nom9gObhJG8+OAIWZh0HEfZWUrzzyCg42xlmAndP4zMR2cZCAidbC4O3JSW/EmU1TZ0XvMvvPIZhtWfZJAXmjOg8b8Ywb3usWRgGoRHmDGlqy/UmTeuIqizX4G3paU6z/g2xDbsgTWQ5AM5zXzJyi0hfQXMgCCGkHXwvbIQch3AYy/XMjlcmak+jSoOb+ZVdmgsR6uuAzY9PwP7oDPwal4u6pr+eyAywlGJmqCfmjvQxytj/rmIYBkk5FTiXlI/y2iZIREL4OFljWohHm0nYd5oV5sVqqNidpg/3NEoekep6fgFgdQP/wPFOQoEAT80IQqivA/ZHZ7RJLOflYIXZI7wxM9SzS3MfOiTg+bma8CpqfJnZu8H32R+QuWk5VBX6s8SLrR3g89Q3kDr5dF/jSK9GAQQhhLTDy8EKGcU1nOpYSsUmc2Fc38RvKFUDz3p3ch0gw5PTg/Do5MFIL6pGg1INK3MJBjrbmGzyvYTscmw6lti2z5OAHedvITLYDf83I6jd5Ua9Ha0x0s8RV1JLWB3LTCzEbBZ36fkwk/D7fNUa/svp3k0gEOCewS64Z7ALcstqkVtWB62WgYONOfxdbY2+UpnY2h5CcytoG7nN6TFz9DFOg3qYuZsCfq8cQ8XFn1B2YUerJy0SO1fYj38E9uMWQ2xtOgtAENNHAQQhhLRjZpgXzt/gNqxjmpHuKvNhyXNysozHevz6mEtEGOJh+km6om8X483dV6HWtD+RWKNlcCo+DxlFNfhg2eh2P9sX5w3Hf765hJy7lsq9m0gowOq/hcLFSMO3BjnbQCQA9LwVvWoM9ATibh5yK3jIrYyyb30EIgkGjFqAsvPfcqpnP/ZBI7Wo54kt7eA47Qk4TFkJZUkWNA01EJpbQuro0y+ychPDM41fOkIIMTHDfeTwdmR/4SMUCAyyooyhhHFcEQkALMzECPTh2mhWAAAgAElEQVSwM0JrTFdxVQPe/iVWb/Bwp7Sianx4KL7dbbYyM3z06FjcM9hF78o/bvYyvP1IBMYOdulCiztmZymFhwP3C/bUwmo0qvglAzRF9hOWAhyedEjkHrAOnmzEFpkGgVAEqfNAyHxCYO7iR8ED4Y2+OYQQ0g6BQIBXF4Th+W/+YJUk7JlZwd1+p7UjYxTOkFtLOU2onRriDgsWmZf7ksNXszhdOF+8WYi88jq421u22WZjYYbXHghHYUU9jl/PQWZxDdRaLQZYSjEp2A2hvg5GmTR8Nz5PkRqUauSV1WKQi+EyU/ckc1d/uC74Lwr2rO20rEBiDq+/b4JAaKQ5Ge2oqleiorYJQqEATrYWLVnSCekt+tcvBSGEcODtaI2PVozBut0xeoemWJiJ8fTMIEwZZphsvoYiFgmxZIIC/zuSwKq8pbkYC0YNNHKrTItKo8Xx6zmc6x2NzcbKKYF6t7sMkGFFZEBXmtYlEhG/IKVJbbh5EKbAYfLfIRBJUPDLOr3ZlcW2zvB+fAtkPsON3h6GYRB1uxiHrmbhatpf82XMJSJMHuqOeSN94ONkbfR2EGIIFEAQQkgHvB2tse3JiYhNL8XR2Gxkl9RArWUgtzbH5GA3TB5qunftZ4V5obiqodN8EDKpGG8+OBIuA/rGsqpsFVc28Ermdiu/0gitMRxbGb8EerbdlHivO8knLoNt2H2o+ONnVETvg7qyEAKRBFLnQbAf/whshs+EUGL8hQ+Uag0+OBCH39qZV9Wo0uBobDaOXcvGUzOCMGeEj9HbQ0hXmeavHiGEmBChQIARgxwxYhD/5U17yorIAPg6WePnS2lILaxutU0kbF4tZ+kEf3g59r87n01qfmP+m1Smfaf+nsEuuJBcyKmOj6M13Oz7ZgAptpbDcdqTcJz2ZI8cn2EYfHgwvt3goXU54LNjSTCXiDE1xLSeaBJyNwogCCGkj5sY5IYJQ1xxq6AKN/Mq0aTSwMZCggh/J9hb6c9vwJdGq0XU7WKcuJ6Losp6MAzgYmeBacM9MVrhBJGJrLfP9069jcxwK1UZwz2DXWArM+P0dGX2CG+jL6/Kl0bL4EpqMZJzK6BUa2FtIcEYhTN8nW16ummsxGaU4lyS/hwMd/v8RBLGBbqY7JNNQgAKIAghpF8QCAQIcLNDgJtxV1lKyinH+n3XUVTV0Or1zJIaXL5dDEcbc6z6WyiGetkbtR36MAyDhOxyHLqahejbxbz2Mc6IqygZgplYhJVTArHhYByr8n4uNiZ5x5thGBy8moU9f6Sj+K7v07fnbiHYyx6PTQ5AkGfPfJfYOnw1i1P5+iY1zibmY1aY6azqRsjdTOM2ECGEkF4vIbscL38f1SZ4uFNJdSNWfx+FuMyybmxZs/omNf770xW8+N1l/HajgNeypZZSMSYFuRmhdYY1NcQDT0wbondJWZ2BzjZY9/BIk1sFiGEYbDyaiM+PJ7UJHnQSs8vx0o7LuHST23Ct7tSoVOPyrSLO9bg8sSCkJ9ATCEII6ccqaptQUt0AgUAAZ1sL2PAc1tOoVGPd7hgoWazko9JosW5PDL57ZjJk0u75GVKqNXjtpytIyC7v0n4enTwY5r1kaMnfRvlC4WaLfVGZuJRSCI32r1wXrgNkmB3ujdnhXt36fnLLanEyLhdFlQ0QCJrbMS3EE653TeDfczkdR2OzO92fWsPg3X3X8Onfx5nkCkaV9UpoOSb1A4DymkbDN4YQA+odfwUJIYQYDMMwiE79cznJ1BLorm+EAgHGBjhj7kgfhPjIOe3zbFI+pzH3NQ0qnEnMw+xwb07H4Wt/dGaXg4cVkQGYM6J72msoQZ72CPK0R3ltI7JKaqFSa2FnaQY/V9tuyUmhU1BRj0+PJiAmvbTNth8vpGKkvxOemRkMJ1sLKNUa7L6UznrfSrUWey6n44W5IYZsskHwzUwvEZvWEyFC7kYBBCGE9CMarRafHE7AybjcNtu0DIPfbxbi95uFeGDMQPz93sGsJ9ayuVt8t2Ox2d0SQGi0DA7HcBuHriMUAKMVzrg/wpdzUGVK7K3MjTJhno3s0lq88O0fegNMBkD07WI8V3gJHy4fgxu5FZyX1z2flI/HpwbCxsSWorWzlHKe0A4APo6mk5SSkPZQAEEIIf3I58eT2g0e7rb7j3RIJSIsnahgtd/sklrObcniUYePhOwyFFXqn5ehz31hXlg8wR9y65658O4LdEPH2FxAl9Y04rVdVzDEYwCP42iRkleJkX5OfJppNCKhADNCPbHrYhqnerO66ckcIXzRJGpCCOkn0gqrcDiG/ZOCnRdu653AejcNj4HeGi0DhuExQJwjPsEDAEjEQgoeuujizUIUVNSzLp9VUotcPVnfO9Oo5JfXw9hmh3vDTMz+csvf1RbBntyDKEK6EwUQhBDSTxziuJyklgGOXWMXcMituWfztbeWdkvugbzy7nnSQdriErDqFFayDzjuZGlumvk5nGwt8NK84WDzVR9gJcWaBWEmm5ODEB0KIAghpJ/oLBNuu3WS2NWJDHbnvO/JPOrwEX27hFc9N3tLA7ekf2EYBil5lZzr1TWqOdexlIoxxMO4OU66YvwQV7z54IgOA+1ADzt88uhYuAzomxnBSd9CcyAIIaQfUKo1qGvifmFWUdfEqtysMC/supjKeslKAYD7wo2fKCujqBoZxTWc60lEAkT2gnwPpkzLNC/Zy5VGq4WzrUWH+UTuNi7QxeSX1x3l74zvnnHEH7eKcCYhD2U1TRCLBPB0sMKsMC+jJ3kkxJBM+2wjhBBiECKhEAIAXGccSFiO3XaytcCKyAB8dSaFVfllkxRwsTP+ndboVH7ZphVudrxzYpBmIqEAVuZi1HJ8omAjM8PySQq8f4BdJm2gOalcg1INCxMPIsQiIcYHumJ8oGtPN4WQLjHtM40QQohBiIQC+DhZc74bP8jZhnXZRWMHQa1h8N35Wx2WWzzeHw+P8+PUDr5qGlS86o30c2z5/wzDIC6rDGcT81Fe0wihUAhvByvMCPXsVcOcsktrcTYhDyU1jRAJBfBysMKUYR6wNWKgNCbABb+yWPXrTmMDXDAu0BWfHElglZgQAPLK63EyLhfzRvrwaCUhhCsKIAghpJ+4L9wbnx1L5FyHLYFAgMUT/DFa4YSDV7NwNiEPTX9eAJqJhYgMdsOcET7wd7Xl1Iau4DusxVbWPFY9Mbsc/zuSgOzS1hOxL98qwq5LaRjt74Tn5gyDnSX3SeTdJaukBp8fT8L1zLI2274+k4LIYDc8MW2IUSYhzxnhzTmAmB3uhd9uFLAOHnQOX83C3BHeNAGZkG5AAQQhhPQT9w51x47zt1gntXIdIMNoBfd19Qe52OK52cPw1IwgVNQ2z6EYYCWFWQ9k1w3iuRxmkOcAXE0rweu7rkCt0T/w6/LtYvz760v4aMWYHkvU1pGU/Eqs/j5K7/wXlUaLk3G5uF1QhQ+WjYG1hWGDiAA3O0QGu+FsYj6r8rPCvODlaI1vzrIbCnen7NJa5JXXwUNOSdgIMTZahYkQQvoJmVSM1xeFQyrp/ELe2kKCNxaNgEjI/2fCTCyCs50MznayHgkeAGC4jxwecm7DjIZ528PKXIK39sR0GDzoFFTU49291/g20WhqGlR47acrrCbPZxTXYP1+47yH5+cMw9gA507LTQpyw1MzggAANY38hp7xHbJGCOGGAghCCOlHgjztsWHZaHg76r9Lq3CzxccrxsLHybobW2YcAoEAD93Dbb7Fg/f44VhsNho4JCaLzyrH7YIqrs0zql/jclBZx+5pEwBcSS1BWmG1wdthJhZhzcJw/GfusHaHrwV62GHV/cOx6m/DIRY1X5awCXLbw7ceIYQbGsJECCH9jMLNDlv/OQEJ2eU4GZeL4qoGCNCc92BGqGefW05yaogHckprsetSWqdln5g2BKG+DvjoEPsVgHQOX83Cc3OG8WmiwTEMwyuJ2+GYLPzrvqEGb49IKMC0EE9MC/FEZnENCivrIRAArnYyeDm2DVQD3QfgSiq3/B3WFhLOT5sIIfxQAEEIIf2QQCDAMG85hnnLe7op3eKxewfDzV6Gnb+noqiybX4BLwcrLJukwPhAV5TVNKKshl3+izulFprOE4iaBhXyyus410vOrTBCa1rzcbLu9OnWjFBPfP/bbWgZ9gsPTwvx6LGhcoT0NxRAEEII6RdmhHphaognrqYVIy6zDA1KDSylYozwc0SIt7xl9R6uq//o8K1nDI0q9sOv7tSk5lfP0OTW5pga4o4T19mt4GQuEWHuCB/jNooQ0oICCEIIIf2GSCjAKH9njPLXP6nXRsZvJSJj5lPgiu9qStbmpvMenpoRjPzyeiRkl3dYTiISYs3CMLgMMH5iQkJIM5pETQghhNzBUipB+EAHzvXGDzGd7MJCgQAiIfd8CHyW7TUWqUSEdxZH4P4IH5jrmRytcLXF+qWjMNLPdNpNSH9ATyAIIYSQu8we4Y2Y9FLW5c0lIkwZ6m7EFnFz8WYhNFr28wd0BnLIPN4dzMQiPDk9CMsmKnAmMQ9phdVQabSws5RiwhDXVhP+iyrrcSQmGxdTClFdr4SZRIQANzvMDvfGcF85hJRgjhCDoQCCEEIIuctohTNGDHLE1TR2KwE9NjnAKJmc+cosqeFVr7yW++Tx7mBpLsEcPXMctAyDL0/fxC9/pKNVyNSgQml1IS7eLISfiw1eXzQCTrYWRmmfUq2BSqOFzExMmbBJv0ABBCGEEHIXoUCAVxeEYd2eGMR28iRi+SQF5kX4dlPL2OHz9KG5nulMBGeDYRh8ejQRR2M7XrI2tbAa//nmEj557B7IrQ2TMbyuUYVf43NxJCYb2aW1AACpWIhxga6YO9Ibg935ZUEnpDegAIIQQghph0wqxlsPj8TphDwcupqFW/l/LdMqEgowNsAF8yJ8MNTLvgdb2T65lZRXPXsrw1xcd5dLKUWdBg86xdWN2HgkAW8+NLLLx03MLsebP19F9V2Zr5vUWpxOyMPphDxMDfHAv+4bComIppuSvocCCEIIIUQPkVDYkgAtr6wOpTWNEIsEcLe3hJ0lv4v07jB+iCu+OHWTUx4FK3MJRgxyNGKrDG9/dAan8lG3i1FYUd+lFZtS8ivxys5oNHWyVO6vcblQa7RYdf9wGtZE+hwKiwkhhBAW3OWWCPGRI8jT3qSDBwBwtLHAGI4rKg10suadP6In5JfXIT6r4yVe78YAOHE9h/cxGYbBhwfjOg0edM4m5uOPlCLexyPEVFEAQQghhPRB/5gSCBsOuSnis8ux+JPT+PBgHGobVZ1X6GF8Mm13pR4AJGSXI6ukllOdg1ezeB+PEFNFQ5gIIYR0mUarxR9/jkfPKK6BRsvA3kqKSUFumBHqafJ37PsiN3tLvLd4FP77UzTKatitrqTSaHEyLhe38qvwwbLRnAKQ3oLn/HIAzcOSuLqWUYqS6gY42hhnBShCegI9gSCEENIl6UXVeGzTOazbE4uY9FKU1zahql6JjOIafH02BYv/dxr7oriNVSeGMcjFBlv/ORGPTw2Eqx37cf+ZJTV4e2+sEVvWdXwvyJ1s+U8UL6lu5FWvlGc9QkwVBRCEEEJ4yyyuwQvf/oHCyga9ZdQaBltO3sCui6nd2DKiY20hwYLRAzF/NLelZq9nlCElv9JIreo6b0cr+Lvacq43dZgH72PySO4NADSJmvQ5FEAQQgjhhWEYvLv3Guqa1KzKf3UmBakFVZ0XJEZxJIbdcqd3OmzC4/cFAgHmjPDmVCfYyx6+Xci27WZvybmOUCCAix0NXyJ9CwUQhBBCeInLKuOc8fjg1UzjNIZ0qL5JzSs7dXJuhRFaYzhThrljlD+71aYszcX416zgLh1v+nBPznXGBjjTHCDS51AAQQghhJfj17gvh3k2MR+NSnZPLIjhsF129G6mvqyrSCjEqwvCMD7QpcNycmtzfLB0NLwcrbt0PH9XWwR5csswPXekT5eOSYgpogCCEEIIL/nl9ZzrKNValNbQhNLuZmkuBp9R+NYWpr8Kk1QiwqsLwvDh8jGYFOTWKvOzn4sN/nXfUHz1fxMxyIX7fIn2vDhvOOws2X0uD44dhBAfuUGOS4gpoWVcCSGE8MJwyHJ8p64so0n4MROLEDbIETFpJZzqjeaYjK6nCAQCBHvZI9jLHgzDoFGlgZlYCJHQ8PdJXQfI8NHysXjj56vILm0/J4RIKMCSCf54eJyfwY9PiCmgAIIQQggvjrYWuMVxUrRIKIDcisaD94Q54d6cAgihQIBZYV5GbJFxCAQCWJgZ9/LGXW6JLf+cgJi0EhyJyUJqUTVUai3sLM0wYYgbZoZ6Qm7Nf7lYQkwdBRCEEEJ4mTrMAxdvFnKqMzbABZbmEiO1iHQkwt8Jw7ztEZ9Vzqr830b5UPKzDoiEAkT4OyGC5SRuQvoSmgNBCCGElwh/JzjbcrvA5LrsJjEckVCA1x4YgUAPu07LTg3xwN/vDeyGVhFCeiMKIAghhLSLYRjUN6lRVa+ERqtts10kFOCFeSEQi9hNz50d7oVh3vaGbqbBaRkGtY0q1DSooOU5z4MNjVaL6nolGpRq3vNJuLK2kGD9ktH4x5TBcB3QNjP1YHc7rLp/OP59XzDqGlWob+q+tgHNn31Ngwq1jfw+e42WQXWDEnWNKk7tZhgGdU0qVOv5rvdHXe0L0rf1iSFMly5dwpYtW5CSkgKVSoWgoCCsXLkSEyZMYL2PjIwMfPrpp4iJiUFlZSW8vLywaNEiLF68GEIjTMIihBBTVd2gxInrOTgSk42CiuaVlsRCAe4Z7II5I30Q7DmgJbPuMG851j44Em/9Eov6DhLK3R/hg8enDjHpjLx55XU4HJOFX+NyUdOgAgBYmUswLcQDs8O94S7nnkTsbgzDIDG7HIeuZuHizUKo/5xR7mYvw31h3pg23AM2Rl75SCoR4YExg7Bg9EDcyKlAaXUjhEIB3O1laFRpcPhqFj46FA+VpvlC2sXOArPCvDF9uIfR8hnklNbicEwWTsXnorax+XtkYyHBtOGemB3u3W6wc6fM4hocvJqJMwl5aFA2Lz07wFKK6cM9cF+4N5z0PCmrqG3C8es5OBqbjeKq5mzqZmIhJgxxxZwR3hjszm3J1r4gt6wWh2Oy8WtcTpu+uC/Mi1cyPdL3CJjuvLVgBHv37sXq1athZmaG0aNHQ6vVIioqCiqVCmvXrsWDDz7Y6T5u3ryJxYsXo7a2FmFhYZDL5YiKikJ1dTXmzJmDDRs2GLzdS5cuRXR0NCIiIrBjxw6D758QQviIyyzD2t0xqG1U6S0TGeyG5+cMg5lY1PJadb0SJ+NycTQ2G3nldQAACzMRIoPdMTvcy2BLaBrLvqgMbP31BvT9IgoEwONTAjF/9EDex1CqNfjwYDzOJeXrLWNlLsHri8IxzLt7l/5Ua7T435EEnIzL1VtGJhVjzYIwhA9yNNhxGYbB7j/S8dXpm9B3MSIUCPB/M4Zgzgifdut/d+4Wdv6eqvcYYqEA/549DFNDPFq9HnW7CO/8cq3DXBezwrzw9Mwgo6zmZGoYhsGeP9LxZSd98cT0IZhHuS16HUNfd/bqJxBFRUV4/fXXYW1tjZ07d0KhUAAA4uPj8eijj+Ltt9/GpEmT4OzsrHcfDMPgpZdeQm1tLd5//33MmzcPAFBeXo4VK1bg0KFDmDp1KqZPn94t74kQQnrKjdwKrPkxGkp1x0M4zibmQ61h8MqCUAj/fKJgIzPDwjEDsXDMQKg0Wqg1WphLRCb9xEHnwJVMbDl5o8MyDANs/TUZQqEA90f4cj6GlmHw/v7ruJDc8aTz2kYVXt0ZjfeXjkagR/fc/WYYBh8disfphLwOy9U3qfHarit4b/EoDDVQgLPncvMFa0e0DIPPjiVBJBS2WRXqu/MdBw8AoNYy2HAwDmKRAJHB7gCAmPQSvPlzDDSdrCl8NDYbWobBv+8b2iu+y12xNyoD21n0xefHkyAUCGg+Uz/Xq0PqH374AUqlEitWrGgJHgBg2LBhWLlyJZqamrBr164O93Hx4kWkpKQgIiKiJXgAAHt7e7zxxhsAQE8ICCF9HsMw+PhQfKfBg86F5AK9KzBJREJYmIl7xQVXWU0jtnYSPNxp26/JKK3mngjvYnJhp8GDjlKtxUeH4rtt7kF0anGnwYOOWsPgw0PxBhkTX1hZj686uWC906bjiaisa2r5d2ZxDXZe6Dh4uNP/jiSgrkkFjbb58+0seNA5fi0H1zPLWB+nNyquasD2U+z7YsvJJFTUNnVekPRZvTqAuHDhAgBgypQpbbbpXvvtt99470M3nCkmJga1te0niyGEkL4gLqtMb1IsfQ5fzTJSa7rPsdhs1heSQPMk3WPXsjkf5+DVTE7ls0trkZDNbrnVrjrEsR8LKuo5J6Rrz9GYbE5JBdUaBieu57T8+3AMt3Y3KDU4k5CHP1KKOAeBXD+j3uZITBanoFCtYXD8jr4g/U+vDSAYhkFqaiqEQiEGDmw7JtXHxwdCoRCpqakd3sVJTW2+e3HnE4w7+fr6QqvVIi0tzTANJ4QQE3Qqnt0d6DtdzyxrmXjaW51ieef9Tr/G658n0J7iqgbWuRdaHaeD+QiGUlnXhKup3IMBPt+Xu7F96tHecbUMg9M82nAqPo/Xcf9IKepwXlBvx68vjP/9JKar186BqKqqglKphL29PczM2q5YIRaLMWDAAJSVlaGurg5WVlbt7qe4uBgA4OjY/qQw3eulpaWdtmnv3r3Yt28fq/YnJyezKkcIId2hpJpfIFBW06h3hZvegM9wpNLqRjAMw3qIFt/PtrSGe9s4H6O6Ue+E2Y7wfU86Gi3D6/3pjlvfpEa9Uv+qX/qUVjdyeuKko2UYlNc2waoPJkHUMgzKePQFn3OH9B29NoBoaGj+I2Jhof+Hy9y8OY18RwGEbj+6svr2UV9f32mb8vLyEB0d3Wk5QggxNSKe8xWEQtOf59ARPs0XCgSc5neIeH5Gwm6YQ8K3//i+Jx2BoPmz53otrzsu389GKBTwrsv3HDF1gpb/5dYZvf3cJ13TawMILrkZOhrCJBI1L0PY2Y+BlkViGXd3d0RERLBqU3JyMmpqaliVJYQQY/OQWyEmvfMnrXcSCQVwset4fX5T5yG3QlpRNcc63NbBd7GTQSgQcJ54zPU4fDjbWkAsEkCt4dY29y7mAhAKBHC3t0ROWR2nerocBBZmIthbSVHOcSKvu70l7K2kSMmv5FRPKhFBbtP+jcbeTiAQwENuyXkOlAflg+jXem0AIZM1/2g1Nen/49HY2NiqbHt0TzB0ZfXtw9Ky8xNl/vz5mD9/fqflgL/W4yWEEFMwfbgnDlzJ5FRnbIALbGXGTXpmbDNCPbHpeBKnOjNDPTmVt7OUYmyAM37Xs2qVPjOGczsOH5bmEkwc4sZ5DPzMu5ZT5WNGqBe+OMVtOO/M0ObjCgQCzAj15LQKU3N9T9hbSTm/38nBbjCXiDov2EvNDPXE1l859oUBvgOk9+q1k6itrKwgk8lQUVEBtbrtOEi1Wo2KigpIpVLY2Njo3Y+TkxMA/XMcSkqaJ5fpmyNBCCF9wSAXGwzztudUZ16Ej3Ea043uHeYOSyn7e2kyqRhThnl0XvAu93P8rIZ528PXWf9vlyHN5ZgUbLC7HQLc7Lp83GkhHpwuyq0tJJgc7Nby71lhXhCL2A+jcbA2x9jBLgj2ssdADp+tAGg3iV1fMjXEExZm7PvCylyCyDv6gvQ/vTaAEAgE8PPzg0ajQWZmZpvtGRkZ0Gq1eldX0vH39wfw12pMd2IYBunp6RCJRBg0aJBB2k0IIabqhbkhsLeSsir7yHg/DPXiFnCYIkupBK8sCGM1pl8oEOCV+aGw5DGRdqi3HI+M82NV1t5KihfnDed8DL4Gu9thRWQAq7K2MjOsut8wbbORmWHV34aDzdQCsVCAVxeEwdzsr2DP0cYC/5kTwupYZmIh1iwMg0QkhEAgwOr5obC2YNePj08NxCCX7gnmeoq1hQQv/y2U1fwQXV9YmPXaQSzEAHptAAEA48ePBwCcOnWqzTbdaxMnTmS1j9OnT7fZFhsbi/LycoSHh+udhE0IIX2Fs50MH60YC18na71lxCIB/n7vYCyb2PHNmd5kxCBHrHtoZIfDsWxlZlj38EiM9HPifZxlkxR4bPJgiDsIVgY62+DjFWO7fWWrh8f54Z/ThkAi0n9Z4OVghY9WjGmZh2AIYwNc8MaiER1ezNtZmuHtRyIQ6uvQZtvkoe54ZX4oZB08RXKwMW+T2dvLwQofLh/T4Th+M7EQT88MxvzRbZeK74tGK5zx5oMjYNNJX7z1SATCBrbtC9K/CJjuSnVpBLm5uZg1axYkEgm+/fZbBAcHAwASEhKwYsUKqNVqnDlzBnK5HACQnZ0NlUoFJycnWFs3/0BqtVrMnTsXt2/fxrp167Bo0SIAQHl5OVasWIGUlBRs3rwZkydPNmjbdXMgIiIiKNM1IcSkaBkG1zPKcCQmC2lF1VCptbCzNMOEIa6YPtwTdpbsnlL0Nkq1Br/dKMCJ6zkorGxeoc/FzgLTQjwxYYgrpAYaA19Z14QT13Pw240CVNYpIRELMcjZBrNHeGO4j7xHM3hX1Stx8noOzt8oQEVtEyRiIXydrHFfuDfCBjoYbWWoRpUG55PycTIuF8VVDRAAcBkgw4zhnhgX6AIzcceffYNSjTMJeTgVn4eS6gYIhc2TtGeGemFsgDPEegIjjZbB1bRiHI3JRmZJDdRaBvaWUkQGu2FKiAdsLHr3HB8+mlQanL+Rj5PXc1HEoy+IaTL0dWevDiAA4IcffsDatWshkUgwatQoAEBUVBTUajXWr1+PefPmtZSdPHky8vLy8O6777aa7BwfH4/ly5ejvr4eISEhcHJyQnR0NKqqqrBo0SKsW7fO4O2mAIIQQgghhHQHQ1939voBbIsXL4abm3Y037EAAB7aSURBVBu2b9+O2NhYmJmZISwsDE8++STGjBnDah/Dhg3D7t27sXHjRkRFReH27dvw9vbG888/jwceeMDI74AQQgghhJDeo9cHEAAQGRmJyMjITsudOXNG7zY/Pz9s3LjRkM0ihBBCCCGkz+nVk6gJIYQQQggh3YsCCEIIIYQQQghrFEAQQgghhBBCWKMAghBCCCGEEMIaBRCEEEIIIYQQ1iiAIIQQQgghhLBGAQQhhBBCCCGENQogCCGEEEIIIaxRAEEIIYQQQghhjQIIQgghhBBCCGsUQBBCCCGEEEJYowCCEEIIIYQQwhoFEIQQQgghhBDWKIAghBBCCCGEsCbu6Qb0V1lZWQCA5ORkLF26tIdbQwghhBBC+qrk5GSD7o8CiB5SX18PAKipqUF0dHQPt4YQQgghhBB2KIDoIR4eHsjNzYVMJoO3tzevfSQnJ6OmpgbW1tYIDAw0cAuJIVAfmT7qI9NHfWT6qI9MH/WR6TNmH+lGvgwePNgg+6MAoofs37+/y/tYunQpoqOjERgYiB07dhigVcTQqI9MH/WR6aM+Mn3UR6aP+sj09aY+oknUhBBCCCGEENYogCCEEEIIIYSwRgEEIYQQQgghhDUKIAghhBBCCCGsUQBBCCGEEEIIYY0CCEIIIYQQQghrFEAQQgghhBBCWKMAghBCCCGEEMIaBRCEEEIIIYQQ1kRvvPHGGz3dCMJfYGAgIiIiKC29CaM+Mn3UR6aP+sj0UR+ZPuoj09db+kjAMAzT040ghBBCCCGE9A40hIkQQgghhBDCGgUQhBBCCCGEENYogCCEEEIIIYSwRgEEIYQQQgghhDUKIAghhBBCCCGsiXu6AeQvGo0GP/zwA/bs2YOMjAxYWFggODgYy5Ytw6RJk1jvp6ioCJs2bcLFixdRUlICV1dXzJ07FytXroSZmZnx3kA/YIg+UqvVCA0NhVKpbHe7s7MzfvvtNwO2un+rrKzEnDlzUFxcjJSUFNb16DzqPnz6iM4j49q/fz9WrVqld/sTTzyB5557rtP9ZGRk4NNPP0VMTAwqKyvh5eWFRYsWYfHixRAK6R5mVxiijwoKCjr87QoLC8OPP/7It4kEQF5eHjZt2oTff/8d5eXlGDBgACZNmoRnn30Wjo6OrPZhir9HFECYkNWrV+PAgQOwsrLCmDFjoFKpEB0djYsXL+LZZ5/FU0891ek+CgsL8eCDD6KwsBBDhgxBUFAQYmNjsXHjRly+fBlfffUVJBJJN7ybvskQfZSamgqlUgkvLy+EhIS02W5nZ2eMpvdbb775JoqLiznVofOoe/HpIzqPjCs5ORkAcM8998De3r7NdjZr1N+8eROLFy9GbW0twsLCMHToUERFReGtt95CXFwcNmzYYPB29yeG6KMbN24AAAICAqBQKNps9/X17WIr+7eEhAQ8+uijqKmpgUKhwNChQ5GYmIiff/4Zly9fxp49e2Bra9vhPkz294ghJuHIkSOMQqFgpk+fzpSUlLS8fuvWLSY8PJwZPHgwk5GR0el+/vnPfzIKhYLZtGlTy2t1dXXMihUrGIVCwXz55ZfGaH6/YKg+2rt3L6NQKJjPP//ciK0lDMMwhw4dYhQKRct/bNF51H349hGdR8a1ZMkSRqFQMIWFhbzqa7VaZs6cOYxCoWD279/f8npZWVnL68ePHzdUc/ulrvYRwzDMp59+yigUCubAgQMGbBlhGIZpampipk2bxigUCua7775reb2xsZF55plnGIVCwaxbt67T/Zjq7xE9PzQRBw8eBAC88MILcHBwaHnd398fc+bMgVarxcWLFzvcR3p6Os6dOwcvLy888cQTLa/LZDK8/fbbEIlE+P77743zBvoBQ/QR8Ncdn6CgIOM0lABofuS7du1ahIaGQiQSsa5H51H34dtHAJ1Hxnbz5k04ODjA2dmZV/2LFy8iJSUFERERmDdvXsvr9vb2eOONNwAAO3bsMERT+62u9hFA55ExHT16FJmZmZgzZw6WLl3a8rpUKsXq1avh4OCAjIyMDvdhyr9HFECYiI0bN+LQoUOYMGFCm211dXUA0OkP7O+//w6GYRAZGdlmbKmbmxuGDBmCvLw8pKamGq7h/Ygh+gj467FzcHCwYRtIWnn11VehVCqxfv16TvXoPOo+fPsIoPPImHJyclBdXd2li8oLFy4AAKZMmdJmW1hYGORyOWJiYlBbW8v7GP2ZIfoIaD6PZDIZDVUygpMnTwIAHn300TbbXF1dcfHiRXz55Zcd7sOUf48ogDARZmZmUCgUbSbDnD17FsePH4dMJmv3D/GddF8gf3//drcPHDgQAHDr1i0DtLj/MUQfMQyD5ORkODo64vTp01i4cCFCQ0MxevRoPP/880hPTzfmW+g3du7ciQsXLuCFF16At7c3p7p0HnWPrvQRnUfGpQvO5HI51q1bh6lTp2Lo0KGYPn06Nm3ahKampk73oTuP2htXDzSPrddqtUhLSzNcw/sRQ/RRZWUl8vPz4evri6+//hpz585FSEgIxo0bh//+978oKioy9tvo027cuAGJRILBgwejoKAA27Ztw5o1a7BhwwbEx8ez2ocp/x5RAGGCGhsb8eyzz2LWrFl44oknIJfLsW3btlbDZtqjm4To5OTU7nbdbP/S0lLDNrgf4ttHOTk5qK2tRUlJCV577TVIpVKMGjUKUqkUR44cwcKFCxETE9NN76JvysrKwgcffIAxY8Zg8eLFnOvTeWR8Xe0jOo+MSzesZe/evTh8+DD8/PwQEhKCoqIibNy4EcuXL0djY2OH+9CdR/pWmaHzqGsM0Ue6ICQpKQkff/wx5HI5Ro0aBY1Gg59//hkLFiygYJwnpVKJgoICyOVyHD9+HDNnzsSHH36I3bt344svvsADDzyA999/v9P9mPLvEQUQJig/Px8nTpxodWeGzdKGDQ0NAABzc/N2t+ter6+vN0Ar+ze+faT7o+/s7Iy9e/fihx9+wJYtW3D69Gk89thjqKurw3PPPcfq7hFpS6PRYNWqVRAKhXjnnXcgEAg474POI+MyRB/ReWRcugvLmTNn4uzZs9i8eTO+//57HD58GIMHD8a1a9fwySefdLgPOo+MyxB9pDuPFAoFjh07hq+//hrbtm3D6dOnMXv2bJSUlOCFF14w+nvpi3RD86qqqrBq1SpMmTIFx48fx5UrV/Dxxx/Dzs4OX375JXbt2tXhfkz5PKIAwgS5uLjg8uXLiI6OxieffAKVSoV169Zh27ZtHdbTjb/v7AdZq9UarK39Fd8+mj59Os6dO4fdu3e3WmJPLBbjxRdfRFBQEIqKinDq1Cljv4U+afv27bh27RpefvlluLm58doHnUfGZYg+ovPIuDZu3IgjR47g/fffh0wma3ndw8MD7733HgQCAXbt2gWVSqV3H3QeGZch+mjFihU4deoUvv32W3h6era8LpPJ8NZbb8HZ2RlJSUm4fv26Ud9LX6TLT9PQ0IBRo0Zhw4YN8PX1hY2NDWbNmtUy72vTpk1gGEbvfkz5PKIAwgTJZDIMGDAAtra2mDlzJj777DMIBAJs3bq1wztqFhYWAKD3saXu9Tv/2BB++PaRQCCAq6tru6tmCIVCTJw4EQCQmJhotLb3VTdv3sSnn36KSZMm4YEHHuC9HzqPjMdQfUTnkXFJpVL4+fm1m6AqMDAQLi4uqK+vR2Zmpt59sD2PLC0tu97gfsgQfSQSieDp6dluDgkLCwuMHj0aQPMQJ8LNnU8MHn744TbbJ02aBGdnZxQVFRnkPOqJ3yNKJNcLDB8+HF5eXsjKykJOTg78/PzaLacbI6dvLFxJSUmrcsRw2PZRZ3RzKDobu0ra+vjjj6FSqaBSqdo8dtfdndG9/sorr7T7ownQeWRMhuqjztB5ZFwODg4oKChoGV7RHicnJyQnJ6O0tBSDBg1qs113HrHNxEu4YdNHbPYBoEv76K+sra0hkUigUqng4eHRbhk3NzcUFRWhoqJC7ypYpvx7RAGECWAYBh988AEKCgrwwQcfQCxu2y26uwxqtVrvfnSz9PUt56Ubr69vVQyin6H66IcffsCVK1ewaNEijB07ts323NxcAM1DpAg3ujGgHeXiOHToEADg3//+t96LUzqPjMdQfUTnkfHU1tZi/fr1qKqqwkcffdTu3zo2n6+/vz/Onz+P1NRUjBo1qtU2hmGQnp4OkUjUbnBBOmaoPvrss89w69YtPPXUUwgICOC1D9I+3Xf75s2bKCoqwuDBg9uU0QUFcrlc735M+feIhjCZAIFAgNOnT+Po0aPt/rDm5OQgIyOj07Wax48fD6B5WdG7x8Pl5+cjOTkZ7u7uvO+O92eG6qOcnBwcO3YM+/bta7OtqakJJ06cAACMGzfOcI3vJ3bs2IGUlJR2/9ONI9X9W98dIYDOI2MyVB/ReWQ8lpaW+PXXX3HixAlcuXKlzfbz58+joqICCoWiw7ueuvPo9OnTbbbFxsaivLwc4eHhsLKyMlzj+wlD9VFKSgpOnDiBY8eOtdlWVlaGixcvQiKRtAkACTu6nFHHjx9vsy09PR15eXlwcnJqNf/kbqb8e0QBhIlYtGgRAOCtt95CYWFhy+tFRUV4/vnnoVar8cgjj0AqlQJo/uKkpaWhvLy8paynpyfGjx+P9PR0/O9//2t5vb6+HmvWrIFGo2k3oQlhxxB9tHDhQohEIhw6dKjlIgdAyyTsvLw8TJgwgbKCdhM6j0wfnUfdSyAQtPytW7duXatcANnZ2Vi7di0A4Mknn2z1elpaGmpqalpei4iIgL+/Py5evIiff/655fXy8nK8+eabANpPsEU6Z6g+evDBBwEAX3/9datlj+vq6vDKK6+gtrYWCxcupGFmPD300EOQyWTYv39/y5NVoHllpjVr1kCr1WLx4sUtCeJ62++RgOlo+jfpNiqVCk899RTOnz8PmUyGsLAwaDQaxMXFob6+HhMnTsRnn33WMkxm6dKliI6OxtNPP41nnnmmZT85OTl4+OGHUVJSAoVCAV9fX8TGxqKkpAQTJkzA5s2b233cSTpnqD767rvv8M4774BhGAwdOhRubm6Ii4tDYWEhBg4ciO+//77DR5qEuyFDhkCj0bRZapfOI9PBtY/oPDKexsZGPPbYY4iJiYFMJkN4eDgAICoqCkqlEo899hhWrVrVUn7y5MnIy8vDu+++i/nz57e8Hh8fj+XLl6O+vh4hISFwcnJCdHQ0qqqqsGjRIqxbt67b31tfYag+eu+99/D1119DKBQiLCwMAwYMwNWrV1FRUYERI0Zg+/btLRN5CXdHjx7Fiy++CLVajaCgIDg5OeH69euoqKjA6NGjsX37dkgkEgC97/eIfgFNhEQiwebNm7Fz507s3bsXV65cgVAohEKhwPz587Fo0aI2aczb4+npid27d2Pjxo347bffkJWVBU9PTyxbtgzLly+ni54uMFQfLVu2DP7+/ti+fTvi4+ORkpICNzc3PPHEE3j88cdpVRITQOeR6aPzyHjMzc3xzTff4JtvvsGhQ4cQFRUFMzMzDB8+HEuXLsW0adNY7WfYsGEt51FUVBRu374Nb29vPP/8811ahYsYro9efvllhISE4Pvvv8eNGzeg1Wrh5eWFf/zjH1i+fHnLxS3hZ9asWfD19cXmzZtx5coVpKamwtPTE4899hgeffRRVp+vqf4e0RMIQgghhBBCCGs0B4IQQgghhBDCGgUQhBBCCCGEENYogCCEEEIIIYSwRgEEIYQQQgghhDUKIAghhBBCCCGsUQBBCCGEEEIIYY0CCEIIIYQQQghrFEAQQgghhBBCWKMAghBCCCGEEMIaBRCEEEIIIYQQ1iiAIIQQQgghhLBGAQQhhJio3NxcBAQEICAgAHV1dd167L179yIgIADz5883+rEmT56MgIAAnD171ujH6mnZ2dlQqVQ92galUomcnJwebQMhpHejAIIQQggxMpVKhU8++QT33XcflEplj7Xj4sWLmD17Ns6fP99jbSCE9H7inm4AIYQQ0tcVFRVh8+bNPd0MbNmyBVlZWT3dDEJIL0dPIAghhBBCCCGsUQBBCCGEEEIIYY2GMBFCSDc7e/Ys9u7di/j4eJSXl0MsFsPFxQUTJkzAP/7xDzg6OrLaz7lz5/Djjz8iKSkJlZWVcHJywvjx4/HUU0/BycmpTfmTJ09i165dSEhIQH19PRwdHTFmzBisXLkSvr6+eo9TXl6Ozz//HKdPn0ZJSQkcHBwwadIkPPPMM5DL5W3KV1dX49tvv8XJkyeRnZ0NoVAIX19fzJo1C0uWLIG5uTn7D4uH2tpa7Ny5E8eOHUNWVha0Wi0GDRqEBQsW4KGHHoJQ2PreGdf2Ll26FNHR0dizZw/q6+uxbds2JCQkoKmpCQMHDsTChQvx8MMPtxzn5Zdfxr59+1rqh4WFAQBOnz4NDw+PltdPnTqFH3/8EYmJiaivr4ezszMmTZqExx9/vE1/7t27F6tXr8bixYvx9NNP47PPPsOZM2dQWloKuVyOSZMmtfoeREVFYdmyZS31161bh3Xr1uHpp5/GM888Y4BPnRDSn1AAQQgh3ejVV1/Fnj17AABubm5QKBQoLS1Feno60tPTcezYMRw4cAADBgzocD9vvvkmdu7cCQBwcXGBv78/MjIy8NNPP+HMmTPYvXs3XFxcAABarRYvvfQSDh06BABwdXWFp6cnMjIy8Msvv+Dw4cPYsGEDpk2b1uY45eXlWLBgAfLz8+Hr6wsPDw9kZWXhxx9/xPnz53HgwAHY2Ni0lM/MzMSjjz6K/Px8iEQi+Pv7Q6vV4saNG0hKSsLBgwfx5Zdfsg6SuMrLy8PKlSuRlpYGkUiEQYMGQaVSITExEYmJiYiLi8P69esN0t4DBw7g+++/h1QqhY+PD8rKynDjxg2sXbsWGRkZWLNmDQDAx8cHwcHBSExMBACEhoZCIBBAKpUCABiGwWuvvYaff/4ZAODo6NjSnzt27MCRI0ewbds2DB06tE0biouLMX/+fBQWFsLd3R0+Pj64ffs2fvrpJ1y4cAH79++HjY0NrK2tERYWhlu3bqG2thaenp5wdHSEq6urwfuAENIPMIQQQrrF6dOnGYVCwQwfPpz5448/Wm2Liopihg8fzigUCmbbtm0MwzBMTk4Oo1AoGIVCwdTW1raU/eWXX1r2c+LEiZbXy8rKmKVLlzIKhYJZsWJFy+uffvopo1AomPDwcObMmTMtrzc0NDDvvPMOo1AomKFDhzIpKSltjqFQKJjIyEgmLi6uZdv169eZkJAQRqFQMFu3bm15XalUMtOnT2cUCgWzZMkSpqCgoGVbeno6M2fOHEahUDCPPPJIq/ceGRnJKBSKVm3ja8mSJYxCoWAWLVrE5Obmtrx+5+d74MCBLrVXdwyFQsGsXr2aqampYRiGYdRqNfPee+8xCoWCCQwMZIqKilrq6OtLhmGYr776ilEoFMy4ceOYS5cutbxeV1fHvPHGG4xCoWAmTpzYchyGad0/06ZNYxITE1u2xcbGtvSP7rt0d9t37NjB+bMlhBAdmgNBCCHd5NKlS5BIJFiyZAlGjx7daltERARmzZoFAEhLS+twP1u3bgUAvPjii62eGtjb22PDhg0Qi8W4fPkyioqKUF9fj6+++goAsHbtWkRGRraUNzc3x+rVq3HvvfeiqakJn3/+ebvHe//99zFs2LCWf4eEhOD+++8HAFy7dq3l9SNHjiAjIwMODg74/PPPW56AAICvry+2bdsGmUyGq1evGmUZ0djYWERHR0Mmk+Hzzz+Hu7t7y7aIiAg8/fTTAJqfHBiivX5+fnj77bdhZWUFABCJRHjuuedgbm4OjUaDhISETtvc1NSELVu2AAA++OADjBkzpmWbTCbD66+/jpCQEBQUFOCXX35pdx/vv/8+goKCWv4dGhqK/2/v7kKa/OI4gH9l01AnrozUZtqLS5RMKsmExESlV+lGsERrYsxK6iK86wUiSW/MCgK7KCuILoxKUioqS4l8oSSJJWmb00loOV/QTZe2/hfyPP+Zmz6m7h/8v5+rsXOec347uzm/Z+f3bO/evQCAlpaWWWMgIporJhBERG5y5swZtLS0uDxz7u3tDQAYHR11OYbRaITRaIRcLhc38Y5WrFiBhw8for6+HoGBgXj37h0sFguWLVuGXbt2OR0zOzsbAFBXV4efP39OaVMqlYiNjZ12TXh4OABgcHBQfE/YZKelpcHPz2/aNUFBQUhNTQUwWb+x0IT5k5KSnNZmZGRkoLq6Wnyc6nzjTUhIgIeHx5T3vLy8xLqGkZGRWWNubm7G4OAgli9fPi2pFAiJZV1d3bQ2pVKJmJiYae8LNS1SYiAimivWQBARuZFMJoPNZkNDQwP0ej1MJhM6Ozuh0+kwMDAAYPJMvCtdXV0AAJVKBR8fH6d91q9fL742Go0AgIiIiGnFwwLh7rXFYkFfXx8CAwPFNmfF2ADEuW0227S5IiMjXcYfFRWFyspKse9CEtZGrVY7bVcoFGLiA8w/Xsd1ciTUNtjt9llj/vLlCwDAarXi4MGDTvsMDQ0BADo6Oqa1ufp+hMLv3xNCIqKFwASCiMhN7HY7rl+/jlu3bk25c79kyRJs3LgRdrsd79+/n3EM4TpXycPvLBYLAMDX19dlH8exRkZGpmyMPT09Jc0jdS6hTei7kBZjbWaKd7a1mSkRFAi/EFitVjQ3N0vqO5cYiIgWAxMIIiI3uXLlCsrKyiCXy5GVlYWtW7dCrVYjNDQUcrkcly5dmjWBkHLMyZGwmZ7pKMvw8LD4eqbN9ELOJXWTPxfCXffFWJvFiBf49/vcsWOHWNtCRPS3Yw0EEZEbjI+P486dOwCAwsJCnD17Fjt37sTatWshl0/ey+np6Zl1nNWrVwOYfFzp2NiY0z7nzp2DVqtFU1OTeBb+8+fPLo/U6HQ6AJObWVdHYqQQ5mptbXXZR5grNDT0j+dxRVgb4VjQ78xmM9LT03Hq1ClMTEz85/EC/8ZsMBhc9unu7saHDx9gNpsXJQYiorliAkFE5Ab9/f2wWq0AnJ+5N5vNYqHuxMSEy3HCw8MRHByM8fFxVFVVTWsfGBjA48ePUVtbCz8/P2zZsgUKhQIDAwN4+vSp0zHv3r0LANi2bZvLOgkpEhMTAQBVVVVTftUQ9PT04OXLlwCA7du3//E8riQkJACYLHgW6gYcPX/+HB8/foRer4dcLndrvI7r6ni0KTY2Fj4+Pujq6sLbt2+dXnv69GlkZGSguLh4XjEAEIu+pRyvIiJyhQkEEZEbBAQEiH+4dvPmTfz48UNsa21tRW5urrjpdSxM/p2Hhwe0Wi0AoLi4GG/evBHb+vv7UVBQAKvViri4OERGRsLX1xc5OTkAJn+ZcHyakM1mQ1FREWpqauDp6YmTJ0/O6zPu2bMHa9asQV9fH44fPz7lF5WOjg5otVqMjo5i06ZNSE5OntdczsTHxyMmJgbDw8M4ceIEvn//LrY1NTWhpKQEAMT1cGe8jkegvn79Kr5WKBTQaDQAgIKCgilJxNjYGC5evIiGhgbIZDIcPnx4XjE4xuEYAxHRXLEGgojIDeRyOfLz81FUVITKykq8fv0aISEhGBoaQnd3NwAgLi4OjY2N+Pbt24xjZWZm4tOnT6ioqEBubi5CQkKgUCjQ0dEBm80GlUo15W71sWPHYDAYUF1djby8PKxcuRIBAQEwGAywWCzw9vZGYWEhoqKi5vUZvby8cO3aNRw5cgRNTU1ITk5GeHg47HY72tvb8evXL0RERKC0tBQymWxecznj4eGB0tJSaDQaNDY2IikpCWq1GsPDwzCZTACA9PR08fG37oxXqVQiKCgIPT09yMrKwqpVq1BcXAy1Wo38/HwYDAY8ffoUOTk5UKlUUCqV6OzsFOszzp8/jw0bNsxvgTD5NK5Xr17h9u3bqK+vx+7du5GXlzfvcYno/4UJBBGRm2g0GoSFheHGjRvQ6/Voa2vD0qVLkZKSguzsbERHRyMuLg7t7e0wmUzT/mPAUWFhIRISEnDv3j3odDr09vYiODgYqampyMvLg7+/v9hXJpOhpKQEKSkpqKiogE6nQ19fH4KCgrB//34cOnRIrAeYr3Xr1uHRo0coLy/HixcvYDQa4enpiejoaOzbtw8HDhwQH3O6GFQqFR48eIDy8nI8e/YMer0eMpkMmzdvRmZmJtLS0v6zeK9evYoLFy6gra0NJpMJXV1dUKvVkMvluHz5Mp48eYL79++L36e/vz/i4+Oh0Wic/hfHn9Bqtejt7UVNTQ0MBgPa2toWZFwi+n/x+MWDkEREREREJBFrIIiIiIiISDImEEREREREJBlrIIiI6K9RW1uLsrKyOV+XmJiIo0ePLkJERET0OyYQRET01zCbzWhubp7zdWFhYYsQDREROcMiaiIiIiIikow1EEREREREJBkTCCIiIiIikowJBBERERERScYEgoiIiIiIJGMCQUREREREkjGBICIiIiIiyZhAEBERERGRZEwgiIiIiIhIMiYQREREREQkGRMIIiIiIiKSjAkEERERERFJxgSCiIiIiIgkYwJBRERERESS/QNKC/E6YAHWbQAAAABJRU5ErkJggg==\n",
schmittu's avatar
schmittu committed
      "text/plain": [
schmittu's avatar
schmittu committed
       "<Figure size 432x288 with 1 Axes>"
schmittu's avatar
schmittu committed
      ]
     },
     "metadata": {
schmittu's avatar
schmittu committed
      "image/png": {
       "height": 269,
       "width": 392
      }
schmittu's avatar
schmittu committed
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xv = beer_data[\"alcohol_content\"]\n",
    "yv = beer_data[\"bitterness\"]\n",
    "\n",
    "colors = [[\"steelblue\", \"chocolate\"][i] for i in beer_data[\"is_yummy\"]]\n",
schmittu's avatar
schmittu committed
    "\n",
    "plt.scatter(xv, yv, color=colors, marker='o');\n",
schmittu's avatar
schmittu committed
    "plt.xlabel(\"alcohol_content\")\n",
    "plt.ylabel(\"bitterness\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "What do we see here ?\n",
    "\n",
    "1. Both point clouds overlap, this tells us that the two features lack information for a 100% separation of classes. \n",
    "2. We could draw a line to separate most points of both clouds.\n",
    "3. Later we could use this line to make a guess for classifying a new feature vector."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<p><i class=\"fa fa-warning\"></i>&nbsp;\n",
    "Eventually, classification is about finding a procedure to separate point clouds in a n-dimesional space.\n",
    "</p>\n",
    "</div>\n"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we illustrate how more features can support classification. We add the `darkness` feature as third dimension.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
schmittu's avatar
schmittu committed
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACNQAAAMVCAYAAAC1QTvRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3WuMZXd9Luh37V336ru7291t2sZtbBPjGEIghyCZhMNJQjIJR5FmgpAmEEBhECGgaCQIMygQIQ7iQ06IR0hoPkQTGWbG4yMYopMzIYcEQoBwHIJDAjg47Wvbfe92X+q+a+81HzpVrC5Xt+u6L7Wf51PXXvvy731Z67d+613/VZRlWQYAAAAAAAAAAEiS1Do9AAAAAAAAAAAA6CYCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAAAAAAAAAAVAjUAAAAAAAAAAFAhUAMAAAAAAAAAABUCNQAAAAAAAAAAUCFQAwAAAAAAAAAAFQI1AAAAAAAAAABQIVADAAB0hVar1ekhAAAAAABAkmSg0wMArm9+fj5lWW7Ic63meWZnZ1OrydwBAO3xl3/5l/n93//9vP3tb8973/veTg8HAIA2+u53v5vf/d3fzZve9Kb8xm/8xuLtG9UTW87Cc9frdT0wAKAjBgcHUxRFp4cBXIdADXS5+fn5nD59OlNTU9m7d2/GxsZy6tSpzM7O5sYbb8zw8HCOHTuWVquVw4cPZ25uLqdOncrw8HAOHDiQs2fPZmJiInv37s3IyEieeeaZ1Ov1HD58OGfOnMnExET27duXWq2WU6dOZXR0NAcOHMjc3NyG/1+mpqZy4cKFjI6OZvfu3Rv+/P3kxIkTKcsyBw4c0PRZh8uXL+fy5cvZtm1bduzY0enh9KyyLHPixIkkyaFDhzo8mt524cKFTE1NZefOnRkfH+/0cHrWwrazXq/nxhtv7PRwetr58+czMzOT3bt3Z3R0dFNf60tf+lImJibyZ3/2ZwI1AAB95k//9E/z+OOP50/+5E/yMz/zM9m1a1dGRkaSJOfOnUuj0ciePXsyNDSUsixz8uTJFEWRAwcOJEkmJydz8eLFjI+PZ+fOnUmS48ePJ0kOHjyYoihy/vz5TE9PZ8+ePRkdHc2lS5dy+fLl7NixI/v27evMf7zixIkTmZ6ezoEDBzI2Ntbp4XTMU089lWazmVtuuSX1er3Tw+mIRqORY8eOZXBwMIcPH+70cDpmYmIip0+fzrZt27J///5OD6djzp07l4sXL2bPnj3ZtWtXp4fTMQvryIMHD256f6KbPfnkk2m1Wnnxi1/ct8cF5ubm8swzz2RoaCgvetGLOj2cdenXzxB6jUANdLmiKDIzM5PJycns2bMntVot09PTmZ6eTqvVSq1Wy+TkZMqyTK1WS1mWmZqaSnJlY9xoNDI9PZ1ms5miKDI9Pb145k2j0cjMzExardbi6wwMDCw+tiiKDU/Gzs3NZXh4ePF1WJtGo5FWq5V6vd63zYWNUJZl5ubmUpal7+Q6tFqtzM3NpSgK7+M6+U5ujIX3cWBgwPu4Ts1ms22/74UzhDfzLGQAALpTs9lMciUcPz09nZ07dy72O+bm5jIzM5PkymwyrVbrqr+TK/uls7OzGRkZWbxtdnZ28T5FUWR+fn7xBLJ6vb6437DQX+u0RqOxOOZuGE+nVHuV/fo+FEWR2dnZrvludkpZlpmdnc3w8HBfvw/NZtP3IVe2BdaRV9aRC8eC+vl9mJ2dXXwfepXLnkPvcIQButzSUEv17+UCL0vvW/13tbi41nMu2IxATXXcvVzodJN+L5zXy3dy43kfN4bf9vr4bW+8dryXC0Ea09wCAPSfhRqwWhMurT+X209a+Pt6+wBLe1wL97lef60TrtXT6zfd9rl0Wj+/B34TV/ObuML7cEU/vw+2E0C7OcIAW8BKiobrne3tTHAA4Hra0aBQjwAAsJL+lYNnAABAuwjUAFdxMAsA6AQHSAAA+tfSGrDan1pNfbhcX2vpbS/0N3SafSIAgO4hUANd7no7UOs9a6dTO2caFQDAtWgeAwD0n6WXfNrI51zp3wAAAEsJ1MAWs9ZmQDuaCBoVAMC1mKEGAKB/rTdQo4YEAAA2g0AN9JCNOtBkhpitw2e5MbyPAN3DwRAAgP6zGTPU9CrvAQAAdA+BGugBKz2w9EI73A5QbR0+y43hfQToHg4cAAD0L/vn3gMAWAn9I6DdBGpgC1jJDrciAwDoZi75BADQv1YzQ021XtTvAoD+pH8EtItADWxxwjYAwFqpEQAAaIeVBGrUpgAAQLsJ1EAP24wmg+YEANAJZqgBAGBBtT+12fWhXhgAvcI2a+vwWULvEKiBHrLaaW838r4AQP9qR80gUAMA0L9Wc8mn61nu8UtvcwCrN/icAK5N72Rr8DlCbxCogR60GRvZdm647RADsJlsZ3qTQA0AQP/aqEDNcs+50r/pDj4XALa6ds7EB6yfQA30gJVuUFfadOjUgUaFAQDtZLvTWwRqAAD613prQDUkAACwGQRqoI9oLgAA3U69AgDQfzZjhppe5T0AAIDuIVADW8BKDjxdb2fcjjoAAAAAnbKSQM1yy7ZST0uwHABe2Fba9gO9QaAGethKCofr7YzbUQcAuoWGCAAAC16oNtTToh/YR4If8XtgKbUA0C4CNdBDForG9c5IsxmPozN8XgBsFaupcwAA2FquN0PNZteHeisAvUPPAIB2E6iBLWatBaVCFABYqp0HFwRqAAD610ou+bQSK7kslAANAACwUgI10ANWemBppQ0BjQMAYDXaGXIRqAEA6D/rrQGXe7y6EgAAWC+BGugj3dJIEOhZv275LAFgo5ihBgCgf1VrwM3qGy2tM9Wd3a36PSjLMq35uZStVgdH1D6+mwAA3WOg0wMA1m8lO1lCLABANxOoAQDoX+0I1NB7mjMTmf6Xv830Ew+nOX0xRVHP0IGXZOz212T44B2dHh5Ax+idALSPQA1scd0UtlHkwdrMHf/nXP72FzLz2EMp5+cysOtgxl/x32X85b+Q2tBYp4fHBtI4pp/5/gMAsFpbsYbciv+ntZi/dDoXv/m5zJ16PPOXTqdszCVFmbnTj2fm2Pey/Z6fy/jd/06/Eegbtg8AnSFQAz1kacF0vQJqJcXVcjucijLoLpe+9UAu/NdPp5ybSTk/m5TJ/IUTmXv2B5n49hey73/8jxnYvrfTwwTYMBriAAD9Z+kMNcv1p6q3FUWx5XpY6uAriqJIWs1c/tv/O3NP/1PK+bkM7ntxasPbklYz85dOZ/b4I0lZpr5jf0ZveXmnhwwAwBZW6/QAgBe2mms8r3Xn2047dJ+pH349F/7i02lNXUpSpja6I7XxnakNDqc1N5W54/+csw98qG+uIQ5sbVvtgAgAACtXq/2oTa0upDj3RBrnnk5rdjJDB+5IfWR7iqJIUR/I4O5DGdx1KI1zxzL16Dd9XwD6jPU+0G4CNbCFKCRga7n8zf8z5exkisHh1IbHU9TqKYpaioHh1EZ3pJyfzdyzj2T2yb/v9FChq9ge9qaFz03IFwCAqvXWhy8047P9h+5TnHsizcvnMrBjf4ra8w9h1LfvS2t2Mo2zT6c1+VwHRghAp+kfAe0iUAN9ZOn0uUD3mr9wIrPPfC9laz7F4MjzlhdFLcXgSMr52Ux+78sdGCF0PzvW69eJesHnBgDQfzaqZ6XftUXMzybNxrL9kCQparUUA4Mpm420GrNtHhwAAP1EoAa2gJUceNJQgN7SnLqYtFpJUbvmb7yo1ZNWK62pC20eHZtNoIBu047vpBlqAAD613oDNcvVkKu5hDpdZmgsxeBwWrOTyy4um/Mp5+dSDAylNrKtzYMDAKCfDHR6AED/Ee6BF1Yf3ZHUaknZSlmWyzb+ylYzqdVSG93ZgRECbCz1AQBA/+pE2KVbAzbq4qS1/47UJ55M49TRDGzfl2Jg8Krl8xdOpD62K8MH70x9dHtHxliWZeZOHs30E3+f5sT5FLV6Bve/OKNHXp2BbXs6MiYAADaeQA30kNVc43k1Z3nbUYfOmTv1WKZ+8JU0L59NbXgsIy95TUZu/ckM7D6U4UN3Zebxv0vZmEkxNHrV48qylbIxk9rI9oy97A0dGj3AxjFDDQBA/1rrDDV6WlvUzpsydOCOlDOXM3v8BxnYdTC10R0p5xtpXjqd1txUhm/6sYz/2L0dGV45P5cLf/tAZp7+pzQvnkpzdjJFUUt9fHemfviNbH/lr2Tstld3ZGwAAGwsgRroQRt1oGnZGS82sRHhANnG0zjqXa256Tz3X/5jph/9+pUpjJvzSVHL5MP/OYP7b8uef/+/ZPtr35LZZ7+f1vSltMoyxeBwUtSSZiOtuekUA8MZOvTSjBzRpAF6n0ANAED/WhqoWa7fUb1NzbjFFUW2//SbUyvKzJ74YeYvns78hZNJrZ76thsyvP/W7Pw3/32G9h/pyPAu/t0XMn30v6Vx7pnUd96YoZ03pmzNp3npbGaOfS9lcz710e0ZPvTSjowPYCtzTARoN4Ea6AErbRKUZZlarbapr0F38HltrHYX4WWrlfNf/A+ZfvQbaU5dSG1oLBkcTVrzaU6cT2t2Mmf/n/81+3/9U9n1hv8pF/7yf0/ZmElr+lJSlkltILWh0QzuP5K9v/bxFGv83QN0I9s4AACqNrs+7JYDc+rgqxVDY9nzb38zs8/+INNPfCfNyedS1AczdOD2jN326tQ7dFml+YunMvPUP6Zx9ukM3fRjqVVmFK6P7kjjueNpnHkykz/46wwdvNPnCgDQ4wRqYAtYy45ZtzQLoJM61dSYferhzDz2UFpTF1PfsT9F/UfXAi9HtqV1+Wzmzz2diW//v9n5s+/I8C2vyMTffeHKY+ZnM7D7ULa94pcz/opfTG14vCP/B4DNouEMANB/1nrJp6X0u7aWoj6QkZvvycjN93R6KIumn/rulct2b7vhqjDNgoGdBzJz8buZO/tUmpfOZGDn/g6MEtiKbOMAOkOgBvpE9TIKCi/orMl//FJasxMpRrZdFaZJkqKopTa2K62Jc5n83n/Njte9LcMvujvDL7q7Q6MFaA/1CQBA/9qoQM1ylj6fupP1aM1MpNWYTm10x7LLi1ottaGxlI2ZNGcuCdQAG86JSFd4H4B2cY0I6GEb1QDQSID2mn/ueMr5RorBkeXvUB9MWbbSmrqY1vTl9g4OoKKdNUI1/AsAQH9Zbw243OOX3qbO7A3d/jkVA0Mp6oMpG7PLLi/L8sqy2kBq1+r7rJCeLQBA5wnUwBa13oNS3b7zCr2sGBhKiiIpW9e4R5mUSYriyn0B+oBADQBA/9rMGWpW8pqwUiM3/Vjq225I8/LZlK3m85a3pi6kqNczuPtgBnYdWtNr+G4CAHQPgRroIRt9oMnOGXTG8M0vTzE0mtbs5LLLy9mpFIPDGTp4Z2rDY20eHcDzqRkAANhMaw3UbMUZPLbi/2krGdx/JEP7b019fFfmjv8wrZmJK7PStJqZv3Q6jTNPZfCGmzN620+lqDn8AhvFupGtRq8NesdApwcAvLDVbFjXuxFuR2Gq+KXfjb/iFzPx0H/K/IWTaU1dTDG6PUVR+9dpgafTmr6Uge17s+0nfrnTQ4WeZDvTm8xQAwDA9ajz6QZFUWTXT785rbnpzJ06mrnTT6RsNpKyTH1sR4YO3p6x2386Y3e8ttNDhS1Jz4CtxPcZeoNADWwh6zmDZ7kNd1mWG7pBVxzAFQM79mfXG9+X5/7LH6Y1+VxaF04m9YGk1UyKWurbbsjYy9+Y0bte3+mhArSNQA0AQP9aWgNW+1bL1YdqRjqpvm1PbnjDuzJ19L9l+onvpDV9KUmRwb03Z/S2V2fk5nt8RwEAtgiBGtgCVjuDzUqCN876gc01fvfPpT6+J5e++X9l7tnvp2w2U9RqGdh9KOOvfFO2vfJNmi+wTn5DvUWgBgCApP09qW7pgamDe0ttZFu23f2GjL/s36acm07qA6kNDHV6WABbXrdst4H+IVADPazfrykNvW7k1p/MyK0/mfnnjqc5cS7F0FgG9704Ra3e6aEBdIwDCQAA/adaA66nh7XcY/XE2ExFUaQYHuv0MAAA2CQCNdBDNitAo7EAnTWw+1AGdh/q9DAAOko9AgDQvzYjVH2t51R3AkDvc0IW0C61Tg8AWL3rFQpLl622qNBUAAA6SUMEAKD/rHeGmpXUkOvtmdFeepQAAHQDgRroAZu1g69x0Ps0FwDYTO3cztimAQD0r5X0qFzOqT/oVwIA0E0EamALWU8Twc5qb/F5AdBO7djuLNQxtnEAAP1n6Qw1L9Tj2siasdtCOd02HgC6g+0DQGcI1ECXW8uUtSuh+AIAuolADQBA/1rvJZ+2AnUwLK9f1wlwLbYXAO0lUAN9opsOUtkJAgCupRtqFQAA2ut6NaD6EPqT3z4A0A0EaqCHLA2irCSYspZrUG/WzoqdIADgWrop/AsAQHtt1Aw1TuICgK3Nth5oN4Ea6EFrCckAAHQzgRoAAJK19bSuV0Ou5QQ1AKC76R8B7SJQAz1gNYXBeosITQWAzrEOBgAA+tFmHBRzoA0AAFivgU4PANg4qz0Qu1xjoSzLzMzMZGpq6pr3Wau5ubkkSbPZzOXLlzfseftRq9VKkkxOTi6+r6ze7OxskivfTd/JtVtY95Rl6X1cp0ajkeTKd9N7uXYLv23bm/Vr5/bmZS97WSYnJzf1NQAA6E4bdcmnlb5G9e/5+flcvHhxU15zNRbq7enp6a4YT6c0m80kycTExOK+Xb9ZeA/Ksuzr78L09HSSK72Sfn4fFn4HMzMzff0+VNcN/doPX+jRWDf0/rqhLMsURZFdu3Z1eijACgjUwBawltBLWZaLDYqZmZmcOnUqyZXC9PHHH9/Q8S3VaDRy4sSJTX2NfnH27NlOD2FLmJqaWgyRsT5+2xvjwoULuXDhQqeH0fNsbzbOZmxvjh49mi984QuZmZlZvG1ubi7f/va38+u//uvXfNz4+Hje85735J577tnwMQEA0BlLAzXLhWpWettyyrJcPBg7NTWVZ599dvGA3MzMTI4dO7aWYW8K+4NXnDx5stND6LhWq9VV381O6bbfaKdYN1yxcByjn5Vl6TeR3l83DA4OCtRAjxCogT5RlmWmpqYWGw1PPvnkYrp9YmLiqvsODg5maGgoycbOUNNsNjM9PZ1arZaxsbENe95+NDk5mbIsMzY2llrN1fvWam5uLnNzcxkcHMzw8HCnh9OzyrJcnFVi27ZtHR5Nb5uZmcn8/HyGh4czODjY6eH0LNubjbOZ25svf/nLefjhh5dd9tBDD133sePj4/mDP/iDZZd9/vOfz4c+9KF87nOfy6te9aoVj+fUqVP59Kc/nW984xs5c+ZMDh48mDe96U35zd/8zcW6CACAzbHa/tP17l+WZebn5xcDNKdPn06j0Vj8uxroTpJardYV+7LT09NpNBoZHh7u6x7FxMREWq1WxsfHU6/XOz2cjqjOALxjx44Oj6ZzGo1GpqenMzAw0Nf79jMzM5mbm7NusG6wbvhXW2Xd4LgO9A6BGughS8+6ud5ZOGVZ5ty5c4up9fPnz+f8+fOLy6tTpg4PD2fHjh05c+ZM6vV6br/99sVpEzdyoz49PZ1jx45lcHAwhw4d2rDn7UdPPvlk5ubmsm/fvr7ekVqv5557LmfOnMnY2FhuvPHGTg+nZ7VarRw9ejRFUfhtr9OJEydy+fLl7N69u693jNdramoqzzzzTIaHh30n1+mJJ55Io9HI/v37NzxU8o53vOOqQN73v//9zM7OZvfu3bn99tuv+bjx8fG87W1vW3bZww8/nI997GOrHsvJkyfz5je/OSdPnsxdd92Vl73sZfnOd76T++67L9/61rfyx3/8x0JuAACb6HqXfHqh8Mzc3NzirLOzs7N57LHHFi+LkfwoQFMURcqyzMjISHbv3p1ms5nTp09ndHQ0N99880b+d9bkxIkTOXfuXHbv3p29e/d2ejgdc/To0czMzOTAgQMZHR3t9HA6otls5pFHHkmtVuuK72anXLp0KU8//XTX/EY7xbrhCusG64YFW2HdUJblVbUK0N0EaqAHVRsJzWbzeWfcJFc2yEsvczE8PJy5ubmUZZnDhw9nZmYmZ86cybZt27Jnz56cOXNmQ2ekAQC4lrvvvjt/+Id/uPj3r/7qr+bYsWN5zWtek0996lOrfr4vfelL+dCHPrSmS/h99KMfzcmTJ/P+978/73nPe5JcCWb91m/9Vr75zW/m/vvvzzve8Y5VPy8AACtzvUBN9fbZ2dnMzs5mfn4+SXLs2LGr7r9wcKper6fVaqUsy9xwww3ZsWNHLl68mPPnz2dsbCzbt29/3ozNAAAAS5lPCnrAQlOh1WplYmJi8RrPZ86cySOPPLI428zk5OTizDJJrprhYOFs74XpEMfGxto+NaKwDgBwLQsHQlZbL5w8eTIf+MAH8r73vS+tVmvVZ+w9/vjj+epXv5qbb7457373uxdvHxsby8c//vHU6/V89rOfXdVzAgCwPgvhmYsXLy4Gps+ePZunnnoqJ0+eXAzOlGWZer2ekZGRJFcuY37rrbfmyJEjizMsjo2NZXBwcLHOvN6MzwDQrWy/rvA+AO0mUANd7vz581ddtunJJ59cbCQ0m80URbF4WaYbbrght956a5IrB6NuuummjI+PL/69EoqR3uLzAmBQIYvsAAAgAElEQVSrWW2g5lOf+lS++MUv5u67784DDzyQI0eOrOrxX//611OWZV7/+tc/71KXhw4dyl133ZVnn302R48eXdXzAgCwcidPnszw8HDuvPPOjI+P58KFC3nqqady6tSpq04eGxgYyPj4+OJJYi960Yty2223Zd++fUmuzEyzEJ5ZWlc60Qugd+mD/4jt2RXeB6BdBGqgy01NTS3OQJMko6OjGR4eTnIlQHPXXXctnoWzffv2FV8/dDXXo6b7+LwA2GrW2hw7cuRIPvnJT+bBBx/MnXfeuerHLwRlbr/99ms+f5I8+uijaxofAAAv7POf/3xmZ2fzwx/+MI888kiSK7PNbNu2bbHvdcMNN+TIkSO56aabFgM17Z59GYDO0hcHoN0GOj0A4Pp2796dRqORS5cu5YYbbsjBgwdz4sSJzM7OXvOMG2Bl/HYAus9q183vete71vV6p0+fTpLs379/2eULZzufPXt2Xa8DAMC1vepVr8qxY8dy6NChHDx4MDt27MiBAweSXKnXZmZmlq0T1zNjgUtAAQAAL8QMNdDlxsfHrznrzGp2+BfuK0AAAHSjTh3ImJ6eTpLFM5+XWrh94ZKbAAC96vOf/3zuvPPOfPvb317V406dOpXf+73fyxve8Ibcc889+YVf+IV8+tOfvupSTOv12te+Nkly/Pjx1Gq1qy7FuVwvS38LAABoB4Ea6AHruebzWhsMGhMAQDtDLp0K/y5cJuCFXrfVarVjOAAAm+Lhhx/Oxz72sVU/7uTJk/m1X/u1PPDAA9mxY0d+9md/NpOTk7nvvvvyzne+M41GY0PGV63F+n3GmH7//wMAQDcRqIEtai2z1wAALKcdIZdOBWoWZgKcmZlZdvnC7WNjY20bEwDARvrSl76Ud77znWuace+jH/1oTp48mfe///35whe+kPvuuy9/8Rd/kde+9rV56KGHcv/992/CiNeul3tcTm4DAIDuI1ADW0hZluuevaYdjYdebm4AAJur3QcS9u/fnyQ5e/bsssvPnDlz1f0AAHrFyZMn84EPfCDve9/70mq1snfv3lU9/vHHH89Xv/rV3HzzzXn3u9+9ePvY2Fg+/vGPp16v57Of/eyGjHUzZ6jRhwIAANZKoAb61NJmQjsOXjnTBoB20DDvTZ2aoeb2229Pkhw9enTZ5Y899liS5I477mjbmAAANsKnPvWpfPGLX8zdd9+dBx54IEeOHFnV47/+9a+nLMu8/vWvT612dRv50KFDueuuu/Lss89es45ajfXWgMs9/lrPaX+hN/icAADoBgI10MM6deAJAHqB7WNv6VTD/N57702SfOUrX0mr1bpq2fHjx/PII4/kpptuykte8pJODA8AYM2OHDmST37yk3nwwQdz5513rvrxC0GZhQDycs+fJI8++ujaB/mvls5Qs9LacDU1pP2D3uBzAuB6HBcD2m2g0wMAVm49B5oUGcBWVzYbmTvxwzTOPJlyvpHa2I4M3/Sy1HfeaN0HPaAdtcrx48czPT2d3bt3Z8+ePUmSw4cP5957783f/M3f5I/+6I/yO7/zO0mSqampfPjDH06z2czb3/72TRsTAMBmede73rWux58+fTrJtS99uW/fviTXvnTmaqzkkk8bHcC2nwgAALwQgRroAUt38O3ws8D0t3BF4/yzmXz4P2f+wok0J84lrWaKobHMPP7tDN90V8bveWOKgcFODxNYgc2scz74wQ/moYceynvf+9789m//9uLtH/nIR/KWt7wln/nMZ/JXf/VXufXWW/Od73wnZ86cyete97q85S1v2bQxAQB0q+np6STJyMjIsssXbp+amlr3a12vBlzN5ZzWott6K902HgAA6GcCNbDFLD2jZyUNBjvqQC9rTpzLxN99PnPP/iBlaz71HftTDAymNX05c8/+IK2ZiaRsZfyVbxJIBJZ1+PDhPPjgg7nvvvvyta99LU899VQOHz6ct771rXnb296WgQG7TQBA/6nX60leOLyy9LKZa7GSGWoAYEFZlpl5+h8z+YOvZu7UY0nZysDuQxl/6b0Zu/01Kepb78Q620eAztAZhi1ktQWVA8vAVjDz2ENpnH0yqQ9k6OAdi+u2+tiu1Lfvzdzxf87s8LaMHPmpDOw+2NnBQo9pZ7Nmoy75dP/9969p2cGDB/OJT3xiXa8NALCVjI6OJklmZmaWXb5w+9jY2LpfS6BGn47n69ffAryQsixz4W/uz+T3/irzl0+nOXUpKcvUTjya2WPfz9Sjf5sb3vjbqQ2Ndnqom8L2AqC9ap0eALB+W3maW4DraTVmM3fih2lePpvBPS963vqwNjSa+vZ9aV4+ndlnv9ehUQIrsVGBGgAANsb+/fuTJGfPnl12+ZkzZ66633psVA2or8VWYJ8Irm/iu3+eiX/8i8yefizF4GiGD700wy+6K/Xx3WmcfyZTjz2U5/76/+j0MAHYIgRqoIetp0mw9LHt3FHT3Fg/O9ZwRTlzOa256RS1gRSDw8vepza6PeXsVFpTF9s8Otg62rHdEagBAOgut99+e5Lk6NGjyy5/7LHHkiR33HHHul9rvTPUXK+GXPp8+lJAL7HOulrZbGTin76cxvlnM3jD4Qzs2JeiPpCiVk99fHeGbrwt8xdOZvrxv0/jwslOD5dN4DcBtJtADfSQjQjQdPIglQNkwIarD6Yo6ilb8ynL1vL3aTaSWn1LXjsZthINEQCA7nLvvfcmSb7yla+k1bp6f+v48eN55JFHctNNN+UlL3nJul9raaBmI2pDfShgK7FOu6Jx8l8yf/FUUhSpjWx/3vJiYCj1sZ1pTj6XmSf+vgMjBGCrEaiBHrC0WF5p8ezAFLDV1UZ3pL7rQGqDo2lNPve85WVZZv7SmdS37cnA3ls6MEJgtTQJAQDa7/jx43nsscdy/vz5xdsOHz6ce++9N48//nj+6I/+aPH2qampfPjDH06z2czb3/72to1xuT7Xanpf6kyA3teanUzZbKQYHL7mer0YHEnZbKQ5M9Hm0QGwFQnUwBZULSRX0iwQvAF6VVEUGb755anvuSmNs8fSnDi3uE4r5+cyf+bJFEnqO2/M8E13dXawwHV1w2x6AAD96oMf/GB+6Zd+KZ/73Oeuuv0jH/lI9u3bl8985jP5lV/5lbzvfe/Lz//8z+cb3/hGXve61+Utb3nLhrz+ai/5tBE148Jz6IsB9I7ayLYUA0Mp52auuf4u56avzFSzzAw2bB36R0C7DHR6AMDG0QAA+tHwzfekeeF4kmT+/DMpzx5LMTCQsjGX+rYbMnTTXdn2E7+cYmCowyOlXWwPe5NADQBA9zl8+HAefPDB3Hffffna176Wp556KocPH85b3/rWvO1tb8vAwMa0l68XqOm3+tD+zBXeB2A5gzfenoFdB9I490xa05dSH9t51fJWYzbN6UsZ3nMoo7e9ukOjBGArEaiBPtZvDQlgayqKImP3vDH1XQcz+9Q/XLmOcquZYnAkQwfvyMhtP5WBHfs7PcwV0TAE9QkAwGa5//7717Ts4MGD+cQnPrEZQ1qkBmSB7wJwPUV9INvv+fnMXziZuTNPpmxMpza2O0WtlubUpTQvncrg7kMZe8lrMrBjX6eHC8AWIFADW8BadjSvOR2ig7lADyqKIiO3vCLDN788rakLKZuN1Ea2pTY01umhrYkGIv1IDQIA0L9We8mna1nusb1SZ9oPBLi26rp8/O5/l/nL5zLx3T/P/OWzaZx6LGXK1IfHM7j3loy++Cey695f7+BoAdhKBGqghyxtAKymIfBCl1Gw0w5sBUVRpD6+u9PDoEvYtq1fOy/D5JJPAAD9a72BmtXUkL0SsAHg+YqiSFEU2fnTb87oi1+RyR98NbMnjyZlmcE9hzL20tdl9NZXpqjVOz3UDWf7BdAZAjWwxTkoBdB7yrJMOT+X1AZS1GqdHg4AAEDP0RMD2LqKosjwoZdm+NBLOz0UALY4gRroAUsbACttCHRrYrlbx9WLvJcbw/tItyhnJ1M88w+ZefJ8mkUrRa2ewb03Z+jwj2dwz4s6PTzYVGaoAQDoX0tnqFnppZvszwNAf7HtB9pNoAa2oKIo1nQ5qM3mABnAtc1fPJXm9/4stTNPptGcSutfV5mNM09k9sSjGXvpvRl58Ss7O0jYRAI1AAD963qXfFquPlxLzajOBGArsD3bOnyW0BsEamALkcztHwot2FrK+UYmv/vnKU89mjQaqR+8LSPbd6dsNtK8eDpzx/85SVLftjeDe2/u8GhhcwjUAAD0r07UgAuvqZ8GAL1H/whoF4Ea2ALWWjhUH6f4AOicuZOPZv6540lrPuXuW1IMjSVJivpgBvbclBRF5s8/m9lj/yhQw5anJgEA6D/Xm6Gm3/T7/x+gm5VlmblTj2Xykb9O8/LZFIMjGb31lRl7yb9JMTDU6eEBsAkEaqCHLN2hXs8O9vUea8edfuGgLd2iceaJNCfOphjfmyzzvazv2J/5p/8hjbNPp9WYTW1wuAOjhM1lhhoAgP6lBmQp/Umg27TmZnLuS/9bpv7lW2lNXUxrfjZFrZ6J7305g3telL2//D9n+MaXdHqYAGywWqcHAKzeWpoMDlIBdK+yMZuy2UiucSZLUR9IURtMmvPJ/FybRwftpVYBAOhvG30CWa8EM9TBAN2rLMuc+/8+lcnv/1UaZ59KmVbqYztTDA5n/tKZzBz7Xs584T+kceFkp4cKwAYTqIEuVxTFmneoy7K0Mw7QA2rDYykGRpLG9LLLy/m5lOV8isGhFEMjbR4d/aydBx965UAHAAAbr1b7UZt6NXXhWk4gU3d2N71MoBvNPvtIph57KPOXzmRw780Z2LE/tZFtqY/vzuDeW5KUaZx7Opf//k87PVQANphADWwha52Fpt2NBI0LgKsNHrgjAzv2p7x8JmnNP2/5/HPPpr5tbwZvvC1FfbADI6TftaOpbTY9AID+tbQG3IiZZpY+57XqTH0qupXvJnSPyR98Jc3JC6mN70qxZIbpoigysGN/mpMXM/nPf5NWY7ZDowRgMwjUQB9zwAqgOwzuuzWD+25JMbYrxbkn0po4m1ZjJs2pi5k7+Whas1MZ3Htzhm/5iU4PFTaNZjEAQP+q9qiW1oWb1b/SF6Nb+W5C95m/cCplYya1obFllxcDQ0lRpDU7ldbUhTaPrr/oHwHtNtDpAQDr1ys7Wb0yToB2K2q1jL/8F3PhwnMpiydSTl9MY+pcUhtIffsNGdh5Y8Z//BcysH1vp4faE+xY9zb1AgBA/7leoOaF7g8Am+1KYKaWstVcdnlZlkmrmaJWe94MNmwOtQDQLgI10EOWNhTWc8BwuccWRZGyLB2IBOiA2si21F72iyl3PpKh5oUMFc0U9cEM7rslQzfdldrweKeHCJvKJZ8AAMAJAgDdaOSWezL16DfSnLqQ2si25/UuWtOXUgyNZGjframN7dqUMdg+AHSGQA30gJVe8/l6HKQC6H5FrZ5yz4szfPBgtm/f3unh9DzbvN6iVgEA6F+rnaHmWnr5YKM6GKB7jd/1+lz81n9Kc/JCmpdOp75975U+XlmmNXM5zUtnM7jnpmx7+RutzwG2mFqnBwBsnrIsFW8AQE8QqAEAYDP0csgG8BumO9RHt+eGN/52Bve9OCnLNE4/kcaZp9I4/XhakxcyuOdQtt3zcxm/62c7PVQANpgZamALcSCq/9ihBGCrUccAAPSfpTPULNfvuF4PZLkaUl0Jvc1vmG4zdturc+P/8Pu59NDnM/3kd1LOzyVFPUN7D2fby38x237851LUNn8eA78NgPYSqAGEMgAAAADomLUeHFxLT0sfrDf4nICqblknDB+8I/v+/e+mOflc5ifOpTY4koFdh9oSpAGgMwRqYAtYa9NBkrl3+ewAaId2Nqy6pTkGAED7LZ2h5lrLNuo1qtShAKxWfXx36uO7Oz0MANpAZBJ6yNId/PXs8HeyWaBRAQC9pR1BTpeuBADoX9cL1LzQ/TfiNQGA3vD/s3fn8XGc54Hnf29VdfXdABogAAK8RVEUqcuUZMmiTlt2xknk2Jp4lMjO2pqPNd7I+kQzm4kznh2vYs3HyTqZrDNxEisJPY5nZK28duw4sZIZm7pjHRQlSiQliiIJkCBI3FffXde7fzQJkQRAAiCARgPP96M/xK7uqqcaXd1vPfXU88r1JSHEQpOCGiFqwLkn+LM54Z9JMkJrPS9JBUlUCCGEEGIqUlAjhBBCCLF8yRhQnCafhbmnA18uQAshlhz5vRBCLBSZ8kmIJWyyEyUZZAghxOKlAx/VvYfcG49RyA2AYWC3XU78yg9jr7ys2uEJsSBkrCKEEEIIsbwt9wv/y33/xdwIygVy+58i/9bTuGN9KMMk3H45yat+gcj6bXLeJWqWfHaFEEIsNCmoEWKJkwGmEELUhsAp4D/7Z5jd+3G8AsotgVI4vYcovvMCies/QfLGe+R7XSxJZ140kM+4EEIIIcTyM9Mpn6ZSy8UoMg4Wc8XLDTPwd79P+eQ7+LkRtFsEFO7QcYqdr5F63y9Rf9t98pkTQgghhJgGKagRYgmRqRKEEKJ2je58lOD4m6jCCCrZiJVqBh0QFDO4Q13kdv0AM7WC+NYPVTtUIeacFNQIIYQQQixv544BZ1oYc74xZC0X2QgxU1prhv7pv1LqepOgmMNKrUCF46AD/MIo7mAXmdf+ASvdTvKqX6h2uEIIIYQQi55R7QCEEBfvYi88SWJBCCGqyx3upnRkFxRG0MlWjGgKZVooy8ZMNmEmm/DG+sm//hN0EFQ7XCHmnIxFhBBCCCGWt+l0qJns8fONI6fKl8nYUyxlTs9BSt1v4edHCTWtwYgkUEqhDBMr0YiVasEb6yP7+j9KfkGIGiO/X0IIUR1SUCNEDTl3wHSxLXDlDnAhhFgcSodeIihmwI6BObGBoBFJQuDjDR/H7TtUhQhriyQYapuMT4QQQgghlp+ZTvkkY0axlF3M57tw6BWCwhhmrB5lmBOWG9EkOvBxh7tx+jsuJkwhRJXIb6AQQiwsKagRogbMxQBJLi4KIcTi5RfG0L4Llj3pcqUUyrLRvlcpvBHTIgmG2iHjFCGEEEKI5e18Y/e5GtdLx5qFp7UmX/bIFB08X7qhLISgnEf7HuoC+QUCj6CcX+DohBBCCCFqz8RboIUQi950EwmznW96vhMJkqiYO/JeCrE0GJEEyrDALZ965Ozvea012nfAsFCRJIFTxOl+C+fkAQKngLLC2C2XYq+5EjOaWvgdEEvSmb8xC1mcZBhS8y+EEEIIsdzMtEPNXG9TzK1Aa945Mcb+4yMMZkoEWhO1LTatTHHNukaS0VC1Q6wZM+0ybsZSKCuEdktA3aTr024ZzBBmbOJyIYQQQghxNimoEWKJO/eEq5rJAklUiMVKCpNEtUUv/QC53T+C/qMQTgJn30mmy3lQBlbDSoxYPZl/fgx38Bh+th/tllGWjXPyINbR10hs+xihFeuqsRtCzJp8DwshhBBCCLE0BFrz1L6T7D8+Qt9YibLrYyiFRtMzWqCjP8svb1tDYzJ83vXIOcLsxDZtJ7P7xzj9RzHjaZR1dvFSUBhFWTZ283pCTWurFKUQQsze6d8Hud4khFgoUlAjxBIy24GEnKCK5UoG3WKxCDWtJbz2fTjZEVS2j4AVGNEEBAFBKYOfH8VqaCN2xZ3kX/8Hysf3or0yVn0bRjiOdkt4Y72Uu4dAa1I3/wZmIl3t3RJi2qrVDUcIIYQQQiwOc9WhZinkuGp9H948Nsy+rhG6h/K0NsSoi4ZQSlFyfXpHCxzuzfLTvSe456b1GJOM/eV84OLYzeuJbrieoJTDGTqGlWjECCfQ2icojOEXs4Sa1pC67uPyXgshhBBCTIP0Uxeihkx1Qi0nP8uP/M2FWHrqP/wAqm0rOppGF8dw+ztwh46hPZdQehWJa34JK70ad6gL7ZWxV27GjNejrBBGNEmoZSPKCuMOd1M6tqfauyPEjEhBjRBCCCHE8nZuQc1spzGfTK0UqCyFcbAfaN46PkrvaJG2dIz6mD2+X5GQyZqmBEXHo2+0yLGBXJWjXboaf+ELRDfeQKihjaBcwBk6hjdyEpSBvWIdDbf8BvHLtlc7TCEuivZd/GIG7bvVDkUIIcQSJx1qhKhhF5sQWAon6kLUGq01g9kyRcenLhaiLmZf+EViWTCjKcw7fgvn4AtE+/dBtg9lmNjtW4hdcSfhtdeQfekJgswAVv1KlHF2XbRSCquhDafnIO7Jg+gtH5TveVEzpKBGCCGEEGJ5m84YcK4KYyZbj9ZaxqFzYDhXZjhXJtCaZCQ0YbmhFA3xMKMFh67BPOubk1WIcukzwnGaP/GfKB7ZRW7/03ijPWBYRFZvJXHVR7BlmmhRw5y+I2T2/S8Kh19Gey7KDBG79AaS2+4i3Lqx2uEJMS21UuwrhKiQghohasB8nNBLokCIhaW15ufvDvDTvT10DeXRGgwFV65p4K5t7Vzamqp2iGIRUJaNXncjyZvuJpFITFiunSLaczDs2KSvN+wo+B6BW4LAA3NiAlOIxU7GJ0IIIYQQy8/5pnyabfcZGVcuPNcL8IMAyzSmfP9DlkHJ9XH9YIGjW16UaRHbdBOxTTdVOxQh5ow68QZDP/s7/OwgQTEDKEDjjfVSOPhzGj/6EPHNt1Q7TCGEEEuMFNQIUYNmkxA4nWA432tPL5NiGyHmltaax188yk/39lB2fYJTx1igNa8eGeKt7lF+885NXLehsdqhikVOhcJghQjcImYoPGF54JbAMFGWDYYM80TtkA41QgghhBDL2/kKai70/Nls40xyl/jcSUQswpZJ2fXxA41pTHzPCyWPcMgkEZFzViHEDGT7MV//Hm6uD8OOEmpaizJDlamf8iM4g10M/c9vEGpai920ptrRCiGEWEKMCz9FCFFrpDBGiMXltc5hfrq3h6LjYZkG8bBFPGyRCFsoBbmSx18+dYiRfLnaoYpFLtR6KWayCX+0d9Kkrz/ai5lswm7dJN//4qLJhQUhhBBCCCHETKRiNqsa4yQiIQYyxQnnFCXHZ7RQJh232bSyrkpRCiFqUsfPUcVRVCiMVdeCOtWVWZkhrFQzRiiClxsit/enVQ5UzDfJVwkhFpoU1AixhMhAQojF6Wf7enA8H9sysa332h4rpQhbBoaCouPz3IH+Kkcq5poOAtzhEzi9h/FGei76ezq8+gqshnbAwO09RFDKobUmcIq4/Z0EpRxWQzvhde+bmx0QgoXpGCNjGCGEEEKI5W2mHWrmepuLSa2Pja/d0EhbQ5RsyaNrME+m4JAvufSNFukcyNKejnNZWx3pxMSuq0IIMaWT+8DJY8TqJ11sxBsIChmKh19Z4MCEEEIsddJXUYgaMtUJ9cUmABb6RL3WEwNCzETJ9Xm3J4MXaCKhiceqUoqQaeB4AXu7Rvj4daurEKWYa1pryp2vUTz8Mt5oD9pzMUI2VsMqoptuIrzmqlmt17BjJK/7OFk03tBx3P5OtFsGK4SZbMRu2kLiml/ESq2Y4z0SYn7JlE9CCCGEEMtbNQpqxPxoT8f5yFXtPP1WD8O5MsP5MkGgiYYtNjQnuaytjtu2tFY7TCFErXHLEPjjnWnOpcwQOvAInMICB7Zw5PdRCCGqQwpqhKhhtTaAkgtkYjlyvAANKKY+BpRS6FPPFbVPa01h388oHHgWb+gY2vNQdgTPKeIOHMMd6SZeGCW2+dZZrd9qaCN1829Q7tqLc/IAupxHWRFCrRuJrL0GM9k0x3skxPyTghohhBBCiOXt3DHgbHNek72u1vJnS8ElrSlWNsQ4eHKME8N5/ECTitlc3l5HS11UxvxCiJmLpMAMod0SmIkJi7VbQlk2ZjxdheAWlnyHVsj7IIRYKFJQI0QNOHdgMFcDBRlwCDH/4mGLmG1RKHv4gcY0Jh53fhBgKEVTUtodLwVufwfFg8/j9h7CalyNEU9Xiqa0xs8O4va8S0EZhJovIZRun9U2zGiK2GU3E7vsZrTW8n1+DkmY1zb5PAshhBBCLD/T6VBzvmKZpTCGXAr7cKZY2OJ96xt53/rGaocihJgmp7+DwpFX0eUCRqyO2KabCNUvjo5Ses21MNSBnxvGCMcn/G74uSHMWD3xLbdVMUohhBBLkRTUCLFMnJt0kIuNQiwM01Bs37SCf3zzBGXXJ2qbZ53wBVrjeAFR2+LWzS1VjFTMlVLnbrzRXsy6FszEe4lDpRRWagXaLeFl+il37p51Qc2ZllrSdS7Je1M7pEONEEIIIcTydr6CmtmOD6d6neTEaoP8nYRYOH5+lKGf/QWlrr0EhTG076Esm7FXfkD8su003PE5jFCVbwRcdwMceQE1dgJ3qAsz3oCywmjPwc8PoyybUONqEld+uLpxCiGEWHKkoEaIJWSyopmZdLc5vczzPIrFIr7vYxjGvMQ3NjY2Z+tdjlzXBSCfz+P7fpWjqV3FYhEAx3Hm9TN504YEL75rMZRzyZc9QqZCKUUQaNxAY5sGG5qirKs3avLYCILKVFVa65qMf64Vug/iZoewVm4mcMoTlutICr+/g1z3QfyNZ79fcmzPjUKhMl/2fB/bS91CHtvFYpHbb7+d3bt3S0GNEEIIIcQyNNMx4GzGjOcrsBkZGZnx+uba6fOYcrnM8PBwlaOpntPnxblcTs6LYVF8NqulVCoBlc/Ecj4mTr8PhUJhXs6XtVsi90//Be/EfoL8CCqaQlk2ulxAj/Xj5scojA4S+9AXUGrurhXMVBCKEdz4Oew934XRk3iFMfA9MCyMaB1GQzvhDz7IWMmH0tL8vJz+fvQ8b1kfE6dz+sVisWbfB601oVCI+vr6aocihJgGKagRYgma7cD6dMHL0aNH5/0ukL6+vnld/3IxNjYmF4vnQLlcnvfP5D1XJfn/3hxjtOjjBRqtNYaCiKVY1xDi41uiDA70z2sMC2HZH9taY+azKMfBLTmgvInP8V2U6//hc7MAACAASURBVODksmSmeL/k2J4bpVJpPPEkLs58HNuHDx/mRz/60Vl/I9d1efzxx3n66aenfF08HueBBx7gqquumvOYhBBCCCFE9S1EZ5IgCMhms+P/f/LkyXnf5nQVi8Xxi4W1Llf2Kboay4C6qIkxg5zlyMjIsi4mOW0xfTarpVwuy/vA/OWKjI5/xjj+Fqo4ik61gWFWFphRCMUJxnpxD+8i07gF3XL5nG9/RlKtFLY/iOreg3HiTXDyYMcJ2q9Gr3of+bIFy+Cz4nmeHBNUCi9zuVy1w5i1VColBTVC1AgpqBFC4Hkex44dw/MqF3611kSjUUKh0JxvK5PJAJXBgpi9QqGA53nz9ndaLlzXpVgsEgqFiEaj87qtVAr+w8o0+07m2H8yT9kNSEUtrl2TZENTpOY7Msix/R6vvgV/tAsVlFHRugnLdT6HjiYxG1qwznm/Th/bsVgMy5Jh2mw5jkOpVFqQY3upm89j+6mnnmLPnj0THu/q6qKrq+u8r43H4/zxH//x+L9ffPFFHn30UQ4ePIjrumzdupX777+fW2+9ddrxvPHGG3zzm99kz549FAoFWltb+eAHP8gXvvAF6uomHstCCCGEEGLunG/Kp7nmui6dnZ1ndT+pr6+v+nl5uVymUChg2zbxeLyqsVys3kyZt0/m6cu4OL7GVFAXg0tWRNncEscwpn6vc7kcrusSj8exbXsBo15cThcTLYbPZrW4rksul8OyLJLJZLXDqZpCoUC5XCYajRKJROZ8/aW+fQROFpLNKPuc9VshdDwNTo5w/37szTfN+fana3R0FK01dY3NGCs+Cu/7aNViqRbP88hms5imuaxzsMVikVKpRCQSqdm8n9Z6Xo5nIcT8kCs1QtSQyaZ0gtl1pNFaj1fvOo6D4zjjy1avXk00GiUIgjmf8un0hbnW1tY5W+9ydPLkSXK5HPX19cv6hPJiZTIZisUikUhkwT6Tq9phqZ3uBUFAJpNBKSXHNlC84layuV684RPY9U0o872iN+05OIPDhFasI3XlbYTPeb9OnDiB53nU19eTSCQWOvQlY2xsjFKpRDQalc/kRfB9f16P7fvuu48gCMjn83iex969ewFYs2bNebcXj8f5zGc+M/7vH/7wh3zpS1/Ctm1uvPFGgiDglVde4f777+eRRx7hnnvuuWAsO3fu5KGHHsLzPK6++mqamprYt28f3/nOd3j22Wd54oknSKfTF7/TQgghhBBiUufmtua6qObMaZRO31Bm2zaO46CUor29vepFCyMjIxQKBaLRKO3t7VWN5WIc7s2wuzvLiWGXfDkgapu4fsBIyaUUhMBWfOjKtim71XR1deG6Lul0elkXtp8uHmhra5vT/GwtyWaz5HI5IpFITR8TF+vkyZOUy2Xq6+tpbGyc03Vr36O7nKHsO9jJhkm/B7WZxh08RsQdY2UV/w7ZbBbP82htbV22N5gWi0Wy2SyhUGhZHxN9fX2USiWSySQtLS3VDmdWgiBYkI58Qoi5IQU1QtSAcweyF3OCHwQBUBmIn/5/gObmZoaHh/E8j3A4POv1n0+1ExNCCLEQImuvoXzsDbRTpNz9FmaiEcOOEjgF/NwQVn0bdttm7PYt1Q5ViGmZr9/vK664gq9//etAJVl85513AvDpT3/6rIKZ8+nr6+Phhx8mmUzy+OOPs2nTJgD27t3Lfffdx1e/+lVuv/328yZYPM/j4YcfJggCvvGNb/CRj3wEqFx0eeihh3jmmWf48z//c7785S9fzO4KIYQQQojzmE6HmvNdeDr39Uqp8eePjo4yMDAwvtwwDNra2rBtm46ODslXzaFC2eO5t3vp7M+Sitqsbqx0o9Fakyt5dA/nUQra03G2rJJpLoSoOmXA6Y5ROgBlTniKDnxQCgy5nCiEEGJ5Wp6lzUIsQ0EQ0N3dPd6VJgiC8bapkUiE5ubmBU0gSPWtEGKpUpZNavuniGy8gXDbZpQyCEpZlGERbt9C9NIPkPzAr6GMiUkKIZarM8cFMxmPfPe738VxHD772c+OF9MAXHXVVdx///2Uy2W+973vnXcdBw8eZHBwkM2bN48X0wCEw2EeeOABAF599dVpxySEEEIIIWZutjmpyfJLQRAwOjpKNpsFKtPGKKXGu4CGw2FisdiiK6RZbPHMxsGTYwzlytiWSUt9dHxqJ6UUyWiItoYY/ZkSb3ePSm5QiEVAGQbh1k0YkSRBYWzS5wSFMYxoknDb5gWOTojzWwq/m0KI2iAFNUIsYaenUYDKtE6jo6Pjy5qamsbbAsrAQwgh5pYRjpO6+Teo+9DnSVz/CRLb7iJx/Seov/M3Sd306xh2bc7vK8R8mW1BzQsvvAAw3t3mTKcfe/7558+7jtPt04eGhsbb/582MjICsKxbzQshhBBCLITzdaiZad6qs7OT/v7+8c7MsViMDRs2UF8vHVHm28mRApmCQ0PCnnR5Khqi5PgMZUsUHH+BoxNCTCZx5Z1YqSa87ABBKTv+Hay1xs+PEBQzmPE0iSsnnncLIYQQy4H0aBNiCTk34XD8+PGzLgyl02kcxxmfe3aqqaTkDhEhZsfzA/Z3jzKQKRMyDbauqmNFKlLtsESVKKUIpVcRSq+qdihCLHqzKajRWnP48GEMw2DDhg0Tlq9btw7DMDh8+PB42//JbNy4kZUrV9LT08MXv/hF/u2//besWLGCN954g6985SsYhsF99903ux0TQgghhBDTMp0pn6Z6frFYHC+EhsoNZpFIBNM0yefzxGIxTPO9DqGS95o/fqAJtMacYuytlMI0FIHW+GdMRS+EqJ7oxhuIb/0get9OvNEeoB9l2Wi3BKZFaMVa6m78JPaKddUOVQghhKgKKagRYpGbyV04vu/T29tLqVQCwPM8LMvC8zxs26atrY3jx4/PV6hCLGv/fLCfH+7qYjBXJghAAZapeN+6NJ+5dQN1scnvzhJCCDG7gpqxsTEcxyGdTo9PY3kmy7JoaGhgaGiIfD4/3uL/XKFQiD/90z/lwQcf5Mknn+TJJ58cX9bc3MyOHTvYvn37DPdICCGEEELMp9Pjx5GRkQldBlevXk00GmVgYGC8czNIh+aFUBezidkW2ZJHPBKasLzk+GggFraIh+XShBCLgVKK9Ic+TyjdTm7vT3FHeyHwUOYKQo2rSV33MeKX31btMAVSELrUyLhEiNoho1Yhasi5AyatNVrr8cTB8PDwWcubm5tJJpMcOXLkvD/OMhAT4uLs3N/DYy90UnQr7YpNQ6G1puRpXjk8yMmRIv/nJ64gOUkySYgzyffx3JD3sbZNN6FQLBYBiEannkItEql0CTtfQQ3AmjVruOuuu/j2t7/N1q1baWxsZP/+/fT397Njxw62bt0qUwQIIYQQQsyj6Xao8X2fsbExMpkMULmZzDAM6urqxrvUnB4DTpecP8ydze11vHV8hI6+LHWxEFH7vcsPQaDpGS3QmAhz6co6zFNTr05F/i5CLBxlGKSu/RjJa36Rcs+7BOU8ZqwOu/VSuei/CMnfZOmQv6UQtUEKaoSoAVNNzeS6Lh0dHeMXlADq6uoolUqUy2USicR5f5Av9GMtJ65CXNhYweGJF49ScDxsyyRkqvFjK9CaouPTPVzg73d386mb11c5WiGEWJxm06HGuEACfqr1n2tkZIR7772Xvr4+vv3tb3PDDTcA4DgOjzzyCN///vd58MEHeeyxx6a9PSGEEEIIMTPTKagpl8t0dHSctTyRSNDa2ophGGdN+zTTbYq50ZyKcFl7HSXXp7M/R10sRCxs4XoBI3mHeNhiVWOMq9Y0TLkO+bsIUT3KtIis2lLtMIQQQohFZfpZaCHEouB5HmNjY0AlkVAsFsdPNNPpNKtXr57WBSYplhFibrzwTj8lN8A0FLZlnJX4MZQiEjJxPJ+fvztA2fOrGKkQQtSG6SbQY7EYUBkPTeX0NJinnzuZb33rW3R0dPDAAw+MF9MA2LbNww8/zPr163n11VfZvXv3tOISQgghhBAzd+4Y8HRX5nw+z9DQEFDJiWmticVixONxoNKt8Nw8WK3nvGo5fqUUt29p5doNTWxamcK2TPIlDy/QrG6Ks2V1Pb+0bTWJRdrBV3sOpa695N5+lvzBn+OOnKzpv4cQQixF8r0shFho0qFGiBriui4HDx4cHzAopVi5ciWu6zIwMIBpmlO+djqDjIW8A0RrLXeciCWhYyCHHwRY5uSFbKahUCjyZY+ekSLrVkw95YgQYm7J78zFWcgExWy2lUgkiMVijIyM4HkelnX2qY3neYyMjBAOh0mlUlOuZ9euXQBs3759wrJQKMRNN91EZ2cnb7/9Ntddd92M4xRCCCGEEBd25thdKYXv+xw7dgzHccYfN02TVatWEQ6H6e/vn3QdtXyRbamcv5iGwW1bWrlmXZpDPRlyJZeQZbCmKUF7OoaxCPdTa02xYzf5t57Fy/QRlPMoZWAm0tjN60le93GsRLraYYpTtO/h9B3Gyw6hDINQ42qshvYlcwwJIYQQYnGRghohFrl8Pk9PTw9QmScaKnNBl0olYrEY6XR6PIlwbtJgsqKVap9Y1HpyY7GR93JuzPv7KOfzy44OAtzedyl37ycoFzDCMcKrryTUcilqBtPUCLEYLMTYYTbfw0opNm7cyN69ezl69CgbN248a3lnZydBELBp06bzrieTyQBMWZh8+nHXdWccoxBCCCGEmD7Lsrjkkku44oor8H0f3/cxTZNYLEY2myUcDhMOh896zXTGkZI7qY66mM11lzRVO4xpKR5+mczrP8HpOQRmCDOWIvAc3O63cUd78AtjNNx2H2a8vtqhLktnHsOl42+RP/As3mgvQSkHSmHG04Sa1pC85qNYqRVVjFQIsZCqfa1LCLF8SEGNEItcqVSiUCgAlQs669evx3Vdjh07NuWA4WIHEpJoWPxksDg35uJ9XNeUYNfhITw/IDRJlxo/qLSpjtkmrfXRi96eWPz8/CiZnz+G29+BnxtCew7Ksim++xKhlg2ktn8aM1Z33nXIMS4mo4MAt+8Q5eP7CUo5VCiM3baZcPtWlLU4W6ZP15ljj5l8/m+55Rb27t3Lzp07JxTU7Ny5E4DbbrvtvOvYsGEDnZ2dPPfccxOKb3zf5+WXXwZg8+bN045LCCGEEELMzI9//GM8z+PgwYM8+eSTfO5zn6OlpYVkMkmhUCCbzZ71/OmMGad6juS9xJmCUo7c/qcpnzxY6XSSfK8ISDeuxuk9RLnnXfIHniN13a9UMVJR6tpH5rW/p9xzCBSYsXq07+GeeBt35AR+fpT6mz+FlWysdqhCCCGEWELkFmkhFrmGhgbS6UpLUcuyiEQi48vOnPpJCDFL+SH8AzsZe+G/k3n5e5RPHJhRcu2Wzc2EQwZ+oHG94KzXBlpTcn1sy+CmTSuIhKaelk0sDYFbIvP8tyl3vobb34EybczkCpRp4/Yfodz5Gpnn/wbtORdemRBnCIpZMs9/m7EXvkN+7/+k8NbTFPb9jOyLjzOy8y/wRnuqHeKcmcm45u677yYcDvPXf/3X7N+/f/zxffv2sWPHDiKRCPfee+/4411dXRw5cuSsCzL33HMPAI8++iivvfba+OOe5/GHf/iHvPvuu1x66aXceOONF7NbQgghhBDiPKLRyg0olmWRTqexLItUKrVgOS/JrS0vZ+ZuisfexMv0Y4QTZxXTACjDJLRiHd5YP6Xj+wmc4kKHuuRprQmcIsEF8iSB55B762nKPQexUk2EV20l1LgKe8VaImuvQQc+Tu8h8geeW6DIF16QHaB49A1Kx9+Sz6IQQgixgKRDjRCLnGEYpNNphoeH520bcmeOWI6051J8+f/FeucFAidHTmkwTAp7f0qoeQN1d3wOq67lgutpiNv86g1r+d6LRyk6Po4PlqEINHhBgG0arKyLcGf0MKNP/wyUSXjVViKXvB9lSIHNUlPufA2n7wh+MYPddjnKPDXUitVhJptwet/F6TtM6egeohtvqG6wy0jgFPGzgyjDwqxrrrljT/tepeDv2B787BBmXQtmcgXaLeEOn8TPDpIJAupu/9cX7H60WM22Q82qVav43d/9XR555BF+7dd+jRtuqBxXr7zyCp7n8bWvfY3GxvfuTvzsZz/LiRMn+IM/+APuvvtuoNLB5t/8m3/DX/3VX/GpT32Ka665hnQ6zYEDBzh58iRNTU38yZ/8yZRTQgkhhBBCLHYvvvgijz76KAcPHsR1XbZu3cr999/PrbfeOu11vPHGG3zzm99kz549FAoFWltb+eAHP8gXvvAF6uoufgz60Y9+lN/7vd/D8zwikci8FLhI0czy5hezFN55gcKRXfj5EQwrTHj1FWi3TFDIYCYaQGv8whhBOQcozFgdRiSBCoUJSln87CBG4+ppbU9rjTt4jFLXPvz8CMqysZs3EFlzJYYtHYyDcoHC4VcoHXsTvzCGUgor3U50w3VE1lw14XgtnziAN9aPMiys+tazlinDwG5eT6lrH07vIfxiBjOaWsjdmVfB0DHMXX9LNtNFQXsoZWDE6olvvoW6Gz+JEY5VO0QhhBBiSZOCGiFq0FwkALTWkkgQy5bWmrEX/gbnnWdRw93oSAqVSKE9F3fwGH5+mKCcJ33X707r4vRHr24jbBn86NXjjBUcfK0xlSIcsrg8WeZjAzvw/lcXmVN32yg7itXQTsNH/x2RtVfP9+6KBVTqfB0/04/V0PZeMc0pyrSw6lfiZ/opde6WgpoFoPPDjD37E4qHXiQo5UEprFQz0S13kLjmF1GWXe0Qp8U5eQC37zB+bhi7fct7n61IAiORxu09jDvYSalzN/GtH6pusLM024IagE996lO0tbWxY8cOXn/9dWzbZtu2bfzmb/4mH/jAB6a1jt/+7d9m27Zt/I//8T/Yt28f+/fvp7m5mU9/+tN8/vOfp7m5eUYxCSGEEEIsFj/84Q/50pe+hG3b3HjjjQRBwCuvvML999/PI488Mt6t73x27tzJQw89hOd5XH311TQ1NbFv3z6+853v8Oyzz/LEE0+Md1eerWrmqORGs6XPHTnJ0E//Are/Ey87iHZLYJiU+zvQgYfSCpSi0N9BUMxWusoqhbJszHgD6ACoPGc6ArdM5tUfUT7xDl6mj6BcQJkmZryR/DsvUHf9x7FbLpnfnV7E/Pwoo//8GOXeQ3ijvWjPBa0x+g7j9B7C6TtC6rqPn/2aTD9BcQwzMfl3jTJDGOEYQTGLl+lfMgU1pRNvU37qG6jhbnyvCJEYOghguBsv04fTe4gVH/+Py6KoRr6rhRBCVIsU1AixhJ05yJQBpxDvcfsOUzq8C3+sB13fjhGOY56aTk0nm/AGj+L2d1B46ymS1989rXV+cGsrt1zWzJ5jw/SPlbAtg0uKbxN+5o/wc0MEygAzBNonyA4SFMYY+sGXafq1rxFuv3w+d1csoKAwQuAUsUIRtO+CGeLMdJsRSeINdhHkR6oW47KR7cfZ/R28zEmC/CgYJugAb+QE7tBxnO63aPilf48RClc70gsqd+2tFGrVt04s1FIGVrodt7+DctdeYls+WJMFsxdTUANwxx13cMcdd1zweU8//fRFr0MIIYQQolb09fXx8MMPk0wmefzxx9m0aRMAe/fu5b777uOrX/0qt99+Oy0tU3dn9TyPhx9+mCAI+MY3vsFHPvIRAMrlMg899BDPPPMMf/7nf86Xv/zli4r1zDGg1vqi8ljTfW0tjpuXk7nKZQaew/DOv6R8fD+B5xBqbEeFE2jPwc8O4GcG0YGPO3wclIEOPAwrXJmKqJQnKOZAQXj1lZipCxfaa63J7P47ih27cYe7sVIthJqawHPxMv14mX504NFw62cIndNpZUb7VcqRf+cFCodfISjlMCIJYhtvIL75FoxIYtbrnW9aa8Z2/S3Frr0EpRyhFesr8WqNnxui3HMIHQSVrtFtV53xSgWo838utK7UPbE0jm3tuwz/7JsEw12AgbFiPaFwJX8ZuCW8oW6KXW8y9soPaLj1f6tusAtIvruFEEIsNCmoEWIJmc6J5vkGnDIYFctF8d2f4+eGMGIN+NbZF9OVYWLWr8Qb6qJ46CUS1/7KtKeHCVkG77+kMt924Jbo/eZf4eaGIBQG3we3VDlONWivjDvUzehPv0HLfX8x5/tYS/zcEIUDz+PnhtGBi73yMsIrL8NqaKt2aDMSuGXcoeP4Y/0Uc0MoZZzqRtSG1dCOMky074FhoMxQtcNd0rQOMF9/gmCwA4XGalqDsuxKYt4p4I/2UurYTW7X90lt/3S1w72goDBG4BQxG1ZNutwIx9Geiy7nwXehRjrvnOliC2qEEEIIIcRE3/3ud3Ech89//vPjxTQAV111Fffffz9f//rX+d73vsdv/dZvTbmOgwcPMjg4yJYtW8aLaQDC4TAPPPAAzzzzDK+++upFx3puQc1kLpT3Umryi+21dpNZrcW72JU6X8cd7CJwithtm1DKAECFwhjpVQQBuL3vQuBhhOMY8TTGqc9jEFRuilKWTVDMYEzjXMsdOk75xDu4Q92EV23BCEXGlxnxBtyBo7gDRykeeonQ9Z+44Pom+zw4/R0MPvn/4A514+dH0L6LMkOUjr5Bds+TNP3S/4HdvOGC63b6O8js/jHFztfRnovdtIbktXcR23TTvE2V7A4dx+nvwM8OVaZ2On3TiFJYqRUoM4Q7eIxix27s1q3jr7Ma2jDj9ThDxys3m5xz3qg9h8ApYETrpjWFey2oFGWdhMCH5NnTVxuhCFZ6Fd7Q8UrXoxs/KVOJiWVDfieFEAtNCmqEWILOPKGYzUUpGZCIpc4f60M7BVSyGSb5uBt2DAJNUMwQFLOY8foZb6N48J/xs0OV6dXccqWQQmswTh2TQQD4lDpepdj5GtH1117cTtUg7bmMPvUo+Tf/qZIAcorjbZSVHSGy4f2kbvp1optuqnaoFxSUCwz//e/j9h5Ce2VwA7QywCkQlHL4mQHCa6/Gzw5gxtOEWjZWO+Qlze99FzV6HJwiZsslKONUwlQpVDgODe34IycoHHiexPX/cvEnnSwbZVjgO0BkwmLtu5XO48oAY+6G9zIeEEIIIYSobS+88AIAd95554Rld955J1//+td5/vnnz1tQY5waSw8NDeF5Hpb13nhzZKTSebOu7sJTJV/IbG8AW0pjViksnx/Fo3vwckOYqRXjxTRnMsNRXB1U/qFMdGGMwAwBAdr3MKJJtFsmcIp4mQGs1Irzbq98fD9eph8r1XxWMQ1U/sahdDul4/sonzxI4BSnPB+dqkDMz4/S//d/SPnEAdABVmoFRihC4Jbws0P4xQwDP/ljWu/56nnzWaMvPsHwT/+CwClUpsDSUO45SP7gz4ltvJ6We35/XqYRKp98Bz87dKp4ZuL5qxGrgyHwxnoxR3vGHw+v3IRV34o73I03dByrcdX431N7Lk7vYay6FsLtly/qDj0zUep+m6CYRUVTk043ZtgRMEyC/AjOQCeR9i1ViFIspKX0mzcX5HdTCLFQJo4ghRCL1rkDptP/rsWBgwz+RFWZVuXCcxBMuljrAHRQ6TBimOggoNTxKsP/8DX6H/ttBr73H8nu+gF+YWzKTXiDxyqFFTqoTP2jFMoKoQwLZVqoUBhQaM8h99IT87Sji5fWmuGffI3cqz/EG+5Gl3IQeJWCGu2jy3mKB59n8IdfIfvqj6od7gWNPfffKB3dg++UUKFIZXqvUARMG+2W8LKDlDr3EBRGMeuaiV76gWqHvKT5J99COXlUJDleTHMmw46AaRHkR3B7D1UhwpmxWzdiJNKV1uCTJVQzAxjxNHbLxkn3VwghhBBCLD9aaw4fPoxhGGzYMLFTxbp16zAMg8OHD583R7Nx40ZWrlxJX18fX/ziF+nq6qJYLPLSSy/xla98BcMwuO++++Y89guZTi5squcshS42S9lc5zm1UwDfrZwHTrbcLVVuvghFMBMNGNEkWBZYYYx4A1ZdK2ZdC9op4A4eu+D2/GIG7RQr65mEsmyUGSJwSwTF7Iz2xR3tZeAfvkap83WCwihoTVDMEngORiRJaMU60AHu0HHybz8z5Xpy+59m6Kd/hpcbQusAI1qHEa9HmSH8wiiFd19i4O9+f0axTZf2nMpNIaHJ/x5KKZQVRnteJa92+nHTInH1LxBu20zgFCkdexOnr4NyzyFKXXsxoknCKzcTv/y2eYm7KgIfCCo5zCkow6x8f/nevIejfY/cW88wvPMvGX7mW5XORvLdWRW1eD1ICCFqmXSoEaIGzPcAaSEHvlPdXSHEQrJbN1E68ipeYRTiTROWB4UxVDiK1bgarTVD3/9PlLveJChm0b6DUgaljlfJvvx90r/874lsuH7iRgwTHfinOq4weatcZYAOcAaO4ueGMBONc72ri1a5czeFA8/iF0aozIN9OkGgTv2z8t75mT7Gnvkrwmuuwm65pLpBT8HPDVWmEcsOEUqvQrsl/MIoeE7lM6AMcIoEDBFu305i2101N51VrTldzIYxdTtuZVho7aM9ZwEjm53w2vdRPPQSTvcQ3lAXVn0bygqhAx8/M4CfHcBuu5zwhuvmZfsLkaiRKZ+EEEIIIebW2NgYjuOQTqex7YnjYsuyaGhoYGhoiHw+TyIxeUeHUCjEn/7pn/Lggw/y5JNP8uSTT44va25uZseOHWzfvv2i453OlE9zuQ2xfBiRZGXKpnIBIxyf+ITAR2uNYYawWzaivVLlPFEpDDuOskI4/Z3T3l6lYMY6qxjkTPrUjVfKsFAzmK633HeY0RceI//28wSlXKUop5RDu0WCcgEzkcZMpLGSK/DGesm/+yKpSaaU0loz+sJ/JyhkKlNcndGFRpmVmPz8MPkDz+H0d0xr6qiZMCKJSkedUg4m6fajdUBQzqPsCGYkCcXi+LJwy0bqbvxX5N9+Fne4u7IOZWA2r8deuYnElXdiTlHIVIushjaUHUXnxsCa2C1ID1x+fwAAIABJREFUBz6BWyIUimDVr5zXWHL7n2Lgx/833mgPOggq6TtlYrdtouVf/WfpjiOEEGJJk1tYhahBc5UAkESCWK6im7ZjJpvAK0F+uNKRhkpSIShm8Ud7MFMtRC+7hZEn/5DSkV34mX6UGcKMp1GRJLqcxx3qYujvv4YzSYeL8KqtldazQWUKo3NprSsX/JUJimnd5bSU5N74R4JSvrL/6ErRiTJOtbBVlcd1ZVFQypHf85MqRzy10tE9lRa8dhRl2RjRFGayCSOarDwWilSm7LHC2GuvJrrp4pPN4vxUvAlt2mi3OOlyrQO0U0RZYcwLtOteDMxYHYnrPoHdthmFwjmxn/LxfZS79qKdPPbKzcSuuHPOE50LSQpqhBBCCCHmVvHURehodOrpTSORSoeIfD5/3nWtWbOGu+66C9M0ueqqq7jjjjtYsWIF/f397Nixg9HR0YuOV8aAYr5E12/DTDThZwYqN72cI3Ar54YoBYaBEY5jxhswY/XjNzIEpWylA0zj6gtuz265BDPRiDc2RYfR7BBGOEYo3VaZ3mgagnKBsZ8/Qbn77fEuyEY0WZnayLAIynn83DD6VCFK4DkEU3RVdnoPU+49jA581CTTTVW6KkcInCK5vT+bVnwzEVl9JWZqBX5+mMCZeM7ujfZhhGPYjasxUs0TltvN66m/7bM03H4fddvvpf7mT5G+8/PUvf9uzGhqzuOtpvhlN2PG05UpuZyzv6e11nijvZjRFJF111xwKrKLkdv3M3r++7/DHTqO9lxAg9Zor0y5+21OPPqvKfe8O2/bF0IIIapNOtQIsYSdedI21XRRQixHZiJN6qZ7GX7mW3hDx2HgCG40UTkpVGA1ria66SaMaJLS0TcIimOYda3jczsrQNtRgvwwfnaA7K6/pfFj/+GsbYTXbcNIpAlKmcq0T1qPJwgrrVhdME2UFUEZoUrxyAxoz6XUsatSiKMM7NZLCa99X81M9+IOdFbu+DrdxUed08FHKdCnTtCdIqVje+Y8Bh0EBKVKe2UjHJ907u5prccpgvZRZmj8McOOgR3D8CvTWPn5UYxQCGsZdSGqJmv99fDqD2D0+Km7EM++kyvIDaPsCHbLRqzGNVWKcmbCbZsxb/vXFA+9iHPyINp3wLCwV6wjcskN2Cs3VTvEiyIFNUIIIYQQc8uYwbnh+XJEIyMj3HvvvfT19fHtb3+bG264AQDHcXjkkUf4/ve/z4MPPshjjz12UfEuRIea821TLF2RtVdjt2zAL4zi9BzCqm/BCCfQvoOXGUD7Pma8HqUU3mgPVv3K9/I3QYA72IUZayDSfjlWXcuFt7dqC/mGNrxMP07vIUKNqzHsKDoI8LODuMPHCa+8jMj6a6f9GSwe3YM72jNeSKPdUmWqcsOsdN8BtFfCL4xhGmal+80kxTJQ6bJL4FcKZ6bYvjJD4Dl4uaFpxTcTVrKR6NqrCQoZyicOYNW3YsbqKh1Ys4MEhQzh9s3EN9+CO1V8ShFKryKUXjXn8S0mZrye1HW/Qjk3hh7pxvcKGLE6tPYJ8mMoK0SoZR11N35y3mIIPIf+H3210nFJmZVc5unjw7DAd/ELYwz8/ddY9flvzVscQgghRDVJQY0Qy4wkC4SoiG66iZg2Kb3yd6jsSUyzMgWMWddMbPOtxK78CKM//TOCUhYVSUwotlBKYcTq8UdOUjryCn4xc9adMMowSd38aUZ+8keVk07PQRvGqcKZAAwTFYqCYWGEY1hN07+oXzz8MmPP/jf8sb7K3TyqUsBhNa6m/kP/O+FVW+foXZo/qlKWxLQqibRGu3M3LY/2XZwTB3D6DhPkR9FojEgSu3k99qqtlWKYGTATaZRpE5SGJywb/9z4ZVQkjhmXgpqFYMTqCdZvxzzyDP7ISYJIonLnng4ICmPowCPUuIbE+3+1pn4XrYY2ku//VQK3hC4XUKHw5C3La5AU1AghhBBCzK1YrHJeUy5PPu0MQKlUOuu5k/nWt75FR0cHv/M7vzNeTANg2zYPP/wwu3fv5tVXX2X37t1cd93spyA9dwy40DeCnXkTjFhalBkifefnGf7ZNyn3HsbPDuANnQDTxIw3YDetJXbZdgoHXsDp78A5caDSOUYHBIVRjEgKu/USUu+/e9rbq3v/3eB7OAOdlE8cqNw0FPgY0SThts3ENt1EZM1V094Hp+cgfm4IK9WMUgZBIYN2ShCJo05tM3DLBE4RnRnAjNcTu2SS6cmpTIGFYaB9f+LNX4E/3nkEZVTOo+dB8n2/ROCWUXYUL9OH09cBhsKMpwmvWUvymo8Sbr8cN5ebl+3XktT1n2B0dAzvzScxvGKlmEopQg0rsdLtNH74AewV6+Zt+/n9T+NnByv/MMyzvieVUmgzBF6Z4pFd8zJFmBBCCLEYSEGNEDXkQsmE08vPHdhOlyQOao90Gro4VtsW/BsbiAQF0okQKhQh1LR2vAjCzw6C76LsyVvwKsMEw0T7LkF+dEJr2eR1d1PYv5Py0T2n2gqryn+GXUnOKAPDjhJeczVWsmlaMRcPv8zIk/8Fb7QXtEaF46A13lg/fn6YoR9/lcZP/F+E2zZf1Hsz3+z2LTg97xKU8zBeXHPGd5AOKgkn0wQrhNUwN3NBa8+l8NZTOL2H8EZ7xrejgwBvuBt3+ATxK+6cUdIovP5azGQTXnaAoJyfUOAQlPPowMdMNhHecO2c7MfFmuz3YqkJLv8FrLCF0fEifmGMID9y6m6+FGaikbo7Pkdk7dXVDnNWjFAEQpFqhzFvlvLnUgghhBBioSQSCWKxGCMjI3ieh2WdnQb2PI+RkRHC4TCp1NTTpOzatQuA7dsnTl0bCoW46aab6Ozs5O23356zgpqpch3TzYFIrkScy0o20fTLv0PxyC4Kh1/Bz49ghCKEV19B/LKbseqaibRvYWzX3+IOnyAoVQo57NZN2C2XUL/91wk1tE17e6F0O/W3fYbi4V2Uut9COwUwTELpVUTXX0t41ZYZnfdozwHfQ1k2VnoV7vAJ/OIYlPMQilTyU+hKTgKN1bSW+BV3TrqucNtlhBraK0U5XhkViqA9F+2V0YGPDgJwSyg7Wunk4zkoy552rNOhLJu6D9xD7JLrKR59o5J/M0zsFWuJrL8WK5Ge0+3VMqUU1taP4DVeTip/jIifQxkm4fYtRNdvm3W35ekqn3i78plQ5qSfWaUUWhnoIKB84oAU1AghhFiSpKBGiBo2XxdEJfGw+MnFxrmlUs2E2yYmRpQdrbQzDbxJX3f67h2lDJQ98eK2skLUf/DzjO78Jk5/J3gOKhxDmRbaKaAiCUIr1pO84VenFaf2XTLP/Q3eaC8qHMOINYx/Fox4miA7iDdykszzf0PTPX+wqD8n8W13kd/3MyjnTtXTnOpWo04V1+gAlAFaY4QTxK/6F3Oy3dLR13F6DuKN9hJasQ4jmgQgcAp4g8dwet7BCMeJX/nhaa/TCEVIXPsx/PwI3mgPOpJAhSsFObqcIyjlsOpXEt92V6UQokq071E+vpdS52v4o72gFFZ9G+H11xJefWXNTBc2bcogdO0nSd/4CQoHnsUbPlFJ0LVtJrb51nm7007Mjow9hBBCCCHmllKKjRs3snfvXo4ePcrGjRvPWt7Z2UkQBGzadP6pQzOZDACmaU66/PTjrutedLynnTs2PN+57XQ6HdbKWPOsTiFizhl2hPjltxK//NZJl0fWXEl41VbKJw7gjZ6sTK/dvIHQinWzyq9YiTTJa/4FiSs/RFAuoExr1h1GjVg9yo7il7KE6lcSXr2V8vG3CJwCQTGL1gHoACMcx27ZSPojDxCqb510Xcq0SN3wLxn6p/+KXxhDu07l9YEHwakuNcpAhcI4/R1kdv+Y1PUfP2ua67mglMJuuQS75ZI5Xe+SFU4QWf9h0ukFLjZSM8gVzeS5QlwE+Z0UQiw0KagRogace9I23wU0i/kivBALKXLJ9RTfeR6/MIoKxye2oC7nUFaYUMulmMkVk69jw3XUf/gLZF/5Ht5IT6Uji1KYda3YrRtJ3fIZrPrpdV8pdb5+qquKPquYBk5NQZVsxBvswuk9hNt3BLt143nWVl3hts0kb/hVMi89QZAdBALQ/nszQJ0uFIoksdu3ELv8toveZuCWcfs7cIe7sds2Y5wxn7hhxwi1XEr5+H684W783BBmYvrTM8W3fYygmCH3+j9UuqHkKu1wlR0j1LiaxLa7SFz7Kxe9D7OlPYfMS0/gHN+HN9pLUMoCYERTOD3v4Kx9H8kbPjnvdzZVg9XQRuqme6sdRk1ayASFTPkkhBBCCDH3brnlFvbu3cvOnTsnFNTs3LkTgNtuO/+51oYNG+js7OS5556bUHzj+z4vv/wyAJs3L74uqTKuFDOlDIPI6q2weu6m0lZmCDM2eefj6Yquu4bikVdx+g5jJRqxUs0Yl8Rwh47jjvURlHMoI0Rs0wdo+sV/h32BacXrbvgk7sBRxnb/HUF+7IwbyQxUyMZMpIlddjPucDfKMLGb1xPdMPsOVKJ2RdZUbsDSnos2Jnap0bpyU5wyQjUxBb1YWuR3XgixUJbeVRMhRE2QKmJRC6KX3Urm548TlLIE2YFKEYsVQusAXcoTFMcwU80ktt113gF8ZP02wmuvrhRrjJxAGRb2ykuxmmZ2l5M3eIzALVa63EzaZtVA2VG0U8Qb6lrUBTUAdXfcj5lcQebFx3H7O8B3OT31k7JsjEQj4dVX0vjx/zQn7YX9sb5KW+dw7KximtOUaWEmGvBzw3gjJ2dUUKOUInXzbxC97JbKlFJ9hwEINV9C/Io7Cc3jfNbTkX/znyqdaYZPYKXbCbVUWvD6+RGcviNo38WMNxC/em46AYmlZaETFJIQEUIIIYSYG3fffTc7duzgr//6r7n55pu54oorANi3bx87duwgEolw773vFZ93dXXhui7Nzc0kk5Vunvfccw9PPfUUjz76KNu2bePaayvT2Hqexx/90R/x7rvvcumll3LjjTcu6L5dzJhRclK1YTH8ncquT8HxCFsmsXD1LqXYrZsIt20mKOUodb+NVdeCEUlgppqp5FFaCK+5ksYP/+a0phRXhkHTXV9EhRNkXvkBXm4IZVgYkTjh1ksJt21GhcIo08IdPkGpay+R9dfKudoyFL/8Nqz6Vtyhbgg8tGGd3U3Ld8EwiV128wULucTFWwzfi0IIsRxJQY0Qy8S5gy2tdVVOguTES8wn7TkUD7+Cc+JttO9i1bcS3XwbVmry7jEXYoTCNH7sSwz98PfwRnvxM32nNqRRoQhmqoXEdb9CdBrdU5RhEll7Nay9elaxnFoJoCrTIU3p1LRJNTB9j1KK5PWfILHtlyl2voZzdA9O/xGMcBwz0URsy+3Yq66Ys+8N7bsQeChz6uIcZdpo7fP/s3ffUZZd9YHvv/ukm+tWjp2zYkutrEYgYUmABBgEDyMJG9vY8rONZzlivzd+2MNYgzGGgWENb1nw3psZGWNjopAsAUIJyUq0aKlzjpWrbg7nnrD3++NUV3erq3N1VVdpf9bSWuq6dc/Z59xQ+/zOb/9+Kpy6zdfp2B1LyN76iXMd4gUh62XcAxsJcodwelYfl0xkZdoxnATe0G7cfRtIXPKOKZONNO1C00EhTdM0TdO06bdgwQL+/M//nM985jN89KMf5YYbbgDg5ZdfJggCPve5z9HWdnQhwa//+q/T39/PZz/7We655x4gqmDzwAMP8NBDD3H//fdz1VVX0drayrZt2xgYGKC9vZ0vfelLJ20JdaZO1fJpupxp6yhNGy7WeeNAjgOjVfxQYpmCnpYkVyxsYXHHzLcPFoZB89vuAyEwBrYTlEYIcgWEaWFlu7Faemlef98ZJdNMblMI7GwHsZ5VpJp7MBIZhGFOVgyGqNWUGt5LUB5HNqqYunXyW44wLTo//J8Y+P8+ifLqEHgow4jyuFQIhomVaafj/X8+20PVpuDnB/BH9wNRzNJu6Z3dAWmaps1ROqFG0+axqZJmdEKLNl81Dm+m8JOvEhSHo3Y2SmHYcSo//wGpte8mc9O9iHNIMnF6VtFx/xeo/PwH1LY9g/JqUR/tvktIXXU3iVXrZ+xz5fSuxoilCAoDGOm2E8usyhDl1TEyHTjdq06ylYuPMG2SK24kueLCrmg04mmEk0TmB06aVCjdMma6DWMeBYm8we2ElRxGPD1lsowRS2E4ccLKGP7wbmILr5iFUWpvdbrlk6ZpmqZp2oVx//3309vby9e//nVee+01HMdh3bp1/O7v/i433XTTGW3jT/7kT1i3bh0PP/wwmzZtYvPmzXR2dvKxj32M3/md36Gzs/O8x/nmhBqd4KLNlr3DZZ7aPMBgoU6x5mGZgiBUHM5VOTxW5YZVHVy95Mwr2k4XI5ai5bZPRAtiDvyCsFpE2DFivWuIL16LYcfOeptKShQKTPPkLaCPfDb1Z3JOUlJS3/tzKpueJMj3g2kRX3QlmbXvwm5dcEbbSK1eT98n/m9GH/kc3tBulJIgQAiLxPLr6Lzn/8KZ5crM2vH83GEKL3yTRv9WpFsBorhorO9Smm/+KHbbwlkeoaZp2tyiE2o0bQ45XTDhyOPneiNK38DS5ipveA+5x/6eYPQASkmMZBZhmEi3Sjiyh8rPvw/CoOnme89p+1ZzD823/+9kb/0E0i0hrNisJFw4fZdhdywhrOYISyOYmY7JJCElQ8LiMEY8Q2zxVVh6xcEJzKZOrKYOgvGDhKURrGzXcY+HtQLSq+M0tWO3L56lUU4/6bkQeAj75JVnhJ1ABT7Sq8/gyDRtano+ommapmmaNr1uu+02brvtttP+3lNPPXXe2zhXZzIHPNMkm7NJxhFC6OSdi8xsXg+U6z5Pbxlkz3CZdNxiVU8TlmkQSkWu0mDvSBkEdDUl6G1Nzvj4hBDEelYS61k5LduzmjoxE02ElTxmoumEx6VbQRgmRqIJIzbzx6udH9moMfrI56jv3UBYK6B8F4SBe3AT5V88Ruttv0Xm6rvOaFvJlTey6I+/i7vvNRpDu6JK3EuvJtZ1cbebn69O9T3pjx9i9JG/wxveQ1gvTsSwBX5+kKAwjD92gPb3fUq36NI0TTsLOqFG0+aw802gOd12NW2uqLzyHYL8AFgOVrZr8jNhJJqQjSpBfoDq64+TuvJOzPS5ryISln1ezz9fwjBovv13Gf/uZwjy/QTjBxBOAhQov44Rz2B3LiN762/O2hgvZkIIYouvIqzk8AZ3TFajQQhktYCsFnC6VxBbcDnCOnlbqLnGiKUQdgxZGT/p7yivhpHI6gCZNmt0hRpN0zRN07S3tplo+TRXvNWPfzZtHygyXnaJ2SY9LUevj01D0NEURynFaMlly+H8rCTUTLf4wsup7/057uEthKlmzGR28jEV+Pij+7Gau4kvvDxqB6XNKeNPfJnazn8nrIxjpFow0y0oGSLrJfyxg+Se/AfMTDvJFdef0faEECSWXUNi2TUXeOTa+cg/9zDe8G6UlMR610x+dpUM8XOHaQzvofDc/6Ljg/9Rx180TdPO0Nn3vtA0bcbptk2adnJBeYzGwddRbgWzqeOEz4cRSyFiSWS1QG37z2ZplNPH6V5J24f+msTqt2G3LYza9cTT2G2LSF7+S7R/+D9hNffM9jAvWnb7YhKr30Zs4RWYiSxhaYywOIKwHJyFlxFfdi3Ogstne5jTyuldg5luQzZqk2VejxXWS6jAw2yaW63CtPlFJ9RomqZpmqa9tZ0qoeZU88MzmUfqBBXtTB0aq1CoebSlp15k05qOUah6HB6vIufB+8rKdpJYdi2x7hV4Q7tpDOzAzw3gjezDPfgGZqqZWM8qEkvXzfZQtbPkjeyltuslgvIYVusCzFQzwnIwnARWtgsj0URQHqH48r/q78h5xBvdjze0k7Bexm5bcFwinDBM7NaFyHoZb2g3/ui+WRyppmna3KIr1GiapifN2pwWFodQQQNhx066WkbEUshGjbAwNOXj5/sZqHsBOwZLNHxJNmmzsrsJ07hwN4SdruW0f/gz+GMH8cf2gzBwulZgNXdfsH3OJ073SqzWPvzhPYTlMVAKI9WM3bViyhLHc50RSxJffj1hrYA3vCcKnKRaAIWs5AhKozidy0isuHFeVebR5hadUKNpmqZpmvbWdrZzwDP5/bk2r5xr4z1bSilU4CFM66KtdhJIRSgVtjX1OuQjsR6pFFIqDPPieM3Cap76/o34YwdBhZjpNuKL12K3Lz7t+yp16a0IO4aRyBKWRpC+i2HHsBddgdO5jMzad2E4J28hrV2cqtueI6yXMBIZhGWf8LiRyhKMFPAGdhLkDmO3LZyFUWrTLWrzVMZMNE35PSsMAzPZROiW8Ib34HQum4VRapqmzT06oUbTNE2b04RpgzBQMjz5L8kQYRhTXkCeDy+QPLLhEC/uGqPaCJBSYZqCzqY4717by00rO6Z1f29mty/C1v1uz4nhJIktvGK2h3GCC5XgmLz8dmS9jDAdwtIw/uAOAIxkFqdnNYkVN5BY8/YLsu/ZoBNF5x6dUKNpmqZpmqYdoefz80tYL1Pd9mzUeqaaB2EQ611N6pJ3EF905UU1/0/HbeK2SdUNcNIn3oyueyG2ZZBwrAu6kOps1Pf/gvLGJwhKw4SVPCiJEU9T3/8L4guvoOna90exs5MQhkFq9XoSS9fRGNwZxQ4sB6drGVamfQaPRJtOYTWPCvyTtvYWwgDbQYU+QSWnE2rmCyUBBaf8XhWgFErJmRrVtNPzBE3TZppOqNG0eeTNE4lj/z3VY7N5waonPdNDn0ewO5ZiptsI8oNIr37CqhmlFLJWxMp2TWsrHz+UPPTTXbxxKE/FDTANgSEEQUNSrgf84/P7qLgBd1yh2y9pZ2/av5+VxOpagdOo4tsxkCFGqgW7bSGxpddgdyy9qIKY02U+HtNMmq2/MfPpdZtqvjU4OMjo6CiLFy8mm83O0sg0TdM0TdMuPkKIqIrJBZ6HTrV9HV+5MILiCGOPfxlveDdheQwVeCjAHzuAe+B1Mle9h6brP3TRXAOs7G5i12CRwXyNTMLGMo9WqpFKMVys05aOsbInO2NjPtV7szG4k/Jrj9Lo34YRz2C3LUQYJmG1QKN/O9KrIewYTevee9r9GE6CxOK10zl0bRYZThJhmKjQn/JxpRSEPhgmRjw1w6M7N/p7+vTs1gUYsRR+aRSlek/4nlJKIesl7I4l8yKJ6mL526Fp2vynE2o0bQ4500njsROJN08q9CRDm2+E5ZC45B0ExSHC/AC09CDsRBSICwPC0gjCtLBaeolPY8/nF3aMsPlwgYobkE3a2BNBFqUUrh+Sr3o8suEwVy5qpiurS+Nqs8c9sJHq608QFoeQbgUQGMksZqaN+PIbdJUj7bT03OHsSSn5/ve/z4EDB/jIRz5CX18fUkoefPBBvvnNbyKlxLZt/uAP/oCPf/zjxGKx2R6ypmmapmnarDuSUAMX5sapntfOLG/sIGM//DyNgR0oJE7rAkQsBUoSlsfxhvdQ/sW/YTX3kFq9fraHC8DijhQ9LUmqjYDdw2Xa0jGSjkkjkIyXG8Rtk97WJJcuaL7gYznd+1UpRW3HC3ij+zCbOrFbeicfM2IpzHQLjf6tuIksyVU3Y6VbL/SQtYtIYuWNlF57lCA/gJFsRhjHtzFTjSoIE7ttAU7H3Gr7o7/LT87pXYPTsYSgMERQGMRq7pk8X0opgsIgwo5jty8i1nvJLI9W0zRt7tAJNZo2B8zUJPHYydWF3oemTaf0tR/EH9qFu/81wsIQIMAwIPAwEk1Y7YtpvuP3T1ni9mzIMORn20eougHpuDWZTAPRezzhWPihouYFvLBjlHuu1wkL2uxwD2yk/OK/4A3vQggDI9kMSuKP7CUsDBJWi2Rv+wR264LZHqr2FjdfWj4dqUjz6U9/mm9/+9ssXryYO+64g76+Pr7+9a/zne98Bykl8XgcKSVf/OIXyWQy3HvvvbM9dE3TNE3TtFk3E3Ep7cJzD22m+O//TH3fBvz8ICr0MOIZQiePNVE1w8p2gmni5/upbnmK5KqbZ/U6oFT32HKowJ7hEuV6QNX1MYBizaPiCizDoLs5QVc2wZ1r+0jFZv+2SlgaxR8/hGzUcLpWnfC44SQxU20E5VEah7dgrbllFkYZCetl6ntepTGwDeU3MFMtxJeuI77gMoQ5++dyPoovvIJYz0pkvUSQ78fMtCPsOExUKJHVPFZzD03r3ntCso02dwkhyK6/l6AwhDeyF29wJ0Yyqowra0WEaWF3LqV5/f1zOvaiaZo20/RsRdPmsCMBBj35eevRr/nxDDtGy3s/RXXDD6hte4awMg5KIuwE8SVXk77uQ1NW4Tib8xjWS9Q2/YTatmcplcoMyHvwyZCNKeDEvtpHem7vHa2cz6Fpp6HCgPrul/CHd4MwiS26gtiitfozAqjQp7rxcbzhXZjpdqxs1+RjZnMvwdgB/JE9VF9/gubbfmsWR6pp8+OmyZFkmieffJLnnnuORCLBBz7wARYvXgzAyy+/jOu6fPKTn+STn/wkTz75JH/5l3/Jt771LW666SaWLFkyuwegaZqmaZo2y06XUHOmc8azmVseWxVHO3+1XS8x9tgXCApDhNUCSgYASLeMF3hIt4rTswphGJipVoL8IN7YQYLCEHbL8S2zz/Z1UUrhDe6kuu1ZvJF9gMJuW0TqkrcTW3DZSeMEI8U6P35jgIFclVylgQJCqXAsA8sQ9LamWN6VYWlnhqWdacyLJPlAumWk70609pl6TEY8hXQryHpphkd3lNu/lcLz3yAoDBNWxlEyxHDi1PdtwOlZRcs7fgMzkZm18c1XwjDoeP+fM/ztv8Yb2k1YGo3aP6mogpHV0kvmqrtIr33PbA9Vm2bxvktpe88fUnj+Yfzxw0i3DArstgXYrQtoftvHiC+4dLaHqWmaNqfohBpNm4Om+0axDhxo84Fhx8jc+JHPVKGYAAAgAElEQVSoWs34QZABZlMnZqrlvLcd5AcZ/8GD+KP7kbUCXmijsh4YIWGlCIkMRvz4i38BKEDKufP5kl4Nd/fLuHt/jmzUMJJNJJZfT3zZdQjLme3hnaC2/TnyT3yZsDA0GaQTpo3dtZzW9/0Fsb63ZulSJSWN/a9ReulbNA5uRPkeVnPv5M1+iP6OWG0L8Q5txh/eQ1AcPi7hRtNm2nyoUCOlxDRNNm7cyMjICH/zN3/Dhz/8YQBeffVVDh48SCaT4dZbbwXg9ttv54knnuDRRx9ldHRUJ9RomqZpmqadxKnmh2cyj5xrca+5Nt4jpFth/Mf/HX/sECKWxEi1IGsFhGGhBCjfJazmCIpD2C29CCEQVgxCH+XVJrdzLtcDSimKL3yD8qYnCctjyHoZUBixN6jtfonUqvW03PaJE6qh+IHkp5sH2D1UQgBLOjPEbZNQSnIVj7FyAyFgVU+WxR1pwkqO6qHNUcwkniK+8PJpiTudC2HHEKaN8hvHXe8fS/kNMKyoMsks8HP9FJ57mEb/NjCtqP2MZSPdCt7IPsJ6GSEMWu/4PV0l5Sx4I3up7XkV5bmYmTZSq9+GmTqxDZmV7aL7vs9R3vg41U1PEpTHQQjifZeQufouEitvmrPX329VZ/r3Ib7wMrp+5UHcQ5vxR/cDYHcsIb7wcoRx4sJQTdM07dR0Qo2mvUWd7EJL0+Y6Ydk4XcunbXsqDMg99nm8gW2owMNIt9NkJ8nIgJJSBKFC1EsIw0Y4RwMUjSDEsQz6WpLTNpYLyR/dT/5HXyHIH0ZOrCITpoO751XszqW0vOs/XFQJF7VtzzD27U9HQTKlEJaNUqD8Mt6hzYw8/Id0ffwrOD0nlj2eDkpKlO8iLHvaWolNh6AwxNi3/iPe4HZkow7SBwT1nc9jZjqIL1k3mRwlDBMjkUY2KoQ6oUabZfMhoebIMQwMDACwYsWKycc2btzIoUOHuP322+ns7Jz8eV9fHwC1Wg1N0zRN07S3urNp+TRX54zzWWXrM4TlMTAMzEw74cTNe6VChOmAFUMGHkFxBKu5B5REBS7Cik22JDnnfW/8N8obn8AbO4CVbsXuWAIIZL2IN7IPFfgYySzNN3+UUEpqjRDTEBwcqzBSdAmlZFlnZvJ9ZRoGHU1xhIDhQp0tB0bI7nqU+r7XoiorgYewHMx0O8nl19B07QdmfCGS1dyDle3EG96DrBVOSOxRYUBQHiPWuxqne+WMju2I6rZn8ccPIpwEdvviyfMbtaNqodG/jcbADhqD24n36YoZpyOreYaf/BLuwTcI3TLIEGE5FJ77X2SuvovmW371hGQJM9FE802/QvbGj0RxLMO8KBfNadNPGCaJxWtJLF4720PRNE2b83RCjabNI6cKOMzV1S2aNtvcfRvwR/YhPRerdeHkipmr2UtOZqgaaZpkCdGoYE4k1HiBpO5JWtMO61d3zObwz0hYzZN/4kt4AztQoY+RbsOwYyjPJSwOId0y+Se+RNs9f4UxS6uajqVCn/zjX0LWy1Eyix2PVrYBSiVQjSqyMk7+x1+h6+NfOeW2pO9S3/Yc/th+hGHhLLyc+NJrTrpaI6zkqO/6dxoHXkf6dYQwsbtWkFh546wFqCbHVi8x8vAf4g/vQYUeGCYIA5SCwCcsDuPufYX4ipsn38dKKRAC9Eow7SIy12+OBEFUMcs45nO1ZcsWAK6++mo6OjqQUmIYBvV6/YTf1TRN0zRNe6ua7nngXJtXzrXxvlnj8BZCt4KRzCKEwEykkfUi0qtH1+6GCSiU70bVampFjHiGWO8qrEz7Oe9XBh7lTU/ijx/Cbl2AmWiafMywOzFiabzRfRQ3P82W9PVsGwuoNwKEEBRrDfJVj77W1JTnvzUVY7RQxdzwTUpqH2H+MGYyi7ATSLeCnxtA1vKE9TIt7/iNGa2yIgyTxNJr8PMDeEN7sNsCzHQbCBGNbfwgZroFp2MpdtvCGRvXEdJv4B58g6A8TnyKllvCtLGaOgnKo7j7XtMJNafjVan8239DDu9C1osY8TTCjKr9hOUxii9+C9mo0Xbn7035dCEEwknM8KA17cLQ97o0TZtpOqFG0+aQc+kdfMLFyhy/ONe0mebufgnplqKA0DGBkRvEdraJhRyinQJZnCDAdj38EPxQkU3a3LyqgyUd6Vkc/ZmpbXkKf/wQSkmsjqVHvyfsOEaiiWB0H/7IPtxdL5K89LbZHSxQ3/E8YWmUqAFw/LjvNSEExFKoWpHGgY34o/uwO5ZOuZ3q609QePpryInVZSAQdgyrfRGtd/8ZsQWXHff7/vhBSj97GH/8QLTqTkpQCn9sP17/VlJr30Vi9dvxR/biDWxD1otgWFitC4j1XYqZbp2W41dK4R3eHL1uR8q2di1H+Q38sf0o6SMSGYRUSL8OMgTDgtAnrOQIi4NYLX2owEc1KhidS7FaZz64pmnHmg8Vao6Mu7u7G4ChoSGuvPJK9u/fz8GDBwG47LIokKyUIgxDtm/fDkAmk5l6o5qmaZqmaW8hZ1Oh5nxMtX19c+7MyUaNsDIeVWhp6jz6uoUhKIkQUexE2HEMJ4mSQZRUY0XVXZWS+Ll+VOgT615B+sp3n9d4Goc2ExSHwTCPS6Y5woglUXaCsaFBtr38LFucSydbdNe9gEYgsU2D5pTDm69EDEPQXdtNurATX46Q6L0E45jqxNKr4w3uRFgx3GWbZrwSRGL59QSlEYQw8PMD+GMHUEqhvBpKBhi1OI3ULqqbf0py9duOG/uFJt0KMvAQhnXSiiginkLVCoT18oyNa64ydj9HMLIHGtWo2s/EQjAz1YL06gSFQSpv/Ij0lXcS615xmq1pc91cjZtomqbNVTqhRtPmgLOdIE3HhOpCT8p0oEKbCw6NVxnrHyHteqhEgqRSGBOfjYTw+ZjxFD+QN7E3bKdhxlFSEbct2tIWb7+kk/dfMzeSFOq7XkRW85gTPcyBqKqJkgjDxGxqJ6zmqF8kCTXe4E5U6CNMZ8rvKiEEyrRQYYA3uHPKhJrq60+Qe+zvkdU8CBH1E1eKsFZAHq4w+s9/Qef9X5hsGSV9l9IL/4TXvxUlBHbXSgwngQoDwvIo3uAOlAxoHN6KatQIisMorwrCwEy30jiwkeQl7yC28IrzOnYlQ4pPPURt69OEtQKqEbWJafRvnUwMErFUFMA0QQQGCglKRqsBZYg/dhAz04k/uhcz0xEl+5xneW1NO1/zIaHmSJWZa6+9lkceeYQvfvGLNBoNnnrqKbZu3cq6devo6ekBYHR0lL//+7/nlVde4aabbqKj4+KvZqZpmqZpmnahHZtQo+NGFx9//BDFl/6V6rbnJiq2GtgdS2ha9z7Sa9+N3dqLYSeQjSpGPFpcZGU7UShUo4YMPJAhKgwQsSROczfN6+8nvvCy0+z51MJ6KWrRfYrqG5XQwvNcwnqRRb0pEo6FVIrdQyXKuRojpTrZpEN38/Hb8ANJd2krcXccp7vvhIQUw0lgtfQQFIep735lxhNqhGGQufq9OB1Lqe//BY3BndR3v0zoVkCGhMIgqORwD2zEfuW7dPzyX+C0LzpuG2GtiPJdjHgaI5aatrEZdgwhTJQMUDKcshKw8hsIw8KwY9O23/lIyRDj4KuoWhG7ueu4c6nCAFAIK0FQzVPZ9BOdUKO9ZczV+JGmaXOPTqjRtDnsSHBhuiYOM7ESSE9ytLkgX23wP5/by87BMjeOhKwNIKxUGW8YZJMOzcloZU1GuNwvnmSgXGNvy/XYa3+FtpYs65a0kknYs3wUZ0bJEDkRfBJ2AlkvEZZGkW4pSqoxLYxEFuXVCSu52R5u5Gy+R8SJ5ZalV6fw1EPIah4RSx4XMBLxNLJWJCyPUnjqITrv/3sAGgffIMgPoGSI3bN68rtMmFbU+x2B17+NIN+PmWjGbOnBaFsARxJu+reClBjxzEQv93NTfulbVDf9hLAwiJGK9oOaCCD6DUBFgSqi91+UKFRHyWilIEoiqzm8/i2YTR04vWtIrb3rnMdzOmG1QFjNYSSazquEtzY79E2Ms3Ok8sydd97J008/zfe+9z3+7M/+DNOMgp0f+9jHWLx4MYODg/z+7/8+W7duJR6P82u/9mv09fXN8ug1TdM0TdPmPx2TOneN/m0Mf+vT+IUBpFuJrrWlJCiN4g3txj20mexNH6W04Yf4Y/uRiQyGkwTDxG7uIXQrqMIAwkzidK8ke9NHSK25BSvbdd5jM2IphGkh/caUj9e9gNBzCYjT0tKMcqJbIoYQ9DQnqbgBharHSLFOVzbB0XVGiuFSnYWyQFzVsU5SddZMthDkBwgKg+d9LOdCGAbxRVfgdC1j4OE/QQYNlJRYmTaEHUP5HmF5DFkvM/q9B+m+73OYqWbqB16ntv1neCP7oiQn2yG+4DJSl96G07H4vMdlxNPEupfjj+0nLI1iNXcf97hSavLnb64QrL1JvQRuCVQYxXmIWp2FlRyyUZuM96h6QGXzT2m55Vcnk9o0TdM0TTt/OqFG0+YgHQDQtAun7Pp8+fHtHBir4vohu+KXsaq2kaw/TlUkyVc9pFK0pqLVM7JWoNv2WbbYoO3mVbM8+nMgjKj0rmEQ5AeQpeFodYsKo8cDj9BzQQChP6tDPSLWdxnCspFu9YSWTxCVjyb0EbEUTt8lJzy/vv05ZDUHwjhh9ZUQAiPZRFgapXHwdfzxg9hti/D6tyGruePKWR/LiKeRtQLSqxFfeu3R7drRY0FhEH/sAO7+1845oUa6Fapv/IiwMISRaZ8omSwQtoNptRMWh6L2ToEHdjx6zQwj6pEdNFChD6EC08FZdAWxvktJrb0LM9V8TuM5FffA65Sefxh390tRYAdBbOEVZG7+KMlLbp32/WkX1kzMO+ZL8s6Rc/XZz36W66+/nqeeegrHcbj33nu55pprAOjp6aGlpYVLLrmEBx98kEsvvXQ2h6xpmqZpmnbRON1CrzOdM86XueXFQgYeI997EG/sAAiB1dyDMO2oklCjSlAaiapi9K0hs/ZdlDY8QpAbQMRSUbulMEDWi5jxJpzuFXR99L9gvym54nzEF1yGlW7Hz/UjGzWMWPK4x2u1GqZfI0x3UG49fu6djlu0pBwqdZ/Rskt/vkpbOoYfKnIVl1BCMm4TC6yJa9spqqxMXPOe1eKfC6Cy5WmC8YMQ+Dgdi4+2LbfjGIkMwfgh/LEDVDY/iRFLU974b9E5cyuIiSq//tgh3MNbabnlY8QXXXneY0quvgV3YAfewA4UCivTESU/eTX8XD/CtLBb+4gvvuq89zWvHXktJ77bpO8SFAZRvoeSQZTgptRkVeLRH/wt7b/8F5g6qUbTNE3TpoVOqNG0i5y+iaVpM+snbwxyOFfDCyWtqRgFsYrx+iLiyqU9HKOsUlSqCdJmiNkoo/w6VutC0te8/4KPzQ8k+0YruH5IazpGX0vivL8jhBDEFl+FN7iDMN8/2RpImDEQIuqBLn1QgsbgDqrbngHfi1YaLbkqWnE2w+IrbsBq6cMb3o3yauAkjwm8SlSjirBjxJdfj9264ITn+yP7JiryTF1SWEwkGanAwx/dj922CBW4UZupkzxHuhWUkhhWbMqqOGZTF0FhkCB3mLBaOKcklvqeVwny/cjQg/I4CoUQAmHFMFLNGPEMslaIkqGkD+ZElaSJpBrlSoRtkrzk7bTe9acXJJEGoPrGjxn//n9GNWpREo8QoBT1PS/TOPQG2Vt/i+ytv3lB9q3NXfOh5dObffCDH+SDH/zglI899NBDk5VrNE3TNE3TtMjJEmpONT8833nkfJl7Xki17T+Lbt7LAKv5aKtoIQQingYhCCs5yht+SM9vfhVh2pQ3Ph61KfbqYBjYzb3YHUtov/uPzzmZ5mSVuo1YktSlbyeojOGN7cfKdmEmm6Nxlcew84Pk7WbGWq7Ed5qOe64QgoVtKXKVBkIIao2AuhdiGoLmlENHJs7C9BrM3UOEldyUFXXCSg4jmcVuP/+qLuejtu25KN6QaTuaTDNBCIGZaScsjVB+7VGMZJbG4E7s5h6czmUIw0CFPn5+kEb/NgrP/xMdv7zovOMG8YWXkbnqPZSBID+Ae/CNqO22YWJmOnA6ltD89o/rlk+nE2+CTCfUc0i3gqwVJqoUR5WJhRBI3wMravXtHtpE8cV/ofW2T8zywDVN0zRtftAJNZo2j50qUUYppYMG84BOhppefih5afcYNS+kKWFjGAIQPNv5UW4b/ic63IMkggqWLBMULKxMFrOpg+Z3PkBs4RUXbFxBKHn89QF+tn2EYs1DKrAMwaL2FHdf3ceVi1rOa/vJy95J6fmHo+omwgDDjJJplAIUECVEhMVhct9/EMNOgGlhpltJXn47qWvvmZbjPFPCtGh976cY/eankLUiql5EmXa0GicMEJaDme2m5d3/YeoNTAaWTvH5mfiOFCK64W3EmxBWPOoFP0VPceXXQUmEHZuoHPOmMRsGhp2IVg95NTjLoJRSitrmnyCreQgDpJIIYSClRAQeKmggnORk8ooMPIRhTbagwW+ADBCJLNnbfvuCJdME+QHGf/Agsl4Cw0LE0whhRGMIPKRbofjM13EWXk5i+fUXZAygvxvnuvk0P5lqvtXf38/4+DhLly4lk8nM0sg0TdM0TdMuPhdqHjhXrg9mohX7uajveSW6Fo5npnyNhJNEVXJ444cICoO03PobZK55H9WtzxKURhCWQ2LxVcSXXH1CosfpKBlS3/Mqla3P4o/tB8PEaV9MavV6EsuvR5jR7Y2m6+4hKI5Q2/USQWkEf3Q/KvCi8QmTuKhg1sdJF/dQyS4/bh+GECQck+5skssWNqMA2zRY0JZiVU8TYvjt5Ma24w3uRNgJzGSUlKOUmmibPYLTs4rkyhvP/uROo6AyHi0echJTPi6cBCrw8MYOYmXasbKdWNnOo4+bNnbbQryRvQTFYWp7XiZz5bvOe1yZK+/EaV9EdccLeIM7UVJixJIklq4jueaWk7bS0o4SQiCX3IhdGSIojYAMUTKKQUWL4YKJdlAJnK7l+LnD1He9RHjTr+gqNedIenXCSg5h2phNHfMqTqFpmqadPZ1Qo2nzyOkSaDRNO7VC1aPi+qCi4MkRdSvDj3p+kyXVzSwpvUbSK5BOJ7ns+ltIXnHHlFVQpksoFV97ejev7ctRdQMQYAqBLyXlwwEHx6t8bP1S1q/uPP3GTsJMt0VJNACGgMBDTSRmIIyJiisKQp+wmoeMCY0yYWmYsJonKI3CkjtAzFy1hfiya+n42BcpPPHlqFLNRDsqEUsSX3oNLXf9MXbboimfG1twGcKOR8k4sfSJLaNkOFGNJoHTuzp6zuK1uPs24I/uw0y1TgbtYKLvd62IsOKYiQzCmKoEtEIGDbDsk1a5ORXv0Cb8oV1RkESIycpAAlChj/RdhAKsWNTyKQxQ9RJKGFGilGlhxDO0vOsPcLqWn3Jf56P86nejhCFhYhwTxBNCgB0DFMpvUHnl2xc0oea4/WpzwnyrUBOGId/5zncYGBjg3nvvpauriyAI+Ku/+iu++93vopQiFovxR3/0R9x33304zomJeJqmaZqmaW81Z5NQMt1zRh03OznpN6IkCGPqWwliouIISqJ8FwAr0072hg+d334Dj9Hvf5bqtmcJKuMQRBVQ3Xia+r4NpFa/jZZfegDDcqKFN3f8Holl15L76dcIq4Ujg8O0Y1ieR29uA0HjMP3L7yHXcfXkfsbKLum4zZq+LL983YlVZtSCS0muvClqiTR6gMC0EE4c2aiDCnG6lpFacwtO98rzOt7zZdhxhGGiAh/hTBGfCX0wTFTgEVbzxNtObOkkhMBq6iDID9Do335WCTVKKfyxg7j7XyMojUWVidoWkli6jljvGmK9a1CBNxlvOdvkqgslrBWpbnmK2u4occxMtZBa8zaSq2/BcOKzPbxJcslN2OWD+DufJazkAAMV+FGVYiEQdhy7pQ8jkUHYMcJaEW9oN4klup3W2fDzg5Rf+yG1XS8hvRpCGNitC0hdcTvpy2+/aN63mqZp2szSCTWaNoe8+eL+ZKVOj/33qR57s/lwA0vTzkf0ERAoTqwqEBo2ezJXszV+JXU/5Lrlbdz8jjUXfEzP7xjhF/tzVFyfTNzGNsVk1ZG6F1Ks+nzzxf1cuiBLS+rcSuSqRg3DjiMtB8NJTJSNVdEJMawoIKZCQGA4ickSx9KrE+b6cXf8DBFfAL2XT9txn4n44qvoeuD/xevfgj+8BwyT2ILLsTuWnPp5K27EaunFcyvIeikKNky0aVIyRFYL0Wqp1esxM+0AOD2rcbpWIOslvIFtWNluRDwdBaJKIxPlk1sRho2S4QlJNbIyjmHHotLT6bazPtb6juejqjNWDBVEwcwjF/HCtKPAZeiBUljtizBiaYLc4aiFlzBwetfQdMuvkVzz9rPe99lwd70YBe/skwSdLAfllqnvfmnK86S9dc23hJpPfepTPPbYYyxbtoy77rqLrq4uvvrVr/Loo4+ilCIejyOl5G//9m9pbm7mAx/4wGwPWdM0TdM07aIxXcktJ5tX6uSZs2M1dUZtkX0XYie2fZ5clGLaWE0d572/I69b7adfxd/6Y6RbiR4wzKgia6NG4/A2lFfHTLfSvP6+6HmGgRFLoSZaINstfViZVoQwqBVriOII8fIhOnd9jzGnl6rTSr7aoOFLlnamuXZ5+0nHk73xI1iZNipbn6HRv40gP4hCYSayOF0rSF/1nlm/jkksv47G4E5kNY/h9JzweFjNY8QzGPEMyq8ft1DoWMK0UWEwWeHnTKgwoLThEdz9vyAojhC6ZYQQGMkW6rteIn3lHSRX3oSwnCmr+s4W99AWxh79PEFxmLBWjOIUpk193wacDT+k45f/D+yWE8/lrDBtUnf+IQ2/QnXbcyglo6rKhoVhx7GauyfjTZMJbhOLz7Qz0xjezdgjf4c/fpCgWojOrwzxxw/TGNlLY2A7bXf+vo5lXQT033FN02aaTqjRtDlgti/INO2toiUVozXtUKx5+KHEsU68QHL9EMcyWNZx4UumKqV4btsItUZAKmbhWEdXQQghSMYsAulTb4Q8v2OU9607t0o5RjKLsGzExP8jjMlEDFnJTVykGGBwXMDFcBKodGsUlDnwCnKGE2ogOg+xBZcTW3Dm+xaGScvdf8bYt/5PwvIYYWk0CugoFZVHNkxUGNA4+AYj3/hTUmvfRXLNrWTW3wcovKFdhOUxZGkEYVqYqVbM3jWYqRaC/ADewHas1gUYiSaQIWF5lKAwhNOzitiiE1eAnY6SEm9kD6pRxcx2EZaGoxZTlgMTKwSVAgIPI54hc92HaHr7r+MP70G6Zcx0K1bbohn5WyJ9lygZ62QrdkTUaUtGgR0dhNCOmA8JNUcSMR9//HFeeuklUqkU99xzD319fQC8/PLLNBoN/viP/5gHHniAxx9/nE9/+tN84xvf4Nprr2XBggtX7UzTNE3TNG0uuNDzwFNtX9+cO7n0FXdQ3vAIfn4QI54+LiFCKRXFBGIpkituwEydX0vqSbkDeNt+iqqXEHYSI5aYXFykfBcZeHgj+6hufZbMuvdiJqI2TJUtTxGWRrGb2rGajibItDYlGRfdhPmQuFcgduglDnS+k6aEw6K2GLde3sOi9pPHeYRhYLX2ERZHkG41qrSiJFKUqW5/Dn/8EO3v/dNpSb5QoU99788R217GUAo32SB1Bu2y0lfeSfn1J/BH9hMUhzHTbQjTQoUBYTWPbNRwOpZgtfbh9W8/aUtr6ZYxYknMs2jFVHnjx9R2vhhV9c124XQuRUlJWB7DPbQZJQOMWJr4ogvXLv1s+YUhRn/4ObzhPQCY6VaE5SA9l6A8hnSrjP7gs3Tf93cXTaUaYTk0XXcPfq6foDQSJbuZDkY8dWSVIEpKpFvFau65eJKB5gAV+ow/8RUaQ7sAQaxjaZRIONHaLcj1U932HLGuFWSuvmu2h6tpmqbNMJ1Qo2lz0IUOMOggwsVvrt5svNiZhmD96k5Gii5lNyCbEFgTrZ+UUtT9kCBUNCct1q8+81VXKgxQvouw4yddATSVUt1nsFAjCBWxxNSBk5htUPdCdg2Vz3i7b2bEksRX3ES18hiyVsRItUwmOkRVT2T0n+lgJI8PjhmJJvzKOKJw6Kz3G1bG8Uf2RSVUrRh22yLM5u7j3t9KKfzhPQS5wwjLxllwOWYye87HekR88Vo67vs8xZ/+A43+rVEwLIgq86iJ9lbe8G78sQM09r9G5effp/1/e5Dsbb+NN7ANd/9GZL2IsByc3jXEl6xDKUn1F4/ijezFHz+ILI1EZXiVjPqsp9swTtK7OqyXqG97BrlrI2YQUB+/gtjaO6NjVSFICYDVsTRqvVXLR6vFJsppI0wwTMxsF03r70cIgdO94rzP09mymrvxR/aCDMCYYtWZDMEwoveYdXxFJelWotfCb2BlO7G7V+nvulk2k/OB+TD3kFJimiYbNmxgfHycL3zhC9x9990AvPjiiwwMDNDc3Mxtt90GwHve8x4ee+wxnnzySXK5nE6o0TRN0zTtLe/Ylk/zYX44X8R6VpJccwuVTU8SFIeipBo7ATJEumVAYbUuIHvzR0+5HakUoyWXuhfS8AMG8jV2DJSougEx22RVTxNXL40qbJg7nkR5NYRhYcaPVsURQiCcRLQgJvTxRvfjHtxEavV6lJQ0Dm8lrBWI9RxfUdgQ0N4UxzU78cb7udQepHVlJwvaUlzSlyUdt0859qA4zNhj/xVvaBcAVksvwo6hvDphaRS3XmbssS/Q9ZH/fFz747NV2/Ui+eceJigMIsoFDGD8wPOUOxbT+ksPEOs9eaVku6WXtnf9AeNP/DeC0gj+6P4oyUJKjEQTTvsiWn/pAaRXp1gex8/143SvmKzYC1FSQVAYxu5YQmLZtWc05rBWpL7vNbyRvcT61hyXpGMmMgTFEbzhvVR3PE9s4eUXzav2CcYAACAASURBVHV++RePEeQHQRjR6zkxLtNyMOJp/PGDeCN7qe34Gekr7pjl0R6VXHkDxRf/haA0EsVXEkfjTEqpyc9orPeSC9qifr6p7/05fq4fFfg4ncsm3w9CiCg2JwyC4jCVzU+SXvvuWWv9pP82Hu9i+T7RNG3+0wk1mqbNykRMT/60i9U7L+tiy+EC2/tLFGoelmFgGAI/lBgCmlM291y/8IzaK/mj+6hu+jHuvteiXt+WTXzpNaSufBd2+4l9ud9MKoUiin+c7ALBmGhRFcrz+0xlrv8Q7u6XCAqDyMo4IpZGmCYqDCeq1ZgYTvKkCSFnQwUe9R3P443uIyyNooIGwrQxM+1YLb0kL7kVI57G3beB4tNfxxvcjgoDQCCcOHbHUmILr8BMtZBYtf60LZ5OJtZ3KZ2/9mW8kb1UN/2E8gvfQImorZLhJMEwUEGDsFagceB1xr/3GTru/wKxhVcQWzj1qqr0dffQ2L+Rwk/+O0Guf3LVmjDKuLv+nZHDm2h6x2+SufZoe5fqGz+m9LP/SVjNo+plDKWoHX4F77Xv0/S2XyW19t2YmXaEEwevht27BqM0SlgaQXm1aCPCxHDiJK+4Y1bLJ6euuht374aogo5pHR+YUwoVuAjLIX3V3ZPvaenVKb3wj9S3PkNYL4EMowSrjiVkbr6XxPLrZ+twtBl07LzAmOM9yQ8fPgzAsmXLJn+2YcMGBgcHec973kNb29G2b0eSaBqNxswOUtM0TdM07SJ0bELNVHQsafa03/0noCTVHS8g62VkrYgCDDuGEc+QXX8fzimuzfePVtgxUCRXaTBWdtk9WJpYtCQxhMA0BYfGK7x+IMeNi5O05w9C6MNJ2gkLO4b0XaRbRjaq0Q9lgJJhVBV1imqoAojFYhgWtLbGuOn608dljii//iOC/AAIA7tt4dEYjeVgxDP4o/ui5IudL5K+/J1nvF2YSILIHaa67WcUX/5XguJINFjhAAo/109YHmOk/Ld03vOXxE6xeCa1ej1Wtovya49S2/1ydA5Nm8TSdTStey+xvksIqwXqe3+Oe2gzjf7tWE0d0flsVAlLo5hNHcR6VxNfcNkZjb9xeAtBeRQz1TxlxRuzqYOgMEiQ6yfIHcZuW3hW5+dCUEpR2/ECYa2A1brghJibMAzMdCthtUB128WVUGPEUjRd90GkW8Eb209YLWAmmqKKSdUCCIHTtZzsjR+e7aHOKfX9G5G1ImaqecoYrBFPQ2EQPz+AnzuM075oFkZ5lE4kmT/0a6lpc4NOqNG0eexUgYYjbQlmmp4gaBe7mGXyyTtX871XD/Ly7nFqXoBSkHRMurJx7rq6j+tP0lf7WPXdL1F86msEpRFkrTD58yA/gLvnFbLvfOC0iQKZuE06ZlGo+vihxDZPvMnsTfy8O3t+5Wed7pW0vv8vyD36eWQ1j6wXo0QaAGEg7Bh2+6LJErJHSLeM4SQJsn1ntB8lJbWtz9A4vJkgdxgz3YaZzKL8Bt7gTsLyKCrwMZLN5B75L8haARX4CMtGBT5Uc4T5QdzdLyGcJMVn/h/iy6+j9X1/cc6lpZ3OZRQGd6KCBkbs+KQh4SQRVoywPEbj4Bt4hzadsm2TYcep73qBoDgUbS/RhLDjE33eKwT5QYpPfx0z3UpyzdupbXuGwlP/QJAfQFg22PGonGyjhlcrUnjqIYQdJ77iBvzh3QSFAezOFVjZLqxsF0pJlN/AH92D3bGU5Kr153QOpkvq8tspv/QveIe3oNwKWLGJPvdhVFHHMDGz3aRviAI70ncZ//7f0Nj/GmElhzBtMExUZZywMoY/foCWOz5J8rKzC0hqc9tcnyv4vo8Q4rjEoE2bNgFw7bXX0traipQSwzCoVqPg/1w/Zk3TNE3TtOlwsjnR2bZq0ok3089w4nR88C9pGthG+fUf4+7bMFHdQyCsGKWXv01t+/Okr7idzLr3HVe9YedgkY37chwar+CHkgNjFYo1HykVmYRNS8qhKeGQqzbYN1KmXq/zS6TpgMlqrScQxkTvYybbPQnLiW6GWzFUo4qYYkGQdMsIJ4HZdBZVh5WitutFwmoOu33x1MkXmXbCSp7azhfOKqGmuuMFiv/+z7j926KKI4GHsONYLb1gRHEeOx4nLA3jjx+g8Pw/0vXhvz7lNmPdK4jd9YdIvzHZ1smwjy4KM1PNtL7zt8k/+z/wxw8RVsZR1TzCjuF0rSDWu5rmd/z6GVdYDt0yynenTKaBiapCsSTSdwndMqeuBTQz1MS5QYbHnZtjGXacMBgjPCamd7FIr30XqJDiq98jLOeiYxEiihU1d9P6zt8m1rNqtoc5p6jAQ8kQw5z6HSqEiD4TMorDaZqmaW8tOqFG0+aRqQIGb26domna6cVtk3tvXsr71y1kx2AJLwhpTcdY3pXBNE5/09PP9VN8+uv4I3sRsRR25zKEaaMCb6LN0V6KT38Nu20hVvPJ+xlbpsGNKzt47Bf9VBsBTQkb45jPtB9KXD+kOemwfnXneR93YsWNdH/iH6hu+gnunldQvhutlBo/gKyVkG+6sJS+i6yMY7b0IRefWRWRIHcYb3QvQb6fWN+liGODOk2deEM78YZ3Udv8JLKSA9PGSDehGpWjCT4okCHKcwm9OvVtzzFaGqXz4185aQDnlGMqDNE4vAkVeBhTtJMShokRS6K8GrUtPz1lQo2f66e29RlkNY/Z1BUlyRw5PjuGrJcJK+OUX/oX4ituovzv/0xYGMJIZjGTWTzPAykxnRZwy4TFYUovfpOO+z6Pu/dVpO/iDW7HTLUeLS9dy2M19xJbeCXOgsvP+vink7AcOu//AqPf/HMa/Vsh8FBBEAVZ7QRWax8d9/4dViZKSqu+9kMaB35BWM1jNfdMVtdRSiFrRcL8IIWnv0Zs6TXT0upLOzczkewxn+YofX19KKUYHh5m9erV7Nmzh4GBAQAuvzz6jAoh8DyPnTt3ApBOn3/1L03TNE3TtLnudBVqzvT5b3aq7V2Mic0X69xYCEG871Lc/a9TDzxk4IJSGErhV3P4uQGC4hBBYYiWX3oAIQQV12fTwTz7Rst0NsWpuD5SgWUImlIONS+k2ghJOJLeliSDhTq5qs/2+BV0GK9HVWfC4ITkjqhlMxiJDPFjrtFTq98WtWEuDuM4yeMSe1ToE5ZGsVsXkFr9tjM+bhV4yEYVFYYYJ6uY4yRQxWHCWvGMt1t85bvkfvJVwkoe6blRu2clUb5LMH4IEi2QbkcIgZXtxhvaRaN/O97YwdNWx1CBh/JqJyTTHGG39tHxvj/DPfgG7qHNUUJMoonE0mtwes6u/bKwYmDYyODkSQbKjyoTG9bpqz3PBGE50YIeYaBCP/r/N1GBjzAtjFhyii3MLiEEmavvjhZq7XgBP9+PMExiPatILLt2VisXz1VWUweGHUc2qpNJesdSYYAMPIQdw8q0TbEFTdM0bT7TCTWaNoe8+YL6yL9PWBlxioueizFQoGkXq1TcYt3S1rN+Xn3rU4SlUYSTwGrunvy5sBys5h6CfD9haZTa1mdouvneU27r9su7eW1fjsO5GvmqR9w2MUTUgsoLJJmEzfXL21nacfaJJFMxM+003Xzv5LiUlOR/9GXq239GOH4I6SSi1V5BA+XVMbPdxJffQLXnMs7k28Ub3kVYHI6SJ94U1BGmhdW6gPquF5HVQlSlOZaKAmhefaL11JFVaAqQiGQrsl7EG9xJ+ZXvkL3l1876mMNaIWozZJjHtSg6/sTYUfJKNR+dF6Wi0smGdVyArr792WglnJM4Lplm8hjjaaiX8Ef3U934GEFhEFAYU1ysi0QT1EuEhUG8ge003/57lJ77H3hDOwkr+Wg/loPTs4b4kqvI3HzfrPVwPpaZaafrtx7C3fMK1defIKyMY8TTJC99J8lLb5s8LyoMqG76CbJawMx0HBfwEUJgppoJfBdZLVDb8lMy190zW4ekzYBj5zhzda5ypCLN9ddfz+OPP87nP/95KpXK/8/em0fJddX3vp99ppqrunpQq1ut2ZZkyZJteRSDbYzNaHAScPKIEwzOA94LCfCA5C5D3oIQSAjrOg7vJo/k5uJ3cwkE4sQhBk9AbOMBy4NsS7Zla5ZaUo/VVV3jmfd+f5zullpqyS1Zs89nLS111Tm1zz77nFPn7F99f98f9913H9u2bePKK69kzpxI/Dg4OMhf/uVfsnHjRq655hra24/9XhMTExMTExMTc64yG0HJbJ4Zz7bnyrOhv+7gVurP/wS/1I/RNjdyZRViwmm1gT+2j8Yrj5BcvJb00svZPdqg0nDJJg3aswl2jtRxvJBMwsDQNVIWuH5I0w3IpUw6sgl2DNr0W0sh3wm1UaTbQpjWlOhBBT7SbaAlMmRWXDNN8JC58DqaW5/E3fsy3tA29OyBZJSgUcbIdZLoW0VqyWWz3udp4osJB91DiUpZG2hWalZtesM7KP/i7wiqI2jJLLphRSWQ0RAIVOhBqwxmClIphKahJTNIr4V/FEGNN7KL+sYHsXduQIUeQjNILryI3EXvIdG7/LD9Si257JjGYiYSPcswch24+15BFXsPE6dMlnbW811nRLkniFyFUksvx68MEDYqGIXpSWpKKcJmBT1VOKPLUOupHLmL33O6u3FOkF7+NurP/xR3eAd6pjhNPKeUIqiNoqfypBZdjJ6N5+8xMTExbzZiQU1MzFnAqZpQnw0T95iYswFn9wuErSpGR9+My7VMO0FlP+7u5+F1BDWFtMXn3ruCf3hkO/2lJq4fEkiFoWvkkiZvWdbFb6473HL4RCE0jeK7/gA9007r1ch5RckALZlD61hA+oJryK77CGO79syqPdmqUh0fp5zMoZo12rMWXbnkVCUpPZVH1ktReScrhRAC6TsTIpqJlYSIXiuFQCKSWaTboPnifeTf+jvHLCrRklkQOkqGRy6HFwaR2EbTqT3xPVpbnkA5ddBNkovWkrnoPVg9ywkb5Si7yUhMiG4CQIFuIIQWWcQaFioM8Ed3R0G3if08bOyFiLLcfJdwfBB96RW0vfsz+KO7cPs3oTw7ysZbdClG8chOR6cDoemkzl9H6vx1R1wnrI1EJb6kjMpizYCWzEZ1wQdeO1ldjTlDOBcENZM/JNx44408/PDD3H///Xz+859H13UAbr31Vnp6eti3bx+f/OQn2blzJ6lUio997GNTQpuYmJiYmJiYmDczZ+tz4JuJxsv/SdAYQ8+0TXMRFUKgJ3OoXCdhvUTzlYdJL72ccsOlbvvMmShT7YcKKdWU+6+pa7S8ED+UhFJhGRoKCJJF1LyL0YOnka0aKvCjMitKoZREs1JY3efR8Z4/nNY/PZWn8/1fYOyh/4Y/souwWUFOJqPMWUyybxXt7/r0rMsZTe5basll+OV9BI0S5iFOw0opwnoZLV0ktfTyWbVZe/6nSLuOZqXQU/kJMc0EWjR/QIYIZxzonNxQFBU5wnXS2vEs5Z9/h2B8kLA5PpGQJPEr+7F3PU/xmo+RXfUOwmYFb3Q3Kgwwsu2Rq/IbuPbMYi9W91KC2ijuwBbMjgVoqRygCBtlgtJezDmLSS1ee0Y5p+Qufh+tLU/gje4hAPRsEaGbSN8lbIyBUhht3WTjEtRnDEdKLj4RWJ0LSC9/G9Kz8Ub3oGfaJpL8QsJmBaUUie4l5C676YRv+5jxWqi6TdjIoWWK8b0zJiYm5hQQC2piYs5CTvZD0plqLRsTc7agPBtkcMRAgTAskCHSs2fVXlc+ye0fXMW2oTqb+iu4vqQtY3HVeZ105E6+Xa7QTQpX30r28l/H3bUBadfQUnkSi9aipwvII9U0P4RtQzWeem6AwmiNUWMUT0uhaYJi2uLypR105hKRqIVDJsiTopSZ3GOUAt0EKQlro0i7hp5pO6b9M4rzsOYuxWmNozwbcYidr1IS6bXQkjncvS/jbH8a2aqiZFTKKKgMYG97isI1t0WZcUJD2jVUszzRd0AItGQWkWpDhT7aRHYZQqBkeMS+KSkRuhbt48SYWHOWYM1Zckz7eCaiZBgZDQlx5Pua0AB1ULmvmJgzm8lz+Y477mDdunX88pe/JJVKccstt3DxxRcD0NfXR1tbG2vWrOHrX/86y5bFte1jYmJiYmJiYuCNl3yaLXHc6/jxBrci7Tpm58IZl+uZNtzaMO7gVpRSUS4ME+JzIAwlXigpNVwMTcMyNKSM1gPwghABGKZB4aqPoZ5L4g28RlAZQHoOQtPRMwWSfavouul29FTusD6YbXPp/vCf4vRvwt65Aem10NMF0uddidW7Ytr8UwUe3shOpO9i5LswCt345f0Q+uj5rqnSL7k176K19Vd4wzvxGcTIdiIME+k7hLVRUBKzOJfMiquPOn5SKfaXW2zbth9PzqUzCZ3YkQvORPkhJRRC01BhAF4r6mcYIN0WRrGXxNzzD2s3qI5Q/sXf4w1vR1hprLnnIwwTFQaE9VLkiPPw/8Dd9zJBdYSwOY5SIVoii9k+j+yaG0jOW/n6J8ARyF/xGyivhTOwBX+sPxI/odCSOay555FavJbMircfd/sn45pN9JxP+zs/Rfk//56gPoY/uieKMWkaeroNo7OHzhu/eMwxppizl+J1/zsoSWvLkwTNSiSsEhp6toiR76b9Xb9Povu809Y/b3Q3zWd/ir79OQKhGM7mMLsWkV15LcnFl76phDXxfTwmJuZUEwtqYmJiYmJiTjBauhC5kHg2InF4KSblRcGSY5mUCyFY1pNnWc/hpYFOFXoqT3rlO47rs1sHa/zV/a/S0UyxnCzZoErJTBIEitG6w8OvDHHdqrm0yXH0bCeyUYHQA2awSz540qRNPspMONgcx+RRCEH2ig/jDW4jbJRBSYSVisQcgYd06pHjjAwJ6yUEoLfNRTOTUVCrNU4w1k/1l98lt+5/Q7ktlH+IWEqBbNXAaYJuoOe7yax+D81ND6EaYygZILRDasLLEOW1ELkOEgfVhD9X0PNdkTvQuEQF3owCtMnyWUbH0evDx5z9nAsONQcjhODmm2/m5ptvnnH59773vSnnmpiYmJiYmJiYmIhDBTWHOoi+0R/QzoXnzNONkjJySjliUoSYqNAcJUUU0iaZpEG15bFzuM5Yw51yo9FEiONpICBh6AigVHfJpQwWFE2MwlxyV99K5eH/QVgvoRGVik7OW0nx6lsxDyqxfVg3dIPU4rWkFq+deT9Cn9pz99J89VGCWgnCgNBtRO60RgLNSiLMJKmll5O//NexupdSfMfvUXnkuwS1EdzhHUAkfNEzRcw5S+h4z2ePGufpLzXYsHOMUt1h1F9EaBXI6Yp20WC1sY2cXosSd2SImnSpUQoVBgTjg+iZNlKLLjmsPBFAY/MjhLURhJHAKPZOHR+hGxhtc5FhgDe8nbAxhjASkRBJNwgqg/ilfoLqCIV1v0lq4UVH7P/R0JNZ2q7+GPbOZ7F3v0DYrIIQmMUeUosvJblgzRlRovpQsquvx+yYT/3FB7B3PosKA4SVIrP8beQueR9msfd0dzHmFKIZFh3v/gNyl7yP5uZHCaojCMMiMX8VmeVvixxrThP2no1UHv3/cEZ2IWpjSDOBWwWvtAdvaDu5i/aRu+ymN9197s22vzExMaePWFATExMTK3pj3vSc6Gsgdf46vKFthLVRRGf6kACgjAJBmSLJ899yQrd7pqKU4p+e2EXN9gnMPhYn9tLh9YOqUtUL+BIcL+ClLbtY1+mQXHJZlH3WqkRZTboJgXeQkCYSzwgzEWVt+VGtcqNzPlrq+ARH6ZXXEZT6qf3qB0ingayPRkFC3UQkMlG7MkQ6DfT2vmnBKT0X2S+HjTL1p++Oap1PIQ6UqEKBDEDTyFz8fszO+SQXraXVqhJWhtCy7aCiAJMKPGRjDC2VJ7nwYsz2mcuHnc1oZpLUBVcT1IYJ6yX0wtxpATbptZBeCyPbR+bC64+p7fi+dvZxrglqJomycqN9azabpNNpdF2PxTQxMTExMTExMTNwop4D4/nAycPs6MPd9wqhU8fIdky931AW24JuBtwkfmYxneZcrio1WdiZZdtgjSe3jNBwPWwvwNAEgqhcaiglCqg7HjuG6xi6Rk/eYnmXhd//IsNPfJegOoy065HDq+/g7NnIyL9/neK1t5Ffe+Mx74MKA0oPfBt729P41UEEGqHbRHmtKYeS6IdzQVAdxtn9Il03/ReyK6/F6phPfdPPsHc+F7nPJjKkz19Hds27jirw6S81ePSVIfaUGkilMK00UmuwnzxlirS0JFdmPLL1PZEzzURcQSmFPbQDPd1Gsnspxas/OmP7zu4XCJvjGO29M15HQtOQTgNkSHbNu6YSWpRSBOODuIOvUX/+JyR6lqNZM5dkfj00K0lmxdtJL39b5Nys6WjmyXdVfqMkepeT6F0eJTX5LsJMnpHin5hTx5nmDB02xxl/7H/hDmwBM4nqXIJmJUmkU4T1Mt7Qdurioai02nGK4mJiYmJijk4sqImJOYc4NGBwtNeHZvnEnJ3EQaIzk9QF19La/Aie2yQo7UbLtKOZSaTvIBtlhGlhdi4kvfz47G5V4OPufwXpNNCSWRJ9qxATJYHORLYM1thXbhFKBak8u/WVCKFo94aZH5TxhAWBhwpN6osvpPf8K9GzHdR+eRdhq4qYKvU0eb4L0HREIoMKfaTbQEvmyK794HF/rwkhKFzzcRIL1tDYcC/Org0gA/RCN5k178Hd9wr21ifQM21T25Cec8CJxkoix4cI66UoE0/TozJFSk131JnAnLMYgMzaD2JveYLQayJLtYm+6ISagZ7rwOo+j7Z3/h+z3g8lQ5ydz9F6+eeE9TG0RIbU8reSWvkONPP4gmInk9zlv4Gz8zn8oW0E5b1oiSzoOspzUIGLUegmu/aDGHFW2GnhVN5jzkVBTa1W4+677+a+++5j586dOI7DD37wA9auXctnPvMZLrjgAj7+8Y+TTJ5512ZMTExMTEzMyeGee+6Z5r4y0/+Tfx8szD34b4BbbrnlVHX5tBDHOk4elabLloEqQ+M2UiqK2QTLewr0FFOzeg7PrLwWe+ez+KVo/qaZCXYEXTzpL6Uqk9QDDWVYZFQne361k2U9Bea2pfCCkGrTJ5s00TWo2z6+BEG0TceXWEbI6p48b1+SJdMawH70v6Mq/Qgjgdm5MCphJEPCZgV/bC+VR+/C6l5yzKWKGi/9HHv7M/iVAczO+UinQeg0ooW6OVFyWGB2LZoql1R64P+h59a/xupeSscN/ydKTjitmomjjpuSksD3eHZHiT2lBvmUyZxCCk/vo1nbQbs7wmhyIUOigy3mcq7MNfGb4yi3hRQCR89iJ+fSKK6kteTDrPUzzOTfqnwHJcOZnV9liHRboMJILKIfWEcIgVnsRdo1guoITv8m0uddcUzjeShCiMNKaZ8NCE0/K/sdc+7T2raeoDaCZpjQ1gt2FIsUQsPId4IKCSqDtF57PBbUxMTExJwkYkFNTMxZwJHsbY8UYDh0IieEmFr3TPmRKg6OxJzL6OkCxfd+nspD3yYY20vYGkfWSwjDRM91YnTMp/iez6LNUOv7aCgpab74U5obHySojUAYgG5g5OeQueg9ZC6+8YzMotkz2iQIJaYuEEIwnFiAqyXpdXaRD8oYysfRBS2jQHvxUpaedxXJpVcidJPaE99D2jUUCgKfKVGNbkQZahM1v5NLryB7yQfecF+Tiy8lufjS6DtKScSEzfLIP/9xJPqRIWFznLBVQXnORKCNqDyUDKPXQkNLZlGBhwr8A+tMtCWEhrN9PZqVonzPVwntGlOF5VGgwsgauWMBHTf/GXq2fVZ9D5sVSnf/33j7XkZ6dtQfodHa8hjGL/8nnTd/Datn+RseoxOJnu2g80NfpfLgt/EGt0xlzGnJLHqmj8zaD5K78jePu/0z5Z53tnOqx/FcOG5bt27lC1/4Atu2bcMwDLSJ72bDMGg2m+zYsYOf/exnbNu2jT/5kz+hvX1213lMTExMTEzM2c2Xv/zlExIPOVcFNUd6DjyqYOENCrPPhWfP2fJSf5n120YZq7vUbA+lIJMweHXfOMt7C1y7ai7668QUUosvJbXkclTg44/sZCi1mF+aC9iv8lihQ9FwsDImQa6N/lITxwtpz1qYhkYmYZA0daRSFDIJwjByqDF0jYbj05axePfFfXSZLuVXn0E2xxCagV7oPuASq+kYuU4CpSKX2BfuPyZBjZKSxisPE1SHMdp70aw0/ugeVOAizBRMuOCq0Ec6DYxiL/7oLoLxQext68lccPVEPzSUpuGP7QXAaJuLdpCYxRveQWvbUzgDW9jvJNnnLMA35tA14T5rdS7EbetGlQfpdPrpTyxlRGYY9wRJ3ycw0lSNDjb1fACvezUl8uijGuWXBrh+dS8LOrPT9kvLFBFmAum20NOF6fsceCjfiWIVVhpmOOX1bDthaxy/vA94Y4KamJiYE4s78Cpho4xRmIuc4Z6l5zrxx1/CHdqG9N2zwhkqJiYm5mwjFtTExJyFzCSYOVs4m/p6JnOix9H2Qp7bOcbguI2hCVb2FVjek4+P1xvA7FxA581fx9n2FPaOZ1ATLirJpVeQPO8qNCt1TO0ppaj+8i5amx4kqA4zWfJI+S5hdZiwNkJYGyV/zW1nxXEbN+cwbs4hGTYwpUcjAEfPs7KwhM37q7h+SOfyD9J7yfuxNz+CP7YXf3QX3uDWyLXmIOFK5qL3UrjukwjjxLn0CCFARAIYb2Qn4fgwKvQJqiOR9bKUgIqENAiQB4l9ohYQRgJhJJgsUQWgAhekRDp1xn78jYlglYbe1gOaTujY4DsQOARj/Xj9mzBWXvu6/VWhT+lfvoS7ZyPSsxFWCmEmo0w0p4nv7WL0h7fTfdt3MArd0z+rFEFlP9KuIXQLs3PBjFltJwujrYfO3/oL/KGtOLtfQPkuer6L1PK3oR9nCa+Ys49zSWjrOA5f/vKX2bZtG1dcFAesWQAAIABJREFUcQUf+9jHePDBB7n33nuRUpLJZLjpppu46667uP/++1m2bBm33XYblnXqrruYmJiYmJiY08NNN93Evn372LBhA5qmsWTJEhYvXkwmk6HVavHaa68xMDCA7/v09fXR09Mz9VkhxLSEqXORybnsbPbxWOa9s2nvTBrXk9GX7UM1nnxthF0jdbIpg55iGk1ETjG7Ruu4QYhlaLz9giOXLYJISNLx3s+ip/I0tzzJK82llFSBrHDoSLgYuU4SvctAN8ilLXaPNKg7PijoKqRImzqhjFyzk5aOqUcCnoFKi0zSmNJ6iKHNKKeBUeia8VjrmSL+6C7snRtQUs46uSisjxKMD6HCAC2ZQ/oOKvAm9k2Ppu66AWGA8loI0YGebkO2qjh7XyJzwdWEdp3as/9O89VfErbGo/6k28hccA35K34DZ9fz1J7/CUFlkKBRpsR8alqOpGnT2jFAauHFaOkC2VXX0Xz1MfzKICll05IGZZmmaBWoZhay+bzfxTELdLS3U9Q0RmoOe0YbrN82yrz2DLp2YFwyy96K0/8SYW0ULZmdSg6CCYcr30VoJkbxSMdXTK48q3GMiYk5daiJBL8jxT2Fpkfu3kqiQh9iQU1MTEzMCScW1MTExExxNvwIH3NiUUrxi5eH+PGze6m7fhTUAO59XmN+R5pPXnc+8zsyp7ubJ42Tfc5rVor0qutIr7ruDbfl9m+k9fLPCSqDUXZWIjMVTFVuk6AyQPOln5NccjmJBWtOQO9PHIu6shi6RtMNSB5Sbs7Rs9iaou4HGMC/P7cX1w8nypYLFnZmuOmyt3PxpZF7gwoD3D0vENRG0RIZkosvRUtmj7DlN443uJXGC/ehAicKavou00pPiaj8FOF0hxkp5ZQjxcHpXyoMELqJtOuEtWGQEi3feWBMDAt0ExFahHaNxob/IL3yWpSUuHteoPXKw4SNEsJMk1x6OekLrkVLpLG3PIG7bzPSs9Ey7VPBRAEoM4lqVQmrQzSe+Tfabvj9qf64+zdjb3mCoDIQ1TjXDfRsJ4mFa0ivuPqUlRITQmD1LD/jHHRiTg9n6/PI5HX/wx/+kFdeeYWbbrqJL33pSxQKBdavXw8c2LdPfvKTLFu2jC996Uv867/+K+9///uZP3/+6ex+TExMTExMzCngs5/9LDfffDN9fX381V/9FatXrz5snfXr13P77bfjeR533HEHc+bMOQ09PT0ci6DmWNo7WzhZ/VVK8eLuMvvKTTrzSTpyB35sTVkGuZTJrpEG2WSVixd1kDR1+scaOF5I0tSZ35nBMg4INDTDov36TyFXf4DyQ5vwqtBXUFj5LkTiQPJQwtQpZCzqtk8QSnRNkMnNXO7UC0IKmknSnHB2DV2Q4RHnpEI3Iu2HDKLSS9bsyqgqGaKUBCEQSqGUjBxxEQem7uIQcYluROsFHmFznJF7voa7/1WCRnmqZJU/ti+Ky7z2GFoigze8EyPXSWrBahJeF3oth/JaBNUKdv9G0sveijCTZFffQFAvMdq/Hz1sMBqabEwsoP38S/HGxyeSeaJzY04+Sa3lM1Z32DvWZFHXgVhIevlbaWz6GbbTmNh2B8JMEjYrBI0x1IQDr57rnHFcwmYFI9uO0XZ0QVVMTMypR892oFkppF1HpYuHLZdeK0o6TGSOOYEzJiYmJmZ2xIKamJiYwwjDkHK5jOd5J3wyHwQBAJVKBV3XX2ftmCNhT9RKbTQaU2N6PDy2rcJPNpaw/RBNgK4JJNByA7YP1fnzH2/i09fOZ07uzMqa9wKJ40uSpoZlHH+JI9/3o/Y8j5GRkRPVvZOC98xPCGslSOYI9QQcfNz1BCqZx6+NMvrMvVjJUxsAmQx2KqVmHMc2XdGdM9jtBbTcgKSpTQuUOn4UwPIDRbnuIjTQEIRK8dpAld331/nwpd1cvmjCrSS7MPoHNGotqLVOzn6FPv4z9yIHXkFluiE1Bv7wIStJCKP66mgGyABQ4NtIIzmxfMK9RimQIcpKYbeaSKcJZgoZhgeamxxLIwF2DXvfZoa2PI//1P9CDr6KcpuRG47Qab72OOVf/iPWdX+Iv+E/oproZjISWR3UJoAyUyi3TvWF+3FX/zpC0wn3bSR47WHUWH/Ux0QmKms1sJXmyB7G9+/EWHPjtMy2s4XJ78hms0l4yFjEzJ7J+8vJ+o7csmUL//zP/4xt27iuy5w5cxgZGeGrX/0q2eyRhXKZTIbf//3fZ82aM0s8OHn9btiwASklH/3oRykUptutT373+b7Ptddey4UXXshjjz1Gs9k85f2NiYmJiYmJOfV861vfYmxsjJ/+9KcsXbp0xnWuuuoqvvOd7/ChD32Ib3zjG9x5550HifXPbQ6NQalDEjJOJqOjoxjG6Q2VTz5/B0HA4ODgCWt3rOGxe3CMpu0wJyNoNg+PI1maZKA0zr88vhnbk1TtAD+UmLpGPmlwfnea1fNyaAe5ogzXPGyriJHykZkkTgi07GntajJAhSFCKSoNh4wJhj79mNpeiOsHJLUQK6jTcGxUsoDSDLxWHZE8vFy2ClyUEPjCZKhUntV5ogKPYOfTuKV9qOY4rf5XEKYVzZ9VGM3NhYjKTQtBiIZyXWSzitAMmiRo3Hsn/q4XwW0icnMOOEH4Dn59FK9WAsNC71iEShbxXZ9kUCUp8gzrRQpuhbBeIRjYiVaIYjehStBM9ZDMmmwPVuAEiqRtoybENM1Wa2r/TBEwWqmzY8cO9C07kY1RhNDQOhfBpR9BOQ6q3I9XGUK5jamy1BCFJJpb16MtXBuVfmLCvaZZRjXrhIX5VJNzqZ3Ac++N4nne1P8n8po422i1orhXtVrFdd3T3JvTx+Sce2ho6KwTTL4RwrYlBFYeWe4HYQECKSW2bUdiv3I/JAt4ncsZGj6z49snCsdxgOg3psnr42xDKUU+n4/dimNizhJiQU1MTMxhjI6OviGRxmyo1+sntf03C47jTD1AHistT3L/SyVsX2LqAuOgoIghwA0V4y2fe58f4MMXtZ2oLr8hBms+z++z2TnmESqFLgSLOyzWzkvRWzh+J40gCCiVKzi+xNAESfPMC1Yag1sQTgNV6J0upplaIYVojhMObqE1Pj5zI5PZVSdx0jl+hG1ff16KH9RcWp6k4YZM6qACOeGiMtG1lCmmbIuVAj+Ephfyb88PMTflk0ucOnGHGN2ONjaACENUsojIdiPqIxOdFUQiGSZcagxI5sFtQuBEApVw8jhNLwWFZuFXh9BkCGhTQbKDURPtqsCn+Yu/QSvtAK+BsjJg5aJMPacGTp3Wg/8VhIaQARjJGdtDaCAlyqlTLQ2Bkugv/RxR2oFKd0C+/cB54bUQpX6UHyATnaieVSdyWE8pb+Q7MuYAYRge8dp+I9x9990888wzh72/efPm1/1sJpPhjjvumHr9q1/9ir/7u79jy5Yt+L7PqlWr+MQnPsHVV1896/40m02++93v8sADD7Bv3z5SqRRr167l05/+9IzZ40eiVCqRSqVmFAUdGvTr7e0FOOnPXTExMTExMTFnBuvXr2fp0qUsWbLkqOutWLGCZcuW8dRTT52inp0ZnGiHmiMx2b6UckqAX61WT+o2j4UwDBkbGzth7Q3WfKpNG88PGKpMOMVYGgeFgRBhwEBdUq45+FJh6AJLF/ihYn9ZMVptMjxWZW1fauo4NeyQwPdxvADHcWb8gdt2QnQU+YRGQ8C+cotiWidpCBRRbGrclnSkdRbkoTZeifrTdwli+FVEs4LSEnCwqEwpRGMMrAxu92rscvn1ByFw0Tf+G2J0O3g2Qobg1lC+ydTcPvAOJMoYSaSZJnSaCLuOapuHk+jG2P1A1KfCPEAHf/I53oB0B6K8Gzwbr9OCCeFDTrlkZZFRlWBY76LTGSUcH0JZBUKpGGkEJHVBWhOUgxDPk9j2gXn9wXNa1/GZX91Ibu/zNGU1KhmNQCWzkJ1DuOJdaHueRq9OJAMJPYojCA3hVFFOgNz2JKp9EcpIICZEN6o4H7fnEpp1G5guijoTCILghF4TZyvNZjNOxgDKs7nmzyWMDvR8H6JZhZEdkGojNFOEoY+wK6BbqHQXTnE5vMmuk0ajQaPRON3dOG5iMU1MzNlDLKiJiTnLOFpQ4dBlR3t9aJZPGIZTE7QgCLAsi1wud8KzoMrlMmEY0tbWhmmemlIi5yKNRgPbtslkMqTT6eNq49HXxvBC0ISYZt07SVJTtLyQ7WMBVraNQur0Hq+Ne2v8+JUKNTvECUIEAqUkTd9jz3jITZd0c8mCwus3dBCe59E/XGbjoMf2MR/HlwgBfcUkVyxuY1Vv9ozJeGiaBoEQ6KY1o2OIkhpSgGkaFLu6DryvJMHOZ/Bfexg5uhOlJHrnIszl78A4bx1Cm/4oEErF5oEGz+4ep9qK3GQunJfjskUFUtbMYhalFKVSCYCug7Z9MF1dUCwW+bcNQwyMOwRh9H2UMKMAnR9IEqY2VT99El0H6YX4IWyv6rxr1cztnwz88qt4eIi2uWiZLGEzS2BYkVBGiEj1ohToBiLdhjAslPRQuhYF4sIJt5opBJhJkD5GbRClaQgVIPQDdqyhDEGBmHC0EZpAq+1D+U1EYe4hddCzqGYZza6AlUQJLXKpnsH9K7K0jmyxOzo68J7+Id7+51Gegxa0EMpFK/YhzASkU0hLR9VGMBr9JDqvOWOug9nSbDZptVqk02kymXO3bN3JxvM8qtUqpmnS1nbihZUf+chHkFLSarWwbZtSqUSlUmHlypWv61Bz6623Tr2+5557uP3227Esi6uuugopJU8//TSf+MQn+NrXvsZv/dZvvW5fxsfH+ehHP8qWLVvo7u7mmmuuob+/n0ceeYQnn3yS73//+7N2xCkUCti2PeWUBEd+fhsejgLdcRAlJiYmJibmzUEQBLRaLaSUr+vaG4bhRPb5yRWXnE280bE4eF5j2zZDQ0PIiYSEtrY2ksnZlQ06WQRBQKlUQtf1I86tjxUpFS+NlRhuNKi7iqYfomsaCQM6sxZz8gmEgJLTwpceEsHSrizpg5JZbC9k/7jDiGPgW20s6IjmsHOUYlNpkKpbJ9RMcsnp8QWpFHbTZm4hwQ0ru3ixv8qeMZvxlk95QjCStnT6OpJc0JPjhlVdaJqgXq/TnHcxRv9TMOyjmsOIVBsYCQLfQ9nVaP6b76X9il/DyL/+WDnP3o1d3kXJljQ6rqB9/DUSbgU9dBFKoaEiN9jQB8NCWClE0EI5DbRiD9YF70BPQEt6kMyiJQ8vq6KkRqgZoCQJ5aGnOqaWXZqoENopBr0Ue1UP2TCF5hu0vICcqeixd3Jp6THs2hhjFHD6rmRvbhWhZpFOp9EmSn4nBp5kVfVX5P1BzGQKkc6BkshmCeFW0V51kc0yEoXoWIBIFabOe+nZyNIuEBp6aKNnC4h8ByLfhbXs7ZjzLzr2E+wk43ke5XIZ0zTp6Oh4/Q+co1SrVWzbJp/PH3cc+FxgaGgIgO7u7sMdzQIX5TYRZgpxDpY9Up2fwln/z7gDmwlqJTS7gm4lEB196G3zSK77bfS23tPdzVNGpVLBdd0z4t59vCil3tTXc0zM2UYsqImJOUsQExOn2a57pM8e6UfRXbt2TVlGZrNZenp6ZhXgOVZqtRphGJLP58/ah50zgSAIsG2bVCpFsXh47dTZMOaMIRWYhjbNsncSDYGuSUIFLWmxqHj6XGqGxm1+smknY82ApKHRnU+ha4JQKhpuQLkVcN9LY6xYMIfe4uwfRLfuK/EvL44z7iicQE0kJSlqdsi+cY+SDb922fwzQkwg5y6hVd6LCBz09OHCobDVQCQzpLqXTJ0TKvQp33cH3pbHka0ayrdBKcL6KGpoC9reDbTf9CW0CYviasvjvz34GjuGG3iBRCqFEPDqUJOfv1rmD9+9nGU9+cP7JiWlUgkhxFHPx2KxyCXn9bJtqM6eUpRR05G1+JuHtmC4Ndb6m+lx+xFIKmYXWzOXUDHnYBlRma89Ff+4z/fjoZlNg2UhEgmMZJKgbQ7hPhMV+ggrHX23TmSw6bqBEhrSd9EzbWAmkeNDYCQQQiDMBFq2Hc1MEtZLSLcZaW28FiKVnRI2SSmj2uZeA5FIY2SLBNVhtFQezTz8B3eVLRKOD6HpBtJMQuAgzMRh56x0bTATpBasJvz5Hfi7X0DZtWiZ30I0K1DuJ7F4LUa+G2V141YHsPwGbWkLLXlkccOZSBiGtFqtN/QdGRPZSlerVQzDOCnjuG7dOtatWwfAo48+yhe/+EUA/uzP/owLL7xwVm0MDw/zla98hVwuxw9+8AOWLVsGwKZNm/j4xz/ON77xDa699lq6u7uP2s5f/MVfsGXLFt7//vfzzW9+c0rg8t3vfpdvfetb/Mmf/An33nvvUduYvO7WrFnDo48+yn333UdfXx/ZbPaw5zDTNNm0aROvvPIKixcvJpc73MY+JiYmJiYm5txj5cqVPP300zz88MPccMMNR1zvueeeY/v27axYseKMmI+eKo7kUHOsYzCb+NnevXunve7s7DztcSrHcSiVShiGQWdn5xtuTynFAy/uY/uoQ9MLCUKFoWkEUuH4AYESoBv0FdNUWg0QGvM6snS0TY+rpFKgNIO6FzLYhLXLD/TtLRdo1Nz97B1rohsGhbSFpglsL2B43CGfTrB4bpGrVi3kshWSF3aV2binTLnhIgT0FNOsXdTByvltaBPHOQgCms0mufd8Hvn4f8cd2obfGMdvVgnR8IwsdrKLPUtuI11Kc3khRV/HkRMpwkaZ/uHt7GilqbUvoyEyDOjzWFR5hqxXxpItjMBGRyJMC2FYCMNENxNobd1kV76D4jt+j/rGB3E1AWYCY4YkQaUMpK6jghBTU1gHnU99KFKJEpvKJqPKJMh0kmjLYFX3UNj9KCvsF0k5JRJBQBoDb/seOtK9vLz0d0m2tyM0jdHRMS6qPUubO0imZyFG9sAcTXXMwy/1E45uA99FT6SxCocIjUwTaS3HG9mJmcrR/vZbMIs9JHqXI/QzM+mx2WxOCWpOxDVxtuK6LrZtk81maW9vP93dOW0MDw+jlKKjo2MqCdgb3U39xQdwdm1ABR5C00nOX012zbtJzj97HZdnQv36H1Pe/gLDLz6MhUexay6J+atJLbr4jL2GTxbNZhPXdcnn8+Tzh8eqzwbkTA7jMTExZyyxoCYm5izm9UQys/08RJN2TdOQUlIoFKb+PlnEGVanH302583EYZpJcHMqeXLrKHXHx9I1CukDogJdExRSJkop6rbPk1tGufmqhbNq0w8kP1i/j5FGiBDQmUti6hpSKVpuSKnm8thrI/S1Z7h86enPgkmtvA6nfxPh+CCalUIYB8ZBBR6yUcZom0t65XVT79ee+CfsVx8lbIyhpdvQctF+KK9FWC/hbF9P9ZF/oPiuPyAIJX/9wGtsHarhBxLL0LA0DakiMcto3eHOB17lK7+xhrltx5/pIYRgaS5gkdZCS2Ypk2ZZaxNXle8nR5OEjBwdfGGxqv4Mr2Yv44ncDYBCnuLvDT3XhZbKEdbHID8HPdeFnikS+C7Kd8GwIhcZoaGEhrKrCMNEs9LI0EfLdWDk5xzWrpZpJ2xVEYaBEhayOoJIZiN3GN8DrwlCoBfmoWU7UOV9aDPUjAeiCfOkYEc3kPUSymlAIoPQtKgeumejPBs93UbYqBBU9kWCHk2PziMhUL5LaHs4O58jtfzt0faEFtViVvEEL+bUcizPNd///vfxPI9PfepTU2IaiEQtn/jEJ7jzzjv50Y9+xGc+85kjtjEwMMB//Md/MH/+/GliGoDf+73f47777qNer1Mul48avJwM6H3oQx/ivvvu4x/+4R8Iw5DPfvazU+tMPls9/vjj/Pmf/zkjIyPcfvvtzJlz+HdFTExMTExMzLnHRz/6UTZs2MDnP/95vvCFL/DhD394KjtZKYXv+zz00EN8/etfR0rJzTfffMKdg89kjqfk08HrHuk5cnKdyUSySYrFIvV6/Zwtv7l9qM7GPWUGxm16ihlqtkfLDUhZOkpB3faQUlK3fXRNICV05WcWFRXSFsPVGiO16SV1L1rYzkjNQQgYrTkMjzsILXJDbs8mmN+R4ca186fcka88v4srz+/CDyWaAP0o57fIdDD3lm8xuPFx9j71IHatjCcS1LrWMNqxloqvo+2tULc9rruw94iimupL/8nWwRqDskBo+xRTdVJpQS11FZXWOKY9Rs4ZpisFnRddi6YZqNDDKHSTWXktZnsfAEZ+DpqZIGhVD3P+ntZv3SR0Goet0y6arHM20+i4AHHxdQhZR238n1iV7WiJDFqxFw0Nt14nYVeg5rB0y/fZYHyOVgBLGptpo04qnZkmpoHo3Dc7+vBK/RAGmNmZ5y2amUTokfNxoud8rK5FRxz/mJjZopQirI0ivRZ6ui1KNDsF2Ds3MPbz7xBUBghb45GbtJT45QHs3S/S9vZbyK159ynpy6lACIExZynyAgsjn6e4YMHp7lJMTEzMm4ZYUBMTcxZyIrKTwjBk586dU6+LxSJhGFKr1d5w2zFnB+fNzfHoq0O4vsTUxWHnVSgjAUPK0pl/lEyfU8HLe8ex3ZD27MwlMTIJg7GGx0t7x2ctqNnYX6FUd5FS0ZE1pkoNaUKQTRoIAdWWz+NbRrhsSftRr7sglNQdH0PXyCaMk5JBmDrvKuyFl+AEPkGpH5HMIIxEZGnqNNHzXSQWrSV53pUASLdFc9NDhI0x9PycSKwxgUhmEYZFOD5Ea/Mj5N/y27w4otgxUscPJOmEMZUZpgOGJnD8kFrL56FNA9x69dLj2gdnz0bq63+Eu/t5lAwjwUd2LtdWRsgFY0jNxNYyKASWdGj3R1hdX48tNdbnr6en7dTaYFq9K9DzcwjKAwTVYfT8HBKLL0VufgTpNlETohRCH1UfBc3AyHdhLbgIZ/tTaImZXV2EpiEMCz1TRC90E4zuRroNZMuORGxmCj3fRcevfZnGs/fgCQ0lAwSJw9pSSoKSCN2k7b3/F+P3/VfCVhXZGAOhRcsMEz3TRnLZ2/D2vIh0W+jZDqRdiwRBuolIGEivhfJs/JGdmN1LUaGHdJv4o7vR5l3wpst2iTm14tfZ/BAyE48//jgA119//WHLrr/+eu68804ee+yxowpqfvazn6GU4pZbbpmx9NI999wz6/4opeju7uZzn/scX/va17jrrru46667phz/vvjFL1KtVqnVaiileOc738kHPvCBE+4IGBMTExMTE3Nm8s53vpNbb72Vf/zHf+Sb3/wm3/rWt1i0aBHZbJZWq8Xu3bsJggBd17n22mu5+eabT3eXTynH8hx4LOsqpRgbG2NsbGzqvfnz55NKpWg2m1PrnGts6i8zVnfpzCUpZiw0AQJw/MitRiqoOwG5lEV7NkHLCzjisE6+f8gwCSG4YXUvCzoyvLinzFDFRipFJmGwan6Rixe1k00ePpc8tNzzEdEMNmnLeGFeB/p8wbxi5BbbBXQqxXDVYXepybM7SvS2p6diGQBhc5zSA3/N/s3PU/GKtDRJj/sqek0jzLRhFnswswXGU3MYbfShrHEWLL6UzAVXz9iV1OJLMApzCarDSLuKnp4uGpB2FaFHSTZoOt7wdoxCN8KwkE6DYHwQLdvO3N4+2levYeRfv0qjsReRymNMCGA0IJsvYAtFpj5Esr6J9pe/Qqt9OemESbsZkEjPLFYQmo4wIlddFZ6bIrGYMwulFK3XHqe24V68oW1RrE83SC2+lPwVHyLZt/KkbTuojzH2i7/DG9qGsFJYc89D6CYqDAgbZbyRnYw/8X2sriUkes4/af2IiYmJiXlzEAtqYmLeZEwGCKrV6rT3e3t72b9//0nf/pvJqvhM54rzOviX9XsY9R3cQJIwtAN1laXC9kIShs5V53WSSZze24U7UX5IP4JTjq4JpFJ4weydNDbvr2J7ISnzcDERRHW8qy2f/eUW5aZHR/ZwMUOl6XH/C/v55WvDNJ0oWLGwM8O71vRw9QXd0wI5bxShGxTf93mqj34XZ9t6QrsKMkCYSYxCN8nz11G45jaEHh0rZ9dzyNY46OY0Mc1Ue4aFsJJIp469fT1PDC7GDxSWoR/WbzGRSWZ7Ab/aWuK337p49sGvCZov/4LK/Xcgm+NI30FoOioMYXyIojJpahkaem5i2wJPS+LKFIWgzOrmc7xaeAvXXHBqHRw0M0l6xdUot4U3vI2wXkJLFzC7z8MbeDUq/SS0qMSSlcLsWEDbu/4QZ+czODufQYX+jO0qpaJjZ1i03/jHyGaZ5ks/J6yN0vICwu6VzHnLh0i2zyEo78Xe8TTSaUyVmZrWltNAmEmsvpVkV9+A2d5Hff2PsLf+CmQAQpDoW0X2ig9jb3mC0K6hpwsIM4XybaRng9QRmo5mJpFuA290F35pNwQeYWUQd9dzGPluMms/QO7KmxFa/MP/m41Tfe+e7faUUmzfvh1N01iyZMlhyxctWoSmaWzfvv2oGaSbN28GYPXq1TSbTe6//35efvllDMNg3bp1vPOd75x1nybXu+GGG5g3bx7f/va3Wb9+Pb7vo+s6+/fvRylFoVDgd37nd7jtttvimtkxMTExMTFvMv7oj/6IVatW8bd/+7fs2bOHPXv2TC3TNI25c+dOPSe8mdxp4PgcambTnuM4tFqtactSqeN3Xj3ZnKj9H6y0aDg+3YUUQgjmtqXIJAyqLQ/HD6fKaLdnE1y0sJ3ndpaotjw6c4e71NRaPtmEQUduhviCEKyY18aKeW24E+0mrcNjC8dDueExWLFpOgEregvTnsuFEHQXktSGapRqDgPl1pRLjfRsRv7tq9i7N1Jx0jT0DDlZQ6gQ6XuoxhjIELNjPjnNoxxAPZkjTBy5dIjQTQpXfZigMYZf6kc6TbRUHiVDZKuKDBzMzkXkL70Rf3gXQXUIv7x/InYTxQysuefR9vbfJWxVcfa+jHRtrPyB8rRhl+edAAAgAElEQVRKKURjlIRbR6LQpEtbq58O3UbTNJTXQlnzj9pHpemRK+0MSN8BFaKnCxiFucd6OGJipjH++Peorv8XwvrYgVifDAlqJexdz9P5/i+QWfG2k7Lt5uZHCGsjCMPCKPZOfTcI3cAozAElCWqjNF7+RSyoiYmJiYl5w8SCmpiYNxG+71Mul6det7W1MT4+DkyfrJ+LWTkxh5MwdD5+zVL+359voekGNJwAQ49KxIQyElbM70jzoStOv31kW9pkv67hBZKkefiP+V4QuewU0rN30HD9EKnAPIJIRwgxJdRx/fCw5YMVm2/8+CVKdZdQqqkkre3DdXY/3GTT3nE+fcPyI4qAjgfNSkXlma68GWdCZKElsySXXolR6J62rnQaUWaIcZQx0U2QIcppMNZwkUphHSFgO7kfbhDSdALaMjO7Bc1EUBmk8sCdhLVRhJlEz3cjNA0ZeMj6KKZycUWUjRVKxeSQucLCFSYZ1eS9hX4Wdd0w622eKBLzV4Omo219kqC8H3ffK4S1YRA6wtQRRgKz2Ev28l8ne9lvIDQNZEhz40OE1UG0TBtCTB9T5TZB6BhtPZhdixHdS0kuuRyA/v5+pOOgpaIST6mV76D21A+RTgM5UbpL6EZUislpIFs19MIcspfcGPV33gUkPvRVpF0nbFXQEhn0bFTqq7HhXgh9hNGGMEyElUaTEhm4IHTQNAglhHWU0KJSUEJDNF285jjBI0P4o7tov/G/RPsZE3MCOZ5nj2q1iud5tLe3z+gsYxgGxWKRsbExms0m2ezMrlH9/f0AjI+P84EPfGCawPif/umfWLduHX/zN39zxM8fiZUrV/L3f//3VCoVtm7dytjYGJZl0dvby7JlyzCMeCoWExMTExPzZuV973sf73vf+9i7dy/btm2jVquRTCZZtGgRK1asON3dO+1MPhu+kfiUUopGowFEZTcNw6C7u/uUJJMdLydayK5UZCgz9UOzEOTTFvm0hZQKL5TsGa3TmUuyekGR3aMN9ow2yCQMUtaBZ1XHDxmtOczvyHDBvKOXcknMELM5Vg4eh0rTpen65FLmjOXIhRDkUxYN16fccKcENY2ND+Ls24y064i285BOCstvoOk6StdRvo+0q0i3iBAamhKodAfG3OVH7Vt29Q1Iz2H8yR8Q1kfxy/tQgRf1WTMQgJEukn/vB3F2v4A78BoqcNHSbaQWryU5/0KEbuKN7p5y8zh4fh02K4R2HRV4kessoGeKmNki/tg+lPTxSrsxinMPO18mBQ2alYYJlw4tUzwgVAsDgvJ+9Gwn6eVvRbNmLu8VEzMbWjuepbr+bvzyAHq2iNnWHZVElyFhs4I/to+xB75Nonc5Rr7rhG/f2bORsDWOUeiZ8btTz3XgDW7D2f3iURNsYmJiYmJiZkMcxY2JOcs4WjDh0GWHBiB27tyJlJGDRzabpa+vj2q1Ggto3sSsXdzO5957AXc/vYf+UpNQKhCCrKFz2eJ2PvLWxeRSp7/My2VLOtg92qTu+FiGNi3LSSlF3QlIJwwuX9ox6zbb0haGLvBDyUx5aaGMhEWGrpE/ZAykUtz5wKuM1l2UUpiGQBMCpSLLZD+QPLW1xKLOLB+8tG/G7Y/VXfZXWmhCsHhO9phcgIxCN9m1HzzqOnq6gNANpNs48kqBh0hk0dIFkqaOmNg3ncMnmUpFoiHBsQfImhvvR9p10E201EHZXkqCEGhAlywxps3B18wDQT8g1JJkDcVbe49pkyeUxLyVGO3zKf3oS8jGGMq1I+cf3UB5LfzKfupP343ZuZDkkstJLLwYs2sRsjVOUBlAz3WimUmUkpHQpVHCaOslvebdrytM0VN52j/wXyj/+BsEtRHC8UGYLAEldBCgQp/qY/+IN7iFzJr3YhR70FK5KVHOJFoiA5oROeuYiSiTTghwdZQMJiyho3uEMBOIdHsUbFQKFbiEzQqtl/+T5OLLyKw+9eKmYyG+r519HE/JJ9u2gaNnFyeTUZD4aIKaer0OwO233878+fO54447OP/889myZQt/+qd/ylNPPcVXvvIV7rjjjln161CKxSJXXnnlcX02JiYmJiYm5txEKYVSinnz5jFv3ryp96T8/9l77yi7zvre+/Pscvapc+ZMH400KqPeULGMq+Si2AEbxzFJ7AChJQQIhBdI4bLgvWRxV2jJZZGb+97wBpwQ8zokARwDMQZ33HCVZcmy1ctI08vpbZfnef/YMyONZkYaSTNW8f6sBdacs8tz9tnnnGf/9vf3/Ups2x63nGUddwQpl8tIKYnFzm8s82wxUzc8Xdfl2LFjY/NFwzCYP3/+Wy5mMxE1kVKxpztD2DSwTI1UzCIS0tE0QankEg+bNCXDLGiMs2xOEseVHB4oEg3phEM6FcejVHVpTUVZ0pqkoyVx+h3PIGLk/051iaeUQtO0cXFV+R0P4RXT6Il6TF3DNHUcGSHsZvwGGV1DeS5Ouhv0MCSWEW9fhWlNdOA5mZqN78KobaX/R//dFxAI4dcINAM33c3wE/9EtfsNGm79c+JrJkbTAmjhxIhzr4uS0o/ElhJZzvkCHSM0co2uoel+jDNmGPvoTpSU2H0HCTXOH3MplnYFe+AQZqqNUEsH1d79uENHcQvDaOEYeB5epYARr8NqW07Nptun/yYEBExC/pUH8IrD6LEkejQ59rjQdIxEA67Xi1scprDjIWqvee+M71/aZZR3ikZCzfB/az0HPAeM6TcGBgQEBAQEnEwgqAkIuEgQIzfrp7vsKI7jjK0npcSyLKrVKqZ5/kUSAefOTNw0Xj2vllVzkxwaKNKbKWPogqUtNWfkQDLbvH1xA8/s6efwoMdgvkrMMjB1DdeTFKoupq7Rkoxw5eLpdzxsXFTHM3v6GMi5xCzFiZ8IpRS5skMkpLOqLTkh73tnZ4ZjwyWkVIQMMa7bSx/5+LlS8tDObt65bg7GCfFIR4eK/Puvj/BqZxop/fcvHNK5amkjv3fFfBKTZIufDdaCDeixOt921S6jhcbfcFZOFeXYaLU1hBdfwTqvwO6uHI4rMbSJMViO5z++oi1JyNDYdmiYI4NFNA2WNCfQT9HtUTn4Esouo0XHWycL/HgnhMCQDs2yH1m/mKLtoZTC0DRiXgVd09Ct8xuJUtz2U5yBg0i7jFHXNhajpZREFoZxh4+Rfuj/ofnD/+A7Cb3jMwz/5K9xBo/gpXvwUCgl0cwIRm0bsVU3EFv7m9Pad3j+Ohrf8zfkX7yP8t5nkNUCMj809rwsDFMtZXH69lN45QHq3vlZIkuvnridxW+ncvBFZDmHsGIIIRCRGoQVQzkV3Gyfv6BmoCeOf5aEEAgzDOEaZCVPYdvPLnhBzShBB9KlzZlEIJzq93L0ppVpmnzve9+jpsb/rtq4cSN33303N998Mw888ACf/OQnWbhw4bT3KaWkVCqRz+dxXXfccyf+bkgpaW1tDRxrAgICAgIC3gKsW7eOSqVyRuts376dcDjMsWPH2LrVvzn/6quvjhPaXCqcLvLpdDWQ0ef7+vrGRBajtbCTxTSXumPBq0eGOdCbp1T1KDsupu5g6hrDhSqpmEVdwmIw77vOrGn3XUy2rmklZhm80ZUhU7SxPUlNJER7vS+2uXpZ04xGW0+HhpowCcukN13GkxL9pGsAqRTZksP8xjiNNb6YXro2bqYH5diIUJQkRRJmkgHVQFyVENIXsaAkwnUp1XWQmrOY1hWXTSveWnkOmV/9M7KcR7NihJoW+lFLSqGqRZxML8U9zxJqvp/kFb87tp6T7qa052nc3CDCtDBqGnGzfchSBj1eh7LLvohGCN+dRnp+Y1LMdwXSQ2H0eB2yUkTaJSrHXkezoiAlyq1iJFsIt6+m/uY/pXzoZbLP34eb6UbaFTA1rFQrkQXrSV33IfTI1NFWAQGnQ7k2lc6dyEoRs7Fh0mW0SA1eYZjyoZdnRVBjJOrRTAtZLaFPIpZRdhlhmOjRGkQgpgkICAgIOEeCqm1AwEXMaKFgypvYlQr79+8f+7u1tRWAnp6e2R9cwEWFEIJFTXEWNZ1ZnMWbRcwy+OMbl/Cdx/bTmylTsj1KtosufPeY5toIH7l+MbHw9H/WFjbGWdqSoFhxGCq61EgNy9TwJBSrLlIpmpNhblg1MVP65UNDeFKhTyI8AfzIIuVnfR8aKLCkxS9UHOjL89Wf7KJQcfCkGuueskuSR3b2srcnxxdvXzMjrkBaKEJs/a14T38fLzcA0QTCigECVS0iyzn0RD3RtTejR5NsXh7lZ9uOkSnaVByJZWpjrjuOJ7FdSTRksKAxxme+/xKD+eqYIEjTBE0xndvXJJkslVg65RE3mpO6AQ1zxMLY9Q8YEDY1wiPW0kpK3KECItWGtWD9OR+Ts0W5DqXXH8MrDKPXNI2JaQDfGjpej5fuxssPUt79FLG1N2HWtdHwu/+D4vafU9r9lO/QIwRm00Jia36DyLLNZxSbZDYuoO6dn8Xd8kEG7vk0TqWIki5aJOmPx3OR5Rzu8DGGH/ifNCZbCDV3jNtGdMUWCi/8CLtSwMv2ocdS/rpKoZyq37EjxHgXoRMQoQiynMXp24eslvzCXUDADHE2DjXRqH8OVqvVKZcZvWE1uuxkjLrY3HrrrWNimlEaGxu54YYb+NnPfsYLL7wwbUHNSy+9xDe/+U22bdt2yuUMw8B1XX72s5+xZEmQ6x4QEBAQEHCpMyoIPllIe6LYdvTfmqaNE9/ouk59ff1YdPelyFTzwFPND0fnka7rjgmllVLE43FisRh9fX0zP9ALnH09OR585SiD+QqmIQAd25PYrkfF9h1n+nMVFrckWNFWy+KRmoWuaVyzvJmNi+o51F+g4niETZ0FjXGilu/2UKg4OJ4kbpmYxuxHASejIebWx+jPVTg6VGJuXXSsaUlKRXe6RDik05QM05z0G4n880WM2NsoEpRIihKlUIp+o4OkPUjILeC6LuX4AozlNzJ/3hzmpKZ3jVs++NJI1JOD2bhg/Oc3HMcUAjfXT+G1R8ecYDJPfZ/i7qfwCmmkXUZofuyych1cu4ySHmi6XzsBlFPxY5nN8LhrdC2cQBgWVusSUCDtEgiBHksRWXQZNRtuRQvHia3YQnTp1VSOvIqb60cYIay5qzBrJ9a4AgLOFOXaoDz/Y6ZN7vwldAOU9OtNs0B06VWUD72Ck+lFiyTGjUMphZvrx4jXEZ2k4exiJnBk9gmOQ0BAwJtNIKgJCLgIOd2NptFYp2w2O+7xZDJJLpebtXEFvHlcyl1UU9GcjPC5d61i+5E0rxweplB1iVkG6+enWNOewpNyrNgzHYQQ/N7lbeQLBY5mXaqeolxy0IQgEtKpjYZ4z9ULaG+YaKVdtr2RbUy9bSEUSh1f1pOK//PwXvIVB/CFI6Pvo1QK25V0Dpb4wbOH+eMbZ+amauKKO/HygxR3PoQs55AZv5AozDB6spnosmtJbv6Av2zE5BM3LeV//WIPxapLqeq7KSjA0ATRkMGGhXX85OVjOK5EKb+2A2C7iu6c5J9fGGbB/AILGscLs4zaVuyR3PBRO2L/OGlooQiy4voX4gjUiG+Ncqt4uQG/26t1CaHWU+eYzyS+kKcTaZfQYylktYSXH/bHbE7sAhVCoEUSqGoRu2sXsbU3AaDH66m55g9IXPn7viuMbk6IYTpTqgdewsv2oTwHvbYFMZKpjqajGQ3I4jBeYYjCyz+h7p2fHbeuZsWoe9fnGPrJV3AzPbi5Pr/jDYEWjiPM8Ii19Gk6XUctcwMCZpCzEdTE43Gi0SjpdBrXdSfcmHJdl3Q6jWVZE4QyJ1JXVwcwFrdwMqOPp9PpaY1r3759fPazn6W/vx/TNE8ZyXli8T0gICAgICDg0udHP/rRhOaoqf47Kr4ZFf82NzfzH//xH2OOK5cip3OomYpcLkd/f/9YPSyVStHQ0ECxWJz2Ni6Vm3NKKZ7d209PukxtNMSipgS9mTLZko3jSVxPUXU9YoZg3fw6btkwb4LrTCRksHJu7bht7jrq12J6MyWk8msay+fUsqmjgVR89s5HNzfAquEniB56hkqpSIEo6Ya30V+3joxjEA+bLGyKc8WSpuOfId3Eal2Km+lFVvLokSQLVD9KCDJajFy4iWq1Fj2kqG9bxtz2NjqaE9REp+diUT68Ha+cR4smJ53Hi1AUlMLN9mMPHKH4xq8o7HgYZ/gYejSJHkuiPBevMHxcdKAkspD1hQoo//pct1C1c0eqJD7KKaNFaqjZ9NuE578NN9OH0DTMhvkTml6EbhBZtPGMj7lSyhf0IPw46OBaJeAkRCiKFqlBaDrSqaCZ4QnLSLuMMCyMZPOsjCGy+ApCr/4SWS1g9x3ASNQjQhGUUx35bJmYDfOJrb5xVvZ/vgk+lz7BcQgICHizCAQ1AQGXGPl8fqxbSQhBa2srvb29Y0WFU3G2hYuAgDcL09DY1FHPpo56ALIlm0de6+XfnztCvuIgEHQ0x7l+ZQuXLao77aQ6EtL5rdU1DJR1Duc1hos2IV1j2ZwaNnXUTxm/VBe3EPhCGJ2J+1BKIRWYAupHCks7O9P0ZstIpQgb2rixaUIQMjSqjuTX+wb4/asWzIhLjdA0am/6JJHl11La8Uvsnr2gJGZzB9E1NxFeeNk4l5Q181L89zvW8PPt3bx4cAjXkwhgaWsNN6xq4Z6nDuK4Ek0IdP34d4auKVxPUXYk9zx1kP9+x9px44ituZnKgRfwihmEGR7fvWLFoVLwM8yFhjt42FcqKYUercVsWkjq5k+9KRdISilKOx+isO1nuENHUdJD6AZGXRvSLiE0bepxCA2F8rvKTn5KN9DjdTMyxvKeJ5GVgl+4EOO7AX1hTxIv00N57zOom/50QpZ0qHUZje/5G4qvPEBp969QlSJoOuGFG3GzfVT2PYtyK5NnUHsOQtPRYnVo4QvTzSrg4uVsBDVCCBYvXsyOHTs4fPgwixcvHvf8oUOHkFKydOnSU25n6dKlPPfcc/T390/6/MDAAAD19fWn3I6UEk3TuPfee+nv72fZsmV8+tOfZv369UQikXHxnSf+V0p5SgedgICAgICAgEuHRYsWTXtZ13XH1XI0TZtSAHypMZ261OicsVKpjAlnRiOeotHouDnlqbZ3Id6MO5e6XH+uQvdwkYrrMbc+hiYEc1JRGmvC5CsOnpRkig7JqEljMjIuonqqsTy8s5uXDw7Sn61QsT00TSCVojdTZl9vjt++fP603V3OBPfYTnpf+je8XD+NhTSObeNg0lI9THv6RXpWf4jUnGYu62igITH+hn583TuodO7EyfQgdJNQKMpi1U2aGANVDbtSQYvVsXDtehbOryNqTf82iXJtkB7CjEz6vBACNAOUhz1whNLup3GGjxJqWjQujluP1+MMdaKkwkzNASTVrt0op4xe04i06sZ1ckm7jKyWMBsXEll0GXo0iZGYPG7nbJCuTWnPM5T2/ho3718DmbWtRJdeSXTJFQh98jqV8lwqx3ZRObzdbyYyLay2lUQWbgicbS9RhKYRX3UjztAxvPwwItUyrkalPBdZzGAkm2dU0HLid6NmWjTc8lmGfv4tqr378YrDqGLGr+MlGjHq59Hwjk9hzFA9LiAgICDgrU0gqAkIuISoVqscOXJk7O+6ujrq6uouSHvbQLQTcK70Zsp88+dv+AUd10Mp/7x6tdNhb0+O3d3NvO+ahactjmlCsLAhzLXr5k5735uXN/Ff245RdRW6piZ0c3nSj33qaE7QVucXD17vyuJJhTFlTJRACLBdyb7ePBsWzswFnxCC8Px1hOevm9by8+pjfPTGJXxg8yLyZYdwSCcRNnlh/yDpgo0CdG180VEIgS4UjoQ93TmODfs2zKNEll1NqG0V1SOv4OUH0EIxhGGipIuqlnzHnFgKo6EdWRwGpRDhONHlm4lvvH3GxCinQilF9vF/pLDtv5CFIZTn+hnono2bH0DZFd85x3PHueyMIqtFNDOMUTf98+hs8EpZP+ppivznsbF5ju+wYyQnLGPUNJHc8iFqrv2A7xpkhBCaTuXwNqqdr+IVhnzh0wnFMqUkspxFWDFia2+e0tI34NLizfytPhtBDcC1117Ljh07eOSRRyYIah555BEAtmzZcsptbN68mXvuuYdHHnmEz3zmM+Ocbmzb5vnnnwdg48ZTd3eOvoY9e/YA8PWvf53ly5dP+7UEBAQEBAQEBMBxke7nP/95nnjiCZ544glisdjY45cyZzIPHI3D8jwPIQSNjY3k83nK5fJZ7ftSqVMVyg5VVxIxjXG1ClPXqIv5DT+GplFxPHIl+7Tb29mZ5uUDgxwdKtKUjDCv3kAV05RyaQaHNPamTX7qVvjD33wb5mnEOWdErpfKy/dA+ghCDxGqm4NlWDiVEuFsP8nqERb0/5j2rV9BC010x4gt30z5wIsUXnsULzeAJzSkZhCzK4QRlMwUB5MbebZfJx8eZv2CeqxpOh4byWaEGUbaRfToRCdMJb2Ra20Lu38/XmEIPZYaJ6YB/3w3a1up9u5DC4Vp/YP/SWHX42SevhdnsBNkGqw4yjXxKjm8/BBmXRuxFZvRoxOv9c8FWS0x/Oj/S+Xoa76zj+N/vuy+/di9+6gcfY3U9X84oRbhlbJknryHau8+3NwAyqkgdIPy4Vco7nqM2mvfR6hp+kLCgIuHxIZbKb7+uP/eDx3zHZt0E+VU8Mo59Ggt1rxVRBe/fcb3PfpbYSQaaPqdv6J8aBulfb9GlrIIK0pk4UaiS66c9LshICAgICDgbAgENQEBFxknxgOMMlosGC0iRCIRSqUSuj79G55vVuHgQuz8Cbj4GI1P6k77ji9xy0DX/HOr6kryFZdfvdHHvPoo162c+XzotrooVyxp4Nm9AziuQtd8AY0aGZtSEDI17tg0b9yYUTCJoc0YQggU4E7DUWq2CZv6uPisQwMF35FHTC4IEkKgCYVUikP9hTFBjayWqBx6iciSK/EKQ7iZHnCqyGoRoWlo0SRmw3zq7/grjLq5ePkBkB5avB5tknil2aJy4HmKrzyAl+1Dj9chrNiIm4RElnJ41RJKKf/5VOu4zhtZLaHsMlpNE9FVs2slq4X9XGjlOYhJRDXKc0cW1CcU605GaBrihGWs+euJLL2a8hu/wssPIsyI71QjPaRdQjMjmE0LiV92+4y+poCAkzmTucIdd9zBd7/7Xb7zne9wzTXXsHr1agB27tzJd7/7XcLhMO95z3vGlu/s7MRxHJqamkgk/Ai2q666iuXLl7N7926+8pWv8IUvfAFd15FS8o1vfINjx45x9dVXT7uj3LZtkskkyeTMFrkDAgICAgICLg06OzvZs2cP+XweKeW4esyoe51hGGPL/PCHPyQSiWDbNlu2bKG9vf08jn52Odk5ebJaled5DAwMjEWaa5pGe3s7oVCIQqEw6fbeSpiGhq4JHE9OWkMEcDyJronTCkiUUrxyeJi+bIXm2ggJzaZ6cDtetYhwHeqRdGutdL7RxUveLq645a5JG1DOBu3Ic8hcH7oZwUjNGXsdoVgNZjSO03cQLX2U0r5fE191/YT1habRcMtnMevnkX/lASqZfsrlKiU9TEavZ0fyWvayHvYOsLsry77eHHdeuZCQcfpaamzldeReuA+7/yDSLo9deyvp4hYzI3UNiawWqBzejlcpYCSbJt2WMEII3UTaJdz8EIn1t+AVhinsfBh3qBuR7cYpGGiROKHGBUSXXkntVXedw5GdnOxzP6R86BXcXD9m/Ty0iC8UkqUM9mAnSroYiQaSV/zu2DrKc0k/+S+UD21DFtIYtc1ota0ot4qb7cPND6KevIf6mz6BUdM442MOOL8YiXqafuev6L//KzhDR5HlHKpa9KOWUnMIz1tD42/9txn7TpgKoRtEF19OdPHls7qfgICAgIC3NoGgJiDgImGyC2ClFD09PQwNDY0t09HRQSaToVQqTbr8yf8+MX4gIOBi4bWjGbrSJVxPkoya4z4fYdMPYSpVPR7d1cvmFc0THGRmgj++YQm2K3n50DCeVDhSIQBNE4R0jQ9ft5h1C447q7SmImiawPMkTFKf8QunClPXaK09tRDibJFOhcr+57G7d6M8B6O2hciya6eVZ3wmhUghQElJ4aX/pLjjl3iFIZRrj8QF1eKaCaxUC6FYksiya4gsuXLMDWW2spVPR3H7z/GKGbRoclyckRAaeqwW6VRQ1SLKreL0HeBEZZQQAiPVRnzDu2a9SBRZdg3VQy/hlXOIUHTC+yLLOYQVI7L4ykkFN6dCCEHdbZ8nE4pSev0xZLUEngNCQ483EJqznPrbvzDjnXCXOm6mB7vrDZRro8XrsOatOa3Y6ULjQr4RMXfuXD73uc/x5S9/mbvuuou3v93vfnv++edxXZevf/3r46KaPvjBD9LV1cVXv/pV7rjjDgB0Xeeb3/wmH/jAB7j33nt54oknWLFiBXv37qWzs5PW1la+/OUvn3Yso8dpyZIl7Nq1a9K5WEBAQEBAQMBbmwcffJDPfe5z2PbpnUHAn1987WtfG/v7kUce4dvf/jaRyMU1n5wup5t3KqU4cuQIruuOPRYOhwmFzuzaZ3RbF9o8dybGMycVpS4WoiddomS7xKzxMT1SKrIlh/aGGB3NiVNuK1ty6M+WsV2PhO5SObwDr5Lz4470EJowSMgceS/E3j17WBa9m7qtHz3n16Cki9bzOqqcxWhdMuG4CKGhJxrwimnK+5+fVFADIDSd2qvuIrrxdh765SPsOthFRkXot+YTDYeICUHJdunLVnhx/yC10RDv2nh6wZpZ20J8zVZy2/4LZ/iYH8msG2MOLSgFmoZXyuB1ZpGVIpoVQ49M4maj/OhoITRfXCMEtdf+AdGOTRz+1Q+Rw52EEwmspgXEVl5HuH3tjJ+3bn6IypHtuJluQm0r0IzjzU16LIUww9g9eykdeJHEuneM1Uwqx3Zh9+5HFtJYbSuOC4s8kdUAACAASURBVCesKFq0Frv/IM7AEUp7nqZm02/P6JgDLgxCjQto+9D/prTvOd8hxi6jx1L+uTpvzbiY+YCAgICAgIuZQFATEHCRMyqmAbAsi3A4PMmF5ptTIHBcyfYjabozJTQhWNKSYFlrzQVXoAi4+Hnl8DC2K7FMfdLzK2RolG2P3kyF7nR5XPzQTGGZOp995wre6Mry2K4+ujNlTF2wam4tN6xqnpDffeWSRn7w7GFyZYk7Ev00ilIKx1NommBpa4J59bEZH2/16E4yj30HL9uHrOT8WKVQhOIrDxBdvZXElb9/ygvdjuY4miZwXDkh8mn0NUgFphB0NCfIPf19itsfwE13I0yLklnLM95aXlBryKok2oBgZbiem0Nz2aid3+mIch2qx3ah7BL6FPnjerQW1y6hnOrISsddhJSmI8IxYpvePetjja64jvxz/4GslvBy/b6lrmGB5yIrOZRTwaidQ2zjbWe1fc20qHvXX5K4+j2Udj2Glx9Es2JEll5FaO7q4Pv8DPBKWfK//jfs7jfwimm/6GxG0Gsaia68nujqrcHxPIFzEfe+973vZc6cOXz3u99l27ZthEIhNmzYwMc//nGuvPLKaW2jo6OD+++/n29/+9s89thj/OpXv6KxsZH3vve9fPzjH6ex8fRiudEIhne/+908+uij3HvvvfzZn/0ZsdjMf6cHBAQEBAQEXJx85zvfwbZtmpqaaG5uHucsLE5wA9V1nX379pHJZNiwYQOGYSCEoFqtcvDgQVatWnW+XsKscrJDzSjyBBdX13WxLIuamhoGBgbOeE59qTeWGbrGuoX1DOSrdKdLNNVEqIn4jUhl26UvWyYRNmiri5229uB4Ek/6wqOhvm7sKphYRC3tuGOMMinJMNVSkcKux4ivewehhnN0UXKqfnMHaspGERGKoHIDeOXcaTfXlXV4sTKHzlCScEinKRpi9LSJhw3yZYehfIUX9g1ww+rWCSKkyUhd92FQksJrj+IWhnHTPb5jrCYQoShmw3xcPcyxTJWS7hHKeLTHFLHQJE0xuomRmoNR47vYCCGw2lbAxjvxHIfGpUvPSjQ2XarHduEVhtEiyXFimlG0UARhRfEKQ1S7dxNZdBkAlcOv4OYGMGpbJriQCCEwU3Oo9uyhfORVEhtvC6KjL1GEESK2YjOxFZvP91ACAgICAgJmjUBQExBwkaGUor+/f+xvy7JoaGigq6trWkWE2bp599z+QX78QieZoo3jSQQQMnTa6iJ8YHMH8xuCm0kBM0fF8VBKoeuTn89CCDRNIJWibLuTLjMTCCFYObeWlXNrT7tszDK4Y1M7P3j2EFVH4gnQNTEWEwUQtQzuvGLBjI/T7t1P+pf/C6f/EKDQorUITUdWCth9B5BOFTSdmiuntg1eN7+OxoRFT6Y8IggaX+x0pR97tXpeLfXVbgZ3PoSb7kZPtTJsNvNt+yYGVQKJhlKAglc7M+zqznPTmlY+sHnReRMXKOn4HWQAU4xBORVw/YIeaPgONSPrSA+7azfD9/8PGu/86qyNs9q9m/KepzEbF+Dl+lBOBVkY9uOfhC/qMWrnUHvzn2LNWe6P23VwhjrBc9ASDRhTCIZOxqybS/La98/aa7nUkdUimUf+gerRncjC0EiWeAivMIib7kKWsii3Snz9red7qBcMJ97UOJvvguuvv57rr5+8M/VEHnvssSmfa2ho4Itf/CJf/OIXz3j/J7Jp0yb+6I/+iL//+7+np6eHW265hXnz5mFZfnH6xJtlmqbhui4dHR2Y5ukL9wEBAQEBAQEXN/39/SQSCR544IGx+Mmp+JM/+RMee+wx/umf/olwOHzKZS8VJpsHlstlent7x/6ur6+nrq6OYrE45XYuZcHMdLhiSRP92QqagMF8ld5MGSF8R926mEV7Q4zbLpt32nm3JqAvW2YgVybtaEAjui4IK4cG8sRFhTIhLE2SMBVeMU1x1+OEtnzgnMYvQmHQdFD417v6xHmycipgmGhWfJItjOfYUJHBfBUpJcloeMJlfyJikinZZMs2r3WmefuSyeOZxo1RN6jb+jHi697J0IPforT3WaTnYKbaELE69sg2DngNpOMh7FIeXbm8nrFZUCNYa/Vh4CEreZzhLsyGdmIrt5w3Nw/plFHSRZwidlszLJTn+PWjEbxSFuVU0FKtk68TioBSKKeCssuI8Onfq4CAgIDp8Fb/nQ8ICHjzCQQ1AQEXGYcPH6ZaPX7x0tHRQaVSmZFtn3ghfSY3s57dO8A9Tx0kV3YAsAz/hnmubFPqdfnWz9/gz25dOSsuIQFvTWpjITRN4HqK0CS/ZEopPKnQhaA2OntdPGfKO9fNQSnFfS8epeJ4yBEhjalr1MZCfPTGJSybM9EC+FwpvPSfuMNdCNNCT7Ycv5EbqUFWi7jDRyntfJjY6q1TO7Rogo/csISv/fQ1qo6kKhWaUKBA4hfa4iGND2xeRGn7vyKLabRoEkIx/rl6PQOqBgXoeAihQCmk0HFcwS939DCvPsqNqycvwsw2woygx+twM90op+oX705AKb8wOCagGXndiJFil5Lg2RRf/QXxy36bSMfM5ja7uX6GfvxXVI9sR42IehT+DXk9lkJYMTQrSnjxFcTWvZNQ0yKU61B87WEq+5/HKwyClIhQhFDLUmJvuxmzceGMjjFgPKVdj2H37EFV8oTmLB9XAPZKWZz+g5Ree5Twok3nLebsQuNcBTUXAp7noes6t9xyCwcOHEDXdR5//HEef/zxKdcxDAPXdfnFL37BggUL3rzBBgQEBAQEBJwXkskkhmFgGFOXZEejiFpaWpgzZ85YvNGFGFE02wwPD5PJZMY9dmKcJwQ31SZD1wS3XdbOgqY42w8P058to4C4ZbB6XorLOhqIh08t5i7bLj9+/gi5so3rSVwMDMDGoKpMqsqgUeTIE6FNS7PEHEIVK7iZ7nMev9AMZPNyjPIwbm4Q8yTBhlIKLz+EnqgnunjTabeXrzi4UmIY2pSR4CFDw3Yl6dL04tjG1mtoR2gGQg9hNS5AhGK84s5jV6WBHlmDKR0s3UN6Hn200Jsvkc/luNzdhi4EZv08YkuvIr7qxjPa70yiR2sRhoVXGJr0eaUUslrEjNWOi63SzDDohu/kG5pY81WeOxJ/pZ9xJHVAQEBAQEBAwIVEIKgJCLgIUEqN2dtWq1VM08RxfPGKNgvdC2dSjKg6Hj96oZNc2SFsaoRPiOCJKp18xWW4WOW+Fzv51M3LZ3ysAW9NrljcwKOv9ZIrO1imQtfGF0TKjoepC5a01tBYc+F08gkhuHXDXLasaObpPf0cGy6ha4Llc5JsWlSPacz859nN9VPt2oWs5DGbF08owGpWDM2K+9nj+54lvmHyqKDBfIWfb+/Cd2bxGdEDYWiCBXUmt61KMicVZXDgMLJaQq9tZo+cQ49KIRGYuJy4dx2J0AxcKfn59m6uX9UyZXFrNhFCEF29FXeoE1kcRhgt4zrDlF0Ct3riGqBpxw+F0kC64LlkfvF3RD5x74yNzStl6f/eJ3H6D6JcG3QTIfz9KenhlbLEl2+m/vYvHB+v65B94ru+/XK627dV1g2UXcIdPobdf4Dklg/7FtIBM47yHCoHXsTL9WM2zJ/QTalHk8hyDq8wSGX/c8Q3/tZ5GumFxaUgqDkxogF8sczoPO3E1zf670vhNQcEBAQEBAScGd///vepq6s75TKj84K77rqLrVu3jsVHvpXmCw0NfqPHqJgmlUqRTqdPu965HKNLTZija4L1C+pZN7+Osu3hSUXUMibUT6biqTf62N+bQymoCeuUSlVAEcLBQ6eARVk1sEAbYL42QL03jBICToh07suWeeXQEH3ZCkJAWyrKugX11CemdkIZRS64Em1oLzJ9FGdYoicaEEbIv67NDSB0HbNuLtGlV512W/GwiaFpVGxv0uc96TdlhU1BdLKurdPglXO+k44ZYUjF2F2updtLUCeHsLARQmF5WSzh0BlegiZizKsRLK0ziK28jvjamyZEJr2ZWHNXI6P1uINH0YpZzFhy3POylAEpMWpbsNqO13atthWUD7+Cm+33nZBP+vy5uX70WAqrZWkgqAkICJgV3kpzo4CAgPNLIKgJCLjAqVQqHDp0aOzCPplM0trayu7duycse/LF/5tRDHj50DC5so0AIqGJebnxsEG6YPNGV5aB3Mw46QQc51Ir+EyXBY1x3tae4qVDQ+TLDpapY+oCpaDqerhSURMxeee6OdPa3pt9HBMRk3esa3tT9uXlBnzXFTM8ZV61sGJ+USrbP+nzw4Uqf33/a/RmKrhSjhXg/Cx1P6P9srkRGuMj3wFCjIlNdnjz8dB88cwk29YEuBJ6MmWODZVoP0/xcLG3vYPS64/j9OzBTXehhRMI3US5VbxShuMRT8J3pjnxxQj8x5TEGTyCm+07a9eRk8/F/K//DWfgsF+cC8d9MQ0gsFCei7JLFLc/QPyy27HmrgKg9MYTVI5sx013YTYuRLP8Y6qkh5vpwendR/7XP8D8rS+gncLSOeDs8EpZv+Co1NixPxk9msTN9uOmz71781LkYi2IjIpnfvrTn57nkQQEBAQEBARcqJwopplMZDvaUGWaJn/7t3/Lk08+yVNPPUVDQwO2bY9FSF6qjEZhrlmzBvAFyq2trYTD4QmCmjOZM57qmv9CnHvOZI1CCEHUOrNbALbrsaNzmKFClbn1MTxP0lXJYUuJhznq3YqBR0oU2ay/gcxm0aNJwnNXoZTikZ3dPLdvgEzRpmT7zTWxsMlz+wbY1FFPY02YqisxdY259TGaasLj34vaNkJvfw9svw83148zcAjluWiGhR6vw2xop+Edn5rymutE1sxL8WDkGOlilWLVJXbC8VBKUSg7KAX18TBz6868JqGF434Ti1thn9vOsBchKgtENRdNaAjpInQdywojYikGRIquJRu49oa1U9ZpTmS2alZKKfb25NjdlUFoy2jQu4kd3YeI15FINRLSBV4xjVdME2ruILby+nENI5GFGyi8/jhufhCn/yBGXRuaGUZ5Lm6uHzc3gNW2nOiyq2dl/G8l3qr134CJBOdCQEBAwPkhENQEBFzgSCkpl8tjf7e0tIx1Pp8pk3VHT/X3dDk2XMJxFSFzcmcNTQgMXcPxJF3DJer1c9tfQMAof3j9YmxP8vqxDBVHYrseAkHI0EhEdP7gmkWsmlt7ym3MZOGsa7jEa8cy2K6kPm6xfkFqgsjsfCB00xd7yMk7sQDfXUVoU3YM/fD5TvqyFaRURE9woVJK4XgK2/V4cHee5c2+G5DZtAjt8DZUOUc54m9TMMlnXvixRUIolIJi1T23F3sO6NEkDe/+K4Z/9nXsvgOoSgHp2gjdRK9pxMv0+ccJmFQZNIKSnl9ImoEYH+W5FLb9DOVWEWZkTEwzitANlG6iXJvCyz/BmrsK5blU9j+Hm+7GbJg/rrgoNB0j1YbTtw8320f18DYiS64853FeiJzP3xghhC8qQ01py6+UOi7EuoB5M4/jpeTW8sMf/pBIJMLWrVsJhy8cl7SAgICAgICA84/rutx9991s376dQqGA5/nXaUqpcQIbIQSHDh0C4KMf/SimaVKpVPjwhz/Mu971rllxKz7f9PX1cejQIaSUfO9732P9+vW0tbVhWdZZz0sv9nnl+WIgVyFbctA1QdjUwdRprwuTHeyj5Omgm7gYCCQtpNHyPUjpYSQaiK3YzDN7+nl6dx/HhkvUREwaE2EUkC3ZvNGVoXOwwJxUlETExDQ0aqMhWlNRrlzaNE7sYi7cRGrxWoqvPUr50DakU0aP1hJdehXxVdejx1Jjyyql/Gt2zZjwvqfiFm+bX0eu7DCUr1B1TMKmjlJQcTxcTxIxdTpaEsxvjJ/x8Yosugy7Zy9ebpDB0GpKWDRpRUbNgDS3gtQtZKKFeNgiU7Q5WjKQCM6uwnvuKKV4dm8/r3Wm6c2UsfW1LEtkaHEEiXIWWTpAzDKxErVYc5YTX3sTsZXXjduGFo6TuuZ9pJ+8B3vwCNXu3X4fkpK+M03bcmo23IrVsvi8vMbZxCsMUzr4EqpaRIvWEl18+bTEXQEBAQEBAQEXJ+f/Tl9AQMApicVitLe309XVNVZoOfHCcLKbdWdSMDjX4sKYEcUpaxsKgUDTRFDMCJgxIiGd/+s3l7PrWIan9/TTn61g6Bor25JsWdE8LQvhmSBdtPn+UwfZ3Z2j6nhIpTB0jR89b/Aba+fwm2tbz+t5bzYuQI/X46a7kNUSmjU+11ophSxl0VOtWG0rJ6yfLzu8cGAQZ6TAdOJrEUIQMgSerSg7ip09FVavgOiqGyjtehRn4DCJUBaBQiLQRr8olBr58tBHCsf+n7Wx2bMAzlccSlWXRNicsjvPqG2l8b3fpNq5ncq+55DVInq8jvDSa+j/5z/By/VNvnGlQElA+BniM/R+e8U0sjg8ljk+GUI3UU4Fp/+gv05uADc3AEohrImFQCEEeqweWcrg9O2/ZAU1o5yPz54WrUVPNED/QVSlgIgkJiwji2m0SBKzYf6bPr4LlUtBUCOlRNM07r//fl5++WXuu+8+Vq6c+L0aEBAQEBAQ8Nblb/7mb7j33ntxXXeCKObkay0pJUII9u7dO/bYN77xDa666ioaGxvf1HG/GeRyubG486amJmB2Ys4vZC6UebA/NVfjekms2iZqKzkShWGUU6UoopS0KG55CCVczMYF1N30CRw9wnP7DtGVLtFaGyEe9h1NFIpiVUPXBMOFKpoQzElFsT3JkYECmZKN40puXNM6biyhhnZC132I1HUfmrQG6mb7KOx6nPL+55F2CWGEiSxcT2zVDYQa2seWu+2ydtLFKm90ZcmVbKquRAMkELcMVs6t5cbVc6YdiXUi8VU3UNz1GNWevYhyFowWhC4Q0kVzKwgl8cwo1UQbYXQ8qShXXU7ZrTMNlFIop4LQjQlRw6fjQF+e145mODIibkpG44i5tzOc3Ui68yVCpX7q4har1qwhueJqzLq5k24n1NxB/U2foLjnaSpHdqCcMmg6Vusyokuvwmpdck6v8UJBeS5eOQdSkn3u3ym+8SReKQvS9Rux4vUk1r+T5JV3jYsQDwgICJiKqZrwAgICLkwCQU1AwEVATU0N3d1nHwtxclFmJuloShAyNApVl0ho4iTAkwrXU1iGxvyGGPnh4ozuP2B2cFzJzqMZBvIVQrrGirYkLbWR8z2sCeiaYG17irXtqdMvPAvkKw5/9+AbHBksUnY8LEND0wRl26VQcfnJS0ep2B6/vWneeRkfgDBCRFdsxsv24qa7MFJzEKEoQgiU5+Bl+xBGCLNuLtb8dRPW7xwqYjsSDYE2xfeHrgs8KenKOgCYDfOJrb+Vwkv3sy77PM/E1uBgoPBGykV+bJLQdFyp0AQsbk7QOgvn2I7ONA9u7+b1rixKKTRNsH5BHbesa2Nxy0Shg9A0wgs2EF6wYdzjkZXXUXj+h75wRsrxohkpx5xGRDSJ2dQxI2OXxTTKdUAplGuDbk5emDnB6URJB5REaPrU3/eaDlKiTuVaFHDWCE0nvPgKnMEjOMNHfccm03cpUUohC0PIapFQQzvhxW8/z6OdHm/GBf6l5FyXyWRIpVI0N5+7U1VAQEBAQEDApcWTTz6J67q8733vo6OjY8Sx83jzkRACpRSWZfEv//IvvP766/zlX/4lNTU1KKVwXZdCoXBJCmqWLFnCokWLOHjwIKZ5ZuKAs+FSmn/ONPUJi6hl4HgS25WEDA0hNEIti3HTPbi5AUpOmAg2TQmL+PwbqLnidwi3reTVI8MMF2xCujYmpgGo2B7lqotSClPXkCikUjQnIzQkwhzqz3N0qMj+3jwNU/TanHxdUul6neGH/gFn+BheYRglXYTQcQYPU9r3a1LX/SHRxZcDELUM3r9lCc/s6eO1zmGyJb9+kYpZLGxOcHlHA62p6IR9Tgcj2UT9zZ9k8Bf/m0RfhYSboep5RFUBpYdxzSjFxrVII4xd9p1/IpZ+VuId8GOGCzt+SeH1J/CKGQQCa+5K4mtvIrLostNevyml2N2dpT9bprU2Mq65yU3OQ62ey96BArVRi4b2VhrqTl1zM5JNJC+/g5qNtyGdCsIIoU3hgHyx4Wb7yDx9L/lXHsAr51B2+Xj9J5xAM0LIagk3N4BXyuAV09T9xp8EN8kDZp3gHAsICAh4cwkENQEBAefE2vZaGhIWRdsdyyEendBJqciXHcIhnXUL6khGQ+SHz/OALxFmc9L85O4+/mtbF5mijSsVQoBlaKxsq+V91yycVReRmcZ2Jft7c5Rsj5qISUdz4qwLFpPx0I4ejg6XsF1JXSyENrptC6qOR7Zk8/DOHq5a2kBz8vwJkuIbbsPpO0jl0Mt4mV4UCiF0lGejRWsxG9pJ3vgxhD5z04LEFXeiR5Ms3vYAS7PH2K3acYSJjvSFOZqO60mUAtPQuP2ymRcdPbi9ix88exjbk3iefy4rBc/tG+CVw8N8bOtSrljcMK1t1d3yF5R2PYbMD/qimrHa60i8jxBokSSRjssxas6xuO1WKTz+jzgHnxsRvShwKijXRukGwjyeLa88P5bKal8LgB5vQLNi/rKuPWmMlyznEFYMvabp3MYZMCWR5Zuxu173I8B69/kiNsNEVooITcNsXkx8w23jLMoDLn5GP5dr167lP//zPzl69Cj19fXneVQBAQEBAQEBFxLVapXW1lY+/elPE4+fOlrm8ccf5/XXX+e2226jtvbUccan49lnn+Xb3/42e/bswXEcVq1axUc+8hE2b9487W0Ui0XuvvtuHnzwQY4dO0YkEmHDhg184hOfYM2aNec0vlGi0ckFDadzaj6ZU4llRkVLAVMTCRmsnJtiIFuhL1umLRUdcZ3WMOvaKIcbcNNFGlI6m2+8nrqW4+4luZKN7XpET4rALlRdqq5HOGRQdTw8T1Fx/CYPXRO01EboyZQ4PJCnoe30jsNeMc3ww//gxwzpBmbTQrRQBOlU8XIDVHv2kn7inzBTrZj1fr0hZhnctLaNq5c105cpI5UiFQtRnzj3mNZw+1qaf+/LpB74KebRMkM0oOsJ9FiKak0b0ojieJJM2SYWNljUVHPabU52njvpHgbu/wp2/wG8QhrlOSOPd1E5vJ3Ehlup3fz+U35GyrbHYK5CyXaZ3zgxpkgIQV3cYrhg05Mps2re9K5bhW6g62cemXWhUu3bT/fdn8DN9vpNTkqO2jeB0NBQ6IkG31GsWsLN9FDY8TCxFVsIz1t9fgcfEBAQEBAQMKMEgpqAgIAxzkakYega77tmIf/n4b1kSw7DRb8LReG7nIRDOnNSEd59+flz6AiYPg/v7OHHL3SSKzsI8LuGlKJYcXn50BD9uQp/cetKEpHZ7xY7Fzyp+MWr3Ty7d4BsyUYqha5pNNZYbF3dypVLGs5ZlOR4kuf2D1KueiSixnExzQiWqWO7korj8fSeAd59efsUW5p9hBEi9Y5PU3z1QUpvPImX60cpiRaKEF54GfGNt2Gk5ky67ty6KKahUXH9OKvJXGo8qdCFoLXm+HkhhCD2tncQXbWVTx3Yzt89X2RfRuApHVcBnu8WEzIEH9jcwYaFdWf0mpRS7OvN8/z+QXJlh5hlcNmielbOTaIJwZ7uHD/49WEqjoehaVghbaxwanuSUtXlHx/dx6LGOE3J0xfPtFCYhju/wtCP/m+83CBIb0xIAwIRSWA2LSS5+UNn9DomvC7pob/4fSr9ryMLgwjTGimQKVAeeMq3dTbDCOmA5yJCUeKX3e6P04pita/FTXfhDh/DaFyAEMddbWQljyxnCKVWEO64/JzGGjA1mmmRvOGP0V/+CdXD2/CKaZT0MOMNGKk5xNbeRHjRpvM9zAuKSyHyaXTcf/7nf87+/fv52Mc+xgc/+EGuuuoqWlpaxt0gOrELHaa+eRQQEBAQEBBwabFlyxZqamqm5cBy6623snTpUizr3OKM77vvPj7/+c8TCoW44oorkFLy/PPP85GPfIQvf/nL3HnnnafdRiaT4f3vfz979uyhubmZLVu20NnZyeOPP84zzzzDvffey9q1a89pnCdyJoKXQBwzO2xZ0cLBvjyH+vMc7M9TEzHRNY1i1cH1FHObktzwtjbqWsa7MoYM33mlYo93RPU8hScVYVNQVn7Di3GCA2s8bFJ1JIWKiyf9xpBTvbfF3U/jpntB0zAb5o/NqzXTQqufizN01Bc47Hqc1Ob3j1s3Zhksap7oWHuumLUtdFx/J9ueO0ylP8cxIdA1DdMReJUqtuv5tZPaGFcsPvNGHCUlgz//JpWu11FOFaO2FRGKgJJ4pQz20BFy236K2dBOfNX1U27Hk/57oWtTOxEbmkBKhevJMx7npYDyXHr/v7/ATXehlERYUbCrKM8GhH/MC8MIM4KRqEezomiRWrxShsKOhwJBTUDALBP89gcEBLzZBIKagICLjDdjsnCm+1g5t5ZP/eZyfvxCJ0cGizieRACJsMna9lp+74r5pGLnVgAKmH0yRZufvHyUbMkmZhlYhjbObShbdjg2XOLn27u488oF57y/fMWhVHWJWgaJ8MwJdKRS3PPUQV46OES25KBpfpHGcV2yJZveTJknd/eRCJt4nkdMVFk/3+BMJV/DhSqFioPCtyueDMvUKVU9jg2Xzv2FnSPCCBHf+FvE1t2Cm+5GeQ5GTRNa5NRFpGQ0xGWL6nh6zwBVVxI+4bxQSuFKX+ARNjXWtk4UpgjDpH7ZJr60RPHSwSEef72X3kwFQxesmZfiN9a0MOcMbZXzFYd/eHgvb3RlcTyJVH7q0a/e6GN+Y5w/vWkZD+3sxnElhqYRMo6/P0IILEOnajvMyb/Orv/aRqSjkdDcVYTaVp7yRn50yZVod32d7BN3Yw8cRjkVEBq6FcOat4bk1o9jpFqnXH9adO1A9OxClocx6+aBbuAOdiIr+ZFuKAmeDZ6D0nS0LEV8kwAAIABJREFUcJzamz45Ls88uuY3sLt3j/1Pj9chNMMX01QKmI0Lia7YgpGYnjtPwNmhhSLUXHkXcv2t2L17Ua6NHkthNi9GaPr5Ht4FzcUqqJFSomkan/nMZ+ju7qZQKPCtb32Lb33rW1OuYxgGruvy2GOPMWfO5MLGgICAgICAgEuHL33pS+P+VkqRy+UoFApEIhESiQS6rqNpGlu3bmXr1q3ntL++vj6+9KUvkUgk+Nd//VeWLl0KwI4dO/jQhz7EX//1X3PdddedNqryq1/9Knv27OGWW27ha1/7GqGQL3i4++67+cY3vsEXv/hFfvrTn57TWOHM5oGTLXsu88jg5tx4amMh3r+5g/tf7OToUJF82fEdXeIWdTGLa1c08/ZJRCGLW2pIhE0G81VcT2LoJ16Pg+tJXE8Rjhqk4sdrhZ70j79AInvfQN/xCGUnR288QXjuKuKrb8RIHj9Py4dexi0OY6ZaJ33fvWg91d79DL3yNDsbb2Ll3FoaZsCJ5nQsak6waVE9KMWx4SJC+GKi0UavefUxrl3eTFv9mQvqK0e2Y/cdRFWLmI2LjkdCCx0jXu/Hamf6yL/yALGV1035eQi5BYxCL27BoThUJZpqmBAvXai6hEP6Bd9QN1sUdz+FM9iJkh4iHEcgkGpEJKZpvlONUniFQb/mIgRaOI6b6cbuP3h+Bx8QEBAQEBAw4wSCmoCAS4iTL/5P9/d0n5sOS1tr+G+3reLIYJHeTBlNE3Q0JahPBEKai4Vn9g5QrnqYukbYHH+zV9MEibBBtuzw/IEhbt80D8s4uxvC/z97dx5dZ3Ue+v+79zucWUejZdmWbXnCNtjMGAyG4BAgkKElI6FNaNM0K7296e18s5r+skKapElXQleTtF0tvbRJSJumbRISqENJwhhjIBgb8IRH2ZY168zDO+z9++NIsmVJxrYs2zL78w9YZ3j3e3R0zt7P++zn2dmV42fbutl1JIdStSoly9rqWL9yNhfNeeOSt2/kl3sHeWnfINmSR33cJTJ8LlprBgoefbkqAwWPuGshBdhCs73Xo8+PcuuqiQMxE5FCMHLPyUpOa60RDBcxOU8Iy8ZpPrVqOe+/dgHbD+foz1co+SG2ECBGAl6CqGNx2/IkUWfixCKolXBes6SZNSfZYmkyfqj460d3sKs7R9UPcW2JYwlCpSlVA17vzvFXP36NvnyVINTE3PFjWlTexk2ZH1Hv9+MOhgztrrVRctuW0vD2P8SdvWTS40c7riSy4HKqB18hGOgEaRGZdzFO84Ipndeofc8hqnlkvGG0XZPdPJ8w20NYHIIwADRYFu7sZaTf8lESq28b8xR23SzS63+b3LPfJhg8hCpmUH4VGUliN80nvuJGEpe948yM13hDMpokuvCKcz2MkxLk+1H5fkQ0id0w96we+0KoUDOip6eHgYEBXNfFtscvt7TW4+ZdM/2cDcMwDMM4NYcOHeLBBx/kJz/5Cf39/aM/r6ur44YbbuC3fuu3WLFixZTnCA899BCe5/Hxj398NJkGai0qP/axj3H//ffz3e9+l09+8pOTPkdXVxc//OEPaW9vH5NMA/DRj36URx55hHw+z+DgII2Np1Z59HjHbt449r9T9UYtoIyJNaWi/ObNSzk8WGJvb55Q1VokrZhbPxprGf+YCMvmpMmUPA4OFGlNx4i5FpHhjS6Zkk9dzKG1Pjpm88tQoUq9q1m881tUejcjC4MEoUfRsinv/SX5l35Mw1t+g+SqtwGgvXKtYqs9NkkmDBXdmTLFik9D1aNvMMvPf3mAZ3b0sGJuPXdcPm/SsZ8JjiV5y8VtRF2bg/0FDg+Vaq2ubIs5DXGWzUlzRUfTuPddkO+neng72q9iJRqIzB/fRq285wVUKYOM149LgAGQsTRBrg+/v5Ng6PCYjTcAyiuT3fQflPf+kqZskrjfzsFshLnx7URaF+E0tSNErYX5YN6jY1aSxa1Tj9PNRMXtT4620RZCHNP2+1i61m7bryLc6U/WMgxjPPMdbhjG2WISagxjhphscnAyvaMne9yJnvd0CCFY2JJkYcuF0y/3zeTgQBEvrFUgmYht1SqTlKoBvdkK7U3j+yy/kWd29PIfwy2lqn6IHC4hmy357OzK8d4187nhollTOo9nd/WSr/ikos6YIEmxGuAPl6rVWmNbknTMIleq0lvw+dlr3SQi9kkfvzEZoT4RIVPy8UONa4//W6r6CteRdMzwv4nmVJRP/+olPPDz3ew8kiMMNRqI2JKGpMv718xnlsyelbG8sGeAPT15vECRjNqj5YkdqzaeYjXk8GCJUNfiHcf/VhaXX+Md/d8mofIIrQili1YhqjBAZV+Bvu/8ES2/9lXcWYsmHYOQkuiCS2HBpWf+BLNdEFQQkaM774SQ2PVtWHWzCCt5VKYbu2Uhbb/7bxMG0QCcpnYa3/EneF3b8Y7sQoc+VrKJaMdVWIn6Mz9uY0arHHiZ/C++Q2XfS7V2ZlLitHRgr7oTGlaelTFcCAk1cvjv8V//9V8JggCY+OLN8Qk1QRC84a5wwzAMwzAuHBs3buQP/uAPGBoawrZtHKdWPRWgVCqxYcMGHn30UT73uc/xnve8Z3SOcTqefvppgAkr3dxyyy3cf//9PPXUUydMqHnsscfQWnPPPfeMSaYZ8V//9V+nPb7jHZ9Qc6aeb6Y5n6rlCCGY15Rg3inEgO68op1syWNvT56ebJlAaZTS+IHCtQXJqMOiWbVquVrXYkJ9+QrXD/yY1MALqHwP2k0iEq3YtiQsZan27GHwp/+IjNcTX3w1MlaHsF2UV8Ky07XnUprDQ6VaNWGvTChslB3HC2Fvb55CxafsBXxg7SIsOX3vjYhjcdPK2WSKHocGi/iBIuJYzG9OkDyuQnNYKZDd+F0qB7YSloZAhbU2QulWaFwBbUfjDsoroVWIjEz8uxBCICwHrQJUdWylZOVVGHjsG1T2v4yfOcIit4nDMs6BoJF9GYv6ym7iZR8/OZuhokdbfZyO1hStJ9Ei+0KkKgVAw0gLbQFCWmitatVpRpJs9HB77uHHyEgCt3XyTVqGYRiGYcxMJqHGMGYoIcSkC+zjAwbH/vt8CSacT8EBY6zp+s0cGizxny900p+vEnct0ukoUtQSaorVgP58lf98vpOOliRzG0+99C3Uqpd09hfxAkVj4migT+vaMYJQYUmB0ho/VEQcl7qoRTSAvlyVp3f0smZJ86QtnI5lScH1y1roy1UoVALqYvZoKWOtNRVf4YeadNzm+mWn3hv7fNOajvFnv7KKA/1Fth/OEoSKtoYYl85vQArYvXtqCTVhYYDStp/jdb8OSmE3tRNfeTNO09hmXE/t6KUaKCK2HNfrWwhBxJFUfVUrtytAabCG7yZ1wPqhH5JQeQJsyjKK69gk4y5a16FKGYJsD9mf/j0td395Sudz2oSklgY0wUV4FYLvoYd3Qaly7oTJMUJaROZdQmSe6d1tTK742k8ZfPgvUeUc2q+CZYFSqFKWavdurKXr0es+Ou3juBASakZMdWe2YRiGYRgXroGBAT71qU8xNDTELbfcwt13383111/PDTfcgOM43Hfffbz44os89NBD/Pmf/zkdHR1cddVVp3UsrTW7d+9GSsmiReM3DCxcuBApJbt37z7hZq1t27YBsGrVKorFIo8++iivvvoqtm1z3XXX8da3vvWMzd9m+jxwqi6U809EbH593RKe39PHlv2DZEoeArAsObo+392dJ+paeEGtUvLSRJG2PVsQhV5E/VxCLRCOQ95JU3TmIov9NGS6yb3wfWKLriK+5BoqnVsJsr3IWAohJNmyR6ka4PuKWTpLEKkn17Ka2fVxGoOQzoEiu47k2HUky4q507/RpD7hko47tXWWlEh7bDKN8soMPva3VDq3EGR6kPE6hOUSFrvxBw5CTyeyUoDh6lJWolbJVnsViI2vHKOVQgdVhOVixceeX3HbE1QPvkqQ6yPSdhExJ8K6MI9TSjFQDciWodTbQ120gcWtaRa1prhheesF8548VXa6FYREqwBB7fcmLAcdBrUkmhHDSUyqWkSVMjhN7SRX33qORv3m8WZ9XxqGYRjnjkmoMQzDMABY0JLkhb0DVAM1ruUT1Ppca61JRGxmncYOlWd29lKoBEQdOaYHs5SCVMxBaU2hEvDMzl4+cN3C0zqH0TXtcbkIFV8RKsYkWRwr6khKgWKw4PF6d56Vc9MndbxbLpnNa4cy7DySI1vysS2JFOCHGiGgPu7wq1e305i8cFqfLWhOsKB57G4opdSUnrP46v+Qe+bbqMIQqlrbBSTcOKWtG4ivvp26639ttBJLb65CqDSxSdpL2VJQUhrXEUgha1WXRK260pLyNlLhEKApiyhCHG1vJoRAxtOEuT4q+zfjD3TiNJ1aa6wzomkhDOxHV/Lg1N43WoUEQ12oSh5UABqCocMc+doHSFz5LurXfxxhmSmdceqCbA9DP/4rwsIAwo4g65oRQtaSW/xKrZz4zsfR81fD3OltAXUhJdQcS2vN4OAg+/bto6+vj/Xr1xOJRMjn8ySTyQvqXA3DMAzDeGPf+ta36O7u5v3vfz+f/vSnRyu+SCmxLIvVq1ezbt065s2bx+c+9zn+4R/+gRUrVpBInHqF2Gw2i+d5NDY2TlhZxrZtGhoaGBgYoFgskkxOXFm1s7MTgEwmwzvf+U4OHz48etu3v/1trrvuOr7+9a9P+vhTcTIVak63UrNxdkVdixtXzOaG5a0UKj4CQTJqc3iwxI6uLL3ZMl6gsC1BUzLKkp7N2GERHU2hLZe+suSQ10KvbKbLnQ+OpC48wuquQd7W30l82VryrzyOquTxuvdgp1vIFzRUi7SEOYSEYmwW3Y1XAuDaFk3JCIOFKlv2D057Qo3yyhR3PEVp10bC/AAIcJrmk1i+jtjiaxBSUnzt51QObSPIDxKZu2K07TNAWBzC796L4DmC3J1EWtqJX3QD+c2P4vXtH06uOa7aTWEAGUkQnbcSO320+rJWIaXXN+JnunGa2pHDsYYGq8KtyX10RVMcGiyjdJSmeCOrrl5FUzLypv47S11+J9mN30VXCmjbRUgLLAdhBejQB12LgwnLIcj2oEMfu2EOyUtvIzJ3xTkevWEYM8Wb+XPWMGYac/XFMIxRZ+ML3EwSzl9rlzbz6ObDlKoVyl5I1JGjv69QafKVgLhrc+3SZiL2qfeb3nYoS9kLJk0uiUdsBgse2w6ffqUTxxI010XpL1THJAaFSqHRCGrJNEII3GOq0AghiNgWfqjIlf2TPl7Esfjft13Ef2zq5IW9A5S9EK01MVfSUhfhzsvnce2S5tM+nwuN8qtUO7egyjlkNEVkwaVU928m+8SDBAMHEW4UmWgAIVCVAtW+Trp/+TQRL0n79e8kFXVwLDFaWXcimlrl3bhjEXVt+nIVyn5tx1tz9TC28vFxam2ULEHUOfZ9IGu7vQIPv3v3uUmoWXwDuvOXqEIfyomCGyPoP4CuFIHhxCUha0k12R7yG7+LKmVpfNenztjnq/JKlHc9i3/kdTQap3kBseU3Yk2wA86Y2YqbH0FVCgjLRsZSoz8XQoAbQ6gQ7ZVQ2x6Dtb9yDkc6M23cuJG/+Zu/YfPmzaM/e/LJJ0mn09xxxx1ceeWV3HfffdTVmb8twzAMw3izeOGFFwD4+Mc/juu6hGGIZVnj5vLve9/7ePDBB9m4cSPVavW0EmrK5TIAsVhs0vtEo7XNMidKqMnn8wB86lOfor29na985SssXbqUnTt38tnPfpaNGzfymc98hq985SunPMbJTJRQc6JKzWfqGMaZJ4WgLnY0UWSkfVSu5FH2Q1xLUp9wGXy8RDaoglKUe/bS7BcZiaaUZYLN8TVsjK9jKJhN+aUu3nfrfJpv/yT9G76G37+fMDdANF9AKEEQbaAcbWbngvdRjTSMHjsZdRjIV+nPV6f1nMNyjoGffJ3q4e0EuT60XwE0Xu8+ql07iR98lfobP0xp93OE2W7c5gVjkmmgVo0GJ4oY6iT7P3+LXrWeyMIriHVcjqoW8Pr3YyebEJEEqJCwlEF7JZyWhaSuevfY8ZSyhPl+CANkdOzfuSU07U6OOXU5gmwPSZppTt05ra/PTBCdt5LE8nUUtv28Fo9xXJAOWDaEw3FDIZHxNFY0hZVqJnXFnaTXvM/Evg3DOCXmM8MwZgaTUGMYM8zZXPCb4MKbSzructfV7fz7cwfIlf3RwIbSGi9UxIb7Pb/90jkn9Xyh0rx2KMNzr/eTK/scGiwRhJrJ2lSPtGKq+qdf7UQIwXVLmjk0UCJX9nEsiSUFUggEEGqNBhxLUhcbu5MnUIqotIjap9afPuba/Pq6RfzKVe3s6MpRDUIakxEuaqub1p7cM4lWisIL/0nh5UdR+X60CkDaWMlGtFeulWhONtQCRkCoBc9ZV/J8pIOMiqFfcYge+CWXLmxiQXOCw4MlvEARc8cndtV2uEkumd/Ar17Vzlcf3U5/vkoQKoKRzzQhsC1BOu5Ovmg5V4uZliWoRetwOzcS5nvRgTcafAMB0kI40eGgWYAqZym98j8kLn070YWXT/nw5dc3kv35A4T5flS1yEi1oPxz/07qug+SvOyOKR/jbJiO7y+/v5Pi1g14h15FqxC7YS7xS24h2nHVaAWlmaay70W0X0FEJ7lA40ShUkR170D5FaRz6tXJTseFEEz41re+xZe//GV838d1XSzLolwuI6Xk8OHD+L7Phg0b6Ozs5IEHHjBtogzDMAzjTaK3t5dZs2YRj49tczxRssiiRYvYu3cvvn/ymz6OJU9hjnqi+bPneQA4jsM///M/jyYDX3nllfzTP/0Tt912G4888gi/+7u/S0dHx2mNdcTpzAMnGvuJzudCmGteCOriLsemlUs3jqqWCYuDjERrhlfBJFSe6ws/Y653gH9r/A229AQsOzDIZQvn0vqe/4/S689R2r2JPbsO0FcW+G2rGWi8HN85vrpurZrwdMdqMk99k8qBLYTFIezGuchoCtCEhSG8vn2gQmQ0RVgYRCtVW98fQ6sQv3cfFPoRfoXSjicJ+vZiJRqIdlxJbNHVVA6+QpDrQw0dRqsQIW1kNEli5c1E21eNHdBoLOQNBm7CwGO0vv9z6O/8KaXdz6F9Dx2UQYBwokg3Rt2a9xBpuwgrUU9s0VVId/LkRWPqzHWKGvM6GIZhnBsmocYwLiDHT6je6N+T3WYmZjPHmf5d3XzxbCKOxY9fOsRAoYofamwhSEUdVs2v50PXd5CMOm/4PEPFKl/7yU729hbwA4XSmkBptIbubIXWuii2NTa45/kKx5I0JseXoj4Va5e18Mv9g7x+JEdfrkLUtZBCoJRG6VoVm2TEJuZaqOESrX6oqAaKtqjN0tmnVykgFXO4enHTlMZ+IdJak/3p31PcuoEg14sQ1mgVmDDbU0uuQWA1tQO1ZJp/C25geziXMi5KgNBQzhV4fnuZSCyOJQVlTyH9ENeWo8FnP9R4gSYRsXjrxbOZ35zgSx+6nE27+3l+zwBuz0WIylPEwgJW3EEeF0Sr9Rv3kLE0bttF5+DVqgV31ap3kWhfQvXVn1Dd91It+CUkSBvhRhFOrBYEthyEE0N5JYqbfzTlhJrKvpcY2vA3BEOHajutoikQAl0p4BcGyD35IELaJN6E/cALv/wh2af+BVXO1RKNtEY4r1LZ/RyRhVfS+M4/RrrxN36i84z2q2itEGLiqmNCyOGgq0YHXi3BZrrGcgHNPV577TW+9rWvobXmD/7gD7j33nv51Kc+xSOPPIJSisWLF/OlL32Jz372s2zbto1vfvOb/M7v/M6ErRgMwzAMw7iwRCIRuru7CcNwzM9H1jTHzon6+/tHbzsdI0k71erk1TgqlcqY+05kpIrNO97xjnGV9VpaWli/fj0/+tGPeP75589YQs3JzA0nel2mkixzIc1Hp1MQKjS1dstnMjnJaZqPKg0BoBEoBAKBHs7ykCgWentYW93I5updvLinn0sXNCIjcZKXrCd5yXoGN+5j084eIo5F0wRrl2zJIxVzmN986hWfTpY/cJDKodcIcn1E5i5HWCMxNIGdakI6Ln7/wVqShtKMy2LRCu/IToLCIHi1KlNCSFSlQJA5QljOEV96LbGl15F//r+GH6NBh2gVkP/lwwSZI7S8609HEzysRD0y0QjSQleLiOj4alRhMYOMpXCHYzMGyGiStnu/Rnn3c+Re/CH+4CGEHSG+ZA11V/8Kdrr1rI/JJAQaRo35zjYM42wzCTWGMUNMNmGerAzuGz32jSYdZlLy5rV2WQtrljTz2qEM/fkqriVZPreO5tTJXUitBiFffXQ7+4aTaVxb4lgSAoUfaoJQ05Ot0FYfG01oUFqTr/gkow5rptgiKeJYfOKty/jOL/bx2nCbKaVrP/dChRSCVLT29ae1puIr8lVNYyrKZQsbSUTNV+OZVD3wMsVXHiPI9mClWpCRo4HaMD9AmO8FYUG1CLEUz4bL2R7OpUiEpC6zvLKVlZVXaAr70QgyViN766/i5cgV5EObaiWoJUxpjZSCRMTijsvmcvGcBOVdz1LevYmLqwVWxdJEb7yWTLkdr3sXVAvoaOqYgK1ClTJIN0Z00VXYDSdXiWlaCEns0juou/RWDn/5DrRfRcTSCHt8RR1hR1DlHF7PnikdUmtN7hffIcgeQUYSyETj0WPF6gjLOYJMF/lN3yO24sazVqnkfFDa+QzZJx8kyBxBunGsVEstoOmVCLLd6N0byTz2DRrf8cfneqinzG5oQxx6FR14CGv8Z58OfUAiIilkZPqCzjB23jFTg4Raa4QQPPTQQ+RyOb74xS/y7ne/Gynl6EWzkZ3iN910E1//+te59957efjhh/nN3/xNk1BjGIZhGG8CS5YsYffu3fz85z/nPe95z+jc4Pj5z4svvsjrr7/O6tWrRxNaTlUymSQejzM0NEQQBNj22PleEAQMDQ0RiURO2IJypJLe3LlzJ7x95OdDQ0OnNc5jnUpCzakwMa6pCZXmtYNDbO0cpDdbQQNNyQirFzSyan5DLeYzReUDm0dzSxTymGIqw+8JBALF6vJLbPTezZFMmbIXEo8cfV9f0dHEzq4snf0FHEuSijqjyWrZkk+27LOwJcnlHdO3GarSuZWwMISVqB9NptGBjw59hO3WNq5IiSplkdEkwrJRlQLWcAveIN9PWMzUKtVaDkgLmWrGaZyD8ir4vXsovPpTVKWIDqrIWB0ylqqtUaslgswRSjufZeAnX6flnbU1qpAW8aVr8AcO4A0cJNK6BGEf3SwXljKEpSzRuSuILb1u2l6bmUhISXzZWuLL1p7roRiGMYGZGj8yDGPmMVcNDWOGOrYc8KlMHE4m2cY4/033782SgtXzG974jhPY9Ho/nf0l/FCTiNrI4bFaUlCshgSqVq1msFglFXUIQk2xGhBxJHMaYlyzeGoJNQCJqM3H1i/lSKbMK51DlP2QqGOxvSvLwf4S2ZJHf8FDa40lNPUxm4vn1XPHZRMHCI3TV3rlsVqgKJYek0wDINwYSAuUIiwOoaN1vBgupoRLSpe4Lf8wHZWdxFQZBx8QpINBWvuPsKZlFz+dey87BmsJWVII5jbGuG31HNY0e/Q99If4fQdqiSCBTzWUlH7x35ScOpplkmhQQOT6EE4EtEYHVYQTxW6YQ/0tnzg3L9ZxpO3W+qhLMWEyTY2uxRen+JngH9lJ0H8AAg9ZP2fcsaxYHaqUJcz3UdnzAvHl66Z0vLNlqp+VWmsKz/8HYb4fGUtjxdOjt1l27T0dDB2m/Pov8Ac6cZrmT3XIZ1Vi9dsp73yWsJRBOxGEPFqpRmuNrhbBiSKX3TTmtulwISTUjHjllVeIRqPcfPPN41otjJxbGIasXLmSRYsW8fLLLxMEwbkYqmEYhmEYZ9ntt9/OL37xC/78z/+coaEhPvShD5FM1qpFaK3J5XJs3LiRL3zhCxSLRe69994TJruciBCCJUuWsHXrVvbv38+SJUvG3L5v3z6UUixbtuyEz7Ns2TKee+45ent7J7y9r68PgKamqScpHD8PPBuJMDN97jnd/FDx8IudbD+Uob9QpVStzVujjkVnf4EdhzO8Z81CIs7U1guVPS8AoDl2/nxMNe3hejXpag8JXUDpFEE4tmX44tYU1yxpQSlNd6ZMX65CxLaoBCG2FMxvTnDjilbmNExfdVHlVdAqQDgRwsIgfn8nYWGQkQZWVqoJYbloFRCZswJVzuMPdCJalyCdCGGuj9Cr1DY8+D5YUaxELalNulGsula87tdrbYjrWo5bo7rISBx/8DClnc/gr/0gznDFmeQlb6V68FUqgU+laxvW8KYdVcmjA59I62KSl96GUz972l4bwzDOHPPdZRiGcXaZhBrDMAzjjHpmZx9eEBKx5WgyDdQm+nHXougFhArKXohAYElBOuEwrzHBb928mJh75i7attXHaKs/2sP45pWz2bS7nxf2DjBQqKJDRdwKuLS9jtuvWXRGdlUZY3lHdqK8EnbD+GQl6UbBciEsoatFenWajE6gEawpPcPiyg7iYYGyTFCwGkAILFUlEeZhaCcfXfhT/A/8IbmyTyJiM6chhirn6P+3zwwft0KeGKUwhq184moAGZQ4Yrcg7Cbm0E9MhoBAxlJE2lfTcPvvjQaczjVhu7itS6iUMhBUJ2y3o/0qwnaJzFk5pWMFmW6UX0G48UkX5TISR/sVwsyRKR1rJvF79+L37UcHPlZ6/IUMYTnISBJVKVDe8TTO9fecg1GevuiSNUQWXEZl7wuowmCtpZjloFWI9sogbXSyBevi26d9LBdCQs1IhZpisUg6ncayxiYowdFzG/lvQ8PpJa8ahmEYhjHzaK25/fbbefrpp/nRj37EV7/6VRoaGnjf+96HlJJDhw5x661H26t+5CMf4a1vfeuUjrlu3Tq2bt3K448/Pi6h5vHHHwdqlfNO5MaCJvnVAAAgAElEQVQbb+Sb3/wmjz/+OL//+78/ptKN53ls2rQJgCuvvHJKYz3WmUqkmcnzyvPF09u7eaVziJ5smdZ0lPamOAIoVAK6s2X8UPH4K13cecXU1tG1dtDUNovokfSTSdamKBIRe1yFYSEEt66eQ2PC5cW9A/TlyvihpsWWtKZjrFnactqbx06WFa9D2hG8wUOowgBahaBUbSOMrq29AUQkTmLlTWi/hFYB3pEdyEiCoDAAfgWIgBtDJxprG21GztGy0X6tjZuMTbBGtV1kNEFYzlPc8TT113+odl83RuNtv0v2F/9G5cAWwlIGwgA73Ypd10py1S0kLpna541hGIZhGMaFyiTUGIZxTpxPwQHjzOrLVwgVxNzxgQ8pBQnXIlcJsS3JVYuaSERtLl/YwKr2Biw5vcEu15asWz6LGy5qoeyFVCpl+rq7iMfjJplmuugJeoKPEBIZTaD8Mjqo4nkeGojoKsvLW4mrAgUrRSAjiOEqD4GMkMWmyR+ksvdFZq3rY3bb0aogpVf+B7//ADrwyLot5CshCo1vRahaceqDfpIqy3/H30UYb+bt831WLWjCnbsSd9aiMcNT5TyVA5vxjuyqlVKO1hFpv4TIvEvGlEeeTokr3km1azuqnENK62jJaK0h8NBBBSvRSOLKd03pOMJyEELWgn2T0ErVdslZZ+fczweqlBktzT1ZMF7YEVRQISxOvcT92SYsm+b33sfADz5HZe+LKK9cS6QREitWh6ifS2nNxxDDOyKn04WQUDMy7tbWVjZv3kyxWCSVqpVun2zes2fPHmKx2JjkG8MwDMMwLkwjc4XPf/7zLFu2jPvvv585c2qtZkfmAq7rMn/+fD72sY/xrne9a8rzorvuuosHHniAf/zHf+SGG27gkksuAWoV9R544AGi0Sgf+tCHRu/f2dmJ7/vMmjVrdB6zdu1ali9fzo4dO/jCF77An/3Zn2FZFkopvvzlL3Po0CGuv/56Fi1aNOEYTsXJtHw6U/Gk8zEudb7NgyteWEumyZRpb44Tc49eSkjFHCKOZF9vge2Hs6xb3kpd/PRbmLqti6l0voJEo4WshRKOfTmGf19lK4lb18Tq+Y1YcnwcRwjB1UtauGJRM0eGSpS9kETEpq0hdlZe31jHlQw9823CbA9oBdIG+2jrKcIAtMLv24dwXBpv+QTZ5/+Tyr7NBMVByPSAZSHjacJoGtzUmOfXgVc7T2mdYI0aRQfVcWtUK5qkcf1vEeT6qB7ehvKrWIkGovNXI53I9LwghmEYhmEYFwCTUGMYM8x0BhXOt4W7MTNFbKu2oej44McIIZAC6mIO/+vWZefkfSeEqPXZDicPQBhnht28EK93L9orISbYPSUtF2254ERIFQ5gxaq0+L3EVBGFJJDuaDINgNK1wJEScVS1QGX3pjFtdkrbn0CVs+h4E4W8qrWDkmK4OLRFSaZIqBKr/Vf5d/HrlIpxrl59OfZxCVVe927yL/wH4dARwsIgOqyVbPYOvUKlpYPUdXdjJeqn74Ubllh9G+WdT1Pe9SyqnEVIG4SFVj5osGL1pNa8n8ic5VM6jjt3OTKaJMj11hJIjkua0UqhK3mspnYi7ZdM6ViT0YGH8soIIRHR5HnxtykiCYS00KE/Wn3keDr0EdJCRhLnYIRTJ2Mpmj/4JbxDr1J69XHC/AAiEid20Q34sy+h1Nt/VsZxPl7QOFUj74/rr7+ezZs3841vfIP/+3//L4lEYtx9pJT88z//M11dXdx0001EIiaAbRiGYRhvJh/5yEf4wAc+MFrt5S/+4i/QWrNo0SKam6feBnnEvHnz+NM//VPuu+8+PvjBD7JmzRoANm3aRBAEfOlLXxrTqunee+/l8OHDfPGLX+Suu+4Cask+X/3qV/nIRz7CQw89xBNPPMGKFSvYtWsXnZ2dtLW1cd99952R8Z5oDXBs63Pj7NjXlydT8og4ckwyzQjXtkhEbLIlj909ea7oOP22X+k17yX3yx9B6NfeB0Kg9XB3Y62RhGgkOxpuYG5THdcubTnh81lSMK/p7K/RrGQjhCMbVcRoXExrNZoUhJCgNbkXfkDLO/6IhnW/Tnjlu6ge3k7muX+ncmALMtFIaMXhuE0vqlqE4RjJ5GtUb3iNmpxwjHZdC3bdiStTGYZhGIZhGEeZhBrDmCFO58LiqQQajr3vdAYozocLpMb0WtVez6HBEtVAEZ+gfZMXKBxLcun8BvN+eBNIrLqF6v6XCLLdCCc6plSxDjzCUgarYQ7x5TcSGzrMssFeyn4JgUYJu5ZAMnL/4bLPUghc1wWlasGkkduVIsz3owOPsrLR2kOIsWWifRkhEeRIqywAQ0WPHV05Lmk/mhwT5HrJP/89vEPbwLKxGuYgnAi6UsAfPERYygGC9M0fHZd4cqaNVBDJ/PwfKb78KKqcA60QMoqVaqHuug+QvOa9Uz6OlWwiuvgawuIgwdAR7PpWhF27wK9DnzDXi4gmcNuW4bQueYNnOzWqnMfr2U2Q6Ub7lVrgL16H3diO09IxJqHqbHNnL8WqbyPI9dWSwo5LmtEqRFXy2A1ziC697hyNcuqEEETaVxFpXzXm59ls9pyNZya79957efjhh/ne975HX18fd999N/l8HoChoSF6e3v5zne+ww9+8AOCIOCjH/0o0ej4lm6GYRiGYVzYjv3+v/rqq6ftOPfccw9z5szhgQce4KWXXsJ1Xa644go+8YlPcN11JzeHXbx4MT/4wQ/4+7//e372s5/x5JNP0tLSwj333MMnPvEJWlpOnNxwsk6mQs3xJrrviR4/0+eaZ1PVDwlCjWtPviZzHYtQKar+5NVOT0a040pSl95O/uX/RqoAjUBT260l0GgEhegsSqs+wK+tWzylajinwg8Uu3ty9GYraK1pSkVY1pYm4kxeYdLP9db+x7IBfTQpRgiwbITtov0qpZ2/gHcM3zWeJr70WoTtMlAYwuvdC/GW0dbPWmtUOYeulpCRRG3TR7WEiE6wRi3ncZrmEV967Zl+Oc4Zk0xnGIZhGMa5ZBJqDGOGm2hBMVlwwCw+jLNh/cWz+fm2bvKVgIofErHl6E4yL1D4gSYRtVl/8exzPVTjLIguuY7o4mso73qWINOFcGK14FHgob0yVqqJ6KKraHj774OQ3HWwi3995CnCvIOlSiilEEKghpNpLCFIRGxkWAA3hpU4pv+5ELVWTEIShsFwo6mxn4dSh2gEgXCwpEQpTa7sj7lPZfdz+P2dCCeK3bLw6GeqE0UmGvAOb8Pv24fXtWNcAsJ0ELZLw9v+F+l1H6m15akWsBKNRBddPa71lA4DgkwXOvCRkThWevZJB4zrbrwXf6ATr2sHwVAXSAsQ6NDHiqexmxdSf8vvnNEAdFgcorL3BfyBQ6jiYO29oUKEtAhyfahShsiCy89ZUo2QFsnL7iAY6iLM9qBVgIykarsl/TKqMIiMpXDnrsBtu+icjPFsOBsXHS6Elk8jkskkf/3Xf83v/d7v8cQTT/DEE0+M3nbnnXcCtQo1Wmvuu+8+LrvssnM0UsMwDMMwzraenh48zxvzM6316Fzo+P8Pw5COjo7RSjan6+abb+bmm29+w/v97Gc/m/S25uZmPv3pT/PpT396SmM5kdNJqJno8afDxMzGS0YdXFuSKYaTVkMpewH18QiJyNTeo0IIWu/+IjKSIPv8f4IKh1fzAi0sqo1LqXvPX/Iby5ZPe7vwEXt6cjy9vYeBfJVsqUqhGgAQd21WL2jkbavm0JCcoNKkX60lAkWTEPpHE2qGk2lAoL0y2i+Pe2h04eUkVqxDq4CgZx9CSIJKCh1UQGvcWR3Y9bMp799CkO3BUgEyOrxG9cqE+QGseJpo+yrctmXT+OqcHTN9bWgYhmEYxoXBJNQYxgx17ILijRYXE5b/NIECY5q0NcT48I2L+Jcn91L2Q/KVYDShxpKSeNTiPdfM56I549v/GBceISUNd/4RVqJhuB1TDq1CpBtDpluJLb+R9M2/hbBqU5KOBfO461230/fgw6RKOVxVoSpjCFGrTJOI2NS7mjBXwaqbReyidUePJQSRhVcQDHXh+AUEcY7/pIuqIlUZ51BsKaHSRGw5JvCnw4DqoW2E+X7cuSvGfX4KaWGnZxPm+6gefOWsJNSMkNEk8ZVvmfA2rRSVfS9S7dxCmOtHhz7SjWKl24gtvhr3JFpCWfE0TXd9hsKm71Ha+UytGg4a6SaILllD6tr3Y9fNOmPno1VI9cAW/O7dYNm4c5aPVvxR5Rz+wEEAZLwet3XxGTvuqUpc/k78wUOUtv6EsJQhKAwCtUQnGU/jzF5G4x1/aAJ9Z9CF8FquXLmS733ve3zzm99kw4YNHDx4cDRBMJVKce211/Kxj32MlStXnuuhGoZhGIZxFn34wx/mwIEDp/SYDRs2sHDhwukZ0HnmVOaBF8Kc8Xy3sCVJUzJCd6ZEoRKQio3d0FGqBlQ9RUOLy9K2qcd4pO3S+v774Ir3MfDcfxILiyQbZ5G8eD3RjivO6u+8s7/AY1u62N+XpxooKl6AFyjKXi25qDtTZk93jptWzubaZbOQx4zNrp9NWBio1diJxMc9t/arCGljp1vH3SaEoP7Gj2DVzaK86UfofB/CdbDdZpz62SRX3UJ85XoG/+cbFLb8hLA4hJ+vtekVdgQr2UCk7SKa3/FH5m/EOCE/001p57OE+T6E7RJpX0Vs4eWj8TnDOJ+Za1uGYZxt5tvRMN5kxl0cNosrYxrcuLyV5lSUDS938dqhDGp4J9PS2SluWz2HKzoaz/UQjTPMDzXbeio8sns7ZS+kPuFy/bIWLmmvRzoR6t/2O6Su+wDl159DlXPIWIrokmuxU83jnmv5vEZmv+PD9P3316kr9BKIEO0mibkSGZQIczmsVDOJVbfW+pMfI7H6dsq7nsUdOERcKYrEwLIQWhNTBRztkbHreTV2BVpp6uIOy+ceDfxpv4IOqgghkM7ELVhEJIHK9aIqhTP7Ip6msFIk9+T/o7L3ecL8AFhO7XUREtm3nzDbTbxaJNpx5Rs+lxWrI/2Wj5JaezdBfydaa+zGuVixM58AF2Z7CPL9aBXgzFo05vtIxupwmuYTDHURpA6e09ZPQkrqb/kdogsup7h1A97hbaDBqmshfsktJC69HXlcKyjj1F1IwZCRc6mvr+eTn/wkn/zkJ/E8j3w+TyQSIZlMnuMRGoZhGIZxrlhWrU3MsRVnRubBx1Zn8X2f2bNnE4lE3lStIY+vUDPVOeJUK9682dmW5OrFzWSKHgcHipS8gHTMBQH5ss9gwWNuY5zLFjYRc8/cZQarvg112XuJNjXR0tY2+nOtNd6RnRR3PktYGES6MWKLriK26KozmgSgtea51/s4OFDEsSSlaq0CsxSC+oSL54cUqwE7urLEIhZSCq5denTzSeqyO/B69qCqJaTljFnraq1qP4/ESV1+54THF9Ki7op30B1fRHhkJ/WzGonWNRGZc9HoJpSm2/43sY4rKbz831QObwOtsdOtJFffSurS28wa1ZiUDgMyz3yb4vYnCQuDKK/Wetva+j84Te00vu0TuLM6zvUwDeOkmGtbhmGcLSahxjBmADMxMGailXPTrJybJlvyyFcCEhGLhsQEpXCNGW9/X4FvPNtPtqwIAa1BCti4q48ls1P8n7evoC7mYCWbSE4SMDpe+rK3I8tZ8s99F1XOobwM+IATxa5vI3bROtJv+c1xj4vMXUHd2nvIPftt4gM9xP0+wlAiUfgyQsZp5on0HRxW9SQjNjevnE3EPtr7XNgRhLRBKXTojwarjqWDKsKyEZMk3JxNfn8nmZ/+HdUDWwiLQwjbRdgRVCmDjDcgoim8IztB2jgtC7GSTSf1vNKNn1RVm6kI8/2o0hBWsmnC7zkZS6EHFaqUQVXyWPH0tI7nRIQQxJatJbZsLToMQKvhUt3GmXIhtXz6u7/7OxKJBPfcc8/oxTLXdWlqGv/399BDD7Fp0yb+8i//knh8/O5VwzAMwzAuLN///vdHW+ccP+cJgoChoSF27tzJv/zLv/DKK69w//33M3u2aZc8nc7Huef5lAB01eJmitWA53f3MVjwODxUAg3xqM3CliSXLmjkhuXjK60czw8VxUqAbdUqz57q664qBfo3/A2V/S8TljK1Ki+WTeG1n+E2L6Dpjt/HbZ5/uqc5RnemTE+2jBeEWFJQrAa4tkV8OGkoYluE2sO1BLu78yQjLqvnNxIfrn5bd9W7yb34A7zefahiBuFGEdJGqwDtlRF2BHfWIlKXvf2E4xCWg25ZSnTxknGJdUIIEhddT+Ki69EqrLXIMmtU4yQMPfUvFLY+hj94CCtWhxWrQ6sAf6iLIN9P/yNfoeVXP41Tb757DMMwDGOESagxjBnmfFpUG8bJSMdd0nGzqL9Q9ecrfOXRHQwUQzTg2BIpBKHSlP2QnV05vvrodj79K5dgWydfYUQIQd3au4kuWUNp60/wurajtcZpXkBi1a247asmDcClrv5VnKZ52C8+zOEdL+P5PqGW7Hc7+GXsWnqjHaQci2uXtnDn5XPHHtd2cGYvwe/bT5jtxW4ce7vWmjDbjVU3a9oTTt5IWBggv/Ffa8k0pSxWLI2IJNChR1isBRgRIOMNhPleqgdfIb7iLed0zMeqBf0USGvS+wjLQmsFWp3FkZ2YKX88PWZyQs3I2JVSWJbFgw8+SHNzM+9973vH7D4//jFCCB5//HE2btzI5z//+bM5ZMMwDMMwzpFIZPJNJq7rEo/HmTt3LuvXr+euu+7iT/7kT/jhD3/4pkmqOZmKMhdyXOx8nAcLIXjLxW1cNCfNlgODHMmUQcOsdJTVCxqZ1xg/4bgzRY9f7Ophy/5BSl6IFNDWEOeaJS1cvrBx3GO9IGRvX5FDfVXqvQJ2okJTwqH/0fspvf4cQa4fK1mPTDRA6BNkugmLGfp++Je0fuAvsJNTr4icKXmUvRDXluTLPqHSpGJj162uJUGALQVDxSqvd+e4dEHt2FainrYP/zXdD/0xXv+BWiVc3wMpsaIpnJaF1F35bvoe/hJBvh9hu0TbV5G8+ObTancspHXCdbVhjPD6OynueBp/8BBuy0Kke3RTh5Vswh/oxOs7QH7zIzTe/NFzOFJjMiPfgefj94VhGMaFzFwRMIwZ4mQmSWeqFK5hGMbJ+smWI2SKHhpwLUaTZiwpsC1BxQvZ05Pnpf2DXLN4fHunN+LOWoR7yydO+XHRRVcTXXQ16Ww/L+08yLMHKuzPS0BwRWuKm1bO4vKFjWP6nI+ILV6Dd2gb3pEdgMaqa0XYDqpaIhg6DMLCrp9DpH3VKY/rZGm/gpc9DFphN85DurFx9ynv3oTXt79WMcV2EPE6hJAI20E4MVShH1WoVYAJC0MEQ13TNt7TISNxhBtDVQpYiYZxt+swqO06tKOICc7fuHDNpPlIb28vGzZswPd9hBBEIhGCICCfz/Od73yHSCQymjwzYuT/+/v72bJlC7Z96jt0DcMwDMO4cCmlkFLS0dHBtm3bKJfLAOPmFBeiEyXUnOlzv5ATc6ZDW0OctoZTq6jYnSnzzad2c3iwSLbkAxqt4UimzIG+Avt78/zKNQuQQqC15tWDQ2w9MMSRgSyZfJlov2JvRrHI30vHvs2E+QHcWR0I+2glWZmox+8/iN+3n8LL/039DfdM+VwtKRACvEARKl37N2Pff0prLCGIuTYVP6RQ8cfc7rYsoP13v01h2xMUX/0pYTmHlWggtvgayrufI/fi9wnyA2i/DMLC69lDadezpNd+kNTq26Z8DoYxkdLOZ1GFQax4/ZhkGqh9xjr1bVS7d1Pe/Txq7d3IiKmiahiGYRhgEmoMY8Y7lV07x/77VG6bDiZwcWaY13FqTD/1qQmV5pldvfihwrHGBzilEDiWxA8VT+/oPa2EmqmKpptZe00za685+V0cTstCEpffiaoWCQYP4fcfqLWCsl2sVDNO8wJS175/wiSXqdLVAnLz9xn40YvoSg4AGU0Sv/it1N3wa6Mtm7QKqR58lTDfj4wm0aUMHHvBXkpEJIHyioSFQYRlgQrP+Hinwm6ch5V8Ha9rByrZNCZQo7UmyHQh4/XY9bORp9hey/xNnxln83Wcqb+zWbNm8eMf/5itW7eO/kwIQblc5itf+coJHyuGLxzceuutuK6p5GYYhmEYRs3IeuXAgQMAoxXvLvRkGji9c5xoHnmiueWb4XWcDl2DJV4+MMBgoYoUgoWzUly24Gibo+OFSvHdjXvZ15tHKc3chhgRx0JpTaES0DVU4vk9/cxpjHPt0llsOTDI87v7ONBfBBViiVrMYW9PnlndT1IY6ieRaByTTAMghMROzyIYPERxx1Ok196NkCdfHXcibfVx6qIOB/wCWusJY6heoEjHHRxL1jYUTXBMYbukVt9KavWttcepkN7/+CyVzldQXgk73Vpbz4c+YX6Qavduss/+K3Z6NrEFl07pHM40rTXFaoAfKGKuTdQ1FXFmoiDbg/JKk7YDF7aLsGyUVyIsDJiEGsMwDMMYZhJqDGOGmmin88n++2Rvmw4mcGEYR/mB4uUDQ7x6KIPnhzQkI6xZ0sz8phOXTD5flLyAUrXW6mmiSi9Q29nl+4q+XPXsDm4CJ/uaVg68TOHF7+N1bUdVCujQRzgR3JZFJC67g9jStViJ+jM+vrCYgQ1fwBrYR+CXh8crCItD5Dd9j8reF2j5ta9i181C+1W0X0YAIhJHVfIQeGAfLSEvbBdVLaJKWZyWBchJAibniowkcFoWorwyft9eZCyNjNVBGBAWB0BI3FlLcE6j5LUx88zklk+f+cxn+Nu//VsqlQqO4/D000/jui6XXXYZUsrRczv2v0IIotEoHR0d/PZv/7ZJqDEMwzAMY9TIXOhLX/oSL730Eul0+hyP6Ow5lU0vpmLN2RGEikdeOsjLBwbJFD0qfogQsOXAIE9t6+ZdV81n5bzx6+OdXTmODJWp+iHzmxOjMQMpBHUxByGgP1dh0+4+Vs6r5+X9g+zvKzC3IY5NSLEYEo25xOMJ3H0DaL9CmUaccUcC6cbQSqHKeVS1iBVLTemcUzGHjtYUfbkKe3rzBEoTKIUtJUppClUf15YkIjYlL6C1PkZ7U+INn7dyYAtezx5UJY87e2mtVRMg7AiyoQ1hWfhDRyhs+cl5k1CjdS2padvhDL3ZCoFSRGyL+c0JVs1vpKXu1Da/GOeWsGwQk2+40lrX2nMLCdZEf22GYRiG8eZkEmoM401mpl2kMiZmfo8zgxcotnYO0Zev4liCi9rqRoMsB/qLPPDz1+nPVSn7IVqDbQme2tHDpfMb+PC6RUSc83vHT8S2akWP9eTlx9XIhWNnajvEzpbSzmcY2vDXhNledFBB2FHQGlUt4Q91Ud33IolL3jYtx8489jXo3wtBFRmvR9q1C+w6DFDlLH7vXoZ+/Fe0fOivEJZTC75pjYjXI8t5VKWATDgIIYcfVwuQKK+IXddKZN4lJz0WrUKqnVsp73qWMNeLsBzcuSuJrbgJO3XmKg25c1aC1kg3RlgYRBUHQUisdCtWoonogkux4qd/AcF8Vs4cMzmh5uKLL+Yb3/jG6L/Xrl3L7Nmz+Yd/+AccxwQhDcMwDMMY79iqF5P9f3t7O+3t7W+qxNvj54GnmuQy0+aRM8GGLYfZtLuPnkyFurhDUzJCqDTZksdQ0eO/Nu0n5i6mY9bYJJZdR7Lkyz7puDPhBpxkxKY/V6EvW+HFPf0MFaskow51cXe0zRnUNunEYlHCjCCoehPGHrQKQWsQAmGfmb+X6y9qZbBQJVPyODJUoi9XwbVra+2YYxGP2GigLubQVh+jreGNK9iW975IWKy1ZR5JpjmWlWwiyO2g2rWDsDh0Rs5jKrTWPL+7n837B+jOlKn4IbYUBKGia6jEwYEi6y+Zc1LJRMb5ITJ3Jdb2p2rVjuP1taqpKiQsDKH9MsqvolWInZ6NXTfrXA/XMAzDMM4bJqHGMAzDMKbBMzt6eeTlw2RKHn6gEQKijsXi1iRvv3QO/+/JPXRnKoRKE3ctpBT4gWIw7/Hi3gGUht9ev+S8Dgi6tmTlvDQv7R8kVBr7uHiQ1pog1NiW4NIFjedmkKcgLOfIPv63BINdyEgcKz1rNDlF+RWCbA+7du9n1w9/ht+4mFTU5urFzXS0JKb8ewpyvZR3PgN+GaJpxDE7gYRlI+MNhIU+Kvs34/ftw2npwGldgt+3H5RCxtO1IEi+H+nE0FKii0MgBM6c5bjzVmI3tZ/UWJRXIvPYN6gefIWwMDjc011SObCF4v/P3psHyXHdd56fl2fdfZ8AGvfNG7xESqQo6qZoSmvRskKSNZJFScuw7HXYsWtbdmhDM/bM2uOxtVpFeKTRyNZqZfkQKeo+KFK8L5EECeK+Go2+u6rrrsrK4739IxsNNLsBdIMNNBrITwSC7Ko83suszHzvl9/f97fr5zS95XeIb7r1DfV3um+ahr3qSsyOtfiTg8hGDTQNPdWG0dwTZk9FLDkX4j60nAU1r+fLX/4ytm2j6/MTRU5OTtLaevHfIyMiIiIiIiLeOHfffTcHDx5c0DoPPfQQmzdvPm0Sw6XIYrvFRO4zp0cpxdBkjWzZQROCFa1J2tKh82mu3ODlo6GYYmVbktgpST+pmEG23GC0WOeJfWOzBDUNL5iKE8w9JhZCYOgagVTkKg2qjk9zcm4xTL1tC/GJ3diNEn7QgmnMvA5krYgWS2H3bkEz7Tm3sVCStsFv7OijKxPjl6+NMF50qHs+Qoipf9CStOhrT/G2K3rndW2GDrgu2mmSRoSmI3QTJX1ko7oo/Xgj9E9U2Nmfo3+iQldTnNVJC02EgpqxYp3DY2U0McIHb15D3Irm7suBxMabKb3wAH45i58fBt3AL4yifBcV+CB9hGnjjh3EOb7ronFKgtPfx4NqnvKrP6e274mw5LmdILHuBlLXvAerve8Ct/X8TLQAACAASURBVDIiIiIi4lIlGulERCwzoiBARMTFzyO7R3nghQEKVRchBJahISVhkKjhs2+ohBtIANpS1nTgJWbqxC2dyarLroE8h8crbOh6Y1bF55t3XNnDa8cL1N0AhELTwiDviZriSoXZW2/ddvFnttT3PEpQySN0HS3ZAkqh/LBUVVVL8p3m+zhKD95xA0ZG0YTg56+OsG1lE5++cyPp2Lk7UTSOvoT06qGl7hyZakLTEEYM5Tk4R17E7FhLbN0NuEN7cIf3oaXa0IVANGLIRhVVK4fClOYVpK5+L8mr3jWvAJ9SiuIjX8M58gJBaQI93Y5It4MMCKp5vLFDFB/7BlqyBXvFtnPu7+vRYims3i2Ltr2I5c1yf1H0+c9/np6eHr761a+iaWd25/r0pz/NSy+9xOOPP04iEdWnj4iIiIiIuNQ5Ibg1jJkh2VPHP0opfN+nqamJSqUya9lLmYWUfFrI9iLmpn+iwmN7RhjJ16m5PgJIxU3WdqS588oedg1MUqy5pGLmDDENhMe2LWVzZLxM/3iFXLkxLcQBaEpY2IZGzfHxA4XjBSilsAyNTNxE1zRcX2IaGgnLmIojzN3Oye4biR96mLg7hCyPo5o6EJqOUgpZK+KXs1jtfaSueuf0OoGUHBkrU6iF5ZnWd6VJLXDOnrAN7riil5s2dvDMgXEOj5VpeAG6ppGwDTZ0Z7hmTeu8t6vF0gjdQnkOzFGWSskgLDmtGWh2CqjP3sgFZO9QkbFinc5MjNbUyXNr6Bq9LQmOZSvkyg6HRktc2Xf6BAElZei4IwP0VGuUOLOEaHaC1js/Te6n/w+N4X345SwoOfWtCGNSCvzCKBMP/Rc6f/MviC1i7GcxOPW+7o4fYfzBv8SbHAzLqAceaDre+FEqux+h7V2/R3LLW5awtRHni+gdWURExIUmGr1ERCwT5vsi9Ex/L8Y+IiIizkyp7vHDlwbJV1xSMWNGlk4qZpCvNKg4HgCdmdis687QNeKWTs0NePZg9qIX1Fy7ppX3XbeC7//6OF6gqLkBAlCAoQmSMYPPvn0TLcnFyRI7nzQGdyMbVYSdRDWqSN8FGeAqnX9MfIDjWi8uJqbyMTQIFJQdj1eO5fnST/bxf9y9HdM4t9JWym9MWVSffn2haYBC+Q4AVtd6kle9CwA/P4x0KqAkAoHe3IPe0kvT7Z8g1nfVvNvhTRzFObYTvziG1bl+hl22ZifxS2P4hWGqO3+8qIKaiIjljOu600JCy7IYHx/Hsiw8z8M0TaSUM+71J5YVQjAyMkKlUlnC1kdERERERERcSL785S/jOA6apk2PD078V0pJPp/npZde4utf/zqbN2/mS1/6Ei0tLTOWu5SZj6BmsV+iXYzH9UK8KDwyVubB548xOFml4QWkYiZSKcaKdbIlh2zZoTlh0fAlCWtulxlNE9imjusHlOruDEHNNWta+dkrQ4xO1sMkIwWosIRToeqGpZwsnQ3dGdZ0pDg8VqJQc+d0qSmLNLtWvJ9bsg+RlAXc0UMIw0QFPpphY7X1kb72fcTX3wjAi0eyPL53lPGSg+tJNE2QiZtc2dfCu69eSew0/TkdCdvkzitXcMcVinLdQ0pFKmYueP4f33Aj1b2P4WUHQmHJ65JpgnIWLZbGXrkNPdkMTCxo+4tJwwsYK9SpNnxWtaVmfS+EoDVpk6s0GMzV5hTUKN+lvPMnlF/5Kf7kEAqFnmgmdcXbyVx/z1QfIy40sb6raLvrDxn+xu+BAKFZCMNA6BZaogkt0UxQHsefHKL45LeJfeg/LXWT50Q2qox/7z/TGDkAUmJkuhBWHOW7yGoed6Kf3E+/jNHSg921YambG3GeuBif4REREZcmkaAmImKZo5Q6a/ZzRETEheO5Q1mqDX9KGDPzMasJQSpmUi83EITBp7mwDY2y45MtOxegxW+cD97Yh+mWeG6gxkhZhkESIbhmTSt3XbviohcFTSN9lJLgOihUmBkmNHZaVzIkuvEwSMgqmibQ9ASWpmObGhXH59BYmecOZXnzlnNz4jFaesMsLacCam6XCuW7CDuF3twz/Vl8063oTd04h5/HGzuEkgHCjGGvuoLYhpsx0u0Laodz6FlkNY+ebJmz9ryeascdPYA7vI+gnEVf4PYvBEoGKKcM3vK4fiJClmvJp6GhIf7wD/+QarWKpmlomkaj0WBgYIAPfehDc74sO/HfbDbLxMQEnZ2d8y4PFREREREREbG8WbXq7GVYr7/+eq655ho+85nP8Pd///f8yZ/8CfF4/AK0bulZTuPA88GF6n8gJQ/vGmYgWyFuG6xqO1nGOJCSwVyN/okKzUkLXQj8YG6BT1jmORSsmPrM2GTV8XF9CQgcN3Si0TWBJyV1T6EJQW/c4rat3fQ0x3m5P8dEyWG8WCdlntxfwwsYnKzS0Xc94pqNpEcfpz7wKvguaAZWx2pS17yH5NbbEULw5L4xfrpzkJFCHRTELR0vkIwX6xSqLtmSw+/cvgHr9TWr54EmBE2JuctSzYfYqiuxejYS1Iq4Y4cxMp1osRQq8Agqk8h6GatrPemr333O+1gsfKmQKjxPp4tdGbqGlJJAylnfSd9l4sG/pHbo2bCUdOADAn9yGD8/RO3gM3Td+0WMpovfzfhSxC+MollxtHgGs6kbhEAYNkydaj3dgTd+BGdoL+5EP1bHmiVt71xU9z6OPzkEgY/R1ndyvm3aaM3d+MUx/PIE5Zd+hP2eP1ji1kZERERELHciQU1ExCXI6Sbgp76sOpObTWSZFxERkqs0+PXhHIfGyniBpCVpce2aVravbEY/TUBhcLJGw5fEzLmFboauTTu4eL7ENmcHcaQETYB1jm4nS8H27hhX9MRp711N3fXJxM0F2ykvNmXH4+kDEwxO1tCEYFN3mhvXt582i8xoWYkQGsqtgW4izBhCaLxkXYcrTCzloqEAMX2f1YQgZuq4nuTxfePnLKix11yH0dxLUC2C74A589hJt45SEiPdRnzTrTO+s7rWY3WtD2te+27Y7nO0UJa1Isp30RJzZ4oJTUcYNsp3CWrFGYIaJSXKbyB0A6Ff+HMfVCapvvoz6vufxC3lMKSk2rMJa8ddxDbcfNkH5y92lqugZsWKFWzbto0HHngAORVIllLSaDQ4cuTI9HJzjbtOONV85jOfwbLOPTAfERERERERcWnh+z433ngj11xzDT/4wQ/43d/9Xfr6+pa6WReEMznULGSMOJ+41uUc+zo0Wma8VEcqNcs5V9c0VrQmODxWwjZ1ErbOeMmhJWWhve4c1NwAgLa0TU/LSdGXUorH942hCWhKmHiBxPMlvgwdVW1DEEhFU9ykPW1jmzpv2tiJ60uO56qMFRpo0kdzHJTm09UUZ11Xhiuu2opp3EJQmSSo5hF2EqOpa7r9k5UGD+8aZmiyRmvKJhM3p79z/YDhfI39IyWePTjBbVu7z/dhnoXQNNre9TlyP/47GiMHCCo5vPwQQtPRE81YPRtpfvNHia264oK37fXETH26zJfjBcR1hVXPARLPakKaCaoNn5hlkJwj9lN88lvUDjyNX8lhpDsQVgIhBNJzCMpZGoN7yP74v9H12/95Wc3/LhX8/BDKraPH0ggrNut7oWkIO4HyHLzc4EUpqKkdeIagXkRLts75G9JTrXgT/dQPPYcK/KjUWERERETEGyJ6ikRELFMWMtk407LRpCUiYm5eOjrJQy8ep1jzqDZ85FSt771DJdZ1pvjIrWtJxmY/RjUxndAxJ5oAMaWocecQ1CilqLk+cUtnS2/T4nbqAtCStGiZw6L5QvOzV4b59+cHqLsBgQwDpY/sHuU7zxzjU3ds4OrVLbPWiW+5jeKT30J5DYRpI6bKL2VFCwE6cWrhyRU6SkrEVAaeoQvqrmS0eO71zYWmk3nrJ5n47n+EehGpQqcZhEB5Dsp30ZOtZN78MTRzdrADQBjWnK4yC2rHCTGO7875vVIKgjATULPCgGlQLdA4tpPG8D6UV0doOmbHGuy+azDbL0zg35scYvIH/xd+tp+gmkcFAUIG+LUc+exhkkN7ydz+ieiZdx5QvofT/xJBaQxh2Nh9V2M0Lzw4vZxfaPzxH/8xN998M77vY1kWf/RHf0RHRwe///u/P13y6fXCZSEE8Xic9evXs27duiVsfURERERERMTFxgkX4t7eXp555hlqtRpwcgxxKTOfkk+vZ7HKnS/n8ehCGS3UqTg+mbg15/E44birocjELcp1j+HJGh2ZGLapo5Si4viMlxy6m+Nct6YN/RT37LFineGpZKPNvU3U3YB8tYHrSYQgdO51fRSwZ7DAjRs6WN+dwTQ0Xj6aY2C8wGQxIB4z6GlvZn1XmutPSY7RU63oqdklhl46mqNYc4lbxiwnGcvQ6czEmSg7PL1/nHTcRCloTdn0tSdniYXOF0aqlY4P/Dm1A09T2/8UfnkCYVjEVl1JavsdmG1nd7G6EOiaYH13mtFcAfPQo/R5hzHdIihFYCQoZtbTb2ynq2cFG7szM9ZtTPRTePo7ePlhNDuBbFTQlETYSTQzhmjuwcsN4BzfjTt6ELtn0xL18jJGM8J4k5rtLjSNlKFzzUXqpiqdciiUOU0c7ESilwo8pOeg67NLl0VcfiilQMlZJfciIiIizkYkqImIuMxY6uDLuQRHIiLOF0opRkoelcmAnJxkY3eaVMzkyHiZ7/36OMP5Grap05ay0XVB3Q2YKDs0vIDvPNvPJ29fP+uaWt2ewjaz1F1/VsknCG1zNRGqbupegKFrxMywJIiUikojDCplEhY3rb/4yuksB36xa4RvP91P3fXRhMDQBIpQwDRecvi/f7qPP37fNraumClY0hJNWF3rabhVlFNBGi45swsHC4WgKlIIFKZQWFJyIqagVHhvM07jWjRfktvvZGJoAF74/xB+A+U7oEK7Wj3ZQua2/0Bqxz1vaB9nw15zLbU9j+JPDoZZPq8rKShrRTBszLZV6M09+PlhKi8+hJcdICiNowgnpt5EP+7IARJbbye27obz2mYlAwo/+xLeyH5U4GO0rsRXGr7vge/g545T3fVzjI7VJLffeV7bcqlxtmd19bVfUH72XwkKoyjfBU1Ds1PE1t1A052fQU/MXxS4XB1qAFKpFO9+90lb9nXr1tHX18fdd98dlXKKiIiIiIiIWDAnxkIn3O4u5/HEmcajc40Zl9s4cqmYPq5nOVxCCO7Y3h06v+aqDE5WEYiphCOdnuY4V61u5ZbNXTPWK9Q8Gn5A3NLRhCBpGyTtmfGRyUqDhhdQrJ1M5uhrT7GqLcmBYxb9Q5LWliau3LCamDW/a2AwV6Xa8GlJ2nN+b+qCiuOxZ7BAqe6iaxoJS6ezKc5tW7vZ2JOZc73FRjNtUtvvILX9jnktv1Qx1K1dcWqP/RQm9mA7E+i6BpqO5TcI8se5KXMUfd1H6W09Wba6fuTX5B7+7/jFMZABynVQnotyHWSjip5qQ+gmWiyNdMrUD78QCWqWAHvFVrRYGm9yEJVun3XvVIGH8hw0O4XVs3mJWnlmtHgGoZsovwHm7Gte+d5UKSvrtIlpy5Honcq50Rg7ROmF71Hb9yTSraMnmkhdcSfp6+/BPIeksIiIiMuPSFATEbHMuFCDpigIEXGp89rxAv/2bD/HJipIQNfyxC2dmzZ04AUB2XKDhG3Qmjo5KTPjYbBlOF/n8FiZ/okqaztnZjjcsL6NH708SMXxqTo+CVs/pRa5oljzSMcMuprjTFZcyo5H2VHoIrQ8tk2N9rTNx9+ybk4HnIgzU3cDvvv8AHXXxzK0GXXcTaVwfUnV9fnXZ4/xhd+8atb69rrrkU6ZoDzBa3IND8XfiyvCbBc55VgjFXgeJHWFrglcX2LqYnEchTbdgdd9FU3FvcjxQ6AkZtdGkte8ByN9/gVW9qorMTvWEFTz+Ll+9Ew3woqDkshagaA8gdG+msQVb0f5LpWXf0hjaA8IDbN3C5oVD+u/l8Zxh/cCoGc6MdtXn7c2N47txMseQ3p1zI61obOQ64LQ0BJNCNMkKI1T2/VzEtveFj3fFonKS9+n+Ng3CIpjAAgzjvJ8gnKOoFbAzw/Rfu9/QounF7zt5X6OHnrooaVuQkRERERERMRFiuM4+L4/4zOl1HSsx3VdstksX/va19i5cyfr168nmUwCy3+MNB+iJKwLQ2dTnKRtMFFyaE/PftHsB5K6G7Ci1WBzbzObe5t55sA4u47nqTd8hBB0NsXYsbaN69a1zyqJbekamhD4wenPoy8lmhAz5uwQ/gba0xZek0lrc2zeYhoIS2uj5tYJ+VIynK/h+ZJAKmoNH9vUmaw0GC3Wmaw0uHvHKrasmLv88VJwoa95dypRRtgJ7J7NiEOPsTY4RlHmKWRWUcdGKjDxaXbHafWO0114DMF14foT/RSffwBv/GiYeaSbCDsRCmsCD+UGUCEs06UbEPhI99ydfiPOndiqK7E6VuOXs/iFkfCcTDl2KN/Dzw+jJ1tIbLwZYw43qIuBxOZbqB/5NUElhxZLTbtMQ/gMCSo5tHiGxMY3XZLlni6HMcFiUdn1MBM//K/IagHZqKKUxC+M4E0OUn7lJ3Td+x+J9V251M2MiIi4yLn0niQREZco8xkkvT7gsBi2t5eDpfByJgoynRsvHM7xtUcOUnE8fKkwNIEXBNTcgF++NoIQAoGir322Haiha6TjBuW6z6sD+VmCmqRt8MGbVvOtJ49SrLnUpoQdUoEXSJK2wZqOJJ9712Z2Hsvz+N5xxop1pAJDE2xf2cw7r+phTcfiWpEq38PLHkNJHyPTgZ5qW9TtLwZSKUbydRwvoCVpzRAzzZfnD2epTgX45grMWYZGzQ04Ml7hWLbK6vbk9PdaPIMez2C2rya35h18v7+HUhBDR3FqyFsBgYJqw8MyNLxAkYoZvG37ImU0xNIkN9+LbS+8/28Uoek0v/1+8j/5O7yJI/iFoTCrB4UWT2O0ryF51buIb34zjYFX8AvDICVm76bpZ4XQTYyWFYDAnxyicWzneRXUOP0vIWsl9ETzjADKCbRYmqA0jp8bxJ8cnJeFtnRreONHUJ6LFktidq6btgu+HHn9OCCo5Cg9+S38/Ah6sgURS518+RH4BMVR3JH9lF94gKbbPj6vfSxXh5rdu3cTBAFbtmzBskLx3d69e5FSomnaaTOnp68XIVBKsWlTlJUZERERERFxOfCRj3yE3bt3n3W5E2OEj3zkI3R3Xz6Z0+drHLhQp5tLnY09GdrTNuMlh2zJoS1tTx8HKRUjhTpNCZN1nWmap0o6v+falbz9yl5KdQ9DF2Ti5mmP3YrWBM0Ji5F8DccNZoli5FSyUV97knVdZxfg1xo+rx3PM1IIxRfdTXGu7Gsh8TrXm57mOAnboOJ4s76brDSoNgIU0BQ3WdWeQpu6znLlBgPZCr98bYR1XWks4/Jyhaodep7CE9/EOb4bpA9Cw2jqAsOCWpGOdVtJSJOq4yOlmoqLtaKN7UXmh6bLNtX2P4WXO46eaiWoFVFuFZQKhRqajnLrKN9FunWUW0ezExiZjqXu/mWJ0DRa3/l7+A98ES97HG/8aFh2XCmU30BPtmCv2ELLbb+z1E09Lcktt1F64XtIp4yfOx66H1lxlO8SVPPgu5ida0hfe9dSNzViCWmMHGTih3+DXxhFGDZ6U0dY8izwkLUSXnaAsX//P1n5ma+jJy8eQWVERMTFRySoiYhY5iy0rvTlGCiIiDiVuuvzzSeOUHI8TE1gG6AJDd3QCWRYB1xN2RdrpynhYxs65bpH2fHn/P6mDe3YpsYPXhxitFjHDyRCCFpMi6v6mrn3ptWk4ya3benizZs7mSg5NDxJc9IiE1+8l/ZKKZzDz1N87H/ijhyAwEUYMfRMB7GNbyK94x7MjjWLur9zXe+xvWP8YtcoI4U6Sik0TbB1RRPvu3bFgpxfRgp1gimR1FwIIdC1sLzWSL42U1Bj2pjtq/HzwzwxGqNGHEMXpAxJNZDUfI1TexhIcD1JMmZy93Ur2dC9cCeOixGjuZvWe/6M2p5HcQ48RVArgNCwejaR2HoH9pprEULgjR8hKOfQm7rmfLbomU7cgVfwJvpRvnvautZvFOXWUTJA05Nzfi+EQOgGSgYozznztnyP2p5HaRx/laAyiQo8NDOGnukktuEmYutuiJ6jQG33I8h6CWHasxxohG6gpzvwS2PU9v6KzC0fXvC5X07H+IMf/CBKKR588EG2bt0KwG/+5m8i5Rlq0Z/CiZdlr7766rQgJyIiIiIiIuLSxTDCUKxpmnMKijVNQylFe3s7n/rUp/jgBz+Ips0WjV+qzMehZiHzzuU0rryQmLrGHVf0UnF8jueqFOsuqVj4myzVPVK2war2JLdvmynmMg2NtvTZEz9sU+fK1S3kKg0G81V6mkKhixCChhcwVqyTihmsbE2yqm32PO7U38HLR3P88rVh8hWXaiOMwSRtgyf2jXLnFb1cu/ZkstCOde08c2CcY9kqCccjFQvjK4GUlOseju+TsAzaMrGwFPfUvtozMSoNj1zZYf9wkSv7Lk5HjvNBeedPmfjBX4fODYEbOnnIgKAyCQI0O42+Ok6T0GiKz5yveKl2guok7ughzPbVNIb2ElTy2KuuwC9nUV4dFXgIwwpdg3QTFfjIWgnpORgtPSS33rYk/Y4Au3sDXff+RwpPfgvn2E6k64TnPJYmufFNNL/lo+jJlqVu5mnRrDgd9/wpEw/+ZeiuVMmFpah1Az2eQW9dQft7/gCrc+1SNzXiPDDfsUDphQeQ1QLCtGf+ng0LLd1GUM7iF8cov/JTmm/57fPU2oiIiEuBSFATEXEJ8PoAwWK42URBh4hLlWcOZik7HgKwTW3GS09dE8QtnYrj0/ADAinR5wheeoGcXvZ0XLO6lav6Wjg0Wmai5GDqGht70rNqeWtC0NUUX7T+nUAFHvmff4Xqi98jqBXDLCMEiApBJYefH8Id3kfLu/8Au3fLOe8nX3V5eNcwj76WpeQEpJ7Ic92a1nm77Cil+OYTR/jVnjHqXoCUoInQrealo5PsHy5x3x0buHHD/Mod6UIggDNNq5QCBHOeW7vvKpz8KHv6EzQCaDIaIAUJJdE0HUeZBISOQwCJmMHvvnU9t27unFf7lgt6oon09e8nteMelFdHaCbCmCn2Ur4bBsfmqFUNobACTQuFLOdRUKMnWxCmhfTq0+KOU8//qfs/UzBIBT7lF75L49greLkBNDuJMG28Sg4vOxAKbBpVEtvmV+f+UsYdO4R0a2j23Nd4+JsQyGoBvzCK2d531m0uV8e15uZmyuUyun7yeZBMJnEcB007+Yw5tX8n/v+E0DkIggvb6IiIiIiIiIgl4ytf+Qqu606LZE51rRNCoGka8XicRCKxlM1cMs4kqFmucarBXJUn9o3x2vE8DS+gJWlzw4Z2btnUOS34OMGpfTzfSXFbepvQbujjsT2jjBcdaq6PJgRrOlKsaE3yrqtX0DZHOaizUaq7jBUcepsTrO1IIQSMlxx8qdCEQCpFa8piVVuKu3f0nbGPB8aqPN0/wfFcFcvQScdNBFCqe2QrDg0vwNQ1rugL53kdmRi3bunC2z3CSL5OoeoSt3Rqrk/F8TA0jUzcomOOfmXiFpWGz0ihzpVnn75cEvjFMbI//m8E5QmElUBPNiOVQCkJbg3qRQJZxMsNYs0xpxO6gfQclPTDRJfAQ2g6mmFhda3HccrIRg0pA4QeCrZU4BLUPcy2VaSvveuiFmxcDlgdq+n8wOfxCqN4ueMITcfqWo+eWISS5hcAq72P7o/+V6q7H6G693GCah7NihPfcBOpq96J2Xz5OLxdrpzpGaKkpLrvCWSjht40O24rhECLpVD1MrV9T0SCmoiIiDMSCWoiIpYpC5lUn7rsuYhvIiIuJQ6OlvECiWXMXYrDMrTpetv5qjurnricytjqyMTYuuLME0xNCDb1ZNjUk1ms5s+b0tPfobrzR6HNKYCZQGgaSD+02HWquMd3UXz0a3R86L/MEkvMh/6JCn/zgz3kay6eL1FAo9zg0T2jPHVgnE/cvoG3bus64zaeO5zjV3vGqDYCYqaOaYlpx4aGH2aRff1Xh9nYk6EleXZBxtYVTfzg5UEcN8DSxaxzLJUiUIqkrrGpZ7ajjBZLoW96K8HLr4IfCnQAhK4T13QShkkgDDxfUnMD1nWkLjkxzakIIRDW3MF8zU6imXGkU0GzZ2cVKq8RBoFNO7QOPk/ENt1K9dWfhU44ieaZwh0hwrrZdgp75Xb09OmFWY3jr+IO7sbPD2L1bEazT/Y7qObxRg9SN0ys3i0YzT3nrT/LBgUs4hhiuZZ8euaZZ2Z99sILLyxBSyIiIiIiIiKWA+3t80sUuFxZTuPA+fD0gXH+5ekjlOse1YaPVIrhfI1j2QpP7Rvjs+/YQk/L0omnNvU0sb4rQ/94mWy5gaYJVrQm6GmOL/hcFGsuT+wb48hYmarjoYC4pdOatGlJWtTdAKUUCdtk+8pmbt7UQSZu4bgBvpTETB3jlLLNUil+3V9iaNINt3FKSeimhEW+2mBossbje0fZurIZfcql9h1X9hIzdZ7aN0a+6uL6EtvQiVsGmhCs60rP2M8MLoDGfzrhw4wt+e+9/PKPkPUyQjMJjCSuGxCcyB5SFoYWw5ANvImjcwpqgnoJPdkyXWonFM0EqMDDbO5B+R6N4b1hMo7fmJrzCfRkC5nr3kfL7f/hgvY34vSYzd3LVnyix9Nkrr+HzPX3LHVTLhqUDHAGdlE/+iLSqaDH08TX34S9ctuS33cuJOG9x0WhwqS/ORC6iZQBQb18gVsXERGx3IgENRERy4zlmsEdsbhcToPfxUZKBerMx/BEqady3cfQXNJxE02A40ny1QZxU6e3Jc7mJRDKzIegVqS291GCchYQYaBGm3JP0C0QOspzkG4dPz+Mc/TXxDe+aUH7qLs+f/ujvWQrYVBERAx84AAAIABJREFU10AqEIAvFX4j4H/+6hC9LfEzCooeeW2UhieJmRqWcTKoJYQgZupUpaLu+jy+b4x7dqyas6/u4GthEMi02dS9md7mBMeyFZyp7Z5aC97xAixd4/r1bTQl5hboJDLNmPEkuA7SjIeuN5oW1tgV4eDJl4TloGKLV6JruWH1bqFxfBfexFH0VCtCP3kslFL4k4MY6Q6snk2nnbguSjs612Gv3YFsVPGyx9CTrSjNAt8lqGURgY/Z3kfyurtPuw2lFI1jO/ELIxitq2aIaSB0wZFOhaA4RuPYK5e9oMbqXE/dTpxRTAUKLdGEcQ5BuUvlGSelxPd99u7dy9GjR6nX66TTaTZs2MCmTZsuq/INEREREREREXNz/PhxDh06RLFYxDRN+vr6WL9+feRQs8Dy5vP57GzLLHa87dBoiX956ghjxToxS6cjE0PXBK4nKdVd+icCvvrL/fzZ+6/GNJZmXOgHkmrDp7slwbqu9DmPwwtVl+8+10//RIV8tUHSDud/I/mAdNxgVVuSu65bRWvKpiluYRoaA9kKLx7JkSs7SBWWiVrVlpyOHwwXfSZroTCneY7kmuaERb7qMl5yODJWYmNPmPAkhOC2rd3ctKGDvUMFijUPqRTPHhzn2ET1tH0o1z1aUtZ5cRAGqB18lvzj/0R1z2Mg/VBUcuP/QvNtH18yIUP96MtIt45nJHA9Hz8IrwEhQmdfX8RIKQenUiTuNdBOcacNqgVko4rds4n46qvRTBt7xVbc7EDoUtq2Cqu9DyPTgTc5SFCZJKjmMTIdtL79fyWz431L0ueIiEsdvzhO7udfwR07RFDJo6SH0C0qux/F7t1K2zvvR082L3UzLwjCsNCsRJi46XtzJpMqPyx1F7llRUREnI1IUBMREbEkRMKgiKViRWsCQ9fwAompzy7ZdCIbJ27pdDfFKTsex3NVlArrjDclTHpb4nz4TWumM6AuNhpHX0SWxglLPAFiZnBOaDpKaIAgKE3gDu9bsKDmqQMTTFYa09dyIGcnc9XdgO/9+jj/+93b59xGreFzeLyMLyVxa25himVouH7A7sHiDEGNCnyqu36Oc/h5gnI2fIGvG+ipVj7asp2vVNdRrPtU3QBdCBThfcc0NFa2JvjIraevoWzoGteuaeWxvWPUA0U6/rpSR0pRbwQkbIMd6y6f2uqvx+xch9mxFlkv4Q7tQW/uQbNTKN8lKI2BDDC7NhBbc915b0vznZ+FwMfpfwlZzUO1gAC0ZBNmpoOmO+7DXrHt9BsIPIJyFtmoYp4msKCnWvEm+vELw+enE8uIxBV3Un7+38Mgar2MiKVOvvwIfILyBHqimcS2O+Zd6utSGxe4rss//uM/8o1vfIN8Pj/r+56eHu6//37uvffeJWhdRERERERExFLz7LPP8nd/93e88sors75Lp9N88pOf5KMf/Sjp9GxXzcuBU0tkno65xB/zEYRcKPH2o7tHKNRcErYxI5kjZunYZoyxosNovs7L/Tlu3NAxa/2xYp3dxwscy1bwp+alW1Y0sW1FM7Z5+vLT86FQdXn6wDivHJvEcX2EEPS2JLhhQzvXrG5d8DF6bO8oR8fLNHzJxu7MtANMIE848lR58UiO375lLUIIXj6aY99wgbFCnZoboGthKajRfI2hXJVtXRaVRkDDkyRt87TnOmkbOF5AvurO+t42da5Z0zb9d7XhU6p5DE/WWNmWnI7nKKWYrDTwpaQtZbOld/FL3Uw+/N/J/uhvZ3wWVPPkH/06xee+y8rPfoPYqrnjJucTFXgoJfGkwlcKQxdopxzrQBhIX+AqndzwAC0tTaDpyGqBwClhd28kufV2tFhYCjix+c04g7tpDO1FSR8j04UwLIx0B8p3MZo6ia+9jvQ177rgfY2IuByQjSrZn/w9zrFXkE4ZPdWGZmZQbh1voh9ZK5ENXDrf/2fnrSz7xYTQNJLb78AvjiHrJbTUzOebUio8TrE0qSvetoQtjYiIWA5EgpqIiGXChczWvtReakVEnMqtmzv40cuDFGoBni85VROjlKLuBliGxps3d/LWrV08dyjLobEyUikycZPr1rRy4/p2krGL9xEa1EuowJ9KKzpNoFHTwmtdBijpL3gfzx3K4k+Jj+QptwzBSWGNAn59JEe+4tKSmj1Rc/0TKpzZpZlOoE1lRnm+nP5MKUXlxYeoH3gKb6IfLZ5G2EmU38Ad2kN7Ocvnuqr8VLyJXYMlfKkQhAG1mze281s3rZ4lknk9d27v5qWjk0xWGpTqHglLR9MEfqCoNXx0TdCZiXHj+svXsl1oOqnr7gYU3vhRgvIEXnEszOxItaM3dZO69i70VNtZt/VG0aw4LXf9Me7ga9T2PkZ5tB8vUMTW76D1unejp84sfFJKnaIIO8PzNno+AqCn2sjc+hGKj/0jQXEU6kWEGUdJH+XW0RJNWD2bSN3wgXlv88TY41Jwp5FScv/99/Pkk0+i6zrpdJq+vj4SiQS1Wo0jR44wNjbGX/zFX7B7926+8IUvXBL9joiIiIiIiDgzSimEEPzbv/0bf/M3f0OpVCIWi7F69WoGBwep1+vYto3neXzpS19iz549fOELX7isykSdrzHRuTjWvBEcN2D3YIG6G9DdPNvxRAhBOmZQbfi8dHS2oOZwtsEjx/vJlR2KNZdAKWKmTv9Emd3H89y9o++0jqtnY7RQ51tPHGJoskZhSogilWKkUKN/okL/eIX339A373ORrzboHy9TrLlsOEVMA6BPlZA6OFJiJF9jOF/DCxT7hgr0Zyt0NcXpa7fQNEHDCxgr1jk8XqbhhPEWTYiTJYjmIJAKy2BeyU5v2dLFYK7K0fEyh0dLoROxJqg4HpoQ9LUleev2njcsVno9ld2PzhLTnIqsFRj6H59m7Z/9YpZT6vnGbFtFIEyE76Kb5gwxDYAhJAgNx0gxmdpGk7M/dCiOpTA715Da9laS2++YXt7qWE3TzfdSfO7f8QujuGOHUNJHM+MYTV1YnetofsvHZrjbRkRELB7VvY/TGDmIdGtY3RtPupXHM+ipNtyxwzSG91E79BzJLW9Z2sZeIDI3fIDKrofxJweR5RwingrL0/kusl5C6CZmWx+pK+5c6qZGRERc5Fy8bwMjIiLmxakT/jdqV3shXuZEL4wilpq2lM17r13B9389SKXhI1AYmkDIUOBh6oKOtM09O1bSkYmxoTuNVIpAKszT1dm+yNBiSTBj4R9KTgduT0UpCUohrDhGpnPB+6g4PlKqaQ3C9NanTHGY0idIBb/aO8oHbphdbzsVM0jYBpWGTyAl+inlT3wp8XyJO2V9M1Z0eP5Qlh3r2pCTx3GO/hpvoh+ze8OMkjOquRdv9ABtk7v47A0bqd/+JobyNTQhWNORnHeJpr72JB+/bR3/9PiRMJOtHvZX1wVxM7Trvv8dm4gtcrDtfBNUJqkfeIqgMomwYsTW7MDsWn9O9+ZAKsYdHbn5blr6hpBj+5FOBWFYmJ3rsFZsRbMuXEBQCIG96krsVVfijIzglMvY3d3oqbOXZhOGhZ5uQ7MTyFphTqvXoJpHTzShNy3PuuLnwpnGEakd9yCsBOVn/4WgOBba5BomIt1BbN31NN/5WfT4/MviXUqCmn/+53/mqaeeoqWlhc9//vPcddddM/rl+z4PPvggf/3Xf813vvMdbrjhBu66664lbHFERERERETEhUAIwcDAAN/4xjcolUrcd999fOITn6C1tZUPf/jD7N+/n+9973vU63X+/M//nF/84hdcffXVfOITn0Cfw131UuRcSj5djNRcn0AqNHF6sYdpaFQaPtXGzASX0bLHzmGHvOuRSVis6Uhj6hrVhs94qU6tEaCJ43zolnULds0NpORfnznKkbEygVKsaE1gmzpSKcp1j5F8jRcOT9DbkuCmjbNdc+ZiJF+n4ngkY+YMMc0JNCFoSpiU6h4j+TrFustosU53c5yW5MkSQidKPh0eKzNZdem0BQlbZ6Tk4Qdy1rb9QFJxPDqbYqzpOLuTU1PC4kO3rOXnrwwxkK1SqnsopehpTtDZFOMtW7rYsmLxy6Dkf/WNsy4TlCYov/xDmm7+rXltUymFnx8mqBXRYinMtlXnNI9KXv0exl74MYaXn4ohnfKqSCkMt0JgJjjW8Ra0NXeQadmCkgFGJnSamatsTHzNtZgtvdQOPU9jeB/Ka6AnmoituZb4uh1o1vkpqXU54uVHqB14Gi8/hNB0rM51JDa+6bIp53MqXmGUys6f4AzuBumHAolr3o3du/WSiDHMl+r+JwkqWYym7pNimimEbmA0dRKUc9T2P3nZCGqs9j66PvgFxr77RYJKDlkrggwQmokeS2O0raLrt/9y2mkrIiIi4nREgpqIiGXKqYPB1w8MTzdQXO4BiYiIxeI3rluJoWn86OVBynUXqUAjFHj0tSW5720b6MjEppfXhEDTl88ELLZmB0aqFT93HDQdfBdlWCeDkzIAKUEI9OZu4pvfvOB9NCXOLEw59W7z8rH8nIIaQ9e4ZVMHP945hOMFJKzQqcbxAhp+MMMMpFB1+eojB9myb5zfaduPLI2jp9tniGlgaoLYugo/N4DT/xKtW2+nLW1zLly/ro2VrQke3zfOzmN5HC+gOWFy4/p2bt3cQXqe4pyLARX4lJ78f6m99jBBvRiKH4RO5fnvYvVupeVdn0NPzy/zte4GfP/F4zz82uh0RmPCNnjb9it4//WryJxjpuRSIoTA7rsKd/wofm4AYcXRzJP3AFkvIUsTWCu2YfddvYQtXRpON65IXvkOElvfitP/EkFxFGHY2KuvxmjuWfA+LiVBzYMPPohSiq985Stcd93skmeGYXDvvfeyYsUK7rvvPv7pn/6J9773vZdE3yMiIiIiIiLOzI9+9COOHDnCfffdx+c+9zlMM5xTnBgHeJ7H5s2b+au/+ivuv/9+vv3tb/POd76Tvr6+ORMlLjXmI6hZSGxrqUpAJW0DQxNIFSYizCV8cX2JoWmkXud+eyjrMlnzaW1K0Nl0UnyQjpskbIPDYyWG8zX6J8qs75q/gB1g/3CJ0UKNhi/pa09OO5KEohcLTQgmSg7PH5rgxg3t8zo2SimUgjNpe4QIrWfrrs9kpTE1t549bxRC0JqymSxWaTYUfa0x6oHG4GSNnub4tHtMwwsYKdRpTtqs78rMe87fkrT50C3rGC/WOZ6rIqWiJWWztjN9Xkp6B9U89UPPzmvZ8is/m5egpnbwWUrPP0Bj9CAq8BG6gdWxmvSOe0hue+uCfs9W39UUOq8jPfwcsUYeqceQmolQAbpfR+oW9UQPBzvfxva2VTTdOL/YkdHURWbH3bDj7nm3JWL+KKUoPf9dKrseDgUCTgUQaIkmyi//mKZbfpvk5luXupkXjNKLP2Dyl19F1ovIRm0qeTBGZdcvSG5/G+3v/d8uC1ckpRRBKYtynTDRcg60WAqvMIpfyl7g1i0+CxkLxNddz8rPfJ3yzp9Q3fc40qlgpNpIXnEnqaveiR6JaSIiIuZBJKiJiLhMOZObjVKKkZERqtXqou83CAIAcrkc+Xx+0bd/uSBlWP6mXC5Tq9WWuDXLk23NsObWNl4dqlCoSyxDZ127zeoWi0ZhjKMFcDxJtuqjFLQmdZLWMsoKbN8KuWEojYbiFtcHzQAVgPQBDVLtOCuuZ2CiBBOlBW1+QzO8ONcXaqaYRgDj+SqHjxyZZR8MsLU54ElbMFmDsuOhCTiluhMAhgampig7Hq8OTPKNYZ/fKk1CUw+Uy3O0QUG9SmNsgOLBvWC+sQyoG7rghq5T66g3yI4MMj39rE5C9ghUs+G+4xloWwuZnrDs1gLwPA+AoaGhxQvsKgUvfgeOPAWVbJh5ZtggG1CZpFHKUc6NwO2fA/vMk8i6J/nq0+MMFrwZn1cbPj94aYin94/x2Vs7aI4v7RDzxLNmYmKCXC43v5VkM8Q6wJjEOfxyeCwMC9w6+A1oWYWT6qNUaEDx6Hls/cXDiWdNsVikUqmcfkG9E1qnnK7yDuTPfnwOHjzId7/7Xer1OhC6tvT09DAyMsLHPvax066XTCa5//77ueqqq+bfkQvMkSNHWLt27ZximlO55ZZbWL16Nfv27bssXpBFREREREREwN69ewF497vfjWVZuK6LZYXJD6eOBzZu3Mi2bdv42c9+RrFYXMomX1DONB4632OlbDY7/7nDPFiRgomiIl+ukbJnxhKUUhRrAemYTpfV4MCBA0AYgxgv+9Q9hSEdCsXGrO3awmdoosBTr3gEaxb2EvCpQyUmClVsDWpzxfyUwml49I/meG7nXlqTZ5/Xlao+fqNGruSR1Lw53HEVEwWX9pRJKTfG+GSDetUnm/Xm3F7NlVRrHkHS5uounWwpoF732HO8jiKMMQgBrUmDNluwMe1MH7+FcMLTRpbgcGl0wevPiwVstzY5NqsfJ+IDAwMD4XE98Ct45cEwBhG4oBsQ+DRyg5QH9sK+l+DK+YtYlFLsW/dhWisB6yo7MWQDzW+ghKBhZqgkenl65ceoYVMv5ThwYPbv8XxzIl7tOOd2ni8VfD90shobG2PiqX+F/Y9AYQhiqTB2oRQUs5AbolKchLEsdG9d4lafH5RSJ38LAy/C0/8jjHUZFpgJEBp4DkFuCPfXPyBfrsH1H17aRi8iJ+Jd+Xye8utjovUGSEWtXIK5RESeA0FAuVanvMyvpxP3x/7+/vmPD7pvDv9NUQHGBobPQ+vmT19fH5a1/BITIyIuRyJBTUTEZcBC3WzK5fL0QP18EQTB9AAw4tyRUk6/8IxYOKaAHStnlqTxfZ+aK3l+oMbhnIvjSRRgGxprWk1uXJWgKb4MhDVb3oNezSMGX0ZUxiHwQlGA0ECzINFMcMVvIDe8Dby5A1lnYmuHiakL3CAMbsyVF3Ai0GVo4HuzA2sACQM+fG0z//5KkVzVw/Fnrm/okDA1hABdh2pDcsBvZpRWOk847bweJRFSoqQi8ANg4f2bL2JkN2J0N6KaA6cMKLASqPHDqNbVqNU3hS5BC2Qx78Fi8hj60ecQlSwq1RGKaU5gNyEqY6hcP3LfI8ht7znjtr73SnGWmEZw8vznqj7//GKOT93UumjtfyMs+Fmz4U40I4GwD4NTCsVn8WZItCB7tqNWXAPn+fl4MXI+njU//OEPefHFOWV5PP/882dcN5lM8rd/+7czPnv66af5h3/4B/bv34/neWzfvp377ruP22677Zzb+KlPfYonnniCb37zm9x0003zXi+ZTCLl3OX2Xk8sFpt+iRYRERERERFx6VMsFjFNE9ue6agxlzNLV1cXAI3GhX+JvVScS8mnc3VjPrGe64aum945zIvPxNU9Fgcn6uRrAYH0SZgamgZeoKi5ClMXtCV01jRr022oOAGBUuhaWKbZaSh8pdCFwDJEOEcWioovqTe86fXmS90Nyy3bhnba46YLgR9Iag2XlHn2OUDKULTGNbIVmCi7tCb0Geex6EgEiowt6E4JBiYlrh9QrnvTzjYxQ0yvU3V8DA1sQxDTFe0JjaPZcGztyXD+aerhHGVbp4lJgOtepPFFLYYptDBGcZZFZawZ/zTn0/M8KA5jvPIgojSKstOQbA8DLkqBW0WUx1B7f07QshbVuWneTexsstm57iPsKtzBVe4rJLwCvh5jonk7o8mNjJQDui3oTmkL/r0tJkqpJd3/xYJfK6EffhqtMIjKdIN1ihOJlYTqJKIwjNz/KEHLugUneS0XXNcNy5Lt+iGimkdZiZkJYroJho2oTaIOPYm/4W2QmF3aezkjpZx1TWhta9Hyx6FWgGTb7JVqBbBSyJa1yEvkelrsZ/eFJqooERGxfIgENRERy4zz+ZA98dLR930Mw6Cjo2PRX/Jks1kqlQqtra1kMguzpo04SalUYnJyklQqRXv7/Mq0RMzGcRxGR0cxTZMVK1YAUKp7fP+JowzkAkp1iamFgZ1SQ1IPAoq+x8ffvGJGSaiLFbX2z2kcfQFnz6/whl5DunW0RDP2mutI3PxhjPQck6sFcPuQ4pe7x5Fz3JaEgJipoQuNK/raWLt27Wm3swa4bqvkF7vH+Ndnj+P6EtvUiJk6xutKbXnSx5cWBxJXsVq9jJHunrW9oDKJTLcQW7mR1PpN0/ewoDSON3YQWc6FAa1EM2bnOvTWc6s37g3vo14bwKuNoKVb0bpXIzQNWSsQFMcwHBvbGya2ef51iYeGhvA8j97e3kXLUCj3P0wtqKMSTejJ2fddpXcRlMaJZ/fQ2vfpWXWWT1Csebw6Mjb996lH7FRRzdGci5bqoK99bovZC8H4+Di1Wo329nZSqQVat27YhKyX8cYPg99A2CnMrg0I89xKhy1nCoUChUKBTCZDa+viiqQ++clPIoSYdlkbGxtjfHwc3/e58cYbT7teMpnk4x//+IzPHnjgAf70T/8Uy7K4+eabkVLy3HPPcd999/HFL36RD33oQwtu37e//W2eeOKJBa8HcOedd/Kd73yH559//oxCnCNHjnDgwAHuuOOOSFATERERERFxmdDU1ITnebNcZ+YaCwwMDAChAPdy40Ts642KZc5GPp/HcRwAUqkUPT0LL116OjYCyZYc//LsMcqOT6XhI5XC0DWakgY9LXHuu2Nmuelaw+fhAztxPMVYTVB3ZViiWihilk5H2sbUFRldsqq3k40bZ8+Hz0S/M8KhyREUimRy9u8qkApVrZJJJ7li83qa5lnON9VR4/svDjKQq5FrSDJxM4yj1D2EBht6E7z76l7Wd6UZ9kc4WhzncN4jZobim4St05GJ0Zq0yHlVutM6XWnF/kk4Vtbw0WnLWFhTQqCaGxAIwa6c9v+zd+dRcl31oe+/+0w1V8+zWq3WPEu2ZdnyPDEEY8CYmxgyQJKXR7IC5OWFYC6se0MgXEKGS4DFXRkcHoEwOoQpTAaMMR4wNpYta5YsdUs9T9U11xn3+6O6W2p1t9SSepT2Zy0vq6tOnbPrVJ1TZ+/z278fm9c101qzeH3PCxncfBeFAz++4HL1tz5IbN26SY91dnbiOA6tra3YXT8j65cgmkRP1k1+cTSCn9PAK1I5eoiqm++ddfva2gNcq4fj/TGezbdRGSnv56Lrkym6tDdG2NSc5KbNDYvSZykWi3R1dREKhVi5cmop8atFX18f2WyWqlIvnnAIYhWY1VOPfxmL4/QcwvQzVFcamPWrF6G18yMIAl555RWgnMXN6TvKYHEInwA9Xj31+2mF8P0SQjrUOl0kdsw8zrCcjIyMMDw8TGVlJXV1k88FTuIBUqOv4AycwAiiaPFqhNCQgV8uDyYdzNq11Nz6AEZ1yyK9g7lx8uRJPM9j1apVE+Uzlxvf91V2GkVZRlRAjaIoQDmadzy1raZptLW1IaVE1/U57TDpevlGrWEY6oLhMhhG+fSt67raj5dhPIhM07SJ/fjoc92cGi5SdHyaqyKYugaA5wcMZW26R0p858U+3nn3umVwA9QitPl2kptvB6Do+Lx8KkWm5BJPmWyPa0RDl34p8Ibr2th3OsNQ1p4YsNQ0QcjQ0ISg5AYk4wZ3bW264PfUAlY3JAmPldVKhKfvDBmahiehaFUjczlkbhgtcaa2e1DKEYz2YNa3E1t3w8TMz9KJ57FPv4yf7icopAGJFk4gR05hNawlsuEWhG6M7SePZ44N0T1SQBOCjS1JdrZVT6qpLoOAUu9BguFOQrVt6ImzAtvCcYJYNU7vYYLBaoy1u9EiCWZj/H2Ypjlnx7ZM9yDdEnqidtqyW9KKEMgAWUxjeEX0+PSBE4dOpPDGoqem++aPB9VIYF9XlrXNizf757J/a6wawhWXF3B2JZjP35qdO3fyyU9+cuLvT33qU3z+85/HNE2+8IUvzHo9/f39/MVf/AWJRIIvfelLrF9fno25b98+fvd3f5ePfvSj3HHHHRMzvGejs7OTv/3bv53Vso7jTBy34///4z/+Y37+85/znve8h49+9KPcddddCCEm/Wbs27eP9773vSSTSd73vvfNum2KoiiKoixvGzZs4NFHH+VLX/oS7e3tk4KWpZQTfdTvf//7vPDCC+zcuZOamvJ16dLvf16+i3mP0y07m9ePLzM6OjqpXEYikZiSOehy3bSpmdVNlTx5eID9p1OUXJ+qmMXutXXcsLZuSn88FAqhiXKp3UK6hBACXRP4EgqOT9H2QAg2tVSwqbX6ott73Zp6fnlihFNDeSpjEsvQkUDJ8cgWXTIFlwBJPGwSDocIhWbXB2hvDHH/DSaP7e9lMFMiW3JBQlNVlNpEmNs2NbCuqYKTA1lODxfJ2R6ZokfO9tE1QaogGM45WIbO1tZKWitNLJHj5Z48vWmP5uoYsfCZfSWlZCBToj9t84tXUqxtXhoZUqdT86p3Ujj0UwhmzqJjNa2n6prXIM4p0aJp5fEoy7LI9RxA2jmMymY0oU1Zh4hW4gx24HYfuKjJkaEQvO7aNn52sI+ukTyjeQcnCIiETJqrY6xtTLJnff3E2NhCO3vcbq6Pz+VkfIxDszPg2ejhxMT3Y8qy4TjCs9Gc3KLuMxkEFE88T27fD/GyQ+jhBLHNtxPbfMeU7/psjH8XhBCEQiG8sazCwgyhzfD9FGYYfBdRHL1ivj/j4zSGYUx5T6G2rcg9v076F4/gjfbg9g4hDBPpOWihOKGGtVTe9jvEmpZ/oNX4Oc6yrGV7b8T3/RmPY0VRlh4VUKMoy8RMHaGzZ92cOwPnYmby9Pb2TlyYJhIJLMu6qtIKL1cqLeDcSuUdDvWkyRRdWqoiGGd1yAxdo74iTNdwgVPDebpGCkt6FtTZ/EDyzedP85P9feTHZsVpAqIhgzs2NfDA7pWT3utsNVVFeOueVXz5mQ7SeRsvkBiawPECTF2jKmbxup0trG+aXTaqWMhAEwJfyhlLpfiBRNM0KppXYWXX4Q524KX70EIxpGuD72HWrCS86lpCq64FwO4+RKnzRdy+4+gJZK32AAAgAElEQVQV9ZjNGxBCwy+M4vYfR7o2wgwRWbeHH73cy9d+0UnB9vClRADff0lQlwzzzrvXsbG5otyOdB9+ZgBkgBafGnihhaJokQr83DDOwAnCbTsuev/OGaGfSQU9g4lzyXnKU9nu7Ev+2N4STbmtLFnj38GLvVH0xS9+EcdxeOc73zkRTAOwfft2/uAP/oBPfOITfPWrX+U973nPrNbn+z4PPfQQpmmyfv36M7XZZ/DmN795SruFEOX09uk073rXu6itrWXz5s3EYjGKxSIdHR10dHQAcN111/GpT31q1gE8iqIoiqIsb6973ev4wQ9+wHe/+116enr4sz/7M3bt2oUQAt/3eeGFF/j2t7/Nl7/8ZfL5PO94xzvmNGvKUncpJZ8u1vi6x4NpwuEwpVJp3rbZWBnlLTeu4i03rrrgskPZEqmijx9IxNhklZChg4CS4zNacIhaBrGQQVvdRWbipBzgsmVFJUXH4/Rwnoqohe345B2PkusTBJKQqZMveXz16ZPctqmRDWN94AtZWRvnd25fy8mBLP2jRSRQmwizpiGBoWsUHY+fHeyje6RAXTJCZczCdgNKrofrS7JFl5q4Tjxscs3KCh57cYRMyScSMiYF00D5e1KXCHOiP0vHYJbhbImaxNLK5CSlpOT6yMYtNPzWJxj40nuR3tQSK1bDGlr+4F8uHGDguSAlYqabr5oOSGTgl/v+F9GvioYMXruzhaGsTedgDscPiFg6a+oTJGeZpUhZIIaF0HSkP3OZG+m7oBkIY/E+Oy83Qv+X/zulU/sI3FI5oExo5F7+MWbtShrf9tdYl5g9Z/x3QrMiCKGBf56y3IGH0HQ0K3pJ21qOkte+HqOigdy+R3H6jyN9D6GbhFo2kdjxWsIrty12ExVFUZYlFVCjKMvUuTduZnrubNMNDowH0YynmHMcZ0EiY1UgiLIUdQ7mKNj+WKmhqceBJgSxkEHB9jk5kFsWATVSSj77+HGePDJI0fHQxma4uVJSdGy+92IPQ1mbP3rV+mmzl1zILRvrqYyZfPOZY5waddGNclBMW22Mu7c2cl377LN8tNXGqUuGydsejh+UBw7PEgQSxwtIRk32XL+dRCFB8fATeKnucjCNZqDHawiv2UV0053lQYbAx+k5jDvYgVHXhh47kzXFSNajhRO4PYdxoxX8PNfEF57upuT5CJjISGN7AT2pIn/7nYN84E1bWdOQIHCKBK6NsGIznnO1cDnIR7rFi96vc8lq3kjpxHMEpQxaaOoggrRzCDOEUb0CLTJz8FNdMjQpC835vi3LoSSasrRcakDNeFmme+65Z8pz99xzD5/4xCd44oknZh1Q8/DDD7N3717+7u/+jq9//esXXL6zs3Paaxop5cTMsVQqxZNPPjnpeU0rp6t/4YUXeOGFF1RAjaIoiqJcBaSUtLe38yd/8id87GMfY+/evbzwwgvs2rULwzBwXZcPfehDE5nt3v/+93P33XcvdrMX1Hxl4Tm7hJTrnrkR3dzcTC6Xmyj7NF9yJZfBTHkbDRWRGTPF7j05jONLkmEd3TCxvYC87SEp90/DZjm4Rtc0gkCi6Re/v+7f3YYfSA51j3J6uEDBdvHHAmmiEYOVNTEC4HhfBj+QREPGrMc+NCFY05BkTcPUfuWx3gwjORvDKI8XSCnJFN3ypJ8AHN/H9SSmrqFrgqwd4HgBidj0WSU0TRC2dGzXJ5V3lkxAjR9IjvWmOdKbIZUrZ/ONhTew6re/Tkvn93AP/pjAzmNWNZPc/QCJa+5Fsy7cdqOqGdF9kMAuoEenBjlJO49mhDAqGmcOujkPIcoTiVRffmkzmjYSxKqwe49hVDZOKdkdOEWka6PHqwk1rpthLfNL+i59X/xzSh0vlkvPWxGEZZXLDpWyBL1H6f23P6XlDz97WaXoQyu2oCdq8bJDBE5pynEkA5+glMOsaia6buZSzFei6Jrria65vrxvSjn0SHLGbNSKoijK7KiAGkW5Ckw3ICGlJJfLTWShiUQiVFZW0tvbu9DNU5RFc+6x4QXlzCjnCyzRtHLmgfHSN0vdvlOjPHW0HEwTsSYHCnl+QNHxeO7EMDecHGHX6kvryG5uqcDaWUnWDqhraiUa0qmJhy56MFTXBPdsbeTLT3eQLboEAYRMDQG4vqTgeIRNnQ1NSdpqYwixk9DKHZQGO0ml0uimRWXranTzzICbnx7Azw6BEJOCacZpVgQtWkE+M8rX9ndR8gJMTUzOTqRJXF+Stz2++kwnH3jTVoRhoekmvjvzwKt0SggztKizggCiW+8mv/c7uIMd+PkUWrTyTIksp4ifHUKvaCC27VXn/cy2tVZRmwgxmJ0+e9n4ERE2dfasq5t2mYWigjaXr4s5b0gpOX78OJqmsXr11Nltq1atQtM0jh8/PmPWq7MdPnyYT3/607zmNa/hvvvum1VAzSc+8YmJ71sQBBPtGv/32W09e7mzb+ooiqIoinJ1GL8Wueeee2hvb+fjH/84q1atAs6U81i5ciU7d+7k7W9/O1u2bFmspi66810jXcz109nXf0EQ0NPTM3GdVldXRzweJ5fLXXpDLyCVt3lsfy8HTqfI2x4CQSxssLW1iru3NZGMTO4rnhrKU3ADamI6Fck46UI54MT3A2wvwA/KATbPHB3Adj22t9Vw47o6QubMmUbPZRk6b715NS92jvDlJ0/Ql5ZUxyyq4yHqkhEso9wXHkgX6U0VeKljeE4mE/WkCqSLDlWx0ETQWGUsROVYwIyUksPdaYZzNgXHR9fKSVb8YOZMqV4gJyYNLQV+EPD4gT6O9mYYSBcpeT6aKAca9SbCrGx4M6961buIz1DieiZSSuJb76J48ld4o+UMveMlq6EcOODlhtFjVcS3XV1BeFcbvboVq3EdXmYQp/8VzJpWNCtS7oOWsrjDp8cCSG6cdkLVQsgd+Cn26QMEbgk9VjUR4CUol2AKCmncVDeZZx+h+p4/vOTtaGaIxM5fw88M4GUGIV6NGHvP0rMJciNo4TihFVuwmjbMxVtbdoxELZxdol5RFEW5ZCqgRlGuMuODCb7v09nZOfF4fX39pFk687195fKo/Tg/ahMhQqbOaMFByqk1p6WUFB2PqliI2sTyqL37+KF+HC/AMrQpWXcMXSNkguMGPHag75IDasYlwzoray9voO3OzQ30p0v89EAfRddntOCWMz3oGlHLYFVdnD+4ax1CCDJFl0f39fDMsWFyJRcoUl9xiNs2NnDH5gZMXUN6JaRno1mRGbcprCjPp2IU3AABU/aTEAJTh5IbcKgnTU+qQFNlE1qiFgZP4hcz6OdkdpGeg58fIbRiK2Zd+2Xtk8tlJOtJ3vp20o//K166n6AwijDD5TTAgY+erCOy9kaiW84/8KZrgt/Y08ZnHj06kaXmXAJ4464VxGaYcbnQ1Lny8ixksMelbCudTuM4DtXV1dPWzDYMg6qqKoaHh8nn88TjM6fFdxyHP//zPyeZTPKhD31o1m2YLjOOoiiKoijKhaxZs4Z//ud/nvj7M5/5zLTXM1eb812/X861vZSSrq6uSZlowuHwZa/3fIazNp99/Cinh/KMFpyJQJXe0YChTImOwSy/d+d6Ks4qqeMHEinLARghQ6ehwsD1AjoGs3hjQTVBUJ5scqBrlP50iZMDWR68aTVha/ZBNUIIbNenMmaRjJg0VU298V6bCHOkN03XSIFMwbns0j+BlAQBMwa/CCHQNFFeTkJTwiQe8hkpuFRPM2Gn5Pj4fkBF1KKlemmUc3mxY4TDY2MGzVURkpFy4EzR8elJFbC9gLCp89qdLbP63p29THT9TYRbt1F0bdyhTrRoEmGEkZ5DUEyjRRKEmjYQ36oCaq5kQgiq7vg9/EIGp+8ozsCJcuRZECB0A7O6hciqnSSvv3/R2pjd+10CdywzjTZ1fE0Lx/CLWTJ7v0vV3e+8rHNw5c1vxRk8SeHwk/iFUeTYhDohNLRoBVbDGurue58aG7oCqclJiqIstKVxt0NRlFmbq4sFzyvXFzUMA8/zpr2wVBebytWmrTZGU1WEkZzNaMGlMmpOOg6yJQ8poTpusalldnXEF9rJgRw9qQKmrrGhOcmJ/vLA20wBDoYuKLnlElZLgRCCB/e0sbW1gscP9nO0N4sfSBorw9y8oZ6b19cRNnWGszZ//71D9KYKFF0fZDnAI1vy6EkVOdA1yh+/agPoFsKwyjWbZyDdIn1eC4GcxeBeIOkeKdJcFSXUshk/O4g78AqysgU9UQNCIyiM4o2cxqhswqxvnzYzzoxtmacOYWz7a9AiSbK//DreUGe5drumo8driG65i8QNb5k0w20md2xuJFfy+MKTJ/HPydIkgDdct4K37F45L+9BWTwLcT1wKSWfisVyObVIZOaAufEbJRcKqPnkJz/J0aNH+cxnPkN1tUqFrCiKoijK/LNtG9M00TRtIpgmCAKCIEAIMZG15moyfi041/0iKSWlUgnDMNA0Dcdx5nT90/nW8510DORwPJ+VtTHMsYkbrhfQly5yoj/Ld351mt+6dc3EaypjFpYuKHlnsrJ0pwpkx7LUhAwNTUBF1KK5Kkpvqkgg0/xkfw/3Xtt6Ue3L2165pHJk+mwpmiYImTqu55O3vcsOqElGLKKWTq7kTZuhxXZ9pJSETYOIpdNcYVAbN8m7Lj2pAg0VEQxdG5vo5NM7WqQuGWZ7WzWWsfjHiusHHO3N0JsqsLI2NmkMJhoyaK+Pc6QnS08qz1DWvujSSkI3qXvTf2fou/+bUseL+MU0gZ1DaOUgilDzRmrv+3O00NIvTa5cHiNRQ9197yW371EKx58lKKRBaBjJOqIbbiG29S60RcyU7KV6kb4383dRMyAI8PMppFtCnGcC3IUI3aT+TR8k+9IPyL74PdzBTpCynK1p+6tJXv+maUukKYqiKMrFUgE1irJMzNXNrFQqNfHv+vp6crncRHDNOBXhq5yre6TAYLZEyNBZXR+/qHTCy4kQgtdub2YwXaI3XaLo+MTD5Z/Kgu3h+ZKGyjCv2tY0MRi2VBzoGuWLT57klYHc2DEsMHUxVqKKcrTDNMYfXkpHvRCCba1VbGutmvYmu5SSf/npcbqG83iBJBEyJgbWXF+SL3nsOzXKN391mrfsakGL18BgB34hPaUjLV2bID+KboUveJ4d36/jQTehtp0ExTRC0/FGe/GGy1m/RDiOUb0Cs2EtkU23X/I+mGuRdXsIr70Rt/84fnYIYUWwmjeimRc3kPf6a1dww9pafnKgjyM9GaSUtNfHuWdr05KZGagsP5cSUKNpsz8Pn+/a5le/+hWf/exnecMb3qAyziiKoiiKsiD+/d//nb/+67/mIx/5CPffX84kkMlk+MpXvsKTTz5JZWUlv/M7v8OuXbsWuaWL42LGpaZbdvyxszMxW5ZFS0vLRKnz+Rz76hstcKI/S67k0lYXnzRxwzQ0mqsidAzkOdqTZjhrUzOWAXd7WzXPH+liKOfhegGBlORLLq4XEAvpFB0fy9CpiltELIMVNVE6BnMc6hrl9s2NF1VKKGTo6JrA8aYvqSSlxPUCdE2byK5zOdY3JTnQleKVviyVUZOwdea2RCAlvakC1fEQ6xoTGJpAE4K7Nlbz01cKdI/k6RjIYRraxMSO+kSYDS0V3Lap4bLbNhcG0kXSBQdDF9NOaNI1jaqYyWjBpWs4f9EBNQB6JEn9A3+B03eM/OGfExTSaOE40XV7CLVuVRMjryJ6tIKKG/8byV1vxM+nQGjo8WqEtvjjtcIcG18LApi2PRIECKEj9Isrfzbt9nSD5LWvJ3HNvQTFDDLw0aMVC7YvZBBQOrWPwtGn8HMphBki0n4t0XV7Fq3s1tVEnfcURVkoKqBGUZa5cwcAzjcgkEqlyGazQDkzTX19Pfl8fl7bpyxvB7tG+cbzpzkxkMMPJAJIRExu3VDPG3e1zsmgylKzvinJgzet4lu/6iI1VrsbIB42qYxavGZHE9e1X15ppLn2wskR/u67B3G9gDOxMxLbG7tBTXkW3HSBUK4vMTRB22WWapov03WMTg7mODGQxfECKqIm2tgyQggsQ6AJg2zJ46kjg9x37QpCTesJskO4AyeRVU3o8epyJpn8KF6qG6O6hU3RKh4bBtsLMDQ5ZbuBLKfetgyNNQ3lLBdC04hsugOjZiVOz2G8dN/ETBireQNW04Y5GRyYS0IIrMZ10LjustZTlwzz4J5Vc9MoRTnLxQyGRKPlwSnbtmdcZjyt//iy5yoUCrz//e+nrq6O//E//sdFtFRRFEVRFOXSPPTQQ3zrW98CoKenB8dxsCyL9773vTzxxBMYhoGUkkcffZR/+Id/4LWvfe0it3jhTFd2ebbLnsu2bbq7uyf+bm1tRdf1Bbn5dmIgR972iIWNabOg6ppGLGyQsz1ODmQnAmrWNSZZUWnheJKTQzl0IcoZWYGC7WMY5ddVRsvLW4ZOxDJIF11ODeXZvKJy1m1sq4tTFbM4NZSnOh6a0s5M0cXQNWqTYarjl1/yui4ZZn1TBSXH58RAjoqoSSxk4voBqZxNxNJprYmxva0at1jOoFufsHjH7c08caifIz1pSm45w3Zl1GJHWzU3b2jAXCLjUq4v8X153nEy09Bw3ADXnz6IaTaEEISa1hNqWn/J61CuHMKwMCqWRlDZuOi6G7G7DxC4RXRj6piYdEoII0RkzfWzypQ8W0KIBc9G4xczDH//U5S6DuDnRpCejdAMCsefJfPcN6l57bvVsapckAoKUpTlQQXUKMoydfYP7Uw/uuMDD+P/Hw+mAaZNHax+vJWzPffKMP/82DHytofnBxiaRiAlBcfnu3u76RjK8/+8duOSGbyYS1tWVLKuMcn+06OcHs4jgcbKCDtWVhG5iLrkC8H2fP7Pj47geAEC0MXkNNn+WCmkkhtg6NqkQTI/kNiuT8QyuGPz0uqAn89LnaPYboBlaBPBNGczdA1NE+RKLsf6MmxdsZWglAPdxB/twxnpBiQinMCsbcNsWM3163dT17GPnlQR15eY+pn9GEiJ45X33w1rayfVuBdCYDWswWpYUz7XSjmlRrSiKBd2KTOE4/E40WiUVCqF53kYxuSujed5pFIpQqEQyWRy2nV8+ctf5tSpU2zYsIEPf/jDk547fvw4AP/4j//II488woMPPnjVzhJXFEVRFGVufP/73+epp54iGo3ywQ9+kPvuuw/LsnjkkUd46aWXiEQifOADHyCXy/HpT3+az33uc2zZsoXW1laknBr4f6W53JJP4693XZfTp08TBMHE4xcqoTWXGWt8P0BKiX6ez0sT5W16wZngCl0T3LYmhi4k6SDM6aE8fhCAEEQtg2jIoKU6Oqlfb2iCQMqLDtJoqY7SVBVlJOfQOZijsTJCxNKRElJ5h8FMiZV1Mba2Vs3J904IwW2bGtA1QTRkkMrbZIsuuiZYUROjoSLCXVubiIdNUuXKrkgpqUmEuX93G3nbI5Wz0TVBXTKMscSyBsdCBiFTozDqz3isFmyPWMicsSS3olwJkte/ifQzX8XLDhGUcohQFCHKWaWlWyJwiuixSipu/G+L3dTLIgOf4e9/kuIrz+HlhtHjNejxKqTn4meHCPIjDH33f1P/lg9hVjbO3XYv8FsVOCW8zAAARmXjopb/UhRFuZKoqzdFuQKd3WkLgmBidrYQgsbGxon0tmdTZZ6Us+VKLv/fz14hOzYjKRkxJ75Xnh9QcHwOdI3yw309vP7aFYvc2vlhGRrXtldzbXv1YjflvH5xbIhMsVy2TRNTg+00JGMZkcmXPIyxMlBBIPEDSdjU2b6ykt1rahe87VJKDvdkONaXJZCSVbUxtq2smnYG39kcrzxApZ1nOU1AIMF2A4QQRNbtwahpxe07jp8dRMoAPVqF2bAGs24VQtN5593r+NvvHCRve5TcYKxcVjkzjaFrtFRFzpuVRQgBV/gA97jAKeIOdiCdAsKwMGtXoUUSi90s5QpwMYP1QgjWrl3Lvn376OjoYO3atZOeP3nyJEEQsH79zDPCCoUCAEeOHOHIkSPTLvP0008DcNNNN6mAGkVRFEVRLstLL73E0NAQH/7wh3nggQcmSnA///zzpNNp3vWud3HfffcRDod56aWX+MEPfsDg4KAKqLlI4xPKYrEY+Xx+wfdbTSJMyNQZzJSomeZzk1JSsH2SEYu6xOTSP5aucfuaOFVNq/jJgT6eOTpA0fFZVRcnek4ghpSSguNRFQ9NmvgxG5oQ3LOtGcfzOT1coGskj+dLJJAIG7TVx9ixsppNLXOX8UHXNG7b1Mj2ldUc78uQt8tjFK01MVbUxKadMDMuFjKWdCBKbSJEXUWEnlSB4ZxN7Tmfa8H2yJU8VlTHaa9XfWflymVWNVP3pg8w+I2/wi9mCXIjYwE1AUI30WOVVN32dqJrb1jspl6WUudLlLoO4OWGsRrWnMlQHQItWoE3fAp3uIvcSz+k6va3z3t7/EKa7Av/ReH4s/jFDALQYlVE191I8pp70cLxeW+DoijKlWzpXoUqinLZpJR0dnZODNDU1dURi8UmnltMi7195fyeOjpI3i6n0g2b2qTBH0PXiFhQcnx+dmiAX9vZcsEAiCuZlJJXBnKcGsqjCVjTkKC1ZuHKJx3uTiORU4JpxmmiPFtNALGwQRCUA2xMXRAP69y0vo7fvLl9wT/D4/1Z/unHxzg1nJ84HwghqE+G+f071rBz1cyBTFUxC10T5Rl405SxklLi+ZKoJaiOnxlUNKtXYFbPHAC2sbmCD7xpK199ppNDPWmCoFxAyzLKmWke3LOKytjVPbNDBgGlV57F7j6Inx1CunZ5QCRejdW4jsiGWxBq9otyCS71uuDWW29l3759/PjHP54SUPPjH/8YgNtvv33G17/73e/m3e9+97TPveMd7+CZZ57h85//PDfcsLwH+xRFURRFWRrGJziNX7cYhsHo6CinT58GYNu2bYTD5RvxK1euBCZnG77SzSbw5XzXjWeXAk0mk9TW1nLixIkFH4Pa0JykLhlmKGuTLrhT+pGpvIOuCRqrIrQ3TB9c0VgZ4Tf2tDOStTncM4ofTH0P5fVoNFREWHkJZZwrohZv3NXGga5Rjvakx8aBoKkywqYVlayuT8xLMFJlzGLXIkzqma3BTInTw3k8PyARMVldn5i2hPbZhBDsaKtmOFviRH+Wou1TGbPQNEGm4JDKu7TWxNnYUjElMEpRrjSJHa/BqKhn9Of/TuH4syB9EBqhlk1U7nmQ+LZ7FruJly1/5En83Ah6onZKuXchBHpFI+7ACQrHnqHylrfNa0l4LzfC0H/9PXbvEfzMIGhj56vBDryRLuzuQ9Te+2foaiKcoijKJVNXb4qyzFzMIECxWCQIytkZpJSEQqEpHeGFnqVzpc+mulIc6c3g+uWSOtN9ZoYmkMBIzmYgU6KpMrLwjZxDmZLHqaE8EUunNjH1OJnJ0d4MX3q6g1NDebygXHLJ0DXWNiT47VtXs6I6Or8NB/xZnBME5WPvnXevo+T4ZEvlWu7XrapelACREwNZPvyf+yjaPnKsfVAurdQ3WuTj3znAn79+y4zZgXavqeWbz3dRyNm4foB5Tqrnkhuga4LmqgjtdRc3A2NNQ4IPvGkrPakC3SNFdE2wpiF+wdl+nh+QK3mETH1ey4IFbgm78yXs0y8j3RJaKEaobQehFdsQ09SmnmvFQ49T6tyLO3ACLRRHC8UISlm8kS783AiBnSO243VzWgdbWTwLeePh7MC6i/HmN7+Zhx9+mH/5l3/hlltuYevWrQC8/PLLPPzww4TDYd72trdNLH/q1Clc16W+vp5EQg0mKYqiKIqysMavec4uVbl//366u7tpaGigoeFMKV7XdYHpS3ZfqS4nQ00qlSKXywEQDodpaGhYtMlcuqbxqu0tjOYdukcK5G2PeLj8mWeLLn4gaamO8qptLefNyhIydW5cX0e25HJ6OE+25JIIm0ggU3CwvYCVtTFu2dhw3vWcTzRkcP2aWnatrsHxyplaz+1jL7TFGjvMFB0eP9BH13CedMEpZ/W1dKrjIa5ZVcPOVdXnbduqujg3bWjA0ATDuXLZrECWs+usaUiwsaWC61Yv3UAiRZlLkVXXEFl1DV5uBD83ghaOz2npo8Xm50aQro2emP6Y1swQAIFTICjl0GNVc7r9s89Fo098HrvrAIGdw2xYjWaGx7ZdxB0+hTz1MumnvkT1Pe+c0zYoiqJcTdTdDkVZJmbbmZRSTmSkCYIA0zQJhUITgwqKMhu+L0HOXL1GCIEAJEw7S2q5ONqb5bv70nRnPDR9BE0IWmui3L6pgevazz9QcrgnzSe+d4hsycP3JYZeXrbouOw/PcrffPsA73vDlilBNXOdpru1Jlb+LM6OTDlnexLQBaxvSlITD83Zti/VZx9/haLtA+V2nT1oGkjwfMm/Pn6cHW3XT5s5pzJmccfmBh7d10Ou5GEZGpahISXYno8XSCoiJq+/dsUl7+vmqijNVRcOiOodLfKdX3XxxOEBbLf8nra2VnLvNS3sWl1zSdueiTvSTebn/4Y30o2fG0b6LsKwKHW8gFnXTsWtvzNjR35utt+F3XUAd+AkVuP6SeliA7eE23MEx7QwG44Satk8b+1QrkyXGlCzYsUKHnroIT784Q/z4IMPTmSSefbZZ/E8j49//OPU1Jw5Ft/xjnfQ3d3Nxz72Md785jfP3RtQFEVRFEWZhfr6egBGRkYmHnvxxRfp7+/n9a9//cTzruty8OBBgIkg4KtpgtJ0gTAzvX8pJcPDwwwPD088Fo1GJyaXXch87dcdbdW4XsAPXupiNO9QsD0QUBm1qIqHuPfaVjavqJzx9eNtv2FtHZ4veepIP6N5h9GCgwDiEZPWqMXd25vPu57ZEkJcMAvLlaxge/zXr05zvC9LumCTjFoYusZIzqZvtEiu5OH6AbvX1p13PRubK1hRHeVYb4b+dJFAlhzPbRIAACAASURBVMcwxsdjrqbjWFEAjHg1RnzmLNTLlWaGQNORngvW1ImmMvBBBgihI8zwNGuYG+5IN6Wu/fi5EazmDZMmuGlWBKtuNXbvEYonX8DLjVwxn4WqfqAoykJTATWKsgxcTGfLtm36+vomXrd69eqJlMKzpS5Ilo/5+qyaqiLousCbJvsHlINopISQqVETX57lXX5xbJAvP93BaL6E64NpBHiBZLTgcGooT99okddfO315oEBKPv/zk2SKHpoGiYgxKSik4PgM522+9NRJ3nffFrIll8cO9PHEoQEGMyUsQ2P7yipevb2Jjc2XV4/89k0NfPWZDkpuQCDlpFlp4wEqQsC17dVLIpimYzDHsb7sRJDP2ec3IQQaEl+WUyz/1TdexvECTF2wtbWSu7c2UhUrv4cHdq/Edn2ePDJAyQ0oOD4CsAyNZETn129cNecBLec63JPmf31zPwXHn/T4y6dH2X96lAduWMmDe1bNybb8QprME5/D7toPnouerEeYYaRTwBvpJiikScuAyle/e2IWzFxzeg7hZQYwKhqm1F7WzDBGTSveaB9O9yEVUHOFWchB30vZ1m/+5m/S3NzMww8/zAsvvIBlWVx77bX80R/9EXv27JmHViqKoiiKolya7du3E41G+ad/+ifa29uJx+M8+eSTANxwww1UV1dz+PBh/v7v/55nn32WO++8k8bG8oz+q+FG/KW8x/GAGoBYLEY+n18y41q71tSypbWSlzpH6E0VAVhRHWV7W/WMwSvTZZa+ZWMDW1ur2HdqhIF0qVyWqSrK9pVVxMPzn6n0arC3Y5jOwRxFx2NdUxJdGxsLS4bJFB06B3NYusbG5gqSF8hgGw+bXNM+v+MRiqIsrnDbTgrHn8PPDaNFppbHK2flSRBq2YQ2TcDNXLG7DxEU0mjR5LTZooVhooXj+MU0dvchjA03z1tbFsPVcG2kKMrSoAJqFGWZO3tGt5SSjo4OfL98czcSiWCaqmOtXLxbN9Tzo5d7yRZdTD3AOCuoRkpJ0fGxTI3da2qJWMvvp6Q/XeSRZ08xnLOxNEEiphG2QmeCYXI2P97fx5qGBJtapga8HOxK0zdaJJCSmGlMCQqJWjqZoseR3gwvdY7wuSdO0J8u4fkBgYSi4/P0sUGeOzHMA7tX8qZdrZf8XpIRk1+/cRVffOrkWKCTRIhyxprxpDWxkMFbb1p1yduYSycHcuU2cv5OTyBh/+nRib8P9WT45vNd/OE967hlQz26JvjtW1dz68Z6njoySHeqgK4J1jYkuGVj/bwHDxVsj7/5zsFJwTTjWZsY+//Xnz1Fe12cG9ZeftaY0vFncYc6IAgwmzac2XehKFqsCqfvKO7ASezOvUTW3njZ25uOnx0mKKYxGjdM+7wWq0IOvIKfTyGDAKEtXprwpTKArsxeEATApQ+G3Hnnndx5550XXO6xxx6b9To/97nPXVJbFEVRFEVRZnLffffxve99j8cff5x77713IsNwW1sbGzduBOCZZ55h7969hMNh3vrWt04qA3WlO7fk02yv64UQNDY24rou+Xx+Vq9ZqD5DxDK4cV39Za+nMmZx26Yrp1zKbDhewHC2hKlrJCLmvN04df2Ao70ZhnM2bXXxM8E0Y5IRi0zEJZW3OdSd5oZ1589SoyjKlS+68VYyv/o2fn4Eb6Qbo6IeYVjIwMfPp/Czw1j17cS33TOv7ZCegwwC0GYenxe6AYGP9Jx5bYuiKMqVbPndBVUUBZh6w2l8IMD3fSKRCMViccZlzv33TOtUlq75/qxaqqPcsamBxw70kbd9DD3A0ASS8oCGoQlq4iFef03LvLZjvjx9dIhcycUyNGLGmf0phCAWMgikJFtyefLIwLQBNScGcrhj2Xum+yyEEBi6wPMl//STY4zkHYJAYuoamjhTKqvk+nz92VO0VEW5fs2lz16679oWdE3wtV90UHT8clCHAF0ImiojvOe1G2mtiV3y+hfSuRXExsexgkBSCnz+z6NHqYxabG0tp7ReVRdnVV2chfazwwNkiu7E3+Kc/8ux/767t3tOAmrszr342SHMmrapMxY1HaOiET87hH3yhXkLqEEIBAJkMP3z41FcinIZ1LWIoiiKoihXMiEEf/mXf8lHP/pRHnvsMXRdp6Kigve9731s27YNgC1btvD2t7+d17zmNaxfv36RW7ywzg2omUkQBJOyMbe0tBCNRieV0rrQNpSlayhr88SJPN3ZLJoxjK4Jmqui3LCuju0rq+b8M8wWXfIlFyEE4RkyByUjJqmcw0jOntNtK4qyPOnhODWv/mOGvv9JvJFunP5XQGgQeGjhOFb9KpLX30+k/dr5bUeyDs2K4I72Tfu8lJKglEOPVWMkLz+4U1EU5WqlAmoU5QqQyWQm/p1MJqmqqqKzs3Pisdl0NNVsfuVcb7u5HdPQeGx/HyXXx5cSQTngpLkqwh/es5665PzVgJ1PR3ozFB2fZMSEwJvyfNQy6M+UONqbmVJGabYE4AUBqbyPH0jCxpngGwFougACHD/gey92X1ZAjRCCe69p4Y7NDTx9dJCeVBFTF2xeUcH2lVWX1P75sraxnAY1kOPZdCaXqDr7TKRpAm3saU0vByG5QcB//PLUREDNYnnulaGJf59v7x7qTpMtuiQiU7OFBXYBu2s/3kg3INGT9SArQJucXUcGAX4xg3RtRGj6wCgtFMMdOY1fTF/K25kVI9mAFq0op60NRac87+eG0aIVGMm6Rc1OoyiKoiiKoihLWUNDA5/61Kfo7+8nlUrR3t5OKHSmD7B792527969iC1cPLMJqAmCgO7uborF4sRj0ejU/snFUuNiS0PHYI4vPnOa7uEiRU9iGR5+IOkdLdA5lOP0cJ57r1kxp0E14xl05TTjFOPGvx5LaHjlqrKcj08v3U9u/0+wuw8jAw+zppX4lruwmtarAL9lLty6lYYH/ifZvd+jcOK58ridphNq3kBs6z1E11w/722ItO3AqGjATfXg50bQ49WTnvezQwihY1a3EGrZOO/tURRFuVKpgBpFWWbO7UBks1mGhs7c2G1paZk0qHCu6WoxK8p0dE3w4J5VvGZ7E08fHWIoW8IyNLa1VrF5RcWSCtK4WOOll8azxZxLG6vdE8hyEEc5+OWMttoYhi4o2D5hOTVLjZQS1w/QNY0gkBiamPZYMzRByQ043p9lKFuiNnF5AUqxkMGrtjVd1jrmW2tNjE3NSQ50p8ufAWcGq6ZkpxFT//YCONyTpj9dpKFi/moQX0jxrFJP0zm7/FPB8aYE1Nin9pF/+VH8zAB+IQ1SokUSIC1E8zXItrazViYQhlWOKvIcMKeWs5Keg9AMhDl/QW5W80bs7gM43YfQwnH02JmgpqCUw0t1YdavxWreNG9tuFjqN275WM4DpIqiKIqiKJeiqqqK2tpadH1yRgzf95FSYhhX37DtbK7fBwYGcF0XwzDwPE9NIruC2K7P1545SddIkSCQNCVDJOLRchbhokv3SIFnjgzQWhNjR1v1hVd4AZ4fcLgnzb7OEY73ZRjJ2WiaYEV1dEp583TBIRExF3Uc4mq03Pv02Zd+yOgT/4aXGyEo5cpjP1aE/IHHiG26nep73onQp07AUpYPs6aV6nveSaXzdoJiBmFF0COJBdu+MCwS174eP5/C6X8Fv5hBj1YCEj8/inRtrIbVJHe9CaFNn4FLURRFubCrr2emKMvUTB2Is4NpzrecolyqqliIe5dpaaeZ1MRDWIaG4wWY0xwyjhdg6IKKqImpT820sbW1krpEmNNOnpIbEDa1STPpio6PqWuELZ1caeYMN0IIhCjPdMqVPGoXrr+1qH7vjrX8z/94ibzt4UsQY4ObZw9x6udG0zC2vyiXFRrO2os6kFUdDwHZGZ8ffy+6JkhGrEnP2T2Hyf7q27h9RxBmGD1eAwj8QgpGO9CcEk5zC6GNNwPl9x1q3oQ7cAIvO4BZ3Tp5W1LiZQbQ4zWE5jGYxahsJNx2DdJ38QZO4qW60UIxpFsicEuYNasItWzGbFg7b21QrlzjNznUdYyiKIqiKFeDr33ta3zkIx/hoYce4rd+67cAyOVyPPLIIzz++OMkk0ne9ra3sWfPnkVu6cI6X4aa8cdc18U0TZqbmydlZz7f+pTl4eVTKYYyJQIpqY7qGGOTmzQhqIiW+9VDuRK/PD542aWfCrbHI7/o4ORAllTOJl1wKDk+nQM5Ujmb9voEdckwUkqGczYl12dlbZwNzVPLgivKdArHniH104dxhk6hhaIYyVoQGkEphzPYgXQdhBWh+s7fX+ymKnNAs8Jo1uJkco9tvgPpu2R++Q383DBBYRQQ6NEK9EQtlXt+g+jaqzPznaIoylxRATWKsgxJKXEcZ+LvxsZG+vv7J1KTnr3cUrWU26Zc+XavreFg9yipvEOFJSYFbwRSkim5xMIGN6ytnfb1uib4rVva+fQPj5AreWRL3ljgjcT1JbomqIxarK6L8XzHCIGU6NMUBiofs+WUwRVRE9cLSBcdTF0jGTGX3eDfbI/rlbUx/vItO/iXx45xrC975nXlWBk0MTU7zfj6x7cQthZ3VsXtm+r55fEhJOU2n93cs/fCjetqiZzVViklxcNP4A2cQE/UYVSeySikx6spBgYidYrS8V8QX3t9OTMNEF63h9LJX+H0HsYTGnqyHqGbSM/BG+1FejZ6/WrCa+a3gxxetwcRiuHEa/Ayg0jPRotWYsVrsFo2El59vSr3pFwSFVCjKIqiKMrV4kMf+hBf+cpXAOjv78e2bUKhEB/84Af54Q9/OJGZ5kc/+hEf+9jHuP/++xezuQtqpoAa27axbRsA0zRpbW1Fm6N+h7r+XDqO9pZLJicjJoKp5bkTEZOhTImu4Xx5uag1zVomyxQc+tMlNA2aKqNEQwZSSr7xy04OdqVIFxxq4mHqkmF6UgVG8w4jOYeiM0pTZXkSj6FrtNcluHlDA9GQup2iXJiUkvSzX8dN9aLHqzHOKsOjWRG0cBx3+DT5/T8hueuNGInpxx8VZTaEECS2v5romuspHH0aZ+gUQgjMunai629a0Iw5iqIoVyp1Bagoy4yUkp6eHjyv3LGsra2ltraWgYGBOQtSmc9gFzVQoSwFO1ZWsaYhwcGuNKmSS8SUBPh4fkDe9gmZGs1VUW5eXzfjOravrOI9r93AF5/sYCBTwvMDQBAL6bTWRHn7bavJFj1ePDWK7foY2tQ63F4g0TTBmvoEP3q5j+deGabkllNWN1ZGuG1DPXvW102brWUpuZTjuq02xl/9+k5ODOQ41pshAGzX4ytPd5b3yzR1y8cDV2qTIdpq43PS9gsJpGQwU8L1JdUxa2Lw7Lr2GlY3xHmlPzfRtnNZhsYbr5ucTcYbPo2X6kH6DnpF49QXRSohN0SQGcDpPUKodRtQTiEb3/0AuV9+HS/Vg911AKFpSCnR49VYzRtJ3vTglFrJc00IQbhtB6EVW/BGugicIsKwMGtaJ4J/lCvHQga/qoAaRVEURVGuBj/5yU/46U9/SigU4qGHHuKBBx4gFArx7W9/m+eee45QKMT73vc+pJR88pOf5Atf+AI7duxg9erVyGn6SFeDYrFId3f3xN91dXUYhkEQBIvYqvl3NU5Ec/0AX0oMTYNpPl5NlCdEBWNlts9nMFPi0Ze6Odg1Ssn1QUA8ZLBzVQ2bWio4OZgllXdor4tjjGUmbquLEwvbDKSLuF5A0fVZ31RBfUWY61fXsqYxOR9vW7kCOf2v4A52IH0XPVY15XnNiqCFYvj5UQpHniK5642L0Mrl5Wo8J07nfPtBj1WRuObeBWyNoijK1UMF1CjKMjMyMkKxWJz4Ox6felN5pgGWC114Xo0DM8rVydA1/q871/Kvjx3jcHcK25fkbQ9dE1TFLZqrovz+HWuIh89fx3hbaxUf/Y1KDnaPcmqogCZgdX2C9U0JhCgP8qyuj3OsL0PJCzC18uCPlOVgGl9KLENjtODw6L4eCo6PAAIJo3mHruECR/syvP22NUs+qOZSra6Ps7q+fB7zA8njBwfoThXwA9DHgpDGM/n4EgxN8JrtzfO+P/xA8tiBPn52qJ+BdAkJmLrGdaured3OFpoqI7z/DVv52Lf2c3IgNyWgJmzq/L+v20R7/eRzdFAYRdoFtHBy5nO1FUO6Bfx8atLjkTW7MZJ1FI8+hd19CHwPYVhYrVuJbrgVo6p5DvfA+QndwKxbtWDbUxbXQl4fqGsRRVEURVGuZPv376e/v5/3v//9vO1tb5uYLLV3715GRkb4/d//fe6//36i0SgHDx7kP//zP+np6blqAmrOzVBTKpUmMjJrmkYQBFMy05yvPNT5LNWbs1f6Z3w+FVGLkKFRcn0i0ySlHQ+4CZn6ecdrelMFHn7sKD2pAtmii2VoSAn9o0WGczZPHeknCCSVUWsimAbKATv1yTCVUYtjfRkqIiav3dHCuqaZ++8LYal+V5WZ+blhAs9BM8Mzfnc0K4L0bPzc8AK3bnm7ms+RyhnqvKgoykJTATWKskyMXyQUi0U0TcOyLEql0mWvT1GuVvGwyf99ZzvPvCw5PuKhhWJELJ0dK6vY1FIx64ANXRNsa61iW+s0M06E4E9ft4m/+c4BTg3l8QKJ6wYIUX5dWNeoTYZJ5R2CoJwBxdDLWUdKbsBoweG5E8O01sR41bamabZ+ZdE1wZ/du4m/+sbLpPIuXjBeUKmcmcbQBDetr+N1O1vmtR1+IPnnnxzj+ZPDFG0fX0o0UQ50+tnBfvZ1pviTX9vE6vo4/+s3dvLciWF+erCfoUyJsGWwq72au7c2TtR4n/wmDdB0pO/O3IDAA6Ej9KkDhGZdO2ZdO9JzCdwimhWZdjlFWW7UdYmiKIqiKFeD/v5+ANavXw+AYRjkcjlOnToFwNatW4lGowC0tpazXWYymUVo6eI4N6BmdHQUgGQyieM4k8bBprupejk3WtX16OLb0VbN868McXoohxkVk25cSCkZypZIRiw2t1QSMqcvAy2l5JFfdHB6KE8gJStqouWMN4DjBQxkimQKDghBe930mW8tQyMW0glbBolFLMetAgeWL2GGERcY+5G+C5qOsKIL2DJlrvn5FLmXf0Th2C8InCJ6vJr4lruIbrwVbR4zOavzQ5naD4qiLBQVUKMoy4DneeTzeQA0TaO9vZ2+vr5Zv/58FxYz1adWlKuBEIIVlSZrGuK0tbXNyzaqYhYfest2njk6yM8ODTCYKWEZGttXVtFWF+ORX5zC9QJqE6GJ41EIQcTSEQKyRY8njwxw15bGKzZLzdlaa2L86a9t4j9+eYrDPemJNM6r6uK8enszd25uQJvnztKPXu7l+ZPD5Ese0ZCBqQuEEPiBpOh4DGVt/unHR/mr39iJqWvsWVfHnnUzlwc7m1mzEj1WiTvUQeCW0MzwxHN526U3VSSWHiUbbiIUbyEyw3qEYaIbKpBGuXKokk+KoiiKolwNxq95dP1MMMDBgwfp7OykurqalpYzkwfGs9cYxtUzfDt+LXjHHXdMPFZZWUldXR1dXV1zug1l6VlVF2djSwW5osNApkgyIpCahxcEpAvlwIQV1RFu3tgw4zpODuQ4PZwnZ7tUREzSBRddE8RDBpah0VAR4eRAFoFgIFNiOGvjBxJdFyQjJsmIhRDgekF5ItQMgTuKcj6h5o3oiVrcVA+BXUALTQ6akYGPX8hg1bURab/ugutbauP2MvApdeyl1HUQAg+jsonohlvQI4nFbtqCKnbsZfCbH8PLDhKUchD4CN2iePyXWL/8Og0PfAijon6xm6koiqLMgaunR6Yoy5Trupw4cQLf9wGora0lEpnpFuuFqYEDRZlqvjumIUPnjs2N3LG5cdLjX366o5zK2DKmPTZDhkZWSoayNt0jBVbWxua1nYttKFviK093cqQ3je0GhE2dWMikLhnigd0ruWZV9by3oVx2qp+C7RMdG3Abp2uCWMggU3QZytnsPTnC7rW1F7V+LRzHWrEFLzOA23cMs64dz4hwqDvNaDpDhd1HhhgdqTiffbSfWzdI3rx75RUZTCWlxB08iTfSjRAaZsNqjMorPxOTcn7qOkVRFEVRlCtZXV05EH9oaGjisZdffpmuri5e/epX09hY7jP6vs+BAweAcnaWq4XjOLS2tuL7Pv8/e/cdJNd9Hfj++7upc0+ewQTkRAQGkITAKAbRytlWsLWyJZdUXr0t+r19KpWsV/azS2uX1yW5ZD+XX2mfuVqVypbWlq21LCtYpiSKFCkxgSJAgsjADCanzt23b/q9PxqRM0MCg4nA+fwjgX3n3t/tnrn9u+ee3zlRFJHJZOjo6LhkjrjSHiyLhaOU4tf2bcR167w84FMLNFPlOqZSNCcd2jMxPnDnRrqa5o6Lvtg/zdB0hSCMyFU8NI3qwYWqTyZu0ZKO4VgmlXrAeKGGbRrntynVfKbtOpmETcyx6G1N0pxavAoT4tpl2DHSNz5EWBjDnx7CaurCOJtsor0aQWEcM5kl1rsTZ82WZR7tlamPHGP63/9f/KlBwloRdIQRS1L4+T+Q3fteMre9+7q4r/cmBxj/1h/jTw2AUpjJZpRpEfmNNl5uf42xf/ojen7zL1CLWKlGCCHE0pCEGiFWuHMT0HO9om370ooErw4kSGBBiMu33Dd4XhASaY1tGrO+rpTCNNTZFlDhEo9uaeUqdf7y+4cZytWoeQExq1Ghp+b5VL2A//7YcX7r3s3s3dy2qOMYzlWZKtfRWmObs5cQj9kmXhBxcDB/xQk1AMldbyIsjuMNHaY+doKhXA3Dj2gNA0pWM+N2L/vjeykVXf79pRHK9YCPvXHTVf2+huVpwkoOZdlYLb0oY3lX2Xmjxyg9/U388RNE9SoARjxDrG8nmTs+jNW85nX2IK41Mn8RQgghxPVg165dZLNZvvKVr7B9+3ba29t5/PHHAbj11lvp7OzkxIkT/Pmf/zmPPfYYd9999/mqNYYx+33jteTRRx9leHiYM2fO8M53vpPu7u5LKrleqVcn4ix3DEA0eEHIdNkDNNmEQzJ24RFF3DH5tb29rE95DJYVOClilsHWNVluXNdK3Jn7XjZf8Xj6+AR1P0JrTcw2MBTnq81GUUQYabwgRGuNVopIa+K2iQLqfkjNC8hXPXb0NrN3c4f8zoh5a3rD+/EnB6geeZKgNEWQHwGlUIaFmW4h1r2Ntrc+vKp+x7yJfib+5b/ijZ1EBx5msgkMh7BaJCiMk3/y66A12b3vXe6hLrric/9MWBxvfJ7ZC9cK03IwYimC3BDe6HEqR58ivfP+5R2sEEKIqyYJNUKscJZlsXHjRoaGhq64b/Z8H04txUMteXC2MOR9XN2aUw6WofCCkMQsQaFIa4JQYxoGLdf4qqhvPzfIcL6GHzbaX51r66S1puqF5Coe33y6nxvXNc9ZcllrTTB1prE6JPBQ8TTOmq2YqZbLHkc9aATeDEPNGdQwFARa4wfRlZ8oYDgJMnf9Bu6xX3DmuScZzA8RmBFRIsNIbC2n4jtx4lmaQk2h5vHsiUnu3tbBtu4rX5nqT5yicuCHeMOH0b4LhonV1El8610kdz6wLIk13vBhcv/2/+BPDqC9KkY83fjs8qOExXH8qUFa3/kZrKa5y3iLa4+0fBJCCCHE9eAtb3kLP/jBD/j+97/Pe9/7XsKw8WC/t7eX3bt3A/D000/z3HPPYds2H/rQh1i7du11kQwSRRH5fB6AZDJ5vlrP9epajPe4XsjBgWlOTZQpuz5aQzJmsbYtxU3rW8gmGnEPpRTdWZvtfVnWrVt32ft/5vgE5ZqPUo19nFu8ZBmN+IrrhwSVOn4QYZmK5mQMLwzx/EaiDQq0BscyWNeRYmdf86K8D+L6oEyb9rf/ZyobbqF84N/xpgZAa8xUC6ldD5C55W2YidVVgazwi3/AnxxAGQZ21+YL30vpVsJaEX9ygOJz3ya164FGss01Soc+lVceJ6yVsFt6Znw/K8PASDYR1YpUXv6JJNQIIcQ1QBJqhFgFbNuesRJpxkTton/PFWR5vZvxaz04I8RKs29zO48eHGWqVMcPoxmVaipugGMZbF2ToSMbX6ZRLr5SzeeX/Tmq9ZC2tHM+mQYa16VUzKIeNHqmP39yiru3z+w/HFZyVF96FD83RFSaQkcByk7gnnqeWPd2Eje8EWW+/rSnLR3DNBRhpIm0vmQs5/hnk5zaMrF5n7Nhx0nsuI/vvJRhND1M0jEJY824YeNabQO2ZZBwLKpeyJNHJq44oaY++BKFn36VYGqAqFZE2XF06ONP9uNPDxFMDZC997eWNKlGRxHFJ/8Wf+I0ynKwurehlHH2tbCREDV2gtIv/oGWtzy8ZOMSK4fMRYQQQghxrfv93/99LMvi+9//PoZhkE6n+fSnP83tt98OwI4dO/joRz/Kgw8+yK5du4DrY45kGAbvec97+MY3vkG1WkUptSQLxa6H93YlcL2QH700zOmJMhNFF8cyUIDrh4zla4wXajy4u2feLZa8IOSVoTx+GJGMmVTc8JI4i6EUpgF1v7EwpinpsK0nQ77ik6t4+EF4PglnrliAEFdKmRbpG3+F1O6HiNwyRAFGIrvsVYPnIyhO4Pa/SFgrEluzdca100xkCat5gvIU1SM/I7PnHcs00sUXuZXGojVAWfas2yg7TlQtEpanl3JoQgghFokk1Aixyqz2FSoSqFgY8j5eG9Y0J3jD5jaePDpBruKRcExilkmkNTUvJIw0bWmHt97cs9xDXVRDuSp1P8QyGy2uZhO3DLwgZGCqwt2vei2qVyi/8F28oUNEbgkz04ERSxO5JbwzB4lqRXQUkrrxV153LC0ph91rm3nmxBQ1LyTpmJf8vQVhhBdENCVt7tracTWnjetHTFRCcqoZMx5rHCf0L9kmZhkUaz5DueoV7TuqVyk++Xf4o0dRsRRO706UYaK1JnJLBFMDuCjszs0kd9x3VedxJbyhaS2fdwAAIABJREFUl/GnB9GBh9W+/tJkUMPEau3DHz1G/cxBguI4VnZm8tTlWO3fldcjqVAjhBBCiOtFW1sbX/jCF/jMZz7D9PQ069atI5lMnn99z5497NmzZ8GP+9RTT/HlL3+ZI0eO4Ps+u3bt4pOf/CRvfOMb573PT3ziEzzxxBN87WtfY9++fVc9xqamy69ocLXtnFbqPcO1Oh/ef2qSk+MlilWPTZ1pYmcrz/phxNB0lZPjJZLHxnnrLX3z2n+pFlD1QkxD0duS4sxUhZoXEoQRlmmgNQShRmtQCta2pbBNk46sSUc2Ts0LmC57lF2ffNXnxdPTvLwpx/aeJqw52nQLcbmUUpiJzHIP46oE+VEi38Ww43MmBJnxDJFXw58eXuLRLS3lJBrvgdboKJz9/Qh8MEyMWHLma0IIIVYdSagR4jowW/WaVwcOrofywUKsRB+6cwN+GLH/9DTVekjJbZQnjtsmmbjNR+7eOK9WP9ec17g81ftfxJ84hQ48nL4bUWcrepmZNqKmTvzhI3hOktja3VjN3a97qHfs6eOVoSL5qkfJDYhZBkopgjCiHkSkYhZ3bGmnt/XqboqNy4jJnbtSX+nqOPfks4TFiUaLp5be89f3RhAnC619BPkRaseealTvWaLrvz9+kqhWwkg2zXpMZVqoWApdr+BPnJ53Qo1YGEv5kGGlPtAQQgghhFgsnZ2ddHYuzXz3W9/6Fp/73OdwHIc77riDKIp4+umn+eQnP8nnP/95PvShD13xPr/+9a/zxBNPLOg4r/a+5Gp+Xuaji6daD+ifrDBZdNmyJotjXbgZtk2Dde0pjg4XGS/UGCvUmE99XtNQGKrR2qk9E0MDI7kqfhARRBqlOJtYExGzjPMJPQDT5TrDuRqeH+IGIWGomSi6/OPTp9nUmeFX920gGZPHKAtBRxHuwAGqR58kciuY6VbSux7A6dq83EMTr8cwUSjQc7c/11EESqHM1VeB50oYdozExtsIihNE1QJmuvWS17XWhLUCRiJLcuudyzTKa5t8ZwshlprMBIVYJRbrYack0QixvBzL4OP3beb+nV38/Ngk4wUX2zTY1p3hjq0dZBOzlw5dLbTWnBwv89KZPK4f0pJy2Lu5jZbUhXZJvS1JYrZJvuoTRnrWKjWuH5F0Gr3VL9l/FOKNHiMsjGOv2Xo+meYcw0liZjsJi+N4w0cuK6FmU2ea/+1XtvHIT45TrPl4QYjWYJmKpqTNvs3tfPSeTfN8Ry6IWSZ9bUkKNZ96EBG3ZwYcXD8kZpts7Exf0b79seOElRxmum3W67yRaCKYGiTMjxKVpzAz7fM+j/l5je8eBRrdaF4vVoSlmCtIhRohhBBCiMUxNjbGH/7hH5LJZPj617/Otm3bADhw4AAf//jH+ZM/+RPuv/9+urq6Lnuf/f39fOELX1jwsb666sxsrvYhmsw3l95kyaVU80nGrEuSac4xlKIpZVOo+kwUXNY1N+6Nr+SzbkratGfiDE5XKLsBndk4rSmH6YqH6wUAVOoBjtlYMDNdqtPTmqRU8xmarlKpB5gKTKWIxUyakg4juSquF2KZA3z4ro3yu3OVgsIY4//rT6gPHyZyy43KHqZN4el/JLXtLtrf+WmMWOr1d7QIziX61EeOgNY4HetJbLodZa7umNxCcjo3YqSa0dOD5yvVXExrTVjNYzWvIda7Y5lGuXQyt7+H6vGn8XONajxGIosyLXTgEZZzgMLKdpLa/ablHeg1Tq7LQoilIgk1Qqxys1WaEUKsLkopNnVm2NS5usu/vtpkyeWrPz3JyfESZTfACyI08D9+eoINHWl++/7NbF2TJZOwuWV9C08cHqdY82lK2ucrsmitqXohkdZkEza3b2q75BjaqxHVK4Ces4yqkWwimBogrOYve+y71zbzpx/ew9PHJ3llqIAXRnRmY9y9rZN17QsX4HnjDV2cGq9QrHmYrwoe14OIuh/RmnK494YrW7mqwwB0NGcZXqUUGCY6ihrbLhGrtQ8jliLIj6CzHTNufHUUErkVrOYe7La1V308ubFefeQzE0IIIYRYWH/3d3+H53n8zu/8zvlkGoCbbrqJT37yk3zpS1/i7//+7/nd3/3dy9pfGIZ89rOfxbZttm3bxtGjRxdsrJeTUDNfUpl5+YSRJtL6knteaHwmk6U6I7kq+aqPaSjWtqfoa2q+4mMopbh5fStDuSrD01UMBcmYRWc2ThhpJksuQaRZ25ZCKRiYrDCcq1KtB7hnW1CfKxGbcEx6WpMYCk6Olzk5VmJoukpf2/Ike1wLwlqR0W98rpFMU69gxDMYjoMOPILcMOWXfkTku3R98I9nLJRabPWhV5j69y/jT/YTuWVAo2JJ7OYeWu7/mFQYOctwEqS230NQGMOfGsRu6zufVKOjkKAwhjJM7JZuEptuX+bRLr7E+ptpffCTTP/4bwgrOfypwcbaMWVgJjLYzd10vu/3F7zVlzz7EUKI5SEJNUKsUpcTBJAJlhBiuZRqPn/1b0cYmGysDoML7YtC4Phoif/yrYN88I71vPPWPt51Wx/HRkuM5KtMljxitoGhoO5HKKVoSTl8YN+6mVVcDAOU0UgM0RFKzQy86DBolKadI7lkLgnH5P6dXdy/8/JXal6pfVvaebE/xwunpynUfBS6Uaba81FAc9Lmrbf00HeF7aXMTBvKSRLWShiJmS3DtF+HKMCIJzFSVx6snK/YupuxWroJC2OExXHMbOdFrQgjgtwwZiKD07Mdq6VnycYllp9UqBFCCCGEWBzn2jI99NBDM1576KGH+NKXvsTjjz9+2Qk1jzzyCC+88AJf/OIX+ad/+qcFHetrme88USkl8bFllk3YJGMmo/kqkdYYSuH6IftPTjFdqeMHEX4YYRqK770wyMsDU9y/3iRzhc+h92xs48xUBa01owUX0FiGgRuEpGIWGzrSvPv2dWgN391/huFclYli4/iOZeBYBsmYSW9r8nwlneaUQ77qcWgwLwk1V6H0/L/gjZ1A+26jLfVFSTNGIkOQH6V24llqJ54hufWOJRtXfeQo49/6Y7zJfnTgYcQzoBRhYYKwOMnkv/457e/8tCTVnNV0x6/hjR6jNnAAf7IfZTpgGESeixlP43RuovWhT103lX2ye9+L07WZ4vPfoXbyGXQYYsRTpHfeT+a292C3vH6VbCGEEKuDJNQIcY24OLAwV5DhcgMIEmgQQlytH708ytB0lWo9RCmINJzv5KQhAqpeyLefH6QjG2fflnb+j7fdwNefOs2x0SJ1v1HNJps06cjEee/ta7l1Y+uM4xhOEivbgR9PEZVzmJm2GduEpQnMVAtWS++invN8mIbiEw9u4TvPD/Lk0QnyZZdIaxzboiMb5803dXPv9iurTgMQ37yP2uEn8EaOEKVaLqneo3WEnxvCSLcRW79nRpnexaRMi8wdHyas5Akm+/HHjjcCVmiiaqGxCqxjI5k3fGDJxiRWFkmoEUIIIYRYOFprjh8/jmEYbNo0s23thg0bMAyD48ePX1YFl8OHD/NXf/VXvOUtb+Fd73rXgifULGaFGrF82jJxOrMJRnI1xgsu7ZkYz56YZKrk4gUay1SYhoFlKko1n2OjIcWy4rfvnrk45LWYhuLdt69lTXOCF/unmSrVibQmZhms70hz57ZO1rU32im3pmP8+KURpst1qvWAbNIhm7BpSTnELlrIk7BNClWPSn3pKrtea7TWlA78kLBWbLSlflUFGmXaGIkmwlqR0os/WNKEmtxPv4o/dQZlWFgdvRcW/KTbCMvT+NND5B77qrR/OsuIpeh47+co/PwfqBx5slEJWmtsO0583W6yd3yAWNeW5R7mkoqvu5H4uhvRoY/26ygnueRVloQQQiw+SagRYpWZT0Dhch9OyUMsIcRCCCPNL45NUqkHaPT5ZJrz1xgFhtZo3ahk88MDI7xhcxsd2Tj/+1tvYGCywlNHJ6h6AZ1NcR7a1U3cmbu6jNO3C39qAH/sBBgm5tmKKzoKCfMj4LuY2a04PTcsxelfMds0eP8b1vH2Pb089vwRqvWArRt62bm2FdOY33XZbltLfPMbiLwa/vgJjGQTRjyDDn3C0hTKiWN3biS5e+Yq1YuVXZ9nTkwxWapjmwa7+prYuiZzVd8X8Q17aH7oU5R+8fcEuRGiehmFwu7YiN2xnuw9H8VuXzfv/YvVSR6YCCGEEEIsvEKhgOd5tLa24jjOjNcty6KlpYWpqSkqlQrpdHrOfXmex2c+8xmy2Sx/9Ed/tCjjNS56CKm1vqKFYddaTOtamx/fsqGV6XKdUxNlzkyWmSq51IOImGWggbhtko7bOKbBWKHKeAkODJXZfoXP5k3D4M5tnbxhSztjeRc/jBqJMunYJdt1ZOM8dGMPJ0YLnJoos6Urfcnv3zn1IMQyjZnVcleZMIqYLNUJQ002aZOOL11yiPZqhKVJiAKUHZt1G8OJE7glgumhJRuXN36K+vARIq+K3bFpxmJVM92K7xbx88PUTj4nVWrOMmIpWu7/OE13fhBv7CQ6CrCau7Gb1yz30BaF1hp/4hTu4CEIfcxMO4mNt81oO69Me0mTrq617zwhhFjpJKFGiFVioSdJr74xX+ob9WstMCCEuKBY8ynXfaKo8W+lZl7DFIoITag1w7kqg9NV+lqTPHl0gkcPjjBRqhOEGtOAJ49M8MYbOnnzTT2zJpg43dsJckOgNcHUAMHUAMpy0F4NI5HG6bmB5I77ZtzsrjRx22RbZ5wgCNjYk513Ms05mTs+CIaJe/xpwvIUUa0AysRuW4vVtpbsvb+JlWmf9WcjrfnuC0P84MVhqvWAMNIoBd/7pcn69hSfeGALa5oT8x5bfP0txPp2Ux98mSA3hFIKu3Mz9pqtEhS4Tsm8QAghhBBi4dVqNQASibnn7vF4o2Ll6yXU/OVf/iVHjx7lr//6r2ltnVk9dDnM1c7pSuaWcv+xNNY0J3njjjXE7QkePVjBCzS2YWCZBpZhkIxZ55NWsgmbfKXOwaEK861dahoGPa/TOrk17dDTmmKkUKNQ82lJXZrsEUaafMWjtzXF9p6meY7k6l3NvVIYRTx7YpKDAzmmy42KPXHbZHNXlju3ddKRXfyKtcq0ANXoA651I0j0Ko0W3gqspUtI8Cb70V51zooiSqnGwqR6DW+iXxJqXsWIpYivu3G5h7GogsI4uZ9+FW/0OGE1h45CDCeBme0kc9ObSd/8VvkOEUKI64Qk1AhxnVnuSd5yH18IsfhMQ6FQaDQamO2vXqNRnE2s0ZqyG/DdF4b4/ovDFKo+Wmts0yCINIWqz7/sH2Ss4PKbb9yE8erkHKVI7ngAM92ON/QyYWkSHQYoO47d1kdsw63YrX1LceorijJtsnd+mOSuB3FPPEtUmQbLIda7E6d3J8qYe4XdPz97hu/9coiSG2AZCss00FpTrPkcGS7yxe8e4nPv2U1bevbVZZc3Pov4+pth/c3z3odYXEuZ5HLuWDJPEEIIIYRYOLNV3JjLa839nn/+eb7yla/w7ne/m4ceeu0ql1djKVs+LfdCs7lcy/PhvrYUa5oTPHlkHKUgm7RxLBPHMi65z49ZBkEE+eritllSSrF3cztD01UGJsuEoaY55WAaiko9YKJYJx236WtLsaFz7mSzlSoII7793ACHBvOMF1201liGoh5EjOZr9E+Wed/e9fS1pRZ1HMpyiPftIihOENXLmImZrbwit4xykiTWLV18oPG3pmhk+sxBN0our5QWPtfy9WGlCcvTTH7/L6gPHiKsFjBTLSjTIizn8HPDRNUiOvTJ3vbu5R6qEEKIJSAJNUJcY640ACAT8dVtpQR8hLhYJm7R1RRnouQShhqtZibV6Iv+n6EUxZrPvx0YIVfxyMQbK9POrTb0gohC1efZk1PcuK6Z2za24U8PUT+9n6AwhlIKq6WX2MZbia29kbA8iQ58jHgaM3nlq8iieoWwkgPATLWu+Mo2r8fKdpLe847L3n6i6PKDA8OU3IBUzMKxLgSOEo6m5AZMFF3+df8Qv/XGTYsxZHEdk3mJEEIIIcTCSSYb9zL1en3ObVzXvWTbV6tWq/ze7/0eHR0d/MEf/MHCD/IiV5tQczlzSZlvLi/LNGhK2timQdy+9H7znDBqLMCxzMX/rHb2NTNZqvPkEZgq1TkxViLSjQqyLSmH9R1p3rd3/YyFPavBsycmOTSYZzRfo7clQTJmoZQiCCPGCi4nx0p874Uz/PYD27DMxU0Yydz2Lmr9vyTIj6EMs1EVRim0johqJbTnYrX2ktnz9kUdx8WcNdswYkmCwhg6CmcsOtJaE7lF7JZenO7tSzYusTKUXvwB3ugxIt8l1rvjwu9HUxdhtYA3fpLSiz8gue2uOas/i8Ujz0SEEEtNEmqEWOVea/IgEwshxHJQSnHvDZ2cniiTr/qgz1akORuA0lrD2Sq/tmnQ3ZLg2GiRaj0gYZskHOuSfcVsk3TUqGLzs8PjbC88jXviGcLCGJFbAsBINlM78TTJHfeRuOG+eQVJw1qRev8vCaYGL+w3nsFqW0t8/S0YicwCvDsr3xOHx6n7EbZpzAhuKqVIxSyKNZ9nT0zywTvWk3BWdy95sTJIhRohhBBCiIWXTqdJJpPkcjmCIMCyLg0FB0FALpcjFouRzc6sGgHwjW98g4GBAbZv387nP//5S147fvw4AF/+8pf55je/yYc//GFuv/32eY/3cuaCEuta/W7obaZ/skLZ9WmdpeppxQuJ24qN7UvQjkgp7tu5hnXtKV44NcXpiTKh1jQnHW5c18LN61sviVGsFmEU8dKZHOMFl96WBKn4hVZKlmnQ05Lg5HiZiWKdoyNFdvY1L+p4ktvvIbPnHZT2f4ewPI0u51CmhQ58lO1gNa+h9aH/iN22dlHHcTG7pZv4hj0E5WmC3DBWS8/5pAkdRYTFMZQVw+5YT3zttd3aSFwq8lyqJ54lKE7irNkyI9nKTDYRVvOEpSmqR5+SKjXLSGJIQoilsvpmg0IIYOZk4eJ/X+1EQh5qCSEuh9aa4VyNkVyV4XGXrsyFAM092zs5NJjniSMTeEFEdK5X9llKNa4xmYTNm3at4ccvj1EPQpqSzqzHijsmRdfnxOA4lfwThBMnMDPtWG3rAU1YnsYbPARhgBFLE990ZUHcsFqg+tKP8CdOEpanULFGyWM9cYogP0JYmiS5+02zlia+1gznagRhRMyePVHGNBSGAtcPmSy5rF3k8tBi+S3FfEDmHkIIIYQQC08pxZYtWzhw4ACnT59my5Ytl7x+6tQpoihi27Ztc+6jWq0CcOTIEY4cOTLrNk899RQAd91114Il1Cx04owk4qwc92zv4udHxxnN1yhUPTIJG0NdaAdd9UKa4wa3rl26RS0bOzNs7Mw0qpLoxn3vcruae6PJUp3pch3QJGMzHwEppWhJORRqHgOT5UVPqFFK0faWh3E6NlB87tv404MQhWDaxLq303zXh0huu2tRxzCblvt/G2/iFN7YSfzxk6hYElBor4oRS+K0r6ftVz61Ylo+iaURliaIaiWUaWLYsyf2mckmwrPJWEIIIa59klAjxCpzNQEACR6I1S6M9NmAALSknEUvSSvm1j9Z4XsvDDEwVcH1QjzPI2YpXs4d51239tGRjfOJB7fSno3znecHcf2Qs4VpUEDMMskkLN58Yw93bevg318aReuZraHOUQAaIq+GN36KeNcmjIuSW4x4mjCewhs/Se3ok8Q27JmxguS1uCefwRs7hg59nL5dKLORHKRDH3/8FP7YcerJJpK7HpzvWzYvOvTRnouyYyhr9mSjhWYYjYSnub4ztNaNz0opSX4QC0bmKEIIIYQQi+Pee+/lwIEDPProozMSah599FEA7rvvvjl//uGHH+bhhx+e9bWPfexj/PznP+drX/sa+/btu+qxvlZCzXzvPc61En49Mh9dOj2tSX513wa++YtT5Csew7kqlqEIIk3MMunIOOztseltXpp74IsppViCTlOLLgw1UaQxjbnv201DEUWaMFqa331lGGRvfw+ZW9+FN3acqF7BTLVit69bttiC3dJN1wf+C7nH/gfu6f1E9SqgUdkOYr030HLfx4mt2fK6+xGLb0mv0YYJZ787tNaz/37qs6W3lcSmhRDieiAJNUKsEldzY3G5JXPlwejqcb19VjUv4IcHRnj88Dj5qgdANmFzz/ZO3nZzz6yrbcTiOTVe5quPn2Cs4OL6IQnHxA8jinXN86emGc27fPLBLXRk43xg33rednMP39k/yIGBPMWaT9w2uaEny703dHJDTxMAPc0J+ifK1INo1kSpehBhG5o2VcKKJy5JpjnHSLVCfpSgMIY/fhJnzdbLOp+wPE2QHyWqFnDW7r4kEUeZNnbXZryBg/i5IcJqATPZNM937vKFhTHqA/vxho+gQx9lWtidm4hv2ovdvn5Rj72lK8OzJ6bwgtmr1ARRI/OpKWnT1bT4JbjnQ4Lhq9f19v0mhBBCCLHY3v/+9/PII4/wN3/zN9xzzz3s3r0bgIMHD/LII48Qj8f5jd/4jfPbDwwM4Ps+nZ2dZDLL2/Z2Keb1Mv9cHvfc0EVrOsaPXxrh+FiRMIwwDYONXWn2bWwiHeSXe4irWjZpE7NN6kFEEM4eZ6m4AQnHojm1tIlLyjCIdc9dFWup2S3ddL7v/8LPjeCNHkPrCKd9PU7nxuUe2qKI3DLV40/jDhxE+y5mqpnEln3E1910RQvTlstSXLOtbAdmug3GT6LrFVQ8PWObsDyNmWrB6dy06OMRQgix/OQJpBDXKXnYKFaLihvwxe8e4uR4mbofoi/67//y/CAv9uf4zDt3kknYr7kfsTAirfnn584wmq9hGgZrW5OgoFaLiLSm4kcM5ar86wtDfPy+zQCk4za/ftdGfv01qvfeta2DFwdy5CoejmVgXxTsCSNNyfVJW5o9qh8jNnuLIaUURiyF9mtEtdJln1NYmiCq5DFSzbMGD5RhYqSaiKoFwuL4oifUqOnTlF/ZT5gfarSfwkDrEH/iNN7wEVI3v434xlsX7fh3bevgX54fxPXr1LyAuG2eD1iEUUSlHpCwTe7e1nnJ57QSSXB89ZB5iRBCCCHE4ujr6+Ozn/0sn//85/nwhz98vpLM008/TRAE/Nmf/RltbW3nt//Yxz7G0NAQf/qnf8r73//+JR3rfFs+vXrblTa3DCPNRNElCCNSsUYCw+vdq6y0c1gMO/ua2dnXTK5Sp+IGJGMWrekYpVKJ/n5JqLka6bjN5jVZxgo1xgouPS2JS37nqvWAkuuzuSnBrr6WZRzpymG3dGO3dC/3MBZVffgI0z9+pNHavDyNjkIMO0b1+DPEerbT+tB/XJJFZCudMm1S2+8imD6DPzWA3bEJw2ksKNNaExbG0IGHmW0nufWOZR6tEEKIpSAJNUJcY17vhvvVN+zysFGsdH/75ClOjJWoBxFJxzzfxzqMNDUv5NREo1rKw2+5YZlHen04MVZitFDDDzWd2UYQUJ9NczKUoj0TZyhX5fhokYmiS0f28iqY7Oxr4uZ1LTx/aprpskfMbiTVBGFE3Y9IxS02pDW3+8Norz7nfiKvBoaBP9WPEUtidWyYs9/xOY0SrtFrl2lVZqOcq44u63zmzS1hHPspXmUQM5Ym1rsLZTnoMCAsjOENHwalMJu6sFt7F2UI6bjNf7h3E1957DgVNyDv+9imItKNv7uEY7J1TZa33dKzKMcX1zeZlwghhBBCLLyPfOQj9PT08Mgjj7B//34cx+HWW2/lU5/6FHfeeedyD++8K02oeXU7p5U2l4y05kD/NK8MFZgq1wnDRhXQ7pYkeza0sq59ZtWDlXYOS6ElFaMlFVvuYVxz7tzawcBEmZPjJU6Nl2lOOZiGolIPKNV8eltT7NnYuuQVasTy8HMjTP/ov1EfegVQmNkOlOkQ1Sv4kwNEbpnpR/8b7e/89KqoVLPY0je+mfrQYWpRhDd2HGXHUaZFVK+g7BjOmi003/XrGLNUr1lM10OypRBCrESSUCPEKrfaJlHnAgOrbdxieUyX6zx3cgrXD8nEbQzjQmDJMhWpmKLk+rzYn2O84NK5QtvPXEsGpqrU6iHJmDlroM80FHHbpOaFDE5XLzuhxlCKj923mVTc4pnjk1S9kDDSWKZBOm6zq6+JX9/TjP/TZrwzZ9AtHsq6EPTROiKYHCDIDWGm26j3/xJv5Bhmpo1Yzw7iW/bNGRAwE1nMeBpv4jS6tW/GeWmtiap5rK4tGIkrX6kTeVW8ocN4Y8capWJNG6t9PbG+XY0SshcbOwyVSZQVw2pff34syrSwWnsb55kfoX76+UVLqAG4Y0s7Scfkn587w5mpKkGoUQqSjskdWzv41TesIz5LOygh5uvcvOB6fIAghBBCCLEUHnjgAR544IHX3e7HP/7xZe/zq1/96lWMaKalnAsudlwq0pqfvDzCSwM5RvI1ABzToOaHDOeqjOarPLCrm23dUg1CLI7OpgTvfcN6vrf/DBMll2LVJ9KahGOxuSvBLRtbuX/XtV2RRVxQeflH+JMDYDrYF8WbjFgSM9WCN3KE+shh3IGDJDbcssyjXX6GE6ftrQ9TfOZbVE88Q1jOgQ6xmtfgtK8nc9u7SKy/ednGJ7ETIYRYWpJQI8QqdTmTpvkGByTZRawULw3m8YJGr+eLk2nOMQyFbRr4YcTBMzne1CSBgEWnG/VoFHNfgxSgG5teEccy+MjdG3nrzT3sPzVNseaTjFncvK6ZnpYkAKXeHYSlSbyRo1htazESWbTW+CNHCKYGQBlny7AqovIkwdQAUTlHVK+Q3P3Q7ElAzd2Y2U7U9CBhfgSr5dLKK2FuGMOOY2Y7MZu6ruicwvIU5Rd/QDB1hrA4jvZqYNmY4yfxhg+T3HEfTvf2Cz+QG0DV8pi9W2cdq9XURX3wZbyxE2itF/UG+qZ1Ldy4tpnTExUmSi6OZbC1K0sqLtMN6s+bAAAgAElEQVTH68VSzgckoUYIIYQQQlxOhZqrnaMu1Xzz6EiRQ4N5Bqer9LUmScctlFJEkWay5HJqvIxljNLTkiQdlxbWYnGsbUvx2w9u49hIkYHJMkGkaU467OprpiUtVYGuFzr0qZ3cT1CexlmzbWYFe9PCzHYSFqeoHX9aEmrOMpwEzfd8hOzt76E+ehwdeFiZNuzOTRK7WCHkcxBCLBV5IiLENeLiycNcEwlJlBGrTd2P0FozSy7NeY0Sz1APFrkVjwCguzlBwjGZKtVpTtozrjeR1tT8kJaUQ3dLYl7HaEvH+JUbZ0+OSu15B2G1gDd8mDA3hD9+Eu276HoNDBOnazPxTXvPV6OJ6hW8kaNgOdhdm3E6N10Yq1fFnziN9l1UIovVtp5g4jRetYCRagE0USUHKOw1W4lv2HNFN2o68Kkc+CHe4MsQBtht61DxNNqvN9o3DR0CNEayGetcok7oQxSgrDkCW6YNUdjYTkeNVlSLSCnFxs40GzuXtoStuP5IQo0QQgghhHithJrVNE/UWvPKYJ7xgkt3c4JM4kLCjGEoOpsSuH7IdNnjyHCB2za1L+NoxbXONg129jWzs695uYcilknkVoh8F1AY9uzxJiOWwq9MEVbzSzu4VcCIpyXJaAWRZ1xCiOUgCTVCrDLzmTBcbtBhNQUnxPWhLR3DNBSeF81ZjSOMIizbpFVW1iyJ7T1NtGdi5Coe+apPc9LmXLEarTVT5ToJ22RDR5ru5vkl1LwWw0nSdO9v4p58Fvf0C4SVXKPXcyWH1dpLrG83yjAubB9LYbX0EBZG8IYP43RuQocBtaNPUh86RDA9hPaqKCuGiqdRsSRmsonILQFgtfRiZjuJb7p9RuWa1+ONHSfIDaH9Ok7vDpRqjEs5CYyODfhTAwRTQ9TPHLyQUOOkwIoTuWVMZ2a7LH22V7OKpaSntVgyMj8QQgghhBBLYTHnna8XT1vIB3R1P2Ky5FLzAjZ0pGbdpiUVY6LoMpKrLthxhRBiNsqON2JIUYiOwlnjSTqoowwLZV9e63YhhBDieiIJNUKsEgsdVHh1oEAye8VKdOO6ZppTDjWvhh9qHOvSvwMviIg0ZBM2eza0LNMory+moXjnrX383c9OMV50Gc4FJGImnhfi+ppE3KSnOcHb9/Qu2hiU5ZDYdjfxrXeh/RrFp75B/dR+Yj07LkmmOcdIteCNnaA+cBCrdS3e0MvUzxzEHzmCVgYoBYEPaMy2tVjZDhI7H0ChMNOtWG1r55W84k+cIixOYjWtOZ9MczGrqZv64AH8yX506KNMGzq2oMePERZGsNItlxxX64ggN4SZ7SDWt/uKxyPESiYVaoQQQgghxMW01gsSq1qO+WWoNZHWKDX38U2jUW03lHCcEGKRGU6cWM92/Ml+wtLkhUVdZ2mtCUqTWJk24utuWqZRCnF9kedxQqwuklAjxCo3W2LMawULZvRIlQdXYgWzTYN33drH3/7sFJV6QBBG2FYjMcEPIoJIk4pZvP2WXmLW/Kt1yAT2yuzsbeI/3LORf31hiImii+uFGErRmjTY1N3Ee29fS19rctHHoZRCOUmU6cy5TVgr4o8cJZgeRNcrBNOD+LkzRJUiZqYNZTmN9kqOJnJLBGPHcbUivu0uYt3br2p82nfRoYdyLlTqiWolwtIEkVcFFGElT1QtoIOLEmqaezHKGm/oEGZTF0YshfZdgsIYynKw2zcQ33DrVY1NiJVGEmqEEEIIIcRrtXx6LVdzT78Y88+4bZKKWRhKUXZ9al7IVLneiGmYBu2ZOH4YkoiZNCfnvp+9HoSRZjhXxfUCEo5Fz0WxBInVCLFwUjvvxz3zEvWRo4DGTLejTIvIdwnyIyjAaukhueUNl71PPz9K5aUf4Q4dgijEau4mvetBYmt3y739ChGUpqgPH0YHHla2k1jv7IsRxfKQvxMhVg9JqBHiGiY3nte+6+EzfmBnF5V6wLefO4MXRNT9CADLVGQck3fs6eUtN3XPa98yaZ2/Hb1NbOvOcnSkyEi+xvjYGF0Zi/tv377k76uZacNINhFWpi9ZZRNWC9TPHGy0XfJcSDYT5IcJpodRhkHkOtjZzvP9o41ElmDqDEFukOpLP7rqhBrDSaBsB+1V0U6CYPI0QWGMyC2jgzpEEVG9gjdyFHfgAHbzGpg4hm7fit3UhC6MEJYm8EuTKNPGau7Gau0js/d9GInMJccKqwXqp57HGzsOYYCRaiG+YQ/2mm1yoyxWFbkuCyGEEEJcv650LjjX9ssdKzENxbbuJk6Nl3n+5BRKnauwqzGUYjRfI9Ka2za2s70ne8nPnjun5T6Hxaa1Zv+pKV44NcVkqY5/NtmoIxtnZ3eS9DV+/kIstfja3WRvfw/F575NkBuhPvQynK2mbGXasLu30frAJzBis7epe7XSgR+S/+lXCSs5wloJdIThJKke+RmJLftoe+vvYljXd8LgcgprRQpPfp3ayf2EtTw6ijCcBHbbWrJ730dy897lHqI4S+JgQqwOklAjxCq12ivNXOuBAbFwlFK869Y+9m1u5/HDY5wcLwOwvj3FfTu6WNOceJ09iMViGoodvU3c0JPlmF0EludaFOvdgTd2HH/kKEYshRFPo7XGHz1GmB9F+x5m21qcNVvxhg+DYQEaHXhEpQmM1r7G2A0Ds3kN/ugxgsl+Ir9+PtlmPuzOTZhDhwimhlD1CkFumKg8jRFPY6TaCKt5lB0nKIyR/7e/BGWgvABTKfz2XmJdm3HW7kZ7LsqJ46zZRqxvF+pVAYn6mYOUnv0WYWGcsDINUYhykrin9xPr3UHmzl/HcOTvRKxsMi8QQgghhBDzrVAz28+/nsWef27qzDBRdKl5IUEYEbNNLEMRhJqS5xOzTcYKteuyQo3Wmh+/PMKzxycZzlXRaGK2Sd0PGclXGZkusTEbcdfW9HIPVYhrSuaWt2G3r6dy6DHqQ6+goxDDSZDYvJfUzvsbC70uQ/XEs+R+8t/xJ/tRThKrqROUSVQv408OoP06hpOg7c3/aZHPSMwmdMtMfueLuGcOEhQnMOJplGHhlyYJcsME+VG075K64d7lHup1S2JgQqw+klAjxCpzOV+2V7tCR77QxUrU2RTn1/atX+5hiBXIat9ArHcnBD7e6DEMJ4mOAvzJASK3hNnah5Vpx0g2QRig0KhYGu3XiNwKOqg32j7RSKrBMBrJNrUiht0x73HZnZuwWvsIihN4gy+hfRezqQulDCK3CDpAxRJE5Wn83DCYJsSaUJGPX5tClyeJb9pL85t+p9EOahb+xGlKv/gHvJEjKDuO1dwDpkVUK+GPn0DXq2BYZO/56KpLvBTXF2n5JIQQQgghLmcuuFpiVoeG8hhKYZmKdMwmiDibOGKQilnUg4ggijg4kGPvlvnfd65GpycalXsGpsp0tyTJxC2UUmitKdZ8hqaruDVNX5tLxcpR80IStsmGzjTp+Oz3xkKIyxPv20m8byeRX0cHdQwniTIv/zGh1pris/+LID+KkWrFyrSdf81w4kTxDP7EaSqHf0Z27/uwW3oW4zSWjNYab/gwlaNPEeTHUIaB072N1Pa7L6mSvZKU9v8r7tAhwmqBWPe28wvztNaEpUm88ZPkn/wG8Q17MOOrL3FxtcwDhBDXFkmoEUKctxQPseRBmRBioSmlSO58ACOewUy3EJam8KcGwDAwsx3YbeuwmrtRgHISKMMEHaJMGx36RJ6LeTahJnIrKCuGWoAbSmXapG58C0F+FH/8FDoMiEpTYBioWBojnibMDRPVKyjLQiWbieItaNPBNBXB9ADuqeepHfkZyZ0PzHqM6uEn8KfOYCSasM5W2gEwnCRmqgVv+BDe0CsE02ew29Zd9TkJsdhkniCEEEIIcf16rQo1VztPXOoE7l+enqbs+qxrS2EYipoXonWj0msqZlHzQgpVj1/2T193CTUHBnJMlVza0jGyiQsJMkopmpIOlZrHSKHKP784RVebjx802kE1pxy29zRxzw1d2Ob109pYHh43hJU8lUOPUev/ZWPBUrqN1I43kth42xUlhIgGw47BPKoy+1Nn8MZOEPkuTlvfjNcNO4aRyBJV81SP/IymOz64EMNdFjrwyP30q1RPPENYnCSqV0AZmKf2Uz74KE13fID0rtnjdcsl8utUjz5FWBzH7th4SZVrpRRWtoPILRGWJqkefYrMTW9extFeHYkfCSGWksw0hFgFlFJXNUGQycW1Rz5TIS6lDJPEln3E1t9CMDWAe/JZdOhj2Anslu7z25nZDoLCKJFbRpkOmBcCU5FXI6rkUHYMp2szRiI726GuiJlqJrHlDoKpAcJ4BjOWBNPESLUQVfIEk/0o00HZMZTWEEVgghFLolp6CAtj1I48QWLH/TP+7sNaEX/0KFG1gNO3e+Z7YjmYmQ7C0gT1/hcXPaFGa02QG8afOIWuV1GmhdXad/YGfmlXEUrAcWEs5fson5kQQgghhLjalk9XYyGPp7WmUPWoByEJp1F9JW5fGoZPODBRCslXvAU77moxNF2hVPPZvCYz80UNrh9SrEfUfI9k0iNum5Rcn9F8lULVo+L6vG3PWkxDYmPXCz1yiJEffZugOEFUzaOjCMOOUTv+DLHeHbS/4//ETDUv9zCvC2Elhw48DDuOUrMnthlOAu1VCcu5JR7dwso/9T+pvPI4/vQQVqYdu309RCFBeYpg+DCFp/4nZrKJxMZbl3uo5wX5UcJqHpQ5Z/t3M9lM5Jbwx08t8eiEEGL1koQaIVa5V9/wv14AYK7ghDzIEkJcCww7hrNmKygDb+wEwcQptNbnr31WSy/B9CCRXyeqlzFUGl2vENQr6MBD2bFGC6m1NzVW61yhyK/jDb6EN3YcAg8j2YxyEphNazDiGezOTee3rU0+jvZdjFgaHfpgWnDRNdpIZAmmBwnyo0TVwozgUFQrNdpV2bE5V2OpWIqoNEFUK17xuVyJyHepvfI4/lQ/YXEC7dXAtDDT7ZhNnSR33IeV7VzUMcxGkg8XxlK8j9LySQghhBBCvHouuBCty5djfqmUwrYMTEMRhBrbmjmGINIYSuFYK6PSSqQ1g1MVjo0WKVZ9lII1zQm2dzfRkr7ye+PXPFYEWs/+2ZTcgLIbEIaapoTFuvYL1WNdP6R/vIxtGmztLrK9p2lBxyVWqMIw+pm/pV4aQRkWZqYdZdpE9Sp+bojIqzL5/b+g8/3/d6ONt1hUhh1HGSY69C6Jt11MBx4YJuqihI6gNEX18OPUTv+SyKtiJrIkNr+B5Pa7l6TtUH3kKJVDj1EfPQZRiNXcTeqGe0hs2jtrTC0ojFM99nP8qUGcNVsuSU5x4mmC4jjeZD/TP/kKzqHH0PUKRjxDcus+Eptun7N1+9V63e9FHTX+97W++5RqXISR50FCCHG5JKFGiOucPLgSQlyL7I6NWM1rCKbPEOSGsFp6G9W+DAO7ZwdRrUgYhY0kFgBloJwkdscGEjfci9NzwxUf05/sp/T0PzYq4JSn0FGAcpKYiSYirwY0EnrU2UQdffYmV+sIdNQow2pdCFQqpUAZjZtcHc44nmHHwLDQwWsEMfw6yrTPH3Mx6Cii9spPqQ++TFgYw2zqwsy0o/06YXGUsDQBOiJ101sxkxLwFLOThBohhBBCCLFQc8GVsGhs25osQ1MV8lWPjmx8xuuFqkc24bCte/nvkfwg4ieHRjg1XmKqVKdaD862X7J5ZTDP3i0d7F7bsmDHa8/ESMYsyq5PU9K55LV8pU7NC7FMRdK+NDkibpt0NsWZKrkcGsxLQs11wjj5MyhNYNjxRjvvs9cJw45jJrJ44yepDx7CHThAYsMtyzzaa5/TtRmruRs/N0zkljETl1aa0lFIWM3jtK8nuXkvAO6Zl5j+0f9HkB8hLOfQoY+yY7iDL1N+6Ue0v/Vh7La1izJerTXFZ75F6YXvEZQmiKqFRgwulsIdOEB83U20vfk/YcSSl/xc7eSzhOVpjGTTrJVeVCxNMHyYsDhB/cxLgEZZNtWjT+J0bab97f8Zq6lrUc4J5v6+tJrXYMazeKFP5NdnXSwYVguY8Yy0hhdCiCsgCTVCrFKvnjTN+iB1BQQQhBBiOSjDILnzQaJKAW/sKN7gSxjJFiAiLOewWnqwu1KYzWsAMCwHq30DdmsvsfU3z7iRfj1BcZziU9/AGz4EkcbMdqAsh6hWwp84BZaDsmJ4I0ew2tZiJJsx4hlQBlGtiJluxYingXOrRCCqV0Gpxs17Ymag0Ei3YbX24k+eJipPYWbaL3ldRxFhaQK7ff28EoQu+9zzw/iT/YSFMZzeHRf6M8fTGOlW/PGT+JMDeMOHSWzZt2jjENcGSagRQgghhBCwdDGtxZp/vmFLB7/sn+bMZAXTUDQlHUxDEUYRuYpHzQvobE9z++b2WX9+KWN6Tx4Z45XBPGOFGh3ZOJ3ZOJHW5Moex8dKhFqTills7JylRdM87F7bwonxEiO5KknHwr6oSk/VC6gHESlH0ZQwZ/xsNukwkq8xVXIXZCwrmdwbNVpzG6OHoF7Cats2Mx5uWpjpVv5/9u48Sq6sPvD897419ojcV62prUoqlVSqFSiKYjE7jbExYI4NHAYzMB76zHFz3HDchzOc9kJPc2raPX0MhvZ4vDAww9jgYrOrMBRQQFEqVZVUm/ZUKvfMiMjYX7ztzh8hpZTKRZmpXKX7+UfKjPde3BcZ8eK93/vd3y+o5Kme/NlNmVAjA59g4Fn0kz+jeNSlHk8T3XmE+O2vQ1+BVuVLJXSDxMFfw8sP4eUGIWxHi6UBgXRr+IUx9GgKu2sPVvc+vKlRco9/mfrISYRuYDb3Ikyb0K3iF8YIayWy//LfaH/Pf0Cz4/M+73KPiZWXn6B47FG88XPoiRaszj4QOmGtiJe9iPQc8k/Eafm1T85YL6gWLlWVnh0flIGPO3YaGfjIwEdPtKDHmwg9By8/QlArMvHo/0bHez+/5PjijdKsKNHd9+Hlh/GzFzHbts+owBOUc0i3it62ndjeV6/p2BRFUTYzlVCjKJvMjVxQqwQbRVFuJVZHH4l7fp3qSz8imGpc0CJ0rK49GE09xPa/AaEbhPUKCNG4AF5mBZXaySfxJvsRuoXRuePKjKloCi3Zgjv0EkIz0GIpgqkRvLGzhG61USb3UnUaLZaBahW4NKMnP4yebCPSd9+c5WeFEER3PYA/eQF39DRShuiJFoSmE9Yr+LkhNDuG2dKL1bVwQk1YK+EXxkCGaLH0kmbReOPnCIoT6OmOK8k0V43RaOrGHT6JN3GeyM67EdrsoKiiqAo1iqIoiqIoytXmi2Fd/fvFTDZb6vZXSm9LnLcd7uW7xwbJlhz6J0qXEmokiYjBlpY477pn66zqNWt9Ppyv1Dk3XmJ0qkZfRxLbvHK9Fm02sEsOQ7kqJwbybG9LrMj49vWkeWEwiesFnBsrkYqZ2KaO4wZMVVwMTSNuCpKR2deO6rrh1hLWihB4jfZB87TQ0awovlMiqOTXeHSrL6hMMfFPX8Drfx6tMkWdAE83qZ19muKv/oGWt/0vRLfduebjSh5+O152gPKLPyIoTuBPjYEQ0wlOducuWt76bxFCUHnxR3j5YYRhYbZsnf7s6tEUWiSBO3YWd3KA6ulfkjjwhhUdpwxDyicew8texGjqRo9fqbR1eWKbO3KaWv8xvPwwZlP39OPCjIBuNtpXXcMvTRDWyo0Ymp1Ajzeh2TE0O4YeS+NN9OOOn6Ny8qckD755RfdpMVJ3vZP64Is4gy9RH3kFPZoG3SB0yhCGWO07Sd3766qKtKIoyhKohBpFuQnd6EWlSrxRFGWpQtno/77RWB19mG078CbON1oPITCaujCat6xYAC70HNyhlwhLWaze/bO2q5kRjFQ7YRhgJNvRt3QSVvIgBG6qDW+8MTZ/cgDQIfBw81U0s5Gc4hfHKD/3PaK77kNPtMzYtr39MH5hFBD4UyO4+UFAQ+g6erINs30HyQc+MGdCDkBYr+Cc/RXuRP902VstksBId2DvOILZ3Hvd/Zf1CtKtoafb53xcs6IIIZCeg/TrCGttZ+com4sKjCuKoiiKoty6brZzwft3t9OSiPDL0+OcHSsRhCGGprG7K8Wr9nawvS2x3kPk/HiZfKVOOmbNSKa5rDlhM150GC/UyJVdWpI33k7Y0DXeffc2YpbB6dEihYqL64XYpk53U4xSzSVuhnO+HwpVj2TUpD09u42WcvPRrGijFXYYIMNgzgk60vdAMxBztOXZzGQYMPHof6J27hlkOYe0k+ixJBohQWWKoFZg8jv/mY73/TFW69q27hGaRvObPklk60HKJx7HHT0DSPR4E/H9D5M4+Gvo0RRSSmrnjhKUs1gdfXMkQWoYqXb80gS1s0+veEKNO3EOLzcEYdCYxHbtfhgWWixNUM5TO3cU88i7ph+LbDuI/tz3cUfPYKTbEdpVVV5Kk8igDkJHmPaM957QdPRUG0E5S/WVJ9cloUaPZ2h9x6fJP/F/Uh98qTHBMAww0x0YmU6Sd72TxP6H13xciqIom5lKqFGUTeJGggrzrXtt4sxaBi5U0o5yq7gwWeGxEyOcGyshhGB3Z5I33dFFT/PmTyoYnarxwxdHefpslmLVwTYErxk3ef2BTroyGyeQITQNq6MPOvpWZHtDuSqPvzDK+YkymoBdzQZHapDUDQLdpug3Zk2ldA9DNI51WjRFODWMFomTvPvdyMC/NDhB+eg/Un35CcJyHioFCDyEDCHwkW6V6onH0OwY1RP/Quz2h4kffidC0y6tLojf+VbM1m04Z5/Cm7gw3Qs6sv0wkV33zzvjJKxXqRz/Z9yRUwTFcbRoCqHpeFPDeNkBgnKO2P7XY7ZuW/gF0Q3QjcasnTnK88owQMqwEWjQ1KmnMjd1XqAoiqIoiqJcHZdarfPDtU7a2d2VYndXikrdp+b6xCyDmL1xrosc18f1JXFr7kqiQgiilkHdD6m5PnDjCTUAEUvnXXdvJVtyOD1apOYGRC2duG3wL89d5NRQHl/WGSoW8C8lIkUtnUrdZ2dHktt7Z98cV24+WjSFbN4OlUmCyhRGcuYkIyklQSWHnmwluvPu9RnkKqmde6aRDFGdQjT1QAjCtNB1A81O4E+N4ueHKR37zqx2RWtBCEF834PE9z1I6DoQ+gg7PvMYG3iEbg0Z+Gjm3ElwmhVFei6BU1rxMYa1MvguwozOe+wXVhTp1QhrM5/fau/D7tpDUM7ijp3FbOpB2HFANiq9BD5aJIUeb5o9sc6K4XvD+OXJFd+nxTKSLbS949/hZS/iDL2M9F2MdAfRbXfOqi6tKIqiXN/GOXtXFGVZlhNgEELMWk/dyFKUlSWl5G9+ep5Hjw3O+P3JkSLfeXaI37p/G++9b+umnYF3fCDPlx8/TcnxqPshYSipCPjn48M8eWqCj79hN3dua7r+hjYRKSVfe7Kfbz1zESRcPmqeGIBv82ruopXoZJqKbCTUxDWP3ZESB2M5TN9FCAMuXbReXTEmee9vEjvwJpxzT1N76Sm48DRCA6GbaJEUaDqhU8IfepnQrYEQJO66MmtGCIHdux+7dz/Sd5GBjzAj00k386n3P4s3doawVsTuPYAwzOn99PNDuCOnEFYMo6l73tLKAEZTD3q8uZGUE8vMek8HpUm0SAqjqVNdtCvzUuchiqIoiqIoykIJNZu9GnPcNohvoESay0xDx9AEdT+c83EpJXUvwNS1OSvY3KiWZISW5JUb7VJKXhyY5IWBLPmpAIk3/ZgmBOm4SWcmys725IqPRdmYwh2vQs+dJyiPcrkKitB0Qs/BL4yDbmA29xDb/cB6D3VFVV75CUF1Cj3eRKDpEAbTjwkhMJKtuJP9VE/9nKaHP4pmzp3sFvouzrmjjTbfukmk93bMth0rGo/UrHkqRukmmmlf+nvV5xxj6DkIw0SbY4LWXJYybs2Og2E1KiZLOee60qshdAstMrNimBCCpoc/SlivUB85hZcbvNT+SSLDADQDLZqcVUkaQF5qUzZfEpH0XWrnjuJO9IPQsNp3Et1x17zVpW+E2bIFs2XLim93NcgwQHr1RtWfBdrFr/f3uaIot6aNdxavKMqiLLbqzI1sp1arrfjNfs9rXAj7vk+1Wl3Rbd9K6vU6AEEQqNfxBvh+o0pIGIYr/jp++9gwjx4bnvfx/+eXF7A1yZsOzN0mZyPLll2+9Pgp8hUXTQgSto4MA0IJXijJV+p86fGT/Pu376UttfDsNSklEyUXxwuImjqtSWvDJhn907MjfOvoENceZSUQIHiafaQrNeJ6eOn3USZcm4FahNfXXiaRbiJM987zXjMRO1+FfPGXiDAAK47W1AOXXgstkoRICnf8HKXjj8O2e9CiC/Q6DpwF90V6DrWhV/CyQxhd+/BCwL0SqCTRgV+aQuaG4OIrGO3zV/eRyS6CWFNjdtTIafRMN8KwGu+JcpawMIbRuYsgs23RnzPpOYROCYRoJOkssbJNGDb+BvV6XV1o34DLx0jXdVf9u6a7u5sLFy5s2M+/oiiKoiiKsvquPRdciXP5xZ5fBkFApVK54ee7UUHQuGleq9XW5FqmLaaRsAT9k1XSUQ3jmokZxZoHMiRpCyKav+qvUbXuM5wtgwRdA9vUpycG+qEkDEKGJ0uMZgukovNP/LgZXH4vOI6Ddp0JMzerer2O7LwNue9N6OefIChN4hXHEQgQGlq8CaO5l9jrPt6ooOT6s7YhpUQ6ZQBEJLFprjnr+TFCr44eTU8fC8JQEohLyW+ajkTg16uUc2NzJnbUXv4x1We/Q1CaQLo1hKYhIknMzt0kH/wwemr1Y5JazwHE2DncqVGMa9qKSynxp8bQYxm07v0LHl8u31MIw3DRxyGZ6EAk2pATA/jl3Ky2T9J38ct5zM7dyM7bZ29X2MRe/0m0kz+lfvYpwuoUINBqRfz8EFLo0/Gnq/mlSUQkidY1e5v1c09T/uXXCbqKKCYAACAASURBVApjyHoVBAg7gZHpIvGa38HqPbDgPl1+HVzX3RDfWSvBzw3ivPxj6gPPIX0XoVvY2w4R2fcQxhzJQFe/5pv1NZBSEoYhqVRqvYeiKMoiqYQaRblJzJlhvcwLbykl/f39OM7CN2RvRLVaVYkgK6BerzM4OHj9BZUFBUGwoq9j3Q959NmJ6y73D0cH2Z2qY2ib42L+sn89XaZYbczKsHUaLYaEQBegCYnjS0o1j+8ePccb98w9a0xKybmsy8mJOvlqgB9KDE3QHDfY126zo3ljVTJxvJBHj01MJ9Nc/Re7+khbDU12iQsIw6IudSa9OG5dxw5386BWpUQG5nuvVfPok+fALeMmd8KsY7CO0Gz83AjlZx5Dbr9/+TtUnkAbH0a4IbJcA2qzlwkNxMQwhf6TSPc6Zb0TO9EiWURxFLLHpnucY8WRqXZkpAdZBarX+ZzVy4ixVxCFIfBqgIBICtm0Fdm+BxaolDOX8fHxJS2vzC2Xy5HL5VZ0m2fOnOEf//EfZ51rnDp1it/5nd+Zd714PM4nP/lJDh48OOP3P//5z/nSl77EyZMn8TyP/fv387GPfYzXvva1ix7TE088wd/8zd9w4sQJqtUqbW1tPPjgg3zyk5+ks7NzaTuoKIqiKIqiLNlyWz6tROJJqVSiVFr5liPLNTIysibPI6XECmqY0uWVAYfmmE7UFEigVA/JVwM6UyZJWeZCf/+qj+elUYehbBXb1OjNaNR9CGWjOo1tCLLVkIsTU/zwGZdDPRun1fRqGhsbW+8hrDuv7yH8ZBda/y8Rk2dBhmBGCXsPEW5/gGJFwPnzM1fy643lB44iqjlAIOMtyK33EG6/b0nxhZoXcjbrMl7yCaUkaevsbLFojeurlqCjOx5aKPGrlen22p7nTSdUIENE4FN3PQaGx8AszlhfnP8F+kvfa8RpNA1pxkAGiKkxnNwoxdEBggc+CtFVbp8W24FhJhG5Adz6WYg1gW6B70ClEWdwzRRlo2v233AOQRBwfhHLXSZabkcfPY8/eREZKUEk1YhZuRVEJYuMZXATWyhN1WFqnu0m98Kde8BzQNOgksV48kuIqSG8IIRIGi5XEapNIbwKMrOFanwnE1eNVYy8iH7s64jiCCCQVqzx+8oQbn6ESnaE4N7fRbZev2V9Npslm80u+nXYqMTYy+jHvwWVSUStSCPKKqiOnoMXf0Jwx7uRnbfNua6UcknvhY1GCMH+/fvXexiKoiySSqhRlE1mMUGCGz2R9zyPMAzRdR3TNFf0wsD3fTzPQ9d1LGtj3TDfTIIgwHVdNE3Dtlemf/WtKAxD6vU6QggikXnKky7DiQsl3OD6n9WKG9JfkNzRHVv2c42XXI4PVSk4AbYh2Nsepa8tgraKM25OTebxQknU1NAuJQNdPjZpmoZtSKpeyKlJj3feOTvAJaXk2MUKzw/VmSx7BKHENASuH5J3QgqOxMPgzp7FlXtdC8fHrvxN5+m6DEg8YVAKLdJOkQiCTgoMad0MR/tw9m0jlZh/5oEsD+P7dTAi6Mbcx14ZSYBXQ/fKaNHlBw+lZyMNA2kaCGvuIJJ0TQQ+wrIQ13uu6FZkIg0TZ5BTQ+C7oOmIRCu09iEy3dcfU20KOfALyF1EVnOg2yADKA4jnDx4RcSuBxdsP3WZ4zTK+VqWha6vfFnyW0W9XicMQ0zTxDBW9rLhscce49lnn53zsV/96lcLrhuPx/niF784/fM//MM/8JnPfAbLsrj//vsJw5CnnnqKj33sY3z+85/nfe9733XH85d/+Zd88YtfRNM0Dh48SEtLCy+//DLf+MY3eOyxx/i7v/s7+vquH9RSFEVRFEVRlm+pCTUrUb3Zdd3p/0ej0XWvXuE4DmEYEolE1qwqyf27oojzRUaKLlO1gIlqozJK3NLZ0myxqz3Kbd2xNXltRio1Kq4kHdHQdZ2kNfN6rlmEjJc9RiqSV8WWH0vZDC6/F2zbvmWva8MwxHEchBBEtx+C7YeQgQuBB0Zk3rYw0q0S/vJvkGOnoJaHwAcklMegNIzInkJ79f+AmKclz9XOTTo8ea5EsRZQcUOklNiGxvkpn77WKK/pS6GvwkS5cOshwtEXEU4RaceRNBLLLlcyplYEK4bWuRcrPbM6jXRKBGd/DKURiLcgrqpwLMMQURyG4hBm/5NoR9674mOfIbYdeff7CJ79/xDlSSiOQOg3EpqiGUS6C+2e30ZkWhfczNXV9KNLiIfJva9F+lXCsz9DVHJQuAhSghmFTCda+x7Me96HsBazzUtxylQT4V2/QfjcPzb2aepiI6FGBmAnoGkr+pH3YnVsvzKOMCA89RiyPAaRJMSapmO3UrZAJYsoj6Offgxty4F5j7eu6+L7PqZpYpqbu0qXLE8SvPSdxutnRqF1O0K3kIGHqGRh6iLaS4+it29FJNqurHfpvQAQu8m/BxRF2ThUQo2i3EIWG1AIwxBN0+jp6cG27RW9YC4UCoyNjRGPx9Vs7xtQrVYZHBzEtm22bNkcfVA3Itd16e/vxzCMFX0dfzl8AZhc3MJ2ki1bepb8HHU/4G9/ep6nz05S90KCUCIEHBus0dMc4398w246M6szW8tnFKTAMq7MxLncGkbXdTRNIt0QT2pzvq4DkxXO5Mtkq5L2TJxU1Jwu4VyoekyW65zMhhzZ10rXKu3DUj052H9pjsSV2AU0rsGvaDwQxFoxhYGUElPTSYk4QaqHoH0nW7Y0zfscrllnUNNABpcCubODp75bAi1CsrWd5A28Z0O3hVL2RerOJHYihjBmJzi61TH0tm7i2/dgdS/mubbAngPIwEO6DhjmvP2iryWlpHz0KPXaKNI2MHvumR5T6JTxJs5j1CeI+uNEF1GZZ2BgAMdx6OjoWFKgRZlpeHiYcrlMa2sryeTc1aaW66Mf/ShwpTzvyZMnqVQqJJNJbrtt7tlH0Eim+dCHPjT989jYGJ/73OdIJpN87WtfY8+ePQAcP36cj3zkI/zxH/8xr3vd6+jo6Jh3m2fOnOGRRx4hFovxV3/1Vxw+fBhoJBj/yZ/8CV/72tf47Gc/yze+8Y0b3m9FURRFURRl43Bdl0KhAIBlWRsigfrs2bPUajW6urqIx9duksnuvoBTw0VOjxYp1jyEgI50lH3daba2xtcs0cg+64JWx9JlI6HmmuuQhJRMVAtYkTg7duxY9wSo1dTf30+5XKazs3PFr8c2C8dxOHPmDJZlsXPnzkWvN/mDP6ecPUNQL2A0dSMuVXgJnTJBYRR98jSpiz+l+Y0fX3A758dLHHuhn/EKWIZJZ7OFrgkqdZ+JSh2jKOks2bz1cO+c60spGcxVOXp2komigxCwrS3BPTtbaUosPEEy7OlguP+n1IdPElQnkXYaMxZHF4KgOkXgljFbttL+0PuJXvPalJ79HrmwRhhNYLbMjr/LyDbcsbNE8mfo7G5HjyQWHMsN27kTb//dVF76MU7/s4RuFS2aItZ3L/HbXoueaL7uJlzX5dSpUxiGsaT3AoDc+Unqww9TeekJ3NHTyCDAbOoktvdBYrvunTMmtph9cvYdpvz896ldOD6dJBTddojkobdid++dsXjt3DNMeEU8TcNq6Z7d4jAaxR05hVnL0hH1Z61/2fDwMLlcjtbWVlpaZrf52kymfvE0Ba+EjCUxW7fOfDCVxpscQHhl0uXzZA7eN/1QEAS8/PLLaJq25PfCRiGlnG7rpyjK5qASahRlk1iLC8Ri8UppyN7eXlVBRlGWKWoufubQUpa9TErJf//RGY6ey1Gp+9iGhqkLQgmlmsfZsRKPfO9l/v2/OUBTfOU/x6moyUTRwQ8lpj772OSHEk0T8/Yzf34gT7ZcJxO3SMeujE8IQSZu4QYhuYrL8Qv5DZNQEzH1SzVo5qtQc4XV1IkV72mUINZNrJKH1AX+daoWma1bG6V2C8OE9eqsgIaUkrCSw2jZgtW154b2R7NimG3b8PPDeBP9mB19M2Z2+YVxZOChJ9sw25d2cSp0E7HEXvZ+fohgaoTQqWJtOTAjmUiLJDA7+nBHTqGPnCay/a7rBjtWouS7sroOHDjAI488Mv3zRz/6UZ5//nn27dvH3/7t3y56O3//93+P67p8/OMfn06mATh48CAf+9jHeOSRR/jGN77Bpz71qXm38e1vf5swDPnIRz4ynUwDYJomn/3sZ/nBD37Ac889x9DQED09S0+AVBRFURRFURZnMRVqFjrXX0rsLAgChoaGpre3klVrb8R6JYhYhs6BrU0c2NpEEDbaOq9m5dv5REwdQ9fwAp+5rvrqXoiha0Ss1Wu1o2xufnGC2pmn8IsTWO07Z8QP9GgSYVh4E+epnHqS9APvQ4/P3/LoF6fGGclXSUZN2lJXjhEx2yAZNRmYKHNiIMf9u9tmJcgEYci3nx7gmXNZClWXmhcggBcu5vnZy2O87a5e7t/dPu9za3actnf8Oya+/WfUJgYQpVH8skYgGo+ZrdvIPPA+ojvvnrWulx0gdMpo0bmrJAvDQhgWgVPGzw+j32CMaTHMpi4yr/4AvPoDq/5c1xJCEOm5nUjP7Su63Ujv7UR6byesVxqvdySBZs+dCOnlBgnrlcZ7cI5jlxACLZokrFfwcoPzJtTcTJz+5wjK+dnJNJfoqTa8iX6c/mfhVe9f49EpiqLMtDZ1IxVFWVeLKYHrOA4TExMAGIaxprNgFOVmc2Tn4mYI6Jrg0Pbrz8K41qmREs/156nWfVJRg7htYJs6UUsnEzMJQ8lY0eHxF1an5/q9fa3Yho7jhbOCmVJKHC/ENnTu2zV3udbBXJVyzSMdmzvpIh01KdU8LuaqKz725Tq8vXk6k2bGLl9zeBUCmuONwIQwIyA0qnWfiKmTmmd/p9c1LOg5CIk2/OwFQqc8/frKwMOfvIAwbczmXqzeG++xa2+/C7N9J0K3qF88gTc5gJcboj74EkFpArNzN5Gddy9vps4S+flhgkoePdEyZ2UezYqhGTZhNY9fHF/18SjrZ6lB8Z/+9KcAvPGNb5z12OXf/eQnP1lwG6ZpsnfvXu655545H+vtbcw2HB9X7z1FURRFUZTVtNSWTzfyHMViEc/zplubquSMK3RNW5dkGoA93WnSMZOCM3e8YbLk0BS32NOVnmcLyq2u1v8sQbWIFknMGc/QTBvNjhFUpnAGnp93O9lSnYFshWrdpyU5u5pMxNRJRk2mqi4vDk7NevwHzw3xi9MTXMxVQEBr0qY5YeN6IQPZMo8+c5ETA7kF98XuuY2OD/wp+oG3Ipt3oLduxerYReKON9H+bz5D+v552jUJDRDXllWeScrGcW+OGIyyNJodx0h3zJtM01hIByGQYTj/MpeSGRf6m1w+Lt4M31nSq0HoI8y5qzUJw0IGPqHrrPHIFEVRZlMVahRlk5vr4vJ6LrdWudrV1WnWoi+vqh6g3My6MlHu3tnM0XMLXxi/em/bsirI/OzUOI4XYJsaxjU91YUQxCydUt3nF6cmeM89W1e8l/NDt7Xzry+OMlF0KDuNZBEpJaGEmt8oV5mJmTx029wzbYJAEgL6PBd/uiaQEsJw4xwntrXGOdCb4cTFKSSAbCTPXHso60hFsIwrx9BCzUMCLUmbHW3XL6Er+x6E/CBGaQA/d7HxS01H+nX0eDNm23ZSD/7uvH3Cl0KPpogffDO1aBI/P0RYmQIZYjT3YqTbsbffhdWxRiXPwwAZBgv3L9eNRuAhXHxJ1JshwHCrWM55gZSSM2fOzFvmd/v27WiaxpkzZ5CXg4Vz+NSnPjVvBZtqtcqZM2cAVKtKRVEURVGUVbbQ+ftKndtfPu/0fR/DMMhkMkxOLrJls7LqDm5t4lenRskWKoyVPAzbJ2Lp1L2AbKmOF4RsaYlzaNvSJycptwbpORAGCH3+SU1CNyEMFrxRX3I8XC/ENvV5E8yilkG17lOseTN+X6y6/OrsBGNTNbqbYkSsKzGcmG0wVXEZK9T48YujHNjStODxzWzqxrz3A1R3/xrtrRkyrZ1o1sIVtayOPrRokqCcm7OdUug6yNBHi6Uxm1UV1rVgd+1Fi6bwxs8j0x2Ia+K5MgwInDJGpvOWqE4DoMUyCMNuVOmOzm5rJ90qwrTRY3NXWlIURVlLKv1UUTapxQQSFnNzarr6gZQkEqvcLxV1c1O5dXzijXvY0hKb9/FdHUk++rpdy9r2WKHRbsnS5/4aN3QNJFTmuKhfSBA2ZnudGy9xZqzEYK6K481OXkjHLD71lr20pyNYpk7NC6m4krovsQyN9lSE//nN+0hFLap1n+CaxJimhEXU0inX/TnHUa77RC19VdpV3Yjff/NeujLR6dZP1+b7mLpGzDYo1jyKNY+hXJXJYp2e5hj39bUuLrFJNwkO/xbxu38de8cRzNZtmE092L37id/5Fpre8m8xW7et2D7p8QyJQ28jceTdxO98C7GDbyFx+O0k7nnP2iXTAFo0hWbHCGvFOR+XYUhYL6PZsXlLFiub23JmWRUKBVzXJZPJzNmm0jAMmpqaqNVqVCqVZY3rK1/5CtVqlTvuuIOurq5lbUNRFEVRFEVZnGsr1KzEZKzL27y8Lcdxpn/f09MzPalMTfzaGBIRk7fd2UVP2iRqaozkq5wcKjCUrRIxdXa2J3nnka2z2usoymV6vBlhWoRubc7HpZSEbq1xoz7eNO92LF1D1wR+MLta0mV+EKJrAsuYGZ87PpCnWPWI2vqMZJrL0jETzw8ZmapyMbvIa1XNQItlrptMAxDb/QBGqg1Cv9HS+6rxS9/Fzw1iJNuI7XkVmrUxWq3f7KzOXdgdfWiROF5uEHnVZDEZ+HjZi+jxNJGtd2A2da/jSNdOrO9e9GQLQWEMKWdW7pEyxC+MYyRaiO2+/5rH1Pe1oihrT1WoUZRNZr4ThquDDou9GRWGIYVCAWjcdGpvb6dcLt/4IBVFIR2z+I+/dYhHjw3y+IlRpqou0Cjx+qY7unj74R4i5vKqjBiaQDA7oeMyKSWSxrHA1Bd3PCjVPM6MlShUPcqORwhEDJ1U1KAzE2Vra3zGjJyd7Un+19+8k5+dHOfps1kmC2WipsZDB7bQ15HgyVPj/JcfvIIXhBia4PCOZt6wv5PtbQkO9GbonygzUawTsxr90S/zgpBsqU5nJsr+LfP3sV4PLQmb//hbd/Ktoxf50UtjVOo+SEhFTQ5sySAElJ0rSUxx26C7OcqrdrdzYCn7opvE7nwbyUNvxZ8agTBAT7SizTFbY6UYqbZGsGWdmO070ZNteLlBguoUemzm6+Xnh9AjSYzm3gUDXsrKWo8gxVISamq1RoA0Gp0/ABiJNIKNlUplyYnDTzzxBF/+8pfRNI1Pf/rTS1pXURRFURRFWbrltnxa7LKFQmE6oSaZTGLb9vTPysbR0xzjzXuTDJQg79vU3ICIqbOnK8Wd25tpit9ayTTq5vHSRHceQU+24k+NEjoltMjMWErolBrVedMdRLcfmnc7HZkILUmb4XyVSt0nEZlZ8SaUkqmqS29znL6Omc9RrHm4fkjUnPv2mxCCiKXj+uGSJsItlmbHaHrth8g9/he4kxcJRvJokQQy8JFuFT3Zit17O6m7373iz63MTQhB0+s/hl8cxx3vpz5yGs2OARJZr6HFM9idu8m89kPrPdQ1E7vttZRf+hFhrYQ7ehYj1YawIkjPIShOIHQLs3UbsX0Pzrm+mritKMpaUgk1irJJrMQJwrUXYMPDw/h+o0JEJpNB01TRKkW5TErJcL5GzQ3IxE1ak9efAXKtuG3w/ge28977tpGv1BsXT3HrhnuR39aT5uWhAnU/mDULBsD1G0ksvc0x4vb1v+ordZ+TI0UGc1XCUJKKmeiaoFoPGJisUvcbswS2X9OyKBU1eduhHt56ZzenT58GoGpF+a//fJKy4+F4V2YXPPHSGEfPZfnIa/s4vL2ZFwanqHsh5ycqpGMmtqHheCGFmktrwmZne4K9XRuvEkk6ZvHOu3rZ0hLjzGgZ1w+J2TrpmEVHOoKuCbKlOgDt6Qi396RnBV0WS+gmZsvWlRz+hqVZUeytBwnrZbzRM4SRJFo8gwwDwlIWCDG79hHZdni9h6qskuVUqFnKectSg9A//vGP+dSnPkUQBPzBH/wB991335LWVxRFURRFUVbffOeOc537OY7D2NjY9M9zVThUNo6YpXG4N0pf39pVTt1o1M3i5dGsKKnDbydfmWpU/YimpyvdhrUCQa2E1bqF1F3vRBjzHwd0TePQ9mbGCjVG8jXa05JU1EQIgeMFjE3ViNkG3c2xWfEy22hUt/GCcJ6tgx9IdE1gzxHXWwmx3fcjTJvCL/9fvIkLhF4NhIbeupVo3z1kXv3bc7bZUVaP1bqV9vf8B6ae/L9xBo4T1hvVibSWLUS330Xm1R/ASHcsuA0ZBoiBo5Sefo7y1CAIDbt7L8lDbyW66/5ZraQ2Mj2SoPUtn2Lyn/8b/uQF/HIOGXgI3URPtmG2bKHlzb+PripVK4qyAaiEGkW5Bcx3AVYqlRBCIKWccVNKzXxQbmVSSn780hg/OD7MSL52qdIL3Nad5l1Hetnfu/SqKbomlpWQM5/X7G3j+88N41TqVF2fqKlPf5a9QFJ1A5JRk4dv71hUAGY4X2WsUMPQBR1N0el1khGTWtRnJO9gmxqdmeiCVXXytYC/ffIM+bKLrgnS0UZiThBKHC9gquLy1z85R09zjHffvYUfPD/M+fEyhapLpd5IDtrRlqCvI8mbD3YvrkXSGhsvODzxyhhDuSqlmkfE0qm4PsP5GpOlOjva4vzawe45E52UhdnbDoGUaFYUvzhJWM0DGnqmEz3ZRmzfgxhNquXOeliLQO5yEmpisUZbvXq9Pu8yl2ccX152Mb75zW/yuc99Dt/3+f3f/31+7/d+b9HrKoqiKIqiKMu33Ao1c61/rYmJCQBs255x/rhRkxZu5djcRv2bKJtH8u53EzhlSs9+j6CSxy+MAqBFEljtO0jd824Sh9563e3c09fG2FQNTeSZKDqMTtXQhEAIaIpbbGmJ864jW2e9Z/d2p0lGTQazFZoT9qz4Vs1ttEfPxC22tS2tkupSRLcfJrLtEO7ISfzCOEI3sLr3YSSaV+05lYWZzb20vfPTeFOjeJMDIARW+w6MZOt11w29Ou7j/ztG/zO4fg08BxB42QGqZ58msf/1tL7jDxDa8iqirwezZQsdv/k5qqd/Se3cUUKnjBZJEN15N7Fd912q4qMoirL+VEKNotxkFnPBffUyqVRquu3TtSf/6gJWudVIKfm/fnKOH744iuuHhFKiIQil5PkLeV4ZLvKx1+/iNXvb13WcTXGb331wB3/9k3OUHY+pqtdIXJESgSARMbhvVysP7Ll+Cx/XD8mV61ScgK2tsVmf+6hlEI/oFGs+k6U6vc3zX8g8O1SjXPfRNIjb+vS2dE0Qtw3Kjk+l7vPjl8f44Kt38J57tjBWcDg1WqTmBsQtg91dSTrSG7N/cxBKnjo7Sf9EGVPX2N2Vmg6KOF7AYLYKQOvFKe7aoYITSyWEILLjLqzuvbgjpwirBRACI9OJ2bYTYSyv0o+yOSwnoSaRSBCLxcjn8/i+j2HMvLTxfZ98Po9t26RSi5vR9Mgjj/ClL30JIQSf+cxn+PCHP7zo8SiKoiiKoig3ZjHngktNNLm8fBiGxONxTNNcMCFbUZTNTwhB04O/Q3zfg5Rf+CHeRD8AVkcf8f2vx2pdXDVgXRO848hWtrUleK4/x3ihRkijIvX+3gz39LWRjM6OVfQ0x9jZnqRQdRnOV2lN2tMT1MqOz2TJoS0V4cjOVixjdZMfhBDY3fuwu/et6vMoS2NmOjEznfM+LqWE0EfoV95fuce/RHDhGajmEfGm6dbtoVPGnxqlfOIxjEwnTa/93VUf/0rSrCiJ/Q+T2P/weg9FURRlXiqhRlE2uaUGEkql0vQ6nZ2dBEGwrO0oys3oV2ez/PDFURwvwNI1DE2bUfml5vr81Y/Psq87taIVZ5bj/t2Ni/bvPjvE2bESQSjRhKAlafO62zt444GuRbWWqvsBrh9iGgJDn7uqSsw2KDk+jhssuK1TE3XqXkDCNuYMhEYsjVLN57n+PB989Q6EEHRmonRmNmYCzbWG81WypTp+INnWGp2xjxFTp7clxoWJCv0TZe7YksFUVWqWRbPjRLar1k7K9Qkh2LVrF8ePH6e/v59du3bNePz8+fOEYciePXuuuy0pJX/0R3/EN7/5TSzL4gtf+AJve9vbVmvoiqIoiqIoyhwWqlCznElfYRhOtzq3LIuuri6y2eyc298o1OQ2RVk5Vtt2mh/+6A1tQ9cEh7a3cOe2Zir1RmWZuG3MG0ODxuf4N+7bTtnx6J8oM15wCKRESrBNjY50lIPbmnj9flWFV5mpPnKK0rPfpXbmV4SBhx5NEb/9dUR33U/lhR8iq3lkvAURiU1XotFjaYRh45cmKD37XdL3vxfN2hyx1luZ+r5XlM1FJdQoyia1nC9c3/e5ePHi9M+ZTGY6kKAot7LLgbTHTozg+SGWrmFedWEshMAyBKEnqXsBP3pxjPfev229hjttf2+G/b0Zxgo18hWXiKmzpSW+pFZJmhBootGWaT5BKNGB67XhdX1JKEGb5/l10aj2U3P9RY9vIxkvOhRrHpm4NXfCkKlj6oKS45Gr1DdspR1F2YiWU6EG4MEHH+T48eM8/vjjsxJqHn/8cQAeeuih627nz/7sz/jmN79JIpHgL/7iL7j33nuXNA5FURRFURTlxl2bUHMjSS9SSsbGxqa30dbWhnZp0oyiKMpSCSFIRBZfOTcTt/jYG/by81PjHDs/SbHqIYSgIx3lnr5W7u5rQb9eoE25pZSe+wG5H36ZoJwjrJWQMkToBt7kBQo//zpBrQiGDfrs96FmRRCaTlDOUjt/jPjeV6/DHihLpc5JFGXzUAk1irLJzBdMmOvL99plS6USYRhOV9yYb71rt6G+s771pwAAIABJREFU2DeujTqjarO4+r1d9wJOjzYqvdjzVBYxdQ03CHlhcIr3sv4JNZd1pKPLTt6IWjrxiIFAUK37xOyZpwZSSopVj5akTWqOMrZXS1gauVqIH0gsY/Zxww8luiZIxaxljXW9Sdl4PRbKV9I0QShhgfwkRVEWsNRzjve85z189atf5Stf+Qqvec1rOHDgAAAnTpzgq1/9KpFIhN/+7d+eXn5gYADP82hvbyeZTALwk5/8hL/+67/GMAy+/OUvc/fdd6/cDimKoiiKoiiLtpLxp2w2S6lUmv5Z1xduq6LiK4qirLSYbfDGO7p5eH8XlbqHrmnELF3F2pVZnIsvkvvhl/Cyg2h2HLN1C2gG0qsTlLOE5RzS9yCSmHcbwrCQQdBooa4oiqKsKJVQoyibxFJOtK9d9up+0dFolHq9vu6BgvV+fkW5lhuE0/9f6PMmpcT1w3kf32w0IWhLRpiqeIwVHDrSkemkGj8ImSzX0TRBOmrSFLcX3NbtnRHGqzVqXoCpi1mzC2tuQMTUuX9X66ru02pJRkyilkHJ8WhOzH4tgrCxj1FTJ7WEWUuKoiz/vKC3t5c//MM/5POf/zzvf//7ue+++wB46qmn8H2fL3zhC7S0tEwv/+EPf5ihoSH+9E//lPe85z0A/Pmf/zkALS0tfP3rX+frX//6nM/1iU98gr6+vmWNU1EURVEURbm+hVo+LYXv++RyOQAMw5hu+6QoirIedE2Qim7OyWUbxc1+L6F07FGCUg4tksBIXombCiuCaOrGHT8HMgS3BnZqzm1I30Wz42ix9FoNe13c7O8FRVE2JpVQoyg3OSklU1NTAGiaxrZt2zh9+vR117n635WkMvBXhnodV17MMkhEDGpuox/yXG2TAinRNEFHOrIOI1w9XU1Ryk4jwDhRrCNx0DWB50viEZ3e5hh9HcnrtpK6szvCixMhw/kaxZpPxNIwNA0/DKm5AUJAwja4rTu1KatfbWuL0zRgTbd+urpij5SS0aka6ahJd3OUeESdYinKUiy35RPABz/4Qbq7u/nqV7/KsWPHsCyLu+66i0984hM88MADC647NTXFiRMnABgbG+PRRx+dd9n3vve9KqFGURRFURRlFS03oebaZT3PA6C9vZ1CoaASahRFUZQNK/Tq1M49Q+CUsNpmV0QXQmAkW/ByQ+C7EHhgzpzIF7o1ZBigJ1qI7jiyVkNfV5strqwoyuam7vYoyiZ3vQDD2NgY9XodgGQyiWGoj72izEXXBK/Z2853jg3iBiERMbO3eiglXhASMXVeu69jHUe68jQh2N2VJBk1GI+bVByfUEosQ6clYdPVFCVuX//YETU1PvWWffzXfz7JeNGh7gVUQx8QCAGGptGctPnuc0N0ZqLc29fCzvbk6u/gComYOvu3ZHC8gAuTFaYqLomIQRBKClUPUxdsb0twx5bMeg/1lqdmq6yMtXwdbyShBuDhhx/m4Ycfvu5y//qv/zrj50wmw8mTJ5f1nIqiKIqiKMrKWuq54LXLX06kgcZ5XiaToVDYnK0vlnIuXvcCSo6HqWukoqa6yagom0QoJZr6vN5SZOCDEAjtShtC6daQoY8QAqHNHX8VZhShm0hAVLKE0kdGGzHVsF4mqBYxUm2kjrwTzbq5JoIqiqJsBOrOuqLcZK6+4JZSMjk5Of3ztf2ir11WXXArt7q33NnNL05PMF50qHkBhq6h0ahM44cSS9e4vSfNndua1nuoK04Tgu6mGJ2ZKDU3IJQS29CxDG1J2+lpjvG53zjIU2cmeersJBcmKtT9oFHeNmLiB5KByQqjUw5jBYc33dHF7T2bpxTp5bFGLZ1c2aXm+QgE3U1RWhI29+1qvW5rrI3O9wPc7EXk5DlkvQyagZHpxOrcg7ZAr+aNSH2vbT7qb6YoiqIoinLrWkyFmvl+HwQB2WwWaFRobmtrW/C5bjSheyOYLDk8dXqCV4YL1L2gUVE3FeXwjmbu3Na8qfdNUW5WUxWXZ/uznBwuUHN9LENnT1eKwztaaE2qRIiVlC05DOaqhFLSmY7S1RRbl3GEbo3Ss9+j9Pz38XNDgMDuvZ3UkXcS2/sgmh1DGDZIkIGH0Ge3kZdeHS2SILSTSK8OXg0v39iWZkcxMp0k73wz6Vd9YM33T1EU5VagEmoUZZNaykVxOp2eMSNHXVArytya4hZ/+M79/JcfvMLIVA0/CPFl4zMTNTUObm3iE2/ac93WR5uZJsSiqtEsJGrpvO72DpJRg8dfGGWsUKO3KU7UaiT1SSnJll0GJis88dIY21rjN/yca+n2njR97QkuTFYo1jw0IWhL2fQ0xzb1zKL+iTLPnxujfvInxCtDJP0pWuyA5lQMO9WCO/gykd33Y3Wolje3mrU4b1BVhRRFURRFUZSFEmoWOieVUjI0NDTd2sk0l16lZaOcjy523IPZCt98qp/hXJVC1UXXBEEoGcpWGcxVGMpVedvh3k0dA9wofxNFWSkDk2W+9fQAY1M1pqouXhBiaILBbIUXLuZ5+11b2NO1eSadrYfFHNOypTrff+4ip0aKVOuN74WopbOtNcFbDvXS2xJf7WFOCypTjH79M9QHXyJ0SkivjhQCvziB0/8siYNvpvUdf0BszwP4hVGCcg491T7z+zAMCap5jGQr+gMfoeK4JMePI6YGQQjs7n0kD72VyI4jm/qYryiKspFtnrtXiqIA819MXn2y5DjO9P9bW1sxTXPeErfqJEtRZuppjvGn7z/McxdyPHMuR9X1aYrbvGZvGzvbE+ozs0ihlLw0WGCyWKcrHZ1OpoHGcac1aVNzfXKVOi8PFbh7Z8s6jnbpbLMxg2ilrVfA8OenJnjy1ATJiz+jqXga/DwjZjNjZMgUNW7TitilCWToo9lxjEznuoxzpd0Ms1JvFupvoSiKoiiKolxrsddH2WwWx3HQdZ0gCBY8p7wZzje9IOSfjg5wbqyErgl2tCUxDQ0pJcWax2C2AkB3c4zD2zfXtTbcHH8jRblW2fH49tEBzo0V0TWN3uYYtqnj+iHZcp1zYyW+e+wiza+1VaWaG5At1fnvPzrFwGSZUs0jZukgBBNFh8lSnZGpGh96aBdbW9emAvPEP30B58JxwnoFPZ5BpCKAJHQq+MUJSs9/H7N1K6kj76J68kncyQvIqVH0eBqhm4SuQ1DJo1lRrI4+gm13I8tVkve+naamm6+CuqIoykalEmoUZZNY7MVkEAQMDw9P/9zR0UEul1utYSnKTUnXBEd2tHBkx+YLPG0UpZpHruLih+G81WfSMYupqsvIVG2NR7fxrWUA8dRIkSdPjpMdHWKbN06nXqSQ2Y2BTrnm4ziCsNbEkSYHLztAfejFTZ1QI8OA+sUXqPc/gz81CoDR1E1kxxGsnv0IbWltzpSVoRJqFEVRFEVRlMW0fJpLtVptTNxobWVsbGzOZW6maievDE0xXnQIQ8nWlvj06yaEIB2zABgvOBw7l+WQav2kKBvCiYE8EwUHIQQ9zbHpz6Vt6nQ3xRjOV5koOjzXn+ONd3Sv82g3r+8/N8jAZBnPD9nelpiuMh5KyXjBYTBb4Z+ODvA/vfm2VT821kfPUDt3lNApYmS6ENrlyYYCPZpE6AZBOU/x6LdI3/seWt/5aSa/858JSln80iQEAcKw0BPNWB07afv1P2Ks7APVVR23AhNFhxcu5hkvNGLW7ekoB7Y00ZZSyW6KcqtSCTWKcpMZHx/H87zpn5cTjFiLIMPNFMhQFGW2UDY+55oQ816gaqKxTBiq48F6OtafY7zo0KdP0ixKuHYzUrcwgUxcI1d2KVU98q1NpMun8XODhPUqmr0+vadvhPQ9Sk99g/rACfzCKGGtCIAWTeMOv4K97RDJe38ToatT5PWigv2KoiiKoii3rqXGsIIgmP5/V1cXuq4vsPTN49xYiWLVJRO35jx/TkVNxgo1xos18hWX5oS9DqNU5hNKyWTRoeoGWLpGezqCoauJHTe7UyMFpqou7anInJ/bloTNwGSZU8MFlVCzTNlSnVMjBUo1b0YyDTRa3HekI/RPVBjOVzk3VqKvc+UrT1+tevJnjfiZFb8qmeYKYTaSM/zCOM7gi8T67qH7I/8H5eP/QvXsr5D1KnqylfhtDxG//SE0KwrlwVUd82awmveVpJQ8eXKco+cmyZXrlJ1Gy7BExOD5Cznu3tnKq/e2q9iVotyC1N0CRdnkLp9AXP7XdV1M05w3qWaudeeiTgoURbkRiYhB3DaQUuJ4ARFz9oVjyfGJ2oYK7q2jUs1jOFel5gakzQA9cHHsKyVjhRBEbZ2aFzBR9smYNtJ3kW4VNmFCTeX4D3DOP4OfHcRo7sFs3wlAUM7hjp1FBh56vIn4wTev80hvXer8Q1EURVEU5da1lHPBarWK7zdudGUyGRKJBLVaYyb51fGum/H80gskgZSY8yRhCCEwdI0wbLSHUjaOs6NFTlzMM1F0cP0QQxc0xW32dqe5Y2sT2k34flUa6l6IH4RYc8THACxDww8kdT8gvDRBTVmawVyFat0naukzkmkuE0KQjBhU6j4D2cqqJ9SEThnCAOaZtCWEQOgmhEFjWcBItZF5zQfJvOaDqzo2ZW7PnMvyi1PjDGTLZGIWXZkoAIWqy9nRIn4QErV0juxsXeeRKoqy1lTqs6LcJFzXBRonYlu3bl3WNtYiyHAzBjIURZnN1DX2dqdoStiMTtUIrqlCU6n7FGseTTGL23vT6zRKpe4H+KHE0DWkbhJqBnrozljG0ARhKPH9AOm7jYt9w1qnES9fWCtRv/Ac3uQAZtce9GQrQtMRmo6RasPq3IU3eQHn/DOErmpDttZU5TpFURRFURRlsRVqXNed0e48mUyu6rg2mlTMxDZ0qnV/zsf9IMQLQixDIxkx13h0ynxODOT40UujPN+fY2CyQqHqMpyvcWIgzy9OjvOzV8YI1XXRTStm65iGhuMGcz7ueAGmoRG1DJVMs0yLaSUthAC5NjEIPd4EuoH03Tkfl1IiAxehG41llSVZ6ftMnh9y7Pwkg7kKPU1xOjMxYrZBzDboaorR3RzjYrbCsfNZlayqKLcglVCjKJvU1ScMuVxuuiJNa2srkcjCvRznOtlQN7I2J/V3UzayI9tb2NoSwzZ1zo6VGCs4ZMt1LmYrDOaq9DbHOLStiRZVoWbdxCwDU9fwg5CS3Y5rpYnUcyCvXBh6gUTXNaJ+Ec2Koqfa0aOrO4tnNbijpwjKWbRIslEm9xqaHUezYgSlLN7/z96dB8l1X4e9/9619559n8E6WAiCO0iQEhdRkrVZkWTFsrzEiZRYfiWXS6k8l1/KqrxyPdVLHKfKccVVeZYjVez4yX6SS1FZtiQvVLSQkijuJLgCxDaYfXqm9+Xuv/dHAyAHMwMMgJnpWc7nLxLdfe+vp7vv/d1zz++cmTdbMMKdbTWBLyGEEEIIsb2tJqEmDEMmJyeJoghdXxzavpG55Gadf14t3nN0pIOOlE2x7uH6i2/OK6WYKzu0JSwODmRJxqRA/WZQqLo8e3aB83MVOtIxDg5k2dWd5kB/lqHOJOP5Gm9Mljg/V231UMVFkVKcnCrxozdmefLUHLmyc1PbOzTYTnvSZqHiLEmcUkoxX3FpT9ncMtR+U/vZyfraEiTsZrLhcslpSimqrk8iZtLfvv5Vl1NH3oUeS6H8Birwlzyu3BpoOlbXCLGhW9Z9POLqzs5VyFc9LEMnk1iajJpN2Ji6Tr7iyrFaiB1IZtRCbDFXXlB7nkcul7v8/4lE4rqCAZs1cCCE2PpScZOPHRvhH1+eZjJfp9Tw8cOIdMJipCvFHbs7uP/A9imRWap7vDFVZr7iAtCbjXN4KLupVwQmYyZ7e9PMlhpc8NvpjvcQ84pkq2PUE314eoKG49Jv1emJHMzOI9gDh1o97BuiPAcV+Gj2ykmnmh1HhR6Rf3OBsu1iI5M2JUFUCCGEEEKsRrVaJQgCYrHmwgzXdW9oO5t1/rmaON1Ae4LDQ+00vJCx+SrtKZuUbRJEikKtWQlhb2+a+w/2rvdwN7WFikuh5qJrGn3tCVItTC46OV0iX3HIJuwlba/TcYu+tgS5coNT0yX29S2uuLRZv6vb2YmxPN96fpyZYgM3CNHQSNoGtwy38/PH99BxAwvDjo6089zZeapOwIVcla5MnLht4PkhC1UXpRT97Wnu3NO5Du9oZxjoSLK7O818xWWu5NDXFr98TFVKka95aGj0ZOIcGlz/hWJW5xDpo++m8sK3Ccpz6ImLC7yUInJrRG4dM9tL2wOfRNOXbwV2JTkerJ+aG+AGIQl75XNFMmbgBiFVd2mClBBie5OEGiG2uHK5DIBt25fbPr2dTLKEEK3UlrT5+ft2MVN0GJuv4oUR2YTFgf5sS4NZa0kpxbNn8zx7boFizaN2sex2Om7y/PkF7h/t4Y7dm7d06737ujg3V2VsvsaL+hFujXu0uTPY5Ql032GPYZBMdtK+51bie+7E7tvf6iHfEC2WRLNiRJX5FZ+j3Dp6PLtsBZudbCOSb6VCjRBCCCGEuLJCzXIxrSAIME2ToaGhRW2fbmQfb7eV4meapvHhu0cAeH2ySLHmMV910bVmO6iudIyfu283fW3rf11TafiU6h6GrtHbFsfQW18Qf6ZY56dv5pjM16l7AToamYTFvr4MDxzsbUksIld2KDsBQx3LV8VoT9pMF+rkyg5hFGHoulwbtchzZ+f5yhNnmK84hKEibhtESlGsuZQbPjPFBp/74BHaktfXCjthm3z8vt184+kxZooNFqoOfhBhGjrtKZvebJyPHNt13dsVi33gzmGmiw0mFmqcz9XIxE00TaPq+mhoDHYm+eBdwxt2rOr6wL8mbJRpvPlTwkaFwKkCGrqdwGzvp/3Bf0b6jg9syFjE1dmGjqFrNNzl27IBeEFE3DKxjdaf64QQG2t73MkSYge48iIqiprtOJRSZLNZoihaNqHm7bZScEAIsX1omsZAR4KBju2ZpPDShQJPvpljfKFGzNKxTR2lmoHFhapHECpils7hwbZWD3VZQ51JPnjnIP/w0hT5msVz6m66wgv0JWbIZnximTgHjx4mNXILVtdIq4d7w+zBQxjpLvyFC0ROFT2eXvR41CijAhcj04PVf7BFoxQSNBZCCCGE2Lmu1vKp0Whc/u+hoSFM8/rC2tstJmaZOh+7dxf3jXbz0vk8r00WmSrUKdc9gjDia0+e47793bzjYB9xe3WVD67HTLHOE2/M8uZ0GdcP0XWNzlSMu/Z2cf+BHswW3WyczNf49vPjTCzUqTo+qbhJpGAiXyNXdsiVHT56bNeGt8KKomaCmK4vf71z6auvgEjB2n9iYjUcL+R/PnWeuZJDMmaQzVqXj0thpMiVHS7MV/nOCxP80jv3Xff2e9sS/ItHRnl1vMgbU0XqbkjMMjg4kOW2XR2kN3GF461iuCvFv3hklG8+c4HpYr256E1BTzZBTybOB+8a5sjwxrXV0u04fZ/4Ao0zT1N54Tt4uTE0wyQ+cpTM3R8mNiDxp81iT2+atoTNTLGBF4TY5uIjseuH1N2Aka4Uu3vSK2xFCLFdSUKNEFtQFEUUi0UATNNkeHiY8fHxNdv+dgsybEdyw1GIzcEPIl48X+B8roqha9TdkFK9WfbTMnTQ4FyuynPn8hzoz2KsEDxrtcODbQy0J3hlvMi5XI0g7CeTsLh1IMnoQPt1B6s3I91OEt93L2G9gDd7GrOtHyPV0QxYVvMEpVms3n0kRu9Dt66/fLO4OVKhRgghhBBCrDQXLJfLlxNq0un05XZPl1wtjrWd55eaptHXlmCu7DBVqFOoerhBs33MTLHBVL7OS2MFfu3dB8kk1u5G/flclb/6yVmmCg0qjo9t6oSRYipfZ7bUYCJf4+eP79nwpJowUvzg1RnOz1WxLYNDg22XE1j8IOLCQpWzsxV++uYc7z46uKFja0/FSMVMKg2PuLV0sVHVCYhZBpm4hblJ4wY7wfPnm5WHdZ0llWIMXaMrE2O22ODF8wt85NiuG6p2lLBNju3v5tj+7dMCfbPZ1Z3mNz9wC2dnK1xYqF1sp5Xk0GC2JVW0NN0geeABkgceWLttbuNzW6uk4xaHBtso1DzGclX625Ok483feNUJmC7W6W1LcGiwTZLfhNiBtv7dESF2GKUUExMTBEGzpUg2m0V/20RwuSDCasvZykRMCLGZ+EHULKVpG5s2EeVcrspMsUHV8TEM/XK5XoC652MZGkGomMjXmczX2dWdavGIV9aWtHnnoV7eeWjj9+2HEZP5OgtVlyiCTMJkpDNFKn5jU9WVAurJo+8hcipohk1YnsWbngVAT7RhDx4isf8+EocfueH3IW6cJNQIIYQQQojlKtTU63VmZmYu/7tt28s+f6f6xxNTvHh+gfmKS1c6RirWTNZw/JCFisub0yX+6slz/Kt3r00VBD+I+OYzY4zNVzENnX19aQxdRylF3Q2ZLtbhAox0pXjnob6b2tf1Lvgby1WZKzsEkWJPR2LR98MydUa6UpyZrXB6tsL9B4INrVJzoD/Lm9MlzuWqpOMWCfutffth1LxRm41zYCAr3+sWujBfxfFDkvby3w3L0DENnbobMJWvcWBgc1YiFs3zw/7+LPv7s60eilhj67kY/JEj/RTrHmdmNObKDhP5ZvunmGnQ355gtD/LI0f6123/QojNSxJqhNhiHMfBdV00TbtYKnRtsqo3uiqNVMERQqzklfEif//SFC+NFYhUs1/1gwd7+dBdgxvSA/56VJ2A2bJDEIGmK7JJC/1i8EspRc0NCaOImWKDUt0DNm9CTavMFBu8cD5PvupRcXwipUjaJm+kyhzoz3BkqO2GA4pXvk7TDdL3fpzYrttxzj1HWJwGwOwYIrb3HqzefRK8bBFJqBFCCCGEEMu1O5+amgIgHo/jOM6qtrNTYk6uH/LM6RzzFZe+tgRx6632FAnbZKBDZ3yhxqnpEtOFOgMdyZve52uTRXJlh0hBf/tbSSuappGKmwy0J8iVHV44l+f+A703tDjmRq8JZkoNKg2P9pS97DZs0yBuGVQbPrmys6EtOwY6mjdi3SDi3FyFTMImYRt4QUSp7tGVjrGnJ80hSdBoOQVwja/gzjjCCLHzxCyDn7t3Ny+PF3hlvECx6gHQkbY5OtLB0V0dzYrkQogdRxJqhNgC3n4R6LouAG1tbZfbPl35nLe7VsUauXElhNhM/vb5Cb76k/MEkSKMmscvL4j4hxNT/PjUHL/94Vs5NLh5Vpc0vADXDwnCiI5UbMnxNRUzqLkBrh9RcYIWjnRzWqi4PHVmnvO5GhrQnrLRtWai0umZCq4fomkaR4bWLqioaRp2/wHs/gNrtk0hhBBCCCHE2tJ1nXq9jlKKVCpFLBbDcZwd295pOWdmKxTrHqahL0qmucTQddJxi6oT8NpkcU0Sas7PVag4Pm3J5ZNWkjGTUEG+6jBfcTZ0UUwUKRRwta9Bc4HixidEaJrGQ7f0YVsG6bhJsebhBhGWrjHan2W4M8mDh/uwTLlR20rDnSnilkHN8cks09IlCCOCMLqYsHbzv6e14Hghr08VqTZ84hdbnWWvaFclhFg9y9S5e28Xd+3pxPGbFWrilrHj5hhCiMUkoUaILeLtq3AGBwcJw/Cqz79UwWazkYmHEGIlJy4U+OpPzuMFEYauETM1NE0jUoogVJQbPv/5O6/xn//ZsRtuBbTWLl1QKQVKLQ3cXcwJQtOQFQzLeGOqxFShTtJulk69pC1pU3UCxhfqJGyDvT1pEvbSALHYfmSeIIQQQgixc12qwmyaJsPDwyiliMViDAwMLFpUtpY26/xzNTE91w8JI4V1lSowpqETRgrXv3occbWCSBFFasXKM5qmYegakWomH2ykznSMZMykUHXpzsSXPB5GEQ03INGZpDO18QkHhq7zjoO93L6rg/NzVRpecLEVVZquTGzDxyOWuntvF99+fpxS3aPc8MnEzcvHiChSLFRd0gmLO3Z3kF4m4Wa9LHc8iJTi+69O89NTcxRrHn4YYeg6mYTFbbs6+PDdI8SWSbQTYrtY7/O3pmmL2vMJIXY2ORoIsQU4jkM+nweavaI7OzvJ5XLXvZ3NmGAjxGYgv43N4TsvThFcDMyZxlsXRbqmYRngX0yqeeLkHB+4Y7CFI31LOm6Rjpk0vICK45OKmZiGDqrZB73mBsRMnXTcJGa1JqGm3PAZm69SqvmgQUfKZk93uuVJSRXHZ7bsUHUCDi7T0zodN0nGDIo1j4l8jQPS93pbk+OwEEIIIYS4dHPsX/7Lf0kqlULTNAYHB9es3fnbXTn/3Czz0eu5QZhNWlimTqEWopRa9rWuH5KwDbKJtUkg6UjZxG2TmhuQSSxfwcMPImKmTntqY5NERvszdKVjzBYb5Ksunem39q+UYqrQIJOw2d2dbmkFj3Tc4uiujpbtX6wsGTP56L27+OqPz5GrONQcn7htEilFww1IxkyGO1N86K6Rlozv0m9cKcW3nhvnxydnqS7McFvtGUbcM2hRwLzRzan5B/lK1eWfv+uALO4SQggh1oAk1AixyYVhyNmzZy9f2MfjS1dYCCFujlKKN2fKPPnmPOdzVSIFQx0Jjo92c3SkHX2TrljbThpeyMsXCoSRImYu/Xs3V7lBGCmePjO/aRJqOtM2e3rTFOs+ptFsVaQALlariVsGYaTY3Z1aFMzbKK+MFzk5XaZQdam5zZZT6YTFyakyR0faOTjQuiSVuhtcDO6a6CusbkzFTBp+dHnsYmNt5E2FS/varCuEhRBCCCHE+vM8j+7ubv70T/+Unp4ejh07hmWtbRWI7TTf3NuboS+bYL7sUHECslckuDh+SMML6WtLcPvutUnguGN3J0+eynFurkIjaS1ava+UYq7skE1YHBpsIxXb2FsPtmlw/4Fe6m7AWK5KseaRSVhESlGsecQtgz29aY4f6NnQcYmt5f4DvZi6zrdfGCfXRd/BAAAgAElEQVRXdvCCCBON9o4k+/uy/OI797YkvvN2F+ZrPHU6R9vEj/j5wjeIhXWMyENDMaKZHKk+y0ThHp4b+jz3Hx5u6VjXymZJemwlFXiE55/BOPss1dfiqN5hUre+B7tnd6uHJoQQ254k1AixyRmGQV9fH7Ozs3iet+TCfzUralYKFqw0EX37TS2ZrIrtLlKKH56u8vp8iWrDp3GxDPLEQo3XJkocHWnnVx/ahy19rNeV4zcTJjRWPmZpWrPPecNbm1LVa6E7E2O4M0mu7FJzfFIxhR82j5u2oTdbV1kG/W0JBjvWvnd8zQ340ck5Tk6XiSLFSFeKd93SR1cmxsmpMq9MFLkwXyOTsOjJxlEoSnWfM7MVgkhhmzp7etJrPq7V0DUNXdMIr1IGPIwUusaK5cTFxtiImw6SUCOEEEIIIf76r/+a+fl5AN544w2OHz++ZtvejvEtXdN499EBcpUG04UGrh+SiVtoWvNasez49LTFOX6gZ80q1HRl4ty1twvHD5hYqJOJmyRjJmGkKNU9DF1nV2+KBw/3XXU7YaQ4O1vmxIUC+aqLqevs6k5x555OUjeRQ3VkuB2Ap07nyFdcap6PjsZIV4q+tgSPHh1Yth2UEG93bH83d+7p5PXJInNlB1PXGe3PMNSZavXQAHj27DzpuZf4mYW/IhmUUZpBYMRRaBiRTyqssDv/NLm//y+oQ/9pW11nb6f3cj3c6TfJ/e1/wp89j+5UcHQNz45TfvZvSN3yMJ3v/010s3WVt4QQYruThBohtoCuri6iKGJycvLyv93M5HHlm9U7c0IqdrYXJhu8MFGn4inSMZPebAxN02h4IfNVlxfHCqTjF/jkA3taPdRtLRVrlqp2g4hIqWWrAkUKNDQ6rrPX+aV+8THLWPPEDE3TOL6/m0LV48JCDccPaU8aaEDdizANjd3dKe4b7V7zSkc/fTPHl75/moYXEkbN4PBTp+f55rPj/OxdQyRtg/GFGoMdiUWluNNxi0LNY2KhRlvCYld3qiVVmDpSNtmExUS+TsMLlvQljpSiWPcY7kzRIwHPbU8SaoQQQgghhOM4l/97//79q37d1ZJltvv88tj+biqOzz+8OEG54TNfbf4N45bBUEeSe/Z18bN3r22FivffMYSuwXNnFyjVPapOgK5BTzZBTzbOz923m962lReUuH7IXz8zxqmL1VQbXoimwcnpEs+eneeRQz3czLKPI8PtHOjPcmauQqHqomsaAx0JRrpS2/77INaOaejctquz1cNY1nShwW1zf08irBHqNr6ZvPxYpFsEkU3ML9Mz/WPquXFSvbvWbSxhFPHKeJHnzs6TKzsYusbunjT37e9hd4sWcG03fmGKuf/5f+HNnUV5LspOgh1HhS7e/AWil/4BpSK6f/a35BgnhBDrRBJqhNgi3t4j9WqPX2m1K3C240qdnUA+t5sThBEvTjqUnZDOTJyEbVx+LB03iZk6c2WX587led/tg9edyCFWzzZ1jo9284PXZglDhWYsPq4ppQhDhWXoPHS4d1XbPDtX5bGXp3n+XJ4girBNnfv2d/O+2wYY6kxeewOr1NsW5/13DPCTU83gQcXxAejMxOjOxDk+2s3wGu4P4MWxPP/1H0/hBs1qPYauoWkaYaRoeCHffG6C0b40nenYsn3tO1I2CxWXfM0jV3bou0qwc72Yhs5IV4qFqsv4Qp2hzuTlkuB+GDFdbBC3DLoyMfraJKFmp5DgjxBCCCHEzvWrv/qrPPbYYwDo+rWrxN5sLGy7ePTWAY4Mt/PUmzkuzFcJlaK/LcF9oz3s6Umv+Rzb0DU+cOcw9+7v4cSFPMWah2Vo7OnJcHioDdO4+mf3nRcmOHGhwHzZoSsToysTu9yW6dxcBT8IuadPMdp34211LFPn8GDbDb9eiM0sVZ+i3x1DVwGuuTRpRekmgWZhRA71l/+R1Ht+bV3G4Xghf/GjM5yaLlGsezgXk+POzVV56XyeR470897bBuU6/yaVnvo6fn6i+T9tAxBF6LaNYWZRiSx+fora64+TveejxAYOtHawQgixTUlCjRBbxPVOPFfbrkkmtGInOz1Xo+w0L/bi1tKAj2XqxC2dmhvw8oUCD99y9ZLF66nS8HnyzRyvTpTwgoiuTIz7R7u5Zaht27TD+fBdQzx1ep66G+CHCkNvtnmKFIShQtc1RrqTHNvXdc1t/fjkHH/6wzM0/BA/eKul0P96ZYafvjnPb/zMQe5Yox7yAH1tCT52bJjpYoNc2UWh6ErHGOpMrnn1F6UUf/XkGG4Qoesa5sVkGmgGNsNI4QcRb85UeejwyokyyZiB64fU3da10Do8mKVY94DmCisFGBp4oaIjaTHYmeSePZ1yrtoBpEKNEEIIIcT6+slPfsIXv/hFTp48ie/73HrrrXzmM5/h4YcfXvU2fvjDH/Lnf/7nvPzyy9TrdXp6enjooYf4jd/4Dfr7+296jJb11mKAa7UpX85Onkv2tSX4yLH1q0KxnK5MjEdvHbiu18yVGrwxVSRXdtjTk17UXjthmyxUXGZLDV5TGvt7pbqFEMsZtGsYRIQYzcDZFSIFoW4RI0SV59ZtHN94+jyvjhco1Fw60jF6s3EiBZWGx/hCje+/Ok1HKsax/d3rNobtLvIa1E/+mKhexuwaJgoXnwM1K4aezBA1ylRf+e6OSKjZaUmzQojNQRJqhBAb6lqVdsTq7OQg0VqquQGRYlFCwpUsUyeMFBUn2ODRveXl8QJ/9sOzlBs+jh+ilMLUdZ47u8DBgSy//p4Dlyt7bGUjXSn+zQdv4b/8/RvUvYAwUijVjA00q5kk+T8+fCvWNVa7XZiv8WePn6XiBJi6RjpmoV9MNHGDkFLD44vfPcX//ck76Urf+Iq3K2maxmBHksGOta1Gc6VzuSoXFmqXvwdXfncNXSPQmmV3J/P1Favx+KEiHdMwjdYdT0xD5/7RbrozMcbma1QaPpFqJrgNdSY5OJAlE19aYUcIIYQQQgixet/4xjf4nd/5HWzb5v777yeKIp566ik+85nP8IUvfIFPfvKT19zGf/tv/40/+IM/QNd1br/9drq6unj99df52te+xmOPPcZXvvKV62rTtJyrxTrWKw4i8ZWN9dpEkVLNI5uwFiXTXNKRtpmvOORqimKjdYs/hNjMDu/uJ6/paESoSKHpb6/wDFGksInQDR09tj4xqplig9cniyxUXUa6U4tidV2ZOJZpMFdy+PHJWe7e19WSVuPbQVhdIPLqoOtopgWht+Q5up0kqhUIijMtGGHryPlbCLGRtv7dNyHENUkSixDLS9kGugZhtPJvIwgjbNNoWcLK2HyNL3//NAsVD12DpG2g6xpeEFGs+7w6UeTL3z/N595/aEtfSCilmCk5lOoeH7pzkHO5KrMlB6WgKx3j4cO93DfavWzA7UrffWWahhdi6hoJ+63PzdA1EpZBwwupuQE/fG2Wj9+3sSv41sJsySFSoF8lEUzXNCKlKDV8/DBakoTk+iENL2R3l0VvtrXtlEyjWYr7QH+WquMTKUUyZhIzjWu/WGwbMkcRQgghhFgfs7Oz/O7v/i6ZTIa//Mu/5ODBgwCcOHGCT3/60/z7f//vede73kVf38oVWU+fPs0f/uEfkkwm+e///b9z1113AeD7Pv/hP/wH/vIv/5LPf/7zfO1rX7upsV7Z9nc954hXbnuzzEe3ewyv6gZ4YbRijEXXNGKmThAF1L2tm1BTdXxemygyXaijgO5MnCPD7XSu4aIesXPtOnIXpWwPWr4KkU+AxaWjp1Kga2BHHlasg+TBd6zLGF4dL1Bu+KTj1rIL3zJxk/zFilMTCzV2dUvFqRuhGRaapqNUtPJ5IQpB09FMe2MHJ4QQO8i170oJITa1zRoAEGIr2N+XIRM3iBQ4/tJATRBGNLxmoOe2Xe0tGCH844kpSnUf09BoS1rELAPL0EnFTDrTNjU34ORUiVPTlZaMby24Qch3Xpzi60+N8YPXZ3nhfIGKEzDYnuDO3R382qOjPHi4d1XJNADPn8vjBSH2MgkZmqZhmzpeEPHcufxav5UNcSlQEUWq2d4pjPCDCD+MLlb1eat1TjpmcmG+Rt19q8JS1fG5MF+jLxtnpCtFzNociSuGrtGWtOlIxSSZZpPYyDmFtHwSQgghhFgff/EXf4HneXzqU5+6nEwDcPvtt/OZz3wG13WvmQjzzW9+kyiK+PSnP305mQaaLZo+//nP09nZyYsvvsjk5ORNjfXKhBqx/cQtA0NvXpMvRynVbAGtadjm1rw2ODGW53/88E3+4aVJfnxyjp+cnOW7L0/xlcdP86M3ZuW7LW6aZliMPPQJtHiGZFTDVh4aCk3TsLSQVFTFsGPE+kdJ7Du2LmOouQFBGBGzlo/VaZqGben4oVoUkxLXx8j0YHWNoBkWyq0teVwpRdgoo8fTxHfd3oIRCiHEziAJNUJsUWtxw+lG+lELsZ3Yps5tA3GycYN81aPS8AkjRaQUNTcgV3ZpT1rcsatjTVsDrVbNDXh5vIjrh6Ri5rKtfZK2ScMLeerM/IaPby0opXjsxDSvjBc4n6uhaxpdaZuUbTJXdjg5XebbL0xSqi8tabqcMFIX22I1V+QsR9c1lIKGtzUv6A8NZrEMDUUz6etSYk0YKYKLyTVBpDB1jVtHmivgpgoNTk6VOTlVZrbk0NeWYF9vumWJYutNzmNblyTUCCGEEEKsrSeeeAKA9773vUseu/Rvjz/++FW3YVkWhw4d4t577132seHhYQDm5uZuaqw3OhdczfxfErg3h4MDWdqTNsWat2y14IoTYOgamZhOoRbw9OkcL55foLzKmECrnZou8b1XpnlzukzdDehKx+jOxAnCiNOzFX56ao6nT19f/Eaub8Vy2h/8FTrveC92uoMEHpmwRCYskopqWLE4ds9eej/xBTR9fW4BJmMm5jWS4zw/wjQWV48W10fTdTJ3fggz3UVYzqG8erMMEaCikLAyD0phZnpI3/poi0crhBDbl5zJhNhi1uIiarnggVJKggpiR7p3JEHFVZzOh1Qcn5miAyhipkFnOsbhwSw/f7w1bYHKdZ8gVOiahrFCdohlatTciGJtawSXrjRZaHB2rkqu7LK3J72oCk170mI8X2eqUOelCwUePrxyCfJLDF0jm7SpOAGhUpjLHNfCSKHr0JbcmqVQTV2nNxvnfK7WbP0EXHqbCrgUkxzuTPILx3dzZq7KhfkaVccHIJOw2NOdZn9fGnOZsrzbiZzX1sZG/B3lBocQQgghxNpTSnH69Gl0XWffvn1LHt+zZw+6rnP69OmrxoU+97nP8bnPfW7Zx+r1OqdPnwagv79/Tccutp+RrhQj3SmKdY8L81V6swmSsWbl4FLdY77ikrB0yk7Ik+erxGYnL1bstRntz/LILf2bpsrqlSKlePp0jol8ja50nK7MWwuz0nGLbMLnwkKNF84vcMfuTuL21d+HXBuJS6JIMV70OJGfJiCHbejs789y60f/TxL7jlF+9q/x5s4BoMfTpO94P+3v+CXMbM+6jenIcDs/eG2a8fkaHSl7SXyp6gToukZvNsFwV2rdxrETpO/4AM7Eq9Re/R5eKYcWBoSmRRgF6LEUdtcI3T/7b9Dj0lZLCCHWiyTUCLFFXOsiaqXHJQAhxNXpmsb7DmV4ONbNk2/mGJtvJikMtMc5PtrN3Xs6W5Z0ELN0NK0ZlFkpuBlGzUos8U0aULqWN6ZKLFQdLFNnqlDHD6Nmq6K4SUfSpi8bZ2y+xpvTFd5xoGdVn8UDo938zfMTuH6EYWtLyoa7fkjMMnjHwfULLKynk9MlerNxZkoOjhcSQTOT5m1sU+fRI33ELIMjQ20cHszS8EI0IGEbEpgTm44k1AghhBBCrL1SqYTneXR2dmLbSxcUmKZJR0cHCwsL1Go10unrvxn3pS99iXq9zm233cbAwMBNjXc1LZ/e/u+rmTvK/HJz0TSNjx3bheuHjOWqzJYaeGEECjIJs9kSSoNSIyClTBJJjYYbMlcqU6p71JyAf3LPyKZcHDKVrzNbcgjCiM700t9bOm4RtwzyVZfTM2WO7upowSjFVlN1fL718gIXFmq4yiFUzUV3r00U+embcT567L2MHPsoYTWPCn3MdCeauf4LyAY7khwaaKPa8JlYqNOViZGKmURKUW74FGsegx1JHjjYs+IiQbE6mq7T/bP/O7H+A8w9+Q2C0jS6aWLacRJ776bt/l8gNnio1cMUQohtTRJqhNimVhswkMCCEM3fwdGRdo6ObK72Nx0pm93dKSoNH8cPl5RIVUrR8AJSMZPbt2jrnvmKw3TRQde0y+2L0DTKDZ981WOwI0EQRZyZrfC1n47RnrS5e08nAx2JFbf57qP9PP7GHPMVl5oXEDMNdE0jjBReEGLoGj3ZGO/chAk1q0mCPDdXpez43LOnk5lSg4l8Az8IgWY7q+50jHjMpNjwL79G1zRSMZn2ic1LEmqEEEIIIdZeo9EAIJFY+fopHo8D3FBCzQ9/+EP+5E/+BF3X+e3f/u0bH+hFazUXlMVlm1s2afPPHtrPC+fznBjLU274aEA2YTFXbjBfdhjIWiRjJu3Z5vfTC0LOzVU5a1Z4Y6rE0ZHNl4xScXwcLyS5TMvuS1IxE9cPKTv+so+L5e3U33QYKb7x9Bhn5uuU6wE9bTaZZAwvVBSqLsW6xzeeHuNXHxqlK9O14eP7p8f30PBCTs+UKdQ8ZksOmgbpmMlwZ4p3Hu7l+Ojmi71tRZpukL33YxR678SZOEV3dwftg/swW/C5CyHETiR3VoTYQXbqxYcQW5WmabzrSB/nclWKNR+lIG4bl5NPqk6Arml0Z+Lctbez1cO9bpFSnJ2t4vohoJGOG5i6TqQUbhBRqnsUax51r9lDfSJfR9c1vvncOHfs6uBTD+8nFV86lelKx/jXHzzMH/39G5TqHl4QNlsjaRoxy6C3Lc6/+eBhkuuUYBJGipobAM1g2Y2sxLlaILnhhfhBRCpucijVxmh/hpoTEqFI2SamofH6VAnHC6Wdn9gyZI4ihBBCCLH2dH31VTyudz72gx/8gM997nOEYchv/dZvcfz48esd3hJXq1Cz06rRbPf5ccI2ecfBXh440NNsda1rPHZikslCne5MHDNsLHq+bRr0tyeYLzu8PlnclAk1lqFj6BpBuPJn54cRlqljbcIKO5vRdvpN34jTM2XGclWqTkh/xiSTtLBskziQiZtMFepMF+o8e3ae998xtOHjS8ZMPv3oAV46n+fZs/PMlx10XWNPT5r7RnvY35fZ8Z/hWtM0HdoGsfpHMDNtrR5OS2z386MQYnOShBohtrgrJxDLTSg248RVJj5CrM69+7q4MF/je6/OUHUCqm6ARvM3nbANujMxPvPuUWLm1mv5dGG+hh8qlALLANswQAOdZvnanBPgBREK0C8mxIShouT5PHN2gVLd57c+fMuy7320L8PvffIufnRqjmfPLlBzQ7IJk/tHuzk+2kPiGr3Kb4QXRLwxVeLsbIWK00yoScdN9vakuWWobc36vMcsA9PQcYMI09AxdJ1s8q1gnOOHmLp+sWXY5jv+C3E18p0VQgghhFg7yWQSANd1V3yO4ziLnrsaX//61/nd3/1dgiDgN3/zN/n1X//1mxvoRVfOBdczdnRlhUSJU7WGpmlYZvMzyFddak7ASFeCRnXpc7MJi4l8jXzVJVIKfZNdOwx3pmhLWkwV6jh+uKQ1dxBGlBoe+/uy7Om5/vZqYud5baJIoebSljAx9KVJhj3ZOOdzVV6fLPKeowOYhk7dDbgwX8UPI7IJm5Hu1Lr+VixD59j+bo7t7163fWw30cXzzWY7hm01Ej8SQmwkSagRYotazwnDegYRZKIjxPXRNI1/et8u9vVm+OHrs5yZqzQr1VgG9+3v4t239tNzsQTyVnNmtoJSikzcwglC6l5AwjLQdA3Hj/DDZjKNBqTi5uUVXIlIUXZ8Ts9W+NHJHO+5tX/Z7afiJu+/fZD33z647u/F9UO+/9os53NV5ivuouPoTNFhqtjg0SN9S9p23Yg9PSnOzVVZqLgkbWPJKs75iktHypYAndiSZJ4ghBBCCLF20uk0yWSSQqFAEASY5uLrkSAIKBQKxGIxstnsqrb5h3/4h3zxi19E0zR+53d+h0996lPrMPKdm+Cy0+fDmgYrffRKAaoZI9iMf6W4bXB4qJ181ePCfJXBjiSpi+2fGl7AdKFBRyrG7u70lo3jiI1VcXy8IKI9poMKlzxumwYazZhUueHxzJkFXp0oUK77RJEiZun0tiV456E+jgxvzVbxW4VSisl8nVzFwdJ19vZlFrVeDyPFM2dyPPH6LBfmqyhguCvFQ4f7OD7ag7nKqlU79dwohBCtJgk1Qmwxazlpevu2pC3I1iST6J1B0zTu3tvJ3Xs7qbvNqi3puLnqi63V8IOIl8eL5MoOhqEx2pdhd3dqXY8LDS8kjBRDnQlyFZe6G1Bs+OiaRt0LiC5+vU1DW9Q2Sdc1kraB44c88cbcigk1G+m5c3nOzFYo1jyGOhIkLia6NLyAqUKDIIpIx0wevqXvpvd1eKCNVydKnJmtMJFvlsOOW82KNQsVF9cPGe5Icsvgziz9KrYmOZ8JIYQQQqw9TdMYHR3lxIkTnD9/ntHR0UWPnzt3jiiKOHjw4DW3pZTi3/27f8fXv/51bNvm93//9/nQhz605uNdL1dWpBGbT397gkzcolT3ibE0saZY90gnLPraEpv2c3znoV7yVRddh5ligzBSXBpqVybO7p40771t/Rf9iO3BvthGzA8jYsuEAMMoIrqYZPbt5yc4NV0iV3YuVzbOVQJmig3mKw4NL+CefVJFZj2cmi7xnRcmuDBfxfMjNA3ScYs793TyT+7ZhWXqfOl/neSFc3lqro/rRwAsVFzOzJR55sw8n/2Zw9dV2XqzHgOFEGK7koQaIbaIa02SVnp8q7SAEkKsTjJmkoyt7TZ/enqev3txkkLNu3zhF7cNdnen+KV37KGvLbG2O7zo0gW+Zejs602TK7uUG81VNA2v2TJJBwxdW7L6zDJ0qk5wOUD19oSbjVZzA8bma8xXXPb1prHNt6IcCdtkd3eK07NVxvN1yg2fbMK6qf2l4ibvubUfpRRzJYeJhRp+2Gz/1J60GepI8u6j/bSn7CWvbXgBr02WODdXxQ8V2YTFkaE2dvesbwlgsTVtZJKL3OAQQgghhFgfDz30ECdOnOC73/3ukoSa7373uwA88sgj19zOf/yP/5Gvf/3rpNNp/viP/5j77rtvzcd6ZfXN1ZLk7O3hyHA7r00UOT1TJm1EpGNvfR9qbsBcqcGu7vSmrrRhmwYfObaLF8/neW2iQKHmgWq2gz481M7de7tIxuSWjFid/f1ZXpsokitV6U4svVYu1LzLC+5Oz5SZr7js6k5fTsxQSlGoeVyYr/H9V6c50J8lm1waK4qUYqbQoOEFpOLmpk5a22xeuVDgfzx+mlzZwfVD4rZBGDWrRxdrHpP5Ov3tCZ47u0C57pGOW7QlbTSaLduLNY8TY3m+9uQ5/vnDo9fcnxBCiNaQ2ZsQ29RqJ70yORZiZ/vxyTm+/vQFFiouuq4RN5sXfrmyS6Xh8/88dorffN+hdSlHvLc3zWsTJWZKDfYl0+zuThFECj+MqJ0PKNd9dB0MXV/xWKUBrT6MzZYalBseyZixKJnmEtPQycRNynWfmWLjphNqAIY6k/zcvbt4fbLE2bkKjhcSswz29KQ5MtS2bDLN+VyVb78wyUK1mbgURoqYZfDKeIF9fRn+yd3DS3q8CwEbM1eQhBohhBBCiPXx8Y9/nC9/+ct86Utf4sEHH+To0aMAvPzyy3z5y18mHo/zy7/8y5eff+HCBXzfp7e3l0wmA8Djjz/On/3Zn2GaJn/yJ3/CsWPHWvJeVuvtCTYyv9w6+tuT3L23Cy8IOTOVp+RE1Knh+RFeGDHUmeLIcDv7+1fXnqxVLEPn3v3d3LOvi2rDJ7qYULOWVYbFznB0pJ2fvjlHrlRlvhZixSIsu1mZplDzKFQ9dnUnLydwDLQnFlU50TSNznSMhhdQqHmcuFDgwcNvVU5WSvHsmXkef2OWmUKdIFKYhs5wV5J3HRngjt2drXjbW4brh3ztyXPMFOvELYOebPLyOccPInJlh1PTJU5cKFB1fDpTMawrFuFZhs5C1eXp0zk+cs+uZeN5QgghWk8SaoTY4mTFzs4kASGxFupuwLdemGSh4pKJW6Tib00LsklFvuoxU2zw9y9N8asP7Vvz/e/tSdPfHqfU8Bibr9GTjZOKGShNI2bqFxNltGWTVNwgwjZ19vdlWl5ZJQgVYaSwrhIcMw2dUCmCMFqz/WYTFsdHuzk+2n3Ntn1zJYe/eW6C87kqmqbRkbIxDY26GzKRb9DwQnRN4+P3jsjxRbSEJNQIIYQQQqyP4eFh/u2//bd84Qtf4Bd/8Rc5fvw4AE899RRBEPD7v//7dHV1XX7+pz71KSYnJ/m93/s9Pv7xjwPwR3/0RwB0dXXx1a9+la9+9avL7uuzn/0s+/fvv+GxrqZCjSTLbG8PHOwlZoJyKlQ8SMRM2pI6HSmbW4c7OLa/u+UxgNXSNW3ZaiBCrFbCNvnosV2UylVmSw3GCw2Mkns5SWt3T4p79/fw7Jl5wkitWP0om7Ap1FymCvXL/6aU4jsvTPC9V6ZZqDoEocIyNLwgYr7crIZcrO3ikSOtb7O+Wb1wfoFCzUVDoz1lLzonWaZOdybGVKFOGIFlaIuSaS4xDR3b1Km7AS+N5eXvLYQQm5Qk1AixzUiLJyHEaj13Lk+l4WMa+qJkGmgGfjpSFrMlh5fHi1QaPpk1qKzydoau8b7bBwkjxVShzmypgRtE6Bq0p2xKdR8/bCah6Jq+aJWH44Wk4xYP39K7pmO6EamYSdwyKNS8FRNbam5ATzZGKr62f8NLrnWcf+bsAjPFBlUfx9sAACAASURBVLZl0N8Wv/z8hG2STVqM5Wqcma0wka8z0pValzEKIYQQQgghWuNXfuVXGBwc5Mtf/jLPP/88tm1z991389nPfpYHHnjgqq8tFou8/PLLAMzOzvK3f/u3Kz73E5/4xLon1Kz29WJr0jSN20Y6MGsZiq5G3+AwMctguDO17M1oIba7Xd1pPnJHN8+dmWfes4g0A0PX2NOT4e69XXSkbZ45k0PTVj4Gahootfi4enqmzA9enWam1KAzZZOOm2iahlKKcsNnutDg28+PM9qfYahT4kTLOTdXpe4222Qt97e3LQPQiFSErl9lEZ6uE0aKuhus42iFEELcDEmoEWKLkRXcQoi1MlWo4/jhim1+DF3HMnQcP2S62FjzhBqAjpR9uXXRmzNlKo6PZeiMdKUYX6jxo5M5qk6A44cYFy8wFYpU3OT4aBfH9nVdeyfrrL89QVcmxnSxQbHu03FFedZS3SOMFJ2pGEMdiQ0fn+uHnJ4pU2747OlNLzl/WIZOe8qmWPN4baK0LRJqpCLb1iPzGyGEEEKI9fXoo4/y6KOPXvN53/ve9xb9f3t7OydPnlyvYS1y5VxwJ1ej2enXNLoG6ZhOZ7q5MEWSacRO1p4wuXdXkoHBIWLJNLapY5vNWF4QRmQvLt5qeAEJe+ktv0rDJxU36W17Kyb1k1NzFOse2YS1KN6naRptSZsgVJQbHk+eyvHz92/9ONF6CKNLcYyVn6ProIXN6tYr8cPo8oI3cW07/fwohGgNSagRYptYKbBwtQnGlY/d7Eqg6yETHyFaT9O0i7/7qxwnAA3WtaRywja4e28nd+/tXFThRSnFrq4U/3BimvmKS6QUmgZtCYtHjvTx4buGN0WpZ0PXODrcTqnuM5arUnMCskkLDSg3fKpuwO7uFLcOt7ekZ3rNDfCCCMPQVmxLlbANFioBFcff4NEJ0SQJNUIIIYQQohVxqbdff4rWU0rx+mSJx05WyTcikqc9LENnX1+G+w/0bosFIELcKNPQSV9R+dg0dG4d6WC62GCm2GBXdwrjbdVQqo5PxfHZ15vh9l0dQPN3dnqmQs0NGOlKLruvTMJktuRwZra8fm/oOmzGmMFAe4KYZdBwwyWfCzSTnVBgGs3KP64fErtiUaMXhPhhRG/C5I7dnRs19G1hM30XbtR2eA9C7BSSUCPEFrGWJ9fltiWBAyG2FqUU53JVzsxWCSPFUGeCI0PtGPrqjxW7u1PELYOK45OKLS1P6ocRQRiRjJkMblBllbePQdM0Hr21n4dv6ePkdLPCSipmcHAgS8xcvqpOq+zvy+CHEZahU6i5FGoe0GwH1d+R4PaRDg4OZFoyNsvU0XWNMFRESi2bhBSEEYa+fD/nrUwuTLeOzRgcE0IIIYQQG2sjEmo2+3xzs49vPSml+MFrMzzx2jQT8y5eqEi6Gn4YMVtscHa2wkeO7eKWofZWD1VsY0op5soOrh+STdi0X1GFeDO6b7SHM7MVTk2XODNTIZOwsAyduhfg+hEjnSmOj/bQlYlffk0UKZRaeQGdrmlE6uqVVXa6e/d3848nJinVPGpuQCr21u1WpRT5qksmYTHYkWKqUKNY80jETBIXk2ocP6TmBrQnbR6+pX/ZpBwhhBCbgyTUCLFNrfYCfKMv1HdyYECItTK+UOP//dE5xnJVvCBC0Wzb05uN8wv37+aO3R2r2s6dezr41gsTlBs+5YZPNmFd/o2GkaJQ9cjELe7a00ky1ropg6FrHBlqa9n+V+vwYBsjXSnOzlVYqDQTajrTNvt60y29KE5fTIiaLjYo1/0lwSClFIWaR3c6xv7etU/6qbsB53NVyg0fTdPoycYY6UqtWC1H7GwyTxBCCCGEENdrNck3spBs8zszW+EnJ2cZz9dJWhp9GYtsNkMYRcxXXMZyVb713DhDHUmyyc2f5LBW5Lu7MZRSPHU6xxOvzzJdbBBFCtPQODTYxruPDrC/L9vqIa4oGTP5hQf28ncvTnBurkKp7hNFivakTUc6xn37u3ngYO/l52uaRlcmxmS+RsMLl435NbyQmKnTnY1t5FtZlTCKGF9otrHPJiwG2hMtiSVkkzY/c/sQ33punLlyg2rDJ24bRJGi5gbELYPBjiS/8b7DPPbyFE+8MUPdCcjXPEARMw260jHuG+3hY/fu2vDxCyGEWD1JqBFiB5ELMCG2vqlCnf/8ndeZr7j4QYRt6mhas4Rr3Q344++e4n97zwHu2nPtMqEx0+ATx3fz50+cZaHiMlNyiJk6SoEbNMuV7u5J8cE7BjfgnW0PqZjJbSOrS2jaKJqmcefuTsYX6owv1FFAW9JC1zS8ICRXdjF0jY6UjVKKZ88uYOoaI10pujI3Fzh5ZbzIqxNFijWfuhegaZBNWHSmbO7d381Q5/KlhYUQQgghhBA7z/VWqFnNDVRJ2N46njs7z3zFpTNlYynv8mdn6Dp9bQkm8zUKNZcTFwo8eLivxaMV24lSim88PcYTr8+Qr3n4QYRpaARhs8rIqekyv/LgPu7c09Xqoa4ok7D4hQf2kis32zQFoSKTsDg82LakzRA0q6ucz1XJV11ilrGo4nUQRhRqHj3ZOPfu79nIt3FVkVI8P17lr19/lYWKSxgpLFNnqCPJI0f6ubUF8bj3HB3A0DUeOzFJqe7jBSGaptHXlmC4M8UvPbiPvvYEv/LgPo7t7+aJ12c4n6uCgpHuFA8d7uPIcLucq4QQYpOThBohtjhJkhHi5m2l39Ff/XSMhYqLUoqO1FsVZZK2ouGFlBs+/99PznN0pH1VFUBu39XBv3rXKN96YZKpQh0viNBoVlY5OtLOx46NkElIydGt7vBgltlSM/AzX3HJlZ2LZX0V2YRFzDRBg++9OosbhOi6RlvSYrgzxcOHeknFr3/K+NpEkefP57kwXyMZM8jELSKlyF3cvxNEvPtIP71t8WtvTLTERh4bpeWTEEIIIYRYTUKNVKPZnoIwYixXpdLw2debpl7zUCz+HNuTNrmKy5nZiiTUiDX14lieJ16fZbbk0JG2L7dFjyJFqe4xXajz1Z+cY09PZtO3gOrJxunJXjvOcu/+Hp45M8+pIGIiXycTN7FNHTeIqDYC2lM2B/qz3L5rcywai5Ti8TM1Ti34VJtFobEMHccPmSs1mCrU+fA9I9x/oPfqG1pjzXb1A9x/oIcXzueZLzuYhs6B/gyj/dnL5zVN0zg82Mbhwc1fgVsIIcRSklAjxBZzraDAco/LzSkhlrfVfhuzpQZvTJVxg2hRMg0030vCNvDqPvmax0tjBY7tW93KmVuG2jg8mOVcrsZ82UHXNfb3pelIbb6yruLGaJrGI7f0MdCe5MWxPFOFBqFSxC0Dy9BouCET+ToJyyQZM/BDxbnZKoWqR90N+Nm7hogvs6JpJa4f8tpkiQvzNQY7EouSsjrTMWaKDabydV4eL/CetoH1eMtiDW3EsVISaoQQQgghxNXmglKNZnsLwmb6jKaxqFLG25mGTqQUQRht7OBaRL7PG+fHb8xRrHu0p+xFLbt1XaMjHcMvOZTqHk+fzvG+O4ZaONK1E7cNfu3dB/nKE2c4O1eh4vjU3RDT0BnsTHJ4sI1feuc+zE3SrvuV8RKnci75eshgd4akbaBpGkopinWPiXydv3thggP9WboyG79wK2GbvOPg+ifzSMKoEEK0hiTUCLFFXXlRdSMXWTIBE2JrGV+o44cRlqFdrC6ymKZp2JaBH0SMzddWnVBz6bX7etPs602v5ZDFJqJpGocGsxwazNLwQoIwouEF/M3zk8yWa4x0pUi9rW92TzbGWK7Ghfkar4wXr+v7NDZfo1DziNvGshWOerNxTk2XmS05FGvepl/hJdafJNQIIYQQQogrK9S0omKiaI2YpZOMmRi6TsMLl31OzQ2IWwZtSbl+FGun4QWM5So4XkB3dvmFZZmESanuc2q6tG0SagCySZvPvu8w53NVTozlaXgh6bjJHXu6GO5Mbqrr8+fO5Sm7EW0Jc1HsStM0OlIxPD+iWPd45sw8H7hzuIUj3Rib6bMRQoidQBJqhNgibnSSdL0BgUuZ3RJI2BrkcxJLKAXIRZW4uoRtAAavTBQpVF3ak/aigASAqesMtCeYLNR5c6bMXXs6V1wpeKWqEzQDMbHlp5q6rpGMmTh+SNUNJKFGyPlMCCGEEOL/Z+++o2S76gPff0+oHDrncPNVvhKKCINBZGPLARuJYEswzxoMbxZvjYdnr7GNZTOMPfZYIxt7scDGxixssIGHYJgR4BEYBJIsoYDi1c2pc6icTtzvj7rV6r63u2+H6q7urt/nD9Dtqj5n1+6qU3vv89u/n1hRyaeNPOdWUGtPs42PNU3j6qE2xlIlZgoVWkyFNm9tw/F8UgWLgfYoV2+REjTb0USmxPNn0xQqLpGgwRUDrQx3xrbc52AzOZ5/PjvS4pvXAIzz5Z+cHZgdSdM09nQn2NOdaHRTlmQ5HuOZMpar6IovnjEnGQ0wnbM4PV3Y5NYJIYRoBhJQI0QTWmyStNkT9WZbGBCiHnZ1xggYOsWKi6/URRN9pRSW6xMPB9jTJZlmGslxfQ6PZZnNW5iGzt7uOAPt0UY36yLpok3RculuiSz6eCRo4CsoWh4V2yMWXtnQ0dA1dA08f+lrvedX38NGEy/ciYs180KuEEIIIUSz28yxoKxLbT037u3kxXNpjk24jOctkmEDI+BQtj3SJZuOeIi9PQkO9CYb3dRtp2J7fO2J07w0miFXcnA8H9PQ+eHhSfZ0x7njNXtIRppzo0ssFCAaMtE0sF2PoHlxueuy4xEKGA0pJSSq60dKgcbS1239/CZhf5l1KLEzSIZjIUQjSECNEDvUSoNmNnvgIQMdIdauKxnmqsEWfnxylkLFJR4254JqlFKUbA9d0+iIh7h2187fsVVxPPJlh1DAILlIWaFGeeLEDN97cYJUwcZyqn+TaMhkT3ecX7pxiI7E4imEG0HTNDRNw19mMVkpVd0XuIrLd09LmJZokLOzRTqToYuCvyqOh30++Gsr9YdoHFkQEUIIIYQQ860m4GUlz5Xx5taXiAS48zV7+epjJzkxalN0FKmiTdDUGe6Msbc7wS/etGvFmVNFlecrvvToSZ4/k2Imb5GMBogGDWzPZyRVJFdxqDgev/7GywgHLw4m2ekMXeOGvZ1MZsukCzbdLeEF1wnX88mXHbqTEW7a19nAljavSNAgETExdA3bW/x6X7SqWZc6kxL0JIQQov4koEaIbW6jdtRUKhWmpqbqfnzfr6bGdByHc+fO1fXYzaT2d/E8T/pxHWr96Pv+tunH1w4HOTZmkCo5pAs2plFNguz4CkPTiIcM3nowxtjoSEPatxn9OJmzeeRknsMTJVxfoWkw2Bri5l0JruqLNHSB9CcjRX5wLMts0UXTIGxq+ApShQqzuRKj0xne9apOEuHFF6lq78nR0dENb2vZ8UnN5imVy+QKJbqTAcKmvmBxsmh5KNdDc8vMTo6RWmHfKqUwvTK4NsfOzdAVD2Aa1d+tOD6TeYfWiElcKzM5Xv/X6nkeAGNjY7Jgvg6u6wIwMTFR9348evQoX/nKVyiXywD09fUxNTXF//7f/5vnn39+yd+LxWJ8+MMf5tChQ3M/e/TRR/n0pz/NkSNHcByHq666invuuYef/umfXnF7Tp06xV/+5V/y1FNPkclkGB4e5o477uB973sfur54SmkhhBBCCFFfqy35tJIx6krHsa7rcurUqRU9dyNZlgXA7OwsuVyuwa1pjDfvCzEcjTOSccAIEA3q7OuM0JvUmBzbHms39VB7L0xPT5PJZNZ8nBPTZZ49mWKm4NCTCGIaCvAwDQjFDKbyFY6MOHzr8Ze4bnBrZTuev468kZ/PPTGX1hCMVzxGZgpEgwamrmF7PiXbJxE2GEhoBK0Up06lN6wdS6lUKgBMTU2RSqU2/fxbwa4knA7ppEsuQaOEPm/tyvF8ZvMO3YkAfSFrS1zLN0rtvTAxMcHMzEyDW9MYtTW/SqWyrf/WoVCIwcHBRjdDCLFCElAjxDa11IJAvbLQjI6O4jjOqn9vpZRSczfRxNpJP9bPdunHmAHvuS7Jd44UOJexcc+nPY0FdDrjJm86EGcw0bjXs9HnPZ2y+drzWYq2j+1Wg2mUgiNWmTOpCmdmo9y2rzH1v8uOz4+OZ5guuCRCOtHgKzfh4yGNdMljImvxo2Mp3rB/+UWqjexHpRRjOZfpgku+7GG5HrmKj+35JIMaibBBOKBjuT6TeY/OmEl//JVJ+0od7NAplDWmCh6nZssEdA2lwEfRFjHoiWkMb/B7dbVtFovbiH78xje+wZNPPnnRzycmJpiYmFj2d2OxGPfddx8AX/va1/jP//k/EwwGefWrX43v+zz++OPcc889fPzjH+fOO++8ZFtefvll3ve+91EoFLj++uu55pprePzxx/nEJz7Bs88+y5/92Z+t7UUKIYQQQohVWck8bjXZaFbD932KxeKqf2+j2LaNbduNbkbD7GoLsqttfgkih1Jp49Ypt7L1vheeO5cnV3KIBzU0PM7fi56TDEG27PDcuRwH2rbmhhSl1IZ+PnXgHZfF+PYRn9miR8XxsFQ1e017RGd3e4A37gtTLpU2rA0rYVnWXKBVs9nfpnMkEWAk4zCWtYgGtPNBT4qyq2gNG+xqNWkNOBSLbqObu+Ga+b1Qs9W+t4UQO5sE1AixzdQzY8xyx3Ich2AwSGdnZ113Ztu2zdTUFKZp0tvbW7fjNhvXdZmYmEDXdfr7+xvdnG3L8zzGx8fRNI2BgYFGN2fFBoFrL4OxTJlTUyV8FH0tYfZ1NyaQRCk1l1FlIyPri5bLpx57mbyl0DWNlmg13atSCsut7hp6etTi0N5erhtq3bB2LOWx47PYKk84CG2LlDEyTI/xjMWxlM+Negs9LSFao4EFf7ORkWpmof7+/g3LinF2tkS5WKSgKnS0mRyKxDgxXWS2YDNV8in5EA5oKAwGu6Ic6InzU5d3rSmt9uCAy8tjeUZSJSqOj6ZBPGyyqzPK5X0JAsbGvMbR0VGUUvT19WEYzZeyul7Gx8fxPI+enh4CgfqWVbvrrrsAKJ1fkDx27Bjlcpmenh6GhoaW/L1YLMbdd98NwOTkJPfeey+JRIIvfvGLHDx4EIDnnnuOD3zgA/zX//pfecMb3kBPT8+Sx1NK8Vu/9VsUCgX+9E//lF/4hV8AIJVK8f73v59vfvObvOUtb+Ftb3tbXV63EEIIIYRY2oUZauavW9UzG8188wMV+vr6CIUaW5J2dnaWfD5Pe3s7yWSyoW1Zidp83PcV4aBxUbnftXBdl5GREXRdZ3h4uA6t3J6mp6cpFot0dnYSj689c4x7/DieZtOaiCw6Bw+HFelKEVcLMjS8tUpqOY7D6OgopmlueCaH3cB1VyheHstxeCyH5fokIwFetauVgbbGZkOempqiVCrR1dVFLBZrWDsaybIs3uaP8vCpEqmKTt5y8XyfWFCnJ2xyzVArP3OoF3OD1pm2iomJCSqVCt3d3USj0UY3pyEqlQoTExOEQiH6+voa3Zw1UUpJNmQhthkJqBFim7jUoH01GWtWer7e3l6CwWBdv9xrNzZ1XW/aQV891LIHST+uTy1FpKZp27If90ej7O/vaHQzFlxnNrIfHzs5Tt6q/s3i4VcCUTStWk8ZXMq2z6PHM7zm8s0PNEuVp7Fcn3jYxLjgullxPCqOj1KQKbs8eSbHUEeU9niIKwdbSIQD519LNUAoGo1uyMTKdn1mSwVmCx7DXUmioepQsC0R4fR0kel8hYrjEQ0F2N0V52Bfkhv2tK95QSIahZ72JBXHI1920HWNlkhgwxc45vejBNSsXe0zFo1G6x5Qc+ONN3LjjTfO/fuWW27B931uv/12/tN/+k8rOsY//uM/Yts2H/zgB+eCaQAOHTrEPffcw/33388///M/85GPfGTJYzzyyCMcOXKEm2++eS6YBqC9vZ0/+IM/4D3veQ9f+MIXJKBGCCGEEGITbPYNa9/3mZ6eBqrrKx0djZ9f18o8hUKhdQVRbDRfKV4ezfL82RRTuUo1c27I5IqBFq7d3UEstPbbDvPXvLZyH2y0Wpmn9b4XwqEghq6j6TqmefH82PMVuq4RCJgkE/EtVTa5loFjM98LtyQT3HL51tp0VyvzFA6Hm/YzYRgG8ZDOL13bQaitj8OjWSqORzIS4NBwOx2LbGzbiUyzem2NRCJN+16oXaMMw9i2faCUmitpJ4TYHiSgRogdarnJz2KPKaVwHGfuxnhXVxehUKiuGXGEEGI9nj+XwXI8wgFj0etYOGCQsm1OTOUpVBzi4foGAFyKVvvfCy6bFdujaLtYjo+vFBqgaYqRVImZvIXleNywd30Ljis1nauQKztEQsZcMA1AT0uEnpYw6aLNiakCA21Rbruyh/Z4fRYkwgGDcEACW8TS1jLe+OEPfwjAm9/85osee/Ob38z999/Pww8/vGxAzXLHuP766+no6OCpp56iUChs24UaIYQQQojt4sIMNRttenoa162WBtlqO8W38nqcrxT/8uwoL5xLM5WrULZcNE3D0DXG0iWOTeT4xZt20RINXvpgYsPt6Y5zbCJHruQQbrl4Xp4r28TDAXZ3J7ZUMI0Qi9E0jeHOOMOdMj9vVlv5+1EIsXNtrZmCEGJRGzmZqR1bKTVXagSgtXXzy6UIIcRyahle9CXSD2uahqaBUtVMLJttqCNGNGRQsF6p1ewrRclxKVRcbNfDV4qAqbOrM87e7jhKwVi6xMmp/Ka00XI9LNcnElwseEejLRaivzVCImziywRVbKLagshKxzxKKY4fP46u6+zdu/eix3fv3o2u6xw/fnzZxZbjx48DLMhwM9+ePXvwfZ8TJ06sqF1CCCGEEGLtNjOgxnEcstnsoudupK3SjuU8c2qW586mOTtTpDUa5LKBFi4faGGwI0qubHNsPMe3fzKy7r+h3DStj5v2ddIaDVK0XDJFe65flVLkyw7pgk1bLMTN+zob3FKxVSmlODGR4+HDE/zw8ARnZwry+WwQ6XchhGgMyVAjxDZ34SBquUHVco85jrOgbvT8QBshhNgKOuJBDF3D9fxF6357vgIFQVPf9Ow0AIeG2/g/z4+TKdpkijYt0QC5skOq4OB6Hp4PuqZh2S6PHJ3m0HArfa1hTk4XmMpWsPq8DW+jrmnoWrUPl+J61XTPW6luutj5VhtQk81msW2b9vZ2gsGLd76apklbWxuzs7MUi8Uls8tMTU0B1cx8i6n9fGZmZkXtEkIIIYQQm28la1cXPqdWSqatrY10Or0h7dqJPN/n+bNpJjIlBtqjJCKvzL0jQZNdndVsKKOpEqOpEoMdsVWfYzsEFW0nva1R3nbtAN/6yQhT2TKpgkUoYOC4Prqu0d8W5TWXdXNZf0ujmyq2oOMTOR544gyjqSJlx0Oj+lnf3RXnl2/ZvabPuBBCCLHdSECNENvUaiaXK3luLZhG07RNCaKRQB0hxGrdeqCLH5+cJVdyCJrGgoAPpRQlyyUcMLhpbwdBc/OT8EWCBrdfP8hXHj/DdK5CZsbBcj0cr3q9MzQwDHB8xWiqRNl2uWV/FyHToOx4lCx3w6+NbbEgyYjJudkSHfHQRdl+yraH6/vEQybJiKTnFptvpeObcrkMVOuGLyUcDgMsG1BTO07tuUsdo1QqrahdQgghhBBi7VaSoaaec6ZIJEIymZSAmlWYzFaYLVgoBfHwxbcWdF2jLRYkW7I5NZWXm+1bxGsv76ElGuCHhycZTZdwPB9T1+lKhrn1YBe37O/aUoFMZdvl+ESOfMkik7bZ07X5m6YEHBvP8TffPcJktozt+kRDJkopsqUymaLNZLbM//22Kxhol8+52Hxb6ZolhNj5JKBGiG2m3jdbff+VLAXt7e1kMpkNvaErA536ksAk0UyuGGjhYG+SF0czZEs24aBBwNDxfUXF8UCDjliIt1zT17A2XrurjYCp8y/PjfHc2Qy+r9A1MHWNaMikJRJA1zVyZYd00eHFkQyD7VGqV8ZXro8bda1siQZpi4VIF21G0iV6kmFCAQOlFEXLZSpboTMZpqclIhlqxKaZ/1220ve+rq88aG6570rDMFZ03vnjJSGEEEIIsTFWW/JpJWPHC58zP1C6t7dX1lVWyfV8PN8nYOpL9n/A1ClZHvYymVHF5rtmuJ2rh9qYyJQpVFwiQYP+9ij6FlqrdTyf//PcKE+dnCVbsnE9H9exaDtb5mf0Nm49sLUCf3YyXym++vgpJrNlTKMafFXre18pZvMW45kyDzxxhv/w9isb3NrmI58DIYTYXBJQI8Q2calB0loGUUqpuV04mqbR29tLJpNZU/uEEGKjGbrGb7z5AJ9+6BhHJ3JUzmd10TSNSNCgNRbkg286QG/r0hkrNsOVAy0EDY3JTJkx3ycSNNDQFuzeS0QCTOcsZvMWiXCAvT0JEmGT6U1o38G+JI7nM5EpM5ouAdXMZKah090Spr8tynCn7C4SjbHS8Uw0GgVeSdW/mEqlsuC5i6lluKk9d6ljxGLymRBCCCGE2GgXjgXXEnh94e/NZ1kW2WwWgFAoRCAQWFD+XFxaLBQgZBpYtoev1KLBGCXLI2QaxEOSVaQe6hn0pWkafW1Lz48ayfN9vvTISZ47k2I6VyFo6pi6RqHskS37fPPJsxQqDm89NNDopjaFo2NZJtJlHM9fEEwD1XLiHYkQo6kSJybzjKVK9LdvjfeVrxTPn03z2NEpxjNlTF1jf2+S113eIxmzhBBCrJkE1AixQ9UGuYtNumqPlctlCoUCUF1I0HV92d8TQohGi4cD/ObPXsHh0Sz/dmyGVNEmFNC5driNm/d1EgkajW4iANN5CwV0JapllYoVD8vxCJ7fxacBQVOjaLkEDI2+lgimsTllqiJBg2uGW2mPh5jKlqk4HrqmEQub9LZE6G2V7DSiarPGAms5TzweJxqNgp9A1AAAIABJREFUkk6ncV0X01w4rXFdl3Q6TSgUIplMLnmc7u5uDh8+zMzMDPv27bvo8enpaphbV1fXqtsohBBCCCFWZ7UZapb7/QsppZiYmJj794XjR7Ey7fEg/e1RxtIlZvMWXcmFpVMrtkeubHOwt4WD/UuPw4W40NMnZ3nhbJrpXIX+tiihgIHv+0QNl4qrMZYu8fBLE1w92LZlgjd2snOzRcqORzRkLnpt1TWNSMCg4nicnS1s+N9kJd8JluPx2e8d5YVzaQoVB9v10YATk3keOTLJz10/xNuvG9zQdgohhNiZZOYgRBObnZ2d++9ayQMhhNjqdE3jqsFWrhpsbXRTllQr4aRpGolIAF9VFxaLloehaygUtusTDhh0JsLs7Y5vavtCpsHe7ji7OmPYroemaYSWSdk9n1KKsXSZU1MFyueDhHZ1xhjqiEkgjliTtd4s2b9/P8899xynT59m//79Cx4/deoUvu9z8ODBZY9z4MABfvCDH3D8+HFuueWWi9p18uRJDMNYNNhGCCGEEELU13oDapZTKBSwLAvDMPA876LHZWPZymiaxo17OxlLlzg9VaDieLTFguiaRqHikCrYDLTFuGKwlbZYqNHNFdvIj0/OkC5adCaqpalrNE0jGtTBMMiUbH58coZfaB9uYEvFnAYsAS23bvXFH53kmdOz5EoOiYhJ8vx6XOl8ifP/+dQ52mIhbjkgG2aEEEKszuZshRZCbJgLJ/zLLQDUHqv9v+/7hMPhJZ8vhBBibfrbosRCJvmKS9DQaY0GSUQCREMmAUMjYOigoCMe5HWXdxMw6zsk83zFZLbMSKpEumgt+d1g6BqRoEk4YKwomKZsuzz4kzH+1zOj/OjoFI8dm+bRo9N86ydj/M+nzpEt7Zx06a7nM5ktM54uU7TcRjenoTa6NvdaU/m/7nWvA+Chhx666LHaz17/+tev6Bjf/e53L3rs6aefJpVKccMNNxCPb27QmxBCCCGEqK9yuQxAW1sb8MoYdKPHumu1lQN89nQneMs1A+zvTRINmkznLCYyZTwf9nTHuXZXO2+4srfRzRTbiOV4TGbKlG1vQbns+RKRACXLZWS2uMmta06DHTHCAYOS5S56PfKVomx7hAMGwx2Nny9PZMo8dWqGbMmmMxkiHg5gGjpBU6c1FiQZCZApWvzLc6P4W/j6KoQQYmuSDDVCbFOrmfBf+FzHcQDQdZ3Ozk5GRkbq2jax8bbqgo8Q24HnK05PF5jNW6BBdzLMcGds0drvazXUEaW/LcJswWIyW6G7JUxbLIjj+Tiuz0zeoiMR4qrBNgbqmBa3Wis6w0ujGVIFG89XBE2d3tYIr9rdzq7OtdeL9nzFQy9McHQsR6pk035+QcJyfcYyZTIlG9dT/Nz1A0SC23eI6Xg+z5xOcWQsR7bsoJQiHDDY1Rnjhr0ddMRll+VG0vWVB5e9853v5LOf/Sx/8zd/w2tf+1quvvpqAJ5//nk++9nPEg6Hee973zv3/LNnz+I4Dt3d3SQSCQBuvvlmDhw4wCOPPMKXv/xl7rjjDgBSqRR/+Id/CMAHPvCBer08IYQQQgixjLVmqFnuub7vz/13R0cHwWBwbY3bJNtlvefKwVbaY0F+8PIEE+kypqGxuyvBq3Z30NcW2TavYytrtj5UwHIvWTv/HImF2ByX9bfQ2xohU7JJF23aYsG596SvFKm8RSRosK8nsSVKcD19aoaS5RIJmtVNbBeIhgzyFYfxdIkz0wX2dCca0EpRD1s54FQIsXNt37sdQjSp9Q4YKpUKlmUB0N7eLjWjhRBN5eRUnkeOTDNbsOayjiTCAbqSYX768u66Bbdomsbbr+0nXbQZTZc4NVUgFjJRVFPNxsMBBjuivPVQX13OB9Xvh++/NMkL5zJMZMooIGDqVGyP8UyZiUyZN1zZw+X9LWs6/qnpAudmimTKNvu645jnFyjiQFssyJnpIqPpEkfGcly3u71ur2szOZ7Pt58d49hEnqlcBY1qFh/L9ZjMVhhNl3nHdf30tEQa3dQdZa1jm8HBQX77t3+bj3/847z73e+eK9n0+OOP47ouf/Inf0JHR8fc89///vczOjrKH//xH/POd74TqAbw/NEf/RF33303H/vYx/jqV79Kd3c3TzzxBNlsljvuuIM3vvGN63+RQgghhBDikupd8kkpNZeZxjRN2tvbKZVK6z5us3Ncn4dfnuDoWJZsycHxfIKmzmiqRGssSE9rBKO5YkHEOgVNnY54iNFUiZLlEgsHLnpOoeIQDZr0tcl8fDPomsavvHo3f/PQEaZyFcbSJSJBE6Wq2YvDAYO+1gi/eNOuRjcVgFzJwfUVwUWCaaD6/RIwdFxfkSs7m9w6IYQQ253cSRdim7jUroSV7FpQSi3IRhOJNG4CIpHEQojNdnKqwHeeHefs+fTAiXA1wGU0VWIqV6FQcfi56wfpa63PtXGgPcr7fmoPD71QPWfJ8tA06EqE2NMd581X99GVrF/ZvWMTeV4cyTCSKtHfFiEeNtE0DV8pZvMWp2eK/OjIFANtURKRixenLuXERJ5U0aYzEZ4LpqnRNY3uljDj6TLHJvMND6hZ63fMM6dSHBvPM5UrM9AeJRqqDpWr5Z8qnJoq8L0XJ7nj1bswdFkhrpe1lnwCeN/73kd/fz+f/exnefrppwkGg1x//fV86EMf4tZbb13RMQ4dOsRXvvIVPvnJT/L4449z7Ngxdu3axW/+5m/yrne9a1XtEUIIIYQQa7fSta2VPj+Xy+G61Y0UyWSy6TJ+bATP93nwJyMcHqlu5IiFTUIBnWzJZiJTJle2KVkub76mX/pbrJimady4r5Nzs0Wm8xbBgLEgy4jl+mQtn6H2GDfu7WxgS5vLwb4W/v2bL+drT5xmLF2iYnugQTIaYVdnjF959R4GO9aeCbmeIiETQ9NwPH/Rx5VSuJ6PoWtEt3FWZfEK+Y4RQmwm+eYQYodTSs0NLlzXxfM8NE276GbjZgW4yEBHCNEInq947Og0Z2eLJMImnYnQ3PWoKxFiIlPh3GyJx45O80s3DdXtWtXXFuHXXreXyWyZiUwFTYO+1khdA2lqXhrNMpOz6G4JLwiY0TWNrmQYy/VJFWxeHstx076OZY60uHzFoeJ49C4RcBQNGtiuR8ly8Xy1JQJOVvN3dDyfI+M5pnJlBjuiC8pWmYZOf1uEk1MFpnMVzswU2CvpgetmPQE1ALfddhu33XbbJZ/3ve99b8nH9u/fzyc/+clVn1sIIYQQQtTPejPUzP99y7KYmpqa+7dhGOtrnADgyFiO4xM5pnMV9vbECQVe6deS5XJ2pkjA0Lmsv4Xhzvi6ziWb8ZrLTfs6eeFcGtfPcm6mSDRkYupQKLs4Hgx0JLhxXyfD6yhlLVbvQF+S//fnr+HERJ7RVBFN09jdFWe4M7al1vlftbudf3l2lKlcmUQkcNGaVMXxAOhMhNnbs75rkxBCiOYjATVC7FCLDWg9rzpwjEQiS6a4rf3e/EAcIYTY7s7OFJnOV1BKLQimgep1r6c1zPGJAuOZMtPng1LqqaclsqFlgizXYzpXoWS7DHYuXraqNRpkOldhLFMCVh9QYxo6uqbhnk/nfSHPV6Bp6JrGFoilWbXZvEW25KDr2oJgmhpN02iNBsmVHcZSZQmoqaP1BtQIIYQQQoid4cKAmvWMEycmJlBKEQgEcJyVlfdo5rUw1/M5Op7jyFiWkuUSDhpc3t/CZf0tCzKUHh7NMJOr0N0SXhBMAxANmXQkQszmLV4ayaw5oKZZ/wbNLmga3PXT+/nGj8/y4kiGQsXBcT2iAZ1EwuRN1/TzJsl81BC6pnGgL8mBvmSjm7Kk4c44l/W3ULJcZnIVktEg4YA+V3o9X3Zpj4d4/ZW9GPriZaG2Awk0FEKIxpCAGiG2uZUMomqBNADd3d1UKpW5f8skRIjm5Xo+PzmT5vBoFtdT9LSGec2BLlpjwUY3re5SRYuS5ZEIBxa97umaRixkULJcUsX6B9RsNN9XVONZNJa6qhu6hlLV567FYHuUE5PVsk+1UkjzpYo2LZEAg+3Rbfnd4vkKXy2fWUfXqyW03DX2obi07fjeEUIIIYQQ9VHPsaBlWZimSSQSWVFATTPfpEwVLB544gwjqSKZoo3j+QQMnRfOpelvi/LOm3fRkQjjK8VMrkLRchnuWjxLSDIS4HShyEze2uRXIXaCSNDk3T+1l9m8xZGxDIWyRS41xcGeOIeuGmh087aMiu2RKlhoGnQmwwvKYzWz979+P4WKw6mpAvmyQ6pQLf8UCRh0JkK85rIe3nh1X4NbKURzjzmE2K4koEaIHWaxUk7T09NAdWGiq6uLc+fONaJpQmxZzTiIPT6R5zPfPcZ0vlKtL6yqARdff/IcP3NtP79w4xD6DrqxraGhaeAt87dWAJrG0iEpW1coYBALGRi6RsXxFs2wUqg4RIIGLdG1BUwd7EvywkiGE5MFJrNlOhNhjPMBJumCTbpgsacrzuX9Let9OQ2RjAYIBQwqto/n+4vuWCpWXKIhg5ZoYJEj7DzNeG0UQgghhBBbQz3Gor29vRQKhTq0ZvNt1ljccjy++m+nOTpezUzTHg8RChhYjsdkpkKu5PCVfzvN3a/fTzhgMDddVrDU1Flb+iEhVqTjfPCDZVkcO5YjYMo7CiBfdvjh8WoGn5LlomkayUiAa3e181OX9RAONndpu2Q0yG/+7NU8cnSSR49MMZ2rll7f15PkdVf0cN2udtnEI4QQYk0koEaIbaY2oV7p4K9QKFAsFgEIBBbPzCBEs2rWz8O52SL/48HDpIs2vlIEDR1NB9dTZIoO//OpEZSCd9483Oim1k1PS5h42OTsTJHuZPiiYCHX9ylWXHpbI/S2bq/sNFDNsHOwL8l4psxEpsJwZ2xBphXL8UgXbHZ1xbhsjSl6k5EAr72sG99XTGYqHB3PETB1XNcnEjLZ3RXnxn0d9LVtXGmrjZQIB9jVGWMqW2YyW6GvNbLgGlGouBQtl4H2KAd7t26a442w0ddKKfkkhBBCCCHg4pJPqzU/Q3NbWxvRaHTJgJrVrq/tVM+fTTMyW6Rie+zpSqCfn0dGgyYt0SBnZgqMpko8dybNLQe66E5GOBsukCnZtMdDFx0vU7JJRALbLuurEFtdruLx7cdHmMjZpIs2pq6hUIymYCpX4fR0gfe+du+iG6yaSTho8Kar+3nT1f24no+uaztqw2BNs393CSHEZmvub1chtpG1DpJmZmbWfQyxdUn2ALEWDzx5jmzJRtMgHjTnrg1BExzPp2i5fOvZMW67qpe2HVL+qb8tQm9rhOmcxXi6TG9rZC7gxPV8RtNlWqJBdnXG1pzBpdGuGWrlxGQeyylwYjJPayxI0NAp2R65kkNfW4QDvUn61xHwsr8nQSxk8sK5DCOpIo6nMHWNnpYIVw22sLsrXsdXtPlu2NPOWKrEqZkiJ6cKtMWC6LpGseJSqLgMdUQ5NNRKLCxD6HqS7zIhhBBCCAGrX7eqPb82npyampp7rKOjY8Fzt0sAzWa374VzadJFi85EeC6YpkbXNLoSYabzFV4cqQbUXDXUyunpPOdmioQDxoJywPmyQ7pgs7c7wVWDbZv6OoTYyZRSPHK6xNmswlUw3BkjaFaz6pZtj4lMmSNjWR56fozbb9g5m+PWy5RSWHWjlOL4RI6nTs2SKlgEDJ39vUlu2NtBMrK566iyhiSEaAS5GyDEDnHhhLs2sFBKEY/HF92RI4MPIZpPumjx3Jk0jucTD1+ctSpg6Di6juV4/OjIFLdfP9igltaXpmm8/vIecmWHkdkSxyfzxIImCkXJ8miJVYNpfupgV6ObumaRoMk7rhvgey9OMJ4ukyk5lFyXoGmwvzfOwd4kr728e90LtH2tEfpaI5Rtl7LtETKNHRNg0pUM8/br+vnXFyeZKVjkSw4+inDAoK81wrXDbdy0r+PSBxKrIhlqhBBCCCEErCxDzVI/z+Vy5PP5i44l48vl5coOluMTDS1eKiYaNLEcj1zZAWB/b5LL+1txPcXZmSKhgE4oYFC2PTxPMdQR49Cu9m2buVSIrWgq7zCZdyhasLc3uSAjcSRoMNAe5exMgRfOZbjtqj7i4eYoUy02h+V4/NOjJzk8miVbsrEcD13TePFchodfmuCXb9nN1cObH0Qp3+/1o5RC0zR830fXJRBNiMXsjLsfQoiLuK4LgGEYdHV1LQioWWywsdk7dSSYR4jGmMxWcH21bMpT09BwfcVEprzJrdtY3S1hfuGGQR47NsPIbImi5aJp0N9msqsrzmsOdG7b7DQ1LdEgv3jjEGPpMmdmijieTyxksr8nQWudsw1FguaOTCXc3xblzlt3cWq6wHi6jOcrWqJBDvQlSMii1IaQgBohhBBCCAHLjwWXe8zzPFKp1IKf1W4OieUFTR3D0HA8xWLJHBzPx9A1gucf1DWNt17bT0s0wIsjGTJFG9fzSYQDdMRDHNrVzvV7OqTvhaijc+kKZVsRDwcWBNPUBM1qYFu+7HButsgVA60UKg6PH5/mJ6dS5CsO4aDBNUNtvPpANx2Ji8u1CbEYpRRf+bfT/OR0itmCRWs0SDIaxPMVuZJNtmzz5cdOEQub7OlONLq5Yo1838cwjAXBNDKOEmKhnXcXRIgms1hgSrFYnAuo6erqwjAW32UCSy9IyBfm1iZ/G7FWhq6hASwT06YADTB3YER6ZyLM7dcPki5azOQtNDS6W8IkIzsnUELTNAbaowy0RxvdlG3LNHQO9CY50JtsdFOajny/CSGEEEI0rwsz1Kx0M1Y+n8f3fWKxGMVicaOatyPt60lwaipPumDR13bxHDJdtGiJBtnb88qNUkPXec1lPdywt5OzM0Us1yMaNBnqjBGQEitC1J3ng48iuEgwTY2payilcFyfkdkif/f9Y0xmyuTLDq7nYxgaZ6YLPHpkive9bh9XDrauuT3++fMETH3JzXpiZxhNlXhpJMNs3mKwI0bAfOUaHwuZzOQqTOUqPHx4YlMCanyleGk0x7++mCNdyRGJphjuiHHrwW6uGGiRNaU1+OY3v8mPfvQjstksV1xxBbfffjt79+5F0zS5RyjEPBJQI8Q2c6nFBM/zGBkZmft3JPJKitWtkBVGvoCFaKzhzhjxcICS7eH6/kVBM7XJdzhocPnAzg0maIuFaIvJjhwhtgLJUCOEEEIIIWBlJZ8W47ouhmHQ09PDqVOntsT613bxqj0dPHN6ltNTBSazZTriIUxDx/N9ZgsWBctlT1ec6/dcXPo2FDA40Ldz1w2E2CqSEYOgoVGyvUUfV6pazrw9HiYcNPjc949xeiqP5yva4kGCpoHr+WRLNudSRf7hh8f5f95xFT0tqyvNdm62yA9emuC5Mykczydk6ly3p4PXX9G7aECe2P5+ciZFrmyTiAYWBNPUtMVDnJkucHwiR7Zkb2jmb9fz+cLDJ3jq5DSZYgXHAz1jc26mwPNn09y8v5M7X7N30SxOW41SirGxMQYGBggEGrvJM5lM8o1vfAOA73//+zz00EN86EMf4h3veIcE1AgxjwTUCLFNLfVFViwWcRxnLoJ0uedeiuu6eJ5X1y/NWuYcANu263bcZuN5r0ygpB/Xzvf9uf9uln7UgFv3t/Pt5yYo2x7RIHMTDaUUFccHDVojAQ4NJlbUL/MXK5ulHzeabdsyYVmH2nvStm2p/bsO8/txuWx361WpVOb++8iRIxt2HiGEEEIIsbPMX2Pq7e3FNNe+1K2Uqvsa2FrU1il831+w9rNR2qIB3naon2/9ZJTpXIUTkzl0XcPzFYlIgF2dMd5yTR8d8eCmtAdeWfOq/U2aVW0+tlnvha1o/rpds/YBwN6OMImQQT7vkys5JC7IsjybtwmYOr0tYcZmq8Fxnq/obQnPXdMMU6crEWImbzGbt/jh4Ql+6abhFbfh6VOzfPGRU2RKNiXLRSnQNJjKVXjyxAx3//T6st5cilwXqjb7upAtWtiOV33PLRKsamgQNDRsxydTqBAPbdza0dd/fJYnT04zm7eImhotEYNgIEjJ9pjMlnn06BQt0QBvv3Zgw9pQL1//+tf5wz/8Q26++WY+97nPrWv8slpTU1NMTEywe/du4vE4r3/967n//vuxbZtUKsV//+//nXvvvZcDBw5w4MABXNfd1PYJsVXJp0CIbeJSE/ra47WbsKFQaMENqsUst2OnNmGp90JCLpcDaHjk7XZXLpcBZDCzTrXFt2a74f5zr+rn+GSB45MFSpaLpmloGni+wjR0WiIBPvD6PZKquQF0XZ+bFMvne+1M08R1XSqVCtGo7JJaq2AwiGVZ5HI52traNuw8iUQCwzDwPI+HHnqImZkZOjs7N+x8QgghhBBia1pNhhrf9+fKO4XDYWKx2LrOqZQinU43dH3A933S6TRQXa/IZDKbct7BhMbPXdPJT85lOTNTwvUUpqEx3BHl2qEkAy36prUFXlnzMgxjU8+71ZRKJQAsy2rafnAcB6h+Ppu1DwA05XFNXxgXm4lMkWzRIBYyUArylovrKfpbw9wwHOP7L0+RLVokw+aiARfxkM5U3uapE1O8YX9iRWv/kzmLLzx8mqmcRdDU6YgHMXUN1/PJV1xGU0X+7l+P8B/etJfW6Mas+dfWcG3bJp1ONzz4sVFq342zs7ObsqnRc2xAUbEdFouVUUphux7K97DKRTIZZ0PaUbRcHnt5gtm8RXvMRFd+NcBH+USDOoZWLT/18ItjvGogQmiRbDpbiWEY3HjjjWSzWT73uc9xzz33bMp5/+qv/opPf/rTBINBdu3axVvf+lY+9KEP8TM/8zML2vZHf/RHfOxjH+Of/umfME1TMtUIgQTUCLFjzB8g9/X1zU0y1prmVimFYRh1DXypVCpzATU9PT2EQlJuZa0mJycBaG1tlX5ch1rQWSQSaap+DIXgt37+Gr7+5Fl+9PIURctFUc1Uc+VAK7900xD7elZe93Z+AF4z9eNGCIfDlEolfN+XvlyH1tZWZmZmKJVKGxoIstN1d3dz7tw5crkc7e3tBIMbl7r3Yx/7GH/wB39AoVDg4x//OJ/85Cc37FxCCCGEEGJrWk1AzfT09NxcdC1B9LXjz896UFtr2QoymcymBxBc1wlXtoWwXZ+gqRM0fKhkGB9vTCCD67qMj4835NxbSS3IqpnJewGu7Anh+YpnfY+i5ZEpOIBGJKjRGda5qd8g4uZI5Qo4rofywV6iRJTn+RRKFUZGxzGNS98k/9fjBdKFCoYGsYBCeQ7O+UPHAopcxSeVt/jes2e4dffaghtXyvd9JiYmNvQc20GhUKBQKGz4edpMm6Dmkyl6hLSLs7iVbB9N+cRMDys3w3h+Y4IuXpyokClWMDRVDaY5rxZ0pwM6itl8hScOn2V/59ZbUz1+/DgPPPDAgk3w5XKZ++67j+985ztEIouXYIvFYnz4wx/m0KFDaz63bdt84hOf4Mtf/jIAu3fv5vDhwxw+fJhsNstdd91Ff38/AHfddRff//73efTRR/nqV7/Kr/zKr6z5vELsJBJQI8QOMD9KPxAI0NbWtuykeyXRpMVikUAgULfIU6UU09PTQHUQ4Hne3E4isTqO4yzIUCP9uHb5fB6oZgVpxn78+Wu7eduVHZyZre5A60qG6EpUJxyr6Y/aIqZSqin7sZ5qZXXy+XzTZU6qp1owaKFQIJvNSrafdYhGo5RKJcbHxzc0a8xtt93GmTNneO655zhy5Ajf+ta3FuyQEUIIIYQQO99K1qCUUnPj/NX+3oXPrc1lW1tbG14u1vf9uYwkkUhkQ0uubmWe582tecVisabdEV/LuKrrelNnXXUcB8uyME2TcDjc6OY0jGVZOI7DjbtbOLSrnSOTJVJFF12D7mSQg10RQoHq9SsRKWIaLgodhUbB9nA8hQaEAzpBQ0PXNcJBk5ZkfEWfsTOZLJYL7VFzrmz8fPGQT67icSbr85Z4vN4vf065XMbzPEKhUNNmv1dKUSqVUEoRDoc3fL3ryqji2XGHslshVVG0RgyCpo6vFCXLJ2cruuJBbtjdSiKxccFUyvBRaARNDd0wQKm573Bd10HTCJgKhYYyQsQ38H24Vg899BDPPPPMoo89//zzy/5uLBbjvvvuW/O58/k8jz32GIFAgI985CP88i//Mi+99BJf+tKX+MIXvoBpmvz6r/86ra3Vsm133nknjz76KA8//DA/+7M/u2SwjxDNRO4uCLHNKaWYmZmZi8aNx+Pny7esbsKplFqQum1qaqruba0pFoty071OxsbGGt2EHSGXy81lT9ruLNfnhfEKp9MOvlJ0RE2uGwjTHl36K7+2NGNlYSS75NNWZGRkZH0HEEB1olML+BLrIzuX6qNSqWzI53uxHTqWZfHRj36Uz3/+80suktVjh44QQgghhNhaLsxQMz9LzfzSTLUxfi34ezGLBdBcqHYzrq2tjWAw2NCAmtpYO5lMMjAw0LB2NNr4+Djlcpm2tjZ6e3sb3ZyGmZqaolKp0NraSk9PT6Ob0zAzMzNMT0/T0tJCd3d3o5vTMLOzs0xNTRGPx+np6eGK/Us/99WFACPZ08zkbVzfR/mgqF4PC7aPBrREA9x8sI/h4eFLnlspha9PorCIhIOLXlMNU5G1ymAEGRoaWuvLvKTa+yEajTb19WF6epqZmRmCweCmfF/8X61dfP7hE4yly6RLNkr5+EoRDRoMdcR59YEu3n794IYGQI5UpgmdKFC2XELnsyc7jlMtBaZBKBjEL3tEQkGG+3sYGmrfsLasVa2s0/z7YufOnZu7Dzc0NERfX99FvxeLxbj77rvXdW7XdfF9n3g8zm233UZ7ezuvfe1rGRwcxLZt/vZv/5ZgMMhHPvIRAE6dOgVU16cXC6ZJpVJ8+9vf5r3vfe+62iXEdiIBNUJsMxcuCPi+vyAl7XIDl8XS5V64WNHZ2Uk2m63rAGh+1orNiJze6WrpHKPRqGQbsaREAAAgAElEQVSwWKdaX+6UXU+HJ4p89ek0BcvD9aufd0OzePxsmVfvSfKzV7ejL7KTpB5qfVnvHQCer3hxvMgTp/NM5x10HfZ1RrhlT5Khtq2XvnO9arsSNU0jFtvYNLk7XW1Hn/Tl+tV2BW5EXy63Q2epn9esd4eOEEIIIYTYWlZS8slxHHzfJxqNEgqFLgqo0TRtReXP1bzd7YFAoKHrK8VikXw+j6ZpTR004HneXOahZi/dW1tHbfa5rOu6AE2/lly7PtWuWcu5cW8nX37sNJbroRRogKYDqrrGBpAruwy2r+y9pWkayUgA09CxXZ9Q4OLsWbbrYerV522k2o39WharZtXS0sLMzAz5fB7P8zY8o1l3S4R//6aDPHZsmmdPpyjaLjoaQ50xbt7XydVDrRu+rn7VYCvxsEm6aM2VJTQDJq7n4ns+ZcvB9RTJaIDLB1o2tC1rdfXVV/MXf/EXC35WLpe588475wJrPvOZz7Bv3766nzsYDBKNRhkdHcWyLKD6nbt7927+23/7b/zar/0an/rUpwA4ePAg3/jGNwDmykD5vj93HXrsscf48z//c5599lkmJyf5j//xP9a9vUJsRc09EhFiB7BtG1h+V85K1aJUk8lkXQdBtRq30WiU4eHhHRG40CiZTIZCoUAkEmHXrl2Nbs62Vi6XKRQKBIPBFe3I2OqOjGX556fPkiu7aEDQ1NHQcDyfou3zb6fztLYmee9P7a37uT3P4+jRo+i6XtedKCXL5f4HX+LwaBbb9c5P/DVmCi5PjxR55827+KWbtv/fbj6lFEePHsX3fXp7e5s2hW09KKU4ceIEjuPQ1ta2JdO9bhdKKU6dOoVlWYTDYbq6uup27MV26Jw4cWKudOX+/ftpb794Z1E9dugIIYQQQoitZSXrRbWbOr29vcuWO7+UWtCNYRgNLa+klJrbKNfZ2dnUc8BsNotSai5Yqll5njeXwbPZy2xIQE1V7Rrled4ln2s5HhXHAwW6BgpQPqBV/w3V///RkUlu3r+yss437OlgNFUiV3boNPWLgh9zZYd4OMANeztW+9JWpfZ5qFQqC27wN5tacESpVCKXy21KAGJLNMjbrx3gLdf0UbY9TEMnvEhw1UZJRgLctLeTYsVlKlehJRogGjTRdZN82abkVOhKRrn1QNemtmu9IpEI9957L/fccw+WZfE7v/M7fPGLX6zruMT3fdra2vjVX/1V7r33Xj71qU/xyU9+EsMwsG2bjo4O/uIv/oLf/d3f5VOf+hStra1kMhluuukm3vOe9wDVoL50Os3f//3f85nPfAaAjo4Orrnmmrq1U4itrrlHIkJsI0stKiilCIVCJJPJJQNqVlpLulbyqZ4BL+VyeW6Bo7e3V4Jp1imdTgPM1bMUa1dbnNgpNZj/vyfOUqi4mLpGOGDMfdYCpo7r+RQtl4eeH+ft1w7QHt8eC1N//d2jvHAug+16BE2DUEBDKXA8n5Ll8rXHz9CZCPG6y3dO+mNN0wiHw5RKJSzLaurF1PXSNI3W1lamp6fJZDISULMOmqbR29vLmTNnmJ2dpaWlheD5FLvrtdgOnenpad71rneRzWZJpVJ84QtfWDSoRgghhBBC7FwXZpmpbSiD6vpSPW6w+76PYRhzN+0bIZPJYFkWpmmSTCYb2pZGUkqRSqUAmrof4JUMwOFwGKVUU/eF4zhAdU7azP1Qux66rnvJfnjkyCSO6xMM6ATOZ5WprfkHDJ2gqZEru7w0kmE8VaAreel10Vv2tfPo0SlGZktM5SokwgEChobt+eTPr0X2tIS5flfrhv+dQqEQlmVRKBSIRqOX/oUdKpFIUCqVSKfTJBKJTT132NSAzb82vePaPtKFCi+MZMmXHdJFGw0I6IrWiME1AzHedFXPtrtWXHvttdx111187Wtf49ixY3z+85/n3/27f1e349fuEdx55508+OCDfPe73+UTn/gEH/zgB+nt7WVqaoojR44sCFB729vexq/+6q9y9dVXA/Doo49y33338eKLLwJwxx138NGPfpRkMlm3dgqx1UlAjRDb1Pyd3ENDQwv+Pd9yaW7nP+b7/lx62XoFvczfZZNIJLBte8ECiFgd27bnypfouk4+n290k7a1XC4HsCP6cjJX4choBtfziYdMlFr4+dY1DVPXqTge3332LG8/VN86w7WUs0qpuvXlaLrMkydnsFyPaNBAP39d0jQImTq6BmXH4+tPnOFQf2Tu8Z2gNoGp7c4Ta1dbZM/n82QymYbuPN0JIpEI5XKZ0dFROjtXtpNtLcLhMPfeey//8A//gO/7/Jf/8l+4//77N+x8QgghhBBi66iVbLpwzaoWbGEYxkXB8quZN9Xmr7Ztc/bs2Tq0uD5c1+XEiRONbsaWMDExwcTERKOb0XCVSoVjx441uhlbwsjISKObsCWUy+VLvieOnslhux6GBqbmYwagWvgJwEf5oGsKy3Z55vAJ9rSvbLPMm3ab/K+yRrbskylW8BUYOkRMnfaYzht3G4yePbWu17cao6Ojm3aurcyyrKa6Ttzap+gKBHlp0mfm/O2w7rjJ1b0hdrdrnDxxvLENXIXjx4/zwAMPzG36HRwcxHEc/vRP/5QHH3xw2QxlsViMD3/4wxw6dOiS56kFJJqmyR//8R/z27/923zpS1/igQce4Prrr+fcuXOUSiVmZ2fZu3cvt99+O3feeSft7e1kMhn++q//mr/7u78DqiWgfu/3fo83vvGNAE2dKUo0HwmoEWIbchyH6elpoFrnORwOLxlQs5pjjo2N1aN5i8rn89s+aGGrUErJpKGOMpnMutJEbwUnZiwcz6umclU+i60l6prC9XxOTaQYad+YSH2lVN0WOb53vIDj+hjnX5N3wWvSUPgKxjMlfvzSaQZadl4ml1wuNxf4JdavVn5QrF+lUtmwBc0LFxR83+fBBx/k6NGjy2apWc1ighBCCCGE2LpqATXzzczMzGWqWGuQvFJqLiNNMBjEdd2GZ1H2fX/uteq63vD2NFKtlE1tE1kzq/VFs78nap9ZkL6Y3xeXugYGDH0ufEZjqYz31Q1rQXPlJe8G2gzuuinI4ckKx6YrVBxFJKhzWVeIy3vChMzN+dzOv242+6apWl8003XTAK7oNbmi95XsRPM/H9upL77zne/wzDPPLPrY888/f8nfj8Vi3HfffSs6l2ma+L5Pf38/f/Inf8KTTz7Jpz/9aR599FEAWlpaeOtb38p73vMebr31VgB+8IMfcP/99/Pyyy8D1Qw3H/3oR+cyIimltk1fC1EPElAjxDZTC6aYP6FYzHKTjNpjSikCgQBtbW3Ytl3XiYnv+3MlqMLhcNPXul0vpdRc0FQ0GpXByjrN789YLLbtJ+WJioGuZVGopcvDodDQiIaCdS99M78/63Vs2y+jAENfPGuWpmnomo9CwzeCxOOxupx3K6hdPzVNIxbbOa+rUVzXncvuFY1Gt/3nvdFq2eY2qj8feuihRRcUjh+/9C6j1SwmCCGEEEKIrenC8WWxWFywCWb+46sdi9Z2Ug8MDBAMBhu6tmJZFidPngRgz549O6Yc9Vo4jjM33t+/f39TryG6rsuxY8fQNI0DBw409fqf53kcPXoUXde57LLLGt2chqq9LwzD4ODBg8s+N2/O8sz4yxQrLlHTvOg66Xo+aD5t8Qivu/4KQoHVBaVce9Wqm19Xtm1z4sQJDMPgwIEDTb3GUy6XOX36NLquN31f5PN5RkZG0HWdffv2bYtgq9/4jd/AMIwFG+XPnj07t5F+eHiY3t7Fs8zHYjHuvvvuVZ2v9n3S39/Pz//8z/O5z30O0zQZGhri9ttv593vfjft7e2k02k+85nP8Pd///dzz//93/993vCGNwCvjKWa+f0mmlPzjk6F2KZ836dQKKDrOr7vr+qLa7EUuEopurq66v4lWMugEo/HGRoaqttxm1UqlaJYLBKNRtm1a1ejm7PtlUolisUioVCI4eHhRjdn3bp7Pb78TIpKtoJCwzQWLrgopXB9n2jQ4DVXDTM01FHX88+f2Nfr895z1kE/nT8fVHPxJKiWAtzQdXYP9jPUt3NqtiqlOHLkCEop+vr6mnoxsR6UUhw/fhzXdeno6JAgpXVSSnHy5Els2yYajda99NM999wDvFLacnZ2ltOnTwPw/7N354FRVefDx7+zZSb7RjbCEpawiaCCqIiKFV+XqoitUURBEUHFalHrrlgVrHsRq6K0daW/ShVBY4W6QhElBRFRQEJYsyeTZfbt3vePeC8JBASZcSbJ8/lHmOXew3HmzrnnPOd5MjIy6N+/f7vv+zmTCUIIIYQQInZpO8610j+pqak0NTUd8XFabyrTNqdZLJaoBiq0LpGenp7epYNpABoaGgBISUnp8ve/2ubE+Pj4Lh1MAy1zTUCX/0zAvoXwUCikZyQ5mOMK0slOsbHb78TpDZJoNWM0Gn6cG1RxegMkxJk5dWD2EQfTxAKLxYLJZCIUChEIBIiLO7ySVZ2RzWbDarXi8/lwOBykpHSeudEjlZSUREJCgl66KDs7O9pN+klDhw5l3rx5bR7zeDxceumllJeXU1NTw8svv0xBQUHYz7179242b95Mjx49uOuuuzjjjDOAlqw0Tz/9NFu3bgVastL84Q9/0DfQaqWjpNST6IpkNCJEB9F6AgAgOzu73XrCR1o3WkvNFs5gGpfLRXNzMwaDgZycnLAdt6tSVVWfXEhPT49yazoHj8cDcMhapB2J1WLi9ME5vLduL25/iIS4fZldFEXFEwhhMhrITYtneO+O8Rk6qX8W/95QjtsXRDEbMe6/o0ZRMRggK8VGv5zwZtyJNoPBgM1mw+Px4PP5ZPLoKBkMBtLS0qirq6OxsVECao6SwWAgNzeX3bt3U1dXR2pqKhZL+Equ7T+hoKoqv//971m5ciV2u50pU6Ywbty4sJ1PCCGEEELEltbzX6qqEgqFiI+PJyUl5YgCavafH2tdLiXaO9edTiculwuj0Rj2APWORlEUPQORzHnRJptyVycBNftoc/fadfFQ8/gmo5HpZw3gzx98j93po9Htx2Q0/FgeXiUhzszg/FTGj+yYG2ANBgPx8fE4nU48Hk+XDqjR5ruqq6tpamrq0gE1BoOB7Oxsdu7cid1uJz09PaxzVb+U+Ph4Zs+ezfTp0/F6vdxzzz288cYbYQ1eCYVC9OrVizlz5lBQUMCIESOw2+0sWLCAV199FYD8/HweeOABPdBGEwgEMJvNbdrzU9ckIToLGY0I0UFoN/7QcoN5JDdWB/tBCwaD+P3+sP4gK4pCRUUFAGlpaaiqis/nC9vxuyK3263/f4qLi5P+DANtgsJkMnWa/jx/WC7bKpvYUtGM2/9j7XFAUVXizEbSEuK4bmxfgoEAwTCfW5vkCOf3PT/VwoDcZL7b24TbF8RqNmIytlzLAiGVQEjBZjFx1jHZEfk3RZvFYsHj8eB0OmXyKAy04Lnm5mbS0tKkT4+S2WwmMTERl8tFRUXFQVPQhsudd95JVVUVLpeLP/3pT4wcOZK0tLSInlMIIYQQQkRXv379gJaF5NzcXEKh0GG976dKoEf7XkBRFD07TVZWVtTbE20Oh4NQKITVau00m56OhpahRgJqJKBmf0ajkVAoRCgU+sm5/H45ydx50VCWrtvDN7saWso8AakJFsYMzOGCE3p0yOw0Gi2gxu12k5qaGu3mRFVKSgrV1dU4nU4CgUCHDCIJl/j4eJKTk3E4HNTW1tK9e/doN+lnOfHEEykqKuKtt95i3bp1vPHGG0yePDlsx9euH7/5zW8A+M9//sMLL7zA999/D8AVV1zBrbfeSlJSEqFQiIaGBrZu3crixYvxer2oqsoJJ5zAueeeS+/evfVgPwmqEZ2dQT2SdBZCiKhQFIWdO3fqWUqGDBmCz+dj+/bt2Gw2+vfvj91up6KigvT0dPLz89m5cydOp5NevXoRHx/P1q1bMZvNDBo0iPLycv1YQojOIxBSWbPLzYZyDw5fCFUFi8nAoGwrY/okkpnYsSYhnL4Qb65vpMoRJBhSCaktQUImY8u/a0SPeM4blCwDdiE6qdLSUpYsWYLX69UfKy8vx2Kx6Ass7UlMTOTGG29k2LBhv0QzhRBCCCFEGA0dOpRu3brx2GOPYTabyc3NJSUlBa/Xy+7du7FarXop7Pr6eurr68nIyNAzvWzfvp1QKETfvn0xm83U1dVht9uxWCxYrdaolyjw+Xz4fD6MRiOJiYld/n7W5XIRCoWw2WxdOtMEtMz/Op1OAJKTZa5D+67ExcV1+bJo0JLZSlEUEhMTjyjLlsMbpN4VwGw0kJMSh8XU8cu0BINB3G43RqNRL0XTlbndboLBIFarFavVGu3mRFXr6+iRfldiwdatW/m///s/3G43TU1NKIpCbW0tgwcPPuR18OfOg9XV1TFmzBgAevfuzX333cdpp50GQFNTEyUlJbz//vt8+OGHQMsG0EAgAEBhYSEzZ87k3HPPJRQKdbi+FuJIdayVNSG6qObmZj0Axmg0HtbN/8FuulRVJTk5GbfbfUTloQ6Hqqr6D6rFYunyN37h4vf7Abr8xEI4ddY+jQPGDbJy5oA0ap0BQgqkJ5hJiIv8zXIk+jQjDqafamX9Hhf/2+OizhnEZDRQkBHHqN5JDMy2ddrrjHY9NRgMXXp3STgpikIwGJQ+DSNtd1yk+nTFihV8/fXX7T5XX19/yPcmJiby1FNPhb1NQgghhBAiskwmE8cddxx2u53s7OyjKmGhKIp+zxgIBPQ5q1igKAoOhyPazYgZXq+3TSB9VyefjX38fr8+5yT2Zd0+Ehk/3q57XH48YW5PNCmKQnNzc7SbETO0IDTR4ud8V6Lt7bffpqSk5IDHN27c+JPvPdJ5MEVR6NatGzNmzKCyspLZs2e3yY62YsUKXnjhBSoqKkhKSuI3v/kNZ555Jna7nR9++IEXX3yR2bNnM2TIEHr16iVBNaLTk4AaITqAmpoa/c/7Lx4faVCMoijEx8dTUFAQ9l05e/bsIRAIkJKSQn5+fliP3VXV1dVRW1tLUlISPXt2zNq2scbpdLJnzx79e9BZDfgFzxUIBCgtLcVsNh8ya8TPNWQgXElL+SoDh07h3VmoqsrWrVtRVZWCggK5IQkDVVUpLS0lGAySl5dHQkJCtJvU4amqSllZGX6/n9TUVH1XcLjMmDEDo9GoT4L4/X6+++47FEXBYrFw7LHHtpv+OzExkSlTpoS1LUIIIYQQIvL8fj8Gg4F///vfVFZWcueddx7W+w42N6YoCklJSZjNZoxGY9TvJRsaGvB4PNhsNjIyMqLallig9UdiYmKXL9sC+/ojJSVFsm4Adrsdr9dLWlqa3L/TsqnE5/ORkZEhGXuA2tpaAoEAmZmZXT4ri6qqVFdXoyiK9Actm79qampQVbXD9cdVV12Fqqp6+b+6ujoqKytRFIVevXodtOT60cyDzZo1S/+zFhTzxhtv8MgjjwAwduxYbrrpJoYOHaq/7vzzz9cDeB555BFeeuklmbsWnZ4E1AjRAfTt25eqqiqqq6v1SYJDZaA5GFVVURQFVVXDHkzjcDhwOp0YjUays7PDeuyuSlVVGhsbAUhPT49yazoPbceT3Hx2PMYuEEijMRgMWK1WvF4vPp9PJo/CwGAwkJqaSn19PQ0NDdKnYWAwGMjNzWX37t3U1dWRmpoa1kw1Q4cOZd68eW0eW7p0KQ8++CCBQICePXvy+OOPh+18QgghhBAiulasWIHHsy9/QntzX63nvQ4VIKMoiv6alJSUdgOxf0kejwePx4PBYCA/P7/TZcw9UsFgkMrKSgByc3O7fH+oqqpvqMzMzJQ5K9DnRFNSUtpkTeiqnE4nPp8Pm80mAWi0XFMbGhowGo3SH7QEpNbX1xMMBmVthpbAkLq6OlwuF1lZWVEPqD1cJ598MieffLL+d5fLxaWXXkplZSW1tbX89a9/pVevXmE51/7rg6qqYjKZ2LVrF3/7298AmDp1Krfffrv+2lAoBLRkE5w2bRrvvvsuJSUlrF+/nhNOOCEs7RIiVnX8golCdAFGo/Godq60HjBowTThHEQoikJ1dTUAWVlZUkojTFwuF4FAAIvFIjeOYaRNzsXHx0e5JZ1HuMvHiRbaBJqkvQ6ftLQ0oCUIVLsJFEcnMTGR5ORkfUdUpF100UWceuqpQEtwzaeffhrxcwohhBBCiF9G64yneXl5hx08055gMAi0LPpEO5hGVVWqqqoAyMjI6PLBIwBNTU2oqkpiYqL0By2Zf4PBICaTqUNlU4gkrURbtL+/sWL/Be2uTpvXbR2E2ZVp813Nzc3yGaElMNFkMuH1ejt0Cb3ExEQeeOABoOWzfs899+gBw+GmjbnWrFlDRUUF55xzDnfccQdGo7FNII3JZNIzCubm5qIoimxaFF2CjEaE6AK0H8NQKMT27dvDfnwt6w20pKGrq6sL+zm6Im1wFAwG2bZtW5Rb03loA8Dq6upfZPG3KwkGg/zwww/RbkanoV1Xa2pq5LoaRgaDQS//1FF2qHQUDoeDrVu3RqRfS0tLefvtt/F6vaiqSmFhIX6/n9/97ncHLf2kSUxM5MYbb2TYsGFhb5cQQgghhAifwYMHY7PZ8Hq9YRlTGgyGmFiMb25uxuv1YjabyczMjHZzok5VVRoaGgDJyKzRytwmJCTIfeqPtKC4WPgOxwKtnEqkFtM7mtYBNaqqdvnvTVxcHAkJCbjdbpqbm7v8tdVoNJKVlUVVVRU1NTUkJyd32M/IySefzG9+8xvefvttSkpK+Mc//sGkSZPCfh4taK+8vByAkSNHAvsy17QWFxeHy+Vi165d+gZ++R6Kzk5GI0J0AIfzQ3So1xiNRiwWC4FAIOIRyhIBHX6qqkq/RoD0aWRIv4afXAMiQyahIiNS/VpcXMz69evbfe5gj7em1XYWQgghhOiqvvjiC1588UW2bt1KIBDgmGOO4brrruP0008/7GPs2LGD+fPns27dOhobG+nVqxdFRUVMmjQpbKXFteMcbSZUbQFIC6iPllAopJfyycrK0hedujKn09kmI3NX7w9oG1Aj/dHyvdEWZ6P9HY4VrTPUSH+0BFqZTCZCoRB+v18yXQGpqam43W6ampr0jDVdWWpqKna7Hb/fj91uP6oKENF2yy23sGbNGqqrq3nyySc5/fTT6dmzZ1jPoV1zk5OTAfTSYcFg8ICKFKqq8sEHH7B3715OPPFECgsLJZhGdHoSUCNEJ6eqKqqqUlBQEPYoUVVVKS8vx+PxkJKSQk5OTtiO3dXV19djt9tJSkoiLy8v2s3pNJxOJ5WVlcTHx9OjR49oN6fT8Pv97Nq1C7PZTJ8+faLdnE5DURQ9q1i/fv3CNkHd1amqSllZGYqi0KNHDyn/FiaKorB7924CgQCZmZlhn6iYPn06RqMRt9utP1ZWVkZjYyMAAwYMOOiEUWJiIlOmTAlre4QQQgghOpJ33nmHu+++m7i4OE4++WQUReGrr77iuuuu46GHHuKyyy77yWNs2bKFSZMm4XQ6OeGEEzj22GP56quveOSRR/jmm2948sknw9LWo5m3ah3cre2wjiWVlZVUVlZGuxkxIxAIsHXr1mg3I6ZINuW2VFWVz8h+7HY7drs92s2IKWVlZdFuQkzxeDxs2bIl2s2IKTU1NXpwa0dSWlrKkiVL8Hq9pKamkpqaSn19PRMmTGDQoEGHHDMdabZm7VjamsmSJUs455xzsFgshEKhNllqDAYDF110EevXr+fcc8/FYDCgKIrMXYtOTQJqhOiktB9ARVH0H7Nw/6A1NTXh8XgwmUzk5ORICs4wUVWV5uZmoKW2tvRr+Pj9fqBlx4/0a/ho2VNiJZ12Z2K1WvH5fIRCIdltE0bp6enU19fjcDj0nRfi6OXm5rJnzx7sdjvp6ekH7GA5GsOHD2f+/PltHqusrOTSSy/F5XLR2NjIokWL5P+nEEIIIcR+qqurmT17NsnJySxatIgBAwYAsHHjRq655hrmzJnD2LFjD7lJSlVV7rjjDpxOJ48//jjjx48HWhZ2r776at577z3OPvtszjnnnKNurzaf9XMyMCiKQkJCAg6H46jbIYQQQggRTR9++CFff/11u8+VlJT85PuPJFuzthn//PPP5+9//zufffYZCxYsYOrUqVgsFioqKkhISCAtLQ2/34/VamXu3LkYDAZcLhdGoxGr1SpBNaLTklUvITq4/ScYDvb3cKdcC4VC+o6J7OxsWUQPI4fDQTAY1GufivDxer0A2Gy2KLekc5LUjuFns9nw+Xx4PB7JpBJGaWlp1NfX09zcTE5OzgG1gMXPk5SURHJyMg6Hg5qaGvLz8yN6vry8PG699VYefvhhampqePTRR5k7d25EzymEEEII0dG8+eab+P1+ZsyYoQfTAAwbNozrrruOZ555hn/+85/cfPPNBz3G6tWr2bp1K6NGjdKDaaBlE9CDDz7IxIkTef3118MSUKM5koAaVVX1DWWZmZnk5ubGxDzVnj17cDqdpKam0r1792g3JyZUV1djt9ulT1qx2+1UV1dLn7TS1NRERUUFycnJkmH6R06nkz179pCYmEivXr2i3ZyY4Ha72bVrF1arlb59+0a7OTHB4/Gwc+dOTCaTlOH5kfY5MRgM9OvXL6ybvyLthhtuwGw262UBQ6EQ3333HYFAAKPRyLHHHovVam33vUeardlgMBAMBjGbzTzyyCNMnjyZZ555hrfffpu+ffvyzTffcN555/HAAw8QFxeH3W5n8+bNrFu3jn//+9/6xvCioiJGjhxJTk6OZK0RnUr07yyEEEfkSANkmpub8fl8YW+Hy+UiFAphNpvx+/0dMmVerGpqagLAYrFQW1sb5dZ0LlqpELfbrQfXiKOnZagJBoNyLQizYDAIQGNjo/5nER5ms5lgMEh5ebkE2YWRtnChZVqL1ETFli1bWLRoER6Ph/z8fPx+Px988ACLx7cAACAASURBVAHffvvtT9YKP9K0t0IIIYQQHdmqVasAGDdu3AHPjRs3jmeeeYaVK1ceMqDmUMc44YQTyMzMZN26dTidTpKSko6qvT8139U60KZ1NhvtfsloNMZEMI3L5cLpdGI0GsnKyop2c2KCoih6ydb09PQotyZ2aAulsqluH+37HAvf5VihbQTS5uDEvg2TWmZn2SzV0idxcXH4/X6cTqdk8aXl2qpt/qqrqyMvLy/aTTpsQ4cOZd68eW0eW716NTfddJP+m2qz2dixYwfx8fEMHTqUyZMnM3bs2MM+R3V1NX/5y19YvXo1tbW15ObmMn78eObMmcPy5ct57733qKioIBgM4vf7qaiooKGhgaVLl/Lxxx/rJTarqqrweDysXbuWU089lblz55KdnS3fTdFpyIhEiA7iSKKJtfRs0BK97nQ6I9UsgsEg9fX1ETt+V+ZyufSbahFeDQ0N0W5Cp6QoilwPIsTn80UkOFLItTaStKCaSPjnP//JV199dcDjP/zww2G9/0jS3gohhBBCdFSqqlJaWorRaGx3935BQQFGo5HS0tI2c0n7Ky0tBWiT4aa1Pn36UF9fz/bt2xk+fPhRtbl1kEx7wTPtab35LBZ2nquqqmd1zszMjIk2xYLm5mYURcFms0kG1h+pqqpv/kpMTIxya2KHBNQcSMvyoChKlFsSO4xGIzabDa/Xi9frle8QLb+DaWlp1NTU0NjYKAE1P8rKysLhcNDY2EhGRsZBs7p0BKeeeirjx49n6dKleoamU045hUAgwNq1a1m9ejU333wzM2fO/MljVVVVcdlll1FVVcWQIUM45phjWL9+Pc8++yyjRo3ib3/7G9OmTcNutxMfH8+QIUPYtm0bL7zwAp988gnx8fGMHj2aoqIiunfvzt69eykuLubjjz/mnnvuYeHChZhMpkOOMYXoKGREIkQn0foHSVXViN6wa5kS4uPjZaAaZi6XC4/Hg9VqlQFvmPl8PhwOB3FxcaSkpES7OZ1KMBiksbERk8kku8zCTFVVPUgpMzNTbj7CSFVV7HY7qqqSlpYmE3VhpKoqDQ0NKIpCYmJiRCbLL7/8ckKhEB6PB2j5/SwvL8fr9ZKVlUWfPn3afd/atWsBeP/993n//fcPevzXXnuNk046KeztFkIIIYT4JTU1NeH3+8nIyCAuLu6A581mM+np6dTX1+NyuQ6aXUbLRHqwTCva43V1dUfd5tYBNYdLe63ZbI6J0gINDQ34fD4sFgsZGRnRbk5M0O6/AOmTVrxeL4qiYLFYJPCqFQmoOZBkqGlffHw8Xq8Xj8cj6xQ/Sk1NpaamBqfTqZfw6eqsVitpaWk0NjZSU1NDz549o92ko3L88cezdOlSoOXaMHv2bPLz89m2bRsTJ07kueee49e//jUFBQWHPM6DDz5IVVUVt9xyCzfeeCPQktl/5syZfPHFF7z++utMnTpVf73dbueJJ57gyy+/pHfv3kyePJmLL75Y/+4NGzaMs88+m5kzZ7Jy5UreffddLr74YgmoEZ2CXEmF6GS0utFms5lu3bqF/YeqoaFBH4j17NlT0rWFkaIoeuaUvLw82a0TZtrusJSUFEm3HGZer5fGxkbMZrP0bQQ4HA78fj/JyclyXQiz1pO68tkNr4SEBPbs2YPH4yEvLy/sk8NZWVmcdtpp+t9VVeWGG27gq6++ora2lkcffbTN85rbb7/9oMfcvXs333zzDcnJyWGbXPH7/cTFxeF2u9ukcJfJBCGEEEL8ErTg40PdR2glMw4VUKMd52ClUrXHtUwbR+NIMzRDy3xKIBDAYDBEvVRuKBTSy3enp6fj9/uj2p5Y4fV68fl8GI1GLBaLlOH+kVb2XcuyIVpo3xtFUaRffqRlptE2lsj9ZAstWCQcJQc7k4SEBNxuN3V1dT9ZFrurSE5OpqmpCafTqZdK6qg++ugjoGXzZUJCAg888AALFy6ksLCQCy+8kEWLFrF69epDBtSUlZXx2Wef0atXL66//nr98YSEBObMmcO4ceN444032gTULF68mC+//JKsrCweeughfSOaoigYjUYCgQAWi4UZM2awcuVKlixZwtlnny3BbqJTkIAaITq49nbsKIqCwWAI+8A6GAzqu5JycnIkmCbMmpubCYVCkvo2QrQbcOlb0dHYbDb8fj9er1c+v2GWlpaG3W6nubmZ7Oxs+V0Lo6SkJJKSknA6ndTU1JCfnx/R8xkMBu6//36Kiopwu93cf//9vP/++wdMqD355JPtvt/tdnPJJZdgMBh46qmn6N69+1G36d133+Wzzz6jqakJj8fD8ccfz3nnncewYcMwGAxtgmokwEYIIYQQkXAk2VoOlRFGGyf/1HglHKVIjiRDjfaaWC3jqs2hiX0URWHXrl3RbkbMcTgcOByOaDcj5mib40RbO3fujHYTYo7H42HHjh3RbkbMaWho0Dfwin0qKyuj3YSfpbS0lCVLluDxeOjbty9xcXEYDAbWrFnDueeeS3Z2Ntu3bwdaMi9/+OGH+nsTExO58cYbGTZsGAD//e9/UVWVM88884DxYvfu3RkyZAjffvstpaWl9OnTh1AoxBdffAHAvffee0AwDYDFYiEUCjFo0CDy8/NxOBySfU10GhJQI0Qn07pudLjV1NTo5RukHFH4NTY2AkjJnAhQVfUnd9QJEatsNhvNzc2yKysCrFYr8fHxeDwempub5fobZjk5ObhcLr1vW2doiYT8/Hx+//vfM3fuXCorK3nsscd4+OGHD+u9c+fOZceOHVx11VWcccYZR9WO9evX88QTT/D1118DLQtQoVCIDRs28O677zJr1iyKior0IBoJphFCCCFEpGjjL5/Pd9DXaPcZhxqraYH9B7sn0R4P5w7knwqoURQFm82G1WqNmfGUlikHWhaVYqH8VCxQVVXPOKIt/gnpl0PRrlnSL21Jvxyo9fdIrrv7SL+0r3W/mM3mDrexbsWKFfpc0/527tzZJthu/79DyzjtqaeeAlqCcwAKCwvbPV7fvn359ttv+eGHH+jfvz8+n4+Kigri4+PbvGf/z5bJZKK8vByn06mvybRXdjQQCOBwOKQMpOgwJKBGiA7mpwJmfokdDS6Xiy1btkT0HF1ZZWVlh42S7gi2bdsW7SZ0Wj6fj82bN0e7GZ1WY2OjHngnwq+qqoqqqqpoN6PTiuQuVG2HjraQM2jQIADeeecdvvnmG1JTUw/63sTERM4++2z+9a9/kZeXx6233npUbXnzzTf1IJ6srCyuvvpqevfuTXJyMt9//z1PPfUUDz30ECNGjKBfv35Ay5iuqamJFStWcMopp9CjR4+jaoMQQgghhCYpKYmEhIQ25btbCwaDNDQ0YLVaSUlJOehxsrOz2bx5M3V1dfoYpjWtxFE4yqgeziKxoigEg0EsFgv5+flYrdajPu/RUlWV3bt3EwgESE9PJzc3N9pNihl1dXXU1taSlJQUttKqnYHL5WL37t1YrVb69u0b7ebEDEVR2Lp1K9CyoCuBI/ts374dv99Pjx49YuK6Fyv27t2Lw+GgW7duUt6olZqaGurr60lISAhLFt7Owm63U11djdFopE+fPh3qGjNjxgyMRmObrHwNDQ2UlZXpfzeZTJjNZvx+P0ajkcTERHJzc8nPz2fKlCn667QsetnZ2W3OEQwGOf744/XAo1mzZjFr1iz9eaPRqI9xWmenaV32aenSpTQ1NXH88ce3G2xdX1/PqlWrWLp0KXPmzJHPp+gQJKBGiA7iUD/sqqpitVoxGo1hSa8rhBBCCNFRfPjhhwfdoaNNxB7Khg0bUFWVnj17cu6552K320lPT2fs2LHcfPPNP7kwpO2IfuONN3jkkUcAmDBhArfddhvdunXTX3fSSScRFxfHww8/zCuvvKIH3mzcuJHi4mL+7//+jwEDBrB48eLD/acLIYQQQhySwWCgf//+bNy4kZ07d9K/f/82z+/YsQNFURgwYMAhj1NYWMjnn39OaWmpnuJfo6oqZWVlmEymdoNtfk6bteO2R1VVfe7LYDDETCkBh8OB2+3GZDKFJbCos1BVVS83IhlB23K73cChs0N1RcFgEGjJHtGRFrp/CVo2jVAoFOWWxJb4+HgcDgcej0cCalpJTU2lvr4eh8PRJvChq0tPT6ehoQG/309jY2OH+m0aOnQo8+bNa/PYzp07mTBhgv73UCiE2Wzm9NNPJxAIUFJSwg8//MC5556rl3sCDprNv7S0FL/fT2pqKk1NTQwaNEjPSLN+/XrKy8spLi6mqKiIUCikr0lqn6/PP/+cpUuXkpCQwOWXX94mmDsQCLBlyxY++OADiouLqampYf78+Tz66KPh7SghIkACaoToBFRVxWw2069fP4xGY9hvNurr66mtrcVsNtO3b18ZfIVZKBSitLQUVVXp06eP7DCIgKqqKhobG8nKyiIzMzPazel0PB4Pu3btwmq10qdPn2g3p1MqLS0lGAxSUFAgZcsiQLtGpKWlyU7SCHA4HJSXl2MwGOjXr98BO6OP1vXXX4/JZNInpKFlp82ePXuAlp3SB7s2eb1eNm7ciNFoZO3atQwYMIBjjz2WTZs28dZbb/Hll1/yr3/965BZbgwGAy6Xi/fffx+r1crMmTOZPn06sC/YJhAIYLFYmDRpEi+88AJms5nm5maWL1/OsmXL+Prrr0lOTiYzM5Oqqir5HAohhBAibE477TQ2btzIRx99dEBAzUcffQTwkyUvTzvtNBYuXMjHH3/MpEmT2jy3fv167HY7o0aNIikp6ajbu39AjTaeaj3XpQXUmEymmJijUhRF3+mdlZXV4UpIRJLD4SAYDBIXFxfWkmCdgZZhQPqlrdYBNaKt1pkgxD5aWUItQEC02L/MuQQbtTAYDGRlZVFeXk5tbS2pqakxMZb4uXJycli2bBkTJ07Uf1d8Ph8jR45k+vTpbNu2jYkTJ/Lcc8/x61//moKCAmBfgN7+a4la9vnBgwfz5Zdfcs4553D99ddjNBrZvHkzEyZMYMGCBQwfPpyBAwcCLdckp9PJ888/zyuvvALAWWed1SaAp7a2li+++IJ//etflJSUYDKZGD9+PNdee20ku0eIsJFRiRCdgKIoqKqKyWQKezBNIBCgvr4egLy8PJkUiACHw4GqqiQkJMhCeYRoZUDi4+Nld0sEaH26/ySnCB9tt43P59MnCkT4pKen09jYSHNzMzk5OR36RjoWJScnk5iYiMvlora2NuypXI899lieffbZNo8pisL06dNZt24dtbW1PPHEE5xyyikHvPeaa67RX3/fffdx1VVXAS2TD3/4wx9Yvnw58+fP57777jtkG9asWcOGDRsYPnw4F1xwwQElOi0WC4FAgGAwiMlk4vvvv2fevHn85z//oba2lsGDBzNhwgQuuOCCDrU7SgghhBCx75JLLmHhwoW8/PLLjBkzhqFDhwLw7bffsnDhQmw2G1dccYX+eq1sUXZ2NsnJyQCMGjWKwsJCVq9ezVtvvUVRURHQUjbhj3/8I7BvXHW0fuqeUhtnGY3GmMlOY7fbCQQCWK1WWbDcT+vsNDJfsI+iKPriv2SoaUsCag5OMtS0T5tP9/l8hEIhWb9oJS0tDY/Ho28iEy2Sk5Ox2Wx4vV7q6+s7dGa5+Ph4evbsSUFBAd99953++IIFC5gyZQqFhYVceOGFLFq0iNWrV+sBNdr8srZuovn+++8B9I1lCQkJehaawYMHc8sttzBv3jyuvfZaRo8eTWZmJoFAgE8//ZTy8nKgZUx45513AuD3+9myZQvFxcUsXbqUxsZGCgoKmDZtGr/97W+BfcHTQsQyGZUI0cFpqW4jtZBdXV2NoigkJyeHZaeRaKt16lsZ1EaGqqr4fD7gwBSGQnQUNpsNh8NxwE2OCA+bzSa7diLIYDCQm5tLWVkZTU1NpKWlRXzS2Gg0Mnv2bIqKivB6vdx777289957bXZ/lpWVsWbNGgAuuOACPZgGWnZy3X333axbt44dO3b85Pm00lLjxo07IGBImxiwWCxs27YNp9PJ7t27+e6770hISOCiiy7i0ksvZeTIkW1eL4QQQggRDj169ODOO+/koYce4vLLL9dLNn311VcEg0Eee+yxNplcr776asrLy3n00Ue55JJLgJax1dy5c5kyZQr3338///rXv8jOzmbt2rU0NTVRVFTEr371q7C2+2AlnwC9xEAgEAjrOX+OYDBIXV0dAJmZmXowgGhZRHO73RgMBhISEmLi/1es0LIIWK1WFEWRjCOtaHN4sfIdj0WBQED6Zj9WqxWfz4fT6ZQgtVa0zaUejweXy0VcXFy0mxQzMjMzKS8vp76+nqSkpA4fxPfSSy/xxz/+kf/97380NjbidDrZs2cP/fv3139zWgebZWdnA+hjGI2WoUabl9Jep7nhhhswGo288847LFu2rM1zAwcO5KabbuLss88GoKKigrVr1/LOO++wdu1a4uLi+O1vf8vUqVPp27cvgATBiQ6jY18hhBB6OrVIBNR4vV4cDgfQkn5U+7MIH5/Ph8/n07MhSB+Hn9/v18uitS4HIsJHm+xQFEU+wxGiTSa7XC7p4wix2Wx4PB7q6+vlRi5CkpKS9PJPOTk5EQ8aSUtL47777mPJkiX4fD6efPJJZs+erT//4Ycf6t+tqVOnHvD+vLw8Vq9efVjn0gI2MzIyAPQST7BvEuK7775jzpw5uFwugsEggwYN4qKLLmL8+PH6zh+pay6EEEKISJg0aRLdu3dn4cKFrF+/nri4OE444QRuuOGGdrP4tWfYsGEsXryYZ599lq+++opt27bRu3dvbr31Vi699NKwtfVgY0Qt4CAUCumlPWNNRUVFtJsQk1RVPawg9a7I5/NRWloa7WbEpObmZpqbm6PdjJhUW1tLbW1ttJsRk+Q6fHC7d++OdhNikqqq7Ny5M9rNOGyqqvKPf/yDuro6Zs6cyY4dO1iyZIm+CTMnJweHw4GiKNx6660oikJpaSlGo5F3332X4uJioGUjPbRkXNYCqFVVZfPmzWRlZbFx40YA7rnnHh566CFGjx7NzJkz6devH9dddx3jx49n1apVlJWVYbVa6d69u57BUMtK88EHH/D+++9TV1eHwWCgW7duXHjhhXpZ9tZzZ0LEOoN6qHB/IURMUFUVv9/Ppk2bADjmmGMIBoP6bmghhBBCCNGitLS0zWQCtNzMb9++nUGDBpGSkgLApk2b9EDLE088Eb/fj8PhwGaz6Slu23P99dcza9asNo998MEH3HrrrZx22mm89NJLbRaCPB4PmzZt4o033uCjjz4iMzOTU089lfHjx3PyyScDHFAiSgghhBCiqzr99NOprq7mjDPOYMaMGRQWFqKqKoFAgJqaGvx+f8yMmVRV1UuvRKIMe0cmfXNoWiYjo9EoAfX7CYVCqKoqfdMOLZuRwWCQjUD7kb45OLkeH1xH7ZtbbrmFyspK7rrrLlatWnXYm8Hak5SURElJCUajkd27d+vZZQDi4uI49dRT2bx5M1VVVSQmJvLyyy9zwgkntOmr1pmWq6qq+PLLL1m8eDHr1q0DYMCAAeTk5LB9+3aqq6s5+eSTefzxx8nMzJQMNaLDkAw1QnRA2k1FZmamnhki3Px+vz5J0bo8gggfVVX1dHtaLUoRfl6vl2AwiNVqlYjnCAmFQng8HoxGo6RVjSCXy4WqqnK9iCDtemGxWLBardFuTqcUDAb1QJfExMSITFZ89NFHfP311+0+t2XLlnYfLykpaffxfv36MWTIkDaPDR48+IDXnX/++SxatIhVq1bx+OOPc8UVV9CzZ0/Wrl3Lhg0beO+999i2bRtDhgxhwoQJXHzxxSQnJwOSlUYIIYQQojVtfNh6D6i2SJqbm0tcXFxMjJ20He2hUIjMzMwDSiJ0dXa7nerqahISEujdu3e0mxNTQqEQP/zwAwCFhYUx8XmOJbt378blctG9e3f9nkm0aGhooKqqitTUVPLy8qLdnJgSCAQoLS3FYDDQv3//DhMY8UtQVZWysjL8fj95eXnyvdpPRUUFTU1NJCQk0KNHj2g357BcfvnlPPPMM7z55pvcfvvtmEwmXC6X/j3YP0u/xWIhKyuLzMxMtmzZQiAQYNSoUZSWlmK325k3bx6zZs3SN5fFxcXh9/u54447uOqqq6ioqOD6669n69atXHHFFfTu3Zvx48czbdo0rFYrBoMBv9/P999/T3FxMcuWLaOpqYk+ffpw9dVXc9lllxEMBgkGgzz66KP885//5L777uOFF16QYBrRYUhAjRAdkKqqKIpCZmYmRqMx7ANEv99PWVkZAD179pSAmgipr6/H5XKRmJhIr169ot2cTqusrIxgMEheXh7x8fHRbk6n5Ha72bVrF1arlZ49e0a7OZ3Wnj17cDqdpKWl6eVhRHh5vV527NhBKBQiPz9fJjYjQFVV9uzZg8vlwmw2071797Cf47rrrgPQg1ahJZXt3r17gZb6z6mpqWzbtg1o2RWqqioZGRn079+fpqYmtmzZQmpqKtu3b2fKlClcdtllP3neOXPm8OCDD/L3v/+dt99+m8TERJqamvD7/VitViZMmEBRURHHH388AG+//TYfffQR3bt3Z/To0YwaNYrk5GQJsBFCCCFEl7b/HJeWdQBado/HyjipqakJr9eL2WymW7du0W5OTFFVlYaGBgDS09Oj3JrYoy10ymaZ9mnZe8xmWbran7bwrGXUEPtYLBbMZjPBYFC/BxctDAYDqamp1NbW0tTUJAE1+8nKyqK5uRmHw4HH4+kQ6wcTJ06kpKSE//73v9x1110cf/zxmEwmNm/ejNvtZuTIkWzbto2mpiZsNhvBYJCKigp8Ph+BQACA119/nT179jBx4kRefPFFPvnkEwoKCsjIyMBut3P66aczceJEqqqq9P/abDa8Xi92u51nn32WL7/8kr/97W/Y7XbWrFmjZ6Uxm81MmDCBG2+8UV8rMBgM2Gw27r33Xr777js+/fRTPv74Y84666w2GW6EiFUyKhGiA1IURc9SE+4fGlVVqaqqQlVVUlNTJZgmQlRVpbGxEZDJhUhSFEXP4iQ3UpEjpUp+GTabDafTidfrlYCaCLHZbPrNocPhkH6OAIPBQE5ODmVlZTQ1NZGenh72yYqhQ4cyb968No8pisK1117Lhg0bqKmpYfTo0XpAjaIojBkzhr/+9a9AS/mnbt26MWfOHGbMmMFf/vIXioqKfvIa17t3b5599lmKi4spLi6mpKQEm83GwIEDKSoq4rzzztPLTQF8+eWXfPrppwD84x//4Oyzz+aee+4hJydHUt4KIYQQosvaP0NNMBjEYDBgNBpjZnwUCoWoqakBWoK1JSiiLbfbjd/vx2w2y8JtO1pnqxYHkoCag9OuNVqQoWgrPj5eD4qQeeC2tIAah8NBMBiU71crFouFjIwM6uvrqa6upnfv3jE/x22xWPjzn//MW2+9xbJly1i3bh0Gg4HCwkIuuugiLrnkEj777DNuu+02vF4viYmJBINB6uvr2xynZ8+eLF68mGeffZaVK1eya9cuevbsyTXXXMOUKVMwm808+OCDVFVVccsttxAIBHj++ee5+OKL2b59O1988QV/+ctfqKqqYuXKldjtdvr168d1113HxRdfDOwbz5lMJvx+P3FxcZxzzjls2rSJ//3vf/zqV7+K+f4WAiSgRogOSdu5HIkfGofDgcvlwmg0SrraCGo9uZCUlBTt5nRaWlkRq9UqE1yiw7PZbMC+z7WIjLS0NKqqqmhsbJSAmgixWq1kZmZSX19PVVUVBQUFEb95NhqNPPjgg1x22WX4fD5WrFjR5vmJEycCLZmgmpubOeOMMxg7diw5OTlUV1ezc+dO+vTp85PnSU5Opq6ujpKSEnJycjj11FO59tpr6dOnDy6Xi4qKCjIyMrDZbNx+++0MHDiQ5ORkPv74Y5YvX47f79dT3soOHSGEEEJ0ZdoCjLahzGKxxMx9fX19PaFQiPj4+DYB06KFlp0mLS1NxrPt0AJqZBPjgVRV1bOvyIL/gSRDzaG1DqhJS0uLdnNiisViISkpCafTSVNTE5mZmdFuUkzJzMyksbERj8eD0+nsEMGgJpOJiRMn6vNZ+/vVr37FOeecw/Lly3G5XBgMBn1M1TooLy8vj0cffbTdY5SVlfHZZ5/Rq1cvrr/+ev7xj38ALdegOXPmMG7cOJYtWwa0lHq89NJLmT59up6VZv/NYnFxcTQ2NvLll18C+0p6CtERyKhEiA7IbrdjMBgikp3GbrcDLQNQLYOKCL+mpiagZRCxf2SwCB8tja7BYKCuri7Krem8/H4/0FKvWPo5crQJE4/HQ21trdxwRIh2U+l2u6mqqpJJvAjRdhl7vV727t37i6TUTUxM5JFHHmH16tV8/vnnuN1uTCYToVBIr5O9efNmoGUy5eGHH9YXA66++mqKior0+tCH8v/+3/9jxYoV/Pa3v6WoqIjdu3fz+9//ntLSUvbs2cOZZ57J5MmTGTlyJNOmTQPgsssuY/r06Xz66ae8+uqrTJkyRQJqhBBCCNEltTf+iaVST36/X5/HycnJkfHafgKBAA6HA0AWtNuhlaMxGAwdoqzIL03LTmMymeS71Q7JUHNo2ndKmw8WbaWmpuoBNRkZGfIda8VkMtGtWzeqq6upqakhKSmpQ/WPqqrMmzePyspK5syZo89l3nHHHZSUlGC32/VA5UN58803KSkpoaioiNGjR/Pf//4XVVU588wzMRqNein13NxcunfvzuDBg9m0aRPz58/H4XDwm9/8BtgXKLN/ZsHy8nKWLVvGhg0bSEpKYtSoUWHuCSEiR1YIhOggWkeP/hIBGC6XS98xISLH7XbLIP8X4PV6JavHLyAQCFBbWxvtZnR6qqpK4NIvRAumEJHldDpxOp0RO35paSlLlixp8zuQnJxMQ0MDZrOZUCjEH/7wB9LS0vTJgXfeeUfPEgMtn4Vnn32WQTuIFQAAIABJREFUzz77jMrKSmpra9m6dWu75xswYAAvv/wyOTk5qKrKE088wapVq0hOTsZqtbJixQrWrVvHgw8+yBlnnEFcXBwAN910E6tXr+b555/nnHPOITc3V4JqhBBCCNHl7F/yqbKyMiKbyn6uQCAAtCxsV1ZWRrk1sUcLiDAajezZsyfKrYk9rTOL7NixI4otiU1aoIiiKJSVlUW5NbFHuy76/X7pn3a07p/t27fHzO9GrND6x+fzsX379pgJVI0VrT8/paWlMVNm8nCtWLGCyspKRo4cSUpKCosXL8br9WKxWNq8TrvOXnXVVQccY/fu3VRVVeF0Ohk9ejSlpaUAFBYW4vP5WL58OQBjxowBoF+/fmzatIlgMKgH07RXwtzn87Fp0ybee+89li1bhs/nY/z48YwYMSK8nSBEBElAjRAdgKqqKIpC9+7dcbvdERkMhkIhPSNNamqq7MiPILfbjcfjIS4urkOkD+zIGhoaUBRFPtMRFggEaG5uxmKxSLrrCGtubiYQCJCcnKwvwovwCwaDNDU1YTAYSE9Pl0mYCNI+01arNWIlEF966SW+/vrrdp/z+XwA/PDDDwc8p012W61W3n//fX73u9+xcePGwzpnTk4O0DKhsWrVKuLj4/nd737HGWecwYoVK3jzzTd5/PHHCQaDnHfeeQAMGzaMcePGsXz5clauXElRUZF89oQQQgjR5WjjH+2/WgBLrFEURR9LigNJ/xyaqqrSP4cg/fPTpH8OTcumLdoXq7+tsSIYDOoBoh3FmWeeyaJFi/jrX/9Kjx49WLdu3SFfv3bt2oM+t2rVKpYvX05NTQ0AGRkZPPzww5SXl3P66adzzDHHAJCVlQWgb/xUVfWAYJrKykpWrVrF4sWL+fbbb4mPj2fSpElMmzZNz2Qnm8lERyCri0J0AKFQiGAwiM1mIyEhIew/LrW1tfzud7/DarUyd+5ccnNzw3p8sU9lZSU333wz3bp14+mnn5bggwjatWsXN998MwMHDuSZZ56RQVkErV+/nrvvvpsxY8Zw//33R7s5ndqGDRt47LHHuOCCC7jlllui3ZxOS1VVPv/8cxYsWMCVV17J1KlTo92kTis5OZlXXnmFt956ixtuuIHf/va3YT/HNddcQygUapMRrqqqivLycgC9jnTfvn3JyMjA5/NhMpkoLS3F6XRyySWX0KtXL84//3y2bNlyROeOi4vDbDZz0kknMXnyZAAmT55MYWEht956K/Pnzyc5OZkxY8bQ1NSkl4SUyVEhhBBCdHU2m40ePXrEzA7xPXv2cPvtt5Obm8vs2bPJyMiIdpNizquvvspbb73FjBkzuPDCC2UeZj8ul4uZM2diMBiYN2+ezAm2o7i4mOeff54rr7ySiRMnRrs5MUdVVW644QYaGxtZsGABqamp0W5SzPnss8946qmnOP/887nhhhui3ZyY4/f7ue+++9i+fTtPPfUUBQUF0W5STFFVlbVr1zJ37lxOOOEEHnjggQ7zWzZjxgx27NjBmjVraGxsJC0tjebmZj0jjVb9QpOcnIzD4SA3N5f6+noCgQCjRo3CbrdTWlrKzTffTGJiIgD33nsvDQ0N9O3blz/96U8Eg0GOP/54PXBtzpw5zJkzRz92Tk4O//nPf/j2229ZtmwZxcXFuFwuBg8ezNSpU7nwwguBlsAls9ncpo8luEbEKoN6OIXThBBRtX79ev7yl79ErDTQzp07sdvtAIwYMeKw6imKn6e8vJzq6moAjjvuOEmtGEE1NTXs3bsXo9HI8OHDZSAWQY2NjZSVlWE2mxk2bFi0m9OpORwOtm3bhslkYtiwYfK5jiC3282WLVswmUwMHTo0ZibyOyOXy8XWrVsxGo0MGTLkF8m+pKoqP/zwAy6XC4PBgNFoJBQKccwxx5Cdnc2GDRtoaGjg5JNPZuHChdjtdi688ELcbre+k+tgJZ9a+/jjj5k5cyYDBw5k6dKlbZ4rLi7mtttuIz8/n/nz51NRUcGDDz5IQ0MD8+bNY9y4cRH5twshhBBCxLKzzjqLvXv3kpGREVMLfdu3b6epqQmj0cjxxx8vc2f7CQaDbNq0CUVRGDx4MPHx8dFuUsyx2+3s3LkTgGOOOQar1RrdBsWg3bt3U1dXR25uLt27d492c2KOz+fju+++A6B///4SlNUObX5B5s0ObtOmTfj9frKysujZs2e0mxNzFEVhw4YNAPTt21fPotIRqKpKbW0t9fX1eDweoGWjV25uLiaTqU2pwVGjRrF27VoKCwvZtm0bsG+ea82aNSxcuJA1a9YQCoXIzc3l4osvZvr06SQmJrJlyxbGjx9PamoqTU1NDBw4kAEDBujHNpvNjBgxgn/+859s2rQJm83G+PHjmTFjhn5t//zzz9myZQulpaX4/X769OnD5ZdfTrdu3TCbzSiKImtnIqZIQI0QHcCtt95KcXFxxM+j7dAWQgghhPilmEwmvbxStJx22mkkJCRQUlKCy+WiZ8+ejB8/nmuuuQaLxcK0adP43//+R69evfQJhsMJqIGWjDRr167l/vvvZ9KkSfoOHIDFixfzzDPPoKoqDQ0NAJx00kk8/fTTZGZmys4cIYQQQnQ5l112mb6QFYtk7kwIIYQQHd3WrVt5//33ue2229o81trMmTP56KOPePnllzn99NP1x5csWcJdd93FiBEjWLduHXfffTdXX321/vwzzzzDggULABgyZAjTpk3j/PPPB1oCJ+fPn8+nn36K2+1ukzWnf//+XHzxxUybNi0S/2QhjoqUfBKiA7j66qtxu924XK6IHN9ut+N0Ounevbu+wCMiw+FwUF9fT/fu3X+RHfhdmdfrpaqqim7dupGUlBTt5nRqgUCAiooKUlNTO1TUfkekqip79+7FarWSnZ0d7eZ0aqqqUl1djaIo5OXlSVBDhNXV1eF2u+nRo8cvvgMlMTGRG2+8kb59+/LYY4/R1NTE008/rY+JFi1axKpVq7j//vt57rnnjvj499xzD5deeilPPvkkubm5jBkzBrPZjMvlIj4+HqPRqNebnjFjBrNmzdLfazAYcDqdJCUlEQqFJFOSEEIIITq9e++9l+effz5ic2A/lzZezc/PlzFZO1RVpaKiArPZTE5OTrSbE5P8fj+VlZWkpaVJqZ6DcDqdeoYam80W7ebEpLq6OjweD927d5drUTtUVaW8vByLxSLXooMIBAKUl5eTkZEhWY4OQlvDycvL65DZxLZu3UpTUxMpKSlYLJY2z9XX1wNw00038dlnn3Hsscfy/ffft7vRTZt71uasNN9//z2AfmztddqmsNGjR7NgwQKuuOIKrr/+ev35jz76iKeffpqysjJSUlI477zz6NmzJ4WFhaxdu5alS5fy5JNPkpOTw4UXXijzYCKmSIYaIYQQQgghRJenqiqnnHIKDQ0NvPLKK5xyyins2rWLiy++mOHDh3PNNdcwffp0/fUDBw5kx44dxMfHM3ToUCZPnszYsWPbPfbixYt58skncTgcDBkyhIyMDILBIF988QXQsgtn9uzZnHjiiW3et2TJEl577TX+/Oc/07t374j924UQQgghhBBCCCFEx3fVVVexdu3aw3rta6+9xjXXXEMoFDogQ82iRYv44x//yLXXXssdd9yhP37llVdSUlLCoEGD2LJlC8XFxfTv3x/YF1SzZcsWBg0apL/nu+++4+GHH2bDhg2ceOKJXHnllRx33HFtAt8+//xzbr/9dkwmEx9++CFpaWlS+knEDAmoEUIIIYQQQgjg6aefZsGCBfTr14+//vWvzJo1i23btvHiiy9y1113sXfvXv21SUlJjBgxgkAgQElJCYFAgJtvvpmZM2e2e+xvvvmG5cuX89prrxEKhfRSATNmzOCmm25qs2to165dLFy4kJUrV1JdXc2dd97JNddcE9l/vBBCCCGEEEIIIYTotIYMGaJno7n//vu58sor9cf2D6jZs2cP48aNo2/fvhQXF2M0GlFVlZEjRxIXF0dDQwNmsxmLxYLVamX06NHMnDmTfv366ccIBAJYLBbuvvtulixZwkknncTNN9/M8OHD9czQrTPR/OlPf+KVV17htttu47rrrvuFekWInyZhXUIIIYQQQggB3HjjjYwYMYLt27dz9tln8/XXX5OXl8fUqVPZu3dvmww0y5cv56WXXuLvf/87S5YsITk5meeee46dO3e2e+zhw4czfPhwbDYbqqrSv39/Xn/9dWbNmtUmmGbp0qXMmjWLpUuXUl1dTUFBAWlpaZSVlQG0ScPbuta0EEIIIYQQQgghhBAHo23uOuWUU5g0aVKb57Zv347dbtf/3rNnT0477TTKysqYN28e0BJk43Q6sdvtqKpKbm4uJ510ElarleLiYi699FLWrVunH8NisdDY2Mjnn3+O2Wxm6tSpjBgxQg+mATCZTPpc169//WsAqqurgQPnvbS/S64Q8Usz//RLhBBCCCGEEKLzs9lsvPLKKzzxxBO89tprGAwGKisrOe6447jqqqt455139Nd269ZN/3NhYSEXXnghixYtYvXq1RQUFLR7/OrqapxOJ5dddhm33XZbm3rlO3fu5G9/+xvFxcW4XC5SU1NJSUkhLS2Nu+++mx49evDqq6+Sn5+v7/DR0t56vV5sNltkOkUIIYQQQgghhBBCdGihUEgPSJk7dy4GgwHYF6Ry/vnnt/u+hIQEXnzxRT755BPi4+P1x0844QRef/11zGYzwWCQBx54gLfffpsrr7ySuLg4evXqRVFREQMHDsRut3PMMcdwxhlnAPtKQ2m0P2ubycrLywHalHtqnclGURT9z0L8EiSgRgghhBBCCCF+FBcXx+7duwEYPXo0GRkZAKxYsYKEhAQMBgOqqnL77bcDcM8995CRkYHL5QI45A395MmTqaioYMKECW2Cad59911effVVNm/eTGpqKuPHj2f06NGMHTuW1NRUnnvuOZ577jnmzJnD888/r2e0KS8v5/XXX8dut/P4449HpD+EEEIIIYQQQgghRMe2cOFC/c/du3dv9zUDBgxg4MCBbR4bMWIEGzduZOXKlTQ3N9O7d2/OPfdcZs6cqWeaKS0tZfny5UBLsEthYSG7du3ikUce4fTTTyc9PZ2cnBwAgsFgmww10BI4EwwG+e9//6ufU6MoCkajEZPJRCAQ4IknnqCmpoY///nPR9kjQhw+CagRQgghhBBCiFbcbjcAq1evPuhr3nvvPQAKCgpYunSpHoTz97//nfr6eqZNm4bVaj3gfbNmzdIf37lzJwsXLuSDDz7A7XZz3HHHMWHCBMaMGUN+fr7+nunTp/PJJ5+wefNmqqqqyM3N5ZNPPmHx4sV89dVXuN1uzj///DYlqYQQQgghhBBCCCGE2LJlC/Pnz2fs2LEsWLCgzXNa+aSVK1fqQS/7mzhx4kGPraoqd9xxB06nk7POOouPP/6YE088kZdeeomrr76alStXkpqayrp1/5+9+46K6ngbOP6lK6ixICCKgspiRcUSjT2iRqwx9i5qYk+1xjRRY/slisYexYLGEksI1hBFxYjYBewUsREURAEpy973D969kQCKikHh+ZyTc+TOvbNzh8ly99lnZk5x69Ytypcvj1arxdDQUF2BJjY2lm3btuHj44OpqSnOzs5A5uSbkydPMn/+fM6ePQvAmTNnqFev3st1jBC5JAk1QgghhBBCCPGE9evX51hWo0YN0tPTOX36NO3atWPRokVAxso21apVIyIiAk9PT/z9/Vm7dm2m5XD15wF4e3uzfft2QkJCKFmyJF27dqVjx444Ozur5yiKgk6nw9TUlO+//57SpUtjZmaGp6cnvr6+REZGUqVKFdq0aYOdnd0r6g0hhBBCCCGEEEII8ab68ccfSUtLIy0tTV1x+d/mzZsH/LMSc24FBARw+fJlGjVqRNOmTfHz8yM5OZnSpUvz7bff0rdvX4oWLUp0dDRLly5lxowZapJMWloaV65c4cCBA2zbto2iRYsycuRIGjVqBICxsTGpqan89NNP/Pzzz2i1WhwdHenZs2eOq+wI8SpIQo0QQgghhBBCPKc1a9Zw79499WdLS0u6du2Km5sbo0eP5syZMyxZsoTPP/8803X6faF37NhBSEgIDRs2pHPnzrRs2VKdCfTkXtL6LaScnJw4evQo69at4/jx4xgZGdGmTRu6detGy5Yt1SQcIYQQQgghhBBCCCH0nmcl5k8++STHhBpvb2+CgoLo1asX77zzDgBHjhwBwNXVlZs3bwJgY2MDQN26dSlTpgx///03Go2Gbdu2ER8fT4MGDShfvjx//fUXFy9e5PTp0xgZGfH+++/ToUMH9fVOnDjB/PnzOX/+PABdu3alV69e1KxZkyJFirxMlwjxXCShRgghhBBCCCGe06FDhwBYsmQJqampzJw5Ew8PD5KSkvj222/p2rUrvr6+WRJq9Dw8PNi4cSNdu3alTp06mJiYAP8k0+j3iAaIiopi+/bt+Pr6cuPGDezt7enYsSNubm5UqVIl03VCCCGEEEIIIYQQQujltBLz/v37GTduHAADBgzg8OHDdOjQAVtbW7p06ZJlO/OoqCj27NmDiYmJmlBz7do1IGNL9LVr1wLQrFkzAAwNDbG3t+f+/fsMGzYMX19fDh48yIEDB9Q6TUxMqFy5Mh988AGDBw/G2NiYlJQUFi9ezJo1a9BqtVSpUoX+/fvTpk2bHLelEuJVkoQaIYQQQgghhHhOlpaWVK5cmSZNmmBubk65cuXo06cPy5cvp3fv3gD8/fffOV5fvXp1Jk2aRLFixYCsCTH6ZJr9+/fz66+/8tdff2FoaIirqyvdunWjRYsWmbaGkmQaIYQQQgghhBBCCJFboaGh6r9///13XFxcsLa2Jjg4GE9PTw4cOMCSJUvU7ZV69OjBunXr8PHxwdXVlfbt26uxr19//ZVbt27RokULatasqdZrZWUFQLFixZgzZw6HDx/m+PHjXLlyhdq1a1OxYkXeeecdqlWrBmSsovPjjz8SHByMgYEB77//Pj179qRGjRqyKo3IN5JQI4QQQgghhBC59GSw4Ul169alYsWKREZGcvDgQeCfJW5z8u9kmidXpblx4wbbtm3jzz//5Pr16zg7O9OiRQu6dOmCnZ0dAFqtFmNjY0mmEUIIIYQQQgghhBDP5eLFi+q/Dx48iLm5OQA3b96kc+fOXLx4kU8//ZTNmzcDULVqVSZPnsysWbMYP348tWvXJioqCoB9+/ZRuXJlZs+enek19EkwSUlJlCpViq5du9K1a1fS09MxMjJSY2KPHz9m0aJFrFu3Dq1WS9WqVenfvz/vvvuurEoj8p2BoihKfjdCCCGEEEIIIV5niqIwb9487ty5w7x58zA2zjo3oVOnTly9epWaNWsSEhJCixYtOHz4MN7e3jRo0OCpdeuTYhRF4Y8//mDbtm2cPXuW+Ph4AJo2bUqXLl1wcXHB1tYWIyOjTHU8mYwjhBBCCCGEEEIIIcTTpKSkULduXXQ6HZcvX85U9u6773Lr1q0cr7WzsyM+Pp6HDx8C0L9/fz7//HMsLCzUc+7cuUOrVq1yrMPFxYVNmzYREBDA//73P0JDQzOtSlO9enVZlUa8FmSFGiGEEEIIIYR4BgMDA/z8/IiIiKBbt260bNkyU3lUVBTh4eEYGxsTEhLCW2+9RVBQUK7r1texbds2fH19uXnzJiVLlqRChQo8ePCAgIAAgoKCSE9Pp3Tp0tjb22NlZUXt2rXp3LkzZcqUUWf3CCGEEEIIIYQQQgjxNGZmZplWqXlS27Zt8fLyAqBVq1YUL148U7mrqyvvvfce3bp14+LFi/Tv3z9TMg1kXuW5YcOGWVZytrOzY968eXh5eZGeno6joyMDBgygVatWsiqNeK1IQo0QQgghhBBC5EKvXr2YO3cuM2bMwMnJSQ0EREdH89lnn6HVagEwNjYmJSWF5OTkXNcdEBDA4sWLuXLlCjqdjvbt29O5c2feeecdVqxYwerVq0lNTaVhw4aEh4cTGhpKUFAQvr6++Pv7s2bNGkmmEUIIIYQQQgghhBAv7clkmDFjxuDs7JzteVZWVly8eJF79+5RpUqVTGVPJutMmDCBOnXqqD+fPHmSL7/8ksjISAwNDenevTu9evWievXqmJmZ5fHdCPFyJKFGCCGEEEIIIXJh0KBBBAYG4u/vT4cOHXBxcSE9PZ1z586RlJQEZKw2o9VqMTExwdLSknv37uWq7jJlynDmzBns7e3p0qULbm5u2Nvbq+Wpqal06dKFuXPnEhsbS1xcHFeuXOHUqVMEBgYSEBBA06ZNX8VtCyGEEEIIIYQQQogCJCEhgTlz5hAfH88PP/yQZWvzS5cuYWBggKIoWVaWeZKjoyP+/v5cu3aNt99+O1OZPinH0NAwS7JNcnIykZGRODo6MmjQIFq0aCGr0ojXliTUCCGEEEIIIUQumJiYsHTpUjZu3Mj27dsJCgrCwMAAExMTIGNlGq1WS61atZg1axYzZszIdUJNtWrVmDNnDiYmJrRt21at8/z586xbtw6ANm3aAFCiRAlKly5NlSpV6NChAykpKTJ7RwghhBBCCCGEEELkioWFBQcOHCAuLo6goCCaNGmilkVFRfHw4UMANBoNVlZWOdbTvHlzVq1ahZ+fH/37989Udu7cOQDq169PsWLF1OOKotCsWTNmz55NhQoVqF27tsS1xGvNML8bIIQQQgghhBBvCiMjIwYOHMiOHTs4cuQIVapU4dGjR5QrV47+/fszZ84ctm7dipOT03PX3bVrV9zc3DAxMUGn0wFw/PhxkpOTadOmDe3btwfINGtIp9OpQYcbN27kwR0KIYQQQgghhBBCiILMwMCAXr16AeDh4UF0dLRadvjwYfXfVlZWtG3bltq1a9OmTRs8PDwyTR5r1KgRjo6OBAQEsGXLFvV4eHi4ep6dnR1dunShTp06NGvWjK+++oro6Gi6detGgwYNJJlGvPYMFEVR8rsRQgghhBBCCPEmSU1NZeDAgZw9e5aqVavy888/Z1kCd+DAgZw4cQJvb28aNGiQ67rT09MxMjLi1q1bDBgwgDt37vDll18ycOBAdDodhoaGKIqCgYEBAA8fPuTo0aP8/PPP9O3blx49emQqF0IIIYQQQgghhBDiScnJybi7u3Pq1CnMzc2pX78+AAEBAepEr5IlS+Li4sKjR484efIkiqJQqVIlfvvtN4oUKQJkrK48ePBgkpKSqFOnDlZWVhw7dozExEQgY8Xnhg0bYmJiwoULF4iNjaVs2bKsXbs2y1ZQQryOZMsnIYQQQgghhHhOnp6enD17lnLlyrF+/XpKly6d47nBwcF4enpy+fJl0tLSqFmzJiNGjKBFixbZnm9omLGQ6N69e7lz5w7Ozs706NEjU5k+WSY0NJS9e/eyf/9+IiIiOH78ON26dcuy97UQQgghhBBCCCGEEHpFihTBy8sLLy8vfHx8CAwMxNTUlOLFixMfH0+HDh2YNWsW5ubmALRo0YLo6GgiIyNp0qQJaWlplCpVilatWrF8+XI2bNhAYGAgV69epVixYiQmJuLo6MjSpUuxs7MDIDIykq+++orAwEC6du2KoaEh5cqVo0uXLowYMQJTU9P87BIhsiUr1AghhBBCCCHEc4iLi6NVq1YkJydTs2ZNKleunO15x44d4/79+wCYmprSuHFjdDodgYGBpKWlMX36dHr37p3ttampqfTr14/g4GA+/vhjRo0ahVarVRNlHj58iL+/P76+vgQGBvL48WMaNmxI69atGTJkiJp4I4QQQgghhBBCCCFEbqWkpBAVFUXFihUzJbhcuHCBQYMGkZSUhIGBAa1btyY0NJS7d+9SsWJFtm3bxltvvQVkrL58+/ZtLCwsMk1Cmz17NmvXrlVXwGnUqBHh4eHExMTQqFEjVq9ejYmJyX97w0I8gyTUCCGEEEIIIcRz2L9/P+PGjcv1+UWLFmXLli1oNBogYyncoUOHkpaWxoEDB7C2ts5yTUREBO+99x4WFhbs3LlTnckDGavS7N69mz179nDr1i0AHBwcSExM5O+//8bFxYWRI0fSokULdfsoIYQQQgghhBBCCCFeRGpqKp07dyYiIoISJUrw8OFDfv/9dypWrMiECRPYt28fAwcOZNq0aU+tp0ePHly4cIGiRYvy+PFjvv76a7p27cq4ceM4duwYkyZNwt3d/T+6KyFyR6YtCiGEEEIIIcRzaNeuHZcvX37mf+XKlQPAzc1NTaYBcHZ2ZsSIEaSkpLB58+ZsX8Pe3p7BgwfTvHlzNZkmPj4eHx8ffvjhB7y8vIiNjaVVq1YsXryYPXv2sH37djw8PDh//jyTJ0/m/v37GBkZkZ6e/uo7RQghhBBCCCGEEEIUSLt37yYiIoLOnTtTqVIlAB4/foyZmRlTpkzB0tKS8PDwp9YRFhZGcHAwFhYWPH78WK2jWLFizJw5EyMjIzZs2PDK70WI5yUJNUIIIYQQQgjxCsTHxwPQoEGDLGWurq4AHD58OMfrp0yZwtixY4GMZXVXrFjBjz/+yNGjR6lYsSKjR4/m+++/V+uytLSkZ8+ejBgxgtjYWObPnw8gK9QIIYQQQgghhBBCiGdKSEjgq6++Yvz48Wi1WvX4/v37ARg6dCg3b94EwMbGBoBy5coREBDAzz//rJ6/ePFixo8fz+XLl9VjR48eRVEU3n//fXUrqdjYWLWuGjVqcOvWLa5du/bMduo34NFvHfXkMSHymnF+N0AIkffS09Px9vZm27ZthIeHU7RoUWrVqsWgQYNo1apVruuJjo7mp59+IiAggJiYGMqVK0eXLl0YMWJEpn0TC7O86GutVku9evVITU3Nttza2vqpX7YVVg8ePKBz5878/fffmR7KnkXG9Yt5kf6WsZ17O3fuZNKkSTmWjxw5kk8//fSZ9YSHh7No0SJOnTrFgwcPqFixIr169aJ///4YGkoeNeRNX9+5c+fcRi1LAAAgAElEQVSp7/EuLi5s2rTpRZtY4Ny6dYuffvqJo0ePEhsbS6lSpWjVqhXjx4+nbNmyuarjTXzvVhRFnW1ja2ubpdze3h5DQ0OuXbuGoigYGBhkW0/VqlXZuXMnv/32G6dOncLQ0JD27dvTr18/3n77bSAjeGBoaEhaWhomJiZ0796dNWvWcPr0aSIjI9WZQ0IIIYQQ4vkcO3aMZcuWcfnyZdLS0qhZsyYjRoygRYsW+d2019L27duZMmUK3t7e2SaVF0bp6els2rSJHTt2EBYWRnp6OnZ2dri5uTF8+HDMzMzyu4n5Lq9i2YXFi8ZEC7q8iq0VdHkRoymInJyccnXeunXr1FhMQWVhYcGBAweIi4sjKCiIJk2aABnbj5uYmPD3338TFxeHpaUlnp6elCxZknbt2uHs7JypnsuXL7N//34qV66s9q8+UcbOzk6NVZ88eZLY2FhKly6Ng4MDFy5c4MqVK1StWjXb9uljYAYGBuq/4+LisLCwwMjISJ1U9rRYmxDPSxJqhCiApkyZwq5duyhWrBhNmjQhLS2NEydOEBAQwPjx4xkzZswz67h79y69e/fm7t271KhRg5o1a3L69Gk8PT05fvw4q1evxsTE5D+4m9dbXvT1tWvXSE1NpWLFitSpUydLecmSJV9F09943333HX///fdzXSPj+sW9SH/L2M69ixcvAtC0aVNKly6dpbx69erPrOPSpUv079+fhIQEXFxcqF27NoGBgcyYMYNz586pK1UUdnnR16GhoUDGh+0nt/HRc3BweMlWFhwXLlxg6NChPHr0CI1GQ+3atQkODmbLli0cP36cbdu28dZbbz21jjf1vTs+Pl6dGWNsnPVjl7GxMaVKleL+/fskJiZSrFixHOu6efMmx44dw9HRka5du9KzZ0+13/TBA0VR1H4IDw9Hq9WSnp5OmTJlXsHdCSGEEEIUfPrkEFNTUxo3boxOpyMwMJARI0Ywffp0evfund9NfK2cOXMGDw+P/G7GayU9PZ3Ro0dz6NAhzM3NqVOnDsbGxpw7dw5PT0/8/f1Zu3YtRYsWze+m5qu8iK8WJi8SoysM8iLeU9DlRYymoOrcuXOOZTdu3ODcuXMUL15c3ZK7IDMwMKBXr14sX74cDw8P1qxZQ6lSpbhz5w5ly5Zl6tSpANy7d4+tW7cCsHLlSj744AOmTJlC8eLFAejduzf79+9nzZo1NG/enPr166vvXb///jvJycnY29tz/vx5Vq9ezRdffIGVlZVad3b0MTDIiIX7+/tz5coVAgICsLGxwdbWlsGDB9OgQQOMjIwynS/Ey5CEGiEKmN27d7Nr1y4cHBzYsGEDlpaWAFy9epW+ffuyePFiOnbsiL29/VPr+fbbb7l79y4ff/wxo0ePBiApKYkxY8Zw7Ngx1q9fj7u7+6u+nddaXvW1/mG/e/fujBo16lU3u0D4/fff2b1793NfJ+P6xbxof8vYzj19gsb333+PtbX1c1+vKAoTJ04kISGBuXPn0rVrVyBjycwhQ4bg4+ND27Ztad++fZ62+030sn0N/4zt4cOH06VLlzxrW0GTmprKF198waNHj5g2bRoDBw4EICUlhQkTJrBv3z4WLVrEtGnTnlrPm/rerV+d5mmKFCkC8MyEmrFjxxIXF4erq6s6M0gfFNAHBvSzbo4dO4anpydarZbSpUtnmrEjhBBCCCFyJzo6mm+++YbixYuzceNGNZH+/PnzDB06lJkzZ9KqVasX/kxR0Ozbt48pU6aQlJSU3015rWzdupVDhw7h5OTEypUr1fESGxvL6NGjOXPmDEuWLOHzzz/P55bmn7yKrxYWLxqjKwzyIt5TkOVVjKagymkiYlJSEt27d8fAwID//e9/2a5AXBCNHj2akydPcurUKd577z1q164NQExMDABVqlThp59+okyZMhw9epTPP/+cX3/9FZ1Ox+zZswFo1qwZQ4cOZc2aNQwYMAAXFxfCwsKAjOSuBg0asGjRItzc3PD29qZhw4ZqnCyn5wlDQ0OSk5PZtGkT27dvVyeUQUac7NKlS5w6dYohQ4YwatQoiYWJPCMjSYgC5rfffgPgiy++UD+AADg6OtK5c2d0Oh0BAQFPrSMsLIxDhw5RsWJFRo4cqR43Nzdn5syZGBkZsWHDhldzA2+QvOhr+Odhv2bNmq+moQVMdHQ006dPp169euryfbkh4/rFvGh/g4zt53Hp0iUsLS1f+AN/QEAAly9fplGjRmoyDUDp0qX59ttvAVi/fn1eNPWN97J9DTK2c2v37t1ERETQuXNnNVADYGZmxpQpU7C0tCQ8PPypdbzJ793P86E9N3s8T506NUsyzZPXxcTE4O3tzY8//khISAgajYaPP/4YCwsLCSAIIYQQQjwnb29vUlNTGTJkSKZVKZ2dnRkxYgQpKSls3rw5H1v4erh79y4TJ05k/Pjx6HS6TPExATt27AAynuWf/Az65Gd1X1/f/GjaayOv4quFwcvE6AqDvIj3FGR5EaMpjGbNmkV4eDgDBgygZcuW+d2c/0yRIkXw8vLi888/p0KFCpw+fVotq1atGrt378bBwYESJUrg5uZGqVKlAPDz88sUq5o8eTILFizAxcWF0NBQHjx4AECfPn3w8vKidOnSzJgxg8ePH7NixQp1clp6enqm9ujrjImJ4ccff8TT05OwsDAaNGjAp59+yq5du9iyZQvz58/HwMCAhQsX4u/vn21dQrwIiawKUcB4enri4+OT7V7OiYmJAM984D569CiKotC6dessX8DY2tpSo0YNbt26pe53WFjlRV/DPysd1KpVK28bWEB9+eWXpKamMmfOnOe6Tsb1i3nR/gYZ27kVFRXFw4cPXyo548iRIwC4urpmKXNxcaFMmTKcOnWKhISEF36NgiAv+hoyxra5ubls7fQM+/fvB2Do0KFZysqVK0dAQAA///zzU+t4k9+7zc3NAbC0tKRBgwbZnpOcnJzp3Kd58pni36vSBAUFsWDBAn766SdCQ0NxcXHB3d2dhg0bvtQ9CCGEEEIUVk/7jKU/dvjw4f+0Ta+jBQsWsGvXLmrVqsXmzZupXLlyfjfptVKqVCkqV66Ms7NzljL9iiuFfeuevIqvFgYvE6Mr6PIq3lOQ5UWMprA5f/4827Zto1y5cnz22Wf53Zz/nKmpKR9++CE+Pj4cPXpUPT5u3Lgs5x47dgxra2sePnxIREREprIOHTrg7e3NmTNnePfddwFo06aNum25q6srnTp14tSpU5w8eRIACwuLTHXo41+HDh1ix44dmJub4+7uzqRJk/joo49wcnKiYsWKdOrUiRkzZmBgYMDs2bNJTU2VvyEiT8iWT0IUMKampplmzugdPHiQvXv3Ym5unm0w4En6L6UcHR2zLa9cuTIXLlzgypUrVK1a9eUb/YbKi75WFIWLFy9StmxZ/Pz82Lx5M9evX8fMzIx33nmHsWPHSjDiCRs3buTIkSN89dVXVKpU6bmulXH9/F6mv2Vs554+8ahMmTJ4eHhw+PBh7t69i62tLV26dGH48OGYmZk9tQ79+M7uPQnAwcGB+/fvc/36derUqZO3N/AGyYu+fvDgAbdv36ZmzZqsWbOGXbt2ERkZSfHixWndujVjx46V2VD/LzQ0FBMTE6pVq8adO3fw8fHhxo0blCxZknbt2mUbVP63N/m9u1ixYpibmxMXF4dWq8XYOPNHL61WS1xcHGZmZpQoUSLX9SqKogYSYmJi2Lt3Lz4+PgQHB1OqVCl69OjBBx98kGP/Pnm9EEIIIYTISlEUrl27hqGhYbafW+3t7TE0NOTatWuF/tmqcuXKzJkzhy5dusiqiNlYtmxZjmUXLlwAwMbG5r9qzmspL+KrhcHLxOgKg7yI9xR0eRGjKWxmzZqFoih88cUXuZoIVZAVL14cExMT0tLSqFChQrbn2NraEh0dTVxcXI6TEK2srAC4d+9epuPTp0/nyJEjhISEqOc9uX25/tls1qxZPH78mJEjRzJgwAB1ZTOdTqc+j7m6utK0aVOOHj3K8ePHs03YFOJ5SUKNEAVYcnIyEydO5Nq1a1y/fh1bW1vmzp37zOVX9TMj9H/c/q1s2bJA1j96hdmL9nVUVBQJCQkkJCTw9ddf4+Liwttvv83Fixfx9fXl0KFDrFy5kvr16/9Hd/L6ioyMZN68eTRp0oT+/fs/9/Uyrp/Py/a3jO3c028ftH37dkqWLImLiwvW1tYEBwfj6enJkSNH8PLyUveQzY5+fOvH8b/J+M6QF32tD9KEhIRw5coVGjZsiI2NDRcuXGDLli0cPHiQdevWFfqEsdTUVO7cuYONjQ179+7lyy+/VJdtBVi5ciXDhg1j4sSJT63nTX7vNjAwoGrVqpw/f56IiIgsCT/h4eHodLocE+GeVi9AYGAgPj4++Pn58fDhQ5ydnXn//ffp2LEjxYoVA+DMmTMkJiZy5coVqlWrRpUqVdSErycDE0IIIYQQ4h/x8fGkpqZSunRpTE1Ns5QbGxtTqlQp7t+/T2JiovrsVRh9+OGH+d2EN5KiKCxcuBCAdu3a5XNrXh8vGl8t6F42RlcY5EW8pyDLqxhNYXL48GHOnDlD1apV6dixY343J98ZGRlRpUoVLl26RHR0NNWqVctyjj42V6ZMmRzr0U+Y+/dK0+bm5nh4eKir39ja2maKWRkYGHDlyhWSk5Np27Ytn3zySabr/x3f0m9Bld1znBAvQiKoQhRgt2/fZt++fVy/fl09dvny5Wdep3+YyukBU388KSkpD1pZMLxoX+sf9q2trdm+fTve3t4sW7YMPz8/3N3dSUxM5NNPPyUlJeWVtf1NkJ6ezqRJkzA0NGTWrFkvNPtLxnXu5UV/y9jOPX2CRocOHTh48CBLly5lw4YN/P7771SrVo0zZ86wYMGCp9Yh4zt38qKv9WNbo9GwZ88e1qxZw4oVK/Dz86NTp07ExMTwxRdfvPJ7ed3ptxeLj49n0qRJuLq6snfvXoKCgvjxxx8pWbIkP//8M5s3b35qPW/62G7evDkAf/zxR5Yy/bEX2YP7xIkTTJ06lV27dmFkZETPnj2ZOnUqvXv3plixYoSGhvLZZ5/xxRdfMHLkSObOnYu7uzv9+vXD09OTpKQkDA0NZR9pIYQQQohs6J9BixYtmuM5+udQ/ZY0QjyPH374gaCgICwtLRk+fHh+N+e18aLx1YIsL2J0hUFexHsKsryK0RQma9euBTISR+X/uwz6lV727t2bpSwsLIxbt25hZWWFnZ1djnXo42QHDx5Ep9NlKqtVqxYGBgaYmppm+wwWFRWFoijUqlULyFj5OTuXLl3i8OHDGBsbZ1ktWogXJQk1QhRgNjY2HD9+nBMnTrBgwQLS0tLw8PBgxYoVT71Ov6fgsx4U/v0HrzB70b5u3749hw4dYuvWrVSvXl09bmxszIQJE6hZsybR0dHZfhFXmKxatYozZ84wefJkbG1tX6gOGde5lxf9LWM79zw9PfH19WXu3LmZlg+tUKECs2fPxsDAgM2bN5OWlpZjHTK+cycv+nrIkCH88ccfrF27NtMHRHNzc2bMmIG1tTUhISGcPXv2ld7L6y41NRXI+DLi7bffZv78+Tg4OFCiRAnc3NzUPd9/+uknFEXJsZ43fWx3794dMzMzVq5cSXBwsHr8woULrFq1iiJFitCvX7/nrrdhw4YYGBjg4ODAp59+ysSJE9XlmTdt2sSHH37I7t27uX//Pk2aNKFXr1689957pKens2TJEr7//nsA2UdaCCGEECIbz7OK39OeZYXIzsKFC1mxYgWmpqYsWLCA0qVL53eTXhsvGl8tyPIiRlcY5EW8pyDLqxhNYREWFkZAQAC2trZ06tQpv5vz2ujTpw/m5ubs3LkTHx8f9Xh8fDzTpk1Dp9PRv39/9Tnq9u3bXL9+ndjYWPVcOzs7mjdvTlhYmLpSG2RMlJs2bRqKojBs2DCcnJyyvL7+/219sk1OscL4+Hji4+NxdXWlQYMGL3/jQiAJNUIUaObm5pQqVYq33nqLDh06sHjxYgwMDFi+fPlTV4XQ/0FKTk7Otlx/vLDvG/mkF+1rAwMDypUrp26/8CRDQ0N11vqTX8IVNpcuXWLRokW0atWKnj17vnA9Mq5zJ6/6W8Z27pmZmVG1atVsl6CsXr06NjY2JCUlERERkWMduR3fFhYWL9/gN1he9LWRkRF2dnbZBj2LFi1K48aNAdQ9fwurJ1eU6du3b5byVq1aYW1tTXR0dJ6M7df1vbtChQpMmjSJhIQE+vTpw7Bhwxg2bBh9+/YlMTGR6dOnP3Up3JwYGBiwcuVKZs6cyQcffIC5uTlarZZNmzbxww8/cO/ePYyMjDAyMqJbt25Mnz6dBQsWsHnzZhwdHdm6das6o+h1TUYSQgghhMgv+mfLp8VzXvfnUPH60Wq1fP311yxZsgQzMzMWL15Mw4YN87tZr5UXja8WVHkVoysM8iLeU5DlVYymsNi7dy+KotC5c2eZiPSE8uXLM3PmTAwNDfniiy/o3r07I0eOpH379pw6dYrGjRszbNgw9fxJkybh5uaGt7d3pnq++eYbypYty7Jly+jcuTPjx4+nXbt2BAQE0KJFC8aOHZvt6+tXptm1axcPHjzI8XfTqFEjJkyYgJubGyBxL5E3ZK0jIQqRunXrUrFiRSIjI4mKiqJq1arZnmdlZQX8s+fhv8XExGQ6T2SV275+Fv0ewTl9kVgY/Pjjj6SlpZGWlpZlGxX9w5D++NSpU3Oc2SPjOnfyqr+fRcZ27llaWnLnzp1Mexv/m5WVFRcvXuTevXtUqVIlS7l+fJctW/aVtbMgyE1f56YO4KXqKAiKFy+OiYkJaWlpVKhQIdtzbG1tiY6OJi4uDgcHh2zPKQjv3f3798fW1pZVq1Zx+vRpTE1NcXFxYdSoUTRp0uSF6/13n8XGxrJ161aSk5P57LPPSE9PZ+HChfj4+PDuu+9StGhRrK2tmTRpEsOHD2f16tW0atWq0O4hL4QQQgiRk2LFimFubk5cXBxarTbLdgFarZa4uDjMzMwoUaJEPrVSvEkSExP5+OOPOXLkCCVKlGDJkiWSTJMLeRVffVP9VzG6wiAv4j1vsryK0RQW+hXVO3bsmM8tef24ubnh4ODA0qVLCQoK4tq1a9jZ2eHu7s7QoUMxMTF5Zh12dnZs3boVT09PDh8+TGRkJHZ2dgwaNIjBgwfnuE2Ti4sLXbp04bfffsPDw4OJEyei0+kwNDQkOTmZSpUqkZycTJEiRRg2bBjp6emkpqZy+/ZtKlSokKleRVFkKy/xXCShRogCRFEU5s2bx507d5g3b162f3j0Wdo57S8I4OjoCMC1a9eyLdfvY6vRaF62yW+svOprb29vgoKC6NWrF++8806W8ps3bwIZS54WVklJSQAEBATkeI5+icFPPvkkxw+PMq5zJ6/6W8Z27iQkJDBnzhzi4+P54Ycfsn0vyU1fOTo64u/vz7Vr13j77bczlSmKQlhYGEZGRtkm2xQWedXXixcv5sqVK4wZMybb5UdlbGfQj7dLly4RHR1NtWrVspyjT5J52gotBeW9u3Xr1rRu3fqVvsaOHTsIDQ3FxcWFDh06YGdnx6lTpzh06BDr16/nww8/BKBZs2bUrVuX6Ohobt++TeXKlV9pu4QQQggh3jQGBgZUrVqV8+fPExERkeVL/PDwcHQ63Wv/DCpeD/Hx8QwdOpSQkBDKlSvHihUrZOz8v7yKrxZUeRWjK+jyKt5TkOVVjKYwuH//PiEhIdjb22cb9xMZqz55eno+87z169fnWFauXDl1O/LcSE9Px8jIiG+++YZr167h6+vLwYMHKVWqFOnp6ZQsWZKNGzdibm6Ooihs2rSJv/76i4iICK5du0b58uXp0KEDbdu2xdnZWZJpxHOTLZ+EKEAMDAzw8/Nj9+7d2T5oR0VFER4ejrm5+VOzjJs3bw7AwYMHsyyHdvv2bS5evEj58uUL3ayAJ+VVX0dFRbFnzx527NiRpSwlJYV9+/YBGV9+FVbr16/n8uXL2f6nX9ZP/3NOGfYg4zq38qq/ZWznjoWFBQcOHGDfvn0EBQVlKff39ycuLg6NRvPUFTj049vPzy9L2enTp4mNjaV+/foUK1Ys7xr/hsmrvr58+TL79u1jz549Wcru379PQEAAJiYmWRKbCqMWLVoAqFsLPSksLIxbt25hZWWFnZ1djnXIe3fuKIrCyZMnAXB3d1f7dObMmZiYmLB27Vq1PCEhgaSkJOLi4rJdDlsIIYQQQvzzHKqfpf4k/TH9VsZC5CQ1NZUPP/yQkJAQqlatyi+//CLJNE/Iq/hqQZVXMbqCLq/iPQVdXsRoCoPz588DUK9evXxuiXiSkZER6enpWFhYMG/ePMaPH4+lpSWJiYkkJydTuXJlTExMCA4Oxt3dnenTp3PgwAHCw8MpUaIEd+7cYeXKlUyYMIHTp08DhTNRU7w4SagRooDp1asXADNmzODu3bvq8ejoaD777DO0Wi39+vXDzMwMyPgy6vr168TGxqrn2tnZ0bx5c8LCwli4cKF6PCkpiWnTppGens7QoUP/ozt6feVFX/fo0QMjIyN8fHzUBAOAtLQ0PDw8uHXrFi1atKBmzZr/0V0VDDKu/1sytl+cgYGB+l7i4eFBdHS0Wnbjxg2mT58OwKhRozIdv379Oo8ePVKPNWrUCEdHRwICAtiyZYt6PDY2lu+++w6g0I/vvOrr3r17A7BmzRpOnTqlHk9MTGTq1KkkJCTQo0cP2V4L6NOnD+bm5uzcuVOdNQcZMzSnTZuGTqejf//+GBpmfCSR9+4Xo1+mtkyZMhgbG1O+fHkgI3hvbW3NtGnTuH//PqtWrQLg4cOH3L17F3t7e0qWLCl7SQshhBBCZKN79+6YmZmxcuVKgoOD1eMXLlxg1apVFClShH79+uVjC8WbwNPTk7Nnz1KuXDnWr19faFfHeJrnja8K8W8vEu8pjJ43RlNY6f/m16pVK59bIv5Nn0hYpUoVRo8ezfr169m1axdr167lhx9+4NSpU3z++ef89ddfVKhQgVGjRrFw4UL+/PNPfvnlFz766CMiIyOZOHGiuqWnxMREbhkoiqLkdyOEEHknLS2NMWPG4O/vj7m5OS4uLqSnp3Pu3DmSkpJo2bIlixcvVmckDxw4kBMnTjB27FjGjRun1hMVFUXfvn2JiYlBo9Hg4ODA6dOniYmJoUWLFixdujTHvQwLi7zq63Xr1jFr1iwURaF27drY2tpy7tw57t69S+XKldmwYUOhX2oxJzVq1CA9PZ3Lly9nOi7j+tV43v6WsZ07ycnJuLu7c+rUKczNzalfvz4AgYGBpKam4u7uzqRJk9Tz3333XW7dusX3339P9+7d1ePnz59n8ODBJCUlUadOHaysrDhx4gTx8fH06tULDw+P//zeXjd51dezZ89mzZo1GBoa4uLiQqlSpTh58iRxcXE0aNCAVatWUbRo0f/8/l5Hu3fvZsKECWi1WmrWrImVlRVnz54lLi6Oxo0bs2rVKnV/ZXnvfjkzZsxgw4YNeHh40LNnT9LS0tS+HTZsGAEBAfTp04cLFy4QEhJC7969+e6772TfaCGEEEKIHHh7ezN9+vRMK1AGBgai1WqZM2cOXbt2zecWvn70z/Te3t40aNAgv5uTr+Li4mjVqhXJycnUrFnzqVutzp8//z9s2evleeOrIkNOMbrC6nnjPYXV88RoCqtJkyaxc+dOFi5cyHvvvZffzRFP8WQ8KzExkXHjxnHs2DFatmzJ4MGDcXZ2zrJau4eHB97e3nz00Ud8+umn+dFs8YaSyLMQBYyJiQlLly5l48aNbN++naCgIAwNDdFoNHTv3p1evXrlKsvYzs6OrVu34unpyeHDh4mMjMTOzo5BgwYxePBg+eKKvOvrQYMG4ejoyKpVqzh//jyXL1/G1taWkSNH8uGHH2JhYfEf3E3hIOP6vyVjO3eKFCmCl5cXXl5e+Pj4EBgYiKmpKXXr1mXgwIG0a9cuV/U4Ozur4zswMJCrV69SqVIlPvvsM3r27PmK7+LNkFd9PXnyZOrUqcOGDRsIDQ1Fp9NRsWJFhg8fzuDBgwt98OFJbm5uODg4sHTpUoKCgrh27Rp2dna4u7szdOjQXPWVvHfnTseOHdmwYQPe3t40b94cGxsbdY/pWbNm0bZtW3755RcAXFxcGDt2LECmZBpJrhFCCCGE+Ef//v2xtbVl1apVnD59GlNTU1xcXBg1ahRNmjTJ7+aJ11xQUBDJyckAhISEEBISkuO5hTmhJq/iq6Jwy6t4T0GXFzGagk6/anKJEiXyuSXiWQwMDNQ41vLlyzl27Bj29vYMGzaMBg0aqH87FEVBp9NhZGSEu7s7W7Zs4ciRI/Tv379QbwMnno+sUCOEEEIIIYQQBcC3337LL7/8QsOGDfnoo4/QaDTEx8fj6OjIpk2b+O6772jRogXu7u40btxYve7BgweULFlS/VkSa4QQQgghhBBCCCHE60wfvxo2bBiBgYHMmTOHjh07ZnuuVqtFURQ6deqEoaEhW7duzbKCjRA5kemcQgghhBBCCFEATJs2jRs3bnDs2DGCgoJ46623SExMZMeOHfTt25eUlBQcHR3VZJqDBw+yYcMGHjx4QKNGjXB1daV+/fqSTCOEEEIIIYQQQgghXmv6+FV0dDQATk5O6NcR+feKzMbGxsTExBAXF4eBgQFJSUlYWFhIDEzkiqyVJ4QQQrygmzdv4uTkhJOTE4mJif/pa2/fvh0nJye6d+/+yl/r3XffxcnJiYMHD77y18pvN27cIC0tLV/bkJqaSlRUVL62QQjxZjI2Nubbb7/lyy+/xMbGBjMzM7RaLaGhoQAMHjyYpk2bAvDbb78xZswYAgICuHr1KmvWrOGTTz7hyJEjQMbMHSGEEEIIIYR4HcyZMwcnJycmT578Sl9n8uTJODk5MWfOnFf6OkIIIfLGo0zDL1AAACAASURBVEePsLGxAaB48eIYGBig0+kAMiXXJCQksGTJEh4+fEitWrWwsrKSZBqRa5JQI4QQQohCLy0tjQULFtCxY0dSU1PzrR0BAQF06tQJf3//fGuDEOLNVrFiRQYOHMjevXvZvn07gYGBuLm5Af/Mznn8+DFbt25Fp9MxaNAgDh48yNSpU4mJiWHKlCkkJCRgbGysBiCEEEIIIYQQQgghhHjdFC9enOrVq6PVatmwYQMARkZG6HQ6NQ529+5dNm/ezJ49eyhatCh9+vQBsk4m0yfgCPFvklAjhBBCiEIvOjqapUuX5msyDcCyZcuIjIzM1zYIIQqGIkWKUKpUKd566y0URWHPnj3ExsYCqLN1jI2Nady4MWXKlGHQoEEMGzaMe/fusWDBAgAMDeXjohBCCCGEEEIIIYR4/egngo0YMYJSpUqxbt06fH190el0GBoaEh8fj7+/P8uXL2fZsmUkJibSu3dv3n77bSBjpefY2NhCsTK/eDkSIRVCCCGEEEKIAsjIyAiAqKgopk6dyty5c0lISAAyEm60Wq26zzTAyJEjKVWqFAcPHuTGjRv50mYhhBBCCCGEEEIIIZ7F0NCQ9PR0SpQogYeHBwCff/45nTt3ZsqUKQwdOpTvvvuOTZs2kZaWRu/evRkyZAglSpQAwN/fn08++YRRo0YRFBQkW0CJHBnndwOEEEIIIYQQQrwaiqKwefNmHj9+zMOHD0lNTaVYsWK8++67BAQEsGXLFnr06IGJiQnFihWjYsWKXL16lbS0tPxuuhBCCCGEEEIIIYQQOdJPJnN1deX777/Hx8eHgwcPcv36dQCsra1555136NatG126dAHg3r17eHl5sWfPHqKjo9FoNFhYWKh1KooiyTUiE0moEUIIIf7l4MGDbN++nfPnzxMbG4uxsTE2Nja0aNGC4cOHU7Zs2VzVc+jQITZt2kRISAgPHjzAysqK5s2bM2bMGKysrLKcv3//fjZv3syFCxdISkqibNmyNGnShBEjRuDg4JDj68TGxrJkyRL8/PyIiYnB0tKSVq1aMW7cOMqUKZPl/IcPH7J27Vr279/PjRs3MDQ0xMHBATc3NwYMGECRIkVy31kvICEhgY0bN7Jnzx4iIyPR6XRUqVKFDz74gD59+mTZYuR52ztw4EBOnDjBtm3bSEpKYsWKFVy4cIGUlBQqV65Mjx496Nu3r/o6kydPZseOHer1Li4uAPj5+VGhQgX1+B9//MGmTZsIDg4mKSkJa2trWrVqxYcffpjl97l9+3amTJlC//79GTt2LIsXL+bPP//k3r17lClThlatWmUaB4GBgQwaNEi93sPDAw8PD8aOHcu4cePyoNeFEIWVTqfj6tWrAPTp04fSpUsD0LRpUypVqsTdu3cJCgrinXfe4fz580RGRmJoaIipqWl+NlsIIYQQQghRCAUGBrJy5UqCg4NJTU2lXr16fPzxxzmeHxUVxbp16zh+/Di3bt0iNTWVkiVLUqdOHQYOHEjjxo0zna+PGW3atAkfHx927doFgLOzM6tXr87xde7du0f//v2JiIigcePGLF++nCJFirBo0SIWL17MxIkTad++PZ6enhw7dowHDx5gY2ND+/btGTlyJMWLF89SZ0JCAl5eXuzbt48bN25gZGSERqOhe/fufPDBB+qXxE86cOBApthUyZIlcXZ2pl+/fjRr1uylzxdCiDeRfosnNzc33NzcCAgIICwsjBIlSlCmTBkcHR2xtrYG4M8//8TLy4vTp0+j1WoBKFu2LIGBgVhYWFCpUqX8vBXxmpKEGiGEEOIJX375Jdu2bQPA1tYWjUbDvXv3CAsLIywsjD179rBr1y5KlSr11Hq+++47Nm7cCICNjQ2Ojo6Eh4fzyy+/8Oeff7J161ZsbGyAjAe+iRMn4uPjA0C5cuWws7MjPDycX3/9ld9//5358+fTrl27LK8TGxvLBx98wO3bt3FwcKBChQpERkayadMm/P392bVrl7qEIUBERARDhw7l9u3bGBkZ4ejoiE6nIzQ0lJCQEH777Td+/vnnXCcNPa9bt24xYsQIrl+/jpGREVWqVCEtLY3g4GCCg4M5d+4cc+bMyZP27tq1iw0bNmBmZoa9vT33798nNDSU6dOnEx4ezrRp0wCwt7enVq1aBAcHA1CvXj0MDAwwMzMDMjLSv/76a7Zs2QJkPGDrf5/r16/H19eXFStWULt27Sxt+Pvvv+nevTt3796lfPny2Nvbc/XqVX755ReOHDnCzp07KVGiBMWLF8fFxYUrV66QkJCAnZ0dZcuWpVy5cnn+OxBCFC7JyclYWFhgZGREyZIl1eMWFhY4ODjg7+/PnTt3gIz3aEVRaNKkySv7OyCEEEIIIYQQ2fH29sbDwwNFUbCyssLW1pYTJ07Qr18/atSokeX8o0ePMmbMGJKTkylevDgVK1YkJSWFqKgo/vjjD/z8/Jg/fz6dOnXKcu2cOXM4e/YsGo2GBw8eULZs2SwTvPTi4+Nxd3cnIiKCRo0asWzZsiyTu65evcrSpUtJSkqiUqVKWFhYEBERwapVq/jrr7/YsmULxsb/fB138+ZN3N3diYyMxNjYGHt7e3Q6HWfOnOHMmTPs37+fJUuWZJrosGLFCv73v/8BUKFCBezs7Lhz5w5+fn74+fnx1VdfMWDAgBc+Xwgh3lT69299Yk3Tpk1p2rRppnNiYmLw8vJi586d3L9/Hzs7O+zs7KhUqRLXr19nzpw5/PLLL8ydO5c6deqg1WozvW+LQk4RQgghhKIoiuLn56doNBqlbt26yl9//ZWpLDAwUKlbt66i0WiUFStWKIqiKFFRUYpGo1E0Go2SkJCgnvvrr7+q9ezbt089fv/+fWXgwIGKRqNRhgwZoh5ftGiRotFolPr16yt//vmnevzx48fKrFmzFI1Go9SuXVu5fPlyltfQaDRK69atlXPnzqllZ8+eVerUqaNoNBpl+fLl6vHU1FSlffv2ikajUQYMGKDcuXNHLQsLC1M6d+6saDQapV+/fpnuvXXr1opGo8nUthc1YMAARaPRKL169VJu3rypHn+yf3ft2vVS7dW/hkajUaZMmaI8evRIURRF0Wq1yuzZsxWNRqNUr15diY6OVq/J6XepKIqyevVqRaPRKM2aNVOOHTumHk9MTFS+/fZbRaPRKC1btlRfR1Ey/37atWunBAcHq2WnT59Wfz/6sfTvtq9fv/65+1YIIXKyePFixcnJSfnqq68yHV+0aJHi5OSkuLu7q8eOHz+upKSk/NdNFEIIIYQQQhRiV65cUapXr644OTkp69evV3Q6naIoinLv3j01lqbRaJRJkyYpiqIoKSkpSrNmzRSNRqPMmjUr02eYmJgYZciQIYpGo1E6dOiQ6XWejBnt379fURRFSU9PV+Li4hRFUZRJkyYpGo1GmT17tqIoipKQkKD06tVLjT8lJiZmqs/T01Otr1evXkpkZKRatn//fsXJyUnRaDSKr6+velyr1SrdunVTNBqNMnLkSCUmJkYtu3r1qtKhQwdFo9EoM2bMUI/HxcUpNWvWVGrXrq2cOHEiU11Lly5V45BJSUkvdL4QQhQ0Wq1W/feff/6pDBgwQHFyclLq1KmjfPbZZ8qBAweU+/fvq+ds3LhRcXJyUtzc3NRj+r9FQmSfciuEEEIUQseOHcPExIQBAwZkWRK2UaNGuLm5Aaj7b+Zk+fLlAEyYMCHTqjKlS5dm/vz5GBsbc/z4caKjo0lKSlKXlJ0+fTqtW7dWzy9SpAhTpkyhTZs2pKSksGTJkmxfb+7cuTg7O6s/16lTh27dugFw5swZ9bivry/h4eFYWlqyZMkSdYUcAAcHB1asWIG5uTknT57E39//qff4Ik6fPs2JEycwNzdnyZIllC9fXi1r1KgRY8eOBVCX233Z9latWpWZM2dSrFgxIGM/1U8//ZQiRYqQnp7OhQsXntnmlJQUli1bBsC8efNo0qSJWmZubs4333xDnTp1uHPnDr/++mu2dcydO5eaNWuqP9erV4+OHTsCcO7cuWe2QQghXtaIESOwsrJix44d7N69Wz2uX4krPT2dhw8fAhnvx/pZkFqtlsTExP++wUIIIYQQQohCZfXq1aSnp9OtWzcGDBiAgYEBAGXKlMHT0zPT6stApu24J06cmGklF0tLS8aMGQNAeHg4Op0uy+vVq1ePtm3bAhkrGzy5mqdeSkoKo0eP5uzZs9SrV0+NQ2XH2NgYT09PKlasqB5r27atGl98Mv5z4MABQkNDcXBwYMGCBVhaWqplVatWZcGCBRgaGrJp0ybu378PZKzgnJaWhoODAw0bNlTPNzIyYuTIkbRt25b33nuPBw8evND5QghR0BgZGXHv3j1++OEHvvzyS4KCgnB0dGTcuHGMGzcOV1dXSpcurW771LdvX9q1a8f169fx8vICUP8WCSEJNUIIIcT/mzZtGufOnWPcuHHZlhctWhSAx48f51hHREQEERERGBsbq0ktT9J/ofnXX39hbW3NyZMnSUxMpHTp0rz33nvZ1jlw4EAADh8+THp6eqaykiVL0qBBgyzXVK1aFSDTB2N90knnzp2z3bvZxsZGDSYcOnQox3t8UfrXb926NWXKlMlS3rt3b3x9fVm6dGmetLd58+ZZHnpNTU2pUKECkLFX9bOcPn2aBw8eYGlpmSXJSk+faHX48OEsZfp9u//NwcEh120QQoiXZWpqioeHB2lpaUyZMoUFCxawcOFCfH19AahevboaoDYwMODRo0esXr2a999/nzFjxuDt7c2tW7cAsvwdEkIIIYQQQoiXdeTIEQC6dOmSpaxkyZK4urpmOubi4sKpU6fYv38/RkZGWa7Rx/B0Oh0pKSlZyuvWrfvU9mi1Wj7++GOOHz9OjRo1WLVqFRYWFjme7+TkhLW1dZbj2cV//Pz8AHB1dVUnOTxJo9Gg0WhIS0vj+PHjAJQvXx4jIyMuXbrE/PnziYqKynTN4sWL+f7779Wtw5/3fCGEKGiio6Nxd3dnxYoVPH78mE6dOjFhwgT69u2Lvb09AIqiYGxsTHJyMgC1atUCICwsjNTU1PxqungNyeZfQgghxBOMjIxISUnh+PHjXL9+naioKCIjIwkJCSEuLg7IeNDKyY0bN4CMD645zVrRaDTqvyMiIoCMD9457dWsX90kMTGRe/fuZfqAbmVlle01+td+Mmigf63q1avn2P4aNWqwa9cu9dy8pO8bR0fHbMuLFSumJgLBy7c3u0AG/LMiQ3YzlP7t2rVrACQlJdG3b99sz4mPjwcyZj39W06/H/1e2/LFtBDiv9KyZUu++uorNm7cqK68BRnvo/rkRMgIHM+cOZOdO3cCGe9tx48fZ//+/axYsQIzMzPS09OzDVoLIYQQQgghxPNKSkoiJiYGgCpVqmR7jpOTU7bHixQpQkhICKGhody4cYMbN25w5cqVTDGa7OI/ZcuWfWqbtmzZon7BGhsb+8x7eFb858k26Fe+3rt3L6dOncr2urt37wL/xJrKli3LwIED8fLyYuXKlaxcuRJ7e3uaNWtGy5YtadKkCSYmJpnu73nOF0KIgsba2hpra2tiY2MZPnw4rVu3plKlSlnO0+l06nt1aGgokPH9wZMrnwkhCTVCCCHE/9PpdCxfvhwvL69MK7uYmZnh7OyMTqfL8YOunv66nJJp/k2/lcbTZrk8WVdCQkKmRJHn+fCbm9fSl72KLT5eRd88rb3P6punJUbp6WcQJSUlcfr06Vyd+zxtEEKI/1Lfvn1p2bIlO3fuRKvVUqJECVq3bq3OmoSMpdN/++3/2rv3aCvLOg/g333OAUXOFAJeUC5qOJy8oeUoQulxWZkoKi7TRmkNRCIqthQdF15o0iGxySRZlhTqaFqhqAioy7yktoqQRsVpFDwEchGRm4Qgl3M4Z88fzNltUkwDPRN8Pn8d9/u8737evVnCed7v8/tNSdu2bTN69Ogcdthh+fd///c89dRTue666/Kd73xHmAYAANhu1qxZU/p5a2tGf9nyKUl+//vfZ/To0Xn55ZdLrxUKhXTr1i39+vXLlClTtvqe71UZptyGDRtSU1OTDRs2ZP78+bnxxhvz7W9/e6vj/9qD1/I1qOb1o0WLFr2rcsxfKv9srrzyyhx88MH5+c9/npkzZ5aqZN9zzz3ZfffdM3z48Jx11ll/83iAHUXzRrAxY8bkv//7v9OzZ8/Sc4RisZhCoVAaUygU8vrrr+emm27KY489luTdG3ybz0k2P0OqqKjY4jV2fAI1APB/br755owbNy5VVVUZMGBAjjrqqBx44IHp2rVrqqqqctNNN/3VQM0HaQtVrnmh4P1a/5T/8vx+4ZLt+V4fNPTyYTQnvT+Kz+ajmG/y5++ztrY2P/7xjz+S9wD4uFRUVKRz584ZNmxY6bW33norTz75ZI499ti0bt26tDDQrVu39OrVK5/4xCdy7bXXZunSpXnggQdy2mmn5aijjiqNAwAA2Baf/OQnSz+vW7fuPdt+N1eLaVZXV5evf/3rqa+vz5FHHpnTTjstPXr0yKc+9alUV1fntddee99AzV/zj//4j7nzzjsza9asDBo0KBMmTEi/fv3y2c9+9m++ZrPmtaabb755q+3ft+bUU0/NqaeempUrV2b69On57W9/m6effjpvvfVWRo4cmfbt22/RHuvDjgfYEVRWVqZYLKa6ujq9e/d+1/GmpqbSZrGpU6dm/PjxqaurS/v27TN48OCcccYZSZJZs2albdu26dq1a+bOnZsJEyYkSc4888ytVk5jx2QFFACSNDQ05Kc//WmSZNSoURk5cmROPPHEHHDAAamq2pw/bS63+n6a+28uXrz4Xb/sN/vWt76VIUOGZMaMGaWqAK+++upWWxA177Rp06bNVkvIfhDN7zVr1qytjml+r65du/7N77M1zZ9Ncxulv7Ry5cqceeaZGT58eDZt2tTi803+POd58+Ztdczrr7+emTNnZuXKlR/JHAC2t/Ldkffff38uvvji/PKXv0ySVFVVpaqqKosXLy4FIDt27Jivfe1rSZIpU6akWCwK0wAAANvFrrvumk6dOiXZ+hrQX67L3H333amvr88xxxyTn/70pznrrLPSs2fPVFdXJ/lga3jv53Of+1x233339O7dO6ecckqKxWJGjhyZ+vr6bbpuklLLkfdba3rxxRdTV1dXWltcv359XnnllVK7qA4dOuTkk0/O9ddfn2effbb0wLg5RPRhxwPsaN6rekxjY2MKhUIqKiqyePHijBw5MldddVXq6upy+OGH54orrkj//v2TJAsXLsyNN96YYcOG5eGHH86QIUNy99135+67786LL7641Wc57JisggJANu/QX7duXZJ3l/RLNoc9nnnmmSTJpk2btnqd7t27p1OnTmloaMjDDz/8ruOrVq3K1KlT8+yzz+Yf/uEf8tnPfjbV1dVZtWpVqaTgX/rZz36WJOnVq9c2PcA87rjjkiQPP/zwFlVvmr355pt56qmnkmxeONjePv/5zydJnnnmmaxevfpdx5944on84Q9/yNy5c1NVVfWxzrf8cy1/0HzkkUdmt912y8KFCzNt2rT3PPfqq6/O2WefnRtuuGGb5pD8+R/6H6QdFcDfqvn/NUuXLs29996bYrGYdevWpVgs5rDDDsshhxyS1atX54EHHiid07lz51RUVORPf/pTGhsbW2rqAADADuiEE05IkkycOPFdx9atW/euNbPFixcnSXr06PGeLWnvv//+0s/b+vvLlVdemU984hOZO3dubr311m26VrK5CnKSPPTQQ9m4ceO7ji9atCgDBgxIv3798uKLLybZHCDq379/rr/++neNb926dalyTvMD3g87HmBHVywWS39fTJkyJUOHDs3EiRPTpk2bnHvuuRkxYkT69u2b9u3bJ9m8gbddu3apq6vL5ZdfnsWLF+ewww7L/fffn69+9as2mu1kfNsAkM07NZr7Md9xxx1b7DiZNWtWBg8eXAqBvNcvu80KhUKGDBmSJLnhhhvym9/8pnTsrbfeyuWXX55169bl6KOPzqc//em0bds2gwYNSrK5ck1zaKf5fUaPHp1f/epXadWqVb75zW9u0z327ds3+++/f1asWJELL7xwi906r732WoYMGZL169fniCOOKC1kbE/HHHNMevbsmTVr1uTiiy/O8uXLS8dmzJiR73//+0lS+jw+zvmWt4x64403Sj9XV1dn4MCBSZLLL798i1DNhg0bcv3112f69OmprKzMv/zLv2zTHMrnUT4HgI/KqlWrsnjx4hx88ME57bTTSkGbfv36pVAoZObMmVm2bFmS5Le//W2ampqy6667liq3AQAAbA+DBw/ObrvtlieffDJjx44tbWZ7++23M3z48C3WkJI/VxR+9NFHs2DBgtLrq1evzvXXX7/FJrf3W8f7IDp27Jjhw4cnScaPH585c+Zs0/VOOeWU7LffflmwYMG71sfmz5+fCy+8MJs2bcqnP/3pHHPMMUmSk046KZWVlfnNb36T2267bYvNfnV1dbn33nuTJMcee+zfNB5gR1coFLJw4cJcc801ufrqqzNnzpwcccQRGTFiRIYMGZLDDz88rVu3TpLU19fn8ccfz3PPPVc696yzzsp9992XQw45RBhxJ2QlFACyucXFRRddlNGjR2fy5Ml55pln0rlz56xevTqvv/56kuToo4/Oc889V3q4uDXnnHNOXnnllUycODGDBw9O586dS/2bN27cmH333XeLaiYXXHBB5s2bl0ceeSTnn39+9tlnn3To0CHz5s3LO++8kzZt2mTUqFE56KCDtukeW7dunR/+8If5xje+kRkzZuSEE05I9+7d09TUlDlz5qRYLKZHjx4ZM2bMe+7u2VaFQiFjxozJwIED89xzz+X444/PgQcemDVr1mTRokVJNvcfPf300z/2+bZr1y5777133nzzzQwYMCBdunTJDTfckAMPPDAXXXRR5s2bl8ceeyyDBg3Kvvvum3bt2mXBggVZu3ZtkuTaa6/NIYccsm0fUDbvrHr66adz11135Xe/+11OOumknH/++dt8XYD30tDQkN133z3J5jLrxWIxhUIhXbp0ye67756FCxemoaEhSbJs2bK0atXqPXtPAwAAbIt99tkn3/3ud3PZZZflhz/8YSZMmJBOnTpl3rx5Wb9+fWpra7fYhDZo0KBMnTo1y5YtK23IKhQKmT9/furr61NTU5M333wzf/rTn7Js2bLsscce2zS/s88+O5MmTcpLL72Ua665Jr/4xS/+5uoEzetdgwcPzrPPPpva2tp07949DQ0NmT9/fhobG7P33nvnRz/6UemcLl265Morr8yoUaPyve99Lz/5yU/SuXPnvPPOO1mwYEGKxWJqa2tzxhln/E3jAXYGt99+e+6///506NAhJ510Uk455ZQcdNBBpSBNsrnV0y233FJqidetW7csXrw4v/rVr3Ldddclieo0OyHfOAD8n4EDB2bcuHH5p3/6p1RWVqauri719fX5whe+kLvuuiu33nprWrVqlTlz5pQCIFszatSojB07Nsccc0zefvvtzJ07N3vttVcGDx6cSZMmZZ999imNrayszPe///2MGTMmvXv3zjvvvJNXX301HTp0yDnnnJNJkybllFNO2S73+KlPfSoPPfRQLrjgguy///6ZP39+lixZkkMPPTRXXXVVJk6cWOpb/VHYd9998+CDD+aiiy5Kt27dMnfu3KxcuTKf+cxncuONN+Y73/lOi8137NixOfTQQ7Nhw4YsWrQoCxcuTLI5bPWDH/wgY8aMSZ8+fUrfzy677JIvfvGL+dnPfpavfOUr22UOQ4YMSf/+/VNdXZ158+alrq5uu1wX4L306NEj++67b15++eU8/fTTpQo1vXv3Trt27TJ//vzMmDEjSXLJJZfkrrvusuAKAAB8JL70pS/l3nvvzYknnphCoZC5c+emR48eGT9+fKlNUrMuXbpk8uTJ6d+/fzp16lRaL6qpqcmVV16ZiRMnpk+fPkmSp59+epvnVlFRkeuuuy5VVVWZOXNm7rnnnm26Xvfu3TN58uRccMEFOeCAAzJ//vwsXLgwXbt2zde//vV3rR0myde+9rX86Ec/yrHHHpvKysq8+uqrWbVqVY488siMGjUqt9566xbVRD/seIAdVXNFmWHDhuWoo47KJZdc8q6qNJs2bcpDDz2UAQMGlMI0w4cPzy9/+cv069cvGzZsyOzZs1vsHmhZhWKxWGzpSQAAAPDxe/LJJzNs2LAceuihGTduXDp06JD169fn/PPPz4wZMzJy5Micc845KRQKpQo2AAAAAPD3orGxMZWVlXnrrbdSXV29RVWa+fPn55Zbbim1Czz88MPzrW99q9QxYPny5amoqEiHDh1aZO60PPFTAACAndQXvvCFfOUrX8nEiRMzdOjQHHfccXn77bfzyiuvpFWrVunevXspRCNMAwAAAMDfm8rKyiRJ+/btt3j90UcfzejRo7N8+fIkm6vSDBkyJElSLBbT2Ni4RdtAm812TgI1AAAAO7GrrroqSfL444/nlltuSZK0adMm/fr1S48ePVpyagAAAACw3d1xxx35j//4jyTJEUcckX/7t39LTU1N6XhzcGbFihWpq6tLhw4d0q5du+y1114tMl9ajkANAPCBPfvssxk3btyHPu+4447L0KFDP4IZAbCt2rRpkyuuuCJnnnlmHn744bRv3z577LFHvvzlL6e6urqlpwcAAAAA201TU1P++Mc/JkkGDBiQa665Zovjy5cvz+9///tMmzYtU6ZMSX19fVq1apV99903X/3qV3PSSSdlr732KrWSYscmUAMAfGArV67MCy+88KHP69at20cwGwC2l+rq6vTs2TM9e/Zs6akAAAAAwEemoqIixWIxSbJp06YkSX19fVq3bp26uro88MADeeKJJ/LGG28kST7/+c9nzZo1ee2113LDDTdk+vTpov0dwgAAC6FJREFUGTduXCorK9PU1JSKiooWuxc+eoVi858WAAAAdnr6QQMAAACwI2oOwCxdujTHH398DjrooPzkJz9J+/bts379+lx33XWZPHlympqaUigUMmTIkFx66aVZu3Zt1q5dm8suuyzPP/98hg4dmksuucQ62k5AoAYAAAAAAAAA2OE1t2qaNm1aGhoa0qdPnzQ2Nubaa6/Ngw8+mL333jt9+/bNHXfckZqamtx8882lKvyvvfZaBg8enFWrVmXSpEnZb7/9WvZm+MipPwQAAAAAAAAA7PAqKyuTJL17986xxx6bqqqqLF26NL/+9a/Ttm3bfPvb384VV1yR8847L7Nnz87tt99eOnf//ffPiSeemPXr1+cPf/hDS90CHyOBGgAAAAAAAABgp9LcrunXv/51VqxYkdra2tTW1iZJLrvssnTr1i333Xdfpk6dWjqnbdu2STa3j2LHJ1ADAAAAAAAAAOxUisVikqS6ujpJUlNTkyTZuHFjkmT06NFJkttuuy1LlixJkrzwwgtJkr333vtjnSstQ6AGAAAAAAAAANipNFeoad26dZJkwYIFpf9ubGzMZz7zmQwcODCvvvpqxo4dmzvvvDO/+93v0rFjx+y3336lQA47rkLRtwwAAAAAAAAA7ESKxWIKhULeeuutnHrqqdm4cWPGjx+fww8/PI2NjamsrEySfOlLX8rChQvzyU9+MvX19RkxYkTOPvvs0nWamppSUVFRuh47DhVqAAAAAAAAAICdSqFQSGNjY9q3b58LL7wwa9asyciRI/PSSy+loaEhr7/+epLku9/9bpJk9erV6d+/f774xS+WrrF8+fJMmjQp8+bNK12PHYcKNQAAAAAAAADATqe8qsxll12WRx55JLvuumv22WefNDQ0ZMSIETnhhBPyve99L23atMmwYcOSJBs3bszs2bPz6KOP5q677sphhx2W++67ryVvhY+AQA0AAAAAAAAAsFNqbu+0atWqTJw4MT//+c/z5ptvJkm+/OUv5wc/+MEW45csWZLp06dn8uTJmT59empqanLcccfl0ksvbYnp8xESqAEAAAAAAAAAdlrllWqWL1+eJUuWpKqqKmvWrMnRRx+dJKmvr8///M//5LHHHsvUqVOzatWqJMkuu+ySrl275rzzzkuvXr2y5557lkI6/H0TqAEAAAAAAAAA2IqlS5dm2rRpmThxYl544YUkSa9evfLP//zPWbBgQaZNm5bp06entrY248aNS7JlSIe/TwI1AAAAAAAAAAB/ob6+Pi+//HIeeeSRTJ06NatXr0737t3zjW98I6effnppXGNjYy666KI888wzGT58eIYMGZKmpqZUVFS04OzZVgI1AAAAAAAAAABllixZkunTp+e+++7Liy++mKqqqpx22mkZOnRounTpkiTZtGlTCoVCKisrM2vWrPTv3z+dOnXKhAkTstdee7XwHbCtqlp6AgAAAAAAAAAA/588/vjjGT16dJLkwAMPzHnnnZdTTz01SdLU1JRCoZCqqqo01zDp2rVrunTpksbGxqxdu1agZgegvhAAAAAAAAAAQJna2tpUVVXl9NNPz7hx40phmsbGxi1aORUKhaxduzZ33nlnFi1alDfeeCOFQmGLazU2Nn6sc2f7UKEGAAAAAAAAAOD/NDY2plu3bpkyZUoOOOCAJH+uSlNZWZkkpdDMwoUL89hjj+XBBx9M69atc+65525xTkVFRSorK1MsFvPOO++kurq6ZW6KD02gBgAAAAAAAADg/zSHZpqDMY2NjaVQTLN169bl+eefz5QpU/Lkk09m/fr1qa2tzcknn5wkWbFiRV566aWccMIJmTdvXm666aYsW7YsxxxzTL75zW+W3oP/vwRqAAAAAAAAAAC24i+r0ixYsCBPPfVUHnroodTV1aV9+/Y599xzM3DgwHTs2DFJ8uyzz+bqq69Onz59snLlysyePTsdO3bM22+/nddffz3dunVrsfvhgxGoAQAAAAAAAAD4K9atW5f/+q//ypQpU/LUU09l/fr1OfLIIzN48OAcf/zxW4zdbbfdsssuu+S5557Lpk2b0qdPn5x88sn53Oc+lz333LOF7oAPQ6AGAAAAAAAAAOB9LFmyJA888ECeeuqpzJo16z2r0iSb20Pde++9+cUvfpGNGzemUCikY8eO+dd//dfU1NS04B3wYQnUAAAAAAAAAAC8j6qqqvz4xz9OQ0NDjj766AwaNCi1tbVbjJk9e3bGjx+fJ554IvX19TnqqKNSX1+fmTNnZvr06ampqUlTU1MqKipa5ib4UARqAAAAAAAAAAC2oqmpKXvssUdGjBiRP/7xj7n44ovTvn370vHGxsZMmDAh99xzT1577bXsscce6du3b84+++xs2LAhY8eOzdq1a1NfX5/WrVu34J3wYRSKxWKxpScBAAAAAAAAAPD/UbFYTKFQeM9js2bNym233ZbHH388DQ0N6dWrV/r3758+ffqUWkEtWrQoHTt2TJs2bT7OabONBGoAAAAAAAAAAD6gTZs2pbKyMpMnT87tt9+eOXPmZM8998zJJ5+cvn375uCDD9bWaQeg5RMAAAAAAAAAwAdUVVWVN954I//5n/+ZOXPmpFevXjnjjDPSp0+fdOjQIcn7V7Xh74NADQAAAAAAAADAh/DKK6+krq4unTt3zqWXXpqDDz44VVV/jmAI0/z9U2MIAAAAAAAAAOBDqKmpSatWrbJixYq0a9cuVVVVaWpqaulpsR0J1AAAAAAAAAAAfEBNTU3p3LlzLr744lRUVOT5559PsVhMRYUIxo6kUCwWiy09CQAAAAAAAACAvwfFYrHU0unRRx/Ncccdl7Zt27bwrNjeBGoAAAAAAAAAAD6EpqYmFWl2cAI1AAAAAAAAAABQRlwKAAAAAAAAAADKCNQAAAAAAAAAAEAZgRoAAAAAAAAAACgjUAMAAAAAAAAAAGUEagAAAAAAAAAAoIxADQAAAAAAAAAAlBGoAQAAAAAAAACAMgI1AAAAAAAAAABQRqAGAAAAAAAAAADKCNQAAAAAAAAAAEAZgRoAAAAAAAAAACgjUAMAAAAAAAAAAGUEagAAAAAAAAAAoIxADQAAAAAAAAAAlBGoAQAAAAAAAACAMgI1AAAAAAAAAABQRqAGAAAAAAAAAADKCNQAAAAAAAAAAEAZgRoAAAAAAAAAACgjUAMAAAAAAAAAAGUEagAAAAAAAAAAoIxADQAAAAAAAAAAlBGoAQAAAAAAAACAMgI1AAAAAAAAAABQRqAGAAAAAAAAAADKCNQAAAAAAAAAAEAZgRoAAAAAAAAAACgjUAMAAAAAAAAAAGUEagAAAAAAAAAAoIxADQAAAAAAAAAAlBGoAQAAAAAAAACAMgI1AAAAAAAAAABQRqAGAAAAAAAAAADKCNQAAAAAAAAAAEAZgRoAAAAAAAAAACgjUAMAAAAAAAAAAGUEagAAAAAAAAAAoIxADQAAAAAAAAAAlBGoAQAAAAAAAACAMgI1AAAAAAAAAABQRqAGAAAAAAAAAADKCNQAAAAAAAAAAEAZgRoAAAAAAAAAACgjUAMAAAAAAAAAAGUEagAAAAAAAAAAoIxADQAAAAAAAAAAlBGoAQAAAAAAAACAMgI1AAAAAAAAAABQRqAGAAAAAAAAAADKCNQAAAAAAAAAAEAZgRoAAAAAAAAAACgjUAMAAAAAAAAAAGUEagAAAAAAAAAAoIxADQAAAAAAAAAAlBGoAQAAAAAAAACAMgI1AAAAAAAAAABQRqAGAAAAAAAAAADKCNQAAAAAAAAAAEAZgRoAAAAAAAAAACgjUAMAAAAAAAAAAGUEagAAAAAAAAAAoIxADQAAAAAAAAAAlBGoAQAAAAAAAACAMgI1AAAAAAAAAABQRqAGAAAAAAAAAADKCNQAAAAAAAAAAEAZgRoAAAAAAAAAACgjUAMAAAAAAAAAAGUEagAAAAAAAAAAoIxADQAAAAAAAAAAlPlfWu1EGW0OxkEAAAAASUVORK5CYII=\n",
schmittu's avatar
schmittu committed
      "text/plain": [
schmittu's avatar
schmittu committed
       "<Figure size 1440x504 with 2 Axes>"
schmittu's avatar
schmittu committed
      ]
     },
     "metadata": {
schmittu's avatar
schmittu committed
      "image/png": {
       "height": 394,
       "width": 1130
      }
schmittu's avatar
schmittu committed
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "fig = plt.figure(figsize=(20, 7))\n",
    "\n",
    "xv = beer_data[\"alcohol_content\"]\n",
    "yv = beer_data[\"darkness\"]\n",
    "zv = beer_data[\"bitterness\"]\n",
    "\n",
    "colors = [[\"steelblue\", \"chocolate\"][i] for i in beer_data[\"is_yummy\"]]\n",
schmittu's avatar
schmittu committed
    "\n",
    "def plot3d(ax):\n",
    "    ax.scatter(xv, yv, zv, c=colors, marker='o') \n",
    "    \n",
schmittu's avatar
schmittu committed
    "    ax.set_xlabel('alcohol_content')\n",
    "    ax.set_ylabel('darkness')\n",
    "    ax.set_zlabel('bitterness');\n",
    "\n",
    "ax = fig.add_subplot(121, projection='3d')\n",
    "\n",
    "plot3d(ax)\n",
    "ax.view_init(3, 270)\n",
schmittu's avatar
schmittu committed
    "\n",
    "ax = fig.add_subplot(122, projection='3d')\n",
    "plot3d(ax)\n",
    "ax.view_init(3, 0);"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first view is very similar to the scatter plot before as we don't see the effects of the third feature. \n",
    "\n",
    "The second view shows the same cube rotated by 90˚ horizontally. We see that the new dimension adds extra information which could improve separation by separating more points.\n",
    "\n",
    "Geometrically, the 1D line, which could separat samples in the previous example that used 2D samples, would be now a 2D plane. It would still look like a line in the first view, but rotating it using the third dimensions could separate more points.\n"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decision surfaces\n",
schmittu's avatar
schmittu committed
    "\n",
    "The concept of decision surfaces is crucial in classification.\n",
schmittu's avatar
schmittu committed
    "\n",
    "Lets start with an easy to visualize 2D features space."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Decision lines\n",
schmittu's avatar
schmittu committed
    "\n",
    "For a score based on a weighted sum for two features `x` and `y` the equation\n",
schmittu's avatar
schmittu committed
    "\n",
    "\n",
    "     weight_x * x + weight_y * y = threshold\n",
    "     \n",
    "\n",
    "defines a line in 2D space. Points fulfilling\n",
schmittu's avatar
schmittu committed
    "\n",
    "     weight_x * x + weight_y * y < threshold\n",
    "      \n",
    "      \n",
    "vs\n",
    "\n",
    "     weight_x * x + weight_y * y > threshold\n",
    "      \n",
    "\n",
    "are located on opposite sides of this line. Such a classifier thus determines a line which separates the feature space in two parts according to the two classes."
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets visualize this! \n",
    "\n",
    "We \n",
    "\n",
    "1. define a decision line (weights and threshold),\n",
    "2. create random 2D samples,\n",
    "3. compute scores for the samples,\n",
    "4. split points according to their score compared to the threshold,\n",
    "5. plot samples in different colors,\n",
    "6. plot decision line.\n"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
schmittu's avatar
schmittu committed
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
schmittu's avatar
schmittu committed
      "text/plain": [
schmittu's avatar
schmittu committed
       "<Figure size 432x288 with 1 Axes>"
schmittu's avatar
schmittu committed
      ]
     },
     "metadata": {
schmittu's avatar
schmittu committed
      "image/png": {
       "height": 254,
       "width": 376
      }
schmittu's avatar
schmittu committed
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# define a decision line\n",
schmittu's avatar
schmittu committed
    "wx = -.5\n",
    "wy = 1.2\n",
    "weights = np.array((wx, wy))\n",
schmittu's avatar
schmittu committed
    "threshold = 0.2\n",
    "\n",
    "# create random 2D samples\n",
schmittu's avatar
schmittu committed
    "points_2d = np.random.random((200, 2))\n",
    "\n",
    "# compute scores for the samples\n",
    "scores = points_2d @ weights   # (samples matrix) x (weights vector) = (scores vector)\n",
    "\n",
    "# split points according to their score compared to the threshold \n",
schmittu's avatar
schmittu committed
    "above_points = points_2d[scores > threshold]\n",
    "below_points = points_2d[scores < threshold]\n",
    "\n",
    "# plot samples in different colors\n",
    "plt.scatter(above_points[:, 0], above_points[:, 1], label=\"above\",\n",
    "            color=\"steelblue\", marker=\"o\")\n",
    "plt.scatter(below_points[:, 0], below_points[:, 1], label=\"below\",\n",
    "            color=\"chocolate\", marker=\"o\")\n",
schmittu's avatar
schmittu committed
    "\n",
    "# plot decision line\n",
    "x = np.linspace(-.01, 1.01, 2)\n",
    "y = threshold / weights[1] - weights[0] / weights[1] * x\n",
    "plt.plot(x, y, color='k', linestyle=':')\n",
schmittu's avatar
schmittu committed
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Decision (hyper)plane"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For 3D samples a linear classifiers separates into classes by a 2D plane, and in general, for `n` dimensions we get `n-1` dimensional hyperplanes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize a decision plane the same way we did visualize the line."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TODO: maybe remove the plot, better: animated gif**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "# define a decision line\n",
    "wx = -.5\n",
    "wy = 1.2\n",
    "wz = .4\n",
    "weights = np.array((wx, wy, wz))\n",
    "threshold = 0.3\n",
    "\n",
    "# create random 3D samples\n",
    "points_3d = np.random.random((200, 3))\n",
    "\n",
    "# compute scores for the samples\n",
    "scores = points_3d @ weights   # (samples matrix) x (weights vector) = (scores vector)\n",
    "\n",
    "# split points according to their score compared to the threshold \n",
    "above_points = points_3d[scores > threshold]\n",
    "below_points = points_3d[scores < threshold]\n",
    "\n",
    "# plot samples in different colors\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.set_xlabel('x')\n",
    "ax.set_ylabel('y')\n",
    "ax.set_zlabel('z');\n",
    "ax.set_xlim(0,1)\n",
    "ax.set_ylim(0,1)\n",
    "ax.set_zlim(0,1)\n",
    "\n",
    "sc_above = ax.scatter(above_points[:, 0], above_points[:, 1], above_points[:, 2],\n",
    "                      color=\"steelblue\", marker=\"o\")\n",
    "sc_below = ax.scatter(below_points[:, 0], below_points[:, 1], below_points[:, 2],\n",
    "                      color=\"chocolate\", marker=\"o\")\n",
    "ax.legend([sc_above, sc_below], ['above', 'below'], numpoints=1)\n",
    "\n",
    "# plot decision plane\n",
    "x = np.linspace(-1, 2, 50)\n",
    "y = np.linspace(-1, 2, 50)\n",
    "xx, yy = np.meshgrid(x, y)\n",
    "zz = (threshold - weights[0] * xx - weights[1] * yy) / weights[2]\n",
    "zz_cut = np.copy(zz) # don't plot points outside of the [0,1] range\n",
    "zz_cut[zz < 0.2] = np.nan\n",
    "zz_cut[zz > .8] = np.nan\n",
    "ax.plot_wireframe(xx, yy, zz_cut, color='k', linestyle=':', alpha=.5)\n",
    "ax.view_init(20, 210);"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example\n",
    "\n",
    "In the initil beer example, features fulfilling\n",
schmittu's avatar
schmittu committed
    "\n",
    "    1.1 * alcohol_content + 4 * bitterness + 1.5 * darkness + 1.8 * fruitiness == threshold\n",
schmittu's avatar
schmittu committed
    "    \n",
    "are located on a 3D hyperplane in a 4D features space.\n",
schmittu's avatar
schmittu committed
    "\n",
    "Samples, which we classified as \"not yummy\", fullfilling:\n",
schmittu's avatar
schmittu committed
    "\n",
    "    1.1 * alcohol_content + 4 * bitterness + 1.5 * darkness + 1.8 * fruitiness < threshold\n",
schmittu's avatar
schmittu committed
    "    \n",
    "and samples, which we classfied as \"yummy class\", fullfilling:\n",
schmittu's avatar
schmittu committed
    "\n",
    "    1.1 * alcohol_content + 4 * bitterness + 1.5 * darkness + 1.8 * fruitiness > threshold\n",
schmittu's avatar
schmittu committed
    "    \n",
    "are located on different sides of this plane.\n",
    "\n",
    "Again: **Here the classifier separates the 4D space into two parts, the separation boundary is a 3D hyperplane in this space.**"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "\n",
    "<h3><i class=\"fa fa-info-circle\"></i>&nbsp;About 2D examples</h3>\n",
schmittu's avatar
schmittu committed
    "\n",
    "<p>For the sake of simplicity and visualisation we continue with 2 dimensional examples.</p>\n",
schmittu's avatar
schmittu committed
    "\n",
    "<p>It is clear that such examples only represent very small subset of realistic ML scenarios. But most concepts can be illustrated in 2D or 3D without loss of generality.</p>\n",
schmittu's avatar
schmittu committed
    "\n",
    "<p>The examples also might look artificial, this is because they highlight specific aspects or problems. At the end, general classifiers should work on all kind of problems.</p>\n",
    "</div>\n",
    "\n"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Non-linear decision surfaces"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next example data set can not be classified by a straight line, the decision line is curved:\n"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
schmittu's avatar
schmittu committed
   "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",
schmittu's avatar
schmittu committed
       "      <th>x</th>\n",
       "      <th>y</th>\n",
schmittu's avatar
schmittu committed
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
schmittu's avatar
schmittu committed
       "      <td>-0.501840</td>\n",
       "      <td>1.802857</td>\n",
       "      <td>False</td>\n",
schmittu's avatar
schmittu committed
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
schmittu's avatar
schmittu committed
       "      <td>0.927976</td>\n",
       "      <td>0.394634</td>\n",
       "      <td>True</td>\n",
schmittu's avatar
schmittu committed
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
schmittu's avatar
schmittu committed
       "      <td>-1.375925</td>\n",
       "      <td>-1.376022</td>\n",
       "      <td>False</td>\n",
schmittu's avatar
schmittu committed
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
schmittu's avatar
schmittu committed
       "          x         y  label\n",
       "0 -0.501840  1.802857  False\n",
       "1  0.927976  0.394634   True\n",
       "2 -1.375925 -1.376022  False"
     "execution_count": 145,
schmittu's avatar
schmittu committed
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"2d_points.csv\")\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
schmittu's avatar
schmittu committed
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
schmittu's avatar
schmittu committed
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
schmittu's avatar
schmittu committed
      "image/png": {
       "height": 309,
schmittu's avatar
schmittu committed
       "width": 332
schmittu's avatar
schmittu committed
     },
     "output_type": "display_data"
    }
   ],
   "source": [
schmittu's avatar
schmittu committed
    "xv = df[\"x\"]\n",
    "yv = df[\"y\"]\n",
schmittu's avatar
schmittu committed
    "\n",
    "colors = [[\"steelblue\", \"chocolate\"][i] for i in df[\"label\"]]\n",
schmittu's avatar
schmittu committed
    "plt.figure(figsize=(5, 5))\n",
schmittu's avatar
schmittu committed
    "plt.xlim([-2, 2])\n",
    "plt.ylim([-2, 2])\n",
    "plt.scatter(xv, yv, color=colors, marker=\"o\");"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case a suitable decision surface is a (closed) curve - it looks like a circle. A hand-crafted classifier could classify new points based on their distance to the center.\n",
schmittu's avatar
schmittu committed
    "\n",
    "It should be clear that a **linear classifier is not suitable for this problem**!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature engineering\n",
schmittu's avatar
schmittu committed
    "\n",
    "To improve ML performance we can try to create new feature by transformation of existing features. This process is called **feature engineering**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### An example for feature engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
schmittu's avatar
schmittu committed
    "In the previous example we see that the distance of the origin of a point could be used to implement a classifier.\n",
    "\n",
    "Computing the distance of a point to the origin (0, 0) using the euclidian formula includes terms $x^2$ and $y^2$. \n",
    "\n",
    "Let us create a scatter plot for this transformation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
schmittu's avatar
schmittu committed
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x11c9b8080>"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
schmittu's avatar
schmittu committed
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
schmittu's avatar
schmittu committed
      "image/png": {
       "height": 254,
       "width": 376
      }
schmittu's avatar
schmittu committed
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(xv ** 2, yv ** 2, color=colors, marker='o');"
schmittu's avatar
schmittu committed
   ]
  },
  {
   "cell_type": "markdown",