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NewQuant/test/test.ipynb
2025-09-24 23:14:14 +08:00

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{
"cells": [
{
"metadata": {
"collapsed": true,
"ExecuteTime": {
"end_time": "2025-09-22T11:16:11.127998Z",
"start_time": "2025-09-22T11:16:11.126254Z"
}
},
"cell_type": "code",
"source": "",
"id": "initial_id",
"outputs": [],
"execution_count": null
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-22T11:16:37.464945Z",
"start_time": "2025-09-22T11:16:37.392136Z"
}
},
"cell_type": "code",
"source": [
"from src.algo.TrendLine import calculate_latest_trendline_values\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def get_trendlines(prices: np.ndarray):\n",
" \"\"\"\n",
" 计算给定价格序列的上下趋势线。\n",
"\n",
" Args:\n",
" prices: 包含价格的一维numpy数组。\n",
"\n",
" Returns:\n",
" 一个元组包含两个numpy数组\n",
" - upper_trendline: 上趋势线的值\n",
" - lower_trendline: 下趋势线的值\n",
" \"\"\"\n",
" n = len(prices)\n",
" x = np.arange(n)\n",
"\n",
" # --- 计算上趋势线 ---\n",
" high_point_idx = np.argmax(prices)\n",
" high_point_price = prices[high_point_idx]\n",
"\n",
" best_upper_slope = None\n",
" min_upper_distance_sum = float('inf')\n",
"\n",
" # 迭代除最高点外的所有点,以确定最佳斜率\n",
" for i in range(n):\n",
" if i == high_point_idx:\n",
" continue\n",
"\n",
" # 计算候选斜率:(y2 - y1) / (x2 - x1)\n",
" candidate_slope = (prices[i] - high_point_price) / (i - high_point_idx)\n",
"\n",
" # 通过该斜率和最高点确定一条候选直线\n",
" # y = m*x + c => c = y - m*x\n",
" intercept = high_point_price - candidate_slope * high_point_idx\n",
" candidate_line = candidate_slope * x + intercept\n",
"\n",
" # 检查该直线是否在所有价格点之上\n",
" if np.all(candidate_line >= prices - 1e-9): # 使用一个小的容差\n",
" # 计算所有点到该直线的垂直距离之和\n",
" distance_sum = np.sum(candidate_line - prices)\n",
"\n",
" # 如果距离更小,则更新最佳斜率\n",
" if distance_sum < min_upper_distance_sum:\n",
" min_upper_distance_sum = distance_sum\n",
" best_upper_slope = candidate_slope\n",
"\n",
" # 使用最佳斜率计算最终的上趋势线\n",
" upper_intercept = high_point_price - best_upper_slope * high_point_idx\n",
" upper_trendline = best_upper_slope * x + upper_intercept\n",
"\n",
"\n",
" # --- 计算下趋势线 ---\n",
" low_point_idx = np.argmin(prices)\n",
" low_point_price = prices[low_point_idx]\n",
"\n",
" best_lower_slope = None\n",
" min_lower_distance_sum = float('inf')\n",
"\n",
" # 迭代除最低点外的所有点,以确定最佳斜率\n",
" for i in range(n):\n",
" if i == low_point_idx:\n",
" continue\n",
"\n",
" candidate_slope = (prices[i] - low_point_price) / (i - low_point_idx)\n",
" intercept = low_point_price - candidate_slope * low_point_idx\n",
" candidate_line = candidate_slope * x + intercept\n",
"\n",
" # 检查该直线是否在所有价格点之下\n",
" if np.all(candidate_line <= prices + 1e-9):\n",
" # 计算所有点到该直线的垂直距离之和(距离是正值)\n",
" distance_sum = np.sum(prices - candidate_line)\n",
"\n",
" if distance_sum < min_lower_distance_sum:\n",
" min_lower_distance_sum = distance_sum\n",
" best_lower_slope = candidate_slope\n",
"\n",
" # 使用最佳斜率计算最终的下趋势线\n",
" lower_intercept = low_point_price - best_lower_slope * low_point_idx\n",
" lower_trendline = best_lower_slope * x + lower_intercept\n",
"\n",
" return upper_trendline, lower_trendline\n",
"\n",
"\n",
"# --- 示例和可视化 ---\n",
"\n",
"# 1. 生成一个长度为 n 的价格序列 (n=50)\n",
"n = 50\n",
"np.random.seed(42)\n",
"base_prices = 100 + np.cumsum(np.random.randn(n)) * 1.5\n",
"# 增加一些波动和噪声\n",
"noise = np.random.randn(n) * 2\n",
"sample_prices = base_prices + noise\n",
"\n",
"# 2. 调用算法计算趋势线\n",
"upper_line, lower_line = get_trendlines(sample_prices)\n",
"\n",
"print(upper_line)\n",
"print(lower_line)\n",
"print(calculate_latest_trendline_values(sample_prices))\n",
"\n",
"# 3. 可视化结果\n",
"plt.style.use('seaborn-v0_8-darkgrid')\n",
"plt.figure(figsize=(14, 7))\n",
"\n",
"# 绘制原始价格序列\n",
"plt.plot(sample_prices, 'o-', label='价格序列', color='skyblue', markersize=5)\n",
"\n",
"# 绘制趋势线\n",
"plt.plot(upper_line, label='上趋势线', color='red', linestyle='--', linewidth=2)\n",
"plt.plot(lower_line, label='下趋势线', color='green', linestyle='--', linewidth=2)\n",
"\n",
"# 标记最高点和最低点\n",
"high_idx = np.argmax(sample_prices)\n",
"low_idx = np.argmin(sample_prices)\n",
"plt.plot(high_idx, sample_prices[high_idx], 'v', color='darkred', markersize=10, label='最高价')\n",
"plt.plot(low_idx, sample_prices[low_idx], '^', color='darkgreen', markersize=10, label='最低价')\n",
"\n",
"\n",
"plt.title('价格序列及算法生成的趋势线', fontsize=16)\n",
"plt.xlabel('时间步', fontsize=12)\n",
"plt.ylabel('价格', fontsize=12)\n",
"plt.legend(fontsize=12)\n",
"plt.grid(True)\n",
"# 设置中文字体\n",
"plt.rcParams['font.sans-serif'] = ['SimHei'] # 'SimHei' 是黑体\n",
"plt.rcParams['axes.unicode_minus'] = False # 解决负号显示问题\n",
"plt.show()"
],
"id": "67848260b39bf0dc",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[113.49570079 112.9597348 112.42376882 111.88780283 111.35183685\n",
" 110.81587087 110.27990488 109.7439389 109.20797291 108.67200693\n",
" 108.13604095 107.60007496 107.06410898 106.52814299 105.99217701\n",
" 105.45621103 104.92024504 104.38427906 103.84831307 103.31234709\n",
" 102.77638111 102.24041512 101.70444914 101.16848315 100.63251717\n",
" 100.09655119 99.5605852 99.02461922 98.48865323 97.95268725\n",
" 97.41672127 96.88075528 96.3447893 95.80882331 95.27285733\n",
" 94.73689135 94.20092536 93.66495938 93.12899339 92.59302741\n",
" 92.05706143 91.52109544 90.98512946 90.44916347 89.91319749\n",
" 89.37723151 88.84126552 88.30529954 87.76933355 87.23336757]\n",
"[96.89424075 96.54985396 96.20546716 95.86108036 95.51669356 95.17230676\n",
" 94.82791996 94.48353317 94.13914637 93.79475957 93.45037277 93.10598597\n",
" 92.76159917 92.41721237 92.07282558 91.72843878 91.38405198 91.03966518\n",
" 90.69527838 90.35089158 90.00650479 89.66211799 89.31773119 88.97334439\n",
" 88.62895759 88.28457079 87.940184 87.5957972 87.2514104 86.9070236\n",
" 86.5626368 86.21825 85.8738632 85.52947641 85.18508961 84.84070281\n",
" 84.49631601 84.15192921 83.80754241 83.46315562 83.11876882 82.77438202\n",
" 82.42999522 82.08560842 81.74122162 81.39683483 81.05244803 80.70806123\n",
" 80.36367443 80.01928763]\n",
"(np.float64(87.23336756933077), np.float64(80.01928763164909))\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 1400x700 with 1 Axes>"
],
"image/png": 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yyy+nOLdx48YEBATw0Ucf8eWXXzJjxgwmT55MkSJFqF27NoCrZk9gYCAlS5bE29ubxMREXn31VZ577jnKly/v2pq9YcOGrFixgt69e6dbADo5uJP894gRIxgxYoTr+NGjRwkODiZv3rzY7XZmzJjBxIkT8fT05L333uP1119P89pbt27l/PnzVKhQwRXkAdi9ezeTJ0+maNGimXlb03Xu3DkADh486LZs7ejRoyxbtswtEwqgSJEirF+/Ps3rJQco3n///VSXHN1p7ty5zJ07N9XdpWJiYpg2bRrh4eHs3LmT77//3hVcuF9///03GzZsoGjRoqxbty5FxlRyoKRKlSrMnj37rq+v0Wgy3F48OSvo5s2bruDP6tWrOXfuHO3btydXrlwprpkes9nM2LFjyZUrV6q1smw2G+BexNput3PlyhVMJhM6nc5VgNpsNhMeHu6qmTRr1ix69Ojh9llIlvxcHh4eHDp0CIDo6GjatWuHzWajePHiVK9enUOHDrkFLAHWr19PixYtuHDhAkuXLqVo0aI0a9bMVSfqTlqtlosXL+J0Ot2KPBuNRkaNGoXNZmP+/PlUqFCBN998k6VLl2IymdL8zNrtdtn5SwghxEMhP12EEEKINIwZM4bdu3fTvHlzjh8/DsC1a9d4//33cTqdjBkzBkVRWLJkCW+++aYrYBAbG8u0adMoVqwYy5cvZ+DAgTz11FNuy7/OnTvHwYMHAfjrr7+oV68eixcvpn79+q4+3t7efPfddzRp0oQJEyZQrVq1VLeZT01qN5AXL16kbdu2eHl58eGHH7JgwQJOnz5NkyZN6N27d5p1diDppjQ5WNW5c2eef/5517HDhw8DSUvB7teRI0cAWLFiBW3btnXVFrJYLAwbNszV79ChQyxcuDDDZTLJ78O0adOYNm1apseR2vvn6+vLkiVL6NOnDwcOHKBZs2aMGzeOqlWrZvq6qVFVlSFDhqCqKh07drzrpXKZodFoiIiISHWHtFq1avH888+7sndu3brl2sJ+7ty5HDhwAC8vL957770U10zP/v37iY6Opn///vj6+hIfH+9W8Ds5sHN75k9YWJjbHEg2e/ZsV9DLx8eHffv2MXr0aGJiYlIN1PXv359Lly65HufPn58ff/yREiVK8NRTTxETE8O8efNSfJ3Xr1/PhQsXeO655wgPD+fPP/+kUaNG5M2bl9OnT+N0OunXrx8vvvgijRo1wsfHh969e+Ph4UGJEiWIjY3l/fffp3v37q5swD179ri+prt27eLKlStur/fEiRPs3buX3bt3o9PpUhRAF0IIIR4ECf4IIYQQqUhMTGTPnj0EBAS4beedL18+xo4dS+7cuSlTpgxdu3Zly5YtNGzY0HWuzWZj0qRJvP766zRq1IhZs2a5shySzZ8/H6PRiKqqFC1alMjISIYOHcqkSZOApKyjVatW8f333+Pt7U3JkiX566+/eP/993n77bd58cUXU10uk1wbJrVjhQsXZsSIEQwYMIDBgweTN29eli5dSunSpTN8PyZNmsSpU6coX7489erVczt25MgRjEbjAwn+HDx4kFKlSrmWty1ZsgSDwUDVqlXdgizr169Hq9VmWBg5+ab7ww8/pE2bNhk+/7Rp05g+fXqaAZinnnqKmTNnMnDgQDZt2gQkFeG+du0aer3ebSlYciBr5cqVrlpJqqq6lmjVrFmTatWqcfToURITE8mfP3+mspPuhUajISYmhp9//jnFsXz58vH888+7MrfOnTvHSy+9xLlz5zhw4ABlypRJczv79Lz44ovUr18fLy8vWrVqRWBgID/++KPrePKcuP2zmjt3bvbv3+9apqjVavn8889ZuXIlBw8edG27DqRbkNvDwyPFssMXX3zR9e/IyEi3Y3FxcUycOJFffvmFZ555hkmTJqGqKjqdDr1eT61atfjxxx9ZuHAhO3fu5Pjx467d5tq2bQskfW07dOhASEiIW6BMURSio6M5ffo0VquVsLAw2rdvz+nTp4mIiACS6mWFhIRQqVKlTL+/QgghxN2Q4I8QQgiRCg8PD+bNm8fJkydTFP+9vRCsqqoEBga63cAajUa3vxVFcTseGhrKokWLaNKkCWvXrsXX15cuXbpw9uxZ9u3bx9atW1m1ahVhYWE0b96cnj17EhgYyLp165gwYQLdu3fHy8uL6tWr8/bbb7uWkQGu2j2enp5ERka6djdKztKoVasWEyZMoE+fPpjNZux2u6v47Z2vP3nnsE2bNjFx4kR0Oh0DBgzggw8+oGLFinTr1o3ExER2795NxYoV77p2y51u3LjBkSNH6NmzJ+XKlaNz5878+OOP9OrVy63f6dOn2bZtG6+++mqGy66Sd1aaMGECEyZMyPRYbt+R6U4Gg4Fvv/2Ws2fPUqxYMaZNm8aff/6JwWBwZZLYbDbi4+PJlSuXWwFlSArQ2Ww2/Pz8qFatGhUqVGDZsmXExcVhMBiIi4tDp9NhNBozzAK6fTv69N5/u92eYonc2rVr6d27t2ub9BIlSqAoCvv37+e9995j8uTJAPTp0yfdLJ/bP393ypcvHwB+fn5s2rSJo0ePuuofJQd/kucJJAWpUqutA0nZWHezJCq1MR88eJDevXu7dj7LkycPqqoya9Ys5syZQ6NGjfj6669TZBO1a9eOJUuWuHZ0S23L99mzZ7N//34WLVrkGufly5dp2rQpsbGxbn1VVaVt27aULFmS4sWLky9fPrf3QQghhHjQJPgjhBBCpMFoNKa6a9DtLBYLwcHBbm3JN35pFTyeNGkSdrudzp07uwoov/vuu6xatYq2bdtSoEABWrRoQcuWLd2CG6+//jqvvfYa27ZtY+HChezevZshQ4a4XTssLAxIqt8yevRoFi9enO74U9uGHJJ2qipatChWq5Xhw4ejqiofffQRfn5+HD58mC1btnDz5k2qVq1KQkJCugGAzFq9ejWqqlKvXj1CQkJo0qQJU6ZMoWbNmm5ZP2PGjEFV1UwtgUvOEunXr1+KZUupSS5WnHxeeooVKwbgyta63TfffMOMGTNo37493bt3z/BagCvo0bZtW1dx4Dvt3bs31YLcX331FW+//Xaa146Pj0+x01d8fDzwX60fHx8fSpQowcGDBzl8+DArVqzg2WefTXdnNYAuXbq4BWx27tzJrl273Pp0796drVu38sMPP7jeL7PZDKSepdapUye0Wi0//fSTqy00NBSLxYKfnx8+Pj4sWLCAsWPHujKubt/NLjQ01LXz3O0qV66Mr68vJUqUoHbt2jRt2hRFUejWrRsxMTGEhISkGjQKCAjg559/5tNPPyUuLo727du7HV+5ciUjR46kU6dOlC1bFpvNRkREBP7+/rz66qs888wzlC1bloSEBN5++20aNWpEy5YtgaTPyt69exk9erRb4XghhBDiQZLgjxBCCHEf4uLiXJkTd0ota+PEiRPMnz+f5s2bp1i20rBhQ0qWLMmpU6fo27dvupkq9evXZ+fOnSkyFK5fvw4kLZ/56KOP+N///ueWkZKsbt26vPDCC27Bo4MHD/Lhhx9SvXp11xIgg8HAwoULWb9+vWt5y+LFi+nWrRsLFixg5cqV6HQ61xKYZE6nM93smTtZLBZmzpxJ5cqVXVtyDxw4kL/++otevXqxZMkS8uTJw++//87mzZtp3rx5uoWvkyUHGEaNGpVi+/TMnJeRFStWpKg7ZDabWbZsGZ6enhkuS0tN3bp1qVixIh4eHq5AhNlsZt68eeTNm9etyLHdbsdsNmdYbDs6OjrF5+3O4A9A9erVmTNnDn379kWj0dC/f/8Mx9umTRu33b4sFkuK4E/FihWpVKkSmzdv5vTp05QoUcJVQDm1mj2XLl3Cy8vL9bm1Wq3UrFkT+C/QVbZsWd5//330ej06nQ5FUVxzbubMmcTFxaW47r59+xg2bBhGoxGtVutWF2jTpk0sWrQozYCvoijMmTMnxXhnzpzJ8OHDAVi1ahULFiwgNjYWVVXZtm2b6xgkZTsZDAYOHjxIy5YtWbZsGTNmzMDb25vdu3dL8EcIIcRDI8EfIYQQ4j5ERETc1Q3b9OnT0ev1aWaDhISEuG5IU9uh6tatW3Ts2BGTyZTqTfOpU6cwmUzkzp07w4K8BoPBLWtpw4YNAK6MhGRBQUGuwA9AgQIFWLBgAZ07d2bfvn3Ur18/RbFoi8WSqeyZZPPmzePWrVt8/fXXrjZfX1/GjRtHmzZt6Ny5M19//TWDBg0iODg4U0EJSFqil5xdlfzaQkJC3IpHA/zyyy8sWrSI8ePHU7x4cbdgRlp27dpFv379uHnzJv/73/9c7atWrSIqKorevXu7ruN0Orl+/brb9uFpuXNLdEj6nM2bN49ChQpl+rUnCwsLw2q1pti+PTk4cnvw55VXXmHOnDlcvnyZzp07uwo/PwitWrXiwoULXL582S34c3sRaEhaEhUaGurKrIKkz+qmTZuwWCyuXcfKly/vWkJ2p3Xr1qVYagW4fY7TktoOYslWrFhBqVKl3NqqVKmCr68vpUqVokCBAuTPn5/g4GD8/f1TzAu9Xk/16tXZsGEDhQsXZuzYseTJk4cZM2a4vV4hhBDiQZPgjxBCCHGPYmJiuHbtWrqFZ+80fPhw6tevn25wIbnWTkBAQIobwuS6IKnVPomIiODKlSuUKVMmw8BPagYMGMCrr77qVtMoLckFbPV6PX369HE75nQ6iY6OxuFwYLPZXK8nLefPn2f8+PGUK1cuxXOXL1+eb775hr59+9KqVSt0Oh2//PILfn5+aV4vOahhMBgwmUwULlwYSMoeSa7Dk9yWLHmJUN68ed3622w2VFVNUYfGYrHw5Zdf4uXlRYMGDVztZrOZiRMnkj9/frciyZ988gkHDhxg6dKlKZZfPWzJu8rd+Tm9ceMG4B78uX0nqtsDJbdu3SI4OPi+diJ78803qVevnuu9Tv463fneXr58GbPZzJEjR1wFkQG3QIrT6SQ2NtaVwaPRaNyWfUFSPaQ7TZkyBYPB4MoWSrZu3Tp++eUXOnTokGrwZ9SoUezfvz/VHfHKlSvH3r17U31vHA5HiuWfjRo1YseOHXz33XcULFiQGTNm3NX3ECGEEOJeSPBHCCGEuEerVq1CVdU0sw9SYzQaefXVV9Ptk5kb7NT67Ny5E1VVM6xTlJaAgIAMxwYQHh5Ot27diI6Opnfv3m5b2ENSod0TJ05k6jmtViu9e/fGZrMxbNiwVF+XRqPB09OT+Ph4NBoNe/fupVy5cnh4eKR6zQEDBrgVNr7T5s2b08xoeeutt1K01axZk+nTp7u1/fjjj1y8eJGBAwe6ihpDUmbXjRs3mDBhglsB33LlyrF69Wr69evHlClTHsp27mnZs2cPAGXKlOHatWscP36c8PBwNm7ciJ+fn6vmzm+//cZXX32Fp6cnCQkJjB8/nhEjRgAwZ84c9u7dy9ChQylevPg9jcNoNLq9J8mFxn18fNz6nTp1CkgqEt2mTZsUGUuQFIzKqM7UnRlFkHpx6suXL7Ny5Ur8/Pz44IMPUg3Omc1mPDw8UhR/h//mos1m49KlS/zzzz8cO3aMI0eOcPXqVTZv3uzqGxERwYoVK1yPv/zyS1fgJzExMc3PtBBCCHG/JPgjhBBCZILT6XR7HBERweTJk8mTJw8vvPDCA32uu6mVc7vVq1cDuGqjPAyHDh3ik08+4dKlS7z22muZKrqclri4OLp3787ff/9Nr169Uiyn2blzJ5MnT2b37t0ULFiQL774gtmzZzN+/Hhmz55NmzZtaNasGQUKFHA7r0OHDjRs2NBtlzOAqVOnsnfvXnr37p2iXtDixYtZv349AwcOdAWznE6na1eu2x0/fpzp06dTsmRJt+yYEydOMGnSJOrUqZMiiPbuu+9y8OBB1q9fz7Rp0+jcufM9v293w263s3nzZgwGA7Vr13YLtkHSUixVVZk6dSpjx44lMDCQmTNn8sUXX7B06VKqV69O06ZNOXXqFAcPHiQsLMwV/En+nN5rse9r164BKYM/Bw4cQKvVMn/+fIYOHcrq1avR6/UkJCTg6enpOmfAgAGuHcCS6/0kB2IURUmz4Prt9uzZwyeffEJkZCTfffddqoEfh8PB+fPnU62r5HA46NGjBydPnuTmzZuubKPg4GDKly9PmzZtXH03btzI4MGDCQ0NpWnTpqxatYpRo0bxzDPP4OnpyYIFC9i8eTP9+vWjXLlymXwXhRBCiMyR4I8QQgiRCRaLxXVjl5CQwEcffcTNmzcZMmRIimVNyf3uDBilJrU+yTfV6RUpvvO8S5cusW3bNvz8/Hj++efTfc5r165htVrvamnY1atX+emnn1i8eDGqqtKoUSNGjBiRbgaL3W7n6tWraLVa19Kj5Od0OBy0b9+e48eP88Ybb9C1a1esVitHjhxh27ZtrFmzhitXruDt7U3Xrl3p2rUrHh4eNGzYkHnz5jFx4kR++OEHfvzxRypVqkStWrVo3bo1gYGBPPPMM27jiIiIYPTo0ezdu5d69erRtWvXFGPdvn07kJShU6VKlTRfU3x8PH369MFmszFgwABXgOH48eN06dIFT09PVxFtq9VKXFwcsbGxxMbG8vrrr7Np0ybGjRvHs88+S4UKFVzXXbZsGQcPHsRgMKT6nibXx7l48WKKekWQ9JlJ3va9R48ermykxYsXc+XKFV555RVXkOWTTz5Bp9NRtmxZAgMD6dSpEzt37iQkJITJkyeTL18+vv76a5o3b87AgQM5e/Yse/fuRa/XuwUlkms6pbXbV3o1n86ePcuaNWtQFMUtuGa321m3bh2VK1d27VgXEhLCuHHjePnll2nfvj2vv/46RYoUoUOHDmle//br3blEMjY2lg0bNrBy5Up2796Np6cn33zzjdtyr+QlZVarlXnz5pGQkOD29Uqm1WqpWrUqu3fv5pVXXuGFF16gRo0aFCpUCEiap9u3b2fKlCns3buXwMBApk2bRs2aNSldujTDhw+nU6dOdO3alV9//ZWzZ8+6AnNCCCHEgyTBHyGEECITrFYrdrud6Oho2rdvz8mTJ6lfv36qy4SSd4qyWq0ZXtfpdKaoTZJ805xewec7b6wvX75MwYIFqVu3bppLR/r378/OnTuJjo4GyFTxYYA//viDDz/8ELvdjl6v5+OPP6Zjx44ZnqfT6ejTpw/Hjh1ztSVn1Wi1Wtq3b8+qVasYOXIkFouFxo0bc+HCBSBpidJnn31G8+bN3TJDtFot7dq1o0mTJsyePZs5c+Zw8OBBNBqNWxZSQkICy5YtY8+ePfzxxx/YbDZatGjBV199lepYk79W6QUsnE4nH3/8MRcuXKBevXrUqFEDSApkdenShdDQUDw9PWnSpAlxcXGugM3tTCYTFouFvn37snz5ctfSpMOHD7Ns2bIUS6NuFxQUhMPhcCtgnczhcOBwOEhMTKR9+/bky5eP8PBwRo0ahU6no2fPnq6+yUGTuXPnMmLECGw2G82bN2fQoEGuz06xYsX4/vvv+fDDD5k6dSoAL7zwgluQJ/n1pbXb152f/3nz5vHjjz+SkJDg2mmsZs2absuzFi5cyLVr1+jUqROQlMHTpUsXXnrpJSZOnMiECRP4/vvvyZMnDyVKlCB37tx4eXmh1WpxOByYzWbi4uKIjIzk5s2b5M2bl19++QVICoTNnDmTc+fOYbfb8fLyolOnTnTs2JE8efK4jXXatGmuLekhqQ5Xq1atUv26tG3blnfeeSfVr9uoUaOYMWMGkFRIeuDAga5lbB06dCAuLo7x48e7Prt169alcuXKqT6PEEIIcT8k+COEEEJkgt1uJzExET8/P5o2bcqePXsYPXp0qn2Tb3oz2i5cVVXMZnOK/+lPPi+9gs93BhZeeOEF1q1bR2JiYprP98orr7Bx40YKFChAhQoV3AoSp+ell17i1Vdf5cyZM4wcOTJTW6wna9q0KefPn6dChQo0b97ctY07QJMmTWjYsKEre2bEiBEcOXKEunXrujIn0uLj40O3bt14//332bx5M8WKFXPL8PD09OTmzZts3bqV+vXr07Fjx3RrMyV/DdLLurhw4QJnzpxBr9fTr18/V7tWq+XNN9/kzz//5OmnnyZ//vzkyZOHoKAgAgICXH9y5cqFwWBg0KBB/Prrr/z+++80adIESNq+PK3A1L0KDAzk119/Ze/evW7ve7LGjRuzceNG2rVrR926dVMcr1OnDsuWLWP69OmEhYXRq1cvt+MhISHUr18/xa5z1atXp0ePHilq9bz++ut8/fXXqKpK0aJFqVevXoplg+XLlydv3rxuRbSTn2v8+PFERkayZcsWDh8+zKlTp9i9ezcRERFpzrXWrVu7/t2wYUN+/vlnnn/+eV5//XW3bKg7dezYkf3791OwYEGKFSvGK6+8kqJIeLLUdt1L1rdvX2JiYmjWrBlVq1ZNcbx79+6UKlWKCRMmEBQU5KqxJIQQQjxoinqvhQWEEEKIJ5jT6bynHbVup6oqp0+fxtvb261ocPJyIU9Pz3RvLB+lxMREtFqtqzhwZjkcjhS7MD0qTqcTs9nsqhPzICQkJLBt2zZee+21e75GREQER44cydSuao+bY8eOkT9//nR3PIuMjLzrHdFsNhs2mw2n04miKGg0GnQ6XYolmaqqZslnUQghhMhqEvwRQgghhBBCCCGEeIzd339ZCiGEEEIIIYQQQohsLVsEfyIiIqhbty5XrlzJVPvQoUMpWbKk688rr7zyKIcrhBBCCCGEEEIIkWNkecHniIgIunbtytWrVzPVDknrxadMmeLaDeF+ay4IIYQQQgghhBBCPK6yPPjTp08fGjRowOHDhzPVbrfbOX36NFWrVnXbGjQ9oaGxD2y8WSUgwIuIiPisHoYQ2ZrMEyHSJ3NEiPTJHBEifTJHhMhYVsyT4ODUd6+8XZYHf4YMGULBggUZNmxYptpPnTqF0+mkSZMm3Lx5k2rVqjFkyBC3XVJSk5M3dlAU0Go1aDQg5bmFSJ3MEyHSJ3NEiPTJHBEifTJHhMhYdp4nWR78KViw4F21nzlzhqJFizJo0CD8/f0ZMWIEgwYNYvr06Wk+R0CAF1ptzl8aFhiYcTRPiCedzBMh0idzRIj0yRwRIn0yR4TIWHacJ1ke/LlbjRo1olGjRq7HX375JS+//DJxcXF4e3unek5ERHyOz/wJDPQhPDw220UPhcguZJ4IkT6ZI0KkT+aIEOmTOSJExrJqngQF5YBlX/crMDAQp9PJrVu30gz+QPZLuboXqvp4vA4hHiaZJ0KkT+aIEOmTOSJE+mSOCJGx7DhPctxaqJEjR7Jq1SrX44MHD6LRaHjqqaeycFRCCCGEEEIIIYQQ2VOOy/wpVaoU33//PUFBQTgcDoYMGUKTJk3w8PDI6qEJIYQQQgghhBBCZDs5LvjTuHFjzpw5w4cffohWq6Vhw4b06dMnq4clhBBCCCGEEEIIkS0pqprdVqI9eKGhsVk9hPuiKEkFnMLCpLiaEGmReSJE+mSOCJE+mSNCpE/miBAZy6p5EhycccHnHFfzRwghhBBCCCGEEEJkngR/hBBCCCGEEEIIIR5jEvwRQgghhBBCCCGEeIxJ8EcIIYQQQgghhBDiMSbBHyGEEEIIIYQQQojHmAR/hBBCCCGEEEIIIR5jEvwRQgghhBBCCCGESIWqqly5cjmrh3HfJPgjhBBCCCGEEEKIbGHXrj+xWMxubVevXiEmJjrDc1evXsGpUyfd2iIiwjl79sw9j2fBgrm0bt2UsLCwe75Gaux2OxcvXiA+Pu6BXjctukfyLEIIIYQQQgghhBDpCAsL45NPPqJnz7689dbbrvaff57CgQP7WLRoBXq9Ps3zFy2aR8uWbxMSUsrVtmbNKhYunMuiRcvx9PRK89yrV69w8+aNFO1eXknnrFq1jIoVKwPgcDiw220YjSaqVKlKTEwMixbNQ6/X4elpJCHBgqr+dw1VVfH09KRVq7autpiYaNq2bcHXX39D3br1Mn5z7pMEf4QQQgghhBBCCJHltm7dhLe3Dw0bNnG13bhxgz/++B1VVTl8+CBVq1ZP83y93oDBYHA9ttvtLF++mCJFirJkya9ufRs3boavr6/r8cqVy/j11/mUL18pxXWfeaY6hw4d5NChgwA4HHZsNhtPPZWPKlWqAipWqwWn00FiYhxz5szhhRdqUaxYCSAp+KPT6YmOjiIqKor8+QtgMBgB8Pb2vtu36Z5I8EcIIYQQQgghhHgCRducnEpwEmdX8dYphHhq8NNnXXWYpUt/5c03G+Hh4eFq+/nnyRQvXoKWLdswfPhgfvppOnny5HUdt9vthIWFYTQacTodmM1mIiMj8PHxZdWq5YSFhfLSS/WIi4sF4MCBvzCbzbRr19HtufV6Pbly+TNu3I9YLBa0Wi1arRZFUTIct6+vH926fYSiwKlTR5kzZw7vvNOR8uUruvVbsmQRY8eO4rfftqDRJL3POt2jCctI8EcIIYQQQgghhHjCnIp3sCPS7tZ2NNZBTX8dIV7aRz6e7du3cPHiBfr06e9q27FjGxs3bmDy5J8pUaIkBw/up1evbowZM4F8+fIDcOPGdVq3buo659tvh/Ptt8MZNep7Jk/+AX//AAoUKECTJi2wWCysX7+Wjh3fT/H8Op3OFegZNKg/O3fuSHe848dP+jfrx92BAwfQ6XQUKfI0FosFAI1Gg16vx9PTEwAPDw/XsUdFgj9CCCGEEEIIIUQOpaoqdjXjfreLsatsvyPwk2x7pJ1AvYKvLuOMl9vpFDKVJZMau93OTz9NAP67xoED+xg8eCAffdSXEiVKAtC3b38GDvyE995rR9++/alXrz758uXn99+3c+zYYXr37sGgQV/z0kv1+PLLz6hc+Rneffd9+vTpQbVqNVi7dhXe3j688UbDFGPQaDRotUlBrwEDvkJVVbRaDbt2/Unlys/gdKpMnz6JP/74nebN36JUqTKpvpbffvsNu93O66+/5GqrUeN5Ro8e78r2SX6eR0mCPzmFepezWQghhBBCCCHEY01VVVaH2rhlfbD3i8tv2e76nDwGhTeD9fcUAJo5czpRUVGu5V7Lli1mwoTvaNfuXRo3bubqp9PpGDbsW779djhffTWQ/fv30b//QDw8PPjrrz0AnDlzmiJFnubzzwfjcDjw9fWjWbO36NmzKxER4fz0089udYGSqarqKiadK1cuAKKiopg+fTIajRaLxUyVKlWZO3cJefPmTXE+wO7dOzl9+jQjR35H1arPAklZRAUKFLzr9+RBk63ec4pJk/Bt0RjjssVgNmfcXwghhBBCCCHEY+/ecm2yj5MnTzBz5nQ6deqMwWBAVVWOHz9K9+4fUahQET78sIur74kTx2jW7E26dv2QoUNH0qHDewA4nU42btyAoihs376FH374Hi8vb3x9/bBYzMTHxxMWForRaOLKlUs4nc4U47BarRiNJux2O3Z7UlZUrly5mDZtFkFBQaiqykcf9U0z8GO32/nhh3GULVuWmjVfxGg0YjQaOX/+HE8/XeyBv293SzJ/coqpUzEcPIhh62ac/v6YW7bG3KY9jjJls3pkQgghhBBCCCGygKIkZdvc7bKvAzF2jsc5Se00BSjrraGK792FC+512VepUmX49NNBvPbam8yYMRVFUfj888EArF69gujoKFdfjUZDREQ4Op2OOnVedrVv374VgGLFSvDGGw1YuvRXTp78m717d7F8+RKCgoKZNWshR44cYvToEUyd+hMvv/wq9eq9ytNPFwcgKiqSwMBAVq9ezujR36Q61jfeeNnt8VtvvU3Pnn0BGD9+DOfOnWXs2LEMGvQZ3bt/hNVq5fr1a1SoUOmu35cHTYI/OYASHg4xMa7HmshIPKf8hOeUn7BVeQZz2w5YmjZH9fbJwlEKIYQQQgghhHjUFEVBf5cxl1JeWo7Hpcx+SVbaW4de8+hyilKrwQNgs9kICAh0PU6ulXNnzZz582fTuvU7rF+/Fm9vH4YP/5Z3321LSEgpevTozUsvvYyiKBQuXIRateqwYMEcli9fQr169V3XuHHjBvnz56dBgya8/noDDAajK5j1yy/T2LdvLxMnTgFgz55d9O37Ia+/njTuuLg49u3by9tvv0OZMmX49tvRdO/emWrVapA371MUKlTkgb1X90qCPzmAGhgIp04RvXIdxjmzMK5egfJvZXD9gf3oD+zHe9BnmBs3JaHfAJz5C2TxiIUQQgghhBBCZFd+eg01/XUpdvsCqOmvu+tizw9LQkI8/v4B6fbZtm0L169fo3HjpqxfvxaAp58uzq+/ruSXX6bxxRefpnresmVrCQ7O7Xp87twZqlWrjk6ny3D7davVQsOGTSlRIgQAb29vfv55LiaTkeBgX6ZPn8Wnn37MqlXLePfdzq7zHA4HkFRf6FGTmj85hUaDreaLxP40jfCjp4gd8S32suVdh5WEeEyLF6IajFk4SCGEEEIIIYQQOUGIl5YWeQ2U99FS1ENDeZ+kx1mxzXtarl69QlBQcLp9NBoNPXr0wmg0ubXnzp0HvV7PM89UZ8eOfa4/48dPAsDLy8vV9/LlS4SG3nItActIrVp16N9/oFubyWRyZQr5+vpRqFBhvL29ad68latPXFwckBQ8etQk+JMDqbn8Mb/Xhcg/dhD5+1YSO7yH08cXa/03UIPdJ4Zx4Tz0mzdBKgWthBBCCCGEEEI8uXx1CtX8dLwUqKeaX/bJ+IGkAsp79uxyZdekpWbNF3nllddSPaYo6YU8/nutGzeux2AwpFmb524zdRYsmMOqVcvp0aO3a+cwSKoRtGPHvhSBqkdBln3lZIqCvWJl4ipWJm7wMDS3FcICwGLB+4vP0ERG4ihYCPPb72B++x1ZFiaEEEIIIYQQIttxOP5LWpg/fw7x8XHUqlUn0+erqtMtUKOqTvbv30vNmlVT7QtJO4WtXr2C2rXrYjK5B2UOHNjHmTOn2Lx5I3nypL7L1+1iYmIYPXoYy5Yto02bdjRo0DjNvjabNbMv64GQ4M/jwtMTp6enW5Nh/Vo0kZEAaC9fwmvUcDy/HYHtpZdJbNsBa/3XwWDIitEKIYQQQgghhBBubDYrTqeTlSuXMW3aT/Tt+ykeHh6u48lbsCfXzkl5vs0tqGK12njmmeqMG/ejq+3AgX307NkVq9WKl1fSsrEZM+aSkJCQ6vWmTp1EgQIFaNbsrXTHvmTJIqZO/RGz2cyHH/amVau2qfZTVZVBgz7l3LkzQNISsUdBgj+PMevrDYieMRfT3JkY/tiI4nSiqCqGPzZi+GMjzqAgzC3fxty2PY6Qklk9XCGEEEIIIYQQTzCHw+HaHr1Fi1Y0atTU7bjVavv3bwuQcrfr776b6FbL56OP+qZYslWlSlV27Njn1ubr65dqEObZZ5/j99+3ZWrsZcqUJTg4NyNGDKdgweKktVJMURRKlAghOjqK5s3fonjxEpm6/v1S1KwoM/2IhYbGZvUQ7ouiQFCQD2FhsWl+gDKiuXYV04K5mObNRnvpotsxR96niDh4ArTZp7CXEHfrQcwTIR5nMkeESJ/MESHSJ3NEiMxQCQ72feTzJDg4ZSDsTlLw+QnhzJefhD79iNh7mKhFyzE3aYb675Ivc+u2KQI/2rOnke/qQgghhBBCCCFE5iTv9pUdybKvJ41Gg61OXWx16hIXHo5p8QIs9d9w73L1Cv7PV8VRuizmtu0wt2iF6h+QRQMWQgghhBBCCCHE/ZDMnyeYGhhIYpfuOIsUdWs3zZ+DoqroThzDe2B/AiuUxKdrJ/Tbt8qW8UIIIYQQQgghRA4jwR+Rgr1kaWxVq7seKxYLpqWLydW8IQHPVsJz7Ldorl/LwhEKIYQQQgghhBAisyT4I1KwNmxM1NqNRGzbQ0KX7jgD/lvypb14Aa8RQwioXAavYYOzcJRCCCGEEEIIIYTIDAn+iDQ5SpUmfsgIwg//Q/S0mVjr1EX9t4CV4nRiL1Y8i0cohBBCCCGEEEKIjEjwR2TMaMTaqCnRi5YTse8o8R9/ir1UaSwNm7h10+/cgV+TNzAumg8JCVkzViGEEEIIIYQQ4gFyOBz31VfNBjtpS/BH3BVnwUIk9BtA5Nbd4OXldsw0ZyaGnTvw7dGFwAol8e7fB92RQ1kzUCGEEEIIIYQQOZbD4WDbti1cvXol0+dcuHCeJUsWpWg/d+4s69atxmIxZ3iN1q2bsXr1cre22bNn0KlT20yN4d133+WHH8a5te3bt5f69Wuzd+9uEhMTuXTpYqau9SBJ8Efcm3+Xf7k4nWj/Oel6qImJxmPGNPzrvUiul2th+nkqSnTUox2jEEIIIYQQQogcyel0MmDAx+zduzvT55w9e4ZZs35O0b548QJmzpyORqNN9TyLxYzNZkNVVaxWCz4+viQmJrqOe3p6odVqiYgI59atm9y4cT3V65w5c5q9e/dSo8YLbu25cvkTHx9PQEAgq1evoEeP/3Hz5o1Mv64HQfdIn008vjQaojZuQ/fXXkxzZ2JasRTl36Vf+qOH0X/aF++vBmJp0JiEj/riKFkqiwcshBBCCCGEECK70uv1KIqCXq/PsG94eBiKouBw2NFqtURFRWG32wkKCiIsLIzffltLkSJF+f77b13nNGjQmNKlywIwcuQwNmxY5zo2cGA/vL29GT16PB988B56vR6n00mnTu9gNpvx9vZm8eJVKcbx889TaNmyJc88U5WoqCj8/HIB4O3tDYDRaKRFi1acPv0Pt27dJE+evPfzFt0VyfwRD46iYK/+LHHjfiT86CliR4/DVrnKf4fNZkyLF6JER2fhIIUQQgghhBBC5AQajQaNJuOwRZ8+H9KiRUNGjhxKaOgtWrRoQOfO7QH46afx5M+fn3btOlK1anXCw8M4duwoJUqUdJ3fq9fHrFr1O2vXbiJ37jx89dUw5s5dTJky5diyZTft23fi2WefY/nydTRu3IyAgMAUY9i3by+HDh2gd+/eXL16haZN32TjxvVufeLiYjl27AghISWZN28WQ4d+eZ/vUOZJ5o94KFQfX8zt38Xc/l20x45imjcL0+KFOHPnwV6tultf/ZY/UKwWrHVfAZ18JIUQQgghhBBCZN7MmfMB+PPP7YwdO8qVlbNlyyZ+//03JkyYTMWKlbl16yYjRgzhu+8morvt3tPX1w+bzcbp0/9gtVqZP38OS5YsZPjw0Qwe/DkOh4PChYsAYDYnEhAQ4Pb8V65cZtiwr+ja9UNMJhNz5sykYMGCBAQEMm/eLI4fPwpA166dKFy4CCEhpShduiwhIY9uRYzcaYuHzlGuPPHDvyX+iyFor1xOUS/I65sh6A/sx5H3Kcxvt8X8djucRYpm0WiFEEIIIYQQQmQXhw4dcNtBy+FwYLVaKV68BFWqVMVut+NwONyWhzkcDmw2G76+fpQrV4H169eyadMG/v77BEajkQ0b1rJt22a6deuJzWajZ88unDz5N7ly+ZOQkECVKlVp1Kgpnp6elCxZmrlzZ6LRaImOjkKn06Eo7tlIR48eJjT0FiNHDuW770bicDiYPHkGR48e4fDhg1SsWJnt27cyZswEqlb9LxnCbrcTFxfnWhb2MEnwRzw6JhOO4iXcmrR/n0B/YH/Sv29cx2vsaLzGjsZaqzbmtu2xvNEQTKasGK0QQgghhBBC5AgeP03EY9LEDPvZK1QkZvZCtzbfdq3QHTmc4bmJXXuQ+EEP12MlLhb/F6qlefxB2bRpA9u2bXY9Tg7stGz5NlWqVGXHjq18/fUgdDo9igLx8fHUr18bh8NBjx69+eKLIdy6dRODwcAbbzQEYPfunSxbtphu3Xqi1+tp3boduXPnplSpMrRs2YhKlapQsGAhAG7duklwcG6io6PYsOE3/P0D2L9/H6dPn+L48SM0aNCEunXr4e8fQNmy5ZgzZzoJCRZKly5L6dJleeuttwGYM2cm165d5a+/dnP69GmOHDnIgQP7eeedDrRv3+mBv293kuCPyFKOEiFEz1mIac4sDL//hvJvRNewfSuG7Vtx5sqFuWVrzG3a4yhbLotHK4QQQgghhBDZjxIbg/b6tQz7OfPlT9GmCQvL1LlKbIx7g6q6nZfi+APSt++nrqBNaurUeZk6dV52Pa5b93m+//4nypUr72rLm/cpt3MuXryAVvvfzl+1a79ETEw0165dJfbf13H9+jXGj/+OQ4cOMH78JAoXLoLBYODUqZNMmjSRuXNnsmvXDho0aILRaKJGjec5efIEGzduZObMBQAcPnyQzZs3ce7cGeLj4xgz5hsKFSpMiRIlqVChMs2bt6JUqTIP5H3KiAR/RNbS6bC++jrWV19Hc/MGxoXzMc2die78OQA0UVF4Tp2Ex89TCT96GjUoKIsHLIQQQgghhBDZi+rji+OpfBn2c6ZyP+UMCsrUuaqPr3uDoridl+L4I3Ty5N8cP36Epk1bpjj2zz8n+f333/5drqWgKArnz59NUUh669bNjBw5lMDAIIoXL4FGo8Hb25vJk3+mUKEirn4hIaVo27YDc+fO5I03GrpqB12/fo0vvviMTz75BC8vLyIjI/4NJKk0aNCY3LnzYLfb+eqrYURGRjJy5BBq134JHx+fh/nWuEjwR2Qbzjx5SezZm8QPe6Hf9SemubMwrlqOYjZjfeW1FIEfzZXLOPMXSFFDSAghhBBCCCGeJIkf3PuSqzuXgWWW6u1DxOGT93Tug3bixDEWLJhH8+atAOjV6wPsdjsbNmxDq9Xi4eGBVqt1Zfvo9YYU16hR43mmTPmFkiVLu/pFR0cxf/4c+vf/3K3vBx98SN26r7iKQAN0796ZW7duMnz4cKKj+6PX69mwYRs1a9YGQKvVMmnSRBISEhg0qD8XLpznwoXz5M9f4GG8JSlI8EdkP4qC7fma2J6vSdzwURiX/Iqj9B2pcFYr/q/WxukfgLltB8wtW6MGB2fNeIUQQgghhBBCZJkbN64TfNv94HffTaRYseIYDAaKFy9B8Ttqz65fv9a1AxdAbGwsTZu+keb1V61a7vZYURQ2b97ltmPY++93Ra/XU65cSUwmX/z8/N2yi6pVe5YhQ76gU6d3sFot/PTTdFddoUdBgj8iW1P9cmHu1DlFu2H9OjRhYWjCwvD+aiBew77CWv8NEt9pj612Xbht/aYQQgghhBBCiMfXuXNnOH36H67/W4NIo9Hi5ZW0g9b5f0uKaLUaFEWDoihERETgdDpd53t5ebF06Rr0eoMroLNz53aGDPmCKVN+oWDBwq6+a9asYO7cWW6BH4A33miIooBGY2PXrv0cP36UwMAgGjVqCkBkZCReXl5cvXqZ2bMXUbBgIVRVRXlEK1kk+CNyJDVXLqzP18SwcwcAis2GcfUKjKtX4MhfAHPrtpjffgdnocIZXEkIIYQQQgghRE5lt9v5++/j1K5dl88++9htW3iATz/tQ3h4GFqt1hX8URQFPz8/Vx+NRkPu3Hlcj0+e/JsffhhH/fqvU6aM+8ZDkZGR5LujcPa5c2cYNmww169fIyYmmoIFC1G+fEXKl6+IqqqsWbOC8ePHUrVqdY4cOcTy5Uvo1etjZs36mRs3rqdYVvYwSPBH5Ei2WrWJrlUb7dnTmObNwbRgLprQWwBor17Ba8xIPL8bhaX5W8T+ODWLRyuEEEIIIYQQIjV2u50zZ05jMOjRalOGKMLDw7h48UKKdofDjlar49Spk8THx9OzZx8SEhKZMGEM33//LdWr16BYseIMGPAVXl5e6PV6nE4ndrsdi8VCYmI8f/99nNKly7quefLk36xdu5IVK5ZSteqzfPLJQAAsFguqqhITE82ff26jUqUqbmN5+unilCxZioYNG9Oo0RtotZ6oKqxbt5p3323LpUsX6Nq1B2+91YYDB/bRt++H3Lx5nePHj/Hss8892Dc0DYqqquojeaYsFBoam9VDuC+KAkFBPoSFxfL4f7Xukc2G4ff1mObNwrBxA8q/KXwJ3T8i/sshWTw48SjIPBEifTJHhEifzBEh0idzRDws4eFhNGv2JkajCY0m80ugrFYbISElefHFOly4cJ4BA750Hbt69Qpbt27m6NHDXLlyifDwcOLj41JkBQ0Z8g0vvVSPnTt3MHz4YKKiIilTphzt2nWkZs3ariVZp0//Q6dO76CqKr6+fowb9yMlSpRMMaY758m8ebP566/dfPTRxxQpUtTV76+/9jB06Jfo9XomT55BYOD97WodHJzxjmES/MkB5Bvt3dFcv4ZpwVxMc2cTPX8xjhIh/x27cR3f9ztgfvsdzI2bgbd3Fo5UPEgyT4RIn8wRIdInc0SI9MkcEdlZQkICnp6eGfaz2+04nU4URUGr1boVZF6yZCHVqj3rtq377Xbu3EFAQCBPP10MgyHlbmFwd/PE4XCgqmqK2kH3QoI//5LgzxNKVVNsA+8xbgzewwYD4PTyxtK0Oea27bFXqSpbxudwMk+ESJ/MESHSJ3NEiPTJHBEiY1k1TzIT/NFk2EOInCqVYI7+wH7XvzXxcXjMmYn/6y/jX+c5PCb/gBIe/ihHKIQQQgghhBBCPHQS/BFPlJhf5hK5fjOJ7d7F6fXfki/d3yfwHvQZgRVL4vO/juj2/5WFoxRCCCGEEEIIIR4cCf6IJ4uiYK/8DHFjxhF+9BQx437EVr3Gf4etVkzLl6I7cTwLBymEEEIIIYQQQjw4EvwRTy5vbyxvv0PU6g1E7PiLhA8+xBkYiOrphaVpc7eu2hPHMaxZBTZbFg1WCCGEEEIIIYS4NxL8EQJwhJQkfvAwwg//Q9SKtaje7gWzPCb/gN+7bQmsWAqvwYPQnjmdRSMVQgghhBBCCCHujgR/hLidwYC9YmW3JiU2BtOKpQBowkLx/GEcAc8/g1+j1zAunAcJCVkxUiGEEEIIIYQQIlMk+CNEBlRPL6J/noO5UVNUvd7Vbti9E98PuxJYPgTvT3qjO3wQ2fdSCCGEEEIIIR4vDofjvvqq2eA+UYI/QmREq8VWtx6x02YSfvgf4gYPxx5S0nVYExuDx8zp+L9SG92BfVk4UCGEEEIIIYR4cl24cJ4lSxalaD937izr1q3GYjFneI3WrZuxevVyt7bZs2fQqVPbTI3h3Xff5Ycfxrm17du3l/r1a7N3724SExO5dOlipq71IOke+TMKkYOpQUEkftCDxK7d0e3bi2nuLEzLl6AkJGB/uhj2KlXd+iuhoaiBgaCROKsQQgghhBBCpOaff06i1WrR37bSIj0OhwO73Ya/fwDBwbld7WfPnmHWrJ9p3vwtt/6LFy/gwIF91KtXP9XrWSxmNBotOp0Oq9WCj48viYmJeHh4AODp6YVWqyUiIhy73Y7T6SRv3qdSXOfMmdPs3buXtm3fdWvPlcuf+Ph4AgICWb16BbNnz2Dq1JnkyZM3U6/3QZDgjxD3QlGwV3uWuGrPEj/0G4zLl6KaTKAobt38OrZBE3qLxLbtsbRqgzOVbxBCCCGEEEII8STr2bMLNpsdvV6Hcts9VUJCAjqdDoPB4Nbf6VSx2+20adOO99/vSnh4GIqi4HDY0Wq1REVFYbfbCQoKIiwsjN9+W0uRIkX5/vtvXddo0KAxpUuXBWDkyGFs2LDOdWzgwH54e3szevR4PvjgPfR6PU6nk06d3sFsNuPt7c3ixatSvI6ff55Cy5YteeaZqkRFReHnlwsAb29vAIxGIy1atOL06X+4devmIw3+KGp2WHz2kIWGxmb1EO6LokBQkA9hYbFSUiYH0Z76h4Ca1VyPVa0Wa71XMbftgLXeq6CT2OuDJPNEiPTJHBEifTJHhEifzBGRFVq1asLLL7/K//7XLd1+HTq8zeXLF1EUBavVitFoxMfHl2XL1jJkyBecOnWSTp3+B8D69Wu5fv0606fPRvfvPVlMTDQOhxOtVkPHjm3o1q0nlSs/g79/AKqqMnv2DP7++zgjR47lp58mcPDgfqZM+cVtDPv27eXLLz/jt99+4/Llm7zzTisGDPiCevXqc/36NVq2bMTUqTOx2+3888/f7N//F15e3nz++eD7fp+Cg30y7CN3n0I8JIrFjPXFlzBs25z02OHAuH4dxvXrcOTJi6V1WxLffgfn08WyeKRCCCGEEEIIkXPNnDkfgD//3M7YsaNcWTlbtmzi999/Y8KEyVSsWJlbt24yYsQQvvtuoivwA+Dr64fNZuP06X+wWq3Mnz+HJUsWMnz4aAYP/hyHw0HhwkUAMJsTCQgIcHv+K1cuM2zYV3Tt+iEmk4k5c2ZSsGBBAgICmTdvFsePHwWga9dOFC5chJCQUpQuXZaQkFKP4N1JIsEfIR4Se/mKRC9egebiBUzz52CaPwft9WsAaG/ewHPcGDzHjcFaqw7RC5dKJpAQQgghhBBC3CW73Y7D4XCrF+RwOLDZbPj6+lGuXAXWr1/Lpk0b+PvvExiNRjZsWMu2bZvp1q0nNpuNnj27cPLk3+TK5U9CQgJVqlSlUaOmeHp6UrJkaebOnYlGoyU6OgqdToeiuNd0PXr0MKGhtxg5cijffTcSh8PB5MkzOHr0CIcPH6Rixcps376VMWMmULVqdbexx8XFuZaFPUxytynEQ+YsXISETz8n4ZPPMGzeiGnubAzr16LY7QCoRoMEfoQQQgghhBD37KdDE5l0eGKG/SoEV2T2Gwvd2tqtbcWR0MMZntu1Yg8+qNTD9TjOGssL86ulefxBSkiI5+efp/Luu+/j5eUeKNmxYytffz0InU6PokB8fDz169fG4XDQo0dvvvhiCLdu3cRgMPDGGw0B2L17J8uWLaZbt57o9Xpat25H7ty5KVWqDC1bNqJSpSoULFgIgFu3bhIcnJvo6Cg2bPgNf/8A9u/fx+nTpzh+/AgNGjShbt16+PsHULZsOebMmU5CgoXSpctSunRZ3nrrbQDmzJnJtWtX+euv3Zw+fZojRw5y4MB+3nmnA+3bd3oo79vtssUdZ0REBC1atGDWrFkUKFAgw/ZTp07x2WefcenSJVq0aEG/fv3cikIJkS1ptVjr1cdarz7KrVuYFs3HNHcm5rYd3PvZ7fi2a4W1/htYmrVA9fXLmvEKIYQQQgghcoRYawzX469l2C+fd/4UbWGJYZk6N9Ya4/ZYRXU7787jD9KlSxdZtWoZf/21mzFjJhIUFOQ6VqfOy9Sp87Lrcd26z/P99z9Rrlx5V9udO3NdvHgBrVbrely79kvExERz7dpVYmOTXsf169cYP/47Dh06wPjxkyhcuAgGg4FTp04yadJE5s6dya5dO2jQoAlGo4kaNZ7n5MkTbNy4kZkzFwBw+PBBNm/exLlzZ4iPj2PMmG8oVKgwJUqUpEKFyjRv3opSpco8lPfsTlke/ImIiKBr165cvXo1U+1Wq5WuXbtSs2ZNxo4dy9ChQ1m6dCnNmzd/lMMW4r6ouXOT2OMjErv35M6KeYaNGzBu+h3jpt/x/nIAlkZNMbdtj+3Z51LsJiaEEEIIIYQQPgZfnvLKl2G/II+gVNsyc66PwdftsYLidt6dxx+kUqXKMGHCZPr06UGPHp0ZP34SuXPncR0/efJvjh8/QtOmLVOc+88/J/n999/+Xa6loCgK58+fRaNxX7q1detmRo4cSmBgEMWLl0Cj0eDt7c3kyT9TqFARV7+QkFK0bduBuXNn8sYbDV21g65fv8YXX3zGJ598gpeXF5GREf8GklQaNGhM7tx5sNvtfPXVMCIjIxk5cgi1a7+Ej0/GxZofhCwP/vTp04cGDRpw+PDhTLVv27aNuLg4PvvsMzw8POjTpw+DBw+W4I/ImRQlRUBH/+f2/w4nJmJaOA/TwnnYixXH3LYD5rfeRs2d+1GPVAghhBBCCJFNfVDp3pdc3bkMLLO8DT4c7nDyns69FyEhpRg/fhI9e3blww+7MHHiFIKDk+6LTpw4xoIF82jevBUAvXp9gN1uZ8OGbWi1Wjw8PNBqta5sH73ekOL6NWo8z5Qpv1CyZGlXv+joKObPn0P//p+79f3ggw+pW/cVVxFogO7dO3Pr1k2GDx9OdHR/9Ho9GzZso2bN2gBotVomTZpIQkICgwb158KF81y4cJ78+QvwKGR58GfIkCEULFiQYcOGZar95MmTVKxYEQ8PDwBKlizJ2bNnM3yenJwwkTz2nPwaROYlDB2B5a3WmObOwrjkVzTRUQDozp7B++tBeA0fjLX+65g7dcb2Yp0sHWt2IvNEiPTJHBEifTJHhEifzBGRVW7///JixYrz3XcT+eijDzh+/AgvvVQPgJs3rxMcHOzqN3bsRIoVK47RaKBEiRKUKFHC7Zrr16/l+PGjrv6xsbE0bfpGmmNYtWr5HWNS2LJll9uOYe+/3xWDQU/ZsiXx8PDFz8/fLbuoevVnGTLkC9577x0sFguTJk131RV6FLI8+FOwYMG7ao+Li3Or/6MoChqNhujoaPz8Uq+NEhDghVarSfVYThIY+GjSwUQ2ULdm0p+J42DpUpg2DbZsAUCx2zGuWYWxRDFo1jBrx5kNyTwRIn0yR4RIn8wRIdInc0Q8SlqtBg8PA0FB/33ugoKqsWnTJrf7/8uXL3DmzCnM5mgAAgJ8KFw4qc7PmTNnANBoNGg0GhRFwWKJB1TXdQMCvNi6dSsGg8EV0Nm8eTP9+vXj119/pUiRIq7nWrJkCVOnTiVvXn+3sXbo0AZIKmFz4sQJ1q9fTe7cuXnrrbcAiI6+hbe3N1euXGbNmjUUK1YMVVUfWf3iLA/+3C2tVovB4J6iZTQaMZvNaQZ/IiLic3SEWlGSvsmGh8feWR5GPAnqN4L6jdCcO4tpXtKW8ZpbN4ls1hpHWKyrmxIWhn77VqxvNACjMQsHnDVkngiRPpkjQqRP5ogQ6ZM5IrKCw+EkMdFK2G33PUk0rja73c7hw4d58cWX6NLlAxwOB1FRCa7j//tfF8LDw9Bqtf9m4iTV/fHz83O7rk7nhdMJVmtSDaFvvhlJ/fqvky9fUazW/575ypXr5M2bz+3cc+fOMHToYK5fv0ZMTDSFChWifPmKFC9emtDQGFavXsH48WOpWrU6R44cYsaMWfTq9TEzZ07n+vXrfPqp+7Kyu3V7cCwtOS744+fnx+nTp93a4uPj0ev16Z73OHyDUtXH43WIe+MoWoz4gV8S338g+t07sZcqA7d9HkwL5+P91UCcAQGYW7TC3LYDjtKPpnJ8diLzRIj0yRwRIn0yR4RIn8wR8SjZ7XacTjXdz9wff2wkPj6enj37kJCQyIQJYxg79luqV69BsWLFGTDgK7y8vNDr9TidTux2OxaLhcTEeE6cOE7p0mVd1zp58m/Wrl3JihVLqVr1WT75ZCCqChaLBVVViYmJZseObVSqVMVtTEWLFqdkyVI0bNiYRo3eQKv1RFVh3brVdOzYlkuXLtC1aw/eeqsNBw7so2/fD7lx4zrHjx/j2WefeyRzKscFf8qXL8+vv/7qenz58mWsVmuaWT9CPHZ0Omw1X3RvU1VMc34BQBMRgeeUn/Cc8hO2Z6pibtsBS5NmqN6SoiuEEEIIIYTIOWw2G1arJd0+oaG3ePXV1/H19cPX149hw77l6tUrbN26mY0bN3DlyiXCw8OJj4/D4XC4nTtkyDeULl2WnTt3MHz4YKKiIilTphxDh46kZs3ariVZly5doFOnd1BVFV9fPxo3bpZiHP36DURRkrJwkrOCIiMj8ff356uvhlGkSFEAqlSpyqhR3zN06JcYDAa6dr23Qt13S1HV7BG3LVmyJJs2bXKr55Nau91up1atWnz88cc0b96czz//nLCwMCZNmpTmtUND70wRy1lu/wBlj6+WyHZUFf2f25OKRK9egWJx/wapenphbtIMc9v22KtWfywr9ck8ESJ9MkeESJ/MESHSJ3NEZGcJCQl4enpm2C8pk8iJoii3LQNLsmTJQqpVe9ZtW/fb7dy5g4CAQJ5+uliKUjTJ7maeOBwOVFV1Kxp9r4KDM/6P/hwX/AHYtGkTffv2xWg0otFomD17NsWLF0/z2hL8EU8SJSoS4+KFeMyZhe7EsRTHYyZOxvLW21kwsodL5okQ6ZM5IkT6ZI4IkT6ZI0JkLKvmSY4K/tyt0NBQjh8/TsWKFfH398+grwR/xBNIVdEdPohpziyMS39FExeLajIRfvQUql8uVzclNgbVyxs0OXtHPJknQqRP5ogQ6ZM5IkT6ZI4IkbHsHPzJcTV/kgUHB1OnTp2sHoYQ2ZeiYK9UhbhKVYgbPAzjquVobt5wC/wAeH31OYYtf2B++x3Mb7+DM3+B1K8nhBBCCCGEECJHyrGZP3dDMn+ESENcHIHlQ9DExwGgKgq2l14msW0HrPVfhzTWsmZHMk+ESJ/MESHSJ3NEiPTJHBEiY9k58ydnr/MQQtwXTUQ4thrPof675EtRVQx/bMTvvXYEViqF11efoz19KotHKYQQQgghhBDifkjwR4gnmLNQYWLmLyFi/zHi+w/EUbCQ65gmLAzPH8cT8EJVcjV4FeXWrSwcqRBCCCGEEEKIeyXBHyEEzvwFSOjbn4i/jhC1aDnmJs1Qb1vypblxHTUoKAtHKIQQQgghhBDiXuXYgs9CiIdAo8FWpy62OnWJCw/HtHgBprmzsDRpnmI3MO+Pe2EvVQpL87dQ/QNSvVz81SuYw8PuehimoGC88uW/p5cghBBCCCGESEl+N3+yScHnHECKq4kspapgt4Ne72rSnjtDQI0qSYeNRixvNsTctgO2F2q5gkQOi4XFVcpiDr375WKm3Llpsf84WqMx0+fIPBEifTJHhEifzBEh0idzJGd71L+bZweRkZFMnPgdL75Yl9q1X8r0eYcPH6RQoSL4+/u72uLj4wgPD6NQoSLpnpudCz5L5o8QIn2K4hb4AdBv3vTfYYsF09LFmJYuxlG4COY27TC3boua9ym88hfAHBYGqvMunk+DV74CaHLQTmNCCCGEEEJkZxqDIUf8bv7llwPYs2cXfn5+afa5evUK3303kerVawCQkJBAaOgt9Ho9iqK4+qmqyq5dO4mPjyckpKTbNZxOJ1arlQIFCqK/417nm2+GUKTI04wYMdrVtnnzJkaNGsaMGfMoVqz4g3ipj5wEf4QQd838XhdsL7yIae4sTL/ORxMRAYD24gW8RgzBc+QwrPVepVq9+vx26MDdXVx1UvnTz92+cQshhBBCCCHunaIoVP70cza2bnZ3Jz7i381NJhMNGjSmR49eafapWbMqxtuykE6cOMbHH/fEaDSmOs5Dhw7w7rtt3NqcThWbzcqcOb+SP38BV/u5c2e4fPkSn332xW19nSxcOBdFUdi8eaMEf4QQTxZHqdLEDxlB/OdfYVi/Fo85M9Fv3YyiqihOJ8YNv1HCYuGvSlWIOHoY1eHI8JqKVktA+Yrke+nlR/AKhBBCCCGEeHLke+llArP57+aKorB06SJWr16eUU/Xv6pWrc6WLbsfyPMvWbKIkJBSVKhQydW2fv1abt68ybhxP/Hpp32pWLES1arVeCDP9yhJ8EcIcX+MRqyNmmJt1BTNpYuY5s/BNH8O2mtXsbzTgco+vpn+HwbV4ZCsHyGEEEIIIR6Cu83+yYrfzS0WC+XKVaBmzRfT7DN+/HdYrZZUj/Xt25M9e3am+xyffDKAxo1TvgdhYWGsX7+W1q3fcbXduHGdiRPH8sEHH1KpUhX69OnHgAGfMHz4tzkuACTBHyHEA+MsVJiE/gNJ+PhTDFs2Ya1Zm3wGA4GVqhB+9DCk8z8MkvUjhBBCCCHEw5XZ7J9H/bu53W5Hp9Pxv/91Iy4u/Q2bZsyYS758+bFarWg0GnS6/8IaRqORli3f5qOP+qZ6bseObTCkUb9o6tQfMZvNrmDXrVs36dOnB9Wq1aBp0xYAvPrq69y6dZOPP/6Idu3epV27jhiNpnt5yY+cBH+EEA+eVov15VeBpITMzPwPg2T9CCGEEEII8XBlNvvnUf9u3rp1U27evIHm352DM+J0OlFVlQEDvuSNNxq62u12O6tXr2DLlk2pnhcZGYHNZkvRvn//X6xbt5rcufMASXWCBg/+nKefLs7AgV+59X3nnY54e/vw/fffsmXLH/zyyzy3AFR2lf1HKITI8fK99DKGcpWxHj+c6u4CCpBbUSi5eCEWDw9sNZ5P2mVMCCGEEEII8UBllP2TFRn5U6fOIjY2mnbtWrF16x4ATp/+h169urFmTcpAjsPhwGKxpLJT1xiczvR3M9NqtW6PzWYzX3/9ObVq1XYFuy5cOM8zz1SjY8f36dSpLd98852rMHTTpm/Qp08/pk6dRXR0VI4I/IAEf4QQj4CiKOTtM4BLnVqmelwFaqoqHosX4rF4IfF9+pHw6eePdpBCCCGEEEI8ATLK/smKjHx/f3/M5sRUj1mtVhwOB0aj0ZUZpNVq8fT0dPXp3LkDf/99/K6eMySkJD//PBeTycSnnw6iRIlSfP/9KACaNGlOkybNuXr1CufPn8Pb29t1XlxcLKoKJUqE3O3LzFIS/BFCPBKVX63HxTKV4ORRFOdt/8Og0eCTK4CCDhtERwNgebOR+8lmM+h0SX+EEEIIIYQQ9yWt7J+srsPpcDh4882X//23E61Ww4YNaxk1ajienl5otRqsVhuBgYEsWLDMdZ5er+f997vSseP7mXqe2bN/YefO7a7Hzz1XM9V+NpsNnU6Hr6+fq02r1abIHsoJ5E5KCPFIOFBwdvsMbY9W7gecTvJ99xORdWtjXLsK/e6dOMpXcOviMetnPH4Yj7l1G8xvt8NZpOgjHLkQQgghhBCPl7Syf7K6DqdWq3Ut80pe9tWgQRM2b/6D119/k3r16jNx4vcpllrdXito37699O/fmzx58rr1uX79GsOHj+a5515wPVdGEhLiyZXL/7GoSyrBHyHEQ+dUVXZE2lGfewld2crY/z4CTgdotKilypOnzstg0mFp1hJLszuWhqkqprmz0F6/htfY0XiNHY21Vh3MbdtheaMhmHJGdX0hhBBCCCGykzuzf7I66weSMn9atEgq4Hx7YeYmTZqxYMFcnn++Jps2bWDixClpXsPHx5egoGDmzVvi1v7mmy+nudNXWq5evUJQUPBdnZNdZa6UthBC3IejsQ7CbCoGjcJzAz9PCvwAOB04u33G6QQ1zXOV+DgcRZ5GvS0yb9i+Bd+u7xFYIQSvgf3QHj/2kF+BEEIIIYQQj5fk7J/kZV9ZnfUDSdk4EydOYdCgIbRs2ZrExESGDx9MrVp18Pb2pmvXTlSvXsNVfDk1MTHRXL9+jddeq+P2JyYmBqvVclfj+fPP7Tmutk9aJPNHCPFQRdmcHIxJ+oFSI5eOoi/X40SlKoQfOkCuipUJe+4lrpidxDtUvLQpf9Co3j7EzJyH5uYNjAvnY5o7E935cwBooqLwnDoJz6mTsFWuArNmQt7Cj/T1CSGEEEIIkVMlZ/+EHzpAYKUqWZb1M2/ebJYuXURQUDBjx47i6aeLo9Pp0Ov19Or1MTExMWi1OoKD83DixDGmTZtEnTovU6xYcRRFwXFb3aJq1Z5l27a9qT6P0+nkyJFDHD9+BK02ZTjE4fhvp7DDhw+xefNGxo+f/OBfcBaQzB8hxEPjVFW2R9pxAAWMCsU9NSiKQpWBX+IXUpJqn39FHqMGFTgTn3KbSbdr5clLYs/eRO4+SNTytZhbtEK9bcmX7sRxyJfv4b4gIYQQQgghHiO3/25eZeCXWZb107BhE375ZT5Llqxm5MixdOnSnWrVnsVmsxMWFkr37u9Tq1ZtxowZz6RJP+Pp6cnEiWMJDw8HwG63ZfAMSTQaDVOm/MjRo4epV+/VFMdtNitOp5Pjx48xcOAn1K37ChUrVnLrY7fb3YJNOYWiqmra6y0eE6GhsVk9hPuiKBAU5ENYWNKWckLkFMdj7eyOdqBXoFkeA966lD9M/ol3sCPSjp9OoXke/V39wFGiozAu+RXTnJk4QkIwLfnVbZ54jB8LOh3mlq1Rgx+PtbpC3Cv5WSJE+mSOCJE+mSMiK6mq+sACU2azGVMadUN79+5O8eIhVK78DAsXzuObb8bg4eHh1qd27WcZNOhr6tWrn+L8rJonwcE+GfaR4E8OIN9oRU4Ua1dZetOKXYXnc+ko7Z16NX2rU2X+9aR+DYL15DHeW0KikphAUKE8/82TxEQCy4egiYlG1euxvvYmiW3bYatdF3Lg1oxC3C/5WSJE+mSOCJE+mSNCZCw7B39k2ZcQ4oFTVZUdkTbsKuQ1KJTySvtbjUGjUNQj6fipDJZ+pcvT0/26O7ejiYkGQLHZMK5aTq7WzQmoWh7PUcPRXL50788lhBBCCCGEEDmIBH+EEA/cqQQn1ywqWgVqBWS8lKuEV1ImzvlEJzbngwmRW19+lYhd+0n4sDfO4Nyudu3VK3iN/oaAquXxa9UUw8plYLc/kOcUQgghhBBCiOxIgj9CiAcq3qGyJyopmPKMrxbfVOr83CmvQcFXp2BTkwJAD4qjWAniBw0m/NDfRP8yD8sr9VE1Sd/2FFXFsHkT3l8OTMrPFEIIIYQQQojHlAR/hBAPjKqq/Blpx6ZCsEGhbBp1fu6kKAolPJO+HZ2+n6VfadHrsb7RgJi5vxJx8ATxnw3CUagIAOa330lRA8iwcT3ExT34cQghhBBCCCFEFpDgjxDigTmX6OSy2YkGqOWvQ3MXGTUlPLUowA2rSrTtwWX/3Mn5VD4Sen9CxN5DRC1eibldR7fjmosX8GvTksDyIXj3+RDd/r+QqoZCCCGEEEKInEyCP0KIByLRobLr3+VelXy1+Ovv7tuLl04hvzEpWHQ64eEFf1w0Gmwv1sH5VD63ZtP8OUmH4+PwmDMT/9dfxr/Oc3hM+RElIvzhj0sIIYQQQgghHjAJ/gghHohdUXYsTgjQK1T0ubet1EP+Lfx8OsGBM4uybaxvNCCxXUecXt6uNt3fJ/D+/FMCK5TE538d0W/dDM5HEKASQgghhBBCiAdAgj9CiPt2IdHB+UQnCne/3Ot2hTw0GDWQ4IBrlqwJ/tgrVCJuzHjCj54iZtyP2Ko96zqmWK2Yli8lV8vG+HR7P0vGJ4QQQgghhEjduXNniJPanamS4I8Q4r5YnCo7I5OWe1Xw0RJkuPdvK1pFoZhnUvbPqYdR+PlueHtjefsdotb8TsSOv0j44EOcgYGuw9Z69d37O51gsz3iQQohhBBCCHF/tp7ZTM2x1dh6ZnNWD+W+jRs3hkGD+qd5PCwsjDVrVrJu3eo0+xw+fJDIyEi3tvj4OC5duvCghpkldFk9ACFEzrYnyk6iE/x0CpV872251+1CPDWciHNwMdGJ2aFi0mb9NuyOkJLEDx5G/MAvMaxfi2nJr1jebOTWR799K77dOmNu1QZz23Y4ipXIotEKIYQQQgiROaqqMmz9YE6F/sOw9YN5sVgdlHvM4n8QvvxyAHv27MLPzy/NPlevXuG77yZSvXoNt/bExESOHj3Ml18O4/TpU2zd+geJiQlERkZy69ZNrly5TFhYKN7e3hQvHkLduq9gNBpTXP+bb4ZQpMjTjBgx2tW2efMmRo0axowZ8yhWrPiDe8GPkAR/hBD37IrZ6SrOXMtfh+4B/KAINGgI1CuE21TOJjozvV38I2EwYG3YBGvDJikOmebORBN6C8+J3+M58XusNZ7H3LY9loZNwNPzkQ9VCCGEEEKIjGw+vYlDVw8AcOjqATaf3kTdkHpZNh6TyUSDBo3p0aNXmn1q1qyaatDmjz9+R6/X8/zzNdm2bQuLFy+kZcvW5MmTl9y58/DPPydZvXojuXLlSvPa586d4fLlS3z22ReuNqfTycKFc1EUhc2bN0rwRwjxZLE6VXZEJi1zKuutJY/xwa0iLeGlJTzKzql4R/YK/qRFVUGnR9XrUf5d+mXYvRPD7p04B/TD0rwl5nc6YK9QKWvHKYQQQgghxL9UVeWb34eiVbQ4VAdaRcs3vw/lpRIvZ1n2j6IoLF26iNWrl2fUM0XL6tXLKVy4KHq9Hp1Oh5+fH++91wWAEyeO8euv89MN/AAsWbKIkJBSVLjt9/b169dy8+ZNxo37iU8/7UvFipWoVq1G2hfJpiT4I4S4J39F24l3gI8WnnkAy71uV8xDw94oiLCphFmd91VH6JFQFGJ/nErc1yMw/boA09yZ6E79A4AmNgaPX6bj8ct0bOUqEP/1cGw1X8ziAQshhBBCiCfd7Vk/AA7VkeXZPxaLhXLlKlAznd+Xx4//DqvV4tZ2+PBBjh49Qpky5QBSBK+MRhNWqzXd5w4LC2P9+rW0bv2Oq+3GjetMnDiWDz74kEqVqtCnTz8GDPiE4cO/zXEBIAn+CCHu2nWLk5PxScu9avrr0Wse7P8MmLQKhT00nE9MWlaW7YM//1KDgkj8oAeJXbuj+2svpnmzMC1fgpKQAID+2BFUL68sHqUQQgghhHjS3Zn1kyyrsn/sdjs6nY7//a8bcXGx6fadMWMu+fLlx2q1otFo0Ol0TJs2CU/PtH/PNplMqKqK2WzGZDJht9ux2+2YTCZXn6lTf8RsNrte961bN+nTpwfVqtWgadMWALz66uvcunWTjz/+iHbt3qVdu44YjaZUnzO7keCPEOKu2J0q2yOSljaV9NKQz/RwAjMhXlrOJzo5E++gmp/2gdQTemQUBXv1Z4mr/izxQ0ZgXL4U07xZKIlm7JWquHU1Ll+C5uIFLK3b4syTN4sGLIQQQgghniR3Zv0ky6rsn9atm3Lz5g00mszdWzidTlRVZcCALwE4duwITZu24Nixo64+V69eoWbNqm7n1atX0/XvokWfZvbsRQDs3/8X69atJnfuPAAcOnSAwYM/5+mnizNw4Fdu13jnnY54e/vw/fffsmXLH/zyyzx0uuwfWsn+IxRCZCv7YxzEOsBLC9X9Ht63kHxGBU8tJDjgUqKTpz1zQO2fVKg+vpjbdcTcriNKbAzcEcTymPA9+qOH8fpmKNZX6mNu2wHry69ADvgBIoQQQgghcp60sn6SZUX2z9Sps4iNjaZdu1Zs3boHgNOn/6FXr26sWbMpRX+Hw4HFYkGv1/Pnn9to06Y9Xl7ebn2eeio/P/88x/W4TZvm9O//ORUrVsZqtaCqKgBms5mvv/6cWrVqu17vhQvneeaZanTs+D6dOrXlm2++I3/+AgA0bfoGffr0Y+rUWURHR+WIwA9AzlhLIYTIFm5ZnByPS/oB8UIuHYYHvNzrdhpFocS/AZ/T8Sl/KOVEqo+v22Pt2dPojx4GQHE4MP62Fr92rQioXAavYYPRnDubFcMUQgghhBCPseSsn9QCP+Ce/fOo+Pv7o9cbUj1mtVpJTEzE6XS62rRaLZ6enuj1eurUeZnOnT9IcZ5Go+Dj4+P689RT+YiJicbHx4fAwCCCgoKBpCVhn346iN69+7vObdKkOZ9/PhhFUTh//hze3v8FluLiYlFVKFEihKpVqz+ot+ChyxkhKiFElom2OTmV4CTWrnLN7EQFintqKOjx8DNxQry0HI51cMWiEmdX8dbloKVfmeAoVoLwvYcxzZ+Naf5ctDeuA6C9eQPPcWPwHDcGa80XMbdph6VBYzDljPXEQgghhBAie8oo6ydZVtX+cTgcvPnmy//+24lWq2HDhrWMGjUcT08vtFoNVquNwMBAFixYdlfXLlKkKOfS+M/V556rmWq7zWZDp9Ph6+vnatNqtWi1OW9VgmT+CCHSdCrewZKbNo7GOjif6MSSlBlJkP7R/ADw1SnkNSQ915mExyP7507OIkVJ+OwLIg4cJ3ruIiyvN0C9LXXUsGMbPh91Q4mLy8JRCiGEEEKIx0FGWT/JsiL7B5ICK2vWbGLNmk1MmDAJgAYNmlCtWg0+/vhT1qzZROPGzahT5+VMX/Py5Us4HA5KlizN0X+z7jMrISGeXLn8H2kA7GGR4I8QIlXRNic7Iu2ogHrHsT3RDmLsd7Y+HCFeSVH1U/EO17rcx5JOh/WV14iZOY/wg38TN+hr7E8XA8D62puoQUHu3ffuQYmJzoqRCiGEEEKIHOj2rJ/MSM7+eZS/gzscDlq0aEiLFg35+OOPXO1NmjRj2bLFJCTEs2nTBho2bJKp64WFhdGnTw/27/+LqlWr8/ffx7l580amx3P16hXX8rCcToI/QohUncqgzs4/j6gOTxEPDXoFYh1ww/oYB39uo+bJQ+KHvYjcdYCoFeuI7/WxewezGb92bxFYPgSfD7ui270LHufAmBBCCCGEuG+ZzfpJlhXZP1qtlokTpzBo0BBatmxNYmIiw4cPplatOnh7e9O1ayeqV6/hKr6cFlVVSUxMpFevbuTLV4AKFSpRuHARihUrzvz5SUWgv/12OHv37k73On/+uZ0SJUIe2OvLShL8EUK4sThVjsbaORHvTJHxc7u4R5T5o9coFPVI+lb1uBR+zjRFwfbcCzjKV3BrNq5bjSYyEiUxEdPCefg3qo//C1XxmDgO5datLBqsEEIIIYTIrpKzfhTl7kIAiqJ5JNk/8+bN5sMPuxAUFMzYsaPYvftP125evXp9TExMDFqtjuDgPJw4cYxp0yZx5sxpt3E5nQ5UNako9JUrl4iICCd37jwUKlSYbds2A9CxY2eWL1/M3r272bXrT27duuk2Dofjv6LShw8fYvPmjbz2WoOH+tofFQn+CCEACLM62R5hY/51K3ujHWQU23mUxZeTl36dT3RidUqGi71cBRLffR/nbYXndGdO4/31IAIrlcL33XcwbNoAjicsWCaEEEIIIVJldVi5Gn3FFRzJLFV1ci36ClaH9SGNLEnDhk345Zf5LFmympEjx9KlS3eqVXsWm81OWFgo3bu/T61atRkzZjyTJv2Mp6cnEyeOJTw83HUNu92O3W4HwMfHlypVqjJixGiKFSvOyJFDOXXqJLVrv0T9+m/Qp08PoqOjqFWrtts4bDYrTqeT48ePMXDgJ9St+woVK1Zy62O323HkwN+zZbcvIZ5gDlXlQqKTE3EObt22pCpAr1DEpOFAbNrf1Ep6PboK97kNCn46hWi7yvlE5yN97uzIUSKEuJHfEffVMIyrV2CaOwvDzh0AKHY7xjUrMa5Zie2ZqkSt+yOLRyuEEEIIIbKaUWdkQ7cthMeH3fW5Qd7BGHXGhzCq//j4+KRoq1ChEn/88ScAs2YtdBVd9vLypk2b9rRp096tv8PhwGZLCv40atSU+vXfwGg00qRJc44dO+I69umng6hZ80WCg/Pg55crxTWsVivR0VEUK1aCfv0GphiXzWbDarXc92t+1BT1sa6gmiQ0NDarh3BfFAWCgnwIC4uVsh7igYi3q5yMd/BPvIPEf4P/ClDUQ0Npby15DAqKonAq3sGOSHuK82v661zZOI/K4Rg7+2Ic5DYoNMxtSHH8SZ8n2nNnMM2bg3HBXLT/pq8mfNSX+IFfune020Encf8n0ZM+R4TIiMwRIdInc0SIjGXVPAkOThk8u5PcAQjxmIm2OTmV4CTOruKtUwjx1OCn16CqKtctKn/HO7iY+F89H08NlPLWUtJLi6fWfSlXiJeWvEYN/8Q7XNcr6aXF9xEu+UpWwkvL/pikDKUom5Ncelm1ejvH08WJ//wr4vsPxLBxA6a5M0l8+x23PpqrV/B/pTbm5i0xt2mPo3SZLBqtEEIIIYQQ4lGS4I8Qj5HUMnWOxDoo5qEh3KYSdVshn7wGhTLeWgp7aNAoaQdzfHUK1fyy/luFp1ahgEnDZbOT0wlOqvlJ8CdVej3W19/E+vqbKQ6ZFsxFExaK5+Qf8Zz8I7ZnqmF+pwPmxs3A2zsLBiuEEEIIIYR4FOTuSYjHRLTNyY5IOyq4/QE4m+gkyq6iU6CUl4amefS8mdtAUU9tuoGf7CbE679dv5ySb3zXlLg4VON/67X1+//Cp3cPgsqVwLt3D3T79sqW8UIIIYQQQjyGJPgjxGPiVEL6lfvzGRXefsrAC/56AnLokqmCJg0mDSQ64Yr57nYqEBD/5RDCj/xD7PBR2MuUc7UrCfF4zJ2F/xv18K9dA8Oq5Vk3SCGEEEIIIcQDlzPvAIUQKcSlsze7Apg0CgZNzsnySY1WUSjmmVRo+nQGwS6ROtU/APP7XYnc/CeRG7aQ2L4TTu//CsTpTv6NEh+fhSMUQgghhBBCPGgS/BHiMeGdQRHmjI7nFMlLvy4mOkl0yBKle6Yo2CtVIW7094QfPUXM+J+wPfscTh9fLA2buHXV7f8Lz9HfoLl6JWvGKoQQQgghhLgvEvwR4jER4qkhvVBIyUe8NfvDEqDXEKRXUIGzCY6sHs7jwcsLS+u2RK1aT8SeQ+Dl5XbYY/oUvEYNJ6BKWXzfbo5h9UqwWrNmrEIIIYQQQoi7lvVb+AjxkKW19fnj5vYwyJ05PjX9dVmyPfvDUsJLS1iUnVMJTsp6qyg5qGh1dqcGBbk3JCRgXLsaAEVVMW76HeOm33EGBWF+qw3mtu1xlAjJgpEKIYQQQgghMuvxuwMW4jan4h0suWnjaKyD84lOjsYmPT4V/3hljKiqyp//bvGez6BQ3kdLUQ8N5X20tMhrIOQxyfpJVsxTgxaItKmE2WTp10Pl6UnEn38R338gjoKFXM2asDA8fxxPwAtVydXgVYwL5oLUChJCCCGEECJbkuCPeGyltfW5CuyItBOTToHknOafeCe3rCp6BWoF6Knmp+OlwKS/H6eMn2RGjUJhj/+2fRcPlzN/ARL69ifiryNELVqOuXEzVL3edVy/dze+PT9Ad/xYFo5SCCGEEEIIkRYJ/ojHVkZbn//zmAQNEh0qf0UnZf1U8dU+NoWdM5KczXQ2wYldfXwCedmaRoOtTl1ip/5C+JFTxH09HHvJUgDYQ0pir1bdrbv25N8okRFZMVIhhBBCCCHEbaTmj3js2FWVy4lOzsQ70iyArMJjk/mzJ9qOVYVAvUIZ78dreVd6njIqeGkh3pG081fxx2xpW3anBgaS2LUHiV26o9v/F0psLNxRe8mnVzd0x49hebMR5nc6YHu+Jmjk/xyEEEIIIYR41CT4Ix4LTlXlukXlbIKDC4lOMlMG5lKikz8jbZTy0hJoyJk3pFfNTs7+m+H0gr8OzRNU+FijKIR4ajkY6+BUvEOCP1lFUbBXrZ6iWXviOPoD+wEwLf0V09JfcRQugrlte8yt2+LM+9SjHqkQQgghhBBPrJx5xysESUWOQ61OdkfZWXDdym9hNk4nJAV+vLRQ0iv9j7cTOBnvZPktGytvWvkn3oHNmXOygeyqys6opOVeZbw0BOfQANb9KPFvwOeaRSX2Mcnkelyovr4kdOmG09/f1aa9eAGv4V8TUKk0vu1aYVi3Bmy2LBylEEIIIYQQTwZFVR//YhmhobFZPYT7oigQFORDWFgsj/9XK+Ot2WPsKmcSHJxLcBJ92w2/UQNFPTQU89SSx6CgKAqn4h3s+HcXrNvVzKXFW6fhZLyDi4lOkqsD6RUo7qmhZA7IBjoQbedgrANPDTTPa8CgeXKyfm63NtTKdYtKHoNCgKceg8NBiTs+MyILWSwY163GNHcWhq2bUxx25C9AxK4DYDJlweCeLE/azxIh7pbMESHSJ3NEiIxl1TwJDvbJsE+2WPYVERFBixYtmDVrFgUKFADg1KlTfPbZZ1y6dIkWLVrQr18/lH+XtHTt2pXNm/+7iXjuuef45ZdfsmLo4gFLLVhzNNZBdb+kDI9zCU5Cb1vTpVWgkElDcU8N+U0atHcsewrx0pLXqOGfeIcrmFTSS+vaASufSUOiQ+V0goOTcQ5iHfB3vJO/450E6xVKeSdtma6/LbCSUXDqUYiyOTkcm1SwukYu3RMb+AHw1SpcR+WmVeWW1QrAkVgHNf1197zFfXb4Gj82jEYsTZpjadIczcULmObPwbRgLtprVwGwl6+YMvCjqinqBwkhhBBCCCHuXZYHfyIiIujatStXr151tVmtVrp27UrNmjUZO3YsQ4cOZenSpTRv3hyAY8eOsWrVKvLmzQuATpflL0M8ALdvzX6nPdH/7cylAPmMCsU8tRT20GQY+PDVKVTzS/sz4qFVqOCjo7y3lusW1ZUNFGpTCY20szvqv2ygcJuaanDqfgINd0tVVf6MtOMECpg0FPF4coMSyUGaZLd/drZH2sljUO46aJNWAPJRfo0fV87CRUj49HMSPvkMw5ZNmObMwvxOe/dOViv+tWtgq/0S5rbtk4JDQgghhBBCiPuS5VGTPn360KBBAw4fPuxq27ZtG3FxcXz22Wd4eHjQp08fBg8eTPPmzbl58yYAISEhWTVk8ZBktDW7hwYq+up42kODh/bBZwUoikI+k5JuNlBadkTayWvUuDKKHqYzCU5uWFW0CjyfS+fKiHsSZfSZWXzThkkDJo2S9LdWSeXxf/+2OtU0A5CP8mv82NNqsb78KtaXX01xyLDhN3Rnz6A7ewaPn6diq1AJc9v2WJq3RPX1y4LBCiGEEEIIkfNlefBnyJAhFCxYkGHDhrnaTp48ScWKFfHw8ACgZMmSnD17FoAjR47gcDh48cUXiYmJ4aWXXuKrr77Czy/9m4KcfH+cPPac/BoyI86R/qLIp0wayvk8mswLT51CRV8dFXy0XLOonIxzcD4x/UDDqXgH1XI93ClldqjsjU7KSqniq8VX/5h/KDKQ0WcGwOwEs6uQ9/0tvH0UX+MnnfbaFVRPT5SEBAD0Rw6hP3II768GYmnYGHPbDtife/7x/4b4EDwpP0uEuFcyR4RIn8wRITKWnedJlt/FFCxYMEVbXFycq/YPJGVkaDQaoqOjOXfuHKVKlaJ///4oisLnn3/OmDFj+Prrr9N8joAAL7TanL80JjAw4yJOOVluazznExJTPaYAuX2MBAV5PdpBAcFARWDJuRhOR1vT7GfVagkKerhfo7UXYzE7IdikpU7RXClqHD1pMvrMVA4yUSnIRILdSaJdJcHuvOPfKon/tiXY1QxDQ4/ia/zEG9gfenSFBQtg+nT46y8AlMRETIsWYFq0AEJCoE8f6NIliwebMz3uP0uEuF8yR4RIn8wRITKWHedJlgd/UqPVajEYDG5tRqMRs9lMly5d6HLbL/z9+vWjR48e6QZ/IiLis2XkLbMUJenDEx7+eFfWL6g42ZPucQdhYVm3c5un04FC2rkjBsfDHd91s5MjEUnbYtfw1RAZHvfQniunyOgzU0znRBOfiDfgDUkRIf2/f1D+/ZMUGFZVld1Rdk7EObPsayySaaB5G2jeBu2xo5jmzsL460I00VFJh0+dIuHY3yTI1+KuPCk/S4S4VzJHhEifzBEhMpZV8yQz/0GdLYM/fn5+nD592q0tPj4evV6fom9AQABRUVFYrdYUAaPbPQ7foFT18XgdafHVaSjjpeH4v7V1bo/X1fTX4atTsvT1l/DUcCTWkeoxFQjSP7zxOf4t8gxQ0ktDboPmsf4sZJavTkNNf12KAs1wL58ZhdJeWk7Epb68TyVp9zh53x8te9nyxA3/lrhBX2NcuwrT3Fno/9yOuU17t6+F5sZ1TDOmYn67Hc4iRbNuwDnA4/6zRIj7JXNEiPTJHBEiY9lxnmTLtVDly5fn0KFDrseXL1/GarXi5+dHr1692Ldvn+vYoUOHCAoKSjfwI3KO5NvuAD0U9dBQ3kdLi7yGbLHLkp8+KdCQnC+S/CfZlkg7FxJTDw7dr6OxDqLsKiYN6e5c9iQK8Ur6jFTw0VIqV9Lf9/qZSe1rnEwL2JzZ7Dv4k8TDA0vzt4heupqIgydwFC/hdti4cB5eY0cTWL0ifs0bYVy2GMzmLBqsEEIIIYQQ2Uu2vIusVq0acXFxLFmyhObNmzN58mSef/55tFotISEhjBgxgs8++4yoqCi+++473n777awesnhArpiTwj9VfHUU9sj6gM+dQry05DVq+CfeQZxdxVunUNRDw/5oO1csKpvC7VT3UynnrX1gu3DF2FUOxSQFlZ7NpcOYwdb2TyJfnUK1XDqCgnwIC7u/FMs7v8aeWrhucRJug9/CbDQI1t/19vHiwXLmy+/eoKqYFs5zPTRs34Jh+xac/v6YW7bG3KY9jjJlH+kYhRBCCCGEyE6yZfBHp9MxdOhQ+vbty6hRo9BoNMyePRuAzp07c+XKFTp37oyXlxdvv/02Xbt2zeIRiwch2uYk1pGUjvaUMfveXPvqlBTZN68E6dkdZefveCd7ox1E21Wez6VDc58BIFVV2RlpwwHkMyoU88i+78vj5M6vsdWpsibURoRNZV2YjYbBBrxky/fsQ1GIXrYG48J5eMyZifbCeQA0kZF4TvkJzyk/YavyDOa2HbA0bY7qnf0K8AkhhBBCCPEwKaqa3Vai/Sc0NJTjx49TsWJF/P397+M6ObsoqKLwQDIasrvjcQ52R9l5yqjwRnDOXMZ3PNbOnmgHKknBmrqB+vvK1Dmb4GBLhB0t0DSPZJyk52HPk0RHUgAo2q7ip1NoEKzHpJUAULajquh37kgqEr16BcodS79ix4zH3K5j1owtiz0pP0uEuFcyR4RIn8wRITKWVfMkODjj/9zM1neSwcHB1KlT574CPyLnSF7yVcCUrT+W6Srro6NeoA6dAtcsKqtu2Yix39ustzhV9kQlFTKu6KuVwE8W89AqvBakx0sL0XaV9WE2rFIDKPtRFGwv1CL2x6mEH/mH2BGjsZWrAIDq6YWlaXO37pqrV1DCwrJipEIIIYQQQjwycjcpsgW7qnLdkvODPwCFPLQ0CP4vSLDqlpWbltR3kErPvmg7iU7w0ylU8Ml+9Y+eRN66pACQSQNhNpWN4Tbs8l9f2Zaayx/ze/8j6o8dRG7cRuy3Y1Ms+fIcNZzAiiXxfa89+j82guPhFG0XQgghhBAiK+Xsu2zx2LhhUXGo4KkF/8eglkqgQUPD3AYC9QpmJ6wLtXE2IfM3lbcsTk7+u+X9C7l0aB9Q8Whx/3LpNdQP0qNX4LpFZXO4HacEgLI9e4VKWFq2dmtTYmMwrViKYrNhXLWcXK2bEVCtAp6jhqO5fCmLRiqEEEIIIcSDJ8EfkS24lnwZNQ9sl6ys5qVVeDNYTyGTBgewJcLOwRg7GZXZcqoqf/673KuEp4ancngm1OMoyKDhlSA9WuCS2cn2yIy/riIbstlI7PQ/nEHBribtlct4jf6GgKrl8WvVFMPKZWCxZOEghRBCCCGEuH9yVymyhceh3k9q9BqFlwN1lPdOWrZ1IMbB1kg7jnQCBcfjHETYVIwaqO6XLTfkEyTtSFc3UIcCnElwsjvaIQGgHEYNCCT+i68JP3yS6BlzsdR7FVWT9D1IUVUMmzfh934HAiuVQnPxQtYOVgghhBBCiPvweN1pixwp1q4SbVdRgHyPWfAHQKMoVM+l44VcSYGCswlO1oXaMDtSBgpi7SoHYpKWh1X308luUtlcIQ8tL/onBehOxDk4FCv1YnIkvR7rmw2JmbeYiAPHif/0cxyFCrsOO339cN72GEC2ORFCCCGEEDmJpBWILJec9ZPboNzXtujZXSlvLT46hU3hNm5aVVbesvJqkB4FOJXgJNauEmZ1Ylchr0GhhOfjFwh7HBX30mJRYXeUnQMxDgxK0q5vImdy5stPQp9+JPT6GP32rZjmzcJe+ZmkfTtv49umBc58BTC3bZfq8f+zd9/hcZTnwod/M9ulVZfcu3GvuGCwZVroYCB0sOlJIAnknEAO5QAJhJBKvpSTkEoSA6bGdDAdB8ummG4b2zLuttzUtX125v3+2ILWki1ZlnZX0nNfly/QzEh6V7uzu/PsU4QQQgghhMgmcoUiMq6nlny1ZqBbZ14fB69VGzSZ8OweAxPQALXfcT2l91FvMMFrI2LFsrbeazBx6hqjcmVCW7em6xjHnYBx3Aktdtk2VOJ683UAPA//k+i4CYQWXEHo/ItQxSXpXqkQQgghhBBt6vlX2yKrmT1oxHt7FTl0zu7jpMgBiSKh/QtIPm40aYxKWUl3MjXPxoR4b6dldVG2BqUErKeyrfsCK9eb/Nq+dg3eO26lZPIY8q67Gsc7S8GyMrdAIYQQQggh9tM7rrZF1toTVhgK3DqUOHpPpovHpjHQdfDTb71fggfdiaZpzCqwMSpHRwFv10TZFZIAQE8UmXcuNasqafzdAxgzZyW3a5EI7mcWU3jB2RQfNRXP734tvYGEEEIIIURWkOCPyKjmJV+9rcwpYMbKvQ7EJ5k/3Y6maZQX2Rni1jGB12sM9kUkANQjeb2EL11A/UuvU7vsAwLfvhGr5KuSL9u2LTjef1d6AQkhhBBCiKwgwR+RUTt6WclXc177wS8K29ovspOuaZxQYqe/S8NQ8Gq1wfagycqGKG/XGKxsiNJgSECoJzHHjMV/z33UfLaehgcfInLC11CaRmj+lakHRqPk/PKn2DZuyMxChRBCCCFEr9X7rrhF1vCbijojlt3SVglUTzS6jWleY6RhcLdl1zROKnFQ6tAIW/BaTZRVTSabgxarmkwW7zGolLK+nsfpJDLvXBqeeIbaD1cROeW01N1vvEbu/T+n+JjpFJx9Gq4nHoVAIEOLFUIIIYQQvUnvu+IWWSNR8lXm1HDbel+WS4FDp7zIjgYt/pUX2cmXzJ9uzalrHFP41UBFtd+/irqoNPXuwazBQ8DhSNnmfvTh5P8731tB/o3XUzJpNN5bvo/980/TvEIhhBBCCNGbSPBHZEyy308vzPpJGJ1r44J+Tibl2Rju0ZmUF/t6tGT99AhbQ9ZB+zpJU+/epenXv8d3931ER41ObtObGvH860GKTjqWwhPLcT/4V7T6ugyuUgghhBBC9ES996pbZJSlFFWh3tvvp7l8u8bMAjsnlDiYWSAZPz1JW027pal376LKygh+50bqKlZS9+LrBC9dgMrJSe53rP6cvNt/QM6vf5nBVQohhBBCiJ6od191i4zZG1FEFLh0KHVKsEP0TNLUW7RK04geNQvf7x6gZlUlTff/DmPa9OTu0GWXpx7e2IC+Z3e6VymEEEIIIXoQCf6IjEiUfA106egyCln0UNLUW7RF5eUTuuJq6l95m9ql7+L70U8wx41POcb9yEMUTx1H/hWX4nxtCUSjGVqtEEIIIYToruxtHyJE59shJV+iF0g09a6oi12sNy/ykqbeYn/m+AkEx09I3agU7kUL0UwT1ysv4XrlJcx+/QldMp/QpQuwho/IzGKFEEIIIUS3IlfeIu2CpqImPuJdgj+ip2ve1Lu/Kxbs0YHB8tgX7RGJEJ53Dma//slNtt27yP3t/ZTMmkrBeWfhWvwkhEIZXKQQQgghhMh2cvUh0i6R9VPi0PD0whHvovdJNPU+vdRBqUPDAtbKpC/RHi4XgdvuovbjNTQsepLw6WehbF+VCzor3iH/29+gZPJoHO+tyOBChRBCCCFENpPgj0g7KfkSvZWmaUzKi124r/WZRJVM+xLtZLcTOfk0Ghc+Ss2n6/DdeQ/RESOTu7VQiOh+vYKEEEIIIYRIkJ4/Iq0spdgZluCP6L2GeXS8NvCZ8KXfYqxXmj6LQ6P69iX4ve8TvPG/cby3AvcjC1FuD6qgMOW43LtuQ6+vJzj/SqKzjgZpri+EEEII0WtJ8EekVXVEEbbAqUEfGfEueiFd05jgtfF+g8lqn8mYXB1NLspFR2gaxjFzMI6Z03Kfz4f7kYfQ/T7cTzxK9IhRhBdcCd/+Juie9K9VCCGEEEJklKReiLTaEc/6GeCWEe+i9xqda8OpQUNUsT1eBilEZ7KvXQPNegPZv9xA7t13wsCB5F19OY63XgdT+k4JIYQQQvQWEvwRaSX9foQAp64xJjd2Yb6qSS7AReeLzpxFzefrafzjX4nMLm+2I4rrxecovOR8imdMIucX90EwmLmFCiGEEEKItJArcJE2IVOxLxIf8e6Sh57o3SZ4bWjA7ohiX0Syf0QXyMkhfOElNDz7MrXvfUzgezdBv37J3badO3A/9QS4XBlcpBBCCCGESAe5Ahdpk2j0XOTQyLVLyZfo3XLtGiNzYk/BqyX7R3Qxc8QRBO66G7Zto/GhxwifejpK1wldtgD01LcC7gf/gm3d2swsVAghhBBCdAlp+CzSJlnyJVk/QgAw0Wvjy4DF5qDFjKgiT4Kioqs5HEROP5PwaWei76pC7Zf1Y9v0JXm3/w8AxvSZhBZcSeic88DrzcRqhRBCCCFEJ5GrcJEWSil2Sr8fIVKUOHUGuDQUsMYn2T8ivaz+A1DFJSnb3I8tSv6/46OV5H3/BkomjcZ7043YP/wAlEr3MoUQQgghRCeQq3CRFjWGImiBQ4O+LsluECJhUl4sAbPSbxK25MJaZFbgOzfS9NNfEh03IblN9/vwPLKQojNOoui4o/H85Y9oNTUZXKUQQgghhDhUEvwRaZEo+erv0rHJiHchkga6NArtGoaC9f6ekf3TYFisbIjydo3ByoYoDYY0tO4uVFExoW9cT93SFdS9+jbBK67B8uYl99vXrcV71+3kf/ebGVylEEIIIYQ4VBL8EWkhI96FaJ2maUzKi419X+MzMbt5WU2l32TxHoNVTSabgxarmmJfV/aQwFavoWlEj5yO7/7fUrOqksbf/wnjqKOTu0OXLkg93jTRd+5I8yKFEEIIIUR7yZW46HJhS7E3MeJdgj9CtDAyR8ejQ8CEzYHumyXTYFhU1EVR0OJfRV2Uxmj3Dmz1Wrm5hC+ZT/2Lr1G7/EMC/3Uz4dPOTDnEufRNiqdNIP/S83G++DxEIhlarBBCCCGEaI1ciYsuVxWyUECBXZNpRkK0wqZpjPfGsn9W+UxUN8v+sZSi3rD4oCEW+DmQnlLW1puZo0bjv+NHsN+UMPcjD6EphevN1ym4ZgElU8eRe89d2L7ckKGVCiGEEEKI5mTUu+hyUvIlRNvGeW181mRSayh2hRUD3OkLlDYYFpUBC19U4bVrjM7RKXC0PF+VijVurzUUdYZFraGoNRQNhqI9YR2fZP70WMbUI7F/9gm2HdsB0Kv3kfPH35Hzx99hzDqG4PwrCM87F3JzM7tQIYQQQoheSoI/oksppdgRluCPEG1x6RqjcnTW+i1W+UwGpOl8qfSbVNRFU7atajI5ptBGqVNPBngSwZ7wAarS7Fpsml/wIFVrXsn867GC/3UzwRv+G8c7S3EvegjXkhfRDAMAx/vv4nj/Xaw7bsV3/28Jf/2CDK9WCCGEEKL3keCP6FJ1UUXABJsG/WTEuxAHNTHPzlp/hB0hizrDoqiV7JvO1LxHz/5W1JvQSj6PBuTbNYodGkXxf8UOnTwbNEYVi/cYByz9GpNr68TVi6xjs2Gc8DWME76Gr7oa978fx73oIezr1wGgNzUSPWJ0hhcphBBCCNE7SfBHdKnmI97tMuJdiIPKt2sM8+hsCVqsbjKZW9y1wZ/KNppL24E+Lo0ih06xIxbwKXRoBzyXCxwa5UX2ZCZR8yBQeZGdfMn86TVUaSnB628geN13sX/4Ae5HH8a2eRPmpMkpx7kX/gPHu8sJLbgSY3Y56JIhKoQQQgjRFST4I7qU9PsR4tBM9NrYErT4MmAxvUCRY+u6gIkvqg6YpaMBQzw6J5Q4Dulnjs610c+ls95vsiNoURtV9HPGtoteSNOIzpyFb+Ys2L+RuVJ4/vFX7Gu/wP30U5hDhxGafwWhS+Zj9eufmfUKIYQQQvRQckUuukzEUuwJx0e8S8mXEO3S16XTx6lhAV/4unY6lt7GadnRHj35do2ZBXZOKIl9vrA3Ens+EL3cfhlj+q4q9N27kl/btm4h96c/pnjqOPIvvxjnkpcg3jdICCGEEEIcHgn+ZLkGw2JlfZTnNjeysj5Kg3HwMo1ssitsYQF5NlqdHCSEaN2kvFiWzDq/idFFQZPaiMXWNsq+DrdHT6FDp8AeC2RtD3Wf5y6RHtaAgdR8XknjX/9J5LgTkts1y8L16hIKrryU4iPHk/uTu9FqajK4UiGEEEKI7k+uyLNYpd9k8R6Dz5tM1tVH+Lwp9nWlv2uzATqLlHwJ0TFD3LEGymELNrQRoOmIesNiSbWBQSw4C7Eyr+b/OqtHz1BP7PzferAxYKL3crkIn3s+DU89R83Kz/HfdAtm/wHJ3ba9e/D85Y9tp6kJIYQQQoiDkqvyLNV8Cs/+/yrqojRGs7uEQiklwR8hOkjXNCbmxUqmVjdFsfbvlXIYGqOKJfsMQhaUODTO6evkwn5OJuXZGO7RmZRn44J+zk7r0TMsHvzZEbIwO/F2iJ7HGjqMwG13UvvxGhoefYrwmWej7HbCZ5yFKipOOdb13NPYVn2eoZUKIYQQQnQ/0vA5S7U1hWe932RmQfbefQ1Rhc+MRRf7uyT4I8ShGpWj81EDNJmwLWQxzHP4wRhfVPHyvggBCwrtGqeVOnDpGi6dLns+KXVo5OgQsKAqZDG4E26H6OFsNiInnUrkpFPR9u5FCwZS9weDeG/+L/TGBowpRxK67HLC51+Iyi/IzHqFEEIIIboBuSrPUr42Mnva2p9piayffi4Nh6TrC3HIHLrGOG8sULKq6fBLPf1mLPDjN6HArnF6mQN3F04SS9A07avSL+n7Iw6R6tMHa+iwlG2uF59Db2wAwPHZJ+TdehMlk0aTd8N1ON5b0XKqmBBCCCGEkOBPtmpryk5Hp/Cki5R8CXH4xntt6MDeiGJPuOOBk6CpeGWfQZMZ6/FzeqmjS0fI729oPNtna9Dq1BI20TtFTj2dpl/+BmPqkcltWjCI+8nHKDz7NIpmT8fzf79F27s3g6sUQgghhMgucmWepUbnHPiuURz+FJ6uFLUUuxMj3iX4I0SH5dg0RsafC1Z3cOx72FK8Um1QH1Xk2OD0Mie5aQ4e93dpODUIWbAvIsEfcXhUfgGhq66l/rX/UPtmBcFrv4VVUJjcb9/4Jd57f0jRmSdJFpAQQgghRJxcmWepAodOeZE9ZfpOc01ZXPa1K2xhArm2WF8RIUTHJca+bw1ah9zoPWLFMn5qDYVHhzNKHeRl4JzUNY3BMvVLdAFz0mR8P7ufms/X0/invxMpPza5L3ThJaClPt4lG0gIIYQQvZUEf7LY6NzY1J3JeTbGFjqZnKczxB17I/tWjUG9kZ0XUTuaZf1omgR/hDgcRQ6dQS4NBaxpirb7+wxL8Vq1QbWhcOlwWpmDAkfmnvKHxrMAtwRNlGRjiM7m8RA+/yIann6Rmvc+IfBfNxO6dEHKIfrWLZRMHk3BBefgeubfEAplaLFCCCGEEOknwZ8sl2/XmFlo55zh+RxV6OCEEgd9nBoRBa9VG4TM7LuIkn4/QnSuxNj3yoBF2Gr7nI8qxRs1BnsiCqcGp5U6KM5g4Adizwc2YtPL6rI4c1F0f9aIkfjv+BHW4CEp292PPYJmWTjfeZv8666hZMoYcu+8FdsXazK0UiGEEEKI9JGr827GrmmcVOLAa4tdRL1RY2Bm0afojVFFY1ShAQNkxLsQnWKAS6PYoRFVsLaN3j+mUrxVE6UqrHBocGqpg1Jn5s9Fh64x0C2lXyJzrAEDMYcNT36t19WR89c/UXz8MRSedgLuh/+F5mvK4AqFEEIIIbpO5q8IxCHz2DROKXXg0GBPRLG8Lpo1ZRSJrJ++Tg2njHgXolNomsbE+Nj3L3zmAQO+llIsrY2yPWRhA04uddAni4KwQ6Xvj8ig0BVXU/veJ9Q/8xKh8y9CuVzJfY6PPyLv5u9RMnE0nj/9IYOrFEIIIYToGtlzVSAOSZFD58QSBxqwIWDxeVPHJgF1Nin5EqJrjMjRybFB0IKNgZbBE0sp3qmNsiVooQMnlTron0WBH4DBbh0NqDFUVjetFz2YrmPMmUvTn/5OzapKmn72K6ITJiV3awE/VllZBhcohBBCCNE1suvKQBySQW6dowtjvUA+bDTZHMhsAMhUil1hCf4I0RVsmsaEePbP6qbUpslKKZbXR9kYtNCAE0vsWXkOemwafZ2xjMBtwewIWIveSxUWEbr2OureqqDu9f8QvPJazMFDCJ95dspxjmX/Ie8bV+J4+02wJGtNCCGEEN1T9l0diEMy3mtjfPyC8D91UfZFMvfGdHdYEVWQo0OxQ0q+hOhsY3JtOLRYw+Sd8al6SineazCp9McCP8cX2xnqsWV2oQeRLP0KyUW0yBKaRnTKkfh+9RtqP/gMPJ6U3e6H/4n7+WcovPjrFM+YRM6vfoa+Y3uGFiuEEEII0TES/OkBZhXYGOTWMRW8Xm3gy1A5RaLka6CMeBeiS7h0jdG5scDO8jqDt2oMXthr8EW8CfTcIjsjcrI38AMkA1O7wyorpxWKXs623/kTieBY+cFXu3dsJ/dXP6N4+kQKLjkP5wvPQiSS3jUKIYQQQnSABH96AF3TOKHYTpFdI2jB6zUGRjvGQXc26fcjRNfLiZ9ePhM2By32GbFz/QiPzqjc7A78AOTZY5PLFLAtQ9k/DYbFyoYob9cYrGyI0mBIFpI4AKeT2g8+o+GfiwifdApKj52AmlI433qDgmuvoGTqWHJ/dIdkAwkhhBAiq8lVeg/h1DVOLnXg1qHWiE38sdI4AcwXVdTHR7wPlOCPEF2iwbD4sLH1XjkbgxaN3aSJcianflX6TRbvMVjVZLI5aLGqKfZ1pV96EIkDcDiInDmPxkf/Te3Ha/DfdifmkKHJ3Xp1NTl/+j/0fXszuEghhBBCiIOTq/QeJM+ucXKJAxuxT9RXNqTvYiaR9VPm1HDJiHchukRlK1O+mlvfTQIYQ+MB4p1hi2gasxQbDIuKuigKWvyrqIt2m+CZyBxrwEACN91C7QefUf/Uc4TOPQ/ldBIdN4Ho1GkpxzqWL8P+8YeQxg9ihBBCCCEORII/PUwfl87c4tgEsNU+k3W+rr8YbDAsVjVFAdDiXwshOl9b/bwy1e/rUBU7NPJsYCrYEU7f80VPCZ6JLKDrGMedQNNf/0XN5+tp/MNfYL9ed7k//F+KTjuRouNn4/nbn9DqajO0WCGEEEIICf70SCNzbEzLj/X+WFEfpaoL+2okSigSlSh7I0pKKIToIl77wbPq2tqfLTRNY0i88XM6S796SvBMZBdVXII5aXLKNvvnn+JY9Vns/9euwXvHrZRMHkPedVfjeGepjIwXQgghRNplTfCntraWE088kR07diS3VVZWcv755zNz5kx+8YtfoJqlTn/wwQecfvrpzJo1i3/+85+ZWHJWm5pnY6RHRwFv1hjUd0E2TvMSigQpoRCi64zOOfhT9phu0PA5YVi878+2oJW2/mQ9JXgmsl90xBE0/faPGDOOSm7TwmHczyym8IKzKT5qKjm/+RX6rqoMrlIIIYQQvUlWBH9qa2u5/vrr2blzZ3JbJBLh+uuvZ8KECSxevJiNGzfy9NNPJ4//9re/zZlnnskTTzzBCy+8wHvvvZep5WclTdMoL7bTx6kRUfBatdFpY5V9UcU6n8nrNQYH+4lSQiFE5ypw6JQX2dGgxb/yIjv53Sh40cep4dYhomJj39NhdI5+wOcsRfcKnoks5/USuuxy6l9+g9p33idw3XexiouTu23btpD7s3spnjUVrakxgwsVQgghRG+RFcGfm266ibPOOitl2zvvvIPP5+P2229nyJAh3HTTTfz73/8G4Pnnn6dPnz5897vfZdiwYXznO99J7hNfsWsaJ5U48NqgyYxlAJkd+ITdVIqdIYv366Ms3h3hid0RltdHaYge/PukhEKIzjc618YF/ZxMyrMx3KMzKS/29ehuFrjQNY0h7sTUr/QEigscOiWOrwJkzUNlfZxatwqeie7DHDsO/70/o+az9TT8fSGR409ExfsDRU4+DZWXn3K8Vl+XiWUKIYQQooezZ3oBAPfeey+DBw/mvvvuS25bt24dU6ZMwePxADBmzBg2btwIwPr165k1axZa/M3T5MmT+fWvf33Q36F14/f0ibV35Dbk2DVOLXPw/B6D3RHF2zUGBQ4Nnwl5No3RuToFjpYxwMaoYnvQYkfIYlfYonkcRyM21UsH9kTUAT9Jz7Nr3frvLrqXwzlPupsCh8ZRhVnx9H1YhuXoVAYstoYsjkEln9O7yr6IRY0Re8Yak6tjqNgnIF8GLPZFFPVRi6JWng97is48RxoMi0q/RZOpDvpaIppxuzDO+TrGOV9H37YV92OPECk/LvX+CIcpPvpIzDHjCC24gvBZ50BOTsaW3Nv0ptcRITpCzhEh2pbN50lWXD0MHjy4xTafz8egQYOSX2uahq7rNDQ04PP5GDlyZHKf1+tl7969B/z5xcW52Gzd/01pSUleh76vFPh6boQnNzayNaQgpJKfeH/eZHL6EC9jC11s8xlsaoywuSlC3X4TeLx2neH5DkbkOxmW58Bj16kNmfxt7YE/oTx6cD5Fru6VjSC6v46eJyL9Ci3F27U1+E2I5nron+Po0t/35pcNAEwocjFv2FePk8WbGtnQEGF1SOPr/Xv+4+dwz5HPa0Is2e1L3RZ/LZlc4j6sn91rlE6EaT+nRVjn8Zegthb93eU43l1O3v/eAvPnw7XXwrRprf0k0QXkdUSIg5NzRIi2ZeN5khXBn9bYbDacTmfKNpfLRSgUarEvsf1Aamv9WRl5ay9Niz14amqa6GhfVLVfw+fmP+blbT5e2eaj+REa0M+lMcitM8itU+yIZ/GYEfz1Efzx4+YW21lW27L+a26xHbMpQHVTx9YrxKHqjPNEpN8gl87moMVnu3w4CrruJWlXyGJzk4EGTHArqps9OU1yKzY0wPr6COuqGih1dv8PC1rTGedIg2GxZHfr/d6WbPORG4lQ4OjGL7gZ5gxGyRk1GvuGytiGhgZ44AF44AGik6bEsoHOvxBVUJjRdfZU8joixMHJOSJE2zJ1npSWth1sytrgT0FBARs2bEjZ5vf7cTgcFBQUUFtb22L7wfSEJyilOn471vstNDhgiZYFeG0kgz39XTpOPfUNfGu/e1SOjb5OnfV+E19U4bVrjMm1kW/XesTfXHQ/h3OeiPQb4okFf7YELKbnt318RyilWBlvUjYmVyfPlvr8VOTQGeHR2RS0+LDB5NTSnhn8STjc15KD7zeZ2YVBvJ4ufNY5hM88G/sH7+NZtBDX88+gBQIA2Fd9hvfWm8n90R0Er/4m/nvua+OniY6S1xEhDk7OESHalo3nSda+w500aRKffvpp8uvt27cTiUQoKChose+LL76gb9++6V9kN9JW8+VBLo2L+jmZU+RgqMfWIvBzMPl2jZkFdk4ocTCzoHtNHBJCZNZgt44G1EcVDcbBAwsdtT1ksTeisGlwZH7rgYlp+TY0YEfIYk+4a9bRE7T1WiKN/juBphGddTRNv/8TNasqabr/dxhHflXypYVCKJcrgwsUQgghRHeUtcGfmTNn4vP5WLx4MQB/+ctfmD17NjabjRNPPJGPP/6YFStWYBgGf//73ykvL8/wirOb9yABGQ0odupd3mxVCCH259I1+rtizz1bQ50fdFFK8VFjbJrY+FwbObbWn+cKHDqjcmMviR81RlHZ9lFNlvDatQNmkCb2i86j8vIJXXE19a8upfat5QS+cR1WURGhSxekHKfv3EH+lZfhfG0JRNsYxSmEEEKIXilrgz92u52f/OQn3HvvvcyaNYs333yTH/zgBwAUFxdz++23861vfYs5c+awefNmvv3tb2d4xdltdM7B7+ox3WxMtBCi5xjmiT3/bA12fvBnU9Ci1lA4NJicd/DnuSPz7OjArrCiKizBn9b0dx48uCOvJV3HnDgJ/09/Rc3qL7GGj0jZ5358Ea4lL1Kw4GKKp00g52c/Rt+yOUMrFUIIIUQ20lSWf7y5b98+1qxZw5QpUygqKkrZt337djZt2sSMGTPIzc09yM/o3l2HNS3WwKm6+vCaRlX6TSrqWn4iWF5kZ7S8YRfdXGedJyL9/Kbi8V0RAC7t7zxgds6hspRi8R6DxqhiWr7tgCVfzb1bH+ULn0mZQ2NeH0ePyog83HPEUoqX9hnsjcS+ef8+cnMLbYz2Sr+fTCg882QcK99vsT0y93hC8y8nfMY8cMsktrbI64gQByfniBBty9R5UlbWjRs+J5SVlXH88ce3um/w4MGtjokXrRuda6Ofq/XmzEIIkSm5No0yp8a+iGJb0GKst3OC0RsCFo1RhVuHCe38mVPzbFT6TfYZim0hi6EeCYwnrGoy2RuJZVGdVOJgZ9iiIarYHrSwgBx71iYT93j1zy3B+dbruB95COfrr6CZsVJH57KlOJctxSosJHThJYSu/ibmEaMyulYhhBBCZIa8U+tlpDmzECIbDXXHXo62Bs1O+XlRpfikMZbpOCWv/U3sPTaN8fFA0ceNpvT+ias1LD6O9046utDOALfOzAI7J5U4GBf/e61ukl4zGWO3EznldBofeoyaT9fhu/Meos1Kw/T6enL+9mfsH36QwUUKIYQQIpMk+COEECLjhnpiL0dVYUXEOvyAyzqfid+EXBuHnEk0Oc+GQ4NaQ7GpC/oQdTemUvynNooFDHHrjNqvh9wEb2xS2s6wojYif69MU337Evze96l77xPqn1tC6MJLUG43ljeP8LxzU461rVuL/f33sm8WrRBCCCE6nQR/hBBCZFyhQ6fArmERG81+OCKW4rOmWJbKkfl27IfYt8ela0yKN4f+pNHE6uUXxp82mtQaCpcOc4rsLfog5dk1hsWDd6t9nZO5JTqBpmEcM4emP/6VmlWVND78OOzXHzHn9/+PonmnUFQ+E88D/4e2b1+GFiuEEEKIribBHyGEEFkhkf1zuFO/1vhMQlaszHX/LJX2muC14dahIar4MtB7s1n2RaxkIG1Oof2AzbgTwbKNAQu/2buDZdlIFRRizJmbsk1rqMf14nMA2DdU4r37DkqmjiX/mstxvPU6mBLIE0IIIXoSCf4IIYTIConskR0hC7OD2TYhU7EqHqyYnm9D7+C0LqeuJUfDf9wY7fB6urNovNxLASM8OsNzDlw+V+bU6eeMZW59Idk/3YJyuWn69e+JzC5PbtMMA9eLz1F4yfkUz5hEzi/uQ9++LYOrFEIIIURnkeCPEEKIrFDq0MjRwVBQ1cHSr8+bTAwFxQ6N4Z7De4kb57WRo4PfhPX+3pf982GDSUNUkaPD7KK2h4NOjAfL1vnMTunbJLqY2034wktoePZlat/9iMCN38cq65Pcbdu5g9xf/4LiGZOwrVubwYUKIYQQojNI8EcIIURW0DTtq9KvDgR//KZKZp1Mz7e16E1zqOyaxtT8WNDj08YoRi8KaFSFLNbE/5blRXZc7ZiWNsQd69sUUVDpl+yf7sQcOQr/XfdQ8+laGhY+RviU01B67Fw0R43GHDM29Rt8vgysUgghhBCHQ4I/QgghssZQTyx7ZGvQOuRGy582RjGBPk6Nwe7OeXkbnavjtUHQ6j3lTBFLsazOAGBMrs5gT/umpWmaxsT4ZLU1PmmU3S05HEROP5PGR56k9pMv8N9+F4Eb/hv2C6QWXjCPwtO/hnvRQxIIEkIIIboJCf4IIYTIGv1dGk4NQhbsi7Q/eNAYVcnSrBkFLSdSdZRN05gWz/75vKl3lDO9Xx/FZ0KeDY4qaLvcq7kjcnXcOvhM2HKYjbtFZln9BxD4/v8QvmR+ynbbmtU4Pv4Ix0cryfv+DZRMGo33phuxf7RSRsYLIYQQWUyCP0IIIbKGrmkMjpd+HUrw4JPGWGPigS6N/q7OfWkbmfNVOdPqpp6d/bMtaFIZn242t9iBsx3lXs3ZNY1xubHsn1VNJkqCAT2O3lBPdNyEr772+/A8spCi079G0fHH4PnrA2i1NRlcoRBCCCFaI8EfIYQQWWWoOzHyvX3Bg1rDSo5jn3GImSrtoWsa0/NjAY3VPpNQDx1lHjIVFXVRACZ6bR0Ooo3z2rAB1YZizyFkb4nuwZhdTt3SFdS9+jbBy6/GyvUm99nXfoH3ztsomTyGvG9/AyzJ/hJCCCGyhQR/hBBCZJVBbh0b0GRCXbTt4MHHDbFsnGEenVJn17ysDfPoFDs0DBUr/+qJVtRHCVpQaNeYXtC+Pj+t8dg0RuXG7odVPfRv1etpGtEjp+P79e+oWVVJ4+8ewDjq6K92RyJofj/o8jZTCCGEyBbyqiyEECKrOHSNgcnsn4NnDuyLWGwNWWiQzM7pClqz7J8vfCb+Hpb9sylgsjkY+zseW2zHfpg9kybEGz9vC1nUG5L90aN5vYQvXUD9i69RW7GSwLdvxCotJbTgitTjIhHyrrsa50svgGFkZq1CCCFELybBHyGEEFknOfK9jeDPhw2xMqUjcnQKHV37kjbYrdPHqWECnzVGu/R3pVPAVKyoj92eqXk2yjohe6rQoTMkHsBb00umpAkwR4/Bf8991Hy6jsjXTknZ53x1Ce5nFlNw9XxKpowl9567sH25IUMrFUIIIXofCf4IIYTIOoPdOhpQYyiaDlD6VRWyqAordODI/M7v9bM/TdOYEf896/3WAdfVnSgV6/MTtqDEoTG1E7OnJubFftYGv0Wwh2VKiTY4nWBLfSy5Xn05+f969T5y/vg7imdPp+Ds03A9vgj8/nSvUgghhOhVJPgjhBAi63hsGn2dsdKjbcGWmSNKKT6MZ9+MzdXJs3fOaPe29HfrDHBpWMQmjHV3lQGL7SELHTiu2I5+mOVezfVzapQ6YplSa/2S/dPbNf3uAeoff5rQ2V9HORzJ7c73VpD/vW9TMnkM3h/8N/ZVn2VwlUIIIUTPJcEfIYQQWSlZ+hVqWfq1LWSxL6KwazAlDVk/zSUmin0Z6N79bJqiivfj5V7TC2wUdXLZnKZpTIpn/6z1mURl7HvvZrNhnHgSTX9fSM1n6/Hd81Oio8ckd+tNjXge+geuxU9lcJFCCCFEzyXBHyGEEFlpqCcWONgdVinj1ZVSfBSf8DXBayPHlp6sn4QyZ6yfjQI+buyeGS1KKd6pNTAU9HVqTPR2TbPsYR4drw1CFnzp776BMtG5VGkpwW/fQN2yD6h76XWCl12OyskFIDQ/tVG0tm8fjop3ZGy8EEIIcZgk+COEECIr5dk1ih0ailimT8LGoEVdVOHUSGaWpFti8tfmoEVNpPtdlK7xmeyOZ04dW+zo1HKv5nRNS07+Wu0zUZL9I5rTNKIzZ+H77R+pWV1Jw78exRw1OuUQ92MPU3jeWRQffSSe3/0affeuDC1WCCGE6N4k+COEECJr7T/1y1KKj+MTvibl2XDp6c36SSh26oyIr+2jbpb9U29YfBjPnDqqwE5+F/dLGp1rw6lBQ1SxvZUSPiEAlDePyBln7bdR4XlkIQC2LZvx3ncPxUeOJ/+KS3C+ugSi3b/vlhBCCJEuEvwRQgiRtYbGx4XvDFkYlqLSb9FkglsnmVGSKdPybWjA9pDF3nB2BzUaDIuV9VGe3dzIS3sNTGCgS2Nsbte/DXDqGmPj99WqpvQEyhoMi5UNUd6uMVjZEKWhG/dm6tUsC////pDIsSckN2mmieuVlym4/GKKjxxP7n33oG/elMFFCiGEEN2DpnpBDva+fU2ZXsJh0TQoLc2jurqJnn9vCdExcp70TEopntgVwW9BH6dGbUQRBY4utGc8+AOwrNagMmBR5oD+bhu+qMJr1xido1PQyQ2UO6rSb1JRF8uQaH5qHJVvY1KammX7zdj9qICz+zgoc3bd36b57W2uvMjO6NzMP2ZEx+hbt+B+7GHcjy3Ctquqxf6Ghx4nctoZh/U75HVEiIOTc0SItmXqPCkry2vzmOx4ZyqEEEK0YkPAItEneG888ANgIzvedU7Nt6MB+4xYVsvmoMWqJpPFewwqs2C8eYNhUVEXRUGLv9jKRpPGaHr+jrk2jZE5sbccXZn9s//tbf6voi6attsrOp81dBiB2+6i9uM1NDz6FOEz5qHsseClysnFKJ+b+g3hcAZWKYQQQmSv9M7HFUIIIdopcSHfmhX1JgPcti7vV9MWS6lkUGX/sEJFXZR+Lj2ja6wMHLzcab3fZGZBet4KTPLa+DJgsSVo0RRV5HXB3yWbbq/oIjYbkZNOJXLSqWh79+J+8jG0YADlTf3E03vL97F/sYbQ/CsIn3cBKr8gQwsWQgghsoNk/gghhMhK7bmQz7TKgMXBQhiZXqOvjUyXtvZ3pmKnzgBXbHrbGl/X/F18UXXQnLB03l7R9VSfPgRv+C8C/3N7ynatqRH3c0/j+OwT8m75PiWTRpN3w3U43luB1KoIIYTorTol+PPll1+ycePGzvhRQgghBJBdgYuOriHTa/S2kV3T1v7ONikvlnVT6TcJW537tzGVoj568IBhum+vyAy9qoroqDHJr7VgEPeTj1F49mkUzZ6O5/9+i7Z3bwZXKIQQQqTfIQV/mppab5z84osvMn/+fPbt20cgECAYDOL3+6mtre2URQohhOh9si1w0ZE1ZHqNo3MO/jI/Js0NkAe6NIocGobq3Kyopqjixb0GtcbBj0v37RWZYY4ZS/3r/6HuzWUEr/kmVrOSL/vGL/He+0NKpo4l/6r5aA31mVuoEEIIkUaHFPx57LHHmDdvHk899RSGEXuHpZRiyZIlXHTRRRx77LFMnz6dadOmMWPGDObMmdMlixZCCNHzZVvgojXZvsYCh54yFU1r9q+8yJ72fkSapjEpvp41TSZmJ5Tg7AhZPLc3QrWhcOkw0WtL3sbk7yUzt1dkVnTSFHw//zU1qyppfOBvROZ81RRai0axrftCegEJIYToNQ657MvtdvN///d/nHfeeaxdu5YlS5ZQV1fH1VdfjVKKhQsX8q9//Sv5/0IIIURHFDh0yovsKQGLTAYuWtN8jc1l0xqj8QBLsQPGFjqZnGfjgn7OjI09H5Gjk6NDwIJNbfR1OhilFB83Rnm12iBsQalD45w+TmYV2rmgn5NxuV+9xTm3r0PGvPdmHg/hCy6m4ZmXqHnvEwL/dTNmn76ELrsiNpO3uZtuwvnMYpkWJoQQosc55JEXxxxzDDfccAMPPPAAF198MR6Ph1tuuYWioiIAjjrqKCD26V7i/4UQQoiOGJ1ro59LZ73fxBdVeO0aY3IzP+WrucQaVzVFWRefS39WmYM+rszPVLCUYkswtqajCh1MHZRPdXVTRnve2jSN8V4bHzaarPaZHJGjo+1/Ad6GkKn4T63BjnDshozN1Tm60I4t/nPy7RpHF9r5MhAhkvnWUCKLWCNG4r/jR/hvvQMikZR9tsr18JvfkA9YRUWELryE0PwrMceNz8xihRBCiE7U7nemgUAg+f9Op5Pzzz+f0tJS/H4/M2bM6JLFCSGEEPl2jZkFdk4ocTCzIDuyafaXb9eYU+SgxBFbW62RHRGHPRFFyAKnBgNc2fN3G+u1Yddif6eq8KH9rfZFYmVeO8IKmwbHFtmZU+RIBn4SNE1LPlYasuT+EFnEboecnJRNzheeTf6/XldHzl//RPFxR1N4+om4H1mI5mu996UQQgjRHbQr+FNZWclJJ53EsmXLiEajPPHEE1x00UWcd955XH755dx2221dvU4hhBAi6w33xF5WNwczP4YeYEsgto6hHh39ELNrupJL15JlWKuaou36HqUU63wmL+418JmxgNvZZQ5GHaScqyAejGvMgslwIvsFv/8/8PbbhC64COVyJbc7PvqQvJtupGTiaLz//V3sH36QwVUKIYQQHdOusq+SkhKuuuoqHn/8cT7++GNKS0v55z//ydixYwmHw5x22mm8+uqrAFxzzTVA7E3atddeyx//+EfcbnfX3QIhhBAiSwzPiZUz7QorgqbCY8tcwEU1K/ka5sl8Cdr+JnptrPWZ7AwraiMWxc4DrzFqKVbUR9kQ7xE0xK1zbLEdl37wv29BIvNHgj+iPXQdjj8e38Tp+H76K1yLn8Tz8ELsX6wGQAv48Tz6MPrePTQ++u8ML1YIIYQ4NO16N1hSUsK3vvUtXnvtNe644w6CwSAPPPAAjY2NuFwuLr74Yv7xj39w0UUXMWLECEaOHMmCBQsYOHDgIdfxCyGEEN1Vvl2jxKGhgK3Bjjcz7gx7I4qABQ4NBrqzL/iTZ9eSQanVvgNnSjVGFS/sM9gQsNCAmQU2TippO/ADEvwRHacKiwhdex11by+n7rWlBK+4BsubB0Bo/pWpB0ejOJa+BVZmz3khhBDiYA6p4bPdbueiiy5i4MCBPPnkk9hssVTruXPn8oc//IHf//739O3bt0sWKoQQQnQHwz06NYbJ5qDJWG/mJkxtjgefhnj0Fv1wssVEr43NQYuNAYvpBYrc/TKltgZN/lMbxVDg1uHEYgf9DyGQJcEfcdg0jejUafimTsN3z324XnqeyCmnpRzifPN1Ci6/GHPwEEKXLiB06QKsgYMytGAhhBCidYc87auxsZHrr7+ezz//nA0bNvDLX/6SXbt28eyzz0rgpwuZVnb0jxBCCHFwzUu/QqbCnYHSr1jJV+x1IxtLvhL6uHT6OjX2RBRv1hjk2TS8do0jcnS+DFh83hS7DX2dGieUOFoEh9qSaPgctsjYfSF6kNxcwhdd2mKze9FCAGzbt5H7y5+S86ufYZzwNYLzryRy6ungdKZ7pUIIIUQL7Qr+rFu3jtWrV+NyuQgGgyilePXVV1m7di27du1i/vz5rF69mtWrVye/RylFJBJh3rx55Ow3TUEcurvevounVv+b2QPmMmdgObMHlNM3t1+mlyWEEGI/idKvGiPWcycT2T/VhsJvgl2DQVlY8tVciSMW/NkXUVQTy9BJBH0AJnhtHFVg61DDaoeukWODgBnL/pHgj+gKoUsvh2gU51tvoFkWmlI433oD51tvYJWWErrwUkLzr8AcPSbTSxVCCNGLtSv4s2bNGhYuXIjT6cSK1zP/4Ac/AEDXdZ555hl0PfXNpVIKwzA44YQTJPjTCZZuWcqX9Rv4sn4DD33xDwBGFY5m9sC5zBlQzjEDy+mbI5lXQgiRDTJd+rU53hh5sFvHnqUlXwANhsVa/1d9UvYvzjq6wMaEvENOUk5RYNcImIrGqKKvq+3jhThUkdPPJHL6meg7d+B+fBHuRx/Gtn0bAHp1NTl/+j9y/vR/+O79GcHrvpvh1QohhOit2vWO6vzzz+f8888HoLa2ljlz5vDggw9SUVHByy+/TF1dHddeey0XX3wxTklt7XSWsnDanNh1O1Hrq5G4G+or2VBfycI1DwKxYND/zLydc0edn6mlCiGEILOlX81LvoZncckXQGXgwA1yNeAgu9utwK6xK6yk74/octbAQQRuvpXA9/8HxztLcS96CNeSF9EiEQAix56Q+g3RKNhskMUBWiGEED3HIb8rDIfDKKWYNm0at9xyC2+//TZ33HEHL730EieddBIvv/xyV6yzV9M1naVXLeXLb2znyXnP8l/TbmZG36Ow66mxuw31ldh1R8q2mmANz335NHsDe9O5ZCGE6NWaT/3akuapX7WGoskEG9lf8uVrIyDT1v72kKbPIu10HeP4E2n627+o+Ww9vnt/RuiiSzHHjU85zPOXByg6YQ7uv/8Zra42Q4sVQgjRWxxyLnWfPn147bXXcLvdAGiaxsknn8zJJ5/MG2+8kZwAJjpfriOX4wefyPGDTwTAZ/hYuet9VlRVsHznMj7b9wnHDJiT8j3/2fEW179+LQCji8Ywe0A5cwbO5ZgB5fTJ6ZP22yCEEL1Fpkq/EsGmQW4dRzvGoWeS137w9bW1vz0k+CMySZWUtF7qpRTuRQuxf7mBvP+9Be89dxE+cx6h+VdizJkLenYHboUQQnQ/hxz8sdlsDBkyBIAf/vCHfOc736Ffv1jj4ZNOOqlzVycOyuvwcsKQr3HCkK8BEDAC5DhS+yst31mR/P/KuvVU1q3nX/EysebBoNkD5lKWU5a+xQshRA+XidIvpVRyxPvwnOy/eBydo7Oq6cDTLMfkHn7QrMAR+zs0GgqlFJqU2IgsoNXVogqLvvo6HMb99L9xP/1vzKHDCF12OaFL5mP1HwDE+mNVBix8UYXXrjE6R08+toUQQoj26PCrxssvv8xTTz3FqlWrOnM94jDsH/gBuGjMpfzXtJuZ3ncmNi31TXQiEPTN167im69dma5lCiFEr5Bv1yiOl35tDaWn9Ks+GuttoxNr9pztChw65UV2NGjxr7zInhzVfji8ttibHRPwHTjOJERaqeIS6l9+g9p33idw3XexiouT+2xbt5D7s3spPnI8+QsuYuvajSzeY7CqyWRz0GJVk8niPQaVfnlACyGEaL8OjdDYsWMH99xzD+eddx4zZszA5/O1Wu5lmibhcJiSkpLDXqjomFn9j2ZW/6OBWJnYB7veY/nOZayoquDTvR9jqtgbhzkD56Z8n6Uszn7mNCaUTmTOgFiZmGQGCSHEoRnu0ak1TDYFzE7JYmlLouRroFvHmeUlXwmjc230c+ms95vJrIYxubZOCfwA6JpGnl2jIRqb+JXXST9XiM5gjh2H/96f4b/zbpyvvoznkYU4/vM2mlJoloXjnaVU3JHXYhIeQEVdlH4uvdPOFSGEED3bIQd/9uzZwze+8Q2mT5/Oj3/8Y4477jhqampaPTaRXr127drDXqg4fF6HlxOHnMSJQ2Lleb5IEx/sfp8VOys4ddjpKceuq13LB7vf44Pd7/HP1X8HYGzxuGSZ2NH950gwSAgh2jDco/NRGku/EiVfw7J8ytf+8u0aMwsOb6T7wRTEgz8NUcXALvstQhwGl4vI2V8ncvbX0bdtxf3YI7gfe4RdR5UTzitIOXTGoj8TLCim8mtnsd5v69JzRwghRM/R7leLaDTKhx9+yG233caxxx7Lj370I2w2Gw888AC6rmO3t/xRhmEQiY+3FNnH68xLCQY1V1m7DptmS2YGQSwgtK52Lf9Y/Tfgq2DQncfcg9fhTdu6hRCiuyhw6BQ7NGoNxdaQ1aXZPw2GRZ2h0ICh3Sz409Wk6bPoTqwhQwncegeBH9zGyq2pU8AcAR9z//RzXAE/oV/ezo55F2D/xtVEJ03J0GqFEEJ0F+0K/jQ0NHD22WdTW1vLz3/+c84888zkvsmTJ3fZ4kTmnDvqfE4aegof7H6P5TsrWFG1jE/3ftIiGLQvsJefzv1VyvdW1q6n2FNCqac03csWQoiskyj92tzFpV+Jkq8BLg1XNyn5SpcCRzz4Y6Sn95IQncJmw1VSBM2aoo9c9jqugB8At6+RIx77Bzz2D4zJUwlddjnh8y9EFRRmaMFCCCGyWbuCP42NjcyaNYslS5awcOFCjjjiCMaMGdPVaxMZFssMOpkTh5wMQFOkMdYzqKqCFTuX8dm+TzlmQDm6lvoJ8y3vfJ8VVRWMKx7P7IHlzB4wl9kDyinxSO8nIUTvkyj9quri0q+vSr7SN1a+u0j0RGmUzB/RzYzO0fm8WfBn3Snn8nDfAUx55hHGvv48zlAAAMfnn+L4/FO8d99BeN65hBZciXH0bJDpdkIIIeI0pVS73wnt2rWL3//+9yxZsoQ77riDCy+8kCuuuIL6+nrKysooLi6mT58+jBs3jpNOOgm3292Va2+3ffuaMr2Ew6JpUFqaR3V1E+2/t7peU6SRhnADg/IGJ7eFoiFGPTiYsBlucfy44gnMiQeDjhkwR4JBolNl63kiBMAzeyLUGoryInuXZP80RRVP7o6gAZf2d+JpJcDUm8+RgKl4bFesDP3KgU7sckEsWpGN54hSin/vjtDYymCv4+0BJrz2LO5FC3F88nHKPnPIUGo/+Ax0KQEVnScbzxEhsk2mzpOysrw2jzmk4E/CW2+9xc0338y3vvUthg0bRiAQIBKJ4Pf72bZtGxUVFfh8Pm655RYuuOCCDi2+M0nwJ33qQ3X8/pPfsHznO3y271MsdeAU+4fPeKJFo2khOqo7nSei9/m0McpHjSYDXRqnlTk7/eevaoryQYNJf5fGGQf4+b35HFFK8XBVBEPBeX0dFDnkgli0lI3nSKXfZFldFBswKldnZ8iiyYxlBM0tdiSPs61ehfvRh3D/+wn0+nr8t91J4KZbUn6W/f33iE6fAa306RSiPbLxHBEi22Rz8KdDz/4nnngif/7zn/nmN7/JbbfdxmWXXZay3zRNHnzwQX70ox+xceNGbr311o78GtENFbqL+OExPwZimUHv73o32TNo/2DQlLKpKd/7zo6lvLL5JckMEkL0OF1d+iUlXwenaRoFdo1qIzbxq8jR9vcIkWkhU/FBQxSAaQU2JufZ2eA3eacuSp2RekVhTpyE/6e/wv/De3G9/ALG7PKU/bZNX1I07xTMfv0JXTqf0KWXYw0bnrbbIoQQIvPaFfwJh8M8+eSTXHjhhclSrlmzZnHbbbexatWqFsfbbDa+9a1vUVhYyM6dOzt3xaLbyHPmc9LQUzlp6KkANIYbYsGgqgq2NW6lX27/lOOXbH6RB1f9lb+v+gsgZWJCiJ6jK6d++aKKfZHYhWB3G/GeTsngj6HAk+nVxJpPVwYsfFGF164xOkenQDKSRDMrG6KELShyaEz0xp4z+rtij5FqQxGxFM79m7u73YTPu7DFz3I/+ggAtt27yP3N/eT+5n4ic48nNP9ywmfMgyxp1SCEEKLrtCv48/7773Pffffxhz/8gfPPP5/jjjsOXdcZNWoUI0eOZOXKla1+35AhQ+jbt2+nLlh0X/muAk4edhonDzut1f3vVq1I+Xpt7RrW1q5JBoPGl0xkzoByzhxxNrMHlrf2I4QQImt11dSvLcFYM5C+To2cLmom3RMUODQIZse490q/SUVdNGXbqiaT8iI7o7twIpzoPnaHY8FBgDmFdvR4nyqvXcNrA58JeyOKQe72nfORY4/HVrke5+uvoJmx5wznsqU4ly3FKiwkdOElhC67AnPCxK64OUIIIbJAu4I/xx57LMuWLePVV1/l0Ucf5R//+AeapuHxeHC5XLTWNsiyLCKRCKZptpodJMT+nj93STIzaPnOZayq/iylTOyLmtV8UbOaHEduSvBHKUV9uI4id3Emli2EEO3SVaVfW5IlX5I1cjDZMvGrwbCoqIvS2ioq6qL0c+nJtYreyVSK5fHg4Jhcnb6u1HO7v0tnQ8Bid9hikLt9571x7PEYxx6Pvmc3ricew71oIfbNmwDQ6+vJ+dufyfnbnwl84zr8P/1V594gIYQQWaHdPX/KyspYsGABCxYs4I033uD++++nrq6OG264gcsuuwxNJmeIw7R/ZlBDuL5Zz6CKZDBo9oDUrJ9NDV8y+9EZscygZJnYbAkGCSGySleUfgVMxZ5kyZdkjBxMQTygkunMn0Q2x4Gs95vMLJCGvL3Z6iaT+qjCrdPqY6FfPPizK3zwx1JrrL79CH7v+wRv/G8c7y7H/chCXC8+hxYKARCddUzqNyQ+4JX3+UII0e116N3FSSedxAknnMADDzzAT3/6U3Jzczn33HM7eWmitytwFXLKsNM5JT4RLBEMOqr/0SnHLd9ZgUKxpmYVa2pW8dfP/4SGJsEgIUTW6ezSr0TWT5lTwyvZIgeVCP6ELAhbCtf+vVLSxNdG8Kmt/aJna4wqPonPdT+qwN7q4zTR92dfRGFYCkdHHsuahjG7HGN2Ob6f/QrX4qdwvfQ84dPOTDnM+dbr5P7wfwnNv5LQhZegysoO/XcJIYTICh3OEbfZbNx444088cQTEvgRaZEIBuU6clO25zhymFJ2JBpfvflJBIP++vmfuOqVyxj7j+Gc++wZ6V6yEEKkGB4vzaoKK8LW4V/kJ/r9DJeSrzY5dI2c+J+pwchcgKWtIJ0E8XovpRTv1kcxgf4ujSNyWj+vvTbItYEi1vfnsH9vQSGha75Jw+IXwOVK2ed+5CHsGyrx3n0HJVPHkn/tFTjeeh3ifYOEEEJ0H4f9bnHiRGkMJzLrgtEX8/qF/6Hy2q08fMYTXD/lBiaXTW0RDPI6vC2+95+r/86SzS9RH6pL55KFEL1UovRLAVuDh16y0VzQVOwOS8nXoShwZL70a/QBLugTOrMZuOhetgQtdoQsdGB2of2ALRU0TaNfPPtndwdKv9rNNNEaG7/6vYaB64VnKbzkfIpnTCLnlz9F376t636/EEKITiVF5aLHKHAVcuqw0zk1XiZWH6rjvV3vsrxqGct3LmPuoONSjjdMg3tW3EkgGkBDY0LpJOYMKGf2wLkc0382he6iTNwMIUQP17z063AmO20LWSigxKGRJ9ki7VJg19gVVhkN/hQ4dKbm2fikqWXmRHmRXZo991IRS/FefazJ8+Q8G4WOgwcJ+7t0Nnaw70+72Ww0LH4e28YNuB99BPfji9D37Y3t2rmD3Pt/Ts6vf4Fx3An47/gR0SlHdt1ahBBCHDYJ/ogeq9BdxGnDz+C04bFyr/2n0n2672MC0UBsH4rV1Z+zuvpz/vL5A2hoTCydzOyB5cwZMJdjBx1PjiMn7bdBCNHzJKZ+7YyXfnW098zmgJR8HapsmfiVE5/05rWBpSBgwRE5uox578U+ajQJWJBngyn5bT8O+jljj6F9EUVUKexd2JDZHDkK/1334L/tTpyvv4p70UKcb76OZlloSuFc+ha+u37cZb9fCCFE58jqd4yLFy/mrLPOYsaMGdx0003U1tYC8JOf/IQxY8Yk/5188skZXqnoDvZPnx5XPJ6HTn+c66Z8l0mlU1qUia2q/oy/fPZHrlhyCdXBfSnfu38gSQgh2qszSr/ClqIqWfKV1S/lWSVbJn7VGLH7fUSOjbnFDiD2WIh0Qh8o0f1URyzW+mLB3DlFjnYFcvLtsR5WFrAvnKbHjcNB5IyzaFz0FLWffIH/9rswhwzDmDwVc9LklEOdLzyH+9GHwedLz9qEEEK0KWszf1asWMFPfvIT/vCHPzB8+HDuvvtubrjhBh599FFWr17NX//6V448MpZequvyxlccOq8zLyUzqC5Uy3u73mXFzmUsr6pgTfUqFIoheUMZkj805Xt//O4PeWfHUmYPLKd84LEc3f8YClyFGbgVQojuaNhhln5tC8ZKvoocGgVtlIeIrzQP/iilDthTpavVxJv0ljg0Bro0CuwaDVHFlwGL8V7J/ulNLKVYXhdFASM8OgPd7TufE31/NgUtdkUs+rfz+zqL1X8Age//D4H/ujlZCpakFLn3/wz72i/IveNWwl8/n9D8K4hOmyEj44UQIoOyNvjz7LPPct555zFnzhwAbrnlFs4880xqamrYsGEDM2bMIDc3t42fIkT7FbmLOX34mZw+PDbmNBEMChj+FsdW7HyHVdWfJbODNDQmlU1h9oBy5gycK8EgIcRBDffofHwYpV+b4xlDkvVzaPLssRxPU4HfBG8G3gVZSlEbnzZW6tTRNI3xXhvv1kf5wmcyLlfPWFBKpN86v0W1oXBqMKvw0B6QieBPlzZ9bouuY/Xtl7LJtnoV9rVfxHb7fXgeWYjnkYVEx40nNP8KQhdcjCouycRqhRCiV8vad411dXX0798/+XUiu2fjxo1YlsW5557L5MmTufbaa6mqqsrUMkUPlggGnT/6opTthmmgSE2xVig+3/cpf/7sD1z+8sWM+ccwTn7qOF7dsiSdSxZCdBOFh1H6FbEUO0Ox75F+P4dG17Rk359MlX7VRxUm4NBi/V0ARuXoOLTYmnaEMnghL9LKbyo+bIg1eZ5RYE/2gmqv/q7Y8XvDCjOLytHNiZOoe/VtgpdfjZX71aRV+9ov8N55GyWTx5D3ratw/OdtsOTxLoQQ6ZK1mT/jx49n6dKlXHPNNei6zjPPPMOkSZPYvXs3w4cP56677qKoqIif/exn3HXXXTz44IMH/Xnd+UO0xNq7823oSZx2B29e9A61oRrerVrB8p3LWLGzgjU1q5PHWMris32foGup99u+wD4+2fshR/efTb6rIAOr77nkPBHdTXLqV9BkzCGU+mwPWVjESpiKHFq7H/NyjsQkSqwao4pBGfhb1MSzfkqcGno848tp0xiTa2O1z+QLv8mQHCn9yoR0nyPv10cxFJQ5NcZ69UP+vYUODbcOIQuqDUU/V5ac3JqGOW06/mnT8f/4PlzPP4v7kYU4Vr4f2x2J4H72aVxLXqJ21XpUUXGGFyzaS15HhGhbNp8nmsrSzrWNjY1cf/31+P1+3G43n376Kb/4xS8499xzU46rqqria1/7GitXrsTr9bb6s0zTwmaTT0dF16oJ1PDO1ndYumUpS7cuZc3eNVTfUk2huzB5zMJPF3LVc1ehazrT+k/j+KHHc/yw4ykfUk6BW4JBQvQmNaEof1tbjw7cOKkYj719r1NPb2qksiHC7L4ejh0g5c+H6q2dfj7YG2RGmZuTBrX+vqErvb7Dx0f7Qswsc/O1Zr+/Pmzy5y/qAPjmuEJK3Fn7+ZzoBJsaIzy5sRENuGpMIX1zOnZ/P7u5kXX1Eeb2z2FOvyyfSrp2LTz4ICxcCNXVcOml8Oijqcd89hmMHw8OR2bWKIQQPVjWBn8Stm7dyoMPPsjKlSt58cUXsdlSPw0Lh8NMnjyZJUuWMGLEiFZ/xr59TVkZeWsvTYOSkjxqaprI7ntLNNcYbmiR3XPjm9/m8XWLWhyrazqTy6YwZ8BcZg8s5+j+x0hm0CGS80R0R4t3R6gzFMcW2Rndjuwfw1I8UhXBVPD1vg5KnO3/YEPOkZh1PpOKuiiD3DqnlaX/AvOFPRH2RBTHFdsZtV+z79f2GWwLWYz36swukovfdEvXORK1FIt3R2gyYaLXxtFFHQ/0fdFksqI+ygCXxhl9nJ24yi4UieB85WXMocMwp0z9answSPHE0eByErr4MsLzr8A8YlTGlilaktcRIdqWqfOktDSvzWOy/mOlPn368Prrr3Pvvfdis9n4xS9+wfjx45k3bx4An3zyCbqup/QHak1PeIJSqmfcjt4iz1nQ4v46b9SF5DnyqNi5jLW1a5LbLWXx6d5P+HTvJ/zx099z/OATeXLes+ldcA8h54noToZ7dOoMk01Bq0UgoDXbgxamivWKKbJrHXqs9/ZzJD/eV6XBsNL+d1BKfVX25Wh5/03w2tgWstjgt5ier3AeYiNw0Tm6+hz5pNGkyYRcGxyZbzus39U30fcnojAthd4dPu10OAnPOzf2/81uu+uF59AbGwDI+cPvyPnD7zBmHUNw/hWEz/465GR5ZlMv0ttfR4Roj2w8T7I++PPwww8zYsQITjrpJADGjh3Lb3/7W0pLSzFNk3vvvZdzzz0Xj8eT4ZUK0bbjB5/I8YNPBKAmWMO7VctZUbWM5TuXsbb2i+RxcwbMTfk+0zK58IVzmFJ2JHMGljOr/zHkOfPTunYhROdLTP2qClntmvr11ZQvm0yE6qACR+zv5jPBVApbGv+ODVFFVIFN+2rsfHP9XRqFdo36qKLSbzIxL+vfpolDVGdYrGoyATi60H7YAb4iu4ZLh7AF+yIqGQzqjswRIwmd/XVcS15EMwwAHO+/i+P9d7HuuJXweRcSWnAF0clTs7OZhhBCZLmsflfR0NDAgw8+yN/+9rfktnPOOYcvv/ySG2+8EZvNxrx587jpppsyuEohOqbEU8JZI8/mrJFnA6nBoBOHnpxy7JqaVVTsfIeKne/wx09/h02zMaVsKrMHzmXOgHKO6n+0BIOE6IYKHTpFDo06Q7E1aDH6INk/UaXYnpjylSN97DrKo8cmbRkKmqKKQkf6LiITWT/FDq3VDA1N05jgtbE8PvZ9vNfWPTI5RLsopVhRF8UChrh1hroP/zzWNI1+Tp2todjI976u7vvcEJ0+k6a/L8RXXY37qcdxL1qIvXI9AHpTI56FD+JZ+CDhU0+n8eEnMrxaIYTofrI6+FNQUMD777/fYvvNN9/MzTffnIEVCdF19g8GNbe6elXK16Yy+XjvR3y89yP+8MlvU4JBt8z8X9x2d7qWLYQ4TInSr81tBH92hCyiKlYqUprGgEVPo8XHvdcYivqoojCNrXVqIrHgz8Huv5E5OisboMmM3edDPDL5q6fYELDYHVHYtVjWT2dl7/VzaWwNwe6wxZRO+YmZpUpLCX77BoLXfxf7yg9wP/oQ7mcXowUCAEQnTm7lm5RkAwkhRBu678cDQvQil427nC+u3sSDpz7MtZO+xbji8Sn7E8Ggp9Y/jsvmStm3qf5LfJGmdC5XCHEIhntiL8WJ0q8D2SIlX50mUXLVGE1vMX61EbsPD9ao26HHxr4DrPGZaVmX6HohU/FBQxSI9fnJa6Xsr6P6x7N99kQUVrY1mDgcmkb0qFn4fvtHalZvoOn//R/G9JmELl2Qcpi+dQtFs6fj+d2v0ffsztBihRAi+2V15o8Q4iulnlLmjTyHeSPPAWBfYB/v7VrO8p3LWFFVwbratcwZWN7iovCGN6/nk70fpZSJzep/DF5n2x3hhRBdrz2lX6ZSbIsHfxLBItFxieBPg5G+C2WlVDLzp6SNzK1xXhurfSZVYUWdYVHkkPu8u1vZECVsQZFDY2I7JvsdiiKHhlODiIqVFpY5e15wWHnzCC24ktCCK1vscz/2CPaNX+K97x5yf/4TIiefSmj+lUS+djLY5VJHCCES5BlRiG6qLKeMeSPPZd7Ic4FYMCgQ9acc4zf8fLrv41bLxKb2OZLZA+YyZ2A5R/U7WoJBQmRQW6VfVSELQ0GODn164IVduiWaPjekMfPHZ8YuznViF+sHk2fXGOKO9XH5wmcyp0iCP93Z7rBFZSAWvJ1TaO/0Pk66ptHPpbMtZLErbFF2kMyynsi2fVvy/zXTxPXKy7heeRmzbz/Cl8wneOkCrBEjM7hCIYTIDr3r1UGIHqwsp4yh+cNStgWMAFeMv5qxxeNStpvK5KM9H/J/n/yGS148n1EPDuE/299O42qFEM21Vfr11ZQvXUq+OkEy8yeNwZ+aeMlXkUNr14SxCfHskC8DBy8HFNmpwbBY2RDlrRqDN6pjk6vG5Opd1pC5X3zK1+5w73usNP3xr9R88Bn+m/4Hs1//5Hbbnt3k/O7XlBx9JAVfPxPHf+R9jhCid5PgjxA9WFlOGT8/9te8c8n7rLlqIw+e+hBXT/wGY4rGphxnKpMJpZNStv1n+9v85N27eWvbG/gMXzqXLUSvU+jQKbJrWMDWeKAnwVIquW2YNP/tFPnx4E/IIm2BlepEyVc7M7f6uTSKHBpRBZV+6f3TnVT6TRbvMVjVFMvmS8RjiruwUXui78/usNWz+v60kzVsOIHb7qL24zU0LHqS8BnzUM1KvpzLl6Hv25vBFQohROZJ2ZcQvcT+ZWJ7A3t5r2o5y6uWsce/h1JPacrxL2x8joe++Ae//+T/YdftTC2bxpyBc5k9oJyZ/WfhdXgzcCuE6LmG5+jUNbYs/doVVkQUuHXo65Ksn87g1DU8OgStWNPndPRISYx5L21n/57E2PeKutjY9wky9r1baDAsKuqitBZ+ea/eZJDblgw+dqZih4ZDA0NBraEo7a3loXY7kZNPI3LyaWh79uB+8jHcjz6EXl1N+MzUaar2j1ZiX72K8HkXoPLyM7RgIYRIHwn+CNFL9cnpw9lHfJ2zj/h6q/tXVC1L/n/UivLhng/4cM8H/O7jX6cEg84YfhZH9p2ermUL0WMN9+h83GgmS79ceuzibXMwlvUx1KPLxX8nKrBrBCOKBkNR5uza36WUojoSn/R1CNkfIz2xse8+E7aHLIZK5lfWS/T2OZD1fpOZBZ3/9lvXNPq6dHaELHaHLUp7Wd+f1qi+fQne+N8Eb/gv9K1bwONJ2e/5yx9xP/s03h/9L+F55xKcfyXRWUfLyHghRI8lrwxCiFY9e+4S/nbKv7hqwrWMLhqTsi8RDPrdx7/m9a2vpuxTSkmZmBAd0Lz0KzHZq3nJ13C58O9U6Wz6HLBiJWYaUHwIGRl2Gfve7fjaeDy1tf9w9I9nBu7qhX1/DkrTsIYNT93UUI/r5Rdj/x8I4H7iUYrOPpWiOTPw/PH3aPv2ZWKlQgjRpST4I4RoVZ+cPpxzxHn88rjfUHHpSlZf9WUyGDSqcHTyuDkD56Z83/q6dYx+cAhnLD6J+967h7e3vYnf8O//44UQrRieE3tZTjR43hNWhCxw6V9d2InOkc6mzzXxrJ9Cu4b9ELMKxuXa0Ihd0NcaB88qEZnnbaOkq639h6NfPNtnT8RC9cK+P4dCFRRSv+RNgtd8Eyu/ILnd/uUGvPfcScmUMeRfvQDnm6+BKYFXIUTPIGVfQoh2SQSDzjniPAD2BPbw7s4KpvedmXLc8p3LWi0TO7LPdOYMmMvsgeXM7DeLXEduJm6GEFktUfq1M176lSj5GuKWkq/Oltbgj3FozZ6b89o1hnp0tgRjY9/LZex7Vhudo7Oq6cDBgjG5XZfBV+rUsGsQtqDOUIeUZdYbRSdNwffzX+P70U9wvfgc7kcfxrk8VvKuRaO4Xnoe10vPU/faUqJTp2V4tUIIcfjkHYQQokP65vTl3FHn47a7U7Y7bc6UzCCIlYmt3P0+v/34fi564VxGPTiYy1++OJ3LFaJb2H/q11clX/Jy3dkSTXcbo6rLsySSk746OO1Jxr53HwUOnaMKUgM8WvxfeZG9S5o9J+iaRt94wGdXRB4n7ebxEL7wEhqeeYna9z4m8L2bMPv0BSA6fiLRKUemHK5v3gThcCZWKoQQh0Uyf4QQnery8Vdx+firkplBFTuXsaJqGV/Wb0geE7Wi2HVHi+995IuFDM4bwsx+s8hx5KRz2UJkjcTUr/fqoxgq9ilNV5aK9FZ5dg0NiCoImJDbhe+IauLlWh1twtvXqVHs0Kg1FOv9JpPz5O1bNkucrR49NoLda4/1burKwE9CP5fOzrDJ7rCVDBqK9jNHHIH/zrvx33oHzjdeA5veogF0/jeuxLZzO6ELLyF02RWY48ZnaLVCCHFo5N2DEKJLJDKDzh11PgB7/LtZUVXB8p0VrKhaRvl+vYJC0RD/u+x/CJkhHLojViY2sJzZA+ZKMEj0KonLjHilEBbwzB6D8iJ7ygh4cXhsmkaeXaMxqmiIKnK76MI8aCr88Sqg4g5m/iTGvi+Lj32fKGPfs9rGeMbelDwbE9IcqOvv0oFY8EcphSaPk45xOIicfmaLzfbPP8Wx6jMAcv7yADl/eQBj+gxC868kfO55KG9eulcqhBDtJsEfIURa9M3tx9dHXcDXR10A0KLM4pO9HxEyQwAYlsEHu9/jg93v8ZuP7sehO5jWdwZzBpQze+BcZvU/BpfNlfbbIERXazAsPm5s2S9EARV1Ufq59LRkD/QWBc2CPwO66Hck+v3k2zWcesfvuxE5sbHvfhO2hSyGyfS3rNQYVeyLKDRgeE7676NSp4ZNi02Xq48qijoYcBStUy43ofMuxPXS82jx0i/HRx/i+OhDvHfeRujr5xOafwXR6TNlZLwQIutIEwEhREbs/2nk2OJx/PnkB7l8/NWMLDwiZZ9hGby/613+30e/4oLnz6Y2WJPOpQqRNpWBg09zWu+XqTOdKT8NTZ8Tk7462u8nwa41G/t+kIbCIrM2BWL3TX+XRo4t/Rf/tuZ9f2Tke4oGw2JlQ5S3awxWNkRp6MD0PHPMWJr+/CA1n6+n6ae/JDp+YnKfFvDjWfQQRWecROFJx0I02pnLF0KIwyaZP0KIrFDkLua8URdy3qgLAdjlq2JFVUW8VGwZmxo2AjCiYCT9vamf0d+94k4+2rOSU0adxJFFRzG971F47J603wYhDpevjSBEW/vFoSlMR/AnnvlT2gmTl8Z5bXzeZLI7oqiJWJR0sIeQ6Dob4wHckRnI+kno59Kpivf9GS99fwCo9JtU1KUGY1Y1mR0up1VFxYS+cT2ha6/D/tknuB95CNfTT6H7mgCwhg0Hu1xmCSGyizwrCSGyUn/vAM4ffRHnj74I+CoYZKqWn3i/ve1N1tau4f1d7wLg1J1M6zuD2QPLmTNgLjP6STBIdA9tNXaWxs+dq/nEr65Sncz8OfxATa5NY5hHZ3N87PvcYgn+ZJNaw6I+qtCBoRmc0NdP+v6kaDAsKuqitHaWH3Y5raYRnToN39Rp+O65D9cLz+JZ9BDB+ZenHhcOU3jWKUROPZ3QpQuwBg7q2O8TQojDIMEfIUS3kAgG7S8UDRGxUkeuRqwI7+1awXu7VvD/+GUyGHTTjFs4fvCJ6VqyEIdsdI7OqoOU9IyRhs+dqiBeitUUVZhKYevki+SwpUjcnYdb9pUwwWtjc9BiY8BiZoHCnYHSItG6RNbPYLeO6zD6Ox2uMqeGDQhasay2wl7e96c95bQzCzrhkig3l/Al8wlfMr/FLteSF3F89gmOzz4h51c/I3LiSYTmX0nklNPA6Tz83y2EEO0gHxkJIbo1t93Nu5d9zOdXrmPReYu4fPxVjCgYmXJMIhi0f5PpfYF9VOx8h2A0mM4lC3FABQ6d8iI7GrT4V15kl2bPnSxHB7sWa6jd1AXZP7WR2M/02ui0IE0fp0apQ8NEekBlE6VUst/PyJzMvr22axpl8TLD3dL3JyvKaW3rvkDFg8uaUrjefJ2CaxZQMnUsuXffiW1DZZevQQghJPNHCNEj9PcOYNKwMZzSfx5KQZVvZ6xn0M4KllctY3vTNmb2n5XyPa9seYmbl34Pp+5ker+ZzB5QzpyBc5ned6aUiYmMGZ1ro59LZ73fxBdVeO2xRr8S+Ol8mqZRYNeoMVQ8Q6Jzf36N0XklXwmapjHea+Oduihr/SaT8mTsezbYG1H4THBoMDiDJV8J/V06uyOx0q+xvbzvTzaU0wZuu4vQ5VfjfnwR7kcfxrZ9GwB6dTU5D/yenAd+j3HU0QSu+y6Reed0+XqEEL2TBH+EED3SAO9ALhh9MReMvhiA6mA1Xoc35ZjlO5cBscygd6uW827Vcn794S9aBINm9D0Kt92d9tsgeq98u9Y5ZQiiTfnNgj+drTre7LmkE5o9NzciR+eD+Nj3rUErIyPFRaqN8ayfoR4dexYE4/q5dGgy2SV9fxido/N5FpTTWgMHEbj5VgLf/x8c7yzFveghXC+/gGYYADg+eA/77HIJ/gghukzmP5oQQog0KPWUtth29sivM3/cFQzLH56yPREM+vWHv+C8587iW69dlaZVCiHSrSsnftXEy75KO7nnik3TGJcY++6T0q9Ms5RiczCW5TUiC7J+IFYeqAMBCw4S9+gVChw6fQ4QgM1IOa2uYxx/Ik1/+xc1n1fi+/FPiY4ZC0Do0gWph1btxP33P6PV1aZ3jUKIHkk+VhRC9FpnjDiLM0acBcCOpu0pZWJbG7ckjzt6wJyU7zNMg/kvX8iMvkcly8QkM0iI7ik/HphpNDo3+GNYX2UTdcVI9rFeG582meyJKKojFqUy9j1jqsKKkAVuHQa6s+N+sOuxvj97IopdYYt8e+/NDguYiup4IPaIHJ2qkEXAgvG5eofGvHcmVVJC8PobCF73XWzr1mINH5Gy3/3YI+T+4j6899xF+MyzCc2/AmPOXNCz43EmhOheJPgjhBDAoLzBXDTmUi4acymQGgzaf0LYZ/s+Yen2t1i6/S3u//DnuGwuZvQ9KjlaflrfGRIMEqKbKOiizJ9aQ6GINZXO6YKJXDk2jREenY3xse/Hytj3jEk0eh7u0bOq/1I/l86eeN+f3jwpcK3PxAL6OjWOK3awwW/yTl2Uqmxqhq1pmOPGp25TCvdjj8R2h8O4n34K99NPYQ4dRmj+FYQumY/Vr38GFiuE6K7knYIQQrQiEQz67Yl/ZHzJhJR9n+37JOXrsBlmedUyfrXyZ5z73BmMenAwX3/2TO5f+XMM00jnsoUQhygR/AlaELE672Kwxui6rJ+E8fFGvhsDFkEziy5ke5GoUmxJlHxlWe+l/q7YY29X+OCjznuyqFKsi0/FmxA/X4Z6dHSgPqqoM7L4b6NpNDz8BIHrvoNVXJzcbNu6hdyf/pjiqePIv/xinK+8DNFoBhcqhOguJPgjhBCH6NpJ1/Hx5Wv4w9f+wmVjL2do/rCU/Ylg0GPrHsFhSx0ftK1xK2EznMbVCiEOxqlrJNq0dGb2T00kMemr6zJB+rh0yhwaFiQvcEV6bQ9aGApybbHMkmzSx6mhEWsM3pSGcebZaFPAImTF7p+h8RPdqWsMipfnbQ5kcfAHMMeNx3/vz6n5bD2Nf/sXkeNOSO7TLAvXq0souOISXM/8O4OrFEJ0F1L2JYQQHbB/mdj2pm2s2FnBiqoKlldVsK1xC7MHlLf4vm+8egXratcyo99RyWli0/rOwGVzpfsmCCHi8u0awUisR0+Zs3N+ZldN+trfhDwbS2ujrPOZTJGx72m3Kdno2ZZ1E7UcukapU2NfRLE7bJHXy/r+KKWSDdHHe1PPjeEenW0hi01BiyPzu8E0NJeL8DnnET7nPPRtW3E/9gjuxx7BVrUTy5tH+Ix5KYdre/ag8vPB48nQgoUQ2UiCP0II0QkG5w3h4rGXcfHYy4BYMMiwUku+GsMNfF79GZayqNj5DhU734GV4La5mdlvVrJn0JF9p0swSIg0KnDEGuN2VtNnUynqjMSkr65Nsh7m0fHosalOb9YY2DUNr11jdI5OQRf/7t4uYim2x4M/I3Oy82/d36WzLxIb+T6ql/X92RVW1BoKu9ZynPsQj45eF8v2q4sqirswQ6+zWUOGErj1DgI/uA3n0jfRq6ogNzflGO89d+J87RXCF1xEaP4VRCdNydBqhRDZRII/QgjRBQbnDWmxzW/4uWjMpazYWcG2pq3J7SEzxLKd/2HZzv8AsWDQU2c/z6z+R6dtvUL0Zp3d9Lku3uzZpcfKTbqSTdPo49TYGlJsCyk0YrdhVZNJeZE949OMerItQQsTKLRrWRs86OfU+BzY3Qv7/iSyfkbl6Lj01PsnUfq1LWSxOWBRXJCdwbuDstmIfO2UFpu1+jpcLz6HFgrh+cff8PzjbxiTpxKafwXh8y5AFRSmf61CiKzQDZ/phBCie+rvHcDvT/wTH16+ig8XrOL3J/6Ji8dcxiDv4JTjwmaYscVjU7Yt3f4Wv/7wF7xXtUJ6BgnRyTo7+JMYK13i0Lq8nKTBsNga+mrdqtm/iroojb2010s6JKZ8jcjRs7ZsqK9LRwOaTPD1osdCY1SxLRQLeCUao+9veDxba3PQQqme87fRgkHC556PyslJbnN8/il5t95EyeQx5H33WzjeXQ496DYLIdpHMn+EECIDhuQPZUj+UC4ZOx+INYJeUVXB8p3LaAjXU+AqTDn+mQ3/5rF1sZGvHruHGf1mMWdAObMHzmVan+k4bZ3UqESIXqh58Eepw+//UROfIFTahZO+EioDFhrQ2mWcApbVGUz02iiwa+TZNWztvG0NhkVlwMIXVVJG1oqgqZKjwkdm2ZSv5py6RolDo9qI9f05opf0/Ulk/Qxy6xQe4HE7xK1jo3uWfh2M1X8ATb//E777foHr6X/jfvQhHJ98DMQCQ+6nHsf91ONERx5B/bNLUH37ZnjFQoh0keCPEEJkgf2DQftbXlWR/P9gNMiyHUtZtmMpkBoMOm34mS1G0wshDi7PHpuKFFWx3jmHWylV0yzzp6u1lc2xO6zYHY6NgdaI3daC/f85YhPPEkGvSr9JRV3q6GgpI0u1KWihgDKHRr49u4MG/Vw61YbJrojFEb3g/otYig3x6XcTD5D1A7HA2MDuXvp1ECovn9CV1xC68hpsq1fhfvQh3E89gd5QHzvAZkP16ZPRNQoh0kuCP0II0Q0sPvt5VuysYHnVMpbvXMZO347kvubBIF3TU4I/lrKIWlHJDBLiIGyahtcWK41pMBS5to5fzFsq1mQW0hP88bYReCi0x25fY1RhqFg5TGNUsX2/4xxaLAPKY4PtodYDShV1Ufq59A4FO3paJlHzkq9s19+lsdoXCwT2BpV+E0PFejENcB38sTo8Jx78CVpM6w5TvzrInDgJ/09/hf+uH+N6+QXcix4icvJpsN/tzb/yMqJjxxK69HKsYcMztFohRFeR4I8QQnQDQ/OHMTR/GJeOW4BSiq2NW3i3anmLYNDsAXNTvm9N9SrOeuYUZvY7OlkmdmSfaRIMEmI/BQ6dJtOiMaoYcBg/pz6qMIkFU9KRETI6R2dVk9nqPg04udRJvl1DKUXAigW3GqLN/hkWPhMMFR9Pb7T6o4BYGdmSfRH6unQ8uoZbB48tljXktmmxbTaw73dB2dMyiZqiir3x7K4RWVzyldDXFQtQNUYVAVORcxjBzWxnKcUX8ZKvCV5bm8GclNIvQ1Hs7Ll/GwA8HsLnX0T4/Ita9PyxfbEG15IXcS15kdzf3E9k7vGEFlxB+PSzwO3O0IKFEJ1Jgj9CCNHNaJrGsILhDCsYngwGbWvayoqdFUztc2TKscurlhGMBnlnx9u8s+NtIFYmlggGzRl4LFP7HCnBINHrFdg1dnD4TZ9r0tjsGWJBq/Iie4vgCkB5kT0ZgNI0jVwb5Nq0FsEtU8WygRqiik8aTGoP8jfwmeALHHxylEOLBYXceuyNZlWk8zOJMimR9TPApXWLQIor3venxlDsCltZ3aPocG0LWTSZsUl7R7QjKysx9WtrPPunOA19urLGfs9Pjo9Womw2NDP2+HYuW4pz2VKsoiJCF1xMaP6VWBOkrFyI7kyCP0II0c1pmpbMDGqxD40BuQOp8u9Mbts/GJRjz+H04Wfxp5P/nq4lC5F1OmviV3Wi5CuNF5Gjc230c+ms95vJsqoxubZ2B1VsmkaRQ6PIAfsiiroms9UG0howyK3R36UTNCFoKUKmImhByFIETbCIZREZUUVjO373er/JzILu9XZ0Yzz41R2yfhL6uXRqDJPdPTz4syaeBTc214Zdb9/jf3jOV8Gfnlz61ZbQ5VcROeU0XE88iueRhdi2bAZAr6sj529/Judvf8aYNh1u+C7MuyDDqxVCdET3erUVQghxSK6b8l2+Nfk7bG3cwvKdy5JlYrv8VcljAtEAlmpZNvL4ukWMKDhCMoNEr9BZwZ+aSCwwkI5+P83l27VOCaIcrIwM4OhCxwGDSkopIoqUgNBnjWYyINaa7jZ+vNawqIsqdGCYp/tkifRzaazp4X1/qiMWuyMKDRh3COWEg5uVftUaipKeXvp1EFbffgS/dxPBG7+PY0UF7kUP4XrxObRQCADHxx/Bc89J8EeIbkqCP0II0cM1LxObP/4KlFJsadyc0kB69sDUXkF+w8/NS7+HYRnk2HOY2W8W5QOPZfbAcqaWTcNhc2To1gjRNRLBn6aowlIKvQOf/qtmzZ5Lu+kFZHvLyFqjaRouLVZmVBDfti+iqDFazySCthtWZ5tN8ayfQW4dVzszS7JBv3gmWn1UETQVnm5QrnaoEr1+hnt0cg/hcbV/6Vc6s/aylqZhzJmLMWcuvp/+Etfip3AvegjH6s/hG99IPTYSwbPwQUJfvxBVWpqZ9Qoh2kWCP0II0ctomsbwghEMLxiRDAaZ+2X+fLj7Awwr1vk1EA3wnx1v859kmVguR/WfxZwBc5kzcC5T+0zDrsvLiejecmxg12Lj3hujisIOZO4kJmrZtK+CSd3R4ZaRpfysNjKJxnSjhs9KKTbG+/2M7AZTvppz22KlfXWGYnfYYngPK/0KmCpZjjcx79BvW/PSr+m9uPSrNaqwiNC13yJ07bewf/4pRccdA/XB5H7nq0vw3nEruXffSeS0MwnOvwLjuBPA1rMeY0L0BPJuXQghejlN07BrqS8H40om8Jvj/3CAMjE/S7e/xdLtbwGw5qqNlOWUpXXNQnQ2TdPIt2vUGioe/Dn0n5Eobyp2aB3KHMomnVVGtn8mUfMMoLYyibLN3ojCZ8YaWg9xd6/gD0B/Zyz4s6sHBn/W+UwsoI9To6wDmTuJ0q9GKf06KHPKVLCnPi94Fi0EQDMMXC88i+uFZzEHDSZ0yXxCly7AGjwkAysVQrRGgj9CCCFa6JPTh/njr0hmBm1u3BQrE9u5jBVVFclg0NjicS0CP3evuJO1NWuYM3AusweUM6XsSCkTE91CQTz409G+P4lJX6Vp7veT7ZpnEm3wmwQtmOzVu92Y903BWGbJEI/e7mbC2aSfS+cLv9Xj+v6YSrHW/9V4946Q0q+O8/3kF7gffRj344vQq/cBYNuxndz7f07Or3+BcfyJBBdcSeTUM8Ap/QOFyCQJ/gghhDgoTdMYUTCSEQUjWTD+ypRgkENvGdR5fcsrbKiv5O3tbwKQ6/Ayq//RzB4wlzkDy5lcOlWCQSIrHW7T5xoj3uxZLhxbSGQS5dg03quPsvcA49+zlaVUcsT7yG7U6Lm5fq7YuuuisSlt7h7S92dTwCJkQa7t8JpwS+lXx5hHjML/wx/jv/0unK+/invRQpxvvo5mWWhK4Xz7TZxvv4n/+z8gcPsPM71cIXo1Cf4IIYQ4JM2DQfvzGT6ajKaUbX7Dx1vb3uCtbW8AXwWD/nv6/3B0/2PSsmYh2iMZ/DnIdKoDUUpRHQ9opHvSV3cyxK3zHrAnoghbqts0Td4VVoQscOkwsBuWfAF4bBqFdo36qGJ3xGKYp3MzrxoMi8qAlewTNTpHp8DRtX8rpRSr442ex+XaDqvccoiUfh0eh4PIGWcROeMs9KqduB9fhPvRh7Ft2wpA+MJLUw7XmhpRmg5ebyZWK0Sv1D1fvYQQQmQlr8PLZ1es493LPuL+437HeaMuoG9Ov5RjEsGgaLyhdMLewF4+3vMhUavllCEh0qEgHrRp7EDmj8+EiIq9sSqS4M8B5dljAQgF7AhZmV5OuyUaPQ/36N26n1M/V2ztnV36Vek3WbzHYFWTyeagxaqm2NeV/gM3++4MuyOxQI1Ng7EdLPlKcOgag+OZQ5uD3eexmY2sAQMJ3HQLtR98Rv2/n8f/g9swjxiVcoz7H3+jZNJovDd/D/vHH4LqXtmAQnRHkvkjhBCiU2maxsjCUYwsHMUVE65GKcWmhi9ZvrOCFVXLWL6zgvpwHTP6HpXyfS9ueo7b3rmZXIeXo/sfw+yBc5kzoJzJZVNlmphIi0Tz4YAFEUvhPISslETJV5FDw9aNgwPpMMSjU99ksi1oMbIbNB6OKsWWeDCgO6z3YPq7dNb5LXaFOy+40WBYVNRFae3SvaIuSj+X3mWNvdfEJ8mNytE7JYtsuEdnS1BKvzqNrmMcezzGscenblcKz6KH0P0+PA//C8/D/yI6bjyh+VcQuuBiVHFJRpYrRE8n76aFEEJ0qdaCQVW+nbjt7pTjlu9cBsQyg97c9jpvbnsdQIJBIm1cuoZbh5AVy/4pPYSyj2TJl5SKtGmIW+fzJpMdIQtLqazPpNkRsjBUrKdM325+/yb6/tQanVd2Vxk4eCBpvd/slMlx+2uMKrbGs8c62uh5f82nftUYh/YcIA6B309k7nG49u1D9/sAsK/9Au+dt5H74x8SPnMeoflXYpQfC7oUqgjRWeRsEkIIkVaapjEwb1CL7WcMP4vzRl1An5y+KdsTwaB73/0hpy0+ke+88Y10LVX0Qh1t+lxjJCZ9yVurtpQ5NVx6rExuTzeYPLUxHtwY4bF1+0yQHJuWfIzv6aTsn+qI1WrWT4Kvgw3U2/JFvNfPIJdGYSedd1L6lSZeL75f/56aVZU0/faPGDNnJXdpkQjuZxZTeMHZFB81FfuqzzK4UCF6FvnoVAghRFY4f/RFnD/6IpRSbKz/kuVVy1ixcxnLqyrYG9iTPG5mv1kp3xc2w3zz1Ss5qv8xzBlQzqSyKZIZJDqswK6xJ6IOqelzrNlzfNKX9Ptpk65pDHbrfBmw2Bay6J/FDZQjlmJ7suQre9d5KPq5NBqiil1hxRBPx36GUoqqsOKzpii72gjgebug5CtiqWQ/oQl5nft8nyz9CpjMyO/+Ab+s5vUSuuxyQpddjm39OtyLHsL91GPoNTUA6NX7MIePyPAiheg55N2xEEKIrKJpGkcUjeKIolFcOeGaZDCoYuc7vFtVwbGDTkg5/uM9H/LKlpd5ZcvLAHgdeSllYhIMEoci0fT5UDJ/AlasVEwDiiX40y5D4sGf7SGLWW0fnjFbgxYmsaBgT7lv+7l01vstdncg80epWKnVZ40m1e0IkCpi/Xg62wa/iaFi98tAV+feL4PdOjYNmkyk9CuNzDFj8f/4p/jvvBvnqy/jeWQh5sBBKG9eynG5P46Niw/Nvxxz5KjWfpQQ4gDk3bAQQois1jwYdNXEa1vsX7n7g5SvfUYTb2x7jTe2vQZAnjM/FgwaMJdvT70BXesZn96LrpFoTHsoE79q4lk/BXYNezcZXZ5pA906GrEgW4NhdflI8I5KTPkamaP3mAyQ/s7Y37rGUO1ubG4pxcaAxedNJvXxc8OmwZhcG5O8NqrCsabPCc3Png8aTE4o1nB00rlhKcWaeMnXBG/nZ+Y49FhmWqLxc6kzOx+bPZbTSWTeuUTmnQtWaoBSa2rE84+/ogUC5Pzht0SOnk1o/hWE550LOTkZWa4Q3Yk8mwkhhOjWbjzyv1l+6Yf88tjfcO4R51Hm6ZOyvynSyOtbX+XhL/7ZIvCzy1eFaXXtKGLRvTTv+aPaOXo42e9HMgTazalr9I9nbGzL0pHvQTNW2gTdf8pXc7l2jTxbLEDTVt+fqFJ84TN5aneEd+qi1EcVTg2m5Nm4uJ+TYwrteO0ao3NtXNDPyaQ8G8M9OpPzbMwutGEDtocsXt5nEDQ7p/fP9pBFkwlODY7oolK84Ym+PwGz3c8Dogvs1+zZ/tGHYBjJr53vrSD/xutjI+Nv+T72zz9N8wKF6F4k80cIIUS3pmkao4pGM6poNFdNvBalFBvqKuM9gypYXrWM6uA+5gyc2+J7L33pArY3beOY/rOTZWITSydj03vOhZ44NPl2DQ0wFAQtaM81f3LSVw8pC0qXwW6dqrDJ9pDFpLy2j0+3zcFYI+NSh9Zlo8ozpZ9LpylgsSusGNxK35+IpVjrM1ntM0nE5tw6TPTaGOe1tZotlG/XWkz1KnbovF5jUG0oXtgb4bQy52H/LRNZP2O9tk7LJtqflH5lJ+P4E6n5dB3upx7H/ehD2CvXA6A3NeL514N4/vUgxsTJsZHxV1wNDkeGVyxEdpHgjxBCiB5F0zRGF49hdPEYrp74jWQwyLbfJ4i1oRq+qFkNwGtbX+G1ra8AkO8sSPYMKh84lwklkyQY1IvYNA2vLXbR1xBV5NjavuirMeLNnqU85JAM8dh4v8Fkd7jzxo53puYlXz1Nf5fOhoDFlwETv6li2Ts5Ok5dY43PZK3PJB7TJNcGk/PsjM7VsR9iiVVfl868MgevVhs0mfDC3ggnlzjo4+rY37QmEgtYacC43K57XnboGkPcOpul9CvrqLIygt+5keC3b8C+8gPcixbifu5ptEAAAMfqz9H+9idC13wzwysVIvvIM5kQQogeLREMGlmY2hiyKdLEOSPPo9RTlrK9MdLAa1tf4e4Vd3DSU8cy5h/D+GzvJ+lcssiwZOlXOxrahkxFfOiQZP4cony7RqFdQwE7sqz0qymq2BuPfgzvQSVfCYkSrKAVy3Ba1WTy7z0Gj+2K8FlTLPBTYNc4tsjORf2cjPfaDjnwk1Dg0JnXx0mpQyNkwcvVBtuCHSu3TWT9DPPoXTJFrDkp/cpymkb0qFn4fvdAbGT8r3+PMW06AKHLroD9Hq+uxxeh79mdiZUKkTUk80cIIUSvNDR/GH879V8opaisW58sE1tRtYzqYHXyOL/hY2RRauBo6fa3WFvzBXMGlktmUA9U4NDZETbbNfEr0e8n3661q3GuSDXYrVPvM9ketLKqr86meNZPf5dGbjuyv7qTBsPiw8avgi/NH+UKKLLDtAI7Q92d1+TaY9M4o8zBW7VRdoQs3qiJMrswVrrVXkEz1nQaYo2eu9ogt45dSr+6BZWXT+jyqwhdfhW2Naux+vVP2W+rXE/+976NstmInHwaoflXEPnayWCXS2HRu8gjXgghRK+maRpjiscypngs10z8ZjIYVLHzHVZUVRCOhvA6vCnf88S6R1m84UkgViZ2zIDZzB4wV4JBPcShTPyqjk/6kqyfjhni0Vnli/X9sZRCz5KJWpuCsfs1mwJSnaUycOAsK41YQG6Yp/Nvt0PXOLnEzvK6KJUBi+X1UXymYnp++yZ2rfObWECZQ6NPGgIxialfm4MWmwJS+tVdmBMmttjmXvQQAJpp4nrlJVyvvITZtx+hSxcQunQB1vAR6V6mEBkhwR8hhBCimebBoGsnfavFfqUUK6oqkl83Rhp4dcsSXt2yBIACV2G8gXQ5Jw89tUW5mch+zSd+tUUmfR2ePk4Nlw5hC/ZEVHICWCbVGRa1hkInVl7U0/jaeFz7unAAoq5plBfZybWbfNJo8llTrOdQeZEd20ECQKaKNaAGmJDX+ePdD2S4J9H3x2RmQfp+r+hcwWu+ifK4cT/6CLbduwCw7dlN7m/vJ/e39xMpPzY2Mv7Ms8HtzvBqheg6Pe8VTQghhOhiT8x7hp/NvZ95I8+lxF2Ssq8hXM8rW17mh8v/l1c2L0nZZykLS2VXbxPRUkGzzB+rjV4fieBPiUPeUnWErmkMcsf+dtuD2XFuJEqLBrn1rGtC3Rna6pXT1b10NE1jWr6duUV2NODLgMVr1QYR68Dn2qaAFZu+p3/ViycdBsdLv3wmVLejB5jITtbQYQRuu4vaj9fQsOhJwqefhbJ9ld3mrHiH/G9/g7wbrsvgKoXoepL5I4QQQhwCTdMYWzyOscXjuHbSt7CUxfradayoWsbyeM+g2lAtAHMGlqd87yd7P+LSF8/n6AFzmDOgnNkD5zKhZCK6JoGDbJJrA5sGpoo1/i04QElXxFLJ0jAp++q4IW6djQGLbSGLozK8FqUUG/09d8oXwOgcnVVNB07vGdOFU7RS1pFrw6PDW7VRqsKKl/YZnFLqaNFjSSmVbPQ83mtLa2mgvVnp1+aARZmUfnVvdjuRk08jcvJpaHv24H7i0djI+E0bAQh//YLU46NRtGAAlZefgcUK0fkk+COEEEIcBl3TGVcynnEl47l20nXNgkEVTCydnHLs8p0V1IfreWXzS7yy+SUACl2FyWDQnIHHMr5kggSDMkzTNArsGrWGoiGqKHC0flwi68drA3cPawqcTgPdOhqxMrvGqEr2XMqEqkCUJhPsWiwo1RMVOHTKi+xU1EVb7Csvsqf17z/YY+OMMo3Xqg1qDcULeyOcVuqgsFkm3Z6IosZQ2EhfYKo5Kf3qmVTfvgS/932CN/43jvdW4Hr630ROOS3lGOcbr5F//TWE551LcP6VRGcd3WKKmBDdiQR/hBBCiE7UPBi0P9OKUuwuTmYGAa0Gg8494nx+edxv0rZm0VLz4M+B1CSbPffMIEG6uHSNfi6NXWHFtqDJxLz0vz1tMCw2BCy27W0CYlO+7D2w5CthdK6Nfi6d9X4TX1ThtWuMybVlJPBW5oyNgn+12qAxqnhhr8HJpQ48eqw59cb45LUhHi0jQdb9S7/KpL9Xz6JpGMfMwThmTotd7kUL0QKBWIbQE48SPWIUoflXErroUlRZWQYWK8ThkXcrQgghRJp8f8b/8MXVm1h68bv8tPyXnDnibIrdxSnH1IfrCUQDLb53ceWTrK5eJT2D0qQ9E78SPUBK5GLwsCWybLaF0v/4rvSbLN5j8HmTSV049vu3hxSV/i7sfJwF8u0aMwvsnFDiYGZBejN+WlvLvDIHfZwaEQUv7zP49x6DVU0mibthczAz90mi9Atg80EmpYlD12BYrGyI8naNwcqGKA1GFv19lcIcMhQrvyC5yf7lBrz33EnJlDHkX3M5jrdeB7NnP0+InkUyf4QQQog00jWd8SUTGF8ygW9Mvh5LWayrXcvyne+wfGcF71ZVMGfA3JTvaYo08t03Y/2FCl2FHDOgPNkzSMrEukZ7Jn7VROKTvqTfz2Eb4rHxfoPJ7rAiYimcacq6aTAsKuqitHYvV9RF6efSMxoU6U3cNo3TSx28Xm1QFT+39r9fMnWfjMiR0q/OVuk3W5QermoyKS+yMzoD5X0taBr++36J/467cb30PO5FD+FcEZv0qUWjuF58DteLz2EOHITv/t8S+dopGV6wEG3L6uDP4sWL+ec//8nu3bs59thjufPOOykuLqayspLbb7+dbdu2ccEFF3DLLbfIk7AQQohuqXkw6JuTv42lLKJW6hvi93e9m8z4qQ/Xs2TziyzZ/CIARa6iWDBoYDmzB8xlXMl4CQZ1gmTw5wATfgzrq5KwEmkCe9jy7bE+Sw1RxY6QxYic9Fz8VbaRybHebzKzIKvfLvcodl2jxKklgz+tycR9MkhKvzpVtwq65uQQvvASwhdegm3Tl7gffQTX44uw7d0DgG3nDsz+AzO8SCHaJ2vfraxYsYKf/OQn3H777Tz//PP4fD5uuOEGIpEI119/PRMmTGDx4sVs3LiRp59+OtPLFUIIITqFruk4bc6UbeOKJ3Bf+S84Y/g8ilxFKfvqwnW8vPkF7qi4lROfnENjuCGdy+2xEhO+AlYs0LO/WkOhiI2ezpFmz50iE6VfvoNkdrVnv+h8fhMOdkZl4j6xa1ry8SmlX4evPUHXbGSOOAL/nXdT+8kXNCx8jPCpp2PMnIU5fkLKce6H/0XuXbdjW7c2QysVonVZ+1HGs88+y3nnncecObHmW7fccgtnnnkmS5cuxefzcfvtt+PxeLjpppu45557OP/88zO8YiGEEKJrDMwbxDcnfzuZGfRFzRpW7FzG8qpYmVh9uB6AiaWTKXSnBod+tPwOtjVtZc7Acs6acBp99SFo2fvZT9Zw6RpuHUJWrPSrdL9P+hOTvool66fTDPborPKZ7AhZWEqlZaS3t43sgrb2i86XrffJ8BydTUGLTVL6ddh8UdVq1k/z/VnN4SBy+plETj8TDCN1n1J4/vwH7BsqyfnLHzGmzyS04EpC55wHXm9m1itEXNYGf+rq6hg9enTya12PvbmqrKxkypQpeDweAMaMGcPGjRvb/Hnd+fk5sfbufBuE6GpynojewqbpTCqbxKSySVw39TvJYNDyncvIc+a3OAeWbH6BLY1beGnT8/zvslsodhcny8TmDJzL2OJxUiZ2AAgBIGoAAFt+SURBVAV2jVBE0Wgqyvb7u9bEG5OWOjV53ukk/VwaLh3CFuwzFP1cXf+HHZOr83nTgbMMxuTa5P5NszG5Oquy8D5JTP3yx0u/+qTh8ZltOuu9lquNqs48ezd6XnU6Ur7UN23Etm1r8mvHRytxfLQS7x23Ev76+YQWXEF0+kx5w9qDZfM1SdYGf8aPH8/SpUu55ppr0HWdZ555hkmTJuHz+Rg0aFDyOE3T0HWdhoYGCgoKWv1ZxcW52Gzd/41tSUleppcgRNaT80T0Rn3KZnP82NktttcGa2mIpJaB1YZqeWnT87y06XkASnNKOW7ocdw651ZmDpyZlvV2F338TeypDWM4nJSW5qTsq6+uA2B4SQ6lha5MLK9HGulv4ou6MNXYmVia2+W/rxQY1FTPDn+sz1bz9+qnD/EyssTd5WsQqUqB050hlmzztdiX6ftkdCD2+NyNnfFpeHxmq8N5r6WUwlfbABy49OvowfkUtRUhylalR0JVFSxaBH//O3z+OQBawI970UO4Fz0EEybAN74B114LefK+tafKxmsSTSmVlXl1jY2NXH/99fj9ftxuN59++im/+MUv2LBhA9FolNtvvz157HHHHceTTz5J3759W/1Z+/Y1ZWXkrb00LfbgqalpIjvvLSEyT84TIVpnKYs11atZXvUOH+57n6Vb/kNDvEysuRfPe41Z/Y9Ofr03sJeaYDVjisf22sygzxqjrGwwGZmjc0LJV5/umkrxrx0RFHBxfyd5UhrUaTb6Td6ujVJo17igv7PtbzhMdYbF07sNFDAqR8futOO0TEbn2JJ9n0RmNBix0e5NpiLPpjE6N/P3yZaAyRs1Uby22Lnf20q/OuO91lqfyfK6KBqxaW6J/yYcW5wl0746g1LYP/sE1yMP4Vr8FLqv6atdHg+1q9ajCgoztz7RJTJ1TVJa2nawKWszf/Lz83n00UfZunUrDz74II2NjcybN48HH3yQDRs2pBzr9/txOBwH+EkxPeFiUKmecTuE6EpyngiRSkNnYulkJpVNprT0dvbsrWdNzRqW73yHFTsreHfXCiJmmKll01LOnacrn+Ku5bdT4i5pViZ2LGOKxvaaC578ZhO/mv9taiOxfhUuHXJ1ec7pTAPdOhpQH1U0GKrLJ/581GCigKFuneNKHJSW5lFd3SSvJVkg364xY7+pXpm+Twa6dRzxqV97w72z9As6/l6rMap4vz6WZXdUgY0hHhvr/SZbghaNUcUAp8aoHFvG7+fOo2FMmYYxZRq+u+/D9cKzeB5ZiOOD9wifdQ5WfmFK5Mv52hKiEyZhDRx0wJ8ouo9sfB3J2uBPQp8+fXj99de59957sdlsTJo0iaeeeiq5f/v27UQikQOWfAkhhBDiKzbdxqTSyUwqncz1U27AtEy2Nm1pMWFseVUFADWhGl7c9BwvbnoOgFJPKccMKGf2gFjPoJ4cDEqOe48qlFLJ21kdH0Nd4tB67G3PFJeu0depsTui2B40mZDXdW9VqyMWW4Kx0pNpBT0k00B0KbumMdgda/y8OWjRx9U7syI7wlKK/9QaRBX0d2lM8MaaZs8ssDMyx+KZPQa7IoqAqXrmBMXcXMKXzCd8yXxsGypB3+82+nzkXXctWjBA5ISvEZp/JZFTTgNn12dAit4j65+xHn74YUaMGMFJJ50EwMyZM/H5fCxevBiAv/zlL8yePRubTV60hRBCiENl022MKBjZYvvJQ0/ltGFnkO9M/XClOljNCxuf5fZlP+DYx2fx/bdvSNdS0y5RzmWo2NSvhESz5xJH1r+N6paGeNIz8v2jxlhT4ZE5OsVyX4p2Gp4TH/keNMnS7hlZaVWTyd6IwqHBsUWOlMB5sUOnzKmhgC8D2TnmvTOZo0ZjjhyVss31wrPofh+aZeF683UKrllAydRx5N5zF7YvNxzgJwlxaLL6la6hoYEHH3yQW2+9NbnNbrfzk5/8hHvvvZdZs2bx5ptv8oMf/CCDqxRCCCF6nsvHX8VDZzzO+mu28OaFy/jxnJ+2Ggya2mdaytcBI8A3X72Kf6z+G+tr13XriyO7ppEX/2ypvtno4cSY9/3Hv4vOMcQde3u6O6yIWF3z+NkdttgRstCAaflZnwgvssigeOmX34R9ke77/JZOtRGLj+PB1mMK7XhbKeccE+/zs95vdevXjY4yjjsB/y3/izlocHKbXr2PnD/+juLZ0ymcdyquxxeB35/BVYruLmsbPrdl3759rFmzhilTplBUVNTGsU0H3Z/tNI2UGnQhREtynghxcJ11jpiWyZqaVSzfWcGKqmXcPfsnjCz86hPMd3Ys5YLnz05+XeopY/aAcmYPLGfOgLmMLhrTrUqlXtkXYWdYUV5kZ0yuDUspHtoZwQQu6OugQDJGusRTuyM0RhUnFtsZntO52d1KKV7aZ7AnohiTq1NeFOsbKa8jor2W1hhsDFpM8No4urD3BA87co6YSvH8XoNaQzHUrfO1EnurrwGGpXhsVwRDwRllDvr31pI608TxzlLcix7CteRFNMNI2R2dMIm6t5dnaHGiPTL1WlJW1o0bPrelrKyM448/PtPLEEIIIXoVm25jctlUJpdN5dtTW5Z8vVe1IuXr6uA+nt/4DM9vfAaIBYPmDJjL7IHlXDXh2qwPBBU4dHaGTRri2T71UYUJODS6vBlxbzbErbPaZ7ItZHV68GdnWLEnorABR3ZhTyHRcw3P0dkYtKj0mwRMRZ5dY3SOLsHgVnzcaFJrKNw6zClqPfAD4NA1hufoVPot1vvN3hv8sdkwTvgaxglfw1ddjfvfj+Ne9BD29esACM87p+X3+Hzg9aZ5oaI76qVnlRBCCCG6ws0zbuX1C/7D3bPv45Shp5HnzE/ZXx3cx3Mbn+Yfq/7a4iKgOlidden+zZs+A9RIs+e0GBwv/doRsrA68TGhlOKjhti0oXFeG7kSwBMdEDBjj0lDweagxaomk8V7DCr9Pb9fzaHYE479bQDKi+x42mjkPOb/t3ef4XFV59rH/3vPjHq1JBdJ7kUuuHcVioFAMMUBQoAEUkjOSxonARJIQiAJJIScFDgh5EBIgNBCDQEChGawio0NtnGXbbnJkots9VGZsvf7YaTBY8lyQdKMpPt3Xb5g9t4zWjPSkjS3nvWstqB3V5NFaw8t+exL7PR0mq//DjXLPqDmtbdp/uK1tFz5xZBrHDu2kz55DInXX4eraBlYPdsrTfo2/blDREREuo3DdDB98EymD57Jt2Z8F5/lY8OhdcFlYssrS2j0NpCbld/hvkte+izVLdXByqC8zALGp04Ia8jSIfxpqwBKi9Lfz3rS0GiDKCPQaLvKYzOkm7bU3t1iccgbaDo7LVGbhcjJq/NaLK8NDXnaY4qiGh9Do01VBRJYxvV+tRcbGB9nMjL2+PMtI8og1WVQ47Upa7KYnKA5CoBh4Jszj8Y58zqcinnqCYyWFmJefI6YF5/DP3IULW0hkTV0WBgGK5FM4Y+IiIj0GKfpZMbgWcwYPItvz7whGAbFu0JL1A80HWBrTSkA/yp7kX+VvQhARuxg8rLyyc0sIC+rgHEp43s1DGp/E9fgs7Fsm0Oe9p2+9OauJ5mGQXbbltrlLRZDumEJiGXbfFQXeNM+JcFx3CoEkc5sbeq6sqLU7Wdust5irazz0eCHeAcn3BfJMAxy4kxW1PkpdfuZFG+qwvI47Ph4rEGDMKurAXDs3kX8r35B3K/vwnPuebRcfS2ecz4DLleYRyqRQH+2EhERkV7THgaNT50QcryhtZ5zRnyGBFdow8Kq5oO8tP1Ffrjs++Q9PYfTHh3PlurNvTbeBAc4AItAAFStnb56zfD2Ld+bu2cZQ1mTRa3PJsqAqar6kVPU6Ot6OdLxzg8E5c1+trgD8/b0VBdR5ol/vxwX78ABVHvtYKWlHFvT93/A4Y9LqX/oETxnnBU8blgW0f95neQvX8WgmZMDO4XJgKdYWkRERMJuXOp4nrrw+WMuE2tX11rLyKRRIfd9r/xddtfvIi+zgLEp47r1L8WGYZDUtgyhvMXCa4PD+GQ5mPSc4TEmBlDjs2nwBZrqniq/bbOmPtDrZ3qS46TejIocqbNtyk/mfH/X4rcpqgnMtSkJDjJjTq7WINo0GBkbqPordftJ1xLb44uOpnXJZbQuuQxz9y5inn6CmKefwLGvEgDHwQMQGxvmQUokUPgjIiIiEaOzZWLrqz6muLKIkopCDMMg1hn6S+wTmx4L7iY2OG4IeZn55GWdTl5WPmOSP30YlOwMhD872ipQBrkMTC1F6HHRpsGQKIP9nkDw9mn6f2x1WzT4IdaEyfGq+pFTNyHODDYx7kzOAP/6Kqn10WQFvm/OST611yIn3sGOZouyJot5yTYuhbUnzBo5iqZbb6PpBz8iaunbxDz5OM5VH9B6/uKQ61yF7xP975dp+eK1+KZOD9NopbcZdqRtq9EDqqoajn9RBDMMSE9P5NChBvr/Z0vk1GieiHStv84R27aZ8uhYDjUf6vT8kLihwZ5Bi0acQ3bi8JP+GB/W+fj4iDd7k+JNclPVP6E3rGvwsarOT1a0wfkZUaf0GD7L5rn9HposWJjiPGaI1F/niHS/rW5/sLrlyC+VglQnE/px+HO8OVLW5Oe9ah8GcNFgFxmnWLVj24E52+Dv/69pr2hpgZiYkENJX7uG6Ff/BYB32gxavngtrZdejp2cEoYB9i/h+lmSkZF43GtURyciIiJ92hMXPMtPF/6Cs0ec20kj6f28uO15bn7/v3l956sh52zbPqGt5Y9e4qWdvnrPiLYlI/tabTynuPXzJrefJivQvyknXp87+fQmxDu4fGgUUxMdpLR9fxgcxYAOKdx+m5K2QGxGkuOUgx9oa/zc9lpudR+7ykpO0FHBD01NuJa9F7zpWreWxFtuJG1aDonf/i9cy4tRAt4/6SegiIiI9FmGYTBryBy+O/N7PH3hC2y7bg9vXPYuty34eYcwKDezIOS+H+xbzrTHcrj+ra/x942PUFa7rdMw6Ohflrpp13E5AclOg0RHoOF2ZevJN372WDbr2qq2ZiY5cWi5nnSTJKfB3GQn56YHqgAPesA9QJs927ZNYbUXjw3pLoMZ3dBQfVy8AwM44LGp9XZP03dpExdH9eoNNPzmD3hnzAweNpqbiXnuH6Rc8llSc2cT+8d7MQ4fDuNApbup54+IiIj0G07Tyawhc5g1ZA43zPo+Xr+XdYfWsqJyOZPSJodcW1xZGKwMenHb80DoMrH8rAK8zlEU1Yb+5fndah/59sD+K39vMQyDEbEONjb62dNsMSr25F7zDQ1+Wtv6j4yL0988pfslOQO9qQ54bLY3+ZmeNPDeXm1xW1S02jiAMwY5u6UnWrzDYHiMyZ4Wi1K3xfwUzd/uZCcl0/KV62j5ynU41q8j9qm/E/38s5h1tQA4y7aTcOfteM5chD8tLbyDlW6jWSQiIiL9lsvhYvaQuXx75g2YRuivPc3eZuKc8SHHjlwmtuCpWSx+djKvb/x5yDU2UFTjo36A/pW/t7Uv/SpvsU5omV67Fr/NhsZAcDc7yaEm3dJjxrcFwduaTu5rtD+o99msrAss95qT7CDF1X1vL9uXaW5v8uMfYK9rb/JPnUbj3b/l8LpS6h/4C5780wHwTp+Jf+q0kGudqz7A3L0rDKOU7qDwR0RERAak2xb+jG3X7eH1y97htgU/46zhZ3cIg+pb9tPsre1w33WV/2Lp/s6XiUn3GhJt4DKgxYIqz4m/3usa/HhtSHMZjIrVr7zSc0bHmjgMqPPZHPIOnO8Jlm3zfrUXnw3Dog2mfIod+TqTHWMSZwbm/p5mLf3qcbGxtF7+BepefJXDK9bQ+Ovfhp63bRJv/m/S5k4j+fJLiP7n84Fm0tJnDLy6RBEREZE27ZVBs4fM5YZZN+L1e/m4ag0llUW8smsZm6tWMDo9L+Q+TZ4anv7wGzyFze3xmeRm5pOXVUBuVj6jk8Z86q3lJZTDMMiOMdnZbLGnxWJw9PGDHLffZtMRVT/6nEhPijINRsWYlDVbbHP7P1Wz475kfYOfgx4blwGnp7q6fZ6ZhsH4eAcfN/gpdfsZHaeltr3FGjMWi7Ehx5yrP8S5eRMAUcuWErVsKVZqKi2fv5KWq6/FP3lKOIYqJ0Hhj4iIiEgbl8PFnKHzmDN0HgvH3sDauhYsO/QvzjsPL8du2+B5n7uSF7Y9ywvbngUgMz6L3Kx88jIDYdCopNEKHrrB8Lbwp7zFYk7y8a9fW+/DDwyJCgRHIj1tXLyDsmaLHc0W81Psft9c/LDHYnV9IGBdmOIkwdkzz3dCW/hT0WrT4LNJ7KGPI8fnHzmaxtt+RuwTj+HYtRMAs6aGuIf+TNxDf8Y7azYtX/wyrZ+7DDvh+NuOS+/TT0MRERGRTkyIM3GYLpyO6JDjQ5Mmcd6kn5CfvYg4Z1zIuUp3Bc9vfYbvv/cdcp+ajdvb2JtD7reGx5gYQLXXpvE4vZbqfTal7kBgNyfZqfBNekVmtEGcA1qtQH+q/sxv27xf48MCRsaYPdpMPclpkNm2xeI2bfseVnZ6Os033Ej1ijXU/vPftFx2BfYR28i7Vn9E4k03MGjOVC0Hi1Cq/BERERHpRLLLJD/VSVGNL+R4evxofjrvZibEO/D4Paw9uIaSykKKKwpZtf8DmnxNAMwYPJOEqNC/ft5R/BOqmg+qMugkxTgMBrftqLSnxWJyF71F1tT7sIGsaIOhJ7BETKQ7mIbBuDgH6xr8bHOf/M50ka7Oa7GtycLTUM+hJi81XpsYE/JSez5gnRDvoLLVx9YmPzPUvD38TBNvXgHevAIaa2uIfuE5Yp94DOfG9QB4zjgLjgiFgEAYdPQx6XUKf0RERESOYUK8g6HRJqVuP40+mwSnQU68g6S2pQdRjijmDZvPvGHz+d7sm0PCoMFxQ0Iey7Zt/rX9xWB1EGiZ2MkYHmNywOOnvNl/zPCnxmuxvemTqh+R3jQ+zmRdg5/yFotmv02so3/M5a1ufzAEt/mk+mZMrNkrz3FkrEm0CW4/VLRYDO9nwVpfZqek0nLdf9HytW/gXLeWmCf/TuuSy0Ivam4mbfYUvAvzaf7itXjPOAsc+hyGg34qioiIiHQhyWkw9wSDhCPDoKMdbDpAbWtNyLH2IKg9DMpKyCY3M59vzbiBKemnffrB9yMjYk0+rPdT2WrjtWxcZsc3ne09SEbFmqQPkKa7EjlSXCbpLoNDXpuyJj+nJfb9t1p1XouiGh+dLbbc7LaYkmgHw/Ce4myrqtrY6Gdrk8KfiGQY+KbPpHH6zA6nol/9F+ahQ0S/8hLRr7yEP3s4LVd9iZarvoSVPTwMgx249FNRREREpBcMiR/K1uv28Orn3uLH82/n9OyziHXGhlxT0biX57b+A4+/NeR4VVMVu+t3Deit5VOcBokOsICK1o49Vao8FrvatoOelaQ3hxIe4+MDX3vtFWh9VbPfprzZT+Exgp92pb3Uh2dCfOBt6+7mQFWV9B1GaytWekbwtmNvOfH/czeDZp9G8hc+R9QrL4HHE74BDiB9P44WERER6SM6Wya25uBqSioKKa4sYtX+FTgMJ1Mzpofc7x+lT3Ln8tvJThgeskxsZNKo8DyRMDAMg+GxDjY1+ilv7thT5aO6wLKUcXEmqS79fVPCY0ysyQe1cNhrU+21GBSmr8U6r8XWJiu4XHVCnEnyMcbS7Lc55LE45LU55LE57LU40UzneA3Yu8sgl0lGlEGVx2Zbk59p/aCqaqBo+dKXafnC1US9+QYxTz5G1LtvY1gWhm0TtfQdopa+g5WWRtO3/pvm734v3MPt1zRrRERERMIkyhHF/GELmD9sAd/nB3j8HnbW7cBphv6KVlJRCMDexnKeLX2aZ0ufBmB44ghyM/PJyyogNzOfEUkje/059KYRMWYg/GmxsG072B9pX6tFRauNCcxK0q+3Ej4xDoPhMSa7Wyy2uS3mp/R++HNkj5526xv85Kc6GR5jBoOewx6bQ10EPclOAwObWl/n54Ee2+K9MznxDqo8PkrdFlMTbPVH60tcLjyLL8Kz+CLMygpi/vEkMU89jmPPbgDMw4cxmtxhHmT/pz+LiIiIiESIKEcUOYMmdjh+evZZFGSfSYwjdLeU8oY9PFP6FDe8+03mPDGVnxT+sLeGGhZDow1cBjRbcMgbqDiwbTtY9TMh3iSxF9+MinRmfNsSpbImP1YvL9U8skfP0f8Ka3w8tc/Dm4d9rK73s7vlk+An2WkwNs5kfrKDCzJcXJMZxeVDozgnzUVXMyonvveWWI6JNXEZUO+z2e/R0q++ysrMounGH1K98mNqn/sXLUsuxY6JoeXqa0KuM/fsJuGmG3Cu/hAG8JLn7qQ/jYiIiIhEuG/O+A7fnPEdWv2trDnwEcWVhZRUFLFq/we0+FuC101JnxpyvwZPPT8u/GG/qQxyGAZZMSa7mi32NFtkRJnsbbE44LFxADNU9SMRIDvGJMYMhJS9vTvV1hPoNZTsNEh3GaRHGaRFmaS5DKI6aaAOkOwyyU91dqgkAshPdfZ4s+cjuUyD0XEmW90WW91+hkWrjqFPM028Z5yF94yzaGxswE5IDDkd89TjxD7+KLGPP4pv0hRavnQtLZd/ATt1UJgG3PcZ9gDoHFhV1RDuIXwqhgHp6YkcOtSg0FPkGDRPRLqmOdI/HRkGFVcU8vsz/8io5NHB8+/sfpOr/n158HZ/WCa2ze1nWY2PQS6DJYNdvHTQS7XXZmqCg3kppx7+aI5Id1pe62NTo5/RsSaL0ly99nGXHvays9k6ZpPmUbEmZ5/CeOp9NlvdfjwOB1F+PxPiHb0a/LQ72GrxSpUXB3BVZhTRxwitpI+zbVIL5uHcWhp6ODqa1sUX0XL1tXjzTwcz8gLAcP0sychIPO41Cn/6AP0yInJ8miciXdMcGZjuXH4Hf1zzh2OeH5E4ktysfPKzTueKnKt6cWSnrtlv89S+wM4waS6Dw14bJ/CFYVHEOE79jaDmiHSnQx6Lfx3s/ZBiVZ2P9Q3+TsMfA5ia6GBu8qmFpJEwR2zb5p8HvNT4bBamOJmcoJ39+iujsYHof/2TmCf/juvDlR3O+0eMouXqL9Fy9TVYQ4eFYYSdi+TwJ/KiMhERERHpFj+c92NeXvIGt8z7CQVZZ3ToGbSnYTf/2PIk//fxnzrct761rreGeVLKWz5Z1nK4re+PD9jT0re31pb+Jc1lkOo08AM7e3Hb9wlxZpdbs/dmj56eYBgGOW09lbb20jbzEh52QiItX7yW2tfeprpwJU3XfwcrLS143rFnF/G/vgtX0bIwjrJv0cJoERERkX4q2hHNgsxcFmTmctOcW2jxtbDm4EcUVxRSUhnoGdTqbyUvM7/Dfc957nQsbPIy84NLxbITh4fhWXyivZltZ4pqfAyNNsOyFEXkaIZhMD7eZGWdn21Nfib2UoVKjMPAaUD7DuxHzobe7tHTU8bFO1hV5+ewN7BFfXqU6hn6O3/ORNy/+BXu235G1Bv/JvbJv+N6713spGRaF18ccq1j+zYwDfxjxoVptJFL4Y+IiIjIABHjjGFhZh4LM/MAgmFQemxGyHUVDXvZVb8TgD31u3h6yxMAjEgaRV5bEJSXWUBWYnavjv94zWxL3f5TXtIi0t3GxgVCioMemzqvRbKr50OKNfV+fDYkOgL9fdz+wHbsOWHq0dMTok2DkbEmO5otSt1+hT8DSVQUnos/h+fiz2GW78G5ZRPExoZcEvebXxLz0ot4cvNpufoaWi+8BOLiwjTgyKKfjiIiIiIDVHsYdLTa1lryMgv48MBKWv2tweN76neFhEEjk0bxzEX/ZEzy2F4Zb6Ov6wYKxzsv0pviHAZZ0QZ7W222N1nMTu7ZkKLGa7GpMbAUKj/VRWZM/w1FcuId7Gi2KGuymJds41Lj5wHHGj4Cz/ARIceM6sNEv/YqAFElRUSVFGH9+Ie0XvZ5Wr54Lb5pM8Iw0sjRf78jiIiIiMgpmZJ+Gv9c8m+2XVfOPy/5Nz+Y+yPyMguIdkSHXHew6QBZCaHVP++XL+XZ0qepaNjb7eNKOE7lwvHOi/S2cW09drY1+enJfXZs2+aDWh82MDLG7NfBD8CwaINEB3ht2NWsfl/SxuXC/eM78I2fEDxk1tcR+8jDpJ5zOilnFxDzt79g1NWGb4xhpN2++oBI6KwvEuk0T0S6pjki3aHF18JHB1YFewbFu+J5cvFzIddc+/pVvLHz3wCMShod3FY+L6uAzISsT/Xx67wWLxzwHnMno8uHRp3y0hbNEekJPtvm6UoPHhs+m95z1Th7mv28ddiHCVz2KeZBVyJtjqyt9/FRvZ8hUQYXDo4K93Akktg2zlUriXnyMWL+9SJGU1Po6ZgYqgtXYo0c1e0fOpJ3+9KyLxERERE5ITHOmEC/n6wCgA6VDJZtsaKyOHh7V/1OdtXv5MnNfwc+CYPysgo4PfssBscNPqmPn+wyyU91dtr0ub80s5X+xWkYjI4zKXVbbG/y90j447dtPqgLLPc6LbH/9PY5nvHxDlbX+zngsan1WqT0Qk8l6SMMA9+8+TTOm4/7rl8T/c8XiHnyMVxrVgPgHz0Wa8TIMA+y9yn8EREREZFTYhihbzJt2+aR85+kuKKQ4spCPtq/Co/lCZ4/Mgy65/Tf89XTvh5y36MfrzMT4h0MjTYpdftp9Nn9rpmt9D/j4xyUui12NlsstLq/P82mRj/1PptYE6Yn9u2t3E9GvMNgeIzJnhaLUrfF/BSFP9KRnZhEy7VfpeXar+LYuIGYp/6Of8rUQInOAKPwR0RERES6hcN0hFQGNfuag8vEiisKWX3gw2AYlJ91esh9iyqWcfP7/01eZgG5WfnkZRYwLCGz04+T5DS0q5f0GYOjDJKcBvU+m13NFuPjuy+gafbbrKkPVP3MSXYSNcAaH+fEB8Kf7U1+5iQ7cHTjG/o6r8XWJisYMk+IM3tlxzbpOf4pp+H+5W/CPYyw0U9NEREREekRsc5Y8rNODwY97WHQh/tXMi5lfMi1xRXL2Fm3g511O3hi82MAjE4eQ15mQbBv0LHCIJFIZhgG4+JMVtf72dbk79bw58N6H14b0l0G4+MGXjCRHWMSZ0KTBXuaLUbHdc9ru9Xt77C8dH2Dn/xUJxO68fMn0psU/oiIiIhIrzg6DDpSnacOl+nCa3mDx44Og8Ykj+XzOVdy05xbem3MIt1hXFygP82+VjtYSfJpHfJYbHUHdrpakOI8oWWT/Y1pGIyPd/Bxg59St79bwp86r0VRja/TxvJFNT6GRptaZip90sCLh0VEREQk4txd8Fu2XVfOCxe/wo2zf8D8YQtxma6Qa3bUlXGw6UCH+76+89/sd+/rraGKnLREp8Gw6EBgsL3J/6kfz7ZtVtQGKlPGxpkMiR64b+vaK3EqWm0afKe2vVKz32Z3s58P63y8fqjzHQXblbo//edPJBxU+SMiIiIiESHOFUdB9hkUZJ8BQJO3iQ8PrKSkopDiyiJWH/iQvMyCkPscbDrIl1+/CghUBrX3HMrNzGdo/LBefw4ixzIuzsG+Vh/bmyymJ55Yg/Nj2dlsccBj4zRgbtLAfkuX5DTIjDaobLV5v9pLvMPoskePz7Y57LGp8lgcbPtv40nkOY2nGDCJhNvA/k4hIiIiIhErzhXH6dlncnr2mUAgDDKN0DdzyyuLgv+/o66MHXVlPL7pUQDGpowjN7OAvLYG0kPih/bW0EU6GBVrsrwW6nw2VR6bwdGnFv74LJuVdYGqn2mJDuK1BIlEpwGtNgc8NkZb3c76Bj/5KQ6GRJtUHRH2VHttrE4eI8VpMDjKwO23qWy1j1n90x1L9kTCQeGPiIiIiPQJca64DscmDprMjbN/EKwMOrJnUFntdspqt/P4pkeIMqPY/vW9xDhjenPIIkFRpsHIWJOyJottTX4Gn+JSrXWNftx+iHfA1AG0tfux1Hk/6X0EhIQ2hbV+oGNZT4wJg6NMMqIMBkeZpEcZwZ3S6rwWLxzwdrhPuxw1fJY+SuGPiIiIiPRZOYMmcuv8nwLg9rr5cP9KSioLKa4oYs3Bj4Jh0KwhczoEPz8ruY1GTyN5WfnkZuWTnp7Y6+OXgWV8nIOyJosdTRbzU2ycJ7n0q9Fns64hEGbMT3ae9P37o61NndXxfMIAMqIMMqJMBrf9N8HBMZfdJbtM8lOdIbt9tQdKE+LV7Fn6LoU/IiIiItIvxLviOWP4WZwx/CwgNAwamTQ65Frbtnm29GkONVfx901/A2Bi+kQWDMkjNzOfhVn5DIkb0uvPQfq3YdEG8Q5w+6H8FLYmX1Xnw2/D0CiDUbEDt8nzkY7Xg2dUrMmiNFeX1xxtQryDodEmpW4/jT6bJr/Nfo9NebOFJ9kOVgmJ9CUKf0RERESkXzo6DDpSecMealtrQo5tObSFLYe28OjGvwIwPmUCuVkF/L9p32Jc6vheGbP0b6ZhMC4usDX5tqaTC3/2t1rsaB7YW7t3pqsePAZt/YBOQZLTYG5y4O2yz7Z5cb+HBj983OAPHhfpSxQXi4iIiMiAMyJpJNuuK+fZi17iv2fdxJwhc3GaoW/ottVu5bGNf6XF3xJy/FDzIQ50suW8yIkYFxd4C7a3xaLZf2I7Rx25tXtOvElalN7GtZsQ1/Vr0R09epyGwfyUwPeHDQ1+6rxdLzUTiUSKLEVERERkQIp3xXPm8EWcOXwRhgExSQavb3ib4ooiiisKWVu1mgRXApPTpoTc7+8b/8avV94VrAzKy8wnN6uAwXGDw/RMpC9JcQUaDVd5bLY3+ZmaePy3ZNuaLA57bVwGzB7gW7sfrbMePe3yU53d1qNnRIxJVrRBRavNB3V+PpOuAE76Fn3nEBEREREBEqISOGvE2Zw5/GwAGr2N7Kwt67C9fHHb9vLbarcGq4MAJqTmkJuZT15WAQsz8xUGyTGNj3NQ5fGxvcli6nH6jHssm1VtW7vPTHIQ69Byr6Md3aMnwWmQE+/o1ubMhmGwIMXJiwe8lLdYlDf7GR6rnb+k71D4IyIiIiLSiQRXAlMzpnc4npuZR7O3ibVVq/FZn1QbbK0pZWtNabBn0Pdm3cyPF9zea+OVvmNMnMmKWqj22hz2WF0u41pb76fFgmSnweQEhQ3HcmSPnp6S4jI5LcHB+kY/K+r8ZMaYONR7SfoI1aqJiIiIiJyEm+bcwmuXvc3W6/bwjwtf5IaZNzJ7yFwcRugb8/GpE0Ju17bUcMuyG3l5+z+paqrqzSFLhIk2DUa07da1rYutyuu8Fhsb27d2dyhoiAAzkhzEmlDvs4OfG5G+QJU/IiIiIiKnIMGVwKIR57BoxDkANHoaWLn/A0oqiiiuXEZuZn7I9cv3lfDIhod5ZMPDAOSkTiQ3K5+8zMAysYy4jF5/DhI+4+NMdjVblDX5mZfswOwk2FlZ58cCsmNMLTGKEFFmoMJoWY2PtfV+xsU5iNNSPOkDFP6IiIiIiHSDhKjEkDDoaCUVhSG3S2u2UFqzJRgGTRw0idzMfAqyz2TxmIt6fLwSXtkxJjEmtFiBnb9GHBXu7G2x2NNiYRCo+pHIMS7OZLM70LR7VZ2PMwa5wj0kkePSsi8RERERkV5wy7yf8I8LX+C7M7/P7CFzOiwT21K9mb9t+At/XP37Dvdt8jb11jCll5iGwdi4wNfA0Uu/LNvmg7at3ScnOEhx6W1bJDEMg4VtW79vb7I40Kqt33tDnddiVZ2PpYe9rKrzUefV634yVPkjIiIiItILApVB57JoxLkANHjqWblvBcWVRZRUFPJx1Vr8tp/crIKQ+9m2Tf7Tc0mMSiQ3K5/czAJyM/NJi00Lx9OQbjQ+zmRjo589zRatlk20GVg+tNltUeuziTEDO3xJ5MmIMpkQZ7K1yWJFrY+LB7sw1JMpqM5rsbXJCu6+NiHOJPlThJhb3X6Kanwhx9Y3+MlPdTIhXnPkRCj8EREREREJg8SoJM4e+RnOHvkZ4JMwaHjiyJDrdtfvYm9jOQCbqzfx1/UPATBp0BTy2sKghZl5CoP6oLQok0Eug2qvzY4mi0kJDlr8NqvbtnafneQMBkISeeYkO9nZ7OGQ12Zrk0WOQgig+4OaOq9FUY0Pu5NzRTU+hkabJDk1T45H4Y+IiIiISARoD4OOVtNSzazBs1lbtQbL/mSZw+bqjWyu3sjD6x8EAmHQU4ufIysxu9fGLJ/euDiTlXV+tjX5mZTgYHW9D48Ng1wGE+K13CuSxToMZiU5+KDOz4d1PkbFmgM+rOsqqCms8XHIYxF11Gt05LV2J3fc12p1+njtSt1+5iYr2jgevUIiIiIiIhFs5pDZvHH50mBlUFFFISWVgWViR4ZBexp2MyR+aMh9l+19j/rWelUGRbBxcQ5W1vmp8ti8ctDDQU/gbe6CZGenO4BJZJmc4KC0bZnemno/C1IG9lvsrU1d9+HZ7O7+Pj2Nvq6iIWk3sL8yRURERET6iM6WiX2wbznFFUWUVBYyOG4ITjP01/v/W3s/b+95E9AysUhV3vLJm+H24AegwW8zLBwDkpNiGgYLUpy8ccjLpkY/OfEmqQO4QXejz+6ySifJaZAdE3h9Oos2jaP+C7C/1aLKe+xHTdCSrxOi8EdEREREpA9KjErinJHncc7I8wBCqoAAfJaPFfuWB28fvUxsctpp5GXmk5tVQF5mPikxqb03eAE+WSLTGfUy6TuyYkxGxpjsbgk0fz4/feA2f47roqWPAYyKNU96iVad1+KFA95jhkrqtXRiBm4kKSIiIiLSj5hGx1/tHzz3r3xrxg3MyJjZ4fymwxv4y/r/46tvfJF/73ilt4YpRzjeEplSt7+XRiKf1rwUJw6gstVmd8vA3ILcsm0OebpegnUqQU2yyyQ/1YlBx2qh/FSnAtITpMofEREREZF+yGk6OXfU+Zw76nwA6lprj1gmVsT6Qx8Hq4Vys/JD7rt0zzv8YvntRywTyyU1ZlCvP4f+7ni9StTLpO9IchpMTXSwtsHPB7U+smNMnAOo+se2bYpqfOz32BgEmjh3Z1AzId7B0GiT0kYfm9wWPhtmJDq0zftJUPgjIiIiIjIAJEen8JlRn+Uzoz4LfBIGrTm4mlFJo0OuLax4n42H17Px8HoeWvdnDIzAMrGsfPKyTmfBsIUKg7rB8XqVqJdJ3zIt0cG2Jj+N/sDW5jOTBs7b7Y/q/WxrsjCAs9OcpLpMSt1+Gn02CU6DnHjHp67QSXIazE1xEe/0s7zWx45mi1lJ9oBdYneyBs5Xo4iIiIiIBB0dBh2pqukgpmEGK4Ns7A5h0JT0qXx+wpV8c8Z3envo/caEOJP1Dcde2qVeJn2LyzSYl+xkabWPjxv8jI9zDIgAb0ND4PkC5KU6GRkb+Lrtqe3Xx8eZfFQH9T6b8haLEbGaJycionv+PPfcc5xxxhlMnz6da665hvLycgDuuusucnJygv/OPffcMI9URERERKT/+OPZ/0fp13bx+AXPcP307zAtYwbGEYs4bGw2HFpHRWN5h/u+u+ctalqqe3O4fdbRvUyO/KdeJn3T6FiToVEGfhtW1nXezLs/KWvy80FdIPiZneTolcDSZRrBj7OhUX2xTlTEVv7s2bOHP/3pTzzwwAOkpqZy//33c+utt/Lkk0+yYcMGHnroIWbOnAmAaUZ0hiUiIiIi0uckR6dw3qjPcl5bZVBtSw0r9i2nuLKQkooiNhxaR17W6SH3qWys4MpXLwtWBrXvJrZwWK52EzuGYC+Tbl4iI+FhtG39/q+DXnY2W+xrsRgW0z/fr+5tsVhWHQi4Jic4mJ7YexU4kxMcbGj0s6/V5rDHIi2qf77G3Sliw59NmzYxffp0pkyZAsBll13Gf//3f+Pz+di2bRtz5swhPj4+zKMUERERERkYUmJSOX/0BZw/+gIgEAZFO2NCrimuKAQ+qQzacGgdD657AAOD09KnkZuVT15mAQuGLVQYdIQkp9FjS2Sk96VFmUyMN9nstlhe52NJtAuzn/WlqfJYvHPYi0Wg2mlBsqNXe+8kOA1GxZrsbLbY2Ojn9EEKf44nYr/DjBs3jhUrVrB582ays7N56qmnyMvLY+vWrViWxZIlSzhw4ABz587lzjvvJDMzs8vH68tzrX3sffk5iPQ0zRORrmmOiHRNc+TkpcZ2DG8mpk3i+unfpritMsgmsFuVjc36Qx+z/tDHPPjxn4hzxrP963twOVy9PWw5RZojJ2d2spMdzR5qvDalbovJvVgV09PqvBZvHvLisyEz2uDMNGdYwq2piQ52NluUNVnMTbGJc4T/izOS54lh23bE7h94++2388wzzwCQnZ3Nc889R1FREY8++ig//elPSU1N5e6778bn8/HXv/71mI/j91s4HEoCRURERER6S3VzNYW7C3lv13u8t/s9Pt7/cTAMOnv02bx97dsh19/y1i34LB9njjqTgpEFpMSkhGHUIt1ndVUzb+51E+Mw+K/JqcQ5+/570gavn8e31lHvsRga6+Sq8UlEh/G99t9La6ls8pE3NJaCYVoZ1JWIDX/WrVvHt7/9be6//37GjBnDww8/TFFREc8//3xIOVllZSVnn302q1atIiEhodPHqqpqiMjk7UQZBqSlJXL4cAOR+dkSCT/NE5GuaY6IdE1zpOfVtFSzojLQM2jSoCl8cfI1wXOWbTHxr6Opaa0BwMBgasZ08jLzycsqYEHmQpKjU8I0cgHNkVNh2TYvHfBS7bWZGG+SP6hvV7q1Wjb/Phh4PklOg4sGu4gNc7VNWZOfpYd9xJhwZWYUzjC/8Q/XPElPTzzuNRG77OvVV19l8eLFTJ8+HYDvfe97PP3002zZsoVJkyYFr0tLS8OyLA4ePHjM8AfoF9+gbLt/PA+RnqR5ItI1zRGRrmmO9JyU6EGcP3ox549eDIS+zttrtlPbWhu8bWOzrmot66rW8ueP78c0TKamTyc3M5+vTf0GI5NG9e7gJUhz5MQZBJo/v1blZYvbwm978duBfjUT4kySXX2nEshn27xVFQh+Yk04P91FjGmE/WthVIxJvAPcfihzW0zohd3GTkQkzpOI/WqzLIvDhw8Hb7vdbpqbm/nNb37DK6+8Ejy+Zs0aTNNk2LBh4RimiIiIiIh8SuNTJ7Dlazt59Pyn+K9p32RK2tSQ85Zt8XHVGv788R9p9bWGnDvcfJj61rreHK7ICRsWbZLhClSjbGuy2Nlssb7BzwsHvGx1941tyi3b5r3DPvZ7bFwGnJfuIjFCdqMzDYPJCZ9s+x6hC5siQsRW/syZM4dbb72VRx99lLS0NJ577jkyMjK45JJLuPfee0lPT8fv93PnnXeyZMkSYmNjwz1kERERERE5Rakxg7hgzIVcMOZCAKpbDrO8soSSikKKK4vYdHgD6bEZjE+dEHK/v6z/M/d+9NtgZVBeVj4LhuWSFJ0cjqchEqLOa1Hl/SSQODKaKKrxMTTaJClCgpTO2LZNSa2P3S0WDuDcdFfEbaueE+9gTb2fGq/NvlabzJjIfT3DKWLDn/POO4+ysjIee+wxqqqqGD9+PPfffz+TJ0+mrKyM7373uzgcDi666CJuvPHGcA9XRERERES60aCYNBaPuYjFYy4CAmHQrrqdHbaTLqkoClYGtVcHmYbJtPTp5GYVkJeZz/xhCxUGSVhsbbIwCA19jlTq9jM3OWLflrO63k+p2wLgzDQnw6IjK/gBiDYNxseZbHZbbGj0kxkTeWOMBBHb8Lk7VVU1hHsIn4phBBo4HTqk5moix6J5ItI1zRGRrmmO9F0/K7mN98rfZdPhDce8xjRMbp13G9+bfXMvjqx/0Rw5NUsPe9nZbHUa/hjA6FiTs9IisxH0pkY/y2t9AOSmOJmUEBn9dDpT57V4/oAXgMuHuMLWTylc8yQjow83fBYRERERETmen+XeBQR6/6zYV0JxxTKKK4rYXL0xeI1lW4xOHhNyv0PNh/jTmvvIywpUBiVGJfXquGVgSDjOkq7jnQ+XnU2fBD8zkxwRHfwAJLtMhseYlLdYbGz0k5uq6p+jKfwREREREZE+Ly02dJnY4ebDLK8spqSykOKKIhZm5odcX1JRyJ/W3sef1t6HaZhMz5hBbmaBwiDpVhPiTNY3HLuxc06E7E5V57XY2mTR6AuUq+xsDiz1mhhvMjMxMsZ4PKclOChvsdjWZDE72SbajMxgLVwU/oiIiIiISL+TFpvGhWMv5sKxF3d6vriyMPj/lm2x5uBq1hxczZ/W3ofDcATCoKwCTs8+kzOHL+qtYUs/k+wyyU91UlQTqKI5ciVQfqozIpo9b3X7Ox1fmstgYYqzQ5+tSDUs2mCQy6Daa1Pq9jMtUXHHkfRqiIiIiIjIgPPDuT+hIOtMiiuXUVJRxObqTcFzftvP6oMfsfrgR6za/0GH8Mfj9xDliOrtIUsfNSHewdBok1K3n8Mei4pWGwPIjoDGxHVei6IaX6c9iaq9No1+SOojqYFhGExJcFBY42NTo5/TEhyYfSS46g195NMoIiIiIiLSfY6uDDrUfIjllcUUVyyjpLKILdWbAcg7armYbdvMfWIaw+KHhewmlhB1/IarMnAlOY3grl6vHPRw0GOzxe1nVpiTla1NVpfnI303sqONiTNZVQduP+xqthgT1zeWrPWGvvNZFBERERER6SHpselcNPYSLhp7CQBVTVWs2FdMTuqkkOu2125jn7uSfe5KVh/8iPvX3IvDcDBj8Mxgz6B5QxcoDJJjmpzg4GC1jy2NfqYnOnCEsTqlvcfPqZ6PNE7DYFKCgzX1fjY0+hX+HCH8dWYiIiIiIiIRJiMug4vGLmHCoJyQ44ebDzFxUGgg5Lf9fHTgQ/645g9c+epljP/rCD77wiIONh3szSFLHzEq1iTWhGYrUJ0STn11N7KuTIp3YAJVHpsDreF9fSOJwh8REREREZETtCAzl2VXfsDGr5Tx8Gce46unfZ2c1Ikh1/htP2W120mPTQ85XlSxjHf3vE2jt7E3hywRxtFWnQKwqfHYO4H1hglxZqf9ftpFym5kJyPWYTA2LhB1bAzz6xtJtOxLRERERETkJGXEZXDxuM9x8bjPAXCw6SArKospriykpKKI0SljMY3Qv7Xf+9HvWLZ3adsysVnkZRaQm5XPvGELSHAlhONpSJjkxDtYW+/noMemymORERWeuoxkl0myE+oCm31xZJ1PpOxGdipOS3SwrcliV7NFg88msY8+j+6k8EdERERERORTGhw3OCQM8vq9Iec9fg+r9q8A2peJreKjA6v43zW/7xAGzR+2kHhXfK8/B+k9cQ6D0XEmZU0Wmxr9nDEoPOHPgVaLOl8g9JkYb9JqBZZ65cQ7+mzwAzDIZZIZbVDZarO50c+8FEUfWvYlIiIiIiLSzVwOV8htG5v/XfRnvjLlOiakhvYRag+D/nfN77ny1Uv5946Xe3OoEiaT25ZU7WiyaPaHp7Hy2obAsqjx8Sa5qS7OSnMxN7nvVvwcaUrb0rpStx+v1bcaV/cExV8iIiIiIiI9LNoRzSXjLuWScZcCcKDpQGCZWEUhJZVFbK0pDV6be9T28m/teoM/fPRb8rIKyM3MZ+6w+Vom1g8MjjbJcBlUeW1K3X5m9PK271Uei70tFgYwPbH/RQPDY0ySnQZ1PpttTRaTE/pe/6Lu1P8+wyIiIiIiIhFuSNyQDmHQ8ooiNh7eQHbi8JBrl1W8z4cHVvLhgZXct/p3OE0nMzJmkZdVQF5WAXOHztcysT5qcoKD92t8bG70My3RgdmL275/XB+o+hkbZ/aLSp+jGYbB5AQHy2t9bGz0MynexOjF1zfSKPwREREREREJsyFxQ1gy/jKWjL+sw7m9DeUht32Wr0MYNHPwbK7IuYovT/labw1ZusHoOJMP6qCpbdv3MXG9U51S7bHY3RLYBn16Yv+tiBkfZ/JRHdT7bPa0WIyM7b/P9XjU80dERERERCSCPXL+E6z/yjYeOvcRrp38NcaljA8577N8rNr/AbvqdoYct22b4opCmrxNvTlcOQkOw2BSfO9v+97e62d0rEmKq//GAi7TCG5XP9C3fVflj4iIiIiISIQ7ujLogHs/JZVFFFcUUVJZyPbabeRnFYTcZ0/Dbj73r8W4TBczB88mLyuf3MzAMrE4V1w4noZ0IifBwdoGPwc8Noc8Fuk9vO17rddiZ3Og6mdGP676aTc5wcGGRj/7Wm0OeyzSevj1jVQKf0RERERERPqYIfFD+dz4y/nc+MuBQBiUHJ0Sck1JRREAXsvLyv0rWLl/BX/46Le4TBezhswhLzOf3KwC5gyZpzAojOIdBqNjTXY0B7Z9P72Ht33/uK3qZ0SMyaABEIQkOA1GxZrsbLbY2Auvb6QamM9aRERERESkHxkSP5QYZ0zIsXGp47lm8lcZmzIu5LjX8vLBvuX8/qP/4fKXL2bm3ydh2VZvDleO0r4T1Y4mi5Ye3Pa93mdT1tRW9ZPU/6t+2p3W9vqWNVk09eDrG8lU+SMiIiIiItIPzR06n7lD5wOwr7GSksqitqViheyoKwteN3PIbEwjtC7gzuV34DKdwcqg+ChVBvWkwVEG6S6DQ23bvk/voW3f1zX4sIHsaIOMAVD1025wtMngKIODHpstjX5mJQ+8KGTgPWMREREREZEBZlhCJpdNuILLJlwBhIZBs4fMDbnWZ/l4ZMPDNHob+P1H/xNcJnbuuLOZNWg+s4fMI9YZG46n0W+1b0u+rMbHZrefqT2w7Xujz2abu73qZ+BFAaclOHi3OvD6Tkty4Bxg274PvM+4iIiIiIjIAHd0GHSkzdWbaPQ2BG+3LxP7YN9yAKLMKGYNmUNuVj5fnvw1hiVk9tq4+7PRcSYr68Dth93NFqO7edv39Q0+LGBYtMGQ6IFT9dNuZKxJvCPw+pY1WcFdwAaKgfcZFxERERERkWOamj6Nj6/dwp/PeZhrJn+FMcljQ857LA8r9pXw+w9/Q4u/JeRcbUsNzb7m3hxuv+E0PtmWvLu3fW/y25S2V/0kDswaENMwmNLW+2djgx/bHli9fwbmZ11ERERERESOqcMyMXcF6+s/4o3StyiuKGRn3Q4y47MYlTQ65H73r7mP//v4fmYPnUtuZj55WQXMHjJXy8RO0KR4B+sa/Oz32FR7rG7bjWt9gx8/gd5Cw6IH1nKnI02Id7C63k+Nz6ay1SYrZuC8Fgp/REREREREpEuZCVlMGzWR8zIvxrahsrGC8oZyjKP6phRXLsNjeVheWczyymJ+9+E9RJlRwTAoP+t0Zg+Z22FnMgmIP2Jb8k1uP/ndEP40+222uAOVRDMSHR0+ZwNJtGkwIc5kk9tiQ6OfrJiBsxhq4DxTERERERER6RaZCVnMH7Yg5Jht20xJm9ahGqg9DPrdh/fwuX8tZvxfh/OXdX/uzeH2Ke3bvm9vsmi1Pv3SpI2Nfnw2pLsMsgdQ2HEsU9qWve1tsSiq9rL0sJdVdT7qvFaYR9azVPkjIiIiIiIin5phGPz2zHsBqGjYG9xWvriykN31u4LXtfpbyUoYHnLfA+79PLbxb8FlYgO5MmhIlMEgl0F127bv0z5Fj55Wyw72D5qeNLCrftolOQ0GOQ2qfTalTRbtr8j6Bj/5qU4m9NNG0Ap/REREREREpFtlJWbz+Zwr+XzOlQDsbSgPbC1fEdhefkHmwpDrCyve57cf/prffvhroh3RzB4S2jNoIIVBRltj4sIaH5sb/ZyWcOrbvm9q9OO1IdVlMFJVPwDUeS2qfZ9UVB1ZW1VU42NotEmSs/+FZAp/REREREREpEdlJw7nipyruCLnqk7Pl1QUBf+/1d8aCIoqi4Jh0Jwh88jNyuf07LM6LDfrj8a0bfve6IfyFouRsSdfjeKxbDY0qNfP0ba2Vfsca0FdqdvP3OT+F5X0v2ckIiIiIiIifcrNc29lQWYuJRVFnS4TK64MLB9bUVnCC5e8EnJfv+XHYfavpTrt276va/CzsdF/SuHP5kY/HhuS25pIS0Cjr+s+Ssc731cp/BEREREREZGwykzICqkMKm/YE1wiVlxZxJ62MCg3Kz/kfpZtMevxKYxNGRdcJjZryByiHdG9/RS63cR4B+sb/OxrtanxWqS6TjzA8Vo2G9p7/SSe+rKx/ijhOEu6jne+r1L4IyIiIiIiIhFleOIIvjDxar4w8WrgkzBo1pA5IddtPryJfe5K9rkrKapYBqsgxhHDnKHz+nwYlOg0GBlrsqvZYlOjn7zUEw9/St1+WixIdMDYOFX9HGlCnMn6tuVwnclRw2cRERERERGR3tceBh2tqvkgIxJHsqdhd/BYi7+FooplIWHQ3KHzefi8x0iNGdSbw/7UJsc72NVssb3JYk6yTbR5/KoUn20Hw41piU5V/Rwl2WWSn+qkqMbX4Vx+qrNfNnsGhT8iIiIiIiLSR505fBEfXrOePfW7g02iiysKKW/YE7ymxd/C5uqNpESnhty3pKII0zCZOWR2xFYGDY02SHUa1Phstrr9TD2Bbd+3uS2aLIh3wPh4Vf10ZkK8g6HRJqVuP40+mwRnoMdSfw1+QOGPiIiIiIiI9HEjkkYyImkkV078IkAwDCquKKS4opBZQ+Z02O3qnlW/ZHllcbAyKC+rgNysAmYOnhUxYZBhGExOcFBcG9j2fcpxtn332zYfNwQqWqYlOnGo6ueYkpxGv9zV61gGzjMVERERERGRAeHoMKjZ1xxyvtnXzEf7VwGByqDCivcprHgfgFhnLHOGzicvM5/crAJmDZ5NlCOqd5/AEcbGmayqgwY/7G2xGNHFzl9lTRZuP8SaMEFVP3IEfTWIiIiIiIhIvxbrjA25bds2vz3zPr6QczXZCcNDzjX7minc+x6/XnkXF//zPP694+XeHGoHLtMINiHe1HjsRsWWbbO2PlD1MzXRgVNVP3IEVf6IiIiIiIjIgBLniuPKiV/kyolfxLZt9jTspqSiiOLKwDKxisa9wWtzswpC7vvGztd4eP2DwcqgmYNn9Xhl0KQEB+sb/VS02tR6LVI62fZ9R7NFgx+izcA28SJHUvgjIiIiIiIiA5ZhGIxMGsXIpFFcNelLwTCouKKQbTVbGRI3JOT698rfYdnepSzbuxQIVBXNHbqAvMx88rJOZ8bgmd0eBiU6DUbEmOxpCWz7nnvUtu+2bfNxfaAq6LQEB64T2BVMBhaFPyIiIiIiIiJtjgyDOrO9dnvI7WZfc0gYFOeMY+7Q+VyRcxWfz7my28Y1JcHBnpZPtn2POiLg2dVsUeuziTJgcoKqfqQj9fwREREREREROUHPXfQSK7/4Mfee9Sc+P+FKMuOzQs43+Zp4f+9SttduDTlu2zYf7l+Jx+85pY87LNogxWngtWGb28/725eS/4e5vLftXdY2BKp+piQ4QkIhkXaq/BERERERERE5QYZhMCp5NKOSR3P1pGuwbZtd9TtDegbtc1eSmxnaK6isdjsXvHgOcc445g1bQF5mAblZ+czImIXL4Tqhjzs5wUFJrY+NjX4e/s/P2FpVys/e+DlfWvIfokyDKYmq+pHOKfwREREREREROUWGYTA6eQyjk8fwxcnXBsOgYfGZIdcVVxYCgcqg98rf5b3ydwGIc8Yzb9h88jILyMsqYHrGzGOGQePiTD6sg492vsvaijUAbNq3hm3lS7l8yrlEq+pHjkHLvkRERERERES6SXsYFOOMCTk+NmUcl42/okMo1ORz8175u/zyg59zwYvnMPeJadi23elju0yDcXEmb35wN4bhaPt4Dt764G6mxOvtvRybKn9EREREREREelh+1unkZ52ObdvsrN8RWCZWUUhJZRH73JXB66ZlTMcwQit4frXiFyREJZCbmc/6fYeoqFobPGfbfvZWreWFTW9zzbTP9NbTkT5G4Y+IiIiIiIhILzEMgzHJYxmTPJYvTf5yhzDo9OwzQ673+D08tO4BmnxNYINR1XFpl2E4+MM7d3HxpHNIdqkCSDpS+CMiIiIiIiISJkeHQUdbV7U2EPwAtILt6bgkrL365+E1z3PTvCt6esjSBykSFBEREREREYlQs4fMZcXVq/ntGfeR0Jza5bVPF/8hpF9QfWsdXr+3p4cofYDCHxEREREREZEIZRgGY1LGke0aTqO7pstr91RtZOm2d4K3f/vhPUz420iufPVS/nf1H/jowCp8lq+nhywRSMu+RERERERERCKYbdv8+q27MA0Hlu0/5nWm4eDXb93FWePPxjAMiisKcXsbeXfP27y7520A4l0JLBi2kNysAvIy85mWMQOnqWigv1Plj4iIiIiIiEgEW7rtHdZWrO4y+AGwbD9rK1azdNs7WLbFhNQcBscNCbnG7W3knT1vcefy2zn/hUVM+OtIntj0WE8OXyKA4j0RERERERGRCNVe9eMwHPiPE/4AOI6o/vnzuQ9j2zY76rZTVFFISUUhxZVFHGw6ELy+0dvAkKMCon2Nlbyw7TnyMvOZmjFdlUH9gD6DIiIiIiIiIhGqvernRPmPqP5ZNOEcDMNgbMp4xqaM58tTvoZt25TVbqe4MhAGrdi3nAWZuSGP8V75u/xi+U8BSHAlhiwTUxjUN+kzJiIiIiIiIhKB2qt+DMPEtq0Tvp9hmCG9f0LPGYxLHc+41E/CoKOvKa4sDP5/o7eBt/e8ydt73gQgMSopEAZlFnB69hlMzZj+KZ6h9BaFPyIiIiIiIiIRyOP3UFG396SCHwDbtqis24vH7yHaGd3ltUcHPwA3zv4Bc4bMo6SykOKKIqqaDwbPNXjqeWv3f3hr939YNOIc/nHhi0d97I5hkoSfwh8RERERERGRCBTtjObNb73HYfehk75vekLGcYOfYxmTMo4xKeP4ymnXYds222q2ti0TK6K4spBDzVUA5GYWhNzPZ/mY98R0JqdNCS4TOy19Gg7TcUrjkO6j8EdEREREREQkQmWlZJOVkh22j28YBhMG5TBhUA5fPe3rIWFQQdYZIdduOLSOvY3l7G0s583dbwCBZWILh+UqDAozhT8iIiIiIiIickKODIOOtt+9n/TYjGBlEASWib25+41gGJQUlcyCYQv5v3P/SkJUYq+Ne6BT+CMiIiIiIiIin9r5oy/gvFGfDVYGFVcUUlJZyKHmT5at1XvqWH9oHfGuhJD7rti3nDhnLFPSpqoyqAco/BERERERERGRbtHZMrGtNaXBnkEllYXkZuZ3aAr985Lb+OjAKpKiklmYmUtuZgF5WfkKg7qJwh8RERERERER6RGGYZAzaCI5gybytdO+gW3buL2NIdc0ehtZe3A1EKgM+s+u1/nPrtcBSI5OaesZlE9eZgGT005TGHQKzHAPQEREREREREQGBsMwOvb6sW3uyr+Hi8YuIS0mLeRUXWstb+x6jduLf8zZzxXwxq7XenG0/Ycqf0REREREREQkbBKiErlu6n9x3dT/wrItSqu3UFJZSHFFEcsrizjccjh47cLM3JD7vrbjVf5R+iR5mfnkZhUwJe00TEN1LkdT+CMiIiIiIiIiEcE0TCalTWZS2mSum/r/QsKgXXU7GXRUZdA7e97kjZ3/5o2d/wYgJTqFBZl55GXmk5d1OpPTpigMog+EP8899xz3338/tbW1TJs2jV/96lcMHz6crVu38qMf/Yg9e/Zw+eWX88Mf/rBDwygRERERERER6buODIM6s+nwhpDbta21HcKghZn5fH7ClVw49uIeH2+kiuj4a8+ePfzpT3/igQce4PXXX2f48OHceuuteDwerr/+eqZMmcILL7xAWVkZL774YriHKyIiIiIiIiK96N+Xvs37X1jB3QX/w4VjLmFQzKCQ87Wttby+81W2VG8KOW7ZFhsOre/NoYZVRIc/mzZtYvr06UyZMoXMzEwuu+wydu/ezbJly2hsbORHP/oRI0aM4MYbb+T5558P93BFREREREREpBe1VwZdN/X/8bfzH2fTV3fw3heW86v837B4zMXBMCgvqyDkfluqN/P/3vxqOIYcFhG97GvcuHGsWLGCzZs3k52dzVNPPUVeXh5btmxh+vTpxMbGApCTk0NZWVmXj9WXV4S1j70vPweRnqZ5ItI1zRGRrmmOiHRNc0T6CodhMiV9ClPSp/CN6ddj2RZbqjczNmVcyNdvSWUheVkF3fo1HcnzJOLDn/POO48lS5YAkJ2dzXPPPcdDDz1EdnZ28DrDMDBNk7q6OpKTkzs8zqBB8TgcEV3kdELS0hKPf5HIAKd5ItI1zRGRrmmOiHRNc0T6osEZCzocmz58CgXjFpKe3v1f05E4TyI6/Fm3bh1Lly7l2WefZcyYMTz88MN84xvfYMGCBURFRYVcGx0dTUtLS6fhT3W1OyKTtxNlGIEvnsOHG7DtcI9GJDJpnoh0TXNEpGuaIyJd0xyR/mZeamAZ2KFDDd32mOGaJycSYEV0+PPqq6+yePFipk+fDsD3vvc9nn76ac477zy2bdsWcq3b7cblch3zsfrDNyjb7h/PQ6QnaZ6IdE1zRKRrmiMiXdMcETm+SJwnER3+WJZFTU1N8Lbb7aa5uRmn08natWuDx8vLy/F4PJ1W/YiIiIiIiIiIDGQR3Qhnzpw5vPXWWzz66KO88sorfOtb3yIjI4NrrrmGxsZGXnjhBQAefPBBcnNzcTgcYR6xiIiIiIiIiEhkiejKn/POO4+ysjIee+wxqqqqGD9+PPfffz8ul4u77rqLm266id/85jeYpsnjjz8e7uGKiIiIiIiIiEQcw7YjbSXaiauqqmLjxo1Mnz6d1NTULq7rvgZO4WAYgQZOhw6puZrIsWieiHRNc0Ska5ojIl3THBE5vnDNk4yMPt7w+XgyMjI488wzwz0MEREREREREZGIFdE9f0RERERERERE5NNR+CMiIiIiIiIi0o8p/BERERERERER6ccU/oiIiIiIiIiI9GMKf0RERERERERE+jGFPyIiIiIiIiIi/ZjCHxERERERERGRfkzhj4iIiIiIiIhIP6bwR0RERERERESkH1P4IyIiIiIiIiLSjyn8ERERERERERHpxxT+iIiIiIiIiIj0Ywp/RERERERERET6MYU/IiIiIiIiIiL9mMIfEREREREREZF+TOGPiIiIiIiIiEg/Zti2bYd7ECIiIiIiIiIi0jNU+SMiIiIiIiIi0o8p/BERERERERER6ccU/oiIiIiIiIiI9GMKf0RERERERERE+jGFPyIiIiIyINXX1/Pxxx9TV1cX7qGIiIj0KIU/EW7r1q1cdtllzJ07l3vuuQdtziYSUF1dzaJFi9i7d2/wmOaLSMDbb7/N2WefzeTJk7nkkksoKysDNEdEjvT666+zaNEibrvtNs444wxef/11QPNEpDPXXXcdL774IgArV67ks5/9LPPnz+eRRx4J88hEwueuu+4iJycn+O/cc88FIvfniMKfCObxeLj++uuZMmUKL7zwAmVlZcFvuiIDWXV1Nddffz0VFRXBY5ovIgF79uzhxz/+MTfddBPLli1j1KhR/OQnP9EcETlCQ0MDP//5z3niiSd45ZVXuP322/mf//kfzRORTrz88ssUFRUBgd/BvvnNb7J48WKeeeYZXnnlFVasWBHmEYqEx4YNG3jooYdYtWoVq1at4p///GdE/xxR+BPBli1bRmNjIz/60Y8YMWIEN954I88//3y4hyUSdjfeeCMXXnhhyDHNF5GAsrIybrrpJi644ALS09O56qqr2Lx5s+aIyBEaGxv58Y9/zMSJEwGYPHkyNTU1miciR6mtreWee+5h9OjRQCAIGjx4MN/+9rcZNWoU3/rWtzRHZEDy+Xxs27aNOXPmkJSURFJSEgkJCRH9c0ThTwTbsmUL06dPJzY2FoCcnJxg6b7IQHbnnXdy7bXXhhzTfBEJOOuss/jCF74QvL1z505GjhypOSJyhGHDhnHxxRcD4PV6eeyxxzj33HM1T0SOcs8993DOOecwY8YMAEpLS5k/fz6GYQAwbdo0Nm7cGMYRioTH1q1bsSyLJUuWMG3aNK677joqKysj+ueIwp8I1tjYSHZ2dvC2YRiYpqmmhDLgDR8+vMMxzReRjjweD4888ghXXnml5ohIJ7Zs2UJ+fj6FhYXcdtttmiciR1ixYgXLly/nBz/4QfDY0XMkISGBgwcPhmN4ImG1fft2Ro8ezW9+8xtefvllnE4nP/3pTyP654jCnwjmcDiIiooKORYdHU1LS0uYRiQSuTRfRDr64x//SGxsLJ///Oc1R0Q6kZOTw1//+ldGjhzJbbfdpnki0qa1tZU77riDn/3sZyQkJASPHz1HND9koLr44ot58cUXmTlzJqNGjeKOO+6gpKQEy7Ii9ueIwp8IlpycTHV1dcgxt9uNy+UK04hEIpfmi0io5cuX8+STT/K73/0Ol8ulOSLSCcMwOO200/j1r3/Nm2++qXki0uaBBx7gtNNO48wzzww5fvQc0fwQCUhLS8OyLNLT0yP254gz3AOQY5s6dSrPPfdc8HZ5eTkej4fk5OQwjkokMmm+iHyivLycm266idtvv51x48YBmiMiR1q5ciVLly7llltuASAqKgrDMBg7dqzmiQjwyiuvUFNTw5w5cwBoaWnh9ddfB2DmzJnB6zZt2sSQIUPCMkaRcLrnnnuYPHkyF110EQBr1qzBNE1ycnIi9ueIKn8i2Ny5c2lsbOSFF14A4MEHHyQ3NxeHwxHmkYlEHs0XkYCWlhauv/56zj77bM4991zcbjdut5s5c+Zojoi0GTVqFM8++yzPPPMM+/bt4/e//z15eXmcccYZmiciwFNPPcUrr7zCSy+9xEsvvcSiRYu44YYbWLp0KatXr6akpASv18vDDz9Mfn5+uIcr0usmTpzIvffey/LlyykqKuKOO+5gyZIl5OXlRezPEcO2bTvcg5Bje+edd7jpppuIjo7GNE0ef/zx4F9xRQa6nJwc3nnnnWBTNc0XEXj77bf59re/3eH4O++8Q2lpqeaISJvi4mJ+9atfsW/fPvLz8/nZz37GoEGD9LNEpBO33nor8+bN49JLL+Xpp5/ml7/8JXFxcSQmJvLMM8+Qnp4e7iGK9Lrf/e53PP300zgcDi666CJuvPFG4uLiIvbniMKfPqCqqoqNGzcyffp0UlNTwz0ckYim+SLSNc0RkePTPBHpWnl5OTt27GDOnDnEx8eHezgiEScSf44o/BERERERERER6cfU80dEREREREREpB9T+CMiIiIiIiIi0o8p/BERERERERER6ccU/oiIiIiIiIiI9GMKf0REREROkdfrDfcQRERERI5L4Y+IiIhIF9566y0WLVqEx+MJOV5SUsKiRYvYu3cvAB6Ph+bmZnw+36f6eGVlZbz88suf6jFEREREjuQM9wBEREREeltVVRWtra0hxxISEkhJSelwrdfrpaKiAqcz9NemWbNmkZ6ezve//32eeuopHn74Ye67775jfsyzzz6bBx544LhjW716NQ888AAXX3zxiT0ZERERkeNQ+CMiIiIDzk033cQHH3wQcuzaa6/lJz/5SYdrHQ4HhmFgmp8UTNfW1hIVFcXdd9/NX/7yF6qqqrj66qu56KKLiIqKwuVyhTzG7bffjsPh6HQsy5Yt4/rrr2ft2rVERUUFr9u9e3fwGq/XS0xMDNnZ2af8nEVERGTgUvgjIiIiA47T6eTyyy/nl7/8JQBXXHEFTqeTLVu24PF4cDqdmKaJaZrs378fwzDYvHkzzc3NTJ8+nUsvvZTzzjuPW265hd/97nfBx+2scgjA5XIdM/yJiorCsiyioqIAgh/ziiuuCF7j8Xg444wzuPfee7vnBRAREZEBReGPiIiIDDhHL+GCQIXPL37xCzZv3hwMfkzTxOv1YlkW11xzDa2trZSUlJCQkEBMTAwQCGZaWlo6/TgJCQkhFUOdObqqCCA7O5u33nrrFJ+diIiISCiFPyIiIjLgdBbImKbJU0891eH422+/zQ033MCHH34YPNZeGQTwn//8h5tvvrnTj/Paa68xduzYDsfbm0cfvTwMAmFQZyzLwuPxEB0dfcxrRERERDqj8EdEREQGpOeff57nn38+eHvhwoUAuN1umpqayMjIOKHHiYmJISUlJaSH0P79+znjjDOCS7mO9uCDD3L//feHHMvJyenydruioqITHpuIiIgIKPwRERGRAcg0TS644AJuuukmAL7zne8Ez33lK19h5MiR/Pa3vz2hx2qvwqmvrw8ea2xsDDl3tCuuuILFixcTFxfXoRdQaWkpq1ev5qqrrgo53l75M2jQoBMal4iIiEi7rhehi4iIiPRDlmURFxdHdnY22dnZIRU6X/rSl3jttddCdts6ntraWubOnRv8t3jx4i6vHzJkCGPGjGHo0KFkZGTw/PPP89Zbb5GRkUFlZSVPP/00GRkZIf/Ky8sZPnz4MRtHi4iIiByLwh8REREZcCzLOua5xYsXk5yczIMPPnjCj5eSkkJpaWnw3/vvv3/C9/3Pf/7DfffdR0NDAxDY/Ss6Ojrkmscff5wvfelLFBUVnfDjioiIiLTTsi8REREZcCzLoqmpib179wKBBsztgZDT6eQnP/kJkydPPqHHsm37lM4BvPXWW9x8883cfPPNfP3rXwc67v719ttvc/fdd/OVr3yF/Pz8ExqTiIiIyJEU/oiIiMiAY1kWr732Gq+99lrwWHvDZ4ALL7zwhB+rtbWV2traThs0t+/q1ZmXXnqJH//4x9xwww3B4Odozz//PHfccQdf/vKXueWWW054TCIiIiJHUvgjIiIiA47f7+fyyy/nl7/8JRDo83MyLMsKVvV85jOfYdWqVZ1el5CQAHReAWRZFjfffDNf+9rXOpxraWnhe9/7Hu+88w633XZbh+bPIiIiIidD4Y+IiIgMOCkpKSQnJwdvP/HEE8e8tra2tsOuXU1NTXi9XiDQo+dYW7qXlZVRVlbG2rVrOyzZuvTSS0NuV1RUsGbNGp555hkOHz5MY2MjL7/8MqNHjz6p5yYiIiJyNIU/IiIiMuDcd999x71m48aNfOtb36K6uppJkyaFnDsy/OlKZWUl3/3udxk2bBhLliwJHi8vL+fuu+/G7XZz8OBB9u3bR3NzM6NGjeKss87izjvvZOzYsSf9vEREREQ6Y9jH60QoIiIiMkD97W9/Y9iwYRQUFASXcJ2M1tZWqqqqyM7O7nDu3nvvxePxkJWVxZgxY8jJyWHQoEHdMWwRERGREAp/RERERERERET6MfP4l4iIiIiIiIiISF+l8EdEREREREREpB9T+CMiIiIiIiIi0o8p/BERERERERER6ccU/oiIiIiIiIiI9GMKf0RERERERERE+jGFPyIiIiIiIiIi/ZjCHxERERERERGRfuz/A930CdAjICCJAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 9
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}