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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis (EDA) on the Iris dataset\n",
    "\n",
    "This notebook contains an example of exploratory data analysis (EDA) on the Iris dataset. The Iris dataset is a multivariate data set with 150 samples and 4 features. The data set is named after the iris plant. The data set is loaded from [this](https://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data) link. It comes pre-installed with the Python package `sklearn`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import required libraries\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Id</th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm      Species\n",
       "0   1            5.1           3.5            1.4           0.2  Iris-setosa\n",
       "1   2            4.9           3.0            1.4           0.2  Iris-setosa\n",
       "2   3            4.7           3.2            1.3           0.2  Iris-setosa\n",
       "3   4            4.6           3.1            1.5           0.2  Iris-setosa\n",
       "4   5            5.0           3.6            1.4           0.2  Iris-setosa"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a dataframe from the data\n",
    "df = pd.read_csv('iris.csv')\n",
    "\n",
    "# Show the head of the dataframe\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>Id</th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>75.500000</td>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.054000</td>\n",
       "      <td>3.758667</td>\n",
       "      <td>1.198667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>43.445368</td>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.433594</td>\n",
       "      <td>1.764420</td>\n",
       "      <td>0.763161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>38.250000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>75.500000</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>112.750000</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
       "count  150.000000     150.000000    150.000000     150.000000    150.000000\n",
       "mean    75.500000       5.843333      3.054000       3.758667      1.198667\n",
       "std     43.445368       0.828066      0.433594       1.764420      0.763161\n",
       "min      1.000000       4.300000      2.000000       1.000000      0.100000\n",
       "25%     38.250000       5.100000      2.800000       1.600000      0.300000\n",
       "50%     75.500000       5.800000      3.000000       4.350000      1.300000\n",
       "75%    112.750000       6.400000      3.300000       5.100000      1.800000\n",
       "max    150.000000       7.900000      4.400000       6.900000      2.500000"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Explore the data\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aoMquyebzfZ8T4xvDJ6WfMCN+BrF+sW7HKSh467w9woUVWu+3Kiq/Ff0mRbmkR7A5bAwJHsLAoIHk1OSQ6J+ITqMj2BTMvGHzOj9BG5yqk+nx0/mt+Dd2VewCwKg1khyQjMPpoMxahlFnRKfo0Gv0Hma2Lc7vEsmxIkcSx0CNtZn/bS/iuYuO341RURTOGhLB26uyj1+Ub/kQokeD77HlWLoRlAQB8bD7GxjeuTnXkVBVlQ/2fNCpKOsqM+Nn8syGZ7h5xM2/a0OZE5UtpVs8QowX7lnIOUnndFrGLNovmov8Luo0PUGr0RLnF8ddo+4iqyYLnUZHnF8ctU21FNcXA0IkbS3byo1LbuTjOR+TEphyXN9L0veE+4RzbvK5nJt8brvv/5T9k0fbJxlCTBxJNM+Mn0mYdxgr8lcQ4xtDckAyf/7lzzQ5mwCx+tGWvZV7GR85nnVFrRU8/5DyB1mvWXLCk+ifyMGAg3yX9R3L85dzcdrFzB0wl7zaPC4deCmnRZ+GqqoU1BXgp/ejylbFwj0LmTtgrqskIEC4d7hHBQOzl7m3v47kJCHXksv8HfPx1nkT5RvF2qK1WO1WTot2n7RtobyhnCZnE6Heoeg17ikVWkXL7ord3D3mbg5UH8BL60WUTxRF9UW8suUVPtz7IaGmUB4b/xjzhs5z6/dDgoeQEiDHGZLjQ4ryY2DRjiKGRpsJ8O4eUTgyLpB31uSQVVZHUuhxhNtu/RBGXNEt1wRAyjTYsuC4RPm2sm2oqN12swr3CSfKJ4qV+SuZFj+tW84p6T7aG3wFmYLQa/XYnXaK64vRaXRE+EQc1+eUNZThxEmIKQQfnQ921c47298BRJ6wiopDdeBwODhQc0CK8pOAMJ8wj7YI7wgPL4O2+Bp8GRs+liT/JLx13jyw8gGXIAeRYxjpE0lRvfAn/SXvF16f9jrnp5zPnoo9DA0dyqiwUZh0pu7/QhJJD1PWUEajvZFwn3AMWgNNziZXnfKP9n6ESWci0ieSKwddSVVjFX9d/VfWFq7lgpQLsDRZ+Pngz4wKG8Wdo+4kx5JDWmAaAwIHcMvSW1yfYTaYXb4iEkl3UN9cT4W1Aj+Dn+ve22BvcPVdBcXjnmyz21iev5xnNzxLRWMFF6ZeyDXp1xDt17oYZnfaGRIyhP9b/3+EeofS7GjG5rDx0LiH+Hzf51jtVg7WHuT6Jdfz4VkfMjBoIJtLN5Psn8yYiDGEevdQNSXJSYMU5cfAd9sKGZfYfSXDtBqFsQmBfL+jiNvPSD22k1QcgLoSCE/vtusiZiysfRXqK465RNqPOT8yJnxMt4YPj44YzQ85P0hR3g8ZFTaKEFMI5dZyQORo3TbiNiw2Cwt2L+DjjI/x1nlzx6g7OCvxrA5zvsusZdQ31RNiCnHbr9nRzAd7P2Bb2TaCjEEkmBM4PeZ0Lky9EBUVnaJzqx3dYmIk+X0zPW46H+75kPrmegD0Gj2XDbysQ1Gea8nl1S2v8lPuT8xNm+uxsvL+nvd5bPxjOFUnZdYyRoWPYmjIUIw6I3OS5vTo95FIeopGeyO/5v3KM789Q5WtirMTz+am4TcRZgpjdPhoNpVsAoQfzPjI8fgYfPjL8r9woPoAIFI/vtr/FSDSRjaXbibcO5xJ0ZMYGT6S/878L5tKNuGj92FM+Bg5KSrpNjKrMnnmt2dYX7yeOL84npz4JOcnn8/XB7527XPpwEtJMCe4HberYhd/Wf4X1/YnGZ9g0pq4a8xdrmeEXqNnd/lu/jzqz5Q2lKLX6PEz+HGg+gC1zbWuY1VUMqsz+UPqH5gaN7VHv6/k5EKK8qOk3mZny8Fqrp+Y1PnOR8GouOMU5ft+hJhToB034mNGZ4TI4bD/52NeLV+Wt4zrh17ffdcEjAgdweNrHsfutMtczn5GUkASb5/5NttKt1HbXMvw0OEMCh7Ee7ve44M9HwCirucT654gyjeKidET3Y6vsFZQbavmoOUgT61/ipKGEkaHj+bhcQ+TGih+G1qNlgRzAtvKtlHZWEllYyWbSzfz0CkPUddUx0tbX3Kdb3DwYLx1skTaycCg4EEsmLWAbeXbsDvtDA8Z3mGJmmZHM//d8V9+yPkBgIrGCqbETmFJ7hJXjqxBY0Cn0XF28tkdfnZdUx0lDSV467yJ9I3svi8lkfQAuyt2u/kvfJv1Ld56b24afhNTYqYwLmIc1bZqgk3BRPhEYHfaXYIcRH8P8Aqgylblamvp/3qNnhFhIxgRNqI3v5LkJKDGVsMjqx5hd+VuAA7WHmTe4nl8MPsDzog7g+yabJIDkhkSMgSjzt0LaV/VPo/zfXXgK65Mv5IwbxFlpdPqOC/1PK776TqMWiN21Y6X1ot5w+a5qhC0YDbIlAxJ9yMVzVGyLquC1HBfTIbuXX0bGGHm3z9nUtPQjL/3MZQOyVwCceO79ZqAQ6J8yTGJ8vzafOqb64nzi+vWSwo0BhJoDHTVUZX0LxL9E0n0T3RtW5osfLP/G4/9NhRvcBPlG4s38tfVf+W8lPN4Y9sb2FVhsLWpZBOPr3mc16e/jtnLjEbRMHfgXBbnLnaJpwCvAIaEDOGVLa9wx6g7qG2qxaQziRX7bvR4q2qsorShFLPBLMVXPyQtKI20oK7VCC+zlvF91veu7d2Vu5kRP4Mbh91Ig73BFQLppevYvGd/1X6eWPcEm0s34+/lz8PjHmZa3DTpeSHpt7QV2C18l/Ud1w+9nrOSzmJX+S7KreXEmeNID06nzFrmZmz1Y86PXDH4Cl7e8rLr+FFho0gOSG7385ocTeTX5gPCsFX+NiTHQp4lzyXIW7A5bGRbspmdOJupHHnVur2KPdE+0Zi07mHuI0JH8P7s99lRvgMvrRfDQodx0HIQjaJxGcumBqSSFti154xEcjRIUX6UrDlQwcAIv24/r0GnYUCEHxtyKpk++CiN2hx2yP8Nxh6d02SXiBgOPz8Gqipc2Y+CDcUbGBQ0qEecrwcGDWRD0QYpyk8AjFojif6J5Fhy3NrDvcPJrckl1hxLQV0Bd/x6B5YmC83OZpcgb2F7+XYhhg/lrA8NGcoHZ31ARmUGWkXLwKCBJAUkcX7q+dy34j50Gh12p51JUZMYEHh8rv8t7CzfyUMrHyLbkk2AVwB/O/VvTI6ZLKM1+hCLzUJBXQFGnZFYv9ij+rfw1nsT4xtDtiUbEJOI5Q3lOFUnWkWLgoJTdXo4S7elobmBZzc8y+bSzYBYybl/xf0snLOQISFDju/LSSQ9RHsCJd4vHpPOhNnLTFicuz+DSWfizlF38tzG5wCobKzE0mjhkfGPUNpQSoR3BLsrdlPRWOExWVlSX8L87fP5PPNzAC5OvZh5w+YR7tMNhrSSEwK7006eJQ+b00a0TzR+Xsc4hlbAR+/jSlFqwaDpfJJnSPAQ0gLTXCvmOkXHXaPv8riWwrpC3tv1HotzF6PVaLl71N0U1hVy+8jbabQ3otPoqLZVU9ZQRpy5execJBI5mjxK1mdV8IdRPVOHMDXMl9+ORZQXbwefcDD2QDiNOQqczVCTBwFHdwPaWLKxx9woUwJS2Fiykevp3tB4Sfdj0Bq4fuj1rCta5xI4MX4xlDaUcuF3F3LX6LtI8k/C0mQB8HBEBbES7qP3cWtLC0zzmK2eFjeND2Z/QK4llwBjAIOCBrXrwHq0VForeXDlg66JhWpbNX9Z9hc+OecTOWPeR2TXZPP4msfZXLoZvUbPLSNu4ZIBl7iFFTqcDg7WHqS+uZ4onyiCTEGu94xaI1elX8WT6550TQIty1vGuSnnkl+Xj4qKzWGjqK7oiNdQZi1jbdFatzYVlVxLrhTlkn5LenA6w0KGsb18OyCqVdw95m7MXmZUVSWvNo9qWzURPhGEeYeh1Wi5MO1CUgJT2FyyGYPWwK6KXby35z0AbhtxG59nfs7oiNEe/X5lwUo+3fepa/uTfZ+QHpLOBakX9N4XlvQZFpuFTzI+4fVtr9PsbGZU2CgeP/VxIn0iybXk4lSdxJnjPJ7v7RFsDOZPg//E69ted7WdEXuGK/y8I6L9onnljFfYU7mH+uZ6kgOS3UqttvB99veulCaHw0FhfSGf7vuURkej236pAamMjpBl/iTdixTlR0Fjs4P9ZXUkhXZ+8zgWUsP9+HHnkQeARyR/I4R2z2qgB4oCoQMh77ejFuVbS7dyzZBreuSykgOSeX/P+6iqKmtQnwAMCx3GwjkLyazMpMxaRnFDMe/ueheH6uDp357mvzP/6woP21Wxi6mxU/k171dAOKk+Mv6RLoWLG7QGhocNZ3hY90ZQlDaUeqz021U7+bX5UpT3AXaHnbd2vOVaoW52NvPi5hcZHDyYU6NOBcQq9lf7v+JfG/9Fk7OJOL84nj/9eVeeeWVjJW/teIubR9xMk6PJVVqvxZ0XINQUyvwZ8494Hb56Xzd39haCvIKOcIRE0vdE+kbyryn/Ym/VXuqb6kkKSCItMI1mRzNLDi7h8TWPY7VbCTWF8s/T/8nI8JH46H04NepUqhureWDlA67Sl9PjprOtbBtAu1UIfsrxLFX4U85PUpSfJOys2MlLW1p9XjaXbuatHW8R4R3BGzveAGBqzFTuO+U+Yvw6XvCK9I1kQOAA/jzyzzQ6GvHSemHUGrtckjLSN9JjHFHfXM9By0EcTgcRvhH8mP2j2/tF9UXEm+PJqMpwa287wSuRdBdSlB8Fe4osRAeY8NL1jJtzUogPe4trcThVtJqjEJr5GyC4/VyubiE4BQo2wdCO60e3pcX4KMa3Z6IKAo2BGDQG8uvyifWL7ZHPkHQvKQEpeOu8mf3lbFduVgtV1ir+OPCPvL/nfZblLeOM2DP426l/o9HeiM0hQt76Ej8vP8wGs2s1v4VgUzDNzmZya3KptlUT5RtFlG9UH13lyUOVrco1adOWA9UHXKJ8T+Uenv7tadd7B2sP8o/f/sFr017D1+ArXnpft7xYL60Xr0973eW0mxqY2uH9JdgUzKMTHuX2pbe7VtvPSjyLAUFHP0laWFdIYV0hAV4BxPvHtxsxIpF0F+E+4R4h5Jk1mTy48kHX/bnMWsZ9K+9j4ZyFhJpEuacZ8TMI8w5jX9U+aptq2Vmxk5UFK4+YyjMybCTritZ5tIFwd8+pyaHR3kisXywh3iE98VUlfcj+qv0ebcvyl3Fmwpmu7V/zf2Vk+MguLeJMiplEuE84ebV5BBuDGRA4AD+DZzh8s6OZHEsONbaaIz6Xi+uLeWHTCyzKXgTABSkXMDRkKJnVma3Xlvcrz01+jgdWPoDNYQNgYtRE0oO7sdKRRHIIKcqPgp2FFhKCe2aVHMDHS0eASU9WWR2p4UeRc1O0Fcbf0ulux0xQMmQsOqpD9lbuJd4cj7Y73eAPI8E/gV0Vu6QoP4Hw1fsyMHCgh1mLolHYXr6d20fejs1hw0vrxacZn3Ja9GnM3z6fBHMC7816r0dnp6sbq8mx5KCqKon+iQQYA1zvRftG89iEx7hvxX04VAcA1w25jni/eD7N+JTnNzyPXbUT6BXIv6f+m1Hho3rsOiWiHw0JGcKawjVu7dG+rZM32dXZHsdtKd1CaUMpvgZfzAYz94+7n5uW3OQKTTw95nQS/ROPShycGnUqn5z9CbmWXPy9/EkLTHPrO11hc8lm7vj1Dqpt1egUHfeMvYcLUy/0cBCWSHqSovoijwnT4vpiyhvKXaJcr9UT5RPFy5tfZkL0BAYEDmBI8BB2V+zG6XR6nHNWwiy+O/Ad+XXC6C3WL5YZ8TOosFbwxrY3+CjjIwASzAn88/R/dtmoUXJi0LYOeAsDAgeQZ8lza1uSu4QrB12JTtuxLDFoDQwJGeKWJuFwOsi15FJmLSPMO4ww7zC+zPySf238l+u5/OLUFxkZPtLtXOuL1rsEOcBX+7/ihSkvsDx/uStaKiUghUFBg/jk7E/IrsnGV+9LamBqt6TFSSSHI0X5UbAzv4a4oJ4tr5QQ4sPuIkvXRXlzI1TlQkB8z11UUBKU7j4qs7eMqoxOQ5GOl2jfaDIqM5iVMKtHP0fSfZi9zNx/yv3c/PPNNNgbADgn6RwSzGKCpSUMEsSq5WnRpwGQY8mhorGiW0R5Q3MD2TXZWJosxPjFEOsXS54lj8fWPMaGkg0ADA8dzlMTnyLe3Pq7mho3lU/O/oSCugKCjEGkBKSQXZPtthpbZavi4VUP88FZH8iHdg9i0pu4feTt7Czf6YpeOCP2DLeBmo/BcwI10T/RLd1ldPho3p31Llk1WfgZ/BgUNOioV+s0iuaoXN8Pp8JawcOrHqbaVg2ItIinf3uaYSHDGBo69JjOKZEcCyEmz74f4BVAgFeAW1uzs5npCdN5afNLrgmt2YmzAVhXtA6T1kRSQBJ+Bj/0Gj0Xp13s2s+kNaHX6tlZvtMlyEHc4/+78788edqT0p39d8TQkKFMiZ3CsrxlgCgldsWgK7jj1zvc9hsXOY7qpmqyqrPQa/UkmhO7NLnpcDr4MedH/rr6rzQ7m/HSevH85Od5dsOzrn2qbFU8uuZRj4n99UXrPc737q53WTB7ATk1Oei1elICUgj1FhNSR6ouIJF0F1KUHwV7iixcMLJnw2hjAk3sLrRw3ogufk55BvhHg7YHQx1NAeL8lgLw75rQ3lOxx23VqieI9YtlW+m2zneU9CtGhY/ik7M/4aDlIL4GX5IDkvHR+/DX8X/l72v/jkN1oFW0XD/0er7e/zUAET4RR7362B41thr+u+O/vLvrXUAMEF6f/jo7yna4BDnAtrJtLD24lGuHXOtq02v0DAga4BaaXFxf7PEZ+XX5VDZWSlHewwwJGcLHcz4mx5KDSWciJSDFrY8EGAI4O+ls/pf1P0C49l456Eq3uvU7ynZwy9JbXIJ47oC53Dri1nbdqXuKysZK1ypiW4rri6Uol/QqKQEp3DXqLv69+d+oqBg0Bp487UmPPFyzl5klOUu4Kv0q134bSzaSbcnmhU0vAHB20tncM/oelh5cygubX3A73kvn5QoFbsu6wnXU2GpcIkhy4hPmHcYTpz7B/ur9WO1WUS5VhaGhQ9leJowGE82JTI2ZylU/XMXB2oMATIqexCPjH+k0HSzXkusS5CBKpO2s2OmxX44lh5KGEnIsOVjtVhLMCYwIG8F3Wd+57Tc2Yixx5jjprC7pE6Qo7yKqqrK/rI6YwJ5dKY8J8GbTwaquH1C6p2dXyVsITIDSvV0W5ZnVmZybfG6PXlK0bzRfZn7Zo58h6TnUQ/8pKOg0Os5JOof04HQK6wppdDTy6tZXKagrwFvnzYOnPOgKnzweMiozXIIcRA31D3d/SF1znce+K/NXuony9mivrE+0TzRBRmkC0xvEmmOJNbefvtIy8Lp1xK3YnXY0isblqA7C9+K5Dc+5BDnAJxmfcEbcGa689N4gyBhEtE80BfUFbu2yZJSkN7DYLOyv3o+lyUK8OZ7LB13O+KjxVFgriPaNbtdEK9AYyLxh87h/xf0u/4VLB1zKmoLWdJL/Zf2Pi1MvZlXBKo/jV+Sv4NKBl3q0j40Y61Y9QfL7IMAYwJiIMW5tL019iayaLBxOB4n+iby14y2XIAfh2r+heAPnpZzndpzD6SCrJouCugKCjcHUNtW6BHkL7UVaxPrFsqlkE89seEZck1cAr057lVMiTuG34t8A4aje0+NWiaQjpCjvIkU1jRj1WnyNPftXFhNo4uONeZ3v2ELJ7i4L5ePCHCNC2FOnd7qrqqrk1OQQ5dOzhldh3mFUNlbS0NyAt75nJ0sk3cfmks3c9PNNrvJoZyWcxXkp52HSm0gNSMVqt/KP9f9gTuIc7Kodh9PBq1tfZUjwEMJ8Oi990hElDSUebasKV3Hz8JtZUbDCrX1K7JROz5camMo9Y+7hhU0v4FAdmA1mnpz4pFwl7wdoNBpWFaxyCWyr3cqirEWcHnM6ICZkdpTv8DiuoxJoPUGwKZgnJz7JHb/egaXJglbRctfou0gNTO3V65CcXFQ1VpFdk81n+z5zRZOYdCZem/aah4A6nEprJa9seYWL0i5Cr9UT6xfLoqxFrC92DwfOrM5kSuwUj/ZJMZMYEjKEi1IvctUvj/GN4cZhN+Kl8+rGbynprwSbgl3PybqmOo8+ArC7YreHKF+ev5y/LPuLy1jzucnP4aV1j7xYX7SeO0bdwctbXsapOoV/yNj7uXfFva59qm3VvLr1VZ6e9DT5dfmuyQH57Jb0JVKUd5EDZXXEBHqW++huwsxGyutsNDY7MOq7YJJWtheie8FUyj8ayjI63w/h2GrQGvA1+PboJWkUDRHeEeRacl1ljiT9G0uThafXP+0S5ACLchaRHJjMy1te5pr0axgcPJjdlbs9zOBqmmqOW5S3FwqX5J/ExOiJrClcw8qClYDIbzsj9oxOz2fSmbh84OVMiJpAVWMV0b7RPe6lIOkaTtXJ4ODBvLH9DRyqgzDvMK5Jv8Y1ePPSeDEibAQbSza6Hefv5e+2XWGtYF/VPuqa6kj0TyQ5ILnbyzCOiRjj8isINAaSaE5E35MpSZKTmtKGUv625m8MCx3mEuQgJq6eXPck7856t8N0IUuTxe0ePSxkWLspH6HeoXjrvBkXMc4luk6LOo0pMVMIMYVw79h7uSjtIqx2K3HmuC7Vm5b8/vDR+zAldgpZNVlu7S0u/S0U1RXx2JrHXIIc4F+b/sVjEx7jiXVPYLVb8dZ5c8XgK5gYNZHJMZOpaqwixjeGtYVr3cYdINKXnKrT43Mkkr6ix0S5oihvA2cDpaqqDjnU9hxwDtAEHACuUVW1WlGUBGAP0KL61qmqelNPXduxcKC0jghzzzvhajUKEWYjWWX1DI7qQhhXRSYMOqfHrwv/GMjrWqh4dk02kT6d15TuDiJ8IsiqyZKi/AShrqmOjGrPyZ0WofTOrnd4c8abKCiuOrgghPPhJkS5NblkVmeiUTQMCBzQrsvr4UT5RDFv6Dze2fUOdqedaN9obh1xKwn+CTw96WkO1h5EVVXizfGYvboWRqnX6mWt8n6IVtGysWQj84bNQ1VVLE0Wfj34KzPiZgBgc9qYGjuV0oZSDtYeRKfouHjAxW7nKGso49HVj7KqUITgGjQGXpv+GnqNnuL6YqJ8o0gLTOuWSJ0Yvxg5oSPpFXaV72JFwQoGBg/0eO9AzQHqmus6FOXBxmCGhQxje7nICd5evp07R91JYV2h65585aAr+SnnJxZlL2Ja3DTuHn036cHpDAoahJ+XMLL11nuTHiJLS53sKIrCBSkXsLV0K5tLN6Og8IfUPzA6fLTbfiUNJW7pRiAqBnhpvPj07E+paKwg1BRKrF8siqK4PZej/Dwn5CfHTO5V/xCJpDN6cqX8XeAVYEGbtiXAg6qq2hVFeQZ4ELj/0HsHVFUd0YPXc1wcKKsnvBdEOUCkv5Gcii6IcocdavLB3At1kc3RUOVZYqg9ci25hHv3Tj5kqHcouZbcXvksyfETaAxkcvRkluUvc2s3alt/W9W2ah4Z/wjPb3weq91KpE8kT0580u3hubdiL9cvuZ4aWw0AkT6R/Gf6f0gKSOrw87Nqslh6cCnXDbkOECZb/1j/D96Z9Q5BpiCGeA3p8HhJ/+ag5SAZVRk4nA40ioZJ0ZN4Z+c72Bw24s3xzB0wF5tTTAAFGYPYWrqVMRFjmJ04GwWFX/J+caufu6til0uQAzQ5m3huw3PEm+NZnLsYgHvH3Mtlgy6TdcUlJwxl1jJAVLg4nAmREzr1xPDz8uOR8Y9wz/J7OFh7EKPWSENzA1Nip3Bh6oUMDx3OmsI1vLf7PQCWHlzK0oNLuX/s/ZwSeUr3fyHJCU+CfwIvT3uZg5aD6DV64s3xHiUhdYqOOL84t9xzraLFqDeS4J/Qrv9BC9E+0Vwx6Ao+3vsxdtXOgMABXDzgYun0L+lX9JgoV1V1xaEV8LZti9tsrgMu6qnP724OlNVxWsrRlco5VsL8vMgur+98x5qD4B0MvXFTMQVBcwM01oDRv8Ndc2pyes09Ncw7jOyark0WSPoek87EHaPuoMxaxq6KXRi1Rv446I8sz18OiIdujiWHLzO/5MnTniTCO4Iovyi3VXJVVfls32cuQQ5itnx5/vJORXlVYxVZNVm8sf0Nt/Z6ez1BdDwQbWhuYG/lXg5aDhJiCmFQ8CCZf9aP2F+9nxsX30iptRSAu0bdJWrfDr4SraKlpKGEdQXruDD1QgCMOiO3jLiFv675K19mfolRa+Su0XcxKKg16qbSWunxOdk12YyPGu/afmHzC5wafSopASk9/A0lku4hwZwAwK95vzJv6Dw+2PMBVruVtMA0rht6XZciPwYFD2L+jPn8mPMjdc11LMpZRH6tqCLw7qx3WXpwqccxGZVdS4ErbyhnT+UeKqwVxJvjGRQ8yEOgSX5/mA1mt7KWh2PQGLgm/Rre2vUW+bX5mA1mrhlyjdukfgtlDWXsqdxDpbWSBP8EShpKWF+0nmuHXosGDQdrD/LvTf/m9emv93iqpUTSVfoyp/xa4JM224mKomwBLMAjqqqubO8gRVFuAG4AiIvrvZIFBysbuLCXVsrDzMauifLKbPDrnTBxFEWslldmQ9SIDnfNseQwLHRYr1xWmHdYu7Um+4q+6p99QUVDBbsqd1FSX0KcOY704PQuPdxSAlOYP2M+hfWF2Ow2XtnyCtvKthFkDOKq9Kv4NONTiuqLuG/FfXx69qceYevNzmb2VO7xOG9mVWann91emZNJ0ZParc/bFlVV+S7rO55c96Sr7azEs3hw3IMeNXz7M7/n/rns4DKXIAdYlL2Ii9MuZv72+dQ21zI4aDB3jb7LTXCkBKbwxvQ3KKwvxKQzEesXi0bRuN5vb+VlYvRENpdsdm3bnXZqm2p75kudZPye+2d/Ij0knYdOeYgXNr9AVWMVt4+8nWBjMMvzl/P4msf54KwPujThqCgKr2x5xS3HF6CkvoSzk8728AWZFDOp03NWNVbx5Pon3UT94xMe58K0C7v47XoO2T/7Fi+dF4pG4cz4M9FqtKCCr97XY7W7srGSx9c87jJv1Wv03DbiNjKrM8msbh0nmA1mGuwNUpRL+g2aznfpfhRFeRiwAx8eaioC4lRVHQncDSxUFKXd2G1VVeerqjpGVdUxoaG9sxprdzgpsTQS6tc7rqDhZiO5FV0Q5VXZ4NuLZXP8IroUwp5fm98t5au6Qph3GAV1BZ3v2Ev0Rf/sCyw2C89tfI5bl97K39f9nesXX88nGZ9gd9o7PxhR53Zg0ECGhw3n2dOfZf6M+cxKmMU7O99x/Xs6VIer3E5bDFoD5yWf59E+NXYqDc0NbCjewMI9C1mcs9jDSXtg0ECenfysy8zrlIhT+MuYv2DSdWzimFebxz83/tOtbVH2IvZX7e/S9+0v/J7754GaA27bGVUZbCrZxM0jbubGYTcS7RfNI6sfoayhzG2/lr4Yb453E+QAg4MH8/iEx/HTixzYU6NOZWjoUDfX9jDvsB6vNHGy8Hvun/0JH70Plw68lOdPf56zk85mXdE6Hlj5AIuyF1FYX+hhiHUkQkwhnJl4pkd7lG8UMxJmMDdtLlpFi0Fj4JbhtzA2fGyn59xXtc9jlf35jc9TUNv3z3nZP/uWRkcjjfZGnDgBMUZQUalvch8v7y7f7VZN5fCSaS3MSZrjkaqhqiq7K3bzWcZnfLP/G7Kqs9o9ViLpCXp9pVxRlKsRBnDTVFVVAVRVtQG2Q3/epCjKASAN2Hik8/QmRTWNBHgb0Gt7Zw4jzM+LvMouPBQrs8G3F91KfcKgKqfDXVRVpai+qNfC1/0N/ljtVuqb6/HR+/TKZ0rgQPUBvs/+3q3t1a2vckbcGST6J3rsb3fa2V2xm62lW/HWezMybCTJAcmAyDOPN8fzY86PbiYuYd5hxPi2b3w1NW4q+bX5fLj3Q3QaHTcMu4ExEWP4IfsHHl/7uGu/EaEj+OeUf7pcfQ1aA7MTZzMibAQNzQ1E+ER0qd9Y7dZ2B6p1TZ71zSWd0+xsZnf5braVbcNH78PIsJGdph50xrS4aW5O0gDJAcm8tvU1Vx16jaKh2lbd5ftTubWc/x34HxekXoBJZ+JA9QFSA1JJ9E8kuyabQYGDePTUR2VNcckJh6IoKCi8ueNNnKrT1T4pehI1thoCvAI6XUE0aA1ckHIBVY1VrC1cS6AxkKvTrybEFEKETwT3n3I/Vwy+Ao2iIdo3WqxudkJ799S65joa7A1H/yUl/ZaMygy2lm3F7rQzInQEg4MHd1rVItInkkVZi4j0jSTeHE9tcy1fb/uat898222/8sZyj2N/Pvgzj45/lBe3vEhtUy2zEmZxxaAr0GncZdDW0q1ct/g6l5AP8ArgrZlvkRYkzVwlPU+vinJFUWYB9wGnq6ra0KY9FKhUVdWhKEoSkAr0m+mpvMoGwntplRwg2NdARb2NZoez44mAymwI70XnUt8w8ZkdUNFYgUFr6HTlsbtQFIVQUygFdQXSAbsXqbd7RnI0O5uPuMKyqWQTNy65EYfqAMSD7p0z3yElUOThRvlG8fIZL/PU+qfYXbGbYSHDeGjcQ0cUO2HeYdwx+g4uGXAJGkVDlG8UxfXF/GvTv9z221q2lX2V+zxK7RxtdYBIn0iGhrivkJp0JuL944/qPBLBpuJN3PjzjS4xEGQM4u0z33ZN1HQFm93GjoodbCzeSKAxkJGhI7l3zL28tu017E47fxz0R8oaylyCHITgOJp7057KPWws3cjG0tb54azqLF6f/jrNzmYCjYEeJdQkkhOFJnsTd4y6g4V7FlLaUMrE6IkMCR7Czwd/JtQUyuWDLu/w+AprBY+sfoRYv1jmDZtHXVMd7+x8h1i/WGL8YtBr9R2ab7VHgn+CR93pMeFjKLeW80P2DwwKHsTI0JGEePeOx4+k+9lTsYerf7zaNdGi1+h5+8y3GRE2osPjzF5mHj/1cZ7f+Dzzt88n0ZzIM5Of8VgICDWFotfo3VbIvbRejIscx+cxn2Nz2IjwjsBL5z6utzvsvLPrHbfjqm3VrC5cLUW5pFfoyZJoHwFTgBBFUfKBxxBu617AkkMzYi2lzyYDf1cUpRlwAjepqurpsNNH5FdZCelFUa7TaAjyMVBYbSU+uINVvOqDkNx5LeVuwzccsn7tcJfCusJeC11vIdQ7lIJaKcp7k3i/eMwGM5Ymi6ttcNBgon08y5I12huZv32+S5CDeNCtL1rvEuUAw0KH8eaMN6lpqiHAEOAqm3MkdBodseZY17bNYWs3t7c7Vli89d5cO+RaPt33Kb8V/UaSfxJXDLoCf4MUZEdLQ3MDr217zW11rrKxko0lG49KlK8uXM0dv97h2g4xhbBg1gJmxs/EiROr3crqgtXElcVRWFfI5NjJTI2delS1kA8PiwQoaihCq9F2qQRfV6m2VbOlZAsbizeSFJDEKRGnuPVtiaQniPSL5PG1jzM9fjqBxkA2lmxkX/U+iuqLyK7J5vTY04n2PXI/b3I0UWmtpLi+mA3FG1ztx3PPTfJP4qUzXuK5Dc+RXZPN5JjJTI+fzo1LbnSVybww9ULuH3s/Jn3vTP5LupefD/7s1keanc18tPcjhocO73S1PDUwlRemvEBFYwW+et92S5pF+kRy9+i7+WzfZ+Racjk16lSmx08nxBTiYWK4u3w3a4rWYLPbmBY3jaL6Io/zFdYVHuM3lUiOjp50X7+snea3jrDvF8AXPXUtx0teVQPBPr1bNiHU14uCqk5EeU1e74ev1+R3uEthXWGvO1IHGgMprJc3zd4k1hzL69Nf558b/8nuit1MjJnIrcNvxb8dZ/5mZzPlVs9wsipblUeb2cvsUR88syqTlQUrKaorYkrsFIaHDm83rDLCJ4KZCTP5KecnV5uX1osk/+MLiwZRauveFfcyKmwUV6dfTX5dPk+uf5Iw7zAmxkw87vOfTDQ7m6mwVni0t3XT74waWw3/3vRvt7ZyazlbyrZwbvK5ADhVJxXWCmbEz0Cr0WLUGBkVNsrNFKiuqY7NpZtZkbeCaL9oJsVMcnNRTwlMQato3SaU5qbN7daJR6fq5NO9n/Ly1pddbQMCB/DqtFdlWLykRxkQOIBnT3+W5zY8R35dPlNjpxLpE8mS3CUoKDQ5mjyOqbBWsKlkE2sK1zA2YiwXpl3IR3s/cr2vU3Qk+3d9cu1wyhrKeG3La6QGpnJ6zOnE+sby8KqH3fb5IvML5g6Yy6DgQUc4i6Q/U1pf6tFW0lCCQ3WgUzqWJRXWCjaWbGRt4VoGBg3k1KhTPQxckwKSqLJVMSVmCnqtHp2iY1TYKA9BvrN8J9f8eA2NjkYAdlfsZnrcdPZW7nXbb1hI7xgXSyR96b5+wpBX1UCYX++W4wj29aKguoO88qZ6aLaCMaDXrgnfMLAUgqoKN/Z2KKovanfmsicJ8gqSM5l9wLDQYbw2/TVqbbUEGgM9QsFa8DP4ccWgK/j7ur+7tY+PHN/u/iDK6i3PX46fwY9/b/q3S8B/nPEx/zfx/zgn+RyPY4w6I38e+WeCjcF8n/09ieZE7hp9l9tq/LFSY6vB7rTzW/Fv/Fb8m6u9baSApGv4e/lzxaAr+L/f/s/VpqAwJnxMl8/R7Ghu1wTQ2tx6z9QoGk6JPIWBQQNpsDcQbAr2qCX+U85Pbh4E7+16j/dmvedKSxgYNJAXp77Iy1teprShlHNTzuXC1Au7lBvbVfJr8z1K9GVUZZBZnSlFuaRH0Wq0TIiawHOnP8c3+79hdeFqFmUvAmBWwiyifKIoqitiTeEa1het54z4M9hbsZe3dor1lS8yv+C2EbdxTfo1fL3/a6J8o7hz1J0MDBp4zNeUWZ3JtvJtbCvfBsBNw25qd7+24e2SE4szE87k6wNfu7VdOuBSj/zuw2l2NLNg9wLe3tmaQz4waCCvTXvNwydkdPho0gLSqLfXE2IMQaf1PPfSg0tdghxARcXSZOGa9Gv4Pvt7jFoj56ecT0Wj5ySyRNITSFHeBQqqrAyO7N0w1SAfAwVVHYjy6kOr5J2E+nQrehPovKChAnzaz+fKr8v3cLPsaYJNweyvPrFcsH8v+Oh9PIzSdpbt5Pvs7ym3lnNO0jmMjhjNtPhp2J123tv9Hr56X24feTtDQ4a2e87i+mJuW3obubW53Dz8Zo8V9Ze2vMRpUacRZPLsZ3HmOO4dey/XDb2u3Ws7VsxeZk6JOMVNkAd4BfR6qsbvhZnxM3GoDt7f/T7+Xv7cNvK2I/aH9gjxDuGKQVfw783/drVpFS2Dgwe77ZdZlclPOT+RWZ3JrIRZjI8YT6BJTBqWN5Tz8paX3favaKxgb+Velyg/aDnI39b+jeGhwxkeNpxfDv5CojnxqPNkO8LutLfrDtzsaN8xWCLpbpIDkpkWP42MqgyqGquYFjeNlIAU1hSu4cvML1mWvwyAGL8Y3tv9ntuxr2x9hXfOfIcrB1+JUWfEz9Bx2lFnNDndV+crGiuI8Ytx1UAHscIfb5Z+Hicqo8JH8fzk53lt22s0O5uZN2weE6ImdHpcfl0+C3YtcGvbW7mX/dX72zXv9PPy6zANrtbmPrG7sWQjo8JH8cHuDzg99nSaHE28tfMtnp70ND/n/sz/sv5HvF88sxJnySgNSY8gRXkXKKppJKSXw9eDfQzkd7RSbsnv3dD1FlpC2I8gyovqinqtRnkLQcYgiuuLe/UzJe5kVGbw3YHviDfH8+yGZ12zzz/m/Mjzk5/nzMQzuWzQZcxKnIVOo+tw4Lavah+5tbkoKG55xy3Y7Da3cOIWHE4HGkWDTqM7qrzhrhDlEyVWjnyj2FC8gST/JCZGT+zWvOKTiWDvYK4YfAVzkuZ02h9aKKwrZFneMn7O/ZlxkeOYGjsVL60XH+39iHDvcG4afpObKD9oOci8xfNcqxy/HPyFO0fdybVDrkVRFByqw22VpIW2Anlv5V7KrGX8fPBnV9vLW15mcuzkbpuQifaN5uyks/ku6ztXm7+X/1Hl10skx4u3zpsrBl3BxpKNLD24lI8zPubm4Te7BDmI6BOH0/PeW99c320VV1L8UwjwCnBV4vhq/1f8/dS/s6F4A+uL1jMpehKXDbqs1yPyJN2Ht96bMxPPZEL0BJxOJwFdjPh0OB3tPvvbK8W6v2o/32d/z46yHZyVeBYTYyYS5h2Gqqo4VSdajZYZCTP4ZN8nrmOsdiuR3pFcnHYxi3MXY9QZuXHYjWTXZLNg9wJXGt7nmZ+zYPYCeY+WdDtSlHeC06lSarER5NvLotzXwK7CDkJjawrAu3dztwEhxi0FEDWi3beL64uZEjulVy9JivK+JdeSy/WLr8fmsHHJgEs8hM5/tv+HCdETMBvMXRpItQhxFRWD1uDhxHvtkGvdBoDVtmrWFKzh032fEuUTxdyBcxkeOrybvp3ApDcxPmo8jfZGzHozvgZfRoePJspX1qc+Hro6sG5obuBfm/7l8gvYULKBn3J+Yv6M+ZybfC4GrQGjTqQYNTuaUVHJqMrwCDt8Y/sbnJV4FpG+kYR5h3F1+tW8uvVV1/smncnNZbfdAaBq51A1z27BS+fFrSNuJcE/gf9l/Y/04HT+NPhPHnmSEklPkV+bz01LbuLCtAvdQoNbjNVa2FiykamxU/kl7xdXW7AxuFvFSaw5lvkz5vP+7vfZWbGTOYlzGBk2klmJs6hvqsfX4NtpmLPkxMBsMHe+Uxti/GKYlTCLH3J+cLWFmkJJCkhCVVUa7Y2Y9CbRn3++iZKGEgDWF6/nysFXcm7SuXyw5wPy6/K5OO1ixkeM57Vpr/HfHf/F5rBxVfpVbCrexPfZ33Na1GnYnDZe3vIy5yafi1ZpTVmyNFnYW7lXinJJtyPvbJ1Q2dCE0aDBS9d9OYRdIdjHi8KaDlbKa/LBu3fDxAExEdCB2VtpQ2mvh68HeAVQY6uh2dnskTMq6XkyKjOotlXjrfNuV6y0J2w6IiUghRBjCOWN5Szcs5A7Rt3BxuKNFNcXc8mASzg99nS3/ZfkLuHva0W++iY2sTh3MR/M/oCBwcee19gesX6xXJl+JbW2Wox6o+xrvUhebZ6bgR+I3NMDNQcYFzkOEE7QG0s28t7O92hyNrkM39qiqqpLaCiKQpxfHNcNuY41hWsI8w5jfOR4twH/gKABmHQmt1J/1w+5vtsjMaL9orlh2A1cNuAyTHqTFB2SXiWzKpNSa6mHCM+pyWFIyBB2lu8ERGnL20fcToJ/AqsLVpPon8jwsOEodG8a3aDgQfzttL/R2NzoFn7c1RVVye8To87IHaPuYEDQABZlL2Jk6EguGXAJzY5m/r3p36wuXM2U2CmkBaa5BHkLH+35CB+dD98c+AYQffnhcQ9z6cBLGRsxFqfqxFvvjV6j55N9n/BTrnjeaBQNyQHJfJHp7kXdnROzEkkL8snfCcU1jYT69l45tBaCfQ2UWmyoqtp+iYiafOiLOp3eQWKVvh1sDhsN9objzik7WrQaLf5e/pQ3lBPpe3T1pyXHT0v/bLA3EGgMxKAxuOUF3jjsxqOeEb9myDXsrdxLriWXkoYSZiXMoqCuwOO3UGmt5M3tb7q12Rw2dpTv6FCU2xw2Gpsb23WL74zOSrVJeo+2YmBb2TZuXHKja3tU+Ci3MFgQURYRPhEAlNSX8OS6JwEYGT6Scms5z2x4hqeNT7sc+1MDUnnpjJf4Yt8XFNUXMTthNhOjj81tv9HeSJOzqcPfguxbkr6g5b5qsVmI8Y0hv05MvP+Y8yOPjn+UEaEj2Fa2jVFho7A5bXy7/1vSQ9LZX72fH3N+JM43rtNUnvqmelDoss+HXqNH7yUnPiXuRPtFc93Q67h84OV46byobqxm3pJ57KvaBwiTzL+M/ovngYrnAsGbO95kRvwMt4pBE6Im8NLUl/hw74f46f3446A/uvkZgOjDA4IGoKoqNbYavPXeblU9JJJjRYryTiiuaSTQu/d/bCa9FlCptdkxG9t5MFkKICS1168L72BRH70dShtKCTQGolE0vXxRIgy2pKFEivI+IC0wjSBjEJWNlXy450P+POrPZFRmUNlYycVpF3NK5ClHdb7M6kye2/gc8eZ4onyi+Hr/17zf9D7zhs7jsTWPceeoO7lu6HWAENftrSp25I69rXQb87fPJ9uSzfkp53NO0jmy3/Rz4vzimJM4h++zv3e1DQwa6Fbu7sfsH92OeX/3+9w39j6yarLIqMzg3ORzmRg10XV/UhQFnUZHla2KFfkrXMe1vX9lVGVw29LbiDfHE2QM4sUtL1LXXMcNw27otJ5uCw6ng00lm/jPtv9QZi3j8oGXMyN+BiF9MakqkbRDakAqEd4RfJrxKTcMu4HShlKyLdlMjJ7I3qq9LM9bTpJ/EsGmYF7a/BJ21c7y/OWu4zWa1t9MVWMVBq3BJb7rm+tZVbDKNXk6b9g8JkVP8ihPJZF0FYfTgdVuRVEUsi3ZLkHeQnljORHeERQ3tKY1XpJ2iVufBVG+7/Dxqo/eh6lxU5kUMwkFBa1GS3JAMs9OfpYvM78kwZzA+SnnY9KZeGnLS/yY/SODgwdz3ZDrGBzibjQqkRwtUpR3QpGlkUCf3p+tVRSFEF8vimsa2xfltYV9k1PuHQK5a9t9q6S+hCCvPgip51BeeYPMK+8L4s3xvDnzTX7K+Yl9lfsI8w7j/OTzMXuZuyxc2tJSpzTXkkuuJRcQqyYts9zv7HqHmfEz2VS6iYV7FnJh6oVuLty+et8jOnlnVmUyb8k8Vzjyy1tepsJawQ1DbyC4L35Pki5h0pu4Kv0qkgKS2Fi8kcHBgzkj9gw3YWvSmdyOsdqtrCxYyb9O/xcaRePqiza7jZqmGvwN/tw68lbXajlAoFcgg4JaXXX3Ve3D5rC5Dfre2/Ue56ec3+VyZbsrdnPDkhtc/ff/fvs/mp3N/Cn9T0f/FyGR9ADRftG8PuN1vj/wPVvLtjIhcgLh3uEoKHya8Skg6khX2ao4O/lsvt7/tevYJHMSKQEplDaUsihrEQv3LiTUFMptI29jbMRYNhZv5J7l97j2v2f5Pbw67VWGhw7H7rS7rVJKJJ2Ra8nl4z0fs/jgYtKD0pk7cK7HPh/u+ZBnJj3D+uL15NXmMSxkGPF+8Xx34Du3/W4deesRfU3aTvYHGgOZnTibWQmzUBQFa7OVh1Y95DIAza/LZ33xej466yNizbHd+G0lJxtSlHdCcY0Vf1PfhKUE+hgosTSSFt5OSGNtSR+J8iCoa1/8ljaU9lnOl9lgpqyhrE8++0SitqmW+uZ6go3B6LXdN9mUFphGWmBa5zt2gdTAVJLMSWRZslxt56ecz695vwLCJTi/Lp+/rv4rIGa27xx1J5lVmUT7RTM9bjqpge1Hkeyv3u+WHwzw6b5PCTQGotfoOSf5nG7PF5YcP5YmC0+tf4oD1QdI8E/gq/1f8fX+r1k4Z6HLbG9mwkwW7l3ock/XKBquGHSFW9REZlUmb2x/g7WFaxkbPpabRtzEi1NfZHHOYuLN8UyLn+ZW7qw93wBvvfdR5XzvKN/hETa5YPcCzk46u92yfhJJd1NhrcCJs8OKASkBKUyKmcS64nW8uvVVGh2NTIyeyGlRp7G6cDUgqhHMjJvJUxOfYmX+SoaEDOH0mNOJ8Ingvzv+y4ubXwSgqL6Im36+ic/P+ZwvM7/0+Kwv9n3B15lfs7VsK1elX8XZiWfLSVFJuzicDsqt5Rh1RnQaHf9Y/w9XfyxtKMVb783EqImsKlzlOmZKzBS+zPySfVX7CPcJZ8HuBXjrvHlt2musKlxFYV0hZyacyejw0Ud1LS0TuwV1BW4VOQBqbDUcqDkgRbnkuJCivBOKqhsJ6YOccoBAbwMlFpvnG00NYG8Er6PL0+0WvIOhrgRU1aNGepm1DH9D79Zzb8Hfy5/ShtI++ewThc0lm3l+4/Psr97PzPiZXD/0+m6tt9xdRPhE8NIZL7GmcA27K3cT6xvL3qq9HKg+AMAdI+/g/d3vu/bfWLKRzaWbuWHoDdw68tYOz+2l9fwte+u8qbZV8+GeD9FpdFyVfpXb+82OZtegQJbh6RvyLHlsK9sG4DKdAsix5LhE+dCQobw36z1+zfsVm8PGtLhpDA1tjZiosFZw97K7ybHkALA0bym7K3fz3uz3GBoyFL1G7zGpODhoMGGmMEqtrfeWO0bdcVSre946zzBds8GMTisfv5KexdJkYUnOEl7b9hoOp4Mbht3A7MTZR7yPxZnj0CpaVwWNVQWrePK0J5mdOJtNJZsYFTaKcZHjiPSNdDNSLG8o58M9H7qdy6k62Ve1r93PMuqM7KnYQ5m1jOc3Po9Ra3SteFY3VmO1WwkxhXTrxLHkxKOgtoCFexfyZeaXhPuE8+ApD7oEeQvfZ3/P/OnzOTPhTDaXbmZ0+GiGBA/hnhX3UGYto8wqFmtuGHYDw8KGEe8fj91pJ9AYeMyGmnqN3sM7B9ofX0gkR4McFXRCsaWR1HDfPvlsf5OOEotnHV3qioU4PobQ4ONG7w0oYLPAYSZZJfUl+Hv1jSgP8ApwmdNIPMmqzuLGJTe6BlvfHPiGcms5/5ryr36Z2xfvH0+8fzwAB6oP4KXzIsI7gokxExkWPMytdi6IAaATz5rmhzMwaCCJ5kSyLdmutrkD5rpWcz7a+xHnpZxHgFcAIMTgWzvf4tsD3xLhE8EDYx9gQvQE6bzeyyiKglbReqw4tzV6UxSFoaFD3YR4Ww7WHnQJ8haK6otYmb+Sp397mnDvcB445QFOjT7V9e8b7y9SM9YWrqWwvpDTok5jRNiIo7r2YaHDCDYGu5Vnu33U7UdtfiiRHC2bijfx+NrHXdv/+O0fBHgFcFbSWe3uH2IK4ZlJz/Bb8W9kVGUwJnwMI8NGEmwK5ryU8474OQadgUCvQFcd5xYcqoMLUi7g2wPfuiJYDBoDg4MHsyh7kWu/hXsXMitxFrsrdvOP9f8grzaP2YmzuXH4jcSb44/jb0ByomJ32lmwewEL9y4EoK66TvgVtCOGa5trOT/1fM5PPd/V9uLUF/mt+DcOVB/glIhTGBYyjF8O/sKzG56lwlrBxWkXc2X6lUT7RlNcX4xTdRLhE9ElT6QYvxhuGHYDr2x9xdU2PHQ4KQEp3fPlJSctUpR3QqnF1idGbwAB3gaKa9oR5bXFfeO83oJPiAifP1yUN5SQYE7ok0sKMAawpXRLn3z2iUC2JdujfvjqwtUU1Rf1q1qb1Y3VVNuqCTQG4u/lj81u40D1AT7f9znNzmbqmuuI9Yvl8oGXs/TgUtdAz1vnzbS4aZ2eP8o3ipenvczGko1kVWcRaAxkdcFql2AKMYVg0Ijfu91h562db7lKoeTV5nH7r7fz4VkfMiRkSA/9DUjaQ4uW81POdytLMy5i3FE53pp0JhQUj7JPFdYKmp3N5Nfl8+df/8z7s99nWOgw1/tJAUkkBSQdfroukxSQxFtnvsWG4g1UNVYxNmLsET0PJJLu5IfsHzzaPs/8nDMTzjyiGWa0XzQX+F3QpfM3NDdQZi3DW+fNLSNu4e5ld7t+X+He4aQHpZMUkMSC2QvYULwBEKUln1r/lNt5IrwjKGso45afb8Gu2gH4Lus7bA4bT018CqPO2OXvLPl9UGYt80h9KKov4uK0i/lwb2tUxvDQ4YSZPFPO4sxxxJnjXNtbSrZw17K7XNsf7v0Qg9ZAckAyT//2NHannavTr+aSAZcQ6n3kNA8QRrKXDriUQUGD2Fq2lQRzAqMjRnd6nETSGVKUd0JpbSMBfSXKTQb2FNd4vlFbBKY+DKM1BYlrCHXPIS5tKGV46PA+uaQArwBXmJLEEx+dZxkaH71Pvwq32lq6lb+v/TuZ1ZkMDBzIoxMexaE6+Mvy1vImX+3/CqPWyL1j7+X92e+zpXQLOo2OkWEjGRA0oMPzlzeUU9NUQ4gphAtTL+Sg5SDX/HiNKzRZq2i5bcRtrsiBUmupq6ZpC07VyYHqA1KU9zJ6rZ5qWzW3j7ydsoYygoxBFNUXoVWO7LJ/OAnmBC4beJlr5QVgRvwMNpVscm07VSd7K/e6ifLuIDkguV9NfklODtrLb43zi+uwOkVXyarO4rmNz7GqYBWjwkYxMWoid466kzJrmZgAUxRKraUkBSQxJGSI6555oPqAW41nnaJj3jBR0qpFkLewJHcJd4y6w01cSU4OjFojIaYQtwjILzK/4Lr06/jzyD+7qv0YdcYu9Y+MqgyPti/3f8nshNnUNdcB8J/t/yHcJ5yL0i7q9Hz+Rn8mx05mcuzko/hWEknHSFHeATa7g4YmB37GvvlrCvTRU9peTnltCZgCev16XHgHibzywyi3lveZ0VuAVwAV1orOdzxJSQ1MdTPsAbh79N3E+MV0+2c5VSf5tfk0O5uJ8onCpDd1ekxBbQG3/3K7q6b03qq93LnsTm4YdoPHvt8c+IZrh15Lekg66SHpnZ5bVVXWFa3j0TWPUlxfzMDAgTx+6uOkh6Tz3zP/y47yHTQ0N5AenM6g4FbnbaPWSIR3hEdahAw77n1izbGkB6fz8paX8TP4Ud9cz+zE2W4l0QCanc0U1BbgVJ1E+0bjpWuddKqx1VDfVM/tI2+nxlbDgMABbC/fzpLcJW7naImUkEhOdGbEz+DjvR9jabIAIlqkK4KjpL6EGlsNYd5h7T7TG5obXIIcxKTTB3s/oLKxEl+9L02OJpqcTTSlN3Gg+gDnJp+L+ZAHTnJAMm+f+TY7yndgtVtJD0lncNBg1hSu8ficIGOQXCU/SQk0BnLf2Pu449c7XNEXXlov1EP/+Rn80Cpa8i35VNmqcKgOqhqrCDYFt+v5YW7HgynCO8ItrQiE8D83+VxZd1zSJ0hR3gFltTYCvPVo+iJ3G2H0Vlbbnigvgj4Sv4D47FpPB/Zya3mfGb1567xpdjbT0NzQL3Ok+5pgUzB/O/Vv7K7YTbm1nET/RAYHd39NTYvNwheZX/Da1tdodDQyLW4ad4++u9OZ7Py6fJcgb6G0obRdk6wYv5ij+jfOrsnm9l9ux+YQv6W9VXu5d4VYaU/0TyTRP7Hd44JMQTxwygPc/svtrkHBsJBhbsJd0jvoNXrmDpzL0NCh5FnyRGhscLrbQKuioYIFexawYPcCnKqTC1Iu4MZhN7pq0BfUFfBNloh8MGqNzEmcQ2pgKhpFg1MVfgRpgWldCkEsri+mqrGKEFOIDFmU9FsGBg1kwewF7K7YjVN1MihoEGlBR66S4XA6WFWwisfWPEZFYwUpASk8edqTHpOfZdYylyAH8eyP8ImgsrHSteoIwtDtuY3PEeETwekxp7uM29pLCRkYNJBTIk7ht+LfXG0PjntQVsM4iZkYPZH3z3qfzKpM/L38ifSJ5I+L/ohTdWLUGrE5bKiojAwfyYubX6SkoYQY3xienPikh7N6hHeEm5+MVtFydfrVPLrmUbf90gLSumwAV2mtpKShBLPBTLRfdPd8aclJTY+KckVR3gbOBkpVVR1yqC0I+ARIAHKAS1RVrVJErYEXgbOABuBqVVU39+T1dUZZbd/lkwP4m/SU1zehqqp7vefaYvCL7LPrwugvJgba0NDcgIrqUSu4t1AUhUCvQCoaK6QoPwLhPuFdrq181DidUJnF9tos/rXpX67mpQeXEusXy12j7+rQQMXfy98j31eraEn2T2ZoyFB2lO8ARKjjPWPuOarV6vy6fJcgbyGvNo+i+qJOXbRPjTqVD8/6kAM1BzAbzAwOGkyET0SXP1vSfZgNZsZHjmd85Ph2319fvJ63d77t2v4i8wtSA1L5Y/gEaKzGz+DlMotrdDSyKGcR94Xcx+0jbqfR0egaiNmd9nbPDyLqYk3hGh5e9TAVjRWEe4fz9KSnGRMxpnu/rETSVRqqoDoX9CYISobDXP2PJnUiqyaLO5fd6foN7K/ezwMrH+C9We+5le/z1nkTagp1pYytzF/J3WPuFiHoh45NDkimrqkOp+pkZcFKMqoymJs2l5Aj+OGEeofyj4n/YHflbqpt1ST6JzIoSE6AnnCoKlRmQWMN+MeA77FPqui1eoaHDnelRebX5uOt86auuc7NI6ekvoSSBhG9mV+Xz12/3sUnZ3/impAF2Fe5j1OjT2V24mycqhOD1oClyUKgV6Arhc1X78slAy7pktnbrvJd3L/ifnJrczEbzDw64VHOiDtDmsBKjoueXil/F3gFWNCm7QFgqaqqTyuK8sCh7fuB2UDqodc44PVD/+8zhCjvux+YUa9Fp1GotdkxG9tcR10xhHcetttjmIKgKtutqdxaTqBXoPvkQS8TYBQh7LF+sk7kUdHUAJUHwGGHoCQwHWW0Q1M9bP0IVj7PznGXerz9Q/YPXJ1+dYcC2KQ1ccmAS/gk4xNX22UDL8Pfy58XprzAnso91DXVkRyQ3Gnu+OEEenn6L5h0JvwMfp0eq9fqO3T0lvQy1XliQtA7WPTVNveb5fnLPXb/Pvt7Ltn6Dfp9P5EwYBZ/Hn4LL2x9GQCr3UpxfTFBpiDXAK+kvqRDIXDQcpC7lt3lqnVf0lDC3cvu5uOzP3aVZpNIPGi2QsUBcNggMAm8u8kTpnQvfHUjFG0FrR6mPARjrgfTsaXYFNQVeExK5VhyKGkocRPlod6hPDL+Ee5adhdO1YldtZNZlcl7s95jU8kmbA4blY2VrjJpwcZg3tn5Dkn+ScxOnH3Ezw/zCSPMR66M91tq8sFSKFIYg5I9KwA1N8KOz+CH+6C5AQIT4eJ3IGpkt3x8jF8MD57yIA+vftjVdl7yeWwudV+/q7JVUVhf6CbKQ7xDeOo3d4PBseFjeXPmmxyoOYDD6SAtKM0jJao9qhqreHDVg+TW5gKi9OB9K+7j07M/PerxiUTSlh4V5aqqrlAUJeGw5vOAKYf+/B6wDCHKzwMWqMIBZJ2iKAGKokSqqlpEH1Faa8Ns6ttZr0BvA6UWm7sory3pY6O3QDi41q2pzFrWZ+XQWjAbzNLs7WixFMOvT8GWQ/NmCZPgnBch+ChMqYp3wqK/gEZHXDvpC4ODB+Oj9zSac1F1kOLqvWTVZHH7SBFm7qX1YnXBaorrixkdMfq4VviTApK4Jv0a3tn1jqvtoVMeIs5PmgedUGSvhM+ugoYKMPjAua/AoHNdK4PpweluZZYARvjGoc9aDIA+40fmmmMYOe0NCusLifCJRNGbuH7x9S4X/0lRkzpMTyisL3QJ8haqbFWU1JdIUS5pn7pSWP4cbHxTrCLGjIXzX4eQ1OM7r90Gy58RghzA0QxL/waRw8HLLER6cAp4db2ka3s1xf30fu1GJk2KmcRHcz4ipyaHAGMAAwIHEGwKRqNomLd4niuMPTkgmSZnEzaHjTUFazoU5ZJ+TO5a+OxPoj/rveHsFyD9D6BrE01auhu+va11uyobvv0z/OnbbpuIOjPhTBL9EzlYe5BgUzD+Bn8u/d59MUCv0XtMxg8JGcLo8NEuY0+j1shtI287puoapQ2lZNe4L0w5VSd5tXlSlEuOi77IKQ9vI7SLgZbRdjSQ12a//ENtfSbKy2ob+1yUB3jrKau1kRLW5sFaX9bHojwA6kvdmsqt5f1ClB9eJ1XSCbmrWgU5QM5K2PYRTH3Ycxb8SLRETTjtjKguZVTgIDZX7QHEgO6GYTcc2awnZzV8egVBp93KlpItrrI5IB6s3WEc6KP3Yd6weZweezpl1jJifGNIDUjt06gOyVFSkw+fXyMEOYjojC/nwU0DIUx4I0yOmcwX+74gy5IFQJgplAuM0WKF8hA+G/7LSJ9QRi77Bxh8UC98m4/nfEyOJQc/gx9pAWkEex85oiPIGOSWgw7CfKilrr1E4kHeetgwv3U7fwNsfAdmPgHH44JeXw6Zi9v/vJXPg9MBw+bC9MfB3LUJo2T/ZK4dcq0rDUSjaPjrhL+2my+r1+gZHDzYw5tkSMgQFs5ZyJqCNViaLJQ3lrNgl3jGdMWYU9IPqS2GL64TghzEKvjXN4uIzYg2UWSVBzyPLd4uxovdJMq9dF5u0WtNjibuHn03z2983rXP/WPv9/CxifCJ4LnJz7Gvah8N9gaS/JOOuSKGv5c/QcYgKhsr3dpDTH1Yqljyu6BPjd5UVVUVRVE737MVRVFuAG4AiIvr2ZWu0lob/n0syv1Nesrr2uTDOuxgs4iZ8L7CFCgmBtpQYa3oUjhwT+Jn8OtzB/be7J/dQq6n4y17v4fT7uz6CkubcMOoNa/xz9F/InPINBqDk0gKSiPeHN/+cbXFQlg1VJKw9TPuG305/5chBm8KCg+Pe7jb6t77Gfw8jF9ORk64/tlCbYnHPQenHarzXaI8wT+B+TPnk1mdicPpIEXjTfQ7c9yPCUltHTg21aN8dhVp1/5EmtMLVC/opERgkn8S9465l2c2PAOIfvrIuEeI9z9CH5ccFSds/+yIgnascTIWweR7j0+oGM0QNQJyVrm3a/VCkANs/wRSZsCwi7t0Sl+DL/OGzmNq7FTKreXE+MWQ7H/0wiXRPxG7084tP99CcYMwhR0YNJBTo0496nP1J36X/bMr1JWApcC9TXUKLwNFK943R0F7Y0D/WOhBJ3OD1sDcAXMZFTaKkoYSInwiSAlIadesLdQ7tFuMOSN8Inh8wuPcvexuVxm/64ZcR0pAynGfW3Jy0xeivKQlLF1RlEigZcm1AGibDBxzqM0NVVXnA/MBxowZc1SC/mgprbUxNLqPV39NencH9oZyIci7oc7oMePlJ1aq7E2u0KVyazl++r4V5WYvM6UNpZ3v2IP0Zv/sFqJHwca33NsSTxfhaZ3R3Ajl+8SK+pALYecXAITs+JKQqNEQPrbj0n11pa4Hvb5sLxds+45hw66lNDiBiOCBJAckd0s9XUkrJ1z/bMEnRBhMNta0tika8HM33QtHQ3izAk4FAkJg5J9gw5viTYMvjLkOfn689QB7IxTvaA25HHcTnH6fyFlvB71Wz4WpFzIybCSlDaVE+kSSHJDcJWMgSeecsP2zI8KHeLYlTDyqsPJ28fKDGX+HDy4Ea5VoS5sFZXvd98tb32VRDkKYjwgbcXzXhijD+d7s98iqzkKr0ZISkHLCVyr4XfbPruAdLO7B9YdHIirwxiQxQarzggvehBGXw9aF4m29CcbfDE11HqfsTow6o1g9p/e8XybHTObTcz4lvzafIFMQyf7J+BqO8zctOenpC1H+LXAV8PSh/3/Tpv02RVE+Rhi81fRlPjlAeT9YKffz0lFa2+oySV1p34augxgMGwNESJK/qHNdbi1vtw5kb2I2mMmpyenTazhhsFZB6R7wjxMiPPuQSVZQMoy+CjSdiIxmqwjBXPwQzPw/EVY89SGR16iqsPTvEDu+Y1HuEwK+4a6a98aibaQXbSN93jKQZcdOPurKoGyP6EMhaRDQZo42MB7Oex2+uEbk0ioamP0MhLTJ36vMhi9vhPz1YjtkAFyyAIZdIsS8wVdEZtjb3E+1BjC0mYBa/x8hbJKnHvEyTXoT6SHppCNDcSVdIG4cpM2GfT+Ibf84IVS0emi0CBFtrRLGhcEpXU8bAogeDVd/D3sXgd4LHA5Y+rj7PjF9FyEU5RslvRZOVCr2Q0WWiMgIHSx8ED65Utw/FQWmPQarXhCCHMR92W6FqhyR/uawAQrs/BKSzujLb9IjaDVaUgNTSQ08Tm8IiaQNPV0S7SOEqVuIoij5wGMIMf6poijXAbnAJYd2X4Qoh7YfURLtmp68tq5QXtfU56Lc3/uwlfL60o6FTm/hfSiEvY0oj/bt2zqN/gZ/Khr7Nnz9hKC2BH560LWyzYjL4fJPxax2SJrH6mO7lO8TglxVRV/IWiZeLUQMA1utEEpB7dcBxxwFF/xHPOib6kT0x8ynIGzg8X5DyYlG1UH46oZWA0m/KLjiM/dVxgGz4caVIr/cNwyC08CSB+WZYhW9aHurIAcoz4Adn8K0Q3VoK7Nh7HWw7GkxsNQaRAhxzWEBWZb8nv2ukpML/xghaMozhHAJSRX3voYqWPYP+O0NsZ/eBJd9CkmTOz+nqop7cMV+CEgUebt7vhViKCRV/CYA0s4S5p0SydFwcJ2IwGhZ4R5+Gcx88tD9Nw98QsV7baOOQPTv8HTRr1WnWLyZ9ih0ZPQqkUhc9LT7+mVHeGtaO/uqwK09eT1HS2V9PxDlJj37StqE/tSViRtdX2MMFNdyiH6xUu5l9jDekLRD0ZZWQQ4i1KwyB/74qQiJ7Aq1JWJgCGJlc+z1sPFt8SD2DYex82DtK2IF/sqv3EuiqKpYHarYD6ZguG6JmODxCYHgVHc3V8nJQc5K94oOtYWwfj7M+Vdr3WWNBkIHiBdA/kZ4/wLhsRGeLkpNHU7WrzDlASHAAxMgfChMvEv0Wa1e9NWVz7sfI/PDJd2NdyDEjXdvK9nZKshBRB99dztc9zP4dhLmnbMKPrxITC5NvhcGnCWcr5c/DSOugLE3gH80xJ/WOolfUwilu0TfDxsoVuYlksOxVouSZm1Dzrd9BEMugtTpEJom2kr3iJB1e5tFo11fir445QFwNAEaQAFbNRzYL8qvhqS1nkMikbjRp0Zv/ZmGJjsOVcWk79uc1gCTnvLDV8qNfZvnDohraOPAXtlY2W7ZlN7EbDBT1ViFqqrSWbsjLO1khRRtFSG+nYnypgYxsFMU0OhE6Nq2jyB1psjFdTqE6HY0wt7vxPaK5+HCt0B/yIE9ZxV8eGHrw3zAHFFexe/Yy55JTnCKd3i2HVwrXH617dxXmupFioTNIrYrs0WI8N7v3PcbdF6ryZCiQMo0CEoQJoO+4SLtoiUfXKOFU24Q4l0i6Wnqij3bqnLEfbgjUd5QCd/f3ZqGsfd7OPXPMPg80YcVLVgrRVnLnFWif/vHiHrmpbvFMd5BcOU3EDms27+W5ATHZmn/fnx4f1WB0x8Qk5pN9WJMOOxS2LwAEg9FZzTXw7aPRYra8qdFm8EHrvwaYk/pyW8hkZyQSFF+BMprmwj01ve5uPM36amobyPKa0tEjk9fYzS7ymOoqkpVYxX+7dSo7tVLOlR2q8He0HFd7JOd9mqQp80SIWkd4XTA1g9h0T0QmChyyFe90OrgPuUhsBQKY6F1r7Y6ABduFqHseqMI2Vx0n/vsesb3MOZq8JvZLV9PcgISPwHWv+7eNvg890mipnoxWKw+CAHxImS3heYGMUnYxnCQtFmQfr77ORVF5O0Gp4i++MUNkDRF9H1FgYwfIGkqBJ5EzsqSviGwnbSemLEiNaMjbBYRut5C6W6R0sGhySVVFc/nHZ+JCVODrzAwbBHkIIT9+v/AOS+1RqJIJADeIcKxP/Mn9/bD+2ttEfw2X0xkKlqxMr7tIxh8rghrtzcK5/Vz/g0ftQmabZlQvezj4zc7lEh+Z8i78REor7cRYOr7MFqzSU9VfXPr6m99CZhjOz+wpzH6u0R5g70BjaLBS9dxOaHeIMArgEprpRTlHRE5AmY8Ab8+KcRx1Cg4/X4RitYR5Zmw+GHx56ps+O1N4WYdO06EnocNPmQAd5ib++ALxMoMQFMtVGR4nruu1LNNcvIQNwEm3CaEudMBqWfC8MtbTa+cTpFmsegesX3KITG966vWc2xeAH/8XISnO50iPNfYQeRHUx2UbIeiw0pW1cu+KOkFwtPhnJfhx/vFpFJImkjX6GzS3SdU9P22Hh7LnoKrvhe/F2MA7P9ZCCQQ9+bqHM/zFG4Wxlzavq2aIulnGLxFbfvaQjEJqjOK7cjh7vt5+YkJolUvtLZ5B8Okv8CEW0VfbLRA8c5DoextKN0lxgJSlEskbkhRfgQq6powm/r+r8dLp0WrUaiz2fEz6kUed1g7JVZ6G2OAqFEJVFor8ffqByH1iBD2isYKYvvDxEV/xWgWD80Bs8Vg0D+ua/Vya4vcV7hri2D1v8Vqy8eXwaxnROmdM/4KK54V+6aeKcy1Wkqb+YTBgLNhzzfu5w5OFas3hVvFqk9AnKjB2x9MDSU9j2+Y8CVImiJSIgLjIbhNzmvlAVj8SOu26hRmgrXFIsxdbxITRNYqSJ3R9c8ccJYwyGqLzCmX9AZ6E4y6UpRHs1lEiLlPSOfHNTWIlB9rFRRtE+Jo3E0ix3fL+2IFMuP71v1r8mDEHz3PM3Ru1z1EJCcX4YPhT99CdR54+Qi/jsMrsjhsIlpu9UsiPN0/Rowr8tfDyn+27jfj757nT/8DnODl8SSSnqDvVWc/pbzOJkRwPyDAW095XZO4nvqy/iFU2qyUVzRW9Hk+eQstolzSCRqtcOk9Goz+YI521RYHxKCuZWD382OQMl2sVKafL0R5QLz7bLjeCGc8DI3VwgTO6A9n/p8oX7XiWRH23sKkv4g89UNpCR4U7xAiXqOD6JEQKl3bT1jKMmDBeWKiB8S/+VXfiigMEKKlbSmz3NXCtM0UIPqIww67vxYh613FVgfxp4p76sG14GWG8TeJiaotH4p9okaKAapE0hMoivvkU1dorhfVMwadI7w8WsKGh18mvEEKtwjRc3Cd2N/pEO0T7xb3V0ezSPMIHQgFm8UKaMukqUTSgndQa4Rbe5ij4aubRD80BUB9hYieS5nuvl/mYlFVZdn/idD1tLNg/C3C6LVwC6h2Eb0X0Xs1xiWS/ooU5Uegos6Gn7F//PUEmPRU1NlIDPGBhvL+YfRmOlQSjf4lyv0MftKBvacwR8Pke0QeWekekWM2/mbxcAUhmmy1YoAXnOJ+rNMhBHTBJrFCdNbzoDqE6UtAnHivrSAHERaX/geIaCcyJH8jvHe2CJcH0R+v+l/7+0r6P1nLWgU5iL606t9w8bsirSIgDoKSxYo5iP436FxRZmrFc+DlL1IyokZ1/TObrbDkMUg6XThYN1thyweAAsufEft4+Ymw4KjhRz6PrV6EAhdtFaWuosfKnHRJz+EbAQPPdk/dUBRxXwWxaqloYeQVsP0T8WffCAhLF/fInFWw70f4+FJxr77ya0jsQhk2iaQtQYnwh/nw7e1iDBCWDmc9B59d676f0yGE+qCzW/PMK7LE87uxWuyjN4m+qWigYCPoTMJfQZZHlZxk9A/V2Q8pq7Vh7icr5WaTWClHVUWIb78oieYvnIsRzut+hv4RBudj8KHSKkV5t9JoEQ/Kgq0QNUysRg6YA85m8RBd95rYL3SwEE/tkbsG3j+v1fzNOxiu/r51f1ut5zGqU+SdHY7TKWbkWwQ5iFDOvVKUn7DU5Hm2VWWLVUCdl8ijvfhd+P4eER4ZkgaJU0RUxtS/HhLuR5my4hsOwy+Fze+J1RwQ4qatt4KtFnZ80rEo3/0VfNOmmmfkCLj0QxHOKZF0N3qjSBFSHeKe5xshwte3HoruCBsES5+AxiqYcDugiv0sBZA8HZb+rfVcTgf88hRcMUrm90qOnvhT4dqfxLjUJwSKd8GU+2Dd6yINLWESDL1ETP60rWqx97tWQQ7iWb7+DRExVbxNtJkC4epFMlJJclIhRfkRKKuzkRTSPx5SfkadcGBvrBZhndp+MFngZRZCyOkUxmqG/mGsZjaYKbeW9/Vl/L7Y/kmrwZZGJ2qQj/wj2Jvgh3tFP0iaCmc+CT7Bnsc3W0XZlBZBDmJCJ3u5GECCMOXyixA5wi0ExLfvUKzahWA7nOqDx/4dJX1L0hmw5mX3ttHXuue8Rg6DKz4XETrGgNa+FtImKqNwq+hX9iaRnx496sihuTo9DD5f9N+M74W4Oe0OT6PCinb6Wgs1Be657iBWzIt3SlEu6TlCUuAPbwrzzYLN8MvfRem/SxZA5EgY9Sf46gYo2dV6zPDLoOqA57lqC0WqUYsorz4IOauhbI9IH2kx8pRI2sMnpLV/+IZBhZeoaa7ViVQJRRERRG2pzPE8T3Wue2qmtQoOLJWiXHJSIUX5Eaioa2J4TP/46/Ez6qmoa4L68v6RTw5iYkDvDY3VVDRW4KfvHyvlfgY/sms6GERLjo7qg4etrNiFQ3byVEg7E674UtTV9QkRoeggcr0zfxapFmlnClf2tqHJLbStl+4fDZd9Aov/CnnrIH6iMIjxi/A8TmuAMdeK0mttGXze8X9fSd8QOxbO/4/oa031cOrtorTO4RjNR3anLtgM757VGkGx/GlhVpRwWvv715XCt7cKMX7qHWIQ2GwVqzVtGXH5ka/bYRP9/3Ca6498jERyrDRUCv+DA7+KnPDkqcLELeUM0BrB71A5tZRpwqtjxXNiInXUn0S0UsIkz3OOvb51gquuFL68QXxGC5PugSkP9I/FAEn/ojoPclaKdLK4CaJ/hQ6C6nxAEWPEuAmtY4MWEk8TEUhtSZ3pbhAHosSqRHIS0T9UZz+kor4Jf1P/eAj5GXWU1dmg3gLGLrhk9xamAKgvp8JaQYI5oa+vBpA55d2Oo1mIpMOp2A8bCyH5DOGU3ULJbnh3TqtQWfsKXPOTKIu2/Gn3cxxu7BI1Ai5bCNZqYTDTUfRFynSY/ax4iGsNMPVh8fCXnJh4+cGIyyB5mpj4MUeKPrbzSzHJkzZTuFT7dODYu/ML95QGp13UYo6b4OkcDCI03lotBn6Fh8qipc4UpkRrXxErPKc/0HG+rTlarEC2hA6DCH+XpoOS7sBSAFkrRPRH8jQRIfTrU63vhwyAK7/yTBvyCRFO2EHJsH+JKBdYXybyzc99FVa/ANZKGHezCC9uoXSPuyAHUWFj2FwITeuxrynpZzTWiEmcvd+LPjRgVmtUWwvWKvj+L631zDe+JcpYznkOwocII03f0PZLrdaWiTKsWz8UY4wRl4NfpDDZbEvUyJ75fhJJP0WK8iNQWd+EuZ+IcrNRz4GyukNhm/3DUA0QIaT1ZVQ0VjA0tH84Z5oNZinKuxP/GE/RYfARD+2fHoL40+CS91tXWnLXeK4c7vkGUOHUP8OuL8HgK87Z0I5Lfls3947wCYFxN0L6BSKvXYZX/j5oWemrzoOFc1uN3bYthMn3iRW7I4WjHzKedKOhQohzjaGdz4qCU24UAqWFrGUw/TEYdokQ5R1NAoAYcJ5+n/BI2P4xBKXCtEdEdIhEcjw01cHPfxPpQyA8EH57w32f8gwRou4f3f45DD4ipNhoFn9OmyXu6dctEZNSh0ciHV5PGsTvx9l8/N9HcuKw4wv4/q7W7XWvwhVfQckOyPgRYsaIkpQtgryFbQtFBYvI4R1HdUaPhC+ug4FzQKMX44uZ/wen3Qk7Pxd9dfhlogSwRHISIUV5OzidKjXW5n7jvi6M3mxi0OnVn0S5GerLhNFbPwpfr2qs6uvL+P2g8xIz2n4RYnAYmCgepC3u1LmrxaDQOwj2fAeORs9z5KwSeei/PiFWIpsaxPFXfHH81+cbdvznkPQ/ira2CvIW1rwojNmCk8W2tVqETm75EKLHQOKkVgHTwsCzxaTN4TidYvX8lHliEmjzu8LDYMqDwkVYUbp+rYEJMP1vMOE2MZiUhlmSY6V8P+z5VvTr0de692etrn3R3F5bC1EjhVFnWh2gir4dNRJMR6jgEpImJqLaTnClzRK/DcnJgaVIPKvbUl8GuavgxwfE9p5vYHo79cdBrHx3Rux4OOclMQ5w2ESqmpevEOepM4VL+4rn4PLPju+7SCQnGP1DdfYzaqzNmPRadO2FPPYBZqOOyvomUQfS2D/ELyDKENWXUd1Y3W/c1331vtQ21eJUnWjaG4xLjp7AeOH2m3Ym/PKkqJGrqq3vN1bD51eLVcnpj4scRqe99f2x14ucR4dNhLh5+cOFb0LU6OO/NkczoIgBq+T3g63Os81pFwKjhb3/a3U93/cDnPeqGNzt+loIlcHniZDLtn2jMht2fwMZi8TgL/18mPwXGHnlIUF9jIaVGg34hR/bsRIJQG0JfHYVlOwU2zFj3d8/8CsMOk9EG7VgCvQMK26L1iAEuCkAUMX+unaiRloIiBNmimtfg/wNIhJp5BVyoulkQnUIo8zDObyqTVWWSJ8ob+PBETNOhLt3hlYvotuGXCiqrPhGiH4880lY/aJYfLrk/dbfgL1JjCv6yZhcIukp5Ei2HSrqbQR494/QdRAr5ZX1TSIfzKsf1ChvwcsPZ305liZLvxHlOo0Ok85Eja2GwP6Uf3+ioxwybXE0uwvy4BTxAG0JRd/4Dsx8Avb9JFYyx90kxHz2clj6d+GI3VQPn18nSqLFjDm267HVQ84KUXpF5wXjbxUrQHpTx4NOyYmBOUqEhLdNcRh8fusKX305LDvMo2Dd6zDpL8JsSHWKVcGYMeCwi5UXZzN8+2fRb0AYBWYsEuHny58Vq4SnzIPobpgskkiOlvKMVkEOIgIpbjwcXCe2CzaJvPKJd4s64+FDRHRGcAciKP83UQ+67T37ii+FERyAvRmcTWJCqniHuH8XboHxN4uokcCEo4sakZz4KFpRXWV9m1QJg69ob8uW9+HKb2DvIsj+VURUjLgCvI8w7rI3i3uwwVtM+Lw3x71f/vFzEQk1cI5IUdJ7C+PBfT/BpncgOFXcn491zCCRnABIUd4OFXX9x+QNhNGbpdGOs64MTeiAvr6cVoz+NFvyMelM6DT9pyv5e/lT1VglRXl3E5ggZrbD04XbasQQMTCkzaCtOlfkmidOETPdgXFi1XPlC2CziNDMFrKWHdsDtrkBspfBx21csfcvgbOeh/1LRe567Dg5q34iE5AAk+8Vg7fKLOFdEDoAzB3UIi/ZKSZ8pj4EqGKCpmAzrH0VyvYKwd4iyFso2CT2KdgkXnu+het+lmV4JH3P3v+JHNvE04UwiRgixMqW9yFlBkx90LPU1OFs/9Rd+AD8Nl9MjhZshNWvQHUOnPEIfH1z6yTYl/PglBtEnq+u/4yFJL2AqopJ74l3i+esOVr0t/xN7vuZYyAoEc58SlSbMPi2P4GjqmJiac1Lwrhw4t2QvcKzX677jyit2tZTZutC+Pkx8eeCTaK+ubw/S37H9LqSUhRlANA28S8JeBQIAOYBLclMD6mquqh3r05QWd/Ub/LJAXQaDd4GLTW1dQTG9aOVcqOZ5sr9mPuT+Rwir7yisYIkkvr6Un5fePmJh7NGK4yzAuKEC7qiuK9qqqoQUQFtBFR7kzaHz7wfTnOjMDsyBQmB3WwToirjR/eQuZbPPLhWtC84RxgZSefWE5egeOF63twkDK7C04WQaBEIPiHC6+Db21qPMfgcipYwiu2yDFhwLthqD23vbf+z2g4km+qFuJeDPklvEzJARHeUtqktXn1QpGWM+pMQMpveFU7Vwy7pWJBbiqF4u3s1ghY0eqg4AO+dI+qTgxA8hxtvbnxbmGkGpxz3V5OcQPhHiVDy5c+I8PGqHFjyqCgvGZEuqlzEnyYc+f1jxDGHm7M2W8W91DsYCreKZ3JLrvnPj4t7+eFode734poCWPUv932a6oXZnLw/S36ndKg8FUX5Q0fvq6r6ZUfvH+GYDGDEofNrgQLgK+Aa4AVVVZ8/2nN2N+X9TJQD+Jv0VNRZCexP4etGf9S6Esydzdb3Mn56WRatxwhKgKBrwelwd8H+07fCNbVou3hYJ5/R+oD18hV5u21XtnVGiD9VCKb23NYLNsPy56BkOwy5CEZfLWbZP7wIYk+B9tIltAbx4Hc0i+OlKD+xCU8Xr8P7WguDzxUVILZ+IIyohl8qVhNbKNnVKshBiJTE00UqRQsxY6Fsn/t5nY5u/RoSSZfwC4dLFohojewVwqQw7UwR7mvwPiTG5x65+gAIYZ3xAzRUwZJHRI7uri9a+7SiwLgbxMpliyBvaT8cja7ziVPJ75Phl4kSZds+EgJ66CUQOQyihguPmLZ90G4TqWotfgX5G0U6UOlucR5ToLv5W1U2hN7k6T0z7ib382q04pl+OP0oKlMi6W46693nHPp/GHAq8Muh7anAGuCoRflhTAMOqKqaq/SjvKXKuiZ8vfpXyJbZqKeizkGKsR+Jci9/NNZKfA39q36pr8FXOrD3NIcPDCOGuAuiw0maIurpbvtEmA7FjYf/3SlC3qY9KmbeNRrhzF6xHxacJ8LdQdTJtdW2roDmbxCDzaxfWkPgtHpRhmrrQrHdXm1UyYnJ4QPAhgow+ovX4HPEqz20h93DM36AU28Xwjxv7SFTogT44vrWfXxCOi+DJpH0FCEpMOlu8WqPjgQ5wL7FIry9Rcz89qaoDFC0FVBg1FVCoB9ePrCxRqQnVeW0tk28S7qun6z4BMPQC8XrcNr2weKdsOJZUYUleTqccj0sOF9EuAGsfQWmPux5jj3fihJru78Wfh/DL4OYU9z38YsQBrPf/bnNdYWIUmwSye+UDkW5qqrXACiKshgYrKpq0aHtSODdbvj8S4GP2mzfpijKn4CNwF9UVe0TZVVeZ8Pcz1bKzUYdFRXa/lWn3BSArrH/mLy14KP3kaK8v2HwEavnCZNh1b/hs6tb3/vgArh+KaDAr0+JFe4WQd7C3u9gzHXiz6oqwjhnPAGle8RKuzka1r0m3jcFSjOY3yOle8UAMHOJMGOb9ihEjzry/uYY8I+FmrzWNkUr6onrTdBYBXt3iYFf8XZRXs8nTHgWSCT9HUcz1BWD3leYazU1wPr/IFzWg8Q+1bmw+BERgt5SYeC/Z8Cke4TAqS8X+/02Hy56R0SXVOXCgFmQMFH6ckiOTE0BLJwLlnyxvf1jYZbZIshBVMHwjxLPZGubMVnaLNF/y/cBKpTtEZPq+sMm0wdfINKX9nwHQUkwYDaEpPb4V5NI+oquKs/YFkF+iBIg7ng+WFEUA3Au8OChpteBJwD10P//CVzbznE3ADcAxMUd1yUckfI6G8mh/asEiJ9epUIT3L9Cd7z80Dc14Kvz7usrccPP4Ed5Y3mffHZv9M8TDkuB+FWbo6C2GFY+6/6+o1k4//76f2Lf9sLObbVitX3Ny+KhX54p8tyu/UmYzeX/Jh7gfuEizz10YG98sxOOE7Z/NlTBVzdA0TaxnfUrFG+DectEyb72qMqCEZeJ/MbaYrFCvuurQwNBRL7uuJvERFBIKuSuEWkVV33rea66UrGi4xspja96kBO2f/Y2lVmw+mXY/hH4x8Gsf4h0IJ8Q2P+zCHPPXNwaHlyTL0R2i8HW2leE4Za1Uvy24ieISc2yDGHwNuBs2c/bQfbPNlRmtQryFpyH1Sh32qEyR0RdWAqFMA9PF2XTPr2idQI0Z5VIRRp2ifvxJrOYIBowy729qUFEe3iZj+z2LpGcgHRV4S1VFOUnWle15wI/H+dnzwY2q6paAtDyfwBFUd4E/tfeQaqqzgfmA4wZM0Ztb5/jpbzOxsi4/vVD99XaqdD1s7BKjY4mrZ5QpR9NFCBE+YHqA33y2b3RP/sV9RUi9NEnxDOKo75C5KQtf0aUqJp8j6iz6x0sHtBtUTRCkIP4f8QwsXrZwpSHRHjbNT+InOCmekieClGjhEFM0pT2zWMkbpyw/bM6p1WQt9BQKVIdjiTKUURuo9FfrNTUFoNvm3uotUoMGi//HHJXCtOixMliRaYFexNk/gQ/3C9KUg6/XIQWByV29zeUcAL3z96ksQaWPSNWJkGYWy68GK7/BU67S0xYrXtNRJLU5It0jNSZEDlcrISDmKj69Snxu4ibIFI7WkqvrXweRvyxg9/VyctJ3z8ba4UYNppFtNHh1JWKSfK2pf0czaL/FWwUx0eNgAPLPCOSNr4N6X8Qz/OOKN0jzOIyf4KQQTDneUg47Ti/mETSP+iSmlJV9bZDpm+TDjXNV1X1q+P87MtoE7quKEpkm9X4C4Cd7R7VC1TWN/W78HU/jY1yJaivL8ODep2eUGf/8QMAMBvMMny9N8hZBf+7S6w8xk6AOc9BxNDW97NXwOI2+WQ/Pw5Ro4VRzNK/t7YHJ4NfG7PAzQvECuaAWWJVJ248RI8RoZSRw8RLcuJjtwnRoNULJ/+O0Ht7GgOBCMc9EkZ/ETFRtlcImaocOP91GHSuCIUPTxemgX4RkDqt/XMUbYNPr2z1LtiyQFzv7Gc8c9Ylkp6mdK/I3935mXu70yHE+ZCL4NrFYh+9t0j5CUkVKRxVOaJUpG+4mGAC8btIOE3cm1vwDhERIxJJW0p2isnJnFVi4vL8/4hc8G1tMlAVDQy9SISZN1SCf7QYBwy5QJi1tpCz0vP8gQmdeyZYq+Gb24TAByjbDR9eCDcsFyUzJZITnC4rz0NO68dr7AaAoig+wAzgxjbNzyqKMgIR6Jpz2Hu9SlVDM+Z+VKccwKxpZL8a0NeX4UGtRkvw4fUm+xg/g58U5T1N+X5YeIlYsQZhnPX5tWIlu2UlfMdnnsfl/wZ562HaY9BQLkRVc6PIfRxycetgc/1/4NQ7RC3e9mbkJSc2VbkigmLbR0I8TPurWIU+kmeGMVAIjN/eaG1LnSlW+trisItVdVUVKzTJZ8Dg80T6g08o7PwSznsF0i/o2nWWZXjW0922UKyWt5QDkkh6g8ZaWHSPyA/3CYPaIvf3dUYhamLGtHpq1JWJaJHVL4hopfG3wx8/F6kalnyxqrnjC3d37FlPizQgyclNY62IWjN4C0PWL29sXQGvzBLlJq//GQadIyKWQgaISivvzhFGg16+QpibAkF32DM87UxY/wY0VottvUmU/evM8Lkmv1WQt9BsFSX+pCiX/A7orCRaLUIke7wFqKqqHpPrmKqq9UDwYW1XHsu5uhunU6XG2tzvSqKZqaNC7V957gAWDQTY+1cJIT+DH1U2Kcp7lKrsVkHeQvk+qMiCbR8LI7b4Uz2Ps1nEjPknfxRizN4oVjObG8BhE6ZbepN4wEeNlIL894iqwpYPYOuHYrupTqzABKdCyhFWrC15YuB3xl9FHzL4iv5Wndc6GKsrFQO9NS+B6oCz/ilK4xVsEIKlqR4ufk+sjLfFWiMEit4EgYnuA0NTO9Uu/ONE35VIepPaQrHCWLxd5Ogu/VvrhFHkcCG0GypF+SqvQxEkOStg+dOt51j9L1FxwBwljrdbRQ55zINitT3xdIgZ3etfTdLPKMuARfeKVDGjP5z3mntIOohnd00+DJzT2lZbAklniMooDYfK0p75fxAQ635sTQGMv+lQqT5V3J8rc9ofM7TF4CNeh489+lNVIonkOOjMfb1/2Wr3ApbGZkx6Lbp+5jpqVmupdPQj5/VD1KASbG+mvvNdew1fvS+1TbU4VScapX/9O/5uaO8hqDeBo7E1ZH3E5eAd1PpwNgaI8MrQgXDtEmHu1lAmctQ2/FcMMPd8C5d+DKnTO7+GpnrxINcowjhGlkE7MbBWwfZPPNvz1h9ZlHuZRUjugaUibLxlZW/cTa37ZK8U+bAt/O9OmPuhENkNVRCaBhHD3c9buhe+uwPy1onB3ownhGFg3aFVyPChwum9YJPY1mhh1v+Jfi2R9CYGHxGF1FAhfj9nPComM83RQjCt/4/YLyRNhKQ3W2HX157n2bYQLpgv9ivaKiayNDr44xeQOLE3v5GkP9LcCL88JQQ5iBSH/A3ti2FTgPu2Xzic/5roV/XlosRf5AgRwVSZJYR8YCLs+QZ2fC7C3RVFiPOYMTDs4o7TggIThMj/7o7WtiEXQfjg4//eEkk/oH8tB/cDyuua8O9noesAfvZKKu39y+jNiUoNDhKaG/uVKNdpdJh0JmpsNQQa+5dh3+8Ggx8MuRB2ftHaduqfoXhX6/aK52DCLWIWPCBOPJxbVjVjx4oSVP+Z6Fn+rCtuqlW5wn1999fiwT76Gph8H5gjOj1U0sfovUX5m+pc9/bAhCMfE5QkatMvusddkLcNWdz3g+dxq/4F1/7YWrcZxOp6bbHof78+JQQ5iAHn93eLQWFLbdxhl8F5r0JltuinIQPcfRMkkp6iKldEf/iGQ2CcSJc465/wxTXC7Grp3yB5mqhEsfvr1uPKMsTK5JpXITjJ87xh6cLEbe6HooKBrVZMlMp+LQGoL4WMw3yWd34hopR+fKC1bdRVENqOGPYNP5RiESpKUtptsOFVEbHhaIYBc4SfB4iUipZY3LDBnft0KIqIBAkdIO7JPmHCY+bwNCaJ5ARFivLDqKxv6nf55ADm5nIsjiE4VRVNZ3k3vURDcwNWrR6DtaavL8WDFrM3Kcp7iOpcEXZ8xiNiZt3gDRk/wqg2WSjNDbDieVGTdMJt7qHotSVixefM/4Nvb2ttH3OdeDh3xu5vWgeiqhM2vgVx40QpIEn/Rm8UTvw5K1tr2oYP6Th0UaMVkRcRw4RhlTlSrGJ7tQnmihzu6WMQcwpo2tzP9y+FL68X0RuT74OMRZ6fVZ3bGha8baHoV21NiiSSnkRVRTmzr24UUSWmQLjwv6LU48A5wmW9Yr+IPMpdDav/7X68XzjsXQQH14j7qTm6tbKFTwhEDBGeII1VEDsefIIPvwLJyYzBD4LTRO3wFmryIGwQXPezWPH2Cxf34sPTe5qtIorjh/vFqnhAnHjG//JE6z7VOSKn3D9GhL+DiACJGinqmredQG33+rxFxYC4Cd3ydSWS/oQU5YdRWW/D39T//lp0TdWYtCo1NpVAY/8Q5bVNFpr03uit/S9/2+xlprKxkiTaWSmQHD8GH9j3k3i14OUnxFXMKcLQDUTY8eR7hSCvLxeGLKoDvrpZPJzDh8BF74jwNb8IsX0ks68W7E2wu53iD5lLpCg/UYgZI0wBS3aKvhE5ouOVchB9Lm6ceLVH2izY+A5UHiqH6BsGo65ozRGvzIHPrxHhmAAVmWLFpWSX+3kOd57e/a0U5ZLeo/IAfHZ1a8koaxV8dg3cuEKU4oseJV41BaJv//aGEEMg8nkjR8DqF4UQL98HQ/4gfjst5odlmeL9qhyxOv6H/0LYwD76spJ+h3cgnPUsfHiRWOUGGHAWhA4SYjx27JGPLd3tHlpeXwb5hxmzWQrFpNDg84UZnKqKqhrVeZ0Lconkd07/U599TEV9E75e/fCvxVpDgEGlwqoS2E+qldQ21WH38kHX4qDZj/DTS7O3HkVVxSrMxrfEtqKB0+4Qq5Jz34eS3WJQGZQITQ3ChGjRvUJ4N9UJQQ5ClH1+DVz1P0icdMSPc0NngPiJwsSrLTEdDBYk/YvSvfDlDa2rMSOvFFEXh5uwHQ0hqXDVt6LvqQ6xstNW6FceaBXkAHv/J3LIl/69VQClzRYl1NqSIPNsJb2IpdCzhrPNItqDEsV24Rb46DJwNosqFT6hYuXRO1BEgcRPFB4NBm8RelyZJY7zj4PRfxKCHISvx/rX4aznZYk/SSvGQJjykHhWa/WiZGlXPFuqDktJsh+KomuLtQoCYsQEasv93xwNV3yBRHKy0w/VZ99SUddPRbnNgtlLocKqktJPIrJrmyw4DL7oqyr6+lI88DX4Ummt7OvL6L80WsQqiq1W1AnvrE704Zj8haCe+rBwTdd6wZ7vRb6XX4R4VWaLmqINZSLUrWSnCFtb9YLn+apzgS6KchChzLu/ac1LjhwBKTOO7jtIeo7mRtG/6stEXmFIauuKtaNZCIG24ZFb3hclzgafe3yf6x9z5FJlOqN42Rtbr2P1izD3Azi4Vgw+I0fB4odajwkdKEr+SCS9gb1J3EvbmhmC6Lc+hzxlGi3w/T2tJdFa3NVnPAFL/ir+fP7rEJgkPBXGXAv+VwtfBocdvprn/pmZi0X9Z9/+5Vkj6SMaa0XueO4q9/aAOEg6veNj/SLdt1VVVLdIniZMOuFQ/rcGpjwo6oyrqoiW0shJIYmkH6rPvqW8ztb/cspVJzTVYfbVUdnYf2qCW5pqcRjN6Bqz+vpSPPDR+1Bpk6K8XerKxOrglgVi2ycELv8cokeCpUgYBWm0IrTXN6z9c4SkifCzxQ+Jh6rWIMLQA+Nb99n3o3iwD7mw1b26bK8Q0IWHrXKbj7Lmc9ggEf7sutaBsrZuf6HZKtz0l/y1dcB18QJImyneb6wRud2HU7z9+EV5XanoE06H6L/mNoNEv0iRy77saREuqdGKFfqyvcKUEETbVYtEqShFEec4fKApkfQEzTZxT173uih5tvKfoh9rdHDOi2LyVFVFOcrDazUD2NpEgXx7O1zxpYgYUTSH7o8RYiKzrdgHsaouS0pJWrBWCj+Cw6nKAToR5eHpMOkvou+CSJuIP1WYx015UPRHR7PwE7FWQE4b4d9shakPtX9eieQkQYrywyivs5EU0s/qgTfVgc4LP4OGin4kymubasHoh85WJyYO+lH5MT+DHxXW/reC3y8o2tIqyEHkev/8GMx5HhZe2pqTGz0aLnyrNWSyLXqTWIFJmAh1Ja2roW3J+lX8v2SXMHGpzBJCfeZTYoW74dC/z7ibhYNqV6gtESusjmYhmFLOOLrvLul5SvfC4kdat5ut8M3NcMNysYpt9Iekqe59EI7f/bkyC764vnUCKCgZLvuo1aE9MEE4T59+/6HoDqPwQfjtjdZzOB1QmSnEukTSm5RnwA/3CuG96ythRKiqwuAtaoSYMMpaBpsXCFPDom3ux7f1QnDa4eA6mHJ/a1ttiVhtH3yeEOcg7tun3SlSgiQSEM/26NGiDFpbuuJwbjSL53nCRKivENEZpiBR/mzZP8Q+fpEw4+/w5WERG/t/FpOmMq9cchIjRflhlNc1MTymn/21NNaAwRdfA1RY+48or7HVYNT54tB5obXV4uhHs+1+Bj+yqvvfCn6f0lgjjFjKMz3fy98AhdtaBTkIcZP5M4yb57k/CBftjsR0ykxhBFe2F4ZeDCE7REjzr0/B9L8LgeYTIlbdvbowEVaZDV9c1yq6/CJFHlpLeRVJ/6AlrLYt9eViEsY/RoTmTrhFiIaKfeL9YZdC7GEGbtYaKN0lBnfBSWK1T6M98udm/tzaN0D05W0fwfTHDzWoYoLAeWil0DtIXEPlYfcJ/6NM5ZBIjpWGKlHezFoBTmer6395ZquISZ0hfjO1JfDNraKc38wnxe+srlREdJxyo/DtaEvEkNY/V+YcunduFGki0x8Xxl2Rw8Ac1RvfVHKiYG8U0W01h0pHKgqM+GPXFl2sNWKVfP3rYlvrBee+LKI4WlbKm6zC1O1wBpwlBbnkpKefqc++p1+WRDskys0GhbIGZ19fjYvaJgvhPhE4jH7ordX9SpSbDcJ9XXKIxv9n777j26jPB45/Tnvb8t7b2TshgxD2JuyyyihlF2gphbIKnXTQUtrSlv4KLS2UvTeEPQJJyN7be29L1h73++MSOYqcxCa2Jdvf9+vlNjrdyV+Z0+me73iebvj418qo4PH3xT5fepwypWx/dcsPHJQfSvnJUH4K7FwCn/4GjrtXmbpuTFJKrhis0fv7epRRdUeDErxlTlKmv+1V8Wl00OVshK//pYzwHyxYE4ZXcr5yAyfvc61KylPq1+6VMRGufBs6dikjfKll0Vn3PV3KEou9iQRVGmXt9/jTDvx761bEbqv8rLfMTvsueO0G5TEobTzl18p68u5a5fGi25VRyIPxOfecp43Ke82YFJvMSBAOxdUOH/wU1j2lPD72HuU8Dwd79zGn9yY/9HT2lpD6+FdKnWidWUlwmVwML36n97g5V0cnvqz8rHfK+873lZ8ZlyodooKwL2MKVHyszKjQ25RzctcHMPm8Qx/bvKk3IAdQqZRtuz9WfvZacBNMOBO2vak8LlyoVAlo36V0Uql1SiWWpNzBfW+CkOBEUL6fDpefpEQNyvUSOzsTJyh3+B2UJJcQ1FnReLohQRLQQW+dcmGP5s2903T31q9d819lum7aeCVh284PYo8rO7F/r9/TAk2blPVoaeXKNGF7gVJft32XMgKUWhZb13SvgE9Zh/zhz3q3nfpbOOLa3qzAjRtij6tdrox+9mekXRgeaePh7Efg7R8pWaQtGXDeY7GZ1a0Zyk9fmjf3BuSgBCpv3qIEzAca2Ss9QZkmua+JZ0PNCmWJhd7aG5CD0mnw4S/gijeUf+utyjmqPUh5i4AXlv8ffHJ/77bTfq98ntTi61QYgOZNvQE5KLM6jr9PyW/g71FqN3/r8d7EhZZMJVBp3gR+Fyx/RNl+7aeQMU6pPNBZARqjch7v7SjqqovuzNyrfrVyHs+/USlRKAigLA0bdwZ89RdlFpFKA0dc3b9EbD3N0Y8Dnr5LnLo7lRH0RT9Srr2pZcqa9f+do3Q+gTKT4+JnlFlSgjBGiLuIfYTDMt2eAFZDgv1ZvN2gM2HTSQk1fd3pd2LUmAjpzWgTrCyaVSdKokVxtfb+e9dHyvrdRbdBwZHKv81pyqhL3UqlVJQkwcwroPgQiV1AmVb55g+U9eKgjFpf/KySad1gU2rqHkr7TvjoF9Hb3r9PWXustymle3JmwP73lpPPEwF5otHoYPrFSj1bV4cy2jHQEQ9XS+y2nmYl8/SBgvKSY5Vzdt3/lE6g8Wcoo/BPLFaeP/L7yrpIzz7XBZVGOfdTS/vXrrYd8Omvo7e9f6+SlThd1HoWBmD/c7yzUuk4vfJtJQu7LVuZibGXyQ5n/Q1eulIJYLQmpUMoY6LyvCU9NoN6y1Z4+kKYeWns7y9cqFyzvU646EllLbEg+J2w5C6Y8i1lGjso9wRZ/cj7YuvjOu9sgmPugi8eVDpXc+fAUT/cM/OjVhkYMNiVTqZ9r82tW5UZHiIoF8aQBIs+46vbE8CkU6NRJU7CMkBZp6M1YdNLCZV93envwaw1EdKZ0Xi64t2cKBatBaffSSgcQi2mNoO9OHpKcdNGQIJ5Nyo3e6Akwjr3n8rabZVKSdKy/42a16EkGOqqVmqXZk9XXmtvQA7Kl+zbP4KcTw6cvX1/no7o6c6gfIE7G5V1lPWrlRuEGZfChueU3zHxLGWtupB4JEkZ/UgdwDHtu5UM7EG/EsRLUu8aW4CcWQfPhG7LgdN/D/NvUNbnert6A3KAtU8pM0K++KNyXlky4Jx/9j8ghz3n6X7X4JBfmW4vCAOR0sd5Zy9Rzke9NfY5UCpkXPUBdNco10dHozItOHt63x1fW99S9m3dpiQvXP+Mcu0sPUHphHXUK/v5XSIoFxTmdCg9USlTua++ztf9ySElg/pXf1WW+aSVK4k2xy9WpqcHPMp9hrMR/nMa9DQpx029ULn27691+2G/HUEYSURQvo92ly/xpq6DciOoM++pU54Y09fDyLiDLowaIyGdGa07sUal1So1Zq2ZLl8XqcaBRAajVMZEuOAJeOsWcHco0yDP/ntvQL6X3gLZB8iCHQwoU8z3HdE+4lrImx27r6NeudHrr+SC2FFMczpI6t6pl5teVm4+T/gFFC9SvvD3XXMO4HdD4zpo3aGMgObMFOvSRoLWHcrUxb1BQsZkOOf/lHq5nk5llOashw+8/GEvrbE38d+q/0Q/5+lU1qlf+TYggymt73OjeYvS8SRJyvm2dyQSILlQmbnhc/Rus2QqWawFYSAyJivLe96+XelAypmtdCodKCDfy5qh5E944fLeDqKCBcpU9/1nkTRvUv5/86vKZ+j8x5XkiXWr4KuHleemnA8Na6G7XjnXs2eAVj+Y71QYSbRGOOFe5XpZvVQ5H0/+zaFzbYByDq36D8y+EjR6JQfCkp9A8bG9VTBAuY/YG5ADVH2uJPts3Rb9esVHD8IbEoSRQwTl+2jrScD15KCMwtgLsWrB6YdQWEatkuLaJJe/B73agFpSE9SZ0XoSKyiH3nXlIihHWZc96SwlSPV2K9PM9g/ID6Vjl5I5fV8rH4MJi2NHNcedDpb91hAfjL1IWT/22o3KNM7UcqV02v5f0o3rlRHVKefFBuQAW16D177X+7jwKOVmVdQwT2wVn/QG5KAEDhWfK2XUfM5vdr5aM2PPy7w5yk1mX2X+ABrWKaPrPqfyWG+DS19Ubi7d7UqpoIufgddvhq4qJVHW2Y+Ijh9h4LR6ZaZP3jxlyrAtF4zJhz6upwXevSP6vK5ZpuTc2D8on3SWck0EZSRy9X+UutG1K5TPxqRzlc7Pp7/Ve8wFT8Dkcw7zzQkjWvoEpZxkd53yPWsv7N9x5jRlWcZXf+3dlj9PCdD31bI1+rGzSVnqNvMKJc+CRq+UBCyYf3jvQxBGGBGU76O9JwEzr4PSi66bjFolYdFBp08mzRjfoNzhd2LWKolkQnoL+vbKuLanLza9yMAeIzkf+Iajer6e6MzAe6m1cMGT8M7tyrrfcacqJXd0A5wOWXgkXP2+MiVz5/vw4hVwzB2x+02/JDqT917ddbDknuht1UuVBHYGG+TNBdsAOgqE4dNVE7utcY1Stqy/N4T7s+XDCT+D5f9QzsviY5R1kgebAr/u2d6AHJQR8bVPKZUJOquUbRc/C9d8oMw4MacpP4LwTdkHWIIv4FGCmP35umO3pZQp5dLWPqksD0ouVDr551ytdDAZkpQZKvt6705l5F10ZI5tBhsYJg3smIAPTvi5koHd0aB8p5efopTErPpCuWYWLYTCBbBpv6ScMnDGH2DhLUpemuRCZRmdIIwhcQvKJUmqApxACAjKsjxHkqQU4HmgCKgCLpRlediGYNt6fNj0CdhP4euOjAom6yXa3DJpcV7+5fQ7MGmVNoV0FjQJOFJu1Vpp97bHuxkJaXdLD8sr2mlx+phfksKM/GSMukOc+/ZCZV3ZvrXMjXYlO3DRQsifCz6XEvj2NYrdH5YMJfP23uzWm1+FE34KK/4J7jZlituCm/rOdB3wKh1Y++uuhjd+D5PPhcV/OfQUaGH4lR4Py/4WvW3WlYeeynswGROVYHzGt/eUzFMrozYHy66+77m9l7NB6RzYE5TLS+5m++JXeXMnTM0LMLvQS7r1IK8pxNWOZifLK9rpcgdYUJLKtLwk9NoRnGfEmqWMsG94vnebSq2UmdzflteUclYn/hxM6bDsEWjZCNO/Dbs/6rtz09Wq1KoWhpQ/GGZDXRfLKtqxGjQsKEllfFYfmcpHEns+vHGjku/FnKrMPKpaqszi2Pyysk/xMVB0lJJ4c/V/lY7+6d9WKnVIakgri+c7EIS4incEepwsy237PL4L+EiW5d9JknTXnsd3Dldj2np8WBIt8zooid72BDmJkuzN4Xdg0ig9A0G9Ba23j176OLPqrGKkvA9VbS4u+/cKGruVG6+/fAR///ZMzpjWO/XRGwiypqaLz3e0km7Vc1RZGuOzMuDCJ5XaupWfQs4cOPU3vSOZ1iw4jBgqwt/T+++mjcoI+OTzYNYVSk1oja7v42y5MOEs2Pp67zaNXsmwDUqAP/9GpfNASCz5c5Vp4B/9XMlFsOBmpU7u4VBroPxEyJ6m5BqwZh08IAclS/Wu/UoD5s+Hz38feSi5WunubOPvnyoVDS6dV8C9Z0w8dKfWPuo63CyrbGdrg4MjilI4oiiFNKtYxzvYdrU4ufjR5XS4lFJ4kgQPnD+N3GQDM/LtmBOxE/5QNHolm7VKCxufh6QCOO0BpYrG/rpqlLJW796pzBCZfA5M+5YSLG14Do6/N7Y2+rRLDj6bRBgUKyrbueLxryOrEGxGDS9ct4AJ2SM4MM+YBN/6j7K8on0XTDpH6RR9ap8a5+42MCTDmieU73SVBra+CTMvA+I7A1QQ4i3RvpHOBo7d8+8ngE8ZxqC8xeFLvOnr4SAEPUr5E8Cmk2hNgLJo3X4Hpr3T13XWhMu+DkoG9nbP2Bgpd3gCrKru4KOtLRSmmjh2fAbjMvuOkDfWd0cC8r1+++42FpSkkmJRAoNPtrXyvafXRJ63m7S8cP0CyrOmwEX/U9bXGpL7rkF6uNLGK51QexPFeTqVqXBp5QcOyEGZLn/iz5QpmZtfVjLOz7wMvvxz7z4B9+C3Vzh8eqsSEJedqFzzbDlKBDUY+lsBAJSERGc8BJ/9DpCUqZSVnyu1e/eafB7V+8xwf+brGi6dV8iknP59Ftp7fNz24npWVCodho9/WcU1RxXz41PHo9eM4BHcBLSyqiMSkIOyDPu/X1aRn2KircfP2TNGaC6A1BJY/Gc49i7l3sB8gLwpUy/onSbsbFSWchx3D2x5Vdm25kk49Xew6r9KjoTplygzkQ52nRUOm8cf4uGPdkalBXB4gny2o3VkB+WSpJSH/O57Sue6JUMJvvfVslW53s/4Nqz5H4QDykh55pS+Z8AJwhgSz0+ADLwvSZIM/FOW5UeBTFmWG/c83wTEzK2SJOk64DqAgoIBrsU6hLYeH1OTE2xqq8+hBCh71tYotcrjn4Hd6XNgVO8Nyo2oA16kUABZnTidGja9jTZP26F3HERDeX4ezFsbGrjn1U2Rx/9aWsnz186nOD22hrfHH4rZ5vQG+WBrM/kpJsZlWHjw/ehSJJ3uAGtruyjPtCrn4zednt4f6ePg8teULO/Nm5VR8gU39e93ppYqQdVRP4SVj8MH9/UGVLZcpUzXGBav87Pf4r2O1WSHI67ek7wQPN1tGJGU2RrORpiwGHfOfP7v097ZHLIMvmDsZ+pAdjT3RALyvR7/spKFZWm8sraOqblJnDgxk5I+Pruj3WCfn13uQMw2hzeAWa/m9+9tJ92qZ1K2jWTTCAxCNdroOuZ9KTxSKXP56W+Vzq4jf6BMWw/6lOe7apQT+LtvK52glkwRGB3EYJ2fbn+wz3Ozvcffx94jkMnem5gzZ1Z0OVY5rJyLGZNh2oWApCSWy5sTt+YKQqKI59X3KFmW6yVJygA+kCQpKs2yLMvynoCd/bY/CjwKMGfOnEEdMm7rScCSaJ5O0PXenFl0ypryeOvydWPSKUE5koqg3oLG003AkjhJj6w6K5Xdw5uAbijPzwNpcXh58P0d+23zsbnRgVql4qNtzXy2o5Vjx2dwwoQMJuXY0KolAqHe5p09I4e/fryLuk4PL14/H5cvNsjwBYaxMyh/LlzyvNLbbkob2I2iRqsE57OvUDq1dr0PBUfCoh8p69/HsHicn4msy+3nq91tvLa2gdJ0C2dOz2ZSTlKkc2BpVZg8iikrPgGtCpyGLF5pK6SirSvyGlNzbRSm9r+TKhCK/RyFZVhb28mb6xt5c30jz35dy9PXzCMneWzVjh7s87M4zYxKUv6+e50xNZuXVtcRkmXe29TE5noH1x5dcri/KjEZbDD9Yig7CZCVagIppeBsAU87zPueskzEmNy/zO9j3GCdnxKweFo2f/pwZ+82CSbmWPlkazPPfF3LuEwLi6fnMHEkj5yDUmLvslfg4/uVHB9zr1NmRNmyoWiREqRb0uPdSkFICHELymVZrt/z/y2SJL0KzAWaJUnKlmW5UZKkbKBlONuUkCXRPF1K7eg9kvQSzQkQlHf7uknbp9RY0GBF6+lMqKA8SZc0JhK9hWQZXyA2iPYHw9z58gaWVSh/g0+3t/LZ9hb+fPEMnrp6Hg9/vJP6Tg8nTMzE4QlQ1+kB4N9LK7l2UTG/eru3bIlGJTE9f5hnkegtUef+gKWPh8UPKR1bhqTYsizCmPfa2np+/uaWPY+aeebrGl7+3gLKMpSlH05/iDPflDml/CTyrPDOugCXz8/iW7PMLK/s4PjxGVxxZCEp5tiR1mAojCRJMeUrS9MtZCcZopaQzC9JYXNDb+3zyjYX25ucYy4oH2wdPX7uOX0i721qosPl5+TJmdR3emh3+bnyyCI+2NJMtyfAGdOy8QXDvLOxkS92tnLSxExOnpxJfsoQzggaTvtOby8/EQrmQdB/4GnvwpDLtRu56bgy3tvUhEWvZvH0HExaNb94awtV7W4+2Kpcj/539TzW1HTyzsZG5hancNb0XMoyDvy9GAiF0aoTKGu5WgOlxykj4UFfdLUKcf4JQpS4BOWSJJkBlSzLzj3/Phn4JfAG8B3gd3v+//UDv8rg63AlaFCu2zcohx0d8Z++7vB3Y9b23rCEdNaEq1U+mkui+fdMl9Vp1GTZDFx/TAkPfdDb627SqclJNkYC8r0+2d5KVZsbg1bNyZMy0apVPPTBDtr2mTbX4vRxxrRsTHoNT3xVRXaSge8dW8qUnARb2tEfau3A1hQLY0azw8OfP9oZta3bE2BLgzMSlE/MtqFRS7y9vTdgDofht+dPo8cXxGbQxgTdLl+Q5RXt/PerKoxaNd9dWMTswhR0GuVGOddu5D9XHsETy6r4urKTkyZlopLgkU+jM797+uhoEwYmxaLnV8+v5cSJmVx9VDFvrG+gotXF944tpbHLS32XB4NWhdsX5EcvrGdDvZKwdHlFB1/ubucvF8/Aakiwe4LBoLeC6KOMG71WhQRY9GqOn5AOSKglZSVBt6d3WnunO8CKynZ+9ZbSQb68ooO31jfyzLXzyEqK7rDb0uDguZU1bKrv5vxZeZw4MYPMpATq1NNbD6+ahiCMAfEaKc8EXpWURD4a4BlZlt+TJGkl8IIkSVcD1cCFw9Ugtz9ISJYxJlqpFG9XVFCerJdoS4BEbw6/M1ISDZQM7Bp3ggXlOhud3k5kWUYarKRRceYNhFhe0c6jn1cQCstce3QJswqS+dbsfFLNep5dWUNZuoUrFxYjy32fJz2+INc8sQqbUcMdp0yISoQEyrS6ZJOOS+YWcNb0bLRqFTqRgEoYBt5AiFBYHpas2LIs0fdHpHfjxGwb/7piDv9bXk19l4dzZuRy4sQMtGoV9gOsQ15e0c7VT6yKPP5gazPPXzefucW9o0ITsm386uwpePwhutw+fr8kevlJukWP3TQKg8FhEgiFWVPdQXV7D7efMp7Pd7Txz892c/VRxdR2uXn088rImt7L5hXi9AUiAfleH29roarNzdS8EdgZKSQ0s15LsklHi9MX9T3d4fLRud9ac6c3GPW4os3FzpaeqKC8qs3Fpf9aHjl2TU0XVe0l3HnqeDSJNGouCMJBxSUol2W5Apjex/Z24IThbxG0Of3YTdrEC97cHbB37TbK9PX2OAflMjJOvwOLZt+RcnPCjZQbNEr5I3fQHTWqP5Ktru7kyv+sjDxeUdnBz8+cxIdbm7np+HKevXY+Rq0ajVpFh8vPnEI7q6p7/7ssLEvFFwzhCYSwGjTsbnXykzMmsnRnO95AiKPHpVHZ5ooUJjHrRWAgDD1/MMyKynYe+WQ3Dm+AaxaVcPz4DJKGMDDNSjJw83Fl/Pqd3mUaNoMmag3n1kYH1zy5inGZVtIsev7y4U6CIZkbju17+mggFObxpdF5LGQZ3t3UFBWUA2jUKqxGFa17cplcd3QJKys7KE43U55hGVDyOCHaupouLnlsBbefPJ6HPtjO5Bwlmdsv39rKL8+ezNHl6dR1ephfkkKL00tPHzk0AFGhSRgysgwqSUJGQq0CrVqFZ7/PfJJRS7iPnkNpvxNzW5MjJpj/71eVXDq/gKIB5LsQBCG+RBfaHq09vsTMwOrpBF3vlJ+kPXXKDzQKOhy8QS8qSY12n0zrIb0FrTvxporb9fZRVRbtpdV1Mds+2d6Kyxfi248tZ3uTM9IznmLW8eAF07nr1AnML0nhntMn8ptzp9K958u7xenDZtTxwHvb6HD5CMkyD32wg+MmZKJPtBkjwqi2vq6LKx7/mmUV7WxucHDr8+v4ZPvQpxQ5f3YuD188g6PK0rjyyCKeuXa+UmFgj62NDryBMBvquvl0eytOX5BHPttF034lBWVZpq3Hhy8YQquJ/VrVHWS0Kj/FhFGn5vmVtZj0atZUd/L0ihrKM0Z4gqc4+nBrM2FZyWp/+ynjyUk2EgrL3HnaeJ5aUc2WRgcGrYonl1Xz3qZm8pKNzCpIjnqNkydnUpxq6vsXCMJh6PEG+MOS7fzx/R1sbuhm2e4O7nt9MwathltPLGdBaSrnzcrlrtPGx2RkH59poTwzulNw/yU0e7eJG3xBGFlE7Ys9Wp0JmHkdwNMBKb2ZYXVqCZ0aHH5lfXk8dPu6Y0aeg3obhu76+DToIPaWRSuwJWD5p2/ApIsNlvUaFf5QGFmGL3a2MacoJfJcUZqZG44t5YZjSyPb9p7r3Z4AT3xVxY9PmcCOJidOb4A/XjiDKf2stywIg+XT7S0xU8kf+6KCkyZlDulU9hSznsXTclg0Lg2tSoVlv/XDGlXsba1Bo2bfGLu2w81zK2t4aXUdE7OtfGt2Pp/taI28H61a4sjSAyc00qpVXLuohAnZNt7Z0Mj5s/I4bWoWufYEWg86wuyd8NbW4+fXb2+lPMPC3KIUUkxadjT30Or0satFKWv3k9MnUpxu4aGLZvDhlma+2t3OceMzOH5Cesz5IAiDQaWSMOnV+ENhllf0DmbsbunhrQ0NFKSYWV3dyStr6vn3d+YwNTeJ97c0c0RRCqdMziTTZoh6vYnZNvKSDdR19XYW3nhsGXl20akkCCOJCMr3UKYQJuCfw9MVkxzDbpBodYdJ0sdnNLPb141FG91TG9RbE3KkPEmXNOy1yofSOTNyeX5lLcE9NX7UKol5JSmRRDDmQ5wTTk+AytYerju6hIYuD209fvzBMHqtipJ0O7c8t5YHvzWd82eP7dJhwvCy9LFMIqmPJGqDra7TzdMranh+ZS25yQbuPG0iC0pSae/xIUkwJddGmkUXlQjxx6eMJ92q3BT7gyH+/skunltZC0BZhoX3Nzdx92kT2VjXhU6jYnyWjeUV7Rwz/sAJBzNsBs6flcf5s8TnbjBMzknCoFXh3VPGcWdLD1csKGRjvYPL5hfS3uOjrcfHWdNzmF+idJgUpZq5ZlEJ1ywapeXRhLhrdXqRgQyrgSvmF7K2pivynEmnJivJQIvTT4uz93rT1uPj4rkFXDz3wAMLeXYT/71qHh9uaWZLYzenTM5ifmkqqiG+fgqCMLgSMAqNj1aHF1si9op7u2LKQiXrJVrcMmX2+DSp29+NWRvdAxs0WNEk2JpyAKveOqqCcrc/yI9PGU9FmwuDRkVOspH/flUFgEWv4aiyA5ekW1nZwf3vbOGECRk89MFOMqx6kk1aPtjSRE6ykQUlqciyshbttKlZmHR9Xx5c/iCdLj9JBi3WRJxdIow4R49L428fq3H5lTWVkgQ3HleKYQiXUYTCMv/5spJ/L60ClOobVz7+NX+/dBb3vroJJLjtpHH897tzWbqrjdoONydOzOSIot4Lb2O3lxf3WVLi9oXQqoP85p2tlKSZCYTDvLymnh+cUDZk70OIZdSq+dFJ46hud+P2h5iQZcVq0PDe5ia+3NVOmkVHYYqJGfn2xFy2Jowq3R4/b29o5M8f7iQsyzxw3lTe2dTE3adNYFuTE7NOzbySlEhZ0r1ykgzk9rMsYlmG5aCl0gRBSHwiKN+j2eEjyZhgX87hIATcsN9U8WS9RGsck711+x1RmddBmb6eaIneQMnAPpqC8udX1vLOpiaykwwUp5nJSTZy7Lh08uwmFo1LY1J235mCd7X0cPnjK/AGwiwsTSPLZqDJ4aXF6QPgkrkF/N+ekkwZNgOaA/Swb2108Nt3t7J0Zxsz8pP56ZmTmJEfp94hYdSYnJPECzcs4PMdbbh8QY4dn860vOQh/Z1NDi9Pr6iJ2hYMy2xu6Ka1R/lc3PXKRv5x6SzOn5VLICSTatGh36cSgU6twqLXRMoYravr4t4zJrJ0ZxsVbS5AGQE7/iCj5MLgC4RCyDLYTTqSjMp3pS8YZtluJb9IW48fk06DVi1GEoWht3x3B/e8uinyeGO9g06Xn9++u438FCPeQJh3NjXx0zMmcceeTvcUs44Us5ZCkahNEMYMEZTv0ez0MsueYMGFp1Mph7bfukabXpm+Hi9d3k5MmuiR8rDWiCroQwr6kTWJ07mRpEuixT30CaOGS16K8ndv7PbS2O3lq93t3HB0MdcfU3rQ43a39ESmcv7ri0quP6aEQEh5nGLW8daGRpy+IBqVxHWLSvosgdbm9HHj06upbHMDStmVK/+zkjdvPor8FLF2TTg8k3OSmJwzfOWnDBoVqWY99V3Ro1Pq/a63L66u5flVtXy+o5VzZuRyy4nlkRvl7GQj95w2gTtf2QgoGZU/3d7CH741jXV13WhUEilmXVTtYWHodLn9vL6uAZcvSFhWZlxIKJn2n15eTXifvuxvzyuIXAMFYSi9vi46387qmg7On5XH2touajuU64/dpCXFrCXNqkerkbAbdcwutIvvVkEYQ0RQvkeL00dyok3F9XSAPjbpVpJeotkVv5uJTl8XSbr9bp4liaAhCa27A78tKz4N60OSPokdnTsOveMIcdb0HJ5eXh2Z5mvUqjltas4hj9t3rbk/FOavH+8i3aLnu0cV4Q2EOXlSJmfPyGVOoZ2puX0HRrWd7khAvleXO0BVu0vcOAgjTqpFz72LJ/K9p9ZEtpWmm3HsF0CnmPWsqGwnLMMra+sxaNX84uzJaPdke1s8PYf8VBPrarrITjLQ7PTxoxfXYzNoCYdlnL4gF83JO+ia8sHS5fZHEjlm7JcMaixYVtHOo59X8KOTyvn1O9vwB8No1BK+QIg/XzyTeSXd9PiCZFj1rK7u4KIj8uPdZGEM2P/78ctd7Vx8RAF3nDKeFqcPvUaFxaDB6QtyxrQcjio/8DI0QRBGLxGU79Hm9GE3J84ILwDuTjBYYzYn6yXqnPELyru9XeRacmO2Bw22hAvKk/XJo2r6+pTcJF6+8UjW13YRlmF6fjKTsg+dLT3FrGNucQpfV/Ym47vwiHyeWlZNQ7eXFJOWd36wCLtFR0VbDypJIj/FFAk8QFmzrlFJkSRze9kM4jIijEzHj8/gxesXsLnRQYpZR5pZxw1PrY48b9VrKMuwRJUifGVtHTcfX0bOnrWeZr2GI0vTOLI0jXBY5scvrUeWiRodH6opqA1dHro9AbKTDNR1erjjpQ1saXSQZTPwwLemsagsbUwle3p3YyMOT4DdrS4un19IWJYJhmQmZFl5fGkFa2q60GvUuPxBfnvuVCxDmNlfEPaaX5LKs1/X4PAGAaUzPRAKEwrLWHQaJBV4/CFq91tTLgjC2CK+kYBwWKbD5U/MkXJdH0G5QWJ1c/zWlHf5umKyr4OSgV3nbscVhzYdSJJ+dGVfB5iQZWNC1sDKllV3uClMNXFUWRp6jYpASObjbS007Km3nJlkwBcK89PXN/HiqjpUksTVRxVzzVHFpNsMdLj8hMJhrlhQyONfVkVe98xp2VgTMUGiIPSDXqvmiOIUjihWyghe9+Qqrj6qmNCeemYTsmzc9fKGqGPy7aaY0oSdLj8NXR4sBg1XLCji3U1NuPfMZkmz6Dhh4uCOkgdCYT7e2sxdr2yk0x3gxmNLeW9TIxV7ZrI0Obxc9+Qq3vr+UVF110e78kwrb6xvRKtW8fzKWlp7fKglCY0a/nTRTI5sdOAPyZh0ap5cVsUx49LJ7mciLUH4pl5ZW8tVRxUjyyAjk27RAxJ/+WgnsgwhWSbTqufnZ03u8/hWp5dmh49kk1aUOROEUUwE5UC7y49Zr0Gjjq1JG1fujpjM66CURGuJ45rybn9sSTTYk+zN3R6HFh2YTWfD4XcQCAfQqsZm8FjX6UarVvHiKmW07zsLCllZ1cmWRgcAGpXET06fxCfbWnl+pbJPWJb55+cVTM6xUZ5h4Zbn13Hy5Cy2Njm5/eTxeAIhDFoVG+u6qev0UJIusr4KI19Jupk/fbgzUuf60rkFFKeZWV/XDSglCH+6eFJUxu6tjQ5ufX4d25qcmHRqfn3OVF664Uh2NDvRqCQm5dgG/fOxs9nJjc+sJbRn1opKJUUC8r18wTA1He4xFZSfPCmTJ5dV849Pd3P1UcUYdWpsRg3pFgP3vLKRdpcfSVLW/k/MshKWxZpyYejlJpv484c7ASLXlr9fMoNbTijHFwyjkpTtvmAo5ti1NZ384Lm11HZ4SDJq+f350zhxUuaQl4sUBGH4iaAcaHZ4SUm0qesArrY+R8rteolWd3xGygPhIN6gD6M2dnQhpLeg7UmsUWm1Sk2SPol2TztZ5sSZVj/UGro8kd71O17ewBFFKZw0KYMPtrTwxLJqLp1XwNWLilFLEmUZFsozzPxhybaY1/loWwsfbW1hR3MPJ0+GNdWdkQzGoNxIfP/48uF8a4IwZE6ZnMVLq+sidcmXbG7m0Stm09DlwekNMi7TyvT85Mj+Pd4AP319M9uanAC4/SFufWEdr954JOfMjF3iM1hqOtyRgBwgGApj1vWWlNsrIb/XhtD4LBsvXr+ALY0OwrKMVa/hpmfWcvaMHPLsRtpdfmRZyZp/4RH5fL6jlRn5QSYOY4JBYewpSjWTYdXT4vQhy5Bq1uEPyVGJBrs9wZjPb4vDy/efXRspldbtCXDTM2t4+weLGJ81djrbBGGsEEE5SlBuT8Rape42sMUm8TJrIRAGV0DGrB3e3tIuXycWnQUVsb83aLChc7UOa3v6I1mfTIu7ZcwE5SurOrjxqTVcMCeP/35Vhdsf4oMtzZwyOYs7ThlPhs3AuEwLE7KsUVnWZxfaIyOCe03KtvGPz5RSaW+tb+Dqo4p5ZE/pNIAfHF9OWYYo2SKMDlsaHVw4Jx+dRpk15QuE+bqyg398upsuT4DSdDN///YsJuzJ49Da42dlVUfM61S3u5lZMHTVPFIt+qjHr69r4IZjSvnjB71JLa9ZVEx5xti7cS9KM1OUplyT6jrdlGVYeHpFDRfOyefESZkkG3V0uv18sr2Zkydl8/M3t/Dv78zBIpbhCEOkyxPgvFm5GLTK960/GEanVvPvpZWRdeblGRaOGZcedVyzwxdTuzwYlqnrdIugXBBGIRGUo1z47KYE/EJ29519XZIk0oxKBvaS5NjSVUOpy9eFrY/Re4CAIQlz6/ZhbU9/2A12Wt2J11kwFFocXn743Dpae3yoVFJkXSvAks1NLNncxPPXz++zBvSZ03N4a0NjpHZ5SZqZBaWpPLmsek+WdTef7WjltpPHkWnVU5xuYWKWDaNOXEaE0eGdjY18uSt6Cc7CslSK08ysre1id6uLPyzZzt++PUuZGm3QUJhiorojeup4sknLqqoO1CqJknQLSYOcr2R8ppXvHlnEf76qApTqIdPyknjz5oVUd7jJsOqZkGXFMsaTMBq0ai6ak8d3FhTS4vTh8gd58P3t+INhfnbmJD7Z1sKKyg6aHF7KRFAuDJETJ2ZwzROrqGpXrhO5yQaykvRccWQRaklCJUGr08cn21s4ep/APNmkxWbU4PAEo14vbb9OOUEQRoex/Y29R1O3h6REDMo9HX1mXwdIMUg0uWRKkoe3SZ3ezj7XkwMEjUnoXIk1fR2UZG9N7qZ4N2NYtPb4InWX1ZIUky1dr1GRZtbT4w2yq7UHly9IUaqZXLuRL3a2cs7MXIxaNZIEHS4/2xoc/O78qVzzxCp8wTCbGxzMLrBzxfyixPzMCMJhmF+cGhOUl2VYeXtDQ+TxFzvb6HD7ydUZ0agkrj+6hF+8tQVfUJmKevrULJzeAFf+ZyUAJ0zI4JdnTyZ3EBM02Yxabj15HGdMy6atx0dhqpnyDAsatYqpfXS4jVVra7q4+9VNnDszl8IUI2qViisWFKJVqwjLMh9ua6E03RJZ5ysIQ6Esw8qz185ne7MTWYaCFCMPfbCDtzdG35f85PSJUY/zU0z87rxpfP/Z3vwRt55YTnmmyOEiCKORCMqB+i5P4q29C/kh6AVd31ODlaB8+JPUdBwsKN9TpzzRJOuTaXY1x7sZw8Ju0pFm0dHW4+fN9Q3ccGwpj3yyi7CsJKn6zblTSTJp+c07W3jm61oA0i16nr9+Hh9ubWHDftPXT5+axd+/PYu3vn8U1R1u7CYt5RlWbIlWqUAQvqHqdhfV7W4sBg0nT87krQ0NbG/uAWB8lhWrQRNZYw4wsyCZpD0j0B0uP3/6aCfXH1OCLINGrWJNdWfkeFDyMpwyOYsLjxjcrMk2g5Y5RSmD+pqjzfYmJZnlq2vrOWVyFounZdPi9NLhCvDAe9sxaFRcfVQRaWYx8igMrexkYyTTf5vTywkTM1lV3UmzQ5mZNrvQTq7dEHNcklHLD09UEsLp1Sry7EZUohdJEEalYQ/KJUnKB54EMgEZeFSW5b9IkvRz4Fpg7zzje2RZfmc42tTY7aUsI8F6Ht1tYEgCqe+M8Ml6iUbX8Cd76/B2YNH1/bcKawwgy6j8LsIH6EyIhxRDCnXOukPvOArkJBt58ILp3PDUairaXCzZ1MRfL5lJMCyTnWRgco6NZRUdkYAclNH1dzY0Mj0vOSYon5BlQ5IkyjOtYyqLszA2rK3p5Mr/rIzUFP/23Hz+efkcGro8IEFuspFHP+/NoZBi1nHP6RMj64/1GhXJRi0Pf7Qr6nXnFEWvJ19R2c6FR+QP8bsR9rfvNWvJ5iZ8wRDzilPQaZQRc7UK9Bo1MuANhNjV0kOzw0t2kpGyDEskt4AgDCa1WkIFXHxEAQAqiT0j4dHBdn2nh+8/u5YOV2+noCQp5/WUXJGcUBBGm3iMlAeB22RZXiNJkhVYLUnSB3ue+5Msyw8Od4MauxMw0ZurDfQHvujajRL1zuEfKW/3tpFrOUBWYUkiYLSj62nFm5I4Qbldb2dV06p4N2PYHDMunXd+sIjaDjfeQJiHP97J5gYHKgl+d940enzBmGNeWlPP7SePY2VVRyST9BFFdibnDKweuiCMFE5PgF+9tSUSkAM883Utp07JjlrXefdpE7lgTj5Ob5DiNDOpZh3ra7todnjJsOr59rwCHv5oJ53uAJIE3z2yKKpCAcC8ktRhe19Cr5kFyZw/K5eX19QDsKulh8VTs6nv9mI1aNCqVfzirc2UZ1pYU93JL97agiwrQdKDF0znnBm5qETpKWGQmbQaUCmlR/cd9dbsd651uPxRATko5fwauzyEwjLNDi85yUbKMyzotcObX0gQhME37EG5LMuNQOOefzslSdoKDF3tmEO3h2aHN/ESZ7jawHjgoDzNKLGqKbam5VDr8HQwMWXSAZ8PGpPR9bTgTSkavkYdQoohhWb36J6+LssyO1t62N3ag82gZUKWlUCSgTMeXhpZUx6W4advbOJ3502LOT7PbkKvUXPipExOmZyFJIFaggkiw6swSnV7AzEzQwCaHN6oxxaDlhn5ysi3LxDif8uruf/trQDcd8ZElmxu4vzZeRi1ajQqiSSTltXVnZHjT5mcycz8ZL7Y2YrbF6Isw0Jpos3MGsGq213saHaiVasYn2mNTBEGyLAa+MVZk7lkbgG7WnrY1ODgnlc3kWHTc+WRRfzyrS1MzU3C6Qnwyz0BOSjXynte3ciM/ORBrzEvCD2+IB17yvPtHRyXUGat7SvdpouUUttLJUFQljn7718qx0nw+/Oncf6sPNGBJAgjXFzXlEuSVATMBFYAC4GbJUm6AliFMpre2ccx1wHXARQUFBx2G/ZmtTTpEqyX0dXSZ+b1vVINKhp6Ykc8h1qntxOb7sDtChiT0Pe0DGOLDi3FkEKbp42wHEZ1gOUAg2Wwz8/+Wl7RzpX/WRlJNnXSxEwunV8QleQNwBsIk2rWccncfJ5fWUtYhqJUE+fMzOGxpZVk2QwcWZrKhCwrJekWsXZ8lInX+ZmIUsw6FpWn8cn26MoM+XbjAY6A3a0ufvPO1sjjbm+A06Zm8+jnFTR2e9GqJa5YUMTdp01Aq1GhUamwm7T8+KUNrKhU8m2YdGqe+O4RhGRocXopsJuZkG2NlEsaywZ6fm5u6Oayf62g063MdhiXaeHRy+dESqKB0qkypyiF3GQjuclGpuTY2NLo4A9LtpOTZOTSeQXUdXnY71KJNxCmw+WnJLpKlTCGDdb1U6OS2NbgREZZcgawqqaTUyZHl23Nshn588UzuOnpNXS6Axi0Kn525mQeXNJb5UaW4d7XNjG70C46kARhhItbUC5JkgV4GfihLMsOSZL+AfwKZZ35r4A/Alftf5wsy48CjwLMmTPnsBdV13d5SLfokRItcYazRVlTfgCpxuFP9BYMB+kJuLBoDzw1PWiwoXMmVlCuVWsxa820edrIMGUM6e8a7POzP7rcfn72xuZIQA7wwdZmvntUIWadGtc+ZdFsRg25duXGNPOEcsKyTDAk0+Hy8/WeoGF7k5NXbjwSs165PPiDYbY2Oqhsc2E36ZicYyPNmmAzS4R+icf5mahMOg13njqBuk4PO1t60KolfnTSOKYeZK1mh8sXFbxta3TS5QlwwoQM7HuShb67qYnF07Ijdcrf3tAYCcgB3P4Qf3h/BwaNis93KtUqHjh/GhfOyUu876FhNpDzMxSWefKrqkhADrCjuYelu9qignJQpvve+sI6/EGZUyZnYjfpuO7oEkJhGU8gREePH4NWhTfQew1NMevITjpwB40w9gzW9dOgUbGgNJX/La/mxdV1qCQ4e0Yu2bboRG+yLNPi8HLerDyMOjXhsIxOrWJ3qytqP18wHPU5EARhZIpLUC5JkhYlIH9aluVXAGRZbt7n+ceAt4ajLfVdHtITMcDoaYKcGQd82qqDQAicfhmrbnhu5Dp8HVh11oOONgeNdvTOxmFpz0CkGdNo6GkY8qA8Hly+YMyXNECrw8c/LpvNrc+vo93lJ92i588Xz6Ak3UJ+iomqNhc7W3r4cGszj35eETnu2PHp6PdJcPTRtmZufHpNZGrnKZMz+fW5UxNvyYcgDNCEbBvPXTefuk4PJp2a4jQzGvWBr2+5dhMmnRr3no6uj7a18LPFk3hyWTW7WnswatXcdFxp1M11Q7c75nV2t/REjYr9/I3NlKabqGr3kGZROr7SrbGZmIVe3kCIDfWxyw+2NTpitm2s72Z5hdIx0un2c/vJ49jW5KStx8+/vqgk2aTl7tMm8ucPd9DpDpBh1fPwxTPJPcisCUH4pjzBME0OLwtKUllUng6SMn292ellc0M32xqdJBm15NqN3PPqpsj1BuCm48owatV4Ar3b0i16cpLE9UIQRrp4ZF+XgH8DW2VZfmif7dl71psDnAtsGo721He6SU20cmgArlYwJB/waUmSyDApyd4mpA7PtMd2TwdJB0k+BxAw2rE0bhyW9gxEiiGFRlcjM5gR76YMujSLnlMmZfLOpuiap3kpJmYXpvDm94+ivcdHmlUfGfnRqlWUZ1pZuqsNnVqFJClr046fkIHFoMEXDKNRq2jq9nDfa5siATnAks3NXDa/ULmZ2KOhy8Om+m663H5KM6xMybGJxDPCiJBq0ZPazw6m4jQzj14+mx+9sJ4Wp48smwG1CuYW2zltahbBkMxzK2uZmptE1p5pqZOyYq+ZR5WnsbKqd/TcEwjx6Y42/vaxksX95MmZ/O68aYlXqjOBmPUazpmRy9bGbVHbF42LnW/esk+egMo2Fw99sIPzZ+WxZHMT/lCYJKMWvUbiuevm4w+GSbfqyRKj5MIQMWhVNDt81Ha6mZxjQw7Dx9tauPLIIi765zJ6fErAfd/iiVEBOcALK2t56MLp/PSNzbQ6feTZjfzpohlRuRQEQRiZ4jFSvhC4HNgoSdK6PdvuAS6RJGkGyvT1KuD64WhMbaeHlIQb8ZP3JHpLPuhe6SYVdcMYlLd5Wg+6nhwgYEpB70y8pGophhTqe+rj3Ywhodeq+dHJ4+n2BvhyVzs2g4b7Fk+KZE7PSTZG1q3tz6RTs662i+uOLkWtgpWVnXgDochIudsfiqrRvFfXPlPlmrq9/ODZtazaJ7nV3789kzOm5Qzm2xSEhHBUeTpvfH8hHT0BNGqJc/7+ZcyNc7PDx3Mra9CoJKbmJvHzsybx+/e24/aHOGlSJkWpJl5f1xDZvyjVRIujN5nT+5ubuXRuF8eMH30zewbT4mnZ7G7t4aXVdWjVKr53bClH7FeOrrKth5T96pDvbnVR0+Hi+qNLcAdC1HV4uO/1zbz9g0VMzUsexncgjEW+QJgUs476Lg9//XgXeo2KS+YW0OHyY9JpIkH51kYnpenmqJlwDm+A8VkW3rx5IR2uAGlWHRliVo0gjArxyL6+lP2LMSqGpSb5/qrbXUzOSbB6j55OUOtAc/ALbZpRonYYy6K1edqw6Q6ejTtgSELj7UYKBZDViZMkLM2YRq2j9tA7jlBlGRb+edlsGru9GHVq8uymfh3n9AY5sjSVx5dWEgiFOX1qNhqVCn9IGSnPtBk4ujwtsvYVQK2SKEnvXbO5pbE7KiAH+PmbWziiKIUMm7hZEEafLJuRLJsRjz/EkaWpfLi1N4+GSlKyKP9hTzKmJKOWl26Yz3s/PBpfMERuspG1NV3k2eup6/QwNdfGuTPzeOC96BHfZoeP/35VhVGrYlaBParmtqDItZv41TlTuP7oUtQqifwUE+o9Gah3Njup7XBz72ubuPboEm49sZzHv6zC4Q1w/IQMspKM/H6fhFmzCuwYRF1yYRgkmXSoVRLdngA3H1dGMCTz7qZGLpiTH5Vp/Y11Dfzjsln8+cOdbKzvJi/ZyP3nTqE4zYIkSWI2hyCMMnHNvp4Iajs8HJtooxHOJjAduq5tmkmi2jF8QXmTq5l0Y9rBd1KplVrlzmZ8yXnD07B+SDems7RjabybMaQsBi3lhoF1hCSbtDyxrIorFhSiUav4dHsLxWlmtCrl5tSs1/DdhcWEZJkvd7WTk2Tg+mNLo9aT761gsK/2Hl/UmjdBGI2MOjV3nzYRlSTxwdZmsmwGbj6+jMf2ydHQ7Qnw3uZmvn98eWTbwrI0XrtxId2eAGFZ5p5XN0UlatRrVJh0au54eQOgJB179tr5jD/MEoVbGx2sqGzHFwgzrySFqbnJkSB2pNJr1DEl5rY3Objs3yu4cE4BDd1ePP4QT62o4fxZuZj0Gipae8hOMpJnN1LX6WF+SQrHjsvAFxre5KnC2HXuzFxanT7+77PdGHVqfnTSeFocnqh9guEwgWCYPLuRY8an0+r08fzXtUzLSxZLWwRhFBrTQbksy9R2uslMtNE8ZxOYUg65W6ZJYnXz8AU+re4Wyuxlh9wvYE5F72hIrKDclE5dT128m5Fwut0Bzpqey9MrqvEGQpw/K49AKEwgHEaLirpON7c8t5apeUncfHwZbU4ff3hvOwV2U+Rzk59iRKOSosqvnTYlmxUV7TR1e5mRnyzWlwujVmmGhb9cPJMWhxe9VsVtL66nqj06uVt9pyfmuDSrnjSrHpc3yLdm5WLUqvhiVxvFqWYuX1BIQ1fvMR0uP5/taGF5RRvtPX6OKk9nRn4SOk3/P1ebG7q56J/L6fEpnWgalcQz185jbvGhO4BHki31DpZsacTrD+P2K+/19XUNXLWwiCeXVdPq9HHOjFwauzwcWZpGhk3PhtouVlS2c/mRhXFuvTBWpFl0nDczhyOK7GjVKkrSTayq6uKUyZl8uLWF7CQDV8xXOsvf3S9fzKXzCziqXNTqE4TRZkwH5R0uPxqVhEWfYH8GZwMY7YfcLdOsosYxfGUwWj1tpOgP3a6AKRWDo5HYHLjxk2ZMo83TRiAUQJtA0+r7a2uDg0+2t9Du8nPCxAxmFiRj1B7+eTsuy8qPnl/P2TNy0WtUvL+5iRuOLcWkU147EAzj9AX5clc7X+5qjxy392YXoMcT5O7TJ/Ds17XUdbo5YUIm47IsbGl0csfLG3n8yjkcPyHzsNsqCIOtxxtgVXUnn2xvId9u4phx6d9omrhRp6ZwTxmu82bmRX1WAE6dktXXYQCYDRrmFKfQ1O1hRkEygWAYk1bNg5/sjtqvotXFx9taaHH6+Osnu3jiu3M5uo+kZgfy0daWSEAOEAzL/OuLSmYV2A+acX4kCIVl1td20dDt4Q9LtjO3KAWnL0jGnsoq25udPPLJbhZPz2Z+SSofbG4kzZrEB1ubeX1dD6dPyeLmE8ox6xLsXkAYFcJhmQ313Xy8tZmQLHPChEx6fEG+85+vI0lUjyhM5qIjCihNtzA+04o/FEavVVHXFVu9QZQ/E4TRaUx/A1W1u8hKxDIS3fVgOXQQk2mSqO+RCYXlIZ+C6A668Yf8mA5So3yvgMmOoSux1m9rVBpSDCnU9dRRnFQc7+YMyPYmBxc9ugyHV7mh/vfSSh69YjYnTzrwjf5edZ1uvtjZxteV7SwoSeOo8rSopG+zC+zcd+ZE/rBkO15/mOuPKeHEib3nXk6ykbOn5/DaPkmpDFpVVODS7Q3y+/e2c8rkLI4dn86y3e0s2dzEdUeXAPCnD3YytygFywCn1gvCUHtrQyN3vdJbLeLRzyt44foFMXWuB+LYCen8/MxJ/P3T3eg1Km47eRxzCg8+86k03cINx5XR1uPHotfwzsYGWnt8UfsUpZoj601lGf768U7mFNkjHWiH0r7f6wG0OL2EwjIDGHBPSGuqO7n9pfXMLUqhut3NJUcUAPDG+gbuOm0CL6yspcsTQKdW8eWudt7a2Myyyg5e+95CVGoVaRYd+pH+RxAS1traTi5+dDmBkBKBb2lw4PAGo6qarKzu4pqjS0gyaOn2KUF3QYqJZ7+uiXqtZJOWdIuYui4Io9GYDsorWl2RElEJpbseMicfcje9RiJJJ9Hgksm3Dm1Q3uxqJtWY2meGvv35zelYGzcMaXu+iSxzFjWOmhEXlK+s7IwE5Hv9+YMdLChJxXqQQLfb4+cnr27isx2tALy6toGTJ2XyxwunR44z6TWcNT2Xo8rSCIbkmMRseq2aH500jnSrgdfW1lOWYea2k8czbp+gfHyWBUlSboD3OntGDp9uV36vwxsgsM/UdkFIBC1OL398f8d+23ysrekcUFDe7vKxbFc7b29sZEKWldOmZnPlwmJOn5aNWpL6XW5Nr1GTu6fD7KRJWfgCYR77ohKrQc13Fxbz5LLqqP273AFCof5/rk6enMUT+73GdxcWj4qlJU+tqEanVkVmAry1sYG7Tp3Ay2vqeHFVLT88qZxOl5/Hvqikbs9SgrOn57KzxcmMArsIyIUh9crqukhADsr3qqOPJS1bG518//hyWnu8GLUa1BI0dHnRadQsr2hnXKaVU6dkkd/PRK6CIIwsYzoo393aQ4YtAcuhORvAdIiEantkWyQqusLkW4d2+mGjqxG74dBT1wH8lnQMXYm3fjvDlEGVo4pjOCbeTRkQbzA2b4DbHyJ0iEB3W5MzEpDv9f6WZnY0O5m938jd/iWD9mXUqZldmEyqWYvNqMVqiL5sjM+y8fQ18/jLh7uoaOvh2HHpqNUqtjQqCxiuXVSC3SR69oXE4vQE+kxG6PKHkPcMYUnSwbshZVnm2RU1PLgnuH93UxNPf13Di9cvoDD1wIF9RWsPb29oZEVlB6dMzuKEiRlRM1jSLHquXFjMmdNz0KpV7GpxRj5Pe127qASrsf+zT2YXJvPYFXP484c78AZC3HBMKccMYPp7opJlGYc3yK7WHr41O493NzWxqd7B7hYXJ0zM4JTJWTz6+S7OnZlPps2AJMHiaTm09/i56onV3H3aBK47uuSQ/60F4Zvq2i8Z6pc727jh2NJIhQYASYIZ+UrixSxb77XgyLJUnJ4A2UkGDBqlEkNuigjKBWE0GtNB+Y7mHqblJlg5NHc7qLSg699FN9usYldniGPyh/Y/ZYOrsV/ryQH8plS07g6koA9ZkzidHlnmLHZ37T70jglmTpE9JpHa9ceUYD5ELoQeb2xWdICGLg9bGqs4cWLmIWeKhMIy//2qir/vs7413arn5RsWULBP0DG7MIV/Xj4bly9IVbuLhz7YQXmGhauPKuakyWI9uZBYvIEQFr2G82flRo0eG7QqspL0XPvkKlSSxBVHFnJEYcoBR5PruzxRnw2AFoePbY3OAwblLQ4vNzy1mh3NPQAs3dXGmuocfnPeNIy66N+zd5R9al4y/7tqLn/7eBcdbj/XHFXCSZMG9rkyaDWcNCmTBSUphGSZJOPo6CiTJInL5xfwybYWZTnCqRN4Z1MjobDMkaWpPLOiho31TrY0buWosjSm52XS4w3wwiplidXDH+1k8fScyCwFQRhsi8al8fbGxshjpy9IYaqJ208ex5vrGzHrNZw2NYvqNheMjz62OM3CtceU0uX2YzFoxKwOQRjFxnRQvqulh1MnH3pd7rDqqgVL/0cvcqwS2zuGvoxLvbOeAltB/3ZWqfFb0jB01eJJO3S29uGSY87hnZZ34t2MAZuam8zT18zj0c8raHF6uXhuAbUdbq58fCVXLypiQUkqxj7WlaZZdEzMtrK10RnZNi0viUBQ5r7XNrOjycmPT5mA7SCjbXWdbh77vDJqW6vTx9YmZ1RQDsqIulGnJs2q5/ErjyAQCh90er0gDLfKNhevra3jw60tnDk9hxn5yRh1aj7f0UamzcDR49KoaHVH6o6/v6WZZ66Zx5Flfc9ckmUIy7EzVvrattfOlp5IQL7Xq+sauP6YUiZk2/o8RqtWcVR5OnMKUwiGw4eVn2E05naYV5zKY1fM5tHPKli6q5X7zphEeaaF2g43P3tjM6B0MH62o5VpeUk8sawqcmxIliMzIwRhKOTYDNx92gQ+2NJMWJY5eVIWwVCYxz6vYH5pGh5/kAfe3RbJw7I/tar/y2AEQRi5xmxQ7g2EaHJ4yU5OsERvXdX9SvK2V75Vxes7hz4TZ31PHbMzZ/V7f581C1NHVWIF5ZYcKrorkGV5RE1VVKsk5pWkMrMgmS0NDi791wpcfmXa7Ze723jiu3M5ZrzSkePwBDBoVeg0avJTTFw4J58dzU421TuYlpdEabqZj7YpAcczX9dSkGLGpFNz8uRM0q19fxb6+lMd6q9n0KoxjIK1qsLo0eX28+MX17OquhOAzQ0OrltUzLhMK4GQjEWvxmbQ8qu3t0Qd9/yq2gMG5TnJRq4+qphHPu0dLbebtAOuJ97fy5FBpwbE52p/Zr2GkyZlsag8HQkiMxvqO93cfdoEVlR20Or0c9aMbL6u7MCxz3TiG44pJScRc8sIo8aKyg7sZh0z8pMBSDJp8AfCdHuDLNmslDvTqiUm5Sidcg5PAL1WJUbFBWGMGbNB+c7mHnKTjWhUCVYKpqMSzBn93j3fqmJnZ5iwLKMaokDTG/LR7evu95pyAL81E2P7buDEIWnTN2HVWdGpdDS6Gsmx5MS7OQOm06h5cll1JCDf63/Lq5icY+XVdfU8u6KWojQTNx1XxqwCO8eNz0AtSZi0asx6Dc0OX2QanUqCLk+AX7+zFacvyA3HlMb8zjy7iWsXFfO3faboZtj0TBhg0CEI8VbZ5ooE5Hs9+kUlL92wgLNm5KBRqbj1hXV07VduSHeQcmGyLJObbOSm48pYWdVBnt3IxCwbMgceeS3PsDA+08L2fUbLz52Z2+d09263H41awqwffaPbQ2H/jsAVlZ388q2tPPndI/jf8mr++tFOrl1Uil6jpr7Lw/kzc5lXktLvThFB+CY63H7+8dluZhfaUUkSz62s4f5zpnLHKeP5cncbFr2GucUp6DQqnlxWyX+/rKY4zcxNx5UyqzCFUFgW09cFYQwYs0H5lsZuChIxWUbHbhh3ar93t+gkzDqJWodMYdLQ3FnU9dSRZkxDLfX/y8Bry8FWv2ZI2nM4CmwFbO/YPiKDciBmzSmAUavm7Y2N/PrtbQBUtLn4clc7r954JJNykihKM9Pq9HLd/1aztqYrctw5M3P5eFszAP/8bDfnzswlc7/s62qVxNkzckk26fhkewulaRYWT8+OmbouCInuQGUjVZKEbs+N7iVzC3hzfQN70zeoJPjWnLwDvmZdh5ufv7kZnVrF1Lwk1lR38sqaetIsOkrTozuunJ4AvmCYDJuBf1w2m3c3NbG8op1TJ2dx7PiMqM92u8vHkk1NPPp5BVaDlltPLGdhWdqoyJQ+nPZ2jmxudDCvJBWbUctXu9s4cWImp0/JpMPl59uPreCsGTlcMrfgoMn5BOGbOm9WHi+sqmNlldIpKEmgVoFGJTEp24ZakgjLsLulh+dX1lLV7qaizcXSXW08c+083lrfyHubm5iZn8yNx5UxJdFyIQmCMCjGbFC+oS4Bg/KQXymHZh3YOveSJBUb20IUJg3NqH9NdzUZpv6P3gP4bLmY17+oLLpMoGGIfGs+m9s3c1zBcfFuyjdy3qw8nl9ZG0n6ppLgoiMKuPbJVVH7+YJhtjc5mZSjfHmnWw08+K3pfLClmTU1nUzItlLd7o6sNzdq1Wj6CFp8wRD//LyCtzc0MjHbyodbm3lpTR2v37Qwqla5ICS6kjQzp0/N5p19Ei4dMy6d0vR9Exbaef76Bbyypg5Jkjh3Zm5kymlfPMEweo2aHl+Q5RUdke2hfdYo+4Nhvtrdxh+WbKetx8d3FhRx/qxcbjqujJuO63t5zwebm7nn1U2Rx1c9sYrnr5vPvJLUb/LWx6y8ZBMWvYa/fbyLm48vIyvJQIZVj9sf5M0NHRi0Ghq6vfzfZxU0dHn5/bemYtCO2dsiYYjMzE/m+evm8/q6eoJhmbOm51Df5eGBJduZlG3D7Q/R0OXhgfOn0uHyR47zBcN8XdnBf76qAqCxu4kVlR28dtNC8hPt/lUQhMM2Zr991tV28a3ZBx4BiYvOSjCngXpgWXELbSrWtwRZXDo0Uxx3d1eQaR5Ypt+gMQlZUqNzNuO3JU4yvUJbIWtb1sa7Gd/YjPxkXrh+Ae9tbiIUDnPalGzyU41Y9JqY8k4qlYTDE4gkcivNsFCaYWFLQzfXPrmK+i5vZN/rju67bFlDl5dX1tQRlmHNPqPsO1t6RFAujCgWg5Z7z5jIcePTWV7RzhFFKRxVnkbSPue9yxdkZ7OT3a09SEjsanEyLtNKKBzAGwiTYdWj2Wc6u92o49J5Bfzz84rItjy7Maq82cb6br7735XsjdN/v6cM0o0HCMid3gCPf1kZs33pzjYRlA9QW4+Pm44rpcPlZ0ujg7nFKayp6uTRLyr5wfFl/Hufv/ObGxq45YRySjMscWyxMBpp1CrmFKUwp6i3FOn7mxu545TxbG5wYNarKU7Lo9Plx7Ff1RR/MDqRb7vLz+6WHhGUC8IoNCaDcm8gxO7WHorTEmyqWusOSMof8GFldhXvVvRd/mow7O7axWnFpw/4OI+9AEvLVjoSKCgvSSrhyS1PEpbDqKQEyyfQD2qVxKxCO7MKe9f3B0Nhrj+mhPvf3hrZlpNkQKtWcfm/V3Dv4kkcsedmoNPlZ0NdNxfOyafbE6DTHWBcpoVPtrVw6pRsspKip69r1RImnYYeX/T5ZdCOvL+dIOQkG7lgTj4XzOm9zvqDIVqcPgwaNV9XdUSNUK+o7ECnVvGPz3ZT1+nhojn5XLOoJHJDnJVsYGpeEredPI5dLT1kWA2kWXRRs7A21HWxf3Lv/35VxYVz8kmzxmZU1qpVpFn0MRnak81iXXl/9fiCfLy1GYtBw4Pvb8es03Dt0cVUtbkx6TX88YLpPL2iOirhm1GrRqtOnFldwujl8AR4bmUd84pTyE02oNo7S22/WYX5diPu/XLIQGzuBEEQRocxGZSvq+0i325KvIQZTRsh+ZsF5ds6QniDMgbN4N5UOPxOun3dpBv7zj58MF57AdaG9XSUJc5UcbvBjkljorK7ktLk2MRmI1Gzw8uHW5q589TxVLW7sZu0aNQqdjQ7WF/XzXce/5o3b15Is9PHfa9t4qzpOfzpw53YjBpsBi2vrq2nKNWE2x8gGNJFjQTm2U3ccep4fvr65si2yTk2Jh2gdJMgjCTV7S7++vEuXl1bz/ET0vEHYxO0vbG+EbNOgzcQ5oll1UhI3Lt4YuRzckx5Ola9Bq1aRbpFx+zCFLKTjNS0u1CpJGx9lCBLs+rRa/ru2DJo1dx8XBnLK9oja9uTjFoWHiADvBBrTXUnP35pAzccU8KVC4txegNsb+qhLNNCZWsPrT0+XL7oYOe2k8aJ0UdhWATDYXq8AX777jZykgx4g2E6XH5+c+5k/nf1XJbvbicn2ci8klTe2tAQdeyi8jTKM8VsDkEYjRIuKJck6VTgLyh1X/4ly/LvBvt3LN/dnoDZo2Vo3gRFCwd8pFEjkW9Vsa4lxPycwf1Pur1jO3nW/G80quxOLSVzw8uD2p7BMN4+npVNK0dNUG7QqqnpcPPAe9vJsOrp8QVx+0PcemI5AG5/iC2NTm57YT3+UBiXP0Se3UhdpycyUnTJ3ALOe2QZF8zJ46qjisnep0TQeTNzKU41s7a2kzy7iSOKUsgSJYSEES4QDPOPT3fz0uo6AHa1uJielxyzX5pFR2WbK/L4+VW1XHdMSWSKutWo5ZjxGRwzXsm70ezw8Psl2/jP0iq0aok/XjidbJuBRoeyXESS4I5TxmM1Hnjke25xCi/dcCQrqzow6dXMLUodcJm1sezzHa34gmHCMjy7vBq3P4RRq+a5lTXcc/pEHnhvGzcdV8bVRxVR1+lhRkEyM/PtI6pUpjByyTKcOyuP1TVdNHQr14VUs45kk55F5eksKk+P7PudBUVMy0tiY103xWkW5hTZRc1yQRilEioolyRJDfwdOAmoA1ZKkvSGLMtbDn7kwHy6o5XTpiTOlGpAKYWm0YGx/2XH9jUpVcXntcFBD8o3tm2kwFrwjY71JuWi9XSi7WklYEk/9AHDZELKBL6o/4KLJ1wc76YMilSLnp+eOYkbnlpDi9MHQFmGhc59SjupVRL+kLI27fGllVyzqBidRoVRqwFkXl1bT5cnwGNfVJKdZOSqo4ojx1oMWhaNS2fRuMT5bygIh6vF6eWVNfWRx5VtLi4+Ip8PtqgjZQcteg3jMq28vM9+WUl6jAeZPvrBlhb++Zmyxtwfgh88u47Hr5xDs8OHwxtgel7yIbMna9SqmGUqQv/t7TB59PMKrj26hCSDlk63H5tBy9MragiGZabmJnHCxIHlShGEwSBJYNap+fHJ4+h0B9BqVBi1avpaPWE36zh+QibHTxDnqiCMdgkVlANzgV2yLFcASJL0HHA2MGhBeYfLz85mJ7eeOG6wXnJw1H4Nqd+8TTMy1Ty9JcAd8wavSWFkNrRt4IJxF3yzF5BUuDImkFyzgtZJiwevYYdpStoUntr6FN6gF4PGcOgDRoDjxmfw8g0L2NbkRJJgd6srkizq9KlZZOyzdjUYlvm/zyqwm7T8dPEkbn1hfdRrvbi6louOyMesT7TLgyAMHqNOQ67dQGWbO7LtkU9383+XzabZ4QVJqSn+mz2lBkGpdnDf4knYzX0n4/QHQ7y4qjZ6WyjM6+sb+MO3pg/NGxFiHD0ujUybnmaHj799vAurXs1DF01nS4OTs2bksKAklVkFosNDiBN57/9IGLRqVBLI+yeeEARhzEm0u+5cYN87mjpgEMNMeG9TE9Pzk9EdYD1f3FR9DuUnf+PDy+0qOjwyu7tClCYPzlr53V270Kl1pBpSDr3zAfRkTiZl5ycJFZRbdBaKk4pZWr+UEwtPjHdzBoVeq2Z2UQqzi1Jw+YJsauimPNNChtXA1FwbapXE6VOzeGdjU+SYe8+YhC8UjnmtCVnWxPt8CMIgSzHr+NmZk7nqvysja7dL082UZViiZoU8dNF0NtZ34/QGKc+wMPkgo9walYqJ2TbW13VHbS8XGb2HVVmGleevW8DXle00O3wgwT2vbKbbE+DX501hWl6SuMYJcWM2aFBJEmFkkJTgXAa04pwUhDEt0YLyQ5Ik6TrgOoCCgoFPq35+ZQ0nTkqwaUAdu8HrgOSib/wSKklifo6aF7cFuGv+4ATlX9QtZVLKxMN6jZ7MiWRufFkpjWZNnL/7EVlH8MrOVwY9KD/c83MwmPUa5hWnMq84unzSL86azIVz8mnr8VOSZmZSjo2GLk9kfTmAVa/huwuL0arFzcFolAjnZyI5qiyN125ayK6WHmwGDZNzk6LyKQDk2k3k2vuXAEylkrhsfiHvbGyMlDbKTTaIqaf9NJjnZ1GaGZVK4o219YTCMpfMy0evUVOebsakG3G3PkICGKzzU69RU5hqprrDDbIEEiBDSZrovBOEsUxKpCkzkiQtAH4uy/Ipex7fDSDL8m/72n/OnDnyqlWr+v3662u7uObJVfzpwhmoVQmU0OWLP4JKC6XHHtbLNPSEuf8rH19easGkPbz35/A7ueuLu7h6ylWYtYdXOi598xv4LRnUHXnDYb3OYPIFfdz5xZ08e8azFNgG9OXa7z/sQM/PeKntcLO10UEgFGZ8lpWyDJFQaoQa0Id+pJyfI9Hu1h62NjrQqpWR8wKR1RvidH42dHnY0uDAEwhRnmlhQpaoHCH0adjPz53NTrY3OdFrletEXj87/4QxKYGCFmGoJFp38UqgXJKkYqAeuBj49mC8sCzLPPDeNhZPy06sgLyrRllPftSPDvulciwqJqaq+NcGHz+YfXhrpd/a/SYTUyccdkAO0FlyNEWf/5nmaecnTMI3vUbPcfnH8fCah3nw2Afj3Zy4yk8xiVJAgjCIStMtlKaLUa9EkJNsjCR+E4REUp5ppTxTdIILgqBIqDmqsiwHgZuBJcBW4AVZljcf/Kj+efbrGhq6PBw/IWMwXm5whPzKKHnZ8aAbnJuGiyZq+fdGP5vbQofe+QC2d2xnWeNyjsweeHm2vgSNyXQWL6T4k99D+Ju3a7CdWnQq61rX8WH1h/FuiiAIgiAIgiAIY1RCBeUAsiy/I8vyOFmWS2VZ/vUgvB7PfV3DH5Zs5+bjy9GoEuQt+xzw0S9BZ4b8+YP2shkmFd+ZouPKd9ysaQ4O+PhN7Zv527q/c3rxaZi1gzd62l52POqAh9IP70fldx/6gGGg1+i5btp1/HzZz3m/6v14N0cQBEEQBEEQhDEo0aavD5raDjcvrKrl9XUN+IIhbj1xHHaTFrd/4IHq4DZsFdQug+qvIHs6lJ0AHu+g/orpyRAog4vfcDM9HU4plLhknIT5AOvMewJuvmxYyrrmtTS5mzmt8CRy9Sn4vd197v9NVU09h9wtbzPzifNpLj2G1pJFdObOHNTfMVCZpkyunXotv1r+Kx5Z9winFp/K+eXnk25KjGn2giAIgiAIgiCMbgmV6G2gJElqBar7ei550eWZSUdelAcQDvjCDOh9ytKeOhWDzqqTI0P1Q/2X96InvGcyxBPSL8JzpG1976iSJLRSJGIf6nZZ9vy3aFGpOC4rJ7Ym12GSZVmSpAH+91MhqbRKsoHGZxur25e0tx1gzzZZlk/tz0se7Pw8iDTgQL97tBDvcWj0+9yEb3x+DtRI+m89Uto6UtuZiOfnoYyEv7Vo4+AwyLI8pb879/P8HAnv+1BG+nsY6e0H5T1sG8j1UxiZRnRQPlQkSVoly/KceLdjX4nYJkjMdiVim/prJLe9v8R7HDtG0t9hpLRVtHP4jIT3INo4OIaijSPhfR/KSH8PI739MDreg9A/CbLAWhAEQRAEQRAEQRDGHhGUC4IgCIIgCIIgCEKciKC8b4/GuwF9SMQ2QWK2KxHb1F8jue39Jd7j2DGS/g4jpa2incNnJLwH0cbBMRRtHAnv+1BG+nsY6e2H0fEehH4Qa8oFQRAEQRAEQRAEIU7ESLkgCIIgCIIgCIIgxIkIygVBEARBEARBEAQhTkRQLgiCIAiCIAiCIAhxIoJyQRAEQRAEQRAEQYgTEZQLgiAIgiAIgiAIQpwkXFAuSdKtkiRtliRpkyRJz0qSZDjQvqeeeqoMiB/xM5w//SbOT/EzzD8DIs5P8TPMPwMizk/xM8w/AyLOT/EzzD/CGJBQQbkkSbnAD4A5sixPAdTAxQfav62tbbiaJggDJs5PIZGJ81NIZOL8FBKZOD8FQRhsCRWU76EBjJIkaQAT0BDn9giCIAiCIAiCIAjCkEiooFyW5XrgQaAGaAS6ZVl+f999JEm6TpKkVZIkrWptbY1HMwXhgMT5KSQycX4KiUycn0IiE+enIAhDKaGCckmS7MDZQDGQA5glSbps331kWX5UluU5sizPSU9Pj0czhWHQ4e1gXcs6NrZuxOl3xrs5/SbOTyGRifMzcdU761nZtJKdnTsJhALxbk5ciPNzbHEH3Gxp38Lq5tW0uhM/yBXn58gRCAXY0bGDlU0rqXfWx7s5gtAvmng3YD8nApWyLLcCSJL0CnAk8FRcWyUMq6ruKu784k62tG8B4Pj847lr7l1kW7Lj3DJBEITBt7p5NT/4+Ac4/A7UkprbZt/GBeMvwKA5YJ5TQRjR2j3tPLLuEV7Y8QIAeZY8/nL8XxhnHxfnlgkjnSfo4YXtL/Cn1X8iJIdI0ifx8HEPMytzVrybJggHlVAj5SjT1udLkmSSJEkCTgC2xrlNwjB7fffrkYAc4OPaj1nRuCKOLRIEQRga7Z527l16Lw6/A4CQHOL3q37Pjs4dcW6ZIAydjW0bIwE5QF1PHY9ueBRf0BfHVgmjwc7OnTy46kFCcgiAbl839315Hx2ejji3TBAOLqGCclmWVwAvAWuAjSjtezSujRKGlTfo5Yu6L2K2r2lZE4fWjH5uf5Autz/ezRCEMavD20FdT13M9mZXcxxaIwjDo7K7Mmbb141fRzqnBOGbauiJzQ9d46yh09cZh9YIQv8lVFAOIMvyz2RZniDL8hRZli+XZVl0m44hBo2Bo/OOjtk+K0NMOxps3kCI0//yBQt/9zF1ne54N0cQxqQUQwp5lryY7VnmrDi0RhCGR0lSScy2udlzSdInxaE1wmiSY8mJ2VZgLcCut8ehNYLQfwkXlAvCWaVnMTl1cuTxCQUnMC97XhxbNDq9sb6BFLOOEydl8u+lsaMWgiAMvVRjKvcfdX8kGNFIGu6Ycwfl9vI4t0wQhs7U9KlcNO6iyOMCawHXT7senVoXx1YJo0G5vZwfz/kxakkNQLI+mV8t/BUpxpQ4t0wQDi7REr0JAkVJRfzjxH9Q7ahGrVJTbCvGorPEu1mjzhvrGjiqLJ08u5GHPtjBTxdPQknlIAjCcJqdOZvnz3ieRlcjSfokimxFaNXaeDdLEIZMiiGFH835EeeNOw9v0Eu+LZ90o8hoLhw+o8bIJRMuYUHOArp93eRYcvocPReERCOCciEh2Q127AYx1Wio+IIhVtd0cuWRRZh0aoLhMNXtborSzPFumiCMSbnWXHKtufFuhiAMG5PWxKTUSfFuhjAKadVaMdtIGHFEUC4Mm7AcpsZRQ4u7BYDipGI6vB14Q15lvc8BgnCHz0G1oxqNSkOBrQCzVgSOh2tTvYOcJANmvXIJGJdpZW1tpwjKhRGlw9NBrbMWo9ZIobUQvUYf9XwgFKDaUY0z4CTPkke6KXYkrs3TRp2zDrPWHNcR6iZXE409ykh5oa0QtUodl3YIwmDr8fdQ7agGoNBWeMiZb/6gn22d2+j0dpJrzaU0qZRaZy3tnnbSTGnkW/OHo9nCCBYMB6l2VOPwOcix5JBpzuxzP1fARbWjmlA4RKGtEJveRrOrmd1du9GoNJQnl2M3igEiYXiIoFwYFoFQgC8bvmRJ1RLernibEwpOwKKz8Pqu15GRGZc8jt8f/XtK7aVRx1U7qvnFV79gZfNKAE4vPp1bZ98qkiAdpnW1XZSl994YFaeZWVfTxbkzYxNOCUIi2tW5i9s/u53d3btRSSq+M+k7XDXlKpINyYBys/X89uf565q/EpSDZJmz+Muxf2FSWu/I3LaObdz6ya3U9dShltRcP/16Lp14KTadbVjfy7qWdfzwkx/S7m1Hq9Jy59w7Obv0bFGnXBjx6p31/Obr3/B53ecAHJt3LHfNu4tcS9+zQpw+J6/sfIWH1z6MP+wn1ZDKz4/8OT/98qd0+jqxaC08sOgBjs6PTQgrCACegIc3dr/BAysfIBAOkGZM48/H/Znp6dOj9mtyNfHQ6od4t/JdAOZmzuX7s77P71f+no1tGwE4pfAUvjf9ezH3poIwFESiN2FYVHRXsKNzB29VvAXAhJQJvLbrNWRkAHZ07eA/m/9DIBSIOu6dinciATnAO5XviJrlg2BDbReFqb2j4gUpJrY0ilI0wsjgC/r4vw3/x+7u3YAyC+c/m//DprZNkX22d2znT6v/RFAOAsoN2K9X/BqnzwmAO+DmT6v/FClHFpJDPLLuEba2bx3W99Lh6eDeL++l3dsOQCAc4P7l97Ora9ewtkMQhsKndZ9GAvLI49rPD7j/lvYtPLj6QfxhpVRnu7edB1Y+wLH5xwLQE+jhji/uoNZRO6TtFkauXV27uH/F/QTCyv1km6eN+768j05vdEm05Q3LIwE5KNfedyvfjQTkAEuql7CqZdXwNFwY80RQLgyLNncbre5WACxaCx3ejph9ltYvpdvXHXnsDXr5tPbTmP1WNq2M2SYMzOZGB4WppsjjghQTO5p74tgiQeg/h9/BsoZlMdsrHb1VBPqqVbuhbUOkVm2Xr4uvG7+O2aev44ZSu7c9MrV3X409jcPaDkEYCn19h39aF7ttr/qe+phtdc66qKUnroCLFk/LILROGI0aXLHX8Mruypj7zq+boq//C3MX9nl/uaFlw+A2UBAOQATlwqCQZZnq7mrWt6yn2dUc87zdaCfVmAqAK+giWZ8cs8/szNlYddbIY71az4KcBTH7zcyYOXgNH4MCoTA1HW7y7L1BeZJRSygs097ji2PLBKF/rDorszJmxWzfd61phikj5vkJ9gmR0mM2nY1p6dNi9sk09b32cKjY9fY+l+P01X5BGGn6+g4/MufIPvcNhoN95n3INGVGjXIaNUZSDamD10hhVOnrGp5nycOqtbKzcycbWzfS6e1kZmb0veSq5lV9fidMTJ04ZG0VhH2JoFw4bIFQgDcr3uSCty7gsncv4+K3L2ZN85qofUqTSilNKuXovKOVhG/OGo7LPy7yfLY5m+umXReVqEmSJM4qO4tx9nGRbfOz5zM/Z/7Qv6lRrLrdRZpFh07T+/GXJIl8u5Hdra44tkwQ+segMXDTjJuiAtdzy85lSuqUyOMJKRO4aspVkcdJ+iR+Mv8nkaDcorNw88ybSTH01q49v/x8SpJKhuEd9EozpfHrhb+OJLBUSSpumXWLyBwsjAonFJzAtLTeQGda+rSo7/693AE3z217jo+qPuKaqdegkpTvJ5PGxI/n/Jj3q98HQKfS8auFv6LQVjg8b0AYccrt5Xx/5veRUEq8WrQWfrbgZ7yy6xUuePMCvv3Ot7lmyTVMSpnE/Oze+8kObwdnlZ5Fka0osm1u1lzmZs8d7rcgjFGSLMvxbsM3NmfOHHnVKrHWI962tW/jorcvIiyHI9uyzFk8c8YzUXVHA6EAVd1VNLobQYaS5BIl+3rQS6Gt8IDZMds97VR2V0Zqlu9N5BQn/S7knajn53ubGnl8aSW3njQ+avs/P9/N6VOyufAIkdl2hBpQkflEPT8HosnVRLWjGpPGRElSCWZddPUAT9BDZXclDp+DPGseedbeRIaegIe7vriLPGseRo0RjUrDisYVfG/G95ibNfw3YTWOGup76rEb7BTbimMyyY8CY+78FBQd3g6quqsAKEoqiuoI22tdyzouf/dyQEmudWLhiXiCHsrt5UxImUBVdxUtnhayTFlDVZ1AnJ+jiDfopbK7ki5fF3mWPBpcDVzz/jVR+5xSdAp3HXEXtT21hMIhipOKSTWmUuOoYVfXLrQqpaxagiQWHtD5KYxMIvu6cNgaXY1RATkoN8tt7raooFyr1lKeUk55Su8I0L43yQeSakyNTH0XDt/uVheZttiszulWPZVtYqRcGDmyzFkHvWEyaowHrIPc6evk87rPI4ng9qp31kMc7sEKbAUU2AqG/xcLwhBLMaT0GYjva9+15Euql7CkegkAb53zFhqVhjJ7GWX2siFtpzB6GDSGqGnnX9R/EbPPV/VfEZoTilkSKa7FQryI6evCYetrDViKIeWAdceF+Nrd0kNWkjFme6bVQGW7CMqFscGmszE5bXLM9gPN2BEEYej0lUOhOKk4stxEEA5HXyX4pmdMH/byl4JwMCIoFw5bWXIZt82+LbJ+x6A2cP/C+xNlyo+wn4pWF1lJfY+U13a449AiQRh+Fp2FO4+4M+qm/8JxFzIxRST1EYThNt4+nu9O/m7k8d51wHFeriaMElNSp3BmyZmRx6mGVL4/8/sYtbEDFIIQL2L6unDYDBoDl0y4hPnZ82n3tpNjyYlKlCEklppON1l9TF/PsOqp6/TEoUWCEB9T06fy3BnPUeOowaqzUpxUjEVniXezBGHMselt3DD9Bk4pOoVuXzf51nzybSK/iTA4Uk2p3D3vbi4afxHuoJtCWyE5lpx4N0sQooigXBgUeo2eCakT4t0M4RB6fEHc/iB2kzbmuSSjFm8ghMsXxKwXlwZhbNg/AZwgCPFh0pr6XFIiCIPBqrMyPWN6vJshCAck7ryFhBMIB6hz1uENesm15GLTizU/g6Wm3U2mzYAkxSbylCSJDKue+i4P4zKtfRwtCCNLWA5T66jFFXSRbc4WeS4EIQ68QS+1zloA8q35GDSxM7UE4XA09jTS4e0gzZgm8oIII5YIyoWE0u3r5tltz/LPDf8kGA4yM30mv1j4C4qTiuPdtFGhpsPdZ+b1vdKseuo7RVAujHzeoJfXd7/OgysfxBvyUppcygOLHmB8yvhDHywIwqBo7Gnkr2v/ypsVbyIhcWbJmXx/1vdFzhlhUMiyzJcNX3LPF/fQ6esk1ZDK7xb9jvk58w99sCAkGJHoTUgom9o28fd1fycYVsoUrW1dy383/ZdAKBDnlo0OtR1u0iy6Az6fatbR0C3WlQsj37aObdy//H68IS8Au7t28/uvf48rICoMCMJw+bzuc96seBMAGZk3Kt5gaf3SOLdKGC1qHDX86NMf0enrBKDd285tn90WVWJPEEYKEZQLCWVX166YbZ/UfkKXr2v4GzMKVbe7SLPoD/i83aSjXiR7E0aBOmddzLavm7+m3dMeh9YIwtj0Yc2HsduqY7cJwjfR5G7CE4y+Z3H4HTS5muLUIkH45kRQLgwqV8DFjo4dVHRVEAgPfHQ7zxKbcGlK2hSsOjGdejBUd7hJtx44KE+1iAzswuiQZkyL2VacVIwkSWxp30KzqzkOrRKEsWVO5pyYbbMzZ1PjqGFHxw7cAVGGUxiYDk8HW9u3Uu+sJ8WQgkaKXomrU+lIMaTEqXWC8M2JoFwYNLWOWu7+4m7Of/N8zn/jfB5Z+widns4BvcbU9Kkcm39s5HGSPombZtwkEsMMkrpODxnWA/8txfR1YbSYkDqBC8ZdEHls1Bi5ffbtXPf+dVz01kVc9NZFfNXwVRxbKAij38lFJ1NiK4k8LkkqocBawNmvnc35b57PHZ/fQY2jJo4tFEaSTW2buPzdy7nwrQu58K0Laehp4K55dyGhJK9VSSruW3AfBdaCOLdUEAZOJHoTBoUsy7y++3U+qf0EgKAc5F+b/sXU9KkcX3B8v18nw5TBr478Fbu7duMOuilKKiLfKmqVDgZZlmno8pB+kOnrqWYdTd3eYWyVIAyNZH0yt86+lbNKz8Lhd5BqSOXOL+6krkeZ1t7ubefWT27lxTNfpMAmbuAEYSgUJxXz2MmPsbt7N5IkoULFtR9cS1gOA/BZ3WeMTxnPzTNu7rMqiCDs1eHp4O4v7qbGqXTiOPwObvnkFl5c/CLPL36eFncLWeYsipOKUavUcW6tIAycGCkXBoXT72RJ1ZKY7Wua1wz4tZINyczOms2ivEUiIB9E7S4/eq0Ko+7AX1YpFh0tDh+yLA9jywRhaFh1VmZkzODovKPxhrxUO6qjnncH3TS6GuPUOkEYGzLMGSzIWcD87PksrV8aCcj3eq/yPZx+Z5xaJ4wULe4WqhxVUdtCcogaZw0TUydyTP4xjE8Zj0594GS2gpDIxEi5MCiMWiPT06dT5agiWZ/MGSVnYNaamZk+s1/HN7ua6fJ1kWHMwB/20+XrIt2YTopRrAsaLIeaug6g16gxaFV0ugOkmMUXmzB62PV2tCptVK4LrUpLqiGVHZ07MGqM5FnyYkbrZFmmrqcOT9BDjjkHi84y4N8dlsPUOmvxh/zkWHIwa82H/X4EIdG4Ai4aehrQqXXkW/Pxh/yRLNgaSUNIDjEjYwZsjj5uevp0TBrT8DdYSCjeoJf6nnrUkpo8ax4aVXSIkqRPIsOYwfyc+WSZs3AH3Lxd8TbppvS4tLfL20Wzuxmbzka2JTsubRBGFxGUC4NCq9Jy+aTL2dm5k1OLT+U/m/5Dp6+TYlsxyYZkpqRN6fO4sBxmaf1SfvrlT1Gr1Fw15Soe2/AY7d528q35/HbRb5mePn2Y383oVN958Knre6Va9DR2e0RQLowqhbZCfjLvJ/xi2S+QUWaC/OnYP/Gr5b9iTcsaTBoTt825jTNLz8SoMQJKkPFWxVv8cdUf8QQ9zMmcw33z76MkueRgvyqK0+/k5R0v87d1f8MX8rEwZyF3zb2LoqSioXibghAX1Y5qfrPiN3zV8BUGtYEbZ9yIL+jjkfWPoJbUnFl6Jr6gD4vOwo3Tb+SR9Y8AkGJI4YpJV6BRi9vRsazeWc+f1/yZ96reQ6PScNWUq7hswmXYjfbIPtmWbH658Jc88PUDvLH7Dex6O7fMuoUiW9Gwt3dL+xZ+svQn7OraRbI+mZ8t+BnH5h8b05EgCAMhpq8Lg2Z8ynh+Mv8nPLz24UjNyEpHJXd+ficdno4+j6nqruLWT26l3dvOuWXn8tCqh2j3KiWLap213PbpbbS4WobtPYxmdZ3ufgXaKWYdzQ6xrlwYXdQqJTB4fvHzPHzcw7y8+GVe2/Uaa1qUJTbuoJtfLf8VW9u3Ro7Z2r6V+5ffHym5s6p5Ff9Y/w98QV+/f+/Gto38cfUf8YWUY75s+JKntjxFMBwcxHcnCPETCAd4YvMTkcSJ3pCXh1Y/hFqlRkYmKAd5dderFCYV8squV0g3pfP4KY/zyAmP8PTpTzMhdUKc34EQb29VvMV7Ve8BEAwHeXTDo6xpjV7+2Ont5IGVD1DpqFQe+zq5f/n9NLmHt/xZl7crEpADdPm6uP2z29ndtXtY2yGMPiIoFwZVh7cj5mazxllzwItmXU8d/rAfABk58u+9mt3NNLtF6aLBUNvhJtVy6KDcbtLSKJK9CaOQTq1jYupEjis4Dovewqe1n8bss++6876yQn9c8zEd3r47Gfuyo2NHzLYPaj6IdFwKwkjX5e3ig+oPYrf7ujCoe5dM7eraRb41nw+rP+SIrCNYlLeIPGtsGVRhbOnx9/BO5Tsx21c2rYx63OxqprK7MmpbUA5S56wb0vbtr9ndHAnI9wrJoWFvhzD6iKBcOCxhOUyNo4bdXbvxBr191oa06Wwk6ZL6PD7VkBr5t1aljXneqDFi09sGr8FjWE0/p68nGbUiA7sw6ll0FsqTy2O2pxpT+/z3XuX2ciza/q8rz7HkxGybkDJhQK8hCInMrDUz3j4+ZrtVZ43MEAHls9DmbmNmRv9yzQhjg0FjYFr6tJjt+1+fbXobSfrYe8l97yMPRpZlah21SnWfgPubNRblntaut8dsFzmQhMMlgnLhG+v2dfPfzf/l/DfO59zXz+XeL+/FprVx7dRrI/uoJBU/XfBTcq25fb5GSXIJN06/EYDP6z7novEXRZ6TkLhvvqg3OVgaOj2kWQ8dlKeY9TR0iVrlwuhm09n44ZwfRo3kHZd3HOPs4yKPJ6VO4vj83pKORo2RO464A6ve2u/fMy19GguyF0QeW7QWbp5xc2TduiCMdCatiR/M+kFUAsO5mXNx+ByR/A3FScVoJA3JhmROKjwpXk0VEpBGpeHSCZdGDepMSpnE3Ky5UfvlWHL42YKfoZZ6K8hcNeUqSpNLD/k7XAEXz21/jm+9+S3Oef0cbv/s9phqHP2VbcmOaccVk67os5NXEAZCGsmlj+bMmSOvWrUq3s0Ys76o+4IbP7oxatu1U6/lqslXsbt7N22eNvKseZQkl/Q5Cr6XO+BmV9cuWt2t5Fpz8QV9tHnayLXmUpJUkmjlLfpdSDWRzk9Zlpn8syX85eKZWPQHT0SyrraTL3a28cy184epdcIgGVCR30Q6P+PBF/TxmxW/IcOUgYyMRqVhR+cOLp94OTMze0fyOr2d7OzcSU+gh2JbMcXJxQP+XR2eDnZ27cQT9FCcVEyhrXAw38pIIc7PUa6qu4oVjSvo9HVS66glxZiCUWOkLLmMFGMK3qCXsuQyssxZ8W5qX8T5GWd1zjp2d+1Gp9ZRllzWZ1b1YDjI7q7d1PXUkWpIpSy5rF8VMVY0ruCa96+J2vat8m9xz/x7Dnp/eiDBcJCKrgpqe2pJMaRQnlz+jSpzDMCAzk9hZBJpAoVvbF3rupht71a+yxWTrmB6Rv8zppu0pj6nLgmDx+FR1vmbD1KjfC+7SSR6E0a/dm87b+x+g6AcnQNjUe6iqKDcbrAzN3vu/ocPSIoxhXnGeYf1GoKQ6Ox6O//d8t+YtbXXTLmGW2bfEqdWCSNFnjXvkDkGNCoN41PGMz4ldrnEwfSVhO396ve5YfoNZJozB/Rae9sxLmUc41LGHXpnQeinhJq+LknSeEmS1u3z45Ak6YfxblfchUPQXgHtuyAYOPT+w6Sv0Z6JKRMxaUW90URT1+Umw6qPqcHclxSzjlZn/7NLC8JIZNFa+ixt1tc6crpqoXUH+F3D0DJBGEKyDJ3V0LYTAoPb+WrUGpmUMilme1Fy0aD+HmEE2nvO+eOzNC7DlBGzrb+j7IIwXBIqKJdlebssyzNkWZ4BzAbcwKvxbVWc9bTCp7+DR+bB3+fB+z8BR0O8WwXA7IzZTE2bGnls09m4eurViTbdXECpUZ7WjyRvABa9Bm8wjDcQGuJWCUL82PQ27p57N3p17+fiuPzjmJgysXcnvxvWPg3/txD+fgS8+F1o29XHqwnCCOB1wIr/g38sUM7n12+EjspDH9dPOrWOq6dejU3Xm5x1SuoUZmfMHrTfIYwwPiesfFy5hv5tDrx6nTLINMympk2Nyu1h1Bj54ewfRuVBEIR4S+Tp6ycAu2VZ/maZGEaLys/h89/3Pv76n5BWDnOvPfAxwyTXmstfjvsLOzt34gv5KEkqoTBpTK6VTHj1XR7S+lEODUCSJFLNOpq6vRSliS8sYfSanTmb5xc/T2V3JVadlXJ7eXQFicb1SuCy184lYLTDWX8Fjeh8FEaYulXw3l29jze9DMkFcPxPQTU4YzSTUifxzBnPUNFVgU6to9xetaMMMAABAABJREFU3ucopTBGNKyFt2/tfbz1DbBkwam/BfXwhSCZ5kx+u+i37OzciSvoothW3OdMKUGIp0QOyi8Gno13I+JuR2ztRjY8B7OvBPXAk1MMtnRTep/JOITEUtvhJsXcv5FyUKawNzlEUC6MbpIkUZpceuDsve07Y7dteQ1OuA+SRH1lYYSpXx27bcMLsOBmMKcN2q8ptBWO1WSGwv6aNsVu2/wSHH0bWIc34V+qMbXv5UmCkCCGLCiXJGkO8BOgcM/vkQBZluVDZvSSJEkHnAXc3cdz1wHXARQUjIFSWVnTYONLSgA+8SxIKYakgoQIyA+HK+Ci1d2KWWseUFAfCAdo6mmKJGdKMaT0WbcyXhL1/KztdDMxq/9/pxSzSPY2GiXq+ZlI/H4vlV07kZEpyZyGzpxO04wL8eptZFV+icHTBWId4pAQ5+cQs/cRKOfPV5ZpeHaCLQd0Zto97Tj9TlINqVHl/xx+Bx2eDmw6W1RNZk/QQ7OrGaPG+I2SZo0U4vz8Bmw5sdvSJoLODB1VgAxJ+cM2at7Y04g/7CfLlIVe0/dAhSfgodJRiUbSUJZchmqQZpEIwqEM5afgaeDHwEYgPMBjTwPWyLLcvP8Tsiw/CjwKSkmKw21kwht3Gqx7FmZ/B9Y8qUw3SymB1DIoWhjv1n0jOzt38psVv2FV8yoyTBn8dP5PWZi7EI3q4Kdjs6uZF3a8QIo+hae2PUWds47x9vH8/MifMyVtyjC1/uAS9fys6/RwdHn/pxAmGbU0dougfLRJ1PMzUVR37ODZnS/zwo4XkZC4aPyFHHPJE9y29E66fd2ckLWAW6f+jEJjcrybOiqJ83OI5c+HnFnQsEZ5nDMLyk+Gfx0HrjbkKRexfO6l/OzrX9PoamRa2jTum38fE1InsKV9C79Y9gu2tG8hz5LHL478BXOz51LVXcVDqx/ik9pPSNYnc/fcuzmh4IQDBjwjmTg/v4G8OVCwAGqWKY+1Jjjpl7D8H/DFH0EOwdzrYcFNfQfwg8QT9PBe5Xs8uOpBnH4nJxedzA9m/oACW3Tnyq7OXTyx5Qne2v0WWrWW70z+DueVnUe2JXvI2iYIew1l90+rLMtvyLJcKcty9d6ffh57CWLquiJ9HFz4BHz1V2jZomzrqIBnL4pLsozD1ePv4f7l97OqWanv2eJu4ZZPbumzXMX+Pqn9hFA4xF/X/TVScmV753Zu/fRWWt2tQ9ruka6hy9vvNeWglEVr7IpPllRBiJeljSt4etszBMIB/GE//9v6FDscFbDn9vujpmX8q/J1AqHEqYIhCP1mL4CLn4FLX4YL/wcn/gJevwFcbQBUZJVz82c/otHVCMCGtg3cs/Qe6p313P7Z7WxpV+5B6nrquPnjm6noquAf6//BJ7WfANDl6+LOL+5ka8fW+Lw/IfEk5cEFT8Blryjn3HWfgqMWPvk1BL0QCsCyv8H294a0GZvaNvHTr36Kw+9ARmZJ1RL+t+V/BMPRJTHfr36f13a9RlAO4gl6+L/1/xe5XxWEoTaUQfnPJEn6lyRJl0iSdN7en0MdJEmSGTgJeGUI2zayeLvBUR+9zeeErpGXA6/Z3cyaljVR20JyiGrHwd+LP+Tn9d2vo1apcQWiyxI1uZpocCVGRvpE5PIF8QZCJBn7v+TBbtKJkXJhzPmk7rOYbV/UfcEJBSdEHr9b+S5t3rbhbJYgDB5bNpSfCJPOAmeDUiJtj1q1hD/sj9p9Z9dO6nrqqHXWRm33BD1UOap4v+r9mF9R5agakqYLI5Q1E8pOUM659PGw7e3YfdY/rQToQ2RXV2zVjHcq36HD2xF53OXt4qOaj2L2W9G4YsjaJQj7Gsrp698FJgBaeqevyxwi2JZl2QWITAz7MiSBWgeh6C9LjPZv9npeh1JqzZg0qMld+uIOuGn1tGLRWkg1pmLWmkkxpERdCAGS9ckHfR2tSsuklEnoVL2jvSVJJRyXfxwyMnb9N/xbjAH1XR4ybP2rUb5Xyp7s64Iw4jmblPri1mzQmWKe9ga9tLhbsOgslCSVsKIp+gZsSuoUDBoD1069ltXNq+kJ9GDWiASIwiiQXACLboeqL6B2BclS7C2hWWvGprNhUBvwhqK/E2w6GwW2Aiq6o2ft5ZhzqHXUolFpxLRfQdFdDyEf2HIhczJsfDH6+exZQ5orKc0Qe69bZCvCpOn9TjBqjBTbigFYlLuIQDjAB9UfUGQrGrJ2CcK+hnKk/AhZlufIsvwdWZa/u+fnqiH8faNXahmcfH/0tkW3Q9q4gb9W00Z4+gL42yx4/BSo/GJw2tiHnZ07+eEnP2Txq4v59tvf5sv6L8kwZXDv/HuR6A0QF5csZpz94O9FkiQuGHcBa1rWcF75eZxdejYzMmbw5JYneXbbs3xY/SGd3s4hey8jWV2nmwyLYUDHpJh1NDtFUC6MYEE/bH0LHj0G/joLXroa2nZE7VLdXc1Plv6Exa8u5rzXz+OEghNINfT2Cc/LmkeeLY+ntz3Nvzb+C4vOwj3z7sGmt+3/2wRh5Ah4lKzrz18GSx8CUwosuo3Sii+5uOz8qF3vmXsP41PGc8cRd0RtP7v0bF7a/hK3zLolKh/MbbNvY0nVEs567SzOf+N8nt/+PD3+nmF5W0IC8rtg3TNKnfK/zoY3fwglxykJi/cypcDsK4a0GRNSJzAtrTfPtE6l4+aZN2PZJ2mnXqPn2xO/zcSUiTyx5Qle3vkypxefzoKcBX29pCAMuqEcKf9KkqRJsixvGcLfMTao1DDzMiUpS1e1kgwjc0qfoz4H5Wrbc2O6XXncvgueuRCu/1ypfT6InH4nv1j2C9a3rgegwdXAzR/fzPOLn+fYvGN5bvFzVDuqsRvsjLePJ9mQfMjXnJA6gXvm3kNDTwM7unbw4KoHASUj+5/W/Il8Wz4nFZ40qO9jNKjt8JAygPXkAHaTlvYeP6GwjFrV/xF2QUgYLZvhhctB3jNRa8c7yrX0/MdAayQQCvDYxsd4v1qZftvubedHn/2Ivx//V6od1UhAmjGd6z/6XuQlP6/7nDRDGtPSpqEd4RUwhDGsYR28cm3v4+3vgikd64m/5GZbFieVnk67p518az7lyeWoJBWLSxZTmlwaWV+7qnkVyxqWsb5tPf8++d+0ultJMaSwumU1L+x4AQBnwMn9y+8nz5LHwtyRmZhWOEwNa+G13mso658Bkx2++y40bVASvWVMgtQDlKUcJC3uFsrsZRyVexRhOYxKUvF149fMzZqLWqWO7Le5bTOv734dgGA4yL83/ZsZ6TOGtG2CsNdQBuXzgXWSJFUCPgZQEk3og84M+UcoP99Ud21vQL5XwA0dlYMelDe7miMB+V7BcJAaRw3j7OOYlDqJSamTBvy6hUmF5Fpy+eu6v8Y893HNxyIo70NNh5s088CCco1ahc2opdXpIytpYKPsgpAQ2nb2BuR7bX9Lmc6eUkyrp5W3K6PXNjr8DqqcNZxTfi4Ar+yMXW31duXb3DDjBrLNYlquMEK1bovdtuVVOPYukgx25mbNjXnaqDVi0Vn469ro7966njq6fF2cUnwK3b5ufrbsZzHHrm5eLYLysapxQ+y29c/BkT+ACacPWzN2dO6IuZ7bdDYumXgJGSalMo074Oa13a/FHPtlw5ccW3DsMLRSGOuGMig/dQhfWziYnlbw94AlC3TG3u16m1KOQpJg0jlKwpe6VbB/eZ/ueggHlayZ+/Qg9pcn4CEsh7HpbDj8jqjnbLrYaZ+eoIc2TxtmjTmq9umBBMNBxtnHsbFtI/Oz5nNGyRmoVKqo9eZCr5oOFxOzBj7dNtWio8nhFUG5kDBcARcd3g5sWhtJhqSD79zXtcSWC1plPbhJYyLfmo9NZ2Nu1ly6fF0sqVpCpjGTxpbNIEGyPvZ3lNpKCYVCbGvfRpopjTTj0OblEIRvJBxWEsRKKHWg95VSCkf9CHZ9oCxpA8iYrHRidVSCJRN0Jrp93Tj8Dux6OxadBbPGjFVrxRlwAjAncw4zM2aSZ8lje8d2DGoDk1MnxySFy7PmDcMbFhKSNSt2W2oZ6CzQXaecc7Y8OFAt8KAPHI2gNSoJ4+j9HrBqrf2aZQmQakglWZ/MqUWnYtFZWNawDJWkilpTrlPrKLeXEwwHOTb/WALhAO9XvU9RUhH+kJ8Wdwt6tZ50UzqgBPHt3nYsWgt2g8hrJBy+QQ/KJUk6AkiTZfnd/bafBrQAIy9l+EgRDkHFJ/DWbdBVBePPgBN/pmS7BLAXw+I/gbsdvn4MOiuh9HglUAclAdzGl+DjXyrrgOZeD/O/B0m5/W7Crs5d/HH1H9navpWrplzFn9f8OfLcGcVnxKwdr+iq4M9r/swntZ+QZ8nj3vn3siBnASqp7wt0ZXclD695mGnp07hjzh1Y9Vae3PwkO7t2Mj1tOgW2gm80Aj+a1XZ4OGZc/2uU75Vq1tHU7YH85MFvlCAM0LaObTzw9QOsal5FeXI5986/l1mZsw58QNZUKDsZdu3JDi2p4Iw/glX5LCQbkvnpvHt5cutT/HvTv0kzpnHrrB9S1bmTW9b/DYBfzruX2RmzWL2nYkSyPpmbZ93MLZ/ewo7OHUxJncJtc25jTtacIX3vgjAgzmZY/V/48k8gqeGYu2DGt0FjgC2vwQf3KhVcJp8LhUcq5aiOvBmeWAydVTD5fNYtvJZfr3qIbZ3bmJk+k7vn3c3E1IncPe9u7ll6D9+f+X1WN69GJan427q/8VndZ6QZ07hl5i3UOGrY0qGsXCyxlTAnU3w+xqzsGZA1HZr2zJzU6OGEnyvn52e/UwaAjvwBzLkqNoBvr1D22fgiWDLgtAfZmTWOB1c/xFcNX1FsK+Yn83/C3Ky5h0xkOzl1MldNuYonNj9Bl6+LEwpO4LKJl0WtKdeoNFw64VJe3vkyT215Cr1azyUTLmFm+kx+ueyXvFnxJimGFO6Zew+FtkIeWv0QXzZ8SZGtiHvn39uvdgjCwUjyPuUwBuUFJelj4Lv71ySXJKkQ+I8sy8cP1u+aM2eOvGqVqB8Y0bQRHj1WucjtVXoCXPQ/Zfo7KFOJ/nV8dOmJokVw8bNQuwKejk7ywsn3w5Hf79evd/qd3PjhjaxrXQdAeXI5pxWfRpoxjSxzFhPsE7DvkzHeFXDxw49/yPKm5ZFtGknDc4ufY3zK+JjX9wQ9/PizH/NZ3WcsylnEorxF/G3d36JG43PMOTx1+lORnswh0O8rbqKcn1N/voQHL5iOzTCwNbBPLKtiblEKVx1VPEQtEwbZgO4GEuX87I8OTwdXvncllY7KyDaz1szzi5+n0FZ44AOdzdC8ETydkFqu5OJQK33RAb+bXy77Oa9V9fYfS0h8f+b3eXjtw5Ft/zjmT4Q1Onr8PeRacrnp45vo9nVHns8yZ/HYiY9RlFw0eG94dBq152fCWfsUvH5T9LYL/qvMHnnyrOjtC38IE86E/5wSuXeoPeZ2Lm56L+q7Nc+Sx5OnP4lNa6Oiq4KH1z1Mp7eTbHM2H9Z8GNlPQuIvx/2FLe1bKEoqYlbGrJGSgV2cn0Oh6kvY9JIy+0IOKZWEjKnw9q3R+535MMz+Tu/jYADe/hGsfTKyyTHtW1yn62Fze2+qKr1azwuLX6AkueSgzVjdvJor37syattlEy/j9jm3R60pf3rL0/xu5e+i9rt3/r38evmvkVHipZMKT6LZ1cyGtt6p+TqVjhfOfIHS5CFbGy+i/TFgKLKvW/cPyAH2bBPz/IZS287ogBxg90fg2KeGd2dlbC3Iqi/A1QyVn8a+5tr/KSPo/dDkaooE5KDUN3147cPYdDYW5CyICshBWXe+b0AOEJSDB6xZ3uJu4bM9dYQnpk2k3dseMz2+wdUgapbvo9sTIBiSseoHPinGbtRS3+UZglYJwsA0uBqiAnJQOvVqHbUHOOL/2Tvr8Liq9I9/7ljc3d2aelN3oUWKQ7HiuugusMjCsruwxsL+dmHR4lK8aKFYBQp1SdO0cXd3n5n7++Mkk9zMpE3aTPV+nmeeZs5cm/Tm3POe836/by9uARC7BMZdCsETLQE5QE1LKV8PCCYAZGS6TF2KtvdzPmZe6DzOjj6b6vZqRUAOot8ralETwFROEMwm2Lvauj3nByFXG0z6J9DTqhg7lDo6WT1bS1tLKW8tx0HngLPBmV/KfmF60HQ2lW5SbCcjU9JSwktpL4mg/eQIyFXsRWUa7HodNv0DfvoXpH8qxqWD2fuOcmzaWgn7P1RsUuGfoAjIAbpMXUOOGQeS3ZBt1fZl3pfUdtZa3rf3tPNprrWPyJ6qPYS49WeMRntEKwJygG5z97CuQ0XlUNgjKD+UsGKEduEqh6W5vFeXI1trw0HUITcMqKlrQyOJkxdoHcEr0voz3wSR8jYMnHXOuOndrNqHKh/krHe2WZ/clu4cRA3JvnJFjV2NOOmcrLbRaXS46l2t2k9XSurbCfRwPKKUKh9XBzUoVzkhcNG72PSMOKLSZF0t0FCEs9ZAiEuw1ccDyzsBxLv1l+6xdT6dpFNLpKmcOGi0og60ZwTMvFNI0NyDhXzN1YaMyTu2X8LWixvWXjIDn619z+Ka9hqCbfwNOfceT/VbOE1pq4OGIujpBBd/cPQU6elzfgfOPspyaH0EjIOBfa/BRdzDA3Du6VRowPsYasw4EG9Ha4+RMLcwK015rGes1XaBLoE0dfZPxnaaOm2OM4dzHSoqh8IeQfmPkiT9TRoQBUiCx4ENdjjf6UlHo9CFvzgLnp8mZiA9I4WOvA9JgrOfFg9kgMZiUQYtZpCC4KynwDMUouYrO0GDC8y+B3TDM1ALcQvhoWkPKQ8ddRZxnrad3QNdAvnD9D8o2haHLybe23bN8oE1zr8t+BYfRx/Oi1Gm4t058U7C3W10+KcpJfXt+Ls5HNG+Pq4GKtSgXOUEINwtnHtT7lW0XZ5wOdEeh05ZtKJiH7x3OTwzHs8v7+XBiXeilfoDkIm+ExQr4V4OXpwZtsTyPsE7gcsTLlcc8vqx15PolTiy61BRsSeTVgpn691vihrR41ZA2DRRUnVg6SmdIyx8GLyjIelcS3N05vdcO+g+v2fSPZZnq7+zP4/MeIT1xeu5LOEyxd/QWJ+xmM1mErwSGOc7zq5fU+UEw2yGvI3w+jJ4diJ8dgv4xsO8+yHrG9j6vDAYTjpHGBH34egBU64TY9Y+nL3hzH8qzIZDq7N5MOV+xSnPjT6XOK/DVw8a5zuOMd79fkM6jY57p9yLm8FN0Xb1mKsVgXqwazCzg2fTYewfCxU3F/P7qb9XHP+cqHOI9bIO6FVURoI9NOUuwKvANCC1t3kCsAu4SZbl1tE612mt6cn8Bj64Qtl27rOQcJbQjbfXCYfLwHEiqJbl3vShJ2HsxeCfBMZOCJspNOX63sCtoUho042dYrbdP2lEl9Vp7CS7IZui5iJ8HH1I9Em0OUPZR7epm6z6LAqbC/F29CbROxEfJ58ht+8x9ZDVkEVBUwEBTgE46hypaKugsauRCI8IxvmOw0XvMuT+o8BJpSl/6ac89pc2sXLGIXS3Q1DT0sVfvz7IjkeWHH5jlROBU1oT2d7TTlZ9FiWtJfg7+ZPok2gz02ZImivgtSUiswggaCKmuKVkhU0kv7MWN50TST0m2n1iyG4pBCDBM5aIQKWZXFVbFel16VS1VRHiGkKyTzK+zuqK4DA4pe/PE4rU9+Hz25RtCx+Bn58SK5ZOXmLFMmKWeM4DtFaLZ39bLfjE0uQdQVZTPpXtlYS4hpDonah4tvY9iytaK3DUOVLZVomTzolA50Baja0keCecbGUD1fvzaKlMh1cWKNPQz/mPtX587v0w8Srh92E2Ca8PPxuLMWYTVKVDTRY4ukPgeDqcvMhuzKa4uRgfJx+SvJKspJFDXl5bJZn1mbT2tBLrGUu8V7xNU+G8xjxyGnLQa/SW+zi7IZu8pjzc9G4keifi4eBBVkOWuA5HHxK9E4dVPegoUDXlpwGjHpRbDixJ0UBvb88BWZbzR/scp3Wn+PkdkPqusi1kCly/TrhbDqa1Bl6eCy0VyvYzHher4SrD5aQKyh/8JA1ng5alyTbKkhwGo9nM9W/sJOOJM9Fr7ZFUozLKqIPKQ1G0Fd4YUKlz9j2w7UUwdSu3O/8FmHTVsb220wP1/jwWmE3w5nIo3qJsjz9TyN0qe7WwAclwww/gYNdJ7JMJ9f48Wg58Dh8PMGvTOcK0m2GLsrY9Lr5w26+2y6WpDIUalJ8G2G2k3RuE7wHqgFBJkuZJkjTPXuc7rWitBm8bjth+SaAZwmFb72RbM+4aMCqX1GXsory1XGEOU9dRR2VbJWbZrNyma3jGcSOlqq2KmvYauxz7ZKWwrg1/9yOrM67TaPByNlDV3DnKV6Wicgxpr4fGUlEXd+CqSGs1eITSNutuMm78hqKVHwr5jg1vjobOBipaKzAONtJUUTnR0GjB30ZZULcgaBvwfPSJtz2BD7R0tVDeWk5DZwPlreV09ChlTLae9wAms4nKtkrqO+uP+muonIQ4DvIsMnWDg7XPEJ6RwsegpVJpRDxMOo2dwxpLVrVVkduQS2vXoRN0a9prqGqrGvF1qKiMNqNep7wPSZKeBC4DDgDm3mYZ+Nle5zzl6WyC9M9EHfGZd4qAurW3I3Fwg6k3gmaIeRYHV1j0R3jngv6VId8EoTM7SvIb83ku9Tk2Fm8k1jOWR2c8SnlbOf/e9W+au5u5MvFKlkUu4/X01/mx+Eei3aN5aNpDpASmjEpNx/rOej7P/ZxX015Fp9Fxx6Q7OCvyLNV8iV6jtyMMygH83Bwoa+gg1Ev1aFQ5yTCbIH8TrHtQaGln/xbm3idSeAEOfsH+G9fyfs4avtt0N/4u/tx13j+Y5zOBPgufHlMPW8q38M8d/6S6vZoLYy/kurHXEeoWepy+lIrKMJh8DaR/LMYMIFYmfWL7M+X0zjD9FkU1gj72Vu3lmb3PcEb4GXxT8A0H6w4yLWga9065lwTvBKvn/UPTH2JKwBTKW8tZnbGaj7I+wtPRkwenPsjckLk4DBH4q5yCBIwVGRnZ34r3sllkcPqPgepe13StHhY9Cgc+hfWPC9f/uffBhCtsGxEOIq8xj+f2Psemkk3Ee8Xz4LQHmRyglBiZzWZ+LvuZ/+75L0XNRcwLmcfN429mrO9YxXYt3S18V/gd/9v7P7pN3dw07iYuiL3gkBJKFRV7Ys/09SxgvCzLXYfd+Ag57dKHstbB+73mKzpHmHkHeIaLFaDh6L9lWWh+qg+CwRkCJ4DX0ZmitXa3cveGu9lZtdPS9rspv+M/u/9jeT83ZC7dpm62V263tBk0Bj4890ObTpcj5YvcL3j010cVbc8sfIZF4YuG2OOoOGnS17uNZpL/9C2vXzcV3VCTNYfhhU25XDgphIsmq0HISYCafjmQin3wyiJlmcgFD0P4LGguoS1oEn/Lfpev8r+yfKyRNDy/6HnmhM4BYH/Nfq765ipLfVqAKxOv5PdTf2/l0q5yWNT781hSkyX0uEjg4gf5P4kgXDaL1XS3IBG8D6CwqZDL1l7GioQVfJ77OY1djZbPIt0jWXXGKh7e/DC7q3db2h21jnyw/APW5q/l1f2vKo731plvWQVMJzDq/TkatFSJvre9ttfXaDy0VQuvo+428E8UcsrVFyv3G4ZsqKWrhdvX364oveukc+LD5R8S5dGfPZpancqN391It7lfmjQtcBpPz38aL8d+/fmmkk3cteEuxTken/U4F8ZdOPLvbX/U9PXTAHsKRfOBIXKpVY6Ig1/2/2zshM3/hr3vwpjzhmfIJkkQNA4mXCacVo8yIAeoaKtQBOQeDh5UtCp162N8xigCchA1HQubCo/6/EazkTXZa6zavy/8/qiPfbJT0tCOr6vDEQfkAD4uBsoaRuDAnvMDvDwP/pcCv/5PuLGqqBwParKVATkIo0vPMJh4FSU6Dd8Vfqf42CybFbVmcxtzFQE5wGe5n1HbUYuKygmNX4IwdR17EWR+DZuf6jd73fh32P4SdLUpdilqLqLd2I6D1kERkAMUNhdS2FyoCMhBlIfKa8zj0xzr+s4ZdRmj/rVUTnDcAiB+KUy8UmRi6h3F4lHScjH2DJoA+z+23m/PW0qDOBuUt5UrAnKADmOH1VgyvylfEZAD7KjcQXFLsaJtQ7F1QaiPsz+me7DPiIrKMWLUp/olSfofIk29HUiVJGk9YFktl2X57tE+52mB2QxeNhy0feOH1pHboq0GTEZRlmIUcNI54axzpt3YDkBHTweuBpH8GeQSxMKwhQS7BOOmd6Olp0Wxb992A+kx9VDXWYezzhknnZPlZ3cHd9p62mjpbsHTwRPH3trpWklLtGc0e2v2Ko4T6R45Kt/vZKawto0gjyNPXQdRq7yovn14G+dtgM9uFdIKB3dRjqdsF1zyuqKsiYqKPaltr0VGxs/VDxzcqVrwAG2eIQTt/xynkh2gdYCmUhw1Bvxd/CltKVXs72Zwo6ZDaG99HH1w1DqyOHwx3k7e/Fr2K2bZbOl/VFROSJorxKq4i5947xFivY13DGiV5U77ai/rbYwpdJLO8ryP9Yxlov9EvB28CXQJJMQ1hCiPKCst+cBVSZXTiI4m6G4BlwDQ2RifetsoZekbr6xTbgMnnRNOOifiveKZ4DeB0pZSfi79GTeDG+097TR3N+Ph4IGb3lrH7m5wx1nnTGNXI13GLvyc/QhzC8PTwZMl4UvQaXRsLNlIlEcUOo2O6vZqdJLO3o7qKioK7LFSvgvYDXwJPAFs6X2/u/czlZHSWAw//EmkrLsMKL1jcBU68uHosrtaYN8H8PJ8eHEm/PIfkWZ0lIS4hijqNXabuwlyCWJl0koWhi1kbf5aSltKuW2CsjzLvJB5xHspS2AUNhXy+LbHOe/z8/gi9wv+vPXPnPf5edz5451sK9/Gnevv5NzPzuXBnx8kpyEHAEmSuDT+UkVdSS8HLxZF2CV1/aSioLYNvyOsUd6Hv5sDJcMJyrvb4PPfwJx7IXSqWKU54y/QUCjuXRUVO9PS3cKnOZ+yYu0KLv7yYr42NbP+ite4tXo9l+/5J08EhZJx1WpY+1v43xQiN/6TOyfeiTQgKzDROxFnvTOXfnkpl355KaWtJfx19hMcqDvAmuw1JPsk89j0R0dWik1F5VjRUgWb/08841+eD3vfE47YZpPS6VrvBLPusgqYYr1iOTvqbHZU7uDMyDMVn10Sfwk/FPzAv+b9C28nbz7K+ojvi76nqbuJp3Y+xTVjrmGsd79mN9o9Wq1Tfrohy1D4C7x9Ljw3FdbeA3W51tvFnylK8vVhcIVJVx92LBvmFsa/5/0bTwdPPsr6iMr2Sv4y6y+469357cbfsvyz5dy36T6CXYOZHjhdse9dk+6ipr2GlV+v5Pwvzue/u//LnJA5XJl4JT+X/cy3hd+yLHIZVyRcwRvpb3DRlxexYu0Kvsr7iraetiGuSEVldBn1lXJZlt8CkCTpHlmWnxn4mSRJau2tkWI2w87XYeuz4kE68w4xm+gWLIKfABsuq7Yo2SFWMfv48c/g6Akp1x/V5UmSxDnR5xDtES1qkzv5kOyTzLqCdTy580ncDe6YMPFNwTfcPeluOk2dGDQGUgJSFPXLO4wd/N/u/2NjyUamBU7j1/Jf+bX8VwAmBEzg9z//3pJOt6FkAyUtJby27DW8HL1I9k1m9dmryazPRKvRkuidqNAXna7k17QdlckbgJ+rA6XDSV/f8aqY6Q6a0N+mNcC8B+DreyF6AcSp9c5V7Mfuqt38aUv/BJBe78j9Pz+IURYp7F/lf0WXqYvH3QNwMXZC2ocscPXlhcXPU9hchIveBV8nX+5Yf4clZf0fO0TgXtpaitFs5Kv8r/DQGJjsPxmtrRUgFZXjSdbXsP4v4ueOBvjiN7DkL7Dp7yKDSasXq+dhMyBwrNXuHg4ePDD1AQ7WHaTH1MOyyGVkN2Sj0+jYWbkTR50j6fvT2VOzB4CD9Qcp2FPAtWOu5f6f7ufFJS9S2VaJi96FJO8kQtxsrNCrnLpUZ8C7F4GxNzk2dTV0NMLFrwofoz5aqyDlBpFBJ8vi3+aywx6+taeVV9NfZU917/1Xd5C/bf8bN427ia0VWwHYXLaZgqYCnln4DDkNOTR0NRDhHoGHwYOV61Za+va3Dr5FhHsEL+x7wXL8tw++TbBrMKvSVtFubKeJJv7wyx94aclLzA6ZPTq/IxWVQ2BPp5prgWcGtV1no03lULRWwZ43xc89HfDz0+Lnc/4z/IAcIMeGxnrX6zB+BRiOrk6pk86JyQGTLYYubd1trMkROu+UgBQ2l24mpzGHA3UHLPtcM+YapgROsbyvbKtkY8lGACb6T+SVtFcsnzlqHa30bTmNOZS2lFrS42K9Yon1OnrTuFOJvJpWFiYc3s30UPi6OVDd0onRZEY3VK1ykxG2vwDzH7L+zNEdZt0JX94Jd+wQ71VU7MD3Rco+rqa9xhKQ9/Fj8Y/cPONvJO5+GwCXLc8zJ+4s5oxZCcBtP9xmpSHfW72XRO9E0mvTAVhT+A3XJq0k0Fvtb1ROILpaYedr1u01GaJSy+Z/i/eRc2DK0JPxPk4+zA2dCwgjrBf3vWj57Nbxt/Jy2suK7TuMHcjI9Jh7KGku4ZKES476q6icpNRm9wfkfWR9LQJu37j+tvQ1kPaBcruwGZB0ns2KAH2Ut5ZbAvI+2o3tdJmU5yxtLaXN2MY5MedY2j7I/EDRt0e4R7ClfIvVOb7J/4YJ/hPYWr7V0ra5bLMalKscE0Y9fV2SpCskSfoKiJIk6csBr42AWrxypOidhEvqYDzDRX3H7mGm1XjYcM/2jgKNwbodRP3I9kP/d/WYeqhqq6K9p52a9hoaOxvFJWv1hLiKGfKGrgZ8nX2t9g1y6f9ONR01IAvND0B7TzvuDu5ISMwKnmVztl0n6XDW98+8Nnc1U91ebamJriLS149WU67XavB0MlB5qFrleRvAyUs4rdoiaKJwYN3496O6FpXTgLY60fcMQVdXK1UNebR3NFh9FuYahrvBnQtiL+CSuEtw1Dmi0+hYHL6YKxOvJMYzBi8HLwxIVM26nY7o+SJd0qHf28KWF4Wvk6+lbwPwd/RDqzFQ1ZBHV5fwyTCajVS1VdHS3WK1v4rKMUHrAF4DMsRc/GDytRA5F8VQz3+MKJXWUilWKYGW1mqqGvJo7my03MdVbVX4OPoo5B3dpm6cdE5Wp/Zx8kGn0eFiY4K/tqOWhk7rv1eVUxAHd5HJmXA2TLtFlEhz9BTSy4F4RYFXJPXn/ofa8/8n7kmfWLFi3lIlngM26NOUD0an0TEtcBpXJl7JlIApaCSNQtIIIgtkIM1dzfg5+VkdK9AlUNHfgxivmmUz1e3VNHf310bvGwOr6e0qo4U9Vsq3ABWAL/DvAe0tQJodzndq4+QJS5+A1Zf2ljLRwZlPwt63IW+jSGFf/BgETxz6GNWZ4OQtHtJtwsBIlFS709qEo7lCpBxte0F0pmf8BWKXiMmBARQ0FfDa/tfQSlo8HDz4Iu8LnPXO/G7y75gXOo8bx93I1vKtpFan8vupv2d35W6LG6aPow8zg2dS11HH1/lf83r66wS7BnPnpDv5+/a/s65gHdeNuQ4HnQPri9djMps4M/JMvi381nL+WyfcSrhbOD3mHraVb+P/dv8fNR01XBp/KSviVxDkOjpGdicr7d1GGjt68HU9+hqxAe4OFNe1D12rPO0DiJx36INMulqslqfcAH7xh95W5fSjuw2yvxOpt91tMOtu4dTrGmDZJLcqlVXpr7G5ahfjvBK4e8JtjA2eYfl8UfgiJEni05xPMZqNLItYxh+m/YEPsz5kZ+VO5oXO4+zIs1hd8B1f125ksv8Y7p65mkSf/vvxvNjz+Dzvc8sgy1XvyjifZL7I+wIACYm7J9/F33b9k23Ve5jpN4kbx9/Kl4XfsDZvLeHu4dyXch8pASlIw/H6UFEZLXR6mH0X5H4PMYvALwn2vQ9562HiVVCyHbrbIWw6vHYGdDRgXvRndvqF8FrGahZGnMFX+V9R2FTIvNB5RHlEUdRcxJNzn+TBzQ8iI/Nd4XfcOPZGnkt9znLaqYFTKW8p59HpjzLGqz97r6Gjga8Lvua19NcwaAzcNekuFoYvxEV/dJl5KicwQeNh+X9h12tQ9CvELBbyCc8wxWatY85lg18wz2W+i9Fs5OaZ13Jm0Ey8tjwHW54R2ZuL/wTxyxSZnKFuodwx8Q6e3vW0pW1J+BLG+IxhZ+VOvsj7gvF+43l63tNWE6zjfMcR7R5NfnM+IBaMFoQt4OuCry2ZmE46Jy6Nv5Q7N9xp2c/H0YeUgBSe3fMsH2d/TIBzAPel3EeYaxivpL/Cj0U/Eu8Vz++m/I6J/hNH9depcvphtzrlx4LTpk6kqUfUeKw+KFbIv30YqvtTwXHxg5s3WnV8ALQ3CI1PTUa/Hh0geiGEz7Defsuz8P0flW3XfQOR/ak7bT1t/HbDb8lsyOTC2At548Abis1fXfoq0wKnkVmfSVZDFq56V7wdvSluKcagNTDGewyRHpF8mvOpQgOa7JPMreNvpb6znkj3SH636XdEeUThanDFUetIvFc8naZOnHXOzA+dT7x3PGk1aVy97mrFCvnN427mrkl32WtQfFLUKU8va+LO9/bwj4vGH/WxVv2cx7LkQC6fZqOEnrEbnoqB858Xq+WH4sBnwrRw5SdHfU0qNjl56+zmb4K3z1e2Lf+PmMQBmloquGXDnRxszLZ87OngyQdLXiHENxGAn0t/5o71d1g+v2vSXby470WMA8qinRV5FqWtpeyv3Q9AgHMAq89eTYDLgOC/IZeM+gwkJBJ9EnE2mTlQl05LdythnjE8l7bKoqmd4DcBXydf1hevt+yv1+h5/5z3SfBOGJ3fzanDyXt/nizIMlSmQ9lOWPs75WcXvCjcsFdfZGnKuOo9rtz6KDePv5k30t+g09SfETUreBYms4lucze/mfAbshuyCXQJJMk7iYrWCvbV7kOWZUpaSvgi7wsMGgOvLH3FImP7POdz/rhFOZZ4ccmLzAmZY7/vf3So9+fRUp0BqxaIkr19JJ0LF74Chv6FnZ9y13Lnrw8rdv3n1Ic5Z+2j0D5glfzqzyFmoeVtXUcdz+19jiDXIDqNnThoHfBz8uOFfS9Q1d5vXBzhHsGby960ytIsbSnlYN1BWntaifOKI8k7ieLmYjLqMzDJJhK8Eoj3iierIYus+iz0Gj1jfcfycdbHvHnwTctxNJKGR6Y/whPbnrC0Oeuc+XD5h0R6RB7Rr24YqLO8pwF205RLktQCDI74mxAO7PfJspxvr3Ofcmj1EDpFvEp3KQNyEKvfdbm2g/LGIijv1eD06dElCUKmWm/bXm9bk1a8VRGUl7eWs61yG0sjlrKpdJPV5tsrtjM9aDpJPkkk+fTXT+97WAN0Gjv5IFOpKTpQd4BtFdt4ePrDbCnfQkNXA5cGXsoraa8gI/N90fdISMjIhLuHE+8dT1Z9llXK+odZH3J54uX4Ox+dnvpkJr+2jWBP6zSvI8HPzYGC2iHSs4p+AY+wwwfkAInL4YvbofBXxf2kokLueuu2Ha/AuEvBwY3SpgJFQA7Q2NVIYVO+JSj/vlCpKe8x9SgCchC68xvG3mAJyqvaqyhuKVYE5bb8KYJ7V9N3FHxvCcgBpgVO47V0ZZ/ZY+6hoKlADcpVjj2SJLxmvnvY+rOc9RC7UNGU11mLUTYiy7IiIAfYUr6FW8bfwqq0VXg5enFt8rWWz1q6W3h+7/OY6X/2dpu7yW/MZ3LAZLpN3XyU/ZHVJawvWn8iB+UqR0tNljIgB8hcC82lCk3596UbrXb9qHAdyyZcgW5rfxYGuT8qgvLC5kI+yRGT+n1jwdvG36YIyAGKmosoaS2xCspD3UIJdVNKOaM9o4n2VJZoS/ROJNFbPFcq2yqt7uW+VPaBtBvbyW/Kt2dQrnIaYE+jt/8CpcB7iBmey4EYYA/wOrDAjuc+dTE4C92N2aRsH6CLtGDsBiQR1Jt6+ttl2fb2Okfh6t5QqGx3UepuHNDipHOisasRH0cfCpoKFJ/b0ulYnUrSEeIaQkZ9hjim1oEFoQtICUgBsOiB2nvacTO4WXQ8fUYdfZ+7GfrrUUa5R5ESmIKEhIP26NO2T2byqlsIOErn9T4C3B3JqhxCK5v9/aGlEwPR6mHC5fDjn+DGH4ZXyk/l1Ka1Wmhh3W3ITTzCLXWUHfXO6CSdlXGb84BU2GDXYMVnWo3W6pCeDp5Wuu/B2sND4TQo9batpw0PgweeDp6kBKZQ3V7Nr2W/juiYKiqjikYLyReBWwBkfQvdraLdMwwGlvLTORDgFsolcZfgoLN+Xrrp3eg0imopTloxwdtj6qGxqxEXvQvuDu5WBqx9Pi9aSUuIa4hl8quP011Wdsrj4Cbuv5jFwseoaAu0VFhpyoOdAqx2DXXyQ1s7yIHdXdmnO+mccNQ6EuEewXi/8ZS2ltrs5yWko+6D6zvq0UpaHLQO+Dr5UtxSrPhcr7GuvqFKM1SOFnvUKe/jPFmWX5ZluUWW5WZZllcBy2RZ/hAYxrKaik28Y2HOfcq2CVeA76BVmZos+OoeWHc/TFfWCCf5IvBLtD62wRkWPNyf4g4iSA+f2f++dBehG//J3bEr2FW1i0Xhi9AN2N7H0YfpQcr6kLbQaXVck3wNBo2BaI9o7pp0F/lN+fx9x995Je0VfBx9WB69nHUF67gq6SrFvpP9J1tWoZJ9kol0j+Ta5GsZ7zee9cXryarPIqcxh5NZmnG0ZFW2EjJKK+UB7o4U1g2xUp63HoIn2/7MFlELRGaHrZXRQeQ05PC3bX/j4c0Ps75o/Wn9/3nK0VIJvz4LL8+D15cK/avLgFUNrQHm/BZ6g4Vw7wRuS7pacYizQhYQM2A1enH4YotZJIhsnDE+ygoVd0y8Q+FNsSL24hGtbER5J3BxxFmW998WfsufZ/2Z8X7j+bHoR+o663h0xqOWVRYVlWNKaw1sfwk2Pw3lqTD3PgiZDI4eIkhvrYDxl2H0jmbL8r/zVNpLbCzZiLvBnUl+kxSHuiLpCr4r/I47J91JmHsYeY15/GXrX7joy4v4185/8dfZf1WYbo3xHkOSt8iM02q0rExaqZgc93DwYEHogmPxW1A5XgSOg+XPiHJ8B78QGvOLXrXK4lwctkDRVztqHbks9kKkzK/7N3LxFd4IA4j3iucfc/9BpEckPxT9QLepm3iveC6Nu1Sx3bXJ1xLhHnFEX6G+o573Mt5jxdoVXL3uanZW7uTRGY8qDA+j3aOJ84pT7Dc3eK5Vm4rKSLGbplySpK3Af4A+AeklwL2yLM+QJClVluWJR3uO01bT094A5XuhPlesJoVMBld/5efvXtSfth6zCKLmiwGuV6QIotysZyoBsQJfsU9o2A0uEDKp31W7NhdeWQhdzbRGzeVA0jIqHJzx8Y6nvK0cF70LY33HDnuQK8symfWZlLaWct+m+xTlKu6edDcXxV5Eel06rT2tOOucqWirwN/Zn7E+Ywl0DbRsW9ZcxnP7nmNt/lpLm0Fj4P1z3ifee9RNxU4KTfmSf//EjXOjiPQ5+pnb9m4jd763l4OPL1Pq9Ftr4NmJcNlqMTs+XAp+htwfhA/CEKvla/PW8s8d/2Rh+ELcDe5sKtnEWN+x/G3O3xSTQCoKTh5N5LYX4dsBJfT0TnDVp9BULDJ8gsaLmvcD7o/mlkrSa1IpaikhyDmQsb5j8R3oNg3kNeaRXpuOSTYR4R7BD0U/4GHwoMvUhYvehe6uNmY4BZLdWkyo1onk6ny85/7eakXmUNQ3FpNem0ZZWwUJ3ol8UriOr/K/snxu0Bh475z31PR1a06e+/NkZc/b8OVdyrYLX4KGItj6PHQ1w4Wr2O/uy8rN9yqkX4/P+gsGjZ7GrmYCXALoMnbh6+xLsk8yJrOJW3+8VVHW1NvRm6fmPcX+2v34OPmQ7JNsFZRk1mVysP4gOo2OsT5jrdKETzDU+/Noqc6EVxaI8r19jLlA3IMDzYLzNpFnaiW9qxazbCbJKZBEs0ZkTJWnirFqyGTwVY7fWrtb+e3G37K9crulzU3vxttnvU1FWwWlraWEuYYx1ncsno6eR/QVPsv5jMe2PKZoe3nJyzjrncluyMbd4M4433F4OHhwsO4geU15BDgHkOyTrJBB2QE1tfA0wJ6j26sQNclfQGjLtwErJUlyAu481I4qh8HZC2IXAYtsf95Y2B+QgyhZlbcBVn7Wu98h0GhFZxhiY/WzLkc81AHXgs1ML9gsUpJv+QnC5o74a0iSRJJPEruqdlnVBv4g6wMujruY+WHzD3scM2bWFaxTtHWbu8lryrNHUH7C02MyU9zQTrDH6KyUOxt0OOg0VLd0KVPii34VJU9GEpADRMyG/R+JVfbYJVYf76rcxZM7n+T+qfdbSuvNCp7F86nP8/ftf+exmY9Z7aNyEtHeADtWKdt6OsT9NP/3Q+7m7hbILLczmXWIQ8d4xhDjGQPAuoJ1rM5YDYiSOUazEa2k5fyIS5ny83/6JT3JF48oKPf2DGeepzA9LG4p5uuCrxWfd5u7VU25yrGnu034MAwm/yfxt9X77Cb1PbJnXmPlxfL0rn/z2fmf2fRiOVB7QBGQA9R31mM0G7lx3I1DXlKiTyKJPmrWyGlDbZYyIAfI+AIWPaqsU77/I2JSVxOj0YGkAVM3hM+Ca78Sk7FDUNFWoQjIAVp6WihrLRvWWPFwdPR08H7m+1btm8s28+C0B63c1acFTWNa0LSjPq+KSh92S1+XZTlfluVzZVn2lWXZr/fnXFmWO2RZ/sVe5z3taasV6eeKFPRAURLF1V9oOM0jrOXdVgudzaC3odHR6KxrUI6QvjQmTwdPlkcvZ1nEMkJcQjD06knbutuo7xi6ZrpBa1CkQvVhq57l6UBRXTu+rgYMutH78w72dLI2eyv8BfyPYMCl0cLYi+Gnf1l91N7TzsObH+a65OssATmI/+Nbx9/K5tLNCqdrlZMQnQMMyHSx4OJzRIer76inrdtaXjHw77/P8M3DwQNDZ7PCY0N28KC+qZi2ga6/w8SgMSh8LWydW0XFLsiyeJ539WrGNXpwD7HezskTulrESuWYCyDpXFy0/c9sraRlbshcLo67GAeNbS8WR50jOsl6DcdR50hdRx0dgwMxldMHYxe0VIOxB2xpqg1uoHOgrbmC+vo80dY3CWo2ioAcRGWhw0zwGzQGHLQOxHrGcmHshUwNnIqENGr9rV6jJ9DZ+tl0OpsGqxxb7BaUS5LkJ0nSHyRJWiVJ0ut9L3ud77SnuQJ++a/QaG7+D8zsTWGbcAVMXAkhU+DbB+GlOfDDH6G+4JCHA6C1SqSZrloAb54DktZK48OCR2BQCulImeA3gQtiLuCS+EtIrU4ltymXSxMuRUJiS/kWbvr+JlasXcHr+1+3crwECHAJ4P6p9yvaBurbTjdyqlqGril+hAR6OJJfMyjwKd4K/slHdsDIedBUAsXKWe9X979KtGc04/2sS7k56525bux1/HXbX2nvaT+y86ocfwzOsOAh5QDM1V9kUIyA6vZqXtv/GivWruDm729ma/lWhdt6olcCSV7K1er7x9yA/76PLe8rzn+WF0u/59Lvr+c3G+5iZ9FGzCalmdyhCHQJ5PcpytX9Md5jVE25in1pLIGNfxfP+9UrhKGWVg+z7xb/9uHsDa4BQrY2/yGxkrnlWZJ7jIS7huLn5Mf9KffT3N3M1wVf83bG25S1llmdLtwtnJvG3aRoOyPiDPIa87j0K1HXeW/1Xjt/aZUTjsp0+Ow2eHk2fHW36MdDlSvHPWc/yZaGTG7adA8r1t/K67ufoTrpbHAYsJCic4SpNx3W/DXMPYx/zfsXCV4JbC7bjAYNT8x+YtS03DqtjuvGXqeQyHk4eDA7RK0Wo3JssKemfAuwGdgNWKzCZVleM1rnUDU9A9j8f7D+L/3v45bBtBuhZDdIstCTDVxNSr5Q1C3VH2KGcfsqWDconfSG78TsfGMJBCT3mshYr1KPlME1ywFeXPwid2y4Q5Fmd8/ke6wGByBMndJr08moz8DPyY9xfuMUK62jyAmvKf/PD1kU13ewIsVGibwj5Mt95TgbtPxxea9xVncb/CsaLn9fOQgcCVlfQ10+XCXKjdR11HHu5+fy2IzH8HEaetX01f2vMtZ3LHdNumvIbU5TTh5NpNkktIPle8DgCqEpyvTGYbBq3yr+l/o/y3uNpOGds97pn9Ap3kpZzrfsd/eh1tROotaNsTp3HHu6oD4Pk18i/+0u5c3s/tKMOo2O1YtfYkzw4c0q++gwdnCg9gAZ9Rn4O/kzzm+clRO8CnAy3Z8nMqYeWPcQ7Hq1v01rgJs3iEnSyn1QtkdkpIROBdks6kd/cn3/9hodJStep8Bg4Le/PkKPuT9z5PKEy3lg2gNW7tJNXU2k16aT25hLqGsolW2V/HPnPy2fO2odef+c963KCZ5EqPfnSGguh9eWisn1PvyTYdot0FopsjOcfUgLm8DVPyv9C+5JvoGboi+Aws3iWRAyRfiIHIa2njbu3XQvW8q3WNrcDe68f877hLuHj8rXMstmMusz2V+zHwetA+P8xlkkUccZVVN+GmBPTbmzLMsP2vH4Kn20VAvH1YHkfAeTr4XUd2DSSmVADnDwc1j4yNAD4fYG2P6idXvB5kPqPo+ETmMnH2d9rGgzaAwcqDtgpXtbnbGaC2IusKo/6ahzJCUwhZTAlFG9tpORjIoWEgKtU2qPhmAPR3YUDpAQlO0RBoBHGpCDKJuy7wOozQHfON4++DZTA6ceMiAHOD/mfP66/a+sTFqJl6NayOGkRKOF0CnidQTUdtTyXuZ7ijazbOZg3cH+oLw6k5DN/yVE0ogApadDyG0uehV+eJTqC1/gg4zPFccwmo3kNuSOKCh30jmpfY/KsaO5HPa8qWwzdQuTrcBxEDxJvAay913le7ORsE1Ps2/G1YqAHOCTnE+EfMhNOandt2I4O2Q2Rc1F3PvTvYrPO02d5DXlncxBucpIqMtTBuQA1QegpQx+fkqsfmv0HDjzD9bjuPwvuSDqHHwnXzOiU5a3lisCcoDm7mYKmgpGLSjXSBrG+IyxqtyhonIssGdJtLWSJJ090p0kSfKUJOkTSZIyJUnKkCRp5uH3Os3RGWBQkKpol2zodBy9xQC1o7G/raMB2hv7dekuNnQ0zqMTBDV3NVt0oDqNzkqzY5JNVjUfdZKOhWELrWoVqyjJrGwhbJTT14M9nZTp66W7+l35jxSdI8SfCVufo72nnU+yP2FpxNLD7ubn7MeUgCm8m/HuYbdVObFpaqk4Mi231mBzQsZF7wKdLaJfc/AQjbK533zI0V30bckXYpBFoBHgHMC50ecyK3gWGkmD05F4ZMgytNVBt6qtVbEzOgehEx+MLc+XPpxtTHQ6++DvEszy6OX4OvWPH9wN7ujQiHGA2WS9H+CgccBV72rV7qg9On8ZlROMtjroHkIqZivLUpKEcZssiz7X2ImLjXrhXgYPDDonWttqaW6tUn7YXC4qu9jAoDFg0BiIdI/kvJjzmOwvDIkdj9LXSEXlRMGeQfk9iMC8U5KkZkmSWiRJah7Gfs8A38qynAhMADLseI2nBlqDqEc6UI/jHgJe0bD4MWguUzpaBo6HZX+Fj66FVxdBxlrY+Soc+Aw+ua5Xl/40zLtPdLB9uPhC5JyjutTGzkbWZK/hym+u5IbvbmBTySaMZiPXJF+j0PE465wZ7zfeYroR6hrKvSn3ktOQw3XfXsdbB96yqS8/3enoNlHV3EmQ5+g+pALcHalp7aKzp3eQVroDfEZBx5VwNqSv4fvMD4n1jB22ocqyiGV8kPmBqi0/SalvLOb9tFe54ocbuXn97fyS/x09Qw3+bOBucOe3k3+rqB0b6BzIeL0nvL4MXlsC3S0waUBtc40Wzn8BDnwK+ZvwydvI49P/wKLwReyu2k17Tzt/mPYHkn3HjezLNBQLfe+qefDhVVCyY2T7q6iMBLdAWPK4ss0vyXb6b2st7H1HBOxO/ZNYJq9Idsy+lRdyPmRv9V6WRS7jgtgLAFiZtJLPM1ZTuvdN+P5RsSI6iEDXQO6dolwpV70UTiGaSuGnp0R5s/dWCPf+wVJX3wQYf5mybeotQtrYh6mbCR4xBDr1P9clJO4efyu7avZy7Q+3sPKHm/ny4Gqaa7Ngy3PCv+jdC2H/J9ChDBlC3UJ5ct6TjPcbz/aK7TjqHHli1hPEear1wVVODeymKT8SJEnyAFKBaHkYF3baa3r6yNskTNwmXAFt1WIGM2wmxC0RNX8r9kJLJbTXi9nvgDHwwZViXxdf4cyu0cPOV6Czqf+4KTfB+BVQtkuYcoRNA7+jK/PzRe4XPPrro4q215a+RkpgCgfrDpJWk4Zeq2ei30TivOIobCoktToVZ70zD/z8ACa5f+Z+KH25nTmhNeWpJY3c91Eqf71ghIHFMHjo0zRevGoKY4Ld4ekEOOPxEZWSGpJf/8vb7YUYZ97BOL/hX/cLqS+wNGIpVyRdcfTXcGpw0mgiP0x7jb/u/a/lvYTEmwv/x+Tw4Ze16TH1kF6XTlpNGh4GDyY6BRD5xnn9br4AF74MPZ1iYjJqHnzzANQcBMDsG8czUy7k9QGacr1Gz+qzV5PkM0yTSGM3fPN7ZTqx3qlX36umPw7ipLk/T2hMRtjyP/HbbKkU2R/GbvGsDhhkvJneO9FucBUmcMYu0LuQHjGZq3+6V5F1dl3ydYS4hPBV/lek1aZxTsh8/lKSh4POCS59CxyVkqj2nnb21+7nQO0BAl0CmeA3wSrl/SRDvT9BZEf8+GfY8mx/m9YAN623nvhpqRRZc7U5ohJLaIpYIS/ZKVLbgydCyBQK67NJrTtAU3cL433G0CNpuHGjsjLyv6c9ytI1d4l7tI/L34fE/oTb9p52fv/T7/m57GdLm4eDB++f/T5h7qPnoXOComrKTwPspimXJElC1CqPkmX5CUmSwoAgWZYPtYwQBdQAb0iSNAFhEnePLMvW9W5U+slcCzWZ8OOfxMPX1AVBP0PUXJHqFjZIH/n9gKA4ZhEc/BLGX6oMyEEYyUy/GWbeMSqX2dHTYakbPJCfS39mWtA0xvqOZazvWMVnkR6RRHpE8lHWR4qAHODdg+9yQewFitS7052MimbCvEc3db2PEE8ncqpbGOPeCT1t4BY0KsetCEvhrM0/kT/CVZbF4YtZnbGayxMvRzqMa6vKiUNzayXv5H2maJOR2VW9Z0RBuV6rZ5L/JCb59+pnv7hTGZAD7HkbrvkStDoo2W4JyAGqk87h/fwvFJv3mHvIacwZflDeXCZ8OxQH6RD6XjUoV7EHLeWw6W/C8M3BTdxvZiMEjLUOyg9+Lv7tbhXZHDoHiFpAdmCklQzss9zPODvqbNJq0wD4puxnbou5ksgN/4DGIghUPpud9c5MD5rO9KDh+y+onAQ0V8COVco2UzdUH7QOyt0CIWm59TE8lfruyKApRAb1+4c8tsnal+j9gm9YFDoNXeHm/sa89YqgvKy1TBGQgzAgzG/KPx2CcpXTAHumr78AzAR6l2RpBZ4/zD46YDLwoizLk4A24KGBG0iSdIskSbskSdpVU2Nbd3La4eLX/3N3q3hYuwb0a8m7WkWd8T4G6s+7WsDRw7buXO8EGsOoXaZWo7UZQA/HrMtWHUp3g7uVQ2yPuYfGzkZMQ2jh7M3xvj8PlDWNup68jyAPR7IrW4Rrtm/8YcuXDJeNbcUYHdzxLh5Z2m+8VzwyMtsrtx9+YxXg+N+fADqtA15664oN7jY0qiPC1Yb0wTWoX4IzqA/RdzbjbnDH18mXs6LOYlrgNCQk27rYng6l/0YfWr2owzuYQ1W1UBmSE+H+POHR6PvLSXW1iIAcxD3X2aTUAA/2mjF2gcEZRxv3p7vBndZuUfN8nO84zos5D4POWdzjOtv1y083Tov7U2cYwrNg9Po0HxtjPj9HDzRdLcpGJ2/lJWj06DV6Qt1COTvqbMb7ikkCVVOucqpgz6B8uizLdwCdALIsNwCHi/BKgVJZlvtG2Z8ggnQLsiyvkmU5RZblFD8/P6sDnJZEzBIz5n1odDDzdvGwzv4O3j4fXjsDUt8TruqxS0QgDpC7XqS9NZUqdecAC/4g6puOEgatgRvG3oB2wASAm96NOSGH16mP8x1HgHOAou13U36HR5+ZE5DTkMPjWx/niq+v4MmdT1LQOIxa7KPM8b4/08ubCbfTSnmolzNZVS2ijJVX9Kgc0ySb2FaxnZao2QTs/+zwOwxAkiTmhc7jg8wPDr+xCnD8708AZycvfpN8PZoBfhWeDp6kBByZE7uFpPPAMMAcUqsXmT6a3vP4xMKU/rJQPumf8aeU33Nm5JkcqBWVHh6Z/gjJ3gNWG2VZ1IB+/0p4ZSH8+qwwIurDIxTOGFCKEsQKeeDoy0dOB06E+/OExz0Ilv5V2eYbD5IOXl0M714M+ZvE5HzyBUoDOK0BJl9Dsneyxa+ljysSr+DXsl+5P+V+vB292V21mw9MNRSteBO8ouz9rU4KTov709UfznhC2eYVbT0+PArOCFukWGjRaXRcEXMRmqr9/Rs5ekDMQsV+YW5h/HPOP5gaMJW0mjQ8HT35y8w/E+upOv6rnBrYsyRajyRJWkAGkCTJDzAfagdZlislSSqRJClBluUsYDFw8FD7nPbUZMFnt8Lse8RquNkoOs/gyVC6U5h09PH5b0Q5oPGXwvXrxGCzpx3CZ4vtWxcLzXlrFYTPgJCU/gHtKDHJfxJvn/U2u6t246RzYrL/ZOK94w+7X6RHJK8sfYU9VXuo76xncsBkxvr0p9NVtVdxz8Z7KGkRJiPvZ75PWk0aLy15CU9Hz1H9DicqZrNMdlULdyywzwMq1MuJz/aWgX4PBE06/A7DIKMuE3eDG3L4TJxzNuLQWEqXZ+iw958RNIOHNj9EXUfdYUupqZw4TA2dw1sLn2N39R5c9a5M8Z9MbOBR3lPBE+GGb6FwC5h7IGI2BE3s/9zgDAsfFpOSlemYQ6ewt3afxcW/uKWYtJo0Ji6JFkaZAJVpYlKzLy3+hz+K8pILHurPFBl7sZi8LNkhgvTwmeJfFRV7kXS+uEdLdghfDycv+OjKXrf0HHjnQrjhOyFhu+oTKN4qPgufCZFziKhMY1XgEvYadNQa25js4EuAQxBRc//GI788Qn2nKH/5RmspuZ11PBW9EBetPYeLKicUiefAtV9B8XYxCRQ+c1QXaMYYZd6Z/hd2NRdglI1M8YhjDI699+o2sSofPlOMQwfQ1dXMV7mfsan8VwBKW0tJq0ljqvcY9fmvckpgz172WeAzwF+SpL8BlwCPHnoXAO4CVkuSZADygesPs/3pTXWG0DVu+KtYJZK0sONl0aFlfmO9/fYXIelcoT0brD87Bmg1Wsb7je+vJTwCojyiiPKwPWNf1FRkCcj7OFB3gOKW4tMmKC+sa8PVQYero33+rAM9HKls7qSz/CCOyZeMyjG3VWwlwTsBWaunMXwa/ge+pGT27cPe31nvzET/iXyZ9yXXj1W7ipMFvd6JiWFzmRg2d3QPHDhevIbCNUBoIJOWU12fw7s7HlF83G3uJrshh4SgqaKh6oC1Tn3bCzD5WvDoNTl0cIPoBeKlonIscHCB6Pni1V4PryxSli+TzSIQD5sGkbPFayCVaUSt/ztROkcRAHU0gLM3hZe9agnI+9hcvpnSllISvI/O5FXlJMLgIowxo+bZ5/ipq0nY+w4JLn4is7OlAiLmwDVfCJ+jIShrzLME5H00djWS35BDmO8wfUBUVE5g7Ja+LsvyauAB4B9ABXAB8Ouh9undL7U3PWi8LMsX9Ka9n5C0dxtp7z7ONbMHamm626CrWaSrafW2dUEufrb1490dQntuC1mGjiaRDjeIHnMPzV3NHM4sv9PYaalLPlp0m7otGjiD1loZISHZbD9VOVDeTJSvy+E3PEJ0Gg3B7gZyO1zBLeDwOxwGo9nI3ppUEnoN3prCp+Ob/QPSQPfVYTAnZA5rctYc9h5UOUXpbBEO6700tVbR2FJhed9t6qZlsFYR0GsNNmstOwzsM2xpFR3dQae3bj8GdPaYaOuy7odVlLR3G2nrOs7PZnvS0QTGHvGvJImVzcg5Sp8PB2vfBgt9Ke3GThGQAzh44GDDT0Gn0Z1Wz9FjTVtXT3+p0RONzmalG7otjD1C0mMawd+bS6/XQVuNCMhBpM1Lhw5J9FqDlY8QgIPWgR5jD9Xt1RjN9vu7b+luoWuE4xMVlZFg13wkWZYzgcy+95IkFQPhQ+9xctDaZWRzdg0v/ZSHJEncviCGOXG+OBuOQ3pX4DihYawekOV/7v+EltzZS7ix9wauaLQw8y7lgNLYDYW/wM9PiYB+1l0Qt0zsC1BfAKmrRQ3z0KlCq967EpVZl8k7B98hrTaNZZHLOD/2fMLclA6YRrORPVV7WJW2ivrOeq5KuopFYYvwcjq8udtQmGUze6v38tr+1yhvK+fyhMuZGzKXJeFL+LH4R8t2K+JXEOkeecTnOdnYX9ZEuI999OR9hDp1k62ZxNjDPDyHQ0Z9Bj6O3rj3GmX1OHvT4RmOT+5GahPPHPZx4jzj6DZ1s792/xFlYKicpLRWQcZaUcrRLYSmxX9gS2cl72Ssxmg2cnnCCuI8Ynn94FvkNeVxYeyFnBV1FoEuQkvr4xHBveNu4eEdf7McMsQ5iCTvAa7pQRPBPRSaS/vblvxFaa55DOgxmdleUM/zG3JpaO/mxjlRLEkKwMtFDZYG0tFjZEtuHc9tzMVoMnPb/Fjmx/vi6nh8JlFGncZi2PehkJ1JiPvfOxriz4SGQlj2d+F7YOqySv1VEDwR3IKFk3sfS/5MjE8ik/0ns6d6j6X5mjHXEOqmyjFGm4b2btZnVPPq5ny8nA3csTCW6dHe6LX2tHoaJs3lYsy35y2hJ5/7O+sqPiBKn+16HUq3Q8RcmHIthEy23m4wSefB9pfFfQxitXz6LYeVS4Z6JXBzwpW8kPGWpW2ydzKursE8vv1x9lbvZWrAVC6Ku2hE5VUPR3V7NT8W/ciHWR8S6hrKTeNuYqL/RLXqi8qoc0zrlEuSVCLL8qjVLThedSLXZ1Rx41vK8751w1Tmx9tw/z0W1OcLfXh9gUg3qjoA3z0Mjp4iyO6oF7PmMYuEdnygNqxoC7x5tlgN7+OiVTD+MrHy/uktouRaHy5+cNN6SnVarvrmKkWq2+Lwxfxjzj9wGuDSmVaTxjXrrlGUM/vjjD+yImGA1n2EHKg9wMp1KxUzovdOuZezos4itTqVrIYskn2Smeg3Ed/B7rNHzwlbp/yKVduYE+vL5Igjn/A4HJ9/+y3uXZU8cuG0oz7W6+lvoNNomRbYfyyXqoN452/m4CUvjuhYa/PXIiHx51l/PurrOok5versbnkOvu9PP19/9Wp++8vDik1+O/m3PJ/6PD1msbp89ZiruXfKveg0og9sb68nrWo3u6r3EODkR0pgClH+gyZ2anPExGVzuViNDE1RGsodA3YV1nPpy1sV3fS/Lh7PiqknVRkgu9+fv+TUsPI1ZRWHVVdPYWly4BB7nEQYu2DtvVC2U0yQ7323/zO9M8z5Lfz8NFzyhgjUAw5Tkq8mG4p+EbWmI+dA6FQONOXzXeF36LV6atprCHENocvUxWUJlxHgcvTZUSc4x7T//HhXCb//JK3/5BJ8fOtMUiK9D7HXMcBsho1/g81P97fpHEWd8oFl8eryYPUlYvzZR9BEuHz18Dw1ylOhcLNYYY+aK8amw/AwamwuZV/1XlJr9hPtEUGc3wR+/8vDFDYXWraJ94rn2YXPEuIWcvjrOAyyLLMqbRXPpT5naTNoDLx79rvDL505OqgzAKcBx3pp95TIL129vdiqbc2u0uMXlHtHixdAaw180avJ7WyEDU+IgHzpX4W+bDC5PyoDcoAtz0PicjHzPjAgB5FuVJNFvrOjlfZsffF6SltLifOKs7Ttrd5rVV/8zQNvsjRi6RFrvQ/WHbRKUXrrwFssj1nOmVFncmbU8FdZTxVkWeZAeRNXz4yw63lCjcXsMB79OUy92Q5XJV2laG/zTyQg/Qucq7No9x++hnFW8Cz+suUvPDTtIbU8yulAazVs/V//+9gl/Fj2i9Vmv5T9wkT/ieys3AnAB5kfcGXilZaVP2dnb2ZEncGMqDOGPpdvnHgdR7bm1Vl1069szuessYG4OZ0iq8CjwBf7yq3a3t5ayOKkALSak3xM21gM+96DWXcLX4OB9LQLTbmpW5TuO1xADuAXL14DyGvK440Db6DX6PFw8KC+sx6zbGZ60PTTISg/ZrR09vDK5nxFmyzDr7m1xz8obym3vr+MnWKxZ2BQXpOpDMgBKlKF+fBwgvLgieI1QjzdQ5nvHsr82HMB2Fi8URGQA2Q3ZFPQVDAqQXl1ezVvH3xb0Sa8R7KPdVCuchow6kG5JEn/w3bwLQGeo32+44GnsxgEeTnrSYn0pqGtm4nhnnT2mHDU29Br24PuNlGvVDcofVGrFynrA+lqHlqrM3hb6K9brtGLtKK+ANjgKkzi3ALQy9b6cJ1GZ1mBshzKRoDkpnezqQsaLg42aqY66Z2O6pgnO6UNHei1Gryc7ZvOGt6RwTudR28QmNuQg6vBFc8BJe0AkDQ0RkwnIP1zChY9OOzjeTt6E+kRycaSjZwVddZRX5/KiYksy7Qb23HU6NEO7Ls6m23qw510TjR0NSje6yStqO+sd+lfmelqBa3DcdOK99HW1YODTotuUAqri4P1o9rDSYdWO/JAs9towiSD07F6Vh1DPJ2s+z9PJwN98XiP0Uy3yWz5fRpNZrqMJlwcTqBnh9kkgmyDq1IjrtGJFUtjp8jU6Og1IHT0hIiZ4B0D8x8Spf8G09Mpoj7DoWtNO2jFs7XH3ENtRy0AOkl3Wj9b7YFWI+FhYzLNtfe+bOsyYtBq0Ov6+4G2rh4c9Tr7Ty5pdOL+0jkIw+C2aijdZV2rvs9nwDcOfBNE0N5QINq7O6CzQVQGsDND+R3otXqMZiNdpi5c9Eee2aTT6HDSOdHc3Tys86qoHA32EK/sAnbbeO1COKuf9Fw5LZzLp4ZyaUoYTnoN500I5uv9FVz92nbWZ1TRYU/zt9Zq2P0WvL4MPr5WlI8YuITi5AmL/qjcx9nHepW8rU7ULXdwUwbmkgRz7wO9I3hHwezfivb4ZXDe/8QAYNfrxDXXMd4rUXHIG8beYKUpj/eMx92gNJy5feLtuBxF+uc433H4OCrLX/xu8u/wdPA84mOe7KSXNRHtZ+eUWmMHvh2FtBq1NHUdXdLL7qrdxHrE2PysKWwanoW/ou1sGtExZwbN5NOcT4/qulROXIqbi3k+9XlWfrOSf6a9QM75/xWTkAClO1gSON0SVABoJS3zQueRXptuabt7/G0E7lkNry6B7x+Fin2w41XRn356o9BIHgdK69t5YWMuF76whYc/3c+BcuW9PzPGB7cBgbkkwV2L4kbkY9LVY+Ln7Bque2MnV6zaytdp5bR0nFqmccvHB+EwIJDRaSSunRUJwO6ieu58fy+XvLSFD3cUs7e4gYc+3c9FL2zlxU15lDW0H6erHkDVQVj3ILx2Bmz8u3Il0jMC5j8IBz6FlBtF29iLIeUGaCqF9DXgFiQqrGR/J/xiejog+3t49yJR2i/jqyENXTPqMtCiZYy3cpX90oRLVef1UcbZoOPOhbGKORc3Bx3Torx5c0shF7+4hXs+3EtqcQMl9W3854dsLnxhC3/8PJ3MiuahDzwauAWKsd6kq0V2hpMXnP1vCB5UsjIgGc59RqSd1+UKCcRFr4nx6Oe3wbsXw/q/ijR1OxLvFc/cEGUVj2WRy/AwePDnLX/m6m+u5vX9r1Peap1FMxx8nHz43ZTfKdr8nfyt/k5UVEaDY6opH22OlybSaDTz1PdZvLI5nwfOTOSf6zIVn799wzTmxdvJCGiQjhKtAW78QZkG1NMhZjbzNoCrH0QtsE5n2/UGrP2t6HBn3SWCfb2TMIwJnty/At9WK47V1Qz7PxZlVmb8Bn76F2Vz7mKnmxc5HTVMCZvDpJDZeDn265krWiu45YdbWB69nKbuJtp62hjnM44lEUuOukxZXmMe2yq2Ud1ezazgWUzwm3Cs0pZPSE35k+syqW7p5JIpdtSY1mTAr8/wF9MN/GW2I9ODjyzRRkbm/p9+z3kx5xHgbFvyEZj6IS3BE6mcdNmwj9tl6uL3P/2eLy74Av8hjnuKc8pqylu7W7nvp/vYUr7F0hbiEsxb4+4mIHOdyO7xS2BnQCxbK3fQbe5hVuB0QmoL2NZVRWlXA9NdQpnYZcQ19T2RegnglygmLPf0pifqnYR28hiWi+wymnjks3Q+2d1vJuflrOezO2YT6dM/0ZZR0cwvObU0d/QwN96PiWEeGHTDX+3enl/H5a9sU8zhvnDVZM4eFzQq32MY2P3+lGWZ9LImfs6pxWgyMy/ej/GhnmRWNnPRC1voMpoBuH1BDO/tKKaxvX9S4rKUUB6/YCwOI/idjipNZfD6mdA0QB4XvQhWvCUc/wHaG6BkO9QXgmcwVKQJk9Y+dA4w7wHY9A+46mNAA++crzzPFR9CglLiVdRUxJXfXElzdzNPzH6Cxs5GCpsLmeA3gYm+E4nysl2K9BTjmPaf3UYT+0qa+DmnBndHPQsS/PhiXznPbci1bOOk1/LY8jE8/Nl+S1ughwNrbptNiNehsx6OGLNZ3D8//6u/Te8MN/2o7BdbquCtc6E2q7/t8vfgizv6Hf0Bxl8OZ/0LnAZlxY0ieY157KraRVZ9FmN8xjDGewy3/HgLTV39k5sXxV7EIzMeOaIV7vaedtJq0thasZVA50CmB00n2jN6NL/CcDjJ9Tcqw8Ee6etfcQjtuCzL5432OY81VS2dvLmlkHEhHmzLq7P6/KNdJfYJyluqYcuzyjZTt5iJHBiU652EcUbUEDWA2+v7j9PRAOsfF8H5oj9ZO7a6+IoUpr1vQ873wjUz4ysAQn75HyF6J7ESL/lCzHLFrnlNeRQ2F/Jc6nO46d1w1Dnyac6njPMbd9RBeYxnDDGetldaT0dSSxqZEzvqpnZK6vLALYgwk4asejPTjzAzraSlFBnzIQPnxsiZBO15n8oJl4iqAcPAQetASkAKX+V9xY3jbjyyi1M5ISlpKVEE5ABlbeXkN2QRkPujpRzk1OX/ZWrKb8UGu9+Er+4hwuAiMnxayoUkZ+Yd/UF5TSaMGRC09HRAZfoxDcpL6ztYs6dU0dbQ3kNOVYsiKE8Kcicp6BBlrg7DdwcqrXTpr/9SwJIk/xEF9ycykiQxLtSTcaGeivaD5c2WgBxAr9UoAnKAj3eXcuv8GKL9bEi6jgW12cqAHCB/g0gJDpog3jt79QfULZWwVrmCh7FLpLfLZijeAbayjXa+AnFLFaZauY25lvTcP/76R9wN7kR7RHNd8nVEekSO0hdUGYhBp2VqlDdTo4SGvKyhnVcH6cw7ekxUNncq2iqbusitbrFfUN5SDtueV7b1tFv3i3W5yoAcoLlCGZADpH8sMjvCj94cdigGjwc3FG9QBOQAn+d9zvVjrz+i+9lZ78yM4BnMCD5ERQMVlVHAHkZvTx9+k5MbrUaDo15LZ48ZR4P1YMbdXuVXNNr++qIDGaz16WkHSQfIQh9k6lLup9EJPeVAOhpAGjRi62kHraM4r6QV+xk7RdBv2aZDpM4ZrFepB+rQWnpaaOlpQStpLbpzs2ymy9ilcGtXGTnHyuSNujxwDSDULJFee+R1VVOrU4n1iD3ktG+nZzgmBze8CrfQED3E5JINZgbP5L3M97hh7A1quZJTCJ1Gh4SEPGi+V4/UX+cWRH9l6hbTwr0rIibvGHrcg3DsaRfByuA6s4Pvk2OsFdRqJAxajSJoBEa9NJKrDV26q6P4vZ7qGHTK36WtrkGv1RxfMzitjXGDJInn7mB62oVPjK3xgEYr7nO9Axh7n9/hs8T2xVvAwcPqF+Dh4MHckLnsq9lHc3czzd3NZNZnoh3mhKjK0TNwXDkQW/fq4Pt5VNHoxBive5BvUF/2ZN+40Nb9qrVxr2oNQ0+s9/XVg72RjpK+MWacZxyBLoEcqDtAW08bWkm9n1VObEb9L1uW5Z8O9Rrt8x0PAj0ceeDMBLKqWkiJ8EI34EGu10pcPOXoHR9t4uIDi23oxfvqQtYXwPZVQiv+4dWQ+gF8cSe8tgy2viCCZxCpcAuVpYNw9BQr4gANRbD5P2K/dQ+K/XxjYeKVkL8Rki9S7uvgBlHzrS431jOWCX4TFG1XJV1FuFs4uQ25PLXzKa5edzWr0lZR2lJqtb/K8DhWJm/U5YF7CGHuGjLrjzwo31O9hxhPG2ZEg2iImkXAvo9HdOxYz1i6Td0KHbHKyU+4WziXxV+qaEvxn0R0ZUZ/Q9gMcPaE1ZeJlF2PMA5c8AyPxU3iGjd4f/7tVC//Pzj4ef8+sWeIFOA+3IIg6NjWug/zduY3C5RZP4mBriQGuo3qeZaMCcBR3//I10hwy9xohZnUqcq4EA98Xfv7x/q2bmL9lSvidy2KJczLRpB7rPBLFLWeBzJuBRRuEauSIJ7FW58Xz+af/y005gNx8RVGcY4e4u9hzHmw5C+ALCbnFz4KM25TRHoHag+wJmcNdR11XBJ/CefHiMyRWyfcSoirncYyKlYEejjywDKldj/Iw5EIb+U9OTnckzj/0e0bFLgFiqxJRVuwqPAzcFyod4G4ZcrtXAP6KwH1MeMOCBxUM7ynS8grV6+Ady6AzG+G9Do4EhK8Enhk+iNEe0ZT01HDOdHn8MTsJ0bFjV1FxZ7YrSSaJElxwD+AMYBlGVWW5WMuxLAH540PJsTTidTiBp67chL7S5vQaTUsTPRjfIin/U4cfyZc/Tnk/iAGkLFLwC8BOpvh6/sgegH8+BjMuRfW/6k/lagyTQRVZ/5TOAzHLIJrvxIp6c6+4jj+SWJ29IfH+geulWnC8C31PZh9D/gnC/35JW9A2e7efRdbd7oIg4x/zv0n2yu3k1mXybTAaUwKmERdZx13briTstYyALIaskivTecfc/9xVC6Zpyv7j4XJm9kkBoRugYSZNeQ2mDHLMpoRrkY3dDVS3V5N6DAeji2B4/DLWIdLVQZtAcMrPSJJEjOCZrAmZw3j/KzvSZWTEwdjN7eaXEgZcxO7WksY4xzENK073h6R4OQnBpJ+iaJubi/55du5qWgNrT1isJdRn0FV4lXcNetutGW7wC9J9J21OWJi0cVXTE621YLPsZPGaDUS18yMYEyQO7/m1hIf4MacWF8CPUY3g2h8qCcf3zqTTdk1dHSbWJToz4Qwz1E9x4lKtJ8r7988g59zaihv7GR+vB/XzIxge3492VUtzI71ZWqkN5rjuVLu4gsXvgD5m6DwF/HcrcuDdfdDSApc8QFs/jfsel1s31YDXuGw9AmoLwL3QPAIE/uc95xYRe9sFIaGfRRvgys/srzNa8zjhu9uoN0oTO4O1h9kZdJKVi1ZRZJvEpqhqrao2IVzxwcT5OnE5uwawrydmRvni6eTgReumsy2vDqSQ9yZFeODr5t1BZpRJfkC4Zye+yN4RQop5Ob/iFR0EOPCzLWwcg0kXyjGgmHTxXhw0R+FQWF9vmjTGkR20sDV8NLt8M6F/e+LfhX3d8LoVE7pMnXxfOrzNHY1ApBZn8nFcRezOHyx6pquckJjzzrlbwB/Av4DLASuxz5u78cFNyc9CxL8WZAgdLFnjj1GZjkGF4hZKF4DaSgQs+mufsL9UqOz1vbseQNm/kaUTNE7QdQ88VIcp1C5kuTsA/V5ULUfPr1JdNCOHlDwM1zzOTgcWn8X6hYqagIPKPO7pXyLJSDvY2PJRkpbSlWX1yNgX0kjET52DsqbioWzv84BV8DFIFHSLBPhMbJB7L6aVKI9ooeXRqbR0hA9l6A975F71hPDPsfskNn8ZctfeHDagzjpVGnEKUFDAb4//oVlWj3L3EPExGBPO1z9BSz7m9jmK6W+NkevswTkfbyT/TGXhl1ESOkuiDsLPv8NdLeCR7gIYDqbwNkbwqcfoy8m8HZxYGlyIEuTA+16Hlt669OFuAA34gKUK4yx9lxxPBI8w0V5qc3/Fi7rpl7de9ku8Rze81b/tglnwy//Jybimysg/RPwjYeOOmHStfRvIntuMDteERkiGg3ZDdmWgLyPj7M/5uoxV5/W1UyOF25OehYm+LMwQem3cva4oGNpyCiyKeOWiBeIcmfpg7LWWsqhuRwmXiFeIAwzv7xLLBh5R0Pah4AsJjkHVgBKt1ElZfvL4r60lQI/QvIa8ywBeR+f536ueiSonPDYM0h2kmV5PcLhvUiW5T8D59jxfCcNsizTbRLpv93GEaYBy7LQ4QxG0oG5R9QxBdtCJK1BaMMH09MtyqeACOb79D8+cTDxGrGK1EdDoSgjJElD1z4/DDrJutPVSBpV73OE7CttJMrXzkF5XR549K9uR7pryKgbeQr7nqq9RHsO38m3MWwqbpXpODYUDXsfb0dvoj2j+bHoxxFfn8pxxmzqD0RAOAF3t4l+TZKEIaVPDLj2Dlp1DmJ7s1lMWA5Aa0MrbdAa0Bo7RT9m6hTHlWVoLOo3xRqlmsxGkxmjyXz4DUeZET9TTmFMZpkek9ny70mBRtN7f/b+HbgFimw0gxvEnNGfHixphDu7s0/vhFIjlO4QfTWIvw3feGHeOvBZPaD+uc6GXt2gMajP4mNIR7eJHuMJem+aukXf2jcudPGFmMX992BfAN3n09F3P7VUiNVvs9H2uNNWSVyDyxGPKQdjywtBK2nV+1rlhMeeK+VdkiRpgBxJku4EyoDjZGt64rC/tJF3txURH+BGbWsXv+TWsSDejwsnhxze9bViH+x8XaxaT7wSEs4B997ZU59o4ajqHS0Gmp1N4BUlVtD7mHu/qHXaR0OxSEPKWCtcNJMvFHrxmXeKNDiDMxz4XKTMG1yUxh/z7hefHwExnjFM8JvAvpp9lrYV8SusapyrHB5ZljlY3sy1MyPte6LaHHDtX8ULdZXIqDNxZvTwA5guUxc5DdksCl94+I17kXUO1EfNIWj3exQsefjwO/QyO3g2H2V9xLkx5w57H5XjiMkIJduE90VXE8y4U5TQ2bsaag6Kvu7qLyDzKyjdDRGzYcnjon/78U9ihXHiVbDjZcukZUJrI0HOgVS0V1pOc0fClQT+9KJ4s+VZmHUP/DAgvdfV36YUZyS0dRnZmlfHG78W4KjXcuOcKFIive1rzgSU1Lfz9f4KvtlfwbQob1akhBEfcIKtBB8jjCYzu4oaeP2XApo6ezgrOZC8mlamRnozL94PT3v7bxwNPnEQfxZkrxOSse42KNsDe98RGXLO3rDgYajJgvI9QAxM/w18eWf/MRzcwTsWtjwjxgNnPC4kaDWZMO0mS1Ce6J1IgHMAVe1Vll3vnHQnAS4Bx/hLn35UNXfwU3YtH+0swcNJz8oZ4cyO9bN7PzEsWqtErfs9b4nMjZQb4cJVULoTSnaItPQZd4CTj6jek7cB4s8WK+ve0SJ1vY+ZNjTlyRfAjlX9C0ySBqbfpqgIcDTEe8UT7R5NfnP/ddw07iaCXY+wZIyKyjHCnkH5PYAzcDfwBLAIuNaO5zvhyalq4cpXtjM/wY+v0ipILWkEhCZ4U1YNb94wFR/XIbRCtbnw9vn9Kellu6GxGBY9JmYr9U4w/2HRYZ77rEg3WvgHMWNZlyc04xGz+zu97jbI+xE2/l1o00A84OvyYPqtUPCTSEMym0RHPO8BMRPf0wGJyyF06hH/HnycfPjH3H+wrXwb6bXpTA+aztTAqTgMdpFXOSx9Jm92H2TWZUNkv5lfmIeG9JqRze4frDtIkEsQjtqR1ZNvjJxF9IYncWgqo8vj8Fp0gIn+E3kv8z3ym/KJ9jglbCxObcr3wNvnif4GYMr18NWdQt8NYjWwaAvkrRfvm4pFiuTm3mIfJduheDtc9Ynou4zdhMUu46VJV/FL+RYKmgqYHzafSa6RoPUVxwqfDqHTxcRmzg8isI9b0m+ceYRszavjprf76xdvyKrmw1tmMC3K56iOeyjau438Y10G3+wXExBppU18l17JR7fOJMjz9JNw7Ctt4qpXt2MyC7f+7fn13Lc0ngfWpPH4ecmsmBp+nK/wEDh5wtlPwZTrYOv/hL4cxN+IbxwknS+e8ztfEe1lu0Ua8Yp3hB7dLQhCU+Dja/uzP/I3wYUvC/lZSIrlVGFuYaw6YxWbyzZT1FzE/ND5TPKfdOy+62nM+owa/jCg/vhP2TW8cd1U5tqjnO5IkGXY8w5s6JWMle6Cg18IP6LtL4m28j0iIN/9BlT1mqqW74WizTD3PqjOgOYy4VNkcOvv1/sISYHr10HWNyJLM+kcxX15tAS6BPLMomfYUr6F7IZs5oTMYUrAFLWagMoJj92CclmWdwL0rpbfLctyi73OdbKQWdlMS5eRGD9X1qZVKD7bX95EXk3r0EF59QFrjfi2FyHlBvGgBWH0kjzMMvANhaLOaV9A3kfqO2JlvC63vyPtaBCrUdGL4LJ3weHoU6XD3MIISwjj0oRLD7+xypDsL2sixt4mb7JJOPKP79e0RbhrWJPVc4idrNlTtZeoIwiQzXonGqJmE7zrbQoWD2+1XKfRWVbLH5r20IjPqXKMyflROXDrbOoPyAGCJ8NPT/a/jz8L9r2nPEZTsVihWfyYpSkaiPYa5PTvFdmvgQTwi4NxlzAa9JjMvPaLstawLMO69Eq7BuXFde2WgLyPkoYOcqpbT8ugfFNWtSUg7+P7A1XMivHlhU15LE0OPLFXyz3DxP3fF5D3UZsjVh0/v03ZXvQLjF8By/9PpBu/d5l1jfLCX2DC5VanivaMJtpTnbg8ltS2dPL21kJFm9EssyWv9vgH5c3l8Ot/lW3drdBUomxzcOkPyPso+FlU8dn7rkh1z/hKtEfMguCJ/dtJkpg4Ch29QHwwkR6Rqn5c5aTDbnkykiSlSJK0H0gD9kuStE+SpCn2Op89GfhwN5tlzIMe9qYBWjXTIXRrmt5V6qEMq3WHSt2xpYXR6jni/0JJY30hzt6itJlGa7uuZE/r0BevclzYX9pEuN1N3kqFud+AevKBLhL1nTIt3fIhduzHjExa7T5iPY/M1bohag6exTtGpC2fFzqPr/K+osPYcUTnVDmGDK5Ta6v/Gdj3mHts1xO3VTt3OAxeyTkCuntMSICD3vrah0pJPdTzAqDHaMZsPnxGikYjYcs4/LjW3T6O2Pp967UajCYzBp1GUTWiu+cE1eAPuaon2/Y96NPjSpKir7agG1mGkor90EgSeq2Ne/QQqeud3UZ7XlI/kqZfG65olw79fmB7Z2Pvwo5RHGsorbgsi0kkFRUVwL5Gb68Dt8uyHCnLciRwB8KR/aRhX0kjD61J48pXtvL9gQo2ZlZx09u7uO3d3fyaW0tedQv/W5/Dipe3sm5/Bc/8mM2lL2/l+Q05FNa2KY5V19qFi0GLn5sDqSWNzB80Gzo3zvfQK56B44TOeyDzHhAz6keCdxS4h/Ybdky7GSZcIWZEOxvBO8b6wT7nviPWkavYh32ljUTZOyivzQGPUEWTRpIIH4HZW0FTAQ5aR7wcvY7oEsx6J+qi5xOy/fVh7+Pn7EeMRwzfFnx7ROdUOYbELlEGDVqH/gwgECswYwdk1WR+I1LcB+LoCSEjnPdtrYF978Oby+Gr34oUzBGSV9PCa5vzueLV7Tz62X6umh6uGK8atBrOHOSqnlvdwtPfZXHpy9t4bXM+pfVKB+ya5k4+21PKtW/s4Dfv7mFTVjXdhzCDivBx5qrpypTssSHuxAWcnjYu8+P9cBgU4CxLDmBLXh2XTQ3j6/3l7Cmq5w+fpnHFq9t56ac8cqtPsGQ+n2hRp3wgIVOEgdbUm5TtrgEQNF78LEkw/RZlIKTRic9zfhQSNJXjirerAzfNVRqeOum1zIqxzqZJK2nkmR+zufLVHfzpy3R2FtbZ9+Lcg0RZs4G4+IHXoGyKrlaxiDOQMRdA3SDH/2m3gP8YZZuxGwo2w4dXi6yOnB+hW9kHqqicjthTU26SZXlz3xtZln+RJOkYTfUdPZmVzVzxyjbau01oJFicFMjfv8mwfO7ioCO/tpV9JU2cPzGY5zflkl7WDMCe4kY2ZtXw6rUplhS5NXvK+Pf3WdyxMJa6tm7CvZxZEO9Hamkj06N8mBvni8eh0um8IkRNyKx1UJMhyqFEzj3ylWudoyg/4RYktOn5G/pTjUp3wbK/w0WvQP5P4iE+9kKhSVc5YegzebtqesThNz4aarIUJm99iKDczLRhVGpJrU4l5ihTJBsjZxG96SlcqjJpC0gc1j4LwhbwzsF3uCD2AiQ1y+PEJXgiXP+N6IM6moTT/8WvQ+4PQp8Ys1gEJLGLIHeDKK8TsxACkoXe0T1EeF34D6+evYV978MPvQPQ4i2irNSNPwz7ON1GM+9uK+aNXwsB2F3UQFZVC69fO5UNmVU4GXScNTaQCQPKkFU2d3DL27vJ75243VPcwJ7iBp66dALOBvFI3phVwwNr0iz7rM+s5o3rpzI3znZqq4NOy52L4pgc7sVP2TVMDPNkQYI//m6n5+qobJa5b2k8eTVtmMxmZkb7klHRzP1LE/g6rYI9xY3cNj+aHzOqqW7pYndRAwW1bfx5+RicHOw5LBoBBldY8mdR8ix/IwSOF23mHoiYA34JkP2tmECPXwpBE/r3DZsO130D+z8Sz++AZPjpXyIFeeWnws1d5bji6qDlmcsnsimrBndHHTNjfNANymypbenk+U25fHdAGPHtKW5gQ2Y1q1ZOISnYw34XN/ZiMTbM+EqU0E04S/h6XPSK8N8IndJbVk8nTN6KtogAPWaBkEV6RwlTwdjFYpw6uMxZ2S54+1yxUg6Q+73wA4k7w37fSUXlJMCeT5+fJEl6GXgfkIHLgE2SJE0GkGV5jx3PfdQcKGumvVusAo4P9eTX3FrF5xE+zny2V9TajvRx4YvUcsXnu4oayK9pY3KEgcqmTp7bmEOX0cz//ZCNj4sBbxcD9yyO45nLR2Cq4pcgXqOFe6B4VR2ArwfU+JXN8O1DcM2XcM7To3c+lVGlsrkTSQIv59Ep4TQkNVliJXMQYW4SaTXDWynfU7WbheGLjuoyZJ2B2vglhG5bRdZ5/x7WhFSybzIfZn/IrqpdTA08cnNClWNAyBTrle7QQe8Dk0VGTx8+sUc+kGsu7zeK66OrRegkhxmU59W08t72YkXb3pImqls6eeIC2y7uuVWtloC8j6/3V3LnojiSgtypb+3iLRt6019zaocMygEC3B25cHIoF04OHXKb04X1WdU8uz6XYA9HHPVa4gPc2JhVQ35tqyUO+HhXKWeNC+LdbUISs2Z3KVdNC2d8mOfxu/DBeITApKvEazCByTY14oCQcUTMFJNauevF5FMfO1ZB9MJRc7pWGTl1rV08/X02GRUtzI/zJb+mlbe2FnH7ghhSIvtXy3OqWy0BeR8l9cIrwq5BuZMnJJ4tXgMZv0K8BpJyvXj14RF6eK14+pr+gLyPbS+J+3IU6pSrqJys2PPu75u2/dOg9kmIIP3oRuh2ZuDzymSWD6nNGyo26NtFIyn14nVt3dS1dWMenhzX/kga8ZIHpUcOfq9yQpFe1kyUr6t9V4BN3WJ1xd26lEiUh4bVBw9v9lbTUUNzd/OolCNpCk3BO/9n3Et20hw+7bDbayQNi8MX80b6G2pQrjIIaQjd7vCDFQkU+uQ+tIf4m+zbPsDdgQgfF7IqW2ju7LE8RySNbS24Vg2ihk3f87a8qROAti4TeTWtRPu64OViIL2sCa1GwjRAz6qRbOvyT2o6mqBxkA+H1qB6wxxnJMTfuE4j0dJlpKtXmjJ4pVySJCTJOn496bO+bHkiaPXqfaly2mO3p7wsywsP8TqhA3KAcSEeeDiJjiO9vIlZMT6K/iKnqsWi/8mqbGFalLdi/4UJ/kT11h33d3fkd2fEKT73dNaTHOx+yGsoqW/jtc35XL5K6NQLBq2ujBre0TD5OmWb/xjwG2EqqMox5UBZE+HednZWrs8TesXBRlxAmJuGgiYz3aZDzy6l1uwj2iMGDaPwwNVoqUk4k7Btq4Y9aTQ7eDb7a/eT15h39OdXOXVwD4IFf1C2OXv3a3OHQXyAKzfMiVS0+bs5kBQ0dN8eG+DKY8uTWJIUgARcmhLKXy8YS6SP8OvwcnbgxjlKvamDTsPsWPu5t59qLBikKXfUa3hseRLjQj0w6DTcviCG+5bGK1Yhr5oefupp8MevUE48SZLwj1GDn+OKt6sD9yyO476l8bg46IjydeGPy5OYG+er2C4+wJXzJygns+P8XYk/2e/TsRcqzeQkCWbcdghzQxWV0wO7rZRLkhQA/B0IlmX5LEmSxgAzZVl+zV7nHE1i/d14/+bprEuvpKiujfgAV1bfNJ2v9lWg08D5E0Pwc3Xg55xatubVcvPcKM4eF8iO/Hpmx/oyP97PEtQDnDc+BH83R9amlRPt68KZY4OI8R+6Y23p7OGxLw6yMasagG359XybXsUbN0zFd6iyaUeKzgHmPwBhUyHrW6HXTDhTpLarnLCklTUxLsSOKWwgUtc9bKfDOugkAl0kshvMjPUd+mG6u3IXY3ySR+2SWgPH4p33E965m6iPO/z8nkFrYHH4YlalreLJeU8ednuV04hxl4JbIKR/Dr4xkHSeqAU9TDQaDZdPDSPM25kNGdVE+7mwdEwAyYf4u5TNsHp7CXk1rQBsL6jn3PFBXDSp/+9sfpwvL62czNq0Ctwd9ZwzLpAZ0d5DHVJlEONCPfjw1hms3VdBY0cPE8M8ufnt3bR2CVubrXl1PHpOEjfNiWJvcSPzE/yYE+uDg/4US50NTenVln8Cph4YfymEHj7DSMX+dPaYefLbLMv7HzOq+OS2WYptvF0cuHluFONDPfg1r46xwe7Mi/cjIfDQCzonPCED78su0Q+HTT/eV6WictyR5MF5MaN1YElah3Bbf0SW5QmSJOmAvbIs2xbaHQEpKSnyrl27RutwJxRppY2c99yvVu0f3TrDrvVuVQ7LsJcY7H1/zvzHeh5Ylkighx3NnDY8AR7hEGLb++Cl1C7OitJzeZJtk8LWnjbu/+l+7phwO/ojLVdlA+eaHPwPfMH+K94a1ux6e087f/jlD7x3zntEuNvZGO/4MaLlr1O5/zyR+SWnhpWv7bBq//aeuSQeYoX9FOC43Z+f7inl3o/2Kdp8XQ18c8/c09YMT8WKY3Z/tnUZWfHyVg6UNyvaH1iWwO0LY4/omCqnPGp6y2mAPUVqvrIsfwSYAWRZNgInaEHQE49DKNiP4VWonKg0tffQ1NGDv/soZ00okIWDqtfQQWyEu4Z91UP/We+vTSPCPXxUA3KAdr84jI7u+GZ/P6ztnfXOLA5fzHN7nxvV61BRGSm29KBqNrF9sfXrlSRJfZqqHDds+Rec9FpxFRWVo8KeuVptkiT5IEzdkCRpBtBkx/OdcDS0dbO/rJHtBfWkljRy1bRwyho7+DmnlgXxfiwZE0DEEDWmo3xdWJocwPcDNG+Twz2Vtcw7m0Stx9TV4BkhnFiDJ9r5W6mcCBysaCbSx8WmydSo0dxbUcBp6Nri0Z4aPsoc2uxtd9Ueoj1iRvvKAKiLW0zwrneojV86rNXyJRFLeOSXR8iqzyLBexSrGKicGJiMULoT9r4Dxi6YfDWEzQC9fVdCa1u7+CWnls/3lpEc7M4544NoaO/m/R0lOOm1rJgaxuRwL4t5W5y/K0mBbmRU9tfFvnhyKBG9mvLhklvVwtf7K9hT3MA544KZH+9LgIedPSZOQvaVNKLVSLg76mju7K/KeveiWPxOtlXylkpRgip9DQRPEdrckZYBVDnm9JjM7Clu4MOdJZjMMldMC+O2+THc8d5eyzYOOg2zbdQpPyUo3wv7PoDGEph4JUTNBUc7S+9UVE5C7BmU3wt8CcRIkvQr4AdcYsfznXBszavjjS0F7CxsYFlyIG9uLWJHQT0Am3Nq+e5gJS9fnYKXjfrkro56Hls+hnlxfmzIrGZ2rC+Lk/zxGagnz/gKvrij//3et+GG7yFwrL2/mspx5mBFM2H2NnmrSgevqEMu40W4a8hrNNNlknHQKrfrNvdwsO4AN467yS6X1+ETg9HRA5+c9dQlLD3s9k46J86JPocndzzJa8teU1clTjXKdsFb54C5N3Mj/RO712Q2m2VWby/iPz/kALApu4YPd5Vw6ZQw1qZVAPDp3jI+unUGUyKEJtzf3ZHnr5rMDwer2F5QzxljApgf74eTYfiP47KGDq5/cyclDR0A/JRdy3UzI3nknCT0OtWlvY/0siYuW7WVexbFcdeiOLKrW6hp6WJyuBeuJ0o98uFiMsK2F+DXZ8T73B/FBNQN3x4ym0nl+LOnuIErVm2zVNz5IrWc165L4aGzEtlVWI+rg56xwe509JyCyaSV6fDmOdDda1Sc9TWc/zxMWnl8r0tF5QRk1J/ekiRNlSQpsLcO+XzgD0AX8D1QOtrnO1GpbOokr7aVnYUNACQGulkC8j52FIha5kMR6uXMyhkRvH7dVG6cE0XkwFX1tlrY9E/lDt1tUH5Cl39XGSXSyxoJ8x7ZytqIKd8nMjAOgaNOIthVQ0adtRN6Rl0G/s4BuOjsd511sQsJ2vv+sJ3Y54fOp6Ktgg3FG+x2TSrHifRP+wPyPra/ZN02ipQ1dvDiJqWrf21rNw76/kerySzzbXqlYptoP1dunR/D69dN5Ypp4QR7jmyCLbuq2RKQ9/HO9iJKGtpH+A1ObXYXNdDZY6bTaOZv32SwNa+OutZunl2fw9+/yaSwrvV4X+LwaSwSQflAWsqh+uDxuR6VYfPp7lKrErjvbSvm2/QKKpo62VfayF+/yWBzTu3xuUB7Ura7PyDv46d/QVvd8bkeFZUTGHtMqb8MdPf+PAt4BHgeaABW2eF8JzWjbrRnJ+M+lROLg+UtRHjblj6MDjJUpoHP4U1nYjwlUm3oyndX7SbGI9oeF2ehvdcp26PY2jjLFjqNjiuTruRv2/9Ga/dJNCBXOTJk2e59oiyL1NOxIe4E9Ho8DD7lseqW1e7/0MgymGWZQHdHEgPdhjuXd2Kj/qeflMjIaCWI8HEmqNes9fT5r5R7XyoqKgOxR/6WVpblviXhy4BVsiyvAdZIkpRqh/ONGkV1bazPqGZrXh0LEvxYkOBHiNehV/kyKppILW6k2yTjpNfS0WPEZIbMymamR3kzJcKL3UUNZFW1MDXSy7JyDjA10otgD0e+Ta/ky9QyIn1dWJYcQH5NGz0mmR2FdcgyXDIljCkRnhh0A3SzLr6ijNmXd/W3GVwgZMpo/1qsKd0tSlm01cCEyyB8FjjYM0BUGUiPyUxhXZt909ebSgBJ1G0+DNGeWnZXGrlubL8MwySbSa1O5cqkK+13jQCSREPUHAJTP6IpYsawdkn0TmSMzxie2vUUf5n1F/ten8ro0VQKuesh+zuImAUJZ4HPAL+C5Ath5yvKrIkZvwHt6D7miura2JBZzZbcOs4ZH8jj5yVT0dxJakkjE0M9CfN2tpTeAtBqJJYlK8tLFtS28ePBKrYX1HHGmECSg93YVdTAT1k1JAa6szjJn5TIof/24gPcCfV0pLSx09J21fRw+0taTjKmRHjhoNPgqNPwyNlJFNW3MTbYg7yaNgpr29iaX8dX+8oJ83YmKdidLbl1I3r+D5vS3bD/Y5HhdqTPTM9wmP4b2PJsf5tbEASMXrlJFftw0eRQPtpdqgi6b5wTRXVzF98dqCLMy5mXVkbg46zno50lfHewkkgfZ84aG4SHk57NObX8nFPD+FAPliQG4OGsH/FY9ahpLhd+BlnrIHQqJJ4zvPKRIVNA7ww9A7J45j0oxrAqKioK7BKUS5Kk63VbXwzcYufzjQr1bV3c9/E+dvUGzT9kVHFmcgBPXzoBV0fbztG51S3c80Eq8+P9cdRr+O5AJQsT/Hn553wAGtt7uH52JNOjvEktaeS6WZGcMSaAn7NrmR/vx7KxAWzMruGRz9IBWJDgx/6yJubF+/HPdZmYevOd1uwpY/VN05kdO6gTSzpPmHDteRe8wmHClfbXk5enwptng7F3MJj+MVz2LiSda9/zqljIq2nFz80BB93hzc2OmLI94oE7DN11nJeGr/OUZm+5DTm4GFzwdLC/mUtz8AT8Mr7Bqb6ADu+oYe1zafylPL7tcTYUb2BR+OFrnascZ7rbYf0TkPaBeJ/1tQhyrvoYXP1FW+hUuO5r2PM29HTClGshfHgTNcOlvq1b8ZzIrm7h7HFBihR2fzcH/np+MosS/THoNKREeGE0908UVDd3csfqPRysEOWQ9FqJtNJGVm8vBmBjVg1fpZXz8sopQ9Y7D/Fy4o3rp7E2TRi9LR8fxPx4P+XErQpdPSZ+vywBX1cDj315gJXTI3j6+yxqW0Uy3w8ZVdwwO5KG0ibe3lrE3pJGS/vhnv/DZrSemVo9zLwD/BPFpHjwFBh3saonPwmYFO7FBzfP4P0dxZjMMitnhFPa0MF9H6dZtvk8tYyXVk7mgTX9bbIs+pzPU4Xp6qasGtbtr+S8icH8+/tsQNyrZ48N5KlLJuDiaKchtrETfnoKdr8u3meuFcZtV38G7kGH3jdwrOiX970PDcUweSVEzrXPdaqonOTY4y/4feAnSZJqgQ5gM4AkSbGcwO7rudVtloFWH98eqOLORe2MHWJgdLC8hTmxvny4s5gb5kQxO9aXD3aWWD7//mAVP2XX8Nb1U3ngzERL+y3zxOpOdXMn/+01CAKYGObJ53vLSC9rsgTkfbzxawEzo33QDKyj4eQpHuzHMiAu+Kl/cNHHz09B9EJwcD1213Eak1nRMmKn5hFTsgMCxg1r02BXiaYumZp2M37OQhGzq2oXcZ7DmEUfDTQ6GiNm4J/2GUUL7h3WLs56Z24edzN/2vInYj1jCXcPt/NFqhwV9fn9AXkfFalQk9UflGt1YgU9YpbdLiOvplXxnDgzOZA3fi1QbFPd0sWBihaqWzoxmoSe/Orp4cyMEZOqOdWtloAc4KyxQVY1tEsbOsiqahkyKAeIC3Djd2e4jcbXOmXZUVDPk99l8cT5yTR3GNFrNZaAvI8Pd5bwr0vG88aWQkX74Z7/w8bmM/PpI3tmugXCxKvES+WkwaDTMD3ah+nRwl29urmDJ77OUGzTZTSzs7CBMC8ni1/ExHBP7vkgVbFdTnWr1fjwm/RKbl8Ye/T36lDUF8CeN5VtNRnidbigHCBksnipqKgcklHXlMuy/DfgPuBNYI7cL5rWAHcNtV8fkiQVSpK0X5KkVEmSdo329Q2Ntb7FzUGH4RBOtrIsI0mSxcBDI0mYB3SWfm4OzIn1pb17aKMhc++vx8WgxdVBh0aSrHRFvq4GgjwcTwwFji0RntmEqg86dhwobyZkhMZQI6KnXQQ7vsMrZaaRJBK9teyuEve5jMzu6t3Eex2joBxoCp+Gd/4mNIMNZQ5BjGcM58acy+3rb6ep64SdL1SBocWWx1gU3HcZbg46xgS546DTDHlpvq4OeDqLVVbjgOeClY+IJNnsPc2DnaFURoyLo45Yf1ccdBriA2wHwKZDCHnNoyHyVZ+ZKoMwy2A2i0S0OH9XQr2cettlHHQaEgPd8HNzQMJ6PDgU9tWjD6EBP31E8CoqxwS75LrIsrzNRlv2CA6xUJblY2pDGe3nyrhgD/aXi8H5jXOicHHQ8W16JXuKGtiSW0tcgBtLxwaSECBWJ5KC3Xl+Yy6XpoQCsDmnhhVTw1i9vYiHzkzE3UnPlrw6vj9YhZNBx9RIL3RaDc0d3WzLr+eXnBqumxVJVUsXbg46XAxagjydGBfqwVdp5eg1Gu5YFEttSxf1bV18l17JjBhvvF0GlEVrKoP8DZC7EcKnQ9xSGGYK77CpzRE6ovJUGH+pSKMzDUhXnnsfOKgrNseKgxVNzIy2ox6rbDd4RYJu+DV8Y700bC83cmaUnoKmAnSSDh+nY6cZMzp60O4Ti0/uRmrGLB/2fgvDFlLTXsNtP9zGK0tfwdWgZnuMCnW5Qvtduhviz4CoheAeOPT2sizuu4OfQ0cjjLsEwqaDvnfyyTsKxpwPB7/o38cvEXyPrt58U3sP2wvq+GZ/BZG+LpyZHEhikLtim4yKZr47UElhbRvLkgP518Xjya1pJbe6FRl44oKxPPBJf8rp+ROCSAx0o6iuDUd3R66dGYmni46nv8uioqmDFSlhxPi5kNdbeWN9RhUXTQrh4939xUkC3B1ICFT71JFiMsukljSwIaOa2AA3Kho7uG1eNBmVLcT6uxHq5cT8eF9+yu4fXtwwK4q00kbGBLlxsKK/dvyCeD9lxZMjJWqejWfmveKZWZMJmd9A1QFIWi5qjuf/BMXbRSm/mIXgHnz016ByQhHo4cQdC6MpaehkX0kjrg5i8mhciDvOBh37y5pIifBCr5U4Z1wQX++vsOwb6eOMdpCsbElSADqtxAsbc8msbGZpciAzo32UJXRHQlOZyPDI/lZUYEm+CMZfAfve69/GK0r0wSoqKqOGNOru30eJJEmFQMpwgvKUlBR5167RW0zPr2nlm/0VdPaY2F5QT3ljJ2eNC+TVzf3pif7uDnx060zLw3p/WSO7CxswmmRcHXW0dvYQ4uVMVXMnj689OGAVHT64ZQbTonx4b3sRf+jVkd+9KJaDFc3sLmpg5YwIOnpMuDvq8HV1wGyG/23Moaq5y3L+h85K5NZ50aLGcncbrL1XmdYZOg0ufw9c/Ubnl9JUBu9cALW9cyruwXDGXyH3B2ithqk3Cn2Qo/shD3MKMezi1qN9f1qO+9cfeGx5Mn5uR/jAPRyb/g7OfmKSZ5hk1pn4KLOHdZe68mHWhzR1NzMv5NjqxlyqM/HO28TBS14a0X6yLLM6YzWV7ZW8tOQlvBy97HSFdmdEhdftdX/SUgHvXKQs1TT1Flj2V9ANcc+W74XXl4Gxv6/jyo8hfkD9+cZiyPxaBOZR82HsxeAXf1SX+s62Qv74+QHLe28XA5/cNpNoPzE5k1fdyiUvbaGhXQRU500IprKpkx2F/eUtl44JYEGCP1+klhHu7cTCBH9uf2+v5XO9VuK5Kydz6zu7AWH89sZ1KewqamBrXh1njwticrgX2/LrWJ9ZTWKgG+eMC7Kkup5C2P3+3F1Uz2Uvb+P+pQn858ds7loUx4ubcmkbkK32j4vGsa+0kYKaNqZGeRPh7Yy/mwO+bg5szKzmp+walo4JZNnYQMJHo+yk2QylO2H3G8pnZkc9vHE2NJf1bzvjDsheJ+QaIHxizvk3GOwsV1KBY9x/fplaxt0DUtMd9RqevXwSt/T2EyCyJP918Xi25teTWtJArL8rcf6uzI7x5fuDVfycI+7VOXG+3PzWToXx471nxHPnwlil5HG4/PIf+PHP/e+dfeDKj0Q/nb4GIuaIiVN/NSg/hhzBf6TKycaJaLwmA99LkiQDL8uyfMzKqEX7uXLnojh2Ftbz3MY8bpobxQc7ShTbVDd3kVHebAnKx4V4Mi7E05KSKEkSP2VVs72gXlGX0izDe9uLifR14T8DdOQajcSPGdVcMS2Mj3aVUNXchY+LgVh/V5YkBSgCcoBn1+ewfHwQoV7OUGdDZ1m6QwTQoxWUV2f0B+QgHDg/uwXu2iPcYIdhBKYyetS3ddPRY8LX1XD4jY8EY4cweZt734h2i/HUUNhspqnLzM7KXZwbc+yN/9r84glIW4NTXT4dPsMvxSZJElclXcWnOZ9y5ddX8tzi54jxHF7qvooNqjOsayfvehWm3Tj0ykrOj8qAHOCXf4vgxdC7Wu4ZLtzUp90KmqNXXlU1dyr6YhB/XwfKmy1BeXp5kyUgB4j2c+HLfeWKfb4/WMW4Xi1noIcj7+8oVnzeY5LZnF3D5HAv9hQ3YDLLPPbFAb64cza/XRxvGTRPCPPkhlmR6PWqWduR8lVqBR5OekobO5AkaO3qUQTkAK/9UsCsGB9k4LXNBWg1Eh/eOoPkYA+Sgz24fcERBjJDodGICc7w6SIjpO+ZWbhZGZCDMNKadgv8+ox4n/Y+zLwTAlWH9VOJsoY2Xhmw2APQ2WNmW34dHk56mjpEn1Pb2k1aWRMf7SohMdCNTVk1vL+jhNU3TeeuxXHc0Rt0/3CwUhGQA7ywKZcLJgYTPtJsj9rs/vuvj/Y6kc0x7WZIuXFU+l8VFRVrTsS/rDmyLE8GzgLukCRp3sAPJUm6RZKkXZIk7aqpqbHLBfQF2FpJUrjm+roaiPFztalBkyRJrF4jZhWMNvSAXUYzsizTM+CYut6Hv1ajwWgS+9S1dbO9oF5RVqcPk1nul/EMpac0D61hHzGyjWPJZmFcowbkVtj7/sysEBNCkr1+9yU7RLqaYWQPcr1WEi7s+RXIyPg7+9vn+g6FpKE5dAq+md+OfFdJ4uL4i1kauZRr113Ll7lf2uECjz/Hov/EbKtfkodo78XUY91m7MamjnGUBoRmWcZosr6mgSZKg3XdQyWWGc0y2wvqaesy0WOy3qjHJGPQSYrtTWbZKvg73QPyo70/u01mNBrh7aKRJGz892I0mWls72FHQT0dPSaMZrPi/3lUA/LBDOy3bT2nzSaQBtwDsmz7GaxyXBit/lOWUYwt+zCaZQbffrIMTR09bC+op6JJBN59fVTfvTrY+K2v7YgcN8wymK3Hnpb7VQ3IVVTsxgn31yXLclnvv9XAZ8C0QZ+vkmU5RZblFD+/UVoNHkBmRTNVzZ0kBbrx/cEqLpkcipNey31L4zlrbBCJga5oJYmWDhuDyF5CPJ2YHmVdY/aq6eH4ujpyy7xoHHQafndGPB5OeqZGePHdgUounhKq2F6SsBgF9XHz3Chh8lWTDXU5EDOonJNf4lGndCrwHwPuIcq2iSuF5ngQGXUZPL/3eZ7Y+gRby7fSOdhx9jTA3vdnRmWLxRTGLmR/D0ETjmjXJG8tX+fVkeCdcNzyrJpCp+CTsx7JZGNQMQzmhMzh3pR7eXHfi9y/6f5TzgDO3vcnIFIaPQeVaRq74tBeF3FLQDMoIJ15B+x9Bz6/HQ58TnVjPmvz1vLIL4/wYeaHlDSX2D7WMAnycOK2+cqMiHlxPrg76fjDp2k88ul+PF0MxPn1T1CVN3WQNEhzPj3Km6wqoUX+YGcxl9jox+fF+7Itvz/l/Y6FsUpvEBXg6O/P8ycGU9vaRYSPM11GM17Oegxa5TDn/EkhbMqqtrxfOSOCBP/joN8PGAPOg8YJE66ArG/63ycuPyqPGLNsZl/NPv696988ueNJ9lTtocc89NhF5dAc6f3Z2W1iY1Y1j3y2n4fWpJFX3cY1MyIV2+g0ElMjvRWZOW4OOoI9ld4u4d5OxA0yLUwMdMfbRZk9d92sKEKPxBDWN05kIw3Ewc3+5XZt0NLdwk8lP/GnX//Eq2mvktOQc/idVFROYk4oTbkkSS6ARpbllt6ffwAel2XZ5tLXaGsic6tbuPSlrTR29HDXolhqW7rxdNYzIdSThz/bT31bfymVf108nhVTw4Y8VnpZIxkVLXyVVo6ExHWzIpkV48P+8ibe+KWAs8YG8fjag1S3dHHb/Gjau004aDUEeTmxLq2CKD8Xrp4RgUYj8cGOYg6Ut3BpSgiLEgMIMFXBW+dCY5FIbTP3CJOkqAUw/rLRDcoBqg5C6ntQsk3oiBLOAU/ld8+qz+KaddfQbmy3tD2z8JlTsQb0cdWU3/tRKt7OBhYnBYzqcQForYIv74L5DwpjohGS22DiXztKee6MMgKOx0p5L+G/vkDp9BtoijjyGtXdpm7W5KwhtTqVv8/9OzOCRrfetZ04MTTlIFLYU9+D4i2QfLEwsfI8RNk5s0n0L9tXQUcDpNwAB7+EA2sA6IyYxZMxE/mkYK1ll4l+E/nvwv/i43Tk2utv0ys4UN7Mlrw6At0duXBSMLe+u8ey8qTVSLx6zRTWpVeSX9vGFdPCGRPkzrr0CjZn17JkTABz43zZnl/PuvRKov1cuHpGGEV1nXywsxhHvZYrp4UR6O7A678WUdbYzsoZkcyN88XT2U4SlBMXu9+f3UYTuwob+CK1jCkRXuwqrGdyhDe/5NZS09LF3Dhfgj2d2JRVQ2lDB+eMC2R2nA+JgXYqJXUoGoqFfrx0p3iWR8wWXgmFm4XJVtL5wtzwKOqQp1ancv2312OUxSSlRtLw2tLXSAlMGa1vcSpht/tzY2Y1N7+9y5JBqZHgnRumUd7UyZo9pbg76rlsahjhPo7sLW7mw50lJAS4ccW0cLxd9KxLr+TrtAqmR3tz0eRQ4gOsJ5EOljfz0c4S0soauXhyKEuS/AnwOMIJ/NwNUH0AMr7qNXq7AAKSbS7G2JM12Wv489Y/W957O3rz1plvEelxbK/jBEFNTT0NONE05QHAZ72puTrgvaECcnuwv6xfP/js+lyCPBxJifAi1t9VEZADPP19FgsT/fBzs+1QPTbEk+RgD86fGIxWo0Hbm2b06e4yvt5fSUKgO9UtQkP50k/5+Ls5MCHUg5vmRnPNjAi0mv50+MfPH4vRLKPvm/HPTBcPcYCtz4GLHwRPgpTrwSPU6lqOmoAxwqTJ1DNksLazcqciIAd4ad9LTA+cjssIU6FVhiajopkrptqppnbWOnEfHUFADuCgrabD6IZOEwhHljg3KjSHTMA36/ujCsoNWgNXJF7BeN/xPPjzg1wSdwm3T7wd7eDVXBXb+CfB0icO2Wco0GhFUBI2U8hj8jZYAnKA4vhFrMl9R7FLak0qBU0FRxyUVzV38shn6XT0mJgY5smEUHc+21umSAU1mWU+21vOM5dPxGSW0fX2wUlB7ty1KM7SJ48P9WTljAgcdBIajYYJYbAs2R+tpEHXW1bz3ys8FcdQGX0MOi2zYn0tJnmuDjre2lrE1TPCWb29hP9tyKXLaCbW35WEAFcWJPoR43ecXO6r9sO6B8TKpHsI7HwNtr8Md+6CBQ8fcT88kHX56ywBOYiV8/cy32NKwBT7SaBUrFibVq6QNJpleHtrERPDPLljQQyNHd3c+NYu/nB2IrfMi+GiSSGKMeBNc6O5dlZk/xjQBmOC3fnz+cn0mMyH3O6wNFfApzcKGcX4y4Tp4AdXwiVvHNOgvKa9hv/t/Z+irb6znoz6jNM1KFc5DTihRgeyLOfLsjyh95XcW/P8mGEcpAWsaOpkS16dYpCmkSA+wJVYf5fD1jCVJAmDTmsJyAE6eoQuZ7AGqLqli825tfSYzei0GsUDU5IkZSc7WIvWVgP5G8GknDgYdQ4xSLCVEtdp6sSEqocbLYwmMwW1bYSNhiPwYExdooRV6PAd1weT3XCQENdm9lYd37TclqCJeJTsRNPdfviND0OybzJ/nPFHfi77mbs33k2HsWMUrvA0YqSBhUYDWp3I/hmACQnZhr7caEv7OEzMZpluo5lOo+ijtJKGzh7ryaSuHhOSJFkF04MHvk4GLZoBeksHvc4SkAM2j6FiH7QaCa1Goqqli13F9bR0GSltbKfLKP5/c6tb2Zpfb/XMP6b0PcdrcyB/E3Q1i/ve1D0qATlAh8m6v+o0dtr8W1KxH5091uOgTqMJo8nMBztLeGebMIfsuz8HjwHBur8ZiqMKyEF4GBi7xbhy63P9corR9CoaBmbZTLeNMa3pGF+HisqxRB0hDCA52B1HvfJXcvuCGMaGeOCk1zI3zpf/XjaJCyaFEOjuxKbMGioarR965Y0drNlTykNr0lizp5SKxg72Fjfw1HeZzI0TtZslSeiFBnLL3GiCPZzIq27ltV8KePSz/fx4sIqm9kEBr/8YcBpUtmnareBhpxXUYZASkIJOUn6fm8bdhLvhtCmVZncK69rwdjHgaA8zqNz1IsvC9chqi5tlMxn1GYzx0bCz4vgG5SYHF9p9YvAq+GVUjufh4MG9U+7FLJu56fubaO1uHZXjqhwC/yRRhqeX8OJdzA+aqdgkwi2CaM/hu+wPJtDDkacuGc+TF40n2MORho4erp0VgYNO+Qy4YFLIEEcQlDe289neUu77KJVn1+eQWtxwxNekMrpMj/TiucsnU9HUSUqENw+dlcj4UJGqfvWMCMobO6hoEs/w0oZ2PtpVwh8+3c/ne0upbLLzBFzAUM/xoWVxI2V59HKrtisSr0AjqUO/Y8m5E6xrzV8yJYzYQDfcHPVMDPPizeunsiQxgA2ZVfzx8/28ujmf3OqWY3+x7iEw53fKNoPrMa8A4O/sz43jblS0OemcSPBOOKbXoaJyLDmhNOUjxR6ayL3FDby5pZDi+naumh7OwgR/fFwdOFDeRFZFCx/vKWVrXp1l++XjA3nyogm4OIqAtKWzh99/vI9vD1RZtnn6kvE89Ol+jGaZMUHuXDgphF1F9SxKDGB7QR251a1clhLGkjEBdBvNXLFqq6K8xWPLx3DDnEFmLxX7YOfrUJkGE68UhjDuQaP6uxgJZtnM3uq9vJvxLnUddVyReAWzgmfh4XActHr25bhpyr9ILeODnSXcvShu1I4JiBnwT28W+sUjNBUqai7ih6IfmBpwJs/v9eTD8yqtXGSPJW5le3GtziB7+b9G7Zhm2czqjNU0dDbwytJXcNTZlq4cR04cTfloULkfdr0B5Xtg/OWUxC7g2/LN/Fj0I9OCpnF+7PnEesYe1Sle+yWfJ9ZmWN77uznwr0vG89JPeUiSxIopocT4uTA+zHbterPZzHMbc/m/AaXVQjydePXaFCtDOJVjf3/uKqznhjd30tzZn1Hx2PIxgFi9/Nd3WTywLIGrZoRz9/up/JTd76h9yeQQHr9gLM4GO6r8KtJE2rqdnuPdpm52Ve7i7YNvYzQbuXrM1UwLmoaTzo5moScvdrs/00rrya/p4KP/Z++s49u6zv//vmKWLDNznMQBh7Fp05RhZYaV23W8/b7bOoZu7ToorbhuXXFtx1u7rswNp2F0HDOjbIul+/tDjmxZcmI7Zp/36+VXoqN7z31kH517nnOf5/NsqSIYlLlscQbJZi3X/nFz+Jhsu4HPr8zhp6/2lpNMsWp5+bYVZA+1rNmJ0tkAB/8H2/4ECUWhUmjpi8bWBqDF1cKH1R/yysFXyLXkctWsq5ibMHfM7ZggiHyTacBEyykfdxZkxTEvw0YgGESj6n0iaTdqqOlwRTjkAK/urOf2NQXM7dl9L2vqjnDI8xNNfHCwKZxPtLfOwYGGTr56WgEXL0znskUZ+Ptc643d0fUm73/rIGfNSSGtr5Jm6nw47/5QuJtq/FV8FZKCRcmLKEksISgHUY9Q+J2gl721jtFRXj/yIWhNJ6Tyu7t5N1nmLOJ0QUzqIIfa1BTZx0/ltyu5mORd/0DlbMNviO1QDRWFpOCaWdfw1K6nuOuju/jtKb8VeZmjScpcOPc3ofrlah2ZwK0JM7m++Ho0Cs0J/+6PNHfx2PuHI9oaOz3srG5nZooZWYZv/30XlyxMH9ApP9TYxRMflEW01bS72FvrEE75BGBbRVuEQw7wyuYq5mVYeWVrNQCPf3CYpbn2CIcc4K/barhxdS7FaaO4sZw6b1Tv4xqlhpXpK1mauhRkUCnFkm88+MuWGl7eUs0VSzJRSlDV6uTZ9RURx6ydmcRD70aqi9d3eNhT6xh7p9ycDIs+D/OvBIV63MqgxevjuajwIs7NOxeVQiUiPARTHjHCY6BUSBEOOYRywGPVgoTIepP9695qVQrc/si2QFBmV3UHaqUCRb9rxapd6fEHY9ZGR6GYEA55X5QKpXDIR4k9tQ6y7SN8cw4GYPvzkHfKsLvwBXwcajtEtiWkEjzD7mVj7fg+RZZVGrqSZ2M//P6I9quQFNxYfCPljnKe2vXUiPYtiIEkgTpyLGmV2hHZDAkE5Jg55IEg/OnTCp5ZX4HXH8ThGjhv3R+U8cYohh1rHheMPR5/9N/B6Qvg7ZNL7vEHo+rRH2VMcs7H4D6uUqiEQz6OdHkCeP1BnltfwZ8+rUClVEbNPRqVImbuef815Zii0k6IuuQapUY45IJpgRjl/QgEZbZVtPHbNw/w0DuH2FHVjizLpFn1ZNsNFCZF1ocsybSSk9DrKOUkGJmX3ruzXtrUyXnzosPRrlkWu8zJjGRzVK75DatySBtuaQvBlGFvnYOc+BEWeSt7DzRGsOcf/9gBONReSoI+IRwSWRTnY+M455UDdKbNJ/7g2yPer1qp5o75d/Ds3mf5rPGzEe9fMDbk9ZSd7IteHSnMCfC5kjQefvcQ3/37Lv67q47mnqoZAAWJRi5fHJkDbNaqYpYsEowte2o7KE6zoOr/95yfxnt96pRfsyyLnHhj1L19aY595OdbwbTkkoWRuhTPfHqEa1dEagC9taeeG1bmRLQZNEqKUkTEjUAwXRBbp/3YWtHKVb/fGH4q/sh7pbx82wpKsmysLIjHolfz1t4Gtle1c/KMRK5Ykklcn3qz8SYt919Rwl+3VfPe/ka+cEo+f99WzXfOnsk7+xoIynD1siyW5tpjXr8w2cwLty7jT5+Us7++k8uXZHDWnNSohaJgetHocOMPBrEbR7C2ccAXeko++6LQE8lhsqtpR/gpOUCO1Uddl5lWtwK7bvx2+bsTZ5C64xU0jjq8I6y3YNfZuW72dXz7w2/zzwv+iUEtFu+TDYVCwWVLMogzqPnXjloy4vRcvyKHYDDI8jw7EnDdihye31DBR4eaAXhxUyU/u7CY65bnACGF9RtW5pBi1fH6rnpyE4xcuzyLBVkjkzIhGB67azq4/In1zEw289BVJby8uYrWbh9XLskkzqBmWa6dmnYXqwoSWJBlI8mq49FrF/Lypio+Lm3m9NnJXLwwA+v0qyUvGAUW59j5041LePLDw/gDcPuaPNQqia+fPoN39zVg0qk4bVYyJRk20m16XtpcRUGSiRtX5VKUIjb4BILpgnDK+yDLMs98WhERpu7xB3l1Zy0lWTaSLXqSLXpW5NkJymDUqmKGUeYnmfjWmUV8+dQC3j/QxAcHm/mktIVleXYkJO797z5WFyQMKCAzL8PGfZfOwxsIjq7IjGDSsKfWQW68cWRzmA+9Afr4E8ol7/R2Utddz9LU3lJqSkUohH1TnY6zck+8LNmwUSjpTJ1H/KF3qFt07Yh3vyBpAdsbt/Pbrb/l+8u/P+L9C0afvAQTt51s4oqlWehUElp1aL49Wuf675/VhB3yo/zu3VLWFCaG8zwLk80UJpu5bnk2erUi3Idg/PjwYBNOb4BtVe186c+fccXiTM4sTiHBpOW257YyJ91CilXHK1uqeGlzJSUZNgqTzHzv3Fm4fAH0aqXQixCMGDq1klOKkliZH5pXnN4ANzy9mQP1nSzLteP0Bfjpq3v52rpCvnraDC5dnIlaIUooCgTTDfGN70NQBoe7V5wq2aJFr1bi65cfaNCqMenUx7xpS5KEQaPC25PT5g/KfFLawselzXR6/MfNE1IpFcIhF4TZXdsxsmIvfjfseAkKTjuhbnY07STbkoVSitRgKLL7WF8z/urkjvSSUAj7KFWZuLzoct6seJPtjdtHpX/B2GDVqyOcaY1KiUalxNOT92nUKEkyh1IyXN5AzFxjm0EjHPIJQrenVwcgGIT39zfxSWkzrp6c3d01Dt7Z10i704fbG8TfMz8cvW8Lh1wwGhydV3yBIE6vH5cvwO7aDvbXOZBl6PaGxqderRQOuUAwDREriD4oFRLXr8jGH5Q5qSCB1m4P8zJtHG4MqfSuLohnTrp1wBu2LMvsrO7gk9LQk5XVBQnMTDGjVyvDiwGAW1bnknqcHHGX189nVe18UtpCskXLirx4CkWe4rRlR1X7yKo5738tVJfceuwazMciKAfZ1bSDlemrot4rsnv5d6kRbwA0o1BWfbC44nJQ+t0YmktxJo5wKTnAqDZyWeFl/HT9T3nl/FdQKcSUOpmR5ZAI58c9c3hJppWvnVaIyxug3eUjJ96ATqUkN6E3XcHh8vFZZRsbylrIjjeyPC8+QmcE4GBDJ58ebqaly8uqggRKMm3o1OP4xZgi+ANBdlR38PGhJvQaJasLEpidZuXkoiQe/eAw8UYNP71gDgcbOnG4fBg0KkoyrWyv6gj3ITRbBGNNolnHHSfn0dTppbLViU6txG7QUJJp5aODTawvayHdpmdFfjx5iabjdygQCKYEYgXZj5X5CVS0OLn7tX18/9xZfOPlHeFyZg+oFLx8+wpKMm0xz/2ssp0rn9wQVuN94O1D/PWOFbx46zJ+/2EZh5u6uXJpJmfPSUFxnBzxd/c38sUXe0WkkixaXrp1uZigpym7ajo4d27ayHTmc8Luv8Kim06omyMd5WiUWuK00fmzRrVMqsnPjkYtS1I9Mc4eIyQJR/oC4g+8OSpOOcCy1GV8XPMxfznwF66addWoXEMwNmyrbOPKJzfg63kS/s3TZ/DypirqHL1lKn992TwUfRSJ/7m9hh/+a0/4dX6CkWduXkpGXMhxP9TQyZVPbqC12wvAw++W8uR1izijOGUsPtKUZnN5G9c8tYGjGWdGjTJ8j37upmW4fH7+7687aXeGIuD++Ek5D11Zwqs76yhv6eaKJZmcM1dotgjGHr1Gxb3/2xkO4rLoVDx2zUKu++Om8DEZcXpevGU5WUJwUCCYFoj4mH44XD4eevcQxWkWNh5pDTvkEMov/8+OmgHPfWVLVUR5HG8gyEubq1iQFceDVy7g73eu4MZVuaQcZ1e+pcvDPa/vj2hrdHjYVd0xwBmCqUxTp4duT4Bkywgpmu/9F8QXhGqRngBbG7aQbx1YtX2m3cf6cS6NBoSc8tJ3Q+XfRgFJkrhy5pU8uuNR2t3to3INwdjwyuaqsEMOEJTlCIcc4DdvHgwrsNe0ufjV/w5EvH+4uZt9dY7w68+q2sMO+VF+/eYBOlyRbYKh4fUHePyDUvpWM+v2BnjvQCMalYLVhQmUN3eHHfKjPPbBYdYWJbEwK46LF6QfN2pNIBhpmjvdPPlBWURWlcPtZ1N5G6mW3ntmdZuLPbVi3ScQTBeEU94PfzCIyxsSeunyRNenbev2xTgrRP+FF0CrM9SmVikwagdXv9sflCNy4o7i9o+OUyGY2OysbqcgyTQyeY7erpBTnnvKCXXT5m6nvruebGvs0n4AM+1eNtTqRiude9B4TUn4DHasVZtH7RoZ5gwWJy/md9t/N2rXEIw+Lf3m8ECMwdvl9od1RvzBYERq0lH61sd2eaPf73T7x6YG9hQmKEO7K/p+7OjTFut33+Xx4/L5eX13fcwa8wLBaOP1B2OuL7s8PoxaJfFGDVpVaHkuxqhAMH0QTnk/Uqx6rluezY7qdlYXJES9f+GCgXNwr1ySFdXWv4btQJQ3d/PK5iruf+sAFS3d3HxSXsT7aqXE7DTrAGcLpjKfVbaTlzBCIm97/w0JM8CUeELdbK7fRJ4tL0rgrS9JhgBKhUxp++A2o0aTjoxFJO59bVSvcX7++bx+5HUOtx8e1etMVfbVOXj6kyM8+l4p2yrajiuGORpctTRyDtcoleHF8VFuPimXlJ6nWWk2PVcvizzHoFFS1Ef/Y36mNapW9q0n5RFvGqHIl2mKTq3kplXRlSPWzQpFAO2rc5CfZIoKTb9icSbPb6zklpNySTKPfySPYPqRFmfgyqWRa0NJguW58Vy8MIMzi1O4eXUuX1pbEDGXCASCqY3IKe+HWqnglpPySDRr2V/XyQ/Pm83ftlWjVir44tp8luQMXH92WZ6dx69dyCPvlSIBd64tYNkA9cj7Ut3m5OZnNnO4qRuAB98p5ffXLeLHnyvmufUVZMTp+OLaQuakjaDQl2DSsKWilZMKTsyJBkJPyff9G5bedkLduHxO9rbs5ezcs495nCTBbLuX9TU6CuMGjjAZCzrTSkja919Uzjb8htGpIW3WmDk792x+tflXPH7646NyjanKvjoHVzyxHoc79PRIIcHztyxjZX70xuhosjwvPmIOn51q4tmblvLY+4epanNyzbJszp2XEo5aUSsV3L4mnxSLjr9urWZGspk7Ts6LEOWcm27j+ZuX8bv3Sql3uLlxZQ5ninzyEeHkGYncf0UJT3xwGJNWxRdPLWBBpi08nmwGDd89Zyb/211Pu9PHpYsy0KkUXLc8m3PnpgqVdcG4sXZGEorzJV7aVIVJq+LWNbm4/QHue6M3HSbbrueKJYN7sCMQCCY/wimPQZpNzxdOKaDD5UWnVnLFkkwkieOWKDNqVZw1J5WTChPDrwfD3lpH2CE/yv/9bSdvfG0NFy9IR6tSoBVKvdOSQDCk6B/ridCQ2fNPSCgC44k5OpsbtpJpyUKvOn4u5qwEL6+XGbl+TucJXfNECap1dKbOJeHA/6hfMHpibOuy1vHDT3/IpzWfsjJ95ahdZ6rx0aGmsEMOodDkR987zKKsuDGd+waaw0sybbj9Qaz66KiP9Dg9d64t4JrlWejUSrSqSHuVConl+fGUZNnw+YOYY/QhGB42g4aLFqRz+qwkFAopfI/+8GBoPDncfn7x3/0sz7Nz9pwUrlmWRVAGi/gbCMaZvCQTeUkmzixORqdS4AvCOQ9+FHFMRWsopzzTLoTeBILpgAhfPwZWvQatSolRqxpSzXCjVjVohxzA3ScnUa9WYtQo6fb48foDWPRq4ZBPY/bVOUgwaTHrTnAR6e2Cff+BvFNOqBuX381njduYZZ85qOOzLX7a3Apqu8Z/DLdnLSNpz39AHr2waJVCxaWFl3Lv5nvxB6NzBgWxaXNGR1K0dnsjhDbHkv5zuFatjOmQ9+Xo/WIgdGqlcMhHCZNOHXGPPiruplMr0KuVfFLawtv7GpEkSTjkgglFms2A3aTDF4idZ+72iZxygWC6IJ6UD4IGh5vPKts42NDJrFQrC7JsJIxQPuDe2g50aiUpFi3XLs/B4fYRlGXmpFnDeYuC6cvGI60UJY9AGbzdf4OkWWCMPzF7ajeQYcrEpB6cTQoJZid4+bhaz+Uzu07o2ieK25ZJQK3HWrmJjuzlo3adBUkLeL/qfV458ApXz7p61K4zlTilKJHH3o/Mxb9pde6QNjcHQ3Onh8+q2tlX18GMZDPzMqxUtrrYVtFGolnLkhx7VI3xI01dbKloo6nTw8LsOOZnWtGrxa1zIrNuZhJ6jRKn148vIJNg0pBg1HCg3sGcdBsalXgeIRhfnG4vG8vb+ayyDYNGxaLsOG5encujfeZBrUpBUYrIKRcIpgtiZXEcOt0+7n19P//4rLcU2vXLs7nrnJnoh/D0PBY7q9u54okNGDRK7rl4Ll97eTvOHrVYjVJBVryBhVmjk/8qmBx8XNpEceoJCvy5O2D/a7D8zhPqpsPjYEfzDs7KOWtI581J8PJe5fg75UgS7dkrSdnxl1F1yiVJ4vKiy/nt1t9yVu5Z2HXH15WY7pRk2Hj6hiU8+M4hOt0+bluTx7qZSSN6DafXz4PvHOS5DZUAWPQqvn7aDH7yn73hY3LiDTx387JwuGhFSzeff3oTla2u8DGPXrOQc+amjqhtghFGgqc+LsPhCj15VCokHrl6AVc8uZ7fX7+EU4pGdmwJBEPlo9JWvvDC1nBJP5tBzePXLsKoVfHy5ipy4o18ZV0Bs1KFlpBAMF0Q28XH4XBjV4RDDvDcxgqONDtPuO//7KjF5Qug1yh5a19D2CGHUBmMFzZUnPA1BJMXfyDI5iNtFJ+owN/OVyBlHhhOzDl8p/JtCm2Fg8ol70uezUejU0XdBAhhd6TPR99WgaH50KheJ8OcwdKUpfx2y29H9TpTBa1aydqZSbxwyzL+cecqrliSRZxRM6LXONLcHXbIAc6dm8oTH5RFHFPe4mR3TW9d4N01HREOOcAv/ruPli7PiNomGFk+PNQUdsghpM3x7PoKrl2Ww2/fOkiXe3yFJwXTm5ZON7//qIy+2TntTh+bjrTyxbUF/OtLq3jy+kUszhEbugLBdEI45cfB7Y/O55FlYtamHSoNDjcAJq0qorZq3/eD45RTKRh/PqtqJ8mixWY4AeekqwFK34K8tSdky8HWgzR2NzIrfvaQz1VKMDfBw3uVQ3PmRwWFirbck0jd+sKoX+qCggv4uOZjttRvGfVrTRWMWtWo5fy6+83ZJq2ajhjzrrPPcbHm+XanD2+M+4Jg4hBLo6DN6SXOqKa12ytqPwvGFZc/QHuMuefofBRn0KATWkICwbRDOOXHITfeSEZcrzOhVEh8+8wiypq6eOqjMjYdacEzTAf9wgUZABxs6GRBZnSY+jXLslEoRMmW6crbexuYn36CoetbnoasFaAbfl5ap7eTN8rfYGnqUpTS8KaMkiQPb5UbkCfAHlNb9nLMdTvRt5Qd/+ATQK/Sc9XMq/jBpz/A7XeP6rUExycn3siMPvoM7+5v4OKF6RHHqJVSRF3gohQLamXkHHzDymyShd7HhGNPTQfPra/ghQ0VnFQQXWHi4gUZvLCxkptW5WI3ihrxgrFlX52DFzZU8Nz6CpzuAJctyog6ZjAldAUCwdRF5JQfh2SrjqeuX8zjHxxmfVkLXz9tBo9/cJjylt7w9ceuXcjZc4aeY7g0184jVy/ggXcOsaemg19eMpc/fHQEf1Dmi2sLWFVwYqJcgsmLLMu8saeem1efQCm0hj3QsBtWfW3YXfgDPv5x6B8UxhWQoB9+KbUsi5+gDHtbNBQneIfdz0ggq7S05p9Cxobfc+jce0b1WguTF7KlYQv3b72fu5bdNarXEhybeJOW3129kKc+KuODg00szbFz+uxkFJLEO/saSLHquHhhBnGG3if1xakWnrtpGb956yA1bU6uXpbFJYsyxGbpBGN7VTtXPLEeT08Ew8UlaTxwxXye+LCMbk+Aq5ZmAjK3r8nn/PlCD0AwtuysbufKJzeEUxR1agV/vnU53z6ziD9vDtUpv/3kPJbmCA0hgWA6I5zyQTAz1cJ9l86j0+1nQ1lLhEMO8PPX9rE0x078EBXZTVoV585L46QZichBGatBw9lzU8P/F0xf9td34vQGyE8cpvJ6wAefPgwzzgLV8MaSP+jnH6X/RKvSDStsvS+SBItTPfy71DDuTjlAe/ZKcj78DZaqzTgyl4zqta6eeTU/3fBTVqWvYk3GmlG9luDYzEg28/ML5+Jw+/AHg1z0yKfIwKqCBJo7Pfzo33uIv3oB6XEhoTdFT43xZzKX4PIGhjzHC8aGlzZVhh1ygL9vryU9Ts+zNy3FH5Ax61V4/TL2EdYpEAgGw3921EZoBrl9QV7eXMW9l8zjnLmpaFQKUm0TIL1LIBCMKyJ8fZBoVEriTVpc3uhQ9dZu7wnlGFp06rAT3vf/gunLX7dWszI/AUka5hO5nS+D1gQpc4d1erevm5f2v0xADrAsZSkSJ/5kcHGym811Olpc4z/tyEoVjbPPJ/vDB1H4Rje03KQxccvcW/jex9+jylE1qtcSHB+1SkG8SUsgCK1OL3Udbv66tZr3DzYRCMo4PdFzvEGjEg75BEWWZarbXFHtR5qdJJp1pNr0mLRq4ZALxo3a9uh7THWbC1mWyU4wCodcIBAAwikfMjNSzKj6hS5et0LkGApGDrcvwN+3VXPyjMThddC4Fw68BrMvDD2iHgL+oJ9tDdv4w64/YtfFsSJtBYph5pH3x6CWWZji4a8HRqDu+gjQnTwbjzWdzPWPj/q1ZsTN4Py88/nCO1+g3d0+6tcTHJ9ki47rludEtKkUEjNEXeBJhSRJXL0sK6r9wn56AQLBeHFRjLF49bKs4W+6CwSCKYlwyodIcZqVZ29eyoIsG0lmLV87rZDPr8gROYaCEeMvW6rITzKRYh3GRk93E7z3Cyi+CHTHL6XmDfhodDayp3kPr5W9xiPbH2Fvyz5OzjyZOQlzRuQJeV9OznDxZrmBJufEmHoa5lyIrWID9oPvjPq11matpTi+mFvfupUOT8fxTxCMKkqFxA0rc/jqukKSzFoWZtl47ualFIu6wJOOVQXx/OrSeWTZDeQmGHngihKWC9EswQRhea6dB64oITfBSJbdwK8unSc0gwQCQRSSPBHkkIfJ4sWL5S1bxqfcUJfHh8sbJMGkEbud04tB/7GHMz67PH7W/up9vnpa4dDzyd0d8Pq3IWUO5PbmLsvItLpaaXDW0+RsptXTQoe7A4e3E1/Qh0ltwqazEa+LJ92cjlFlHNp1h8jb5QY6vRI/WtU21Af5o4LGUUfmht9Tdtpdo55fLssyfz34V/a17uPR0x4l05w5kt0P6bc5nvPnREKWZZq7vOg1Ckza0SnHJgDGYHy2dXuRJE6sjKRgujLq47Pd6UWWIU6kUgiGzgRYLQlGGyH0NkxMWjUixVAw0vzsP3uZm2EZukPeUQ1v/xiSZ0POalpcLZR3HOFIRzk1XTVolGrsOjtmjZVEfSI55lyMaiNalXbEn4Yfj5OznDz6mY1XDxs4v8B5/BNGGa8lldrF15P/9i+oXPkFWorOGLVrSZLEZUWX8U7FO1z92tV8e+m3OTf3XLGxN45IkkSiWUzmUwHh7AgmMmKzSCAQHAvhlAsEEwBZlnn0/cN8eriZH3+uePAnBryw/1XkHS9Rnz6fzxQ+ync8jgykGFJIMSUzL3EeOtXE0TxQK+CaWQ6e3GFFq5Q5IzdapGmscdlzqFx+G+mbn8FWsYGq5bfhtaSM2vXWZa8jz5bH4zse56X9L/GF+V8Y0fx9gUAgEAgEAsHkQTjlAsE4EgzK7Kzp4KF3DlHW1MW3z5qJQTPw19IX9NLaWUN33Q4UNVtIrttDvUrFByY9mqCDRGUyJ6Wvwaqd2HmxCYYgN89z8PxeM+trdVw2s4uZdh/jKc3gtaRSftJXsZe9T/Ffb6czdR5t+SfTmVKM15wyZNG845FrzeUHy3/A+tr13LvpXlx+F2sz17IkZQmz7LNIM6WhVChH9JoCgUAgEAgEgonHpM4plySpCagYha4TgOZR6PdEmIg2wcS0azRtapZl+azBHHis8WldfU2ybdVVGX3b3JW7OpQmv16fpYmIcZvr8ZAYiC7TBNCpUOAKSjIyMkyO77Iccm9lAB9qaY88L8LbzeGw/D3lT/zjGdFtkJCWKvwq1QA2PO3TeH7iMw78iD+ABiWDLsguIaGOV2u1Kdrj1sYp/VHpHneFO1Ydt0GPTRjV+bMvE3F+GIjJYutktXMijs/jMRl+18LGkUEny/KcwR48yPE5GT738Zjsn2Gy2w+hz7B/KPOnYHIyqZ3y0UKSpC2yLC8ebzv6MhFtgolp10S0abBMZtsHi/iM04fJ9HuYLLYKO8eOyfAZhI0jw2jYOBk+9/GY7J9hstsPU+MzCAaHSGAUCAQCgUAgEAgEAoFgnBBOuUAgEAgEAoFAIBAIBOOEcMpj8+R4GxCDiWgTTEy7JqJNg2Uy2z5YxGecPkym38NksVXYOXZMhs8gbBwZRsPGyfC5j8dk/wyT3X6YGp9BMAhETrlAIBAIBAKBQCAQCATjhHhSLhAIBAKBQCAQCAQCwTghnHKBQCAQCAQCgUAgEAjGCeGUCwQCgUAgEAgEAoFAME6MqVMuSZJSkqTPJEl6NcZ7N0iS1CRJ0vaen1vG0jaBQCAQCAQCgUAgEAjGGtUYX++rwD7AMsD7L8uy/KUxtEcgEAgEAoFAIBAIBIJxY8yelEuSlAGcCzw1VtcUCAQCgUAgEAgEAoFgIjOW4esPAN8Cgsc45hJJknZKkvRXSZIyj9fhWWedJQPiR/yM5c+gEeNT/Izxz5AQ41P8jPHPkBDjU/yM8c+QEONT/Izxj2AaMCbh65IknQc0yrK8VZKkUwY47D/An2VZ9kiSdDvwDHBqjL5uA24DyMrKGh2DBYJhIsanYCIjxqdgIiPGp2AiI8anQCAYTcbqSfkq4HOSJJUDLwGnSpL0fN8DZFlukWXZ0/PyKWBRrI5kWX5SluXFsiwvTkxMHE2bBYIhI8anYCIjxqdgIiPGp2AiI8anQCAYTcbEKZdl+S5ZljNkWc4BrgTelWX52r7HSJKU2ufl5wgJwk14AoFjReMLBNML8X0QCAQTGTFHCSYjfjFuBYIpz1irr0cgSdJPgS2yLP8b+IokSZ8D/EArcMN42nY8mjrdvHegiVe2VFGUbOaqpVnMSbeOt1kCwbiwp6aDlzZXsreuk8sXZ7B2ZhJJZt14myUQCAQA7Khq58WNFZQ1d3PV0ixOKUrEbtSOt1kCwTGpbnPyxu56XttVx7K8eC5ekE5hsnm8zRIIBKPAmDvlsiy/D7zf8/8f9mm/C7hrrO0ZDrIs89LmKn7z5kEAtpS38Z8dtfz9zpUUJInJUjC9KGvq4uqnNtLh8gGwtaKNr64r5KvrClEopHG2TiAQTHf21zu46vcbcHoDAGwub+OH583mptW542yZQDAwLm+A+/53gH/vqAVgW2U7/91Vx0u3LSfVqh9n6wQCwUgzlurrU4a6DjePvX84os3h9rOvzjFOFgkE48e+OkfYIT/K4x8cprbDNU4WCQQCQS97ahxhh/woj7xXSmOne5wsEgiOT0VLd9gh721zUtrYNU4WCQSC0UQ45cNAAlQxngAqJPHrFEw/Yj0NVykkJEk8JRdMfN6ueJtvffgtNtVtGm9TBKOEIsatWamQUCDmKMHERZIkYgWbKcS9VSCYkggvchik2vR87bTCiLYEk4bZaZZxskggGD9mp1pIskTmZn5lXSFpVpFTLpjYvFP5DndvuBub1sbX3/86+1v3j7dJglFgTpoVq14d0faN02eQYBY55YKJS06CgSuXRpZem51qoTDJNE4WCQSC0WRchd4mMxcvzCDNZuC/u2opSDJxRnEKuQnG8TZLIBhzsuONPHfzMt7cXc/Bxk7OnpPK8jy7eFIumNC4/C5+vuHn3DrvVmbEzUCj0PDLTb/k6bOeHm/TBCNMYbKZP9+6jP/tqaeyxcm581JZlmsfb7MEgmOiVSn56qkFLMqy8e7+JhZmx3FqUSJJFrHhLRBMRYRTPkxsBg1nzUnhrDkp422KQDDuFCWbKRKKsIJJxH8O/4dMcyYz4mYAsCp9Fa+WvcrBtoPhNsHUYXaaldlpokKKYHKRbNVzyaJMLlmUOd6mCASCUUaErwsEAoFg+tBRg/zXm1G/8xNOzzg53KxSqFiRtoJ/lf5rHI0TCAQCgUAwHRFOuUAgEAimBwEfvHApDm8HMzrbWHfgw4i3Fycv5p3Kd5BleZwMFAgEAoFAMB0RTrlAIBAIpgfbngO1njftqWzJX0XiwTdRdzWH3840Z+L2uznScWQcjRQIBAKBQDDdEE65QCAQCKY+sgzrH4Y5l7G1cRuZiXNxpC8gcf9/w4dIkkRxfDEb6zeOo6ECgUAgEAimG8IpFwgEAsHUp2oTBAM0mhPp9jlJMaXgSF+A/dC7EYcV2YvYULthnIwUCAQCgUAwHRHq62PM/joHr+2q42B9J+fPT2NVQQJxRs14myUQDIqaNhfvH2jkvQONrMiL57RZyWSLUoCCycCuv0DuSexq2U2uNRcFEm5bJiq3A62jFo8lDYDCuEL+duhvyLIsyvpNAXZWt/Pv7bXUdbi5ZFEGS3PsmHRi6SMYX7o9frZUtPK3rdXYDVouXJjG/AybmHMEgmmMuDONIWVNXVz91EZau70AvLG3ge+dM4tb1+SNs2UCwfHp9vj5xX/38dquOgDe3tfIf3bW8YfPLybepB1n6wSCYyDLsP81WPs9dpb9gxxrdqhdUtCdVISlaitNxSGnPF4XD0B1VzWZZlGGaDKzt7aDK57YgMsXAOC1XXU8dGUJnytJH2fLBNOdj0ubuf25reHXf95cyV/uWMG8DNv4GSUQCMYVEb4+huyrc4Qd8qM8+M4h6jpc42SRQDB4ypu7ww75UbZXtXO4qWucLBIIBknjPpAgYE3nUPtBss3Z4bdc9lzMNZ+FX0uSRL41nz3Ne8bDUsEIsqW8LeyQH+Whd0vpcHkHOEMgGH26PX5+9+6hiDaPP8gnpS3jZJFAIJgICKd8DAnGqLITlGVE9R3BZGCgYRprXAsEE4rStyFtIZWdVZg1Fozq3pQLZ3we5vrdEYdnWjLZ1bxrrK0UjDDBWG1BeeDJTCAYE2QCA6wHBQLB9EU45WPI7FQLVr06ou1LawtIterGySKBYPDkxBs4fVZSRFtxqoWCRNM4WSQQDJLD70HKXA60HiDTnBHxls8QjyLgiyiNlmPJEU75FGBxdhxaVeQy50unFmA1CB0Xwfhh1Kr54ikFEW1qpcTqgoRxskggEEwERE75GJKfZOLFW5fxt63V7KtzcNniTNbMSBTCHoJJgUmn5ofnz2Z5fgJv7KnnpIIEzp2XSoJZ5JMLJjABP1RvgiW3sG/PH8mx5kS+L0m4bFkYm/bTbloNQJY5i0Nth4TY2ySnOM3Cy7ct58+bq6jvcHHV0mxW5tvH2yyBgJNnJPLU9Yt5YWMldqOaq5dlMzfdOt5mCQSCcUQ45WNITZuLXdUdANy4KofiVCsJQiBLMEHw+gN8VtnOqztr0aqUnDs3lfmZNhSKXqck027k5tW53LQqRzgrgslB3Q4wJSPrzBzuKGV1+uqoQzzWVIxNB2nPDb1n0VrQKDXUdteSbhKiYJMVSZIoyYqjJCuOI81dvLqjljf31nPO3FSW5tix9ItcEwhGg0BQZntVG6/trMMflDl/XholWTZOm53MullJ4l4qEAgA4ZSPGZ1uHz95dQ9v7mkA4I+flHPyjEQeurJEhNIJJgSby9u49g8bwxoHz6wv5+XbVrAwOy7qWLGIEEwaKj+FpNnUd9ejUWgwa6LTLdyWdMz1kcJuWeYsDrQeEE75FKC0sZNLH19Pu9MHwN+31fDLS+ZyxZKscbZMMB34rLKNK57cQKBHgOX5DRW8eOtylufFi3upQCAII3LKx4iy5u6wQ36UDw42cbipe5wsEgh6CQRl/vjxkQjRQV9A5vXddQOfJBBMBso/gcQiDrcfJm0AB9tjSUPfeiSiLdWYyqG2QzGPF0wudtd0hB3yo/z2rYM0d3rGySLBdOLv22rCDjmExFGf31AxjhYJBIKJiHDKx4jgABLVAaG2KZgAyLKM1x+tVezuV05IIJhUyDJUb4ak2ZS2l5JiTIl5mM8Qh9LbjdLTGW5LN6dzoO3AWFkqGEUCMWTYfQFZqF0LxgSPP/o+Ku6tAoGgP8IpHyNyE4ws7hcGPD/DSl6CcYAzBIKxQ6VUcMOqnIg2SYLz5qWNj0ECwUjQXhn615hIafth0owDjGdJgceSir61PNyUbkqntK109G0UjDqz0yzo1cqIti+uzSfJIiqfCEafSxZmRLVdtzx7HCwRCAQTmTHNKZckSQlsAWpkWT6v33ta4FlgEdACXCHLcvlY2jea2Awafn3ZfP6zo5Z39jdySlEin5ufRrwQehNMEFbkx/PHGxbzp0/K0aqU3LgqhwVZ0fnkAsGkoXozJM3EHfTS5GwkyZg04KEeUzL6tgq6UucCofD1mq4a/EE/KoWQX5nMzEq18OfblvPChgqOtHRz9dIsTi5KHG+zBNOERdlxPH/zUp7+pBx/UObGVTkszRNVAAQCQSRjvdL4KrAPsMR472agTZblAkmSrgR+CVwxlsYNFn8gyI7qDt7cW49Skjh9djLzMyJVqmORk2Dky+sKuf2UPDRK5TGPFQjGGoNGxakzk1lTGCrTpzzOeB6IvbUdvLO/kZYuL6fPTmZRtg2dWjg1gnGgahPEF1DpqCTRkIRKGnje9ZkS0PV5Uq5RarDr7VR1VpFrzR0DYwUnSjAos7Omg7f21uMLyJwxO5n5mTbUSgUlmTbmZ1jxB2XUShEkKBg7tGolqwsTWZGfgCzLqJQKPL4A6w8389beBqx6NetmJTNHlEQTCKY1Y7ZSliQpAzgX+DnwjRiHXAD8uOf/fwV+J0mSJMsTL+nrs8p2rvx9r5Lmkx+W8crtsVWqYyEccsFERnUCC9b9dQ6ueGIDnR4/AH/6tJwnr1vEGcWxc3kFglGlejPMuZQjHUdIMSYf81CPKRlr9daItjRjGmXtZcIpnyTsqG7niic24O1JIn/qozL+fOtyluXFA6GqEWqlULsWjA+hje7Q+Pv0cAs3/mlz+L0nPizjL3esoDhNOOYCwXRlLLeLHwC+BcSQXAEgHagCkGXZD3QA8WNi2RB5YWNFhJKmPyjzt23V42iRQDAx2FzeGnbIj/LA2wfpdPsGOEMgGCUCPmjcBwkFlHUcJslwbKfca0pE1xE5jycbkzniODLAGYKJxms768IOOYRUrp/5tHxAoVWBYDxwev08/O6hfm0BPi1tGSeLBALBRGBMnHJJks4DGmVZ3nrcg4/f122SJG2RJGlLU1PTCFg3dLr6OR0DtQmmHxNhfI4n7hgqsy5fUCyKJwjTanw27gVzMqgNlDsqSB1Aef0oPoMdlbsDyd9bJivZkMzh9sOjbamghxMdnwPdm8XsIxgJRmr+DAZluj1CkV0gEEQyVk/KVwGfkySpHHgJOFWSpOf7HVMDZAJIkqQCrIQE3yKQZflJWZYXy7K8ODFxfIRarl0WrZp52aLMcbBEMNGYCONzPFmSbUfVLxf9jjV5WA2acbJI0JdpNT5rP4P4QlwBN+3uNuJ1xwm8khR4jYnoOmrCTanGVOGUjyEnOj4/VxKtrv/5lTnD1scQCPoyUvOnSafm9pPzItqUColVBRMyOFQgEIwRY5JTLsvyXcBdAJIknQL8P1mWr+132L+BzwPrgUuBdydiPjnA0jw7f/j8Yn7/URkapYI7T8mnRKhUCwTMy7Dx4q3LeOqjIzR0urlxZa5QORaMD9VbwZ5HpaOSJEMyCun4e9BeYwK6jmpc8aEFc4oxharOKmRZRpKEYzfRWZQVx7M3LeWJD8vw+YPcuTafpTlC5Vow8Vg3K4mHryrhj5+UE6fXcNuaPOZl2MbbLIFAMI6MqySyJEk/BbbIsvxv4A/Ac5IklQKtwJXjaRvAoYZOPi5tpq7DxZrCRBZkxWHUqjBoVKyblUxRspnN5a28sbeBhk4Py3LtpFj14222QDCi1LW72FTeysayVrLjDazMj2fuAIsHhUJiaW48C7Pi8AdldGohaigYJ2q2wqIbqHCUk2QY3MaQzxiPts+TcpPaBECbpw27Tjh3Ex2tWsmaGYksz7dzoL6Tjw+1sKW8jZOLEpmfYUOj6t2YKW/pZn1pC6VNXSzPi2dxThxxIqJHMEZY9RrOn5/OGbNTUEgSalXsTcPy5m42lbeyraKNGclmVuTZmSXE4ASCKcmYO+WyLL8PvN/z/x/2aXcDl421PQNR1tTF1U9tpKkzlF/45IdHePDKEi4oSQeg0+3j5//dx+u768PnXLQgnbsvmINRJ8o/CaYGwWCQV7ZUcf/bvaI0OfEGnrx+ETOSY1U2DKFSKlAJf1wwXvjc0HoY7HmU7/uIJMPA9ckjTtPb0bVVhV9LkkSqMZXyjvIBnXJZlilvcaJTK0gVm7ITgkMNXVz5xAa6vaEc3UfeL+W5m5axujABgPoOF194biv76jsB+MPHR/jWWUXcsSb/uKVNBYKRRHuMjWunx8cfPj7Ccxsqwm0lmVYeunIBWfHGsTBPIBCMIaJY5wDsrukIO+RHue9/B2jpCrUdbuyKcMgB/vFZDWXN3WNmo0Aw2hxo6OSJD8si2spbnOyp7RwniwSCQdCwB6yZoNJS2VF5XOX1o4TC12si2pKNyVQ4KmIef7Chk3Mf+pjLH1/PmQ98yJde3CbEmiYAHxxoCjvkALIMj75fiqfnb7O/rjPskB/loXcOUdXmHFM7BYJjsb++ixc3VUa0ba/qYF+duP8KBFMR4ZQPgMcfXbmt2+vH36Mi3bfsSl+8AbEgE0wd/EE55nfBG6NNIJgw1G6D+AJ8QT9NriYS9UMIX++si2hL0CdQ7iiPOnZ3TQdXPLGe1QUJPHhlCQ9fuZB2p5cvv/gZE1QOZdoQS4W9w+UjIA98//b6gxGlTgWC8cYfjD0mxTpTIJiaCKd8AGanWdD2y/G57aQ8ki06APISTBQlmyLen5NmITdBhBQJpg75CSYu7KdobNaqmJliHieLBIJBUBMSeavtqiFOF4dKMbhcCp/ehsrdieT3htuSDclRTnlzl4eb/7SZz6/IYe3MJCRJQqNScNuafMqau/j7thoE48faoiT66/LdelIeBk0otaww2YxVr454/+KFGaTHifQDwcQhP8HEST0pF0dJMmuZkSzuvwLBVEQkPw/A7FQLL9yyjMc/OExlq5Nrl2Vz1pzeOrcJZi2/u3ohL26s5MNDTZw1J4XLF2ViN2rH0WqBYGQxaFXcelIeKRY9/9tTT36ikRtX5TA/0zbepgkEA1OzDZbdQWVnJYmDFHkDQFLgM9jRdtbhjguVvkw2JPNO5TvhQ2RZ5puv7GBFfgLL8iJLGKmVCj6/Iodf/m8/585LFUKH48T8TCvP3rSUR987TIfbx60n5bG2qFdXIDfByEu3LecPH5VR3uLklKJELliQjlYIYQgmEPFmLd85ayZFydXsqO4gM87A1cuyKEoZWM9FIBBMXoRTPgCSJLE4x84jGVb8gSBGrTrqmMJkM98/dxa7a9Ioa+7muQ0VZNoNnFSYQF6iKUavx6fJ4WZnTQcub4AjLd0oJInVBQnMTbdOegGa2q5aPmv8jLL2MuYkzKEkqYQ4XXQpuUAwwJ6WPWyq34RWoWVp6lKK7EXjYPH04NPSZraUt+HyBViaa2dZjg2DrleFeGaqhZmpFm5YlY1Jo0KvjZ42ypu72Xikheo2F0tz7CzIisM0xQQP293tbG/azq6mXeRYc1iUtIg0cxo1nTVsbdxKRUcFJUklzEuch1Ur1HHHDa8T2isgLoeKg5tIGGToevh0YzxaRx+n3JhMdWd1uCzav7bXUtnq5JbVuTHPL0w2k2k38PdtNVy9LOuEP45g6GhUSk4qTGRJjp1AUMaoVXG4qYvXdtZi1qto6fbS1OlhzYxE5jq9ZNqNBIJBXt1Ry/76TuakW1iUHUeiWTfeH2VKc7j9MFvqt9DmbmNxymLmJsxFq9L2zqmOCuYnzGd+0vwpN6f6AkF2VLWzoawFk07Firx4Ek1aNpW3srm8lRSrnmW5djLi9CzLi0etUlKYZBJikoOkurOarQ1bqeyspCSxhPmJ87Foozcz9rfsZ1P9JrxBL0tTllIcX4xykJFVAsFIM7VWzaOAVqU85u753joH7x9silCnzrLreeGW5WTaDUO6lsvr58F3D5EZZ+D+tw/i9oXy3h54+yB/vnU5iydxvdVWdys//OSHbKzfGG67ec7NfLHki6iVkRsenzV+xi1v3kJADuVNGVQGnj7raWbHzx5Tm6cDn5Y2c9tzW8M5mE9+VMZj1y7kjNkpUccOtECtaXNx8zObOdzUK3J4z8VzuWrp1HFI/EE/L+5/kcd2PBZuW5S8iJ+s+Anf+eg77G7ZHW7/+qKvc0PxDYOqiy0YBep3Qlw2KNVU9SzIhoJfb0Pb2SviqVfp0Sq1tLhb0EpW7n5tL19dV4hKOfDf96ziFP74yRGuWpop6puPI0cjFY40d3HtUxs5Z24qb+9roKKlV9Dty6cWsKOqHYfbz9v7GsPt1y3P4nvnzkKnFsuk0aCsvYyb37iZFndLqGEHPHTqQ8yJn8O3PvwWO5t3ho/92sKvceOcG6fUnLqxrIXr/riJo/ITFr2KX186nzue3xY+5uQZCcxKtfD4B71iqyvz43n4qgXEm0RU5kA0djfyzfe/yd7WveG2by76Jp8v/nzEfLyneQ83vnEjLr8LAJWk4qkzn2JR8qIxt1kgAJFTfsLsqXVElKsAqGx1sae2Y8h9HWl28v6BJkqbusIOOYAvIPPs+vJJLR5U1l4W4ZADPLPnGSo7I5VF/UE/z+59NuyQAzj9Tj6o+mBM7JxufHSoOUIUKRCUefbTcjpdvkH3sae2I8IhB7j39f3UdbhGzM7xpqqzit/v+n1E29aGrexv2x/hkAM8tv0xajpFTvG4UfsZxBcgI1PdVTPocmhH8enj0HbURrQdVWB/7P3DzEmzUpB07JzO4jQLbl+AbZVtQzZfMPLsrnFQ1+HGolNFOOQAz22oYN2slAiHHOD5jZUcaRZq7KPFzqadvQ55Dw9ve5iazpoIhxzgsR2PUd1ZPZbmjSoub4CH3y2l75LO4fKztaINc59ItHkZNp766EjEuZ8ebuFQY9dYmTopOdh+MMIhB3h0x6PUdEXel9+rei/skAP4ZT/P73ueQFAI6QnGB+GUnyC+QJBOd7TSa1+nerB4/AH0amXM/lq6vJNaGdYdcEe1+WU/vmCk8xeUg7S6W6OObfOIxe1o0OHyxmjzD1hdIBaxxrrT68c/hD4mOv6gH38w+nvpCXhitvUf14IxpHoz2PNpc7ehQMKoHpr4ps9gR+uIdMqTDEnsaajk+Q0VXLIo47h9SJLEqoIE/rZVbM5MBFw95dECMTa2uz1+YsUyyHLoniwYHZz+6A0Ph9eBT46eO70Bb8z5d7LiDwRp7Y6+93Z5/GjVvctyhSSFK/70xSPKLh4Tjz/6vuz2u6PuyzHXmq42gvLUWbsIJhfCKT9B8hOMXFCSHtGmVSkoGoY6dU68EYNGwYIYIlrXr8g5ZrjkRCfXkku8LlIUaUXqCjJMkQtcjVLDNbOuiTp/Xda6UbVvunLyjOiniJcvyRhSaFxRihl9P0Gra5ZlkzKFct/STemsSV8T0RanjaPAVoBZHfldPzPnTNJMkYr1gjGkZhskzKC6s3rQ9cn74jXEo3XUR7TF6+L515ZuVubHkzDI78aq/Hj+u6tuSm1OTVZmpVlQKyWUCgU6deR99Pz5aRxu7iKjn/L6/AwrOfGimspoMTdhLkop8r5x/ezrSTWmYtFE5v6enn36lJpTzXp1lCaFJMHCrDiau3qd9QP1DlYXRKqvJ5g05CcNT7NoupBvy8ekjvwdnZN3DmnGyDF0evbpUedeNeuqqJRKgWCsGHKylCRJSuBcIKfv+bIs/3bkzJo8zMuMwy/LWHQq3trXQG68kS+fWsCs1KGrY8YZNfzm8hLe3F3P986ZyT+31xIMyHz5tAJW5Mcfv4MJTLo5ncdPf5yndz/NjqYdnJZ1GpcVXYZJE31zWZm2kl+s/gV/2P0H9Eo9d8y/g/mJ88fB6qnPkpw4HryyhKc+OoLLF+CaZVmsGuJYK0ox88Ity/jde4cobezm8sUZXLQgA/Uk3kTqj0Ft4NtLv03+wXzerHiTOQlzuHnOzcyKn8Xvz/g9f9j1B/a17uOcvHO4MP9CdCohEDUuuNqhqwGsmVRVvEGCfujzps8Qh7YrMpTZokphZ5mJ+y8bvGOQaNaRaNay6UgrK/strAVjS3GqhedvXsafN1XwswuK+feOOipanJxZnIJGJeEPBPndVQt4cVMlnx5u4dSiJK5fmYPNoDl+54JhMSt+Fk+c/gRP7HiCRlcj18y8htOzTyfBkMDvz/g9T+18in2t+zgr9ywuLrx4ys2ppxcnIwPPb6jEpFPwhZMLSLPq+NLafP6zs450m56rlmWTZTfw4sYKXt9dz8LsOG5fk0dG3ND0iqYbOdac8H15f+t+zsk7h4sKLkKritxQXZC0gIdPfZjHdzyOJ+Dh5jk3syJ1xThZLRCANNQ8ZUmS/gu4gV1A+BGALMs/GVnTjs/ixYvlLVu2jMm1ZFlmT62DLRVtKIDFOXHMTutVA+1y+6hqdbKnzkFTp5cFWTZKMq3DEonx94TEd3t97K3t5FBDJ/lJJhZkxYXrpE9WfAEf3b5uLFrLcUVbOj2dKBSKIYefjjKDVm0ay/F5Ihyqd9Dc7SUYlLEZ1MxKteIPBtlZ3cG2yjYsOjU5CUa2V7aRYtWzKDsupoihxxfA6QsQN4UXskE5iMPjwKg2Ruyme/weXH4XVq11PIW9hnThyTI+h8Thd+HtH8MZP+exHY+RoE9gbsLcofUhyxT+7wfsuO4lAtrQpuEfPqrk08PNPHHZpUPq6l/ba1ApJO6+aIg2TE3GdXxuq2hle1UHrd0eFmTFMSvFTLxZi9MTwGZQI0kSPn+QLo8fi16NcpJXO5ksuP1uvAFvlDK2N+DF6XOO5Zw6puPT4/WzuaKN7VXtGDRKSjLjWJgdqkZT2+7EpFVh0Wtod3rZW+egudONVa9hRrKZVNvUiUIbTQZ7X+72dROUg5g1E7r+u5iQpgHDkRXNkGV53ohbMsHZXtXOlU9uwOMP7UPo1Upevm0583pCzducPu588TOONPcKXj181QLOnz/0kCuVUoFeo+Thd0v54ye9Ih+fm5/G3RfOwaKfvKE1aqUam9I2qGPN2gk9QU4J9tU5uOKJ9Th6dAxUCokXb11Gp9vPLc9uCQvRJFu0XLook3tf3s6cdAtPXb84Kjxdq1aineJ1mRWSApvOFtWuVWmjduEF40D1FogvDP23s5pZ9llD70OS8Bnj0XbW4dQWEgjKbNyvQ7LtAIbmlC/KjuO3bx3kZz3l1ATjw2eVrXzlpe1Ut/WKOv36snlcuigzorqKWqUgTjV1NxUnIjqVLuZTcI1Sg0Y5df8WH5Y2c8fz28JaQXEGNU9dv5hFOXbSbKFNb18gyJ8+LeeBPtV9TpmRyG+vKMFunLq/m5FisPflCfbgRzCNGU586euSJJ0x4pZMcF7cWBl2yAFcvgD/3tErBrS7piPCIQf4+Wv7aO6MFpwYDEeau3n600jVzX/vqKVUqG4KRpD3DzSFHXIAf1Bm45FW7vvf/ghl2AaHB4UUctp31zjYW9c5DtYKBMehaiPEF+CX/TS5mojXDy9s3Ku3o+kMhbDvqPBi0imRNE10+4Y2/6bb9MgyHGgQ35fxZG9dZ4RDDvDQO6UcaRL3U8HY43B6eeLDsgjx3janj/VlkWr0lS1OHnmvNKLt/YNNHBTziUAwJRmOU74B+IckSS5JkhySJHVKkuQYacMmErIsU++IVg9v6NPmjKGG2e7y4hmmyI/bFyBWZoFbqG4KRpDmruhNI38gSJszhgKuPxgO6XR7xTgUTDBkGWq2QuJMGrobsGqsqBXDqzHdt1b5W7tclGRriNPZaXI1DakfSZKYn2nlvf2Nxz9YMGrEum+2O70RG+0CwVjh8gdoj3GP7d/m9gfwBaIXgi5x/xUIpiTDccp/C6wADLIsW2RZNsuyPHRVs0mEJElcvSwrqv3CBb2q6zNTzKiVkeGJ16/IIWWYOeDZ8UZm9xOLS7PpyE0UYTaCkWPdzGj19aJkCzeuyoloU0hg1avx+IPo1UoKk4X6q2CC0XYEFGowJlDTVUOiIXHYXfn0NjSOOjrdQXZX+SjO0BCntdHoHJpTDjAn3cr7B4Z+nmDkKEwyo+qXI37pogwKk8T9VDD2JFv0XL44urRif0HfLLuBFfn2iDa7UUOBUF8XCKYkw3mMUAXsloeqEDfJWZUfz28vn8/D75aiVEh8dV0hy/J6J9BZKSF119+8dZC6dheXL87gkkWZwxaLsRs1PHhVCU99WMZ7B5pYlmvnzrUFpE6hMlOC8Wdhto0nr1vE/W8dpNsb4Aun5LE8386iHBsKhcSzn1aQaNby+RXZPL+hgtUF8Xzj9CIKk0W+v2CCUbUJkkI55FWd1dh19uOcMDA+gx1T4342HPJQkKJCp5awaCxDflIOUJxq5dH3DuP0+jFohvfkXnBiLM2x8+g1C3ns/cM0ONxcUJLGefNSUSqntgaGYOJyZnEKgaDMi5sqMWlVfOGUApblRM5ZZp2an184lz99Us7/9tRTkmnjy+sKYwqtCgSCyc9wVghlwPuSJL0OhGNfp1pJtOZODzuq2znS3E1Bkol5GVYuXpgRerIogVUfKbKhUEgsy4vnh+fNZmd1OwpJosPlI+0EVDILk8zcfeFcOlw+zHpVhCDNRKbR2ciu5l3UdtVSYCugOKE4qu6oYGTx+ALsrOlgT60Du1FDSaaNrGPcuCtautle1U6b08e8dAsv3roMkIjrIx5z+5p8Ll2YgVatwKBWcdKMRIwaFXrN5BiHA1HTVcPupt00u5qZGT+T4vjiKVduZ1pSuR4SZgBQ1VlJtiVn2F359HFouhr55ICb4oyQsKZNZ6Ohu2HIfek1SnITjGwub+PkGcN/ei+IRpZldtd2sLOqA41KQUmmLWrDsKypi+1V7bj8fn55yVyUCon8JLGpOJYcaD3A7ubdAMxJmEORvWicLRp/Uq16FmXFkR1vRClBqkWHKYaIb16iiR+eP5uvrCvErFNNeTHVyUKXt4vdLbs51HaIVGMqcxPmkmxMHm+zBJOc4TjlR3p+ND0/U44ut4/73tjPK1uqw223rcnjG6fPwHqMck87qtq56vcbcPbk+xg0Sl66bTnzMmzDtkWtUpBgnjyqzu3udn624We8X/V+uO1rC7/GDcU3oFSIm8lo8c7+Ru58YVv4dVGyiaduWEJmjHqmlS1Obnh6c1iYUJLgyesWc/rs6BtKvKl37CWYJs84HIj6rnq+8d432Nu6N9x2z+p7OC//vHG0SjAiVKyHZXcAUNtVy+LkJcPuyq+Po9vRzWGPnwsWhb5DVo2NIx1HjnNmbGanWfjoUJNwykeYrRVtXP37jXh7tFtsBjUv3bqcmT2pX2VNXVz91AbqO0LPDxQSPHvTUuGUjyF7mvdw4xs34vKHhPb0Kj1Pn/k0xQnF42zZ+PLRoSZuf24r/h6xtwSThievWxwui9YXlXJyrQOnOkE5yD9K/8F9m+8Lt61MW8k9q+/Brh9+hJZAMOicckmSdJIkJcqy/JO+P8BjwC9Hz8Sxp7SpO8IhB/j9R2UcaT62UuvftlWHHXIApzfAPz6rGRUbJyql7aURDjnAo9sfpaqzalzsmQ40d3r46X/2RrQdaOhiT01HzON31bRHVAqQZfjFf/fS1u0dVTsnAvvb9kc45AC/2vIrGp1CiGtS42qDjiqw5+IJeGj3tBMXo3TdYAloDHzonU1+ooRGFUpBsulsNLmah9VfcZqFT0uHd64gNj5/kCc/LAs75BASyuqbv7+loi3skAMEZfjNWwfp8kSLbAlGh3+V/ivskAO4/C5eLXt1HC0afzqcXp788HDYIQdo7vKyvkzMEZOB6s5qHtr2UETbp7Wfcqj90ABnCASDYyhCbw8BJ8VoXwXcPzLmTAycXn9UmyyDy3tspdb+JVcAqlqdI2bXZMDpj/683qAXdyBavV4wMnj8Adqc0Q519wAKrV3u6PHd0jU9lIidvujx2eHpwBuY+hsSU5rKjaF8coWK2u464nXxKKUTiMyRJP4nLafI1jtvWTRmOr0OAsHo78/xKEg0Ud7ipCOG4rJgePhlmdqO6HtuY2fv3yzWRmOjw4PHN/XnuolCbVdtVFtN5/R6WNEfjz9Ic1f0XNA6DTbGpwKegCfmmjbW+lcgGApDccoXybL89/6Nsiz/A1gzciaNP7nxRpItkaFCBUlGsuOPLa5xWQw1zUsXZY6obROdHEtOVP744uTFpJvSBzhDcKIkW3RR1QFUCokZA4ixzUy1RAkQXrs8m6RpEB6Xb8tHrYjM27sg/wJSDCnjZJFgRCj/KCzyVttVO+z65EcJBGGDdwbFptZwm1JSYtZYaHYP/WmWSqmgKNnMhiMtxz9YMCj0aiXXr8iJaj+1T0WJhdlxSP20Vq9fkR2RliMYXS4svDCq7YKCC8bekAlEkkXHJQuj10TL8+JjHC2YaKSZ0liVtiqizag2kmvJHSeLBFOFoTjlx/JIh1NabcKSatPz9A1LOGNWMjaDmvPnp/LI1YuOeyNfmR/PfZfOIyNOT0acnl9dOo+V+dMrvyTLksXjpz3OyrSVWLVWLiq4iB+u+CFmjcjhGy1USgU3r87lC6fkE2/UMD/DyjM3LY0qqXeU4jQLf7phCXPSLaRYNHxlXSHXLs9GMcxKAZOJGXEzePL0J5mXOI84bRw3zL6BW+fdikopVLEnNUc+hOQ5QCi08ESU1wEOtqmxq1zY/ZFOdJzWRtMwyqIBzEw1s/6wCE8dSdbNTOLH588mxaIjN8HII1cviMjJnZ9h5anrF1OUbCLJrOVbZxZx4YK0cbR4+rE0ZSk/XflT0oxppJvS+dmqn7Ekdfh6D1OFs+ek8PXTCkm1aMlPNPLby+ezLFc45ZMBo9rIXcvu4rIZl2HT2liWsownT3+SHGvOeJsmmOQMZSXaKEnSUlmWN/VtlCRpCXDMVYokSTrgQ0Dbc82/yrL8o37H3AD8Cjga1/Q7WZafGoJ9J0xLl4ed1R3UtrvIijdwz8Vz8csyNoN6QOXzqjYnu6o76HD5KEo2c2FJWrj2s1mnYneNgwMN9Vj1auZlWMnoEd5qd3rZWd1BZauT/EQjbl+Adpcfm15FbYebOIOauem2SVn6Ym7iXB445QE6vZ3E6eJQK6MVRQUjS0acgf87o4gbV+ag1ygx6wb+nR8Vjbl2eTadbj8FiSZ2Vrfx/oFGchKM1La7UCok5qRZo5SM251edtd0UNHiJM2mZ26GdVIJwEmSxOKUxTxx2hO4/C7i9fEopCm1pzj9cLVDSykkhBSdq7uqKLTNOKEut9ZrmWFsQeNqi2i3aq00OYfnWM9KsfD8xooTsksQSbxJyw2rcjlvXhpKpURcHyHWHVXt7K7twOML8t1zZqFSQK3Dw67qDj71tODyBpiRbGZuulUoWo8iFq2Fiwov4pTMUwCI00ULmU1H0q16FmXHYdap0agU5MQbUADvH2iktLErtGZMt1I0wOZ6f2rbXeyqbqel20tBkom56Vb0ogTjqJFtyeauZXdxx7w7MGlMGNSTb60umHgM5Rv7f8ArkiT9Cdja07YYuB648jjneoBTZVnukiRJDXwsSdLrsixv6Hfcy7Isf2kINo0YXW4/v3nrAC9u7BUk+/KpBXxpbcGADnl1m5PbntnKvnoHEK1i/dbeem57bitHK7rPTrXw++tDT9wf/+Awj39QxrwMK7NSLfxrew3fOL2Ib7yyPXx8YZKJP96wZFI65nq1Hr1a1FQfSxQKiSTL8Ut77atz8MUXtlHWR339N5fNJxiUuflPW3D5QrnoNoOaP9+6nFk9iwKvP8CfPinngXd6xUwuX5zJD8+bhekYmwATEZPGhEljGm8zBCNB+ceQNBt6Nv9qu2pZmbryhLrc3qjlJLMbdXfkk3Kr1kqja+hl0QByE41Ut7lo6/ZGlB4UnDj9lam3VbRx+3NbaeoKibxpVQoeuqqE7ZXtbK9qZ0+tI3zs765ewHnzxNPz0UY445F8dLiZO57fii8QWvDlJRj58qkFfP2VHeFjZqWYefDKBcxIOXakYWOnm2+8sp0NZb3pNr+5bD6XLIpOqRSMHGqFmiRj0vEPFAgGyaAfEfU8IV8KSMANPT8SsEyW5Y3HOVeWZfmodLm650c+xiljzuGmrgiHHOCR90o50tI9wBmwu6Yj7JBDSAzup6/uobXLQ2uXh5/8Z2/YwQbYW+dgd00HR5q7eeLDMgDWFiXxly1VnFmcwkubKiOOP9TYxa4BFLQFguGyq7oj7JBDaNz+7t1SbAZN2CGHkJLxm3vqw6+PNDt5+L3SiL5e2VLFocZjVyUQCEaVw+9CylwA3AEPXd4urCegvO4NQGmbmuy4IKp+T8ptGhsN3cNT6lcpFMxMMbOpvPX4BwtOiI9Lm8IOOYSEtV7YUEVRijnCIQf4yb/30ugQQqSCsaO1y8NTH5WFHXKAZXl2fvm/AxHH7avvZHft8deA+2odEQ45wM9e20tte7QQokAgmLgMKW5TluVGWZZ/JMvyJT0/P5RleVArFEmSlJIkbQcagbcGcOQvkSRppyRJf5UkKaZCmiRJt0mStEWSpC1NTcPL7YtFtydaUTcoE1HirD+xVKwbHR7c/iBuf5CmTk/0OZ4A3R5/2PkOyjJBGexGTczjO1xCrXcyMVrjcyTpijHWmzo9UeJvEFk9wOXzEwhG76XF+u4IJiaTYXwOmcPvQNoCAGq7aojXJ6Bg+PoIB1s1JBsDqAxG1K72iPesOhtNruH/3opSRF75sRip8dngiL6XNjjcMeevVqcXt1BjFwyCkRqfTm+Axn7rvTiDhuau6HE7mPtrlyd6ndrh8uH2Dbx+FQgEE48hJ1NKkrRKkqQ3JUk6KElSmSRJRyRJKjveebIsB2RZLgEygKWSJM3pd8h/gBxZlucBbwHPDNDPk7IsL5ZleXFiYuJQzR+Q7Hgjif1yY/MTjWQfI3S8MNlMfz/mqiVZJJm1JJm1XLEkcl9BqZAoTDKRZTeQZQ+Fdjd3eciON/DhwSbOmhOpAK2QYOZxwpYEE4vRGp8jSWGyKWrcXlCSRneM2r1nz00N/z8rzkBhUmTId7xRQ06CcVTsFIw8k2F8DonWI+DphLgcAGq6akjQn5hY0p5mDdkWPwGNEaXPCX1KoNm0VppdTQw30GtmioX1h8WT8oEYqfG5ujBaff/8+an4gzKqfpPfRQvSSbFOHl0MwfgxUuMzw27ggpLIlIkPDjZx4YJIRXalQqIg6fhpVgVJRjTKyOX8WcUppNlECqFAMJkYjsLRHwjVJV8NLCGUVz5oKU1ZltuB94Cz+rW3yLJ8dJvwKWDRMGwbNulxev54wxJWFySgVys5Y1Yyj1yz8JiK68VpFp6+cSkzkk2YtSpuXp3DzSflolIqUCkV3HpSHjetysGsVTEj2cTTNyxhdpqFJIuOJ65bzGmzknhtZx1fXltAToIRm17NVUszMWtVFCQZ+cMNS5iTbh3D34JgOrA4O46HrlxAfqIRs1bFNcuyWJJj59OyVr5+WiHxRg0pFh2/unQeS3N6VaztJi0PX72AM4uT0auVrMyP5+kbl4TFCwWCMefQW5C+EHrE+mq6ak5YeX1nk4Ysiw8kiYDGiNrVGz6qU+pQSEocXscxehiYvEQjVW2iXvlosyzHzi8umkNGnJ44g5o7T8lnbrqVd/fV871zZjEz2YxJq+K65Vl8+dQCNAPoxggEo8Xps1L4wsl52AxqMuL0XLc8mxtXZnPF4gxMPWvGR69eyKLs489nM5LNPHvTUuamWzBqlFy5JJNvnzUTnRAwFAgmFcORZuyQZfn1oZwgSVIi4JNluV2SJD1wOvDLfsekyrJc1/Pyc8C+Ydh2QszNsPLE9YtwOH3EGTXo1EoONXRS3txNbYeb9DgdZq2aqlYnFr2auelWTp6RSEnGCtqcXqraXKwva6Guw4XXF8QbDLKmMIElOXbcvgCyLPP3bdXYDBrmpFt5+KqFtDs91Ds8XGXMxKhRk2XX8dV1M9CpFdgMYywG1NkAdduhuwni8yFlPmjG3+Hy+D3sa91HuaOcOG0cs+JnkWSIFNfwBrzsa93HkY4jWLVWZttnk2xMHieLxx6vP8jeug5KG7qw6NXMSbeSZtNT2+ZkR3UH9R1uUmw6SjJtpFr1FCWbuOeiuciAUavkUGMXK/LiyU0wkpdoJBCEeRlWzHo1DpePbZVtHGnuJs6g4dtnFfHj84ux6NUYtYOcQmQZGnZDwx5Q6SB1HtjzcPqc7GvZR2VnJXHaOEwaE1WdVaSZ0phln4VFOzjlWcE0Zf+rkLUi/LKqs5qZ9pnD7k6W4UCrhrNyQ5oLfq0FlasVn7H36XucNo5mVzMWzdA3TFUKBTOSQ3nlRwVBBSOP3aTl6mXZrClMpMPlpd7hQaNScPHCTJxePz+9oBhfMIgsw+7qDpo6PWTZ9Ryo76LO4SbDpmdOuhWLfnIJWMak+SDU7QI5CClzIGnWsLrp8naxr3Uf1Z3VJBmSKLQVUttdS7mjHJvWxmz7bCF6NQTyE3SsmZFIepwBrUpBXqKRwmQLN63O5dJFmaiUkGzR43D52F7VRlWriwSzlnnpVrL7RadJksTy/HheuGU53R4/CWYtauUkrCpSvzu0TlBqIHV+aB06DhxsPcjBtoOolWpm2meSbkpnf+t+DrcfxqQ2MTt+Nqmm1ON3JBAMkUE75ZIkLez573uSJP0K+DshVXUAZFnedozTU4FnJElSEno6/4osy69KkvRTYIssy/8GviJJ0ucAP9BKSEhuzDFqVBh7ykjsqeng49Jm7v3ffsxaFXeeUsAv39gfzgdfnG3j4asXYtOreWlzFY9/UMaCTBuFyWbyEox8cKiRbLuRf++o5eunz+Cbf9nB0ZS2uelWnrx2EQcau7jpT5vD7cWpFp68fhE2w/FVtEeU7mZ49etw4LXets/9DhZeN7Z2xOCdqnf49offDr9ekbqCX6z+BQmG3hDF96ve55sffDP8enHyYu5bcx+JhikQojsIPjzYxK3PbQmPzfkZVh6+cgFPfFTGCxsrw8fdvCqHyxZn8JU/b+dgYxdfP62Q5zdWhvUMdGoF3zpzJj99dS/xRg0v376czUfauOsfu8J9LM21c98l8wbvkANUbYJnzwd/z5RhzUS+/t/8p2kzd2+8O3zY6vTVaJQa3q18l9vm3cZtc29DqxKhpYIYuB1QswWWfzHcVNddy+r01cPusq5biUYpY9GGvkh+rQmNs42+ckk2nY1GZxN51uEtGI/mlQunfPRpd/m484XP+Mq6Au77XxkHGkKilAoJfntFCT/6127uODmfv39WTbJFx4ubesVev3F6IV84uQC1ahI6N0ep3wPPngfOnpQJrRk+/yqklQypG3/Qz18P/pXfbP1NuO38vPNpcbfwae2nACxLWca9J90bcV8WDMwnZW3c8fw2PP6QnkGaVcf9V87nyic3hu/j1y/PJMmi59dvHgyfd1ZxCj8+fzYpMULTLXr15N1IqtoEz34OfD2zrTkNrv8nJBaNqRk7mnZwyxu34A6ExB+T9En8YvUvuO3t2wjKob/VbPts7l97P2kmUbVBMLIM5W7zm56fZYRC1n/Rp+3XxzpRluWdsiwvkGV5nizLc2RZ/mlP+w97HHJkWb5LluViWZbny7K8Vpbl/cP5QCPJrpoO/vjJEWQZzpuXxjPryyPU0bdUtLO31kFZHzX1U4oSWV/WzOGmLpbnxvPylirOnpPC8xsq6Ksxs6umg/LWbu5+bW9E+546B7tqhhcaeUI07o10yAHe+C60jW9d3YbuBu7deG9E2/q69Rxo61UpbXI2cc+meyKO2dKwhf2t4z6ExoTWLg8/eXVPxNjcUd1BWUt3hEMO8PSn5eyu7eRgYxcWvQqH2x8hMOj2Bfm4tJmSTBst3V721zm4743I3+OmI62DUoQN4/fAR7/pdcgBOqqo6iiLWOQBfFzzMbPtswF4atdTlDvKB38dwfSi9G1IKg5H87j8Lrq93Vi1w0/52d+iIcvSm0Me0BijFNgtGjNNzuGLPM1KsfDp4ZbjHyg4YbZVtFHZ6sTtC4YdcgiJuD78TilfWlvInz4t58IFGREOOcCD75RS1jzJK0vs/VevQw4h/YVtzw65m6rOKh767KGItv+U/YeFSQvDrzfWb4y4LwsGptHh4qmPjoQdcoDaDjfbKtpZkm0Lty3OiefhdyMrnvxvTz176zvHytSxwe+FTx7qdcgBOmuh7L2xNSPo57k9z4UdcoBGVyMf136MSd2b27+3dS97W/aOqW2C6cGgH3XJsrwWQJKkPFmWI4TdJEnKG2nDxptgUMbjC4QdFptBHaWWCeBw+TBpVWGHyB+UiTdqaXC4SbHqkGWIN2mp74guueLxB6ltj27vcHpH9sMMBncMJ8vjAJ8zun0McQfctHnaotr75nS6Ai5aXNGL3OHmfU42XP5AzPHV6Y7OW5UJjVkAq14dU+21vsNNmi0UqeH0BmiLkf/aOZSqAH43tEVrQbq8nbj80SVb/D3CWkE5SLdv4JKEgmnO3n9C5tLwy9ruOhJOUHn9QKuaNFMfp1xrQu3sX6vcRoOzvv+pgyY/0UhFSyiv3GqYpE+1JgmNnR4UCnB6oxWsGxxu4k1qmjo9UcKXAIGgTHcMVetJRcuh6Lam/RAMgGLw+cbdvm58weg53x+M/L12eqeYszhKdLoD1MW4Zzc43CzMjmNTeTsQqs7T13E/imOqVeUJeKD1cHR7W2V02yjiDXhjPghocjZh0Voi1pTTZX0pGFuGE5f11xhtfzlRQyYaCoVEWpyedbNCIYbrD7dw2qzIfCmlQqIg2Uym3UCSORRi2+n209LlYVGOHYfbT6pVx8eHmjmzOFJZXZIg0RSt0C5JMGM8FNfjC0O5vn3JPRmsGWNvSx+SDcmcmnlqRJtKoSLP2rsPlKxP5sycMyOPkSKPmcokmXRcsjDy76SQIMtuJNEcGfqdatFRmGxCkqC6zUVRcvRYWzMjgc3loY2QjDgDa2ZEpgColRL5g1CEDaOzwsIboppTTRnMS5gX0aZX9YbkpRpTyTTHrIwomO54naH65JnLw02hcmgnprx+oFVDRh+n3K81o3ZGbgrGaUPh68NFpVRQlGJm4xHxtHy0WZBlIxiENKseqZ/jfd68VF7bWce6WcnUd7ixGyM1XLLjDWTaJ7l69ZyLo9sWXj8khxwg3ZROoa0wos2isUQ46iqFilxr7rDMnG7kJ5k4b3506PPibDuPf3Ak/Lq5y8vs1EhdFZNWRX7iEO6/kwGtGRbdGN1esG5MzTCoDVxWdFlU++KUxdR01oRfS0jk28Yn332yIknS9yRJ2tNT9nq7JEnLRrDv/0qSZBup/saTQTvlkiTNlCTpEsAqSdLFfX5uAMY4AXpsWJgVx2WLMjh7Tgq7aztYkGnj4oXpqJUSuQkG/vD5xcxKMZNm0/OHzy9hWa6dv2yt4ivrCnF6/Bg1Su44OR+9RkmaTcdFC9LQKBVk2fX8/vrFzEgxc9OqXK5bnoVWpSDTrufJ6xZTnDYOiuuJRXDt3yBpDihUMPtCOOdXoclyHNGpdHxj8Tc4L++8sDP+2LrHKIzrXSBoVVq+tOBLXJB/QWhhYMnlkXWPMCNuxjhaPnaoVQq+cEo+Vy3NQqNUkB1v4KnPL2Z2moWHryxhQZYNpUJiSU4cD1xZwqIsG/dfPp90m571h5v59llFJJg0PeM1jw6nD6VC4ucXzqE43cL/O2MGZ81JRqWQyE808sjVC1mYGTc0I+dcDGv+DzRGMCXDRU9gSZzFT1f9lHVZ61BKSmbGzeQ7S7/DXw/+laUpS3lw7YPTRhNAMEQOvQkJM0BvCzedqPJ6QIbyDhVp5r5Pys2o+4Wv206wVjmESl1+KuqVjzqLc2zce8lc3t3fwH2XzCMjTo9WpeDSReksz4tHq1IxK9XM3joHj12zkMXZcSgVEicVJPDYNQtJNE/ypU32ajjn16CPC22Onv6zYTk6cbo47l1zLyeln4RSUjIvYR73n3I/Do8jfF9+dN2jEfdlwbE5tSiJm1blYNAoSTRr+ckFxRQlm7hiSQYapYKchFAJ0rsvLOakwgSUConZqRYevWYBczOmYFWeWZ+DU+4CjQlMSXDBoxGRUGPFqZmncuf8OzGoDMTr4vnJyp+wJHkJlxddjkahIcOUwYOnPhhOsxMcH0mSVgDnAQt7yl6fBlQd+6zBI8vyOT2VvSY9ktw3EfVYB0rSBcCFhJTR/93nrU7gJVmWPx1x647D4sWL5S1btoz6deo73HR6fMQbtZi1Kho73eg1qqid9S63j3aXl6ZOL+1OL1a9BotehV6lRJbAolPR6fajUysjSq35AkGaOj3oVArs/UqwNTrc7K7toMPpIy/RxKxUC5pAN9TvgvYKMKeGVNINQ3SSBsLVHso7MyaCeuAFicvn4kDbASo7K0nQJTAzfuawFsTegJf9rfspd5Rj19qZaZ8ZUyjGG/DS4mrBoDJg1YVuSL6AL3yuTWujKK4Iv+zHoDJg09mGbMsgGXRs7FiNz6P4AkEaHW70GiV2Y+84aul009ztJdGkDY+v2nYX26va6XL7yE00gSzjDQTJsOnRqpUoJIkkS+/fv9vto6bDhUmrIs02TEX+YBA660CpDt10e3D73bS6W1EGAjR019Dl92BW6ci15GIyDazmu6NxB4faD6GUlBTFFTE7YdrfJIcUtz3W43NE+fPVYM+DGb0RMr/a8mtm2WdSYCsYVpcVDhU/+MjON5e0h9ukoJ+MTU9z8Lx7OLqHHSTI/Vvv55F1j6BWDK9CxqGGTp7bUMFb3zh5WOdPUsZlfFa3Odle2Y7LFyA3wYhZq8SsV9Pu9NHh9FHV5iQv0cTcdCu+QJB2V6j6ylHB1ymBow6QwZIG7ZVQtzOUv5s0C5KLiQojGACX30Wbuw2zxoxZY8Yb8NLsbKa6q5ojHUcwaozMts8mzxaKUjvcfphDbYdQKkJzdJYlaxQ/5Akz5uNzb007u+s60aoULMyKI9NuwOcPRq0xO5xe6h1ubHo1yVY97U4ve2odNDjcpNv0FKdZMemmwHhtPggdtaBQQFwO2EZ2vNR11bG/dT9Ov5M8ax5F9iIUUvSzSVmWaXA2oJJU4fWoL+ij2dmMTqUjThdHh7uDXc27qOysxK6zU5xQPNqRfcPPyxpnJEm6GLhRluXz+7WXA68AZwMu4GpZlkt7KnY9DhwdAF+TZfkTSZJMwMOEdM1k4CeyLP+tp5/Fsiw3S5J0LfAVQANsBO7s6eMPfc77oyzL94/aBz4BhpJT/i/gX5IkrZBlef0o2jThSLHqSOkTDJA+QF1mk07Nloq2CDX1JTlxPHTVAlKtoTA4iz56EadWKkiLoaTZ6HDzf3/ZwQeHQk9UJAmev2ERq5r/Am99v/fAZXfCuu+FdhhPFL0t4unTQLxe/jo/+vRH4dfn5p7LXcvuGrLI0tuVb0coq5+aeSo/WvmjKAdfo9RElaD4oPoDvvH+N5AJ/bJXpa3i7tV3j6ZDPqFRKxUxx2a8WUd8nyc+tW0uvvDCVnZUh3QEVAqJu86ZyX3/O4BKIfHircuZn2mL6MOoUzNDd4L5rwoFWNOjmnUqHXaVkSd2P8JTB/4cbv/S7Bu5cd5taLTR43pz/Wa+8u5X6PKFhJgS9Ak8cMoDzE+af2I2CiY+rnY48gEsiKwMUd9dd0LK64fbIvPJAWSFiqBKi9LdSaBnM1CBApvGRrOzmdRhqu/mJZqobXfR2u2N2twVjByVLd3c8uwWDvaIvGlVCp6/eRmJFj0Pv7uP13f3agM8cEUJFy5Ix3Si89xExNJz72w9Ai9eAc09gmwqLVz/r4iygsdCr9KjN/WuVTRKDbtbdvOtD79FQA7l38+Jn8Pdq+7GHXBz85s3h3VBkg3JPHH6EyLst4dtFW1c/dQG3L5Qznh2vIE/3biU3ARj1H3catBg7SmR6/T4+d27pTz1cW+Y+3fOnsnNq3MnZxm0o1RvCamve3t0ZKxZcN3fIWFkoi9qumr4+ntfZ19rqNqySqHi8dMeZ1lqdBS1JEmkGCNTTtUKdcQa9NUjr3Lvpl4R4lMzT+U7y75DqlGUSovBm8APJUk6CLwNvCzL8gc973XIsjxXkqTrgQcIPVF/ELhfluWPJUnKAt4AZgE/OHo8gCRJEU8jJUmaBVwBrJJl2SdJ0qPANcAeIF2W5Tk9x9lG9dOeAEMJX39YkqSHgKskSXqo/88o2jhpaOny8KN/74lQU99c3saemiEoVfdhb50j7JBDqIZuV90BePcnkQdufBSaDjJWVHdWc9/m+yLaXjvyGofaYojKHCMX7pcAAQAASURBVIP67np+sfEXEW3vVr3Lwdbjf5YmZxM/3/jzsEMO8EntJxxoFeqvx2NnTXvYIYeQOOHLm6s4fXYy3d4Af/j4CP5AtLjMaHKkdT9/OPBSRNuj+56hIsbfMxgM8reDfws75ADNrmber35/tM0UTAT2/hPSFkCfzRpXwE2Xt+uElNdL29WkGKOFvUJ55e0RbVadjUZX47CvpVRIzEq1sF6osI8qWyrawg45hMRVf/vWAcqbuyIccoAf/2cPte3RwpNTisr1vQ45hCpivHdPryM0RGq7anlg2wNhhxxgd8tu9rTu4c/7/xwh1NngbODD6g+HbfpUwuMP8Mh7pWGHHKCixcn6QaS0lDZ1RTjkAL9+4wDlzZNYFNXvg08fjhyHHZVweOTU13c37w475BASKbx/6/3DEifc37Kfhz97OKLt3ap32d8yPSr+DBVZlruARcBtQBPwck/qM8Cf+/x7dHfwNOB3kiRtJxSZbel5Sn4a8EiffvurQK/ruc7mnnPXAXlAGZDX48eeBUxYlb6hbKttAbYSyh9fCBzq+SkhFCYw7XH5AtS0Rd/U24eplNkRQ/Va7e+CQIz+3O3DusZwcPqcMVWxh6pG6fQ56fBEb1gMph+XP7bieqz+BJHEUlOvaXOFxQoPNXbGVHwdTTo9jogNFgipr3fG+Ht6Ah6qOqPTkSodY6vUKhgnPns+JELZh9qu2hNWXi9tU5NqjFbp9uvMqF2tEW1WrZUm14nlhM9KtfDRoRPLTRccmwZHtML1kWYnLl/0/Nbu9NEdQ6V9SuGoi25rPRxZimoIdPu6qeuO7rPL28Wh9uhN+vKO8mFdZ6rh9gYoi+FEx1o/9ieW8ro/KNPpnsRjN+CO3Cw6StuR6LZh0upujWqr6qyKWQHmeHT7u0dkDTydkGU5IMvy+7Is/wj4EnDJ0bf6HtbzrwJYLstySc9Peo9jfzwk4Jk+5xXJsvzjHud9PvA+cAfw1Ih8qFFg0E65LMvPyLL8DDAPOEWW5YdlWX6Y0E5EySjZN6lIMmu5aEFkeK4kQcFQlKr7kJ9kQtmvVkunLh05rp/Cqc4Wyq8cI1KMKVGq2VqllhxLzpD7WZm2MqJNpVANqp8kQxKnZkWqsislpVB/HQQzYiiunzY7OVw7+colWRi1Y5uflmnJJl4XqZydbEgm3ZoddaxerY9S2wc4OWNa5edOT1rLoKUU0hdFNI+E8np5h4pUU/ST8oDGFCX2ZtVYaegeflk0gOI0C5+UCrG30aSkXxoOwBVLMkmxaFArI++tK/PjSbVMcmG345G5JLptwXVgjNZxGQwZpgxOzz49ok1CIseSw8WF0crva7PWDus6Uw2rQcPli6Mr2yzPO/4clh1vxKqPTLHItOsnd6UArRkWXB/dnn9qdNswKYorimq7sODCqHXHYMgyZTEnfk5Em0ahIceaM1zzpjSSJBVJktQ3D6EEqOj5/xV9/j2aGv0m8OU+55f0/Pct4It92vuLab0DXCpJUlLP+3ZJkrIlSUoAFLIs/w34PqEHyxOS4SSgxAF9azSYetqmPRqVki+uLeCiBWkoJEix6Hji2kXMTh1eSOXMFDNPXb+YjLhQOZdz5qYwr6gA6fJnQ6qqAClz4ZpXQqIYY4RFa+Enq37CSeknAYTVzofqEBvUBr695NucmnkqEhKZ5kweWfcIBXHHF2rSqXR8deFXOSP7DCQk0o3pPHzqw9NGcf1EmJNm4dFrFpJk1qJUSFxUkkZ2vIEjzd3ceUo+ZxUnj7lNqfEzeHj1vRTHzQRgvn02D636BclxsfMPT844mc8Xfx6dUodJbeLLJV9macrYK7UKxpjPXoCcNSGxwD5Ud56Y8nqbW0FAlrBoop+g+jVG1N2RUTlxOhsNzuGHrwNk2g10uv1UtzlPqB/BwMzPtPHby+cTbww54Z9fkc1lizPITTDz9A1LyEkI5e6eNiuJn1xQPDXzyfuStggufAwM8aHv0NI7oOSaYXenV+u5sfhGzsg+A4WkINmQzM9X/5ySpBJOzTyV2+fdjlapxaw2c9fSu1iQtGAEP8zk5oKSdG49KQ+NUoHNoOaXF89lQdbxl9KZdgNP37CE4rTQMnxJThyPX7No8lcKKL4QVn0tpHOgj4Nz74fMEauaxez42fxqza9I0CegklRcWngpV828CuUQywMCJBoTuWvpXSxLCdmXbcnmN6f8hrnxc0fM3imGCXhGkqS9kiTtBGYDP+55L66n7avA13vavgIs7imftpfQ022Au3uO3y1J0g4gYpdPluW9hJzuN3v6fAtIBdKB93tC2p8H7hqdj3niDFp9PXyCJN1I6Jf5HqFQgTXAj3ueoo8po6UefKS5m/31DhSSxMwUM9nxxiGd7/EHaHB4MKiVJJi1NDrc7Ktz0OH2kZ9oYkaSmUONnRxu6sasUzEr1UKyRUdlSzf76jsJBmVmp1lwegNUtHSzyNqF3VWBorMaSW+HjMWhncXuluMLs7VXQv1uCHhDKqsjJJoBIQX2FncLJrUpSlytrruOA60H8AQ8oTIpMpS2l6JWqJkRN4M2TxuVjkridHFkmjIpd5TT6mkl25xNkb0IXf+a6TEo7yintqsWlUJFoiFxrJ6Sj7v6ekVLN/vrOpGRmZliISfBSCAoc6DeQWlTFyaNCpNOxcGGLhJMGuZmWEnvp5je6HBT3tKN1y+TZNFi1qkIBGXSrHoUiuGHAEfRegQadocEEZKLIf7YIj+OrgYc7laUSi0V7aW0uFpItebgkyTaPO3k2fIotBUiSRL+oJ/yjvKweurBtoPoVDoSdAlUdlZi01iYqTBgbz4cEjpKmQs6Ky2uFg60HqDd006uNZfCuEJUiimgXDvV1deDAbi/OFQ2p19k0Ikqr29r0PLHnWZunR8dfqhvq8DQXEr1itvDbU2uJl4re417Tro36vih8Mh7pZw/P5UrlkxoVeqRYkzGZ2VLN/vrO9GplbR2e4g3asJzWqpFj8WgYm9tJ+1OL5l2A/FGDYlmHXrN0Bfnk4LWI9CwB+QgJM8GtTEUcSIpwNkcWhskFIVV2Ds8Hexv3U+zq5lMcyZZ5izKOsqo664jxZhCUVwRpj6iskE5SEVHBe2edlQKFenGdNq8bRxuP4yMjFltpsvXRXF8MenmaKHPCcSYz5/bK9toc/qQJEg0aShOtw363A6Xlw6nH7tRPfE3kxy1oYpB3m5InBlS/W+vCK1N5QAkFUNCQWiO76gBpSpUKSAGHreDg827qHRUkqBPoCh+NjZL9Lhqc7Wxv20/re5Wsi3ZzIibgUapocnZhDfgJcmQhFoZ+/f2WcNnHG4/jEqhYkbcjAEru7S722lwNmBRW0g1j7rA26RVXx+Ivqrp423LRGHIK1FZlp+WJOl14OgW1rdlWT6xOL4JxN5aB1c/tYH2nrzbFKuW525aRmGMkN+B0KqUZNlDTlCDw8X/+8tOPuoRbDNolNx/RQlfenEbvkBoQ2RZrp3vnTuLW5/dQoPDg1op8f1zZ/Pz1/bxwDo9Cc5DSG98N3TzhJBTfukzYM85tiHNh+D5S0KTH4TqlF7/b0grGfRnORZ6tZ4MdXQIVpWjiq++99VwTtm3l3yb323/Hd2+buw6OzcU38D9W+9HRmZJyhIyTBn8o/Qf4fO/v/z7XDbjspilKo6yr2Uft7x5SziHJ8WQwuOnPz7llV0P1Du47o+baHR4ALAbNbx4yzIaOz3c9KfN+HtUBhdmxVGQZOKVLVV8bn4ad50zM1wBoLbdxVf+/BlbKkIhuWqlxDM3LWVl/vBCGAekYS88dxF09UwPhvjQ+EuZM+ApFlMywaCfX275Fa9WvQOEwiG/tOBLvLjvRTq8HWHFVJVCRUFcAVsbtnLbm7fhDYa+HzPiZrA4eTEv7n+R05OX8X2njH3nX2HV12hefjs/2vhzPqwJCQ4pJSUPrn2QkzNF6PuE58iHoQoTMVJ16rprT0h5/UiHiuQYIm8AAW2M8HWtjVZ3KzJBpGEFnIWYnWbhgwNN08UpH3UONXRy3R83cvGCDF7dWcfps5P58GAThxpD6Yg6tYK7L5jDt/62k6AcEtz7/fWLyBrixvukoXFfaA7u7Mn7NtjhlO9B416o2Qp120PtSg1c+3c600t4cNuD/OXgX4DQXLo2cy1P7Hwi3OWd8+/kxjk3hjfON9Zt5M6378Qvh3Kaf7ryp9yz6Z5wrm62JZt1Wev4zdbf8Ni6x8Ll0qY7Hx5s4o7nt+L0huadnHgDv7p0PktyBxfxY9VrsMao5jPhaKuEv3weareFXqu0cO0/4O+3gqMm1KaPC60NUudB3LHnwjfKXuV7m+8Jv74k+yy+sej/YTH3Rvi1udu4Z/M9vH7kdSC0hvjVyb/izJwzSTQkHrP/9bXr+cb73wgLyaab0rln9T0sSI6O8rDpbNO22o9gdBiK+vrMnn8XAmmECr9XAWk9bVOCVzZXhR1ygPoOD2/uGf6ew+4aR9ghBzhtVjK/euNA2CEHKGvu5s099TT0OFrrZiXz0uZKzDoVK421SNue7XXIIVQ64ugEdyxK3+51yAHcHbDxidBu5CjyWdNnYYd8TsIc1tetD4tinJVzFk/vfjos6rUsZVmEQw7w682/psoRLeR1FFmW+cvBv0SIatQ763m/6v2R/SATkP/uqg875ACt3V52Vrfz43/vDjvkANsq20iPCznh/95Ry97a3t/VrpqOsEMO4AvI/Py1fXQMU5BwQPb+s9chB3C2wI6XBjz8KAdb94UdcgAZmWf3PsvZuWfjD/r5zebf4PCEPk+3r5sHtj4Qdsgh9MTcprWhkBS81bCRg+k9ZdI+eYD9zbvCDjlAQA5w98a7Y4oGCiYYnz0HBdE5hk6/k25v9wkpr5e1q0k2xBZK8mvMqFzt9NWj0SjU6FV62k5QYHNeupVPD7cQDA4tYk0Qmzf3NtDp8uMPytS2uzBqlWGHHMDtC/LylipWFYQ2IANBme//YzfNnZ6Bupzc7Hu11yEHcLZC9SawZfY65BBaX7z5fUpb9ocdcoBTs07lqV2RmkiP7XiMckc5EHpSeM/Ge8IO+cKkhbx+5PUI8awKRwUKSUGLq4WPaj4a8Y84GWnpcvGHj4+EHXKA8hYn2yr7i0lPAWr6rVe1ZjjwWq9DDuBqg63PhCLqjkF18z5+sT2y2NPfKv5HaR9VdYBDbYfCDjmE1hB3b7ib+uPogLh8Ll458EpEZZearho21W865nmC4SHLco54Sh7JULb4v9nz729i/Px6hO0aFwKBILtro9We99cPvWTCUdr7KV0nW3RROYRJZi2ljb1KjqlWHdWtLhLNWgyyMxSC3p+uQeQzNscoUdawK1QGZRSp6+pdBCQbkqntqg2/NmvMtHl6bzx9namjuANuOn0D/879QX/M0mel7aXDNXnSsK8uOrzW6QtQ2RqtINq3rFnfcdjaHf07L2/uxukZYfXWhj3RbXXbj3vj7Yjh6HR4OjCqQ0+zKjorcPpD3yGnz0llZ/T3o8vXhUYReorQTu/nao+h5t7Q3RDuTzBBcXfAwTdD+eT9GAnl9fJjPCkPqjTICiXKfmWj4nRxNDobhn1NgHhTKHUk1n1HMHT21zuIM2po7vJg0CjpcEXPaVWtLlKsvelRdQ43zqmqut6wO7qtoxr80fcAWg/T4WmPaJJlOaLcGYQcnKObok6/k6qu3g30ZGMyNV019KfV3YpZY6asvWzon2EK0u70U9kafc+pmYol+Tr7OcKmZGiriD6ufgcEj/097PZ2xlQ9b/e09XvdHuOY9pjn9qXL1xVzPRGr2otAMBoMxSn/FoAsy2tj/IycROI4olQquHRRdDj2WXNSht1nXqIRqc9acUNZC6fPjuzvUEMX62YlRRyzdmYSh5u6qJUSoTBS3RQI5YYdj4LTottKrgWNIbp9BJmX2KvMvr1xO8tTl4dfH2w7GKHcLiGhV0Wqhmabs0kzxc4nAlAr1Xyu4HNR7f3V2Kci582P/r2kWnWcPy86n0mnDuVIalUKchN6/+aFMaoBXFCSTkJPSbQRo/ii6Lb5VxHxhYhBtjUXlRSZWTMnYU44+uLcvHPDStt2nZ3z8s6L6iNOF4c74EYpKckJ9kxzWgs51lykfs7b2sy1JOqPHdImGGf2/gtS54dScPpR01VLvH74qRdBGao7B3bKAQJaK2pnv7JoGiuNzhMvaTYn3cqHB0VptJHg7Dkp1LS7yEsw4XD7SY4xp51clMjGst6/5RmzkkmyjPDcN1GYfUF0W9ZyUMfQbJl7OVnWXLTK3t9Fl68rSp3aprWRYQ6tkxL0CZydc3b4vW0N26IqqkBIpb3Z1cyazOhNtelIfpKZs4qj15ULs6egZnJqZKUemg9CXox0sZJrowQ8+5NizmKWLVLMV6PQkN1PTyjHmhO1hliYtJBkw7FFbBMNiZyWFb1uFiKygrFiKE75gR7lvN9LknSjJElTUuZ67cwk7jwlH61KgV6t5P/OLGJF/vBL7RSnWXjk6oUkmrRIEqTb9Ny2Jpdz56YgSRBv1PDry+axpjCB/3fGDPRqJWVN3ZwxO5mz56Tw+EELroJzoeickDCLwQ4XPAppg1AxzVoBZ/w8lIepVMPyL8HsaGd2pJmbMJcfLv8hFo2Fdk87edY8rpp5FSqFii0NW7ht3m2sSF0BwAfVH/DLk34ZLoM2L2Eevz7l18dVUl6buZab5tyEuieM9GsLv8bi5MWj/dHGnVX58Xzj9Bno1Aq0KgVfPrWAhVlxfOW0Qs6eExpTCSYN3z93Fv/ZUUumXc9DVy2IKA00J93KA1eUYDdqUEjwuflp3LYmD7Vy+LmxMck9GdZ+D9R6UOlgzbdibxT1oyBpPg+vvpdUY2ijYUnyYs7NPZePqj/i7JyzuaH4BtSK0M1bqVBy5cwr+Vz+51BICqxaK19d+FXer3qfZEMyDy74JgWb/hQSMrr6ZYqSSrj/lPvDTvjazLV8bdHXBiUsKBhHPns+9kIOqOmsPqFyaI1OJXqVjF41cASHX2dG5eyfV37iZdEA5mVYee+AcMpHguV58fzfGUVsr2zjjjV5rC9r4cunFmDRq1AqJK5YnMHn5qfi8oU2YE6flcy3zp6JTj0lhB6jyV0Dp/4A1IZQLu/qb0DaQjj4Fqz9bkjnQ1LAnEth5ZfIteXzu1N/R4Yp5HQfaT/CfWvuY2ZPVYwZthk8fOrD4U1zjVLD7fNvD1dB8Qf9rM1cyxVFV6CSVJjVZm6eczPbG7fzzUXfZFHyogFNnW6cMTuZSxdloFJImLUqvnVmEXPTLMc/cbKRtiC0ZtXH9Y61nJNh3Y96x+Wqr8OMs47bldWcwt3LvsfihFBKWoYxnd+d9EvyEiMd/3xrPg+d+hApxtDGx8q0lfxg+Q8iBAoH4pSMU7i08FJUChVGtZE7S+6kJKlk6J9bIBgGQ1Jf73HEV/b5SQQ2AJ/IsnzfqFh4DEZLPdjrD7K7poPK1m4STTpmppoJyqHQ4S6Pn/xEIzOSzUjHeeLXl4P1Dg41dqNWSWTa9LQ5fWhUCtqcXrz+IHmJJmYkmajrcBOUZdLjDPiDQera3Rg0CpL8DdBeDl0NYMsKqVXqYkzg3S2hsGFnS0jpOnFWKK836AdrZkjV8lh0VIfOD3hD5yYMT80YoL6rHq/sJdWQClLotVKhJM2UhtPnpMnVhFFlJMGQQJu7DYfXgV1rx6yNFtXr8nZR2laKL+AjSJB2bzuSLJFkTMKutZNpyRzS3+MEGHf19WBPvmRQlsmIM6BQSASDMoebumhwuNGpFaRYdLQ5fZh0Klq7fdS2u8iM01PX4aal20tugoFMu55gUCLVqkOrHiXl4WAQOnpCv6yZoBic49/h6WBP0y5aXM3kWHNJNCTjDXpJNiSjVYWe5FTVb+dQ+2EUCgVF9ln4NAaUKGh0NlDafhibzspsSz7pQUILAmOv49bkbMLpd5JkSIqK1JjETE319fZKePwkuPTpmE9S7tt8H8UJc8i3Dk9AamOdlj/vNXPj3OjUkKPYKtbjsWbQWtBbgWVv6z6qOqv4yoKvDOu6R/H4A3zh+W1s/N46LBNdRfnEGJPxKcsyNe0uJKDb40cG9BolrV1eWru91DvcZMcbcbm9pMQZmZVqQTmSFScmCq1HQoJukiK0ZtAYQ3NwVwPUfgY+F8QXhDZM3e2h3PP4Qhy2DPa27qfJ1USWJYtZ9lm4/C7a3G20uduod9ZjUptQS2qQQqHpNp2NZH0yJq2JZEMyvoCP+u56FJIChaQgSJA0Y9pY3aOHy6iOz13V7eFUyBnJJuZnxnG40UGb049CCqU2pseNbhTjuNFZHxpznq6Qyn/y7NA6s35XaG2aPBfS5g+qK1/Ax77mPVQ4yknQJzI7cc6AeiLNzma6/d0k6hMxqA00OZs42HYQp99JrjV3wGodlR2VVHdVo5AU5NnySNQnUtpeypGOI5jUJorsRSe0ETxMJvSXRzAyDGl7WJblg8BB4E+SJOUD5xCqLXcGMOZO+Wjx6eFmbnlmS1g463vnzuSDA018XBoSg9KqFDxz01KW5w3uS3mwoZPPP72Zug43Xz99Bj/85x6W5dlp6vTw6eFQnyqFxB9vWMKaGb1htEqFkpwEY0iYbcvb8N9v9na65tuw+muRoejdLfC/78CuV0KvJQVc8QLMPGdwH7ylDF66Gpp6RDN0Vrj+X4N7Kh+DFFNkeFamJTP8f4PaQLY6O/w6ThdHnC526JbL7+LpPU9j09qwaCzsaNoRIUbz3aXf5XLz5SilKVrSph8KhUSGPfLm/WlZCzc9vRlvTx752qJEfnHxXP6xrYb73jjAl9bm8+aeev6zM5TvL0nwy4vncvloqz4rFBCXffzj+uDwOPjtlt/y99K/A6EUh1+f/GvOyDkjfMyBmg3c+tG3wvoEmcY0Hlv9S7Z3V/G9T34QzoNcl3kq/7fgq6QbI7+rx1NgFUwgdv0NslcOGNpY21V7Qur5lQ4ViYZji1/6NSbU3ZF6NHFaG9saBiG4eRy0KiUzU8x8WtrMWXNGvazOlEeSJDL6OTc7q9u5+7V9YYFLrUrB/VeUcPXv1/Pw1Ys4ecYUmw/qd8NzF0J3TwSGNQuu/Wto0/0vN/QKb2lMcM5v4F93gCzTVbiOR/MW8MLBV8Jd/WL1Lzg371zernibH6//MQAmtYlvLv4md2+4OzzXnpVzFt9d+l0glGLW934/3dl0pIWvvrSdug43AIkmLQ9eWcLtz22ls0fLpTDJxANXlFCcPnzByglJe1VIab1yfei1Wg9X/wX+dWevXpIxAS5/HrJXHLe7tyre4jsffScsFnxl0ZV8ZeFXMGuiH+YkGBJIIJTaVN9dz3c++g5bG7YCoFVqefL0J1mYHKlTvbdlL7e+eWtYSDjPkscPVvyA29+6PayBtCJ1BT9b9TOSjccOhxeEkCSpS5blmGEKkiR9KstydM7LyFz3u7Is/2I0+h4thqK+vlKSpP8nSdLfJEnaBPwcUALXAlNmFmnu9PD9f0YqWbu8wbBDDuDxB/nZq3vpcMUQS4nBazvrqOtwk2TW0uRwU+9wk59oCjvkAP6gzPf/uYvWrhgibC2H4Y1+te4//GUoN6cvDbt7HXII1SV99WvRQhsDUf5hr0MOIXGlTx8G/wircg+RsvYy3q54G5WkosXVEuGQA/x6y6+pdMQQw5smtDm9/Pjfu8MOOcB7B5o42NDJr98MCeLlJZrCDjmEtNbueX0/e2rax9rc43Kg7UDYIYeQsNDPNvyMuu6Q/XIgwN/KXo0QDKzqruWAs57fbL0/Qpjonap32dfe73simFzsegVyYpc76/J14w54sGiGfwsq71CTOIDy+lECOgtqZ6RCf5wujiZnE31V2YfLnHQr7+wbhHinYFgcqO+MqDjh8Qf53bul3HZyPt//5y5aYt13JzM7Xux1yAE6KmH/f6FqQ6QStrcLtj8POScBUJq/JsIhB/j5xp9zoPUA9266N9x2du7ZPL7j8Yi59n/l/2N/2/7R+TyTnLf3NoQdcoCmLg+v7apjVlqvI3mosYsNZVOwCkjNll6HHEIh6wffiBQw7m6G7S8cv6vOGu7ecHfYIQd46cBLgxL53dW0K+yQA3gCHn679bd0eXuV1v1BPy/uezGisk+Zo4xPaj+JqGm+vm49e1v2HveagoGRpFDS/2g55D18dxT7HhWGkkT6MXAl8HfgFFmWr5Rl+QFZljfIsjw473QS0O3xU90WqYDZ19k5yuGmLro9gysttqsmpKybYtVR1dN3rD6r2lx0xerT3R5ZEu0orkjhIZwxKgt0NYB74LDMCGKptdfvAv/4KoK2e9pJMabgl/10+6PVM71Bb8QkOt1wevwcaY5Wcm3r9nF0b8nhjnY62py+mO3jzUDKqUdvnj5/N7sd0Sq+Xb4umlzRubltMRTXBZOE5tLQHJZUHPPt2q5aEvWJJxTXV+lQkXS8J+Vac5TQm06pQ61U0TECc09Jpo0PDjYxlHQyweBpc8aoONHSTbpVT1Wri+6RrjwxngQDoRrk/Wk+FKoZ3Z/WMrCGcsjb5ejfQ7evmw5PB+5Ar1MZp4ujIUblgbZ+KtiCEH3L8vVtm5USmYIYS5F90uOoi3xtTgmNuf407QulVByDTm9nzMo8be7jj7tmV/T6+EjHkYjKK96Al339yqtBqCxaf52jVndr1HFTgZzvvHZ1zndeK8/5zmvBnn+vHqm+JUk6RZKkjyRJ+jewt6etq+ffVEmSPpQkabskSbslSTopxvnFkiRt6jlmpyRJhT3t1/Zpf0KSJKUkSfcC+p62F3qO+0ZP37slSfpaT5tRkqTXJEna0dN+RU/7DyVJ2tzT9qQ0Rrk3Q3HK04BfAAuA/0mS9KkkSb+TJOkaSZKGl8w3AUm0aDl1ZmQomyFGvu1589JIMGkG1ed5PcrYB+o7mZcReqKjj9Hn6bOSSYylgG3NBEs/1W2NCWz9woLt+aGQ9b7krAbLIEMic6K+AzDvyti562NIuimdsvYy1Ao1dq0dgyoyNDHZkEyqafqGfSaYtZwTo0JApl2PVR/a3U00aaLyJuekWciIm3j51FnmrKhUhDkJc8LKqRqthfP/P3vnHd5Wdf7xz9GwJMu2vPe24+xFAoGEQCCsMkqhFAqFtnRQVim08Ctllb1HGaUttKVAoS1llNGy9yaD7OkkXvGIp2zLGpZ0fn8cWbYsOd4z9/M8euJ7dO69R9LJPec9532/b1a4u3K6OYkFKQtCynRCR17cKLvoa4wem1+CvGWgixyasrd9L0mW/YtC7g/Zpbzer1Eeh9FpB0IXUxPNiSMi9pZhM6PXiWGl39Tom7wka1jZ0TNSeX/7Po6ZmUpK7BQSetTpYd7Z4eVFR0HWQRHKj4ZytZOZ7ZNBEc0uCm2FZMdkB8XfALY2buWg1NBrCQR5sYMLVTpQWDE9PDxi5YxU3tgc+uxYNBXV19PnhB437Izs+TTjFOXavr9LWdMp6aW+btAZyI3tf4wvTgiPH/9G/jdCjO1oY3TEbC4LUhaEpPYFKOil+D4VCBjgjwN5qBj2PODxkTTMgYOAX0gpe4uFnwO8KaVcAMwH1kU490LgwUCdxUCVEGImcBawLFDuA74npbwacEopF0gpvyeEWAScDywBDgV+KoRYCJwAVEsp50sp5wBvBO71iJTy4ECZBQjvGKPAgI1yKWWtlPJFKeWVUsojgGOAbcBNQIQt1slJdJSB35w4k2XFgZRL1ihmpMVyzxnziLOoEPxjZ6Zx8YoiogwDi2FePi2Zi1cUISVUNnVw/rJ8/rehhiuPKyEhWg2AR0xL5v9OmIElKsI14zJUvE1KIA1aQj6c/U8l5NaTtNlw5lMQE0ivlnc4fOMeiCCcFpGcJXDsLcq9SOhg4fdh3ncGdu4okm/L57bDb2Nv+15SLalcdfBVZMVkATAtfhr3r7if1OjUfq4ydTEZ9Fx+bAlHBQb++GgjD5w5n9mZNv78/cUUJkfzxKd7uPvb80gNLPrMz7Zx/cmzyEkMn6yON8XxxTx41INBhfQFKQu46bCbiDN1Lw4dnXk45xR9C4MwYNKbuHjm95kRk82Vi65gfooSjEkyJ3HLYTcxN3nuuHwOjRFg80sqhVMfVLVVhqVsGgxNLh0GnSTauP8daqk34DeY0DtDjeZ4UwL7Oobvdi6EYH5OPO9v01zYR4N5WbHccMqs4Bh+ZEkKJ87NoNnRydXf6GPcncyUHK+yreiNSt36iKtU9oLsg+Ebd6lFfaGDuWeq1JUBb6LC2u08fOR9wQXQWUmzuHP5nWTHZXPvkfcGVdh3t+zm/DnnszBF6c0kmZO478j7KEmYkkl5hs2hhUmcvywfk0GHUS/43pJclhQksqQgCZ2A6Cg9lx8zjYMLhr7AOGHJPAhO/h2Y4pSYzfQT1QbQYT9XfVNngIN+MCD19XhzPLctv405ycrQT4tO4+GjH6Ywvv99wdlJs7nxsBuJNcYiEBybeyzfn/19DLpQaa3j84/nzBKlUWTWm/nFQb/gkPRDOCJbpfOLi4rjlmW3MCtpAGmJJx+3A73VBqMD5SPFV1LKPRHKVwHnCyFuBOZKKSOtUH8OXCOE+DWQJ6V0AiuBRcAqIcS6wHGkDnE48JKU0iGlbEd5fS8HNgLHCiHuEkIsl1J2uVYeJYT4UgixETgaiOyuN8IMWH1dCGEDDqNbeX0hyhj/HKW+/vx+zjUDHwEmlLjc81LK3/aqYwKeQn25jcBZUsqy/bVpNNSDG9vdgd0KSXSUgbQ4M5nxavVub7MTZ6eX9oCLe6fXz8zMOGakh+8kNzncbK9to9XZSUFKDAVJ0VTbXUgJmTYzNa0uBODs9LO7oR2DTjAzI47shGiaHR6217bS4uykINnKtNRYdDoBHU0qTsyS0G14A3Q0K5XVjkZIKgGdUPHmQgepsyCxx4pew04l9tLpAK8bkkuUyrr0K/ehtn0q7ZrXBc5mpVjdXg8mm/q7pRwMFqWeGZtOfUc9ZfYyJBK7x46z00lhfCHTE6YjhGBXyy4q2ipItaSiF3pqOmpIMCdQEl8SYmQBVLZVUtVWhcfnocPbQV5cHsXxxezr2Mce+x7iTHF0dHZgNVoRCHRCR2p0KrWOWhxeBx6vB4nE4XWQG5tLcXzxaKS6Ghf19X1tLrbXtOHq9JGdYKGmVfWl6emxQVEjh8dLbYsLS5Q+2GdbHG42VbdSY3eRGW/BZtbT6vaRbI1iX5sbh9tLYUoM09L2s3Dj98G+bdC0S6XQSZ0F0Qmqr9SsU+r+SSXgc4G7TXlspMwAnY7axp3saN6OlJL0+AJqnA0Y9UaSjbFUNZcSExVLSdIMEiKIAu3r2Ee7px0pJaX2Uto97RTE5XOQxw/uFiris9jWuge9Tk9ObC57O+owG8zkWrNodNYTa4yhIGk6EFDvbyml3llPtjWbts42Wj2t5MflUxhfiK63h0kAKSW77Lsot5eTYE7AoDNQ11FHsjmZaQnTBpRiZQyZWurrXarr33myz53yO766g4UpC8m35Q/pFl/XRfGXDXH8dH7/Luhpm16mbt5pOBO7x/tPqz8jLiqOM0rOGNL9e7Kuspm3t9Tx4sXLhn2tCcqo9s+q5g6217ahE4Lp6bHohAgcS1pdXlydfvKSotEJgdmoo7HdQ7rNTHFqzERXBd8/9duVO7DRqhTU9VEqN7TQqfAzc5yaG5ht4OlQhnpcFo1GMzvdjbR2tpFgstHhspNljCPN52eL3k+9p4UEUwKt7lYSzYnMSpqFX/qpc9bR6euk2dWMLcqGQW8g0ZxImjWNjfUb2W3fjdlgJtWSSoe3g5KEEjr9nZS2lCKlZFrCtGBKtd60uFvY2bwTu9tOXlweRfFFfT6bR4FR7Z9lDe3UtrpBStLjTOSnxLKuopndDQ6i9DpKUq1MS49j57529tS3E2cxMj09lkRrBO/JiYLboeaebdXKozN1pppXdmUASixUZS3lUL1ezTtTZkD2YqjbCq17AQmxGZA+h8rWSkrtpRh1RkriS0i1pkL9NjVvNcVB2mxaDVFsadxCVVsViZZEimxF5NnCPTTsbjs7m3fS7G4mNzaXovgiqtqqqG6vxuv3kmROYnbKbGodtexs3olP+iiOLyY7NpttjdvYZd+FQRgoSSyhwFaA0+uk1lGLWW8eL8/MUX9I5V/9X38f95Fld5405P+IXUJvQogVwJVSypN7vxf4OxM4CbgEuB9oA7psxZ9IKVcHRMZPAn4O/AxlLGdKKXsJb4Vd+xdAkpTyhsDxLUC9lPIhIUQiSrj8p8C7KOHycmCxlLIysFCAlPLGoX4HA2Uw6uulKAP8c+BmYFVglWIguIGjpZTtQggj8IkQ4nUp5Rc96vwYaJZSFgshvgvchXJJGDNq7U6ufmEjH+xQcakWo56nfnxI0MBJjoni7S3NPPNVBZ8HRNrMRh1Pnn8IS3oosde3ubj+5U28sUnFXJkMOv52/sEcVpQcrJOXZKV0Xxs/e3o1ZY0qpiXDZuavP1jMnz7azX/WKVeZKL2Ov/xwMcunpShjObrXSmpHE7x1vRJrAVj+KyXo0iXYZk2B816C9LlQtQY+fVApYm9+Sb2v0yslTGczvPgTsKbCIRfA+7fBcbfCy5eomPbjb4cP71Z/A2QtYu9pv+eWrx/khPwTWF23mpd3vawuKXTce8S96HV6fvnBL4mJiuFHc37EQ2sfCgrDnFlyJpcddFkwlcW2pm08uOZBMmIygkJuAsHvV/6e6z+9nqNyjqK0pZR19evUb2Ow8Jfj/sJ/Sv+DEIKvar6iwFbAs9ueDX41Nxx2A6cXn46+jwn9ZGFvcwe/+OfXrC5v4fJjpnHTa1uCugcZNjN/O/9gpqfHYY0yUJTabSR2uDt56vNy7n+n25HlyuNKMOgE72+v58s9KibKYtTz1I8O6XuVfte78I+zVeoSgAXnwpFXw5ePwhePwqxvwdZXYedb6n19FJzzHLtjErn0419T6dgLqFXtM6efycNfP0xJQgmHZhzKU1ueYmXGMq475GqS4/NDbpsanUqTq4l7Vt3DV7VfqbYaLNx7xN2k6+HC9y6m3qX+H+bG5nJCwQk8tuExDkk/hNsOvy2Yo7Sjs4MnNj/BYxse47i843B6nXy892MAjDojv1/5ew7LjKz6urp2NRe+cyGxUbF8b+b3eGTdI/ilcmH+wawfcOH8CyeaYT512PY/yDmkT4McoLq9hmPzjh3yLSrb+lde76LTHIvR0RRilCeY49nbvnfI9+/JrAwbD79XSkuHh/jogYVGaSh21Lbxgye+Copp/erYEl7fVMOivETWV7WwoUptfsSaDNx06mx+9e/1SKnG17/+cDGHT5uk6usVX8DTp8HK6+GDO5U4K0DWYpWjXG+ADc/BrFNhxxvKgAfqDruIG3XNfFL9GaCeq5ctvIxnd75AUVweT2//B6DG8ksWXMI9q+/h/Dnnc/aMs9latZUbPrsh+Bw8vfh0Lll4CZ9Xf87l718ejNFdkLKAbxZ9k/LWcp7c/CTVDjWnyYrJ4tGVj4btbja7mrln1T28uvtVQLklP3L0IyzLmvyLVOsqmrn0H18Hx+30ODP3nTmfi59Zi92phHQXZNu4bOU0LnpmLW6v+m5PnJvOzd+cQ3KksMbxptMFqx6Hd3rsr514nzK0P7lfHesM8L0X4IM7lMggKC+NM5+C1/8PGgMCbTFpbD37KS74+Kqgpsz0hOk8sOj/yHniFLVJBHD0Dbydns/NX9wc7H9nlJzB+bPPJ7dHmJrdbeehtQ/xXEC0UC/03HXEXbxc+nJw7LcYLNx/5P08sOYBdgTEYJPMSdxzxD1c+dGVwZjxAlsBdx5+J7OSZ01Jl/VeVKBc1iOVjypCiDygSkr5eGCT9iAp5eXASz3qFAK7A4Z0LjAPeAt4WQjxgJRyX8DAjpVSlgOdQgijlLIT+BiVOexO1MLDacB5gYWAJinl34UQLcBPgK7dvAYhRAxwBtDnxvNIMhj39RQp5TellHdIKT8ahEGOVHQpXRgDr95b9KcCTwb+fh5YOVaB9V1s2GsPGuQAzk4fd/xvK20u9dDc3eBgd4MjaJADuDr93NxLiX1TdWvQIAel9Hrjq1to6SU28+bmuqBBDlBjd7Ghyh40yEEJwl370n7UYWs3dhvkpjglCNdTQd1RD6v+qvJDvn+7iu/Z/FL3+34fVH4Jr12hAiznnQmfPaQmw6XvKiM85xDY9V63QR6479p9X1NgK6DR1Rg0yAH80s+Ghg3c9PlN+KSPkwpO4qnNT4UotT634zl2Nitj0ef38dz255ifOj9EWT3fls9ru1+jydVEanRq0CAHlSZtY8NGXi59mT32PSxMXcg/tv0j5Ku588s7KW8tj/y9TSLWlDezuryFlBgTje2eECHCGruLl3v0l55srm7jd++GRpY8+O5OilNjggY5qH5+2/+20OaMoLLfVguv/qLbIAfV3/ZtVgY5qLCJLoMcVB987zbervogaJAD1HXUsbd9LxnWDHY07yBKH4VJb+Ldmk/Z2rAp4mfY3rQ9aJCD+t1/v+4PrHHtCxrkABVtFXR0dmAz2fiq9is2NmwMvrerZRePbXgMgJKEkuCgDNDp7+SWL26hqbdoImB32bnjqzvw+D2cVHgST2x6IjgRAHhyy5MDUn3VGCLbXlPGRR/YPa34pA+rceiLIhWtBpIsAzPKfabYsLRoiaZEatvDBa+GQpRBx+zMOD7sMQZpDIyXvt4bNMijo/R0eHxsr2sn0RoVNMgB2txe/r2mKpjO1OPzc+1/Nk1O9XVXK7x1nYoT3/5Gt0EOSvHaYFKeS44GQAQNcoAtiVlBgxzUc/W13a+xMm9l0CAHNZb/bdPfOLHwRB5c+yAb6jdwz+p7Qp6DL5a+SEVrBX9c98cQ0ax19esw6U2UtpQGDXJQOhBvlr0Z9nG2NW0LGuSglLBv/vxmGp2TX5H8zc21IeP28mnJPPHpnqBBDpCfHMNt/90aNMgB/rexlk3VE1SotHEnvHtTaNmbvwldRJU+1Rcre+y/edrh43tVGGYAb2w6f9/x7xCR1+3N2/my+rOQ622ctpz719wf0v+e3/E8u1p2hTRjZ/POoEEO4JM+7vjyDrJju3URnF4nf1z/R1bkrgiWHZR6EP/e8e8QEbc99j18UdNz/3BKcw3QW22wg7FRMV8BrBdCfI3akH0wQp0zgU0BN/U5wFNSyi3AdcBbQogNwNtAlyvDY8AGIcQzUsq1wN+Ar4AvgT9LKb8G5gJfBa75W+BWKWULKrZ+E/AmyrV+TBhMSrRXhRCv9PUawPn6wIfeB7wtpfyyV5UsoBJASukF7EBYsKAQ4gIhxGohxOr6+pGdvNS3hg/M22vbaA8oVDc5PBFV00v3tQfrABEH+J11bbT3UnjdUNUS3oYI51Y0OUOuH0LPtCcxqSonZG/2rlYDdt1G8EWYfEgfuAPumwaTqhufqx66EPi7l/FhtlHWWkG0MTpkIO4iSh8VfLDFRMXQ6AofWLve9/g8bKjfQKc/1CjMismizF6GUWeMqLre4m4hIyaDMnsZXukNSZMBSpXdPsbK26PRP8sDCzfpNnNEdda1Fc0RVZsb2t34exV3+mTIRKCLHXXtwXypIbhaoTWC0d9T6b+PPrWpeXtYcUVrRdB1scHZQLwpHoDGPlR7Iymc7mndQ0cPJeAuqturSbWosI6a9m7F156KwF15RntS2VYZsX85vA522dVgbzaYI6q+TjYF1tF8fo4o7jaVuilzYZ9V9rbvJTU6dZjK68Z+lde78Jliieqdq9ycEFD1HRnV9LlZ8by9ZWSM/MnIUPqn3y9ZU9H9/zDRGkWN3YXVpI+our67vj1E4LK8sSNsbJ4UuNtg39bQsbonzmZoq1M5oFurust1euojPAf32Pfg9Yd/D22dbZj0Jtw+Ny3ulohjakdnB7sjZMTw+r0RF8bX168PK4v0LK12VNPeGa5cPl4M9fm5tZeA47TUmDBF9qwEC7sbw8ehhvYJmtyoo1GFPfbE5yHkWWgwh2cJAuWS3kOo2J2QxyZ7+AJ3qaMGors9TFu9roiZdnr3nUh9qdHVGJbLfE/rnhABw2mJ0yIutO+2R1CLn4KU3XnSsygX7nLUD1kO/DRQPmS6XMillB/0dF3v9d6TUso5UsqFUsrlkeLOpZR3SilnB8TbTpBSNgXK/xUomyelXNTlhS2l/LWUcqaU8nuB4/sD95gjpfxdoOzNwHkLAsJuqwPl10kpi6SUy6SU54+F6zoMTn39XuC+/bz2i5TSF1DGywYOEULM6eeUvq7zmJRysZRycUrKyLqcFaaEi159Y24GyTHKdSg7wYI1giDMcbPSQtyL8iMovR43Oz1Mrf342eGK2UUp4bs+R5QkkxzXh/tSYpESzwBoLoPUGeF15n5HpaGYfbp6SIbFaOlU7A+o9BVJRVC5CgoCCtdVq7v/7qKjgfnJc9nbtlfFlfUSy3B4HMxMnAlAub2c6QnTQ+8odEF3I4vRwkmFJyEQmPTdn3Nzw2YOzjgYj99DXFR43H6WNUvtkqctxOf3hamyJ5mTxjz2ZzT657zseAB27mtjbnZ4PuZT5mVGjInMSbQQZw79XRKijSTFhPelb8wJ75+A6jc5vVy7hVCr3IbAdYy9dUGAmHSOyQxXWJ2XMo/tTcpYz47JDqYwy+tDPTUnNjzW/IisI0iNig8rL0kooay1LPh3F9kx2UTp1Gfr2b+6WJa5jGRzclh5ojmRo3OOBqDWUUt+XH7I+wZhiNi+icxoPj9HlN0fKq2L/ajxDld5HZTyesoAd8o7zbawnXKT3kSUPmpAKXkGwkG58Xy8swFf79W0A4Sh9E+dTnDq/KzgcXWLk8IUK61OL6kRVNUPL05mTVn377ViekrkrCcTHWsKzPym8nQrXBH+fkwqJBeDvVJpx3Th91GgC/+8h2Uehl/6w8by3Nhc9nXsI8WSQpY1i6L4UIFZvdCTYEpgeVZ49haTwRRRaPP4/OPDyiIpaC9JX0KyJfzZPF4M9fl51PRQIdo3t9SyckZo2dryZlaUhF+zIDnC+DoRsOWEiwhbU8DTY2Gh06nq9abkGyG759bKVZwUIaPKIYmzQhaUMjBSEBfqQh5pHM6JzQnTIpidNJsye1lI2fKs5XxS9Unw+J3ydzgyJ7wdi9P69tiaapTdedKzZXeelF9250m6wL/DMsg1Bsdg3Nc/3N9rENdpAd5HydD3ZC+QA8Gk8jaU4NuYMS87nlu/NSdoeB8xLYWLVxRhNKivKS/JyiF5ifxi5TRiTGrgWlqUxOXHlGDqocQ+JyuOe86YR2ygzqEFiVx5XAlmY+hgd3hxMj9dXohBJ9DrBOcdmsu8bBu/O2tBUCV2cV4C1504C2tUH+H/abPh239V4m9+rxLeOPwKFdcrdCr+d/a3lAvQIT8FezWsvEEJdgFkLFTxZt/+q5oEb3oellysjPfoJJh2nBLpiE6EGScrg8xghqNvYH7aQUxPnI7VaOXKRVcGVZCL44s5pegUbl52MzMTZvJuxbucPu10ZiSqBYMEUwL3HnlvyOB+fP7xODodXLbwsqCSerw5nuPyjuP04tP5vPpzfjTnR1gMapK+PGs5C1IXcOuyWwG1a37pwkuDqrG5sbn87qjfBeOKJzMLc21cc6Ja4Njb7OTsQ3KCfeb7h+WxcmZaxPPmZMXzwFkLyApoIuQkWrj9tLn848tyfrFyWo9+nszFRxVHziZgjoOT74PMRerYkqD6SsYiOO0xZbRvehFW/hbM8apOzqFwzA0szTiU7xefgUEY0As9pxadSrOrmU5/Jz+Y9X02Nmwk2hDNTYv/j5kBxfTezE2ayxWLrgguuBycfjDnlZzBYqeTb+efiE7oMOgMnDX9LMpayzDoDFx9yNVBdVZQYRAPHq3U3N8se5NfHPSL4CLPwpSFXLn4SiwRjD+zwczPF/6cQ9IP4fU9r3P2jLOZFj8NUAs+vzvqdxTapkw2yInFjjcgY8F+q1S2VpIUYTFloDi9gnaPjnhzuPdTJLymOKI6wndgkiyJEXM2D4WkGBNJ1ijWVmj5ngfD0TNTOe/QXPQ6gU4IEqKNXH7MNFaXNfHjwwswG9UYftT0FE6el0mDQ3n3LM5P4JoTZxLd1/g6kTFEwfJfQnw+xKRD8UpVbrTAUdeCzgjN5TD/bKjdBAf/RC2kCsFsRxvXHfKb4HN1cdpiZiTOYE3Nl9xz6G+DY3mhrZDvzvguG+o3cOvhtzI9aTrXL7k++BxMNCdy27LbKEks4dxZ53JYhlrAtRgsXLrgUjY3bKYkoYRzZpyDXugxCAPnzjw3Ypz49MTp3LX8ruCzeX7KfH59yK+xGidehpDBsnxaMucuyQ2O2wXJMZw8L5PjZqchhNIdWpBj4/JjSlgS0HaJMxu454x5zMoc35S0fZJUBGc9E8xxT0IBnPm0SmHZpX2UeZA6XnkDRAV+x8KjYNH5qlxvVPPUgiM4KedoTik8BYEgShfFxfMvZmHGEpVFCMAUR2FTJdceem1w7phkTuKWZbcwJzF0j684oZh7j7g36Ik3K2kW1yy5hlmJs4JzyEMzDuXsGWeTG5eLQWdAJ3TMTZ7LytyVHJ93fLAdP5j9gwPKKNcYXwasvh48QSVrvwOYRXcwPFLKPmenQogUoFNK2SKEsKAC8++SUr7Wo84lKBn8CwNCb6dLKc/cX1tGQz1YSkllsxNXp4+seAtWkwFnp5edde3U2l1kJ1hIskZR1+ZGAAXJVmLMxojXqmzqwNnpI9Nm7rNOp89PZVMHUiqjqcswqmruwOFW58ZaIp9La42KHxd6iElTwhsdDUoUw5qkFNOTirp3NNvq1G66zwtR0Uoxs0uhPSFPica11SjDy2BWf5ttKgZIFwUxyVC/Q8UZd3ZA8nT8qTPZYd9Nm6cNg86AEIJmVzNmg5lp8dMw6o3UddQRFxWHxWChrqOO2KhYMqzhO9hur5saRw2d/k780k9qdCoJ5gTcXjd72/cSpYvCjx+P30OmNZPowA5tfUc9rZ5WfH4fQgj80k+KJYXEYe6i9cG4qK/7/ZLK5g48Xj/WKD1lATf2giQrGfH7z+1Z1tBOfZublDgzFr2OZlcnmTYzLU6v6uc2C1ZzP5NSp10JuJhiIT6wKu12QMN2cLYo9dT2GuUymTxdLRYJQWenk73NO0FCclQ8de2VGHQGkiwp1DpqsBiiycII9nJccRnsMuipczWSbk6myNOJqb0W0uaxyWvH5XORa0kjtakcpA9PYhF73Y0IoSM5Lpc6VwNR+iiyY7Ijeg7UddRhd9tJtaTi8Dro6Owg1hhLeVs5Lq+LQlshORFU4Ns97dQ6arEYLFiNVvY592GLspFmjbwYMo5MDfV1KeGB2XDUdd19LQI3f34zh2UtJaeH++Fg2Nls5M4vErhsUcuA25Xz1V/YefyNyB5ZHd4oe5P5KfNYkXPUkNrRm+dWV5IWZ+Lqb8wcketNIEa1f3q8PiqbnAgBOYlKZb2iyYGn00+7x4vL4yMzwUJBcszAxtfxpNOpXHzte5XRkzIDjH1kEnG3qRCjTpdSYY9OUvMAnUG5CHeN5YYoZaj73IBAejvZa0vFZYzCrDPj8rlIF0ZiPE7qTBbsfjcGYaDF3UJqdGpIPG5tey3VjmrMejOtnlai9FEUxxfjl37KW8sx6o3EGmORSLJjs/H5fUFBxKyYLOweO6XNpXj8HpUHvce1q9urcXQ6SI9OJ3ag6VxHhlHtn85OLztq25AISlJjiDYZKG9op6rFhVEvKEyxkhxjps3VSY3dhcWoJydxgu6S96StVrmyW1MhJkXNERt3dquvZy5S/blxh1Jmt2WreWlLpQqLlH5VL7EgONfT6/Rkx2QrkV5Xm9otN0ZDQh5ur5tyezmN7kZijDHkxuRis4R7EIIKY2vrbCM9Op04Uxw+n48tzVtwe93kx+WTHJ2M1+9lb9te/PjJiskiSh9Fu7ud3a27MegMFNuKiTJMCOHNSZwiQmOgDGV5+AlUMPwDwFGoZOz97bhnAE8KIfSBus9JKV8TQtwMrJZSvgL8BXhaCFEKNAHfHULbho0QgtweD0KP18c/vqzk5te2BN6HO0+byxmLc9Dr9v9/ZCAPVKNeR2EEl/WuNFd90rgL/v0DJfQmBJz6B2U0vX9bd5zPUdfB0kvV30174N/nQ83XcNilsPsDqAuIa8WkwrkvKRG4nuruvZXeS9+DzS/C10+rY52BHef/h599dh1NriZ+tfhXPLHpiWA8z/yU+dy1/K4QV+IutfVImAymiKmNTAbTfvNQpkSnkBI9gV1xRwCdTpCXZGV3fTvn/fUrdtUrF7GcBAt//eHB+01plp8cQ35ydx9LQxnxcZZBDDQWm3p14elQQm/v3wozT1GG1LbAGpvBDN/7NxQcgdFoIT91HtRsgD8fRUyX+2/GAoqLVypxwvdupjNpGi8uPoM7tj0FKOX9G2aez7e+fBpDSwVzznpGTUz/eZ7qw0BUTDoF574AaWqVPMbcd98Cpf7e5UkRTzw17TVc++m1QSE5m8nGY8c+FpZ/NCYqhuKo4uBxfJdHgMbo0LgL/J3dOzARkEhqHDWkDMO1tarNQEr0IGKJhaDTYsPoaMJj607plGCOp9ZRO+R29GZBTjxPf14+FY3yUSXKoA/JPgFgMui57qVNfBoQZ7VZjPz9x4cwNxASNCHxdqox9n9XqWMh4KQHYOF5Sk29N6ZYtUj+9GnKS+6N/4P2QL77jPkw4xT1nAaw5cKyy+B/VyKAbEuCys6SWRxyybTAqy/SY9LZ07qHn77106BOxxklZ3D5QZczPzXc60mn1wXH9r3te7n6o6uDwq2J5kT+dOyfgp50faVLm+xYjAbm5yQEjzdX2/n+X76i0aG+v8V5CTzw3QXkJEQT28cmzoQkNl29QKU5++whWB/weNZHKY+6ii/hqz+oMrNNZfx57XKVTg2Ui/s5/8aUNjN8rmeOBXP3s/Ct8re4/tPrg8LB58w4hwvmXUCSJUyCioyYDDLo3gDS6/Vh4RQGnSEspVqMKYZ5KfMG+UVoaAyfoeSds0gp30XtspcHgt9P2t8JUsoNgeD9eYEA+5sD5TcEDHKklC4p5XeklMVSykOklBNCWWF3vYNb/7sleCwl3PDKZvY0hAtyjCml7yiDHJQ7kLNJpaHoKbzxwW3diqt7PlTGTJRVuQx1GeSgBvAv/6R20PuipRJq13cb5IA3fR5P7niOJlcTsxJn8fW+r0MENtbXr2d13QTciZvEvLm5LmiQA1Q2O3llfWT19VGlflv3RC9jfrdBDspT47UrwBGIPvF2wmePBFSAA9Ssg5RZ8OnvwO+jbMF3uHv7M8G3JZLbtz9N+YKzwNcJr1yqcqUHDHJA5Udf9WeVQWAIrNu3LkTZ3e6286f1f8LtnYRKzFOJ3e+rsJr9JN9ocDYSpY/CrO9j93AAVLYaSLIMzHW9C6/JRlRPkUOUUVHtqOnjjMFTnBJDfbubygiijhqDY21Fc9AgB7A7O3nw3Z24OiewsFvjTnjj6u5jKVX6qKY+Mj143fDRvRCXCdVfdxvkADWB3NBdrsP2Cqjd0C2y5WxW53aGC2fut4nORm767KYQ4czndzwf1AvZH6vrVodkUmlyNfHk5ifx7m/+McXo9Pp57KPdQYMcYHV5M1/tnuRK8407uw1yUMJvb10DM3toewkd7Hi92yAHpXuwvnv874udzTu5a9VdIZl8nt32LNuato1E6zU0xp2hGOVuIYQO2CmEuFQIcRowZRP1Njo8YQrWbq+f5o5xnrhX9zBOEvJVyjNPr4UCKbvV2bsMeGuKegD2puor8O4ny52zRd2jBx1JBWwIqFJmx2azuyV8HaUr7ZnGyLCmPDym9as9TRHV10eVngZ2pAldY2l3ip5OB+yNkFGi06EmhUAT/pCBFlS6spYub5T2faGK711Ufqlc44ZAJFXgzY2bcXSO84LbgU7pO8prZz90Ka8Ph4rWgYu8deE1R1BgNyWO6E65TidYmBPP+9v39V9ZY7+UN4YvbGyostPuGtpC3pjQ0RC+0OjzdC9y9qYrU0FCvlos7Y29Uo37XdRvV4rtXVSvVdcYBG2eNvb2SHfZhcpEsH92Ne8KK9tQvyFiFpepisPjZV1lS1h5b0X2SYcjgrZGa7XK8NNFXGZIer4g5Z+pBfj90OKKrP5f3zGBM4loaAyCoRjlvwCigcuARcB5wA9GslETicx4c5jiekK0kQzb/uN4R53iY7r/rlqt4sBje8VpG0zdg2/BEepfexUkTQu/3pxvhytp9iQuAyyJITkjY6vWcHzaIQBsatgUUQzjoLSDBvRxNAZGJMX+k+dnRIyhHlXic5VrGih9gt4UHqXCIkC5q80+LbxOlDWo+p/R6QkT9LGZbKS7AgZy2hywZfW+QqDfDm1NcHby7LCy4/KO09zTxxO/D8o/h/TIwn9d7G2vItEc7q44GCrbDKQMMB1aF15THFHtocZygjmeFnczXv/+J5SDYUFOPG9tPnBTo40UsyOIZJ04N4ME64SIEY1MXHb4WGxJ6Ducw5IAM0+F6nVKPKs3ySVq3O8i55BQT7lZp4WHqvVDsiWZg1LDx/ZImhy9WZganubwhIITwtJVTWVsFiMnzQ3X1VmUNyo6OGNHQmG4h1PGglAvzMZdkLs0/Ny5Zygvzv2QEZNBXlyoq7le6IOZfDQmJkKIPlebhBCfjWVbItw/Uwjx/BDP/UAIMaIqgIM2yqWUq6SU7UArcJmU8vSunHBTkfwkK388b1EwZUp6nJk/nLuo/5jvUW/Ycjj0EmUk121Uhs/R13Ub4dZk+M6T3QZ47lJY+gv1976tsPjHSggG1IA+b7+aeup6Bcth5U1qEgAInZ7TCr/JUTlHUe2oxmayBdOiGHQGfjr3pxEHYI2hc0RAxVUn1Nh31uJsVs4YB8Gx5BI48yklKrTlFVhxDUQFjOOM+XD8bd3GshAqHrLkRHWsN8LBP1Uu74f8DBILyV31BA/M/lkw/U1adBoPzPwJWaufVPc69fdKkHDpZd39dta31EA+ROalzOPSBZdi1KmJwOFZh3PWjLPCUqlojCG1GyA6oV8jocJeMax4cr+EGoee5MHulFtsRLWH7srohZ74qHj2dYzczvbcbBtrK5rp8Bw4Lr2jwcKcBK48roQovfo/fcS0ZH6wNK9fPZhxJakQzvq7Em8FtbN45tNKjDUSXZlVUmYqPY+uBXudAZZcpLJiSL96Ds/+lnqednnVFR0DB/84ZLF9IMRExXDNkmuCejFWo5Vbl91KSXxJP2fCgtQFXDDvgmDqtaNyjuJbRd8a+4XlcUQIwVmLczg2kDnFqBdcdnQxi/Lix7dhwyV1Lpx4n9KKAUiZDsfdqkIvugSHc5ZA0VGw5ELV74SAeWep7D79kB2bzQ2H3hBMgRYXFcdNS29idlL4ArvGxCaQZQspZYQVmtG7X2+klNVSyqFPJAfXhn4ftENRX1+MEnvrWta0Az+SUq4ZdAuHyViqB9e0OGnq8JASYyI1buhxjMOmbZ96wLXWqME6yqrEX+ILQHqVurq7TQlndCkXN5eplfKun1qgVi6N5sBuZVHk3c5IOBqhpUIJMXU0gSmGjuRi9nYq9fVkSzK1jloMOgPZsdkYdUZaXC2UtpTi8rkoiCsgKzYLl9fF7pbd1DhqkEiK4otodbfi8rnwSz9SSkx6Ew6vA0eng7y4PEoSSsJyqI4D46K+3hO310dFwC0zNzEak3FwE6qRwuV1sat+E43OejKsmRR0tGBo20dLagmldOL2ucm35ZMVE9jh9jhUX9RHKZf3fZvxxaSzJyaeakcNydZMPEhqO2pJj06n0+ehrqOG3JhcZvnB4GhQi0w+j0r/l5Df3W+bytT/C2O0EoQb4M6P1++lqq2KTn8n0YZoKtsqg/2xt3u0z+9jj30P1Y5qEs2JFMUXBdOrTBAmv/r6pw9B5Vew5Gf7rXbNJ9dyfP5xQeG+wbKvQ8/P30nmmkMHl3pM724jfdPLlB5/Y0j5S6X/4di8Y1g0gqlz7nh9K5ceVcxxEbxjJinj0j99fkl5owO3109uQnT/mSYmCq3VKkwoJiXcCw6gYZdKVxoVrcKAomLVgpbOoMLNdAZIm6UyZzQGwsiiotWKlLORVnM8pf42Wn0ebNZUnD4PWbFZ2KJsbGvaRoOzgezYbGYlzoqoPu33+9nYsJGKtgriTfHMSJzRp+DqPsc+dgdC3Yrii4g3x1PVVoXX7yUrJiuYSaWLjs4Odtl30exqJismiwJbwVgslo55/3R4vFQ2dRCl15GbGI1BP8kWhDtdKgNLa43yZEuervSN6jap+WF8PmQtAlez0jfwOCB1JiRPo6G5jF0tO/BLP4XxxaQlFvd7OwC/9LO5YTMVbRUkW5KZlzIPvdCzu2U3dR11pFvTKbQV0uppZXvTdppcTeTG5TInaQ6tna3satmF0+skLy6PnNgcGpwN7GrZhU/6KLIV9ZlVpaK1gvLWcqxGK8XxxcSZwr1wRpmxWbW60XYOcDuQC1QA13CjfVi5yoUQ7VLKGCHECuAWoBmYIaUs6fFeBvAvIA4lQn6RlPLjHtewARuAAimlXwhhBbYBhYG2/h5IATqAn0optwkh/ga4gIXAp8DLwIOBS0rgCCAJeE1KOSdgNN+FStntBx6XUj4shFgJ3Bto16pA29xCiA+AK6WUq4UQZwPXoH6n/0opf9312YE/AccAl0gpP9nfdzWU0emvwMVdX5YQ4nCUkT6lpQoz4i39pp4adZp2Q9kn8PYNwVhcZpwCJ90LUYG2pYcqS1K9Dj6+V7nDlb4Dh14M792qjBqAY26CJQN7GAIq1VpbDfzjLGhX7pXRBSuYduojaiEAQtzQah213Pz5zXy8V/3fSjQn8tgxj7G7dTf/3vFvVtWu4rTi0/jPzv+wJHMJu1p20eBs4Ji8YyhtLuWpLU8hkRiEgdsOv40TC08c7Lc25TAZ9PtVWx8LXF4X/9j2D+5fcz8ABmHgrjkXsKC5lhurXuPj+rWAyiP6h2P+wMykmWoBKG22UvH/9/dBb+TjY3/DFZ/9gZyYHI7JO4Y/b/wzEolO6PjZvJ/x6u5X2efYxx1Lb+S4136jFpzOfQGyexg/1V8r5eGu/xPTT4KT7lMhF/1g0BnIt+VTZi/jsvcvY0fzDgAK4wr53dG/o8BWEKz78d6PueKDK/AG/u9cuuBSzpt1XtiEUmMY7P4Asg/ebxWv30uDs35YOcqr2gykDtJ1HcAXFYPO60L43Ei9KVieYIqnur2GRSPotDI/O563t9RNJaN8XNDrRMQMJxOeuEz1ikT5Z/DsWXDUNfDBneBqUeWzT4cT7lQ7lBCapQVg2eVQvY6GGcdzd9sWXt/7obpVVBwXzb+Iv276K/NT5vPYxscA9Xy8demtnFQUruX70d6PuOrDq3D5lKbI6cWnc9GCi0i3hvbXMnsZl79/ObvsKpa8OL6YB1Y8EPJs7Um7p50nNj/BYxtUG4w6Iw8e9SDLs5cP5FubVFijDMxIn6B5yPujK0vA61cp/SKdHr7zNOx6F1b/RdUxmOHbf4HN/4FN/1ZllgQqznueq1bdwZYWNd7mWrN5aPkdFKUt6Pe2H1epcbgzEC509cFXY9AZuO3L24JzhxsPu5GqtqpgP47SRfHIykd4fsfzvFX+FqD6/KMrH+WOr+5gc+NmALJjsnl45cMUx4fOiTfUb+DCty+krVNpL5xUcBJXLb6KpOjhhVBNOJRB/jgqRBkgD3icG20M1zDvwUHAHCnlnl7l5wBvSilvCxjHIRMrKaVdCLEOOBJ4Hzg5UL9TCPEYcKGUcqcQYgnwKHB04NRsYKmU0ieEeBVlGH8qhIhBGew9uQDIBxZIKb1CiEQhhBn4G7BSSrlDCPEUcBHwu66ThBCZKGN+EWrB4S0hxLeklP8BrMCXUspfDeTLGcqynK/n6kXA6td87MaC6vWw/h/dxgfAtldh79rI9TudasBOnwfrnlUuQp880G2QA7zz28jiMH3h7YTPHg4a5ADs+QAqIoeFrK9fHzTIQSmtbmzcyB77HlbVrkIndGRYM0iOTubvW/5OujWdJEsSza7moEEO4JVebvr8JipaKwbeVo1RY3fL7qBBDur3uXHb05TmLwka5ACNrkYe3/h4t6J5a43qc+42ahZ+jxu2/x2v38vxBcfzxKYngr+3X/r5y8a/cGLBiXj8Hu5c8wB7jrlWTT7fvqFbdNDTAe/dFvp/Yvt/oXpwjjvvV74fNMgBdrfu5o09bwSPa9pruP7T64MGOcAj6x6htKUPRWSNweP3QdWqYIq7vqh21BBviscwSJfbnlS1Dd51HQikRYsPc2FPtCRSHUH4ajgszI3nvW378PdWGtU4sOlohtd+BbmHqhSlXQY5qOOeIrA73ug2yHV65R235wM2xyUHDXKAVk8rb5S9wbH5xwYNGVALYHesuiNMsLWqrYq7Vt0VNMgBXix9kS2NW+jNW+VvBQ1ygNKWUt4pf6fPj1faUho0yEEJft7w2Q3URRIR0xg/GnfAG79WBjmo53fDtm6DHFQmljd+HeqJKSUf7f04aJADVDiqeGV3jwwufVDjUONwZw/9DrvHzp1f3Rkyd7j1i1tD9pU9fg9bGrcEDXLVDMlHVR8FDXKAqvYqXi59OUQ4t93Tzr2r7g0a5AD/3fNfNjd1nzeFuJ1exnDg+PYRvMdXEQxyUDvQ5wshbgTmSikjqU/+Czgr8Pd3gX8FjOulwL8DRvufgJ47Mv+WMqg0+ClwvxDiMiBeStnbdj0G+FNXuZSyCZgO7JFSdnXYJ1E77D05GPhASlkfOPeZHnV8wAsRPktEhmKUfyiE+JMQYoUQ4kghxKPAB0KIg4QQmqrXaNLRCHURHgQtfRiqrlbYuxp8AYPIYOpWxO5J2yAGO0+7UrzuTV34YAxqlbw3re7WoIKmxWDB7rErQ9zdTKunlWRLMu2d7cGHbBcd3g5a3C0Db6vGqNHgClfZbetsoymCgu6G+g20dwaM6I6moMhQiyWWZrcypv3Sj7fX87Fnup16Zz0tpoAQXPXX3RNRtz2yAd5UNqjPs6Y2/Bo906W1uFsi9r2BqA1rDJC6TSrswBK/32p726tIGQHl9aShGOWA1xxulCeZk6luH7m0aAAZNguWKD2bq1tH9Loakxy3Heq3QFJR5HG3tUeKzPLPu/82xUF7PeijqPW0hJ22o3kHvgjpJe1ue0iqU1Aq2FVtVWF1GyJkyFhVG555Y1VdhGwcAeqd4UraDc4G7J4IcxeN8aN9X3iWgM4ICvr2KhWC0YUtmw09Fmm6WNW0hc5+MqnYXfbgnKELn/Ttd+4Aytui9/idZk2j1B6+qP5V7Vch57d52tjSFP7/bIoqvvelmDeSSnoR09tIKT9CGbJ7gb8JIb4vhDhNCLEu8FoMvAKcIIRIRO1Kv4eyY1uklAt6vGb2uLSjxz3uBH4CWIBPhRAzRvBz9YWrx6JAvwzFKJ8PlAC/BW4EZqL89e9D+dxrjBZxWZHVVbtc1XoTnQgzToKuuFdni7pGT3SG0PQo/WG2heac7CLnkIjVZybODCtLiU4hyaLcfhydDhLNiZS3lpMTm0OCKYFyeznxpvigAFcXSeakIceQaowsmTGZYfH9adFppOvDXbmPzj0am8mmDuIyIF8tIKbaa8i2qv7ol36iDaHnxkXF0RlIkVJgKyDdHkg7Ne347hQ/lmSYHiGkIXXWoD7PUblHhZUdl3dc9+WiU8mOCVU/1gldd7y8xvAp+3RAv1tFayVJw1Rer2g1DjodWhed5rhwo9ySSJ2jDsng8p73x4KceN7Zqu0QavQgOhkKjlQecvkR5gNJRd1/T/9G99+uFvX89XnIM4fHfh+crsJG9L20iDKtmWRYQ0OB0qLTIoprZceGK8Qfk3vMgMqC14jJRvQKny20FZJiiRyvrjFO2HKUhktPIsVZp8+Dxh7pcpt2cXhyeHaN4zOWYjTuP0Q0JTolKPIWRBKm7RIXFYfH121Yd/o7w/pPZVslC1IWhLcj/3hMPUOTzAlBAeOehLVjatCXK+qou6gKIfKAOinl48CfgYOklC/1MLRXB0TGV6Hiwl+TUvqklK3AHiHEdwLXEUKIiOlbhBBFUsqNUsq7AtfpbZS/DfysSxQuYPxvB/KFEF0xDecBH/Y67yvgSCFEcsD1/uwIdQbEUNTXj9rP6+j+r6AxZDIXqJixjAXqWG9UqteZfSic641w2CVQvwNWXA1bX4GlP++OUzPb4IwnlBrrQNHpYNH5KuUVKJe4pZf1aZTPS5mnlFYDwoeL0xYzL2Ues5Nmc9b0szAIA+v2rSM1OpXTik+jrLWMJEsS0YZorlh0BXFR6iGfYknhniPv6VOEQ2NsKYgr4J4j7gn+PmnRadxdci7F61/gguIzQn7vc2ac023ARyfC0ddC6kyS1v2Tu4rPIsOawUs7X+LSBZeSYFLK/knmJC6afxEvlb5Edkw21y28nIy3b4LMg1Rf7lJyNRhVVoHsQP/TG+GoayFrcE47y7KWcWrRqcHJ4IkFJ7IiZ0Xw/SRLEncdcVcwXjLGGMNdy++iML5wKF+fRiTKPlYiQP1Q0VbRp6DUQNk7xJhy6NopD81LbtabMRtMNDmb+jhraCzMieftLSOXA11jCmCKgeNvB1cb5B6mjB5QAprH3AgZPeYDRUepzBdCKDdjrxuWXMjs8rVcPutHwYXvGYkzOCj1ID6u+piblt5EjFHF4Kdb0/nt0t+GpZxKsaZw1cFXBdNTWQwWrlp8VURD/YjsIzi5UC3kCwSnFJ7C4VmH9/nxiuKLuP3w24OLtNkx2dx6+K0kmBOG9HVpjBJJRfCdv3WLqsakQtZiOOEupR8DKuXp8bcrLZmudGdpczk0YwnfKTgpON4em3UEx+Su7P+WliTuXH5ncJEoxhjDzKSZ3HfkfcSb4lUdcxL3HHkPBbaCoLGeHZvN3OS5XLbwsuBcZHrCdJZmLOXMkjOD7ViZuzJkMR7AbDBzyYJLmJWoFoyjdFH8ctEvmZU0uIX/ScI1KKG0nnQEykebFcB6IcTXKBf1B/uo9y/g3MC/XXwP+LEQYj2wGTi1j3MvF0JsEkJsADqB13u9/2fUAsSGwLXOkVK6gPNR7vEbUQJwf+x5kpSyBrgaFeu+HlgjpXy5/48czlDU19NQ8QWZUspvCCFmAYdJKf/Sz6kjzoRUDx5tOl3QvEepslqT1Upl0271EEyeDpbAjmRLJTSWqlgeW65SxPS61eBsilNu7NFJKs1KR5Oq21qt0p1lzA93Ie1ogvrtSvk6qRjMcbhaKtjj76DJ5yIzNpv8uPyQtCZ1jjr22PdgNVqDD8Ls2OygEFx1WzUNrgbqO+pJMidhMVjw48cnfSAhSh+F0+uk099JTmxOiEHe5mljd8tuOrwd5MbmkhU7ZjuW466+Pqq01ULDDhB65YFh3Y+YVqebvY3baHY3kWrNILXTA84mauOz2N5ehcvnpjA2l2nJgcHLvlf1M32UGsDtlWC2UR+XwT5XI3FRcbR3tlPvrCfNkobH76HJ1USmNZNivwHhsUN8nlIY7o2zRSkRGyxqIqAfvIaly+tS6utSkhOXE1FZvd5Zzz7HPuKi4gaUk3eMmbzq61LCPUXwjXu689v3weXvX87ZM8/GFmUb0q1cXsF3Xk7n5sMbGUpmrKj2fSSUfUbZiitDyp/f8TzfLPomc1NGTvPU6/dz8TNreeeXR5I2nlk/RobJ2z8nEnu/hubdylsoKlZ5u3U0KFEt6VPHKTO6x/BOp5oj+H1qMdPvB+nDqzdS6eugzedBGkzUuxooiCsg1ZTIlpbtNLoaybRmMiNhBpWOKuo66kiNTqXAVhA05ve27qWyvZK4qDhmJM5Ap4u8z+PyuqhorUAIQU5sDmZD/325sq2SVncradFpJEcPXdRxEGj9sydNZarfmOPUxo05wi6416NU1Vv3Ko/L9Hlqjlq7Xnlm2HIgYx50tKiQi06nGp8TC3C726hoUurruYnTsJjj1Ry0YaeaI6SUqDlqL6SUlLaUUuOoIcGUwLSEaXi9XrY2b6XOWUd6dDqzEmdhNpjZ1rwNu9tOdkw2OXE5eP1eKlorcPlcZMdmExcVh9vrpqKtAr/0kxOb06dwq91tZ2/7XiwGC7mxueiHoWkyRCat+rrGwBmK+vrfUGrr1waOd6BWLMbcKD8gMZq7d5Oq18GTp4Aj4Eo59ztw3G3QXgvPnKFifiCgyHoHxEZQ8W2phD0fKkX2tkBM5PQTVa5JW2BH3V4Fr14BpQGRDFsOzu/9m3/s+5Lfrf0dEpW+7IEVDwQVUnc27+Sy9y6jql3FnS3NXMqNh90Yosze4evg6o+vprKtEoBD0g/h5mU39+sS3NDRwH1r7uO1gDBIojmRPxzzh6m6cjl21G+Hf52nUpwA5BwKp/0REiOo5Ha6YM0TZL35G7KkVIPod/7G7qQ87l5zH59Wfwoot+97Dr+Tg3TRSi3Yrn5rio+DUx4AWzYpQEJ0Mq/uepWbPr8Jn/RhEAYunH8hL+58kWZ3Mw8e9SCHZR7Wd9st8f3GIveH2WBmWsK0/dZJsaRobpSjQeMu0Bn7NcjbPG24fW7ihmiQgxJ5S4n2DckgB7VTbnQ0oBbMu42QRHMie9v3jqhRbtDpmJ8dz7tb93HOkpEM69OYlGx/HV74cXee8aU/V/938pbC57/vHsNnnKwWuGyZYLSoncpeGIBEl51/rn+UZ7epOffBqQdzSMYhPLr+0eC4fuNhN3Lf6vtocDWgF3puXHojJxeejEFnICsui6zeIXERMBvMlCQOwiOPgHvw+CYZOXCpXKXmkF3aLYt/rDzQrD2MZF+nEh7+7xVqwUdngO8+q8Q6P7pH1Ymywll/hw3Pw/pnVJk1Bb73AqbM+UzLWNR9vbot8M+zVdpUUN6Y33woLLzy0+pPufz9y3H73AgE1y65Fq/fyz2r7wnOHa5ecjWnFZ8WNic06Axh3m0mg6nfcR/AZrJ1h+FNZZQBrhnh48RQYsqTpZTPoWYkBJTmhuYHqDF0PE54/7Zugxxg47+VQfXBXd0GOShF1r19qFHXblBu7W09RIq2/w+qeoi5lX/WbZAD2CspbdjIA2sfCIqxuX1urv/0emodtfj8Pv657Z9Bgxzgs+rPQsRd/NLPCzteCBrkoAQ2vqrpFtfqi02Nm4IGOShF9wfXPoizH5EQjX5Y/89ugxyg8gsofTdy3Ybt8OZvupVXfR545XLWNW8LGuQA+zr28eSWp3FUre42yEH1p/Juxf4yexk3f3Gz8pJAqbk/vvFxTio8CafXyfWfXj9VhVU0ACo+VzmV+6GyvYrU6NRhbRlUthlJjR56whC/IQppMGPoaAkpT7IkU9njmTdSLMiJ563Nmgv7AU/jbnj9/7oNclCZUEpOgD0fhY7h216Dqv7H0q1NW4MGOcCSzCX8fv3vQ8b1u1fdzfEFxwNKVOumz2+irLVsRD6SxgTEaYc3rg5V9V/9F7Uj3pOGnfDfX3aLvfm9SqyzyyAH1VdfvUKFPXbhqIcPbldz2C78PnWPLoMcYPf7KgVwD2odtVz3yXW4A+LFEkmDq4F719wbMne4d9W9bG6YkuroGlOcoRjlDiFEEirxOkKIQwFNFnOscbWoFcneOO2hBnUXjeFql4Byg+9KmdKT+h7GWQTF9/oI6UkaXY20uFro8HZEVFzd2rg1+LfL6wpRt+5iU8OmyO3sQU0EleMN9Rto9WgqxUPG51Gp7XpT+UXk+m113QZ5F5ZYylrLw6pubtpCk9EUVt6z3zW6GkPSjYGaEHaFQ9R11GnK+1OZsk8guX8h1MrWymHHk1e2GkiyDE+QzWOJx9Rz4RNItiRHVKQeLvNz4vmqrAmnR1v7PqDpaIicacVgCma0CKF+R3hZL/Z1hPbh3qrVAM3uZqxGa/DY6/fS6Gzsv70akxO3HaojpNltqw49duwLTa8LKkVpb1rKILaXFlDll9BzPPd0KE2R3lSvC72Uq4VGV2jf80t/2NzB5XNpmVE0JiVDMcp/iZKlLxJCfAo8Bfx8RFul0T/RiVB8bHi5NUm5BvemLwGluEwlFtObjB4umFmLwt7OjM0JU0jNsmaRbEkmxhjD0bnhmn8LU7sFaKKN0RydE15ncdriyO3sQZ4tL6zs8KzDg0IfGkNAHwUzTgkvL+pDu9GWrdzVeuLuoCQ+3A3skPRDVLx5b7IPDv6ZFp0WFsMdY4wJDrYFtgKSLWMSV6gxHgxwp7y8rXzY4QPlrYYhK6934bUkENUWunudbEmi1lGLf+DZTwZEjMlAcWoMn5Rqk8wDmtiMyJlWOl0q1Kg3GXP7vWRvLRajzohOhE4L063pNLu601BZDBbSoyOEwmlMDaKTuoV8exKfH3ocl6V0DHoSKe48dXboDjioOaqlhyu8KQamnxR+bm5ov062JJNlDQ+X6D13iDXGBkVZNTQmEwM2yoUQBwsh0qWUa4EjUWp8buAtYOS3BzT2j8EEy3/Vrbyq08MRV0HKTDj8F0qsrav88CsiGtaAOr/kG92K7kIHh17crWYN6sG45EIlEgeQu5TC5LncevitwYdhiiWFO5bfQXJ0MkIITpt2WtDAFgjOKjmLg1JDFbFPLjqZQzMODdY5Y9oZLErvo509mJ00mwvnXRhM3VKSUMLP5v8MkyHCbqzGwJl9GkzrsaAz/2woPDJy3eQSOP1xiFIqvVhT4Iw/szBhOmeWnBmc2M1KnMXZ076NKW8p5C5VdYWAQ34GuUuCl8uLywtRc7eZbFw0/yL+U/of0qLTuHWZpr47ZWnfBx2NShSoHypaK0ixDC9HeWWbgZRhuK8DdFriMbWGGuUmvYmYqJiw3ceRYH52PG9qLuwHNvE5cOK9akEUlEF0/J2w6z216N5zDD/sspBFz76YmTiTKxdfGRRuW1O7hhuWXB8c15MtyVy75Fo+qvoIUKmm7jninjA1do0pRJQVjr0ZkgIL7HojHHNT6EYNQGIRnPFXlcUH1EZR5iI4+XfdxrotG075HSQUqbkoqDnn8l+CIar7WkLAwu9B/vLu40U/UloJPUiOTuaOI+4ILsxaDBZKbCVKr8ioBAhsJhu/Pey3zE3pf1FKQ2OiMWD1dSHEWuAYKWWTEOII4J+oHfIFwEwp5Rmj1so+mPLqlwOho0mpsRstkFjc/aDrKjdYlFp6zwdgF63Vyq3dFKcG8o4GsCRC6gxl9DtbVBybz6UUW3V6taOaVASWeKSUVLRW0OJuId2aHpaurNXdSmVbJQadgby4PMwGM22eNvbY9+DyusiLyyPaEE1FW0VInZ44PA5223fj9DrJjcsNrn52+jopby3H6XWSE5tDvDl+FL7ciExt9XV3m+oTQq9+56heSqR+PzQFlPpjM1Q9Z7NSaXe3g7MJR3we2501uH1uCmOySUsMpHd0tig1V4OFaouVSkcNMcYYCmwFQcXTqrYqGp2NJFmS8Es/za5mMmIySI0eniE2EnT192pHNYnmRApthRi70rxMDCanevCWV+DzR+Do6/dbzev3cvG7F/PzhZdh7O2lMUB8Ek57MYPrlzYSNQzxXFNrDbaqNZQfcXlI+X9KX2Zl7tEsTu/fIBoMda0ubn51M6uuOxb9UBXqxp/J2T/HEq9HZahw7FM7kUnF3YvhXTSWKoFWU6x65kZFg96kxniPQ2VkSSoCVys07lRje/K0iErWQFCR2tHpIDMmk4SoeLY2bKTJ3UyWNYPCpBnsbdtLg7OBJEtSSC7yqrYqqtqqsJlsFNgKBqSqPqSvxe+lzF6mMnNEp5EXlzca6tda/+xJ/Q6VicUSrwzpSLvgnW6lV9RWrQzwzIOUB13TLpXhx5YNsek4nC3sbtqG0+sg11ZEeu9d9y6cdpVZQGdUfbiPvOV1jjpqHbXEm+LJjctFCMHG+o00OBtIiU5hTvKcYX30ho4GylrLMOgMFNgKJorA26R98GsMnMHMbPRSyq4krGcBj0kpXwBeEEKsG/GWaQyM6MTuPJEDKe+idhP842ywB2LU5n4Hjru1W6HdvhfeuREy58P7t6vBXuiUunvAzVQIQZ4tjzzC3ckB4kxxzDZ1q77Wd9Rz/5r7gyJtmdZMHjr6IWYnhyvDAjQ4G3ho7UO8VPoSoFycH1n5CDMSZ2DUGylOKN7PF6MxJEyxkLmg7/e3/0+p/3pdavA9+Xcw4yQlOPTJ/TD/bKzOZg7a8YaqH58HZ/9Dqf9a4iHrIDY1bOKS18+jyaUeJ+fNPI8L5l9AvCme7NjskEnfRNqR+bzmcy5//3KcXic6oePKxVdyxrQzsPQxcdAYIBWfK8+Lfqh2VJNgThyyQQ5Q59ATE+UflkEO0BmdSFRbHb0V2JMsiVS0VYy4UZ4WZybOYmRdZTOL8vbzXNeYvHS6Yf2z8L8rVayu0QJnPAHTvxFaL6kYOprh2e+oxXeAZb+Aw3/ZnYGioRRe/AlUf62O85bBqY9CYn7YbSMpUs9OWxBynBWbFebq/nXd11z63qW0eloRCC6YdwE/nP1DYrq8p0YIr9/L63te54bPbsDr9xKli+L25bdzXN5xISlYNUaQvWvg2TOV5hAo78kjrgqdU3a64eunlOCrr1Nt5Jz0gPKwS+4OY9vfPC4Miw0sC8PLe5FmTQvbBBqpnfFdLbu48oMrKbWXArA8aznXHXodmTGZI3L9AxEhRLuUMuKDQQjxmZRyaaT3BnH9m4GPpJTvDOKcbwKzpJR37qdOJvDQWG46DyamXC+E6JoNrQTe6/He0GdJGmOP1w2fPNBtkINSbu8pHFf+mXpAfvpgt9qr9KsH8L6tDIUNDRtCVNOrHdX8ZdNf8PgixBsDmxs2Bx/koMS+Hl33KC6va0j31xgmTXvgPxcqgxzUxPG1XyjBtk/uV54UCXnQZZCDyh3+ye/UDhDQ7mnnzq/uDBrkAE9vfTpEBHAiUuuo5ZqPr8HpVYqxfunn7lV3s8veh4CixsAp/wxSBxBP3lpO6nBF3toMpFmHH/PtN5iQhqgwBfbU6DQqWiOIcY0AB+Um8MamcIFNjSlCw46AmnUgtKLTCS9dCM29xDOdLcpw7+h+hvLpgyqTShebXuw2yAHKP4Wdb45YU1tcLdz4+Y1BcVWJ5E8b/sT2pu39nDl4ylvLgwY5KDG66z+9nvIIoqIaI4CrFV6/utsgB/ji0XD19Zp13QY5qHnl61eF9kOUeO9kmcf5pZ8Xd7wYNMgBPt77cURRYo3h0WVPDtcgD1zjhkgGuRCiz+V3KeUr+zPIA3Wqx9oLfDBG+T+AD4UQLwNO4GMAIUQxmvr65MJlh/JPwsv3bev+u2YdmGyhqdW6aAtXPx8Iu1rCDZjVtatp87RFrB9p0F27by2tbk1lfVxw7FPu7T3x+5QrO6jYskj9pfwT1ecAu9vOxoZwtf+6CGr+E4lmV3OY6iuEqxdrDBJPB9RvC9lZ6Ysy+/BF3ipbDSQPU+StC481GVNr6LMwNTqVyvbKPs4YHovzE3ljUw0DDTnTmGS01aiF7564WkKNo66ymnXh59v3qn/9Ptj1dvj7ZRHG/CHS7G5mt313WHldx8g/x+ud9WHq2k6vM+LzWGMEcLbA3ghu+a17ex1XdxvkXXgcYfPDyTSPc3qdfFbzWVj5pvr+swJNFeY+OfecuU/OLZv75Fx/4N9zRuraQogVQoiPhRCvAFsCZe2BfzOEEB8JIdYJITYJIZb3OtcmhCgXQgkWCSGsQohKIYRRCPE3IcQZgfIyIcRdgZDr7wghThRCbBNCrBFCPCSEeC1Q74dCiEcCf/8t8N5nQojdPa6VL4TYFPhbL4S4N9C2DUKInwfKbxBCrAqUPyaG6b4zYKNcSnkb8Cvgb8DhsntmoENTX59cmBMiK7en93Ajz14MziYV19YTIbqFZgZJSUK4i+qyrGVBca/eFNoKw8qWZi6dKPE9Bx4x6WDpJbamj1ICRKAG89gIiqdFxwTdKuPN8RycFu7aO9Fdw5ItyaRFh7rLCQQZ1oxxatEUoXotJBaGq/hGoLytjNRev8Fg2WM3DlvkrYtOS0KYUR5vsuH0umgbhfSM+UnReHx+ttdFXsTUmOTYssIzWliTIaaXnoYlMbLaenwg1Eenj6xk3VcmjSGQaE5kZkJ4RpfReI6nRadh0oeKuFqN1mEv0Gn0QXRCt+BaT+J7hZLZspXLek/MtrA542Sax0UbolmRvSKsfEGvcI6pSsAAfxzIQ8Ww5wGPj6RhDhwE/EJK2dsgOAd4U0q5AJgPrOv5ppTSHijrUh8+OVC/18oQAI1SyoOA/wB/Ar4hpVwE7O+hkQEcHrhupB30C4B8YIGUch7wTKD8ESnlwVLKOYAlcP6QGVRKNCnlF1LKl6SUjh5lOwKK7BqTBYMRDrsU0gJiGF1q2Fk9jKXcw5SI19JLuwViDGY45eEB5ROOxNzkuZwz45xgKrWS+BJ+OOuHfYplzU6ezQ9n/zBYv8hWxAVzL9BU1seLhDz49l+gS1TPGA2n/UmJwBxzk9Ic2LcV5p3VLU6UPheWXqIUXFGTqV8t/hXZMWphRy/0XLzgYmYm9ZGyb4KQEp3CncvvJMGkFiVMehM3Lr2RoviicW7ZJKf8c0jp/3niR7K3bS/p1uEZ5eV2A2nRI7NT3hmdiNkeunskEKRHp4+KC7sQgsX5iby+UVNhn5Ikl8C3/tAtbmVJUM/brkXPLsxx8I27urMV6PSw8rfqWdvFrFND01rNPAWKV45YU20mGzcsvSEowGnQGbhy8ZURF96HS15cHncuv5NogxIDjTHGcNfyuyaU3siUwhSr9IW6xNh0elhxDaQvCK2XMV/FkEcFctibbUpjppdK+5zkOZNmHieE4NTiU1mQsiBY9s2ib0bcSJii3A70UvclOlA+UnwlpdwToXwVcL4Q4kZgrpQy0urzv1CaZgDfDRxHoqt8BrC7x/3+sZ92/UdK6ZdSbgEiTTSOAf4kpfQC9NBYO0oI8aUQYiNwNBBZJGuAjEksuBAiB5XPPA2QKJG4B3vVWQG8DHR9eS9KKW8ei/ZNWbwepb7qalMKrS67WnlPmqYU1r//sooTNpqVeExPwSpLEhz8Y+U6d9az4PeondKkYuWitG+zii1OKg6u5Ds8DirbKnF6nXR4O0iNTiU7Jpu97XtpcjWRYc3gikVXcPq003F5XeTG5e43zVWCOYFLFlzCyYUn4/K6yInLIdEcLnLk9DrZY9+D0+skOzY7bEdTQ9Hp62SPfQ8t7hYyYzK7BdVcrdCwE/yd6ve07icfeNHR8INXwF6l+oPZBjXrcc86lbKiZbS6W8mOyyVj2S+Ua3JiIVhDVX9nJs3kqROfoqqtihhjDPlx+Rj1Rvw+L+UNm6nvqCPFmk5e0ix0+r4fUS2uFspay9AJHflx+cSZIntcjBSL0xfzz5P/SZ2jjnhzPHlxeWE5fTUGSfknSoSqH2odtUQbozHrh67uLCVUtRlIHSmj3JpEbPX6sPKU6BTKWsuYPUwF4EgcnJfI378o54pjR9740RhFXG3QuEPF3fYYM0PQG2HOGUrBuqMeYjPVQmhvmstVvPl3n1EuxJYEtcBu6qGjlFgA33kSmkppNZgow4Pf00S+Ky48U0mnCxp30iG9bBNemtx2cmNzKUncfx+bkzyHZ098lmpHNXFRceTG5dLsbGZr01bMBjMFcd1ZNYaDTuhYmbuSklNKaHQ2khydTE5s/+kTNYZBxjz48Vsqv7gptjuDT/V6aKmAmBRIn69E3dJmK5f1uCx1Xte8s6MJEvJIiM+NPI9z2lU9vy8w74icHaDOUUdlWyVWozWo8F/ZVklNew0J5gTybfnohZ7y1nLqO+pJjU4lLy4Pr98bnO9kxYQLFfZFvi2fR1Y+QnlrOUadUWUJGoF+PEnoa6VrJFfAHJEKpZQfBTJ7nQT8TQhxP9AG/DZQ5SfAK8DtQohEYBGh2mb93qMf3D3+HpALuhDCDDwKLJZSVgYWFIaVgmKsBNq8wK+klGuFELHAGiHE24EViZ58LKUc1ta/RgC3A1b/GT57CJZdDh/epeKB9Ua1ujnvLGV8RTLAOp2w5m/w1nVKdMYcryYAKSXQWgPv/BY2BBaikmfAmU9SH5PEo+sepTC+kD+u/yOtnlamx0/n5KKTefDrB/H6vcQYY7h/xf0clnnYgD+G2WBmeuL0Pt9vdjXzpw1/4pmtypMk05rJg0c/GFnZ8wDG5XXx7+3/5r419+GTPuKi4njwqAdZbMmAN66Gra+oiunz4Iy/9K2GveNNeOFHamFGHwXLr6S9eRdPp2bxx10v4pd+ksxJPHz0w8zN6Xt1OcWSEuJ+6PN6eHvXK1y36k7cPjdmvZk7llzLyqJvInThhm95aznXfHwNGxqUqMwRWUdw7aHXjrobfGZM5oR3tZ80+H1K5ffgn/Zbtby1bNiLbfVOPSaDJNo4MjHZHksCRpcd4XMje7jXplvT2RUh3nYkmJYWQ3OHh9J97RSnjqzKtcYo0VoD79wAG55Tx4Exk9QIY5ROB8nFQB+ZRSo+h3+dB8t/pcRa2+uUV9Lyq5T3m6WHS7DFRlVcGrd8cQufVas42YWpC7ll2S3kxQWMfWcrfP4wTR37+GdmMY9t+gs+6cNmsnHX8rtYlrX/BbOeKtg7mnbwi/d/QVV7FQBnTT+Li+ZfRJIlsrE1GIQQ5MblarvjY0lsmnp1se2/SnjQ3arCLFb+Fg76YSBbywJVp2ve+e5N6vkenQjf/Qfm3END53HNFUqssEt8MOtgOP2PyjjvwZbGLVz23mXUddQhEPx03k9ZlLaIKz+4krbONgzCwI1Lb8SoM3LDZzfg9rmxGCzcfvjtNDmbuP2r24P9+aGjHuKgtIMG9NFtJhvzUub1X3HqUQER0ymNjnppD4QQeUCVlPJxIYQJOEhKeTnwUq96q4AHgdeklP2tsG8HCoUQ+VLKMrp32YfC28DPhBDvSym9gYWBLhGQBiFEDHAG8Pww7jE49/WhIqWs6XJxD7gkbAUGtmylMTT2bYa3b4C5Z6rBu0ugy9cJr14GDftRSa3bogy1LnEVVwu89DNoq4PKL7oNcoCGbbDqcdbt+xqJ5OktTwcVWY/JP4b719wfFGlp72znNx//hlrHyLlfbm7cHDTIQSm6//7r309IZc/xZGfzTu5efTe+wDOs1dPK9Z9eT2PTjm6DHJRy6tqn1bZib5rL4KULutX4fR746G62zfoGj5Y+jz8gUtToauTWL28dlJBLeeNWrv3qDtw+tVjp8rm45qvbqWjYHLH+f3f/N2iQA3y096PgxFNjklC3SYXGmPuPLdxjH348ebl9ZJTXgwgdnZZETK2hz7MMawZl9kjeecNHJwSHFCTy6vrqUbm+xihQ+UW3QQ5qzPzqMfANUtvA0QD/uQRyD4X1/1AGOahn9Ud3h6leA3y699OQ5+LX+77mrbK3uivUroeP7mbLjGP5w8bHguOD3W3n9i9vZ29vca8+cHvd/HHDH4MGOcC/tv+LzX08vzUmGfXb4bUrlEEOam74zg1Quy60Xte80x94znY0wcuXhosV7no3NBvA3lWw8YWQKo5OB/etvi8oHiiR2N12rv/0eto61XzWK71UtlVy/afXB+cOTq+Taz65hmpHdUh/vu7T62hyNqGxX64BOnqVdQTKR5sVwHohxNco4/nBPur9CziXvl3Xg0gpncDFwBtCiDWonfehCpP/GbU4sUEIsR44R0rZgorB3wS8iXLBHxZj7nsphMgHFgJfRnj7MCHEeiHE60KIiH75QogLhBCrhRCr6+vrR7Opkxt7YHCMioaOXiql0t+tmB2JSAOxvUoZ59Xrwt/bu5ZtTdtIsiRR4+gWPvL4PEhCjbtGV+OIPhgr28KVjlfVrcLuHp+EABO1f0ZaCKlqr6KpI0IbS9/pNrx70l4XVFEP4vdS424Jq7qlcQstEcr7ot5Rg8cfmhrP6XXSEEHd3OPz8FHVR2Hlq2qH/Tyc8kyo/ln++YBSoQHsse8edjx5WevIxZN34YlJxtRSFVIWb7Lh8XtocTeP6L26OLQwiZfXVU9JFfYJ1T9Hikhj5q73wjNZ9IejAZp2Qcr08PRU0D3m9+Dzms/Dyj6q+ghfl9FkV+NnbYRndUVbBfWugf0Gdrc9YtqostayAZ0/WZiS/XMgtNV1LwJ1IWWw/wRpiZB5onFn+Bx0z8fh9Xa+qRb6A9jddtbWhcpV2Uy2sIwnEhlx7qDXhWbDqmyrpHmUnslThY0/2Pgs8FOgHBVqXA78NFA+ZLpylEspP+jtDd3jvSellHOklAullMv7iDtHSvm8lFJIKT/sUfZDKeXzgb/zpZQ9V4Hel1LOABajdrZXB+r9TUp5ae/ze7WpLCDghpTSK6X8pZRylpRyvpTykUD5dVLKIinlMinl+VLKG4fzXY2pUR7Y3n8BuFxK2XsbbS2QJ6WcDzyMUs0LQ0r5mJRysZRycUqKpr7ZJ10K6R5Ht1BbF0IXrqoe6dyQshzlxp65IPy9rEXMSJxBo7ORTGu3a2+UPioo7tFFkjlpRNzZuogUW3Zw2sHjpuw5UftnujVcFT07JpvESHmfpx3bLd7Sk5i08F1NvZEMU3xY1VlJs4iPUN4XKdaMMIVdi8FCcoTd0Sh9FEdmHxlWfkj6IQO+34HKhOqfez6E1P4F/nzSR2VbVcQ+PBh2txhJHSHl9S480UlYek1MBYKsmKyIKSBHgmmpMTg7vWypmXgphYbLhOqfI0WkMbN4pYrVHQzWZOXeW78dMiJcM8K4fVhGeKjYkdlHdhssAbG49AjP6ry4PFLMA/sNbCZbxOdvflz+gM6fLEzJ/jkQYtPDM6sIAbZe4QS9RQlBaRj1noMWRFB3n3a8ConrupQpnkVpi0KqtLhbImZBidJFhZRFG6K7F54C5MbmBoVaNfpm4w82PrvxBxvzN/5goy7w77AM8gnAT4UQ64DNgA2lxj5hGTOjXAhhRBnkz0gpX+z9vpSyVUrZHvj7f4BRCLEfxSmN/ZI6G469RbnNLf8ldIlg6aMCCur7EXFJnQnfuLs7PYslQalsx6apVCzzzu5RdxYc/BMWpC5Ej55zZ50bNIjfLnubXy3+FYbAdWKNsdy5/M5gDNpIMDtpNufOPDdo/GdZs7h04aWYB5Bi6UBiWsI0fn3wrzEI9VvYTDZuXXYrSYnTYfZp3RUzF8LC87rV03uSkA+nPw5RgVhWgwmO+D9mbPkflxR/Jyh6lmxJ5rpDrxuU8Fp+8mxuO/g3QSEvi8HCHYdcR25y5J3UEwtOZF5yd8zXiuwVLM1cOuD7aYwzUqr42K4MEPuh2lFDrDFmWCJvAGV248i6r6NylZubw3eHMqwZ7GzeOaL36kIIwWGFybz09cBcizXGmYhj5k9hPyKWEbEmw6m/h4ovYf53u40koYMjr1bCW704PPtwlmd1G0AHpR7EcfnHdVdInw9HXs2sLW9y8byfoRfKWE8wJfCbQ35D1v4W73tgMpi4cP6FwawaAGdPP5s5oyB2qDEOpJQoLaKuRXm9EY69OXxxqGve2bXoE52k+mxv7aKilVByQvdxzhKY++2QKtHGaH61+FdBI1wgSIxK5NZltwbT6Bp0BnLjcrl12a0hc4fbDr+NTGtmsD/Hm+K5ZdktJFrChYI1pjZSygeklAsCO9zfk1L2ds+fUIixcIELJFN/EmgKBO5HqpMO1EkppRDiEFSwfJ7cTwMXL14sV69ePRpNnvh4O6Fpp1KwjM9VOU4j1WncAe52lb7K1aJUXxOLuicEzRVKTdPrUg/erlyUvk5oLFVuR7acUBVYd7tySfK61bVi1Iqxo9NBRVsFbq+bjs6A+npsqPp6UPF7BHF5Xeyx76HD20FubC4pkXZ/R44BqTLCxOufnZ0uyhq3YHc1kRGbQ1ZSQHjF1aZ+T1/nflVQg1SthpYqtUgTkwate/HE57BHumnrbCM7JntIu5p+n5fyxi00OOpItaaTmzw7oshbF13q63qhJ9+WT2zUIHeeph4D7pswzv1z31b4++lw2mP9Vv2w6iPW1K3mxIITh3w7nx9OeymD65Y2YtL3X3+gCL+X7FV/Y8cJtwTT/gFUtFXyWfWn/PawG0fuZj2oau7g7je288U1K9HrBvWzjyeTp3+ONO42NZ72GjMHNI437VHq1kaLikPXGVRMryFKPbst8Uocro+F6FZ3K2WtZUgpyY/Lx9bb26nTBY2lOP0+tolOmjtbyYnNYVrCtEF/zHpnPZWtlVgMFvJt+VgMlv5PmjgcuP0zEo2l0FCqDPG0OWCOhb1rlfp/TKpawI+KoEreNe90NkN8XuTdcwior5eCDKivR0c2mPd17KOirSKYqcVsMFPVVkWto5Z4Uzx5tryg+nqDs4FUSyq5cbl4/V7KWsuwu+1TRaB10jzoNYbOWKmvLwPOAzYG3AhACQfkAkgp/4hSrbtICOEFnMB392eQH9C422HNE/DOjWpwjk1XacuyQ119MBhVuoq+KP8cdr4Fnz+sDDJrMpz5d8g7TE0w+3ItNcWoB3IvrEYrMxPDzymKL6KI0cvnbDaYJ3ye63Gn04nx62eY9ubV3b/1Wc8o0SBzLGQNTJWUzf+BV36uBF+MFjjhbph3FlFGE31r5A8Mnd5AQeo8CgZYP94czwLzgmHeVWNcKPsE0ub2Xw8obS4l3ZoxrNvtbTcQb/aNqEEOIHUGOi0JmO3VuBK7Fy4zrRnUtNfi9rkwDXOHPxLZCdHERxv5eGc9K6ZHSK+lMbEwxYaPme52WP0EvHtj3+P4zrfh+R8FnrfRSnV9/T9h2S9UBhVDqNtuJOJMcftXkjaaIX0OFpTYz3DonVVDY5JS/hm8eIGKGRc6OOwSmH4S/PNsZWwbTHDifZH7YH/zzi4stvA5awRSo1NJjQ59xmXHZodt8BTYCiiwdc8ejHrjkBaWNDTGk7FSX/8kEJg/L+BGsEBK+T8p5R8DBjlSykeklLMDAfSHSik1KeW+qNvUna4MoK0WXvsFdAxCxKK1GqpWwSf3KyMNlJDMy5dA+wEkYHKgsG8r/O9Xob/1SxcO7reu3QSv/qJbgbXTCf/7pVLw1dAYDLveH9jEDdhl30XWMHc5drcYSB9h1/UuPDGpWFpCM8YYdAYyYtJHzYUd4PDiZP61KoKwksbkoG4TvL2fcby5HF74SY/nbQd8eCfMOR1e/TnUbxufdmtMbdrr4d2bu0XcpB8+exiqvlQGOSiPD60PamiMOGOuvq4xAvRWvASo3QgdDeHlfdFeB5EUypt2gUMzyqcckVRRm/cM7rdurVYhED3xdUa+toZGX/j9UP4JpPefB9bh7aDJ1USyZXjyIrtajKRZR1bkrQtPTArmpnCh2OyYHDY3bhmVewIsLU7m450NNDk8/VfWmHj0OY4HlKrbaiM/b6UvoHwdrrauoTFsHPVQGSE5kqtXtoBI6usaGhrDQjPKJyORxFeSp8NgRCyik7vF33oSn6fe05ha2CLsNNpywlVR90dsWnif0Rkix0FqaPRF7QYVp9hb/CcCu5pLybRmBAV7hsrOZiOZo7RT7o5Jx9JcHlZeYMtnY/3GUbknQIzJwOL8BJ5brU2MJyURx/EZ3bG1MSnhCu06g3oJAXHDC+nQ0IhIdFLE8ERMMaHHQuw/i4+Ghsag0YzyyUjaHKW22qWQbUmAbz7Uv0BXT+JzIPMgOPQiFTMEyuA69RGI1WIUpxwps5Raas/f+lt/UIb2QMmYDyfd2y0opDfCcbdFVP3V0OiT3R+ovjQAdrTsJGOYrutSqnRombGjs1PeabGh87rQu0I9j9KtGTS7m2l2NY3KfQFWzkjl6c/L8fk1+ZVJR8Rx/MFuozyxEL71x9Dn7fJfwaYX4YS7IGXG+LRbY2oTmwbH3AjWHtoAi86HrMXdqVJ1+kAfHK6SjIaGRk/GSuhNox+8Pj97Ghy0u71kJ1hIiY0gDuTzKvdyVysc9AOYcRI4W5Qyek919IGSf7habZ92vIoPTp4OyUUqpq15t5oMJBWBLkrd19mscqHGTXoVyymDvcNDWVMHUXodBcnRmI19/Jc2WeGQC6HoaOhoUkq/XqdSUk/IH9CuJQCzvw3x+cptLTZDLexEjaDCblMZOPYpVfeh9GmNiU/p21CwYkBVtzVtZXHa4mHdrsmlwy8Ftij/sK7TJ0Lgic3A0lROe2a3S75e6Ci0FbC+fj0rco4alVsXp8ZiNel5b9s+jp01cqkmpwJOj5eyRgedPkleUjQ2S/+iaGOKOU4JthUdrdzUE/LDjZzpJ8KFn0DrXjBawd8Js05VuZ+dLUrnwxynDPge6v9AQPF9l1qITSrqNqg0JjQNbW4qmzuIMRnIT7Zi1I/D3lnBEXDef6C5TC3gp81Wi0U/+1iFTUQnQ/K0yEKDXo/yhupohsR8VU9DQ2NAaEb5BMDh9vLslxXc/eY2On2SnEQLf/jeIuZk9Uhd4nHA2qfh7evB51FG1ZlPQeERQ7+xECoVRVJxd1n9dnjpIqheo95fcZ1yo3v9/1TatJg0OOtplVdSY1zZXd/OVc9vYE15M0LAuUtyuWzltMgLOgBGE6TPVZO5L/4AH98Dfp9ajPnO3yAtck7wEMo/gX//UC3QRMWo3fYZJ3XnJR0qUsL21+GlnylhI3M8fPvPMO3Y4V1XY2Lhcai0Oksv67eq2+emsrWKbxZ+c1i33NlsJDvWG9yQHA3csWlEN+4KMcoBiuKLWV23ZtSMcoDjZqXzp492aUZ5D/a1uvjdOzv5x6oKpIRD8hO584y5FCbH9H/yWOFxwNd/V6KtPo8KJzrr6VDXYZ1OGTW9DZuaDfDcecpo0hvh6Btg8fnd7u5NZWrM3vmmOp7zbeUpZRv5lKQaI8eWajsXPbOW8sYODDrBlcdP59wlecSYx3iqXrsJnvu+2ozRGeCoa+Hgn6jFnaT9ZNJxtsDap+D9W5UYXFwWnPZHZeRraGj0i+a+PgHYXN3Kbf/bSqdPuSBWNjm58ZXNtLk6uyvVboI3fq0Gb1C5xV/7pcr1OFL4vPDVY8ogB2UoCakUYb0uVdZep1JltO8buftqDBq/X/LsVxWsKVdqqFLC019UsLpsAAr81euUiq8/EGPbsB3ev015S+yP5opugxzA0w4v/FjlGh0ujbvUtbqUhl0tKhVQBAEtjUnMno8huUSld+qH0pZS0q1pROmHt8O5vSmKrJjRcV3vwh2XQXTjrrDyIlsRu+27afO0jtq9lxQmUtnUwdqKQWTfmOJ8VdbEs18pg7zr+N+rKplQWVbrNivDuWtMt1fCq5crw2Z/uNvgjauVQQ5K/O3t65VIXBdbX+k2yAE2vQCl745g4zVGGofLyy3/3UJ5YwcAXr/kzte3sbl6BOd4A8HjgLeuVwY5qOwA794ENQPIsrJ3reqLXrc6bt0L/7tKEyXU0BggmlE+Adjb3BFWtrq8OVRVtyVcSIjqtSOrlO6yw443Qsu8Lug9kWku04zycabN3ck7W+rCyr+uHMDEvDmCobvrvW7V375or+02yLvweUZmwG3dq1L+9MTdqhTfNaYOO16HrIMGVHVzwxZyYnOGfcttjUayRimevAt3TApGRyO6Xn04Sm+kyFbIFzUR1IxHCINOx4lzM3jondFLvzbZWBNhcfKtLftod49uPxgUkcb0mnUqXeX+6GiE8k/Dy7vEBv0+2PZa+Pul7wy6iRpjR1OHh893hetPVDb3s1g+0nQ0wp4Pwssj9deB1KnfBq01w26WhsaBgGaUTwDSbOHuxjMzYrFZesSIRVRqLVHiMCOFKRZyl4aWGSLEC8emD061W2PEsUYZWFIY/hvMyoigqN+bSC6M2Qcrl/H9EZ2sXNZ7otOrkIbhEpMWHhNptECMJjo4ZZAStr8BWQcPqPqmxo3k2fKHfcudzVHkxHb2X3k4CD3uuHSiG3eHvTU3eS4fVn4AjN4u7YqSVDZV21lf2TJq95hMzMm2hZUtLUoiOmoCRezFRtBmSZrW/5hujldhSL3p0nrR6aHw6PD385aGl2lMGOIsRuZlh4/f6XGmsW2IOV5pxfRmIFpCkeoMRrNGQ+MARzPKJwCzM2z85PCC4HGc2cAtp84hPrqH22b6HFh2efexKQ5OeXBwiuv9YYhSwjNxPYw2ZzMcdV23QqwxGk59VEvHMs4Y9Dp+tKyAnITuRZOjZqRwcP4A+kPGAlh4XvdxdBIce1N4ypPeJBXCtx6FLndinR5OvE/FpA+XpGI4+UEVvwbKQD/lYUjcT/yaxuSiZp36XQcQ12r32GlwNpBpHd5zpqpdj0kviTONvtuyOy6T6PodYeW5cbl4pZfNjZtH7d5RBh2nLsjizte3jdo9JhOHFiRyZEm3enReooXzDs1DrxtFYYHBkjYXDr+i+9gUO7AsKpZ4OOm+0EXUJRdDeg89g7nfhtTZ3cfZh0DJCSPRao1RwmYxctMpc0I2Y364ND9UW2gsMMfBN+4KXRw6+Cdq3tAfGfPh0Iu7j6Ni4IQ7IbGg73M0NDSCiAkVYzVIFi9eLFevXj3ezRgRHG4vpfvaaXV1kpsYTV5SBKVUt0PF/zpb1OpjUmH3e50uFQPk9yvFS1Oschlqq1GqmQn5A2+Mfa+KEzaYlRqswQQNO5RbXXyeEvoYhmpSu6edyrZKDDoDubG5mAxjvBI8PAb8wceif9baneyudxBl0FGcGhO6kLM/XK3qN3W3qd8zPndg5/l90LBTuZvHpClvjUgKrBFod9RT2bILoz6K3MQSorp23dtqlZu6JUG5sLfVqhX3pGmgn0A7WxOfQf2nHPPn5zs3KS2MRT/st+rHez/mi+ovOKXolGHd8q0yC++XW/juzPZhXWcgRLXXk7j7Q/YcfXXYe5saN7OtaSvXLrmWQf5MA8br93P1ixu59VtzOGr6hPQwGdP+2ezwUFrfTqfXT2GqlfS4EcwSMVJ4OpS4qrM5fEzvj4YdAXVsm1LH7r2o2rZP1UF2G1iJBX2qsEspqWiroM3TRoY1gyTLAecNNyGenxWNDsqbOog1GylOjSHGNE5j4L5tqv+Y45WxbRng4kBHc0B9vUEtqmcuiFjN5W6lsmkHfuknO74Ya1cqQI2+mEArihqjhTbjnSBYTQbm58Tvv5LJGjkes7UGPrwL1v5N+WvOOg0W/1ApWbfVgtkG33xk4CrZtiz16skA8wr3R0VrBXd8eQefVH+CTug4a/pZXDD3ApKjNfemoZBus5BuG8Jk0xwH2UNINaXTQ+oM9RoE5fs2ceuae/hi31p0Qse5Rafz49nnk9hWB//+gTLyo2KU98esU8Nd2TUmN1LC5pfgsEsHVH1N3RoK4gdhoPTBpvoocuLGJo7YY01G73FgcLbgtcSHvDcraSar61bzZc2XLMk4dFTub9DpOPvgXG56ZTPLrkgmynBgO8IlWKM42DrBJ/pR0ZC1sP96vandpIQwG7arRfNjb4YF56k5QhexqSA74d1bYcM/AnODU+G4W8MWYd1eN6/veZ3bv7odp9dJdkw29x55L7OTZ6MxtuQmWcmNtCkzltRthud/AvVblGfcyt/Coh90q/vvj+gEKDxy/5dvKuXRjY/xUtkbSCTHZB7OlQsvIyt55gh9AA2NycmBPWpPFco+hjVPdAuyxSQrhfS2WnXsssMLPwqsmo8vr+56lU+qPwHAL/38Y9s/WF03NbwdNCLj93l5vvQlvti3Vh1LP0+VPs/a+q/hxZ8pgxyUmvuLP1U7RxpTi9oNSjQyuaTfqi6fm+1N2ymOH37owsZ6EwW2UY4n70IIXLZsrPvCXch16Dgu9zie2fos9R2jJ5J5UG48STEm/vRhuBK8xhTB3QZv/EYZ5KCUrl//tfo/1pvS92H9s91zgy0vRxSB29myk+s/ux6nV4mKVbVXceNnN2J3jbHyt8b443HAOzcqgxyUmOtb16o0fCPEFzVf8GLZ68iAzsY71Z/wVoWWHUBDQzPKpwK7Pwg9NttU6rKe+DqhZXzTUjg6HbxTEa4AqxnlU5t2ZwPv1X4RVr6+cTP4einLSv/AVF41Jhfr/6Vy1Q4g7OXrfV+THZuDWR8ugDkYmlw67B4d6VbfsK4zGFzxucTUbor4XmZMBsuylnLXqrupaq8clfsLIfjBYfn8+ZM9lO4bfZd9jXGgoxHKPgov70qR1pOeadG62Pyf7nSYAaraw+cG25q30eDqRwleY+rR0RhZqT9S1pYh8mndqrCyt2s+o7O/tKwaGlMczSifCmT1ckP2epQQXE+EGHcla7PezKLURWHls5JmjUNrNMYKi8nGwsRwt7QSW1F4uj2AmPQxaJXGmOHzwsbnoGDFgKp/Vv0p0xOHLx64rs5Eka2TsdT2cibkEt2wC+HzRHx/QcoCDss8jLu+uou/bX6C7U3b8PlH1r0+JdbEtxdlcfk/v6bT5x/Ra2tMAEw2SIkwZkYSX809LLys4IiwMLZUS/jcIMOagS1qjEXGNMYfkw3SI4Qrxo6cuO/8xPD+e0jibIzGCaj7oKExhmhG+VSg6GiV0qqLis/hpPu7layFgGNvhZT+XUdHE71Oz1kzziKjh6LyorRFHJJ+yDi2SmO0MRotfH/G2aRZutWQl6QsYHHqAjj5gW41d1BK/ymDi1fXmOCUvg3WVIjvP+d4s7uFXS27mR4//GfV6loThfFj5LoewG8w4YlNwxpBhb2LOUmzOX/2+SDh6S1/59L3LuW+1ffyec3n+OTIGOjHzEjDZNBx75taKMiUIzoBTr4/NL530Y9C1de7KDk+VA8maRrM/U54tYQSfjTnR8Fjs97MTUtv0rReDkQsNjjxrtCNnYXnjZiuEMDyrGXM7vGMz4vJ5pTCk0fs+hoakxVNfX2q0L5PxeL6vUox3ZoKjTuUy3pMqiqbIKuQtY5adtt3Y9QZKbIVkWiZ4GI8oUwo9fXJRG3jTna37CRKb6IooYQEW47KFtCwQ6lyW5OVQR4VPd5NnaxMCPXgMP7+bUidBdOO67fqf0pfprK9gmNzjx3WLaWEc15L48dz7aREj+1ucWzNRnSeDmoXfW9A9V0+F7vte9hYvwGn18lP5v2EIlvxsNvR6uzkupc3cftpczl2VtqwrzcCTMz+OVlpLIWmPSpcLWWGEu+MRNs+aNimnrUp0/tMZ9rR2cGull00u5vJic0hPy4fMYwsK5MQrX/2pHEXNO1W/SplhupnI0hDSzm7m3fgkz4KE0pISxi+sOcU54D6z3igoqmvTxViUsPd01NnqdcEI92aTrpVc1E+0EhPmkZ60rTQQp1uSGruGpOEpt1QtRqWXNhvVY+/k/cr3+M7JeE7eYOltMWIUSfH3CAH6EgqJH39c0rHYwBZBMx6M7MSZzIrcSbbm7bzuzUPct6sczkkfcmw2hFnMfLzo4q56vn1/PtnhzEtbQDKyRqTh6Ri9eqP2FT16odoYzRzU+aOQMM0pgRJReo1SiTH55Ecnzdq19fQmIxo7usaGhoaGqPD54+qHXJD/6Jtn1R9TGp0GsmW4bvMfr7XzIzEsXVd78IXZcVjTSFm39ZBnzs9cTpnTT+TZ7Y8w9p9a4bdlmlpsZxzSC4/fGIV+9pcw76ehoaGhoaGxuigGeUaGhoaGiOPowE2/Atm9B8r6PK5eWX3qyzNXDoit/64yszsZPeIXGsoOJOLsVV8NaRzUywpnD7tdJ7Y9Dcq2iqG3Zbl01JYVpzMD/7yFa2u8Vmo0NDQ0NDQ0Ng/mlGuoaGhoTHyfPqgUnqO7l8z4r+7/0tWTBYZIxDWUmY30N6pIzduZFXNB4MjqQhL4x70Q8zznG5N5+jco3jk60eCuaOHw7cWZJKXFM35T6yiwzN+34uGhoaGhoZGZDSjXENDQ0NjZGmthrVPwpwz+q1a0VbJB5XvsyJ7xYjc+s090SxMdY9pKrTeSL0RZ3IR8eVfDvkasxJnkRObzdNbnh52e4QQnHdYPrFmAz96YhVOz9jlbtfQ0NDQ0NDonzExyoUQOUKI94UQW4QQm4UQv4hQRwghHhJClAohNgghDhqLtk0J2uuhdhO01ox3SzQmC1Iq5d59W8DdNt6t0ZhqvHOjiiW37j8+3OVz84f1f+DI7COJjYoZ9m3dPni33MKi9PGPn25Pn01C2WfgH7rL+Irsoyht3snq2lXDbo9OCH56eCEmo44fPvGVtmM+UWmtVuO5o2G8W6JxIONqhbot0Fw23i3R0DhgGKudci/wKynlLOBQ4BIhRG9Z8G8A0wKvC4A/jFHbJjeVq+Cvx8Efl8HjK6D0XWVwaWj0hbsdVv1F9ZlHD4N/nqvSkmlojAQVX8Cu9yLmQ+6JH8mfNz5OmiWV2clzRuTW75VHkx3rJdky9qrrvfFEJ+GJTsBWtXbI14jSGzmh4Bs8veVp7J6hucL3RKcTXLC8CKtJzzmPf4ndqcWYTxj8ftj5Djy2Qj2b/3q8ylygoTHW1G+DZ8+CPxwGfzwc1jwFno7xbpWGxpRnTIxyKWWNlHJt4O82YCuQ1avaqcBTUvEFEC+EiJxQU0PRWgP//r5KOwTQVgv/+p7KX6qh0Rc16+B/vwKPQx3v+QA+uhe84yeMpTFF6HTBy5fA4h+Dse988xLJM1ueod7ZwDH5x45IAtZOPzy7NYYjsocfgz1StGYtJGnHO+Afurt4Vkwmc1Lm8sTGvwLDX3DV6QQ/PryQDJuZM//4uabKPlFo3KnG7/a6wHEpPPd9aK0d33ZpHFh0OuHdW6HiM3XsboNXfw4168e3XRoaBwBjHlMuhMgHFgK9g+2ygMoex1WEG+4aPWndq1zdetLphOby8WmPxuSgYWd42bbXwFE/9m3RmFq8cyPEZkDesj6rSCT/3P4vtjZt5bTi0zAI/Yjc+sUdMaRYfBTETxy3bHdcJl6TFVv5F8O6zrLMpdQ76/mw8sMRaZdOCM47NI/5OfGc/uhn7KpvH5HragyD5grw9logad2rXhoaY4WjHnb8L7y8adfYt0VD4wBjTI1yIUQM8AJwuZSydYjXuEAIsVoIsbq+/gA3Iizx4btRQvQbx6kxekyK/hmbFl6WOgtMcWPfFo0xZVT759ZXYctLcOjF6jkUAZ/08+TmJ9lcv4nvlJyBWW8akVvvbjHw/PYYTi5yjMj1RhJ77mGkbH8TvWfohq9e6Dmx4CSe3/kCe9urRqRdQghOW5jFSXMzOOMPn/HZrvGPYZ4Uz8/RwpoUXhZlVeO8xoTggOifUbGQPCO83Jo69m3R0DjAGDOjXAhhRBnkz0gpX4xQZS+Q0+M4O1AWgpTyMSnlYinl4pSUlNFp7GQhoRBOui90ArziWkiZPn5tOsCZFP0zYyFMO7772BgNx90CZs0on+qMWv+sXgev/ByO+D8wxUas4vK5eeTrh6loreA708/EYrAA4PXDun1RPL0plls/S+DXHyRx7UeJ/G61jf/uiqai1bBfmYzqdj03fJLEyUXtJE2AWPLeeKxJOFKmkbb+eYbjfp5sSeLI7CN56OuHcXSO3M72iumpXLyimEueWctfP9mDHEdNkknx/BwtUqbDimu6j4WAE++DxMLxa5NGCAdE/4xOgBPvBoO5u2zmqZAxf/zapKFxgGAYi5sIIQTwF2CrlPL+Pqq9AlwqhPgnsASwSyk1OfH9odPB7G+rXc6WCuU2mjoTjJbxbpnGRCYuA771aEB5vRWSpmkLORpDp24LPHMGLLkIkksiVtnn3MfDax8hyZzIt0u+jV7oqWrT82qplfcqokk0+yiM7yQ71ku00Y/PL2h26/ii2swzW2LRCTgkw8VBaW6mJXRiM/lpdun4pMrMc9tjOS7fwYJUzxh/8IFjzzmYtE0vEb/nE1oKlg/5OnOT51DfsY+Hv36EXy3+JUZd1Ii0b06Wjd+eMpuH39vJ57sbufvb80iwjsy1NQZIlBUOuwSKjoa2GkjIg5SZfXqdaGiMGvmHwwUfKl0Ds03NMSN5cmhoaIwoY2KUA8uA84CNQoh1gbJrgFwAKeUfgf8BJwKlQAdw/hi1bXJjNEHmAvXS0Bgo1mQoOGK8W6Ex2Sn7BJ77ASw6H/KWhr0tkXxZ8xXPbH2GQzOWsDB1EVsaonhuWwxbm6I4ON3FRQta9rvDLSXUdejZ3hTFizusVLcbcHTqsBr9FCd08pN5dtKtEzvvttQZaCg5jrRNL+M1xdGeOfRdpxW5K3ht9395aO1DXLrwUkx6c/8nDYC0ODM3nDyb59ZUcuwDH3LDKbM5ZV4GQjMKxw5TDOQcPN6t0NCA1BnqpaGhMWaMiVEupfwE9i+wK5XP3CVj0R4NDQ0NjWHgdcPH98NXj8HhV0DmwrAqtY5ant32D2odtZxc+G1Km/O57B0rdo+Ow7NcnFLcTtQANN6EgHSrj3SrkyNz+q8/UfGabdTPPIn0DS/Q1NFIU/EKhhJBpkPHSQUn8XbZW9z2xW1ctOAiMqyZI9LGKIOOc5fkcUh+Ig+8vZ0nPt3Dr46dzrLiJM0419DQ0NDQGEXGaqdcQ0NDQ2Oy09EEG56Dzx+G+Fw46f4QYUmf9LGtaRsfVH7IhvpdJJiOp6HjLH71nsofvjTLxcwkD7oD1L7zWJOonXsaSaXvEbt3PQ0zTsCROh3E4IxzvdBxfMHxrNu3jtu/vJ3DMpdybN6xpFhGJs61JC2WW0+dy6e7GrjmpY0Y9YIzFmVz7Kw0ilJiNANdQ0NDQ0NjhNGMcg0NDQ2NUOq3Q9UqcLao+NaGUqheo9LlJE+nseRY3nQmU7F6G3ZPJ02uTuqcfhpdUXT40rB3fhevNJBkcjMtro2zCvZhM3aqSzeO70ebCFSnLSOmpYr4Va+Q4PPgiEnBZU3BY47Da7TgjE2hI1KWhF4kGgtYmZnG+vr1vLXrVsx6M/lxeaRGp5FoTmBR+kGYdEN3b5+eFkvJsbFsq23jjU213PXGdgAKkq0UpcSQnWAhOSYKW3QU1ig9KbEmlhUloztQV100NDQ0NDSGiBhPpdXhIoSoB0YjKXcyMP75YUKZiG2Cidmu0WxTg5TyhIFUHGL/nIjf50ijfcbRYcB9E/bfPz85P3raslxDmBx/s1N6XV7p98UYjYe7n96v5ZVEMwYxsWO9JwK6CEOwT8C+QeZvF4IwUTBfu/T6vXLEJOkFQuiibUah63tnf++ffrrR21LjIfz/wIj1zzFkMjyrtDaODGYp5ZyBVh5g/5wMn7s/JvtnmOztB/UZtg3m+akxOZnURvloIYRYLaVcPN7t6MlEbBNMzHZNxDYNlMnc9oGifcYDh8n0PUyWtmrtHDsmw2fQ2jgyjEYbJ8Pn7o/J/hkme/thanwGjYExZnnKNTQ0NDQ0NDQ0NDQ0NDQ0QtGMcg0NDQ0NDQ0NDQ0NDQ2NcUIzyiPz2Hg3IAITsU0wMds1Eds0UCZz2weK9hkPHCbT9zBZ2qq1c+yYDJ9Ba+PIMBptnAyfuz8m+2eY7O2HqfEZNAaAFlOuoaGhoaGhoaGhoaGhoTFOaDvlGhoaGhoaGhoaGhoaGhrjhGaUa2hoaGhoaGhoaGhoaGiME5pRrqGhoaGhoaGhoaGhoaExTmhGuYaGhoaGhoaGhoaGhobGOKEZ5RoaGhoaGhoaGhoaGhoa48SkNspPOOEECWgv7TWWrwGj9U/tNcavQaH1T+01xq9BofVP7TXGr0Gh9U/tNcYvjQOACWWUCyGmCyHW9Xi1CiEu76t+Q0PDGLZOQ2NwaP1TYyKj9U+NiYzWPzUmMlr/1NDQGGkM492AnkgptwMLAIQQemAv8NJ4tklDQ0NDQ0NDQ0NDQ0NDY7SYUDvlvVgJ7JJSlo93QzQ0NDQ0NDQ0NDQ0NDQ0RoMJtVPei+8C/xjvRmiMLHa3nV0tu3D5XOTH5ZMZkzneTdLQGBB+6afMXsbe9r0kmZMojC/EbDCPd7MOaPa276XcXo7FYKEovog4U9x4N0lDQ0NDYxJT56hjj30PBp2BwvhCEs2J490kjQOECWmUCyGigG8Cv4nw3gXABQC5ublj3DKN4VDnqOO2L2/j/cr3AUgyJ/GHY/7AzKSZ49yykUPrn1OXT6o+4YoPrsDj9wBw2cLLOHfWuVgMlnFu2cCZSv1zS8MWLnznQprdzQAcn388vz7416REp4xzyzSGylTqnxpTD61/Tn1Km0v5+Xs/p6q9CoDFaYu5ZdktZMdmj3PLNA4EJqr7+jeAtVLKut5vSCkfk1IullIuTknRJl+TiQ0NG4IGOUCjq5HHNzyO2+sex1aNLFr/nJrUOGq47tPrggY5wENfP0RpS+k4tmrwTJX+6fQ6eejrh4IGOcCbZW+yqWHTOLZKY7hMlf6pMTXR+ufUxi/9PLfjuaBBDrC6bjVf1X41jq3SOJCYqEb52Wiu61OOPfY9YWXr6tfR3tk+Dq3R0Bg4dpc9xADsor6jfhxao9HuaWdjw8aw8p6TKQ2N3jQ5PLS7vePdDA0NjQmI0+tkde3qsPItDVvGoTUaByITzigXQliBY4EXx7stGiPLjIQZYWUrclZocaAaE55kSzJZ1qyQMp3QkRWT1ccZGqNJvCmeI7OPDCsvtBWOQ2s0Jgvf+eNn/Oyp8Em3hoaGhtVoZWXeyrDyxemLx6E1GgciEy6mXErpAJLGux0aI09JQgk/mPUD/r717/ikj4vnX0xJQgkfVn5IYXyhNqHWmLAkRydzz5H3sKZuDa2eViwGCyXxJVqfHSeMeiM/mfsTdtl3saVxCwZh4Kfzfsqc5Dkh9ZpdzWxv2k6rp5W8uDymJUxDJybcWjSd/k52Nu+koq2CRHMi0xOmYzPZxrtZUwopJbvqHTS0e/qvrKGhMalpcbewo2kHTe4m8mLzKE4oxqgzhtWraa9hR/MOfNLHtPhpnFJ4ChvqN/BZ9WcIBGeWnMmitEXj8Ak0DkQmnFGuMTVp97Tz961/58vaL/nJ3J9QYCvg71v+zqPrHwXAYrDw+LGPMz91/ji3VEMjMtuatnH/mvuRSABOLz6d2cmzSY5OHueWHZgUxhfy2DGPUdVehdlgJjcuN2TS1ehs5LYvb+Pt8rcBMAgDD698mMOzDh+vJvfJBxUfcOVHV+KXfgC+Xfxtrlh8hWaYjyBNDg8mg44Ojxe/X6LTifFukoaGxihgd9u5f/X9vFT6EqC82u4/8v6wXfA99j1c+u6lVLRVAJBgSuCx4x7jviPvo7KtEoPOQG5sLiaDacw/g8aBycTbMtCYtLR72ql11OLxhe9E7Lbv5sktT7KtaRt/3vhnylrL2NTYLcrk9Dr5/brf4+x0jmWTNTT6xef3sblhc4hBDvBi6Ytsbdo6ji3TsJltzE6eTVF8UdguyPam7UGDHMArvdz2xW00OZtC6vn8Puocddjd9jFpc29qHbXc/MXNQYMc4IXSF9jZvHNc2jNVqbG7yIy3YInS09Sh7ZZraExVdjTvCBrkoATcbvniFuocdbS4Wqhz1OGXfj6q+ihokAM0u5t5fsfzWI1WZibNZFrCNM0g1xhTtJ1yjRFh3b513Lf6PrY3b2dFzgounHchhfHdrr3Nrm6RLIvBQqu7NewaO1t20uHtwGKcPCmmNKY2VW1V/H3L35mbMjeiIGGTqynCWRoTgUi/TVV7FQ6vg0RU3tmqtiqe2foML5W+RLo1nSsXX8mhGYdi0I3d0NjmaaPF3RJWHklYUGPo7GtzkRgdhd8vaWh3kxyjTbY1NKYiPeebXTS6Gtlt383tX95Og7OBi+ZfxPam7WH1NjVsotPfSZQ+aiyaqqERgrZTrjFsylvLufCdC1lXvw6n18nre17nxs9upM3TFqyTE5tDlE495No720m2hLv8nlRwEgnmhDFrt4bG/uj0d/K3zX/jmW3P0OxqpsBWEPK+UWckLy5vnFqn0R95tjwEoS7KR2QdQbJZPXu8fi9Pb36av2/9O45OB7tadnHpu5eyrWnbmLYzLTqN2UmzQ8r0Qk9urJYHeSRpbPcQazEQZzHQqMWVa2hMWXLjctELfUjZvOR5PLf9Ocpay2jvbOeBtQ8wN3lu2LmnFJ2iGeQa44ZmlGsMmz32PTg6HSFlX9d/TXV7dfC4wFbAwysfJt2aDkBlayX/d/D/YTVaEQiOzz+es6afNSFFmDQOTOo76nlxp0oC8eDXD/LLRb9kesJ0QBlSdy6/M0xYTGPiMCNhBncfcTcJJrXQtyR9Cb9c/MugJ059Rz0vlL4Qco5P+tjVsmtM2xlniuOmpTcxL3keoJT+f3fU7yiKLxrTdkx1mhweYkwGYkxG7M7O8W6OhobGKFEcX8wDKx4gyaw0oxemLOTC+RfyfuX7wTpev5dNDZu4cP6FmPQmDMLAOdPPYWVuuPq6hsZYobmvawybGGNMWJlZb8ZsMAePhRAszVzKsyc9S6u7lWRLMjaTjaNzjsbj95BhzQipr6Ex3pj1ZpItydQ4anB5XVz1wVVctOAirlp8FWnWNPJt+ePdRI39YNQbOaHgBBakLqCjs4M0axpWozX4vklvItmSzN72vSHnxUSFP89Gm+mJ0/njMX9kn3MfMVExpEWnjXkbpjrNHR6sUQZcJh/NWky5hsaUxaAzcFTuUcxKmkX7/7N31uFRXekf/9yRzEzcjXhCQoK7a6FCqW7dvVtqv627d9vttlvZdkvdjdpWFmiLFyjQ4BI0gbh7MjMZub8/TjLJMAECJCSB83meecg9185NDmfue973/b62esK9w1lZsBKH6nA7bmfVTu4bdR9nJ52NU3US7RuNXuup0C6RHC+kW1JyzCQHJnusLt4x9A5i/WI9jg0zhZEcmOxSFe7j14fEgEQPg9zmtJFbm0tBXQGqqnpcRyLpaoJNwTww6gFXCLTFaWH+vvnEBcR5GORl5jL21eyjvskz71zSvUT6RJIUmORmkIP4+9438j63EPe0oDTSg9OPdxcBsXCpVbQyWqiLqGqw4WPQYtJrqTXbu7s7Eomki9EoGtec2j+kP4n+iW77/jZcVLiI9Y8lPiBeGuSSbkd6yiXHTJAxiIdHP8y5KedS1lhGvH88GSEZR/1yWdxQzEfbPuLLHV+i1+q5edDN/KXvXwg0BnZuxyWSwzCxz0Q+PuNj9lTvIcAQQP+Q/kT5RLn2O5wOVhWu4sk/nqSksYQRESN4aPRD9A3q2429lnSUA/++GSEZRPtGH/d+7K7azd/X/J3MkkwivCN4bOxjjI8ej1ajPfzJkg5RY7ER4W+g3uqgxiw95RLJiYrD6WBFwQqeWv0UpY2ljIwYyYOjH+SN6W+wvWI79U31pAalkh7SPQuwEsnBkEa5pFMI8w5jiveUTrnWov2L+DTrUwDsdjuvrH+FeP94psdP75TrSyQdRa/VMyR8CEPCh7S7f2/1Xu5YfAd2VXjeMksyeWLVE8yZPgc/g99x7KnkaDjc3/d4UGet44lVT7C5fDMAJY0l3Ln4Tr6a9RWpwand1q8TjVqzDW8vHd5eduos0lMukZyo7Knew51L7nSFq/9Z8ifPrH6G1095ndMSTuvm3kkkB0ca5ZJOw+60s618G5klmXjrvBkeOZzUoCN7qbTYLfyw9weP9hUFK6RRLul09lbvJbMkk1prLSMiRjAgdMARhbDl1uW6DPIWNpdvpsRcIo3yHkh5YzmbyjeRVZFFWlAag8MHE+4d3q19KjGXuAzyFuyqndy6XGmUdyLCKNfi7aUlv0p6yiWS3kiNpYZN5ZvYUr6FBP8EhoUPI8o3yu2Y/bX7PfLH15eup7SxFD8v+b0s6blIo1zSaawrWcdNv92EU3UC4O/lzwenf3BEhrmX1ov04HSyKrPc2qUSsaSz2Vu9l2sXXOuqB62g8MYpbzAxZmKHr9GijdCWQEMgPjqfdo6WdCeNtkbe2PgG3+z+xtU2M3Emj455tFvE3Vrw0fkQYAigxlrj1t7e2JIcPXVWO95eOpFTbpHq6xJJb8PhdPDlzi95fePrrrbhEcN5afJLhJhCXG2BhkCPc4MMQR66IhJJT0Mqykg6BYvdwtub33YZ5AC1TbWsLlx9RNfRKBou7ncx/l7+rrZY31gm9JnQaX2VSEAsIrUY5AAqKm9ufNOjvN+h6BvUl3OSz3FtKyg8MuYRj5V7Sfezv3a/m0EOMC9nHjk1Od3UI0GUbxSPjnnUTXDunORzpC5BJ9NgtWPy0mLUa2mwyvB1iaS3kVeXx1ub33JrW1eyjj3Ve9zaUoNSmZU0y7Xd8r3cUpJXIumpSE+5pFNwqA6qLFUe7TVNNe0cfWgyQjL4/MzP2V21G51GR9+gvvTx7dMZ3ZRIXLSnlF7VVIXNYYMORrAHGgK5Z8Q9nJV8FhWWChL8EqQx1UOxOqxH1H48mRo7lS/O/IL9dfsJMYaQFpTWrrdHcvQ0WB2Y9MIor5dGuUTS67A5bdicnlEuFrvFbTvQGMh9I+/jnJRzqLRUyu9lSa9BGuWSTsFH78OVGVfy2KrHABG6HukTyfjo8Ud1vXj/eOL94zuzixKJG+Oix/HGxjdocrbml84eNPuIVf4DjYGMjhrdyb2TdDZxfnGkBqayq3qXW1tPmGe8tF70D+1P/9D+3d2VExKHU8Vqd2DQazDptTRYHYc/SSKR9Cj6+PZhUp9JLC9Y7moLMASQFJDkcWyQMYgxUWOOZ/ckkmNGGuWSTmNK7BQeH/s4NdYaaptqya/LJ78unxi/mCMSU9pRsYPfcn+jpKGEs5LOQlVUfs35FZPexKkJpzIwdKCs5Ss5avZU7WFJ3hL2Vu/l8bGPs6NqB1nlWVyWcRlri9ayqXwTMxNnMjBsIHpNq8u8rLGM1UWr+T3/dwaEDmByzGTiA7rfoJMcnD3Ve1iSK/7Wp8SfwnMTn+PLnV+yomAFo6NGc0X6FWwp38Jv+38jzi+OU+JPOWJxyo7Qdk47LeE0hkUMk/mNx5GGJjtGvRaNomDUa7DYpFEukfQ2vPXe3D/qfpJ2JfHLvl8YEDKAGwbdgKIofLXzKzKLMxkTNYax0WOPurSl1W5lU9km5uXMw1fvy2kJpzEgdACKorgdV95YzpriNSzLW0b/0P5MjplMQkBCJzyl5GRGUVW1u/tw1IwYMULNzMzs7m5I2lDWWMYtC29hZ9VOV9ul/S7lnhH34KX1Ouz5u6t2c9X8q6i31aNRNNw9/G7+mflP136dRsdHp3/EoLBBXdL/DqAc/hCBHJ89j9zaXK5dcC2l5lJX213D72Jg6EBu+PUGl2KrRtHw3qnvMSJyBAA2h42XMl/isx2fuc7rG9iXOdPnEO7Tverdbejw2IQTf3zm1eZxzYJr3P7Wdw+/m8szLqe+qR5fvS/f7/mep1c/7dofZAji4zM+7tSXq11Vu7h6/tXU21rTJf4x8R/MTJrZaffoJXTb+CyqMTPr3yt4/dJhNFjt/N9XG9n6pCyNJHFDzp+9BKfqpMZag7fOG4vDwr3L7uWPoj9c+0+JO4Vnxj9zVAKeKwpWcMvCW1zbXhovPjzjQwaGDnS12Rw2Xlv/Gh9u/9DVluSfxNunvk2ET8TRPdThOaLxKemd9Dh3o6IogYqifKMoyg5FUbIURRnb3X2StE9+XT5ri9ayu2q3yMNFeKbaGuQAX+38iry6vINex+60s7d6L38W/cn6kvWul9eh4UNZnr/c49hFuYs6+UkkPQGn6iSnJoe1RWvZV7PPTTSws9hZtZNQ71BmD57NzYNu5sqMK1mWt4yf9v7kVkLFqTqZu3OuazuvLo8vdn7hdq3d1bvZU+MuMCPpOeys2ulmkAO8uelNyhvLCTIGUW2t5vUNr7vtr7JWeVR+sNgtZFVkkVmcSUlDCQ6ng+zqbNYWrWV/zX4Ot7C9uWyzm0EO8MbGN6ixHLnehuToaMknBzDoNZibHIf9u0kkkp5JQX0Bu6t2k1uXS3ZNtptBDrAodxH7a/cf8XWbHE18sPUD9zZnk8d7aEF9AZ9mferWll2bze7q3Ud8T4mkLT0xfP1VYIGqqhcoiuIFeHd3hySerC1ay9+W/o3aplp0io57R97LeSnntWtIqap6UAOrydHEz9k/8/Tqp9Gg4ar+V7n2aRWtRw3olnMkJxYOp4Pf9v/GIysfweqwYtQaeW7ic5wSd4pH2NixYNQaGRA6gDmb5+BUnYQYQ7hv5H0eX7qAW665U3W2+xLvdHb+woGkcziwTm1LmxPxN3OqTuxOz/ml7VxVbanmva3v8dG2j1BRifCO4IlxT/B/i/8Pq9OKSWfi+YnPMy1u2hH1w+60u/oh6Xoam+wuo1yn0aAo0ORwYtBpu7lnEonkSFhTtIa/LfkbdbY6dIqOZyc82+5x7c27h8OpOtt9v2xxOrW9dnvzt90hBSQlx0aP8pQrihIATALeA1BVtUlV1epu7ZTEg7LGMh5a8RC1TbUA9Avpx+LcxWTXZJMUmOShlH5G4hnE+sW2e62cmhye/ONJ7E47Tc4mfPQ+GLQGANaXrmdSn0luxysoTI+f7tq2O+3tvlhLehf7a/fz8IqHXUrYFoeFh1Y8RG5tboevYXfYO+Rdn7tzruu4CksFH277kLNTzvY47qK0i1w/x/jFuJVYAYjyiSI5MLnD/ZMcX9KC0txKKwJc3f9qonxEuboInwhuGHSD235vnTdpQWmu7e0V2/lw24ekBqUyNmosdU11vLvlXVdag9luPuw4HRQ6CC+Ne+rOjYNuJMgYdEzPJ+k4DVYHRn3r645Rr8XcJPPKJZLeRGljKQ+teIg6Wx0AdtXOqsJVZIRkuB03ImIECf4J7V7DqTo9jOwWjDojV/e/Gr1Gz8jIkQwOG4xW0TIldorbcX56P6bHTXdrC/cOd6uVLpEcDT3NU54IlAEfKIoyGFgH3KmqqqtwsKIoNwE3AcTFxXVLJ092KiwVlDSWEOkTyVUZV7G6aDV1TXXsqtrFKf6n8Popr/PDnh9YV7KO0xNOZ3rcdIw6Y7vXKmkocTOkPt3+KXcMvYNtFdsoaSwhKSCJ16a+xhc7vsCoM3JFxhUMChuE2W5mbdFaPsn6BKNWtA8LH9ahvPWuRI7Po6PMXObmmQZh8JSbyw8rplZtqWZl4Uq+3PEl0b7RXNbvMgaFDXLzsO+t3ssPe37Az8vP4/ysyixifWN5e8bbfJb1GQ6ng8szLmdY+DDXMUadkduH3k56SDrzc+YzPGI45ySf0+vqkZ9M4zMhIIF3Tn2Hb3d9y86qnZybci6TYya7iUROj5uOQWNg/r759PHpw/mp55MSlOLaX2Gu4N4R97KhdANl5jKuyLiCvNo8wn3CWVm4EoAGWwMV5gri/Nv/ffYL7sf7p73Plzu/pKihiItTL2Zcn3Fd+/C9lK4an41NdjevuFGvoaHJQaCMw5McASfT/NkTqTRXUtronpL0494feWvGW6wvXc/KgpVMjpnMGYln4G/w9zh/c9lmPs/6nIL6Ai5Ou5jxfcZ7LI4ODR/KU+Oe4tvd3+Lv5c+rU1+lX3A/t2OqrFUEGYO4KuMqNpZuJCEggQT/BI++SSRHSk8zynXAMOB2VVXXKIryKvAA8GjLAaqqvg28DUJoo1t6eZITYgwhwjuCS9Mu5V+Z/3KFmG8o3YBeo2dW8izuHnE3docdnfbQQyzCJwKNonHzXL675V2+Oesbgk3B6DTi/IkxE9EoGtcL9aqCVdy2+DbXdZbnL+f90953ebC6Czk+j44wUxgGrcGtZrRJZyLUO/Sw5/66/1eXWNfGso0s3L+QT2d+SnpIOiAWfm5ffDt5dXncPvR2j/MzQjIIMAQQ6x/LqMhRAGg1nmGtUb5RXJlxJZemXXrYcd1TOdnGZ0ZIBulj0nGoDtdc0oKqqvy2/zfe2vwWg8MGs7t6N3csvoNPZ37qqmkb5h3G02uexmw3A7CpbBPXD7ie4oZi13V89D6Emg4+ThVFYXD4YAaFDWq3H5JWump8NjSJcmgtSE+55Gg42ebPnkawMZgI7whKGkvc2gMMAdw65FZuHnjzQb+bd1Tu4LpfrnO9Y2ws28hDox7i0vRL3Y7bULqBB1c86NpeWbiSD077gGERrYv0waZgluUvw2w3kxGcwYbSDfy490e+ONNdd0YiOVJ62ttBPpCvquqa5u1vEEa5pAcR5h3GC5Ne4Lf9v2FX7UT6RHJuyrk4VScWu4Xt5dspNZcSbAwmOTD5kKV/kgKSeHLskzy1+ilsThsjwkdw/cDr2V65nSifKJICk9Br9G4vsnannU+yPnG7jorKgn0Lut0olxwdCQEJPDvhWR5Z8QgWhwWTzsRzE54jzi+Oams1e6v20mBvcKtfX9xQTFF9Ee9secftWk3OJraUb3EZ5dk12S6hwTVFa7hn+D2YHWbsTjteWi8m9pnoWlVvzxg/kN5qkPd2bE4b2dXZFDUUEWoKJSUw5aAROG1RFAWd4vk3K20sZX7OfJ4c9yR1TXWYdCb21+5nV9Uul1Fe0ljiMshb+HrX15yTfA4gFo6em/gcsf7tp+d0pB+Srsd8gKfcoJNl0SSSnkZhfSHZNdnoNXpSAlM8wsHDfcL5+4S/t+oZaXTcP+J+kgNEGtmhvpu3V2x3W/QHeG/re4zrM46ihiIcTgdJgUl8uO1Dt2OcqpPl+cvdjPIwUxjPTXiOO5fcyR9Ff6BTdDw06iFSAlOQSI6FHvWGoKpqsaIoeYqipKmquhM4Bdje3f2SeDIsYhibyjYRYAjg8vTLeXX9q3jrvLlx0I1cMf8KbE6Rs3P9gOu5YeANBy1NodfqOSv5LAaGDaTeWs+fJX9yyyJRjkKraHlu4nOckXiG2zkKCiatyeNaLbnokt6HRtEwI34GqUGpVJgrCDOFEecfR4WlgufWPMev+38FwFfvy1sz3sJb581ti29jaPhQt1riLbRdxNEqrS/jvnpftpZvZcH+BYAwqoaGD+3ip5N0Bov2L+KB3x9wCfj8bdjfuCz9sg4Z5u2hUTTcMvgWHlrxEI32RgCmxU5jdORo1zHtjS29Rs95fc9jWtw0wrzDiPOTYaw9nQarA4Ou1VNu0GlplJ5yiaTHsKtyF7csvMVVMWNI2BCen/g8ffzcNYqsDisXpF6ATqNDgwab09YhUTdNOxJaF6ZeyL3L7nVV3JiZOLPdFMj22kZEjmDuWXMpqi8i0BBIfEB8u98XEsmR0KOE3pq5HfhMUZTNwBDg793bHcnBGBs1lnOSz+HDrR9id9o5M+lMPtz6ocsgB7ES2V6ZCKfqpNJcicVuQaNoCDIEodFoeG3Da65jHKqDJ/940kNESavRcnn65Sgo9PHtw9nJZzMuehynJpzadQ8r6XI0iobEgERGRI4gPiAeRVHYVr7NZZAD1Nvq+Xjbx3y/53ucTif9Q/pz59A7MWpbDTM/vR/9gvthsVsASApMYkDIAECEM7cY5CDy1p/+42mqLdXH5yElR0VebR5P/PGE28vXK+tfIbsm+6ivqaoqczbPcRnkAIvzFlNuKXdtp4ekE2Rwzzm8fejtxPjGEOUdRbh3eKdWB5B0DWabAy83o1yDWXrKJZIegd1p5/Mdn7uVsNxYtpE1xWvcjiuqL+KhFQ/x/tb3eXvz28zZPIcXMl9gT/XhS5MODBtIkCGIiX0mMitpFgl+Ceg0OrcSmL/s+4Wzk91FX700XkyMmdjuNaN8okgKSCLWL1Ya5JJOoUd5ygFUVd0IyBjkXkC/kH7CSNr+MQB+Xn5UWCo8jis3l7tt59Xl8c2ub5iXM49r+19LUUMRC/Yt4Ir0K1BxT9NqsDVQY/Ws5zs8Yjgfnf4Rv+7/lYW5C0n0T5R1Z09A2hNOsTqshJvCubL/lczdORedRsfDox8mty4XjaKhb2BfHvz9QaJ9o7ll8C0MChvEC5NeYEXhCsw2s8f1cmpzqLPVEWgMPA5PJDkaqq3VNNga3NpUVCrMnvNNR6lpqmFPlefLXNtrxvvH89KUl1iSu4TihmImx04m1i+Wh1Y8xJbyLYyMGMml6ZcyKGzQUfdD0vU0WO14adsY5XoN5iZZtUMi6QlY7BY2lG7waN9ZudNtu8ZaQ7W12uO4ssayw94jwT+BZyY8w9ub3ya7Jpu/9P2LR3SlQ3VQ0lDCS5NfYnHuYkx6E9Nip5ES4BmWnluby9ydc1mwbwEZIRncNOgmBoQOOGw/JJJD0RM95ZJeRHJgMokBiYDIB0r0T3Tbr6AQ4xvj2rbYLfx7/b95f+v7RPtEs7poNR9u+5DihmLqbfUeq41hpjAifCLavfePe3/k06xPKW4o5o+iP7jx1xvbfcmW9F7aU7SO8YvBW+/NC3++QE5tDrurd/PoqkdJD0mn0dbIPcvvIbsmmxUFK7jh1xvIrs4m1j+WS/td6pYX1sKoyFEEG4OPx+NIjpIInwjCvcPd2vQavUf5xSO6pncEo6NGe7S3Ld+4s3InN/12E/Ny5rG3Zi+qqvLg7w+yMHchJY0l/JzzM0+seoLC+sKj7oek62lssmPUt6axeGmlp1wi6Sn4evm2G+k4IsLdPxfuHe6RLqRVtMT4xXA4siqzuGPxHWwq20RBfQGvbXiNams1kT6RrmO8dd74evly97K72VqxlRUFK5i9aDZbyre4XavR1siLmS/y0faPKGksYUneEm7+7Wb21+4/kseWSDzocZ5ySe8iyBjEY2Me47FVj/HLvl+4d8S9fJL1CXl1efjqfXl0zKNu4hctXnEQOTnvbG4V6VpXtI5HxzzKS+teIsgQxAV9LyAhIIFt5dvIUrKoslbRx7cPXhovGu2NfL/ne7e+WBwW9lTvcStpJOl5OFUnu6p2kVOT4wo1D/UOpayxjO0V2yluKHYZWwX1Bbw+7XW+2/Udi/MXMyh0EFdmXMkDv3vqPy7cv9DDm2q2m9lTvYekwCRAlKd6fMzjvJD5Ama7mdTAVO4fdf8hxQgl3U+4dzgvTnqRe5ffS0ljCQGGAJ6f8Dx2p50FOQvw0fuQGpTqsYCXW5NLVmUWtU21JAQkkBqYSnZNNoUNhUT6RPLXwX+l3FzOzqqdGLQGZg+eTbRvNIv2LwIFDBoDWkVLhaWCCksFKiqFDe4G+O7q3eyu2u3S2EgLSpP1ansYDVYHAabWBV8vnUbmlEskx4mShhJ2Ve2i0d5IUkASKYEpHmk/ZyefzY6KHSzNX4pW0XJl+pUei+jBpmD+PuHvPPD7A+TX5+On9+ORsY+4vt8PRVZFFuelnEeETwQOp6iCsXDfQh4d8yjbyrfhxElqYCqfbv8UwM3A3l6+HZ1GR3Z1Nj5ePkT7RLMkb4nb9WubasmpyXEJ0UokR4M0yiXHxJayLdy19C6mxE4hzDsMs83M69Nex2K34G/w91jB1Gv0GHVGzHYzTY4m188BhgDGx4znlXWvcFHqRUT7RrO7ajeL8xYzOXYyr65/FV+9L9cPvJ5X17/K5emX46P3obap1u36Ryv6JDl+rClaw+yFs12l9MZGjeWxsY8xd+dcPtj2geu4K9KvYE3RGvZU7+HxsY9zx7A7CPMJw6QxEWL0NHrCvMMoKSvxaG87Jow6I39J/QujokbRYGsgyidKhq33EoZGDOWLM7+grLGMQGMgRQ1FXPq/S1317QeFDuKfk/9JtG80APtr9vPM6mdYXbwaEB6VZyc8y0uZL1FmFuGOtw2+jVenvkpBfQE+eh90Gh03/nqjKw0n1BjKTYNu4t8b/g20L/ymoLC9Yjv/2fQfAKbGTuXxMY8T4i0N856C2eYg3L91HtBrNVhszm7skURyclBYX8g9y+5xeZsNWgNvzXiL4RHD3Y6L9Yvl+UnPk1+Xj06jI84vDr3Wc77Nr8tnVNQoZppmYrFbyCrPYkL0BPSGQ+d0R/lE8fWur/lm9zeAyBV/acpLPLvmWVekk7+XP/eOuJf1Zetd5/nqfInxj+H6X6/H7hTvLPeOuNejhGvLs0kkx4IMX5ccNU2OJt7f+j5V1iq+3/M9b29+m5c3vMyG0g1khGYQ4xeD1W6lsL6QWmstVrsVnaLj1iG3AvDrvl+5OO1iQKhefrL9EyqtldQ11fHGhjcINATSN6gvn2z/BAWFWwbfwqfbP8WpOlmQs4BL+l3i1p++gX1JC0477r8HSceptlTz3JrnXAY5wB9Ff5Bdk+1WisRL40WluZK/Dv4rQ8KH8PL6l2lyNOGt80an1XFK3CluCusmnYlBoYOYlTzL7X7pwemkBbmPCUVRiPOPIz0kXRrkvYww7zAyQkVd+ZfXvewyyAE2l292CzPMqsxyGeQg8gVfWf8Kfx38V1fbG5veoMnRRLAxmBBTCPNy5rnpYpRbyiluKHaFOO6t3svU2KlufZqZNJNVhatc20vylrCjakfnPbTkmGlscmBok1PuJUuiSSTHhS3lW9zmZavDyqvrX/WIagPw0fuQFpxGcmDyQQ3yZ9Y8g5fWi76BfQk2BvPlri87JPRW01TjJurmrfdmXfE6t9Sj2qZa1peuJzUw1dU2e8hs3tj4hssgB1EW89r+17pdf1j4MFcpTYnkaJGecslRY3FY2lVWz60Tauk5NTm8vuF1luQu4Z6R95BZnMmSvCWcnXQ2L01+iezqbPoF92N4xHCaHE18seMLAAIMAdTZ6miwNxBgCMBit3DPiHtwqk6Xh6vMXMb6kvXcMfQOzHYzCQEJDA0bSpRP1PH7BUiOmEZ7o6tmeFtqrDUukb9QUyjXDbiO73Z/x6/7f2Vs9FiuzriafbX7+H7P91w34Drm58zn1iG3UmmpRKNo8PfyZ2neUoKMQfxz0j/Jqckhxi+GoeFDD6pJIOm9NNoa2Ve7z6O9vLFVVLI9gciShhICDYGu7ecnPs87W95hwb4FTI2d6hF5AyLl5uHRD7OrahdDw4ZyZtKZTI2dyt7qvfQL6cfSvKVsLNvodk5795Z0H+Ymd/V1L60Gswxfl0i6nPZE2PbV7KPR1njEaWMNtgaenfCs8Hjv/IakwCT+Pv7vNDmaDnvugXNyiCmE/Pp8j+N2V+/m+YnPs7JwJUadkUGhg9yqAgHsq91HQkACb05/k61lW4nzj2No+FBCTaFH9DwSyYFIo1xy1Ph7+XN28tmu0M4WRkSMEJPn6mdZU7yGiX0m8uv+X1lXsg6A7/Z+x885P/P12V+TFCBygRpsDYyKHMXa4rVsr9hO/5D+BBoCySzOZPaQ2czZPIf+If0ZETGCzJJMADJLMllfup65Z84lLUR6yHsDIcYQTk04lXk589za+/j2IdAQSLW1mgtTL+SVda+4vKC/F/xOo62R81PO54udX+Ct92ZS7CSeWf0MPnofnKoTs93M7MGzeXvz29hVO5+e8SmDwwd3xyNKjgPBxmBmJc7isx2fubWnBrd6OOL941FQ3Co6jI8e75qHTo8/nRUFK/gp+ycAVhet5uZBN7O6aLXbNafETGFKrPi00KJbYbaZmZctxrJW0eJQHWgUjcwr7GGYmxwY9O6e8kapvi6RdDntRS+emXTmUYmr+up9eWfzO2yt2ArArqpdPLzyYeZMn3PYc1vSmkDM1ftr9nNR6kUszF3odtw5yefQN7gvfYOF19tsMzMtbprHO4uflx8T+kxgQp8JR/wcEsnBkOHrkmPirKSzuDjtYnSKDl+9Lw+OepDB4YMpaihy1ZjMCMlwvQi30ORsIru6tcawj96HB0c/yLjocawoWMH0+OmU1JcwMHQgvnpfaqw17KzcyZUZVzImagwgxJ9emfIKSUFJmG1m1pesZ+7OuSzcv5Ci+qLj90uQdBiDzsAtg29hetx0FBSmxk7lxUkvsqtqF/ePup9rMq7BqTrdwpIB1pWuc61qf7nzS0ZGjOTa/te6VsgvT7+cHVU7SA9J546hd7C+dD0L9y+kuKH4uD+jpOvRarRcnnE5s5JmoVE0BBgCeHr8024laQaHDuaZ8c+4vBdjo8Zy06CbWF8i8gVPTzydX/b94jo+MSARq8PKVRlXYdAaMGgNXNP/mnbDLFsw6U3cM+IeHhnzCNf0v4Y7ht7BWzPeclsckHQ/ZpsDg66N+rqsUy6RHBcGhA7gqXFPEWAIQKNoOCvpLC5LvwytRnv4kw+gqKHIZZC3YLabya/z9HgfiNlm5oVJL3DbkNu4dsC1PDzmYYIMQdwx9A5MOhN6jZ5r+l/DtNhpZFVk8f3u7/l5788UNRRxTf9rmBI7BQWFIIMQNx4aNvSI+y+RHA7pKZccE1G+Udw/8n6uyrgKnUbnWo2ss9bhq/el3laP2W7GT+9Hna3O7Vxfva/bdkpgCi9PeZkycxneem98dD5UWCoorBM5P9cPvJ4Hlj/AkIgh3DToJsw2MzF+Meg1en7b9xv3/36/61qDQgfxryn/kqHLPZCEgASem/gcZeYyFucu5p7l97j2TYmZwuXpl/MWb7md46v3pcEujKNIn0hCTCHcMewOzks5j6X5S5m7ay4Wu4ULUy90CzUbHjGcf076J2HeYcfn4STHjVi/WJ4Y+wS3DL4FL62XW2kbAJOXibNTzmZQ2CAabA0iGsMYyLunvUuVpQoNGsJ9wl0vdJWWSiJ9Ivl1369ckX4FKiqrClZx/cDrD9mP7RXbeWb1M67twWGDeWnyS3Lu6UGYbe7h6wadhsqGw4e8SiSSY8OkM3Fe3/MYGz2WJkcTEd4RGHRHJ4jmo/fBpDNhtpvd2v28/A57boAhgKfXPO2a7zWKhgdHPcglaZcwM2kmqqoS6RPJlvIt3PDLDS7HQLAxmHdPfZfnxj9Hbl0uRp2xQ2rvEsnRID3lkmNGr9UT5x/nFh7Ux68P9468F4AF+xZw7QB3UYzJMZPb9SZ5672J948nzBSGt96bWL9Y+of257Yht5FZnInZYeaPwj94e/PbfJL1CYtzF1PaWMo//vyH23U2l29mZ9XOLnhaSWdg1Blxqk5e3/C6W/vS/KWoqG6hwiCU2H/Z9wtaRcu9I+4lwBCATqMjMTCRjJAMiuuLOT3hdD7Lcg9nXleyjl1Vu7r6cSTdhEFnIM4/zmWQO5wO9tfuZ1/NPmwOGyAWgfqH9neJ+gUYAkgISCAuII47ht6BRhFfgxpFw/qS9eyo2sF7W9/j/a3vs6NqBxtLN1LcUMze6r0eXvOShhJe+PMFt7ZNZZvkmOthWGwOvNoKvWm10lMukRxHIn0iifOPO2qDHCAtKI1bBt/i1jY5ZjLpIelUmCvYU72HSnNlu+dWWCrcPOpO1cncnXNRFZU+vn1EpSAVPtr2kVukXqWlkpWFK/E1+JIRmiENckmXIj3lki6hoL6Aoroi7hx6J1G+Ueyp2sOdQ+/E7DDTx6cPIyNHdjinyNfLlwtTL+SOJXd47CusL8TqsFJtrfbYd6iwU0n3Y7FbsDgs7bZflHoRg8MGY7abSQ5Ixqg1EjM0huTAZPoF93M7fkTECD6b+RkVlgoPoxzkODhZqDBX8PmOz/lg6wc4VScXpF7ADQNv8PCgt2VK7BTmTJ9DTk0OsX6xHjnqAHn1eTy84mHWFq9lQp8J3DfyPhIDEgGhJFzT5CnqJsdcz8Ji88wplyXRJJLehUaj4ZyUc0gKSCKvLo9gYzADQgaQX5fPoysfJb8+nwT/BJ4e/zRDwoe4ndtoa/S4Xpm5TJTv9fIHwOa0UVBf4HGcTIeUHC+6zChXFGUE8DAQ33wfBVBVVR3UVfeU9Bz+l/0/5myZQ5gpjOnx013K6i28NvU1Yv1jO3y9YFMwF6VdxKayTW7t0+OnE+EdwZmJZ7oEmwB0Gp1LRE7SM4n2jXYT7gMRnhZgCOC6X67DobZ6soaFD+OlKS+1q26q1WjJCM3AYrcwI34Gv+7/1bXPS+PlMqAkJzZ/Fv/J25vfdm1/tfMrkgOSuTT90oOeY9KZGBs9lrHRYwGRn7iyYKXbMYPDBvPmpjcBWFGwgiBDEE+MewIvrRcR3hGckXgG/8v+n+t4vUYvx1wPw2J3YmyTU27QaTBLoTeJpNcRbAxmcuxk13ZeXR53LrnTVTljX+0+/m/J//HlmV8S6du6INsvuJ+H8OdFqRcRZmpNbTPpTcxMnMmOSveSlsMihnXV40gkbnRl+PpnwAfAX4CzgFnN/0pOcOqa6vg5+2cABoUNYm3xWo9jWkTgjoSJ0RO5f+T9hBhDiPSJ5NkJzxLvH8/y/OXMSprFuSnn4qv3JT04nTnT55AaJMWWejJ+Xn48OvZRzko6C2+dN8PCh/HW9LcoqCtwGeReGi9uGXwLg8IG8dG2j1hTtAaz3YzD6WBz2Wbe2vQW7295n+0V2zHqjNw57E4uTL0QH70P/UP689aMt0gJTOnmJ5UcD5bmLfVo+yn7J1cYe3tUmatYuH8hf1/zd97b8h4R3hE8Oe5JwkxhhHuHc++Ie9lQusGtRu0v+36hwixqmRt0BmYPns0laZfgq/clIzhDzj09DKdTxWZ3otcqrjYvnQar9JRLJL2ewvpCj1KWlZZKChsK+W73d7yU+RLL8pYR6xfL69NeJykgCX8vf24YeAMXpF6AorTOC422Rqx2K7cMvoVgYzDRPtE8PPphShpKjvdjSU5SujJ8vUxV1R+78PqSHopJZyIjJIOcmhyK6ouI94tnb/Vet2OSA5KP+LpBpiCuyLiC0xNPR6No0CpaHv79YUZHj+Zfmf8iMSCRs5PPptJSia/e122ylfRMkgKSeHLck9w57E58vXzx0ftQaWnNCbuq/1V8vetrys2i/vSH2z7khUkvEOUTxTULrnEZ78ZNRj48/UP6h/bnwdEPcvOgm/HWe3dIAEZyYpAWnMb/cv7n1jYodBA6zcG/5n7Z/wvPrnnWtR3hHcFr017j67O+BmBH5Q7+mflPt3NSAlPc6uvG+cdx/6j7uWHgDXjrvPEzyDHXk7DYhchb2+8DvVaqr0skJwKBhkA0igan2rrIdkm/S3h2zbMubY8Pt33I34b/jWv6X8Pg8MFYHVbCTGEe74gGrYFI30je2PAG0+On0+Ro4u3Nb/PImEeO6zNJTl660ih/XFGUd4FFgLWlUVXV77rwnpKjxVwNVTmgNUBIMnRAjENVVXLrcqmx1hDhE0GEt1Ab1ml0XJl+Jb/n/872yu1ckHoBmSWZrtXMlMAURkeN7lC38uryqLJUEe4d7soNDTWFkl+bz97avZRbylldtBq7aqfSUoleqyfWL5acmhz6h/Y/ut+F5Jiosdawq3IXVoeVeP94GuwNqKpKnDEUn5p80Ho1jzEjIIQCW5SqC+oK8NH78NiYx3htw2voNXqXQd7CK+te4bL0y9zC2y0OC7/t/43+of2psdRQ2ljqMvJbhLwkJzZTYqeQVZFFfICoEZ5bm8vFaReztXwrtU21xPnFuaXM5Nbm8t7W9zgn+RwifSJRUVmUu4gdFTvQoAEFkgKTmBA9gRWFKwARuXHvyHvxN/i73Vun0Um19R7KgTXKQYSvW+3SUy6RdBdmu5nc2lycqpM4/zix0Gmphcps0OohOBn0xnbPLWksoaShRIh2+idw74h7KW4sxkvjhdVhJS0ozSNl8s2NbzIjfgaxfgdPm3SoDuZlz6O4sZi5O+e62ndU7mBY+DDy6/Mx6UzE+ceh1+g75xchkbShK43ya4F+gB5o+fZTAWmU9zTKdsF/b4GCTFA0MPY2GH8n+Hjm77Zgc9j4Zd8vPLX6Kcx2M+He4bw0+SWGhA+hylzF4tzFXJJ2CX38+pBTncPFaRej1Wjx0fkwNmoscf5xh+ySw+lgcd5iHl35KA22BoKNwbw46UWGRQxjTdEaFuctJsgQhElnotHWSIR3BJelX8Y7m9+h3lZPkCGIUFMoY6LHdPZvS3IIsquz+WzHZ3yz6xsuSL2AssYyluQtAWB61HjuUULos+oNGHUzTLwbfMMBscCzPH85D614iNqmWgIMATw25jFKG0s97tFgb3BbFW+hxlrD7qrd3L7odgoaCjBoDdw38j7OSjoLk97UtQ8u6XacNlEmZ86mOQCMjx7P7qrdPLDiAWxOGzF+MTwz/hmGRwwHhKjPlelX8s2ub/hh7w/oNDouTrsYg87AhT9fCMBpCadxefrlDA4fjMPpwM/LjyBDUPc8oOSosNidbjXKQRjlFukpl0i6heKGYl7f8Do/7P0BEArqDwy6hZh5D0LOMlAUGHE9TLoP/NwXOzeWbuSupXdRZi7DpDPx6JhHifGN4c1Nb7reHe4ZcY/HPZucTW5pSO3hVJ0eofAgUjLvX34/q4pWoVN0zB4ym0v6XSIj8SSdTle6kEaqqjpCVdWrVVW9tvlz3eFOUhRln6IoWxRF2agoSubhjpccIw47rH1LGOQAqhNWvQb5fx7ytL3Ve3l45cOuepGljaU8sPwByhvL2VS+ibe3vM07W96h3FzOh9s/5J0t7zBn0xxeWvcSX+/6+rCTY05NDvctv8+lYlxpqeSe5fewo3IH2yq28dXOr6i2VlNuLmds9FjOTTmX/2z8D/W2egCqrFXcvexuCuo8lTQlXcfW8q3M3TkXk86Er97XZZADLCxayZKAIIgeCmvmQO5q177c2lzuXS5K6A0IHYCqqjy+6nGSA5M9VqTPSzmv3fSHGfEzePj3hyloEH9zq8PK06ufZnf17q54VEkPY3XJOubvm+/aXlm4knWl61zKuvl1+fwr81+uyIsI7wh+L/idnNocAOxOO59lfYaX1st1jV/2/cLa4rV8vO1j5myewz8z/8mrG17FYvesGiDpmZibHBh07q86emmUSyTdxurC1S6DHGBZ/jJ+2/8blGWJBlWFP9+F/avczitvLOfB3x+kzFwGCG/7IysfcX3HDwgdgNPppLi+2DXvtzAtdhoBXgGH7JdRZ+Ts5LM92geGDuTPEvFObFftvLbhNbZXbD+yh5ZIOkBXespXKYqSoarq0Yzcqaqqlh/+MMlRUbYDtv8EBeth5HWwc57nMUWbIe2Mg16isKHQw1tZ0FBAlaWKrAoxsQYaA6lvqnc7JiMkg/iAeB5e8TB+Xn7MSprFoLBBHiHGxQ3FHoZ7paWSwvpC6prqAPhm9zfcNewuon2jqWuqw+qwuh1f21RLaWMpffz6HPr3ITlmdlftZnXhakrMQhAlMSDRQ8EUYGHlVpzDL2TI0EsYWLIdJUN8ARY3FnNhqvBO7q7ezXl9z8PutNPQ1MBdw+9iad5SysxlTI6ZTI21hkT/eP459kne3/kFBo0XN2RcSZR3FFlVWR73LKgvYFCYLPrQk2i0NbKuZB0/7v2REGMIZyadycCwgYc8Z3fVblYWrGRN0RoGhA5gSuwUtxSVzNL1HudsLt9ManAqfxT+4douaywj1BRKbVMtmcWe674H6l9kVWaRGJDI5vLNgFBgr7JUEeUbdcTPLTn+WGyeRrlBp8Eiw9clkm5hVdEqj7bfStZyZXh/dPVtouP2rwKDH6z7EEJTKM84g/z6fLfznKoTb70356acy+7q3Zyfej6N9kaem/gc3+3+jr3Ve5kaO5UY3xiqrFUEmw5eirfB1sCuyl3MHjybhbkLMelMzIifwbbybUT6RJJXl+c6Nr8uv8NpmBJJR+lKT/kYYKOiKDsVRdnc7P3e3IX3k3SE6lz49EJY8gzsmgfL/gHR7ZR7CDu0enDbMhIthBhD8DP4kRQoSpGdGn+q22qlTqPj9ITTeeHPF5iXM4+vdn7Ftb9cy9byrR7XCjWFehjqvnpfwrzD8PXyBYRnq8HewCMrH6GksQSt4h6iaNKZOlwLXXL05NbmcuOvN/LK+leI8Y0BRG54eyXpUgJT+Gjvt1yb9TbbEke52oMNwWwq28TH2z/mj8I/+GjbR+yq2kWIdwgv/PkCDtVBcmAy/93zX/Lr8wmpK+H0r2/lgwY9b1c3Mfnzawiw1LSbLxZuCu+6h5ccFSsLVjJ70WwW7FvAZzs+49pfrj2k56HGWsObm97kpXUvsaJwBXM2z+GxlY+RW5vrOqZ/SLrHealBqW7HJAUkEWgIBIT6f0ZIP49zDpx3kgKS3F4EB4YOlGGLvQiLzYHXAeHreq0Gm92JqqoHOUsikXQV/YM99X6Ghw9BV5nt3hiSBF9dDjt+ghUvE7hjASHGEI9zFRS3d4dtFdtc2jJpQWnMy5lHVmUWgV6Bh+yXSWfCS+fFh9s+JMY3Bl+9L6+sfwVfg6+Htk2LhpJE0pl0pVF+OtAXOJUjK4mmAr8qirJOUZSburB/vQunE8p3QfZSKN0Ohyjz44GqQvlucW7BOqhpfUkl/0+IHwt+rfUcSTsTYg69ApgSlMKdw+5EQahXGrQGnh7/NJE+kQwOG8yU2CkEGYPIrctlTJTI6x4ZOZJFuYsA8aI7e/Bsnh73NEX1RWws3Uh+XT6ZxZlsLN1ImHcY94+83/WCrNPoeGr8U/QP6U9SQBKTYyajoOBwOqi31TMvZx7XDbjO7fgnxz152Nx1ydFjc9jYVbWLrRVbOb/v+QQYAlBVlXHR46iyVmHQGtxKQyUFJBFkCKK+qZ5L+l3CblsN28q30WhrpN5e71GD/s/iP1FVlbOTzyazJJPf9v+Gisrfhv0f3stfAlsjPjv+h2n3r2AzE7z1e54Y+wQmXWv++HX9ryM1WJan6knUN9UzZ/Mctzarw9qu17qFPVV7RHhjG3ZV73JLTRgfOYYBIQNc24n+iYyMGElBvUhn8NH7cO/Ie10ebj9LPffHnem2cHhe4ixXuTOA9OB+ZARnuCoCtOQrtiwMSno+ZpsDL627yrJGUdBrpdibRNIdBBoDSQ9uXUSN948n3j8JR9Tg1oMSJ0NtIbRJFYr88wOeHnk/Bq0QIlZQuGXwLczLcY/2XFu8lgZ7AxP7TCQ+IJ5ZSbNYmr+Uert75OaBaBQNF6VeRIgphMV5i1lZuJJh4cMYFz3OLa3p3JRzyQjNOJZfgUTSLp0evq4oykggVFXV+Qe0nwGUAvsPc4kJqqoWKIoSDvymKMoOVVWXt7nOTcBNAHFxJ5HBtfN/8O0NYoLS6GDWKzD4EqFSeTh2/wpfXw02M0x+wHP/kufgugXQUA56E4SlgenQYkYmnYkr0q9gXPQ4Ks2VRPtGkxCQAECkTyTPjH+GtUVrmbNpDqfEncLswbOJ9Ink213fkhqUysQ+E9EqWt7e/DY5tTncOuRW5ufMJ7tGrJRO6DOBR0c/ytDwoVSYK4j0iSQxIBGtRsukmEnE+sXyl75/oaRRhEtn12Sj5Cn8ddBfURSFiX0mkhacdtzLop0s47PJ0cT3e77nuTXP4VAdGLVGbh16K29uepPL0y9nVtIstIqW0xJOo6aphqyKLJfa9V3D7+KdLe+4DJ0r069kSuyUdu+j1+i4f9T9XJh6IQ32BuL94unjHQGOJs+D7RZGYWRu/EUUaBUCFC1JSiDe0hnmoieMTxW1XQ9le+J9bc9pt73NdfxNIUyOmczEmImoqCgo+Bv8uXXIrdiddjSK5oCcQhUdGi5LvwxVVdFpdPg6YUpgP05RjShAks2BV/AAPj3jU+pt9cT7xxPjF3O0jy45DF0xPs1NoiTagXg155Ub9dp2zpJIPOkJ8+eJwNayTfQN6suU2CmoqFRaKlmSt5hzZ74II68X77W+UfDuNPcTvXxx6oxcP+B67KodvUZP38C+vLnpTY97GHVG3tz0Jioqvnpfbh1yK4p6+PfBlKAUPjjtA3JqctBr9cKZYAziyzO/ZH/tfnz1viQFJsloKUmX0BU55f9AKK8fyHbgA2BaO/tcqKpa0PxvqaIo3wOjgOVt9r8NvA0wYsSIk+N1uzJHqKO3rBg67fDzndBnOEQcZrWuKhe+v1kY5AC2RuEVrytuPWboVRDWDyKPrMSDUWckI6T9+wcYAhgUNoh4v3gW5S5iUe4i9Bo994+8nyprFT9n/8zgsMHk1OYQ6xdLfl2+yyAHkbe5pngN5/U9z+26dqcdp+okLTiNtOA0dlXtwqQzYbab2Vu9l/9U/4dHxzzabeXQTpbxmV2dzbOrn3UZSxaHhXe3vMs5yefw+sbXmT14NjcPvllELtit1Fpr+M/G/3D9gOvZXbWbamu161qfZH3CtNgp9A/pz7aKba72oeFD8VV0+Hn5MTh8sHsHxsyGvYtbtxWNiPD4/V8kbP+ehLbHhqaJaBBJjxiffl5+3DDwBu7//X5Xm16jZ2TkyIOek2IMY0rMZJbmL3O1Jfon0tc72rW9onAFb2x6w+28C1MvpKi+CK1Gy6ayTSzJXcK7p71LgCGAeqM//8ibx56aHIaED6HSUsnW8q0kjX6CcQueaL2I1sjg0X8FZxPovY/9FyA5KF0xPi12Z7tGuUEvapUHdsZNJCcFPWH+7LU47OC0gd7EGWEjuHbVg24LsXNGP4HOL8JdbX3SvfDLQ67NnFOf4InVT6GgkBGSQUF9AfuD9zModJBL8wNgVOQoluUtc72f1Nvq+TTrU05NOLVDXY3wifAocRnjFyMXZCVdTlcY5X6qqnp4w1VV3a8oysFrbAGKovgAGlVV65p/PhV4qgv62LtoKAVrnXub0wH1xYc2yu1NQtTNXNXaptHBjGdg/0oRDp9xHqTP6pjH/QiJ8IngtWmvMX/ffDKLMzk14VTGRY9jY9lGkgKSXIJwQ8OGklXpKdC1qWyTyyhXVZWNZRv5eNvHFNYXckm/S5gcM5nUoFTeP+19vt/9PXl1eZzf93zGRksDrKspNZd6eC9rrDWuKIkJ0RPQ2K2wbwWsfJUh6WfwwMj7+WbPt/jofLhnxD18seMLl3BKZul6Lki9gPH141lXuo5+wf3Qa/RU1heR2F6YWMIEuOI7yHwfdAbIOFcoujsscNrfYdW/oa5IHFtb2MW/DcmRMilmEq9OfZWvd31NqDGUC1IvOOgCH0BgfRm3R0xgQHA6f5T8ycDg/pwalEF8VQGEifPWFa9zO8ffy5+MkAyqLFXk1+dzbsq51FhrqLHWEGAIoLaplj5+cQyNGMGqwlWEe4dz38j7qGqbO+gTCqZA+O5GqNwLw68TAph+Mp+wt2CxOfDStmOUazVYbDJ8XSLpUlQV8taI7+TaAhh5IwOb6nlv4O18VbGRJqeNi0KHM2z7L5B0Bni1WfgcdDH4RsD6jyGsH2WBUZyecDpO1UlmSSYpgSn0DezLzMSZ7KzcycrClUyOnUxqYCo3L7zZrRsF9QXUNdUR7i01ZiQ9l64wyg8V93w4N0ME8H1zyLEO+FxV1QWd1bFei2+kCCdva1xrvcDvMOq/+ZmwdyH4hEFDGaRMh8L1sOJfEBgHATGQ+S70O7jK+rGSFJjErUNudWtrtDfy5sY3GRk1kt3VuxkYNhC9Vs+uql1ux7XUEwbIqsji+l+ux+YUufSPrXqM+0fezxUZVzAgdAADQgcgOX5EekeiVbQ41NayQiHGEGbEzyDSp1mfYO8S+OwC8PJlbf9TeWL1k65j/yz5kzuH3snL618GRC7Xk388SWpQKhemXsibm97E6rByYfzp7XdAb4KUU8Rn67cw98rWfTm/w5QHYVHz/QI9xd8k3Yuvly/T4qYxLe6QgVNtTogg9YuLSfXy4+a+M2DDT1DyPNzsCqJiTPQYt5Jol6VfxouZL7rKKu6o3MEFqRcQqBc55AFeAQQZg3hv63uAUFlfW7yWf49tsw486maYd09rpNHPd4K5EibedQxPLzmeHNQo12sxN8myaBJJl1K0ET46qzXl7IfZ6Kc9yojlcxjhHy0cRX/MhfF3uhvkIBZFB14gPkBYdQ55dXksa46Y2lW1i8ySTF6a/CI3DLqBGwbdAMCWsi0e3Uj0T5TCv5IeT1cIvS1UFOVZpU0yryJ4Clh8iPNQVTVbVdXBzZ/+qqo+2wX9631oDTDrVTA250NGDYGLPoWKPcLwbhIvnZTvgZ3zIXsZNFaIUmebvoIJf4P0s2DwZULsDYQK+/5VwpNe1sYYrisWxtTOBSJsvgtICkjiliG3EO4dztCwoRTWFxJiCnEzrKfGTmVgaGuJpG0V21wGeQvvb33fTZRJcvxIDEzk6fFPY9QaAZGu8PzE51sNcoCNnwHQkDyVD4qWuZ3vVJ0UNBQQagrl4rSL+bNY1ADdVbWLCksFTY4m/jH6UeLCDpGGUJ0LO+ZB1T4YeYMIYQfx5W+tBS8fmPGUiDLJX9f6/0TS+wiMhb+8B5ZqWPu2iPI5900IbRXxGxs1llPjW8MTTVqTyyBv4cc9P1JXux+yfqKuai/f7v7Wbb/ZbqbEWg1THoDJ94vrHyiqufJVKNgAWT9D4UawuZdilPQsLDYH+vZyyrUaLHZplEskR01ToxAPzvoJCjeAzeJ5TMF6Tw2YdR/Amf8SUUcp08X3dMb5ULkPdv4iUtPaplg2U2MpdxnkLZSbyympdz+2b1BfHhr9EHqNiAANNYXy1PinCDIeWitJIuluusJTfjfwLrBHUZSNzW2DgUzghi6434lN+R746goRwj78GvCLFuG6X14swoIATnkSEsbBp38RxgjAgAsgOEm8xOatEbUey3cIw+VAQSVt8zCo3AffXCu86QDeIXDlfyGqc2s867V6zkw6k/21+5nSZwqbyjfx3NrnOC3hNCb0mYCCQlF9kVs9ybbKly0YdUa0GinS0x3oNeJvODB0IFWWKsK9wz3rwRuER1Jjt+Kt8fz7RRhDuSL9CubnzGdn1U5Xe5pvPHOH3kdsY5PIQ9O2M02VbBfjva45ND0kRSw+/f6S2PaPgb98AL89Igw4gOlPwuibhZdd0vtImgI3LRN/c+9QCE4GTauxFeUbxVPjnuL6gdfjcDoorvZcVPTSeqEt3wtfX4tuzE0YtUYPw93QWAVLnxcbQYkw6Z7WbQC9EdZ/JF4sFQVmvQZDLwc5F/VILDYn+nY85V46DRbpKZdIjg6bVaSP/fqw2D7YXKi04/sbeQMseVY4hQD8+0DMSHjvPCE4DBA1FC78AIITXadp0aJTdNhVu9vltAcI+hp1Ri5MvZBRkaOotdYS5Rvl7jCQSHoone4pV1W1QVXVS4EZwIfNn1NVVb1EVdVD1yOQeLJrAZRlCc/3ylfBXAG/PCgMci/f5rAeByx+utUgB9j6jZjk9CaIGAAbP4c9i1xhQC5iRguRN4B9v7ca5CDuufEzqCsBc02nPpZG0ZAYkEj/sP6MihyFv5c/v+z7hTmb5vDmpjeZFDPJrVTRgNABBBgC3K5x+9DbXTWHJccfjaIhISCBoRFDPQ1ycFUHMGUv4aY+7mHKJp2JCT5x1NTmuxnkGQEpDN61iNivroH/3gSVe8QOax3Ul4qfzTXCKKprkytesUeEGJuCxCd6CHxzdatBDrDoCfdtSe8jKB7ixkJoXzeDvAUfLx8yQjIYGDaQdO8oog+oJXtb+lVElosyaqFbvuOOpHPd9oeZQulX3yZNqCpHzINtS0YOuxqyfhA/qyrMvwcq9nbK40k6n8Yme7vh61466SmXSI6ail3w26Ot223nwqYG8d7odIB/tEjBTD8Lhl0F4RnCo95ikIPINd/4hWshH4CiDZDTmp4EkBKYyoWp7u+wfQP7khrY16N7Oo2O5MBkhkYMlQa5pNfQFZ5yQISiK4piBeKBGEVRYprblx/6TIkbhRtaf44bI7xDNjPEjoK+p8GmL4RXsGSr57k1+XDtfMhbK7YL1gnv+ZQHRMh6/DhImQG+zcIXpQeIrQ28UITOvzMVjIFwyqOQNA30hk59xJSgFN4/7X1+L/idssYypsZOZUj4ELdjkgOT+eC0D/i94HdKGkqYHDuZIWFD2r2epIfQZwRcuwB2LmCUpYkPpr7OkqI/8Fe0TPJPIf2XJwjvN5MBox5mdcVW+ukCGNvYSNjvIs8cRxM0VEDdUlj4JHgHiy/2vD+hbLvn/WoKYMbTED0M7ObWPOAWVLV1FV5ywhNTuZ85g+5kZcN+9tUXMCF8GMMKtoHS7MVpKOdUu5awUY+xvORPYkxhjA8fTvxP97hfqHwvjLtDLFgmTRVzbmNl6367VSyWSnokFttBSqJJoTeJ5OhprPCMurRboTIb/neXMLoHXy483TOeEkJvjZkw9ArhUDqQki0QGC/Od7VtczvEZPTlitQL6ReURmbpOvoGpjAmYiQJwZ5GuUTSG+kyo1xRlH8AFwPbgJb/uSptyptJOkDqacLrrSiQeoYwrP2iRPmnhY+LY/YshMQpsO0793NDkiB6KKCI81UVtnwtROL6ngYDLwJTG+9zwnhY3VxSyCdU3GfVq2K7tgC+uEQY+fHjOv0xW0qcHYq+QX3pGyQn316DRgMxIyBmBAZgBDAibCgsfx7mXQNA6IpdnKr35tQrvoFvrm9VTAdhhOuM8P5ZYsV9xlPw050irWLwJSJXrS0ZZ7dGgtQUCNXW+pLW/Xpv8aUvOTnwDiXxk3NIDIgTL4ZL3xaLmS1lzcL64Vuyg4m/PsrEoEQhpGmtg6kPwaI2Ym/RQ2D1f8S8GRgv8sjb4hMqFkYlPZLGJid+Rs9XHS+dRgq9SSRHS0CsMK6b2gTA+oSKyj77fhfbq16Biz6Br69uNeCX/xMm3CWEhmvyW8/tO0PohbQlcaLHbeOCU4kLTuX8tAs89kkkvZ0uM8qBc4E0VVWlCs6xkDhZKEn7hEHuauE5P+d1EY7eQslWUdYsYYLwio+9TYSsW+tEKYngFDjvHaEibKkWJYQm/A1ylom6keEZ4mXTN0IoYK7+j7jvjp89+7Nv5UGN8sL6QrIqs7DaraQEpZAalNrucZLuocJcwY7KHVRaKonzi6NfcD8Mug5EPdiboHiLCBH3DobIQaIkVGMFFG0Whq9fNKCKMn0hfSFyoGeZvdw1YKmBP991b7c1QukOOP0fsOc32PCJ+MKe+aJQbnU6xPhsWTVvrBAr8ulniTGqaGH0XyGhzRd4QB+46GP47iao3i/G9rlvQkjysfwKJZ1JyXYo3S4WXqIGH1Ylv9HWyI7KHRTUFxBmCqNfSL9Dp6/YGuHUp2HZC5CTKwQyJz8IRZuEoR01FL67QSxWtvXOaL1a8yCHXyvmQi9vMeYCE+CC9+GnO4QQUUCs2G4og9xVInUicrAsmdaDsNgchPh4alrotQpmmzTKJZKjIiQZLv4U/vvX1rlw5j/h+zalyHQG8e5woEd946cw7TFRzUJ1CgdRn1EwvQ/U5Inv9JC+OOLGsLNiO9nV2fh5+dEvuJ9H/XCJ5ESiK43ybEAPSKP8WPCLEDmUP94KKafByOtg/gOQeqr7cUufh6mPwimPw2+Pi4lu5Sut+yfcDTcsEmG9KPDlZcJYAQjtB1MfgA2fCo/4uDshKEH83PZlFYRR1g65tbncvuh2smvF8QatgXdPfdcjDF3SPVRZqnh+7fMs2NdaYfDvE/7OWclnHf7knfPgm2tahQXTzoAz/gkrXobM91qPm/A32P6DUEO/+FPod2brvr1LxJgbdJHwdB9YO7yxXIS8Db4UblwK+Wvg2xtg3O1if1Nda/UBEIZ93FiY+S+xSBScDLoDFgHixsD1C6GhRNzTP/rwzyo5PuStgY/PaU0xCE2FS78S0T3t4HA6+O+e//Lc2udcbZf2u5Q7ht6Bb3uhkCC8OLlrhECmzgiRQ2Dnz7DmLbF/5PViXLT11oCIEJq9uvkaPvD1dWI8gijfc+X3cOMSsTjkEyH2zb2y9f9Hygw45w1pmPcQDhq+rtNgkUa5RHL0JE9tMxeGi0V6Sxv9Iae9Xe0PvMNE9ZQJfwMUUc1CARY80FolJTSN1QHB3Lr0b67Sq8PCh/GPSf+QOeKSE5ZOF3pTFOXfiqK8BjQCGxVFeUtRlNdaPp19vxMecw389hhU5wkjY+MXULFbeM7bGilaL0ieIjzl8eNgzZvu11nxEliqhKhbzrJWgxxEnfKKPSIMvjQLds0XAkcjb3BX0fQJE974dlhXss5lkANYHVbmbJqDxd5OiQzJcWd31W43gxzg+bXPU1hfeJAzmqkthHl3txociqbZs5gjwn3besNXvwn9zxMLQvPuEUIvICI2Vr0uPJfb/ivGVVtCksFcLQyepgYRDpfze3NeeKPwkjdWCm93WBqMuaW5pqkPRA4QlQUONMhb8AsXXntpkPccbGbhvW6b81++S7yY1RZCVa6IjmhDbl0uL2W+5Nb2xY4vyK7eC1X7W8daW5rqRCTFqn+LkMm6fPcoDacDRv3V/ZzgJKGf4eUjPqU7Wg1yEC+Z8+4FnUmMK5rHesv/DxDRHiWedXIl3YP5IHXK9VoNVrvMKZdIjgm9t1gA1ZvA4Auxo2HIZTDxHogbJxZcA9pEQSkKjL0VVr0Gy18Uc7O1WszNbcqWVscM5R/rXnYZ5ADrS9ezvaIdPRmJ5AShKzzlmc3/rgN+PGCfiuTIsDUIzyMINcqaPPHz7/+CcbcJFUuDvzDIIwZC5gfgHyVCLT2uZRUTYNUBpYI0utbjR94gJsaC9cKLdMoTohybTzgkThJGUTsUN3jWlNxXuw+L3YJRZzyqR5d0HrVNte22NdoaD31iU0OrOJrOICIxtn0PH58FEf2FsNrS58TquN3SGvZbVyTGLgijvHqf+NlSDdt/FNexmcU1LdWw7iM49RkhovXRLCHWduozsPjvMOoGMUaD4mHYNbC82aAbfq2oDrD1O5EHPOgS8JZ1SHs8tkaxCNiWxMlQmw9vjhP7R98iytc1L6Y02BpocjZ5XKq2ZDN8/38igue056HfzNaSdwfWpW8odzf2jQFiLJ/yuIjU8PIR82nFXvj6KkARqUDpZ0NWm6+y6v1gqweCmlWGPec+zFWebZJuwXwIobfGJns7Z0gkkg6Rnwn/u0e8m8aOhSn3w4jrRORm9T5IORU0XiKsvXCjWHCPGSlSfdo6bHwjodK9goXZP4qCgkwOpMbauZWAJJKeRFeURPtIVdWPgMCWn9u0yTfmI8U3QohaAez+TQi/gSh/tuTv8MfrED9WCLqV7YDgBOFtOjB3NjwD9i4UBk3oAYZ11T6RCxnUXA9y0xfCAP/lIVHy4s93YfFTHuUp2tJemPq5KecSaAw8mqeWdDLx/vHoNe7e5GHhww4fBuYfLcJxQYSWr30b8v8U2yXbxJfv8GvFdmjf1lDgfmeLMOCWa2Sc23rNoo2w6Enh5d4xT3gyR14naowXbRLHFK4X7cOuFGHyuWvFavwvDwqDx24R0SAGPxHNseABITAj6fl4h8CQK1q3FUXUIF/4WPPf1ipSb7Z+7zok2ieaRP9Et8v46H2IrcwT3uv6Uvj2OvdqFaF93WvkWqpbIya8fEQ0RmCMGIvrPhQLnX/8W+S2t0RsLHseIjLE4lELAy8WL5HQKrrZFo3Ih5T0DKw250HD16XQm0RylFTth88vFAY5QN4f8OPt4v2ger+IJtr9i3h//PMd+P1FUdf8+5shvL/7tfJWQ8Z5bk2hu5cwK+F0tzYFhaSA9lOcJJITgU43yttwdTtt13Th/U5MNFrhNRp6pVhJDIyHwZeJdt9wIV4VNVgcW75LiMH5RsKom4XSMIgJ8OzXYdOXIsxy3wqhfmkMFC+bAbFCJOv052H3r+JFs+2qpc0MDhts+BgqskXe8KrXRZ6wWXhgB4cN5qlxTxFoCESn0XFZv8s4J/mc4/u7khyU5MBk3jjlDeL84gCY2Gcij4197OD5uC14+cDpf4d+Z4n0hZaojRYs1SKEPX68CAXe+q0wwE95rNVjCUIVffh1Is3CFASnPivC3M5+TeSnaw0iSmPYVa3n1BZCWLoQfJv1L9izyLN/e5eItA6ArJ+O9Nci6S4GXyLmNa1ezE+1BZ7HbPhYRFkAwaZg/jn5n4yMGAlAamBf/jNgNvGrD1DrLW4TNh4xAC75XIgGKopIBbrgQzj172KcDTgfRlwvtA9sZjG+T3ncsy/564QnX9GIaIwJd7ambXh5w4wnIf0ccY+AWLjkC3FvSY/AbHNgOJhRLnPKJZKjo2qfe2lIEJGcsaNh8n0w4lrxHuCwisg3p11EQdktUF8GUx4Si+p6Ewy6GFKmi7Q0nQGMgeiHXcX1A67jrKSz0Cgawr3DeWnKS2SEZHTL40okx4NOD19XFOVS4DIgUVGUtuHrfkBl+2dJDklwApz5L5h0jxAsMoWIMCGdEfzaeDpNgc154dvFquPgyyDjfEg7XXifAmJEWHH2EijLgiGXivCipMnCyA+IFaWD8jPBO9SzH4MuF/nFexe3ts14Bsbeirfem/P6nse46HHYnDYifSLRabpSR1ByJGgUDWOjx/LpzE+pt9UTagzF1NZoPhShqXD+O2JcrXxFLNC0JWmKEAe0myHlFLGooz8gZSE8XSz6jLwBtDqRBuF0wOa5IhqjhfhxMOAvwrhXNFBXILzxs15pXwQsMLY1n/ggqRWSHkhgrEhPGHOLWKhpr9JDWJpYrGkmLTiNf5/ybyotlfgrXgR8dZVnmLhPWOvPWr0QJewzXHi+vfxg8dOw/sPWYzLOE4uYE/4mrrXiZRGy3pbIATDmVnEN/yh3rzkIj/z5b0Hdk2IRyzf86H4nki7BepCccoNOQ2WDZ0qERCLpAG01jVoYdrUQ0mwbdj7pPiHi1padP8MV30PfUwFVVATyMoqqGCOatYwC+hAHPDHuCWYPmY1RZyTU1M57qURyAtEVnvJVwEvAjuZ/Wz53A6d1wf1ODnReQhHdL1KIWrX83EJVrjCkU08XHsbVb8DP/ycUgIMThQd8wF9aXyjrimH3QuF5bxFz8w4SJYOcDpHDGxjXev3IwRCe5m6QAyx91i1HPcInghi/GGmQ91CCjEHE+sV23CBvwcsEUYNEGZMWTEFwzpsirLwlhLiuyN1QsjdB2S4o2ym+mCP7txrPVTmw5Bn3++xf1bp/xHUivB3g14chdox7PWgvXyE8WLheGFZpZxzZM0m6F22zToB/lFjYaVtD3ssHxt0h5r02+Oh9iPWLJcA3AqY97C40GDkQ+oyA8t1ivLXoZPiGizmwfCds+Mi9D9u/F0a3ohFem4SJYG6zduwdDAMuAN8wsTh6sBKCepO4hzTIexxW+0HC17XSUy6RHDWhqTDpXhFtNOkeYZDHjHI3yAHWzAFDW1FiPUy+X3x/G3zFXK9ptto1WgiKEyVNm/HSehHjFyMNcslJQadbTqqq7gf2A2M7+9qSdrA3QdYPQmzDUg3j/wZDLhciWyF9hfgbCCN827diEnU0CaNb0YoX4rbEjYEbFwvV4bNfF+JIBl8R3nlgqBKIdqmwfnKg1YuQtJgRYjwpCsy/Tyisxo2FJc8KrYOoIULYJSAOVr4s8slUVYi0Tbqn9QvXbm1fkNAvGqY9KqoEFG8WbU0NIlT4mp9FiLLDJhaN6ovgwo/EgkGwzDXrtYT2hat/FCV1HDaRxx2efuhz4ie0zlVevkJHY+07sOY/ogLA4MtgygOt9c+bGtxV0luwNwkBTC9fmPaIWCCIHS32RQyE0JROfVTJ8cVic6BvN3xdi8Um1dclkqPCy1t87/9wq1iMD4xvnTfb0lQnxN3Oe0vMweH9IDgFFj118LlaIjlJ6TJ3pqIodXiqrdcg1NnvVlU12/MsyRFTshW+u7H1ZXPly0IF8/K5YPRvPS71VOE9X9zGM3nO62JibYuiCFXtiDZCHHuXipJsTXVC6d3arOQdECtCQ9t6uCQnNgY/EWJeugPeniSM6oyz4ZvrRDhbUKIwpBc9Kbzqa+a0nrvufWE8j2gWhguMg8QpkLO09RhjgMjHXXC/u3p26kwx3rx8hEdScuIRlCA+HUWjgchB4gOw5Rv4o03VzY2fCu/5mOayZwExwnCvaKOXERAjvOEghN0WPACXfS1K+0lOCCx2Z7s55QZZp1wiOXoq9sLcq8S8CULczegvSqTJMhiWAAEAAElEQVRptCJysyZXCMUG9IG4Ngb75q895+qogTD6gBKVEslJRlfGGL8C5AOfIwJXLwGSgfXA+8CULrz3yUNltqf3x2mF3D8ge5kIp0yZIVYqL/xIGOW2RiGokXp6+9esLxVhxPt+FyufNoswxFe+KkpPFW0SL7vlu4Q6fGW2MLYkJw/Vua1e7vpSEYFhM0N9iVBM37cSrPWiZNrWb1pV1bd8A8OvEYs/Bj8480VRQSDrR4gcAqc8An2GwpX/Ffm/Jdug//ki99jLp5seVtIr2DXffVurF16Y1XPEC2T8WDFOt30vFIKjh0LSVKg8oDxbpVwvPlFQVRWb3Ym+nZxyL50Gi1Rfl0g8sdRC3hqhURQYL7RiDtRsqclrNchbKN8Nf3lXlNSt3t+qGVJbJBZAW9i1wPOeW74WofBtU5IkkpOMrjTKz1ZVdXCb7bcVRdmoqur9iqI81IX3PbnwOSCH0ctHiBd9flFr28pX4Nr50P9coSLstIscyfaw20QpqlXNq5gbPoXT/yFyJhUFFj4Opz0H/7ur9Zw/3oDr5rd6rCQnPm2jMEJSxBioyWttm3g31BcLEbcZTzXn+FrEarnSRvUltK9QV5/8IBj9Wg3v2FFw6ZdgqQOfUJF/LJEciogBYtGnhdG3wOo3hbcG4M+3Yfz/ARpRIaA0C357TCgFt0XmhZ8wWJsNck3bOacZg05Do/SUSySebPsv/HR76/aqKLhmnrvYqneI0OJQ26SABCXCr4+0Lmxu+RrGzBYRcW2JHioW69sSO0Ya5JKTnq4sidaoKMpFiqJomj8XAS3Jx+0k9rWiKIpWUZQNiqK0I8l7EuOwibDh3DVi5RGESNGwq0Ue5JQH4MyXhSHdgkYrBLDKdkLxVmFcH8wgB6jKFmHuwUki/3fS3aK2rylIvNAmThGhRm1pqhc1fyUnB8VbRWj5mFvFdk2eu0EOojapwU+UvtryDfSdASNvhMRJ4vyafMhbCyXbRaSHf6SnJ9zLR7RLg/zEpLFSVHoo3gJNjWJMFW0WbY1V7Z9TnSvKPlbsEeOmvqx5HG0TGhohya3HGgNaDfIW1n0g0h8y3xfRRFMehF2/tu5PmipyyyUnBBabA4O+/dccL50GqzTKJRJ36oph8ZMHtBVB8Sb3tpBUUQ6yLQ6rZ6TRug+ExlFbUk8XQnEt+EULLSSJ5CSnK992LwdeBf6DMMJXA1coimICbjvUicCdQBbgf5jjTh6sDWJyW/SEMM79+8DFn0KfYSIUffGzonTUkMtFeHoLUx+BzV/Bxs+Fh3LMraL8j89BlCyddlEbOu108eI66V744RbhfU+ZLsLg593teV5Tg2eb5MRj+4/w0x1CYT1pqghVa8+AspmFKnrxFhh6BfQZKfJ1M98VNcrXvi3qnGq0MPkBGHUzmNopsSI5MSnbCd/dDEUbxLw0/FrxkvfLA2J/zCg49013kbXsZfD11WLs6b3hks9gwUOivKOigeHXiXI61hphsJsCPe9rMws19fhxIpd81evQd7oIz9TqhXF/YJk1Sa/FbHO0q7wOYJBCbxKJJ067mCcPxHaAoK9WL94VT3lMvHPqfUTlngNxNHmWUQ1Ngat+EGVWnQ4h6tm22o9EcpLSZZ5yVVWzVVU9S1XVUFVVw5p/3qOqqllV1RUHO09RlBjgTODdrupbr6RkqygL1TK51RbAz3eBuRry1wpldYDdv4jSZwDRw6BgHZTtENuqKvJ3DyxZ0ZagBBh1Eyx/UYR4rmpWYP/zHfjiYvjiEk8xDkUjPPWSE5viba0GOYh69/+dLSIvDH7uxw66CHbOF0ZO0Rbh/SzIhORTRP541T5xnNMhVNtbVNYlJz4Ou1iUKdogtlVVLAA21Yq5BMSctv4jcDYbTTX58O11rWMvcoAITS/Lar6GUyz42Bpgx/9g928itefAcTn4MqH8m36WqBoQPRSWvSDU15f8XZSOjBzQ9b8DyXHBYnNiaCefHJpzyu3SUy6RuGEMhKFXurfpvd3KlAEiWumry4WK+vIXhbhrTb6IqmxL//PbXyD1jxaOntTTpEEukTTTlerrYcCNQELb+6iqet1hTn0FuA/wO8xxJxfV+z3bfEJEKOeuX1rbGspF+NC0x0XpiZ/u8DyvdEeryJvTKV6A130kDPwR14oJGMAULIz/tlhrhfDH+e+KMHfvUOGpjx7WKY8p6UZsZiHwt+5DUY95+LVC6K8lfLy2wNOL6GgSX8Rn/xuyfhIe0OSpYKlpXQzKWdqqcB01GFa87Hnv6v3AxC56MEmPwlIjjN8DqSkQeYoNZWJ71wIRqWP0h7oSMbe1EDkItn7reQ1FK3QKmhqFoX7qM2J+rM5tHZfmCvAOEB76YVeLe677QBjrY291rzwh6dWYmxwY9Np29xl0GsxS6E0iccdcKYText8JexYJYzxxshB2/fM9IZQZP06UPj2wpOmq1+Dc/4hc8spska7msEFtvthXnSeEYBMnt2+oSyQnOV0Zvv4D8DuwEOjQN5+iKLOAUlVV1ymKMuUgx9wE3AQQF3cSra75H7BKaQoSIZ7fXic8223J+lGsTq7/RKii71nkvj+kTUho4Xr48EwRsgSwa54Q2AJhgPuEtb4kt2AMFC+46WeCogOd1zE/3olCrx6f+1bCZ39p3d76rRB3iR8rtn0jhOfRWtd6jEYr6tj/+ggMvlR8vr8ZGitaj4kd3SpIWLZDGOaFG9zvfeD4lnQJPWJ8GvxFjfHqz93b/aPcF30SJ7fqDBgDxLxjqRbbZTuFYZ6zzP0aTjts/U78vGuBMMrrS0T9242fg1+UuyfHLwJGXi+0D7QGqV/QzXT2+LTYHXgdxFOu0yg4VRW7w4nuIMdIJG3pEfNnV2MMhIrdoppF3BhRXSXrRyHitukLccy+3+H8d0Cja313BECFwo1QtV84b7Z+K8LaI/qLaCiAPb/B2a8L41wikbjRld9E3qqq3q+q6lxVVb9t+RzmnPHA2Yqi7AO+BKYpiuKmKqaq6tuqqo5QVXVEWNghBMtONCIGwsR7Wrf7nw8bPhG53LZGYfi0EJ4BqMLATprqbvAMvBBiRoifnU7x4uo2qQJZP8P0J8Rq5/g7Wz3nigZO+7vwwINolwa5G712fDrsIhy4LaoTtv+3dTt6MMx8SXjRQXwhT74f/viP8JavflOssPdpEzUREAsJE0SIWnCSGG+DLhbeyRZG3yIMdUmX0yPGp04P424XL20tpJ8NWmPrXBScAiNvEMJvuxeKhaBJ94HOKPbnrhLGtF9U6zX6n9candHCnsWiJM/O+WI8z/oXeB8QXgnC+JcGebfT2ePTYnPgpfNUXgdQFEXkldtlXrmkY/SI+bOrMfrDGf8Q73s754sUyOHXQfZSEbk06R5RGrepUVRZ0TTPmzqD0DDy8oWSLbBznshDP+1ZUYq3LctfcI98kkgkQNd6yn9WFGWmqqrzOnqCqqoPAg8CNHvK71FV9Yqu6V4vw+QvJsD0s0SYeUC0WHEEWPOWMNKnPCi84AmToLA5b3zx06IutDEANF6iLJpfpNiXvUQoIB9IxW5hfCdPF+Ge184T9/QJFWJMekPXP6/k+KNpb42uzQutqoov7PH/J3LBtXrQebfmAQPUFYpzpjwIqkOMm8wPxWLQtfNFHVO9Ca77RYTDG/yFCqtBKl6fVERkiDFQsRt0pmYlXqcIi3TYICgO1n8Ky/8hjvfyES93E/4GThto9PD7i3DhhyKFQu8N+1aIko1tURQ48xVRni84QWhmSE4aLDYHem374esARr2GxiY7vga5ICORuOgzHG5aKkLQDf5iMXTsrcK4tlvEvHrWv0VZs4l3i+96RQNr3oQLPxIL8w3lwrteneseOQeI94r2F8skkpOZrvwmuhN4SFGUJqAJ8T9QVVVVKqofLV7eED2kdXvy/fBDc1mqbd+JFcrrfwW/cAjvLzzktQXCaAeYcJfwVoLI7fn2evGSq9W7q2NO+D+hhG0aeDyeStIT0OqEgF/bXF+NVngfW6jMgW9vEHWcIwdB+S4o3yk8mEufEwtG8ROEcFvb61zwfnP4cUDrghCI3F/JyYt/lPi0Ja454id3tTDI+wwT0Rb5f8LylyB5mhCAAzEGg5LEfAcitF2jdVcAHnEtRPQTH8lJh8XmxHAQ9XUAg16LpUl6yiUSDwLjwBgkoiHrimHlK8IgB7FAv285mEJg2T9az0mbKb7X2wps6o3i3bSpvrVtyv1CE0kikbjRZUa5qqrHJNSmqupSYGmndOZEJf0skR+58XMIioeBF7WKFAXFwxXfwrYfRN74gPNFKLum2WvQWCEMcS8fmPWKCE2ymYVqduLk7noiSXcSPx6u+lGkRehMMPRysWLeQmM5jJ0tBLny1wqjaOCFIhd31iuiFnlADFzzP9j0lahtOvQK4f2USI6EhjLhGd+3AkqzxMueRieEg2oLRUpEv1mtBjlA/ES4dK4oAWm3iDSJhEnd9wySbsdyiJJoIMTeGm32g+6XSE5KaouEoNv6j4QjZ9TNnsdsnivKmhVvFe+PfU+D1FM9K15EDhDvBFvmilzzIZeJuVoikXjQlerrCqJWeaKqqk8rihILRKmqurar7nnSYQyAfmeKT3uEp4tPe/hGCC/54meEuFJoXxECuuN/YnKVnHzojZA0WXzawydUiAYWrBPb5btFqbNLPncvI9VnuLsxL5EcKT4R8MNtrcJu5btEicaYUQef7/QGUXO87/Tj1UtJD8d8iJxykArsEokHTif8+a5IDwKh07F3MUx7GH59tPU4RSO0YcbdJj6HInqIe5SnRCJpl64UevsPMBa4rHm7HnijC+8nsVmEqvW2/0LeGneV7APxjxKKxC1qx+W7oWiTEHerzj0u3ZX0MszVrQZ5C9X7Rb3Swo1gs7Z3lkRy5NSXtBrkLWT96Nl2pNjMYgxv+68Iibc2HNv1JD0ai82J/hDK6gadVhrlEklb6gph9X/c2+wWkVvu2xyZpPeGc+dAaJrn+Y1VIsJpW7MX3Sn/f0kkHaUrc8pHq6o6TFGUDQCqqlYpiiKlursKp1OIbrTkmANMuh8m3NlaVuhATO3k9Gi9WtU0JZK2aL2EwIuqureX7YBvroFz3hSlpRQp4CI5RtoTk9QZjm1ucthg/ccw/77WthlPwai/SvHKExQh9Hbo8HWzTRoNEokLjU68M9oa3duNgXDjUpE+5B0swtoP/K5vrBTe9I3NRZM0Wrj4M0g743j0XCLp9XSlp9ymKIoWUAEURQkDpKJKV2C3Qsk2mHePe/vyf4h6vgcjPMM97BhEyQupUHxyYK4WuWPODv63DE6CYde6t8WPFzm/Gh3sWQilO+TKuERgrRcvcPamIz83on9zacc2TL7fvYwaiAWiumIxlg9HxV749WH3toVPCAV4yQlJY5P9oHXKAbykUS6RuOMXCdOfdG/zj4GoQRDQB2JHQkhy+4vvJdtaDXIQ7wI/3SneMyQSyWHpSpfoa8D3QLiiKM8CFwCPdOH9Tk5Ks2DZCxCWJkIzD8SjFEUztYVi8kw9Q4goNVZD8lSIG3OQ0liSEwaHDbKXwW+PCjG24dfAiOtFOsOh8PKGKQ+InPP9K8TKeWOlqD0+4ykhOPjB6cJbPvqvEJx4PJ5G0hPJzxTlyYo2i/ll4l1ijuoo/n3gks8g53eRT54wEWJHu89NNfmw7iPIfBd8wsUYTJoq1ILbw1zpXmUCRO3yg82Rkl6PxeY8tNCbXkOjDF+XSNyJGgxnvSYEXX0jxPzrH3P48xrKPNvqS8BaC0R57pNIJG50pfr6Z4qirANOQZRDOxeo6ar7nZQ0VMB3N0LxFhhxnVC+rslv3a83eXqWWtg8V5SuApEf5B0sFNq9g7u+35LupWgzfH6hMEgAVrwsPI6nPH74BRm/CFHrPnIgvD0VrDUw7RH47bFWg2fNHKFnMOuVgxtIkhOXir3wyXnNL2LA5i+FTsVlX4k69x0lOKm1hOOBqKoIRV/+gthurIQvLobrfoXYUe2fExArxAobylvbjAGi9I/khKSxyY5Rf/A65QatFHqTSNywWWH1m8Jp499HzOMrX4Er/yuqXxyKkGQhAKe2ib6LHQN+0iCXSDpCl7pEVVXdoarqG6qqvq6qahawuivvd9JRtU8Y5ACbvoSxt7XWfvaPFqrY7dWCbigX6pot2BqFMZ8nhfFPCkq3uX9pAmS+L7zmHSU4CS78QHzZ2q2eHsjNX0JtwbH3VdL7KN/TapC3kLtKiAJ2FvWlkPmee5uqQtHGg58TGCvyG1sM/cB4MUfKiI4TlsYmBwbdwY1yvVZ6yiUSN6qyRfkyEN/h1joRhl664/DnhmfAhR8KVXaAPiNg1r+ObDFWIjmJOd6KXlIBqjPx8ha5vE67MKwXPi7KBs16BYJTwD+y/fN0RmFM1eS5t/u0I/wmOfEwtPMF6RsuIis6iqJAyilw4xKh9H8gpmAxziQnHwZfzzad8cjG1+HQGcE30t3rDWAMOvR5cWPgul/Eed6h7nXOJSccZpsDwyHC1710WhqbZJ1yicSFzijeB9pGXcLBBYPbotVDxjmiJKq1DvyiwRTQNf2USE5AjnfysHr4QyQdxhQkao23YLcCiggtPphBDuKledojQhmzBf8YEWZ0MOrLRFiqtf6Yuy3pRupLhacwZhSMugkm3SMMldOePbrUBf8oca3oYe7tpz8n9klOPsL6QdoBtcSnPgJBBwlFb0t1HlTmtEZe1Je2P++YAmDGkyJUsoWgBPEyeDh8wyEiQxrkJwGHyyk3ypxyicSd4EQxX8ePF+8HI29o/o4f0vFrBMRAeLo0yCWSI6TTPeWKovyb9o1vBQjs7PudlDjssOc3+N9dIlxo5j/FS2xwMkQPFXmShyN+PFz/m8gv9vKFPsNEPtCBOJ2QsxR++htU74OESXDG80IdWdJ7cDohewn8/H/Ciz30Slj2nMjFzThXRFYcLQHRcNFHULBeeCAjMsQ4lJyc+ITAmS/B0CugNh9CU8WizaH0Ciw1sOkLWPyMqIk74nroNwv++1fhsUk+BU77O4T3az0ncXLrHGYMgD5DD56DLjkpMR9Gfd2g09BglZ5yicSN8HTh9Pn9JfAJg+lPQYDU3pBIupquCF/PPMp9ko5SshW+vEzkBdcWilJUqWcIFe2OhBgBaHXCq3Q4z1L5Dvj8YnA0lzXatxx+uB2u/A5MgcfyFJLjSVmWEMJy2GD4tTDv7tZ9274TSuozXxDhZ0dDYJwUzJK04h91ZJESuWtg/v2t22vmiBQJu1Vs710EP98Fl38FBj/RptVDzAjxkUjawWJzYtQfyijXUl5/FCX7JJITFWu9MMZ3/Cy260vF4ugV34mUNYlE0mV0ulGuqupHnX1NyQFU7vUU6to1X9SCDD0Gj2d7VGS3GuQtFK4T3itplPceKvYKg1xRoKnBc/+WuSJULaDP8e+bRJK91LNt7xKIGwtZP4rt3JViEfJISqtJTmoam+x4HULoTZREk55yicRFdS7snOfZXr5bGuUSSRfTFeHrP3GI3HFVVc/u7HuedJjaETPyjQBDB73kR3SvdvKMjQGt3ipJ76Dl76iqoDN47g9K7HiUhUTS2bSXOhMU767g7x0sx6jkiLDYnIcJX9fKnHKJpC0GXxH1Vpnt3t7ee6dEIulUuiJ8/cUuuKakLREDRb5lS3iRohE5nF1RCzI8HYZcDhs/a20745/ihVnSe4jIgEEXw+avoK5Y5HwXbhD7tHqRrysjHyTdReJkIQRX1fwiaPCD/n+B728S24oCM/8lBIQkkg5isTkwHCJ8XQq9SSQHEBgH05+Eb64VlX1AiABLnRiJpMvpivD1ZZ19TckB+IbBrJeFGJK5AkL6dp3wmncQzHgaBl0kFNiDk6TIW2/EO1gY3kMuE3/HoVeIXLGmBghLhXD5N5V0I6EpcPWPULxFpMuEp4tat1f+V4gHhqTIeUdyxFjshy6JZpAl0SQST1JPh6t+gLJdIjIyanDnp0ZKJBIPuqxOuaIofYHngAzAVbBYVdWDyuMqimIElgOG5r59o6rq413Vx16NbzikTDs+9/IJgaQpx+dekq7DJ1T+HSU9l8BY8WlL8tTu6Yuk16OqKpamw5dEM0tPuUTijs4LEiaIj0QiOW50mVEOfAA8DrwMTAWu5fB10a3ANFVV6xVF0QMrFEWZr6rq6i7sp+RIKdwoQucbKyD9HIgbDXpTd/dKcjSoqghjz/oJrHWQcY6oSapvJ+9cIulOaosgZ7ko7RczEpKniZq6Ekk72BwqigK6Q5TikznlEkkHqSsR8+/eRaLEZcop7WuBSCSSo6YrjXKTqqqLFEVRVFXdDzyhKMo64LGDnaCqqgrUN2/qmz8HFY2TdANFm+HDma0K3pnvw6VfQtoZ3dsvydFRuAE+OL219NSf78jSJ5Keh80My56HdR+K7U1fQMxouOQzkc4jkRyAucmBUX9w5XVo9pTbpFEukRwSexOseAXW/Edsb/oCIgfB5V+DX2S3dk0iOZE4nOf6WLAqiqIBdiuKcpuiKOcBvoc7SVEUraIoG4FS4DdVVdd0YR8lR0rOMs+SWsteELUtJb2P3b+2GuQtrHzVs00i6U4qsmH9AdU289dA+c7u6Y+kx9Nosx9S5A3AqNNisTkQ/gCJRNIuVdnw51vubcWboXRH9/RHIjlB6Uqj/E7AG7gDGA5cAVx1uJNUVXWoqjoEiAFGKYoyoO1+RVFuUhQlU1GUzLKyss7vteTQ2JvaabOIMGhJ7xufdotnm60RnM7j3xdJl9PrxmcLqqP9OcYhRbpOJDpzfDY2HVrkDUCjUdBpNVhscr6THJ5eO38eK06H+Hi0y/lXIulMutIoT1BVtV5V1XxVVa9VVfUvQFxHT1ZVtRpYApx+QPvbqqqOUFV1RFiYDFs87iROAs0BWQ8T/g+Msm459MLx2fc0UVKvLePuAC+pEXAi0uvGZwtBiUIRuC3ByRCW1j39kXQJnTk+zU0OTIcJXwcw6bXUW6VxITk8vXb+PFaCEqH/+e5t/jFy/pVIOpmuzCl/EPi6A20uFEUJA2yqqlYrimICZgD/6LouSo6YPsNE6aI/3oSGMhjzVyG4JOmdxIyAq36EP94Aay2MuUUqtEt6HkY/OOMfQoQw60dInAhDrgD/qO7umaSHIjzlHTPKpQK7RHIIvLxF7fKowbDte4gbC8Ou8qyWIZFIjolON8oVRTkDmAn0URTltTa7/IHDLUdHAR8piqJFePHnqqr6c2f3UXIMaLQQP16ILOEErVd390hyLGj1wsCJG4v8e0p6NEEJMOluGHsr6AygKN3dI0kPprHp8DnlIMTeGmStconk0ATFiajI0X+V869E0kV0hae8EMgEzgbWtWmvA/52qBNVVd0MDO2CPkk6G21XBllIjjvy7ynpLeiN3d0DSS/A3IGccgCjXkujNMolko4h51+JpMvo9DdxVVU3AZsURfm8+fpxqqpKiVyJRCKRSCTHhY6Grxv1WhqsJ3D4uqoKpWydCcJSu7s3EolEIjkIXekeOx14EfACEhVFGQI8parq2V14T4lEIpFIJCc5jU32DnnKDToNDSeq0Ft1Hsy9Sui/2C3QbxbMelmGHkskEkkPpCvV158ARgHVAKqqbgQSu/B+EolEIpFIJDQ0OfDqYPj6Cam+Xp0L758mxLnO+Y/45K6GNXO6u2cSiUQiaYeuNMptqqrWHNAmi1lLJBKJRCLpUhqs9g6Gr2toPNHU183V8Ml5kHYmDPiL8IzrTTD+/2Dp89BY2d09lEgkEskBdKVRvk1RlMsAraIofRVF+TewqgvvJ5FIJBKJREKD1Y6xA+rrBt0Jpr7udMDX10B4BmQckC0Y0AdiR8Pad7qlaxKJRCI5OF1plN8O9AeswOdADfB/XXg/iUQikUgkEuqtHRN6M+i01FtOIKN84ZNgqYYR17e/v98syHxPGO8SiUQi6TF0RZ1yI/BXIAXYAoxVVfUE+saTSCQSiUTSk6m32gjzMxz2OJPXCZRTnvUzbPkKZr4EmoMsSAQngikIspdCyinHtXsSiUQiOThd4Sn/CBiBMMjPQCiwSyQSiUQikRwX6q2ODoWvG/Va6k4ET3l1Hvx4O0y8F4wBhz42YQJs+fr49EsikUgkHaIrSqJlqKo6EEBRlPeAtV1wD4lEIpFIJJJ2abDaMekPH75u0mupt9qOQ4+6EFWF/94C6WdBWNrhj48bB/+7Cxx20HZlZVyJRCKRdJSu8JS7vt1k2LpEIpFIJJLjjRB666BRbunl+dWb50J9MfQ/v2PH+4aLT96aru2XRCKRSDpMVxjlgxVFqW3+1AGDWn5WFKW2C+4nkUgkEolE4qLDnnIvLQ29Oae8qRF+exRG3nTwPPL2iB4GuxYc1S3tTjuVlkrKzeU4pGCcRCKRdAqdHrekquoRfCtIJBKJRCKRdC71VjveXh0NX+/FRnnmexDSF8LTj+y8PsNh3ftw6tMHPcTqsDIvex4rC1ZSUF9ATVMNdU111DXV4a3zRlEU7E470+KmceewO4n0iTzGh5FIJJKTF5lMJJFIJBKJ5ISiocmBqSNGuZe299Ypt1th1b9h6sNHfm5oKtTkQ32pCGU/gJyaHG5bdBtBxiCGRQxjaMRQfPW++Oh98NX7om32ytc21bJ4/2Iu+uki/n3KvxkcNvhYn0oikUhOSqRRLpFIJBKJ5IShye7E4VDx0h4+Q69Xe8q3fQ/+fSA46cjP1WghchBkL4NBF7rtKmss4/pfrufMpDOZFDPpkJfx9/Ln3L7nkhSYxG2LbuPTmZ8S7x9/5P2RSCSSk5yuyCmXSCQSiUQi6RbqrXZ8DFoURTnssSa9FnOTA6dTPQ4962TWvAVpM4/+/IgBsHexW5Oqqjyy8hHGRo89rEHelkFhg5iVNIu7lt6FzdnL1ewlEomkG5BGuUQikUgkkhOGOoutQ/nkABqNgkHXC0PYS7OgJg9iRh79NSIHwb7f3ZqW5S8jtzaXWUmzjvhyU2OnYtKZ+GjbR0ffJ4lEIjlJ6VFGuaIosYqiLFEUZbuiKNsURbmzu/skkUgkEomk91BnseNj6Hh2nrdBS52llxnl6z+B5GlHprh+IIFx0NQA1bmA8JL/e8O/OTflXHSaI89uVBSFS/tdygdbP6Cssezo+yWRSCQnIT3KKAfswN2qqmYAY4BbFUXJ6OY+SSQSiUQi6SXUmm1HZJT7eul6l1HudMCWryFxyrFdR1EgciDsWwnAmuI1NNoaGRI+5KgvGe4dzrjocby56c1j65tEIpGcZPQoo1xV1SJVVdc3/1wHZAF9urdXEolEIpFIegs15o6HrwN4G3TUWnpRHvS+FWAMgMDYY79WeDrkLAfgs6zPmBY3DY1ybK+GZySewYJ9CyiqLzr2/kkkEslJQo9VX1cUJQEYCqzp5q4cMXlVjSzbWcaK3WVM6BvG5LQwYoO8O3RuQZWZZbvKWL6rlLHJoUxNCycupGPnSiQHklfZwNKdZazcU87E5rEY02YsqqrKxrxqftpUSJ3VzrlD+jA8Pgij/hhCIiWSk4iKBiur91Ywb0sx/SL9OG1AJKkRfkd0jbI6Cyv3VPDrtmIGxgQyIyOclPAju4akFWGUd/z1xsdLS11vMsq3fA0JEzrnWhEDYPkLlJvL+bP4Ty5MvfDw5xwGPy8/JvaZyLtb3+XRMY92QidPPBqb7GTuq+K/GwsI8fFi1qBoBscGehxXXGPm9z3lLM4qZXh8EKekR5AY6nP8OyyRSLqcHmmUK4riC3wL/J+qqrUH7LsJuAkgLi6uG3p3aGrMNh79fitLd4l8qgXbSpiSGsarlw4hwOR1yHPrLTae+d925m8tdp07L7GIOVcMJ8jn0OdKegY9aXxWNzbx4HdbWLGnAhDjaXq/cP518RD8TXoANudXc/Fbq2lyOAH4OjOfD68dyZQ0z7q1kt5PTxqfJwKqqvLV2jxe+GUnAP/bUsSna/Yz9+axxId07MXZ5nDy3ooc5izLBmDe1mK+/DOXL24cQ3Sgqcv63hPprPFZfaSeci8tNeZeYpQ7bLDjZ5j5UudcLzAOLDUs3foZQ8OHYtJ1zpibET+DR1c+yuzBswkxhXTKNbubzpw/V+wp56aP17m2P/5jP9/eMo4BfQJcbVabg9cW7eHztSLnf/7WYr5dl89H140i3N94TPeXSCQ9jx4Vvg6gKIoeYZB/pqrqdwfuV1X1bVVVR6iqOiIsLOz4d/Aw5JTVuwzyFpbuKiO7rOHw51Y0ugzyFtbkVLKnrL5T+yjpOnrS+Mwua3AZ5C0s3FFKTnnrWFy0o9RlkLfw1rK9NNkdx6WPkuNLTxqfJwIF1Wb+vXiPW1tJrZUdRXUdvkZ+lZn3VuS4te2vaGRHccevcaLQWeOzqqHpiHLKTV5aahp7iVGeswz8osC3kxZOFQ1EDKBg+9eMihzVOdcEAgwBjIwcyec7Pu+0a3Y3nTU+G6x2Xl+0263Naneyck+5W9u+ika++DPXrS2ruI5dpfKdUCI5EelRRrkiioq+B2Spqvqv7u7P0eBQ26916jxIe1vUgxzTgVMlEg8ONubajjOHw/MYm0OlN5bslUiON6ra/v+zjsz3rddo///bkVxD4k5lQxN+R6K+7qWjxtxLhN62fAPx4zr1knVBsSRW5pMenN6p150RP4O5O+ditps79bq9HxV7O//pD2xTUdt9/zvYu6JEIund9CijHBgPXAlMUxRlY/NnZnd2yOFUO+Q1tDmc2BxO4oK9GREf5LZvRHwQSaG+h71GQogPE/uGurUNjA4gKUzmD0mOnKQwH4YckKM2OjHYLR9tWr8ItBrF7ZibJiW1m1Neb7Fhtzs92ltwOlWsNulhl5z4qKqKxeYgOtDEjRMT3fYFeutJi+x4PnhMkInLRrkLdkX4G0iL8KPJ7sDuOPj/OUn7VDY04W/Ud/h4Hy8dVY3WLuxRJ2Fvgp3zIH58p152k8bJWKsd7bGUV2uHSJ9IkgKS+GnvT5163d6Oj0HP7Ckpbm06jcL4ZBHmb7U5cDhV4oN9OHtItNtxCSHepIT7uuYgiURy4tCjcspVVV0BKIc98DixIbeKD1bmsL+ikcvHxDGtXwShvga3Yyw2O3/srSS/ysyuklpMXjpumJDIoJgANubVMDE1lPOG9OlQTri/Sc8z5w5g/pZift1ewqTUUM4eHO1xT4mkIwT7GHj54iH8vKmQJTvLmJ4ezpkDowjwbh2L/aP9eOeq4XyxNo9Gq50LR8QyLC7Q7Tq7S+r4dXsxC7aWkBLuwyWj4hid6J4juKWghk/+2EdWUR0Xj4xlRkY4Ef4nVz6s5ORgb2k936zPZ/muMmZkRHBa/0gCvb1YsLWYpDAfLhgeQ1LY4RdhW/DSablqbALRgSYWZpXSL8KPc4dGk1VUw9++yiHIx4vrJyQyIj4InbanraP3TCoamvAzHkFJNKOOoupe4M3du1jkgPt0burJ4rpsRtlt6BorsXsHd+q1p8dP56NtH3FB6gXHrOp+IjEqMYiXLhzEt+sL8DfquGRkHNGBJj5bs5+v/syjb7gvV49LYPbkZJJDfVi2q5xBMf6cPaQPDVYH/1iwg993l3NqRgTnDOlDghR/k0h6PT3KKO9JbC+s4dJ3VmOxCS/Fpm+28PBMOzdOSnI7bm1OFT9tLiSrqJZ6q52paeH89bP1hPsZSA735YcNBcwcENXh+8aH+PDXKcncOCnJw4MpkRwpiaE+3H5KX2ZPTWl3PG0trOX6jzIZEB2AQafhnq838dqlQ5k5UIxZs83O+yty+OLPPEAY34t3lPHJ9aMYFBMIwJ7SOi57ezV1VrvrmMLqZO4+NU2OYckJRVmdldmfrWNnicjp3FZYy++7y4kP9kav05C5r4oFW4v5/tbxJHfQMLfaHby7Iof5W4voHx3A73vK+WV7MRcMjyFzfxUAi3eU8vXNYxgW37kG04lKZUMTfqaOe8r9DDq2NTZ1YY86ic1fdbqXvNJSRbG5DHNoCv6Fm6hMmdqp108LSkOraFlRsIJJMZM69dq9mVV7K3nguy0MiQ0kr8rM9R9n8vLFQ3j4+60AbM6vYcHWYh6dlcGHq/bRL8qfhVmlGHQaFu8sY3ebOWhNTiVvXjGcgCMY8xKJpOchjfKDsL2ozmWQt/BVZh5jk0MorrUQYNKTHunP52tySYv047v1BdwwMZEv1ghRjiGxAZw1uA/1VjvFNY3UWpoorrFi0GkY0CfgoKq62WX15JQ3EOitp9ZsR6NA3wi/k06FV3L02B1O9pTWk1fVSLivgYYmB4U1ZvoEmhgYHYCvSU92WR07i+ups9j46qYxbMitprHJwZC4QD5clcO0tHCMXlr2ltbz9bp8t+vXmG3sLK5zGeU7i+tcBnkL763I4dJRccQGy3J+kp5Ny5zra9SRFuGH2eZofuFV6Rvuh8lLy86SOuotdvwMOkrq3MOccysbuXZcAjtL6tBpNWzJq6ao2kxeZSNajUJqhB8Rh1BKzq80s2JXGdeNT8TuVBmbFMIf2RUYdK2hxA6nyu+7y6VR3kEqGqwEHolRbtRR2dDDjXJrPez+Dc6b06mX3Vi6keTAJCxOP/zyN3S6Ua4oCtPjp/PB1g+kUd5MvcXGz5sL+PT60eRVNWLQaQny1vPrthKCfbxcY7GhyUG91c414xKwNc8NQd56l0Hewqq9FeRWNGC1O6lubCI+xIeUcF+ETJNEIuktSKP8IOi17pOZQafh6rHxXDBnlctYv21aCiYvDS3zns2h4qXTMLVfOGOTQ3jx1530j/ZnfEoo7yzPZl9FIwDxwSbeu2YUKeHunpT1+6u46v21XD0ugQVbi9jbrNgeE2Ti/WtGHnHtW8nJyaKsUm79fD0JoT7MSI/gzWV7AVAUeGRmOuNTQnl+/g6W7irjxolJfLBKhJ0DhPsZuGtGKprmKEOtokGnVTwEaNp6wLUaz5BEvVYjveSSHs+f+yq5+v21NDaJ3MwXLhjEm0v2klMh5t6kUB9unpzE/d9uAUQ963tOS+PZ/2Vhd6qY9Fr+OjmJu7/ehLVZb+GfFwzi3q83U1RrASAjyp//XD7soOGleq3CNeMTeeGXHdiahRfPH9aHyAB3Q76tkS45OOYmBza7ekQl0fxNeqp6uqc860eI7A/GgMMfewSsK11HSmAKjVo/ojZ+1anXbmFk5Ei+2/0dWRVZpId0rphcb0SjUbhufBKzP1tPRbMBPiQ2gIdmpvPfTQWu48L8DHh7aXlu/g4czd/BN01KYlhcEOtzq1zHTU0L54u1ea7SaQadhnevGsHEVFlhQyLpTcgEn4PQP9qf4OY88JggEw/N7MdHf+x3857/d0MBZw/uw/bCWsanhLBgaxHXjk9gaFwgO4rq2F/RyOjEYHYW17GvopHoACN3TEvhqrEJ5JTXUdPYREOTncoGK4XVjTw7bzs6rYLF5nAZ5P2j/RmXHMrKPWXt9lMiacue0jru/24zdqfKmQOjePv3bNc+RYGiGgt7SkXZPm8vLTqN4jLIAUrrrGzMq3a9oIb5evHk2f1JCfPhwhExTEgJJS7YREa0v+ucjCg/og4wIP42va+M7pD0aGrMNp76aZvLII/wN7AprxqLzcHDM9N56Ix+NDTZ2VpQS5if0PVoaHLw3fp8TkkX5ahmDYrio1X7GRIbyFPn9OfB01P5I7vCZZADbC+qZdkuz/m7qsHK7pI6tAq8vTzbZZADfLe+wG1Ry6TXMuEAEVAQBmh5ndX1wt4Ras02qnu6AXoMlNRaCPbRH5GXMMCkp7KhqWerWq/7EJI614ttdljIrt5LUkASVv8odJZa9PWd/66h0+iYFjeN97a+1+nX7k3klNWTU1ZHk83Bx6v3AWIB7vQBkWQV1bGtsJbkUB8uHB7DlNQwLh8Vx/Pzd5Ac5sNFI2IZlRjM28uzOW+ou/jbjIwIl0EOorzaA99toazOgkQi6T1IT3k75FU18r/Nhfx1cjKhPnr2VTSSEubLnja1Ia8el4Dd4eS1RbuZPTUZs82OgoY/cyqID/Fh8Y5SrhgTj59RT055A1eNiWNEQjBZRbVY7E7eWpZNaV0TlfVWKhts+Bl1bC+sIyHUm30VDWg1CnfNSGVLQQ1Ld5ZS0WBldGIIGdGdu0ouOTEorDbzdWYeWo1CdXO9XYequl7W+wQZeeKs/ny4ch+mZg9SmJ+BgnbEjTbkVvPbthIqGpqYm5lPqK8Xt0xJ4fM1+/HSaXjm3IH0i2w1yuNCfHj1kiEs3lFKXmUj41NCGZMkw2wlPZs6i81tQSomyJvEEOEZ//iP/SgKzJ6Sgs1uJybQRFlz2PquknrumpGGn1HPzIGRjE0OYVN+DW8s2cOsgVEeoaUAm/Kr3bb/2FvOW8uz2V5Yy5S0MK4YE8cri3a7lT/SKHDV2HgCTHpOzYhgQB/3uX9TXjWvLNzFtsJazhoczZVj4g8p9mRusrNsVxkvL9yFucnJLVOSOWOAEKk7kSiutRByhOKoRr0WBai32vE7AtX240bZTqjYA5Mf6NTLbinbQoxfDAatGAONoSn4F2ygIu3UTr0PwOSYyTy04iHy6/KJ8Yvp9Ov3ZPZX1LNyTyXvrcjBqarcf3oaYb4GLhwRw8+bi/Az6rhrRip1FjvXjUvk2fk7iAkyMTg2kOsmJJJd1sDSnaWkRfrx6Kx0wv2NPHfeQNblVjE2OaRddeSCajO1ZjthMsBSIuk1SE/5AdjsTuYs3cvLC/fww8YClu8px9tLS3GNhdGJwtBIi/Cj1mzjszW5NDTZWbC1mNwKC3fN3cjHq3MpqbUwuW8YVruDsjork/qGkhrpx78X78HPqOefv+xkclo4H67MoajGyger9rFiTzljk0PIKW8gI8qfc4ZE8+PGQhZsLaa0zsqirFJu+DiToppeoBArOa44nCofrNzHywt3s7+ykfgQkcftcKj4NtfqffCMdO76ahMr91a4yp0VVJlJbqfc3tlDothX0cjLC3dTUG1mU34N936ziekZEfyRXcnNn6xjQ5vQuZ3FtVz53lq++jOPHcV1PPrDNt5bsQ/bIcqnSSTdTaivgWn9wl3bueUNBHjreeKn7WSXN7C3rIHHf9xGkI+Rfc3h7ACnpIczLiWEFy8cTEakH8t2lfHRqn2U1Fr5YVMhIxKCPO41KrF1kWpzfjW3fb6BpTvLKK2zMjczn6U7yzitf6TrGEWBuGAfnjpnAHefmsbAZv2GFrLL6rni3TUsab7GeytyePZ/WTQ2HbzW9vrcav766Xp2FteTW9nIg99tYenOEy8Cq7DaTEgHqp0cSJCPFyW1PbQs2po50PdU0HbugsG6knUkBSa7thtDkgnI+7NT79GCt96bSTGTeHfLu11y/Z7M+v01PPT9FvY261e8vyKHqAATc5Zlk19lJquojufm76BvuC/3fruR4loLmfur/p+98w6P4jr79j3btGqr3ruECpLovZpuwAX3DsY17rETpzh535TvtRMnsZ24xd3g3rsNGDBgiimmd0mo996llbbM98dIK612BUJIQkLn5toLzZkzZ87snp2d55zn+T00tZrZnlHB14eKKKtvYVtGBS9uzsTfQ8eNUyJ56toxXD0+3Kmo5PhIbwI9ReYegWAoIVbKO1HX3EpGWQMf/ZzPzBH+LJ8Wyf3vHWD21f58tr+Q+SODiPJzY15SEA99cACAu2bF8j9fHuUXF8Xa3A/XHS3h4QXxPLMxnSvHhXHpqBD25laj06g4mF8DKHnNZ8YH8OleRURrf14Nv704kcqGFnzctET6uvH5/kKuGBtGbIA7JosVF42aguomQryEW/BwJreykRPFdcgyJIUY0GtUHC2s5sWbxlFW38LMEf4cLarl4735/N8VKZTVtVDZ0MovLopja0Y5W9PL+dc1oymuNaLXqnjmutE8sz6dghojcxICiPZz562fjtud0ypDTZOJqTF+zIz350hBLUaTleRQT9JK6mkxW2kxW6luW6X/6Od8fnFRHJFC6E0wiGhoMXOiqI6CmmZCvfQ8sjCBGSP8qWhoIcigd+ruWdFg5FcLEyirbyHAw4Vpcb4cyKuhpNaIt5vWLpVWRYPiFr4kNZi1R0tQqySWjQ3FaLKwM7OCioZWTBarLY60nQP5NTyWmsS6oyUY9Brumh1L82kM7MzyBgdxxeK6Zg7k1lDe0EKApwspoQa7VfDvj5U4tLP6p2yWpAbjor1w4tXzq5p6ZZT7e7hQUmt00Ho57zRWwJFPYdmLfdqs2WrmaMVRVqas7DhVQAKRP/0XZBn6QSRsYdRC/mfH//CL0b8gxKPnWWmGOuuOFtttz00KYMPxUh5ZEI9VVrxiaptNHCqo4a+Xj6KgphmNWoW7i8aWgaGdqsZW8quamRDVUZYU7MnT147hz18fo6HFTGKwJ49fkXpWGQgEAsH5RxjlbTS1mtl4ooyi2mamxfoS6uOK1QrT4vxQqSQMrlrWHClibIQP209VYHDVsDA5iJI6Iwa9FnWnH7D9eTXsOFXJhChvdBo1P6aX4+OuY9YIf5uqplqSqDea8XLT2h6unlqfxm8XJ7E9o5IbJkdwxdgwSuuMfHlQEf5QSfDcDeMG/s0RDBrSSuq55fXdlDcoKzq+7jpWrZzIDZOj+OWHB22CbJOifXhl+Xg2nijj5R874spXTo/Gy1XD2ztzOFJYByhCU09dO4acikb25FSRXtqAl6uWsi4q0+4uGsZGevHU+jRb2S9mxzLLSayrp16DTuRUFgwiWs0W3tmZwz/WKePX203D41eM4v++PW773oyP9OaGSRF82JYC8KbJkaw7VsqBvBoAJkR6U1DdbKfVcOfMGGqaTaS3ua2v2pHDK8vHEx/kgSzDlrRyAjxc+O/mTMrqW3jhRsd7uKZNpf2BeSNoMVl5Z2cuT107pttrce1iRIf7uDIvKZCb39htK7tlaiS/XZyEoc0dO8CJS3eQwfWCE2TMKm8kyKt7tfvu8HPXUVDd1A89Oke2/wdiZoOrowfGuXCyKg1fvS+euo5JCJO7H1aNC66VmTT7j+jT8wF46jy5KPwiXjz4Io/PfLzP2x+s+HrYTxLVNJm5YVIkf+mkaRHt58bvFifx+8+PUNusTG5Pi/XlhknhfPizfQYUF439b6uLVs3VE8KZFO1DvdFMqLcrPr2YmBIIBOcX8dTcRmZZA/nVzazekcN1kyLYk13FT5mVXDshnOPF9UyL82N+UhBv7czh28NFLJ8WTYiXK29sz2b5tCjqW8x2q4If/JzHbdNjeGdnDh/+nI+fuwvB3q7EBXrgqlVT02wirbiOFdOiUEnKysrzN44jzFuPi1bFd0eKGB/lzc6sSlubVhke/+4EZXVCvGO4suZIMcFeep65bjT/vm4M02N9qW028+8N6XYK6T/nVFNQ3cwrW7Psjn9nVy6BnnqbQQ5K1oCXtmSSXtrA7qwqfNy1XDMh3G6hJMjgQoy/O6t25DAnIYD75sSxODWYN7Zno9OoSAq2X136w9KRDurRAsGZKKszUljTjPUshMt6SnZFI0+tT7dtPzg3nmfW239v9ufVEObT4YkU7KW3GeQAsxMD7QxygNU/5bA4tcP1fESgB/5uWmL9PYjyc0erlkgJNWCyKOEcJquFGSP87NpYMS2Kj/fm8cKmU7y2LYsIXzcSgzwprGl2er9PDDYwObrDJf6y0aG8tjXbrs67u/LIKO2ImZ8/MhBPl455eK1a4s6ZMWgusMmzzPIGQnvhTRbgqSerovHMFQeS6lw48DakXtPnTe8t/ZkRPo6Gd2NAIt55e/r8fO0sjl7MlvwtZFRn9Ns5BhuLU4LtJtJMFgvrjpXYDHKAnMomimub7RZ4dmZV2VKPtjM1xpeEYOeB4pF+7qSEeQmDXCAYooiV8jZqm820mCxMjfXDaLISbNBzorhOSUe2PZtfzhtBdIA7cpsb767MChanhlDTZGLTyTIuTgnil/PjqW5qpbnVwsQYX6xWGasMdUYz7+zK5dqJ4bz8YyYPzY8n2s+NMeFeNLVaWHXbJBqNZo4W1aFVqwj20vPJ3gJGhjiKupXUGe1u5ILhRai3ngUjA/nLN8eRrXDr9CiKa5opqHbUGqhtNtFVTNgqyxhNjuMnv6qJ++fGsXRUMJnlDeg1av5z/VjSS+sJ9XIlyKCnpqmF31ycyPfHSnjpx0ySQwz88ZKRmCwyry6fxL7cKoprjYyN9GZslwcJgeB0NBjNfHekiH+sS6O51cKds2K4ZUokQX0YqlPXbLZTKQ80uJDvZGXU21XLo4sSAGyrzO2YLY46CWarTGKQJ/deFIu/pwtJwZ6sP1nOOzsVYcRfzI7FaLLg5+FCdZOJRz46zGvLJ3DpqFByqxpJCvYkJdRASW0LqWHehPu4khRs4O1dObyxPRt3nYbfL0liyagQm0ZEgKcL/75+LPvzqsmraiIl1GBLfdiZdtFHgORQLz65dxr7cqppMVuZEOXDqLALSzjUapXJqmgk3Ofsx024jys/51T1Q696iSzDd7+GkZeDu6M30rlgka3sLz3AjUk3OOxrDEzEJ2cHxeNv6tNztuOmdeOS2Et4YvcTrLp41bDIpf3TqQpeumU8x4pqsVhhTkIAD314wKFeTmUTod56qrpkR3jq2tFklDYQ5uNKSoin0xhygUAw9BFGeRuRvq6cLNGhVkmcKmsgp7KRK8eFUdHQiodew9MbM/jF7Fh83LRUN5kYGWKgxawYNwfzaziYX4NBr+GSUSH8dVkKOo2a4ppmAjxcKG9o4UhhLYtTg6lpNlFY08wHu3O5emIE5W1GdnOrhf9uyeTXixLYlVnJvKRAzBYZlaSskLezcGQQQQaxAjlckWX498aOFYYXNmfyf8uSmZcUyPrjpXZ1I33d8HXX2UImQImbjHEi7rYoJRiLRebBjw/iplO3Ge9WXrllPF8eKGTtsVL+ec0o3tmVS26lYsgcK6qjsCaD9++cQqSfG5F+In5c0Dv251XZcoEDPL/pFD7uOm6fEdNn5wj3dSXQ08UWlpFWUs/FycF8e8Q+3jPUx5Xl06IB+OGE/Xeq1WzFy1Vrcy8FCPHSsyurik1ppWhVKm6YHMErbSEjTa0W/rEujaeuHU1+Vccq7M+51fx+cRKqTq7j8UHY8gq/ti2TFzcrRrbR1MpvPj1MkEHP7E55h8N8XG2r+lWNrSQGK/oO7ei1KqL97L/rScEGu8wJFxpZFY0YXLW4u5z9o82IQA9e35aF2WIdHN4D+9+GqiyYel+fN51WnYaHzgMfvaNLfJNfHKH730PTXIPZ1bvPzw0wN2IuO4t28uWpL7ky/sp+OcdgIiXMi5WrfibYoEOrVqOSrSxJDXGYSBsb4c3bO3Nt25IEwQY9t7+1lzAfPeX1rWhVEt8+OJMYYZgLBBccg+CXZ3AQ6efOrHh/dmZW8sGePO6eHUur2YrFauXh+fEkBHnw/u48frc4ickxPowMMfD5/kJ+c7GS2kKSYGK0L1dPCEenUdyUQrxdee3WCYwKUx6CDufX8O/rxhLt54anq5aDeTX4uOsUAbi2lDlf7C9k2bgw4oM8KK5t4reLkwhuM8IXjAzk90uSbCmtBMOPDV0Mb4A1R0qZMcKfuYmBSJKyiva3K1NZe6SEv181isQgxdUtOcTA368aRWldM79elIC/hw6VpOQ4jfRzw2i2cuv0aCxWGbUk8diSJGL83Vl7TDlnYbXRZpC3U9NkchCtyq5o5MsDhby3O5eD+dVnlUNZMDzZmlHhUPbhnjwajCYntXtHiJcrr62YyOhw5X7sodcyIsiDeUlt3xsPF35zcSLGTgJrNU2tPLoo0fZdKaxp5u9XpZIYpDwQj4nw4pnrxlBcZ6Sw2sg1E8JZe8RRUG1begWLUoJRqySunxjO8qlRdgZ5Z+qaTXy4J9+xjVPlrD1SzHu7czmUX2Pn4u/rruPf14+1ubTH+ruxauUk4gabaFk/sz+3mvheXrOPm45Qb1e+OFDYx73qBYX7YMOfYdav+1xxHWBX0S4SfROd7pPVWsWFPXdXn5+3HbVKza0pt/L03qfJq8s78wFDnBkj/PnNxYnUNlsoq29hSpw/CcEeXDsxHK1awqDX8NuLEwn0dGFOQgCSBIGeLvz24kQq2vRjCquNtJqtNLZayK4chNoHAoHgnBEr5Z1IDDaQEOTJ3txq/r7mJItTgxkd7kVcoDuvLp+ALCuCHQlBHvyUWUlaaT0l27K4bHQoBlctP2dXOszQj43w4d07plDVZMLHTYu3m44tJ8uobmxldLgXKknCZLHaDO+sikb+u/kUl40JZW5SIHH+HixKDkIlSQQZ9MIgH+Y4W40O9tKzakc2AZ4uvHrLBOqNZp7dlEFuZRPfHVEyAYyL8CLczw2NpGL7KRNvbk/nsjGheOq17MqqZO2RYp67YSzLxoZw58wYJAnCvF0pqTPaVttlZDQqyS4GF+xdfLPKG7j59d0U1ypxsGqVxDt3TGZ6XN+6XwouLJyp9Mf5e6DT9O288ZgIb965YwpVjSZ0aomb39hNgIcL980ZQW2zide2ZfHPa0bb6kuSxOvbO+7xu7MqeW5jBq8un4AVCV93HV6uWpJDDORXK6rfJ0vqOVRQa3feCF83VkyP4tFFiYR46W0Tt85w0aqI8Xcns9w+vlkrqXj0k0M0tlrQqCTevXMKU2M7YtOTQwy8uXIi5Q2tGPSas87VfSGwNaPcNgnZG26dHs3f1pwg2t+dSZ1i9geUqmz44AaYdj94R/Z5861WE/tK93Fryq3d1mkISsYncwsVSYv7/PztRBoiuTzucu7/4X7eu+Q9DLoL14PDz8OF++bEsWxsKLIMrloVz/6QgbeblmeuG4vZYuWN7dk0tliwWGXlftTUyss/ZvH7xUkO7Rn04tFdILgQESvlXbhxciSeLhpaLVa+PlTES1syCfDUE+3vQUyAB16uOj4/UMimk2VcMyGcmiYT7+zK5cXNp5ga60esE9dgLzcdMf7ueLvpqGxo4d3dOcxLCiTcx43d2ZW4ajUkBRvwbRPnqDOa+fpgEcEGPTEBHsQGeBDt7y4M8mGM1SqTW9nIxSnB+Lh1GMEGVw2JwZ5tIjFGYgM8aDZbbCvaja1mjhbWMiLIk2CDK/6eLvi56wj01PP2TmXcHsyvYfnUKIIMrrjqtET4uhHu44YkSYR4ufKXy1MAJdXf8mlRdv26dVqU3WrczzlVNoMclBzqz6xPo7Gl+/ROAsGMOH9CvTvCcvRaFXdfFHta47W3eLkq9+MwHzf+fGkK+3KreXHzKd7dlUu0nzupoR1x1n7uOkK89LZ7/IH8Gm6cEoWnq5YYf3e82lIOebnpSA3zJsTbjZunROLe6V4d4OHCvKQAAj31RPm5n/GaXDRq7p0Th17b8fMc5qVHpZZobNMTMVtlnt+UQXMXfREPvdKv4WiQmyxWtmVUMDbCu9dtRPu5c9OUKJ76Pu3MlfuD2kJ4+3JIvRYip/bLKQ6U7SfIPQiDrvvJi4agZDyLj6Juqe+2Tl8wJ2IOiT6J3PX9XVQZB1E8fz9gtsq0mq2YLFbUKok7Zsaw4XgZD35wgEc+PkR1k4lJMT7syKxQ7ke784j2cyPSz14f4erx4cSfw8STQCAYvIjpti6MCvfi8/umc6K4DpUkkRxqILZT7I7RZCanopH9eTUY9Fp+vSiBFrOVIE89y8aG4HKGB65Ws5WfMqsYH+lDuI8bN0+JQkbGx03L09eOpqjGiEYtMTbCm8QLOPZP0HPqmlv56OcCnt6QhptWw1PXjqGsrgUkiAtwp7Suhf/ePJ6UUANRfu6EeOtJDPIkp7IRfw8XUsO87PIVF9UYmRzjy9LRIVisVnRqNe/vzmVBcpDT81+cHMQX900ns7yBEC8l9VJJrZFgLz2poV428SmAyoZWh+NL6lpoMVt6FecpGB7EBXrw/l1TOVZUh9lsJSnEc0Duf5G+bvy/ZSmU1rWg06hIDjHYTXqV1bcwIcqXxakhmC1WXDTKd2VRN98VgGlx/rx9xxROFtehVinK66POUvhwQpQvX943g5Ml9eg0KixWK7/6+JBdnZJaI60WC66IyVqAXVmVBBlcznlCYkqML6t3ZFPZ0DKwkxv1pfDWpTBiASQu6bfTbMn7kVT/lNPWsWr1iuBb1jYqRi7tt75IksR1idfx5akvue6b63h85uNMDemfyYjzSVmdkde2ZbNqRzYy8PJN41lztIhXlk8gt7IJnUYi1MuVgupG3r59MpnljXjqNYwK8yLU25WPfzGVvKomAjz0pIYZbJOBAoHgwkI8JTshPsiz25nII4W1TI7xY/upSrakl7MlvRyAV5ZPwOB65jQUgQY9N0+J4rVtWWw/pcRRqlUSX9w33SH1hUAAcDC/lifWnAAU0ac73trLL2bH8rsuQlHtuOk0TIz2ZWI37peJIZ489sUROwHBe+fEEuTpXEDQRatmXKQP4yLPnCd3YrRjnRXTovB1H34rd4KzI9rP3UGYrD9pMVl4ZkMa33WJAf/0nmm2705CkCe///yInS7CXbNiCTyD2OaEKB8mRJ1bXumkEANJIcrExK6sSkwW+7CR5dOi8erBb85w4auDRX3icq5Vq0gONfBTZiWXjQntg571gMZKWH0JRE2HlKv67TTFjcUUNORzSdwlZ6xbFzoW/5Pr+tUoB8UwvzL+SuK84/jDtj+Q6JvIPWPuYUzAmH4970Cy/VQFr3VKpfi3tSe4ekI4K1f9bFfvtRUTmBkfwMz4ALvyyTF+TI6xT6MoEAguPAaV+7okSW9KklQmSdLR892X7sgqb+RAXg33zx1BiJeeMG9XHpo/gsQgD6xWmYP51Ty7MZ3nfshwEOMBxQC/dXoU986Jw9tNy8gQA6tWTiI5RKyKC5xzKL/GoezrQ0VUd0qb0mA0szW9nCe+O85bP2Vzqqx7t8PUUC9W3TaZkW2rgg/MjeOWKd0LT50NY8K9eW3FROIC3fFz1/HoogSWjR2gB1uB4Cwob2jh+2OOwomdc1WnhCr355EhBrzdtNw7J5aV06NQn+V3Ja2kjje2Z/Hk2hP8lFmB0XR24RxjIrx46ZbxxAa44++h4/dLkljaKTf6cMdksbLheClT+shwGRHoOXDp0Zqr4a3LIGw8jHZMUdaXrM/dwOiAMWikM3tXNASNRF9TgEtNQb/2qZ3RAaN5fMbjRBmi+NWWX3HzmpvZUbgDuWtezyFIV/HH7Momov3c+dXCeAI8XIj2c+Pp68YwOebcJvIEAsHQZrCtlK8GXgDePs/96BZ/Dxc2p5VxqKCGBSODkJHZk1XFHTNj2J9fzY2v7rKtaDy/KYMP757KhCj72ftwHzd+syiRldOj0WvVwhVJcFqcibslhxjs3MHXHCnmt58dtm2HeOn58K6pRPk7rjxq1CouSghgXIQ3zSYLgZ4ufZYr1kWrZmFyEJOifWg1W8+4oigQnC88XTTEB3lwoth+Asu/k8uyRq1idkIAYyK8MZosBHi4nPXkVUZpPTe8uovqtpzhL/+Yxcu3TGDxWRjVrloNS1JDmBbrJ75XTvg5u4pATxcCPPvGIych0IPP9g+AMWqsg7evAP8EGHtLv56qpqWG3cW7uSP1jp4doNJQGzGRwKNfkT/z/n7tWztatZb5kfOZEz6HvaV7+b9d/0eoeyh/mvYnor2iB6QP/cHYCC82dEqvqFVLtJitfLAnn4XJQTS1Wvjn2pOMDPbEy1V4lQkEw5VBtVIuy/JWYFCrfaSGeTEvKYCqxlY+3pvP1weLeGRhAl6uOj75Od/OxdBkkfl0n/MfdpVKUVMXBrngTEyI8mF8pLdt29NFw0Pz49FrldWOsnoj/1h30u6Y4lojR4vqTtuuwVVLkEHfZwZ5Z7zddMJwEAxqvNx0/PnSFFw6KbwvHBlEaqij15JX23elN94kB/KrbQZ5O0+tT6O2yVF/4UyI75Vz1h8vYVyne+S5Eu3vTkZZA61ma5+16YCxDt65ErzCYeLtSlLqfuSrzK8Z5ZeKu9Zxkrc7aqKm4Z++HnVLQz/2zBG1Ss2UkCn8ZdpfiPOO4+Y1N/NZ+mcD2oe+5OLUECJ8OgTblo4K5r3duRTXGnl/Tx5fHiyktL6FnzIrz2MvBQLB+WawrZSfEUmS7gbuBoiM7Pt0IWciyKDnX9eM4WRJPfVGE3EBHrb485omx5y6XR/GBBc2/TE+w33ceHn5BE4W12M0WRgR6GEnPmi2yDR1UWEGMFkcywTDm/N9/xxsTIn15ZsHZ5JV3oCnXktSsGefi3s1tzoado0tZofUgoLejU9Zltl4ooz7547os37otWpCvPSkldQzKtzrzAecLU1V8O5VYAiFyXf3u0Fe2FDIzyV7uC319rM6zuzmQ0PgSAKPfknxhP5dyXeGWqVmUfQiUv1TefnQyxypOMIfp/4Rrer8LGb09v45ItCDD++eRlppHbIM8YEe3Pn2Xod6IkuJQDC8GVQr5T1BluVXZVmeKMvyxICAgDMf0A/4ebgwY4Q/i1ND7AThbpjseJO+YVLEQHZNcJ7pr/EZ6KlndkIAi1KC7QxygGCDnrtmxdiV6bUqkoR6v6ALg+H+OZiQJImEIE8Wp4YwY4R/v6htj43wRtNlhf0Xs2OHZdqyM9Gb8ZlV0Uhzq4UoJ7nuz4XYAHcO5lf3aZsA1OTDmxeDTyxMvgek/n0Ms8gW3jy6iumh03HXnP17VBk/n+DDn6E21vZD73pGqEcoj015jMyaTO7deC8NrQO7ct/Oudw/w3xcmZcUxPyRQUT6uXP37Fi7/SoJZozw78vuCgSCIcaQM8oHM5NjfHl1+QTGRXozPtKb11ZM6BM1WIHgdKhUEjdPjeTPlyWTEOTBxSnBvH/nVJtys0AgOH+MCvPivTunMDcxgKRgT568ahSXDpSq9zBg04lSxkV693kYTlyAJz/n9LFRnrcLXp8HMbNh4m39vkIO8EXGF8iylbGB43p1vMkjgLrQMUTser2Pe3Z2uGpcuX/s/bhr3Fm+djkljSVnPmgQs2BkEM9cN4aUUAPTR/jxzh1TGBPhfb67JRAIziNDzn19MOPuomFRSjCzEpQZVFetyB8rGBiCDK7cNiOGayeEo9Oo0GnE2BMIBgMqlcSUWD/GRXpjssh2Ao2Cc2fNkRIWnCZvfG9JCvbk60OFyLJ87ga/1QI7noWfnofpD0L4pL7p5BnYkr+FncU7uSnpZlT0/hoqEi8meuu/8crdTW3UlL7r4FmiVqm5eeTNrMtZx43f3cizc59ldMDo89afc8HbTcdV48O5OCUYjUrCpZvnxSVLlnDDDTdw66239uo8c+bM4ZZbbuHOO+88l+72iJdeeom//OUvNDY2kpubi5/f2WVDuOeeewgLC+N///d/+6mHAsHgZlCtlEuS9AGwE0iUJKlAkqQeyoQOLly1amGQC84LHnqtMMgFgkGITqMWBnkfU1DdRGZ5A6PC+j7uO8RLjyxDRtk5ukqXHoc3FsGxL2DpUwNikFuR+SrzK77K/Jpr4q85K3E3p+1pXSkeeyMxm/+Ba2XWmQ/oRyRJYknMEm5MupH7Nt7HW8fewmId/Pop0dHRuLq64uHhQVBQECtXrqShoQF3F023BjnA2rVre22Qnw05OTlIkoTZ3Lu4dpPJxK9+9SvWr19PQ0ODg0Hek/ZffvnlXhnkkiTh7u6Oh4cHfn5+zJ8/n48++qjHx2/ZsoXw8PCzPu/ZMlDnEQxdBpVRLsvyjbIsh8iyrJVlOVyW5TfOd58EAoFAIBAMPt76KZeZ8f5o1X3/KCNJEpOiffnyQGHvGqjOha8fhFVLIGISLHocPAL7tpNOyKzN4m+7n2B/2QFuSroJH33f5L5u9ouhLPlyEr/5DYZ8R5GygWZc4Dgem/IY32Z9y43f3cjPJT8P+pzm33zzDQ0NDezfv5+9e/fy+OOPn1N7vTWg+4PS0lKMRiMpKSm9Ot5yjsK0hw4doqGhgbS0NFauXMkDDzzAX//613NqUyAYaAaVUS4QCAQCgUBwJg4X1PDx3nyWpob02znmjwzk/d15FFQ3nbmy1QqVmbD/bSXV2SuzwGSEZf+FxEv6TdCtxdJCZm0Wa7LX8tedf+WFAy8Q7x3P9YnX46nzOHMDZ0F92FiKx91IzOZ/MmLt/+KVtweVqblPz3E2BLoF8ujER5kZNpM/bv8jV399NW8ceYOjFUdpsbSct36dibCwMJYsWcLRo0eprq7m0ksvJSAgAB8fHy699FIKCjpS6c6ZM4fXX1fi+VevXs2MGTN45JFH8PPz4y9/+Yut7IEHHsDLy4ukpCR++OEHp+e1Wq08/vjjREVFERgYyIoVK6itVQT8Zs+eDYC3tzceHh7s3LnT4fiWlhYefvhhQkNDCQ0N5eGHH6alpYX09HQSExNtx8+bN++M78HKlSu59957Wbp0Ke7u7mzevJmVK1fyP//zPwBUVFRw6aWX4u3tja+vL7NmzcJqPXOKQn9/f5YvX85LL73E3//+dyorlTRzq1atYuTIkXh6ehIbG8srr7wCQGNjI0uWLKGoqAgPDw88PDwoKipiz549TJs2DW9vb0JCQnjggQdobVXSWMqyzCOPPEJgYCAGg4FRo0Zx9OhR23v06KOPEhkZSVBQEPfccw/Nzc3dnkcg6Iw02GcWT4ckSeVAbj807Q9U9EO758Jg7BMMzn71Z58qZFle3JOKvRyfg/H97GvENfYPPR6b0K/3z84Mpc96qPR1qPazz8Zn6N2vJmt9Ql1li1luKcmoP8d+do/VotNHpOoBSt777YmWguNNAD56VJkPeY7ycZW6jUfYX2xpaDHLfZfo3EOjlUJcXE9bx4ost/R/LkwXkMZLZqc+13+1uhvfll1bO5fJFlknqaVWZ/X7DAlJH6Z3V+lV3c5+tFa0tmT8LuOYbHH64KuXZTm1x6fr2f2z83dgFJAD1ANaIAGoBkoBT6CurV40IAGZbduJQGVbO35t+/OBsrZ6vp3KygFvIAo4AlicHB8CpANmIAawAtmArq2P+05zDaGAATjVtj2ird9Fpzm+na77o9v6mgE0tl1LFNDa1l4YoG67LgB3oLtYkgnAUaDzTIwEjEd5n/IBL8DYVscDiAfSgCaU9z8GONzpeLe2Nhrb+h6P8v6Wtb0HYSjvowXQt/1vAiIAF5T3VAZigWagsJvz9AR/4OTZ3D8FQxRZlsWrywvYe777MBT6NFj7NRj7NBz6Lq5xeF3jhfY+DJW+in6KaxB9HBp97NwmikHeANSgGPP/BVydHDMWqO60vQW4s+3vlUBel/orUYxYqVPZHmC5k+N/AO7rVC8RxZDUoBjJMqA5zTVkAks7bV8M5LT97fT4TnXt9gOrgbe71FkNPN729/8DvgJG9OB9lp3VA0qArG6O+RL4Zdvfc4CCM5zjYeCLtr/noRjkUwFVpzrtRnxcp7JpQHZPzzNQY1O8BudLuK8LBAKBQCAQCAT9yxWyLHvLshwly/J9siw3S5LkJknSK5Ik5UqSVAdsBbwlSepO/S3fSVmhLMudV/9zUVa1uxKK/ep+LopB3tP0Bc6OP5f8js6upZ1/oazIr5ckKUuSpN+fTcOSJGmBABSPACRJWiJJ0i5JkqokSaoBlqKsQHd3fIIkSd9KklTS9rn8rb2+LMubgBeAF4EySZJelSTJ0HY+N2CfJEk1bedZ11YuEJwRYZQLBAKBQCAQCAQDz69RVqynyLJsAGa3lXeXw86Z632YZJ+3LxJl9bwrRSgu4p3rmVFc6HsSy+rs+HMJjO72nLIs18uy/GtZlmOBy4FfSZI0/yzaXoZybY2SJLkAnwFPAUGyLHsDa+h4j5314yXgJBDf9rn8oVN9ZFl+TpblCUAySijCb1Dc/JuBlLbJF29Zlr1kWW4Xdxi68cKCAUEY5c559Xx3wAmDsU8wOPs1GPvUU4Zy33uKuMbhw1B6H4ZKX0U/B46hcA2ij31Df/SxJ216ohhyNZIk+QJ/7sV5AoGHJEnSSpJ0LTASxejsygfAI5IkxUiS5IGy+vuRLMtmlHhpK0oMdHfX8AHwP5IkBUiS5A/8CXi3F/09I5IkXSpJ0oi2yYZalJjtM2o0SJLkK0nSzSir2P9AMa51KHHe5YBZkqQlwKJOh5UCfpIkdc6t2B7n3yBJUhJwb6dzTJIkaUrbanwjSqy6VZZlK/Aa8G9JkgLb6oZJknTxac7TE4bC90fQBwij3AmyLA+6L8Bg7BMMzn4Nxj71lKHc954irnH4MJTeh6HSV9HPgWMoXIPoY9/QH33sYZv/AVxRVll3obg7ny27UYTIKoAngGtkWa50Uu9N4B0UF/lsFGPywba+NrUdu6PN9Xqqk2t4HNiLIlR2BNjfVtYfxAMbUeLwdwL/lWV582nqH5IkqQHF5f1O4BFZlv8ky/KrsizXAw8BH6OI690EfN1+oCzLJ1EmHLLarj0UeLStXj2Kod058bmhrawaxYW/EsXdHuB3bX3Y1eb2vhHFE6K785yRofD9EfQNQ1p9XSAQCAQCgUAgGI5IkrQSRcht5vnui0AgODfESrlAIBAIBAKBQCAQCATnCWGUCwQCgUAgEAgEAoFAcJ4Q7usCgUAgEAgEAoFAIBCcJ8RKuUAgEAgEAoFAIBAIBOcJYZQLBAKBQCAQCAQCgUBwnhjSRvnixYtlQLzEayBfPUaMT/Ea4NdZIcaneA3w66wQ41O8Bvh1VojxKV4D/BIMA4a0UV5RUXG+uyAQdIsYn4LBjBifgsGMGJ+CwYwYnwKBoK8Z0ka5QCAQCAQCgUAgEAgEQ5kBMcolSYqQJGmzJEnHJUk6JknSL53UmSNJUq0kSQfbXn8aiL4Jeo8sy9S11GG2mh32mawm6lrrGAh1//qWekwWU7+fR9D/WKwW6lrrsMrWHtVvMjXRbGo+6/O0Wlqpb6k/6+MEAgCT2URZU5nTe193tFhaaGxt7MdeCQTnj/rWelotrQ7lTaYmjGYjTaYmmkxN56FnAoFAMDTQDNB5zMCvZVneL0mSJ7BPkqQNsiwf71JvmyzLlw5QnwTnQEF9AV+d+op1OesY5T+K5cnLGek3EoCTVSd59/i7HCo/xKLoRVwRdwURhog+70NxQzFrstfw1amviPOO4/bU2xkVMKrPzyMYGDJrMvnw5IfsLN7JrLBZXJdwHTHeMU7rNrQ2sL1wO6uOrkKn1nHn6DuZEjwFvUZ/xvMcLj/MqqOryKzN5MoRV7IkZgnB7sF9fTmCC5RDZYf4JP0TDpYfZHLwZK6Kv4pU/9Ru61usFg6UHeC1I69R1lTGTUk3MS9yHn6ufgPYa4GgfyhrKuP7nO/5NP1TIj0juWPUHYwNHEt9az3bC7ezLX8byf7JfJv1LSpJxR2j7mBayDTctG7nu+sCgUAwqBgQo1yW5WKguO3vekmSTgBhQFejXDAEaDY38+99/2Z97noAcupy2F64nfcueQ8VKu7ZcA+VxkoAXj38KhnVGfx91t9x17r3WR9MVhOrj63m/ZPvA5Bdl81PRT/xwSUfEOsd22fnEQwMFU0V/HrLr8mszQQgty6X/WX7eXnBy/jofRzq7yrexW+2/sa2/cAPD/D6oteZEjLltOc5VXOKO9ffSbNZWV1/Zt8zVDRX8MiER9CoBmqOUjBUya3N5bHtj5Ffn69s1+VyrOIY/5n7H0I8Qpwec7zyOHetvwuzrKyq/79d/48WSwu3JN8yYP0WCPoDq2zl47SPeeXwKwBk1Waxs3gn7y19j9y6XB7b9hgPjXuIf/z8D9sxD29+mJfmv8TM8Jnnq9sCgUAwKBnwmHJJkqKBccBuJ7unSZJ0SJKktZIkpQxszwQ9pbC+0GaQt1PdUk1WTRbZtdk2g7ydzfmbKagv6NM+lDSU8HHax3ZlTeYmMmoy+vQ8goEhtz7XZpC3c7zyOLl1uQ51zRYz759436F8Xfa6M57nVPUpm0HezgcnP6CkseQseywYjmTWZtoM8naOVx0nqzar22OOVh61GeTtrD62mqrmqn7po0AwUJQ1lfH28bftylosLaRVp/HeifdI8k1ib+leh+M+P/X5QHVRIBAIhgwDapRLkuQBfAY8LMtyXZfd+4EoWZbHAM8DX3bTxt2SJO2VJGlveXl5v/ZX4ByNSoNWpXUo16l1aNWO5RrJef1z7YMzV2WdSten5zlbxPjsHd2ND53a8fOUJAkvFy+HcmdlDudxMj5dNa7DZpVcjM9zo7v7i7Nx2o5e7Xifcte6o1EPjzF3NojxObRQS2rcNI5u6C5qFww6A0aL0el+b533APSu7+mP8VnZ0MKvPz6IxSqyXgkEw50BM8olSdKiGOTvybLsME0qy3KdLMsNbX+vAbSSJPk7qfeqLMsTZVmeGBAQ0O/9FjgS7hnOnaPutCtL9UtlhPcIRniPYHzgeLt9t6bcSoRn38aUh3iE8OC4B+3Koj2jSfRN7NPznC1ifPaOGK8YFkUtsiu7PO5yogxRDnXVKjU3j7wZtaS2lbmoXVgQteCM50nySSLSM9Ku7KHxDw2bmHIxPs+NBJ8EZoTOsCtbGrOUeO/4bo8ZHTAaHxf7EIxfjv8lBp2hX/o4lBHjc2gR4BbAIxMesSsLdgtmpO9IVqSsILs2m9EBo+0mPbUqLcvilw10V/uE/hifWzPK+Wx/IafKGvqkPYFAMHSRBkIdW5IkCXgLqJJl+eFu6gQDpbIsy5IkTQY+RVk577aDEydOlPfudXSNEvQ/1cZqDpQdYH/pfmK9Y5kcPJlwz3BAEYHbW7KXjJoMxgeOZ1zgOAw6A2bZ3CMhru5oNjWjU+tQq9Q0m5ppsbRwpOIIe0r2EOEZwZTgKUR5ORpxfYzU04rDeXyaLeaz/rxLGks4XnGcSmMlAa4BJPsnE+gW6LSuxWrhaMVRdhTtQKfSMS10Gin+PYt4yanNYXfJbgrqC5gSPIWxgWPx0Hn0uJ+DmB6PTRg+49NsNWOymHDVuvb4mHYVaWcr4KeqT7GvdB9p1Wmk+KUwPmg8MV4xNJua0aq1Tr0uTlWfYlfxLiqbK5kWOo3RAaPP6V44RBHjc4hgla0YzcYeibGVNZWRUZ3B7uLdhHqEMjl4MrHesZitZo5WHOVg2UFCPUJJr0m33atT/VJRHgsHFedlfD69Po3nN53i5VvGszjVuS6FQMBZjk/B0GSg/OdmAMuBI5IkHWwr+wMQCSDL8svANcC9kiSZgWbghtMZ5ILzi4/eh3mR85gXOc9hX7hnuM1Ab1ceXn1sNRXNFdw08iZmh83GW+/d43OVNJawPmc9X2V+xTXx19Bsbua77O9I9Enk5pE38+uJv+6ryxKcI10/75tH3syssFk9+rybTE0cKD/AjsIdXBR+EdFe0d3WNVqMlDeXc7ziOBqVhpF+I2m1tJ7WjbidaK/o07YtuHA4WnGUd0+8y6nqU1wZfyULIhcQ5B7UbX2j2ciu4l2sProaSZJYmbKSKSH2qv4jfEYwwmeEbbuksYR3j7/LF6e+sN2Tuk4QdT1GIBispFel83HaxxwoP8DF0RezNGap7fe8M6eqT7ExdyMb8jYQbYhmxcgVjAkaY9uvUWkYGziWsYFjAVjEIoc2BFBca0SjkiipNZ7vrggEgvPMQKmvb+cMszyyLL8AvDAQ/REMHMer7JWH/7j9j/xl2l+4OuHqHh1vsppYdXQV7598nwSfBI5UHOGbrG8ASK9OZ0v+Ft675D1ivJynzhIMLF2Vpv+w/Q89+ryrmqv4zY+/Ib0mHYCMmgz2lOzhxfkvOjXo9xTv4ZEtHW6TP+T/wJsXv8mk4El9dzGCIU1WTRZ3rr+TRpOSG/zJPU9S1lTGQ+MeQq1SOz1mb+leHtz0oN32KwtfYXrodKf1zVYz7xx/xyZ2lV6dzub8zby/9P1u0/kJBIOVooYi7vvhPkqbSgFlPJ+sPMkTM5+w8zRpNjfz7ol3+SzjM1u9nUU7eXXRq6dNDyhwpKy+hSg/N8obWs53VwQCwXlmwNXXBcOL/aX7HZSH3zz6JrXG2h4dX9xQbFNZnx0+m7U5a+3215vqOVV9qm86Kzhn9pf17vPOrsu2GeTtHK447Fx93WrmvRPvOZT3RH1dMHxIr063GeTtvHv83dMq7X+a/qlD2ecZ3StFlzSW2NIyttNgahBZIARDkqyaLJtB3s6GvA0UNNhnT8mpzeGrzK/syupN9WRUi3F/ttQ0thLi5UplQ+v57opAIDjPCKNc0K84i5t01bh2u1LVFbVKbVPMNllNTlW6h4ty9lDARe3iUOamdTvj592d+rqzz1ZCchrr2JP4R8HwobsMEZ0FArvioXXUFnBW1o5KUjlVZBf3JMFQxFlGALWkdvjOqFVq8VvcR9Q0mwj20lPVJIxygWC4I4xyQb8yLnAcnlpPu7L7x97fY2GtUPdQ7h1zLwAbczdybcK1dvsjPCNI8E3om84KzpnxQeMdjJj7xtx3xs872hDNnPA5dmWLoxcTbYh2qKtWqVmevByV1HH70ql0DurtguFNom8ioR6hdmUPjHuAYI/ulfavjr8ajdRhWGgkDVeMuKLb+iHuITww9gG7snCPcBJ9zm8WCIGgN8R5xZHqZ+9+fvPImx2yp4zwGsHKlJV2ZWEeYWLc94K6ZhOBni7UNZvOd1cEAsF5RkxrCvqVBJ8EVi1exfbC7eg1ekb5jSLeJx6zxYwVK1qV9rQqrJIkcdWIq4gyRLGjcAepfqk8ddFTZFRlkOSbRIp/CgFuATaRL5PFhEalGYzKrsOCBJ8EVi9ezdaCrVQZq5gTMYfR/qPPeJxeo+d/pvwPC6IWcKj8EOMCxzEpeJLTvOIAYwPHsnrxatKr0lFLapL8kkj0ScQqW1FJKppMTejVelSqvp937M+2BWeP2WJGpVLZTdKAIjj58vyX2VG0g5zaHGaGzWR80HinbbQrp48OGM3qJatJq0pDQiLBJ4FU/1RMFhOtllbcde52x0mSxOUjLifaEE1OXQ7eem9S/VMJ8wzrt+sVCPqLALcA/jn7nxypOEJFcwXx3vEk+CSgVWttv7Ht/1854koiPCPYVbyLKM8opoVOsxMzNFvMSJJk85IyW5WwpnNZTe+pmOdQQZZlGlrM+Hu4UNdsPvMBAoHggkYY5YJ+J8wjjChDFN9lfoe71p2D5QepMdaws2QnKX4pXJtwbbf5xZtMTewv28+HJz8k3COcALcAfPQ+lDeVU9pUSmVBJRk1GRh0Bty17vyQ9wOJPolcm3gtyX7JA3ylAlBWKHuaL76ooYgNuRtYm72W8YHjuTL+SpaNWEZGVQarjq7iUPkhLo29lAVRC+xyiZssJmpbatmQtwEXlQsGFwNvH3sbGZmFUQv5LOMz/F39uSr+KiYETeiT60qvSmdj3ka2FmxlpN9IlsUtsykLCwaeGmMN2wu381HaR4R6hHLTyJsY7T/abkIuxjvmtIJruXW5bCvYxtrstYR6hHJtwrVYZSub8jYBEGWI4ueSn/k0/VOKG4tZHL2Y6WHTifOOs7XRYmmhqKmINTlrSPJJYoS3UFkXDF1aLC0crzxOiEcIWwu38uyBZ5kSMoVU/1SOVxxnZ/FOJgdPZtmIZVwWdxmzw2ezs2gnT+55klivWG4YeQOF9YW8f/J9fPQ+3Jx0M1bZyptH3wRgefJyJgRNOKuUgDm1OXyT9Q3bC7czN3wuS2KXEGXo9/Sn/U6L2YokgZerlnqjWCkXCIY7wigX9Ds7inbw6I+P8vD4h/kk7RPCPcNZk70GUFIWbcjdwLtL3iXCEOFw7O7i3Ty0+aGOAgkOlR3ikthLyKvPY3/ZfgDGB47ntSOvAXCk4gjrc9fz7tJ3hSr7IMZoNvL8gef5NutbAI5VHmND7gZenP8id2+4m0pjpa08syaTx6Y8Zlsl+bnkZzuV7G2F2/jVxF/x9N6n2ZS3iXvG3MNzB55ja8FWXln4yjlP0NS11PHfQ//lh7wfbH3aVrCNlxe8LFJdnSfW5azjid1PAHCw/CA/5P3AO0veYaTfyB4db7Va+frU17x65FVAERbcWrCV21JvY0fRDkAJv3nj6Bs0m5ttde5pvYf7x90PKCkA3z/xPm8cfQNQ7mfrc9fz3tL3RNo9wZCjuKGY+zfdz/SQ6XyU9hHZtdkA+Op9OVF1gp1FOwHl/rc5fzOvL3qdb7K+4dn9zwJwquYU4Z7hvHCwI5HOlrwtPDjuQdt3akfRDl5d+CrTQqf1qE9VzVX8dutvOVF1AlAyfOwq3sWz857Fy8Wrz679fFBvNOOu0+CqU9PQIlbKBYLhjvC/FPQrRrOR1cdW46pxpbqlmqmhU/k+53u7OlXGKk7VOCqomywm3jn+jl2Zn6sfBhcD2wq3EeAWQHZtNnMj5vJN5jd29epa64QS7CCnoL6A77K+sysraSrhVM0pm0HezuenPqewoRBoS0N1wn5cyMicqDxBlCGKVmsrjaZGtCotNS01pFfZq7r3hqzaLNvqaTulTaWkV59724Kzp8pYxetHXrcra7G0cLTiaI/byKnLcVBObzI3YZEttm2zbLYZ5O28f/J925gqbiy2pUNrp661TowLwZAkqzaLooYi/N38bQY5QIp/is0gbyenLof06nTeOPKGrWxa6DSH33ezbKa0qdTOgD5dRoOu5NTl2AzydvaV7XOamWOo0dhixlWnxlWrpqnVcuYDBALBBY0wygX9jovaBVmWUUtqLFaLU/XjrvGgoKhsu2hcHMpMVhNatRYJxU3VIlucxqk5a1MweFBJjnHA7eVdUUtqVJ1uV3q1o+ujVqXFZDHZ2pBlWfm7D2K/VTjva0+zCAj6FhWqc1Z/VknO22i/r3T9ux2tSmsbC5IkOT2nGBeCoYhtXDsZ987KVJLKbvybrWan3ym1So3VarVtO7t/n6lPDm2eJovCUKGx1Yxeq8ZFo8JksWK2WM98kEAguGARVougX9Fr9NyRegdGixF3rTu7inaxbMQyuzqRnpEk+DgqqGvUGm5NvtXuYaCwvhCNpGFm6Exy63IZ7T+aDTkbuCbhGrtjg92CexzXLDg/RHhGcNPIm+zKEnwSSPBJIMZgH3awMmWlTTxLo9KwPHm53bjQqDTEecdR1FiEp9YTnVqHWTYT4h5Ckk/SOfc13ifeQYU7ziuOBG+h/H8+8NZ788A4e9Vzg87AqIBRPW4j2iua21Nvtyvz1fvarZTLsoyPi49dndtTb7eFLIS6h3LPmHvs9ge7BQsVasGQZIT3CBJ9Esmry7MT6NxTvIfF0Yvt6o4OGE2SbxIPjusII9pZtJOlsUvt6rlqXPHV+1JvqgcUY/rK+Ct73KcYrximh063K1sQteCCiClvbLHgqlUjSRKuWjWNYrVcIBjWSO2rSUORiRMnynv37j3f3RC00a583ZUWcwuHyg+xJX8L4wLHUdtSS7OlmSPlR0j2S+aiiIu6jf1uMbdwpOII63LW4apxZWHUQnxcfDhUdgizbMYiW6gyViEjE+AawJ6SPcT7xHNR+EV2Ykx9SI9l3cX4PDMVTRXsLtnNtoJtpPqnMit8FlGGKHJqc9hfup/y5nLivOMYFzgOH72PbXyZLCYOlR9ifc56tGotU0OmsrtoN3qtnlT/VDbkbCDUI5RZ4bMYHXBm9feekFuby67iXewu2U2STxIzwmeQ4pfSJ233EWeVcmCoj89GUyMHSg+wIXcDQe5BzIucR5Kv8wmY7u5NZY1l7CnZw48FPxLmEcaciDkArMtehyRJLIleQqu1la0FWylqLOKi8IsYHzjeTl29xljD3tK9bMrfxAjvEed07+munxcIw2p8DlVy63LZXrgdraSlydzEiaoTjA4YTYBrABXNFbbsGDNCZxBhiKC+pZ7jVcf5JvMbIg2RzIuYR0VzBd/nfI+P3od5kfOwWq2syV6DJEksil7EKP9RPfJqaf8+FDYUsrNoJ3tL9jIlZApTQ6YS4hHS15c+4ONzc1oZz/+QwW8uTuKBD/bz3YOzCPbquReBYFghUgoNA4TQm+CcKWks4cf8H1mTvYZxgeO4NO5SOwViF40Lk0Mm4+/qz9rstaRXp7MwaiGPTnqUQLdAp22WNZWxvWA732R9Q7JfMjcn3WynouxMFA44qxl4wfnH382fS2Iv4ZLYS+zKTVYTufW5HCw7iIfWgx/yfmB9znquTriaaSHT8NZ7MzF4IhODJ9qOmRU+y/Z3u3HVl+jUOlSSiijPKLRq7Vm5YAr6HnetOzPDZzIzfGa3dU5WneSrU19xsuoky+KWMStsFn5ufrb9WpUWFSoiPCNwUbugU+tI9kt2UNXvPM664q33ZkHUAhZELej1tZQ2lrK1YCvfZn3LmIAxXBZ3GfE+8b1uTyDoLVGGqNOuQrd7N5U3lfN5xud8k/kNI/1GcmPSjVQ0V/DknicJ9wznpqSbSPDt8CQaHdjzydFT1af4JusbDpYdZGnsUuaEz+GahGscPOKGOk0tFly0ihu+slIuxN4EguGMMMoF50SrpZVXD7/KJ+mfALC/bD/fZX3HW0veItQj1FavtLGUX27+JTl1OQBsyt/E0pil/GX6X3DVuNq1abaaee/Ee7YUKntL9/Jd1ne8veRtIg2RA3NhgvNGYX0h92y4h7LmMkAZU5fEXEK9qZ7fbv0tj01+zMHtvb9pMbfw4sEX+SrzK1vZx2kf8+biNwlx7/MVG0EfkFObw53r76S2pRZQ7iP3jbmPX4z5hW01+qvMr3h639O2Y1YfW827S9/tLy8bp5gsJt448gYfpH0AdNxD317ytsh3LhiUtGcdeP2oIra4t3Qv32Z+y9UJV7O7ZDe7S3bzXdZ3vLP0nW69V7qjqKGIezfeS0lTCaB8HzISMvjt5N9eUDnKAZpazbholHuRXqumqUW4rwsEw5kL1k9OMDAU1BfwWcZndmXtCtqdyarNshnk7azJXkN+Xb5Dm8UNxQ6q65VGJR+54MLnVM0pm0HezrqcdcwMU1ZEXz38KuXN5QPap/yGfL7O/NqurKChgMzqzAHth6DnpFen2wzydt48+iYljcrDfmljqS2NYjsNpgbSqtIGrI+gjKOP0z+2KytrLhP3O8GgpaixyCHrQHVLtZ3Im9Fi5Ej5kbNuO6M6w2aQt/Npxqe27BsXEk2tFlzUymO4i0Yl0qIJBMMcYZQLzglJkuxUsdvpGhcpSc7VXJ2VIzlXXHV2HsHwQJKkDjV1STXgY6G7sXoBx/8OeZzeczqVSZLkPOuDs3tSPyK1/euKGFuCwYqE8+9OV3qThaC7TCwXIk2tFnTtK+UaNUaTWCkXCIYz4ldfcE6Ee4Rz48gb7cqiPKPsYsqhTam6i8L6FSOuINLT0R091D2U21JvsysLdgsWMZbDhASfBCI87DUDLo29lB8LfgTg/rH34+fq5+zQfiPCM4LrEq6zK4s1xA6om7Pg7EjwScBPbz9OfjH6F7Zwg0C3QO4bc5/dfi8Xr7N2tz1XwjzDuCX5FruyCI8I4r3F/U4wOAn1COWOUXfYlQW6BmI0G23b7lp3Uv1Sz7rtET4jHJ4Lbhp5E+Ee4b3r7CCm2dRhlOu0KpGrXCAY5oiYcsE5oVVruS3lNpJ8k9hbspeJQRMZ7T+aYPdgu3oBbgE8c9EzbCnYwv6y/cwJn8O00GkOechBmV2/IfEGYgwxrM9dz0jfkcyPmk+454X3oyxwJMQjhBcWvMCm3E0crTzKrLBZqCQVzeZm7h97PxODuhfd6i90ah13jb6LVP9UNuVvYmzAWOZGzCXIPWjA+yLoGVGGKF5b9BobcjeQUZ3B4ujFTA6ZbLcSvjR2KSFuIZQ0laBVa0n1T+02E0R/oVVpuTXlVhJ9E9mYu5FUv1TmRc3rD3VpgaBPUEkqrku4jihDFOtz1pPkm8Sc8DnUttRS3FhMiHsIi2MW2wm99ZQQ9xCen/c8m/M3c6TiCPMj5zM1ZCpatWP+86GOElOueBO4aFQ0CaE3gWBYI4xyQa+RZZkjFUf4JlNRSA9yC2JN9hpara3otXpUkoqfCn9iXc46RgeM5uLoi7k15VZuTbnV1kZ5Uzk7i3ayJmcNi6MWY5bNbMxTHkyXRC+xy3lqNBs5UHaAzzM+R6/Wc2X8lYwOGN2j1CqCoYUsy6hVagJdA9GpdEwJnWKnrN8+Fr7I+AKdWseCqAVsydvCSL+RqFVqfsj7gWS/ZJZEL2GEzwhyanPYmLeRvSV7mR85n5lhM3tk9FQbq9ldvJtvM78l1juWS2MvZdmIZf156YI+REZGp9YR6BaIVbZila12+6ubq6loqWBLwRbCPMKI8Yrh55Kf+SzjM1SouCr+KsYEjLEzCPLq8tiUv4mdRTuZEz6H2RGzCfM4N0E2f1d/Lo29lEtjLz2ndgSC/qK4oZitBVvZnL+ZVP9U4r3jqTZWE+AWgBUrxyqPkV+fz20pt9FoauS1w6/ho/fhihFXMMp/VI/CQjKqM1ibvZYTVSe4Mv5Kro6/Gm+9d/9f3HmiudViE3pzUatoFu7rAsGwRuQpF/SaYxXHWLF2BVcnXM32wu3k13eItt075l7qW+t598S7trJQj1BWXbzKpsputpp5/sDzvHn0TeK84xgbMNZONC7QNZC3lrxlWyHfUbiDezbeY9uvltSsXrzaIX1RPyPylPczRQ1F3Pb9bRQ1FNnKlicv55Hxj9iMI2dj4U/T/sSR8iN8mvGprTzQNZCXF77M77b+zk4469LYS/nTtD85KP935Z1j7/DPvf+0bRt0Bt5d8q5der5BhMgD3Ync2lxWrFtBlbHKVvbguAe5a9RdNgPhlUOv8MLBF2z7fzfpd/zz538io/wuSki8cfEbTAqeBCiTNA9uepBD5Ydsx1wUfhFPznoSD53HQFzWUEaMzyFKs6mZv+z8C2uy19jK4r3jGR0w2vab7af344oRV/BJ+ifclHQTLx9+GQCdSsfbS94mxT/ltOfIq8tjxdoVVBorbWVdsyX0MwM+Ph/56CBBBhcuSgjkvd25pIZ5cc9FIiRK4JQLU1hBYIeIKRf0mr2le2m1tuLt4m1nkIOSMuXDkx/alRU1FNmpshc1dCi4zgmf46Bu3VmB2Gw1OyiyW2QLG3I39Nn1CAYHGdUZdgY5wAcnPrCp75qtZt49/q7dfousrDA4G0NpVWkOStbfZn3rVPm/M6WNpbYHy3bqWus4WX2y5xcjOG+kV6fbGeQArx95neLGYmV/VTrvnOi4pyT5JrGnZI/NIAdlpf2LU1/YtrNrs+0McoAfC34kty63Py5BIBgU5NXn2RnkABk1GQS6Bdq2K42V6NQ66lrr7FbFW62t7CnZc8ZzpFen2xnkoGRLaP++Xog0myzo2tTXdRqVEHoTCIY5wigX9Jp2L4vOD7G2fU7KOh/T85Ocvs2u7qiCC5euxtKZ6vSmrkOdIexJJHCO3Tjq9PlKSM7HTw/GQE/GkkAwXOj6fejtfVRG5kL+ajW3WtC1x5SrhdCbQDDcEUa5oNdMCp6ETqWjrqXOQYRNI2m4PvF6u7IQ9xBG+HSosod6hHLLSEV1+MeCH7ks7jK7+gGuATbFdY1Kw/Lk5Xb71ZKaRdGL+ux6BIODET4jbArZ7dyQdINNfdfZWGh3b7w87nK78gDXAJJ8k4jzsncJXBqzlEiDo/J/Z4Lcg/jFmF/YlRl0BhJ9Ent+MYLzRoJPAj4uPnZld6TeQai7Ej6T4JtgN45OVp1kcvBku/RLEhJXxV9l2472imZ0wGi7NmeFzSLKENUflyAQDAoiPCNYHL3YrizOK47ypnLbtp/ej1ZLKwadwc6Q1qq0TA6ZfMZzJPgk4Kv3tSu7PfX2C1rwsNnUEVOu06hpFka5QDCsGZCYckmSIoC3gSCU2/Wrsiw/26WOBDwLLAWagJWyLO8/Xbsi5uz8Issyh8sP8/WprxnpP5KihiKOVBzh4uiLmRk2E5WkYkfhDrYWbGVqyFQmBk90SCFV3lTOT0U/sSZrDUtil2C2mNmQu4EU/xSWxS0jyqvjYbdd3OuT9E9wVbtyVYIiwjTAQm8ipnwAOFVziu+zv+dg+UGWxixlVvgs/F39bfs7jwUXtQsXR13M5rzNJPsno5JUbMzdSLJ/MktjlhLvE09ObQ4bcjewu3g3C6MWMjt8do+F3nYV7+KrU18xwnsEl8VeRqLfoDXKRcxuF9Kq0liTvYa0qjQujbuUaSHT7NLpZddks690H8erjuOh9WBO+BwsWPgk7RNUkoqrE65mTMAYdGqd7Zi8ujx+yPuBHYU7mBs5lznhcwjzPDeht2GCGJ9DmOKGYn4s+JGNuRsZEzCGBN8EypvK2VqwlXifeGK9Ysmry2Nh9EJqjDV8kv4Jvnpfroi/gtH+o3sk9JZenc6arDWcqDzBVQlXMSV4ykAKvQ34+Lz8+e1cPSGchCBPNp8so7KxhaevG3tObQouWERM+TBgoIzyECBEluX9kiR5AvuAK2RZPt6pzlLgQRSjfArwrCzLU07XrvjRHrwcqzjG9znfE+sVS0VzBccrj3NRxEVMDZlKkHsQ+XX5pFen81PRTzSbm7kq/iqS/ZJx07rRYm7hUPkhvs36FleNK0tjljIqYFS3Yi8mi4mD5Qf5Lus7tCotl8Rewij/UahV6v64NGGUt5Fbl8uP+T9ysOwgU0On4q5xZ3PBZhZFLWJS8CR89D5nbqQH7C/dz8bcjRQ3FjMvch6Tgyefl1RkZU1l7CzeyY95PzIqYBRzI+YS7RVNVk0Wm/M3c6ziGPOi5jE1eCr+bv5nbrDvuaCNnpLGEnYW7WRbwTbGBY3jovCLzujtcKjsEHtK9lDfWk+cdxwTgybaGdC1LbXsLdnLupx1RBuiWRC1gERf+0mXtKo0NuRuILcul8Uxi5kUNAmDi6FPr62iqYJdJbvYlLuJFP8U5kbMJdY7tk/PMQi4oMfnUCWjOoONuRvJqMlgashUqoxVeLl44af3I7cul+OVx5kZNpPpodP7fNX6ROUJ1uWso7SxlCUxS5gQNAEPnQfZtdlszt/M0YqjzI2Yy7TQaXaTsv3EgI/PRf/+kdtmxBDt586OUxVkljfw0i0TzqlNwQWLMMqHAedFfV2SpK+AF2RZ3tCp7BVgiyzLH7RtpwFzZFnuVuVD/GgPTk5WnmTFuhVcGnsp+0r3kVWbZdt3bcK13D36bjblbeLZ/c/SZG6y7fvHrH+wNHapg7K2RqXhrcVvObiNtrOreBd3r7/bFsemkTSsWryqv1TZhVGOYkTc98N9nKg6YStbGLWQKmMV+0r38ciER7gt5bYerY6cjkPlh7hv433UtdbZyn476bcO7uv9Taullaf2PsUHJz+wlcV5xfH0nKd5cNODdkKHt6fezoPjHjwfqfouWKOn2dzME7ue4KvMr2xlKX4pvDj/RbuV786cqDzBfT/cR0Vzha3snjH3cO/oe1GplAm+D09+yBO7n7Dt93bx5p0l7xDtFQ1AVk0WK9atoLal1lbnT1P/xLWJ1/bZtZmsJl448AJvHn3TVhbhGcEbi9640Fx3L9jxOVTJrcvl1rW32gmsrUhegclq4ljFMQ5XHLaVXxx9MX+d/lfcte59cu70qnRWrFtBo6nRVvbkrCeZGDSRO76/g9z6DvHElckreWjCQ2hV/ZqrfMDH5+x/buaX8+MJ9XZlb04V+/OqWXXbmV39BcMSYZQPAwY8plySpGhgHLC7y64woLMcckFbmWCIsa9sH83mZvxd/e0McoDPMj4jvTqd0qZSO4Mc4OVDL1NrrOWtY2/ZlZutZjblbXJ6LovVwvsn3rcTljHLZtZlr+ujqxE4I7M2084gB9iYu9GWOuqVQ6/0iWruicoTdgY5wOpjq8+onN7X5Nfn81HaR3ZlmbWZpFWlOWQeePv42xTWFw5k9y548ury7AxygGOVx8iszez2mJNVJ+0McoC3j71tO6asqYwXD75ot7+mpcZuXJ+sOmlnkAO8ePBFu1jac6WoviMLRTv59fkOGQMEgr4mrSrNQfH8s4zPGOk70s4gB/g+53vy6vL67NyHKw7bGeQA/z34XwrrC+0McoB3T7xLQX1Bn517sGA0WdBpOquvC+FagWA4M6BGuSRJHsBnwMOyLNedqX43bdwtSdJeSZL2lpf33YORoO8wW81A92rpsiw7VU03y2asshWT1dRtm85otbSeVf3+ZLiMT2ceNp0/775SxXd2HovVMuCq+zKy074464csy4NWjXuojs/eZHPo7vNqb0uWZSxWR2Glzsd1d5/qy8/3bMbWhc5QHZ9DFWdjrP032hl9Oe7b01h2LXP63MDg+C709fjsapQ3i5RoAsGwZsCMckmStCgG+XuyLH/upEohENFpO7ytzA5Zll+VZXmiLMsTAwIC+qezgnNiYtBEtCotdS11hHnYOzssjVnKCO8RBLkFoVPp7PbdOepOfFx9WJG8wq5cJamYFznP6bnUKjW3JN9iVyYhsThmsdP6/c1wGZ8x3jFEG6LtymaFzeJQmZLDeWXqSoLdg8/5PIm+ibhqXO3Kbh55s50A4EAQ7hHOZbH22QHCPMJI8Ekg0DXQrvyahGscxv1gYaiOzwjPCBZELrArizXEEmOI6faYBN8ERQm6E9cnXk+slxKrHeQexF2j77Lb7651J8E3wbad6JuIm8bNrs4vRv3CLj/zuRLmEca1Cfbu8IGugYzwHtHNERcuQ3V8DlUSfBy/I8vilpFTl+Mw/maFzSLS8/QaDmfDaP/RuKhd7MruGnUXIe4hBLnZa4ZcHX/1oLin9vX4bDFbO/KUq0WecoFguDNQQm8S8BZQJcvyw93UuQR4gA6ht+dkWT5tcI2IORucyLLMofJDfJL+CZODJ5NRncHB8oMsjlnMvIh5hHqEklOTQ1pNGt/nfE+NsYarE65mZthMvFy8aDI1sbd0Lx+c+AA3rRs3Jt3ImMAx3caTGc1G9pXu4/0T76NVa7l55M2MDRiLVt0v8WcipryNrJosvsv+jt3Fu5kXMQ8fvQ9fnvqSK0ZcwUXhF+Hr6nvmRnrAnuI9fJ7xOSVNJVwScwnTQ6efF7Xr4oZiNuVvYm32WiYGTeSyuMuI844jozqDrzO/5mDZQS6NvZQ5EXPOixAdF3jMbmFDIVvytnC44jCxXrEsjF5oM7C7Y1/pPtbnrKe2tZZUv1QlfVmnCZ2q5iq2F23n8/TPifWK5eqEq0nxT7Fr41jFMT5N/5Tsumyujr+amaEz8XHtGxHDdkobS9mSv4Vvs75lbOBYLo+73JYO8gLigh6fQ5UTlSf4PONz0qvTWRS9CKtsRbJKhBvC2V+2n/1l+5kfOZ+FUQsdUp+eK4fLD/NJ2icUNRZxXeJ1TA2ZipeLl9099ZLYS5gTMadPJnnPwICOT1mWiX1sDe/eOQWVJFFY3czzmzP48Tdze92m4IJGxJQPAwbKKJ8JbAOOgM0P6Q9AJIAsyy+3Ge4vAItRUqLdJsvyae944kf7/JJbl8uOwh0cqzzGjNAZTA6ebFOdbldQX5+7njCPMGaHz3ZIhwaKK7IkSXbK6icrT/Jj/o9oVBrGB41XVqu09qtVaVVpbMnfQmVzJXMj53K4/DBqSc2EoAnE+8TjofPor8sWRnkXLFaLTeneYrVwoOwAW/K3UGWsYm7kXCYFTepRWpui+iJ2Fu9kX+k+xgWOw9vFmx8LfmRW+CymhkzFTePWXxMtWKwWjlQc4Ye8H7BYLSyIWsDogNFOxdo6X29PygeQC9roKWsqY3fxbnYV72KU/yhmhM4gwtDhXNVqaWVPyR625G/BZDUxJ3wO4Z7hbC/cTlZNFnMi5zAxcCJeei+Htnvy2Q3E5zsIxlB/ckGPz6FOVk0WO4p2cKLyBGMCxlDfWk+wezCp/qmcqDzBtsJtTAiawLTQaYR6hPa4XbPVzJGKI2zM3QgogqBds6NYZavT7CoD/H0Y0PFpNFkY9Zfveft2JclQeb2Rv605ya4/zO91m4ILGmGUDwPOi/p6XyF+tM8fZY1l3PvDvaRXp9vKViSv4OHxD6NVa9lWsI37frjPtk+v1vPW4rdI9k8+bbunqk+xYu0K6k31trJ/zf6XnTt6Zk0mK9auoK61jnvH3Mv7J9+3E2P628y/cVmcvatxHyKM8tOwv3Q/9/1wn52AzxMznuDyEZef9ri6ljp+v+33bCvcZiubEToDlaRiW+E27h59N/eOubffFM0Plh3ktnW3YZYVLQKVpOLNi99kQtCQSk9zwRo9RrORf+z5B59mfGorGxswlv/M/Y9NfX174XYe3PSgTU9CQuKxyY/x9z1/t8Wp/nbib1meMrDK/QIbF+z4HOoUNxRz5/o7yavvEHK7IfEGdhfvZlzgONKq0zhWeQxQ3NifnPVkj9MC7i/dz+3f326LIVdLalZdvIpxQeP6/kLOjQEdn7VNJqb/4wdeX6GIo9Y2m/j9Z4c5+OdFvW5TcEEjjPJhwICrrwsuDE7VnrIzyAHeO/EeBQ0FGM1G3jj6ht0+o8XIT8U/nbHdwxWH7QxygBcOvkCtscPoPlpxlLrWOiQkZGQHdeTnDzxPVXPV2V6SoA/YX7bfQVF39bHVZ1Srzq7NtjPIAXYU7SDVPxWAVUdX9aui+VenvrIZ5KCs3HyS9km/nU9wduTV5fFZxmd2ZQfLD5Jdm23b3pS3yU7gUUbmx4If7VIpvnjoxT7JCiAQXEikV6fbGeQAX5z6gnmR8/gq8ytmhs20lW8r3EZOXU6P2/4s/TM7UTeLbOGLU1+cc5+HOkazBRdNhxeATq2ixTw4BO0EAsH5QRjlgl7hTLXYKlttytjNpmaH/S3mljO2a7I4Kq+3WlrtftRtK2GS5FQlttXSigUhmHI+cPr5WVvPqCTtTIkXOtR+LbKlXxV4my2O47XZ7FgmOD90p8rc2QhvsTjeX1qtrXZaFCaLCatVPPgKBJ1xdv81W82oJBUW2YLUZZHubLKbiHurczorr0N7SjTLaTNKCASCCxthlAt6RZx3nINC6tLYpYR7huOmdeO21Nvs9qklNTPCZpyx3VEBo5yqsncWDUvxS8FF7YJVtqJT6xwUXO8cdScBrkK593wwLnCcg4v5jUk3nlH4LNoQTbKvfWhDil+KLS/ulSOu7Ff13SvirnAouy7xun47n+DsiDREclH4RXZlUZ5RxHp3CL0tiFzgYDzMCpvFwbKDtu1bU24dCMEogWBIMcJ7BD4u9uKFi6MXs6NoB3PC53Cg7ICtPNk32SHzxum4JuEah7Kr4q/qdV8vFIwmKy7qjkdwtUpCrZLEarlAMIzpnwBNwQVPqEcoLy14ic8zPmd/6X6uTriaWeGz0Gv0AMwMm8kzFz3Deyfew+BiYHnycpsr8ukY6TuS1y9+nfdPvE9xQzHXJ13PrLBZdnWS/JJ4Y9EbvHfyPQ6UHuBfs//Fmuw1FDUUcUPiDcwKn9VN64L+ZmLwRJ6f+zwfpX1EdUs1V4y4wuHzc4avqy9Pzn6Sb7O+ZXvBdmaEzSDOK47vc7/nd5N+x4LIBejUujO201vGBY7j5QUv887xd7DIFpYnLx9q8eQXNO5ad3436XeMCRjDxtyNTA6ZzLIRy+xSk00ImsDTc57mk/RPMFlMXB1/NVGGKC6Pu5y06jSujL+SuRFzL2QhNYGgV0QaInl10at8mvYpRyqPMD9yPm5qNyI9I5kVPouthVupb61nZvhMLou97Kwya4wLGMd/5/+Xt4+/jQoVy1OWMy5w0MWTDzhdV8oBXDQqWkxW9FpxjxIIhiPCKL/QKToAGRuhtQESLoawiaDpG+Mm3ieeh8c/zKHyQ2wr3MbW/K3EeMWQXZvN0cqjJPsm87eZfyPQPZD61np+LPiRXUW7iPOOUxRc3UM5XHGY0oZSDC4GaltrOVB2AC+dF3eNuotor2ibIVZcX0xGjZJara61jovCL+LPU/+MVq1Fp9YxO3w2xY3F7C3dywsHX2Bc4DgmBU/q03zCgjOjUWmYGT6TKcFTaLW0kFlxmE+PrsYCjA+dxrGqEwCM8h/FnpI9+Oh9GOE9gq0FW4kyRDEhYAIeGg8SfRPJrssm0C0QX70v+8v2c+T4EWaGzWRc4Dh0ah1Hyo+wtWArOrWOWeGzSPFLQUnicHqya7P5qegncutymRg0kWZTMxk1GcwOn80zc55Bp9KhUYtb42DDVePKCO8RuGpc8Xf1d8hf76nzJNg9mEWRSlqnCI8I3LXuTAqeRIJvAmHuYdS21LI5bzOHyw+T4p/ChKAJnKo5xe7i3QS7BzM5eDJ6tZ4tBVsAmB0+G08rbCvcTlFTCTNDpjEuZBLubVkmBIKhysHivfxUspuqlmpG+Y+ipLGEWWGzuC7xOg5XHOZk5Ukmh0wm1COU+8fez52j7sRF7UJhXSFfnvqSvSV7ifGKIcEngYL6AqaETKG0qZTtBdvxd/NnVtgs6lrr2FqwFVe1K7+b9DuivaLRqDQ2Nff61npmh89mTMCYfp10HYwYTRa06i5GuVaN0WzBi/7JMiIQCAY3Z62+LkmSGrgEiKaTUS/L8jN92rMeINRZz0DRAVi1BNrjuyUJln8FsRed/rizoF1lXSNp+N9p/8uxymN8nPaxbX+CTwIvzX+JL059wQsHX7Arf2T8I3yX/R2j/Edhla388+d/2uJG9Wo9qxevJsU/hRpjDety1vHiwRepaamxtfHP2f9kScwSAGpbanls22N2YmHL4pbxxyl/xFVr//B+jgj19R5ysGA7t23uUMNWS2p+NeFX/Gvvv3DTuHHnqDt57sBzBLoFclnsZbxx9A0SfBK4IfEG3jnxjp2I1/WJ17OnZA/Ztdn8fdbfCXUP5bbvb7PFqutUOt5a/BapAaf3xiioL+DO9XdS2NAhGnd76u18l/UdpU2lPD/veeZEzOn7N2NguGDVrVvMLTy19yk+TPvQVjYxaCJPz3kaX72yanek/Agr162k1doKwMqUlazPWU9RY5HtmHvH3MvnGZ9T2lTKjNAZzAidwT/3/tO2P8A1gEcnPsrvtv0OUCaZHp34KE/uedJW54lJj3F58k39er0XKBfs+BxqHC3dz/1bHqHK2CGIev/Y+6loquBIxRGOVx23la9MXslD4x9Cq9bSYm7h2f3P8s6Jd2z747zjWJG8gtqWWp7ZpzwGqiQVv5n0G/71879s92gXtQurF69GI2m4dd2tNJmbbG28NP8lZoZ3iMmdJwZ0fG5NL+eZDen8bnGSreyRjw/y0d1TifJz73W7ggsWob4+DOhNTPk3wErAD/Ds9BIMNtLWdRjkALIMPz0H5tY+ad5oNvLakdcAmBwymUZTI19k2Kuqplenk1ufy6uHX7Ur93Lx4u3jbxNtiEYjadicv9lOyMloMbIlfwsAmbWZVDRX2BnkoKist5dl1WY5qHd/lfkVufW5536hgl7xbfZaO0Egi2xhX9k+En0SaTI3UWWswqAzUNZUZtMFSK9ORyWp7AxygC8yvmBexDwAnt3/LEcqjtiJx7VaW9mQu+GMfUqrSrMzyAE+SfuERdFKGpoXD75IY2ujs0MF55G8+jw+SvvIrmxv6V6yarJs2+tz19sMcgA3jZudQQ7w7vF3bZ/13aPvdsgSUd5cTl1rnW3bbDVzoOwAsV4dsevPHnuDihpxXxEMXY5VpdkZ5KDcY+N94+0McoB3TrxDfn0+ABk1GXyQ9oHd/syaTDSSxi47wpiAMWzN32p3j26xtLA5fzNHKo7YGeQArx55FaPZ2CfXNlQwmizo1PZ2lotahdEkYsoFguFKb3w0w2VZHn3maoLzjjPjwlgHZ1DC7ikW2WJLf6VX67HKVqeqrBarxS7dFCiz5nUtdSADEk5/kBtMDR3HO2nXaDbaVOC7U4N1pgYuGBgaTE0OZUaz0WaAd1bG7qys7uyzNMtmm4Cc0Wx0qqDdNZWeM0xWx/FgtBht4oJNpiaHsSo4/5itZqfq650/z66TKc7U+jt/1hISRovjfafr+Os8Ztu3LWKMCIYwzu5xRovRqfK3RbbY1NktVovTzCtm2Wz3G+6idnGqsN7Q2kCri+OiQKOp0Wm7FzJGsxVtl5hynUZFs2l4vQ8CgaCD3qyUr5UkaVGf90TQ9yQtVVzWOzPtftDq+6R5d607K1NWArCreBfuGnfmRsy1q+Pj4kO4ZzjL4pbZlWdUZ3DTyJuobq3GbDVzUYS9S72ExPzI+QBEe0Xj5+pnl9oIFPdUP1c/pY4hmhhDjN3+8YHjiTJEnfN1CnrH5W2hBZ2ZEjyFY5XHUEkqwjzCqDRW4qpxRSMpBre/qz+eOk+8XbztjpsbMZfdxbsBuC31NhJ8ExzaXhy9+Ix9iveJx11r7xp4SewlbM7fbGvby8WrR9cnGDgiPCOYHjrdrizMI8xuBXtxjP3nLyE5fNbL4pbZ4sXXZK7hugR7hX29Wu+gQzExeCJp1Wm27ZXx1xLkE9fraxEIzjeJ3vEOWU4uib2EyuZKh8wlCyIXEO4RDkCsdyzzIufZ7ffV++KmcWNp7FJb2f7S/cwOn+1w3oVRC0nxT0El2T96rkxZibtueLlsKyvljka5URjlAsGwpTcr5buALyRJUgEmlDgHWZZlQ5/2THDuhE2EW76A7f+B1nqY9iDEzTvjYWfD7PDZPDnrSd45/g659blcFX8V4Z7h7CzayUi/kdwy8hbCPcO5Z/Q9RBmi+C7rO1L8U7gp6SbCPcPRqDS0mFoIcQ/hNxN/w9qctbhp3FiZspIxAWMACHQLZEbIDHxn+PJN5jdUGiu5JuEaFkQusPUjwC2Af8/9N5+mf8qu4l3MiZjDsrhlGFzEsDxfjA+Zwosz/8GbaR9gRebahGvZVbyHKcFTuCrhKr4+9TULoxayJHoJ7554lyvjrmRq6FQ+PPkhf5j8B7YXbedE5QkWRi3Ey8WLzzM+509T/8S8iHm4aFx4Zs4zvHXsLVzULtyWepttvJyOOO84Xl/0Ou8cf4dTNae4JOYSJEkivSqdJ2Y84fRBUnD+8dB58Mcpf+SbzG/YmLeRiUETuS7xOrtUe2MCxvDSgpd48+ibtFpaSfZL5pUFr/D+yfc5VXOKK0dcyeiA0WhUGiQkLJKFhVEL8dR5si5nHSHuIdyQdANalZbxAeORJImVqSvxV7szL3QGeU2lXBe9lPmRfXsPFQgGmvFBk3hu7n94/+QHlDaVsTBqIXWtdbhqXHlmzjN8nfk1B8oOsDh6MUtjltp0WTx1ntw75l5iDDH8WPAj8T7xLI1ZytaCrVw14ipiDDG8f/J9gt0U0cSnLnqKt4+9javGldtH3c7ogNFIksSrC1/lzaNvUmOsYUXKCmaGnfd48gGnxYnQmzDKBYLhTW+E3rKBZcAR+WwP7mOEEEwPMbeAbAGtm7JdlQ0526EyA6JmQPhkcPM5fRtnoNnUTF59HvtL9+Pj4kOsdyyRnpHou6zKN5oacVG72OWyNpqNICuuqFbZiqvW1akSq1W20tDagEalwa39WpzUaTY346Zx65ESdy8YskJv+fX57CvZR1ZtFhOCJjA2YCxe+v5fFW5paUBGRu/iSbOpGbVKjU6to8nUZFM6bzQ1olfrkZGpa6nD28UbK1ZaLC24a90xW8y0Wls7PnerBYoOYKw8haRS4+IXD6Fje9wns9Vsa7vV0orFaulrQcDzwQUtpFXZXMnxiuOUNpXiq/clyS+JUI9Qh3otlhZkWbalZ+z8WQNYrVZqWmowuBjQmIxQkU6pRoub1Yqn1g38422uuLY2Wo20mptwc+t5KiiBAxf0+ByMyLLM8crj7C7ejVk2MzVkKqn+qbaV6paWRprNzehdPGhqKMW34AAU78cyYiHGwCTc3QO6bbuquUq5N8tmdGqdzZOtydSEVqVFq1a2jWYjKknl8Js+CO+7Azo+X9uaxYH8GpZP7fDme/aHdFZOj2Zxakiv2xVcsAiht2FAb1bK84Gj59sgF5wFmo54SOqK4OPlUHJE2d7xLCz4K0x/CFS9iWZQKGgo4Pbvb7eJJElIvDj/RYec4V3dSaHjwVfP6d3qVZLqjCvfKknl9BzDnbLGMh7d8qhNxGfVsVX8cvwvuT31dgdXwr7GxcXD9nfnB7DOEyudP7P2HLgqVLbJG41aY5+mLH83vHUp+vY4RK0rrFwDYeN71CeNSmNrW6fWgUgLO6hpMbfw5tE3efv427ay6aHT+cesf+Ct97ar2zn+G+w/awCVStWRZ/nkt/DFL7Ctt3tFwK1fo/eNtW9Dp0ej65uwH4FgoDhWeYyV61bSYmkB4KWDL/HmxW8yLkjJE+7i4o6LizvUFqL/4CYoPQqAesezuC98HKY/4BgC10b7d8gF++9b1wnz9t/3rgz3+66SEs3+vdUKoTeBYFjTm6fxLGCLJEmPSZL0q/ZXX3dM0E+UHuswyNv58Uk4RzXhvSV77VSLZWRePvSyTQhOcH7JqMlwUNV9+dDLFNQXnKcenQNWC+x6Sfm/HVMznPj6/PVJ0K/k1efx7ol37cp+KvqJzJrM3jfaUAYb/mRfVpsPxYd636ZAMIhYm73WZpCDIsj2UdpHjoJupcdsBrmNLX+DapFloL8wmp3ElKuF0JtAMJzpzUp5dttL1/YSDCXMLc7LulEv7ymNZkfju661btgpqg5WWi2OiretltZuVesHNbIVmiody5uqB74vggHBbDXbpVdqp3MKtLPGYoLWBicnc3KPFAiGINUtjvfE6pZqZGSkzt6wTp8LjOAkW4WgbzCarOicqa+3imcmgWC40uOVckmS9JIkBciy/NfOL+Al4B/910VBnxIwErq4ezLqWvCOPKdmJwZNdHCDXpG8QgitDRJivWMx6Ow/iyUxS5zG5A561FqY8gvH8pQrB74vggEh3DOcycGT7cqC3YKJ9orufaOeITD1PvsyjQsEpfS+TYFgEHFpzKUOZdcnXu8YshQ4Errqi4y58ZyfCwTd09zquFKuVUsYzcIoFwiGK2ezUv4csA74vEv5DGARcG9fdUrQj/jHwYovYcdzUHIIRl0PY26wjzvvBSn+Kbyy4BVePfwq1S3VLB+5nLmRc898oGBAiDJE8drC11h9bDXHq46zNGYpl8dd3m2836AnZg5c/Sbs+A+oXWD2oxA55Tx3StBfeOo8+dO0P/Fp+qdsytvEhKAJ3DLyFkLcz0EQSaWCibcrk5THvwD3YJjxIASl9lm/BYLzyfig8Tw39zleP/I6JquJ20fd7jC5BYD/CFjxlaIxU3IYxtwEo68/5+cCQfc0myx46O0fwbVqtYgpFwiGMWdjlE+QZfnuroWyLH8hSdLjfdgnwZloLIf8vUrsY2CSop7udRYrnqHj4MpXwNQErt5gboW83VBfBI0V0FAKEVMhfKKyvwdoVVqmhk5lbOBYzFYzHjqPMx/khJLGEg6VHyKrJouRfiMZEzAGH/25KcMLFJL9k3li5hM0m5sH3oOhtRnyfoK8XaBzh6jpENHl4bC+RBFwKz0GwaOUce0Z5Lw9Vy8YdTUkLAJJpbTZQ/Lr89lfup+SxhLGBI5hlP8oIQ44BIgyRPHIhEe4a9RduGpdbWrPdpQcgZwdittt1AwIGXtaAUujmy+HYyZz0E2Dv1sAE7xCiDpT1oa6YsjfA2XHIWQ0BI+BqlPKPdQ7AiKngW/MuV2sQNAH6DV65mr9mBJzPbIs464LVsZvzjYw1kLkdOV5QKNrey54FWrylGeLA+9B2DgInwQ9yDrQamnlSMURDpQdwNvFmwmBE4jxFt+D7uguT3lT6xAMKRMIBH3C2RjlznNQKfSvfLOgA7MRtv8bdr7YUZZ0KSx7sccGNKD8CGvaJAFytsGxL5QZ8s4iRwv/D6Y9cFaq7Oey8lpjrOHxnY/zY+GPtrLbUm7jgXEPOE2RJjh7tOqOVDUDStYm+OgWJR4cwNUHbvwQIqcq28Z62PBnOPxhxzETboOLnzi9we3ieVbdKGoo4sEfHiSztkMg7K/T/8pV8VedVTuC88NpMzAUHYTVS6G1Td9CrYVbv+0YY07YlL+J3239nW07wjOCVxa8QoQhwvkBxlr4/g9wrM1hzDMYptwDG//SUSdgJNzyiaLkLhCcT4oOwKqluJmalG21Dhb9H6xtG/OSBDd9CvELlO2WWvju15C9paONOY/BrEdBffrHxZ+KfuLBTQ/atgNdA3nj4jfOLcTkAsZosjjElLuImHKBYFhzNsZ0mSRJDn5PkiRNAsr7rkuC01KZqShPd+bkt1Ce1rv2Wuph8xPgFe6oOrzlb1Cd07t2e0FWbZadQQ7w9vG3yavLG7A+CPqB5lr46fkOgxyguRqyt3ZsV6bbG+QA+1ZB5ak+7crJqpN2BjnAM/ueobSxtE/PIzgPnPi6wyAHRcht92tgde4OWtFUwTN7n7Ery6/P50TVie7PUZHRYZCDomOw/T/2dcpPQEkXJWuB4Hxw9HPFI64dSyvkbFc8kQBkWfmdb6lXtstO2hvkANuegurs056mrrWOZ/c/a1dW1lzG4fLD53gBFy4tZitapyvlwigXCIYrZ7NS/hvgY0mSVgP72somAiuAG/q4X4LuMBvtjRtbeXPv2rOYoKkKZCc/BKZmOBd147PEaDE6lFlki11KF8EQxNyqGOFdaa7p+Nvk+NmftryXOBtLja2NmITK8NCnocxJWXHb/dJx/tksm+3SOLbj7D5kw9TlPqt1g9b6M9cTCM4HDU4mG5troHN4WVOl8hwAzp8jLKYzZiQwWUzUttQ6lDvLyiJQcLZSrlOrMIqUaALBsKXHK+WyLO8BJgMSsLLtJQFTZFne3R+dEzjBJxbCJtqXGcLAb0Tv2nPzhan3KqtJXdVXRy4Dr4FTX402ROPv6m9XNi5gHBGewg10SOMZAONWOJbHzO742y8OfGPt9wckO5adI3Hecbio7cWLrkm4hiD3bmLXBUMHZ+r7k+/q1u020C2Qm5JusivTqrTEe8d3fw6/EeAd1bGduQmSu5xX66pofQgE55tR1zqWxc6Bwn0d21Pv64gZ94t3jB+Pm28/5p3g5+rHLSNvsStTS2pS/EQmg+4wmqwOMeUuGpGnXCAYzpxVnnJZlsuAP/dTXwQ9wc0HrngJ9rwK6WsVoZYZv1Tcz3tLypWQthYW/AVOfAfVWZByNYy7GXSnkxLoW0I9Qnl5wcu8ceQNDpQfYG7EXG5MulGkVbsQGHkJYIVDH4DGDabdrwhxteMZDNe/Bz+9COXHIWg0TLsXPAL6tBsJPgm8vuh1Xj70Mtm12VwRfwXL4pY5Fw0TDC0ip8L178KP/1Q8imb+CmK7zwChklTckHQD7lp3Psv4jDCPMO4dcy9JvqcxqA0hcOMHSvaK3O2KkNyElYqxfuh98E+Ai34Hgcl9fnkCwVkTOR2ue1v5TlhNMPPXYAhXJvaNNUr2geRlHfV9Y2D5V7DtaUXIMH4hTLwD9GfW7rgs7jI0Kg0fpH1AoGsg9465l2Q/8T3ojhazk5VyjVgpFwiGM5Isy2d3gCTNQDHMo1GMegmQZVnudklLkqQ3gUuBMlmWHfLNSJI0B/gKaA9c+lyW5f93pr5MnDhR3rt371n1f0hialFE2GqyQaWDukJw9YWgZAhIUlzU8n9WykPHKyve1TlgaoDaQggZp7ihV6SDT4yiam2sVhSEzUZFXdUnGgr3K66e1dlgtUDEFAgdCyp1n12KVbZyvPI4h8sP46J2YUzgGEZ426/yt1paaTA1YLKYOFp5lLy6PEZ4j2BUwCi8Xbz7rC+95AzSzB1cMOOzpV4ZG8WHFK+MiElK/tq6IijYq4yXwGTlQc+ti1J+yREo+BmLqy/HDQEcqUnDVaNntE8yccFjFVfKwn1QepTKiEkcNpaTXZ9LrCGaUTo//Ar3K6rA1XmKC3z4eAgZr4gUFh+Cgp9BpVX6FJTSfV+7YDQbaTY3X2jK/j0em3B+x6fZ1MLx0r0crjiCu8aNMQGjiQ0ae/qDmqqgcC+UnWi7j01SjOSuGOuVcBxXbwrKj3O44gjlzeUk+yWT6hWPa+kxKD+pGNCBI6EqixpjNXpJg94nClqblPOAkoHCEKFkDmisgLDxyj1WUiuiWHovRVBOlpX+ad1A59rn79cFwpAZn0MOiwmKDyr3YxdPJbOFf4KyL3ub8owgAx5BynejOksJsQifrIzZ/F0UuftyWG0BnQctlhYqmspJ8ksi1X8UXi5epzu7HTXGGnRqHW7agZvQ7yMGdHzOeHITjy5KJNirQxw3raSeLw8U8uUDM05zpGCYclbjUzA0OauV8jbeAB5BiSvv6ZTeauAF4O3T1Nkmy/KlvejPhU/eLjjyEfjHw7ZnoKUtDlLjAreugXW/7XBHm/8nSN+guE/uW6Xk3K0rgr1vdLR32fOw8U8dcb6BKZB0ifJwufsl5eESQKWBFV9DdN/9QBwoO8Cd6+/EbFXSfhh0BlYtXkWCT4Ktjk6tQ2PW8MTPT7A+d72t/M5Rd3LfmPvOj3r4cOboZ/DNLzu2wybA1W/A93+EtO86yi/6vZIvvP3zKTwAb10C5hb23/wud22+H0ubdoGPiw9vzvk3I05thY1/oWH6AzyX+Tmf531va+7G2GX8ynsM+i/vg5rcjvNc/x54BMJbl3bEOroYYOV3yvfg24ft+3r9ew7Gm16jH7o52i8A9hZu556tv7aNBz+9H29c9B9losYZZpMicLn1nx1lSZfBsucVJf/OtK3qFVdm8PCOP5DWSdjviXG/4vLvH1cMbL0XzP0jrP0t3u0Vlj4FG/63IyZc6wZXvQZf/KKj/evegeTLQdMp1EaSwN3vrN8HgaBPyNkG717doTfjEaRkHqgrgo9uhtYGpXzOY7D3zY5Yc0kFS/5JecUJflecT7BXNOXN5ewr7XBvf2jcQ9yeejvqHk7Oe+u9+/DCLly6WylvMomUaALBcKU3qcxqZVleK8tymSzLle2v0x0gy/JWoKp3XRzmNFVD6SHI2gLVuR0GOSgGSdH+DoPcPUD5EY6ZCQfa5j8Sl8D+tzqOcfWBsmP2wluJS5QfamNNh0EOYDUrkwBnEHnpKSaLiVVHV9kMclBUW3cU7nCom1mbaWeQA6w6uorculyHuoJ+pCYfNvzJvqxwn5Jqp7NBDopKb1VWx/bRT6G1EePUe3k1/SObAQZQ3VLN7pKfYe8qAHKjp9gZ5AAfZn1NtqefvUEOcPA92P2y/bhsqYPjX8Gu/zr2tVQoYQ8mmpqrefnYKrvxUGmsZG/Zvu4PqsqE7U/bl5385rRZJ9KqTtgZ5ABPHV9F6ei2ONvkK+Cn5zp2+sdD/i57kTZTE6Svg5g5HWXr/0cx6gWCwUBLA2z+u70AbEOpMkZPftthkGv0yj2zs/ibbIWD75MeNpqD1SeJ9Yq1M8gBXjr0Evn1+QNwIcOL7mLKjSbn2SIEAsGFT4+NckmSxkuSNB7YLEnSvyRJmtZe1lZ+rkyTJOmQJElrJUnqVh1EkqS7JUnaK0nS3vLyYZCJzdKiKFDr3J0rWJs6qZu6eCqGtSQp7ufQ9nenmVedh5JrtzMqlbK6aXRUIqa+SEmj0geYrCZKmxzVYCuaHB9wm52owFpky+mVkQcBF9z4NLfaTwS10zn1VDtWs71BU1sAgMndj7IWx7FbZay25RlvdqKKLiNjNDv5vGVZmXzqSn2RsvLTk74OUwbD+DSZjZQ7GQ/O1JttmJs77mmdOc1n6+weUtdah6k9PlZvUJSn29F72U9KttNQau9p0VTZZxOVAnsGw/gcclhanausa3T25RoX++eFdpoqaUYJY7Q6yexisppEBpQ2+nJ8OlspdxEx5QLBsOZsVsqfbntNQUmF9rdOZU+dYz/2A1GyLI8Bnge+7K6iLMuvyrI8UZbliQEBfSsCNSjxCFKUT1VaJb67K0GpitovKKuUQaOg4pQiQARKXt3QTnMmtflK7G1nSo8rMZr+TlSHp/zCZjidK25aNwe1Y4BZ4bMcyqIN0fjp7d1BU/xSiPAY3ErsF9z49AqD1C4KvlpXRc/ArYu7bvhkRZugnTFKpkTPvau5OfoSh6anBk8G90AAIk0mwtxD7fbHeEYRqfFw1DQIGQOT7nDsa8qVEDzGsa8Bid1e3nBjMIxPL88Qbo5d5lA+Ieg0c7ve0Y5ZJ9wDnN+z2ojzjkOn0tmVXRm5gKCTbR44Gesh9ZqOncWHIGq6Y0MjL4NjX3RsT7oLPJ3EsgvOmcEwPoccbr4w+W77MklS4sxHXtZRZqwFz1BlX2dGXk5scz2uGldMVhMGnb2w6uTgyYR5hPVT54cWfTU+rVYZs0VGq7b/LHRCfV0gGNb0OKZcluW5AJIkxcqynNV5nyRJ55S3SJbluk5/r5Ek6b+SJPnLsix8BCUJYmYpK+X5e5SY8YPvKz+4s34NYZMUtdRN/09x5VRrIWmp4rrmEw0522H+nyFvJGR8r9SPuUiJi9z0uOKeGTsHIqcprm6L/g8OvKusQE1/CBIdjalzYU74HP445Y+8efRNXDWuPDjuQcYGjnWoF+oRyksLXuLlQy9zqPwQF0VcxIrkFXh1Tdsm6F+0epj7B2Vy6PCHioE7709KrPYtn8OWJ6HwZ0hcCtMeBFfvjmOjZsCVr8KPTzLfpKJ1zH28depzPDXuPJh6B6ODJ8Ml/4Kd/yVw85M8d8XzvJrxCT9XHmGq/1jujLsSv42Pw+Uvws+vKUKGE26Hcbcosb6XPaeoBKt1Sh8jpyspfTwC4PBHHX0NHHne3j6BcxZFLcQkm3nn1Od4aT15aNSdjAqa2P0Bbj5wxX/hp+eVrBPhUxSVcycifu3EB43n1Tn/5rnDr5DbUMiyyIVcF7MUbWUt1BUoKffGr1AmHY9/regUhE2ES/6tuLVLkpIlIGCkMvlZmw8TboPxyxXvIoFgsDDqWsCq6C64+sH8/1Xu0W4BcMkzsOtFxdPEPQCuflMJS2uuVNKhBo8ldvu/eXXsA7xe+hMPjnuQH/J+IL06nfmR81mRvAKPznnNBeeMsW2VXOoyQeKiUYuVcoFgGNMb9fX9siyP71K2T5blCWc4Lhr4thv19WCgVJZlWZKkycCnKCvnp+3csFFnLTsBZWng7q/MirsHKG66eoOiuFp8FPzjFLfelgZFgVrnphjlrj7KcSqN4nZZW6CsqDeUQXCqsgLlG62cx2JW6kgq5YHU1UdZPSo+rLQXOh78e5kPvQvVxmrUKrXDrHxXsmuyOVp5lGZzM0m+SYz0G3m+01dd2OrrxYeVMSVpIGxch0FrtSoTPS7uygRRO6ZmJezBzbdD4K0rTdWADG6+VNUVgAy51emk12birTOQ6ptEmFswuBhokS3UN1dgcAtAB8p4dvdXJo9MzUoIR9EBxa0+IEGZPJLUyviuSFe+E6HjQOepnLP0KFRmKsZb2HjF8LpwGXLq1lW1+WjVLnj29HMxm6C5CvQGTGoNJypPcLLqJB46D0b5jSLC2KAIDMpmxVvI1ZumqkyazEb83AKRvMKV+PSmKtB7g1+ckvqp7LiyHTpWGUs1ecr5vCNB664cY24G92DlvqnRdd9HQXcMufE56GhpVHRkyk8qE6Vh4+3ToTaUK27qegPk/qT8fus8IXSMEnJRnq64sPtEg9YD6guVDBiBI8EQRrNHAI3mZtw0bjSZm/DWe6NROV+7MZqNHK04SkZNBv56f1L8Uwj1CHVad4gwYOOzqrGVOU9t5pVb7CciZVnmljd2k/74EjRqMfEnsEOorw8DerxSLklSEpACeEmSdFWnXQbgtDLGkiR9AMwB/CVJKkBJqaYFkGX5ZeAa4F5JksxAM3DDmQzyYUPxEUVl2lijbGtdFVXV8IlwaiO8d61iDM3/k2K4lx5VfrTbufwFZWUHoCoHjn8Ou1/p2D/ycrj8OcUAV2vAM6hjX/Y2eOeKjph0zxBFjT2gQym9t/QkFVVeXR73b7rfJjKjklT8d/5/mREm0oX0CwV7lbHWHheu94aV30LwKGVl0NOJ4aR17Qif6I5OadJ8DeFsTP+CR3Z2iMclGGJ5YcbjhHgG4QK4uHRalWmfAHDxVETn3rq0Iw5Y4wIL/0/Jv7v+fzuEjryj4JbP4NCHivhcO2NvhsX/6FHOXcHA4Ot1luEoGq3tHrW7cDv3/3C/LQ42wiOclwPnEPnD35S6k38BBXtwKzqALTnTkn/Bj39XjHJDmKK+/tV9He37JygeSO1q6y6eMP8vsObXyrYkKWr+SX3rQSQQ9Iijn9hnwoiaCde82fG77dHmUp31I3xwgzKZCbDgz7DzxQ6BQrUOFj+pjGtZVsb1jR/h6huNa9s91013+pRm63PW88cdf7Rtjw0Yy9MXPU2g+wU98dknNJssuKgd1ewlScJFo6bZZMFTGOUCwbDjbL71iSi5xr2Byzq9xgN3ne5AWZZvlGU5RJZlrSzL4bIsvyHL8sttBjmyLL8gy3KKLMtjZFmeKsvyT726mguRk990GOSgGEw/v67Mbm/4s2KIxF8MBz8A73B7gxwUpeCafGX1vGi/Te3axomvlZX4rrQ2wpZ/2IvE1Rcrs+8DxJGKI3aqr1bZyn/2/Yf6lvoB68OwwWqFPa/ZC7UZa+DEd90e0hsqq07xj8P2CunpdVkcr04/88GnNtgLc5lbFOPq4Af2ysM1uYqK9k/P2h9/8D1lhUkw5KlrqeM/+/5jJ0yV31DAUReXDrE/dz/Fq6IzW/8JKW1zyrN+DT8+ab+/Ir3DkIG2vPd7Fc0NUAyY7/8IjadNOCIQ9D01ecrkY2dyt0PpMce6B97tGMeuPopnXOeMAZZWJVwtYoqyLctK201OxGSdUNJYwj/3/tOu7GD5QdKqu8+GIOjAaLLgonX++K3XqmhuFS7sAsFw5Gxiyr8CvpIkaZosyzv7sU+CzrS7UXamOkcxnhpKlG03X8UI6WxAt9NSC2ajouBuanaupO5Mwdjcqri2dcWZyms/UedE9bu8uRyj1YgnYrWzT5EtUJ3tWF7rZPydAy2WFiqbHQ2aRidK2Q44U1xHhsYyx+LmGsWtHZN9uTP1YcGQo8XaQnmzo/pxrbVV8Rwytzi/Hza3ua2D4uLb4GTsmLoo/jeWKd4e7d+PxjLFlV0gGEjMxm4yYXSZpDabFP2Ndlw8nWduaSiz12RoKG0b12f2Ymsxtzj9fW4U99ceYTRZHNKhtaPXqoXYm0AwTDmblGjPS5L0HHCjJEnPdX31Yx+HN8lXOpZNvA08g2FimwJ15ibFDV1SK7lIOzNymRJz5hEAPlEdquztuPqAn5M4cTcfmHinY3n0wLmOj/QbidQljOb6xOvx1/sPWB+GDWotTLzdsTzZUSX7XAj0iuWa6KV2ZRpJwwhDzJkPTrjYsUzrpozxzkiSon/g00V/0iMQfOPOsseCwYi/3p/rEq6zK5OQSFa7d6QrU+scdQ6SLoWszcrfR7+EUfZtoFKDoUtcbOQ0KDnSsT3hdqG+Lhh4DOGQdJl9mdYV/Ltkl9BoYXSnjBk1eYpYYVfiF0Hujo7tibeBR3CPuhLsHsySmCV2ZTqVjljvc9L8HTYYTY7p0NrRa9U0iZVygWBYcjbu63uBfSjx4+OBjLbXWECo3vQXUdPgipfBK0IxxJf+C+IWKIbH+BUw+7fQ2tC2+qOCRY8rQld6L+Xhcf6fOmJ+o6bD7N8oStkuBoieBTd/Cr7dGESpVyvK7e7+ijFz3TuKousAkeKXwvPznifOOw5vF2/uGX0PV8Zf6aBYKugjRixUxpdnsLKCcuUrikHSh2h0rtyacB0r46/FoDOQ5J3Af2f9g8SgHoyr8Mlw9RuKSJFHoBIPXJWliBBO/6XiMRKQBDd8COGTlFjL5CuUsR63AG76BLwHd0o9Qc+QJImrE67mntH34O3iTZx3HC/MfZZkj0hl7HoGK6+bPmm7H3rDlHtgxsNKWigXgyIGN/5WJcWZqw8EJsM1qxWhN0OoEnN+2XPKd8AvUakz42ElTWTXNH0CQX+jc4OFf1V+1/Veyv3wls8hMMmxbtwCWPj/lMkjrwjl/6te7bh3zvyVohXiGaqM65m/Vib5e5hVwEXjwv1j7+eGxBsw6AyM8h/FKwtfId67+xSFgg6aW624dGOUu2hUwigXCIYpvVFf3wXMlGXZ3LatBbbJsjy1H/p3WoaVOmtjheJ6WZ0HFqMS0+gVrqhT6zzAEKI8RBbuBVMLuHkr6aHcfKHksCIC5xGouLq5+SsubX5x9kraoMQWlx6BxnKoKwYkJRewzl1JI6TSKq7BGp3i/qb3Uh56/fpvBbKupY4WSwv+rv6DwSC/sNXXQflcJZUyGdOVumIo+FlJD+WfqMSd15coY6A6RxkbfnFK6j0PP8fjAcytWCszqDA14KrS4dlUrWQFcPdTxlNlpmJQqV2UVR6/OEUVW+cOlVlKzLjVonh+6L2Uvrr5Ke6XGr19WjZzixKHrvdWHmovbIa2unXhfuVeZW6FoBTFGO5sJBjroOigMs4MwRAyFtk9gIrmClzULhhcDIq6dNF+ZXyEjFXCMkqPKW6/PjGKgVJ+QnHv9QwG/yRFj6ChVFlZ94tVjPrGcpDpEM4y1kJrk6J4LdKh9ZahPT4HkqZKZazXFijjMWRsh2CmxQS1RVCRBvWlSnl9iTL57ubXMZ5VGmX8NtUoY11SgaVF8ajzDAaNq3Ks2aiM6178tpqtZqqMVbhp3C6EtGkDNj43HC/lta2ZPLIw0WHfk2tP8OjFicyK730edMEFyXl/+BX0Pz2OKe+ED4rielXbtgc9CUISnBtWM6z5DcQvhA1/gjl/gB/+2iF8FTxWyU++5W8dx4y7FVKvUBTaL/otbPzfjhhKjV5RcY+YZH+ewn1KeqCjn0L2VqVs9m8UNddxt8DxryB+gSIy1x6fbgiDFV8qysX9gMHl9GnTBH1Md+mpWpth98uw4z+K62PONkhbC5f+WxEUtFP9f17x5HDGqQ2oPrqZQO9oxT1+x3869sXNUyaZTnytHF96VDHWLnte8RpZvbT7MezpxPVS4+LojiwYfBTshQ9v6tCs0LjADR/AiPnKtsUMe9+AjX/pOGbMTUhLniTAre3hteQovH2ZIv4Hygp48UFlEqmdpU/B5ic6YmzHLVeMl31tApghY+H6dx09KvReyksg6G9am2DrU7CrkyDmzEfgot+DVq+EZORuh+9+peQj//ahDqFL/yRIWAg/Pa9sewQpYUnf/x5mPQrr29TSNXq49Rvw60HY0GnQqDQEugm19bOl2WRBK9zXBQJBF3oz5f8kcECSpNWSJL0F7Af+doZjBOdKyRFlte/Ae+Dqq4i8dVaiTlgI2/5lf0xTGWx6ok3opcZe1MhshJ3PK6Iw7bQ2KUZ5Y1mHQa5zV4zvqOlKudUEJ7+zF4yrK4Ts7X19xYLBRulhZcyAkpIvba3yt6R2VP3f9LhzVf+Gclj3e0XtN+UK2POK/f7MTUoeaFAUhOMXKX+v/yOUpzkZwy8oBptgaJO1xV5E0twCO/+reAKBkid88xP2xxx6315N/+R3HQY5KJNLnQ1ygK3/UsJy2jnwDkTP7NguPqjkdhYIzhcV6fYGOSgTl5UZyt/lJ2HT/1PS8u1/2z7zRMVJ5fe+nYZSxUtElpXjDWFKudmoGO6df/8FA8bpYsoV93XxmyYQDEfO2iiXZXkVMAX4AvgcmCbL8lt93TFBF4y1ijtxQ0lbihNH5WEsXX5g3QMUl3O9FzRVONavygJrJ+PabFTSqLQLJUGHcmu7orGbv5IarSv1zpSxBRcUxnrFLRjsx1rnFFLtNJbbp1drx2zsGD8qjfM67W3L1o7ztdQp2gldqcp0nlFAMLRwpqxfX9gxPlobHe9voKQsa6c6y36f1Un9xvIO9fV2uo5BoxOFa4FgoHB2n5PljgkqU7Myjt39Fbf1rphbO9ICghL6pvdS6rr5dpRXZSru7IIBp7nVgq6bMBgXrYqGFrFSLhAMR85GfT2p7f/xQCiQ3/YKbSsT9CcBicrqddKlUHkKQkbb76/Nd1RYLdinuGfW5CoiRl2ZeLt9TLmbrxK/5ubXIQ5XXwK+scrsvJsfFO1T8qJ3JXrWuV2fYPDjN6JDqd9q6TBuPIMVA7szIy9Txk1XPINh7HLl7/I0COty6+gcl+gd2bHyGTcfvKMc25t4+3CIFb/wib3IsWzU9R0x3d5REJhqv79r5ojkK+z3q3WO4zJxKWT/2LHtEWQv2iapnAtnCQQDhU+Mo7q/d1SHIKtPrJJtJXOT8jzQGUlSftM7r54HjlSeAcInKqFp7Uy8A1yGfBz4kKT5tCvlappaxEq5QDAcOZuV8l+3/f+0k9dTfdwvQVcCU5R4SEMEjLkJ8nbDnMeUh0pXH+WB9cqXIPESJR4zYhpc/hxMWAnTH4ac7TDvf5Qfe723osqeeInjeaKm///27ju+rep8/PjnaHjvvZI4dvYO2YyUWVbZe5SWDtrvr7R0UTpooXTTUko3hdJCKWWVDWXvMBMyyN5OnDjeS5ZkrfP748hbduxYsmT7eb9eecW6urp6ZB+de8895zzHXBSccRsUzDNzz1xN5mLWGg8rbzAN9iVfMBmM00tMRuySxSP7+xAjL6sUzvkzlJ9ghv1+8qcmA/D7d8H5d5kbR/ZEs8zUiq/1TLjWwWqHY64z8313vQrzLjMXmLZ4s4zZ6b8yw9bLTjBzID9+1Bzv9F+aYe3n/qVbGb4pdBkWo8/EY+DM28z8/4R0OOYbMLNbgyM5Gy64yzRCOuq3Kx412aQ7j3G0yZbeUScmZsNF93Yrl5fAimtNnWaLN/uff5e5OWRPMg38yx8y9Z4Q0ZJebMrh5E+Yclp+Elzy766cGYnpphwXLTJT2RZcaRriWWVw5u+6bpimFpoVKva/DyfcaJY7S84zz534w74NejFinJ6Bh6+3yZxyIcalQWdfV0plaq0bIxzPkIzL7KzORjNcOOA3vYoBr8kw3JHMyuMyc80T07vmlgUCpne9scLkb0zMMtmN7cE1zRv2mHmUfg/kzzHLSrUcNEPem6tAe82QuNR8M7QzOQ8SUk0PpT3RDJMfP8Z+9vWBuFtM4rXGPWbd3OwyM7TYngKuelMebYnQtNesEJA/CyYs75mx2u+Fqg2m1yYxAwoXmu0Jaaan0tVksgL7fWZ4ckquuTjt0FpjlrOSBG69jf7s1g17TBnKmhI6y3n3+s2WCPveM6N44pKhcL6pj5oqzHDf9AmmjqzbblasSM4zI4Zaa0y+jcQcSC8ydV/NZnMzoHiRaRSJSBj95XMktTu66sKOEW1et1mhoPUgxKVC035zY7yjwe6oNTedElJNb3n9TnOtkDfTnKeVMsPZ63eaYfD5s8w5P/qrmsSCESufP312M23tfs6e3/cc9syGgyTYrfzwUyFGN4rxTL6k48BQsq9vU0rVAauAd4BVWuvtkQlL9CspkwGT3cclQlxJz23Oenj5R12JuQDO+xvMv8QsIfSv88zcczA9Rlc9ZRpLz30HJh8Hb98Gp/4cnvp/XfPNMyfDlY+aIcZifPB7+2bAXvolWPEVePJa2BtMDqgUnHQzvH27uYF06QNm1YAOu16F/1zaNcSyZClc9E/TKIeeQyoTQ2S8TpVsv2NWxxDd/nSv37Y+Bw9/2qxMAWb1h5Xfgce+YB7Hp8Kpv4CnrjWPlYKL/2WmVmQGj7H9RfjPJV1lsXgJXPxP09ARIpriU/oOL9/yFDz7LVj5bXj5JnPzSVngrDvM9o78GllTYM758Oat5nFSNlz1tLlp9dCnoWGn2W6Ng6ueNCPkxIhxtvv7Xac8wW6lxSUJ+IQYjwY9fF1rnQeci2mUrwAeU0pVK6WeVEp9J0LxiXCo3tizQQ7w/A3QVAm7X+tqkINpRH1wp1kCbdJykwW29DhzAdw9AVzjHti7amTiF7GhfpfJqt7dB3eazOsdDXIwF4rv/9VcFPo98NZvu+aGt9XB/77Tc85j5QeS8VoMTWsNvP6LrgY5mB5xd2PXPPL2Vtj1iuklBFMun7verO0MZiTH8zf0LIsHPpSyKGJT035Td845H96/05RnMFN91t7fM+Flw05Trq1x5rGzHrY8aVYX6GiQg3nN678wo53EiHF6ff02yhPtVhwyp1yIcWlI2de11tu11v/UWl8DnAP8FJgN/DgSwYkwaQ+RTdjVaDKvNlb0fc5RDU37zAnd6wxmcT/Qd7/mENvE2NXe2rMR1MHV3Heb45CZJgEmCWFHlmyvK3RZcjeFLUwxDnhae95M7OBqNKN9OjRXmrm0HRyHulYL8LrM832O0RTWUIUIC6/LlO/eK6Ck5IWuU9ubeyZyrdsB7SEa3w17Qq+CISLG6fETb7OGfE4a5UKMX0PJvn60UurbSqn/KqU+AH4GWIErgRBjTEXMyJ5iEmx1V36SSYg05cS++08/A8qPD2Z5nw8Vq3oOP+5QKkPexpXMSX0zqidmQt70nhmswawvXhFcu372+ea1YMrcvEt77qsskDM9MjGLsSljEsy+oO/2rPKeNyEnf6LnWuWzzuvKbJ2SD/Mv6/l6pUxiOCFiTVqROW/veQOmdVsBZe9bMO20vvunFplGfIfZ55pknb0t/LRZXk2MGJfHT7y9n+HrcVbapFEuxLg0lJ7yt4FLMWuTH6+1vlRr/Tut9Xtaa1koOJblzjSZinOmmQbQrHNMNuv4FDOf96w/dC2Ddty3zdJCJUug/BTTgMqdYRK9HfVZk0QmOddkwS6WjOvjSkoeXHwfTD7eNF6KFsHlj5h5uJc9ZPIMWKymET5hORxca5bdmd+tEW6Lg+O+aTIGW2wmJ8GlD/Rd4k+IgVhtsOhq06CwxpmG9jl/AmuCuVEUl2xWmyg73tRXFqvJvn7ijV0JLm12OPbr5hgWm0kMd8m/Jfu6iE3xKXDaLyGt2JTRmWeZcm2xmXP2imtNQsyUfDj3r+acHp9qsq2f9isoXWmWoDz/LrOPLR5WfBUWXB7tTzbuOD1+EvoZvp4UJz3lQoxXQ8m+XgAcHfy3FJMk7iPgXeBdrfXuSAXZn3GfnfVwHDVw6GMzjzdnmjmZ+1zmhGxPAI/TPN9aZS5qk7PNGqjdsx63HjINch2A+HTwtoHHAQ27zJC3vFkmg+v4MfayrzfuhUMbg9n3Zw/cU9juMMkB3c0m6ZbWZqpDVplJjuX3mEzAzZXm56wppvHTm89jhhLbErvWohbDNbayWztqg/VXrRntk1YC1evNlJuUAihaaBrcDbtNfdaRJK7loKmv0oq7sk172ky57J7Fv4PPC44qKYuRN7bK51A07TcrTviO8JzpdZnvQsNuSCk0N6VsSRCfDElZpqc74Ddl3xpnVkrROjis3WJWGeiutdrUz2lFfUc5jV8jVj5Pv+NNrlg2ifLcvuvEV7e4+dXzW3n3eycd0bHFmCXZ18eBQWdf11ofwvSSPwaglEoCPoeZTz4ZM5RdxIq2OpONdctT5rFScME/YM555nEgABsegme+3vWaRZ+DU37clQUbupZa6VDfAA9dCfU7zOOObO0TlkTso4gIqtsO919olpEC07Ny1VOmR6U3vw/W/BNe/EHXtgWXmzmJ+941a9sv/py5qZNdPvD72uIkc7/oX1sdPPdt2PyEeZxVBguvgldu7tpnwZVw8k2QP7Pna3svlZecM/DwXJtdyqKInPpd8MAlR37O1Bo2PAJPf7Vr28yzTW6EuBQ48zazzWKFjAld+yjV/yoCqflD/xwibFwePwn9zSmX4etCjFtDmVOerpQ6TSl1i1LqZWA/Zj7508AlkQpQHKHqjV0NcghmHv5WV3K2xj3wwvd6vmbNPVC7ZeDj7n276+ICzIXBW7f1zMwuRo9dr3Y1yMEkZHvvz6YB3lvDrp6NIoB1D0D5Cebnl240PTlCDFf1pq4GOZgpEW/8ouc+6+43IzyEiGXDPWc27oEXvttz25anYMJS8x2p3hS2UMXIcHr8JPQzpzzJbqWt3c9gR7EKIcaOoaxTvpPgUHXgFuBDrbWk7IxV3RO8dHDWdy190u4InXH1cJmHm/b13Va3zQyFDzU0VMS2up19t9VsAZ8brL2G1rlbzFrlvXUsxeN1hc70L8RQ9c7Gr1ToRoyrYUTCEeKIDfec2e4IvWRZR10s34FRx+XtP/u6zWrBblM4PX6S44dyiS6EGO2Gsk55rtb6bK31L7TWb0qDPMZlT+lar7fD5OMhLZh5OL0EcnvNa7MnmWRdA5kUIuP6gishKfNIIxXRNOXkvtsWXmmSCvWWMREySntuS0jv6lXPmSbDgEV4ZJX3rL9aD/WdEhGXcvhpEkJEW6hz5sIhnDPTSyB/Ts9t9kRzo8pig+ypw49RjKiBsq8DJMfbaHXLEHYhxpuhDF9/Win1VH//IhmkOAJ5s+CyB83SQWCWTDnjV2bOMJikbhfcBaXHmcc50+CKRyB32sDHLVkCn7rDZDi22mHpl2GezF4YtSYuh9NvNY1rWzwc/TWTnT+U1Hy4+F4oWWYe582Ck38MH90Lk46BC++RpXVEeOTNgssf7roJ5Gwwq0SULDWPc6bBRf80yd6EiGUlS+BTv+t5zpx78eBfn5QF599plvcDcyPqpB/B9pfNqhd5Mwd+vYgp7T4/AHZr/5ffKXE2ml0hRqUJIca0oYyN+c1w3kgpdQ/wKaBGaz0nxPMKuAM4A3ACn9VafzSc9xzT2upMNlaf2ywDhAZnnTnpFywEv9M8d+5fITHd9IDHJfU8hsUGx38PXF8yc4ntySYrti2u537OBjN3s63GJFyaf5lZtzzgNRmRrTLEalRoqze5BtpqIbsM6nebv3vxYvjyO6D9pldmoGy8OdNMMsDGPSa7dfYUc7FotZt5kxv/C2kTzLxJdxPkzTBL6oHJ2l6z2SyrVzDbLEElxiZnoylrjmpT9+TP7lqKrEPtNjNVwpYABXNNxvTq4CoAebMgZyqc+jMz7SarDIoWmOXzWg6ahkrGBKjebI4Tn2J6E/0ec4xAwCSAy54SlY8vRKeENFh8NUz9ZN9zZkMFHFpnzrHZU8zqJ4c2mNUAMiaZMt1UYYbAr/y2SaYZnwJeN0w6DloqYc9bpk5PzDDfo97JWUVMcbb7SYwbOC9ycrw0yoUYj4aSff2NYb7XP4E/Avf18/zpwNTgv2XAX4L/i94ctSYz8aENZn1Si9VkUm/aZ34+7Zfw0o+65owXLzK9SnHdhhbv/wDe/ZO5iN32nNmmFFz4D5h9Xtd+riZ4+WbTG9qxz/l3wdyLIv85Rfg4G+GlH8K6f5tem+e+A5UfmuescXDx/TD91IGPEfDD2n/B/77Tte24b8GSz8Oz18O2Z802i9X0oL/+S9PQuuopk5H9vnPMTQCA3JmmgZVdFvaPKqLM3QKv/Qw+vKtr27l/6bkecuVquO/srrmyp9wCa+83qwEAxKeZERxPfNk8VgrO/hMsvKJr2bKKd+Bf55mbjwAli6H0E/B2MBt1UhZc9aSsOy5iQ3pxz8cNe+B/N8COF8xjZTF180s/NEtOZk8x35lXbul6zXHfNnVuzSZ4MLj6wMs3deVbmLgCLvh73/cSMcPR7iPRPnCjPEUa5UKMS4Mevt5BKTVVKfWoUmqzUmp3x7/DvU5r/SYwUEaSc4D7tPEekKGUKhxqfONC9UaTdXX2+aaR5WnrSiZTfiJ8/EjPJG4H1piL4A4eJ7z2C9N71dEgB5Oh/dlvmjWmO9Rs7mqQd+7zbWgMkbxGxK6aTaasAKC6GuRgbsy8egu0VA18jPqd8OKNPbe9dRtUb+lqkINpvL9/J8w53/SYv/4L2Pa/rgY5mCz/e98e1kcSMapmc88GOZgbOQ17zc9eN7z5m64GeVyK6SnsaJCDSRi4+Ymupfm0No2Vmm3B51vNzcKOBjmYOs4WZxrwYI655j7zWiFizaENXQ1yMDcwX/8FzLnAPJ59rrmx2d1bvzHn/2e+ZUarrXugZwLEfe/CwbURD10cuTbP4RvlSfFWGp2eEYpICBErhtwoB/6B6cX2ASdger7vD0MsxZhl1jpUBrf1oJS6Rim1Wim1ura2NgxvOwo5683/CjM0ruVg13NpxeYOfG8tB7p+9rRB3Vbwh8hm7Gzo2XjqeK/u3E2SZbsfMVs+ncH7YcrSN7M1mOHo7sP8Td3NXZnWexw7RBlp3g8peebn2q09G08dGnYN/H4i7EakfDpD3Httb+2qM7xO03DvkJgJjkN9X9O4xwz17TxufdcxPG09G/EdPA6wdstoXbUWApIwabSI2fozEkLVm61VZoRHh/7q2+YKSCsy35He2sb47y2KwlE+29p9JBxu+HqcjSZplAsx7hxJozxRa/0KoLTWFVrrm4EzwxtW/7TWf9NaL9ZaL87NzR2pt40t2VNM46qt3vRK5nfLol6xKnRG7cL5XT8nZZvkbNb4vhnaS5ZCalHX46xyM1+4x7EWmLnHoo+YLZ/ZwWzWOhD6bzf9zMNnTs+Y2Pe18amQNbmrd7JD2QlmigTAvEvNPPPeQmUlFhE1IuUzu6zvUk95s80NQzCN8O7JIVsOhM4gXXY87H+v63Hx4q4ympwbOsFkYmbPG0Dzr+hbf4mYFbP1ZyR0nMe7m3QMHAj2dLuaur4zHeLTzOumfyp4rj+l73Fzp0ckXBGe8ulo95N0mJ7y5Hgb9Q5plAsx3hxJo7xdKWUBdiilrlVKnQeEWD9pyA4A3a/cS4LbRG/5s+Hif8GuV2DpF8FRB8u+bJY0a9xrGkRzLzQn/IQMOOv3UHRU1+stFlj0WXPSP/lmc8cdzAXBWXeYxHAdcmeYLO4djbEJK+DcP5mkMmL0yJ0Bl/3HXORtf9HM103MNI3paafBiq9AXOLAx0gtgEvu75qjmz3FZP8tXAAX3dfVM152ApSfYIanL7gCFn0GZpwOi642883jUkzeg4nLI/qRRZTkTDflomPlh5IlJnt0crZ5rJRZEmrhVV3lIWsyfPKn5meLDRZ/Dqae2nXTcMJyU2ZS881jixWWfckM9VXKlOWzfg+J2Wa5KKsdVlwL008f+c8vxGAUL4Hz/gopwTJdehwc/92ukW5V600uhoK55nH2FLj8IZMA8eSbgok2y00CuY7vwLl/MfWxiFlt7T4SDtMoT02wUd8mjXIhxhulhzjfTim1BNgCZAA/AdKAW7XW7w/itaXAM/1kXz8TuBaTfX0Z8Hut9dKBjrd48WK9evXqgXYZ21oPmWGh8angcZnh6LY4k9VaB8zccGucyVIciq/dDH33e81JPbWga8m0Pu9VbYaOpuSbIfPjlzr8LkZMls+Ov2NqkRli7nWZzNbdb8QcjqspmO03s+cSaC1VZlhxWqEZwuz3mJs5Hb2mPi807zMNJlnPPBIGXTZhBMqno8ZMeeivzvB5TBnsqKO0NrkxAn5Th9nsUL/LHCN9QleCt+68btPTbo2HjBKTdb15f3BEyARZGSK2xFb5jBV1O02dnDHR1KcNe8HVYM7HaUUmSaezrm9962kzw91tCeBtB3u8jGAbnhEpnw+v3s//Pq7impXl/e7z4Z4G1u5v5B9XD3gJHNsCAXjjVybH0cTlZiWNxMxoRzWaDal8itHpSK5YSrXWHwIO4GoApdRFwICNcqXUf4DjgRylVCVwE2AH0Fr/FXgO0yDfiVkS7eojiG18SS0YePmT7P4rfcA0lrImD/K98rt6qcTo1f3vmDfjyI6RmBF6pERat7yMccl9n7fZD18mxdiRktc1eiIUW1zP8qAUZE7quc/hyos9oec+FkvfYwgRy3J6LduXVQqUdj1OyjT/eotLliX/RiGH+/A95WmJ9tE/fH3VHSZZ59FfhZ0vwz2nw+eel1GWQgzgSBrl3wMeGcS2HrTWlx3meQ185QjiEUIIIYQQIqY5BjF8PT3RTt1oHr7uqIG3fwufut2MlMoqNytyPPo5uOJRc/NUCNHHoBvlSqnTMT3ZxUqp33d7Kg2TiV0IIYQQQggRQrPLe9hGeUaSnTpHO1prVO8kqqPB+3+Dycd15UtQyuQJeeH78MGdsPz/ohufEDFqKLerDgKrATewptu/p4BTwx+aEEIIIYQQY0Or20fSYZZES7BbsVsULe5R2N8V8MPa+2BarySbFhsccx28/svQy/YKIQbfU661Xg+sV0o9EHzdRK31tohFJoQQQgghxBjR4vaSnxZ/2P2yU+I51OwmPXGULem4712TMDiztO9zacUw+zx49lvw6cdGPDQhYt2RTOw4DVgHPA+glFqglHoqnEEJIYQQQggxlrS6vIftKQfITo7jYJNrBCIKs81PDrzc6cyzoW67Sf4mhOjhSBrlNwNLgSYArfU6YJApvIUQQgghhBh/zPD1ww9SzU6Jo3K0Ncq1hm3/g5Jl/e9jtcPCK+GlH5n9hRCdjqRR7tVaN/faJt8sIYQQQggh+tHi9pI8qEZ5PBX1bSMQURjV7wJfe+ih691NXAE+N+x4aUTCEmK0OJJG+Sal1OWAVSk1VSn1B+CdMMclhBBCCCHEmNHi9pEUf/jh6wVpCeyuHWWN8l2vQtFCk219IMoCM8+Fd+4YkbCEGC2OpFH+VWA20A48ADQDXw9jTEIIIYQQQowZWmscbt+gesqLMxLZWeMYgajCaNcrUDB3cPuWHgvVm03vuhACGEKjXCmVoJT6OnArsA9YobVeorW+UWvtjlSAQgghhBBCjGZubwCAONvhL70L0xOobnHj8vgjHVZ4BPxQ8S4UzBvc/lY7lB0Pa++PaFhCjCZD6Sm/F1gMfAycDvwmIhEJIYQQQggxhjS7vKQkDG4lYpvVwsSsJDYe7J3CKUYd+hgSMyApa/CvKTseNjwsCd+ECBpKo3yW1vpKrfWdwIXAygjFJIQQQgghxJjR7PKSEj+4RjnAtPxU3t1VH8GIwmjv24Mfut4hczJYLHDwo8jEJMQoM5RGubfjB621LwKxCCGEEEIIMeY0OT2kDrKnHOCoiRk8tf4gejT0JO9+HfJnD+01SsGE5bDlmYiEJMRoM5RG+XylVEvwXyswr+NnpVRLpAIUQgghhBBiNGt2eUmOO3zm9Q4zCtMAuPX5bbE9tzzgh/3vQ/6cob+2ZAlsey78MQkxCg26Ua61tmqt04L/UrXWtm4/p0UySCGEEEIIIUarJqeX5CH0lFuU4hsnT2PNvkYu+du7+PyBCEY3DIc2mLnkiZlDf23ONGitgpaD4Y9LiFHmSJZEE0IIIYQQQgxSo9MzqOXQustKjuPrJ03F59e8sKk6QpEN0+43IX+I88k7WKxQuBB2vRbemIQYhaRRHmP21bfx5vZa1lQ00OzyHv4FQhyBZpeXNRUNvLGthn31bdEOR4gx5VCzi7d31PLurnrqHO3RDkd043B7Wbuvkde31bCnTuo+MXIa2jwkDyHRWwelFMdOyeGZDTHamzyU9clDKZgDO18OXzxCjFJDrx1ExKzf38hn/vEhTU7TGD9/YTHfO2MGuakJUY5MjCV1re38/LktPLb2AADpiXbu/dwSFkw4gqFnQogetle3cs19q9lb7wRMsqbbL1nApOzkKEcmmpwebn9pO/e+WwFASryNf3x2CUsmD2EZJyGOUH2bh4xE+xG9dk5xOo9+VInWGqVUmCMbBl87HFgNy7585McomN+1NNoRfLaADrD60Gp2NO0gPT6d5YXLyUnMOfJ4hIgS6SmPEW1uHz9/bmtngxzgsbUH+PiA5NAT4bXhQHNngxxMr/kvn9tKm1sWVRBiOLTWPLqmsrNBDvDRvibe2lEXxahEh00HWzob5ACOdh83PrmRRqcnilGJ8aKxzUNqwpE1ynNS4tBac7DZHeaohmnfe5A+EeJTj/wYqQWmMV6/a8gvPdR2iCuevYJb3ruF1YdW8/iOxznr8bP47pvfpcpRdeQxCREF0lMeI1ravWyobO6z/VCzKwrRiLEsVJlaX9lMs3toSWiEED15fIGQ6wqv3dfIlcsnRSEi0V1NS98GzbZDrbS4vGQmxUUhIjGe1Ld5SDnCc6xSisk5yWytaqE4IzHMkQ3DjhehaOHwjqGUmZNesQpypgz6ZY3uRj77/GdZXric0yefjkWZfkan18mLFS9y4dMX8vk5n+eq2Vdhs8i1jYh90lMeI7KS4jh+em6f7TLkUYRbqDJ1wvRcspPlolSI4Yi3WzltTkGf7cdOkaGUsaAkK6nPtmWTs6TuEyOi0ekhbRg3vosyEtle7QhjRGGw7X9Qsnj4x8mbAXvfGvTuWmu+/9b3mZc7jzPLzuxskAMk2ZM4d8q5fH/Z93mp4iUuf/ZytjVsG36MQkSYNMpjRLzdyjdOmcbsIrO6nN2q+M6p05lbnB7lyMRYM7c4ne+cOh271czdml2UxtdPmUa8ffDrpwohQjtrXhEnzcgDTAfQpUsmsKI8O8pRCYBZhWncfNYs4m3m0qc8N5mbzppFyhEOKRZiKJqcXtKGUdYK0hPYUd0axoiGqXYbtLdC9uB7t/uVNxsq3h307i/sfYH9jv2cN+W8/g+ZlMc3Fn2DZYXL+PwLn+f21bfj9Dr73V+IaBux8RxKqdOAOwArcLfW+pe9nv8s8GugY7LrH7XWd49UfOG0v8FJRX0bqQl2yvNSSBlkts1p+an8+wvL2NfgJCnOSml2Mjar3DcR4ZWWaOealWWcMisfl9dPTko8B5pcvLurjvLcFPLSJLGgEP3x+ALsrnNQ09JOYXoCZbkpWC1dyYkmZidxx6ULqKh3YrUoSnOSSLDL0MlYkBxv49MrSlk5LZcml5d4q4X6Ng976tqYnCOj0kTk+PwBHG7foK8HQylMT2T13sYwRjVMGx6BSceACsN1anoJeFrNeuVpRQPu6vV7uW3NbXxm1mcOOyxdKcXKkpXMy53Ho9sf5czHz+TL877MeVPPI84qI2REbBmRKwWllBX4E3AKUAl8qJR6Smu9udeuD2mtrx2JmCJl7b5GPvfPD2kMJmz7zIpJfP3kaWQOcnhcRlIcGTK3TUSYzWphan4qlY1OvvvfDbwZTERVnpvMX65cxLT8YSRtEWKM8voDPLH2AN9//GN8AU2c1cJvL5nPmXMLe2RETkmwM1tGOcUkq0WRl5bAMxuquP3l7WgNyXFW7v7MYlaUyzQDERmNTi8pCTYsliPPnJ6fGs/+hhjp6Q34Yf0DsPI74TmeUpA3C/a/D7P77/0GeHzn4+Ql5TE9a/qgD58Rn8EX5n6B3U27eXr30/x5/Z85p/wcTi09lZnZM3sMfxciWkaqFC4Fdmqtd2utPcCDwDkj9N4jptXl5SfPbO5skAPc+24Fmw72TeAmRCx4d1d9Z4McYFdtGw9+sI9AQEcxKiFi0+7ats4GOYDHH+A7j25gr6x3PapsPdTCb18yDXKANo+f6x/dQG1rjGW2FmNGwzCWQ+uQmRxHq9uHy+MPU1TDsO05SEiD7PLwHTN3OlS8M+Au/oCfezbewxmTzziityjLKOO6o67jm4u+SbWzmm+98S2OffBY/u+l/+PuDXezqW4TWsv1j4iOkRpTVwzs7/a4ElgWYr8LlFIrge3AN7TW+3vvoJS6BrgGYOLEiREI9cg1u72s29/UZ3tVrC1hISImlstnKOsrm/psW7WzHpfXT/IwhtmJ2DTaymesqW11dzbIOzg9furbPEzum6dTDNFIlc/qEOfkykYXjU4vuakyfUeENpzyWe9oJ22YjXKLUuSlxbO/0Rnd0WwBP7z2c5g1cI/2kOXOhHX/HnCXNyrfIMmWxLTMacN6q6KUIi6cdiEXTruQRncju5p2saVhC49sfwSlFF+Y+wXOm3IeVovk2hEjJ5bGazwNlGqt5wEvAfeG2klr/Tet9WKt9eLc3Ni6CspMiuPoEMPfSjJjaPkKEVGxXD5DWVKa1WfbKbPySYqTE9FYNNrKZ6wpTE/sTBLWIS3BJnkYwmSkymdJZt8s7FPykslJkaljon/DKZ91bR5Sw7DkaG5qPAcao7xU7tu3gzUOJq4I73FzpkL9DvD0P/Lo31v+zQkTTgjr22YmZLK4YDGXzriUnxzzEz4969M8uPVBPvP8Z6h11ob1vYQYyEg1yg8AE7o9LqEroRsAWut6rXV78OHdwKIRii1skuNtfP+MGZTmmBO+zaK4/tRpzCmSuYUiNi0vy+LixRN6PL5gUUmP+bFCCGNyTjK/v3RhZ7Km9EQ7f7hsIRNDLLUlYtf0glR+dt6czhss+Wnx/PrC+WQlx0c5MjFW1bUOv6ccICcljsqmKDXKA354+3fw/p1wzHVmHng4WeMgqxwOrAn5dEVLBdsbt7OoIHLNA6UU0zKncf2S6ylNK+WK566gylEVsfcToruRGp/6ITBVKTUZ0xi/FLi8+w5KqUKtdUfJPxvYMkKx9cvZ7mNXbRuOdh+TspMoyujZ432g0cW+Bietbi+TspMoyUwioOG3F82n3RcgKzmOFrePbdWtlOWm4Pb6qah3kpJgozw3maS4vr/+QECzt76NqmY3eanxTM6RDOwi/NrafeyqddDW7uealZM5fU4BXn+AKXnJIbMQb6hsoqLeSVZyHLMKUslM6Xnx6vb62FXTRovbx4SsxJA9UUKMdhaL4tQ5BcwoTKWutZ389ARKMpPYWtXCnvo2MpPimFWYdtiLb68/wO5aB3UOD0XpCZTmJLOvwcmBJheZSXGU5SRT1exiR42DeJuV6fmp5KcPvze+2eVhV20bPn+AstwUclLGbiO0xeVlV60Drz/A5JxkdECztdpBm8dnzq3ZSTx4zXKaXF6K0hMoz01hR3UrNa0mq35pdvKwknIJ0V2do53UMEwJy0qKUrK3nS/D898HWzyc9gtIjtBIltzpsO89mLyyz1OPbn+U5YXLsVsiv4ShRVk4Z8o5JNoS+eJLX+SBMx8gLS4t4u8rxrcRaZRrrX1KqWuBFzBLot2jtd6klLoFWK21fgr4mlLqbMAHNACfHYnY+tPQ1s7vX9nBP9+pAMyd9L9/Zglzghl1Nx5o4s3tdfzu5R14/AE+OSufwvQE7n3X7H/dSVNZtbOO1RWNWBT86oJ53PrCNmpbzWCAzx87mWtPnEJmt0zrWmte2lzN1x5cS7svQJzVwi8vmMvZ84ukYS7CpnvZvnLZRPbUtbFqVz0AU/JS+M1F81gwIbNz/9e2VvP1h9bT7PKiFFxzXBlXrZhEcbDh3eLyctdbu/njazvRGrKS4/j7ZxazcGJmyPcXYrSblJ3MpGxz8+qtHbV87T9raXSa78cXjp3MF4+dTF566GlL7V4///2okh89uQlfQJOTEscvz5/HNx9eR4vbh0XBN0+ZxuaDLTy38RAAJ87I5bunzxzWPNIDjU5++MQmXt1WA8CswlT+cNlRlOelHPExY9XBJhc/fnoTL2yqBuCmT81ky6FWHl5dCZjz+ZdWlvOn13Zy7YlT+N1L27hkyURuemoTXr8mwW7hjksXcursgmh+DDGGVLe4wzISIzc1nl21jjBENASv/MTM9V78BZiwNPw95N3lzoCKVX02ewNentz5JN9e8u3IvXcInyz9JLWuWn7w9g/4/Qm/l1GEIqJGrKWntX5Oaz1Na12utf5ZcNuPgg1ytNbf01rP1lrP11qfoLXeOlKxhfLxgebOBjlAdUs7t76wlTaPj1aXlw/2NHLHK6ZBDjCvJKOzQZ6ZZMfR7mN1hVlP8hPT8vjPB/s7G+QAf397Dxsre2Zlr6h38s2H19HuM8f0+APc8N8N7JbMviKMOsp2vM1CRnJcZ4McYGeNg0dWV+ILlsE9ta385JktNLvMigJaw51v7mZzVUvnazZXtfCHV3d2ZjJuaPNw4xMbaXZ6Ru5DCREFB5uc3PJ014obWsNdb+1hw4H+V9zYWePgxic2diaMO3lmPjc/vYkWtw+AgIbfvLidmUVdvTKvbq3lwz0Nw4p11a76zgY5wOaqVh5ds39MZhp+f3d9Z4MczBJ1HQ1yMOfzFzYdYlZRGg+v3s9lSyd1NsgB3N4A33p4PRX1cu4V4VHT2k56WIavj/Cc8o/ug42Pwhm/gYnLItsgB7MsWuVqM1S+m7cr3yYvKY/C5MLIvn8IF0+/mIrmCh7b8diIv7cYX6T7tR+hKr0P9jTQ4vTS5PLS4PR0Np4B3L6uCmRyTjJbujVapheksCFEluveWdnrHO209VrqwuvX1LRI9nYRPpUNpmwXpCdQEeKGz+q9jbS4TSOjrs0T8qZQVVNXmTwYYn7bpoMtNHVbGlCIsaje4WFHTd9eq6rm9hB7G9UtbroncM9OiacyxPmm+/kF6HEj7Eis3tu3Uf/G9jrcvd5nLFjX7XxrsZhza2/rK5uYlp/KlqpWAprOBnkHR7uvx410IYajztFORlJ45pQfbB6hRrmjFl78IRz3bUgYodxICemQlA3VG3tsfnTHo6woCnNiuUGyW+xcPedqbl9zuyR+ExEljfJ+TAiRuOfo8hwykuLITLKTnRRHgr3r15dg68pWvau2jVndejm2VLWycGJGn+MV98rKnpca32fOUbzNQr5k9hVhNDHblO1DzW5KQ8wfX16W1XnxkJMSz5QQw1u7l91QqwssmJBBRrJkMhZjW25KPDML+w4pL87sv84uTE+k+1TlmlZ3yERx3c8pQOfUqSO1rCy7z7aTZuSRaB97Ky0s6jZ1JhAg5DJnCydmsqWqhTnFaSgFcdYQWfVTx+6cezGy6lo9Yekpz0yKo9nlpd03AmuVv/1bM7c7szTy79Vd/uwe65XXuer4qPojlhQsGdk4uilJLeG4kuO49cNboxaDGPukUd6PucXp/N8nyjtH6kzISuT6U6eTGGclJcHOsrIsvnnKtM4LmvX7G/nSyjIsCppdXpLsVlZONcujvbmjlkuWTKAkmCjOouArJ5T3yco+MTuZOy5b0JnZN8Fu4baL5lOWO/bm/InomVuczpc/UYbHH6CmtZ2TZ+Z1PjenKI0LFpVgsZiqYXJOCj/61ExygwmhbBbFdSdNZXa3m06zCtO5/tRpWIMtjfy0eG45Z3ZYLkCEiGUFGYn88MxZnY03q0Xx1RPKmVec0e9ryvNSuPXC+Z2Zv9/YVsOPz5lNVvAmlt2quPHMmWyt6hoCf+bcQpaGWL5wKFaUZfOpeV1DPxdOzOD8o4qHdcxYtWxyFuct7PpsLW4PV62Y1Hk+L8lM5KQZeeyqdXDBUSU89EEFPz9/TueN9pR4G7+7dAETs/vetBRiqPwBTYPTQ0YYzokWiyI7JZ6DTREeQelugbX3w+wwr0U+GHmzYM+bnQ+f3PkkR+UdRaItussLnzn5TD489CHratZFNQ4xdqnRPJ9s8eLFevXq1RE7vtvrZ09dG9UtbpLirMwo6JlVt7rFRVWTG38ggNev8QY0dqtCKUVpdjKJdit76trQaCbnpNDu9VPR4CQ13sbk3GTigz0hWmsq6ts6K9ns5DganB48vgBT81MoypBM1jFk0BOqIl0+Aeod7eytbyPOaiUzycbB5nZSE2xMzkkmwW7tzOZf09pOfmo8pTnJKKVodnnYWtVKazBbelWLG68vwOTsJKbk980wuulAM/sbnWQkxTGrII20XsPw2txeNlW10OIyKxVMHUZCKnHEhjTZbyTK51A43F5217Xh9QcozU4me4Qygx9qcbGv3kVKvI2yXPO9GarNB5vZ1+AkI9HOrMI0Wtt97Kh2YLUqpuen9lnH3B/Q7K1ro76tncL0RCZkJfFxZRP7G11mhYPCVFpcXnbWtBFntzCjIDUsSaIcbi976pz4AgFKc5J7JBodASNaPg82OdlR7cBuUaAU7V4/qYl2GtvayU1NoN0XIN5mod7hoSQrkal5qeytb6PO0U5+WkJnIj8xbkSsfNY52jnxtte588rFRxRYb7/43xauP3U6x02NUAZ0gA/vhs1PwsrvRO49+uOsh6e/Bt/Zi1aKTz3+Ka6ceSVTMqeMfCy9rDqwiver3ueBMx8Y6aRvkmFuHBipJdFGpepmNzc/tYn3gwl2Tpiex0/OmU1JcKhhgs3GvgYnbl+A3764nUMtbiwK/u8T5cz8RCppiXbmT8joOmCivc/FGcCqnXW8uKma+9+vYNnkbKYXpHLfu3sJaJNp8+6rFjF/gmSyFj3trGnlq/9Zy5aqVgA+OSuftEQ7//2okq8cP4Uvrixl1c4GvvnwOtzeAElxVn53yQKWTM7kr6/v5m9v7UZr02v02aNL+dlzW5hZkMYvzp/Tp7zNLk5ndj/DZx1uL/9YtZfbX97ercwu7ln2hRjAoWYXv/jfVp5cdxCA2UVp3HHpwpBTJ8Jp44Fmvnjfaqqa3SgF/+8T5Vyzspz0Icz9XLe/kS/eu4ZaRztWi+Leq5fwq+e38vEBMwf8+Gm5fO+MmUwv6LpRZbUoyvNSKMd8vte31fCNh9bR6PRisyi+fvJUrlw2keNn5IV8zyOVkmBnbskIzQ2Nop3Vrfz6xe3EWRUBDc9+bFZbnZyTzCWLJ/DjZ7Zw89mzuPLvH+H1a7KS4/jbpxexuDRLRqaJsKtucZMdhptqHXL6yUMRVh/dB7Oi0EsOZk55QjpUf8xq5SGgA5RnlEcnll5WFK3g5X0v88q+Vzh50snRDkeMMTJ8fQDPfFzV2SAHeG1bDa9v70rysPVQM80uL/95fx+HgsnYAhr+9PouNh4cXFKeiro2NlQ2c997FQQ0HDMlh3++s7czEVBtazs/fHIjzS7JZC26+AOaf71X0dkgB3hxczUlmYnYLIo/vraTLQcdfOMh0yAHcHr8fP2hdWyrcnDnm7s7s6VXNrp4ZWsNR5dns7mqhf9+dIBAYPDJnzYdbOG2l7b3KLM/enJjZ8Z2IQ7ngz0NnQ1yMGXqwQ/2EQhEbiRXm9vHz5/b0plwU3fW3f1nTu+tyenhB49vpDaYSGxecRqvbavpbJADvL69llU76/o9RkV9Gz98cmNnBndfQPObF7fz8SDPIaKv9/c08OLmQ0zNT+1skAPsqWtj7f5GMpPi+Pvbe1k62UwJaGjz8J1H11MfIiGcEMNV0xqeJG8dclLiIrsyQP0uaNoPRQsj9x6HUzAfdr3Og1sf5LiS42JmKTKLsnDelPO446M78AdGYF6/GFekUd4Pf0DzypaaPtvf3tHVKG9r9xPQmrX7m/rsN9glK6pb3T0yrrtDJO/YUNlCU5s0cEQXh9vL69v6ZgGtbHR13pE/1OLqk8HZ6fFTHSKb/7p9TcwoMMPW39/dMKTM6QdCZF9fX9lMU5vcSBKDs3ZfU59tr22rpa3dF7H3bHR5etx07RCqPPd7jDYPm7o1no8uzwl5zI+Cy2OGUtPSzv6Gvu85ossejTHrK5tITbCFzJ6+dl8TMwpTWbuvsbPOA9hd56Re6iwRAdXN7rBOFclLTWBvnTNsx+tj0xMw6RiwRDEJZOF8PNue4Z2D73BM0THRiyOEuTlzibfF8+yeZ6MdihhjpFHeD6tFcdKMvvN1jpmS0/lzcrwVi1LMDzEcsChjcAkp8lITSI7rqvg6kv90N7soLax3WcXol5JgZ2WI+WTFGYnUt5kL0fy0hD7lKdFuJT+97zC6+RPS2V5tet2XTs4cUnkrDlHW5xankZEsZVYMTqipDp+YlkNyfORmWGUk2lkyqe+0oOKMwa92kZkc1yP7+vt7GlgSIiFbqNU3OuSlxYdcwaD36hxi8OaVZOBw+8gNkT19/oQMth9qZcGEjM46D2BSdhLZsmKEiIBDze6wJj7NT0uIbE/55sdh4vLIHX8wCuehDq7l2NyFJNljK6+SUopzy8/lT2v/hDcgHWYifKRRPoAz5xVxVLeLqeOmZHP89K6G0PSCNNISbFy+bFJndmql4EsrJ/fJrN6fSdlJzC1O5/KlE1EK3t1Vz5XLJnZmic1OjuOn584hfWQT8ogYZ7Uorloxian5XfMfT5yRx8FmF76A5ksry5hRkMpvLurK8pxgt/DbS+YzPT+Fq48p7XxdQVoCp8zK5+2ddUzLT+GCRRM6s68PxqzCNK47aWqPMnvLOXNIT5QyKwZnWVkWp88p6Hw8oyCVy5ZNxGKJ3JDFlAQ7PzhzZmfmdKXgmpWTmT3IuhsgIymOn503tzNz+kf7GjlxRh6zujXUj5mS3eNmbm+TspO55ezZpCWaGxDW4JzyOUV9Ey6KwVk2OYvjp+eyq9bBqbO7ytXErCQWTcqkuqWdzx87mXd2mWkF6Yl2fn3hvBFLLijGlwNNrs46IhwK0hOoaHASkUTNTfuhaR/kzwn/sYfAbbGy3W7jYlv/dWc0Tc+aTlZCFk/ufDLaoYgxRLKvd9ORBb3R6UFraPcFsFkUdqvC5Q1gsypsykKz20tBmsneardaAI3b68PlCWCzWrBbFXabBYfbR1KcFa01voCmrd1PRpIdu9WC1uD0mKGZ8XYLHn+AQMAML05LsJFgs+LxB/DrAC5PAA1My0shP116T6Is6tnXq5qc7KhpQ2vNhKwk6hweEmwW4qyKfY1OUhPs5CTHs6/RyYTMRJrdXqqb2ylIT6AgLZ5DLe3kpdrZ1+Cmrd3PxOxE6lrb8fgCTMxK4lBrO3aLojgziTpHO4l2K/E2xd56F7mp8SjgUIubvNR4ZhelYbFYcHv97K5to8XlpTAjHrc3gNPjZ1J2clgvRsSARnX29Va3l121bWYVgJxkciK0RvS+4GoEuSnxTMpJZvPBZvbWt5GWYGdWYSr+AGyvcaCAafkpWICt1Q4c7V4mZiUzvSCVinpnZ5buCVlJbDzQxIEmF+mJcUzJTaTR6WNPnROrRVGWm0xuSjxbqlpxenyU56ZQkJbA5qoWah3tFGcmMqMgjY0HurKvzy5MJSWh5/fG5THH9PjM9yozxPeqstHJoWY3WclxlGYnR/SmxhGISPlsdnrYW9+GzWqhNCcZd7ufbTWtZCfZqWppJyvJRos7gMfnJys5jsY2DxnJcdQ53BSkJdLsdJOXnszUvJQ+f1cxrkSs/rzirvc4ekoOR00MX8Le/7t/DS98YyX5IZIHD8v7f4OdL8LR14X3uEP03J7/Yd/+AkelTGD3yT+Iaiz92dW0i7s+vov/nf8/4qwRv86JqcpcRIZkXw/yBzRv7ailtsVNfJyVQ81u/vjqTr5/+gxaPX4a29qZnJPCHa/s4NTZBWw+2MK7u+sBuGhRMSfOyGfd/ib2N7Rx4sx8Nh5oZkpeCsnxNrw+zVPrD+ILBJhZkMaUvBQ8/gCVDS5mFqbyh9d2ctzUXPY3OHljey1XLpvI0rIsAgHYdLCZf6zaiy+gKUxP4M5PL2JeSUZ0f1kiajbsb+K2l7bzRjDh4IqyLG44fQZOr5+v/Gc9+xtcWC2KK5dNpM7hYV5JOr9/ZQdtHj+p8TZ+et4cClLj+cc7+7g3mFCwNDuJy5dN4ufPbWHBhHS+cFwZlQ0ubnxiEztrHSgFFx5Vgt0Cy8pz+OGTG2lxmRtON581i3MXlpBgtzKrKI261nb++NoO7n23Aq1NL/rvL13IlHzJaCwGlppgZ0GEM/a/urWa6/6zjtZ2H6kJVu68cjE3PLah83tzzcoyvL4Ad7+9B4A/XLaQ9fub+Mc7e/EHNEtKM7li6UR+8MRG2oI3UH95wVz++OpONle1YrMorjt5KgebXPzng/0AnDo7nwuOKuFL969BazMs/7TZhfz4mU24vQEyk+z86sJ5/OLZreypbyPOauGms2ZxwaKSzuXZalvd/O7lHfz7/X0AzC/J4LcXz6e8W3b693bV83//XkOj00u8zcIvzp/Lp+YVERdiStRYsaeujesfWc/q4Jz9W86ezVs7azl3QTH/eX8f0wtS2d/g4uE1+9Ha3GQ5Z0Exj6zezxXLJ3HzU1u49cK5fP+xdVyxbDI/eGKjuTGeaOP3ly7k+OnhzX4vxqeqZnfYp0aUZCays8YR/kb5lqeg9LjwHnOInD4n/9vzPz499XTS3/8nyudB22Lv5n55RjnFycU8su0Rrph1RbTDEWPA2D1bD9GeOgd76tpweQPUtLRz24vbWVGeTZvHzz1v76EwPZF/v78PZzApW0eDHCA3NYEfP70Zv9aU5qRQ29oe7NEI0ODwsKvWwds76zh2Si47ahy0+wLc+cZuSnOSeGztAeodHlLjbbyxvZbkOCvTC1Kpc3ioanZx11t78AUzEFc1u4OZ2GUOy3i1alddZ4Mc4N3dDWw/1MpvX9remSzKH9Dc+24FJ8zI4/aXt3cmEmxt9/GDxzdS1+bhH6u6MvzvrXfy5vZaVpRls25/M5WNTtbsa2RnrQMwWakfWVPJkrJsbnpqEy0uM8LD6fFz4xOb2HigqTOetfub+Oc7FZ2Z3TdXtfD3Vbvx+gefzV2ISKiob+NrwQY5wJXLJnHHKzt6fG/+8vquPj3Qd7+9B3/wy7K8LJsbHvu48zvV4vbx3f9+zLHB/A6+gOa2F7dTnNHVy/rCpmr2NThJDw5PP2piJjc+ubFzVYRGp5cfPL6RlcGpUR5/gB88sZFth7rmO6+paOxskINJZHb/exWdcR1qdvG1B9d2ZnBv9wX49iPr2VnjCMevLiZprfnvmsrOBnlynJVDLW4+2FNPg9PDsxuryEmN56HV+zvro+3VDjYeaCY53sbr22qYmJXErc9v4wdnzua7j33ceX5vcfn42oNr2d8QwWRaYlzQWlPV7A6Z32A4ijMSe9QRYeFqgoMfRTfrOvDkrqcozygjLWMy7vRiMva9H9V4BnL2lLP528d/w+mVukIMnzTKg6qa3STYLPi1psnlpd0XYGp+Ko0uL5Oyk/AHNOv2NzElL4WNB3oumWOxKIozE9l0sAWLReFo9zOrMM30WMRZ2VxlsvO6fX5mFaXR5PKQmxqPP6BZU9HIpOwktgYr10nZyfgCmianp0dW9g7r9zfTIBlix633ut0M6uD0+lm9t2/G58Y2T+eFf9e+vpBZnddUNDIrOIfV6Ql9vP0NLtp7Hc/jD1DZ2JXNfUtV3+WkXttaS4vcSBJRVt3ixtEtm/vsonTWhMiK7vL6e7ymOw19VjRocfv69Eb3XkVj7b5GjppoEsB5A7qzMd2htrWdlF5J7bpngd9Q2fd79crWGlrd3uDrPdT0yjQe0HCweexmcHd6/Ly8pbrz8aTsZLYeauXYKblsrGymMD2BPbV9k2F11HUd/6+vbCYQCPF3dflCrlQhxFA0Ob1YLJAUF96BqWbazOCXbxyUnS9D/lywR2+a5N6WCt45sIrjik1vfUvxQnK2xG6W80lpk5iaOZV/bf5XtEMRY4A0yoPyUs0ccatFkZ5ow2ZRVNS1kZ5gZ3+DE4tSzCxMZU9dG9MLUnu8VgEHG11Mzzfbk+wWdtY6yEi00+7xMTU4xDDeZmFnjYP0BDs1rW4sFsWc4nT2Nzopz0sGzJxAm0WRnhhHkr3vchTT8lMkE/s4FmpOWrzNwtzivsmp0pNsxFl7fsXjrBby0vresZ9TnNbZq5ZgszA3xBSJ4oxEbNae05qsFkVRt2zVU/JSe7+M5WVZpCbITBkRXTkp8STYu74PO2sdIZOpdV+xIDulZ6+5VSlsveZpJ8VZ+6yn3nvVgznF6Xxc2QSA3Wqh95K7GUl23N6eDfmC9K7vVfcM7x1WlGd3ZqfPSo7rk7tBKZPEcaxKtFt7JNCrbHQyJS+F9/Y0MKMgjepmd8h54XOK09lV42BOUTo7axxMz0/Fau37d02Os5Ijid/EMO1vdEbkezg5J5n1wTolbDY/CSWLw3vMIXD53fx1/V84YcIJJNvNNXFr4XxSqrcS11IVtbgO59zyc7lv8300uPt2ZggxFNIoDyrLTaYoI5EEm4XclHiuPXEKL2+pJiPRxiVLJtLgbOeq5aV4/QFSE+w9LpJ21bTwrU9OIzneyqYDzeSmJpAabyM1wUZGUhzTClKZU5zGRxVNZCXbSUmw8tmjS6lqcnHR4hLirBYUZmm1FrePigYnucl28tPiuWTxhM73SUu08fPz5oZ1vUsxuqyclsu8bkvwzSpMZXp+KtefOr3HRfl5C4pZvbeRr5xQjj3YkI6zWvjRp2ZRkpHIuQuLOvfNTYnn9DmFvLmjlsk5yZTlprByag753Rrvn5yVz5ZDLdx45szOBofNovjBGTOYWdjVsFk0KYOz5hV2Pi7JTORLnygnzhbF9U6FAEqzk/nNRfM7b1Td9dZuvvnJnt+by5ZMoL5bj7PdauGCo0o6H7+5vYabzp7V2YCLt1m45ZzZvLi564LxC8dOpqLbGsJLSjMpy02m1mFGOH24u57vnz4Ta/AYCXYLt5w9hxc2mmMoBdefOr3zJi/A4tIsTuuWRXxSViKfO6Y0mGjULJ9228XzO286WBTc9KlZnTeExyKLRXHp0gmU55rP2OL2UZCWwOTsJEqyEllWlo3H5+eTs/I7X1OUnsDysmz2N7g4Y24hGyqb+N4ZM/j1/7Zy01k9/66/vmg+k7Il2ZsYnn0NTvJSw98on5idxMEmN83OMI1C87ph92swITpLofm0j7+s+wtFKcXMyp7VuV3b4miauJSC9Y9GJa7ByE/OZ1nBMv607k/RDkWMcpJ9vRuvP8DuWgetbh/+QACXN4DHF6A4PQGnz4cVK34dQKOxKgsNTg9JcTZmFKSSnmhnd10bzS4vXl+ABLsZxp4Y7O32a01bu4/MpDi0Nr3rvkAAq1Xh8WkanR6KMhJxewMoOtab9uD2+nG0+/AHNNPyUynNSQ7b5xVHJCrZ19t9fvbWtdHuC5Bot7IrON97al4K5cHe6Q2VTeytbyMj0U52Uhx7GpyUpCfS7g9Q1eymLDcJr0/T0OahODORQ81uHO1+SrMTqXV4aPf5Kc1OprbFjdVqIS81nro2TzD7uoU9dW0UZSSgNRxscpOfnsCswrQ+a0m3uLzsrHXg9vopy0mmQFYMGCmjOvv6SPAHNLtrHRxqcZOfmkBZbjKbDrZQUd9GWqKd6XkpuH0B9geneEzISkQBu2vbaHX7mJSdxOzidHbXOqhpbacwPYHJOSms299IZYOL9CQ7ZTlJuL2anbUObBbF1PwUUuJtPbKvF2cksPFgKzWtbkoyE5lXnM6+Bhf7G51kJcdRnpvSmeStQ7PLy64aB+0+P2U5KeSlxbM3eM4pzEgkLzWePXVtHGhykZMST3lucqzdDItI+axpcbO7tg2lIDXehlKKg80ucpLjqG5tJz3RhqPdj8cXIDsljnpHOzkp8Z1/P6UUmclxFGckdv5dC9ITKMtJ6bxxIsaFiJTPP766g+3VrVy2dNIRB9afXz2/lS9/oozT5hQefufD2fosvHErfPKnwz/WEHn8Hv664U5aPa2cO+UcrKpnvWV1tzD5jdvYePHdeFNy+zlKdDk8Dn646of847R/MDVzaiTeQiqjcUAa5YPQ4vLyr/f2cv+7FXzr1OlsOtjC/e9V4PVrpuWn8IfLFjK94PBryr6xrYY3dtRSUe+kyenlqImZ3PvOXjz+AJNzkvjT5Ucxawhr5IqoGPFGeUNbO3e+uZu73txNQMNREzO49cL5TDlML5jWmle31vDNh9ezvCyLJaVZ3PbidlxeP0XpCfzqwnkcN7XrBLev3smPn97EK1trALhwUQnf/uT0HsNoRUyTRvkQrd7bwA3//ZhdtQ7sVsXfPr2Y+9+r6PwOnDwzj6+dNDXmVrxo9/p5ekMVP3xiIy6vn8L0BP58xVEsDOOSSxEQsfK5v9HJT5/ZzAubzBzzcxcUcf2pM0iMs3DXm3vIS42nutXN3cHEqVPzUvjZuXNYWpY99E8hxqqIlM/rHlxLfmoCJ8wIfyb/5zdW0ezy8rtLw5CY7eHPQGoRzDhj+McaghpXDX9e9xdS7CmcNvk0bCr0jcScbS+g/B52n/LDEY1vKF7Zbyng0gAAGFlJREFU9wqb6zdz72n3onrPURo+aZSPAzJ8fRA+PtDMr1/YznlHlVDd0s4/Vu3F6zc3M7ZXO7j1+W24QiRl625ffRs3/HcDcVYLr2yp4YTpedz11m48wazUe+qc/OSZzTjckhBL9LR2XxN3vrG7M1v6R/ua+Oc7e/AdJqP53non1z6wlmaXl7PmF/HTZ7d0JrE62Ozmpic3sbu2K3vrsx9XdTZGAB5dU8mqnbV9jivEWNDY5uH2l7Z3jjopSEtgfWVTj+/Ay1tqeHtHXbRC7Nf2mlauf3R95/e5qtnNNx9eR72j/TCvHJte3FTd2SAHeGLdQd7cUcvHB5r5yxu7yE6J469v7O5cyWRHjYO/vLGLmpaxmwhPxIadNQ6KMyMzWmx5WTavbKkZ/hB2dwvsfAVKjwlPYIMQQPPKvlf4ybs/oTy9nDPLzuy3QQ5QX348qYc2kbFn1YjFOFQnTDiB5vZmHtvxWLRDEaOUNMoHYV9wWRSLRXUumdLdWzvqaGgb+GKoqtlNXloCmw92ZWLv7d3dDdRLZnXRS0eZ6e7lzTWHXRqvqtnVedFe5+hbrnbXtVHdYsqtx+/n+Y19E6m8GYMNEiHCoabVzft7uhLzfGJaLu/v7puo551dsfcdONDoovcgtz11Tmpbx1+jXGsdsu56dUsN1c1urFZz/u3t3d311LTK+VZETiCg2V3bRnFGZBrlGUlxLCvL4jcvbhvegTY9DoXzIGFkRmrua93PT9/9CW9UvsEl0y9hScHiw3YDa1s8BxdcSukbt5HQtH9E4hwqi7Lwmdmf4fY1t1PliN3EdCJ2SaN8EAqDw3ctymSm7m1uSRrpiQNnRM9JiaempZ3ybpnYe5tZmErGYY4jxp+yEMPUF5dmknKYjOY5KfGdSd4yQ2TsL0hL6ExyFWe1cnS3TMYdFk2K6eGwQhyxzKS4Hgk7V+9r7JFEscP8ktj7DuSFWPM4LzV+XK7MoZTqkYW9w7KyLLKS4/D7CZlFfU5Resh6UYhw2VPfRnqirU/elXC6ZPFEXttWw1cf+IjHPqpkb13fZQAHpDV88DeYcnJkAuym3d/Og9se5Ncf3sr0rOlcOuMychL7fnf7484qpW7G6Ux7+jsxm419QuoETpl0Cte/eT2+gO/wLxCiG2mUD8KconQuWlzC0+uryEuN57Q5XVlwM5Ls3HjmLFISBj65T85J5obTppNktzKjIJV1+5s4e35XBuzUeBs/OWcO6ZJZXfSyaGImp8zqmo+WlxrP/zt+CvGHSeJUlpPMT8+di9Wi+HBPA58/trTzuQS7hR+dNatHLoQLjiqmPLcrkeCiSRl8YlpsJlURYrjy0hK44bQZnTdUt1a1sqwsq0fG8hn5qZw4M/a+A9ML0vjmKdM6HyfYLfz6wnnjNqniWfOKmFHQ9XebV5LOyTPzmVuczqmz87Fa4Iy5XeftzCQ71508leJMya4uImf9/ibKciO7AkJKgo0fnz2bjKQ4HvuokvP+vIrvPbbhsNPbOu19C9pboHhRROPc3LCFG9++kcrWA3x29tXMz52P5QimSTdPWEJj2UpmPnEdSbU7IhDp8J02+TQ0ml9/+OtohyJGmRFL9KaUOg24A7ACd2utf9nr+XjgPmARUA9corXeO9AxRzJRUavby44aBx6fnyS7jVpHO15/gBkFaYPOiO71B9hV66DF5cXh9pGWaCegNS5vgEnZSZRmS2b1USAq2debnR521DhweU3m5cHOUfP4TJmrbnFTmBZPdauHOkc7k7KSWDAhHau1Z8O+psXNzhoHFotial4K2bJO72giid6OwOaDzeyqdZCWaGdmQRrNLi/baxwoYGp+ClPz+q4RHgtcHh87ax3UOzxMyEqiLCc5EsmFwimi5bOmxc2uWgdKKabkppATHE3Q5PSws8ZBnFVR09pOa7uf0uykWE+KJ0Ze2Mvn9Y+sJynOGp7s6IPk8vi545XtzClO52fnzR14Z63h76dA6bFQflJE4nF423h428NsqNvAyRNPYkrGlLAcN/XgBvI3Ps6+o/+P+umfDMsxw6nN28YvP/gll0y/hKvnXB2OQ8Z05S7CI3JjarpRSlmBPwGnAJXAh0qpp7TWm7vt9nmgUWs9RSl1KfAr4JKRiG8wUhPsHDXMk7jdamHGILK0C9FbelIci0uzhvy6OJuFmYVpnWuJTz/MtUFeWgJ5aZJtXYwfs4rSe6x6kZeWwNT82GyId5cYZ2NucUa0w4gZ/dVdGUdYdwoxHFpr3txRy/WfnDGi75sYZ+VrJ03lR09u4sl1BzhnQXH/O69/EFxNMPn4sMcRQPPOgXd4ZPvDTM2cytWzrybeGr6RoK1F8/Ck5FK8+l7SKtew79iv4o+P7KiEoUi2J/ONo77Br1f/GrffzZfnfTnWb5qKGDBSw9eXAju11ru11h7gQeCcXvucA9wb/PlR4CQlJVgIIYQQQowi7+9pIMFupShj5G9yJ8XZ+MoJU7jpyU2dq0v0Ub0JXvg+rLgWLANPhRuKAJq1NWu5+Z2beH7v85xTfi4nTzw5rA3yDu1phew99mtYvS7mPPR5Mne/SZ8MmFGUlZjFDUtv4Pk9z/O1175GnSv2koaK2DIiPeVAMdA9XWIlsKy/fbTWPqVUM5ANSCkWQgghhBAxzx/Q3PbiNk6ZlR+13tHJOclcvGQCn73nAx744nImZHXLn7DjJXj8y7DkC5BdPuz30mgOOg6ypvoj3j7wFjaLneWFy5iaOS3iY661LZ7queeTWLeL4vf/TsHaBzm04FKaSpejI3AjYKgy4jO4YekNPLXzKc554hwunHohF067kAlpE6IdmohBI9UoDxul1DXANQATJ06McjRC9CTlU8QyKZ8ilkn5FLFsMOXT6w9w7p9Wsbe+jbPnF7G7v57qETApK4my3BSOu/U1jp6UzNGed/h0wx9JV22w6GpIK4L6nQMeQ6PZ1rCNBncjfu3HG/DQ7munzeukxdNCnasOp88sG5yXmMcJGZPJSchBuZ20Va0bgU9pOIC6qceTW7OD0ld/ic3vwZWQRlPmJNqSs2lPSMVni+dQ4VxaMgYY0h8hi/IXMSltEi/ve5l7Nt0DwOT0yZSmlZKXlEdaXBpLCpawomjFiMcmYseIJHpTSq0AbtZanxp8/D0ArfUvuu3zQnCfd5VSNuAQkKsHCFApVQtURCDkHGKvhz4WY4LYjCuSMdVprU8bzI5HWD5j8fcZbvIZI2PQZRMiWn92N5r+1qMl1tEaZyyWz8MZDb9riTE8ErTWcwa7c3/l05KQai36wl9mB7xuv/Z5rEpZor4uljUtJ95iT7AA/MP+K0qaPnIFBnnp70fZrIXxAy8vFNBm3HoMydAB8gn06ah/1JLg/35cuicaMXVSEJcXl6gsPcNzV7qdO2/cuSXEK3KArUOpP8XoNFKNchuwHTgJOAB8CFyutd7UbZ+vAHO11l8OJno7X2t9ccSDCx3vaq314mi8d39iMSaIzbhiMabBGs2xD5Z8xvFjNP0eRkusEufIGQ2fQWIMj0jEOBo+9+GM9s8w2uOHsfEZxOCMyPD14Bzxa4EXMEui3aO13qSUugVYrbV+Cvg78C+l1E6gAbh0JGITQgghhBBCCCGiZcTmlGutnwOe67XtR91+dgMXjVQ8QgghhBBCCCFEtI3Ukmijzd+iHUAIsRgTxGZcsRjTYI3m2AdLPuP4MZp+D6MlVolz5IyGzyAxhkckYhwNn/twRvtnGO3xw9j4DGIQRmROuRBCCCGEEEIIIfqSnnIhhBBCCCGEECJKpFHejVLqNKXUNqXUTqXUd6Mcy16l1MdKqXVKqdXBbVlKqZeUUjuC/2eOQBz3KKVqlFIbu20LGYcyfh/8/W1QSh01gjHdrJQ6EPx9rVNKndHtue8FY9qmlDo1EjGFg1LKqpRaq5R6JtqxRIJSKkMp9ahSaqtSaktwqcQxRyn1DaXUJqXURqXUf5RSCdGOaaQppSYopV5TSm0O/i6ui3ZMoSilEpRSHyil1gfj/HG0YxrIaKkjQp2/RovRUnYh9svDaKnzI1Fnx9L15JEIdZ01moym73F/Rtv5SQyfNMqDlFJW4E/A6cAs4DKl1KzoRsUJWusF3ZZC+C7witZ6KvBK8HGk/RPovTZif3GcDkwN/rsG+MsIxgRwe/D3tSCYWJDg3/BSYHbwNX8O/q1j0XVAqDUqx4o7gOe11jOA+YzBz6qUKga+BiwOrnlrZXyuJOEDvqW1ngUsB74SA/VpKO3AiVrr+cAC4DSl1PLohjSg0VRH9D5/jRajpexC7JeHmK/zI1Fnx+j15FD9k9DXWaPFaPoe92e0nZ/EMEmjvMtSYKfWerfW2gM8CJwT5Zh6Owe4N/jzvcC5kX5DrfWbmCXqBhPHOcB92ngPyFBKFY5QTP05B3hQa92utd4D7MT8rWOKUqoEOBO4O9qxRIJSKh1YiVn6EK21R2vdFNWgIscGJCqlbEAScDDK8Yw4rXWV1vqj4M+tmIvx4uhG1VewrnIEH9qD/2Iy0cpYryNixWgpu7FeHkZZnR/uOns0XE8OaIjXWTFntHyPBzKazk8iPKRR3qUY2N/tcSXR/QJr4EWl1Bql1DXBbfla66rgz4eA/OiE1m8c0f4dXhscNn9Pt6H90Y5psH4HfAcIRDmOSJkM1AL/CA63vFsplRztoMJNa30A+A2wD6gCmrXWL0Y3quhSSpUCC4H3oxxKSMEhwOuAGuAlrXVMxsnoqiNCnb9GnRgvu78jtsvDqKjzI1Rnj5brjnEhxr/HAxpF5ycRBtIoj13Haq2Pwgx/+opSamX3J7VJmx/1O2axEgdmqHw5ZohPFXBbVKMZAqXUp4AarfWaaMcSQTbgKOAvWuuFQBsjM/1iRAVvBp2DuSAtApKVUldGN6roUUqlAP8Fvq61bol2PKForf1a6wVACbBUKTUnyiH1MQrriAHPX6NBLJfdUVIeRkWdL3X22BbL3+PBGA3nJxE+0ijvcgCY0O1xSXBbVATv3qK1rgEexwyHqu4YDh78vyZK4fUXR9R+h1rr6mDlFQDuomuIekz9XftxDHC2UmovZpjbiUqp+6MbUthVApXd7vI+irlgG2tOBvZorWu11l7gMeDoKMcUFUopO+Zi6N9a68eiHc/hBIfWvkZszqMcVXVEP+evUWMUlN3RUB5GS50fiTp7NFx3jHmj4Hs8aDF+fhJhIo3yLh8CU5VSk5VScZhEH09FIxClVLJSKrXjZ+CTwMZgPJ8J7vYZ4MloxDdAHE8BVyljOWYYWFWoA4Rbr7nr52F+Xx0xXaqUildKTcYkoftgJGIaLK3197TWJVrrUky5e1VrPabu1GutDwH7lVLTg5tOAjZHMaRI2QcsV0olKaUU5nPGXHKjSAt+9r8DW7TWv412PP1RSuUqpTKCPycCpwBboxpUCKOpjhjg/DUqjIayOxrKwyiq8yNRZ8fM9eR4NRq+x4czWs5PInxs0Q4gVmitfUqpa4EXMNk379Fab4pSOPnA46ZOwQY8oLV+Xin1IfCwUurzQAVwcaQDUUr9BzgeyFFKVQI3Ab/sJ47ngDMwydScwNUjGNPxSqkFmKH0e4EvAWitNymlHsZcDPiAr2it/ZGISxzWV4F/By9SdhOh8hFNWuv3lVKPAh9hytta4G/RjSoqjgE+DXwcnA8H8P2OVRFiSCFwbzBbsgV4WGsdk8tLjSIhz1/RDWlIRkvZHQ1ivs6PRJ0dY9eTRyTUdZbW+u/RjWpIxsL3WM5P44wyU4KFEEIIIYQQQggx0mT4uhBCCCGEEEIIESXSKBdCCCGEEEIIIaJEGuVCCCGEEEIIIUSUSKNcCCGEEEIIIYSIEmmUCyGEEEIIIYQQUSKN8nFCKeXoZ/s/lVIXjnQ8IjYopX6glNqklNqglFqnlFoWxmMfr5R6JvjzZ5VSfwzXsUO8V6lS6vJuj/t9P6VUilLqTqXULqXUGqXU6+H83CL8RqKcKqNOKZUZ3F6olNJKqWO77VurlMpWSt2tlJoV4lid5U4pdW73fYLlbHE/MSxVSr2plNqmlFobPH5SuD6jiAyllD9YHjcqpR4Z6G+mlFqglDpjEMeUelOEXSTLqtSdQoSHNMqFGKeUUiuATwFHaa3nAScD+6Mb1RErBS4/3E5BdwMNwFSt9SLM2rk5EYpLDNNIlVNt1gd9D1gR3HQ0Zs3io4NxTAfqtdb1WusvaK03H+aQ5wJ9Lj57U0rlA48AN2itp2utFwLPA6lH9EHESHJprRdorecAHuDLA+y7ADhsQ2eElSL15ngRsbIqdacQ4SGN8nEmeEfzj8G7ii8DedGOSURNIVCntW4H0FrXaa0PKqUWKaXeCPaGvKCUKoTOu9V3dLvbvjS4falS6t3gXep3gifgQVFKXamU+iB4zDuVUtbgdodS6mdKqfVKqfeCJ1+UUuXBxx8rpX6qukaA/BI4LnicbwS3FSmlnldK7VBK3drxemAZcKPWOhD83Hu01s8Ge422KjN6ZLtS6t9KqZOVUquCx1g63F+4OCIjWU7fIXghGfz/dnpeaK7q9h6Lgz9fHSwvHwDHBLcdDZwN/DoYR3nwGBcFy/t2pdRxwW1fAe7VWr/bEYTW+lGtdbVS6mal1L1KqbeUUhVKqfOVUrcGy//zSin78H+9IkzeAqYopZKVUvcE/85rlVLnKKXigFuAS4Ll4RKpN0UURaKsSt0pxDBJo3z8OQ+YjrkLeRVdlagYf14EJgRPcn9WSn0ieKL6A3BhsDfkHuBn3V6TpLVeAPy/4HMAW4HjgnepfwT8fDBvrpSaCVwCHBM8ph+4Ivh0MvCe1no+8CbwxeD2O4A7tNZzgcpuh/su8FawJ+D24LYFwePPxVxgTABmA+u01v5+wpoC3AbMCP67HDgW+Dbw/cF8LhF2I1lOV9FVJy4FHgcmBB8fjbnw7BS8EfBjzAXlsQR7d7TW7wBPAdcHy+Su4EtsWuulwNeBm4Lb5gBrBvj85cCJmAvV+4HXguXfBZw5wOvECFFK2YDTgY+BHwCvBv/OJwC/BuyYMvdQsDw8hNSbIgoiWFal7hRimGzRDkCMuJXAf4In14NKqVejHZCIDq21Qym1CDgOc0J+CPgp5kT3klIKwApUdXvZf4KvfVMplaaUysAMFbtXKTUV0JiT+mCcBCwCPgy+VyJQE3zOAzwT/HkNcErw5xWYoW0ADwC/GeD4r2itmwGUUpuBSYOIaY/W+uPgazYFj6GVUh9jhnqKETbC5fRDYKFSKhmwB997t1JqCubC8rZe+y8DXtda1wIopR4Cpg3wcR4L/r+GwZen/2mtvcEyaMUMzwRzUT3YY4jISFRKrQv+/Bbwd0zj42yl1LeD2xOAiSFem47Um2LkRLqsSt0pxDBJo1yIcSx4c+Z14PXgiesrwCat9Yr+XhLi8U8wd6DPU0qVBo83GAoz9Ox7IZ7zBuepgekJOpK6qr3bzx3H2ATMV0pZ++n16f6aQLfHgSOMQYTBSJVTrbVTKbUD+BzwUXDze5j5lXnAtuF9ks7y1L1Mb8I0sp4c6DVa64BSqvv3Qspk9LmCvdWdlGkpX6C13tZre++kaFJvipEU0bIqdacQwyfD18efNzFD0qzB4UMnRDsgER1KqenBO98dFgBbgFxlkmuhlLIrpWZ32+eS4PZjgeZgj0o6cCD4/GeHEMIrwIVKqbzgMbOUUofrlXkPuCD486XdtrcyiOQuwaFwq4EfBy9IOjIQy1C2GBWFcvoOZohkxzzFd4HrMMOCezf23wc+oUxWYTtwUbfnBlUmgT8Cn+l+IRyc/5g/iNeK2PMC8NVu9cvC4Pbe5UHqTRFt4S6rUncKMQzSKB9/Hgd2AJuB++iqPMX4k4IZkrZZKbUBM6frR8CFwK+UUuuBdfTMO+BWSq0F/gp8PrjtVuAXwe0D3X3+rFKqsuMf0ALcCLwYfP+XMEm9BvJ14JvB/acAzcHtGwC/MgmOvtHfi4O+AOQDO5VSG4F/0jX8U8SekS6nq4AyuurGj4ASes2JBNBaVwE3B/ddhblZ0OFB4HplkiOV935tt2NUYxpKv1EmAecW4FTMhakYfX6CGd67ITiU+yfB7a8Bs1QweRZSb4roC3dZlbpTiGFQfW9eCSFEX0qp14Fva61XRzGGJMwwPK2UuhS4TGt9TrTiEbEnFsqpELFE6k0hhIh9MqdCCDGaLAL+GBxu14SZvyaEEKJ/Um8KIUSMk55yIYQQQgghhBAiSmROuRBCCCGEEEIIESXSKBdCCCGEEEIIIaJEGuVCCCGEEEIIIUSUSKNcCCGEEEIIIYSIEmmUCyGEEEIIIYQQUSKNciGEEEIIIYQQIkr+P22OThJr89VuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1003.25x900 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a pairplot\n",
    "sns.pairplot(df, hue='Species')\n",
    "plt.title('Pairplot of Iris Dataset')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>Id</th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.716676</td>\n",
       "      <td>-0.397729</td>\n",
       "      <td>0.882747</td>\n",
       "      <td>0.899759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <td>0.716676</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.109369</td>\n",
       "      <td>0.871754</td>\n",
       "      <td>0.817954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <td>-0.397729</td>\n",
       "      <td>-0.109369</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.420516</td>\n",
       "      <td>-0.356544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <td>0.882747</td>\n",
       "      <td>0.871754</td>\n",
       "      <td>-0.420516</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PetalWidthCm</th>\n",
       "      <td>0.899759</td>\n",
       "      <td>0.817954</td>\n",
       "      <td>-0.356544</td>\n",
       "      <td>0.962757</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  \\\n",
       "Id             1.000000       0.716676     -0.397729       0.882747   \n",
       "SepalLengthCm  0.716676       1.000000     -0.109369       0.871754   \n",
       "SepalWidthCm  -0.397729      -0.109369      1.000000      -0.420516   \n",
       "PetalLengthCm  0.882747       0.871754     -0.420516       1.000000   \n",
       "PetalWidthCm   0.899759       0.817954     -0.356544       0.962757   \n",
       "\n",
       "               PetalWidthCm  \n",
       "Id                 0.899759  \n",
       "SepalLengthCm      0.817954  \n",
       "SepalWidthCm      -0.356544  \n",
       "PetalLengthCm      0.962757  \n",
       "PetalWidthCm       1.000000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find the correlation between the features\n",
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a heatmap of the correlation between the features\n",
    "sns.heatmap(df.corr(), annot=True)\n",
    "plt.title('Heatmap of Iris Dataset')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9Dm+IiGwTkQu9jiPbROR8EWmZoG39nYg8MM78R0XkqnHm3yYi/36k+7XEbIzJW1teWsuNn7mML7zzVP7l3acDsOPV9Z7E4vcJRCNcccUVfPGLX8zqvo82AWSaiHxBRLaKSLeItIjIrzyO5yYR+WHC86CI9Iwx7Q2qeoeqXpTitq8QkccnIk5LzMaYvNTf080t//pxznnHB/n3e57lS79YA0AgaINj5AIRuRz4EHChqlYCy4D/8zYq1gDnJjxfBuwA3jhiGsDz2QpqJEvMxpi8tG/nVgBOedMl+Px+QiWlAMyYt3homWf+eDf/+dG38C9/exo3XfdR2vbuHJp37UWLWPObn/LvH76Af33PGay++evEYk5v7P27dvCDf/wwX3z3Gfzre87g5//xOfq6O9OO+f7772fp0qXU1tZy1llnsX79oda9e+j5/4nIehHpEJFfiUhpwvzPi8huEdklIleJiIrIfBH5GPB3wOfdlul9CbtcOtb2ErZbIiIHReT4hGkNItInIlNEZLKI3O8u0yYij4lIKrnjNOBPqvo6gKruUdWbE/ZRIyK3uq9pp4j8u4j43XlXiMgTIvJ9N/aNInJBwrpXisgrItIlIltEZGUq7z9OYj5WRCa7z98I3AlUjJj2lKqGR7aCReTNbiwdIvJ9nEvkEZFjgR8BZ7qfwcGEfdaJyO/cWJ8RkWOSBWmJ2RiTlxpmzsXn8/OLb/wTrzz7Z3q7OobNf+nJh3jozpu48kvfZ9Wvn2Le8afy8//43LBlXnzyQT77/Xu49ge/YcNTD/Psn+4BQFW54LKVfPmXj/FPt/yBg/v28MeffS+teP/yl7/wkY98hJtuuokDBw6wcuVKVqxYwcDAQOJi7wMuBuYCJwJXAIjIxcC1wIXAfOD8+ApusrsD+IaqVqrq25NtL5GqDgD3Au8fsd6fVbUV+BzQAjQAU4EvADpyO6N4GviwiPyjiCyLJ90EtwER9/WcDFwEJJ6vPQN4HZgMfAm4V0TiJeFagUuAauBK4DsickqygFS1GdjOoRbyucBjwJMjpq0Zua6buO8FvujG9DpwtrvdV4CP4yT0SlWtTVj1MuArQB2wGfhqsjhFNZX3N3eIyB9x3pRsmwzs92C/qbDYjo7FdnRyKbZSYBrOD3QQ6AM24fzgLwDaGR7rycAGYBA4FXgNiDeFG3B+PDeNsp9aYAbwsvv8BGAb0DXKsnPc7e8aMX0h0D1i+vHudrYBi4EvqurPAUTkG0C1qn5cRH4M7FXV69x5893YF6jqZhG5DWhR1aGT2yKybaztjQzY7SR2k6oe4z5/wn3+UxFZBZwEfE5VN4/yesckIn+HkzjPBPpx/nj4uohMxTmEXKuqfe6y7wc+pqpvEpErgK8BM9VNUiLyLPA9Vf3ZKPv5LfCIqt4gIucDP1fVxjFiug3ne/E5YA/O5/VhYJE77QDwTlX9sxvHVap6joh8GPikqr7B3Y4AzcCXVfWWxGVH7Cuiqle5z98KfFtVDx3WGUXeXS6lqhd7sV8RWauqy5IvmX0W29Gx2I5OrsYmIotxzgu+oqrvF5GXgVk4STVuEPi4qj4pIgq8S1U3uOu/DfiWqi5zE8cNOK2oKpyjiwfir9tNep9S1YdGieM2RiRJd/pBN5byhMkx4Cuq+kt3m3sS5vXi/DGAe782YV5zCm8J42xvpEeAchE5A9gLLAV+4877JvBl4AEnF3Gzqv5nKjtX1TuAO0QkCLzTffwCTmIMArvlUEU1H8Nf1854UnZtj8cvIm/BaUUvdNcrB15MJSac1vCncP642qKqve7h6r93p5UBz4yy3ozE+FRVRSSVz2HkZ1CZbAU7lG2MKQiquhGndRw/V9oMrFTV2oRbmaomXtOUeOHxLA61Zr+Gc7j2BFWtBj6Iez4xDWHgqyPiKVfVX6aw7m4gsQU48oLptA59qmoUuAvncPb7gftVtcud16Wqn1PVecAK4NrE870pbj+sqr8G1uN8Ps3AADA54b2oVtUlCavNFBlWB3UWsEtESoB7gG8BU93Dxr8n9c9nDc4RgLfhHMYG5yhKkzvtOVXtH2W93SS8725siZ/DhB1+tsRsjMlLIrJYRD4nIo3u8yZgEs65TXA641wnIkvc+TUi8t4Rm/lHEalz170GiF/OU4Vz2LlDRGYC/3iE4flFpDThFgL2AR8XkTPEUSEibxORqhS2dxdwpYgcKyLlwL+OmL8XmHeEMY70C+BSnI5kv4hPFJFLxOlkJkAHEMVp6Y/L7Tj1NhGpEhGf28pdAjyjqruBB4D/EpFqd/4xInJewiamAFeLc/nSe4FjcRJwCCjBeT8j7nZTuqQJwD0cvxfn837MnaY4reRrGOX8sut3wBIR+VsRCQBX45xGidsLNLqfdVosMafu5uSLeMZiOzoW29HJldi6cDoIPSMiPTgJeR3OeUJU9TfA14E7RaQTeAl4y4ht/C/O4e8XcH54b3WnfwU4BScR/Q6n08+R+Gec893x28PAd3EOl34f51DuZkbpjDUaVf0DcCPOIefNHPrjI95z7FbgOHF6Tv/2CGON7+MZoAfnkO0fEmYtAB7C+UPlKeAHqvoIgIj8QUTGGravE6ej2A7gIPAN4BOqGu/l/GGcJPsyzvtxNzA9Yf1n3H3vx+kw9R5VPeC25K/G+WOlHfgAsPoIX+4anD4FTyRMewznj4FRE7Oq7gfeC/wnznnoBSPWfxin5b1HRNLqg5F3nb+MMWYiuOeYFxxph6Zc4F6e8xJQoqoRr+OZaKN1pCom1mI2xpg8ICLvEuea4zqcIwH3FWJSNpaYjTEmX6zEuX73dZzzvJ/wNhyTKXYo2xhjjMkh1mI2xhhjckjGE7OI+EXkLyJy/yjzrhCRfSLygnsbc/isuIsvvlhxrhezm93sZrdCuaWkgH//TIJsVP66BngFp2TeaH6lqv+Q6sb278+VSoDGGJNd9vtXHDLaYnYv/H8bcEsm92OMMcYUikwfyv4u8HnGrxLzbnGGJbvbrb5zGBH5mIisFZG1+/bty0ScxhiTk+z3r/hkLDGLyCVAq6qON9j0fcAcVT0ReBC4fbSFVPVmVV2mqssaGhoyEK0xxuQm+/0rPplsMZ8NrHBHTLkTWC4iP09cwC2vFi8pdwvOMGzGGGNM0cpYYlbV61S1UVXn4AwU/bCqfjBxGRFJrIu6AqeTmDHGGFO0sj4esziDbq9V1dU4I4eswBnUvI0UC7obY4wxhSoriVlVHwUedR9fnzD9OuC6bMRgjDHG5AOr/GWMMcbkEEvMxhhjTA6xxGyMMcbkkKx3/jImFY9ubOWmNVtobu+lqa6clefO4/zFU7wOyxhjMs5azCbnPLqxletXb6C1q5/asiCtXf1cv3oDj25s9To0Yzw3EIkSi9m4D4XMErPJOTet2ULQL5SHAog490G/cNOaLV6HZoynDvaGWfTFP7LtQI/XoZgMssRsck5zey9lQf+waWVBPy3tvR5FZExu2LFjOwDnXXCRx5GYTLLEbHJOU105feHosGl94SiNdeUeRWRMboiEwwC0HmjzOBKTSZaYTc5Zee48wlGldzCCqnMfjiorz53ndWjGeEudgfp8gRKPAzGZZInZ5JzzF09h1YolTKkqpaMvzJSqUlatWGK9so3B6fQlgZDHcZhMssulTE46f/EUS8TGjKRuYg5ai7mQWYvZGGPyhKq1mIuBJWZjjMkX7jlmsXPMBc0SszHG5As7lF0ULDEbY0y+iPfKDpZ6HIjJJEvMxhiTR3wCYom5oFliNsaYPBL0++xQdoGzxGyMMXkk6PfhC1mLuZBZYjbGmDwS8Isdyi5wlpiNMSaPOIeyLTEXMkvMxhiTR4I+wWfnmAuaJWZjjMkj1mIufJaYjTEmj1hiLnyWmI0xJo8E/WK9sgucJWZjjMkjAWsxFzxLzMYYk0eCfrECIwXOErMxxuSRkoAfX7CUcDTmdSgmQwJeB2AK06MbW7lpzRaa23tpqitn5bnzOH/xFK/DMibvlQSc9lRXf4T6ChuXuRBZi9lMuEc3tnL96g20dvVTWxaktauf61dv4NGNrV6HZkyeE+7+r38C4KTTz/I4FpMplpjNhLtpzRaCfqE8FEDEuQ/6hZvWbPE6NGPynHLlF/8LgNa2To9jMZliidlMuOb2XsqC/mHTyoJ+Wtp7PYrImMJREnD+b/lKKzyOxGSKJWYz4ZrqyukLR4dN6wtHaawr9ygiYwpHqXuO2Vda6XEkJlMsMZsJt/LceYSjSu9gBFXnPhxVVp47z+vQjMl7Qy3mEmsxFypLzGbCnb94CqtWLGFKVSkdfWGmVJWyasUS65VtzAQoCbot5hJrMRcqu1zKZMT5i6dYIjYmAwI+wSfgK7PEXKisxWyMMXkkfqWDv7zW61BMhlhiNsaYPFMW8uOrqPU6DJMhlpiNMSbPlIf81mIuYHaOuYhZ2Uxj8lN5yI+/osbrMEyGWIu5SFnZTGPyl3OOuQ5V9ToUkwGWmIuUlc00Jn+Vh/xIIEhnf8TrUEwGWGIuUlY205j8VR5y/u/u6xrwOBKTCZaYi5SVzTQmf1WWON2Ddnf0eRyJyQRLzEXKymYak7+qS4MA7DpoibkQWWIuUlY205j8VVESQGNRdrZbYi5EdrlUEbOymcbkJ79PiHa30WIt5oJkLWZjjMlDkc5WO5RdoCwxG2NMHop27mOnJeaCZInZGGPyUKRjH7sP9hONWZGRQmOJ2Rhj8lDk4G4iMbXD2QUo452/RMQPrAV2quolI+aVAD8FTgUOAJeq6rZMx2Tym9X4NsVLuPaiRQCUNJ0AwJb9PTTVW/2BQpKNXtnXAK8A1aPM+yjQrqrzReQy4OvApVmIyeSpeI3voF+G1fheBZacTRFQvv3AqwD0DES45fGtbNnXzXkLGzyOy0ykjB7KFpFG4G3ALWMs8g7gdvfx3cAFIiKZjMnkN6vxbYyjPOQnNtDD1v09XodiJlimzzF/F/g8EBtj/kygGUBVI0AHMGnkQiLyMRFZKyJr9+3bl6FQTT6wGt+m2CT+/o2YTrhtpyXmApSxxCwilwCtqvp8uttS1ZtVdZmqLmtosEM2xcxqfJtik/j7N3JeuG0nW/ZZYi40mWwxnw2sEJFtwJ3AchH5+YhldgJNACISAGpwOoEZMyqr8W3MIZG2new82EffYDT5wiZvZCwxq+p1qtqoqnOAy4CHVfWDIxZbDVzuPn6Pu4xdlGfGZDW+jTkk3LYTwA5nF5is18oWkVXAWlVdDdwK/ExENgNtOAncmHFZjW9jHOEDzQC81trFcTNGu/DF5KOsJGZVfRR41H18fcL0fuC92YjBGGMKTbhtJz6B11u7vQ7FTCCr/GWMMfkqGqapvpzN+ywxFxJLzMYYk8cWTKlks7WYC4olZmOMyWPHTKlk6/4eItGxykWYfJP1zl+mMNz40CZueXwrPYNRKkJ+rjpnLldfuNDrsIwpOvMbKglHlR1tvcxrqPQ6HDMBrMVsjtiND23ihoc30xeOEvA5BT5ueHgzNz60yevQjCk686c4ydgOZxcOS8zmiN3y+FZ8AgGfD5/43HtnujEmu46JJ2brAFYwLDGbI9YzGMU3YqgRnzjTjTHZVV0aZGp1ibWYC4glZnPEKkJ+YiPqs8XUmW6Myb75UyrtWuYCYonZHLGrzplLTCESixHTmHvvTDfGZN/8hkpe39eDVTQuDJaYzRG7+sKFXLN8PmVBP5GYM+ziNcvnW69sYzwyf0ol3QMR9nT2ex2KmQB2uZQ5KldfuNASsTE54piEntnTa8o8jsaky1rMxhiT5+ySqcJiidkYY/JcQ2UJ1aUBS8wFQvKts8CyZct07dq1XodhjDETSZIvAiI+hYTfbPGBOqU4p37wmxCNsPeX1w3NbmyaRfOO7RMbaWak9PqLhZ1jNsaYvKF8+4FXR53z4Mt72bq/h39KmH/tRYuyFZiZQJaYC9hn71zH6vV7iMYUv09YceI0vnPZKV6HlZJHN7Zy05otNLf30lRXzspz53H+4ileh2UKVLrft1z4vtZXhHh5dyd94ShlQaspkM/sHHOB+uyd6/jNC7uJupVAojHlNy/s5rN3rvM4suQe3djK9as30NrVT21ZkNaufq5fvYFHN7Z6HZopQOl+33Ll+1pfEQKgrWcwq/s1E88Sc4FavX4PACKHbonTc9lNa7YQ9AvloQAizn3QL9y0ZovXoZkClO73LVe+r/HE3G6JOe9ZYi5Q0ZE1M5NMzyXN7b2HHYorC/ppae/1KCJTyNL9vuXK97W6NEDAJ9ZiLgCWmAuUf+QoE0mm55KmunL6wsMHxOgLR2msK/coIlPI0v2+5cr3VUSoKw/R1muJOd9ZYi5QK06cBoDqoVvi9Fy28tx5hKNK72AEVec+HFVWnjvP69BMAUr3+5ZL39e6iqC1mAuAJeYC9Z3LTuFdS6cPtZD9PuFdS6fnRa/s8xdPYdWKJUypKqWjL8yUqlJWrVhivbJNRqT7fcul72t9RYiu/gjhaCzr+zYTxwqMGGOM91IsMCI61nXMAK/t7eL3L+3h/ac1MaW6lGsvWpQvI07l/jm2LLIWszHGFIihS6bsPHNes8RsjDEForY8hIhdy5zvLDEbY0yB8PuEmjLrAJbvLDEbY0wBqS8P0d4T9joMkwarlV3A0qnfm2zdXKgNbIw5XH1FiG0HevKimJAZnbWYC1Q69XuTrZsrtYGNMYerrwgRUzhoHcDyliXmApVO/d5k6+ZKbWBjzOEm2WAWec8Sc4FKp35vsnVzpTawMeZw9RUhBNjfbYk5X1liLlDp1O9Ntm6u1AY2xhwu4PdRWx7kQM+A16GYo2SJuUClU7832bq5VBvYGHO4SZUl1mLOY5aYC1Q69XuTrZtLtYGNMYebXBGioy+MBEu8DsUcBbtcqoCdv3jKUSfLZOums21jTGZNrnIScrBhrseRmKNhidkYY/KGcO1Fi5Iu5a+sp/FTP6Vs5rFZiMlMNEvMxhiTN5TxRpdKdOvjW+mZdkyG4zGZYOeYjTGmAE2rLiU0Y7HXYZijYInZGGMK0LSaUoK10zjQbZdN5Rs7lJ0mL2tGW71qk0/s+5pd06pLAXih+SAXHDvV42jMkbAWcxq8rBlt9apNPrHva/ZNqS5BI2Ge3drmdSjmCFliToOXNaOtXrXJJ/Z9zb6g38fAzld4fPN+r0MxR8gScxq8rBlt9apNPrHvqzf6tr/Ahl2dNqBFnrHEnAYva0ZbvWqTT+z76o3+7X8F4MnXrdWcTywxp8HLmtFWr9rkE/u+emNw92tUlQR4YvMBr0MxR8AScxq8rBlt9apNPrHvq0c0xhuOmcTjm/ehql5HY1Jkl0ulycua0Vav2uQT+75647yFDTz48l5ea+1m4dQqr8MxKbAWszHGFLA3H+dcw/zgy3s9jsSkyhKzMcYUsKnVpZzUWMMDlpjzhiVmY4wpcBceO5W/Nh+ktbPf61BMCiwxG2NMgXvzEudw9kOvWKW1fJCxzl8iUgqsAUrc/dytql8ascwVwDeBne6k76vqLZmKqdDc+NAmbnl8Kz2DUSpCfq46Zy5XX7gw5fmZrF1sdZGNyR2LplbRVF/Gnzbs4QNnzPI6HJNEJlvMA8ByVT0JWApcLCJvGGW5X6nqUvdmSTlFNz60iRse3kxfOErA5xRruOHhzdz40KaU5meydrHVRTYmt4gIbz1hOk9s3m9VwPJAxhKzOrrdp0H3ZhfSTZBbHt+KTyDg8+ETn3vvTE9lfiZrF1tdZGNyz9tPnEEkpvzxpT1eh2KSyOg5ZhHxi8gLQCvwoKo+M8pi7xaR9SJyt4g0jbGdj4nIWhFZu2/fvkyGnDd6BqP4ZPg0nzjTU5mfydrFVhfZmImT+PuXznaWzKhm3uQK7l+/a6JCMxmS0cSsqlFVXQo0AqeLyPEjFrkPmKOqJwIPArePsZ2bVXWZqi5raGjIZMh5oyLkJzbi+ENMnempzM9k7WKri2zMxEn8/UtnOyLCJSfN4KktB6x3do5LKTG7Ld8VInK1iFwbv6W6E1U9CDwCXDxi+gFVHXCf3gKcmuo2i91V58wlphCJxYhpzL13pqcyP5O1i60usjG56e0nTkcVfv/ibq9DMeOQVOqnisjvgX7gRSAWn66qXxlnnQYgrKoHRaQMeAD4uqren7DMdFXd7T5+F/BPqjpaB7Ehy5Yt07Vr0zqiUzAmqld2S3svjRnqlZ2JbRtTgCT5IiDi0yPqqiM+0NiwSdOv/B6xwT723vH5wxZvbJpF847tqW9/4qT0+otFqol5vXu4OfUNi5yIc2jaj9Myv0tVV4nIKmCtqq4Wkf8AVgARoA34hKpuHG+7lpiNMQUoxcQs+u0HXk1rR89ua+Op1w9w5dlzqC4NDpt37UWLvBrswhJzglSvY/6DiFykqg+kumFVXQ+cPMr06xMeXwdcl+o2jTHGpGfhlEqeev0Ar+3t5tTZdV6HY0aRauevp4HfiEifiHSKSJeIdGYyMGOMMROvtjzE1OoSNu3t8joUM4ZUE/O3gTOBclWtVtUqVa3OYFzGGGMyZOGUKlq7BjjYa8VGclGqibkZeEltpG1jjMl7C6ZWArBpb3eSJY0XUj3HvAV4VET+gFNqEwBV/XZGosoj6dSETtZrOt31k8XmZexeSreOdybfV2Oyoao0yIzaUjbu6eS0OXWIWN+rXJJqi3kr8H9ACKhKuBW1dGpCJ6tlne76yWLzMnYvpVvHO5PvqzHZtHhaNe29YVq7BpIvbLJq3MQsIqUi0qCqX0m8AT8Evp6dEHNXOjWhk9WyTnf9ZLF5GbuX0q3jncn31ZhsWjClEr8IG/dYJ7Bck6zFfCPwxlGmnw18Z+LDyS/p1IROVss63fWTxeZl7F5Kt453Jt9XY7KpNOhn7uQKXt3TRWxk/V7jqWSJ+VRVvXfkRFX9DXBuZkLKH+nUhE5Wyzrd9ZPF5mXsXkq3jncm31djsm3x9Cr6wlG2t9kfjrkkWWIe79ckowNg5IN0akInq2Wd7vrJYvMydi+lW8c7k++rMdk2Z1IFpUEfG/dYWYpckiy5torI6SMnishpQNGPv3j+4imsWrGEKVWldPSFmVJVyqoVS1LqgXv1hQu5Zvl8yoJ+IjHncOc1y+en3LM52frJYvMydi+l87pTWT/d7RuTTX6fsHBKFa/v62EgkvunoorFuLWy3aR8F3Ab8Lw7eRnwYeCyMcZXziirlW2MKUBZq5U90u6OPu5a28KFx07h1itOt1rZOWDcFrOqPgucjvOmXeHeBDjDi6RsjDFmYk2rLqWmLGi9s3NI0gIjqtoKfCkLsRhjjMkyEWHxtCqe2dqGv2qy1+EYUuzAJSJni8gDIrJJRLaIyFYRsQszjTGmABw73Rn6oPKECz2OxEDqJTlvBT6Lc57ZeggYY0wBqSkL0lRXRuTENxOLKb6RhQpMVqWamDtU9Q8ZjcQcMavZnJu8rCOezzXMjbeOn1lDc/tUHtu8n/MWNngdTlFLVpLzFBE5BXhERL4pImfGp7nTjUesZnNu8rKOeD7XMDfem9dQQbS3gzuf3eF1KEUv2Tnm/3JvZ+BcJvW1hGnfymxoE6s/HCUSjXkdxoSxms25ycs64vlcw9x4L+Dz0fPSwzz48l722cAWnhr3ULaqvglAROap6rBfdBHJq1JG7b2D9A1GCfh8lAR9hPzOfUnAjz8Pz6c0t/dSWxYcNm1kzebx5pvM6Bl0WquJslVH3Mt9m8LQtf5PVJ/+Lu5Z18LHzzvG63CKVqrnmO8GRh66/jVw6sSGk3mRWIzIQIyehGlBN0mXBv2UBvyERv665aCmunJau/opDx36CEfWbB5vvsmMipCfvvDwQT6yVUfcy32bbBGuvWhRxrbe2DSL0+bU8avnmll57jwbp9kj4yZmEVkMLAFqRORvE2ZVA6WZDCybwtEY4WiM7v4I4JSpKwn4KXVb1KGAL+da1SvPncf1qzfQOxihLOj8II+s2TzefJMZV50zlxse3kwkFsMnTmLMVh1xL/dtskWZiMpf1160aMwKX/eua+Hau/7K45v388YF1gnMC8lazIuAS4Ba4O0J07uAv89QTJ6LxpzBB3oHD02LHwIvDfiHWtdeOn/xFFbhnEtuae+lcUSv62TzTWbEe0B70TPay32bwvG2E6fztd+/wk+e2GaJ2SPj1soeWkjkTFV9KgvxJHW0tbJ3d/TRN4Hn2kSEUMA5V10a9FEW9BPw5/4hcGNMTspqrezxWswA33lwEzf832s8/LnzmNdQmfb+UpBbhyQ9luxQ9vcAdR+/f+R8Vb06Q3HlPFVlIBxlIBylq9+ZFvT7KAv53XPVPkvUxpi89HdvmMUPHt3M7U9u4yvvON7rcIpOssyxFqfaVylO56/X3NtSIJTRyPJQOBqjsy9Ma2c/O9p62X6gh90dfRzoHqCrP8xAJOrVyC3GGJOyKVWlvP2kGfz6+RY6+sJeh1N0kl0udTuAiHwCOEdVI+7zHwGPZT68/BaNKX2DUfoSqpiKCAGfEPT7CPiFoM9HMOA8D1oL2xiTIz5y9lzuXbeTX69t5qo3WqfRbEr1cqk6nJ7Ybe7zSneaOUKqSjiqhEcpduL3OeetSwPu4fCgzy5XMMZ44viZNZw+p57bntzGlWfPzbkrUwpZqon5P4G/iMgjOCfpzwW+nKmgsunZLW3c+Vwzuzv7mF5dxmWnNXH6vPoJW/9nT27jrudb6AtHKQv6ed+pjXzorDmjbmuohe12Uou3rkMB39B90O90OPP5xGphjyGX35dktawzHft428907fVc/lzM6K48ew6fuGMdD768l4uPn+Z1OEUjpV7ZACIyDac0J8AzqronY1GNYyJ7ZT+7pY0bHn6NgE8oDfroD8eIxJRrli9IKTknW/9nT27j9qe34xMQAXWvK738DbPHTM6pen5bO9/9v9fcspt+p+RoDFatWFLUP3bxGuFBvwy7fjsX3pd4LWufMOw642uWz+fqCxdmPPbxtg+Mu+90Y8vlzyVH5FSv7LhINMZ533yUxroyfrXyzLT3Ow5rjidINojFYvf+FGAG0OzeZhTCIBZ3PtdMwOf8UAjOfcAn3Plc84Ssf9fzLfgE/G7tYr9bu/iu51vSjv2OZ3bgEwj5fUSi6vYAV77/yGa6ByIMRgqnLviRyOUa4clqWWc69vG2n+na67n8uZixBfw+rjhrDs9sbWPDrg6vwykayQ5lfw6nkMh/jTJPgeUTHlEW7e7so7p0+FtQGvSxp7NvQtbvC0cZ2Z9LxJmersP2rVAS8NHS3ktrp3P9li9+rXX85vdREijs89a5XCM8WS3rTMc+3vYVMlp7PZc/FzO+953WxHce2sRPntjGt957ktfhFIVk3YA/D85gFqPc8jopA0yvLqM/PLxl2R+OMa26bELWLwv6GXm0SNWZnq5UYo+p0h+O0tkXZn/XALsO9rHtQC8t7b3s6xqgoy9Mf7iwLuFqqis/7A+fXKkRXhHyExvxVifWss507ONtP9m+040tlz8XM76asiDvPqWR1S/sYn+3jTqVDckS86si8rKI/I+IXCkiBVXb77LTmojElL5wFMW5j8SUy05rmpD133dqIzGFaCxGTGPuvTPdq9hVlcFIjK7+MAe6DyXr5rZe9nb209YzSGd/OG+HyVx57jzCUaekqqpznys1wq86Zy4xdQZSiWnMvT9UyzrTsY+3/WT7Tje2XP5cTHKXnzWHwWiMXzxjYzVnQ9LOX24yPivh1gA8DTyhqt/IeIQjTHRJzniv6j2dfUxLo1f2WOsfSa/sI5Vu7KmI9wwP+IWAz0fQf6gUaa5WNov3/s3FGuGp9srOVOzjbT/ZvtONLZc/lxyQk52/En34x8/yyu5Onvin5ZkYga9wz68dhZR7ZQOIyDHAW4FrgJmqmtox3wmUK7WyjXPddbwwSijgnL+OX8pljDkiOZ+YH3m1lSt/8hzfvXQp7zx5ZtoxjGA/GgmS1cqOt5LPBJqALTit5Q8C6zIe3QRZdd/L7OpwOkvVloeoLw9SWx6itjxInXtvVbeOXDSmRGNR+kecO4wn6pDfR9C9Bttpddt7bEy+Om9BA/MmV/CTJ7ZmIjGbBMl6ZT+Ok4C/A/xGVfOyC+VDr+xlR9v4oVeWBKhzE/Zo9/EEXlcRoiLkL+iezemKj2/dM2K6T4RgPGH7nUQd8Im1so3JAz6f8OEzZ/Pl+15mw64Olsyo8TqkgpUsMc/g0LnllSISwEnUTwFPqWpeXIT4zqUzeK21mwPdA7T1hjnYO8jB3jCRhC6y3QMRugciNLcnv1Qq6Bdqy0LUVRyeuA97Xha0lqIrljAi10iBETXDQ/Fa4vbeGZMz3nnyTL72+438em0LS1ZYYs6UZINY7AHudW+ISDnwEeArwFwg/et+suDaixYddo5ZVekeiNDuJurE+3Y3cbf3uNP7BukZOLRuOKrs6x5gX4qXDsQPoSceOq8fI5GXF2lrPBKLERlk2IAfcKjzmd+9BXyHWt12eNyY7KotD3HRkqn89oWdXPfWxZQE8iIF5J1k55hrcM4vx1vNJ+MM+3gf8ETGo8sgEaGqNEhVaZBZ9cmvpRyMxJyWdl+Yth4ncR/sHeTl3V1s2NVBz0AEn9sZqmcgMux61c7+CJ39EXa0jb39uFDAR22Zk6gPdA+wv2fQiRc4bnoVl581h7qKEHXlIWrKggVfWP7QoB+jzx+ZuH0iw1rbAZ/k1GHyTNeL/uyd61i9fg/RmOL3CStOnMZ3LkutSF8665ri8b5lTdy/fjcPvryXS06c4XU4BSnZoezNuIetgVXAc6qaWlmsAhMK+JhSXcqU6tKhac9uaeO+9bupLAkwuTI0VCv7uosXc+yM6qFD5u2jtMhb2vpoOdhHLKYk9o0cjMRo7RqgtWt4a1yBDbu7+Pw9Lw5NE6CqNOAm6nir+1DLfNi58fJQQY5WlSxxg3Nu2+8maKdOtSAC/mHTnQQ/dJ+BZJ5YL7q2LEhrVz/Xr97AKpiQ5PzZO9fxmxd2Dz2PxtR9vi5pgk1nXVNczp4/mek1pfxm3U5LzBmS7FB2Q7YCyUeJtbKBoeL8d61t4duXnkRNWZDZk0Zf99pf/ZWYKmVBPzFVojF1r20N8J5TZ/KtBzaR7GIG5VBrfPuB5PGWBHwJSTveuS1+ON1N5BVOIq8uLZzWeEyVWFThCK6WiyfzgF8QxB2IxEnognOpmMQTuxxa3i9jJ/XEetEA5aEAvYMRblqzZUIS8+r1zrgyiX97qTrTv3NZ5tbNB6qKqvN/RlWJKSg6VJlP3eeHHiesx6Fl4k9iqu7t0PZKgz5qy0MZfiXCtRctmoDNpPdHet0Ff8+upW/BV3IeOnh0bbXGplk079h+1DEUsmSHsu+DsfODqq6Y8IjySDq1thPX9Yng8ws1ZUJXf4S3nDCdbz6wacx17/3EmWOeG+9IaKG39w4OK9s5EImxt3OAvZ3Jz40LTim+eKI+1PIOUlvmnievSGyNF9a5pngyP5qy5iJOghZ3VLH4D+DWA91UlwQJR2PORZvuICQ7DvTQ1R9GxP0DwL2k89CIZIeSg7jTfXJomfjy0dihxJIoGjs0/nfMTVAxdyHBiXO8dQ/NO/ynQDk8qQ3N0/j7MeIeGZYUYyOSZnybJCTP+GaHlk1YTjmUIEcm2vj0bPD5Uh1FNx3KRFzHnK6d7X3cva6Flbc+xsKpVUe1jQn5A6NAJfsmfSsrUeSp6dVlHOgZGFb7OtVa28nWjQ8LOJJPcA9Xh4CKpPvpC0eHkvXQufG+Qdp7whzsc5N4zyAdfWE6+sJD+1TgYJ+zTCpKg74Rh88TEvmIw+vVZcGhxFKIVJXIKMlgWtXhn3lfOEpDVSn7utKvQTzed6Y5yeWC4627/cDIC99MsZteW0pp0Me2/T1HnZjN2JIdyv5ztgLJR5ed1sQND79GXzg6bDzmVGptJ1t3+aIGHtq477D1li86srMLZUE/ZTV+ptWUJl02GlM6+8OH9UhvdxN6m9sSjyf6gYShJfvDMXZ39LO7oz/pfnzitsYTrhVPTNy15QmXopUFKSmQ1ng635dUpPOdmajvmykOPhEaa8tpOdiHqhZc3xWvpXTsRUQWAP8BHAcM/cKralFXoD99Xj3XsOCo6lUnW/cLbzsOeJmHX91HTJ1ktnxRgzs9M/w+GTr/PHdyCq3xweihS8tGHFZ37uOPw3T2hRMOR+Ieak+tNV4e8o84nD5KInfvq0oDOdsaT+f7kop0vjNefN9MfmusK2Pzvm46+yPUjBjS06QnpVrZIvI48CWcCmBvB64EfKp6fWbDO5zVys5P0ZjSkXDo3DmMHh5qjccPr7e7CT0cPbrzgn6f0+N55DXiY7XMM1CM3xSpytIAU6qSH5kaQ1ZrZU+EfV0D/OLZHVy8ZBqLph354ewR9bpz869pj6TaW6FMVf9PRERVtwNfFpHngawnZpOf/D6hviJEfUXIGZ9sHM6wgNFRWuLx1vnwjm6d/ZGhdaMx5UDPIAd6BuGwoqCHqwj5nQ5uZYcOodclVHVLTOSVJQE7ZGeMq64iiAgc6BkA7DzzREo1MQ+IiA94TUT+AdgJVGYuLFPMRISKkgAVJQFm1iXvSBeJxpyOaiMT+Rgt88TWeM9glJ7BPlpSKMUa8Mmo1dpGa5HbwCim0AV8TofP/d2DXodScFJNzNcA5cDVwL8By4HLMxWUMUci4PcxubKEyZUlSZdVda4XdxJ3mPZ4D/Vh58oPtcy7Bw61xiMxZX/3YMo/RMMGRnFb4vGBUGrLh7fMbWAUk49qy4J09qfWV8SkLqXErKrPAbit5qtVtSvZOiJSCqwBStz93K2qXxqxTAnwU+BU4ABwqapuO5IXkEy8BOLWAz1Mqyo9rLPNs1vauPO5ZnZ39jF9gjvjJPOzJ7dx1/Mt9IWjlAX9vO/URj501pyUY/My9nT3ne5rP9ptiwgv7+w8bNvvWDpj1PXLgz4uOWE6Fxw3daglnjgQSmILPd2BUerKQ/SFo3QlHJpf0FDBu5c1DbXQt+3r4Xcv7mZPV/+o70sm39dk8vn76mVs+aw85GdPZ/IrMcyRSbXz1zLgJxw6kdABfERVnx9nHQEqVLVbRII4Q0heo6pPJyzzSeBEVf24iFwGvEtVLx0vliPp/JVYAjHgE3oHo0RiyjXLF3D6vHqe3dLGDQ+/RsAnwy5fic/PpJ89uY3bn97uVpSKF5KAy98wmw+dNSdpbF7Gnu6+033tmdx2svXHkzgwSrzVndgyj1+GFr9+PHFglCMVrzbmE1g0rZp5DRXs2N/DCy0dQ4VNGIp9Fh8+e25GvzP5/H2dqNiKrfMXwJOv72ft9nY+/ab5R3zExzp/jS3VQ9k/Bj6pqo8BiMg5OIn6xLFWUOcd73afBt3byL8C3gF82X18N/B9t4PZhJTqSSyBGI7Ghkpm3vlcM6fPqx+zpGZ8fibd9XwLPgG/zz0PKUAsxl3Pt/Chs+Ykjc3L2NPdd7qvPZPbTrb+eI52YJT49eJfuPelMcvsjSwAEkuo3vXizg5e3NkxNC+xdCTAbU/v4Pcb9tLdHyGGEvL76B5w/liNxpT/eWwLk6rSGxgln7+vXsaW7wI+39Afr35LrRMm1cQcjSdlAFV9XEQi460AICJ+4HlgPvDfqvrMiEVmAs3uNiMi0gFMAvaP2M7HgI8BzJo1K8WQobm9l9oR19cllsxMp6RmuvrCUUb2DRJxpqcSm5exp7vvdF97JredbP2JNHJglPH+Gn3gs+fy/pufpjzkHyqTGXHv+8JRTplVxxOvj10wPXFQlMQyrQBtvWH+/qfOwS8Bqt3Lzca6zCyx01tZyElm+fx99TK2VCT+/pnikGpi/rOI3AT8Euf341LgURE5BUBV1422kqpGgaUiUgv8RkSOV9WXjjRIVb0ZuBmcQ9mprtdUV05rV//QoAEwvOxlOiU1UxU/vBOvcRxXHvTTH4kOO4Cj6pyzKQ36mVlbxoHuAcoSYu8bjDKztpzKkgCNteXs7+mnLBgY2n5vOEZjXTk1ZcFh+x2Lcqj28NAgDQnzVJVoQm3laMx5PKMm/r4lvq9RZtSWDf1Qx19P4ocVr2U83msvCx167aUJ2x9I2H4k6sQSG+XASlnQz8Ao245/xsk+82TrZ9J4ZTF9IsysLedAz8Cw73NfOMqs+gr+7Z3H8/bvPc5AJIrf5xs6RBiNKQG/j6uXz+fnT++gayCMIEOJPRKLDdunwlB51u0Hxi/jCVAacAZu6OqP0NEXHhon2+8ToqrUlYXYur+HyRUldPQNjvl/MZOSfebZ+B1IR+Lvn4hkp/B3iuI10q2xPLFSTcwnufdfGjH9ZJz/y8vHW1lVD4rII8DFQGJi3gk0AS0iEgBqcDqBTYiV587j+tUb6B2MEPQJ/ZEo0ZjyoTNnUR4KcMVZc/jmA68y6B7m7g9HUeCT5x/DjFrnP2Vi4f3hz937URJvKudaPnbuPG54eDMx1aEfZEX42BvnMaO2jKuXL+D61RuGHYJXhE8vn8+U6lI+vXz+4fMV/uFN85mUQu/kdFxzgRNbJHZo3yBcvXwB02uS/5iN99qn1xx67Ynb11G2H0toNUbd0X4uP3M2P1qzBWKxoW3HFP7ujFlUlAS4/MzZfPOBV+mPRCkJOJ95YlnM953ayO1Pb4dYbNg55ved2pipt3NIsrKYyUp6jha7Ah84rYm3nDCdSRUlo55L/fSb5nPs9GraegeHDYhysPfQJWhD03sG6U8sxRqJDev8c1hrvCfMR28/1CfEJ85lZ/GRumbVl3PHM9tHXHrmPJ6ogVGSvW+ZLpVayPrDMUJ+X06NeV4IUur8dVQbFmkAwm5SLgMeAL6uqvcnLPMp4ISEzl9/q6rvG2+7R1r5K94ru6W9l8ZRBqZPNj+TbnxoE7c8vtUd7tHPVefM5eoLF+ZF7OnuO93XPlHbnllbxsfeOI9zFjYMDeX3g4c3c/tT2+gZjFIe8vOB02dx+dlziURjQyMtZcrXfjd+Wcx47+GxSnqm2is7nZKgiQOjtPceqtj26p4uNuzqpHcwMjQMZl84OupRgFSMNzDKUCKvCFFXFqKqbPxSrMle90S8L8XY+esPL+6mtWuAy5P0vxiNdf4aW6q9sqcCXwNmqOpbROQ44ExVvXWcdU4Ebgf8gA+4S1VXicgqYK2qrnYvqfoZTsu7DbhMVbeMF8vRluQ0ZiLEYko4FnMOp6sSjTrPw1FlMBLL2hCD+SI+MEq8wEt7Qgs8PjBKYss8cWCUIzHawCh1Fc4QpSMHRqnPUCnWYkzMv17bDALvPfXIjy5YYh5bqoeyb8Pphf0v7vNNwK+AMROzqq7HSbgjp1+f8LgfeG+KMRjjOZ9PKPH5KRnjf044GnNuEef8bdQ9Nx9/XmwSB0ZJRXxglMTBUYYSesKlZu09g3T1R9IeGKXWLfIy2oAo8ZZ5ZQ4PjOIlVaf87YIpVgRyoqWamCer6l0ich0M9aC2ESGMGSHo9zmlOEfJQ9GYEo7GGIzGCEcOtbKLMWGPpSzkpyxUNtTHYzxDA6OMSNjtiefG++JDmA4vxdo7GKV3MMqug8mLYyQOjDJWGdb6ihAz68qoKQtSEiiMYUqT6R6IMBCJpVRxzxyZVBNzj4hMwu1kKyJvwCkyYoxJkd8n+H3+wzo1xRN22D2HPRh1knY4Ehu157lxDBsYJYn4wCiHd2qLjzPuDIoSn360A6McP7Oa+z/9xnRfWl6IX4I3ucoS80RLNTFfC6wGjhGRJ3DGB3pPxqIypoiMlbAB97ImJ1EPhKP0R2J2LvsoJA6M0liXfPn4wCiJA6EcTGyR9x2q6pY4MEoxtR5b2vvw+4Splpgn3LiJWUROA5pVdZ2InAesBN6N08O6JQvxZVy8h25zey9NWe7ZXMySve+Z/FzS3Xc684/0dcWTdknAGRTj0Y2t/OjPr9Pc3svM2nI+9IZZnDZ3UkEcEs+letVHPDDKQJSBaIxJKbTeC0Vzey8zaksJ2ChqE27cXtkisg64UFXbRORc4E7g08BS4FhVzXqreSJ7ZSfW0o5fLxuOKqtWLLHknEHJ3vdMfi7p7jud+UBaryvZvhN7jA9GYvRHogyE8+NwuJe1tCdKdnpl+0aU7fGGv2oSjZ+8nfZHf0LnM/cc1TYam2bRvGN7/Kn1rkuQ7FC2X1Xb3MeXAjer6j3APSLyQkYjy4LEWtoA5aEAvYMRblqzxRJzBiV73zP5uaS773TmA2m9rmT7TuwxXpHQ0AtH3WQddQ6Dxzuf5VLCtnrVqVK8vFwqfonTjx/fyqr7X+Yv993GvIa7PYunUCVNzCISUNUIcAHD67Wmen46Z41WS7ss6KelPXkpQnP0kr3vmfxc0t13OvMV0npdR/u+OD3FoYzh57DDbqIOxzubJXRAy7Zcr1dthvv9i7tZPK2KeQ12qVQmJDs58EucOtn/C/QB8dGl5lMAvbKb6soPG5ygLxylsS75yEDm6CV73zP5uaS773Tmp/u6Jvp9Cfp9VJQEqC0P0VBVwozaMmZPqmD2pAqm15QxqaKEqlKnNGamr+OdXl12WDnPXKpXbQ7ZfqCHtdvbueTE6V6HUrDGTcyq+lXgczgFRs5JGI7Rh3OuOa+tPHce4ajSOxhxL6eIEI4qK8+d53VoBS3Z+57JzyXdfaczP93Xla3vq98nlIX81JQHhxL2nMkVNNaV01BVQk3ZxCfry05rIuKOlKU491avOjfd+Vwzfp/wnqOo9mVSk7Fa2Zky0SU5vaw3Xcy8rAOe7r7TmZ/u68q172v8cPhgJMaAe3+0vcMnol61l4qhJOe1Fy/h1K/8nqVNddxy+bKJ3LR1/kpQ9InZGDOxojE9lKyj0aHHha4YEvMX/+FKGt71BX58xTKWL546kZu2xJwg7ztwGWNyS/xQuDM2t9NZTVWdFnU0xkA4xkAkWhTJutBUnfI2pteUct5CO6qYSZaYjTEZJyKUBt3qZm6jMhZzkvVAJOrch/O/SEoh293RR+nsk/joOXPx2/jLGWWJ2RjjCd+wlrUjEnXOVfeH3WRt5UdzxnPb2on2dvD+02d5HUrBs8RsjMkZAb+PgHsZFziHwAejMfrdw98DYedaa5Nd+7oG2Lq/h67n76Oi5ANeh1PwLDEbTySrGX3jQ5u45fGt9AxGqQj5ueqcuVx94cKU1k3XePtOZf/jzU932+nKt9rwIkJJwE9JwM+jG9u5ac0WdrT1MLO2nMvPnM3p8yZNSCWzXKrTnYvWbmsj5PfR9fx9XodSFKxXtsm6ZDWfb3xoEzc8vBmfgE8gps7tmuXzObGxNqP1zcfb99UXLkyrVvb6loNpbTvT73suSyX2eOWyeNnRVHuDT1Sd7kLtld3eO8hPn9rOstl13PPJszN1asFOWiewYUFM1iXWfBZx7oN+GaonfcvjW/EJBHw+fOJz753pydZN13j7TiX28eanu+10ZXr7mZRK7EG/j/KQU8lsSlUpjXXlzHGrmNVXhCgPBUbttJRYp1tw7gM+4c7nmrP5EnPW2m3t+H3C0qZar0MpGnYo22RdsprPPYNRAiP+ZPSJMz3T9c3H23cqsY83P91tpyufa8MfbeyjdTCLj7zVH3bOWVud7rF19ofZuKeTE2bWDJ33N5lnLWaTdclqPleE/IwcRyGmzvRM1zcfb9+pxD7e/HS3na58rg0/kbGHAj6qS4NMqSqlqb6cuZMqiMQUv0/w+QTE6nTHrdveDsAps+s8jqS4WGI2WZes5vNV58wlphCJxYhpzL13pme6XvR4+04l9vHmp7vtdOVzbfhMxv7x844hGoPBaIyAT4ZG1/rEefOYVFFCZWmAkqAfyfBAHrmmZyDCS7s6WTytmurSYPIVzISxYxMm685fPIVVMGbN53gv5bF6L4+3brqS7TtZ7OPNjy9ztNtOV6a3n0mZjD35tg8lpZG1wQciUU+GycyGF5oPEospy+ZYaznbrFe2McakIewWRRFI5zxsTvXK7g9H+ckT25gzqZy3nHBoeMdrL1pkvbKzwFrMxhiThqDfR9BfWGcF17d0MBiNsWyOXcvthcL6NhljjEnLYCTGX5rbmTu5goaqEq/DKUqWmI0xxgx5aVcH/eEYp9m5Zc/YoWxjjMkbwrUXLcrc5v0BZq68lUhbC9/8+iWHzW5ssgEsssEScxHzsm5yOvt+/01P8tTW9qHnZ86t45crz8rKvtPdfr7Vqja5Rpmozl+jdeT65bM7uO7eF7nzM2/lnF9+YUL2Y46cHcouUvHaw61d/dSWBWnt6uf61Rt4dGNrTu97ZFIGeGprO++/6cmM7zvd7Xv5nhuTTDSm3LxmCyfMrOHs+ZO8DqeoWWIuUl7WTU5n3yOTcrLpE7nvdLefz7WqTeF7YMMetu7v4ePnHVN0xVRyjSXmItXc3ktZ0D9sWrbqJhfyvsfbvpev25jxqCo/+vPrzJ5UzsXHT/M6nKJniblIeVk3uZD3Pd7287lWtSlsT29p468tHfz9G+eNOgKXyS5LzEXKy7rJ6ez7zLmjX8Ix1vSJ3He628/nWtWmsP3oz68zuTLEe05t9DoUgyXmonX+4imsWrGEKVWldPSFmVJVOmzQ+Vzd9y9XnnVYEj6SXtmZft3jbd/L99yYsWxu7ebPm/bxoTfMoXTEqRbjDauVbYwx3st6rez45VJfXr2BXzyzgyf+ebmXlb7s+HkCazEbY0yR6h6IcPfzLbztxOlWfjOHWGI2xpgi9Zt1LXQPRPjwmbO9DsUksMRsjDFF6vantnNiYw1Lm2q9DsUksMRsjDFFqHTWiWxu7ebyM+dYQZEcY7WyTUakWxPay3rTVs+6+BTjZ15x4pupLg3wthOnex2KGcFazGbCpVsT2st601bPuvgU42c+EIlSvvAsViydYZdI5SBLzGbCpVsT2st601bPuvgU42f+2t5ufMES3ntqk9ehmFFYYjYTLt2a0F7Wm7Z61sWnGD/zl3d3Mrjf6fhlco8lZjPh0q0J7WW9aatnXXyK7TNv6xlkd0c/PS8+ZJ2+cpQlZjPh0q0J7WW9aatnXXyK7TPfuKcTEejZ8KjXoZgxWGI2Ey7dmtBe1pu2etbFp5g+c1Vl095umurKifakNoa5yT6rlW2MMd7LSq3s1q5+fvlsMxcsnsKPrzydHPr9t2PqCazFbIwxReK1vd2IwDENlV6HYsZhBUaMMSZvCNdetOio157xsf8hcnA3//Kfl9DYNGsC4zITyRKzMcbkDeVoD2X/84feSrBuOt++6iIu/dW/TnBcZiLZoWxjjCkC5QvPxO8TLjpumtehmCQy1mIWkSbgp8BUQIGbVfWGEcucD/wvsNWddK+qrspUTPkmk/WmMy3ZvtOdn8tufGgTtzy+lZ7BKBUhP1edM5erL1yYlX3n8/tmMqvsmNNZNruOuoqQ16GYJDLZYo4An1PV44A3AJ8SkeNGWe4xVV3q3iwpuzJZbzrTku073fm57MaHNnHDw5vpC0cJ+JxCFTc8vJkbH9qU8X3n8/tmMqurP0xo6jwuONb+SMsHGUvMqrpbVde5j7uAV4CZmdpfoclkvelMS7bvdOfnslse34pPIODz4ROfe+9Mz7R8ft9MZm3d3wPA8sVTPY7EpCIr55hFZA5wMvDMKLPPFJG/isgfRGTJGOt/TETWisjaffv2ZTLUnJHJetOZlmzf6c7PZT2DUXwjrsj0iTM90/L5fTNjS/z9O9ptbN3fQ7h9F8c0VExkaCZDMp6YRaQSuAf4jKp2jpi9DpitqicB3wN+O9o2VPVmVV2mqssaGhoyGm+uyGS96UxLtu905+eyipCf2IiaDTF1pmdaPr9vZmyJv39Hs344GqO5vY++15+z2th5IqOJWUSCOEn5DlW9d+R8Ve1U1W738e+BoIhMzmRM+SKT9aYzLdm+052fy646Zy4xhUgsRkxj7r0zPdPy+X0zmdPc1ks0pvRtftbrUEyKMpaYxfnT7FbgFVX99hjLTHOXQ0ROd+M5kKmY8kkm601nWrJ9pzs/l1194UKuWT6fsqCfSMw5lHzN8vlZ6ZWdz++byZxtB3oJ+oX+5g1eh2JSlLFa2SJyDvAY8CIQcyd/AZgFoKo/EpF/AD6B04O7D7hWVZ8cb7tWK9sYU4AyViv7tie3UV8R4tF/fFMu1cYeyY6xJ8jYdcyq+jhJ3mxV/T7w/UzFYIwxxayzL0xHX5iTGmu8DsUcAav8ZYwxBWqH2yN/Vr11AMwnlpiNMaZANbf1UhHyU2/VvvKKJWZjjClAqkpzWx9N9eV2mVSesdGlclg+1z32sl60MQb2dw/SF47aYew8ZC3mHJXPdY+9rBdtjHE0tznnl5uswEzescSco/K57rGX9aKNMY4d7b3Ul4eoLLUDo/nGEnOOyue6x17WizbGQCym7DrYR2NdmdehmKNgiTlH5XPdYy/rRRtjoLV7gHBUmWmJOS9ZYs5R+Vz32Mt60cYY2NXeB8DMWkvM+chOPuSo8xdPYRXOueaW9l4a86hXdrz3tfXKNsYbOw/2UVsWpKLEfuLzUcZqZWeK1co2xhSgFGtl+xSS/WYLjVf/gt5NT9L2x+8NTW1smkXzju3pxJhJdqF1Avtzyhhj8oaSbBCL/d0D3PHMDm7+98/z7j/cmKW4zESyc8zGGFNAdh50zi+fPrfe40jM0bLEbIwxBWRXex+Rzn12qVQes8RsjDEFQlXZebCPgeYNVh87j9k55iRyuV61xZabivm1G2919IXpGYzS3/yS16GYNFiLeRy5XK/aYstNxfzajffi55f7Wywx5zNLzOPI5XrVFltuKubXbry382AfZUE/kQMtXodi0mCJeRy5XK/aYstNxfzajfd2HexnRm2p12GYNFliHkcu16u22HJTMb92462egQgdfWFmWBnOvGeJeRy5XK/aYstNxfzajbd2d/QDML3GWsz5zhLzOM5fPIVVK5YwpaqUjr4wU6pKWbViSU70sLXYclMxv3bjrd0dffhFaKgq8ToUkyarlW2MMd5LsVa26FglOe9a2wzA+5Y1ce1Fi8iz33a76DqBtZiNMSbPRWNKa9cA0+wwdkGwxGyMMXluX9cA0ZgyvdoScyGwxGyMMXlud4dTWGR6jfXILgSWmI0xJs/t6einsiRAZalVWS4E9imaonPjQ5u45fGt9AxGqQj5ueqcuVx94cKU17da2CbX7Orot8ukCoi1mE1RufGhTdzw8Gb6wlECPqf4xw0Pb+bGhzaltL7Vwja5prs/QvdAxBJzAbHEbIrKLY9vxScQ8Pnwic+9d6anwmphm1xj55cLjyVmU1R6BqP4Rlwx6RNneiqsFrbJNXs6+/H7rLBIIbHEbIpKRchPbETdhZg601NhtbBNrmntHGByZQj/yL84Td6yzl+mqFx1zlxueHgzkVgMnzhJOabO9FSsPHce16/eQO9ghLKgn75w1GphmywSrr1o0bDnTZ+5k56X/8y1//KDoamNTbOyH5qZMNZiNkXl6gsXcs3y+c6YtTHnMPQ1y+en3CvbamEbbynxkpyqytZ9XfhKKvjvf/snVHXo1rxju8dxmnRYi9kUnasvXHhEl0eNdP7iKZaITU54cWcHAMfPrPE4EjORrMVsjDF56qWdHYT8PhZOrfI6FDOBLDEbY0yeemlXB4umVREK2E95IbFP0xhj8pCq8tLOTjuMXYAsMRtjTB5qbuujoy/M8TOrvQ7FTDBLzMYYk4de2dMJwJIZ1mIuNJaYjTEmD722twuABVMqPY7ETDRLzMYYk4c27e1mZm0ZFSV21WuhscRsjDF56LXWbhZMtdZyIbLEbIwx+UZ8vL6v265fLlCWmI0xJs8EaqcxGIkx384vFyRLzMYYk2eCk51BKqzFXJgsMRtjTJ4J1jcCcExDhceRmEywxGyMMXkmUDuNSRUhqkqDXodiMsASszHG5JlA7TSa6su9DsNkiCVmY4zJM4HaacyyxFywMpaYRaRJRB4RkZdFZIOIXDPKMiIiN4rIZhFZLyKnZCoeY4wpBNGYEqhusMRcwDJZMiYCfE5V14lIFfC8iDyoqi8nLPMWYIF7OwP4oXtvUvDoxlZuWrOF5vZemurKWXnuPM5fPMXrsIwxGdQ9EEF8fkvMBSxjLWZV3a2q69zHXcArwMwRi70D+Kk6ngZqRWR6pmIqJI9ubOX61Rto7eqntixIa1c/16/ewKMbW70OzRiTQR19YQA7x1zAsnKOWUTmACcDz4yYNRNoTnjewuHJ24zipjVbCPqF8lAAEec+6BduWrPF69CMMRnU6SbmWZMsMReqjCdmEakE7gE+o6qdR7mNj4nIWhFZu2/fvokNME81t/dSFvQPm1YW9NPS3utRRMaYTEj8/fP7/dz2qYuIPvJ9plWXeh2ayZCMJmYRCeIk5TtU9d5RFtkJNCU8b3SnDaOqN6vqMlVd1tDQkJlg80xTXTl94eiwaX3hKI119le0MYUk8fdv6dKlRHvaaX7mD/h94nVoJkMy2StbgFuBV1T122Msthr4sNs7+w1Ah6ruzlRMhWTlufMIR5XewQiqzn04qqw8d57XoRljjElDJntlnw18CHhRRF5wp30BmAWgqj8Cfg+8FdgM9AJXZjCegnL+4imswjnX3NLeS6P1yjbGmIKQscSsqo8D4x5rUVUFPpWpGArd+YunWCI2xpgCY5W/jDHGmBxiidkYY4zJIZaYjTHGmBxiidkYY4zJIZaYjTHGmBxiidkYY4zJIZaYjTHGmBxiidkYY4zJIZaYjTHGmBwiTvGt/CEi+4DtHux6MrDfg/2mwmI7Ohbb0bHYjs54se1X1YuTbUBE/pjKcia/5V1i9oqIrFXVZV7HMRqL7ehYbEfHYjs6uRybyS12KNsYY4zJIZaYjTHGmBxiiTl1N3sdwDgstqNjsR0di+3o5HJsJofYOWZjjDEmh1iL2RhjjMkhlpiNMcaYHGKJeQQR8YvIX0Tk/lHmXSEi+0TkBfd2VZZj2yYiL7r7XjvKfBGRG0Vks4isF5FTcii280WkI+G9uz6LsdWKyN0islFEXhGRM0fM9/J9SxabJ++biCxK2OcLItIpIp8ZsYwn71uKsXn5ffusiGwQkZdE5JciUjpifomI/Mp9354RkTnZis3kh4DXAeSga4BXgOox5v9KVf8hi/GM9CZVHatIwVuABe7tDOCH7n22jBcbwGOqeknWojnkBuCPqvoeEQkB5SPme/m+JYsNPHjfVPVVYCk4f6wCO4HfjFjMk/ctxdjAg/dNRGYCVwPHqWqfiNwFXAbclrDYR4F2VZ0vIpcBXwcuzWacJrdZizmBiDQCbwNu8TqWo/QO4KfqeBqoFZHpXgflJRGpAc4FbgVQ1UFVPThiMU/etxRjywUXAK+r6siKe7nwfRsrNi8FgDIRCeD8obVrxPx3ALe7j+8GLhARyWJ8JsdZYh7uu8Dngdg4y7zbPWx3t4g0ZSesIQo8ICLPi8jHRpk/E2hOeN7iTsuGZLEBnCkifxWRP4jIkizFNRfYB/zEPUVxi4hUjFjGq/ctldjAm/ct0WXAL0eZ7uX3LW6s2MCD901VdwLfAnYAu4EOVX1gxGJD75uqRoAOYFI24jP5wRKzS0QuAVpV9flxFrsPmKOqJwIPcuiv3mw5R1VPwTmE+CkROTfL+x9PstjWAbNV9STge8BvsxRXADgF+KGqngz0AP+cpX0nk0psXr1vALiH11cAv87mflORJDZP3jcRqcNpEc8FZgAVIvLBbOzbFA5LzIecDawQkW3AncByEfl54gKqekBVB9yntwCnZjNA969xVLUV55za6SMW2QkktuIb3Wmex6aqnara7T7+PRAUkclZCK0FaFHVZ9znd+Mkw0RevW9JY/PwfYt7C7BOVfeOMs+z75trzNg8fN8uBLaq6j5VDQP3AmeNWGbofXMPd9cAB7IQm8kTlphdqnqdqjaq6hycw2MPq+qwv3RHnD9bgdNJLCtEpEJEquKPgYuAl0Ysthr4sNtb9g04h9F250JsIjItfh5NRE7H+e5l/MdIVfcAzSKyyJ10AfDyiMU8ed9Sic2r9y3B+xn7ULEn71uCMWPz8H3bAbxBRMrd/V/A4b8Tq4HL3cfvwfmtsUpPZoj1yk5CRFYBa1V1NXC1iKwAIkAbcEUWQ5kK/Mb9rQkAv1DVP4rIxwFU9UfA74G3ApuBXuDKHIrtPcAnRCQC9AGXZfHH6NPAHe6hzy3AlTnyvqUSm2fvm/tH1puBlQnTcuJ9SyE2T943VX1GRO7GOZQeAf4C3Dzid+RW4Gcishnnd+SyTMdl8ouV5DTGGGNyiB3KNsYYY3KIJWZjjDEmh1hiNsYYY3KIJWZjjDEmh1hiNsYYY3KIJWbjORH5F3c0nvXijAQ0YQMhiDPK0P3u4ytE5PsTte1R9jVHRD6Q8HzM/YlIpYjcJCKvu2VMH53I122MyV92HbPxlDjDHF4CnKKqA251ppDHYR2tOcAHgF+ksOwtwFZggarGRGQucFwGYzPG5AlrMRuvTQf2x0udqup+Vd0lIqeKyJ/d1uSf4lXX3JblDW7L+iW3qhMicrqIPOUOBvFkQjWtpETkgyLyrLvNm8QZShAR6RaRr7oDITwtIlPd6ce4z18UkX8XkW53U/8JvNHdzmfdaTNE5I8i8pqIfCO+Ps7wiF9U1Zj7ureq6u/cVvdGEblNRDaJyB0icqGIPOFuY2QZVmNMgbHEbLz2ANDkJqEfiMh5IhLEGXjgPap6KvBj4KsJ65Sr6lLgk+48gI3AG93BIK4HvpbKzkXkWJyxcM92txkF/s6dXQE87Q6EsAb4e3f6DcANqnoCTr3ruH/GGQN4qap+x5221N3+CcCl4oxItgR4QVWjY4Q1H/gvYLF7+wBwDvD/gC+k8rqMMfnLDmUbT6lqt4icCrwReBPwK+DfgeOBB90yn36cIfTifumuu0ZEqkWkFqgCbheRBThDUAZTDOECnMFInnP3VQa0uvMGgfvdx8/jlIAEOBN4p/v4FzjD/I3l/1S1A0BEXgZmpxDTVlV90V1ng7sNFZEXcQ6XG2MKmCVm4zm35fgo8KibfD4FbFDVM8daZZTn/wY8oqrvEpE57vZSIcDtqnrdKPPCCfWVoxzd/5eBhMfxbWwAThIR/xit5sR1YgnPY0cZgzEmj9ihbOMpEVnktnLjluKMxtPgdgxDRIIyfKD7S93p5+CMaNSBM3RefMjBK44ghP8D3iMiU9xt1otIslbt08C73ceJAxB04bTcx6WqrwNrga8kjIA0R0TedgRxG2MKlCVm47VKnEPQL4vIepyeydfjjA70dRH5K/ACw8e07ReRvwA/Aj7qTvsG8B/u9PFalVeISEv8BnQCXwQecPf/IE6HtPF8BrjWXX4+0OFOXw9E3c5inx1rZddVOKNybRaRl4DbOHQI3RhTxGx0KZNXRORR4P+p6loPYygH+tzzvpcB71fVd3gVjzGmsNj5KmOO3KnA993D0AeBj3gbjjGmkFiL2RhjjMkhdo7ZGGOMySGWmI0xxpgcYonZGGOMySGWmI0xxpgcYonZGGOMySH/HzhWtXErbGA9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the sepal length against sepal width\n",
    "sns.jointplot(x='SepalLengthCm', y='SepalWidthCm', data=df, kind='reg')\n",
    "plt.title('Sepal Length vs. Sepal Width')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the petal length against petal width\n",
    "sns.jointplot(x='PetalLengthCm', y='PetalWidthCm', data=df, kind='reg')\n",
    "plt.title('Petal Length vs. Petal Width')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot of the sepal length\n",
    "sns.boxplot(x='Species', y='SepalLengthCm', data=df)\n",
    "plt.title('Boxplot of Sepal Length')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot of the petal length\n",
    "sns.boxplot(x='Species', y='PetalLengthCm', data=df)\n",
    "plt.title('Boxplot of Petal Length')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot of the sepal width\n",
    "sns.boxplot(x='Species', y='SepalWidthCm', data=df)\n",
    "plt.title('Boxplot of Sepal Width')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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