{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualization" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from hbayes import BayesianOptimization\n", "from hbayes import UtilityFunction\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib import gridspec\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Target Function\n", "\n", "Lets create a target 1-D function with multiple local maxima to test and visualize how the [BayesianOptimization](https://github.com/fmfn/BayesianOptimization) package works. The target function we will try to maximize is the following:\n", "\n", "$$f(x) = e^{-(x - 2)^2} + e^{-\\frac{(x - 6)^2}{10}} + \\frac{1}{x^2 + 1}, $$ its maximum is at $x = 2$ and we will restrict the interval of interest to $x \\in (-2, 10)$.\n", "\n", "Notice that, in practice, this function is unknown, the only information we have is obtained by sequentialy probing it at different points. Bayesian Optimization works by contructing a posterior distribution of functions that best fit the data observed and chosing the next probing point by balancing exploration and exploitation." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def target(x):\n", " return np.exp(-(x - 2)**2) + np.exp(-(x - 6)**2/10) + 1/ (x**2 + 1)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-2, 10, 10000).reshape(-1, 1)\n", "y = target(x)\n", "\n", "plt.plot(x, y);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a BayesianOptimization Object\n", "\n", "Enter the target function to be maximized, its variable(s) and their corresponding ranges. A minimum number of 2 initial guesses is necessary to kick start the algorithms, these can either be random or user defined." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "optimizer = BayesianOptimization(target, {'x': (-2, 10)}, random_state=27)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example we will use the Upper Confidence Bound (UCB) as our utility function. It has the free parameter\n", "$\\kappa$ which control the balance between exploration and exploitation; we will set $\\kappa=5$ which, in this case, makes the algorithm quite bold." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| 1 | 0.8198 | 3.109 |\n", "| 2 | 0.746 | 7.775 |\n", "=====================================\n" ] } ], "source": [ "optimizer.maximize(init_points=2, n_iter=0, kappa=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting and visualizing the algorithm at each step" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's first define a couple functions to make plotting easier" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def posterior(optimizer, x_obs, y_obs, grid):\n", " optimizer._gp.fit(x_obs, y_obs)\n", "\n", " mu, sigma = optimizer._gp.predict(grid, return_std=True)\n", " return mu, sigma\n", "\n", "def plot_gp(optimizer, x, y):\n", " fig = plt.figure(figsize=(16, 10))\n", " steps = len(optimizer.space)\n", " fig.suptitle(\n", " 'Gaussian Process and Utility Function After {} Steps'.format(steps),\n", " fontdict={'size':30}\n", " )\n", " \n", " gs = gridspec.GridSpec(2, 1, height_ratios=[3, 1]) \n", " axis = plt.subplot(gs[0])\n", " acq = plt.subplot(gs[1])\n", " \n", " x_obs = np.array([[res[\"params\"][\"x\"]] for res in optimizer.res])\n", " y_obs = np.array([res[\"target\"] for res in optimizer.res])\n", " \n", " mu, sigma = posterior(optimizer, x_obs, y_obs, x)\n", " axis.plot(x, y, linewidth=3, label='Target')\n", " axis.plot(x_obs.flatten(), y_obs, 'D', markersize=8, label=u'Observations', color='r')\n", " axis.plot(x, mu, '--', color='k', label='Prediction')\n", "\n", " axis.fill(np.concatenate([x, x[::-1]]), \n", " np.concatenate([mu - 1.9600 * sigma, (mu + 1.9600 * sigma)[::-1]]),\n", " alpha=.6, fc='c', ec='None', label='95% confidence interval')\n", " \n", " axis.set_xlim((-2, 10))\n", " axis.set_ylim((None, None))\n", " axis.set_ylabel('f(x)', fontdict={'size':20})\n", " axis.set_xlabel('x', fontdict={'size':20})\n", " \n", " utility_function = UtilityFunction(kind=\"ucb\", kappa=5, xi=0)\n", " utility = utility_function.utility(x, optimizer._gp, 0)\n", " acq.plot(x, utility, label='Utility Function', color='purple')\n", " acq.plot(x[np.argmax(utility)], np.max(utility), '*', markersize=15, \n", " label=u'Next Best Guess', markerfacecolor='gold', markeredgecolor='k', markeredgewidth=1)\n", " acq.set_xlim((-2, 10))\n", " acq.set_ylim((0, np.max(utility) + 0.5))\n", " acq.set_ylabel('Utility', fontdict={'size':20})\n", " acq.set_xlabel('x', fontdict={'size':20})\n", " \n", " axis.legend(loc=2, bbox_to_anchor=(1.01, 1), borderaxespad=0.)\n", " acq.legend(loc=2, bbox_to_anchor=(1.01, 1), borderaxespad=0.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Two random points\n", "\n", "After we probe two points at random, we can fit a Gaussian Process and start the bayesian optimization procedure. Two points should give us a uneventful posterior with the uncertainty growing as we go further from the observations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### After one step of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| 3 | 0.5109 | 8.642 |\n", "=====================================\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/hansbug/.pyenv/versions/3.6.3/lib/python3.6/site-packages/sklearn/gaussian_process/kernels.py:409: ConvergenceWarning: The optimal value found for dimension 0 of parameter length_scale is close to the specified lower bound 1e-05. Decreasing the bound and calling fit again may find a better value.\n", " ConvergenceWarning)\n" ] }, { "data": { "image/png": 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FiIiIiIiIiMiOGL4QEREREREREdkRwxciIiIiIiIiIjti+EJEREREREREZEcMX4iIiIiIiIiI7IjhCxERERERERGRHTF8ISIiIiIiIiKyI4YvRERERERERER2xPCFiIiIiIiIiMiOGL4QEREREREREdkRwxciIiIiIiIiIjti+EJEREREREREZEcMX4iIiIiIiIiI7IjhCxERERERERGRHTF8ISIiIiIiIiKyI4YvRERERERERER2xPCFiIiIiIiIiMiOGL4QEREREREREdkRwxciIiIiIiIiIjti+EJEREREREREZEcMX4iIiIiIiIiI7IjhCxERERERERGRHTF8ISIiIiIiIiKyI4YvRERERERERER2xPCFiIiIiIiIiMiOGL4QEREREREREdkRwxciIiIiIiIiIjti+EJEREREREREZEcMX4iIiIiIiIiI7IjhCxERERERERGRHTF8ISIiIiIiIiKyI4YvRERERERERER2xPCFiIiIiIiIiMiOGL4QEREREREREdkRwxciIiIiIiIiIjti+EJEREREREREZEcMX4iIiIiIiIiI7IjhCxERERERERGRHTF8ISIiIiIiIiKyI4YvRERERERERER2xPCFiIiIiIiIiMiOGL4QEREREREREdkRwxciIiIiIiIiIjti+EJEREREREREZEcMX4iIiIiIiIiI7IjhCxERERERERGRHenULsAefH19ZWRkpNplEBERERERkR3s27evUkrp188+/jqd7kUAiWDDA7IvM4CjRqPxthkzZpT3tMOYDF8iIyORlpamdhlERERERERkB0KIvP720el0LwYGBsb7+fnVaDQaORx10fhkNptFRUVFQmlp6YsALutpH6Z/RERERERENBYl+vn51TN4IXvTaDTSz8+vDkorq573GcZ6iIiIiIiIiIaLhsELDRfLudZrxsLwhYiIiIiIiIjIjsbkmC9EREREREREaiotLdUuXrw4FgAqKyv1Go1Gent7GwHg4MGDxwwGw5C1yqmsrNS++OKL3g8++GDFUN0mDS22fCEiIiIiIiIaYoGBgabMzMyMzMzMjDVr1lSsW7eurHO5r+Clo6Nj0PdVVVWlfemll/zPqWCyK4YvRERERERERMPgySef9E1MTIyPjY1NWLZs2aSGhgYNAKxatSry+uuvD09KSoq78847Q9PT0x2Tk5PjYmJiEu6+++5gZ2fnaZ238fvf/z4gMTExPiYmJuHee+8NBoD7778/tKCgwDEuLi5h7dq1oWo9Puodux0RERERERHRmBb54Gcz7HXbuX9duW+g+95www01999/fyUA3H333cEbNmzw/e1vf1sOACUlJQ779+/P1Ol0OP/886Puuuuu8rVr11Y//vjjfp3Hf/DBB+45OTmGw4cPH5NS4sILL4z64osvXJ988snCSy65xCkzMzNj6B8hDQW2fCEiIiIiIiIaBvv27XOaMWNGbExMTML777/vk56ebujcduWVV9bodEr7iAMHDrjecsst1QBw2223VXXus2XLFvcdO3a4JyQkJEyePDnhxIkThszMTMMZd0QjDlu+EBEREREREQ2DO+64Y8KmTZty5s6d27Jhwwaf7du3u3Vuc3V1Nfd3vJQSv/zlL0t+9atfVdquz8rKcrBHvTR0GL4QERERERHRmDaYrkH21NzcrAkPD+9oa2sTb7/9tndQUFCPo+tOnTq18dVXX/W6/fbba15++WXvzvUrVqyo/+Mf/xh8xx13VHt4eJhPnTqld3BwkB4eHqampib2bBnB+MshIiIiIiIiGgYPPvhg8axZs+JTUlLioqOjW3vb7+mnny54+umnA2JiYhJycnIMrq6uJgC48sor61evXl09c+bMuJiYmIQrrrhiUm1trTYwMNA0Y8aMxujo6MkccHdkElIO2dTiI0ZKSopMS0tTuwwiIiIiIiKyAyHEPillSl/7HDp0KDc5Obmyr31GqoaGBo2Li4tZo9Hg+eef93rnnXe8v/766xNq10V9O3TokG9ycnJkT9vY7YiIiIiIiIhoBPnxxx+d77nnnnApJdzd3U2vvvpqrto10blRNXwRQrwM4BIA5VLKxD72mwlgF4BrpZSbhqs+IqKh0tphQkZJPfKqmlDX3AEhBPzdHDHJ3xVRfq7QaITaJRIRERHRCLF8+fLGrKwsThs9hqjd8uVVAM8AeK23HYQQWgB/A/DVMNVERDQkTGaJbzLL8faefPx4ohKtHT0PYO/r6oilCf64cU4EJgd7DHOVRERERERkb6qGL1LKHUKIyH52+wWA9wHMtH9FRETnTkqJrzLK8H+fH0NuVXO/+1c2tuGtPQV4a08BFsX44Xcr4xEd4NbvcURERERENDqo3fKlT0KIEABXADgf/YQvQog7ANwBAOHh4fYvjoioB+UNrfjVe4exPbvijG0TfF0QH+QGX1dHmMwSRbUtOFxYh+qmdus+27Mr8ENOJX5+fhTuviAKOi0npSMiIiIaNp9+6oa1ayPx3HO5uPTSBrXLobFjRIcvAJ4C8BsppVmIvsdDkFI+D+B5QJntyP6lERF19/3xCvzy7YOosglT3A063DAnAtfODEOEj8sZx5jMEvvza/DarjxsPlwMKZV1G74+jh9zKvGfG6bD390wnA+DiIiIaHz69FM3XH11FFpbNbj66ii8+24OAxgaKiP9kmoKgLeFELkArgLwrBDiJ6pWRETUg7f35OPmV/ZagxchgDVzI7D9V+fjN8vjegxeAECrEZgZ6Y2nr5uGz36xADMjvazb9uXV4IpndyK7jO/5RERERHZlG7wAsAYwn356Tn3BT5w4oV+yZMmkiIiIxLCwsMSf/exnYa2trWLDhg0+a9asUb3Lxv/+9z/Pffv2Wa/0/fKXvwz+6KOP2P/dDkZ0+CKlnCCljJRSRgLYBOAuKeVH6lZFRNTdhq+P48EPjsBkVhrd+bs54vVbZ+ORyxPh5eIw4NtJCHbH23fMxa+WxUJrmf2oqLYFq/6zE4cKau1ROhERERGdHrx0OscAxmw24yc/+UnUZZddVpuXl3f01KlTR5uamjT33HNPyJDUfZqOjo5BH/PRRx95Hj582Klz+amnnir+yU9+wit/dqBq+CKEeAvKFNKxQohCIcStQoh1Qoh1atZFRDRQz36Xg39szbYuJ4a4Y/Mv5uO8KN+zuj2tRuDn50fhpZ+mwMVBCwBoaDVizct7kFFcPyQ1ExEREZFFb8FLp3MIYD799FM3R0dH8z333FMFADqdDhs3bix45513fJubmzVFRUX6WbNmxUZERCTef//9QQBQX1+vWbx4cVRsbGxCdHT05BdeeMELAL7//nvnmTNnxk6ePDl+/vz50Xl5eXoAmDVrVuwtt9wSlpiYGP/ggw8GBQcHTzGZTOi8rcDAwKS2tjbx5JNP+iYmJsbHxsYmLFu2bFJDQ4Nm69atLtu2bfP83e9+FxoXF5eQnp7uuGrVqshXXnnFCwA+/vhjt/j4+ISYmJiE1atXR7a0tAgACAkJmXLvvfcGJyQkxMfExCQcOHDAAACfffaZa1xcXEJcXFxCfHx8Qk1NzYhu7DHcVH0ypJTXSSmDpJR6KWWolPIlKeVGKeXGHva9WUq5SY06iYh68t+duXh8S5Z1eUG0L96+Y+6QjNGyONYf76ydC09nPQCgrqUDN760G7mVTed820RERESE/oOXTmcZwBw5csQpOTm529SX3t7e5qCgoHaj0SgOHz7s8sknn+Skp6enf/LJJ947duxw/uCDD9wDAwM7srKyMo4fP55+5ZVX1re1tYm77747/OOPPz6Rnp5+7Kc//WnlAw88YG09097eLo4ePXrsySefLImPj2/+/PPP3QDgnXfe8Vi0aFGdo6OjvOGGG2qOHj16LCsrKyM2NrZlw4YNvkuXLm268MILax999NHCzMzMjMmTJ7d13mZzc7NYu3bthHfeeedEdnZ2htFoxBNPPOHXud3X19eYkZFx7JZbbqn461//GgAATz75ZOCGDRvyMjMzM1JTUzNdXV3Ng3m+xjomUUREZ+HrY2X446fp1uW5E33wwpoUuDoO3TjmiSEeeP3W2XAzKLdZ3dSOW/+7F3Utg29SSkRERESnWbs2st/gpVNrqwZr10YO5d3Pnz+/PjAw0OTq6ipXrlxZ891337lOnz695fvvv3e/8847Q7Zs2eLq4+NjOnz4sOPx48edLrjggpi4uLiEJ554Iqi4uFjfeTvXXXdddefPq1evrnnrrbe8AODdd9/1vvbaa2sAYN++fU4zZsyIjYmJSXj//fd90tPT+7xaeOjQIUNoaGhbUlJSGwDcfPPNVT/88IM1fLr++utrAGDWrFnNBQUFjgAwZ86cxgceeCDs0Ucf9a+srNTq9fqeb3ycYvhCRDRIWaUNuPutA5CWedWmh3vixZ+mwKDXDvl9JYZ44NWfzYKDTnm5PlHRhPVv7ofRxAsJREREROfkuedyYTAM7EOVwWDGc8/lDubmExMTWw4dOuRsu666ulpTUlLioNPp5Okz+gohkJSU1LZ///6MKVOmtPz+978PeeCBB4KklCIqKqolMzMzIzMzMyM7Ozvjxx9/PN55nJubm/UxXHfddbXbt2/3KCsr0x49etT50ksvrQeAO+64Y8IzzzyTn52dnfGb3/ymuK2t7ZyyAIPBIAFAp9NJo9EoAOCxxx4rffHFF/NaWlo0CxYsiOvsjkQKhi9ERINQ26y0PmlqV/rShng64YU1KXAZwhYvp5sR4YUnrkqyLn9/vBIbvj7exxFERERE1K9LL23Au+/m9BvAGAzms5l2+rLLLmtobW3VPPPMMz4AYDQacdddd4WtXr260tnZ2fzDDz+4l5WVaRsbG8Xnn3/uuWjRosbc3Fy9m5ub+a677qq+7777Sg8ePOiclJTUWl1drdu2bZsLALS1tYm0tLQegw0PDw9zUlJS09q1a8OXLFlSp9Mpn1Gbm5s14eHhHW1tbeLtt9/27tzf1dXVVF9ff0YukJyc3FpUVORw9OhRRwB47bXXfBYsWNDn409PT3ecNWtWy1/+8pfSpKSkpqNHjzJ8scHwhYhogKSUePD9IyisaQEAuDho8dLNKfBxdbT7fV8+NQR3XxBlXX762xzszKm0+/0SERERjWn9BTBnGbwAgEajwUcffZTzwQcfeEVERCROmDAh0dHR0bxhw4YiAEhKSmq67LLLJk2ePHnypZdeWrNw4cLmffv2OU2dOjU+Li4u4S9/+Uvwww8/XGIwGOTbb7994sEHHwyNjY1NmDx5csL27dtde7vfq6++uubjjz/2tu2O9OCDDxbPmjUrPiUlJS46Orq1c/0NN9xQvWHDhsD4+PiE9PR064daZ2dnuXHjxtzVq1dPiomJSdBoNHjggQcq+nq8jz/+uH90dPTkmJiYBL1eL6+66qq6wT5nY5mQne3mx5CUlBSZlpamdhlENMa8sTsPv/3wqHV5443TsTwxaNju32SWWPPybvyYUwUA8HNzxBf3LIDvMIQ/RERERCOJEGKflDKlr30OHTqUm5ycPLCrVT0NvnsOwQuNT4cOHfJNTk6O7GkbW74QEQ1AdlkDHvk0w7p805yIYQ1eAGUa6n9ePRU+Lg4AgIqGNjz88dF+jiIiIiKifp3eAobBCw0xhi9ERP0wmsy4/91DaDMq78VxgW747cp4VWrxdzfg71cnW5c/P1KKz4+UqFILERER0ZjSGcAEBbUzeKGhxvCFiKgfL/1wCkeKlC6rDjoNNlw3zS4zGw3U+bH+uCYlzLr88MdHUdPUrlo9RERERGPGpZc2oLj4CIMXGmoMX4iI+nCqsgn/2JptXf7lhdGICXBTsSLFQyvjEeCujPVS2diOP3+W0c8RRERERESkFoYvRES9MJslHnz/sLW70eRgd9y+YKLKVSk8nPR47Iop1uUP9hchLbe6jyOIiIiIiEgtDF+IiHrx4YEi7D6lBBpajcDfViVBrx05L5tL4gOwIjHQuvyHT9JhMo+9GeyIiIiIiEa7kfMtgohoBGlsM+KvWzKty7ctmIDEEA8VK+rZb1fGw6BXXsrTi+vx9t58lSsiIiIiok5arXZGXFxcQnR09OQVK1ZMbGhoOOvv4KtWrYp85ZVXvADgmmuuidi3b5+ht303b97stnXrVpfO5ccff9zvmWee8Tnb+6Zzx/CFiKgHT39zHBUNbQCAAHdH3H1BtMoV9SzUyxl3LoqyLj/xZRZqmzn4LhEREdFI4OjoaM7MzMw4fvx4ul6vl08++aSf7faOjo6zut133nknb8aMGa29bf/mm2/cvv/+e9fO5V//+tcV69evrzqrO6MhwfCFiOg0Jysa8fIPp6zLD10cDxdHnYoV9W3tookI9XICANQ2d+DZ706oXBERERERnW7+/PmNOTk5jps3b3abMWNG7AUXXBAVHR2daDQasXbt2tDExMT4mJiYhCeeeMIXAMxmM9asWRMeGRmZOG/evJjKykrrB9JZs2bF7tixwxkANm3a5J6QkBAfGxubMHfu3JisrCyH1157zW/jxo0BcXFxCVu2bHG97777gh9++OEAANi5c6dTcnJyXExMTMLSpUsnVVRUaDtv88477wyZMmVKfGRkZOKWLVtce3ocdHZG7rcJIiKV/HlzBjpMytgpKRFeuCw5WOWK+mbQa/HQxfG46439AIBXd+bi5nmRCPZ0UrkyIiIiopFj1qxZsaevu/LKK6sffPDBioaGBs2SJUvOaOp84403Vt59991VJSUlussvv3yS7bY9e/ZkDfS+Ozo68OWXX7pfdNFF9QCQkZHhfODAgfS4uLj2v//9774eHh6mo0ePHmtpaREzZ86Mu/TSS+t3797tnJOT45iTk3O0sLBQP2XKlMk333xzt9YrxcXFuvXr10d+9913mXFxce1lZWXagIAA05o1aypcXV1NjzzySBkAfPXVV+6dx9x8880T/vnPf+avXLmy8Ze//GXwb37zm+CXX365AACMRqM4cuTIsXfeecfjkUceCV6+fHk2aEiw5QsRkY2dJyrxbVYFAEAI4I+XTYYQQuWq+rciMRDJYZ4AgHajGf/cyvdJIiIiIrW1tbVp4uLiEqZMmZIQGhrafs8991QCQFJSUlNcXFw7AGzbts393Xff9YmLi0uYNm1afE1NjS4jI8Owfft2t6uvvrpap9MhMjKyY+7cuQ2n3/53333nMmvWrIbO2woICDD1VU9VVZW2oaFBu3LlykYAuP3226tSU1OtLVxWr15dAwDz5s1rKiwsdBi6Z4LY8oWIyEJKib9t6bqAcdX00BE5yG5PhBD4zfJYXP/CbgDA+/sLccfCiYgOcFO5MiIiIqKRoa+WKm5ubua+tgcFBRkH09KlU+eYL6evd3Z2Nnf+LKUUTz75ZP6qVavqbffZvHnzsH8QNRgMEgB0Oh1MJtPIvwI5irDlCxGRxZfppThUUAsAcNBpcO/SGHULGqR5k3yxMEYZw80sgce/HPTnAyIiIiIaZkuXLq37z3/+49fW1iYA4PDhw4719fWaRYsWNWzatMnbaDQiLy9Pn5qaesZVtcWLFzft2bPHLTMz0wEAysrKtADg5uZmamho0J6+v4+Pj8nd3d3UOZ7LSy+95DN37txG+z5CAtjyhYgIAGA0mbuFFT+dGzEqx0z5zfJY7MhWuk1tzSjDkcI6TAkdHa13iIiIiMaje++9tzI3N9dxypQp8VJK4e3t3fH555+fuOmmm2q//vpr96ioqMTg4OC2adOmnRGSBAcHGzds2JB7xRVXRJnNZvj4+HTs3Lnz+KpVq2qvuuqqSV988YXnU089lW97zCuvvHLqzjvvjLj77rs14eHhbW+99VbusD3YcUxIKdWuYcilpKTItLQ0tcsgolHk7T35ePCDIwAAN0cddvz6fHi5jM5uruvf3I/Nh0sAAEsTAvDCmhSVKyIiIiIaWkKIfVLKPj/kHDp0KDc5OblyuGoiOnTokG9ycnJkT9vY7YiIxr3WDhOe2nbcurx20cRRG7wAwC8u6Bqof2tGGTKK6/vYm4iIiIiI7I3hCxGNe++mFaC0vhUA4OvqiFvmT1C5onMTG+iGFYmB1uVnvj3ex95ERERERGRvDF+IaFxrM5rwn+9OWJfvWjwJzg6jfzis9RdEWX/+/EgpskrPmJmQiIiIiIiGCcMXIhrXNu0rREldV6uX62aFq1zR0Jgc7IGlCQHW5We+zVGxGiIiIiKi8Y3hCxGNW+1GM579tqvVy9qFE+HkcMaMfKPW3TZjv3x2uBgF1c0qVkNERERENH4xfCGicevDA4Uoqm0BAPi4OOCGOWOj1UunKaEeWBDtCwAwS+ClH06pXBERERER0fg0+gc2ICI6Cx0mc7euOLcvnDgmxno53R0LJ+L748oMi+/sLcAvL4yGp/PoncmJiIiI6Gxdn5ERMZS392ZCQl5/+/z5z3/2f+211/yklFizZk3Fww8/XA4A9913X/Drr7/u6+3tbQSAP/3pT0XXXHNN3VdffeWyfv36CAcHB/nWW2+dnDJlSltlZaX28ssvn7hjx47jWq39Wmm//PLLXo8++miwn59fxxNPPFH48ssv+7z66qsFp+8XEhIyJS0t7VhQUJDRbsX04Jprron49a9/XTZjxozW3vb53//+55mQkNDa1z5DYcOGDT5paWkur732Wv5Ajxl73zSIiAbg44PFKKhWWr14Oetx05whfS8eMeZH+SI+yB3HSurR0mHC66l5WG/THYmIiIiI7GPv3r2G1157zW///v3HDAaDedGiRTFXXnllXWJiYhsArFu3ruyRRx4psz3m73//e+AXX3xxPCcnx3HDhg1+L7zwQuFDDz0U9P/+3/8rtWfwAgCvvPKK73/+85+8ZcuWNQLAwoULR1Sf9XfeeaffsOujjz7yNBqNdYMJXzo6OqDX68+tuAFgtyMiGnfMZonntneN9XLr/AlwcRybWbQQAncs7Jo6+9WdeWjtMKlYEREREdH4cOTIEadp06Y1urm5mfV6Pc4777yGt99+27OvY/R6vWxqatI0NTVp9Hq9TE9PdywqKnK45JJLep26cvv27c7Tpk2Li42NTZgyZUp8TU2Nprm5WVx11VWRMTExCfHx8QmffvqpG6C02LjooosmLViwIDoiIiJx3bp1oQDwwAMPBO3bt8917dq1kWvXrg3dvHmz2/nnnx8FAKWlpdrzzjsvOioqavI111wTIaW03vezzz7rPWXKlPi4uLiE66+/PsJoVBrDODs7T/vFL34REhsbm5CcnBxXUFCgA4CCggLd0qVLJ8XGxibExsYmbN261aWv27E1a9as2B07djj3dvtbt2512bZtm+fvfve70Li4uIT09HTH9PR0xwULFkRPnjw5fsaMGbEHDhwwAMCqVasir7/++vCkpKS4O++8MzQkJGRKZWWlNd2KiIhILCgo0L355pseSUlJcfHx8Qnz5s2L6XwcZ4PhCxGNO99mleN4eSMAwNVRhzXzItUtyM4uSQpGoLsBAFDZ2IaPDhSpXBERERHR2Dd16tSWPXv2uJWWlmobGho0W7du9SgoKLD2/37ppZf8Y2JiElavXh1ZUVGhBYDf/va3JTfddNOEv/3tb4H3339/+W9+85uQv/71r71+eGttbRU33HDDpKeeeio/KysrY/v27Vmurq7mv/3tb/5CCGRnZ2e8+eabJ++4447I5uZmAQAZGRnOH3300cljx46lf/LJJ145OTn6v//97yWJiYnNr7322snnnnuu0PY+HnzwweC5c+c25uTkpF9xxRW1JSUlDgCwf/9+w6ZNm7zT0tIyMzMzMzQajdy4caMPALS0tGjmzp3bmJWVlTF37tzGp59+2g8A1q1bF75gwYKGrKysjPT09Izp06e39nU7venp9pcuXdp04YUX1j766KOFmZmZGZMnT2677bbbIp599tn89PT0Y0888UThnXfeaR3ksaSkxGH//v2ZL774YuFFF11U+8Ybb3gCwDfffOMSEhLSHhYWZly6dGnjwYMHM48dO5Zx1VVXVT/yyCOBgzwNrBi+ENG489z2k9afr58dDneD/ZsZqkmv1eCW+ZHW5ee/PwmzWfZ+ABERERGds+nTp7fec889pUuWLIk5//zzoydPntzc2XXo3nvvLc/Lyzty7NixjMDAwI677rorDADmzZvXcujQoczdu3dnZ2dnOwYEBHRIKbFy5cqJl19++YTTW14cPnzY4O/v37Fo0aJmAPD29jbr9Xrs3LnT9aabbqoCgGnTprUGBwe3HzlyxAAA8+fPr/fx8TE5OzvLqKio1hMnTjj29ThSU1PdbrnllioAuPbaa+vc3d1NALBlyxa3o0ePOicnJ8fHxcUl/PDDD+4nT550BJQWPNdee20dAMyYMaMpLy/PAQB27tzp9qtf/aoCAHQ6HXx8fEx93U5vert9W3V1dZoDBw64rl69elJcXFzCXXfdFVFeXm794H/llVfW6HTK03n99ddXb9q0yRsA3njjDe9Vq1ZVA8CpU6ccFixYEB0TE5OwYcOGwMzMTKe+6urL2GxnT0TUi/35NdiTWw0A0GkEfnZepLoFDZPrZoXj6a9z0NBmxMmKJuw4XoHFsf5ql0VEREQ0pt17772V9957byUArF+/PiQ0NLQdAMLCwqz9atavX19xySWXdBuUz2w249FHHw364IMPTt5+++3h//znPwuPHz/u8Pjjjwc8/fTT59SM2cHBwXoVTqvVyo6ODnE2tyOlFKtXr67697//fUY9Op1OajSazp9hNBp7vY++bqc3A7l9k8kENzc3Y2ZmZkZPt+Hq6mru/HnJkiVNt956q2NxcbFuy5Ytnn/5y1+KAWD9+vXh99xzT+kNN9xQt3nzZrdHHnkkeKA1no4tX4hoXHneptXL5VNDEORx1uH1qOJm0GN1Sph1+b87c9UrhoiIiGicKCoq0gHA8ePHHT777DPP2267rRoA8vLyrC0w3n77bc/Y2NgW2+P+/e9/+yxbtqwuICDA1NLSotFoNFKr1aK5ubnbd/ikpKTW8vJy/fbt250BoKamRtPR0YHzzjuv8fXXX/cGgMOHDzuWlJQ4JCUlndUMQHPmzGl49dVXfQDg3Xffda+vr9cCwPLly+s3b97s1fkYy8rKtNnZ2X1Oq3neeec1PPHEE34AYDQaUVVVpT2b2+mNq6urqb6+XgMorYBCQ0PbX375ZS9ACbR27drV44d/jUaDFStW1N51111hUVFRLYGBgSYAaGho0IaHh3cAQOdzcLbY8oWIxo1TlU34MqPUunzHwokqVjP81syNwCs7T0FK4LvsCuRWNiHS10XtsoiIiIiGxUCmhh5ql1122aTa2lqdTqeTTz31VL6vr68JAO65557QjIwMJwAIDQ1tf+WVV6y1NTQ0aF5//XWfHTt2HAeA+++/v+ziiy+O1uv18s033zxpe/sGg0G+8cYbJ+6+++7w1tZWjcFgMO/YsSP717/+dfmaNWsiYmJiErRaLZ577rlcJyens+p3/te//rV41apVE6OioianpKQ0BgUFtQPAjBkzWn/3u98VLVmyJMZsNkOv18sNGzbkx8TEtPd2W//5z3/yb7755oiYmBhfjUaDZ555Ju/CCy9sGuzt9OaGG26ovvPOOyM3btwYsGnTphNvvfXWydtvvz3ib3/7W5DRaBRXXHFF9dy5c1t6O3bRokXxGzZsyO1c99vf/rb4uuuum+Th4WGcP39+Q35+fp/dofoibEcqHitSUlJkWlqa2mUQ0Qjz0IdH8ObufADA+bF+eOVns1SuaPj97JU9+DarAoAyy9PvL0lQuSIiIiKiwRNC7JNSpvS1z6FDh3KTk5Mrh6smokOHDvkmJydH9rSN3Y6IaFyoaGjDpn1dA7ffsXCSitWo56c2Mzu9m1aAprYzp/EjIiIiIqKhxfCFiMaF13blot2ojKmVFOqBORO9Va5IHQuj/TDB0tWoodWIDzntNBERERGR3TF8IaIxr7XDhNdTu7r4rl04CUKc1aDuo55GI3DTnAjr8mu7cjEWu58SERERATCbzebx+aGPhp3lXDP3tp3hCxGNeZ8cKkZNcwcAIMTTCcsmB6hckbquSgmFs4MWAJBd1ohdJ6pUroiIiIjILo5WVFR4MIAhezObzaKiosIDwNHe9uFsR0Q0pkkpu02rvGZuBHTa8Z07uxv0WDU9FP+ztAZ6bVce5kX5qlwVERER0dAyGo23lZaWvlhaWpoINjwg+zIDOGo0Gm/rbQeGL0Q0pqXl1SC9uB4AYNBrcM3MMJUrGhnWzI2whi/bjpWhvL4V/u4GlasiIiIiGjozZswoB3CZ2nUQAUz/iGiMe9Wm1ctPpobA09lBvWJGkOgAN8yKVAYdNpol3rOZCYqIiIiIiIYWwxciGrNK6lqw5Wipddl2mmUCrpvd1QrorT35MJs58C4RERERkT0wfCGiMeuN1HyYLIHC7AneiA9yV7mikWVFYhA8nfUAgMKaFnyfU6lyRUREREREYxPDFyIak1o7THhrT751+WfnRapXzAhl0Guxanqodfmt3fl97E1ERERERGeL4QsRjUmbD5egqqkdABDsYcCF8eN7euneXDerq+vRVsvAu0RERERENLQYvhDRmHP69NI3zY0c99NL9ybK3w2zJigD75rMEu+mFahcERERERHR2KPqtxEhxMtCiHIhxNFett8ghDgshDgihNgphEge7hqJaPTZn1+DI0V1AABHnQbXcnrpPl0/K9z681t7CjjwLhERERHREFP7UvCrAJb3sf0UgEVSyikA/gzg+eEoiohGt1d35ll//snUEHi5cHrpvixPDLQOvFtU24IdxytUroiIiIiIaGxRNXyRUu4AUN3H9p1SyhrLYiqA0N72JSICgLL6VnxxpMS6zOml+3fGwLt7OPAuEREREdFQUrvly2DcCuCL3jYKIe4QQqQJIdIqKnjVlmi8eiM1D0ZLt5lZE7yREMzppQfiOpuuR18fK0dlY5uK1RARERERjS2jInwRQpwPJXz5TW/7SCmfl1KmSClT/Pz8hq84Ihox2owmvGnTauNmtnoZsCh/V8yI8AIAGM0SHx0oUrkiIiIiIqKxY8SHL0KIJAAvArhcSlmldj1ENHJ9drgElY3K9NJBHgZclMDppQfj6pSurkfvphVASg68S0REREQ0FEZ0+CKECAfwAYCbpJTZatdDRCOb7fTSN86J4PTSg7QyKRhOei0AILusEYcL61SuiIiIiIhobFB7qum3AOwCECuEKBRC3CqEWCeEWGfZ5WEAPgCeFUIcFEKkqVYsEY1oB/JrcMgSFjjoNN3GMKGBcXXUYWVSkHX53bQCFashIiIiIho7dGreuZTyun623wbgtmEqh4hGsVdtWr1cnhwMb04vfVauTgnDpn2FAIBPDhXj95ckwGBpDUNERERERGeHbfKJaNQrr2/F55xeekjMjPRCpI8zAKCh1Ygv00tVroiIiIiIaPRj+EJEo94bu/PRYVIGh50Z6YXEEA+VKxq9hBBYnRJmXWbXIyIiIiKic8fwhYhGtXajGW/s7ppemq1ezt2V00OgEcrPP+ZUoaC6Wd2CiIiIiIhGOYYvRDSqfX6kBJWNbQCAQHcDlk0OVLmi0S/IwwkLY/ysy51jwBARERER0dlh+EJEo9qr3aaXDoee00sPiattuh5t2lcIs1mqWA0RERER0ejGbylENGodLKjFwYJaAICDVoNrOb30kFkS7w9PZz0AoKi2BbtOVqlcERERERHR6MXwhYhGrf/atHq5NDkYvq6O6hUzxjjqtPjJ1BDrMgfeJSIiIiI6ewxfiGhUKm9oxebDxdblmznQ7pCz7Xr0xdFS1LV0qFgNEREREdHoxfCFiEalt3YXWKeXnhHhhSmhnF56qCUEu2NysDsAZVYp27CLiIiIiIgGjuELEY06yvTSedZlTi9tP6tnhFp/fi+Nsx4REREREZ0Nhi9ENOp8cbQE5Q3K9NL+bo5Ykcjppe3lsqkh0GsFAGWA45zyBpUrIiIiIiIafRi+ENGoYzu99E1zIji9tB15uzjgwvgA6/J7+9j6hYiIiIhosPiNhYhGlYMFtTiQXwtAmV76utmcXtrerrLpevTB/iIYTWYVqyEiIiIiGn0YvhDRqMLppYffohg/+Lkpz3NFQxu+P16pckVERERERKMLwxciGjU4vbQ6dFoNrpwWYl1+b1+BitUQEREREY0+DF+IaNR4c3e+dXrpFE4vPaxsux5tyyhHTVO7itUQEREREY0uDF+IaFRoN5rxemq+dfnm8yLVK2Ycig5wQ3KYJwCg3WTGJ4eK+z6AiIiIiIisGL4Q0ajw2ZFiVDYq00sHuhuwbDKnlx5uq21av7DrERERERHRwDF8IaIRT0qJV37MtS7fNJfTS6vh0qRgOOiU5/1oUT2OldSrXBERERER0ejAby9ENOIdKKjF4cI6AICDToNrZ4apXNH45OGs79biaNO+QhWrISIiIiIaPRi+ENGI96pNq5fLk4Phw+mlVWM78O5HB4rQYTKrWA0RERER0ejA8IWIRrSy+lZ8fqTEuvxTTi+tqvlRvgjyMAAAqpra8W1mucoVERERERGNfAxfiGhE+9+uPBjNyvTSsyK9kRjC6aXVpNUIXDk9xLr8HrseERERERH1i+ELEY1Yze1GvL47z7rM6aVHhlXTu7oefZtZbp2FioiIiIiIesbwhYhGrPf3FaK2uQMAEObtxOmlR4iJfq5IifACABjNEh8dKFK5IiIiIiKikY3hCxGNSCazxEs/nLIu33reBGg1QsWKyJbtwLub9hVCSqliNUREREREIxvDFyIakbZmlCG3qhkA4G7QYXUKp5ceSVYmBcGgV95CMksbcLSoXuWKiIiIiIhGLoYvRDQivfj9SevPN86JgIujTsVq6HRuBj0uTgyyLm/aV6BiNUREREREIxvDFyIacfbn1yAtrwYAoNcKTi89Qtl2Pfr4UDHajCYVqyEiIiIiGrkYvhDRiGPb6uWy5BAEuBtUrIZ6M2eiD0I8nQAAtc0d+PpYucoVERERERGNTAxfiGhEya9qxpajpdbl2xdOULEa6otGI7DKpvXLe2nsekRERERE1BOGL0Q0orz84ymYLRPnLIj2RVygu7oFUZ9W24Qv27MrUFbfqmI1REREREQjE8MXIhoxKhvb8PbefOvy7QsmqlgNDUSYtzPmTPQGAJgl8OGBIpUrIiIiIiIaeRi+ENGI8fIPp9DaYQYAJIa4Y0G0r8oV0UBcNaNrGvD30gogpVSxGiIiIiKikYdztxINUIfJjONljSiqbUFjWwd0Gg383Rwxyd8Vvq6Oapc36tW1dOB/u/Ksyz9fHAUhhIoV0UBdPCUQf/j4KJraTThR0YSDBbWYFu6ldllERERERCMGwxeiPrQbzdh2rAyb9hUi9WQVmtt7nkp3oq8LFsf6Y3VKKOKDOEbJ2fjfrlw0tBkBAJP8XLBscqDKFdFAOTvocPGUILy3rxAA8N6+QoYvREREREQ2GL4Q9cBklnh/fyH+uTUbJXX9DyB6srIJJytP4eUfT2FmpBfuWxqLuZN8hqHSsaG53YiXf8y1Lt+1OAoaDVu9jCarU8Ks4cunh4rx8CUJMOi1KldFRERERDQyMHwhOs2Jikbc9+4hHCqoPWNbsIcBUQFu8HLWo91oRlFtC7JKG9BmNFv32Ztbg+teSMXiWD/8+fJEhHk7D2P1o9NbewpQ3dQOAAj1csJlU4NVrogGa2akFyJ8nJFX1YyGViO+TC/F5VND1C6LiIiIiGhEYPhCZOOD/YV46MMj1kFfAcDX1QHXz47AqukhiPBxOeOY1g4Tdp+qxqZ9hdhytAQdJmWw0e+yKrDsqR34zfI4rJkbwfFLetFmNOGFHSety2sXTYJey7HARxshBK6aHoont2YDADbtK2T4QkRERERkwfCFCIDZLPHPbdl4+psc6zq9VuCuxVG4Y+FEuDj2/qdi0GuxKMYPi2L8UFQbh6e2ZuP9/YUwS6C53YQ/fJKOnScq8cTqZLgb9MPxcEaVd9MKUVqvdO3yc3PE6hmhKldEZ+vKGaH4x7ZsSAn8kFOJotoWhHg6qV0WEREREZHqGL7QuGc2S/zu46N4c3e+dV20vyv+de00JAQPbvDcEE8nPLE6GTfMicCv3juE4+WNAIAv08uQXfYjnr9pBqID3Ia0/tGstcOEZ745bl2+Y8FEjhMyioV4OuG8Sb74IacSUgIf7i/E+gui1S6LiCyklGhsM6K53WT5Z0RLuwntJjMEBIQABACNRsBRp4GLow6ujjq4OOrgrNdyLC4iIqJzwPCFxjUpJR7+pHvwsijGD89cPw1u59BKZWqYJzbfPR9//SITr1gGkj1V2YRV/9mJF386E7MmeJ9r6WPCG7vzUVbfBkBp9XLjnAiVK6JztTolFD/kVAJQuh79/HxOGU40HKSUqG5qR151Mwqqm5FXpfxf3tCGqqY2VDa0o6qpzdo1drCEAHxcHODnZoC/myP83RwR6GFAuLczJvi6YIKvC7xdHPj3TkRE1AuGLzSuPflVNl5P7QperpgWgieuSoJuCMYccdRp8YdLJ2NauBcefP8wmttNqG814saXduNf10zFiilB53wfo1lzuxH/+a6rm9f686Pg5MBWL6PdssmBcHPUoaHNiNyqZqTl1WBmJMNGoqHU2mFCVmkDjpXUW/414FhpPRpajXa7TymBysZ2VDa241hJz/u4GXSY5OeKycHumBzsgcnB7ogNdGOLRiIiIjB8oXHsg/2FeObbri//l08Nxt9XJ0M7xM2qL0sOxkRfF9z8yl5UNrah3WjGXW/uxxNXJeOqcTy+yX935qGyUZnhKNjDgGtnhalcEQ0Fg16LS5KD8dYeJdR8L62A4QvROSqvb0VaXg325dUgLa8G6UV1MJrPrgWLs4NW6UbkoIWTXgtnBy30Wg0kAEhAQsIslYCnqc2Ixjbl/5YOU7+33dBqxMGCWhy0mS1QqxGIDXDDrAnemBnpjZkTvODvZjir2omIiEYzIeXZvXmPZCkpKTItLU3tMmgE25dXjeue3412kzKr0eJYP7y4JmVIWrz0pqC6GT99eQ9OVjYBUJpwP74qCatTxl/o0NDagQWPf4va5g4AwP9dOQXXzQpXuSoaKvvza3DlszsBAC4OWuz93YVwdmDWTzRQjW1G7DpRhR3ZFfj+eAVyq5oHdJyzgxbh3s6I8HFGhI8LwrydEehugK+rA3xdHeHn5njWrVA6TGZUNbajrL4V5Q1tKG9oRUltK05VNSG3UvnX1N5/QAMAkT7OmBfli8UxfjgvyrfPQe2JiHojhNgnpUxRuw6igeK7HY07NU3t+PkbB6zBS0yAK56+bppdgxcACPN2xqY75+GGF3fjWEk9pAR+/f5hSABXj7MA5oXvT1mDl3Bv53HdAmgsmhbmiYl+LjhZoXwZ++JIKVbxd0zUp5MVjdiSXorvsiqwP6+m35YtE31dEB/sjoQgd8QFuiE+yB1BHga7jbmi12oQ6GFAoEfPrVaklKhoaENmaQPSi+uRXlyHjOJ66wUHW7lVzcitysebu/PhoNVg5gQvLI7xx9KEAET6utilfiIiIrWx5QuNK1JK3P5aGrYdKwcAeDnr8cn6+Qjzdh62Gmqa2nG9JYABlBYwT10zFZdPDRm2GtRUVt+KxU98Z23C/uTqZH4xH4P+890J/G1LJgBgzkRvvH3HXJUrIhpZpJQ4VtKALUdLsCW9FNlljb3ua9BrkBzqiZRIL8yI8ML0cC94OjsMY7Vnr6G1A/vza7H3VDX25FbjYEEt2o3mXvdPCHLHyqQgrJwSxCCGiPrEli802qgavgghXgZwCYByKWViD9sFgH8BuBhAM4CbpZT7+7tdhi/Um1d+PIU/fZphXX7ppylYEh8w7HXUNLXjhhd3I8MSwOg0Ai+sScH5cf7DXstw+/WmQ3g3rRAAEB/kjs2/mD/k4+yQ+srqWzH3/75G58X7Hb86H+E+wxdyEo1UBdXN+GB/ET48UNhnd6LJwe5YEO2HhTG+mBHhBUfd2Bi0ts1owoH8WmzPrsC3meXILG3odd+EIHf8ZFowfjIthOPEENEZGL7QaKN2+LIQQCOA13oJXy4G8Aso4ctsAP+SUs7u73YZvlBPTlY0Yvm/vrdecbvlvAl4+NIE1eqpaWrHNc/vsl7tNOg1eP3W2UgZw4OTZhTXY+XT36PzZef1W2djfrSvukWR3dz8yh58l1UBALhnSTTuXRqjckVE6qhv7cAXR0rw/r4i7Mmt7nEfg16DRTF+uCghEAtj/ODn5jjMVaqjpK4F27MqsO1YOXZkV1i7BNvSagTOj/XDVTPCcEGcPxx09u0mTESjA8MXGm1U73YkhIgEsLmX8OU5AN9JKd+yLGcBWCyl7GWSQwXDFzqd2Sxx7fOp1g+9CUHu+PDn81S/klha14pV/9mJotoWAIC7QYd31s5FfJC7qnXZg5QSN720Bz/kVAIAzo/1wys/m6VyVWRPnx0uwc/fVBorhng64ftfnw8NWznROHKksA7/S83FJ4eK0dpxZqjg6qjDknh/LJ8ciEWxfuN+YOqG1g58fawcnx0pwfbsih67J/m4OOCqGaG4cU7EsHYZJqKRh+ELjTYj/V0+BECBzXKhZd0Z4YsQ4g4AdwBAeDhnTaHu3tidZw1edBqBJ1YnqR68AECghwGv3zYbqzfuRGVjO+pbjbjppT14/865iPAZW33dv8uqsAYvGgH8v4vjVa6I7G1JvD88nPSoa+lAUW0LUk9VYd4ktnSisa21w4RPDxXj9dQ8HCqsO2O7ViOwKMYPV04PwYXxAWc9+9BY5GbQ4yfTQvCTaSFoaO3AF0dLsSmtsFtroaqmdjy34yRe+P4klsQH4OZ5kZg3ycduAw0TERENlZEevgyYlPJ5AM8DSssXlcuhEaS4tgV//SLTurxu0SRMDvZQsaLuJvi64NWfzcJ1z6eioc2IysY2rHl5Dzatmzdmmp23dpjwx0/TrcvXzAxHTICbihXRcDDotbh8ajBe25UHANiUVsjwhcas8vpWvLIzF2/uzkddS8cZ2+MC3XDVjFBcNjWY45cMgJtBj6tTwnB1ShhyK5uwaV8hNu0rRGl9KwDALIGtGWXYmlGGaH9X3DJ/Aq6cHjIiLqwQERH1hN2OaMxb/+Z+bD6snDKT/Fzw2d0LRuSVxt0nq3DTy3uszawnB7vj7TvmwM2gV7myc/fUtmw8te04AKVr1TcPLIav69gIlqhvRwrrcOkzPwBQxrTY+9sLx8Q5TdQpp7wRL+w4iQ8PFJ0xXomDVoNLkoJw49wITAvzZOuMc2QyS3ybWY7/7srF98crz9ge4O6I2+ZPxPWzw+HiOGauLxJRL9jtiEabkT5i2ScA1gjFHAB1/QUvRLZ2n6yyBi8A8NgVU0Zk8AIAsyf64JnrpqFzSIz04nrc8do+tFqmZB6t8qqa8Ox3J6zLv1oex+BlHEkMcUespZVTa4cZnx/hSziNDfvyqnH7a2m48B/b8U5aQbfgJczbCQ+uiMOu/3cB/nHNVEwP92LwMgS0GoELEwLwv1tnY9t9C3HTnAg4O3S9p5fVt+Evnx/DvL9+g39szUZ1U7uK1RIREXWn9mxHbwFYDMAXQBmAPwDQA4CUcqNlqulnACyHMtX0z6SU/TZpYcsXApQrZJc8/QOOWaZzvjQ5GE9fN03lqvr3zt58/Ob9I9blFYmBeOb66aNyOmYpJW55dS++tcx4kxTqgQ/vOm9UPhY6ey9+fxKPfnYMAJAS4YVNd85TuSKis7cvrxr/3HrcOoaVrWnhnli7cBKWJgTwdW6Y1Ld24K3d+Xjxh1OoaGjrts3FQYtb5k/AbQsmwsOJLe6Ixhq2fKHRRvVuR/bA8IUAZZDd3354FIDS3eGb+xcj2NNJ5aoG5t/f5uCJL7Osy9fPDsdffpI46q6cfnywCPe8fRAAIATw0V3nITnMU9WaaPhVNrZhzmNfw2hW3m++uX8RJvq5qlwV0eAcyK/BP7cdx47sijO2XRjvj7WLJiElgi1c1NLaYcIH+4vw3I4TyKtq7rbN3aDD2kWTcPO8SHZHIhpDGL7QaDPSux0RnZXGNiP+8VW2dfmuxVGjJngBgLsWT8It502wLr+5Ox//tIyZMlqU17fi4Y+7Btm9YXY4g5dxytfVEYtj/a3L7+8vVLEaosE5UliHn72yB1c8u7Nb8KIRwJXTQ7DtvoV48aczMTPSm8GLigx6La6fHY6v71uEDddNs3Z3BID6ViOe+DILi574Fi/9cAptxtHdnZeIiEYnhi80Jr34/UlUWfp6h3g64Y6FE1WuaHCEEPjdynj8ZGqwdd2Gr4/jtV256hU1CFJKPPThUeuMHyGeTnhwBaeWHs9Wp4Raf35/XxFM5rHX6pLGloLqZtzz9gFc+swP1q6TgCV0mRaCr+9fjH9cPRVR/py5bSTRaTW4LDkYX9yzAP+6diom+LpYt1U2tuPPmzNw4T+24/MjJRiLrb+JiGjkYttLGnOqGtvw4venrMv3Lo0ZsYPs9kWjEXj8qmRUN3dYr7b+4ZN0eLs44JKk4H6OVtcH+4uw7ViZdfmJq5Lgyqbe49r5sf7wdnFAdVM7SutbseN4Bc63aQ1DNFLUNXfgmW+P478787oNoisEcHlyMH6xJBqT2G1uxNNoBC6fGoKVU4Lw/v5CbPg6B0W1LQCAguoW3PXGfsyM9MLvL0lAUqinusUSEdG4wJYvNOY8+90JNLYZAQDR/q64YlqIyhWdPQedBhtvnI6plu46UgL3vnMQP/QwxeZIcaKiEb//+Kh1ec3cCMyL8lWxIhoJHHSabn+Lb6Tmq1gN0ZnajCa8sOMkFj7xLV74/lS34GXZ5ABsvXchnrp2GoOXUUan1eCameH45oFF+MOlCfB07hp4d29uDS575kfc985BlNS1qFglERGNBwxfaEwpqm3B/1LzrMsPLIsd9TNOODvo8MrNMzHJT2k63WGSWPu/NBwurFW3sB60dpjw8zf2o7ld6U8/0dcFv1kep3JVNFJcPzvc+vM3mWXWq9BEavsmswwX/XMH/vL5MWt3SUCZvei9dXPx3E0p7F40yjnqtPjZeROw/YHzcev8CdDZfDb44EARLvj7djy3/QQ6bEI3IiKiocTwhcaUDduOo92ofHCaGuaJixICVK5oaHi5OOC1W2cjyMMAAGhqN+Fnr+zFyYpGlSvr7pHNGcgsbQCgtHR45vrpnFmCrCb5ueK8KB8AgFkCb+9h6xdSV15VE259dS9ueTWt2ww5ET7OePaG6fjgznmYGemtYoU01Dyc9fj9JQnYet8iLLX5jNDSYcL/fZGJlRu+x55T1SpWSEREYxXDFxozCqqbu82i8utlsWNq5okQTye8dssseDgpTaarmtpx3QupODFCApjXU/Pw5u6uL9MPX5KAhGB3FSuikejG2RHWn9/aU2ANS4mGU3O7EX//MgtL/7EDX2eWW9e7G3R4+JIEbL13ES6eEjSm3kOouwm+LnhhTQrevH12t5mRsssacfVzu3D/u4dQ1dimYoVERDTWiLE40nvyjBnykx9/VLsMGmb/2JyJj9OKAABTIzzxr5/NULki+zhaUIf7/rsfbZYvrd4uDnhyzTRMDFBvHIK0E9X49esHYbK8nlww2R8PX5XILy50BqPJjKv/+SOqGpXZyP5wVSIuSBwbLdRodNhxrBxPf5GN8vquL9YCwMrpwbh9ySR4ujioVxypwmgy4/3dBXjl21No6eiahtrNoMO6pVFYOT143L+ftZnNcNTwmi2NLJFOTvuklClq10E0UGMyfAlJSpKXvPee2mXQMGptNmLHe7mQlovoKcuC4RPsrG5RdlRV0owD20pgMip/v3pHDVIuCoa7r2HYa2mobsOeL4pgbFeefHcfR8y6OARaHT+kUc9yDlThxMEaAIBXoBNmrRi9g2LT6NHaZMSx1AqU5zd1W+/h64j4OX7w8Bv+108aWVqbjMjcU4Gy3O7niE+wExLm+cPZTd/LkUSkhufj4hi+0KjCb0c0JuQerbEGLx5+jvAOclK3IDvzCXLGjIuCodUrV+I62szYs6UIlUVN/Rw5tJrq2pH2ZbE1eHF01mLakiAGL9Sn0BgPdF5EriltQWNtu7oF0ZgmpUT+sTr88GFet+DFwaBF4nx/zL4klMELAQAMLjpMPT8I05cGwcmta7yyquIW7PwoH3kZtRiLFy2JiGh48BsSjXrtrSYUZNZblycle4+L5sFeAU5IWRYCnYPyZ2zqkNi/tQQFmXXDcv9Nde3Yu6UI7a1KE22dXoPpS4JgcOEAu9Q3g4sOfuEu1uXhOmdp/GmsacOez4pwLLUCpo6uL82hMe6Yf2U4QqLdx8X7BQ2OX6gLzvtJOCITPZU+aQBMRonM3ZXY80URmuoYGBMR0eAxfKFRLze9FmaT8qHazdsBvqFjt7vR6Tz9DJi1IgQGZyXwkBLI2FWBY6kV1ufEHmorWrH7s0K0NSvBi1YnMH1pkCrdnmh0Co/zsP5cnNMAYwcH3qWhYzZJHN9fhZ2fFKC2otW63sVDj5krQjD5PH/oHbUqVkgjnVanQexMX8xeGQpXz65xgGrLWrHz4wLkprMVDBERDQ7DFxrVOtpNyD9Wa12eOE5avdhy83bE7EtD4e7jaF2Xf6wOqZsL7XJ1ruRkA9K2FKGjTfmyrNEKTFsSBK+Asd3Vi4aWd5ATnN2V8ROMHWaUnGxQuSIaK+qr2rDr0wKcPNTVHVVogInJXph7WRi8A/laRQPn6WfA3MvCMDHZy9pd0mySyNpTibQvi9HaZFS3QCIiGjUYvtCoVphVb21K7uKhR0CESz9HjE0GZx1mrgiBv83jb6huw65PCpB7tAZm87lfnTMZzcjYVYHD28u6DfQ7c0XImB7cmOxDCIEwm9Yv+cfqeBWZzonZLHHiYDVSPy1AY01X8OzpZ8C8y8IQPd2H41HRWdFoBaKn+2DOpWFw8+5qBVNd0oIfP8pH6SmGx0RE1D9+CqFRy2yWyM/oGisiMtFz3LV6saXTazD1/EDEzfaFsPxlm4wSWXurkPppASoKm87qy62UEhUFTfjxw/xuY3M4uekxe2UoPDlQJZ2lkCg3aHXK32xjTTuqS1tUrohGq8aaNuzeXIicA9XofJnTaAXiZvli1soQuHo59n0DRAPg7uOIOZeEYcIUT+s6Y7sZh74rw+EdZehoN/V+MBERjXscGZNGrdJTjWhtVpr7Ohi0CJropnJF6hNCICLBE17+Bhz5vtw6i0xDdTv2by2Bh58jwuM8EBDp2u8VYLNJoqKwCblHaruNmQAAAREumDzfH3oHjplAZ0/vqEVwlJt1wOy89Dr4BLEVFQ2cNEvkptfi+P4qaxcjQGntkrjAHy4eDr0fTHQWNFqBmBRf+IW64PD3ZWhtVD6HlJxoQE1pC5IWBsCLXduIiKgHDF9oVJJSIi+91rocFu/B5uQ23H2VPuq56bU4cbDaOvhuXUUbjlSUI2NXBbwDneAVqIy74eikBYRAR5sJLQ0dqC1vRWVRs3Vcl046B2UAwpBot3HdyoiGTni8pzV8qShoQlN9O1zc+YWZ+tfc0IEjO8pQW94VDgsNED3dB5GTPSE0fI0i+/EKdMJ5l4fj2O4KFOco3Y5am4zYs6UIUdO8MTHJi++TRETUDcMXGpVqSltQX9UGQLkKZTtzCik0WoGJSV4InuSGU0dqUJBVZ70ybDJKVBQ2o6KweUC3JTRAaLQ7Jk3zhqMTXzZo6Lh6OsA3xBmVRcq5mJ9Rh/g5fipXRSNd8YkGZOwq7zZ9tLuPI6Ys8GcXIxo2OgcNpiwIgF+YCzJ2lisXLCSQs78aNaUtmLIwgO+ZRERkxXcEGpVybVq9BEe5wcHA7i+9MbjoED/HDxOTvFCU04Ci4/Voru8Y2LHOOgRNckV4vCcMLny5IPuImOxpDV+Kjtcjaro3u7RRj4ztZmSkVqDkRNcAp0IAE6cqLQ00bO1CKgiMdIWnnwGHtpeitkxpiVVV3IKdHxcgaWEAB6UnIiIADF9oFGqsbUdFQVeLjcjJnuoVM4o4OuswMckLE6Z4orm+A9WlLWiobkdLQwc62kyQUAbtNbjo4ObtCK8AA9x9HNlsmuzOJ9gJLh56NNV1wGSUKDrewL9rOkNteQsOby9DS2PX1L7ObnokLQqABwf+JpUZXHSYuTwEJw5U4+ThGgBAe4sJaV8WY9JUL0xK9mZXOCKicY7hC406tmO9+IW5cEDFQRJCwMXDgc8bjRhCCERM9kTGzgoAQH5GLSLiPfhFhQAog+qePFyDEwe7ZjIClFaP8XP8oNNzvC8aGTQagegZPvAKdMKRHWVob1VmPzpxsAY1pa1IWsxuSERE4xk/sdCo0tFmQrFNc/PIRE/1iiGiIRM8yQ16R+UtqaXRiPL8JpUropGgpbEDe7cUdZtCWuegQdKiAExZEMDghUYk3xBnzLs8DN5BXbMeVZe2YNcnBd0GiCYiovGFn1poVCk6Xm+ducfN2wFeAWxqTjQWaHUahMZ2DZyde7QW0raZA4075QVN2PlxAWrKur6segYYMO/yMARNdFOxMqL+OTrrkHJRMCZN87aua2s2Yc8XhSjIrOPrGxHROMTwhUYNKSXyM+usy+HxHhyPhGgMCY/3gLC8K9VWtFoHrqTxxWyWyNpbiQPbSmBsV6ZoEwKImuaNmctD4OSqV7lCooERGoGoqd6YvjQIOgflxU2agYxdFUj/sRwmo1nlComIaDgxfKFRo7KwGS0NykCLOgcNr3wSjTEGZx2Co9ytyyeP1KhYDamhpbEDe78oQu7RWus6g7MOM1eEYNJUb85mRKOSX6gL5l4WBjfvrrHWio43YM/nRWhpGNjsg0RENPoxfKFRw7bVS2i0O7Q6nr5EY80Em3GcKgub0VDdpl4xNKwqCpvOGBPDN8QZcy8Pg1eAUx9HEo18zm56zF4ZiuBJXReO6qvasOvTAlQVN/dxJBERjRX89kqjQlN9OyoLuz6chMV59LE3EY1WLh4OCIh0sS6fYuuXMc9slshOq8T+rSXoaOvqZhQ9wwfTlwbBwaBVuUKioaHVaZC4wB/xc/ysXSw72szY91Ux8o9xnCsiorGO4QuNCgWZ9daffUOd4ezOPv9EY9WEKV7Wn0tONaKZzfLHrNYmI9K2FOHUkVrrOkdnLWYuD8HEJC+O60VjjhAC4fEemLUiBI5OSrAoJXAstRLHdlXAbGYAQ0Q0VjF8oRHP2GFG0fGu8CU8nq1eiMYyD19D1xStEt3G/6Cxo6q4Gbs+6T6bkU+IM+ZdHg6vQHYzorHN098Jcy4Lg7uvo3VdQVY90r4sRnurScXKiIjIXhi+0IhXcrLBOuOFk5seviHOKldERPY2Mamr9UvR8Xq0NRtVrIaGkpQSp47UIO0rmy+ZAoia7o0Z7GZE44jBWYdZK0IQONHVuq6mtAWpmwvQWNuuYmVERGQPDF9oRJNSIv8Yp5cmGm+8g5zg7qNcETabJE4d5dgvY4Gxw4xD35UhO60KsPSucHDSYuayYExK9ubrO407Wp0GSQsDED3d27qupcGI1M0FqChoUrEyIiIaagxfaESrLWtFY41y9UejFQiJ4vTSROOBEAKTpnZ9GSnIZOuX0a6prh2pmwtRlttoXefpb8Dcy8LgHcQWjTR+CSEwMdkbUy8IhFanBJCmDon920qQm86BeImIxgqGLzSiFWR1tXoJmuQGvSOboxONF35hzt1av5zkzEejVnl+E1I/LUSTTVeKsDgPzFweAoOzTsXKiEaOgAhXzFoZCoNL199E1p5KZO6uhORAvEREox7DFxqx2ltNKMvranIbHuuuYjVENNyEEJg0rav1S2FWPVrZ+mVUkWaJ4/urcODrEhg7lLG7NFqBxPn+SJjrB42W3YyIbLl7O2LOpaHw9DdY1+Ufq8OBb7r+hoiIaHRi+EIjVvGJBphNypUed19HuPsa+jmCiMYav1Bn62wgZpPEqcNs/TJatLeZsH9bCU4e6vqdObnqMHtlKEKiGaYT9cbRSYeUZcEIiOwaiLeioBl7vyhi90siolGM4QuNSFJKFNp0OQqN4Qd1ovFICIEom7FfCrPr0drELx8jXX11G1I/LUBlUbN1nU+wE+ZcGmbtSkZEvdPqNEheHIDIRE/ruvqqNqR+VojGmjb1CiMiorPG8IVGpNqyVjTVdQAAtDqBoIkcaJdovPINdYaHn83YL4eqVa6I+lJ8ogG7NxeipaErJJuQ5IUZS4M5jTTRIAghEDvTFwlz/QBLD73WRiN2f16EquLmvg8mIqIRZ1DhixAiRghxlxDibSHETiFEthDikBBiqxDiCSHExUII9g2hc3b6QLs6PXNCovFKCIGoad1bvzTVtfdxBKnBbJY4trsCR3aUWbuManUCU88PRMwMHwgNx3chOhthcR6YfmGQdSYkY7sZ+74qRlFOvcqVERHRYAzoG60Q4lohxA4AxwA8DeBqAHMARAGYAmAJgPsBfAqgSAjxpBAi0i4V05h3+kC7YexyRDTu+QQ7wzvICQAgJZCdVoWY1FQ8dsEFiElNVbk6ams2Im1LEfIzuoJzFw895lwa1m3cCiI6O36hLph1cSgcnZXWY1ICR78vx8nDNZyKmoholOgzfBFCnC+EOADgTQCJAP4L4A4AUwEEAnAA4AFgIoCLAfwZQBaAewEcE0L8TQjBb840KBxol4hOJ4RATIqPdXnS97uwfu06+BQXY/26dQxgVFRb3oJdnxagpqzVus4/3AVzLgmDq6eDipURjS3uPo7K35VX19/V8X1VyNpTyQCGiGgU6K/ly9cATACuARAkpbxFSvmSlPKwlLJcSmmUUjZIKXOllFuklH+UUs4DEAvgWQDrAdxj34dAYwkH2iWi3nj4GhA40RVz8w7jpU1/gmOb8mXfsbWVAYwKpJQoyKzDni+K0NZsUlYKIHqGD6ZeEAidA7uLEg01g4sOsy4OgVegk3VdXkYdDtt09yMiopGpv09Gq6SUKVLK96SUAx5aXUp5XEp5P4BJALaeU4U0rnCgXSLqy2XmE3hp05/gbOz+lsQAZniZjGak/1iOjF0VkGZlnd5RgxlLgzExyQtCcHwXInvRO2gxY2kQAiJdrOtKTzZi/7ZiGDvMKlZGRER96TN8kVJ+eC43LqUslVLykzANGAfaJaLexKSm4v57f35G8NKJAczwaGnswJ7Pi1B0vMG6zs3bEXMvDYNviLOKlRGNH1qdBsmLAhEW52FdV1Xcgr1bitDWYuzjSCIiUotdvtkKIXT2uF0a284YaDfWo4+9iWg8iUlNxfp16+DY2trnfgxg7KuquBm7PilAfVVXABY8yQ2zV4bAyU2vYmVE44/QCMTP8e02G1x9ZRv2fFaE5oYOFSsjIqKeDHaq6Rf6m0paCDEBwA/nVBWNS2cMtOvjqHJFRDRS3PzQQ/0GL50cW1tx80MP2bmi8UVKiVNHapD2VTE62pRuDUIA8XP8kLjAH1odWykSqUEIgUlTvZEwzw+w9PZrbujA7s8Ku4WkRESkvsF+WroVwB4hRFxPG4UQqwDsBzDzXAuj8YUD7RJRX1597DG0GQY281mbwYBXH3vMzhWNH8YOMw59W4rstCrAMp6no5MWM1eEIDzeg+O7EI0AYbEemHp+IDRa5e+xvcWEvVuKUFPWonJlRETUabDhy18AJABIE0L8rHOlEMJBCPEsgHehzI50xdCVSOMBB9olor5kz5mDZzZu7DeAaTMY8MzGjcieM2eYKhvbGmvbkfppQbcuoZ4BBsy9LAxeAU59HElEwy0gwhUzLgq2zjRmbDdj31fFqCxqVrkyIiICBhm+SCl/D2AZgAYALwoh/ieESAGwB8A6ADsBTJVSfjLQ2xRCLBdCZAkhcoQQD/awPVwI8a0Q4oAQ4rAQ4uLB1EyjQ0F2vfVnDrRLRD3pL4Bp0Ttiw7P/YfAyRMryGpG6ucAajANAeLwHZi4PgaMzh3YjGom8A50wa0UIHJy0AACTUWL/tmKU5TaqXBkREQ36G66U8msAUwFsA3A9gN0AJgN4FMAiKWXhQG9LCKEF8G8AK6C0qLlOCJFw2m6/A/CulHIagGsBPDvYmmlka281dftQwIF2iag3vQUwzTpH3LLqD/hMH61SZWOHNEtk76vCwW9KYepQ+hlptAJTFgYgfo4fNBp2MyIaydy8HTFrRQgMLkpIKs3Awe9KUXS8vp8jiYjIns62eUEDgAooQ3sJAHUAtkspzYO8nVkAcqSUJ6WU7QDeBnD5aftIAJ0DgHgAKD7LmmmE4kC7RDQYpwcwrY4G3HrVH7ArIgm56bWoqxzYwLx0pvZWE/ZtLcapwzXWdU6uOsxeGYrgSewOSjRauHg4YNbFIXB2t8xCJoGjP5QjL6NW1bqIiMazQYcvQohkKIPqXgfgKyjdjRwAfCmE+IsQYjC3GQKgwGa50LLO1h8B3CiEKATwOYBf9FLXHUKINCFEWlN19SBKIDWdPtBuWCwH2iWi/nUGMFXBwfj3cxuRNXu2ssHyBaMz0KWBq69sxa5PC1BV3DVAp2+IM+ZcFsZQnGgUcnLVY9bFIXDzdrCuy9xdiROHqiElXyOJiIbbYKeaXg9gF4CJAB6SUi6XUj4PYAaAwwAeBPC9ECJsCGu8DsCrUspQABcD+F9PAY+U8nkpZYqUMsXF23sI757sqba8+0C7gRN4ZZWIBiZ7zhw89M03yJ4zB5PP87fO8tFY046ThxnCD5SUEgWZdUj9rBCtjUbr+onJXph+YRAcHLUqVkdE58LRSYeZy0Pg6dfVVTNnfzWy06oYwBARDbPBtnzZAKAcytguf+tcKaU8DmAOlPFY5gI4OMDbKwJgG9SEWtbZuhXKLEqQUu4CYADgO8i6aYQqzOJAu0R07pzd9Yie4WNdPnmohlOsDoCxw4zDO8qQsasCnR2HdXoNpi0JQvR0HwiO70I06ukdtZixLBg+wV0zlOUerbX83TOAISIaLoP9pvsxgGmWEKQbKWW7lPIXAFYN4vb2AogWQkwQQjhAGVD39JmS8gEsAQAhRDyU8KVikHXTCNTRZkKpzUC7oTHsckREZy8i3gNeAcrVXSmBIzvK0NFuUrmqkauhug2pnxag9GTX67CbtwPmXBoK/3AXFSsjoqHWGara/m0XZtXjyPdlMDOAISIaFoOdavoKKWVNP/t8CGU2pIHcnhHAegBfAjgGZVajdCHEI0KIyyy73Q/gdiHEIQBvAbhZsp3kmGA70K6btyM8fHuePpaIaCCERpmRR+egvLW1NBpxbBez+p4UHa9H6ubCbtNIh8a4Y/bKULh4OPRxJBGNVlqdBsnnB3YbPLvkZCOObGcAQ0Q0HHT2uFEpZUH/e1n3/RzKQLq26x62+TkDwHlDVx2NBFJKFGZ3dTkK5UC7RDQEnFz1mDzPD4e+KwOgfLHwCa5HSDRfYwDAZDTjWGoFio43WNdpdQIJc/0QHMXniGis02gEEhf4Q6sTKLB0/S7NbYTZLJG8ONA6dhYREQ29Plu+CCFOn3lo0IQQQed6GzT21FW2obGmHYDywT9ooqvKFRHRWBE4wQ0h0V1XdjN2VXD6aQD1VW3Y9UlBt+DFxUOPOZeGMXghGkeEEIif64fweA/ruvL8Jhz8pgQmo1nFyoiIxrb+uh3lCCH+KYQIHsyNCsXlQogDAG4/+/JorLJt9RIQ6Qq9A2fTIKKhEzfbD66eSvcZs0ni4DelaGsx9nPU2CSlRO7RGqRuLujWzSh4khvmXBpmfZ6IaPwQQiButi8iEz2t6yoKm3HgawYwRET20l/48jiAOwDkCSG+EEL8TAgR3dOOQghXIcQFQoi/ASgA8AGAVsv/RFbGDjNKT3ZdeeVAu0Q01HR6DaYuCbSO/9LaZMSh78qs40yNF23NRuz7qhhZe6ussxlpdQKTz/NH4gJ/zjBHNI4JIRCT4oOJyV7WdVXFLdi/tQTGDgYwRERDrc9PXVLKPwCIA/AKgAUAXgSQKYSoEUJkCiF2CSEOCCHyAdQA2ArgV1Cmo75BSjlXSnnUvg+BRpuSkw0wGZUvQK6eDvD050C7RDT0XNwdkLQwwLpcU9qC9B/LMV7GbC/Pb8KPH+Wjqrhrym13H0fMvSwMoTHuEIJjOxCNd0IIRE/3QdQ0b+u66tIW7NtaDGO7EsDEpKbisQsuQExqqlplEhGNCf1e8pJSFkgp7wAQDODnAD6E0qIlBsBsAMkA/AEcBPAPAPOklNOllG/bq2ga3boNtMsvAERkR35hLoie3vWlovhEA47vq1KxIvvraDPh6A9lOPB1CTrauq5eRyZ6cjYjIurRpKneiJ7hY12uLWtF2ldFmPT9Tqxftw4+xcVYv24dAxgionPQ52xHQoi7AaRKKfdIKesBbLT8gxBCD8AHQIuUss7uldKYUF/VhvrKNgCARisQFOXWzxFEROdmQpIXWhqN1uD31JFaODrrEJHgqW5hdlBR2IT0H8vR1myyrnN01mLKggD4BDurWBkRjXQTk7yg0Qpk7akEACSk7cUv3v8THDuUz22Ora1Yv24dntm4Edlz5qhZKhHRqNRfy5enACzvXBBCmIQQvwcAKWWHlLKUwQsNRreBdiNc4ODIgXaJyL46Z/bwC+sKHzJ3VyL/WK16RQ2xztYu+7eWdAteAiNdMe/ycAYvRDQgkZM9ET/HD3PzDuOlTX+CkyV46dQZwLAFDBHR4PUXvrQCcLRZFpZ/RINmMppRwoF2iUgFGo1A8uJAePp1jTF1LHX0BzBSSpScbMCPH+Z3m0LawaBF8vmBSD4/EA4GhtxENHAX1h3DKx8+AmdjW4/bGcAQEZ2d/sKXUwCWCSECbNaNj5EKaciVnmq0Dt7m7K6HV6CTyhUR0Xii1Wkw/aIgePh1XVM4llqJE4eqR+UgvE117dj3VTEOby9DW4tNa5cJrjjvinAERrqqWB0RjUYxqalYv24dDG2tfe7HAIaIaPD6C1+eAzAdQLEQovOT3R8t3Y/6+me0b9k0GnGgXSJSm95Bi5SLQrq1gMnZX430HytgNo+OAMbYYUbOgaozZjJycLK0dlnM1i5EdHZufughOLb2Hbx0cmxtxc0PPWTnioiIxo4+B9yVUm4QQpQDWAlltqPzAeQDyLV/aTSWNNa2o7ZceTMXGiCYA+0SkUp0DhrMuCgYB74pQXWJEl4UHa9HS0MHkhYHwNGpz7dG1UizRFFOA3L2V3Vr6QIBhMd5IGq6N/QODF2I6Oy9+thjWL9u3YACmDaDAa8+9tgwVEVENDb0+wnTMmX02wAghDADeEVK+Yi9C6OxpTC7a1xm/3CXEfvlhojGB52DBjOWBiP9x3IUn1DGSqkubcHOjwuQvCgA3kEjZ4BaKSUqC5uRnVaFxtr2bts8fB2RMNcP7r6GXo4mIhq47Dlz8MzGjf0GMC16R2x4+lmc5KxHREQD1l+3o9P9CcB3dqiDxjCT0YziHNuBdj1UrIaISKHRCiQu8EfUNG/ruvYWE/Z+WYzMPRUwdphVrE4JXcrzm5C6uRD7t5V0C14cnbSYfJ4/Zl8SyuCFiIZUZwDTZuj5taVZ54hbVv0Br1eHor3V1OM+RER0pkGFL1LKP0kpd9irGBqbyvOb0NGmfIlxctXBJ5gD7RLRyCCEwKSp3phxUXDXOCkSyEuvw86P8lGe3zTsg/EqgXU9dn5cgANfl6C+smvGEa1OIGqaN+aviuDYWURkN70FMK2OBtx61R+wKyIJDdXtSPuyGO1tDGCIiAZisC1fiAatMKtroN2QaH5ZIKKRxzfEGXMvD+sWDrc0GnHg6xLs+bwI1SXNdg9hmhs6kJ1Wie3v5uLI9+VorOlq6aLRCoTHe2DBqghMmuoNnZ5v30RkX6cHMG0GA/793EY03HChdZ+G6jakbWEAQ0Q0EBx4g+yqqb4d1aWW2TiEEr4QEY1EBmcdZlwUjOKcBmTuqYSxXWmxV1veir1biuHm7YiIBA8ERLoOWfjR2mxEWW4jSk42oK6i7YztWp1AWKwHIhM94ejMt2wiGl6dAczNDz2EVx97DNlz5iDEsu3oD+UAugKYlOXBcHDkoN9ERL0Rw92cejiEJCXJS957T+0yCEB2WiVOHakFAPiFOWP6hcHqFkRENADtrSacOFiNgqw6yNOGftFoBXxDnOEb6gyvACe4eOgH1KJPSonWJiMaqtpQXdaCqqKWMwbQ7WRw0SEs1h2hsR6cNpqIRqSi4/XWAAYA3LwdGcDQsHo+Lm6flDJF7TqIBoqX0chuzJZpUTtxoF0iGi0cDFrEz/FD5GRPnDxcg+ITDTCblIsVZpMyEG55fhMAZeYkZ3c9nN30cDBoodNrIDQCZpMZJpNEW7MJrU0daK7vsI5/1RMhAJ9gZ4TFusM3zAUaDbtoEtHIFRLtDimB9B+7WsDs+7IYKcuCoWcAQ0R0BoYvZDfl+U1ob1H6ADs6a+EbOnKmbiUiGggnNz0mn+eP6Bk+KDpej+ITDd3GYgEAY7sZ9ZVt3QbGHSihAbwCnBA4wRUBEa5s5UJEo0pojNKdvDOAqa9qQ9pXlgDGga9nRES2GL6Q3RRk1ll/Do1x51VcIhq1HAxaTJjihQlTvNBU147y/CbUlreipqylz9Ysp9PpNXDzcYCHjwHewU7wCnDi4LlENKqdEcBUtmH/VyWYsSyYr29ERDYYvpBdNNW1o7qka6BddjkiorHCxcMBE6Y4AFDGcWlvMaGpvgMtDR0wtpvR0WGGNEtotQIarYCDkw4GFx2cXHQwuOo44xsRjTmhMe6QUiJjZwUAoLaiFfu3FmP6UgYwRESdGL6QXRTYTC/tH+YCgwtPNSIae4QQcHTWKTMRBTr1fwAR0RgVFusBs0kic3clAKCmrBUHvi7B9AuDoNUxgCEi4ishDTmT0YzinK7wJTSW00sTERERjVbG1tYB7ReR4InYmT7W5eqSFhz4ugQm48C7ZxIRjVVjsjlCc3U1Dmzc2G2da3Awoi+7DACQ8fbbaKut7bbdPSICk1asAAAcfe01dDQ3d9vuFRWFyAsvBAAceuklmDs6um33iY9H+KJFAHDGfQOAX1ISQufNg6m9HYdffvmM7YEpKQhKSUF7YyPSX3/9jO0hc+fCPzkZrTU1OPbOO2dsD1u4EL4JCWguL0fWBx+csT1iyRJ4R0ejoagIOZ9+esb2icuXwyMyEnW5uTi5ZcsZ26MuvRRuISGoPn4ceV9/fcb22CuvhLO/PyozMpD+0VZU5nbNAlLQ5gm3a66BwcsL5YcOoWjXrjOOn3zjjXBwdUVJWhpK09LO2J50yy3QOjigcOdOVBw+fMb2aevWAQDyt29H1bFj3bZp9Hok33orACB32zbU5OR02653dkbimjUAgBNffIH6vLxu2x09PZFw7bUAgOOffILG4uJu2538/BC3ahUAIPP999FSUdFtO8+94Tv3CnbsOGN7PM89ADz3eO7x3LPFc4/nHsBzb6DnXsnevSj88UesfPVVhMyZg7IDB1C8e/cZxyauWQO9szMcmo9Dl/cjqoqV7ud1AMq26rHs0XugMzig8McfUXHkSPeDhcC0tWsBAPnffYeqzMxum7UODki65RYAwKmtW1F74kS37XoXFyTedBMA4MTnn6M+P7/bdtvzKvvjj9FUUtJtu7OfH2I7z6tNm9BSWdltu2tICKIvvRQAkPHWW2irq+u23SMyEhOXLwcAHPnvf2Fsaem23Ss6GpFLlgAADr74IqTR2G277+TJCFuwANJsxsHnn8fp/KdORcicOTC2teHIK6+csT1o5kwEzpjR+3k1bx78k5J6P68WLYJvfDyaysqQ/eGHZ2yPvPBCeEVFoaGwEDmbN5+xfeKKFfCIiEDtqVM49eWXZ2yPvuwyuAYHozo7G3nffHPG9thVq+Ds54eKo0dR+MMPZ2yPv/ZaGDw9ez33iEaLMRm+NFVVYe9TT3VbFzRzpvXN+Mgrr6DutDf78MWLrW/GB194Ac2nvZlPWrnS+ma8/9//PuPNOm71auub8en3DQBTbr7Z+mbc0/bpP/85glJS0NHU1ON2rYOD8mZcW9vjdoOXF3wTEtBUXt7jdreQEOXNuLCwx+3eMTHwiIxE7cmTPW4PmDZNeTPOzOxxe+j8+XD290fFkSPIeu0/3bZVbgMmLlsGg5cXSvft6/H4mCuugIOrK4p27cL+f//7jO2Tb7wRWgcHFOzYgSOvvnrG9s4PgrnbtiHzvfe6bdM7O1s/CJ744guc+Oyzbtud/fysHwSPf/wx8r/7rtt2j4gI6xt25nvvoWTv3m7bfRMSrB8EM954A5UZGd2289wbvnOvp+0TeO4B4LnHc4/nni2eezz3AJ57gz339M7KrJUlvZxXsVddBb2zM4p27cKJt5/rtq0WwMElV2H6skjk79iBo//9b7ftQqOxhi+ntm1D1qZN3e/b1dUavpz4/HOc/OKLbttdAgKs4Uv2Rx+dEUp6TpzYdV69+y5K9+3rtt1vyhRr+JL+xhtnhIrBc+ZYw5fDr7xyRrgTccEF1vDl4PPPo6Wqqtv2qEsvtYYv+555BqbTWhLFX3utEr5I2eNzm3TrrQiZMwfmXs6rlLvvtoYvPZ5XBgP8k5LQUl3d43YnHx9r+NLTdvfwcHhFRaG+oKDH7T7x8Ur40st5FZiSAtfgYFT18poWtnChEr708po2ccUKGDw9ez33iEYLIaVUu4YhFzJlilzx5pvd1gkhoNHrAQCm9vYzjul3u0YDjU53ztullGdcRQEAodVCo9We+3azGebT0vSBbNfodBAaTb/bzSYTpMnU6/baimakfpxneczAgqsi4WjQQqPXQwjR+/ED3W40QprPbLqqdVAGvzzn7R0d6Olvoq/ttudOf9t57tnv3Dvnc4vn3pnbee7x3OtlO889nnsAz73xdO4JISB0ukGdN1JKnDhYg1NHajpvHEET3DD5PB8I9PF7H8fnVa+/9zF6Xg14ey+vWS8lJe2TUqaccQDRCDU2w5ekJHnJaVdiaHhk7CpHQaYy3kvgBFckLw5UuSIiIiIiUoOUEtlpVcg9WmtdFzTRFVMWBEBoOPMbnZvn4+IYvtCowgF3acgYO8wozmmwLofFcXppIiIiovFKCIGYFB+Ex3d9Jiw52Yj0neU9tk4hIhrLGL7QkCk50QCTUXkjdfHQwyvAoHJFRERERKQmIQTiZvsizGb2y6LjDcjYVcEAhojGFYYvNCSklCjI6hr5PSzOA0KwOSkRERHReCeEQPxcP4REu1nXFWbVI3N3JQMYIho3GL7QkKirbENDtTKAmEYrEDzJrZ8jiIiIiGi8EEJg8jz/bp8R84/VIWtvFQMYIhoXGL7QkCjI7Gr1EjTRFXpHrYrVEBEREdFIIzQCk+f7I3CCq3VdXnotju+vZgBDRGMewxc6Z+2tJpSearQuh8VyoF0iIiIiOpNGIzBlYQD8I1ys604drsGJg9UqVkVEZH8MX+icFR2vh9mkXK1w93GEu6+jyhURERER0Uil0QgkLwqEX5izdd2JgzU4eZgBDBGNXQxf6JxIs0S+TZej8HgOtEtEREREfdNoBaaeHwTfkK4A5vi+auSm16pXFBGRHTF8oXNSUdCE1kYjAEDvqOnWh5eIiIiIqDcarcDUCwLhHeRkXZe1pxL5x2rVK4qIyE4YvtA5yTvW1eolNMYdWh1PKSIiIiIaGK1Og2lLguAVYLCuO5ZaiYKsuj6OIiIaffhNmc5aY207qktalAUBhMVxoF0iIiIiGhydXoPpS4Ph4dc1bmDGzgoU5dSrWBUR0dBi+EJnLd+m1Yt/mAucXPUqVkNEREREo5VOr8GMpcFw9+kKYI7+UI6Skw0qVkVENHQYvtBZ6Wg3odjmakR4Alu9EBEREdHZ0ztqMWNZMNy8HZQVEjiyowxluY3qFkZENAQYvtBZKT7eAJNRmV7a1dMB3oFO/RxBRERERNQ3B0ctUpaFwNVTCWCkBA5tL0V5QZPKlRERnRuGLzRoUspuXY44vTQRERERDRUHgxYpy4Lh7K50aZdm4OA3Jagsala5MiKis8fwhQatsqgZzQ0dAACdgwZBk9xUroiIiIiIxhJHZx1mLg+Bk5sOgBLAHPi6BFUlDGCIaHRi+EKDZtvqJSTaDTo9TyMiIiIiGloGFyWAMbgoAYzZJHFgWwlqylpUroyIaPD4rZkGpamuHZWFXVccOL00EREREdmLk6seM1eEwNFZCwAwGSX2bS1GbUWrypUREQ0OwxcalLyMrlYvvqHOcHF3ULEaIiIiIhrrnN30mLk8BA5OlgCmQ2LfV8Wor2QAQ0SjB8MXGrD2tu7TS0dO9lSvGCIiIiIaN1w8HDBzWTD0jsrXF2O7GWlfFaOhuk3lyoiIBkb18EUIsVwIkSWEyBFCPNjLPlcLITKEEOlCiDeHu0ZSFGbVdU0v7eUA7yBOL01EREREw8PVyxEpy0Ogc1C+wnS0mZH2ZTEaa9tVroyIqH+qhi9CCC2AfwNYASABwHVCiITT9okG8P8AnCelnAzgl8NdJykDnOXbdDmKTPTk9NJERERENKzcvR2RsizYOuFDe6sJe7cUoamOAQwRjWxqt3yZBSBHSnlSStkO4G0Al5+2z+0A/i2lrAEAKWX5MNdIAEpPNaCtxQQAcHTSImgCp5cmIiIiouHn4WvAjIuCodUpFwLbW0xI21KM5oYOlSsjIuqd2uFLCIACm+VCyzpbMQBihBA/CiFShRDLe7ohIcQdQog0IURaU3W1ncodn6SUyE2vtS6Hx3tAo2WrFyIiIiJSh6e/ATOWdgUwrc1G7N1ShJZGBjBENDKpHb4MhA5ANIDFAK4D8IIQwvP0naSUz0spU6SUKS7e3sNb4RhXXdqChmqlKadGKxAay+mliYiIiEhdXoFOmLYkyHpRsLXRiL1bitHabFS5MiKiM6kdvhQBCLNZDrWss1UI4BMpZYeU8hSAbChhDA2TPJtWLyHRbnAwaNUrhoiIiIjIwifYGVMvCISwfKtpaehA2pYitLUwgCGikUXt8GUvgGghxAQhhAOAawF8cto+H0Fp9QIhhC+Ubkgnh7HGca2prh0VBc3W5YgET/WKISIiIiI6jV+oC6aeH4TOuSCa6jqQtqUY7a0mdQsjIrKhavgipTQCWA/gSwDHALwrpUwXQjwihLjMstuXAKqEEBkAvgXwKylllToVjz+2rV78wpzh4uGgXjFERERERD3wD3dB0uJAawDTWNuOtC+L0N7GAIaIRgad2gVIKT8H8Plp6x62+VkCuM/yj4ZRW4sRRTkN1uXIRC8VqyEiIiIi6l1gpCvkwgAc3lEGSKChuh37vipGyrJg6B3YbZ6I1KV2tyMawfIz6mA2SQCAu48jvAIMKldERERERNS7oIluSDzP37pcX9mG/VtLYOwwq1gVERHDF+qFsd2M/Mw66/KEJC8IwemliYiIiGhkC4l2R8I8P+tybXkr9m8rhsnIAIaI1MPwhXpUkFUHY7vyBuXsrkdAuIvKFRERERERDUxYrAfiZvtal2tKW3Hg6xIGMESkGoYvdAaT0Yxcm4F2J0zxgtCw1QsRERERjR4RCZ6IneljXa4qbsHBb0ut3eqJiIYTwxc6Q/GJBrS3KCPDOzprETzJTeWKiIiIiIgGLzLRC1HTva3LlYXNOPRdKcxmBjBENLwYvlA30ixx6kitdTlysic0WrZ6ISIiIqLRaVKyNyYmd83aWZ7fhMPbyxjAENGwYvhC3ZTlNaKloQMAoHPQIDTWQ+WKiIiIiIjOTdQ0b0QmelqXy3IbcfT7MkgGMEQ0TBi+kJWUEicP11qXw+M9oNPzFCEiIiKi0U0IgZgUH4QndF1YLDnZiPSd5ZCSAQwR2R+/WZNVZVEzGqrbAAAarUBEgqe6BRERERERDREhBOJm+SIs1t26ruh4A46lVjCAISK7Y/hCACytXg7WWJdDY9zhYNCqWBERERER0dASQiB+rh9CorsmlCjIrEfmnkoGMERkVwxfCIAy9V5tRSsAQGiU6aWJiIiIiMYaIQQmz/NHkM2MnvkZdchOq2IAQ0R2w/CFIKXEiYPV1uXQGHcYXHQqVkREREREZD9CI5A43x8Bka7WdblHa7t9JiYiGkoMXwjVJS2oLWerFyIiIiIaPzQagaRFAfAPd7GuO3GwBicPMYAhoqHH8GWcO73VS0iUO5xc9SpWREREREQ0PDQageTFgfANdbauO76/GrlHu8ZCjElNxWMXXICY1FQ1SiSiMYLhyzhXU9qCmjJLqxcBTExiqxciIiIiGj80WoGp5wfCJ9jJui5rbxXyMmoRk5qK9evWwae4GOvXrWMAQ0RnjeHLOJdjM8NRcLQ7nNzY6oWIiIiIxhetToNpS4LgFWCwrvN69xv8fO06OLYqFyodW1sZwBDRWWP4Mo5Vl7agprQFAFu9EBEREdH4ptVpMH1pMDz9DJibdxgvbfoTDG2t3fZhAENEZ4vhyzglpUTOgSrrcnCUG5zZ6oWIiIiIxjGdXoPrPfPx8vt/grOxrcd9GMAQ0dlg+DJOVRW3oKbUZqyXZG+VKyIiIiIiUldMairuWX8XnDp6Dl46MYAhosFi+DIOSSlxfF9Xq5fQGHe2eiEiIiKice/mhx6yjvHSH8fWVtz80EN2roiIxgqGL+NQWV4T6quUNF+jFZg4la1eiIiIiIhefewxtBkM/e8IoM1gwKuPPWbniohorGD4Ms5Is0TO/q5WL+HxHjA461SsiIiIiIhoZMieMwfPbNzYbwDT6mjAMxs3InvOnGGqjIhGO4Yv40zxiQY01XUAUAYUmzCFMxwREREREXXqL4Bp1jniZ1c8jK3uccNcGRGNZgxfxhGzSSLnYLV1OTLREw4GrYoVERERERGNPL0FMC16R9x61R+wKyIJmbsrkZdRq06BRDTqMHwZRwqy6tDaaAQA6B01iJjsqW5BREREREQj1OkBTJvBgKf/sxHHZs6y7pO5uxK56bUqVUhEownDl3HC2G7GyUM11uWJyd7Q6fnrJyIiIiLqTWcAUxUcjGc2bsSJ+XMx46JgePp3tYjJ2sMAhoj6x5FWx4lTR2rQ3moCABhcdAiLdVe5IiIiIiKikS97zhw89M031mWdXoMZFwVj31fFqC1XpqXO2lMJSInIRI6nSEQ9Y9OHcaClsaNbGh89wwdaHX/1RERERERnozOA8QywaQGztwqnjtT0cRQRjWf8Bj4O5OyvhtkkAQDuvo4ImuiqckVERERERKObTq/BjKXB8LIJYLLTqnDiUHUfRxHReMXwZYyrq2xF8YkG63LsTF8IIVSsiIiIiIhobNDpNZh+WgCTs78ax/dXQUqpYmVENNIwfBnDpJTI2ltlXfYPd4F3oJOKFRERERERjS2dAYxPcNfn7JOHapCdxgCGiLowfBnDKgqaUVPaAgAQAohJ8VG5IiIiIiKisUen12DakiD4hjpb1+UerUXm7koGMEQEgOHLmGU2SWSnVVqXw+I84OLhoGJFRERERERjl1anwbQLguAf7mJdl3+sDuk7KyDNDGCIxjuGL2NUXkYtmuo6AChJ/KSp/7+9+46vsrzfOH59s9gEMCFsgxIIYQkEVBAXtqIiOFtHRbAKWleVtlr1p5VqHdXWUiyjuFBxFEepCzeiCBJAZMiSjWxkQyDJ9/fHOcSISBKSkyfn8Hm/XnmZ5z7Pec6FPqK5uJ/7rhdwIgAAACC2xcWbOpzWQA2af7/BxeqF2zT70/UqoIABjmiULzEod1eevvny+1XWjz2urpKqxgeYCAAAADgyxMWZ2p+cpkYtahWOrflmu76auI4CBjiCUb7EoAU5m5SfF/qNvUadJDXLqhNsIAAAAOAIYnGmtifVV5OWtQvH1i3boS8/XKuCfAoY4EhE+RJjvlu3W2uKbC3d+vgUxcWxtTQAAABQkcxMWd1S1ax1cuHYhpU7NfODNcrPKwgwGYAgUL7EEC9wfT1lQ+Fx2tE1dFSj6od4BwAAAIBIMTNlHp+i5u3qFI5tXL1LM95bo7x9FDDAkYTyJYasXLhN2zfvlRRa7KtV15SAEwEAAABHNjNTRuejfrABxua1u5UzYbX25eYHmAxARaJ8iRF79+Rr8YxNhcfHtK+rajUTA0wEAAAAQAoVMC061lNG56MKx7ZuyNUXb69W7q68AJMBqCgJQQeIhCpmaln9yHrc5t3JK7QvNzR1sXbtJP2sayMlJNCtAQAAoGxqxMVpZwGPyJSHlidUV6MaVTTxk28lSTu+26uZ73yr8/oco9q1kwJOByCSYrJ8qZeYqMFNmwYdo8J8umij/rlgS+HxPy7ooNOa1w8uEAAAAICDa9pUrzZI1e/HfaX8AtfWrXs14b/L9NzVXdWifq3i3w9J0u+CDgCUElMjotyeffm68/XZhce92zfUaZkULwAAAEBldUGnJhp+eSclxYd+HFu7bY9+MXKKZq/aGnAyAJFC+RLl/vnhIi3ftEuSVLtqgu4+NyvgRAAAAACK8/M2DfTUgC6qnhQvSdq8c68u/fcUTV2yqZh3AohGlC9RbMHa7Ro5cUnh8e1ntVb9WlUDTAQAAACgpLq3SNHzVx+v5GqhjTJ25Oap35Nf6KP56wNOBqC8Ub5EqYIC1x2vzVZegUuSso+uq0u6HDnr3AAAAACxoGOzunp50IlKrVVFkpSbV6BrxuRo/KxvA04GoDxRvkSpZz5fpunLv5MkJcabHrigneLiLOBUAAAAAEqrVYNaGnftiWpar5okKa/AdfOLMzV26oqAkwEoL4GXL2bWy8wWmNliM7v9EOddaGZuZtkVma8yWrZxpx56Z37h8XWnHKuMNFZGBwAAAKLV0UfV0H8GdVNG/ZqSJHfpjtdma9iHi+TuAacDUFaBli9mFi/pcUlnScqSdKmZ/WjFWDOrJelmSVMrNmHlU1Dg+v24Wdqzr0CSlNmglm44PSPgVAAAAADKqkFyVb086ES1b5JcOPbIuwt1z/i5yi+ggAGiWdAzX7pKWuzuS9x9r6QXJfU9yHl/lvSQpD0VGa4yemryMk1bFnrcKCHO9MjFHZSUEPQ/RgAAAADloW6NJI295gR1b3FU4diYz5frxhdmaM++/ACTASiLoH9qbyxpZZHjVeGxQmbWSVJTd3/zUBcys4FmlmNmORs2bCj/pJXAkg079HCRx41+c1oLtW2cfIh3AAAAAIg2Nask6Mn+XXRuh0aFY2/NXqv+T32hbXv2BZgMwOEKunw5JDOLk/Q3SYOLO9fdR7l7trtnp6amRj5cBcsvcP1+3FfKzQs9btS6YW3dcFqLgFMBAAAAiIQqCfH6xy+P04Du6YVjU5Zs1i9HTtH6bUf8AwFA1Am6fFktqej+yE3CY/vVktRW0sdmtkzSCZLGH4mL7o785JvC3Y1Cjxu153EjAAAAIIbFxZnu7p2l23plFo59vWabLhg+WUs27AgwGYDSCvqn92mSMsysuZklSbpE0vj9L7r7VndPcfd0d0+XNEVSH3fPCSZuMGat3KK/vbuw8PiG01uoTSMeNwIAAABinZnpulOP1SMXd1B8nEmSVn23WxeN+FyzVm4JNhyAEgu0fHH3PEk3SJog6WtJL7v7XDMbYmZ9gsxWWezMzdNvX/pSeeHVzTs2q8PjRgAAAMAR5qLOTTS6X7aqJcZLkjbv3KtL/z1FExfG5nqXQKyxWNwzPjs723NyYmNyzB/GzdLLOaskhRbeeuumHmp2VPWAUwEAAAAIwowV3+mqp6dpy67QwrsJcaYHLmini7ObFvPO2GJm0939iFuOAtEr6MeOcAhvzV5TWLxI0pC+bSheAAAAgCNYp2Z1Ne7abmpcp5okKS+8Mcff3luoWPyDdSBWUL5UUt9u2a3bX/mq8LhPh0Y6v2PjQ7wDAAAAwJGgRf2aevU33ZTZoFbh2NAPFmnwy7O0N7w7KoDKhfKlEtqXX6Abxs7Qtj15kqTGdarpvvPbyswCTgYAAACgMkirXVX/ufZEndwytXDs1ZmrdeWTX2hr+JEkAJUH5Usl9ODb8zVjxRZJUnyc6R+XHKfaVRODDQUAAACgUqlVNVFPXJmtS7p8v97L50s26cIRk7Vy864AkwE4EOVLJfP27DV64tOlhcd/OLOVstPrBZgIAAAAQGWVGB+nBy5op9+f2apwbPH6HTr/X5P11aotwQUD8AOUL5XIso079Ydx36/zckbrNA08+ZgAEwEAAACo7MxM15/WQv+45DglxYd+xNu4I1e/HDlF789bF3A6ABLlS6WxZ1++rnt+hrbnhtZ5aVK3mh69uAPrvAAAAAAokb7HNdazv+6q5GqhJQt278vXwGdz9MzkZcEGA0D5Uhm4u+56fY6+XrNNkpQUH6fhl3dWcnXWeQEAAABQcscfc5Reua6bmtYLbUVd4NI94+fq7v/OUV4+OyEBQaF8qQSe/GyZxk1fVXh897lZatckOcBEAAAAAKJVi/o19dpvuqtD0zqFY2M+X64BT0/T1t3shAQEgfIlYJ8u2qj735xXeHxR5ya6/PhmASYCAAAAEO1SalbRi9ecoHPaNywcm7Roo87/12daunFngMmAIxPlS4CWbdyp68fOUIGHjjs2q6P7z2/LOi8AAAAAyqxaUryGXdpRN/fMKBxbsmGnznv8M03+ZmOAyYAjD+VLQHbk5umaMTmF0/7SalfRyF91VpWE+ICTAQAAAIgVZqZbftZS/7y0o6okhH7827p7n/o98YWen7o84HTAkYPyJQD5Ba6bX5ipRet3SJKSEuI08ops1a9dNeBkAAAAAGLRuR0a6eVBJ6p+rSqSpLwC152vzdG9/5vLQrxABaB8qWDurnv/N1cfzF9fOPbgBe10XJHFsAAAAACgvHVoWkfjbzhJbRvXLhx76rNluuqZHBbiBSKM8qWCjZ60VGM+/35637WnHKsLOjUJMBEAAACAI0WD5Kp6edCJOrtdg8KxTxZu0HmPf6ZF67YHmAyIbZQvFejNr9bo/re+Ljw+t0Mj/eHMVgEmAgAAAHCkqZ6UoGGXdtJNp7coHFu6MbQQ74S5awNMBsQuypcKkrNss255+cvC4y7pdfXXi9orLo6djQAAAABUrLg4060/b6Vhl3VUtcTQph879+Zr0LPT9ei7C1Swf0tWAOWC8qUCLFy3XVePydHevNBCVsek1NCoK7JVNZGdjQAAAAAEp3f7Rnr1N93UrF71wrF/frhYv35mGuvAAOWI8iXCVm7epSuemKotu0K/cR1VI0lPD+iqujWSAk4GAAAAAFLrhrU1/obu6pGRUjj20QLWgQHKE+VLBK3ftkeXj56qddtyJUk1kuL1ZP8uanZU9WLeCQAAAAAVp0710B8SX3vKsYVj+9eBeWfOmgCTAbGB8iVCtuzaqyue+EIrNu+SJCUlxOnfV2arA1tKAwAAAKiE4uNMt5+V+aN1YK59boYefme+8vILAk4IRC/KlwjYmZunAU9P04LwFL34ONPjl3VSt2NTinknAAAAAATrYOvA/Ovjb/SrJ6Zq/fY9ASYDohflSznbmZunAU9N08wVWwrHHrm4vX6WlRZcKAAAAAAohf3rwJzcMrVwbMqSzTpn6KeaumRTgMmA6ET5Uo72Fy9fLNtcOHZvnzY6v2OTAFMBAAAAQOnVqZ6kp/p30S1ntJRZaGzD9lxdNnqqRkz8hu2ogVKgfCknByte7jy7ta7slh5cKAAAAAAog/g4081nZGjMVV1VL7xja36B68G352vgsznauovtqIGSoHwpBztz89T/qS9+ULzcdU5rXXPyMQGmAgAAAIDy0SMjVW/edJI6H123cOz9r9frnH9O0uxVWwNMBkQHypcy2rp7n/o9+YWmLfuucOyuc1rr6h4ULwAAAABiR8Pkanpx4Am6+qTmhWOrvtutC4dP1rOfL5M7jyEBP4XypQzWb9+jS0ZN0fTlFC8AAAAAYl9ifJzu6p2lEb/qpFpVEiRJe/ML9H//natrn5uuLbv2BpwQqJwoXw7Tys279IsRn+vrNdsKx+45N4viBQAAAEDM69W2of5340lq3bB24diEuet01j8m6Yulmw/xTuDIRPlyGBat266LRkzWsk27JIUWoXrk4g4a0L15Me8EAAAAgNiQnlJDr/2mm6488ejCsTVb9+iSUZ/rsfcXKp/dkIBClC+lNH35d7p45Odaty1XkpSUEKfhl3fSRZ3ZThoAAADAkaVqYrzu7dtWo67orDrVEyVJBS499v4iXfrvKfp2y+6AEwKVA+VLKbz51Rpd+u8p2hLeTq1GUryeHtBFP2/TIOBkAAAAABCcn7dpoLdv7qHjm9crHPti6WadPXSSJsxdG2AyoHKgfCkBd9eIid/o+rEztDevQJJUr0aSxl5zgrodmxJwOgAAAAAIXsPkahp7zQm69WctFWehsS279mnQs9N1x2uztTM3L9iAQIAoX4qRl1+gu16fowffnl84dkz42cYOTesEFwwAAAAAKpn4ONNNPTP00qAT1Si5auH42KkrdM7QSZqx4rtDvBuIXZQvh7B19z79+pkcPT91ReFY1/R6euW6bjr6qBoBJgMAAACAyqtLej29ffPJOqvt90s0LNu0SxcNn6xH312gffkFAaYDKh7ly09YtG67znv8M01cuKFwrO9xjfTs1V1Vt0ZSgMkAAAAAoPJLrp6of13eSY9e3EG1qiRICi3G+88PF+v8f32mReu2B5wQqDiULwcxYe5anff4Z1q6cWfh2I2nt9BjvzxOVRLiA0wGAAAAANHDzHRh5yZ6+7c9dMIx3y/GO2f1Np3zz0/15KdLVcCW1DgCUL4UUVDg+vt7CzXo2enauTdfklQtMV7DLuuowT9vJTMLOCEAAAAARJ8mdatr7NUn6K5zWispIfRj6N68Ag15Y56ueHKqVn23K+CEQGRRvoR9t3OvrhmTo398sKhwrGm9anr1N93Uu32jAJMBAAAAQPSLizNd3eMY/e+Gk9S6Ye3C8c8Wb9KZf/9Ez05ZziwYxCzKF0nTl2/WOUMn6YP56wvHTmqRovHX//A3BQAAAABA2bRqUEv/vb67fnPqsYVbUu/cm6//e32OLhs9Rcs37Tz0BYAodESXLwUFruEff6NfjJyib7fuKRy/pkdzPT2gCwvrAgAAAEAEJCXE6Q+9MjXuum46NvX7nWSnLNmsXo9N0pOfLlU+s2AQQ8w99m7o7Oxsz8nJOeQ5m3bkavB/ZunjBd/vZpRcLVGPXNxBP8tKi3REAAAAAICkPfvyNfSDRRr5yZIfFC6dj66rhy9qr2NTa/7oPWY23d2zKzInUBZHZPnywdfrdNsrs7VxR27hWKdmdTT00o5qUrd6RUQEAAAAABQxe9VW/X7cLM1f+/0W1EkJcbrljJa6ukdzJcZ//+AG5QuizRFVvuzIzdN9b8zTi9NW/mB80CnH6Hc/b/WDf5kBAAAAABVrb16BHv9osR7/aLHyisyCyWxQSw9e2F7HNa0jifIF0eeIKV+mLdusW1/+Uis37y4cS61VRQ9f1F6ntapf0REBAAAAAD9h3rfb9PtxszT3222FY2ZSvxOO1u/ObKXa1ZIoXxBVEoIOEGm79+brb+8t0OhPl6poz3ROu4a677y2LKoLAAAAAJVMVqPaev367nry06X6+/sLtWdfgdylZz5frglz1wUdDyi1mC5fPl20UXe8NlsrNu8qHKtdNUF/Pq+t+nRoJDMLMB0AAAAA4Kckxsdp0CnH6ux2DXXX63M0cWFos5S12/YU806g8gl8kRMz62VmC8xssZndfpDXbzWzeWb2lZl9YGZHF3fN/ALX4Jdn6VdPTP1B8XJSixRNuOVk9T2uMcULAAAAAESBpvWq6+kBXTT00o5KqcmTC4hOgc58MbN4SY9L+pmkVZKmmdl4d59X5LSZkrLdfZeZXSfpYUm/PNR1F67bru9mrCo8rl01QXedk6WLs5tQugAAAABAlDEz9enQSKdkpOrBd77Wg0EHAkop6JkvXSUtdvcl7r5X0ouS+hY9wd0/cvf901emSGpS3EWLrop9TvuGen/wKfpFl6YULwAAAAAQxZKrJ+qBC9oHHQMotaDXfGksqei+z6skHX+I838t6e2DvWBmAyUNlKSkBi3UMLmq/ty3rc7ISiuvrAAAAAAAAKUWdPlSYmb2K0nZkk452OvuPkrSKElq1KKNv3vLyapVNbECEwIAAAAAAPxY0OXLaklNixw3CY/9gJmdIelOSae4e25xF21UpxrFCwAAAAAAqBSCXvNlmqQMM2tuZkmSLpE0vugJZtZR0khJfdx9fQAZAQAAAAAADlug5Yu750m6QdIESV9Letnd55rZEDPrEz7tr5JqSvqPmX1pZuN/4nIAAAAAAACVTtCPHcnd35L01gFjdxf5/owKDwUAAAAAAFBOgn7sCAAAAAAAIKZRvgAAAAAAAEQQ5QsAAAAAAEAEUb4AAAAAAABEEOULAAAAAABABFG+AAAAAAAARBDlCwAAAAAAQARRvgAAAAAAAEQQ5QsAAAAAAEAEUb4AAAAAAABEEOULAAAAAABABJm7B52h3JnZdkkLgs6BmJIiaWPQIRBTuKdQ3rinUJ64n1DeuKdQ3lq5e62gQwAllRB0gAhZ4O7ZQYdA7DCzHO4plCfuKZQ37imUJ+4nlDfuKZQ3M8sJOgNQGjx2BAAAAAAAEEGULwAAAAAAABEUq+XLqKADIOZwT6G8cU+hvHFPoTxxP6G8cU+hvHFPIarE5IK7AAAAAAAAlUWsznwBAAAAAACoFChfAAAAAAAAIihmyxcz+6uZzTezr8zsNTOrE3QmRCcz62VmC8xssZndHnQeRC8za2pmH5nZPDOba2Y3B50JscHM4s1sppm9EXQWRD8zq2Nm48L/H/W1mZ0YdCZENzO7JfzfvTlm9oKZVQ06E6KLmT1pZuvNbE6RsXpm9p6ZLQr/tW6QGYHixGz5Iuk9SW3dvb2khZL+GHAeRCEzi5f0uKSzJGVJutTMsoJNhSiWJ2mwu2dJOkHS9dxPKCc3S/o66BCIGf+Q9I67Z0rqIO4tlIGZNZZ0k6Rsd28rKV7SJcGmQhR6WlKvA8Zul/SBu2dI+iB8DFRaMVu+uPu77p4XPpwiqUmQeRC1ukpa7O5L3H2vpBcl9Q04E6KUu69x9xnh77cr9ANN42BTIdqZWRNJ50gaHXQWRD8zS5Z0sqQnJMnd97r7lkBDIRYkSKpmZgmSqkv6NuA8iDLu/omkzQcM95X0TPj7ZySdV5GZgNKK2fLlAFdJejvoEIhKjSWtLHK8SvywjHJgZumSOkqaGnAURL/HJP1BUkHAORAbmkvaIOmp8KNso82sRtChEL3cfbWkRyStkLRG0lZ3fzfYVIgRae6+Jvz9WklpQYYBihPV5YuZvR9+dvTAr75FzrlToan+zweXFAC+Z2Y1Jb0i6bfuvi3oPIheZtZb0np3nx50FsSMBEmdJA13946Sdoqp/CiD8DocfRUq9hpJqmFmvwo2FWKNu7skDzoHcCgJQQcoC3c/41Cvm1l/Sb0l9Qz/CwmU1mpJTYscNwmPAYfFzBIVKl6ed/dXg86DqNddUh8zO1tSVUm1zew5d+cHGxyuVZJWufv+WXnjRPmCsjlD0lJ33yBJZvaqpG6Sngs0FWLBOjNr6O5rzKyhpPVBBwIOJapnvhyKmfVSaBp2H3ffFXQeRK1pkjLMrLmZJSm0QNz4gDMhSpmZKbSOwtfu/reg8yD6ufsf3b2Ju6cr9PvThxQvKAt3XytppZm1Cg/1lDQvwEiIfisknWBm1cP/HewpFnFG+Rgv6crw91dK+m+AWYBiRfXMl2IMk1RF0nuh3+c1xd2vDTYSoo2755nZDZImKLQ6/5PuPjfgWIhe3SVdIWm2mX0ZHrvD3d8KLhIA/MiNkp4P/6HDEkkDAs6DKObuU81snKQZCi0FMFPSqGBTIdqY2QuSTpWUYmarJN0j6UFJL5vZryUtl/SL4BICxTOexgEAAAAAAIicmH3sCAAAAAAAoDKgfAEAAAAAAIggyhcAAAAAAIAIonwBAAAAAACIIMoXAAAAAACACKJ8AQAAAAAAiCDKFwAAAAAAgAiifAEAAAAAAIggyhcAAAAAAIAIonwBACDKmNnrZuZmdtNBXvtz+LUngsgGAACAHzN3DzoDAAAoBTOrJ2mmpDRJJ7r7zPB4T0nvSpovqYu77wouJQAAAPajfAEAIAqZWTdJEyUtldRJUg1JX0pKVqh4mRtcOgAAABTFY0cAAEQhd58s6f8kZUgaKelZSQ0k3UTxAgAAULkw8wUAgChlZibpHUk/Dw+94O6XBRgJAAAAB8HMFwAAopSH/gTl1SJDjwUUBQAAAIfAzBcAAKKUmWVImiFpn0JrvcyV1NXd9wQaDAAAAD/AzBcAAKKQmVWR9JJCC+3+UtIDktqJ2S8AAACVDuULAADR6RFJHSU97O7vSbpH0meSBpnZxYEmAwAAwA/w2BEAAFHGzM5XaK2XqZJOcve88HhThbabTpDU0d2XBBYSAAAAhShfAACIImbWTKGCJU7Sce6+7IDX+0p6XdI0hYqZvRUcEQAAAAegfAEAAAAAAIgg1nwBAAAAAACIIMoXAAAAAACACKJ8AQAAAAAAiCDKFwAAAAAAgAiifAEAAAAAAIggyhcAAAAAAIAIonwBAAAAAACIIMoXAAAAAACACKJ8AQAAAAAAiCDKFwAAAAAAgAiifAEAAAAAAIighKADREJKSoqnp6cHHQMAAAAAEAHTp0/f6O6pxZxTPyEhYbSktmLiQSwokDQnLy/v6s6dO68POkxpxWT5kp6erpycnKBjAAAAAAAiwMyWF3dOQkLC6AYNGrROTU39Li4uzisiFyKnoKDANmzYkLV27drRkvoEnae0aP8AAAAAALGobWpq6jaKl9gQFxfnqampWxWayRR1KF8AAAAAALEojuIltoT/eUZljxGVoQEAAAAAAKIF5QsAAAAAAOVswYIFSRkZGW2Kjt16662N7r777jRJGjp06FHLli1L3P/aL3/5y6OnT59eVZIaN27cbs2aNQmS1LFjx8z91xsxYkS90mR44403atWqVeu4zMzMrMzMzKxu3bq1LOuvq6ghQ4bU3759e2GvcMopp7TYuHFjfHl+RqygfAEAAAAAoII999xzKStWrCgsX1566aXlnTt33nPgeTNnzpwvSYsWLary0ksvlap8kaTs7Owd8+fPnzd//vx5kydPXli21D80cuTItB07dhT2ChMnTlyckpKSX56fESsoXwAAAAAAqEBPPfVU3Tlz5lTv16/fMZmZmVk7duywrl27tvrkk0+qH3hu9erVO0rSnXfe2TgnJ6dmZmZm1r333ls/Ozu71eTJk6vtP69z586tPv/882oHvv9AB87Iufvuu9NuvfXWRpLUtWvXVtddd13jdu3atU5PT2/7zjvv1JSkvLw8DRw4sElGRkabli1bZt1///3177vvvvrr169PPOWUU1oef/zxLaUfztj505/+lJaRkdEmIyOjzZAhQ+rv/+xjjjmmzSWXXHJ0ixYt2nTv3j1jx44dVra/m9EhJreaBgAAAABgv/9e9d+m6+es/1GxURb129bf1ffJvisP570DBgz4bvjw4fUfeeSRlSeffPKukrzn/vvvX/3oo4+mffTRR4slqV69evmjR49O6dat28qvvvqqSm5ubtyJJ564+8D37S9sJKlv376br7rqqs2H+py8vDybPXv21y+99FLykCFDGvXq1Wvho48+mrpixYqkefPmzU1MTNS6devi09LS8ocPH542ceLEhQ0bNswreo1JkyZVHzt27FHTp0//2t3VuXPn1j179tyekpKSv2LFiqrPPffckm7dui0/++yzjxkzZkzd3/zmN4fMFAuY+QIAAAAAQDkzO/iEjp8aL63+/ft/9/777yfn5ubaiBEjUi677LKNBzuv6GNHDz300NrirnvxxRd/J0ndunXbuWrVqiRJ+vDDD2sPGjRoY2Ji6CmptLS0Qz5a9PHHH9c8++yzt9SuXbsgOTm54Jxzzvnuo48+qiVJjRs3zu3WrdtuSerYseOuZcuWVSnVLzxKMfMFAAAAABDTDneGSlmkpaXlbd269QeLz27evDm+efPmueVx/Vq1ahX06NFj29ixY+uMHz++3syZM+eV5H0JCQleUFBQeLxnz54fTMqoWrWqh89Tfn5+uT8SlJSUVLj9d3x8vO/evfuImBRyRPwiAQAAAACoSMnJyQX169ffN378+FqStG7duviPP/44+fTTT98hSTVr1sw/sJwp5nr5O3bs+MH511577cbbbrutaYcOHXampqaWaKHbJk2a5G3evDlh7dq18bt377YJEyYkF/eenj17bhs5cmTKvn37tP/XIkk1atTI37p16496hdNOO23HW2+9VWf79u1x27Zti3vrrbfqnnbaadtL9AuNUZQvAAAAAABEwDPPPLP0/vvvb5iZmZl1yimntLrtttu+bdOmTa4k9evXb+ONN9549P4Fd4u7VteuXXfHx8d7q1atsu699976ktSjR49dNWrUyB8wYMBBHzk6mCpVqvjgwYPXdOnSpXWPHj1atmjR4kc7LB3olltu2dCkSZO9mZmZbVq1apX1xBNP1JOkK6+8cmOvXr0KF9zd76STTtp12WWXberUqVPrzp07t77iiis2dO/e/Ufr0RxJzN2LPyvKZGdne05OTtAxAAAAAAARYGbT3T37UOfMmjVrWYcOHUpcSkSjZcuWJZ566qmtvvnmmznx8SWeRBPVZs2aldKhQ4f0oHOUFjNfAAAAAACIMsOGDTvqhBNOaH333XevPlKKl2jGgrsAAAAAAESZG264YdMNN9ywKegcKBlmvgAAAAAAAEQQ5QsAAAAAAJLWrl0b//MzemSsXbuW53hQrihfAAAAAACQNHLE8KPe//DT2qNGjjgq6CyILZQvAAAAAIAjXkFBgcY8M6LBn2+SxjwzokFBQUHQkRBDKF8AAAAAAEe8CRMm1EyM2xH/x4FSvG2Lf/fdd2uW9Zpm1vmaa65psv/47rvvTrv11lsbHc61hg4detSyZcsSD/bahRdemN64ceN2mZmZWc2bN28zePDghofzGW+88Uat9957r8ZPvT5u3Lja7dq1a928efM2mZmZWeecc84xixYtSjqczzrSBFq+mNmTZrbezOb8xOunmtlWM/sy/HV3RWcEAAAAAMS+USP+lnbtL3bHxcVJ1168J27k8L+llfWaSUlJ/tZbb9Vds2ZNmXcafu6551JWrFhx0PJFku67775V8+fPnzd37tx5L730Usr8+fNLXYp8+OGHtSZNmnTQ0mnatGlVBw8e3OyZZ55ZunTp0rnz58+fd9lll21avHgx5UsJBD3z5WlJvYo5Z5K7Hxf+GlIBmQAAAAAAMaz32T2PNbPORb8mTZqYfEUflyT16+uaNOnj5APP6X12z2NL8znx8fHer1+/DX/5y19+VOR8++23CWeeeeaxbdu2bd22bdvW7777bg1J6tmz57HDhg07SpL++te/pvTp06f5U089VXfOnDnV+/Xrd0xmZmbWjh077Kc+c9euXXGSVKtWrQJJmjRpUvUuXbq0atOmTeuTTjopY/ny5YmSdN9999U/9thj27Rs2TKrd+/exyxYsCBpzJgxqSNGjEjLzMzMeuedd35Qwtx///0Nb7311jWdOnXas3/s8ssv33rWWWftkKSuXbu2+uSTT6pL0po1axIaN27cTpLy8vI0aNCgJm3btm3dsmXLrL/+9a8pkrR8+fLE7OzsVpmZmVkZGRlt3nnnnZp5eXm68MIL0zMyMtq0bNky6957761fmr/flVmZ27eycPdPzCw9yAwAAAAAgCPLn4Y8tHrBgj7Vu7XfnPiv/8u1GtUlaV9hoXFUXWnj5NDxzl3SdUOqFEyZUy/vT0MeWl3az/r973+/vl27dm3+9Kc/rS06PmjQoKa33nrrujPPPHPHokWLks4888yMJUuWzH366aeXd+/ePbNFixa5jz/+eIOpU6d+nZaWlj98+PD6jzzyyMqTTz5518E+56677mry0EMPNVyxYkWVq666an3jxo3zcnNz7aabbmr25ptvLm7UqFHev//977q/+93vGv/nP/9ZNnTo0AbLly+fXa1aNd+4cWN8SkpKfr9+/TbUrFkzf8iQIesOvP7ChQur3nbbbWsP9tmH8thjj6UkJyfnz5kz5+vdu3dbly5dMs8999xtL7zwQt2ePXtufeihh9bm5eVp+/btcZ9//nn1NWvWJC5atGiuJG3cuDFmdp0KtHwpoRPNbJakbyX9zt3nHuwkMxsoaaAkNWvWrALjAQAAAACiSXZ29p7pM+fPvar/JemdL/4o+ZXH9sS1yfjxeXMWShfdUrWg3XGnb8mZ8cLy2rVrl3oV3nr16hVcfPHFmx588MH61apVK3z/Z599VnvRokXV9h/v2LEjfuvWrXFNmzbNu+OOO77t3bt3qzFjxixOS0vLL8nn3HfffasGDBjw3datW+N69OjR8r333qtRp06d/EWLFlU7/fTTW0qhRYVTU1P3SVKrVq12n3/++c379Omz5fLLL99Sml/T2rVr40899dRWe/bsievXr9+Gg5U1+73//vu158+fX338+PF1JWn79u3x8+bNq3rCCSfsHDRoUPq+ffviLrroou+6deu2OzMzM3flypVVrrzyyqbnnnvu1vPPP39baXJVZkE/dlScGZKOdvcOkv4p6fWfOtHdR7l7trtnp6amVlQ+AAAAAEAUql27dsG4V99acvW1967seVWSH+ycnlcl+dXX3rvyP6+8ufRwipf9/vjHP64bO3Zsys6dOwt/Bnd3zZgx4+v58+fPmz9//rz169d/lZycXCBJs2fPrpacnJy3evXqn1zj5ackJycXdO/effvEiRNruru1aNFi9/7PWLhw4bzPPvtskSR99NFHi66//voNM2bMqN6xY8fW+/btO+R1W7ZsueeLL76oLkkNGjTInz9//rx+/fpt2LFjR7wkJSQkeH5+qCfatWtX4Swid7dHH310xf4Mq1evnn3BBRdsO+uss3Z88sknCxo3brz3qquuaj5s2LCjUlNT8+fMmTPvtNNO2z5ixIjUSy65JL20v/7KqlKXL+6+zd13hL9/S1KimaUEHAsAAAAAECM6Z3fZlZaSeNBiJS010bt0Pf6gj/mURlpaWv6555773dixYwt/nj3ppJO2PfDAA4VrmkyePLmaJH300UfVP/jgg+Tp06fPGzZsWIP9C+fWrFkzf+vWrcU+hrNv3z5Nnz69ZosWLXLbt2+/Z/PmzQnvv/9+DUnKzc21nJycqvn5+frmm2+Szj333O2PP/746vCsm/hatWrlb9++/aCfcccdd6x99NFHG86YMaPq/rH968tIUtOmTXO/+OKLGpL0/PPP190//rOf/Wzr8OHDU3Nzc02Svvrqqyrbtm2LW7hwYVKTJk32DR48eGO/fv02zJgxo/qaNWsS8vPz1b9//y0PPPDA6tmzZ1cv+d/lyq1Sly9m1sDMLPx9V4Xybgo2FQAAAHBk2LRpk87r20ubNvG/4IhdU6dOrZHdJt8k6enXTEefUbXg6ddCEzey2+RrypQpP7n1cmnceeeda7ds2VK49MeoUaNWzpgxo0bLli2zjj322DbDhg1L3b17t1177bXpo0ePXpaenr7vL3/5y8orr7wyvaCgQP369dt44403Hv1TC+7eddddTTIzM7MyMzPbtG7dele/fv22VK1a1V988cVvbr/99iatWrXKatOmTdbEiRNr5uXl2WWXXda8ZcuWWW3bts26+uqr16ekpORfeOGFW9588806B1twt2vXrrsffvjhlf369Wuenp7etlOnTpkLFiyo2r9//02SdPvtt6974oknUlu3bp21cePGwl/nLbfcsjEzM3NPu3btWmdkZLS55pprjt63b59NmDChVuvWrdu0bt0665VXXqn3hz/8Yd2yZcsSTzrppFaZmZlZV1xxxTFDhgxZVR5/7ysDcz/o7KqK+XCzFySdKilF0jpJ90hKlCR3H2FmN0i6TlKepN2SbnX3ycVdNzs723NyciIVGwAAADgi/P1vj2rw736nvz36qH57y61BxwEKmdl0d88+1DmzZs1a1qFDh43FXeuXF/du3qX5m/VmL6pS8Pnsenn/d89DK4f86bam3dpvTmzbItemL++9+cWX/7e0/NKjLGbNmpXSoUOH9KBzlFagM1/c/VJ3b+juie7exN2fcPcR7j4i/Powd2/j7h3c/YSSFC8AAAAAys7dNXLE3/Xnm6SRI/6uIP/QFoikObO/rDnkX3HaFddzS86M+XOvuOKKLdNnzp+7007f8ufhcZo9e2a5zHzBka1SP3YEAAAAIBiTJk1SnG/VHwdKKtiiTz/9NOhIQESkN2+x+777H11WdFHd/Yvx3nf/o8vS01vsCTojol80bDUNAAAAoIKNGvGYBl60U3Fx0sALd2rk8L+rR48eQccCSqOgoKDA4uLiDjlt6823P178U6/ddPNvN910829Z9KiSKCgoMEmHvetUkGKyfPEC177dh94mCwAAAEDIZb+6QONefeMHYyn1kvSPN0I/s/br6/pL7zcV3guj0EUX9NbY516tsJxAKc3ZsGFDVmpq6tbiChhUfgUFBbZhw4ZkSXOCznI4YrJ8WTNzjf5S/S9BxwAAAACiQn01U6OqyTr11J0adX+ealSXpL2Frx9VV9rwWeh45y7pmjsSNPGTGqr/ajP+vxuVVl5e3tVr164dvXbt2rZiyY1YUCBpTl5e3tVBBzkcge52FCmZTTJ99I2jg44BAAAARI3de3frsf89oG/Wf65X/rlHbTJ+fM6chdJFN1VVi7Ruurn37aqWVK3igwKSetzeo9jdjoDKJCbLF7aaBgAAAA7PqJEjdM/dv9Waibk/eq3ByVU05M+PaeCgawNIBnyvJFtNA5VJqademVliJIIAAAAACN5xHTupQWqVg77WILWKOnbqXMGJACD6Hc5zb6vN7CEza1HuaQAAAAAEKicnR52zQptXPP2aqfnPq+vp10IL7XbO2idmmANA6R1O+RIn6feSFpjZe2Z2oZnFl3MuAAAAAAGYPm2SMtN3q/8dVfXXMc3096HP6+Fnmqr/HVWVmb5b06dNCjoiAESdwylfGkn6laRJknp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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### After two steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| 4 | 0.8164 | 3.116 |\n", "=====================================\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### After three steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| 5 | 1.244 | 2.449 |\n", "=====================================\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### After four steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| 6 | 1.254 | 1.559 |\n", "=====================================\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### After five steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| 7 | 0.9273 | -0.3249 |\n", "=====================================\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### After six steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| 8 | 0.2019 | -1.999 |\n", "=====================================\n" ] }, { "data": { "image/png": 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UREy+EBEREREREREFEZMvRERERERERERBxOQLEREREREREVEQMflCRERERERERBRETL4QEREREREREQURky9EREREREREREHE5AsRERERERERURAx+UJEREREREREFERMvhARERERERERBRGTL0REREREREREQcTkCxERERERERFREDH5QkREREREREQUREy+EBEREREREREFEZMvRERERERERERBxOQLEREREREREVEQMflCRERERERERBRETL4QEREREREREQURky9EREREREREREHE5AsRERERERERURAx+UJEREREREREFERMvhARERERERERBRGTL0REREREREREQcTkCxERERERERFREDH5QkREREREREQUREy+EBEREREREREFEZMvRERERERERERBxOQLEREREREREVEQMflCRERERERERBRETL4QEREREREREQURky9EREREREREREHE5AsRERERERERURAx+UJEREREREREFERMvhARERERERERBRGTL0REREREREREQcTkCxERERERERFREDH5QkREREREREQUREy+EBEREREREREFEZMvRERERERERERBxOQLEREREREREVEQMflCRERERERERBRETL4QEREREREREQURky9EREREREREREHE5AsRERERERERURAx+UJEREREREREFERMvhARERERERERBRGTL0REREREREREQcTkCxERERERERFREDH5QkREREREREQUREy+EBEREREREREFEZMvRERERERERERBxOQLEREREREREVEQMflCRERERERERBRETL4QEREREREREQURky9EREREREREREHE5AsRERERERERURAx+UJEREREREREFESqUAcQDCkpKbKgoCDUYRAREREREVEQbNiwoVFKmdrNmDSVSvUWgJFg4QEFlw/Ado/Hc8f48ePrOxsQkcmXgoICrF+/PtRhEBERERERURAIIcq7G6NSqd7KyMgYnpqa2qJQKGRfxEUDk8/nEw0NDSW1tbVvAbiyszHM/hEREREREVEkGpmammpi4oWCTaFQyNTUVCP8VVadj+nDeIiIiIiIiIj6ioKJF+orgfdalzkWJl+IiIiIiIiIiIIoInu+EBEREREREYVSbW2t8uyzzy4CgMbGRrVCoZBJSUkeANi8efMurVbba1U5jY2Nyrfeeivp8ccfb+itbVLvYuULERERERERUS/LyMjw7t69e+fu3bt33nLLLQ333HNPXevPx0q8uN3u495XU1OT8u233047qYApqJh8ISIiIiIiIuoDL7zwQsrIkSOHFxUVlVx00UVDzGazAgCmT59ecNNNN+WNHj26+N57783ZsWOHZsyYMcWFhYUlDzzwQFZMTMzY1m38/ve/Tx85cuTwwsLCkl/+8pdZAPDII4/kVFRUaIqLi0vuvvvunFA9P+oapx0RERERERFRRCt4fP74YG277NnLNvR07M0339zyyCOPNALAAw88kDVz5syU3/72t/UAUFNTE7Vx48bdKpUK55xzztD77ruv/u67725+7rnnUlsf//nnn8eVlpZqt27duktKifPPP3/o119/rXvhhRcqL7/88ujdu3fv7P1nSL2BlS9EREREREREfWDDhg3R48ePLyosLCz57LPPknfs2KFtve+aa65pUan89RGbNm3S3X777c0AcMcddzS1jlm4cGHc8uXL40pKSkpGjBhRsn//fu3u3bu1R+2Iwg4rX4iIiIiIiIj6wF133TVo9uzZpVOmTLHPnDkzedmyZfrW+3Q6na+7x0sp8dBDD9X86le/aux4+549e6KCES/1HiZfiIiIiIiIKKIdz9SgYLLZbIq8vDy30+kUH330UVJmZman3XVPOeUUy6xZsxLvvPPOlnfeeSep9fZLLrnE9NRTT2XdddddzfHx8b6DBw+qo6KiZHx8vNdqtXJmSxjjL4eIiIiIiIioDzz++OPVkyZNGj5hwoTiYcOGOboa99JLL1W89NJL6YWFhSWlpaVanU7nBYBrrrnGNGPGjOaJEycWFxYWlkybNm2IwWBQZmRkeMePH28ZNmzYCDbcDU9Cyl5bWjxsTJgwQa5fvz7UYRAREREREVEQCCE2SCknHGvMli1bysaMGdN4rDHhymw2K2JjY30KhQJvvPFG4scff5z07bff7g91XHRsW7ZsSRkzZkxBZ/dx2hERERERERFRGFm5cmXMgw8+mCelRFxcnHfWrFlloY6JTg6TL0RERERERERh5OKLL7bs2bOHy0ZHEPZ8ISIiIiIiIiIKIla+EEUwKSVqXS4cdDhQ5XSiwe2GweOBzeuFJ9DvSaNQQKdUIlGlQnpUFHI0GgzSapGgVoc4+sghpcQemw0bLBYcsNvR7PFASokElQoFWi3G6vUYFRsLhRChDpWIiIiIiIKAyReiCOOVEjusVmw0m7HdaoXZ6z2h7aRFRWFETAzG6fUYFh0NwcTACdluseCzxkZUO51H3Wd3uVDjcmG1yYQUtRpXp6RgYlxcCKIkIiIiIgDAV1/pcffdBXj99TJccYU51OFQ5GDyhShCtLjdWGowYKXReMIJl47qXS7Uu1z43mBAgkqF0+LjcWZ8PBJZEdMjDq8XH9TXY63J1KPxjW433qqpwTqzGf+Xng6dih/PRERERH3qq6/0uO66oXA4FLjuuqH45JNSJmCot7DnC1E/1+J24/3aWvz24EEsbG7ulcTLkQweDxY0NeGJgwfxVnU1qjqp4qB2jS4X/nroUI8TLx1ttVjwl0OHUMPXmIiIiKjvdEy8AGhLwHz1lf5kNrt//371eeedNyQ/P39kbm7uyNtuuy3X4XCImTNnJt9yyy15vRL7Sfjvf/+bsGHDBm3rzw899FDWnDlzTuo5U+eYfCHqp1w+H+Y0NOD3Bw/iB6MR3kAPl2DySYkfzWb8sawMb1ZXo8HlCvo++5tqpxN/q6hA7Um8Nk1uN56vqEC5w9GLkRERERFRp45MvLQ6yQSMz+fD1VdfPfTKK680lJeXbz948OB2q9WqePDBB7N7Je4juN3u437MnDlzErZu3Rrd+vOLL75YffXVV7PaJwiYfCHqh3ZYrXiqrAxfNzfD3QdJlyNJAOvNZjxVVobPGxrg9Pn6PIZwVOt04h8VFTB5PCe9LavXixcrKzvtFUNE1B23zwezx4Mmtxs1TicOORw4YLdjr82G3VYrdgT+bbdYsMNqxU6rFbutVpTabCiz21HpcKDe5YLJ4+FnPBFFtq4SL61OIgHz1Vdf6TUaje/BBx9sAgCVSoXXXnut4uOPP06x2WyKqqoq9aRJk4ry8/NHPvLII5kAYDKZFGefffbQoqKikmHDho148803EwHghx9+iJk4cWLRiBEjhp9xxhnDysvL1QAwadKkottvvz135MiRwx9//PHMrKysUd5AJbzJZFJkZGSMdjqd4oUXXkgZOXLk8KKiopKLLrpoiNlsVixevDh2yZIlCb/73e9yiouLS3bs2KGZPn16wbvvvpsIAF9++aV++PDhJYWFhSUzZswosNvtAgCys7NH/fKXv8wqKSkZXlhYWLJp0yYtAMyfP19XXFxcUlxcXDJ8+PCSlpYW5hs6YFMBon7E7fPhk4YGLDcYQh0KAMAjJb5pbsY6kwk3padjtE4X6pBCxujx4F9VVb067cvm9WJmZSUez8vj6lNEA5jH54PR64XB44HJ44HR44HZ64Wlwz+r1wubzwe7zweHzwdfLyfmFUIgWqFArFIJnVIJvVKJeJUK8UolEtVqJKlUSA78V6XgsTYR9RPdJV5anWAPmG3btkWPGTPG1vG2pKQkX2Zmpsvj8YitW7fGbtu2bYdOp/ONHTu25KqrrjIeOHAgKiMjw7106dJSAGhqalI6nU7xwAMP5M2fP780KyvL8+abbyY++uij2Z9++mkZALhcLrF9+/ZdALB58+aYBQsW6K+44grzxx9/HH/WWWcZNRqNvPnmm1seeeSRRgB44IEHsmbOnJny29/+tv788883XH755cbbbrutpWOcNptN3H333YMWLVq0Z/To0c5p06YVPP/886lPPvlkPQCkpKR4du7cuevZZ59NffbZZ9M//vjj8hdeeCFj5syZ5RdeeKHVaDQqYmJimL3vgMkXon6i1unE6zU1YVkJ0eLx4N9VVZgcF4cb0tIQrVSGOqQ+5fH58EpVFZpPoNSzOy0eD16trsavcnN5QkMUodw+HxrdbjS43WgM/Gt2u9Hs8aDZ7YbF60Xf1zgeziclrIEkT/0xxgkASWo10qOikBn4l63RIEejQRQ/w4go3Nx9d0G3iZdWDocCd99dgCuu2NZbuz/jjDNMGRkZXgC47LLLWpYuXaq7+uqrjb/97W9z77333uyrrrrKePHFF1t+/PFH7b59+6LPPffcQsA/nSk1NbXtwPPGG29sbv3/GTNmtHz44YeJV1xxhfmTTz5Juu+++xoAYMOGDdFPPvlkttlsVlqtVuVZZ51lPFZsW7Zs0ebk5DhHjx7tBIBbb7216d///nca4P8auOmmm1oAYNKkSba5c+cmAsDkyZMtjz76aO51113XfOONN7YMGTKEyZcOmHwh6ge2Wix4u6YGjjAv/V5jMmGf3Y6fZWZiSHR09w+IEB/W16MsiP1ZyhwOfNrQgBvT04O2DyIKPrPHg2qXCzVOJ2pdLtS6XKhzu9Hidoc8udJbJPx9q5rcbuy0WttuFwAyoqJQoNVicHQ0hkRHIysqCkKIkMVKRITXXy/rUeULAGi1Prz+etnxbH7kyJH2OXPmJHa8rbm5WVFTUxOlUqnkkZ+BQgiMHj3auXHjxp2fffZZ/O9///vsJUuWmK677jrD0KFD7Zs3b97d2X70en3bScKNN95o+OMf/5hdV1en3L59e8wVV1xhAoC77rpr0OzZs0unTJlinzlzZvKyZctOqqmuVquVAKBSqaTH4xEA8Je//KX26quvNn755ZfxU6dOLZ4/f/6+sWPHsolhAC9BEIW5Jc3NeKWqKuwTL62a3G78vaICi5qbux8cAdaZTFhhPOaFg16x1GDAZjN7nxH1Bz4pUe10Yo3RiE/r6/HPigo8WlqKR/fvxz8qKvBhfT2+Nxiwy2ZDcwQlXo5FAqhxubDaZML/6urwTFkZHt6/H69WVeH7lhbUs4E7EYXCFVeY8cknpdBqj32grdX6TmTZ6SuvvNLscDgUL7/8cjIAeDwe3HfffbkzZsxojImJ8a1YsSKurq5OabFYxIIFCxLOOussS1lZmVqv1/vuu+++5ocffrh28+bNMaNHj3Y0NzerlixZEgsATqdTrF+/XtvZPuPj432jR4+23n333XnnnXeeUaXy11vYbDZFXl6e2+l0io8++iipdbxOp/OaTKaj8gJjxoxxVFVVRW3fvl0DAO+9917y1KlTj/n8d+zYoZk0aZL9z3/+c+3o0aOt27dv7zTGgYqVL0RhSkqJ2Q0NWNLS0v3gMOOTEp81NOCgw4FbMzKgidBS8ya3G/+rq+uz/f23rg5DoqOhV/GjmyicNLndOGC346DDgTKHAxVOJ1z9JGEeSjavF5stFmy2WAAAqWo1Rut0OEWnw7DoaFbFEFHfaE3AdFUBc4KJFwBQKBSYM2dO6V133ZX//PPPZ/p8Ppx77rnGmTNnVr355ptJo0ePtl555ZVDamtro6699tqmM8880/bZZ5/F/eY3v8lRKBRQqVTylVdeKddqtfKjjz7a/8ADD+SZzWal1+sV9957b92ECRM6rSq57rrrWm6//fbB8+bN29N62+OPP149adKk4UlJSZ5x48ZZLBaLEgBuvvnm5nvvvbfgtddeS589e/b+1vExMTHytddeK5sxY8YQr9eLMWPG2B599NGGYz3f5557Lm3VqlVxQghZVFRkv/baa4N/hbIfETIEK6UE24QJE+T69etDHQbRCZNS4r91dVjZBxUVwZat0eDn2dlIjrCGsVJKvFhZid02W/eDe9E4vR53Z2X16T6JqJ2UEpVOJ/bZ7dhnt2O/3Q5jL6xwRoeLU6kwTqfDqXFxGDyAprESUc8JITZIKScca8yWLVvKxowZ09ijDXbWfPckEi80MG3ZsiVlzJgxBZ3dx8unRGFGSon/1NZitckU6lB6RZXTib+Wl+P+7GwURNAB9Aqjsc8TLwCw0WzGVotlQK8sRdTX6lwu7LJasdtmwx67HbZeXNWMOmfyeLDUYMBSgwFpUVE4LS4Op8fHI46Vf0QULEdWwDDxQr2M32BEYeb9urqISby0Mnu9eKGyEndmZkZE0sDk8eDzxp5dRAmGj+rrMTwmBuoInc5FFGounw+7bTZss1qxw2pFUxBWMqOeq3e5MKexEV81NWGsTodzExMHVFN3IupDrQmYu+8uwOuvlzHxQr0ppMkXIcQ7AC4HUC+lHHmMcRMBrAZwg5Rydl/FR9TXPmto6JPmraHg8vnwanU1fpqejtPi40Mdzkn5rKEhpFe+m9xuLGxuxhUpKSGLgSjSmD0ebLFYsMVqxS6rFe4InJbd33mlxHqzGevNZhRotbg4KQmn6HTsDUNEveuKK8y9uZw0UatQV77MAvAygPe6GiCEUAL4G4BFfRQTUUgsaW6O+BWCfFLivdpa2H0+nJeY2P0DwtB+ux1rj6MyyeeTaKm1o6naBnOLC3azGx63vxFnlFaJmDg14lO0SMmOgS6x58uuftPcjDPi45EYYb10iPqS2ePBRosF681mlNrt8DHh0m+UORx4rboamVFRuCw5GRP0eiZhiIgorIU0+SKlXC6EKOhm2C8AfAZgYvAjIgqNTWYzZjccs3l4xJAAPqmvh8vnwyXJyaEO57hIKfFJfX2PloW1W9w4tMuIyr0meFydr3ritHlhbnahrsyKveubEBuvRt7weGQPi4NSdewpRW4pMaexEbdlZp7AMyEauJw+HzaZzVhnNmOXzcaESz9X43LhrZoaLGhuxrSUlIiY2kpERJEp1JUvxySEyAYwDcA56Cb5IoS4C8BdAJCXlxf84Ih6ySGHA+/U1vbohD6SzGlshA/AZf0oAfOj2YwyR6cr+rVxO73Yv7kZh3YZcbzndFajG7vWNGL/5hYMG5+M7GHHvpK71mTCBYmJyNFqj29HRANQqc2GlSYTNpjNcHIZ6IhT7XTi31VVKIyJwXWpqcjl5yIREYWZsE6+AHgRwK+llL7uSkmllG8AeAPwLzUd/NCITp7Z48ErVVVwDdATgbmNjRAALu0HCRiPz4c53TTZrSuzYMeqeridh/8+tbEqpObGIjFdC11CFNQaJaSUcNq9MDc70VxjR0OFFV6P/6PL5fBix8p6VO41YtTUdMTGR3W6Pwngy6Ym/Dw7u1eeI1GksXm9WG0yYbnBgFqXK9ThUB/Ya7Phz+XlODMhAVenpCBGqQx1SEQ0wCmVyvHDhg2ze71eMXToUPsnn3xSptfrT+jgf/r06QWXX3658bbbbmu5/vrr8x977LG68ePHd3plcN68eXqNRuO74IILrADw3HPPpcbExPjuv//+ppN5PnTiwj35MgHAR4HESwqAS4UQHinlnJBGRdQLfFLijZoatHg8oQ4lpL5sbIRKCFyYlBTqUI7pB6OxyxVPvB4fdq9tROXew3vBJKRpMWhUIlJzYzqtYInWqZGQqkVuUTw8bh+q9plQtt0Ah9X/njA2OLF6bgVKTktD1hB9p/vearHgoN2OQVz5g6hNldOJ71pasNZkYuPcAUgCWGYwYKPZjOvT0jAxLi7UIRHRAKbRaHy7d+/eCQBXXnnloBdeeCH1qaeeqmu93+12Q30CPfw+/vjj8mPd/9133+l1Op23Nfny2GOPDYweB2EsrNcplVIOklIWSCkLAMwGcB8TLxQp5jQ2Yq/NFuowwsJnDQ1YZjCEOowuuXw+LOiiGbLT7sGPX1cdlnjRxqgw5pwMTLo0G2l5sT1qAqlSK5BfkoAzrsnD4DGJEIFPZ69HYtvyOuzb0ATZxUnkV028gEEEADusVrxYUYFnysqwwmhk4mWAM3u9eKumBv+uqoJxgF/oIKLwcMYZZ1hKS0s18+bN048fP77o3HPPHTps2LCRHo8Hd999d87IkSOHFxYWljz//PMpAODz+XDLLbfkFRQUjDzttNMKGxsb24onJk2aVLR8+fIYAJg9e3ZcSUnJ8KKiopIpU6YU7tmzJ+q9995Lfe2119KLi4tLFi5cqHv44YeznnzyyXQAWLVqVfSYMWOKCwsLSy644IIhDQ0NytZt3nvvvdmjRo0aXlBQMHLhwoVspNWLQr3U9IcAzgaQIoSoBPAHAGoAkFK+FsLQiIJqm8US8SsbHa8P6+oQrVBgUhheoVxqMMDUyYG7xeDChsXVcFja78so0KHktFSoNSdW6q5UKTBsXDLS82KxZWkdbGZ/tc2BrS2wW9wYeUY6FMrDkzk7rFaU2e0oYPULDUAysPzwwuZmVDqdoQ6HwtBWiwVP2+34SXo6xuk7ryIkooFh0qRJRUfeds011zQ//vjjDWazWXHeeecNO/L+n/zkJ40PPPBAU01Njeqqq64a0vG+devW7enpvt1uN7755pu4Cy+80AQAO3fujNm0adOO4uJi19///veU+Ph47/bt23fZ7XYxceLE4iuuuMK0du3amNLSUk1paen2yspK9ahRo0bceuuth111q66uVt1///0FS5cu3V1cXOyqq6tTpqene2+55ZYGnU7nfeaZZ+oAYNGiRW0H2bfeeuugf/7zn4cuu+wyy0MPPZT161//Ouudd96pAACPxyO2bdu26+OPP45/5plnsi6++OK9PX2OdGyhXu3oxuMYe2sQQyHqM0aPB7MGYIPd7kgAs2prEaNQYGQYrVbh8vk6TZRZDC78uLAKLrvXf4MAiielIG94fK8sdxqXosWUq3KxdWktGir9FVI1ByzweSVGn50BheLwfSxobsZ97P1CA4hPSqwzmbCguRl17OdC3bB6vXi9uhqnx8fjhrQ0RCnCuvibiCKI0+lUFBcXlwDAqaeean7wwQcblyxZohs9erS1uLjYBQBLliyJ2717d8zcuXMTAcBsNit37typXbZsmf66665rVqlUKCgocE+ZMsV85PaXLl0aO2nSJHPrttLT073HiqepqUlpNpuVl112mQUA7rzzzqYZM2YMbr1/xowZLQBw2mmnWX/1q1913niQTki493whiihSSrxbUwOL95ifiQOWV0q8XlODh3NywqaHyXKDAeYjfl9HJl6UKoExZ2cgNTe2V/etUitwynmZ2LWmAZV7/NOa6sqt2LasDqPOSj8sAbPVYkG104ksjaZXYyAKN1JKbDCbMbepiUkXOm4rjUYcsNtxd1YWMvl5STTgHKtSRa/X+451f2Zmpud4Kl1adez50lFMTExb010ppXjhhRcOTZ8+/bAGgvPmzYs/3v2dLK1WKwFApVLB6/We/BVFasO0P1Ef+t5gwC72eTkml8+Hl6uqwuKkyuPzYXFLy2G32S1urD8i8TL+wqxeT7y0UigESqakIn9E+3dvbZkFu1Y3HNYDRgKcykYRb5fVir8cOoQ3a2rC4jOC+qcalwt/PXQIG81HXUAmIgqJCy64wPjqq6+mOp1OAQBbt27VmEwmxVlnnWWePXt2ksfjQXl5uXrNmjVHzZ08++yzrevWrdPv3r07CgDq6uqUAKDX671ms/moefDJycneuLg4b2s/l7fffjt5ypQpluA+QwKYfCHqM3UuFz5vYJPxnrB4vZhZWQlziBskrjaZYOgQg9vpxYbFNXAekXhJTA9ulY4QAkUT/VOaWlXu9a+M1NE6sxmGLlZkIurPapxOvFRZiRcrK3HI0emKmkTHxenz4fXqanzZ2NhlM3Mior7yy1/+srG4uNgxatSo4cOGDRtx55135rvdbvHTn/7UMHjwYOfQoUNH3njjjQVjx449KkmSlZXlmTlzZtm0adOGFhUVlUybNm0wAEyfPt0wf/78hNaGux0f8+677x789a9/nVNYWFiydevW6Geffba6r57rQCYi8QtnwoQJcv369aEOg6iNlBLPV1Rgv90e6lD6lQKtFo/m5kIdgrn5Ukr8oays7eq6zyuxYXE1mmv8v0OhAMZfmIXkzJg+jWnb8jrUHGj/3j3lnAykF7R/n16UlIRrUlP7LCaiYLJ5vfiqqQlLDQb4IvB4hcLDWJ0OP8vMDMl3DRGdOCHEBinlhGON2bJlS9mYMWMa+yomoi1btqSMGTOmoLP7+C1D1Ae+MxiYeDkBZQ4H3q6pCclVyc0Wy2HTGnava2xLvADAyDPS+zTxAvgrYEaekY7EdG3bbdt+qIPV2B7nD0YjnD5fZw8n6lfWGI148uBBfNfSwsQLBdUmiwV/r6gIebUlERFFNiZfiIKsye3Gl41MuJ+oTRYLPg/B69ex10v1fjMqdhvbfh46NglZQ0KzXKlCKXDKuZmI1qsBAF6PxObvauFx+xMuNq8Xa0ymY22CKKzVuVx4oaIC79bWHtXsmihYyhwOPFdRgUb2EiIioiBh8oUoyD6oq2Mlwkla1NyMFQZDn+3voN3eVqlkbnFi56r6tvvS82MxeExin8XSmSitEqeckwGF0t+A3mJwHdaA9/sjmgQT9Qc+KfF1UxP+WFaGvWxMTiFQ73Lh+YoKVDudoQ6FiIgiEJMvREG00WzGdqs11GFEhA/q67Gnj07Ivg0kLzxuH7Z8Xwuvx5/UiI1XY+QZ6RAi9KvuxSVrMHxye2+X6v1m1B7094Kpcbmwi+876keqnU48e+gQ5jQ2ws0pRhRCBo8HL1RUoIKNnYmIqJepQh0AUaRy+nz4pL6++4HUI14p8Xp1NR7Py0NaVFTQ9mNwu7HB4k9i7F3fCKvRv3qQUiVwyjkZUEWdXM7a0dKC+q1bYTh4EOaKCtgaGqBNTMTUp58GAGx95x24rFYkDh2K1BEjEJeX1+W2cgrj0FJnR3Wpf7nUnasbkJgeDW2sCksNBgyPDc7y10S9RUqJb1ta8EVjIzxMulCYsHi9+EdlJR7KyUG+Vtv9A4iIiHqAyReiIJnf1IQWNu/rVVavF69UVeHXeXmIViqDso9lRiN8UqKh0oqK3e29U4ZPToUuUXPc2/O53WjctQtpo0f7t//b36L8u+8AAGqdDrHp6YjPz28bX7txI8q/+w4yMFVNn5ODoZdfjokPPdTp9odPTkVLrR12iwcelw/bV9Rh/IVZ2Gq1osXtRqJafdwxE/UFg9uNd2trsZtTjCgM2bxevFhZiYdzcpDLBAwREfUCJl+IgqDe5WqbukK9q8blwls1Nbg/O7vXp/94fD78YDDA5fBi+4r2qqW0vFhkDT2+BrstpaXY9ckn2Pfll3Aajbh52TLEpqfjlLvuwqhbb0VSYSE08fFHPYcLX34ZHocDhoMHUbdxIypXrYLX7a++kVKiYtky5EydCkUg+aRSKzByajp+/LoKANBUbUfFbhPyhsfjB6MRV6aknMxLQhQU2ywWzKqthYUNdSmMtSZgHs3NRabm+JPvRBR+btq5M7/7UT33QUlJeXdj/vjHP6a99957qVJK3HLLLQ1PPvlkPQA8/PDDWe+//35KUlKSBwCefvrpquuvv964aNGi2Pvvvz8/KipKfvjhhwdGjRrlbGxsVF511VWDly9fvk8ZpAuQAPDOO+8k/ulPf8pKTU11P//885XvvPNO8qxZsyqOHJednT1q/fr1uzIzM/v0SvP111+f/9hjj9WNHz++y7mh//3vfxNKSkocxxrTG2bOnJm8fv362Pfee+9QTx/D5AtREHza0MAS+iDabrXi88ZGTE9N7X7wcdhgscDs9WLn6nq47P6TwqhoJUacntbjRE/zvn1Y8fTTqF2/Hgq1GgXnn48hl14KTUICACD9lFO63YZKq0XK8OFIGT4cI26+ue32mrVrsfCeexA/aBBOe+IJ5E6dCgBIyohGwcgElG03AAD2bmhEWl4sVqqMuDw5GYow6FFDBPib6n7R2IjFzc3gJyT1B5ZAAuZXublICeKUVyKKTD/++KP2vffeS924ceMurVbrO+usswqvueYa48iRI50AcM8999Q988wzdR0f8/e//z3j66+/3ldaWqqZOXNm6ptvvln5xBNPZP7mN7+pDWbiBQDefffdlFdffbX8oosusgDAmWeeGVblqR9//HG3ya45c+YkeDwe4/EkX9xuN9R9UC3OhrtEvWy31YqtgZ4hFDyLmpuxxmjsfuBxWGowoK7cgrqy9ma1I89IQ5T22F90UkrYm5oAANqEBDiamzHp0Udx89KlOP+f/8SgCy6AqheummZOmoTzX3wRkBJf33knFj/4IGyBZbiHjk1CbHxg+Wm3xK61DTB4PHwvUtgweTz4R0UFFjHxQv2MwePBv6qqYOZUYiI6Ttu2bYseO3asRa/X+9RqNU4//XTzRx99lHCsx6jVamm1WhVWq1WhVqvljh07NFVVVVGXX365uavHLFu2LGbs2LHFRUVFJaNGjRre0tKisNls4tprry0oLCwsGT58eMlXX32lB/wVGxdeeOGQqVOnDsvPzx95zz335ADAo48+mrlhwwbd3XffXXD33XfnzJs3T3/OOecMBYDa2lrl6aefPmzo0KEjrr/++nzZ4SLzK6+8kjRq1KjhxcXFJTfddFO+J/BZGRMTM/YXv/hFdlFRUcmYMWOKKyoqVABQUVGhuuCCC4YUFRWVFBUVlSxevDj2WNvpaNKkSUXLly+P6Wr7ixcvjl2yZEnC7373u5zi4uKSHTt2aHbs2KGZOnXqsBEjRgwfP3580aZNm7QAMH369IKbbropb/To0cX33ntvTnZ29qjGxsa2g/78/PyRFRUVqg8++CB+9OjRxcOHDy857bTTClufx4lg8oWoF0kp8WlDQ6jDGDDer6tDWWBJ6JNV4XBgr9GKXWvaf3/Zw+KQmnPsprW1GzfiyxtuwKJf/AJSSsSkpmLG/Pk45Y47EJ2c3CuxtRIKBQZffDGunTsXEx56CIeWLsX8226D9PmgVClQclpa29j6civqD1nxQy8nqIhOxAG7HX8uL8e+Xvp7Jepr9S4XXqqqgjPQj4uIqCdOOeUU+7p16/S1tbVKs9msWLx4cXxFRUVbGd3bb7+dVlhYWDJjxoyChoYGJQD89re/rfnpT3866G9/+1vGI488Uv/rX/86+9lnn63qah8Oh0PcfPPNQ1588cVDe/bs2bls2bI9Op3O97e//S1NCIG9e/fu/OCDDw7cddddBTabTQDAzp07Y+bMmXNg165dO+bOnZtYWlqq/vvf/14zcuRI23vvvXfg9ddfr+y4j8cffzxrypQpltLS0h3Tpk0z1NTURAHAxo0btbNnz05av3797t27d+9UKBTytddeSwYAu92umDJlimXPnj07p0yZYnnppZdSAeCee+7Jmzp1qnnPnj07d+zYsXPcuHGOY22nK51t/4ILLrCef/75hj/96U+Vu3fv3jlixAjnHXfckf/KK68c2rFjx67nn3++8t57721bzaKmpiZq48aNu996663KCy+80PC///0vAQC+++672OzsbFdubq7nggsusGzevHn3rl27dl577bXNzzzzTMZxvg3acNoRUS9aYzKh0ukMdRgDhltKvFpdjSfy8xGvOrmPs+VGI/ZuaILT1j7dqGhi15/55spKrH3hBRz4+mvEpKUd1hA32EtRK6OiMO6ee1Bw7rmwNzdDKBSQUiIxXYvsYXpU7fNfGNm1pgHJmdFoSWfjXQqdVUYj/ldXx6mY1O+VOxx4q6YG92ZlcTonEfXIuHHjHA8++GDteeedVxgdHe0bMWKErXXq0C9/+cv65557rloIgYceeij7vvvuy/3000/LTjvtNPuWLVt2A8DXX3+tS09Pd0spcdlllw1WqVTy5ZdfrsjNzW0rC9m6das2LS3NfdZZZ9kAICkpyQcAq1at0v3iF7+oB4CxY8c6srKyXNu2bdMCwBlnnGFKTk72AsDQoUMd+/fv1wwdOtTd1fNYs2aN/vPPPy8FgBtuuMF49913ewFg4cKF+u3bt8eMGTNmOAA4HA5FWlqaB/BX8Nxwww1GABg/frx1yZIlcYG49LNnzz4IACqVCsnJyd7XX389qavtdKWr7XdkNBoVmzZt0s2YMWNI620ul6vtA/yaa65pUQXOIW666abmZ555JuvBBx9s+t///pc0ffr0ZgA4ePBg1NVXX53T0NCgdrlcitzc3BM+2WPyhaiXuH0+fBmYAkJ9x+Dx4NWqKjyamwuV4sSK+Zw+Hxbuq0PF7vYqkeGnpkCt6Xy6Uc369Vhwxx0QQmD8/fdj9O23Qx0Tc0L7PhlJhYVt/7/59ddhLCvDqb/9A+oPWeF2+uCwelC6uRmrMk24rJercIi6I6XE542NWNTcHOpQiHrNVosFsxsacF1aWveDiYgA/PKXv2z85S9/2QgA999/f3ZOTo4LADomUO6///6Gyy+/fFjHx/l8PvzpT3/K/Pzzzw/ceeedef/85z8r9+3bF/Xcc8+lv/TSS11WwvREVFRU2xURpVIp3W73CWWUpZRixowZTf/+97+PikelUklF4NhcpVLB4/F0uY9jbacrPdm+1+uFXq/37N69e2dn29DpdG3ljOedd571Zz/7maa6ulq1cOHChD//+c/VAHD//ffnPfjgg7U333yzcd68efpnnnkmq6cxHonTjoh6yfcGA5eWDpGDDgfer6vrfmAXVrUYsGlF++NTc2KQXqA7apwnUNWUOnIkiq65BtctWIDx998fksTLkXxeL/bOmYPvH7ofQ8e0x16+04BvKhogWXVAfcjl8+HV6momXigifdvSgh8MhlCHQUT9RFVVlQoA9u3bFzV//vyEO+64oxkAysvL28qSP/roo4SioqLD5ub++9//Tr7ooouM6enpXrvdrlAoFFKpVMJmsx12Dj969GhHfX29etmyZTEA0NLSonC73Tj99NMt77//fhIAbN26VVNTUxM1evToE1oBaPLkyeZZs2YlA8Ann3wSZzKZlABw8cUXm+bNm5fY+hzr6uqUe/fuPWZ38tNPP938/PPPpwKAx+NBU1OT8kS20xWdTuc1mUwKwF8FlJOT43rnnXcSAX9Ca/Xq1dGdPU6hUOCSSy4x3HfffblDhw61Z2RkeAHAbDYr8/Ly3ADQ+hqcKFa+EPUCh9eLhTzJCKnVJhNyNBqcn5R03I99Y9VBWAwuAIBSJTB8SuphU4e8Lhc2vPQSDi5ahGu++ALqmBic8eSTvRZ7bxj/858jNiMDy3/3O0jfr5F0xW9hMgLSB6xZVYs9w3JRHHvs/jVEvcHs8eDlqiqUOYK6wiNRSH1YX4+MqCgMC4PkOxH1XE+Whu5tV1555RCDwaBSqVTyxRdfPJSSkuIFgAcffDBn586d0QCQk5Pjevfdd9tiM5vNivfffz95+fLl+wDgkUceqbv00kuHqdVq+cEHHxzouH2tViv/97//7X/ggQfyHA6HQqvV+pYvX773scceq7/lllvyCwsLS5RKJV5//fWy6OjoE7oa9+yzz1ZPnz598NChQ0dMmDDBkpmZ6QKA8ePHO373u99VnXfeeYU+nw9qtVrOnDnzUGFhoaurbb366quHbr311vzCwsIUhUKBl19+ufz888+3Hu92unLzzTc333vvvQWvvfZa+uzZs/d/+OGHB+688878v/3tb5kej0dMmzatecqUKZ02obv55pubzzrrrOEzZ84sa73tt7/9bfWNN944JD4+3nPGGWeYDx06dMKraIhIvBo6YcIEuX79+lCHQQPIV42NmBdY7YZCRyEEfpGdjZLjSDJsazJh2r9WwuPyVx0WTkjGoFGJbfe37N+P7371KzTt3Imi6dMx5Te/QZTu6KqYcLH3iy+w9IknkD7hVGjOeQJC+C+O/PSaYfjjpMJuHk10chpcLvyrshIN7i6njRNFDL1Sid/l5yOBPbWIQkIIsUFKOeFYY7Zs2VI2ZswY9gWgPrNly5aUMWPGFHR2HytfiE6S1evFkpaWUIdBAHxS4s2aGvwmLw9pUT2rVPzj17vaEi8xcWrklyQA8Per2Pnhh1jz3HNQabW48OWXUXD++cEKvdcUTpvWNsXIlRKP6v3+5rtfLi3H42MHI1bNj30KjgqHAzOrqmDi9EsaIMxeL16rrj6pnmNERDRw8JuC6CQtam6Gg0tPhg2b14uXq6pg83q7HbupogXrtrdfDCmelAKF0j/dSPp8OLBgAbImTsSMuXP7ReKlVdE116DommswbHwyfFb/0tmmZhdeWFka4sgoUu232/FCRQUTLzTgHHQ4MLuhIdRhEBFRP8DkC9FJsHq9+J5N98JOncuFN2tq4DvGtEopJR7/cnvbzyk5MUjNjUXd5s2wNzVBoVTioldfxcVvvIGYfrqqhfnALlS9fjcs274FAHy0vBx2V/dJKaLjsctqxYuVlbAzCU0D1PcGAzaYzaEOg4g65/P5fFwbnvpE4L3W5QERky9EJ2FxczOcPOEISzutVnxSX9/l/XO3VGNPpQkAIBRA0cRkbPvPfzD3Jz/Bun/8AwAQpdcf1ni3v0kePhzpY8eiedG/4arbD5vNg3//wOoX6j3bLRa8XFUFFz8HaYD7b20tGl3H3ReSiIJve0NDQzwTMBRsPp9PNDQ0xAPY3tUYTv4nOkE2Vr2Eve8NBmREReHsxMQON34PeeutWHThA0ByMQAge5Aaq//wGA5+8w3yzzsPk3/96xBF3LsUKhXO/+c/8MmVV6Phi78g4/9exNvLD+LOKYMRH8MGkXRytloseL26Gp4IbNxPdLzsPh/eqqnBY3l5UPTjpD1Rf7Hf3uliNUfxeDx31NbWvlVbWzsSLDyg4PIB2O7xeO7oagBXOyI6QfMaG/EVVzgKewohcH92NkbExgLffw9cfjlgs8Gm0uBn1/4Bq5JTYJj3Z5grKzHp4Ycx+vbb+3W1S2dqN23C3J/8FNGDxiH1mt/j5+cMxWMXF4c6LOrHtlsseJWJF6KjXJqcjKtSUkIdBlFE22qx4I3qavy7qKjb1Y6Iwgmzf0QnwOnz4VtWvfQLPinxRnU1Gr75pi3xAgAxHifenv00rtS1QJuQgMtnzcKYn/0s4hIvAJAxdixG3PEg1Ek5gPTh7RUH0TLvG6CgwJ+QIjoOu6xWJl6IuvB1U1OPr8gT0fFbazLh1epquPkdRP0Qky9EJ2C5wdCj1XQoPOStWoX4q69uS7xIALMAqD1O/P1ff8CvHnoImRMnhjDC4DvtoTuQN/0eCIUS4/ZvRuy1VwPl5f6EFBMw1EOlNhteYeKFqEsSwDs1NewHRxQEyw0GvNvNggpE4YzJF6Lj5PH5sKSlJdRhUA8VrlmD+++5B1EOBwDACuB6ALcB+ACAxuHAL+69F4Vr1oQwyuATQmDY+GQM+fFLuD7+HRRO/+sBm40JGOqRQw4HXmJzXaJuNbrdXH6aqJd929KC/9XVgWkX6s+YfCE6TmvNZhg8nlCHQT3QmnjRBBIvhwBMBTAbwPMAbgmM0zgcuP+eeyI+AXN65TbcuuxdfC59+FfHO5iAoW7UuVyYWVkJBxMvRD2y3GDALqs11GEQRYRFzc3HXMGSqL9g8oXoOEgpsbi5OdRhUA/d+sQTbYmXNQAmAtgPYB6ARwF07O6icThw6xNP9HmMfaU1EfUTrwdXAngSwMGOA5iAoS4Y3G78q7ISZk61JDou/62r4/QjopO0uLkZn7GSjCIEky9Ex2Gb1YoalyvUYVAPzfrLX+DUagEAMQCy4E/CXNrJWKdWi1l/+UsfRhc8WRoNzk5IwC0ZGXg0Nxd/KSvDw/fdB43DAQHgZfg//O8FDi/fZQKGjuDwevFSVRWa3O5Qh0LU7zS53fiCJ41EJ+zblhZO4aOIogp1AET9yWL2eulXdk+YgLt+9jO88dbbGO10YAM6zzg7tVq8/Npr2Dt5cl+H2Gsyo6IwJT4eE/R6JKvVh995991tzYYBIBfAXwH8AsACAJd1HGuzAbfdBpSVBTtkCnNeKfFadTUqnc5Qh0LUby01GDApLg6Do6NDHQpRv/KDwcCpRhRxmHwh6qEKhwN7O5zAUnhzmkz49uGHUbliBQzX/Bwfzn0LMZ6jTyK90dF45bXXsPfUU0MQ5ckRAEbrdDg/MRGFMTFdD3z33cOW2Qb8VS+pAC45cmxMjH88DXjv19VhFz/ziE6KhH/60e/y86EUotvxRASsM5nwv7q6UIdB1Os47Yioh7jCUf9hOHAAc667DtVr12L8r36PLcMuwc+u/QNsKs3hA2NioJw/H2dPmwZVPzooFgAm6vV4sqAA92VnHzvxAgDnnAPMm+dPrAQo4V/1SQGgdSKdNzraP+6cc4ITOPUbC5qasMpoDHUYRBGh2unEIvaLI+qR7RYL3q2t5apGFJGYfCHqAZPHg/Vmc6jDoB6o+OEHzLn+ejhNJlz27rvwZZ8NAFidPxqzfvNyewIiJqYt0TBWr8cvsrOhVYT/R+JYnQ5PFhTgjqwsZGk03T+gVScJGAD4FkA+gO1qNV589VV8MmIEpOQhz0C20WzG3MbGUIdBFFHmNzWxdxJRN/bb7Xituho+HodQhAr/Mw2iMLDMYICHXwT9gsduhz4nB9M+/RSanBForrEDABQCuOzBG/0JiPz8oyo8imNj8Vhe3tH9UsJEYUwMHs/Lwz3Z2ceXdOmokwTMCAAWABenD8X2Uybi25YWvF9XxwTMAHXI4eAVR6IgcEuJj9m/gqhLNU4n/l1VBTePPyiCMflC1A2Pz4flLL8Pa16XC9Vr1gAABl14IaZ9+il0WVko3djUNubysVnIT471JyDKyjqdWpOt0eA3eXndT+PpQ1kaDe7PzsYjubkY1BsNG49IwCSoNRgy5mJUVe7Cpo8XAQBWGI1cXWAAMnk8eKWqCi4ujUsUFFssFmyzWEIdBlHYMXk8eKmqClavN9ShEAUVky9E3dhgscDk8YQ6DOqCraEB8265BQvuvBPmqioAgEKlQnONHS11Dv/PCuBX5xf1aHt6lQq/zMnBxUlJCGUXmCS1Gv+XkYEn8/MxSqfr3Y23JmDy87Hhlf+i5fy7oUrIwK53X4Lb6X+vL2lpwVL2ORowWlc2auFnHVFQfdLQAA8TnERtnD4fXqqq4rQ8GhBCmnwRQrwjhKgXQmzv4v6bhRBbhRDbhBCrhBBj+jpGoqUGQ6hDoC407tiBL2bMQNOePTj3+eehz84GAEgpUbqpvbnh1FHpyE3qeTWLQghMS03Fw7m5SOnjaUjxKhVuSEvDHwsKcFp8PESwGgEHKoBOvW06slPjkDD1J3DVHsC2L5a2Dfm4oQH7uNrNgPBxfT322+2hDoMo4tW7XPiWxxVEAPzHa2/X1OCQwxHqUIj6RKgrX2YBuPgY9x8EcJaUchSAPwJ4oy+CImp1yOHAAZ6QhKX9Cxbgy5tvBoTAlR98gMEXt3+UNFXbYaj3f5ELBfBED6tejlQYE4M/FBTgoqSkoK+GlKxW44a0NPx50CCck5gIVR81/1UpFbj3rCGIGX4mMn7yPMyKofB5/fOtfVLirZoamFkNEdFWGY1YxpNBoj6zoKmJFbVEAGY3NGALp+LRABLS5IuUcjmALtfek1KuklK21r2vAZDTJ4ERBbDqJXwZDh5ESkkJpn36KVKGD2+73V/10t7rZXRJMopS9Se8nyiFAtekpuLpggJMjouDopeTMEOio3FnZib+FEi6qEOw4tKM8TmIi9VAkz0cDqsHlbvbV7oxeDz4b11dn8dEfaPC4cAH/P0S9SmHz4c5XFGMBriVRiOWcHozDTChrnw5Hj8D8HVXdwoh7hJCrBdCrG9go0jqBTavFz9yeemw4rJY0LhrFwBg3L334vJZsxCTknLYmMYqG4wNTgD+qpe7zhrcK/tOiYrCbYEkyUVJSYhXqU58W2o1Lk5KwlMFBXgsLw8TgpDUOR5atRI/PS0fAGDeOB/f/mw6XFZr2/1bLBasYtPpiGPzevFadTVXliAKgVVGIyo51YIGqP12OxP/NCCd+NlDHxJCnAN/8uWMrsZIKd9AYFrShAkTeCRJJ22NycRVP8KIqbIS39x7LxwtLbhx8WKooqOhjIo6bMyRvV7yi+JxXlZyr8aRrFbjmtRUTEtJwX67HTtsNhyw21HldMLcSZd+pRBIVauRq9FgSHQ0imNikHmiS0UH0d2nD8abyw5AnTYYbkM91r38Ds749S/a7v+0oQEjY2MRdxJJJwovs2pr0cgGh0QhIeGfcvFQbm6oQyHqUwa3G69VV8PDxD8NQGF/FC2EGA3gLQCXSCmbuhtP1FuWc8pR2KheuxaLH3wQ0ufD+f/8J1RdLLncUGmDqdFf9aJQClw5JRdapTIoMQkhMDQmBkM7LEvt9Plg8Xrh9vmgEALRCgV0SmXwmub2ovhoNc4bm4GFbh+iB0/Ano/fw8Sf3wZNYKUlm9eLT+rrcUdWVogjpd6wpLmZ8+yJQmyXzYYdVitGxMaGOhSiPuHx+fBqdTV7HtGAFdbTjoQQeQA+B/BTKeXeUMdDA8c+mw01LleowxjwpJTYOmsW5t9+O6KTkjDtk0+Qc/rpXY7d36HqJacoDudmJvVVqAAAjUKBZLUaGRoN0qKioFep+kXipdUjZw+DUADxp98Ir82MjW++d9j9P5rN2MvVj/q9Mrsdn7PfBFFY+LyhAZIVADRAfFRfjzJOt6MBLNRLTX8IYDWAIiFEpRDiZ0KIe4QQ9wSGPAkgGcArQojNQoj1IQuWBpQf2N8ibNRt3Ij8c8/F1Z98gviCgi7HNRyywtTUXvUy4pQUjOTVxOMyLEmH4UWJ0GQVQTtoHHZ/+D58R0xL+bi+Hj6eKPRbDq8Xb9bUwMvfIVFYqHQ6sdZkCnUYREG3ymjk8TUNeCGddiSlvLGb++8AcEcfhUMEwD+9YiMb7YaUsawMQqlEXG4uznn+eSijoo5ZQSKlROnm9qqXvOJ4TElL6LPlmiPJT04rwBO7WpB07p2AUgm7XSJW3X5/pdOJVUYjzkhICFmMdOLer6tjnxeiMDO3qQkT9Hp+Z1HEquTKekQAwnzaEVEorDWZuPpHCJV99x0+v/ZaLP/97wEAKo2m26k7deVWmJv908SUKoGCUQmYqD/x5aUHsqsGpyM1OwbqlFyoE7NQvsN4VEn83KYmNqPuh1YZjVzBjSgMNbndrAigiOXwevF6TQ2PrYnA5AvRUVbwACgkfF4vfnzxRSy67z7E5+fjrD//uUePO7LXS25xPFL1WhR1aIRLPRerVOKsCRkAAJ/bgY1/fgSb35l12Bijx4PvWlpCEB2dqAaXCx/V14c6DCLqwoLmZia1KSK9X1eHevZRJALA5AvRYcodDlQ6naEOY8BxtLRgwc9+hk2vvYai6dNx5QcfQJ+d3aPH1pVZYDG0V70MGpWI8TodFP2o0W24ubYkC7rEKCjUWnhdDmx58y14jvi7+KalBY5Oltam8OOTEu/U1sLJEzuisGXyePA9V1mkCLPCYGDFJVEHTL4QdbCSVS8hoYqOhsdux5l//jPO/NOfoNJoevQ46ZMo7VD1kleSgCitEpPi4oIV6oAwVq/HkJGJAID4KdfBZWjC3i/mHDbG5vViCatf+oUFTU04YLeHOgwi6sY3zc1MalPEqHE68XFDQ6jDIAorTL4QBbh9Pmbn+5DP48HWd96By2KBSqvFVR9+iOLp049raeaagxZYjf7moUq1QMGIBCSr1RgcHR2ssAcEjUKBS0ZnQBOthDZ/DKIyhmLTm2/Dd8RJwbcGA08UwlyZ3Y75zc3dDySikLN6vfiO1S8UATw+H96qqeFUOqIjMPlCFLDZYoGNJ5J9wlJbi3n/939Y89xzOLBwIQBAHOcqDz6fxP4OKxzlB6pe2Gi3d0xJTEBeSTyEEIibNB3WqkMoW7LksDE2rxdLeaIQttw+H96treXS4ET9yBJO6aQI8EVjI6fxE3WCyReiAE456hsHFy/GZ1dfjaZdu3DO88+j+NprT2g7tQfMsJn8VS+qKAUKRiQAAJMvvWRETAwKhydBqRKIKToNiefcDm3eyKPGLWlpgZtXtsLSF42NqGWTQ6J+xer1svcL9Wu7rFZ8y2nJRJ1i8oUIQIvbjd02W6jDiHhb33kHi3/xC+izsjDts88w7IorTmg7/qqX9i/2/JIEqDVKZEZFIUer7a1wBzSVQoFTU+KRNTQOQqFE3KRrUFNx9JQws9eLVSZTCCKkY9lns3FFKqJ+anFLCxtkU79k83oxq7YWrLck6hyTL0QA1phM/KIIotZeIYMuugjj778fV330ERIGDTrh7dXsN8Nmbq96yR8RDwCYwKqXXjVJr297bQHg0PJl+OGZvx41bnFzMySntoQNl8+H//Dgl6jfsnq9WMbqF+qHPqyvh8HjCXUYRGGLyRci+JMv1Pu8LhfWvvACFt13H6SU0GdnY/z990MZFXXC2/R5D+/1UjAyAeooJQBwlaNeVhQTg+ykGKTlxQIAXLWl2PXBf9C8Z89h4xrcbmy2WEIRInXii8ZGNLjdoQ6DiE7CYk7ppH5mo9mMdTyeJjomJl9owCuz29kXIQgatm3DFzNmYMubbyImLQ2+XjoZrCo1wW7xX1VRaxTIL0kAAORrtUg7iaQOHU0IgQl6PQpGJgAA9OMuh1BrsfGNN48ay2Wnw0OpzYbv+bsg6vdMHg9WsBcd9RNmjwf/q6sLdRhEYY/JFxrwVjNL36s8djvWPPcc5lx/PRwtLbjolVdw5h//eFLVLq18XokDW9pPLAeNSoRK7f8Y45Sj4Dg1Lg4JaVrEp2igjNZDN+YiHFz4NaxHHGSV2u0odzhCFCUB/tWN3qur43QjogixqKWFq5VRv/BBfT0sXKWLqFtMvtCA5pUS683mUIcRUbxuN/bPn4+ia6/FdfPnI//cc3tt25V7jXBY/VUvUVolcov9/UgEuMpRsORptcjUaJAfWE1KP/4KSJ/E9v++f9RYNngNra+amlDHKj6iiNHsdnMaB4W9jWYzNvJYmqhHmHyhAW2H1cpMfS9wtLRg/UsvwetyQRMXhxnz5uHMZ55BVC8mRLweHw5s7VD1Mrq96mVIdDQS1epe2xcd7tS4OKQX6KCNVUGdkAH9hCsBffZR49abzTCz0V5IVDgcWMzkF1HEWciG5hTGrF4vPuB0I6IeY/KFBrS1vKJ0UqTPh12ffIKPL7kEm157DTXr1wNAryZdWlXuMcFp8yfKNNFK5Ba1N9dl1UtwTdLroVAI5A33VxolnXsH3GmnHXVC4JGSPQpCwCcl3qur4/QEoghU43Jhm9Ua6jCIOvVJfT3MvIhJ1GNMvtCA5fB6sYUrtJyw+m3bMOf66/HDk08icehQTP/8c+ScdlpQ9uX1+HBg2+FVL0qV/+NLIQTGM/kSVClRURgSHY2cwjgoVQIAYK43YeOsTyCPWI3jB6ORV2n72LctLTjEfjtEEeub5ubuBxH1sZ1WK1cLJTpOTL7QgLXRYoGbJ4knREqJFU89BUttLc55/nlc8d//IqmoKGj7O7TLCJfdf2VFG6NCTmF71UtxTAz0KlXQ9k1+k+PioNYokR147W37VmPD3/6AypUrDxvX5HbzKm0fanK7MbepKdRhEFEQldrtOGC3hzoMojYun4+rGxGdACZfaMBiE7vj47Hbsen11+FoaYEQAue98AKu//prDLviCgghgrdftw8HO1S9DB7TXvUCcMpRX5mg10MlhH9pbwHEFp8BpS4Jm95696ixP3DqUZ/5oK4OriOqj4go8rCnE4WTeU1NaHS7Qx0GUb/D5AsNSCaPB3t4FalHfF4vds+ejY8uugg//vOfKPvuOwBAfEEBonS6oO+/fKcBbqf/5FKrUyF7WHvVi0oIjO2DGAiIUSoxWqdDjF6N9LxYCKUa+rGXoXbtKrSUlh42drvVihYelAXdBrMZ21llRDQgbDKb0cjVzCgMVDmdTAYSnSAmX2hAWm82szllD5R99x0+u/pqLP/d76DLzMSVH3yA4unT+2z/LocXZdsMbT8PGZMEhbK9ymZUbCyilco+i2egmxznT3y1LjutO+ViCFUUNr8z67BxPjbeDTqH14uP6+tDHQYR9REJ4FuDIdRh0AAnpcT/2OCd6IQx+UID0o9mc6hDCFsdm6Xu+/JLeF0unP/ii7jqo4+QMW5cn8ZyYGsLPG5/1UtsvBpZQw+fYjSBU4761MjYWOiUSiSkaRGfooEyJh6xI85Fw+4DRzXeXcnGu0E1p7ERRi7rTTSgrDQaYefKMhRCK41G7GflONEJY/KFBpwmt5uN6zohpUTZt9/ii2uvheHAAQDA1KeewnXz52PwxRcHta9LZ+wWNyp2t1dPDBuXDIWiPQaNQoExnHLUp5RCYFJcHIQQbdUvSeffjdQZf8aRbUdaPB7stNn6PsgB4JDDgWWsLCIacJw+H3tqUchYvV583tgY6jCI+jUmX2jA+ZGNdg/jdbmwd84cfHbVVVj085/DZTbDFvhy1SYmQhGilYT2b26Gz+uvnIhP1SAtP/aw+0/R6aBW8COsr50WmHqUXqCDNlYFoVLD5fCifHMFvEf0I+DUo97Hkm+igW2pwcC/fwqJLxoaYGXlFdFJ4ZkLDTjrOeWojc/rxewrr8TSxx+HlBJnP/ssrluwAFmTJoU0LovBharS9t9T4fjkoypvJnHKUUjkarXI0WigUAjkl8QDAFwN5fj21iuw/+uvDxu71WKBhVNjetUKoxFlDkeowyCiEGlyu7HZYgl1GDTAlDscvKBC1AuYfKEBpc7lQoXTGeowQspYVoYtb78NKSUUSiVG3nILLnnzTVw7dy4Kr746ZJUuHe3b0OTvLgggOTsGSZkxh92vUypREhvbySOpL5wW70+6ZBfGQakSUKfkQhmXhs3v/OewPi8eKbGWyc5eY/V68QVLvokGvO+40gz1ISklPqqvB+utiE4eky80oAzUKUc+jwcHFy3C/Ntvx8cXX4x1//wnjAcPAgBG3HQTcqdO7fOeLl0x1NtRf6h9+dzC8clHjRmv10MRJvEORJP0eiiFgDpKiZzCOAihQNyEK2HYsxN1mzYdNnYVr5T1GpZ8ExEA7LPbUckKOOoja0wm9kok6iVMvtCAsmEAluo27dmDD849F4sfeACGgwcx4cEHcfN33yFh8OBQh3YUKSX2rG9q+zljsA5xyZqjxk3klKOQ0qtUGB2oPMorSQAEEDviXCg0sdj01qzDxlY6najgScJJK7PbWfJNRG2+47LT1AccrLgk6lWhn19A1EeqnU5UD4ApR26rFQcXL4YyKgpDLr0U8QUFSB87FsOuugp5Z54ZFtOKulJXZoWhzn+iLhTAsLFHV70kqdUYGh3d16HREU6Pj8cmiwUxejXS82JRVw7oxlyEymVfwtHSAm1iYtvYVSYTrtdqQxht/yalxIcs+SaiDtaZTJiemopYpTLUoVAE+7q5GUb2biPqNeF7FkbUyzacZO8Jn1fCZnbDbnG3rcKjiVYiWqeGJia0f0rS50P12rXYO2cODi5eDI/Nhtwzz8SQSy+FSqPBBf/6V0jj6wmvx4e969uvruQNT0BMnPqocRP1+rCZIjWQjYiNRYJKBYPHg/wRCagrtyJu4jToT7kIQnt4ZdKPJhOuTU2Fkr+3E7KSTXaJ6AhuKbHSaMSFSUmhDoUiVKPLhSXsL0TUq5h8oQHjRJIvTrsH1aVmNFTaYKi3Q/o6H6eNVSExXYv0Ah1SsmOgVAV/Rp/P42mrYln2xBPYO2cO1Dodhl52GQqvvhrp48YFPYbeVL7TCLvFf3VFrVFgyJjETsdxlaPwoBACp8XHY0FTExLStIhP1cCIRACJqNhtxNAOVUtmrxfbrVaM0elCF3A/ZfN6MYcl30TUiWUGAy5ITOQFCQqKzxob4eGy5kS9iskXGhCqnU7UuFw9Hm8zuVG6qQm1ZZYuEy4dOawe1BywoOaABaooBfKK45E3PL7XK2LcVisqfvgBZUuW4NDy5bh2zhzosrJQOG0acqZORcF550HVD6d3OG0eHNja3Pbz0LHJUGuOLqXO0miQ0w+fX6Q6Iz4eXzc1AUKgYEQCtiytg8/lwNqnfwXn9RdixI03tI1dbTQy+XIC5jY2wswmu0TUiUa3GzusVozkZyv1slKbDRu5WiFRr2PyhQaEnla9eD0+7NvYhEM7jegs2a/VqRCjV0OlVkD6JJx2L6xGF7yeDsvrunw4sLUFZTsMyC+Jx+DRSVBFnVwljOHgQaz5299QtWoVvC4XtImJGHTBBfAFTsqyTj31pLYfavs2NcPr9r+GsQlRyCmK63Qcq17CS7JajZLYWOywWpGWr4M2tgl2qYHb0IDNb89CyfXXQSj87/1tVitsXi9i2J+gx6qdTixjk10iOoZlRiOTL9SrpJT4tKEh1GEQRSQmX+i4Nbpc2GWzodzhQJ3bDbPHAy8AtRCIUyqRERWFQdHRGB4Tg7gwae66sQerHBnqHdj2Qx1sJvdhtyekaZE9LA6pOTGdVrL4fBLmZifqy62oOWBumzrj80oc3GZA1T4zik9NQcYgXY9Lg02VlShbsgRxeXkoOPdcaOLi0LJ/P4bfeCMGnX8+0seODevGucfD1ORE1d72JcCLJiZDoTj6dRIAJsV1npSh0JkaH48dVisUCoH8knjs+bEJ+glXomneC6hYsQJ5Z54JAPBIiR/NZpyVkBDagPuRj+vr4WPJNxEdwzaLBU1uN5LVR/dIIzoR681m9hkjCpLIOHujoHP6fFhlNGKl0YiKY6wYVAVgl82G7w0GCADDYmJwRnw8Juj1IWu2WduDVY4q9hixa3XDYdUuielaFE5IQULasae5KBQC8SlaxKdoMXRsEuoPWXFgawtMTf59uhxebF1Wh9oyC0qmpEIT3fmfXdOePTi4aBHKv/0WTbt3AwCKr7sOBeeei+jkZNywaFHEzeuWUmLX6varKynZMUjNie107JDoaB5chqExOh3iVSoYPR5kF8ahdFMzYovPgOH7d7DpzVltyRcAWGsyMfnSQ5vMZuy22UIdBkUgKSU8bh98XgmfV0L6/BcRfD7/F6BCISAEoFAKCIWAUimgUisgOkmKU+hJAD8YDLg6NTXUoVAE8Ph8XFqaKIiYfKFjcvt8WNLSgkUtLbAdZ98BCWCvzYa9Nhu+aGjAZcnJOD0+Hoo+TiAcq+pFSond6xpxaGd7ab9KrUDxqSnIGnr8q+oIhUB6gQ5p+bGoOWDBvvVNcNj8lTD15f5llEefnY7kzBj4vF4Y9u9HUmEhAOCHJ59E/datyBg3DpN//WsUnHce4vLy2rcdYYkXAKjaZ4ahoX1p6aJJKV2OPZVVL2FJIQSmxsdjXlMT1FFK5BTGoXynEbpxl6Huh/fRsn8/EocMAQDst9vR4HIhNSoqxFGHN7fPx5JvOm5ulxd2swcOqwcOmwdOq///nXYP3E4f3E4v3C4fPK4eNDLrhCpKAVWUAuooBdQaJTQxKmhjAv+N9f+L0as77ddFwbXSZMIVKSlcUY5O2lKDAU1ud/cDieiEMPlCXdphteJ/dXW98iHc4vHg/bo6fG8w4Cfp6RgcHd0LEfZMV/1epE9i+8p6VJe2369PisLYczMRrT+5CgshBLKG6JGWG4s9PzaiMjCtxmmxY/m/50DdtBHNm1fCZbHgltWrEaXTYeozzyAmJQXRycndbD0yuBzew5aWHjQyEbqEzk/KVUJgPPu9hK0z4uOxoLkZPimRV5KA8l1G6E+5BPB64RExh41dazLh8pSuk2wELG5p4cEvdclp98DU5ITV4ILV6IbV6ILV5IbLHtzGzJ5A4qa7yQhRWiVi4tWIjVMjNj4KusQoxCVper0BPbUzeTzYbLHwe5JOis3rxYLm5u4HEtEJ4zchHcXt8+Hj+nr8EIRGj1VOJ547dAgXJCXh6j64StPgcqGykylH0iexbUU9ava3J17S8mMxamo6VOreWyZaFaXAiNPTkF6gw6rXZqNuzj8g3Q6IqBgkjp6CKTdcBkVgKk1yUVGv7bc/2LuhCW6n/wpstE6FwV0sLQ0AI2JjEctGrWErUa3GmNhYbLJYEKNXIz0/FnVlQMLUm1FXrUDq4Paxa81mJl+OweB2YyEPfinA5fDCUGeHqdkJU5P/n9N28kkWpUpAqVZAIQSEMjDVKDCtSPokfL7W/0p4Pb62hug9jdkf9+FpGk20EvpkDeKSNYhP0SIhTYsoLT/Xe8sPBgOTL3RSFjY3w8rV9YiCiskXOkyjy4VXq6s7TVj0FglgUXMz9tpsuCcrC4lB7OOxqZMpR1JK7FrbeFjiJXuYHiNOS+u1Oe0OgwGHvv8eBxYtQsn11yPv7LNx6g2T8UPFeVDlToI2fzSEUo1GqUGeVzng/hBb6uyHNdktnpwKparrpNdkTjkKe2cnJLT9vRWMSEBdmRUAsO/rRVA3JaLoqssBAPUuFw7Y7X1a/daffN7YCKfvxKaFUP8mpYTd4kFLnR0tdQ4Y6uywGnteASUUQIxeDa1ODW2MEtpYVWBqkApqrbJtupAqStFpU/Nj8fn8fWI8Th/cLn9yxWnztk9vsnngsHhgM7vh83aeqHHavXBW2tBY2d7LKDYhColpWiRmRCMxXYtoHft6najdNhunddIJM7jd+K6lJdRhEEW8gXbOR8dwwG7Hv6uqYOmjrHeZw4G/HDqEe7OygnYitrGTKUcHtxlQsbu9qienKA4lU1JPuqeKz+PBvrlzsX/+fFStXQvp8UCXlQVnIIb0EYW45p2/Y++PjSgP9JgxNTqxZl4lxp2fCX2S5qT23194PT7sWFnf9nNaXizScjtvsgsA0QoFRsV2fT+Fh+LYWGRpNKh2OpGQFo34VA2MDU6YfvwKa5bWYdhlF7et0LXWZGLypRMH7HasM5m6H0gRw+PyoanGhsYq/z9HYLW8Y1EoBeKSNNAlRSE2Pgqx8f7pPdGxqqA1xVUoBKI0SkRplAC6TpBIKeGwetqnQxndMDc7YW52wus5OiljNbhgNbjapubGxquRnBWDlJwYJGVEHzMpT4eTAH4wGnENG+/SCZjX1AQ3V9cjCrqQJl+EEO8AuBxAvZRyZCf3CwD/AnApABuAW6WUG/s2yoFhu8WC16qr+/yD1+Tx4B8VFbgzKwtjdLpe3bbB7T5qqbyaA2bs29DU9nPGIN1JJV68LheM5eVIGjYMQqHAhpdfhlAqMea22zDowguRMnLkYdtWKASKT01FTHwUdq/xr67ksHqwbkEVxp6fiaSMyD8h3b+lpe1qrlIlUHzqsaegjNfroVbwALw/OCchAf+rqwPgr37ZsrQOcROuRMPnf8KBbxZh6GWXAvAvY3ldWhqbQ3YgpcTH9fXgoW/ksxhcqD9kQWOlDYZ6B471tSsUQHyyFvFpGsQlaxGXrEFsnDpsVx4SQiBap0a0To2U7PZ+T9InYTW526ZOGertMDU6j3ru/qSNEYd2GaFQCiSma5GaG4v0fB20sbxe2J3VJhOuYuNdOk71LhdWMvFP1CdC/U02C8DLAN7r4v5LAAwL/DsVwKuB/1Iv2mKx4I3qanhClPF2S4nXqqtxa0ZGr65os8liOexExtzsxPYV7RUXiRnRGDU1/YQSLy2lpdj18cfY99VXEELgJ8uXQ6FW46oPP0RMWlq328wrjke0ToUtS2vhdfvLuTcsqsaYczKOWQXS3xkbHSjb1l7WWjghpdsyc0456j8mx8Xhi8ZG2LxepOXroI1tghwyEaqEDGx6a1Zb8sXi9WKH1YrRvZxw7c/WmkxHJYspMkgpYW5yoq7cirpyyzGnEilVAglpWiSmRyMxIxrxKZqIqP4QCgFdQhR0CVHIGuLvS+L1+GBscKClztE21arjlCWfV6Kp2o6majt2r21EfKoG6fn+1QRj4zi1pjMmjwdbLRaMZe8XOg5zGxvhY9ULUZ8IafJFSrlcCFFwjCFXAXhPSikBrBFCJAghMqWUNX0TYeTbHuLESyuflHi3pgZSSkyOj++VbXbs9+J2ebH5u9q2A7vYeDXGnpsBhfL4Ei+1GzZg3T/+gdoNG6BQq1Fw/vkYduWVQCDZEpue3uNtpebE4tRLc7B+UTVcdi98XonN39Zg5NT0toPTSOLzSmz/ob7tSmdiRjRyi4+dWElWqzGU01P6jSiFAmfGx2NhczMUCoH8knjs+bEJ+vFXoOXbN1G/bRvSRo0C4E82MPni5/T58EVjY/cDqV8xNTtRs9+MujIL7MeYTqRP0iAlJwYp2TFISNMedz+W/kqpUiApMwZJmf4KGa/Hh5Y6B5oCU7AsBtdh440NThgbnNi7vgn6JH8SJ3OwnqsoHWGF0cjkC/VYpcOB9V2sCkpEvS/cv7GyAVR0+LkycNtRyRchxF0A7gKAvLy8Pgmuv9tvt+O1MEi8tJIAZtXWQiUEJpxktYPV68U+u92/Xek/6beZ26e6nHJuJtSanq2yYKv3V8vEpKVBSglbYyNO/dWvUDhtGqKTkk4qTn2SBqdeloP131TBbvZASmDb8jq4nV7klySc1LbDTenm5raDaaVKYOQZ3VcInRoXd9K9eKhvnZOQgMUtLfBKiezCOJRuboZu1AWwbv8O9aW1bcmXLRYLHF4vtFzFCt80N8Pg6b7XB4U/h9WDmgNmVO83w9Li6nSMUiWQkhOD1NxYpGTHQBMd7odifUOpUiAl25+EKoL/tWyo8FcLNdfYD5uiZG52YU9zE/asb0JyZjSyhsYhLS+2V1cr7K92WK1ocbuDupgBRY4vm5o43ZWoD0XMN76U8g0AbwDAhAkT+DnSjTqXC/+uqgq75loSwDu1tYhRKlFyEk1Wt1gsbSWUlXtMqD9kbbtvxOlp0CV0X7LcUlqKre++i31z56Lommsw9emnkTF+PK7/+muIXuxBEqNX+ytgvqluS07sXtsIt9OLIackRUTyoanahoNb26cbDRufjBh99weGnHLU/ySo1Zio12ONyQR1lBI5hXEo3yGReeu/4Ihpr2JyS4lNFgum9FKlW3/V7HZjEZeW7te8Hh/qyq2oLjWhqdre6RhVlCLQu8SfcImEqUTBpo1VIbc4HrnF8XA5vWg45E/ENFXb26cnSbRNTVKqBDIG65FbFIf4FG1ogw8hCWCl0YjLU47dT43ooN2OrZ2sCkpEwRPuyZcqALkdfs4J3EYnweb14uWqKlj7aFWj4+UN9ID5VW4ucrUndgC1OfBlYjW6sOfH9nL+vOHxyBx87HLcxp07seHll1H+3XdQarUonjEDo2+9FYC/mSCCkAzRxKgw6dJsbFxcA0ODv+/D/s0tcDt9KD41pV8nYFwOL7Ytr2v7OTkrGnnDuz/hHhwdjXQumdkvXZCYiDWB5n35wxP8q3tJoKHcgIMr6zHo9LEA/FOPBnry5fOGhrBLglPPWI0uVO4xoarUBLfz6OXBFUqB9PxYZA7WIzkr5rinuVK7KI0S2cPikD0sDh6XD7VlFlTvN6Oltj3Z5fVIVO01oWqvCXEpGuQWxSNjkG5AVsOsMplwWXJyvz52oOD7ktNdifpcuCdf5gK4XwjxEfyNdo3s93JypJR4s6YG9a7Oy6HDhdPnw8tVVfhNXh4SjrN01unzYafVCp9PYtsPdW3LW8YmRKFwQnK3j9/xwQeoWb8e4++/HyNuvhnaxMQTeg7HS61RYvxFWdj8XU3b1dNDu4zwuHwYcUZav+wDIKXE9hV1cNr9iT61RtHjJsdTWPXSb+VotRgRG4sdViui9WpkDNKh9oAFTQtn4vs3tiB35TKoNBrsttlg9HgQrwr3r6Lg2G+340fOte9XfD6J+kNWVOw2ormm8yqXpMxoZA3RI71gYJ74B5sqSoGcwjjkFMbBbnH7p3mVmg9rZGxqdGJHYz32rGtE1lA98obHIzZ+4CTzm9xu7LHZUHwSFcQU2UptNuyy2UIdBtGAE+qlpj8EcDaAFCFEJYA/AFADgJTyNQAL4F9muhT+paZvC02kkePLxkbstFq7HxgGDB4PXglUwBzPUsM7rVa4pcTBrS0wNjgB+JfrHH1meqel3paaGqz75z8x8ic/Qdro0Zj08MOY/Nhj0ITg5F+lVmDc+VnYurwOdWX+6p3q/Wa4XV6MOTuj35Wql203oKGi/ct91NT0HjVHVAmBCWwY2K9dnJSEHYHPmsGjElF7wALd6AtRv3MZdnz6Jcb85DpIAOtMJlxwkr2T+iMpJT6pr+9+IIUFl9OLyj0mHNplgNN2dNWoVqdCTmEcsofGcUnkPhStU2Pw6CQMGpUIY4MDFbtNqC2ztE1L8rh9OLTLv3R1am4sCkYmIDFdOyAqQlaaTEy+UJfmNjWFOgSiASnUqx3d2M39EsDP+yiciLfdYsHCftZboNzhwHt1dfhZZmaPH7PJYoHF4ML+Le3PdejYJMQlaw4b57HbseWdd7D5zTcBKZE9eTLSRo8+6Sa6J0uhFBhzVjp2RilQudc/daOhwoYNi6sx7rwsqKL6RwKmscqGvRvav9zzhscjtYfLaI/R6RDDRqz9WmFMDAZHR+OA3Q59kgapuTGol6OhTi3Atln/weibZ0AIgbUDNPmyhktL9wtWowvlO42oLjW1VVG2Ef5V63KL45CSFQPRD6sTI4UQAglp0UhIi0bRpBRUl5pQsccEm6m9GqahwoqGCiviUjQoGJGA9AJdv6wo7alNZjNsaWn8LqWj7LXZsIdVL0QhwcszA4TR48Gs2tp+2dF8ncmEAq0W5/Vg+o9PSmy1WLBzVT1kYAp+fKoGg0Ye/tiDixdj9V//Ckt1NQZfcglOffRR6LOzgxH+CREKgZLTUqHWKHBwmwEA0FLrwI8LqzD+wixEacP7YMpmdmPL0lq0vuES0rQomtjz5n+nccpRRLgsKQkvVfnbdA0enYiGChv0469E88KZKFu2CoPOPh0VTieqnU5kaTTdbC1yOH0+zOFc+7DWUmtH2Q7DYc3aW0VFK5Fb5O8/Eq3jijLhJkqrRMHIROSPSEBzjf/32FjZfqJpanRi67I6aDc0YfCoRGQPi4vIfjxuKbHebMaZCQmhDoXCzFeseiEKGSZfBgApJd6tqYE5TBvs9sRnDQ0YpNVicHT0Mcfttdmwb7cBLXX+K8pCACNOSzvqimRLaSk08fE4529/Q+bEiUGL+2QIIVA4IQVqjRJ71/u/KE1NTqxbUInxF2aF7UG/2+nFpiU18Lj82S9NjBKnnJPR44PbeJXqpFa6ovAxUqdDvlaLcocDCWnRSMyIhs99FgzLZmHnF99g0NmnA/A33p2WmhriaPvOQi4tHZaklGiqtuPAlua275COdIlRKBiRgMzB+og8WY80QggkZ8UgOSsGFoMLZTsMqNlvbpuS5LB4sHN1A/ZvacagUYnIKYzrd1N7u7PSaGTyhQ6z12bDXla9EIVMZH3LUKeWGgz9vqmWV0q8UV3d7QpNK+pbDlvdqGBkAvRJGkifDzs/+giHli0DAJxyxx2Y9umnYZt46WjQqESUnNZ+Ymo1urFuQRWsxvBrmuz1+LDp25q2JbOFAjjl3Mwe9XlpNTkuDooBMB9/oLgsub3J9eDRiVCoNci8dSbU426B0+5PQKw1mSAHyIo/TW43Fvez6Z+RTkp/E9218yqxYVH1UYmXlJwYTLgoC6ddlRuxVRKRTpcQhZGnp+HMGfkYckoi1Jr2w1+nzYvdaxuxfHY5yra3wOM+euWq/qrM4UCN0xnqMCiMzGPVC1FIMfkS4epdLnzW0BDqMHpFi8eD/9TWHnPM+9+VtVVcROtUGHJKEqx1dVhwxx1Y8dRTKJ0/HwCgUKuh6EcrrOQWxWPM2RkQgb9Yh9WDNfMq0VQdPkk1GVhdquOJy8gz0pGQenzLhXOVo8gyJlD9AviXGY9L1kAVlwLpAw5u9R8Etng82GvvfOWYSPMZl5YOG1JK1JZZsHpuBTZ9WwNjY/tJqhBA9jA9Tp+Wh/EXZCE5K2ZANGmNdJpoFYaOTcaZMwpQNDEZUdHtU3hddi/2/NiEH2aXo3ynoa1Cpr9bZTKFOgQKE/vY64Uo5Jh8iWBSSrxXWxtRB/pbLBYsMxg6vW/hvjqU7TO2/VxyWhoqln2P2VddhbpNmzD16adxzt/+1keR9r6MQTqMOz8LSpX/BMDj8mHDompU7DZ288jga13Wu66svT9C4YRkZA05vhWLBkdHI3MA9f4YKK4MVL8IITB4tL//kmXbt1j586thbfK/f9cMgBOEfTYbNnBp6ZCTUqK+wopVX1Zgy/e1MDe3VxEqlAK5xfGYem0+Rp6RDl3CwFmeeCBRqRUoGJmIM6/NR/GpKdDEdEjCOPyVMCs+L0d1qQnS17+PodaaTPBF0HEgnbj5rHohCjkmXyLYMoMB+yLwavKn9fWHl9F+/z1kfgEWvvhB203p+bHw1O7Cop//HLqsLFzz2WcYfv31/f7KZUp2DCZenA1N4GqdlMDO1Q3YtaYBvhAdIPp8EtuW16HmgKXttrySeBSMTDjubbHRbmQaqdNhaKBfU1p+LGLj1VCn5MFracG61/1/txvNZrh9kVPufyQpJT7m0tIh11xjw7r5Vdi0pAaWlvaki1IlkD8iAVOvzUfJlNSw7alFvUupUiC/JAFnXluAkimphy0Tbrd4sO2Heqz6sgL1h6z9dmqk0ePBTuvRjaNpYDlot/f7FgREkYDJlwhlcLvxRYSupuGWEu/U1sIrJfD998Dll0McKsdf3vgNppRvhRA+FE5MQfq4cTj7r3/F1R99hITBg0Mddq+JT9Vi8hW5hy2dfWiXET8uqILd4j7GI3ufx+3D5m9rUHuwPfGSWxyH4kkpx53o0igUmKg/vkoZ6j+mpfhXuxJCYNCoRGgyh0GTMwIH53wAp80Bh8+HzRZLN1vpv1YYjahg74WQMTY6sP6bKvy4sBqGhvapkUqVwKBRCThzRgGKJ6VAexz9qShytFY8nXFNHoompRzWE8ZicGHTtzVYt6DqsPdOf7J6AFQW0rGx6oUoPDD5EqE+aWiAI4KvIh9yOLDmyy+Byy8HApn8GI8Tt3zyB7S8fjtcDRX+1YKmTYMyKvLKxrWxKky8JBvp+e2rAhkaHFj1ZQXqyvvmBNZh9WDdgko0dFjCM7c4HsMnp55QhdF4vR5aZXgvoU0nbmhMDMbodACAzCF6ROtUiJ88Ax5TA35881MAkXuCYPN68WWEJsPDndXowqbvarDmq0o0VbdXggoFkDfcP72ocEIKorT87CF/JUzBCH8lzJBTEtum+QKAod6BtfMqsXV5HRzW/rVa2RaLBfZ+vOIlnZwKhwPbWP1EFBaYfIlAO63WiO8rULhmDSbceGNb4kUCeBHAFT43MgxNGLR1ayjD6xMqtQJjzsnAsPHJaM11eFw+bP6uFluX1cLlCN6BVkOFFau+PHRYr4RBoxIwfPLxV7y0Op1TjiLetJQUKISAQiEweEwStIPHQ502GPs+fQ9upxe7bDYY3H1bvdUX5jU1wcwTnz7lcnqxe20DVn5xCPXlHU46Ao10p07Px/DJqdBEs9KFjqaKUrQ15s0viW9rdg8ANfvN+OGzcpRuaobX0z8ucrmlxPoIPy6kri3gCntEYYNHHRHGKyU+ivC+AoVr1uD+e+6BxuEv//UAeBDAKwCuBvAfKaF56im8nJGBvZMnhy7QPtDawDQxXYuty9qvxtUcsKCxyobCCSnIGqqHQtE7vW7cLi/2bWg+rMmvEP7mxjmFJ548yYiKwtCYmN4IkcJYpkaDM+PjsdRgQNZQPQ5sbUbyhfdBaGJwaJcRQ05JwlqzGRclJYU61F5T43Ti+y6ahFPv83klKnYbUbq5uW3lu1bpBToMHZvEJrrUY1FaJYpPTUXe8ATsWd/YlsjzeSX2b25G1V4Thk1IRuZgXdj3lFtjMmFqQkKow6A+Vut0YhMTb0Rhg5UvEebblhbUuVzdD+ynjky8AMBL8CdefgXgMwBxADQOB+6/5x4UrlkTmkD7WGJ6NKZclYvMwbq229xOH3asrMeqOYdQW2Y5qRUbfD6Jqn0mrPj80GGJF02MEhMuyjqpxAsAnB4ff1KPp/7jiuRkxCiVUCgEhoxJgia7GFEpeSjbYYDb5cUqY+hX7+pNH9XXc6WRPiClRF25BSu/OITd6xoPS7wkpGsx+fIcnHJOBhMvdEJi4tQYe24mJl6cBX1S+3vIYfNg2/I6rPu6Cubm8O7pVGq3ozGCjw+pcwubm8FvIKLwweRLBDF7PBHfUOvWJ544LPECAPcBmA3gORz+htY4HLj1iSf6MLrQitIoMfqsDIy7IBNaXXtRm9Xoxpbva/HDZ+U4uK3luJryOu0elO0wYMVn5di+oh4ue/vUidTcGJx2VR6SMk+uYkUlBKZwytGAoVOp2paezhyiR4xeDa/VgJpP/oJNH3+LWpcLByNklbaNZjN2c3WJoDM1O/Hjwmps/q4WNnP751u0Xo1TzsnApEuyEZ+qDWGEFCmSMmMw5YpcjDg9DVHR7X2CDHUOrJ5bgT0/NsLjDt+pSGsitK8Wda7J7cY6Vr0QhRVOO4ogc5uaIrrJLgDM+stfcP8996De4cCDAN4EkAxgeidjnVotZv3lL30bYBhIzYnF6VdHo3yHAQe3t8Dr9l/zsFs82Lu+CXvXNyEuWYPEdC3iUrSIjlVBHWg26fX4YLd4YG52oqXWDkO9A0detNfEKFE0MQUZg3qnzPoUnQ56FT+KBpKzEhKwwmhEpdOJwackYtv3NjirdmLPB+9g7HXnYaXRiEGBpan7K5fPh08bGkIdRkRzO70o3dSMQ7uN6HhpVxWlwJAxicgbngCFMrynglD/IxQCOYVxyCjQYf+WZpTvMEBKQEqgbLsBNQfMKD41Fen5sWE3FWmNyYTLAyvPUeRb3NzsXxmUiMIGz3giRI3TiRURVq7fmb2TJ+OpZ57BB489BiOAg/AnX47k1Grx8muvRXzPl66o1AoMOSUJucXxKNvegsq9Jrid7Yk5U5MTpiYngJ6/Z9QaBfJHJCC/JAEqde8VzU3llKMBRyEEbkpPx/OHDiFzsB4HtsRAP+FqGJa+g21frYb+ujNxXVoaohT9tzjz6+ZmNEdg8+BwIKVEdakZe9c3HdZYXAj/imtDTkni6kUUdKooBYompiB7WBx2rm5AS62/Ys9p82LL97VIzo7B8MkpiI0Ln6luDW43DtjtGNzPk9vUPbPHMyDOC4j6GyZfIsTnjY0Doq+A4cABvP/3v8OrjcG3bjcmeI8+uRnoiZeOorRKFE5IwZBTklBzwILag2Y019iPqmY5loR0LbKG6JE5WN+rSRcASIuKQhEb7Q5IQ6KjcXp8PFYY/Y12LQ0Xw7TmE+z8zxsYefkUbDSbMbmfJubqXS4s4uoSQWFqdGDXmkYYGg6ffpqcFY3iU1PZ04X6nC4hChMvzkLNAQv2rGtsSwg2Vdmwak4Fho5NQv6IhF5rfH+y1phMTL4MAN8ZDHAPgPMCov6GyZcIUGqzYavFEuowgq55717Mu/VWSCmQdNNzeNlmwtjZTyPG097kzhcdjZdffZWJlyMoVQrkFMYhpzAObqcXLXUOGBsdsLS44LJ74XJ6IYS/nDpap0K0Xo2EVC2SMqKhiQnex8TU+PiwK8umvjM9NRVbrVbIQTocSItH3MRpMPzwX2z5YiVW3H5Rv02+fFhfDw8PenuVy+lF6cZmVOw5fIqRNkaFolNTwnKKBw0cQghkDdEjNScG+za2rwjo80rsXd+E2oMWjDgjDXFJmhBHCqw3m3FdaipU/biykI7N6fNhKVfZIwpLTL5EgM8bG0MdQp+IiotDUmEhdGfeDadIxWoAbz/xEn7x94cAmw2IiYFi3jwkFhcDbCrXJbVGibS8WKTlxYY0DpUQOI2Ndge0GKUSN6al4fXqagwbnwxz/RXweZxoNMRia70JdRkupEf1r0qGDWYzdlqtoQ4jYkgpUbPfjN3rGg+bOikUQMGIBAwek9TrFXlEJ0qtUaJkSiqyh+mxY2U9zM3+1YVMTU6smVuBQaMSMXhMIpSq0L1nrV4vdthsGKPTdT+Y+qUfDAbYvN7uBxJRn+MRSz+33WLB/ghZGaQrtoYG+Lxe6DIycOof/w2nSAUAKJUC1z78E2DePCA/3//fc87BjNRUxCo53z/cjdfroWOj3QFvnF6PcXo90vJikZSThMQzb4FCG4/STc34oZ9duXN4vfikvj7UYUQMm8mNDYuqse2H+sMSL8lZ0Tj96jwUTkhh4oXCUnyKFpOvyMWw8cltTZ+lBA5sbcHquRVoqQvtcRtXPYpcXimxpKUl1GEQURd41NKPSSnxZYQvLW2prcWXN96IlX/8I6SUKN3c3kfhtDFpyIyPBs45Bygr8/8XgF6lwjXs5h/2zkpICHUIFCZuSktDnEqFYRP87bMd5Vux480XseBgPTz9aAW3L5uaYPB4Qh1Gv+fzSRzY2oKVcw6hqbr9JFUbq8Ip52Rg/IVZiI3vXxVRNPAoFAKDRyfitKtykZDevtS51ejGugVV2LWmAV5PaD7ftlkssLMyIiL9aDKhhd9DRGGLyZd+bLPFgkMOR/cD+yl7czPm33YbHC0tKJo+HY2VNpga/f1dFEqB+84a0uVjT4+PxxA2lAtbuRoNfz/URq9S4acZGUjKiEZqbgyctftg+vELrProe2zoJ/2syh0OfM+rjSfNUO/A6rkV2LehCT5voLmLAPJL4nH6tDykF/TOEvdEfSU2PgqTLsnG8MmpUKra37uHdhmx6suKo5pH9wW3lNjYTz5bqeeklPiG30NEYY3Jl35KSol5EVz14rbZsPCee2CprsbFr7+O1JEjD6t6GVScgFPTErp8vBACP0lPh4IH6WHpbFa90BHG6HSYGh+PYeOToR97GRQxCSj/4m18sKMy1KF1yycl3qutBVvsnjiPy4edqxuwdn4lLC2uttv1SVGYfHkOik9N5RQj6reEEMgb7k8gpmS3r/BnM7mxdn4l9m3skGzsI2s59Sji7LBaUe10dj+QiEKGRzL91GaLBZUR/AG77Ikn0Lh9O8574QVkTphwVNXLFZOzu02sZGk0OD8xsS/CpeMQo1RiEhvtUidmpKVhaLoeOSWpiJ98LRzlWzD3nXkos4V3X6tFzc0R/XkcbHXlFqz4orxthRgAUKoEiiYmY/IVuYhP0R7j0UT9R7ROjXEXZGLE6WntVTASOLClBWvmVcLc0nefI3ttNhjc7j7bHwXfIla9EIU9Jl/6qfkRXPUCACN/+lNMffppFJx/PqSU2N+h6iWnMA6np/csqXJ5cjIS2dQ1rJweF4coLnFJndAoFLgzMxPF45IRN+EyKOPSUP3VG/jHin2hDq1LdS5XRFchBpPL4cWWpbXY/F0tnLb2/hMp2TE4/eo8FIxMhELB6kWKLEII/3HM1XlIzGhPLJqbnVg9twIHt7VA+oJfBSMBrDObg74f6hvlDgf22GyhDoOIusEzoH5oq8WCigi9ytq8dy8AIGP8eBTPmAEAaKyywdih6mXImCSMiO3ZMskahQLXp6UFJ1g6bgKcckTHlqvV4v8GZ2PI2DQknXsHYkedj69XVKDWGn79raSU+E9tLdySE46Oh5QStQfNWPnFIdQebO87EaVVYvRZ6Rh3QSai9eoQRkgUfNF6NSZenI2iSSntKyL5gL3rm/DjwirYLcGvSlnHqUcRY3Fzc/eDiCjkmHzph76O0A/Y/QsWYPaVV6Ls22/bbuus6mVksh4xx7GU9Fi9HqN6mKyh4Bqt0yEliquU0LGdlZCAa6fkIWnsmYgbfwXcLuB3C3eGOqyjfNvSgv328J4SFW6cdg82f1+LLUvr4HK0V7tkDdXjjGvykDlYz4a6NGAIIVAwIgFTrsxFXLKm7faWOgdWfVmB2oPBrUypcDpRE6EX8waSZre73zSnJxromHzpZ/babDgQgQf7Ddu3Y+kTTyB93DjkTp3adntjlQ3Ghvaql0GjEjH6BBIpN6SlQc0D+pA7l1Uv1EO352Zh0pR0SClh3rIIX77zH5TWh0+JfK3TiTmNjaEOo9+QUqJ6v7/apb7c2na7NkaFcRdkYtTUdKg1PU+qE0USXUIUTr08B0NOSULroYrH5cOWpXXYvqIOHnfwlqTm1KP+79uWFvhYgUnULzD50s9EYtWLraEBi+6/H9rERFz40ktQBiojpJQ4sKW9eVhOYRy0sSqM1umOex8pUVG4NDm512Km45ej0aCYFUjUQxqFAs+dORzJGdGw7V2J5m/fxkMfrgx1WAD8qxu9y+lGPeawebDp2xpsW14Ht7P9JDKnMA6nTctFag4/F4gUCoGhY5Mw6dJsROvae9VV7TNj9dwKmBqDM/WSU4/6N7vXixVGY/cDiSgsMPnSj1Q4HNhptXY/sB/xeTxY/ItfwGk04qJXXkF0hwSJoc4BQ73/YEMogEGjEpEWFYX0E5y2cmFi4gk/lk7eeVx5io5ThkaDJy4bjsSzb4PPZcey/7yMJTvrQh0WvmpqQpkj/HrQhBspJar2mbDyi0NoqGhvBKnVqTDhoiyMOD0N6ihWuxB1lJAWjSlX5SJjcPuFJpvJjTXzK1G2vQWyl5O+jW53RFZUDxQrjEY4fMGrjCKi3sXkSz/yTQRWvShUKhTNmIGzn30WKcOHH3bfga3tVS9ZQwJVLydROaFSKHAjm++GRJxKhUl6fajDoH7o2sIsnHXuROjHXQbL5q/xwCtfwOr0hCyefTYbvubqRt1yWD3YuLgG21fUw+NqPzHILY7H6VfnITkrJoTREYU3dZQSo89Mx8ip7UtSSx/w/+zdd3Rc1dX38e+ZPuq9yw33hnsDDAYDptmUUJMQSKGnASmQJzwBQnoj5Q1JCMmTRiCkEXongG1cMNjYuICbZEtW73U05/1Dsiwb2+qaot9nLS1rZu6d2bLlmXv33WfvbWvLWf98Ec0NA/seqOqXyBS0lpeqqkIdhoj0gpIvEaI8CptptXSsM554ySWMOfvswx6rKW+mbN+hK6WjpyUB9Ltx7qTYWOYoCTDkliQl4dJ4aemjX6w4kaylV+PwJ7Dzn/fzw+e2hSSOukCAB4uK0GKjY7PWUri9mjf+ufew93B/vIu5y3KYvDAdl1vvBSLdMcaQOzaBhSvySUg71Iy3fF8DKx8voLxo4MYKr6utVc+QCLS+tpaK1sGfiiUiA0dHQBEi2pppHdiwgb+cfjr7Vq066uO7Nh2qeskcFUdsogefw8G4mP5fLb0sIwOfEgFDxuNwcKoa7Uo/pMR5ufcj80g9+yYSFl3O71fu5t191fDyyzBqVPufg8xay0PFxVQFQld1E+4a61pZ/9x+Nr9ReliD0BGTE1m0YgQp2ap2kdCz1hIMBAg0NdFSV0dTZSWtHUu6bTBIXXEx9QcO0FBWRlNlJU1VVQRCOBEoNsHD/HPzOi9CAbQ0trHu2f188HbFgCxDqm1rY2vDwCVzZGi8UFnZ/UYiElZc3W8iodbY1sYbUdRMq6mykhe++EW8iYmkTZ78ocfra1oo3n2oymfM9PZeIVNiY3EOwMSiRJeL5WlpPFpS0u/nku6dlJBAbC9Gg4sczWWz8/n7svNZs7OCoIU/f/v3fOt3d2IaGuCMM+AHP4Bbbx2013+ivJzNUdZza6Ac7O2ydU0Zba2HTgRjEtxMPTmD5Ex/CKOTaFP23ns0VVbSXF1Nc3U1LTU1JI4axeizzgLghVtvpbW2ltaGhs6vseedx5zPfY62lhZ+O336h55zxmc+w7zbbqO5poa/nHbahx6f84UvMOuGG6grLuZv55+P2+/HHRODKyYGT2wsUz/xCUafeSZNVVW8/5//4EtJISY9nfjcXGIzM3G4+ne47XAaxs9JIzUnho2vdoxpt/D+hgoqDzQy/dQsPL7+fc6uqalhspriR4wPGhvVe0wkAin5EgFei6JmWsG2Nl66/XaaKipY8fDDeBMTP7TN7k1VHKzrT82NISG1vdy2P/1ejrQkKYlV1dUUhPBq1nDgMIalarQrA8AYw3cvns5ZP/4vvsd/SPnmlzG2433RWrjttvbvByEB805dHU+qz8tRNdUHePeNEsr3HX7VfNSUJMbOSsHpUpWhHM5aS6ChgcaKChrLy2msqMDpdpN/yikArPzWt6jetYum6mpaqqtpqq4me+5czvrZzwB4+rrraCwtPew5x55/fmfypbagAAB3TAyxWVm4Y2JIyM8H2vvMzbrpJhwu16Evt5v0qVMBcPn9LL73XoJtbdhgENvWhrWWzBkz2h/3eplw8cW0NjQQOJjcqatrfw8CavbuZeV99x0Wm3E6Of0HP+CEc86hdt8+dj7zDMnjxpEybhyxWVmYXlxUSs2JYeGKfDa+WkxlcfuJd/n+Rlb+ey8nnppFclbfE50b6ur4aDCIW5XBEUFVLyKRScmXMBe0lpejqJnWhgceoPCNNzjl7rtJmzLlQ483NQTY9/6hxm9jOspsDe2VLwPFYQwfy8zkO3v3qn/DIJodF0eaJkzJABmdFsv3Usp4ffMr/MgGuRQ4s+sGg5CAKWxq4rfq8/Ih1lr2v1/L1jfLDltipGqX4cla25lEKNm0iepduzoTK43l5bh8Pk6+6y4Anvj4xylat+6w/dOmTOlMvtTt309TVRXehAQS8vLwJiaS2qUh/+nf+x4OtxtvQgLexES8iYm4fL7Oxy/629+OGadxOJjzuc8d83GX18vESy895uO+5GQW3XnnMR9PnzqVj69cSVNFBfUlJdTt20ftvn0kjx0LQOmmTbz5/e93bu+OiyNl3DhOuftuUsaPJ9jainG5jpuQ8cW4mHN2Lh9sqOgcTNDc0MbaZ/YxdlYqo6cl9Sqhc1BTMMim+npmqS9e2CtvbeXtKOsDKTJcKPkS5t6uq4uaZlrWWlpqahi3YgUTL7vsqNvs2VzFwYvZienezqs4o/1+4vtZtnukUX4/i5OSeDWKklvhZllKSqhDkGjy8stceNcNLLNtPAF8BngXiOu6zQAmYCpbW/nZvn00R0nl4UBpqg+weWUJZYWHV7uMnJLEOFW7RJVgaysN5eU0lpV1VofsfOYZCt94g4bS0vavkhIs8PHXXgPgnd/8hl3PPQeAw+3Gn5JC0gkndD7n+IsuYsSSJfhTUvClpuLvWKJz0Fk///lxY8pduHCAf8qBYxwO/Ckp+FNSOhMuXY1ZtoyrV62i8v33qXz/fSp27KB861Z8HX3RNv3hD2x86CGyZs8md9EichcuJGHEiA8lUxwOw7jZqSRl+tj03wO0NgexFnasL6fyQCPTTsns0zKkNTU1Sr5EgJeirA+kyHCi5EuYezGKygqNMSy84w5sMHjUqzKtzW0UbD3U22bM9JTO7fo75ehYLkxLY0NdHTVqojngpsXGktflaqRIv7z8Mpx/PqahAT/wEHAKcAfwsyO3HYAETH1bG/cXFqrBbhed1S5ryg4bHx0T72bqKap2iSRtLS00lJRQX1LSmUSZ+JGP4PL5eO/RR9n85z/TUFpKU2Vl55KaT779Ni6fjwMbNrDnpZeIycggJj2d1IkTicnI6Kx+mX/77cy79Vb8qam44+I+9Hk/4ZJLQvEjhw1fcjLZc+eSPXfuhx5LnTCBvJNPZv+aNZ0JrMSRI7n0iSdwuN0f2j49L5aFy/PZ+OoBqkralyGVFTaw6vECZpyeRWJa7z6DN9XX09TWhk992sJWczDI61HUB1JkuFHyJYwVNDXxfmNjqMPoNxsM8to3vsGEiy8mc8YMzDHWE+99r5q2QPtBXlySh/T8Q5MxBrLfS1cxTieXpafzYFHRoDz/cHZuamqoQ5Bocu210GUax0nAZ4EHgK8AeUduf/vtMHMmLFnS65eqb2vjxwUFFLW09D3eKNPUEGDLGyWUHlHtMmJyIuNnp6raJYy0tbRQt38/9cXF1B04QMOBA9QVFzPz+uuJzcxky8MP8/rdd39ov/xTTiFx5Ejcfj9xOTlknHgisR0Jlpj09M7P7gVf/SoL77jjmK+fMGLEoP1s0S7v5JPJO/lkrLVU797NvpUrqS8u7ky8PHfLLTi9XkafeSYjTjsNl8+HP87N3HNy2bG+nN3vVgHt1WlrntrH5IXp5I5L6PHrB6zlrbo6Fh2lH5+EhzeiqA+kyHCk5EsYeylKlsNs+sMf2Proo6RNmtTZtO5IgdYge7ZUdd4ePT2582pZsss1qBUUcxMSWFlTwxZNMhkwE2NiGOPXVXAZQL/7XftUoy6l1t8GPsFREi/Qvt2118Lu3b16mZpAgPsLCylUM26gvdql6INa3nvz8GoXf7yLqSdnktKPBp/SNy21tZS88w71Bw5Q35FYqT9wgNk330zG9OnseeklXvjCFw7bx5uYyPgVK4jNzCR96lRm33ILsVlZxGRkdCZYfB3N0cdecAFjL7jgmK/fl34i0jvGGJJGjyZp9OjO+6y1+FJS2P3883zw5JO44+I44dxzmXzllaRNmsSEuWkkZ/rZ9NoBAi1Bgm2Wd18vobq0iYnz03E4e/bvtra2VsmXMGWjrA+kyHDUq+SLMWY8sBRYDIwA0oBGoAR4G3gZeMla2+PZZ8aYZcD9gBN40Fr7nSMeHwH8H5DUsc1XrbVP9SbuSFTf1sbampruNwxzZVu2sOaHP2TkGWcw6Yorjrndvu01tDa3H9j741xkjT7UxWFaXNyxdhswH83I4Bu7d9OqNbQD4nxVvchAW7KkfZz0wSVFQAwwq+P7lcBC2ptztz8Y056w6YXi5mZ+tm8fZVHSZ6u/mhsCbF5ZSmnB4YnpEZMSGTc7FZdb1S6DobWhgX0rV1K7fz+1+/ZRt38/dfv2MeO66xizbBmVH3zAU5/+dOf2/tRUYjMzae2oDMuYMYPTvvtd4jIzic3KIjYzE1eXZHj6tGmkT5s25D+X9I8xhsX33MPJd91F0dq1bP/Xv3j/P/8hafRo0iZNoq2lhaTkIAvOz+Ptl4qpq2qv3CvYVkNNRTMzlmTji+3+sH9rQwO1gcCA99mT/ttUX0+JKjJFIlqP3lmNMVcAN9Fe6Q1djm+7OAO4Fagyxvwe+Jm1dnc3z+sEfkH7wIpCYK0x5nFr7ZYum/0P8Ki19pfGmMnAU8ConsQdyV6vro74REBrQwMv3X47vuRkTv3mN495tSzYZjtLZQFGTU3G4Ti07WAtOeoqzePhgrQ0/nHE+ErpvfExMYyLiel+Q5HeOtjDpUsCBtqz/qfT3vvlFmhPvDzxRK+WHG2oreX3xcUq56aj2mVnHVvfLO1MikN7YnzqyRmkZOv/d3+0tbSw+4UXqO1IqtTu30/d/v1MuOQSpl9zDS21tTx3yy1A++jjuJwc4nNyOif6pIwbxwV/+lN7YiUjA+cRE+XisrIYv2LFkP9cMjQcLhe5CxeSu3AhJ3396533f/Dkk7xx772Mv/hiJl35UQoK4ije1T4Rp7q0mVWPF3Dikqxuq9WC1rKutpYlHZVQEj6iqQ+kyHB13OSLMWYJ8CPgRKCK9gqUN4C1QDFQAfiBVGAisAA4C/gicJMx5qfAfdbaY5VwzAPet9bu7Hi9vwIrgK7JFwscXLCaCOzv1U8Ygay1/DcKygq3PPwwVbt2cd7vftdZznw0RTtraWpob2rp8TnJHXeo077bGCYO0Yn8mcnJrKmp0XKDfrpAVS8ymI6SgDkNOBe4DZjudJP3+78ypoeJl/q2Nh4rLWWlGhgC7b0itqwqobTg8N4u+RMTGT9H1S49VbRuHdW7d1Ozdy81BQXU7N1L7sKFzL/9dozDwUtf/jI2EMCbmEhcTg4JI0YQm5EBQEx6Ohc99hjxubl4kz48NtgdG0v2nDmh+LEkzHi6VAanTZ7MqDPP5L1HHmHzn//MqKVLyVl2NUWlyVgLLU1trHtmH+PnpjFycuJxl4+tVfIl7OxvbmZrQ0P3G4pIWOuu8uVF4C3gcuBxa+3RzkprO752A88A3zDGjANuoP0iZB1w7zGePxco6HK7EJh/xDbfAJ4zxnwWiKV92dOHGGOuA64DGBHhzd4219dHRdn7tGuuIW3KFHIXLDjmNtZadm06lMkfOSXxsMaNE2NicB+jQe9AcxjD1VlZfGfvXo3w66OJMTGMV9WLDLYjEjCG9isDs4FlHj8jNjTwi8XlLMlIwXGME4z6tjZerari+cpKGtrahiTscGatpXBbDdvWldHWeuj9zxfnYupJGaTm6P91V/UHDlC1cydVO3dSvWcPNXv3EpeTw8l33QXAy1/+MnX792NcLuJzckjIzyc2Kwtor1y49PHHicnIOOzk+SDjcHSOdRbpqZQJE1jy3e8y/7bb2Pzww7z7xz9Ss3cvS375Fza+WkJLUxvWwrY1ZVSXNjHlpIxjJlN3NjZS3tpK6lEmLPVFazDIrqYm9jU3UxUIELAWn8NBmtvNKJ+PbK93QF4nmqnqRSQ6dJd8ucRa+8/ePqm1dgdwmzHm+/R/idCVwO+ttT80xiwE/miMmWqtPaw23Fr7a+DXAHPmzInoM+dXI/wKbFNlJTYYxJ+aetzEC0DJnnrqq9sTTS63g/yJhzd5mz4E/V66GunzcXpSEi/oQ65PVqSlhToEGS4OJmBuvx2sJcXvZ9qST/PUc79m9x/v5fb0FJacN4oZCfGM9PmIdzpps5ay1lbeb2xka0MDASVZAaivbmHzGyVUHji8XVv+xATGz0kbttUugcZGqvfsaU+y7NpFW3Mz8zp+7174whc4sGEDAK6YGBLy8w+b8nPm/ffjTUoiLjsbx1F6ZySNGTM0P4QMOzEZGcz9/OeZfu211BcXk5ITy+wlSTz75bvxz/wI7qQsinfVUVfVwqwzsvHHfzjBYoG1NTUs60clq7WWLQ0NvFZVxbv19cddSp/idjM/Pp5Tk5JIHqCETzSpb2vjzSjoAyki3SRf+pJ4OWL/YtqXJx3LPiC/y+28jvu6+hSwrOP5VhljfLQ3+i3pT2zhqry1lU11daEOo8+stfz3rrso3bSJy599FtdxrmZYa9nZpeolf2ICbo/zsG2mDUG/lyOtSEvj7bq6qKg+GkrT4+I04UiG1q23to+TvvZaHL/7HbekT+RNpw/bFqDyQAvrVh2gfkGQNyI8oT1YgsH2flsfvF1BsO3QiVFMgpupJ2WQPEwmGbXW11P5wQdU797NuOXLAXj97rvZ8vDDhzYyhuSxY5n7xS9ijGHu5z+PBZJGjyYmI+NDSzjU0FZCzZuQgDehfdV+7a6t1G56laq3XiR+5vkkLrqcuso4Vv2ngBmnZx+1D8za2to+J18219fzz9JSCnq4jLuitZWnKyp4rrKSUxITWZ6WRqzT2f2Ow8RrVVUR3wdSRNoNSitzY4zLWhvowaZrgXHGmNG0J12uAK46Ypu9tDfz/b0xZhLgA6K2K+rr1dVE8tvrB088we7nn2fe7bcfN/ECUFHUSE1Z+wezw2kYOSXpsMfzvN6QXAHxOBxcnZXFjwsKIvrfYigZ4EJVvUgoLFnSOU56GfD5m6/lwZd3ArBzzU5iEz2MmKSxqUeqKW9m8xsl1JQfOjkyBkZNS+aEE5MPW/4ZLYKtrRinE+NwsPeVV3jv0Uep2LGD2oJDq5/zTzkFX3IyOQsW4E9LI2nMGJJGjyZx5MjDJgbldFPVKRJOchcu5PJnnmHdT3/Ktn/8g7pNL5B06tXEnbiMdc/sY+KCdEYcUXlc2NxMUXNzr5YE1QYC/KWkhLdqa/sUZ5u1vFJVxfraWq7KzGRWfHz3O0W5YMffiYhEh96Omv4N8NnjjZLuSKQ8THvz3eOy1gaMMbcAz9I+Rvoha+1mY8w9wDpr7eO091D8jTHmi7RXQl5jbXSmf4PWRvQV2voDB3j93nvJnDGD6dde2+32OzceqnrJHZeA13/4r+NQLznqakJMDKckJUVF4+OhMD8hgVyt2ZYwcOeZE1ldWMn6V1Zx4K930rTnFjyfvYqsUaF7PwkngdYg779Vzp73qumaXY5P8TL15AwSUqPj/3FLXR0lGzdStmUL5e+9R8X27VTv3s3Fjz1GyoQJNFZUULN3L+lTpzLhootIGT+e5HHj8Ca2n4COOftsOPvsEP8UIgMnNjOTU++7j6kf/zj//cY3qf/gTeJOXIa18N6qUmormpk0Px2H81AV15raWlb08LN9a309vy0upibQk2uvx1fb1sav9u/n1KQkLs/IwHmc5sDRbkNdHZUD8HcqIuGht5UvnwLmG2Mus9ZuPfJBY8wlwIMcmk7ULWvtU7SPj+56311dvt/CoRHXUe2dujqqI/QN1lrLf7/+ddpaWjjtO9/B0U25aFVpExVFjUDH1dapSR/aJhRLjrq6JC2NzfX1lGv50XG5jFGvFwkbDofhwStncVZpFVW5Eyl/+n5WxyZyyg0XDOumsdZaDuyuZ+uaUpobDjUYdjgNJ8xIYdTUJByOyDvBsdbSUFJC2ZYtlG3ZwsglS0ibPJni9et55vrrAYjLySFl/HhGnnYa7o7PlQkXX8yEiy8OZegiIZE6cSIXPvxHag5UsWVNHRU791L7znMEWy+jvqqFGadn4/G1H8Otranp0ef7CxUV/L2sbMCHFbxaVUVRSws35uQQM0yXIanRrkh06W3y5T7gDmCdMeaz1trfARhjPMBPgOuBSuCigQxyuHgtgqte2pqacHq9zL/tNhJHjep2+64TjrJGxxFzRMO3eKeT0T7fQIfZKz6nk6szM/lJYaGWHx3HGcnJpKhBnoSRrBgfd141k280foOdD9xO6T/u4w2ng8U3XkBSRmjfV0KhvqaF91aXUb7v8DGlKdl+Ji9MJzbRE6LIei/Y2orD7aahtJRX7riD8vfeo7G8vP1BY/CnppI2eTJZs2Zx7kMPkTZpEj6NzBU5jDGGxKxk5p2byAv3/oeaVY/QuH0lreffxqq6ADPPyCYh1Utpayu7GhsZfYx+btZaHikp4eVBrBLe3tDADwsK+EJeHvFHaV4dzfY2NfFBY2OowxCRAdSrdzFr7deNMa8AfwIeNMacDtxPe7XLdOAN4EprbeFABxrtKlpb2VJfH+ow+szl93PmT3/ao23rqloo2XPoZx097cMHxlNiYz/UwDAUJsbGcmpSktbbHkO808k5KSmhDkPkQy7Ky+S1iycRaPoWe39/Bwf+di8r41NY+NFFJGcOj0aybYEguzZVsWtT5WENdT1+JxPmppE9Ji4s3mePpbW+ntLNmynZuJHSjRsp2biR0WefzaI77sCbmEhTZSX5p55K2qRJpE2ZQuqECZ2VLZ74ePIWLQrxTyAS3pwuB2d940bWjR3DxvvvpfiPt9G46ArebLycaYtzyBodx9raWkavXg3XXgu/+117ny3al8r/X3Exq4dgCk9hczM/LCjgtvz8YZWAeUlVLyJRp9fvYNbaF40xM4A/0N4c9yogCHwT+MaRI6ClZ96I0Ea71lrW/uhHjL/ooh6Pztz97qEPk/T8GOJTPryeOJT9Xo50SXo6WxoaKGlpCXUoYWd5Whr+YVoKLOHN63Bw6YhMqi6eTDD4LSrXPI0jKZ/1z+1n1tJsUrKjdwmStZbiXXVsX1dOU/3hS1lHTEpk7MwU3N7w+n8bbGuj8v33aa6s7Gxm+8g559BQ0j7YMD4/n6zZs8maORMAp8fDxX//e8jiFYkWxhjmfnwZ2bNP5L9fv5vq1/+MMQ7eCV5ObWUyM9rWYq+/HtPQAOefD088gT3tNH5fXDyk44+LWlq4v7CQ2/Pz8Q2D447aQIC1fWxcLCLhq6/p41raJw4dvGRWDbyqxEvf2AhutLvj3//m7d/8hpjMzB4lXxrrWtn/waEPk6NVvTiNYXJM+JwYeRwOrs3K4vsFBQO+njmS5Xm9nJyoKTISvk5JSuLFjCq4ZDJr45JoaWyjqXQ/r/zweRbd8rGobMJbVdLE1jWlVJcePuI1Ic3L5IXpJKaFz7Krko0bKXz9dYrWraPk7bdpbWggYeRIrnj2WQAWfOlLeBISSJ82Db8q7EQGVd7kbJb/9qe8+tPHcGRMBSD1H89zzePfxrR0vJ90JGBe/MMfeHPq1CGPsaC5mQf27+dzeXk4wrhqbyC8Vl1NQMecIlGn17MkjTEnAm8BVwLPATcAHuBZY8x9xpjom085yLY0NERkJ/PG8nJWffvbZM6YwZSrjpwQfnR7tlRxMEWXlOk7avn/WL8/7Kopxvj9nKuD/8NckZER9Qc/EtmcxrA8NZW4ZC/zzsnFG+OkZs0/KHviJ7x6zw/ZtamCaBme11DbysZXi3nzycLDEi8en5PJi9JZcF5eSBMvTVVV7HnpJdb+5CfYYPuHwHuPPsq6n/2MxrIyxq1YwZLvfY9zfvWrzn3GXnABI049VYkXkSESl+ThrK9cTvroVOZ+sI73Hrubr7U0c1jdb0MDp3zsY4xfvTokMb7X0MBfOyriolXQWl7VcneRqNTbUdO3AN/r2O9Oa+13O+5/GXgE+CpwmjHmCmttwUAHG61ej9Cql5X33UdrQwOLv/lNjKP7nFtLUxuF2w6VqI45StULwPQQTzk6lvNSU9nS0MBONT9jQUIC48KoOknkWObEx/NMRQWFiTDvnDzWmVsoaGuleuXDvF66i+rP3cW0JaNwuiLzukFTQ4Cd71RQuL2GrrWnxgEjJycx5sRk3J7QJLPLtmxh69/+RtG6dVTu2AGAw+1mwkc+QkJeHnM++1kWfOlLneOdRST03F4nVyYU8Jl/f4uvY/kxsBL4G5DfsY23qYlbbriBnz/wANs7lgkOpVerqhjh9XJyUtKQv/ZQeKu2lqoIvCgrIt3r7dHmT4ES4NSDiRcAa+0OYAHw/4CFwNsDFWC0q29rY2NdXajD6LWC117jg6eeYuYNN5A8dmyP9tn7XjVtgfarzHHJHtLyjn7yPi2M+r105TCGT2Vl4etBoimaxTidfCQ9PdRhiPSI6TIKPSbBzYLlozjhmq+QfMZnaPxgLW/d9Wle++M66qsjq6dTS1Mb29aU8dpjeyjYenjiJXNkLCdfPJIJc9OGJPFiraXygw9475FHeOnLX6b03XcBqCsqYse//01sRgZzPv95zv/DH7hm7VoS8vIAiM3MVOJFJMyMX72az954A4mtLfwUeBTYAswFuta6HEzAhKoC5uGSEgqamkLy2oPtJVW9iESt3vZ8+TfwSWvth9pvW2tbgM8aY16iffqR9MDqmpqIXNOZNXs28269lWnXXNOj7QOtQfa+V9V5e/S05KNO2cjweMj0hO/Y0zSPh49lZvJgUVGoQwmZi9PShtW0AYl80+PiGOP3s7OxEY/Pydyzc4mJ+yi7Mk+g5s2/0xSIY9XjBUycn0buuISwngDUWNfK7s1V7Nte05nMPigp08f4WakkZw3NNKeGkhJev+ceitevp6ljKoc/NZXRS5eSPnUqIxYv5hNr1uDQ+4VIxLjmzjvxdklqXApMAZYDX6S9CubgO6S3qYlr7ryTO196acjjDFjLr4uK+J+RI/FG0UWxPRovLRLVejtq+qIebPNPY8y6voc0vKyMwCVHwbY23DExzLjuuh7vs297Da3N7Zdm/XEuskYfvbolXJccdTU3IYGtDQ0Ru1ysP8b5/WqyKxFpeWoqPyksBNrHq05bnElS5hK2jpyKDUJrXS2vfOV7jLrk08xaPoOYBHeIIz5cbWUzuzdVUbSzliPz9QmpXsbOSiEtN2ZQEketDQ2UbNxI8bp1FL/1FlmzZzP75pvxJCZStWsXI047rX0S0ezZJI4a1RmDwx1ef4ci0r3ff+tb3HLDDYclYCYDbwKNtCdeGgAvEPD5+P23vhWSOAFKWlr4a0kJn8jKClkMA03jpUWi26BcjlK/l54paGqisLm5+w3DSPH69bz6P//D2b/4RY9HSwfbLLs3V3XeHjUtGYfj6CcI0yIg+QLtzWZ3R+C/X3+4jeHjWVlhXRUgciyTYmMZ5/ezo+OKojGGERMTSUr38c4rxVQU7KbxgzVs+fZK9r18CdOu+TRj52XjCeFI5mCb5cCeOgq2VlN54MPl9XHJHsbOSCFjZOyA/r8MNDfj8noBePozn6Fw1SpsIADGkDpxIp74eABcXi+XPfnkgL2uiITe9gUL+PkDD3woAZPa8acFPgq0GAdpH/s6jhlzCWW98srqambExXFimC5Z743aQIB1Gi8tEtWOm3wxxuRaa/f15wWMMdnW2uG7RuM4VtbUdL9RGGlraeG/X/86bc3NxGZm9ni/op21NNW3Nw7z+Jzkjo0/6nZ+hyNimri6HQ6uz8nhvj17aAoOjwnrK9LSwnpJmEh3lqel8cOCw68NJKR6WbQin/dHxOJK/iWVL/+O6jf+yqqNL7JtyceYesUljJycjMc3NEkYay015c0U76xj3/uHKga7Ss7yMXpa8oBUulhrqS0s7KxqKV6/HozpTKqkTpxI6qRJZM2ZQ9bMmZ2JFxGJXgcTMJ+78UbcRyyBMcBih4vbbBvuJ//AiPQTmLdiMnFJoTs++NOBA4z1+4kNs0mZvaXx0iLRr7vKl/eNMQ8A37fW7u/pk5r2o8HlwDeAfwL39DnCKNVmLWsiLPmy8aGHqNq5k2W//jXuHlaoWGvZtelQCeXIKYnHnCoyOTYWZwRVVWR4PHwyO5tf7ttHtH9UjvX7WZp89OlUIpFifEwM42Ni2N7QcNj9TpeDCXPTyBodx3uj/4cDG86l8oVfU7f5dXa+cwa7360ma1QMeeOTSMr0DXj1lw1aqsubKS2op3hnHQ21rR/axhjIGBHLqGnJJKX3fWR0MBCgYvt2UidNwhjDG/fey5a//AUAT0ICWTNnkjV7NtZajDHMu+22Pr+WiESu8lNOIfj447BiBXR5z2zx+dj/lR+QtrGIsv98n90P3EpL7b3MuWgmabmhuYBWEwjwaEkJ12Znh+T1B4LGS4sMD90lX74H3A7cYox5gfam5693TDc6jDEmDpgHnE17RWI2sAb4x4BGHCU21dVR19YW6jB6rKawkLd++UtGn3UWIxYv7vF+JXvrqa9uP5Fwug35E47dLyQS+r0c6cS4OM5NTeXJ8vJQhzJofA4H12q5kUSJ5amp/OCI5MtBiWk+5p+Xx4GpyWyfeCL1ZVUANJftZ839X2bztKWkLTqf3OljSM32k5zt79M0oWCbpbaymeqyZiqLGynf33DUChcAX6yLvPEJ5I5PwBfT+5XCjRUVFK1ZQ8k771CyaRNlmzcTaGzk8mefJXHkSMacdRYp48eTNWsWyWPHYqKocaWI9I3DGD6VnY13zBh44gk4//z2BExMDCv/+EdqpkzhpEV1rElIoviReyj66z2sj/0ZkxZmMmJiaPrCra6pYX5CApMj8FgSNF5aZLg47pGctfZ/jTEPAl8HrgLOAjDG1AAHgErAR/tS0GzaR1cb2kdN326t/eugRR7hVkdY1cuWP/8Zh9PJwjvv7PE+1lp2bTxU9TJiYiLuY/RPMMDUCP3AvCA1lcLmZt6JwJHhPXFVZiZpWm4kUWLcMapfDjLGkDUqjowRsRzYncrud6soLwvgyZlAzZt/p2b1Y+zLn0LsxJOJnXI6sWkJxCd7iUlw4/U78fhdOJwGYwDbPumttSVIc0OAhtpWGmtbqatqOWw09JGcbkPmiDiyRse1Ly06Ro+srqy11O3bR/n27ZS/9x6jzzqLlHHjKFq7lhe+8AWcHg+pkyYx8dJLyZg+HX9qeweHnAULyFmwoC9/lSISpc5NSeEEf8fUtCVL2hMw114Lv/sdoxcuhD17yBgZx+LrzmJ1fBJNNbWAg/dWldJQ08KEOWk9et8aaH85cID/HTUKdwQmkTVeWmR46PYyWkfz3OuMMbfTnoBZCpwEjO+yWQvtCZdXgL9ba1cPeKRRpL6tjY319aEOo1fm3X474y68kLhedJSvKG6kuqy9Ia3DaRg5OemY247x+4mL0HGkpuMK0ff27o26BryLEhOZn5AQ6jBEBtQFqan88BjJl4McDkP2mHiyRsdRNT+NopOmsPftnVSvf46Gba9T8eKDxEw+jcbaABWb1kFbK56cCTj9ffv/4vE7ScuJIWNELGl5McdcnmmDQepLSnA4ncSkp1O7bx8vfelLVGzfTuvBBLAxxGVlkTJuHLkLF3LRY4+RMn48TiVRRaQbo3w+zktNPfzOJUtg924ARgLZHg9FLS0kpHo59ZMLeevFImrKmqle+Qjv7RhFY+3pTD8185jvY4OltLWVZyoquCAtbUhft780Xlpk+Oiu4e7ngNXW2jXW2hrggY4vjDFu2iteGq21w2/mbj+sramhLUIaarXW19PW0oIvOZnUCRN6tW/XqpecsfF4j1MyH4lLjrryOhzckpvLd/bujZqy0RyvlyszMkIdhsiAGx8Tc9jko+MxxpCc6Sc508/E+elUFE+nougmijbvodnGYS3UvPl3mnZvAMAZn44nczTevCkkzr8EgEB1CTgcOLxxGLcXYwz+OBeJaT4S072k5MQQl+gi0NhIa3091buKcHo8JI4cSbCtjdXf/S51+/dTvWcPNQUFtDU1ceJnPsP8227Dl5yMMYZxy5eTMn48qRMnkjx2LJ6OyR/ehATSp04dvL9MEYkabmP4ZHY2jm6WGc9LSODfZWUAeGNczDsnl7dfLKDo/dW0vP5nbGsTTQ1nMWtpNl7/0F5Ye7aigoUJCRFVsavx0iLDR3fviD+hvWnuGgBjTBvwDWvtvdbaVqB4UKOLUpG05Gj9L37B9n/+k8uefhpfUlKP96sua6J8f8eJjYHRU4/frHV6FIwITHa7uSU3lx8UFET8BCS/w8GNOTl4IrB0V6QnzktN5SeFhb3ax+E0pOXGkJYbw/g5aQTbLHVVLVTPu58D77xN5bat1OzcTn3BDoLFQdLzr8btcfD2N26mcf8eAIzTicvnI/+UUzjxJz8B4OEzzqB23+GDBcdecAGnf//7OJxOdj7zDJ74eBJHjiTvpJNIHDWKzBkzAHDHxLD8z3/u99+HiMhF6ek9mmo4PyGBx8vKOocNOF0OZp01Ap/v56z75m2U/ecHBFubaGk6j9ln5gzpJKRWa3mstJQbcnOH7DX7Q+OlRYaX7pIvTYC3y23T8SV9dKClhV1NTaEOo0cqtm1j0//9HxMuvrhXiReAne8cyuJnjYojJsF9zG1T3W5yvN5jPh5J8n0+bszJ4Wf79kXsuEADfDo7m4wIumok0luTYmMZ4/ezsx+l3g6nISHVS0JqBvlTzqKjLRpA57QggPg7v0RDWRktdXW01NQQaG4m+YQTOredcOmlBFtb8cTG4o6NxR0Xd9jjH/vvf/sco4hIT4z1+zm9h8d6qW43Y4+oHjTGMOXUkcQk/YLX7riVimd+hm1t4s2Wi5ixJIvUnKGbhLShro7tDQ2MjwnN9KXe+K/GS4sMK90lX3YBZxtjfmqtPdBxn94h+uHNCKl6scEgr919N574eObdemuv9q2taKZk76GeNmOmd1P1EuFLjo40MTaWT2dn8+uiIoIR+IH6kfR0pkZBJZJId85NSeHnR1ScDJSu08FGLV163G1n3XDDoMQgItITbmP4RC+nGi5ISDjq0s3RJ2bi/9nPefG223H44gi0BFn/3H6mnJRB7rih6yH3aEkJXxs5MqwnNbZpvLTIsNPdmoJfAbOA/R1LjgC+YYxp6+YrOppeDIJISb5s++c/OfDWW8z/0pfwJR8/eXKknV16vWSMiCU+5fhVLdGw5OhIM+PjuSYrK+LKxE5LSmJpSkqowxAZEtPi4siPkqo7EZG+WpGW1utq19nx8biPkdjIOiGZ8x/8Banz2qsBW6sO8O7rJex4qxw7RBelCpqbw/6Y+63aWqqjpE+giPRMd6Omf2qMKQHOA3KAJcBeYPfghxZ9PmhspKy1NdRh9EjJ22+TNXs2Ey66qFf71Ve3ULzr0MjlMSceP3HjdTgYf3CcYZSZn5CAtZbfFxdHRLnY7Ph4rlCDXRlmzk1N5Vf794c6DBGRkBjl83FGLy+yAfidTk6Miztmv5LENB8Lzs/n9d+/yp7ffIGkUz7KTj5CY20rU0/OxOEc/MtT/y4vZ058PK4w7V/3ohrtigw7PRk1/VfgrwDGmCDwO2vtPYMdWDQK9wx8V4vvvZdAYyOmlx9YXate0nJjSEzzHXf7KbGxYfuhOBAWJCbiMoaHiovDesLV1NhYPtnLkmORaDAzLq5zbKqIyHDiNIars7K6nW50LPMTEo7bLNYX62LxtadQ+cbJVL7y+457P0JTfYAZZ2Tj8Tr79Lo9VdHayitVVWFZ0bursTFiekCGG2stu59/nh2PPx7qUER6rbdnvXcDrwxCHFGvzdqI6GZetWsXVTt3AuDqZUVKQ20rRR8c+hm7q3oBmBZl/V6OZk5CAjfn5uIN0yTT1NhYbszJieokmMixGGNYFoYH5iIig+3slBRy+7H0cmpsLPHO4ydQPDEeLvr9T0mbdwZVr/ye6jcfo/JAE28+UUhDzeBXgz9dUUFTW1v3Gw4xVb30TUttLf+45BKe/9znqHz//VCHI9JrvTrbstbeba3V2IU+2FxfT30Yvvl3Za3ltbvu4olPfIK2PlwF3rWxkoPFHSnZfpIzj5+8MQyP5Au0V/jclp9PoqvbYrMhNTs+XokXGfbmJSSQ6j72RDYRkWiT4fFwbj8Tzw5jmJ/QfRNdl8fNit/+hMyTzqTqld/TuHM9DTWtrH6igMoDfZ841xN1bW28GGZNbataW3mrrq77DQVoPz85eGHYEx9P2qRJnPad73DpE0+EODKR3tMZ1xBZEwFLjnY+8wxFa9cy6+abcfay8VpTfYB97x/6GXtS9TLa7yc+zJIRg2mkz8cdI0Yw0nf8pVhD5YzkZD6Tna3Eiwx7DmM4qw89D0REItVHMzJwD8Dn/8IeJF8AnG43F/zqx8z4wteJGTsLgNbmIOue3X9Yr8DB8HxFBQ1hdAH0laqqsF6KHk5KNm3iiU98gsdWrKCuqAiAU++7j/EXXohjGJ1DSPTQWdcQaA4Geae+vvsNQ6i1oYHV3/0uqZMmMfHSS3u9/65Nldhg+/dJGT5SsrpfsnTiMKl66SrZ7ebL+fksTkoKWQwuY/hoZiaXZWSox4tIh5MSE0nQgZyIDAMLEhKYOEDHYHk+X4+nxjlcLubd8FHmnZMHDSXUvv0MwTbLO68Us3Nj5aBNQmoMBnkhTJb5tAaDvFZdHeowwl71nj288MUv8q9LL6Xy/fdZ8JWv4E9NDXVYIv2mI80h8HZdHS3BYKjDOK63f/Mb6ouLOeOHP8TRzfrdIzU3BCjcfnjVS09O6qNxxHRPuBwOPpqZyeSYGP504AB1Q3g1Js3t5jPZ2YyK0glTIn3ldjhYmpzMP0pLQx2KiMigiXU6uTQ9fUCfc2FiIgUlJT3ePinDj+/AC+x59i/YQDMJc1awY305jXWtTFqQjsMx8BeGXqysZGlyMjG9PMYdaG/W1AzpcV8kaqqs5LHlyzFOJ7Nuuonpn/wknmF6ziDRR8mXIbA2ApYcYS3jL7qIrNmze73r7s1VBNvar1YkpHpJy43pdp80t5ucfjR5iwYz4+MZ6/fzt9LSQZ+EZYCTExP5SHo6vhAfeIiEq1MTE3kmzMrTRUQG0iXp6cQNcJXf/Ph4/l5a2qulNKd8/Q6aykvY8+JvwDhImH0BhdtqaKoLcOKSLFzugS3ObwoGebGykgvS0gb0eXsr3PrPhIvW+nr2vvoqJ5x7Lr7kZE795jfJWbCAmAFOFIqEmpYdDbL6tja2NDSEOoxuzf3CFzj1W9/q9X4tTW0UbD1UPtnTqpcTlcEGIN7l4pPZ2dyen8+oQeoFM8Ln4/b8fD6WlaXEi8hx+JxOTk1MDHUYIiKD4gS/n0U97NHSG3EuV6+P6xxuN0t//CNGnn4GlS/8itoNTwFQtq+BNU8V0lQfGPA4X6yspDGEyfX36uvZ39wcstcPRzYYZPu//sUj55zDi7feSvXu3QCMveACJV4kKin5MsjW19aGdVOtonXr2LdqFUCf+n/s2lRJW6D954tL9pAxomdriKcPw34vxzMuJoY7Ro7k5txcxg3QkqB8r5frcnK4c8QIxsZ0X40kIu2NqN3qhSQiUcZhDB/LzBy0Xm99Seo4PR6W/uTHjFiyhMDOV7DB9sRIbUULq58ooKZiYBMVjcEgL4ew8iRc+s6EiwMbNvCvK67gla9+ldjMTFY8/DCJo0aFOiyRQaVlR4NsbW1tqEM4praWFv779a9jg0Eue/LJXncNb24IsPe9Q1UvY2em9OhD3e9wME7JgKOaHhfH9Lg49jc3s6qmhg21tZS2tvZ4/3inkxlxcSxMTOQE9XUR6bV4l4uTExNDeoAuIjLQliYnD+py7ymxsSS5XFQFelex4vR4OPP++2lraaFkf5DNbxwADM0Nbax5spAZp2eRljtwF+wO9n7xDPGkx+LmZjaH+fCNodRSV8fT112Hy+fjtO98h3HLl2M0fVOGASVfBlFVays7wnjJ0eY//YnqXbtY9sADfRrXtmtTZWevl/gUb4+rXqbGxuLUleXjyvF6uSQ9nUvS0ylraeGDpiYKm5spa22lrq2NgLU4aG+cl+JykeP1MtrnI8/r1QQjkX46MyWFV6urCYZx1aKISE8lu1ycP8iTYhzGsDAhgacrKnq9r9PjwenxkJXfyLqXvoXNWkjM5NNpC1jeer6ISQvTyZ8wMEtC69raeK26mjOSkwfk+XrqhcpKhvsnSqCxkR2PP87Eyy7DExfH2b/8JWmTJuFWNbwMI0q+DKL1dXVh+0bbUFbG+l/8ghGnnsqI007r9f5NDQEKth1qEtvTqhdQv5feSvN4SPN4mB/qQESGiVS3m7nx8YPeCFtEZChclpGBdwiqCk7qaFre52NfY3C7Dfue+DFZbgfecadhLWxZWUpjXYBxs3p+rHk8z1dUcFpS0pBdCKwLBFg9jD9PrLXsevZZVn33u9QXFZE4ejQ58+aRPWdOqEMTGXKq7xpE4TzlaN1Pf0qguZkFX/1qn/bftfFQ1UtCmpf0/J4tI3IYwxRluEUkzC1LSUE1ZCIS6abExjIrPn5IXivd42FCP5aVu3w+zv7FL8iZP58D//oRbXve6Hxs18ZKNr56gLZAsN9xVgYCQ5pcf7W6mtZhWklZtXMnT33qU7zwhS/gS0rigj/+kZx580IdlkjIKPkySMpbW9nV1BTqMI4pbfJkZl5/PUmjR/d638a6Vgq29b7XC8B4v58YTdwRkTCX4/UyTVV6IhLBXMZwRUbGkL7myf2cGOfy+1n2y1+SNWcO+x79Ls7StZ2PFe+qY91z+2lp6v/EoucqKrBDkBAJBIO8PEwb7dpgkGdvuonSTZtY9D//w0WPPUb23LmhDkskpLTsaJCsC+NGuwCTr7iiz/vu2liJ7bjwkJjuJS2351c5putkRkQixLKUFDbW1YU6DBGRPjk7JYUMj2dIX3NmXBxxTid1/Rjp7PL7WfbAA7xyxx3MWDGLkvKEzqXuVQeaePPJQmafmUNMgrvPr1HU0sKm+vpBPy5dXVNDbQjHW4fC3v/+l5z583F5vSz5/veJy8rS2GiRDqp8GSThuuSocOVK3nv0UYJ9/CBorG2lcEfXXi+pvVp/O0PJFxGJECf4/QM2+l1EZCilud2ck5Iy5K/rcjhY1M/qFwB3TAxn3n8/aRMmMHFBGjmZh449G2paWf1EAVUljf16jef60By4N6y1w2q8dE1hIc/ccAPPXHcdWx95BICMadOUeBHpQsmXQXCgpYWC5uZQh/EhwdZWVn7zm2x86CEI9m3N7Addql6SMn2k5vT8xCTX6yXV3ferFCIiQ21ZCE5eRET66/KMDNwhGt17SmLigPbM2vroo6z+8tVkeLficLY/c2tzkLXP7Kd4d9+rE3c0NrK7sX8JnOPZVF9PUUvLoD1/uGhraeGtX/6Sv513HvvXrGH+l77E5CuvDHVYImEp5MkXY8wyY8w2Y8z7xpijdn81xlxmjNlijNlsjPnLUMfYW+vDdMnRe48+StXOncz/8pdx9CEJUl/dwv4dfZtwBJpyJCKRZ2pcHHleb6jDEBHpselxcSFd5p3Rz8a7Rxp7/vmkT5nC+m/fQU7cDtze9tOXYJvlnZeL2f1uZZ/7twxmZcpgV9aEi1fvvJN199/PyCVLuOyppzjxU5/q03mGyHAQ0uSLMcYJ/AI4B5gMXGmMmXzENuOAO4CTrLVTgC8MdZy9tTYMky/NNTWs+9nPyFmwgJFLlvTpOd7fUMHBz7bkLD+p2b37YNWSIxGJRKp+EZFI4TaGy8NgmcepSUkD9lyeuDjOffBBUidOZNX/fom85F2H9XvZtrac91aXEQz2PgGzvq6OitbWAYv1oF2NjewYxKqaUKs/cICmjsTViZ/5DOc++CBLf/IT4rKyQhyZSHgLdeXLPOB9a+1Oa20L8FdgxRHbfAb4hbW2EsBaWzLEMfZKcXMz+8NwydGGX/6S5upqFnzlK72qVjmopqyJ4l2HSjvHz07t1f5JLhcjfb5ev66ISKjNjo8nTVfxRCQCLEtJIW2Im+wezYy4OJJcAzfXwxMfz7m//S0p48fz+p23M32hn6TMQ8eVBVurefvFIgKtvVtWH7SWlwah+uXZKK16CQYCbPq//+PRc87hzR/8AIDUCRPIO/nkEEcmEhlCnXzJBQq63C7suK+r8cB4Y8wbxpjVxphlR3siY8x1xph1xph1paWlgxRu98J1ylHOwoXM+exnSZs0qU/7b19f3vl9xohYkjJ6l0jRkiMRiVQOYzhb1S8iEubS3e6wea9yGMMpA9B4tytvQgLn/va3LP3xj0nMyWDOWTlkjT50fFla2MCap/bR1BDo1fO+Xl1N0wBOJDrQ0sLbUTgpr2TjRv556aWs+va3yZozh5k33BDqkEQiTqiTLz3hAsYBpwFXAr8xxiQduZG19tfW2jnW2jnpISy3XB+mb7YjFi9m1k039Wnf8v0NlO/vKJ00MK6XVS+gJUciEtkWJiSQMIBXcUVEBtoVIWyyezSLk5Jw9qHa+nh8SUmMOO00AAr/+wqpnp2Mnp7c+XhtRTNvPlFIbUXPq9Abg0FWDeCU0mcrKuhbB5rwte3vf+dfl19OY3k5S++/n2W/+hUJ+fmhDksk4oT6HXof0PV/bl7HfV0VAo9ba1uttbuA7bQnY8JOURguOSpat441P/4xgT6uO7XWsqNL1Uvu2HjiknpXzupzOBivca0iEsHcDgdLk5O731BEJARmxMUxNcwudCW4XMyOjx+U5w62tbH+5z/n2ZtuIq51B5MXpXMwz9NUH2DNU/so39/Q4+d7qaqqz017u6pqbeXNAUzkhJK1lpaOiv68k09m+ic/yWVPPcWYs8/uUwsDEQl98mUtMM4YM9oY4wGuAB4/Ypt/0V71gjEmjfZlSDuHMMYeC7cpRzYYZNW3v82Of/+7z89Rsqee6rL2hJLDaThhRu/LWafFxuIKoysxIiJ9cWpiIn69l4lImPE4HFyWkRHqMI7q9AFsvNuVw+nknN/8hoS8PJ658UZM2bvMOjMbp6s9KRBoDbL+uf0Ubu9ZIqSkpYVN9fX9juv5ykoCA5DECbWqnTt58tprefbGG7HWEpuZyYIvfQlPmCX4RCJNSI8irbUB4BbgWeA94FFr7WZjzD3GmOUdmz0LlBtjtgAvA1+y1pYf/RlDK9z6vex4/HHKNm9m3m234epD5UkwaNnx1qG/6hETE/HH9b7ppPq9iEg08DmdnDZIJxIiIn11bkoKqWHaFHy038/oQRq44E9N5bzf/56EESN45oYbqN74X+adl4c3xgmAtbD5jRJ2vFXeo6qW/jberQsE+G91db+eI9QCzc2s++lPeWzFCso2b+aE886DKEgmiYSLkF/Cs9Y+Za0db609wVp7X8d9d1lrH+/43lprb7XWTrbWTrPW/jW0ER9dUXMzRS0toQ6jU2tDA2t//GPSp01j7Hnn9ek59r9fS311+/g9l9tx2JrannIZw7TY2D69vohIuDkjORm3yq1FJExkejycGeZLIgdzyWZMWhoX/PGPZEyfTsk775CQ4mXB+fnEJR9aIr/znUo2/fcAwbbjJxHea2joV/uAF6uqaAn2btpSOKn84AMeW76ct/7f/2PMsmVc9tRTTL7ySowqPkUGjLoHDpBwW3K08aGHqD9wgDN+/OM+vWkGWoO836XqZdS0JDw+Z6+fZ0JMDD5n7/cTEQlH8S4XJycm8nJVVahDERHhqoyMsF/aPSs+npSyMipaWwfl+b0JCZz70EM4O6p/go1VzDsnl3dePUD5vva+L0U762hqCDDz9Gzc3mMfl75cVcVHMzN7HUNDWxsvD8LI6qFgg0GMw0Fcdjbxubmc8o1vkLtwYajDEolK4f1uHUHCbcrR6DPPZN6tt5I1a1af9t/9biXNje1j9zx+JyMnJ/XpeTTlSESizVkpKQM+wUNEpLfmxsczMQKqix3GcMYgL9l0eb0Yh4OGsjL+cdFFvPnd+5hxWjp54xM6t6ksbuLNJwtpqD12EujNmhoa+jB2+qXKShojrOqlraWFtx98kH9ccgmB5mbcMTGc99BDSryIDCIlXwZAcRhOOUqZMIEZ113Xp32b6gPs2lTVeXv87FRc7t7/qhiUfBGR6JPidjM/IaH7DUVEBonP4eDSMG2yezQnD1HDcn9qKmOXL2fLX/7C87fczNjpfsbNTu18vL66lTefKKSqtOmo+zcHg6zsZd+WprY2XoywasiC117jseXLWfODHxCXnU3rADQbFpHuKfkyAN4Ko6qXss2befG222gs73tP4h1vlXeui41P8ZBzQt/GBI72+0lwaWWbiESfZSkpqPZFREJlRVoaiRF0jOVzOlk8BA3LjTEs+NKXOOXuuylcuZLHr7qK9JR6pp+aiek462lpamPt0/s4sOfox+8v93Ls9ItVVX2qlgmFltpanrvlFp7+zGfAWpb9+tec/f/+H/6U3k8zFZHeU/JlAIRLvxdrLau+/W32rVqF0+PpfoejqC5rYv/7h36eCXPTMI6+nWLMVNWLiESpTI+H2fF9S0yLiPTHCJ8vIievLU1OxjVESzYnXX455/7mN9QfOMDa++8ne0w8c5fl4va2n/oE2yxvv1TM7s1VH9q3rLW1x2OnG9vaeCECer0cTCa5Y2Npqatj3q238pH//IcRixeHODKR4UXJl34qaWmhMEyWHO1+4QWK1q1jzuc+h6cPJwXWWratLeu8nZ4fS2pOTJ/j0ZIjEYlm5+hKoYgMMQN8NCMDRwT2nUpwuViUmDhkr5e7cCEXPvIIJ991FwCxsW3MOzcXf/yhsdzb1pTx3upSbPDwSpdXeriM6IXKyrCuerHBINv/+U8eW76cxooKjMPBeb/7HTOuu67PF2pFpO+UfOmnt8Kk6qWtpYU3v/99kseNY+JHPtKn5yjZW09lcfsaWGNgwtzUbvY4tlyvlwy9qYtIFMvz+ZiuJLOIDKFTk5IY5feHOow+W5aSMqSJo6TRo/HEx9PW0sKT117Lm/feyezTk0lK93Vus/e9aja8VEyg9VDD3C319ZS0tBz3uevDvOpl36pV/OOSS3jljjtw+Xw0dySUTAQm7kSihZIv/RQu/V62PPwwNXv3suDLX8bRhzXAwTbLtrWH+sTkT0wkNrHvyRMtORKR4eA8Vb+IyBBJdLm4MC0t1GH0S6rbzYIQNCx3uFyMWrqUnU8/zZMfv5IxJ9STOerQpKjSgnrWPr2P5oYAAJbuq1+eqaigKQwnHLW1tPD09dfz5LXX0lxdzek//CEXPvIISWPGhDo0kWFPyZd+KG9tZU/T0bulD7UTzjuPhXfeSf4pp/Rp/z1bqmjsGL3n8jg4YUb/TiiUfBGR4WCU38+kmL4vzxQR6anL0tPxO52hDqPfzhni6hcA43Aw8/rrOe+hh2iuquLfl30EPniSkZMPLdOvKW9m9ZOF1FW2txNYWV1NyzGSK1WtrbwcZlUvB4dtOD0eYjMymP+lL3HZ008z9rzzMEMwaUpEuqf/if0QLo12AWLS0ph29dV92repPsAHb1d03j5hRgoeX98/3NPcbvJ8vu43FBGJAuel9n2JpohIT0yNjWVOlIy4z/B4QlL9ApCzYAEfefxxRpx2Gtv/+U/GnpjIpIXpHBxf11QX4M2n9lG+v4HGYJA3a2qO+jz/KS+ntRcTkQZTTUEBr9xxB38+7TSqdu4EYPG993Lipz6Fy+sNcXQi0pWSL/2wIQyWHFXt3Ml/PvYxqnbt6vNzbFtXRlug/QMkLsnDiEn9a4Y2SxNARGQYGRcTw3hVv4jIIPE4HFyVmRnqMAbUeSkpOEPUe8SfmsqZP/0py//0J1w+H1l5TuIrX8RB+5KjQEuQ9c/vZ9/7NYeWHr38MowaBS+/TFFzMyuPkZQZSpUffMCrX/saj5xzDh889RRTrroKbwROwRIZTnrfHEQAqGxtZVdjY6jDYPX3vkfZ1q14+9g9vqK4keKdh5JIExek4ejjaOmDtORIRIab81JS2N7QEOowRCQKXZCaSqrb3f2GESTN4+HkxERe7eFUoYFmjMGXnAzArmef5d1f/Zj4/L+TcOp1uHJnYIPw7mslNNYGuHbLFvIuvRQaGuD881n9u98RPPHEkMR9UEtdHf+45BKwlsmXX86M664jNsoSdCLRSJUvffR2XR2hLjYsXLmSva+8wqwbb8Tfh6aPwaDlvVWlnbezRseRmt2/q7dJLhejteRIRIaZibGxnBDBE0hEJDyN8PlY2pEkiDbnp6biDYNeJBMuuYRzfvMbjMOw70//Q9ljX6d531YAMv79CmkXXdKeeAFoaODcT3yC8atXD2mMgcZGtv3jH7z2v/8LgCcujqU/+hFXvfwyJ33960q8iESI0L/jRahQTzkKtrWx+jvfIT4vj6kf/3ifnqPgvWrqqtrH6Dldhglz+99Bf2ZcnEbYiciwdIF6v4jIAHIYw8czM4e8Oe1QSXC5wiaxlH/KKVz6n/+w4Ktfpa1iDw0bHmPhno389rG78bUcPlzD29TELTfcMOgJGGst5Vu38vo99/CnxYt59c472b9mDU0djX5Hnn56ny6+ikjoKPnSB7WBADtCXF7+/n/+Q8X27cy//Xacnt6PhG5uCPD+hkNNdsecmIIvtv+r0NTvRUSGq0mqfhGRAbQ0OZkRUV5NfHZKCgmu8OiC4PR4mH7NNVz5wvN87lOX89A/7mZfoJkZwK+Bqi7bDmYCJtjWBsCu557j7xdeyLbHHmPEaadxwR//yGVPPdW5XEpEIk94vNtFmHBYcjRm2TJsMMjos8/u0/7b15UTaG0fnxeT4GbUlKR+xxTvdDJWJx4iMoydn5rK/YWFoQ5DRCJchsfD8mFQTed1OLgwLY0/FBeHOpROUzZt4pY778Db0kxZx33XA58FlgGXApcA/o4EzM8feIDtCxb0+fVa6urY/+abFL7xBvveeINJV17J9GuuIW/RIk666y5OOOccJVxEooSSL30Q6iVHNhjE5fMx4eKL+7R/+f4G9n9waEz2pAXpOJz9L2mdERcXtaWxIiI9Mbmj+uWDMGjILiKRyQAfz8zEHQb9UIbCooQEXq2qYk9TU/cbD4Fr7rwTb0csC4ENwFrgkY6vp4GLOrZ9vKmJwOc/z/6f/YyEvDz8aWnHrEgPNDVRu28fwdZWUidOxFrLPy65hPL33gNrccXEkD13LvE5OQB44uOZctVVg/vDisiQUvKllxra2tgawiVHtYWFPPWZz3DqffeRNWtWr/dvCwTZvLKk83bW6DjScgdmRKqWHImItPd++YmqX0Skj05JShpW4+uNMVyVkcF39u4NeWU5wO+/9S1uueGGzgSMAeZ1fH0f2A7Edmz7B4eDJ6qr4eqrO/fPnDGDFX/9KwAv3HorRWvW0FJbS1tzMwBZs2ez/M9/xhhD7vz5jDrjDLLnziVzxow+tRIQkcih5EsvbayrI2hD99Gw5kc/oq6oiLjs7D7t/8HbFTTWBgBweRxMnN//JrsAsU4nE4fRgYKIyLFMio1lnN/PDlW/iEgvJbtcXJI2MMdmkWSU38/ipKSQjZ7uavuCBfz8gQcOS8Ac5AAmdnzf4PKSff19XHbhLGp3f0Dd/v00lJbi6NLDJmnUKDxxcXji4vAmJBCXm0vS6NGdjy/4yleG4CcSkXCh5EsvhXLJ0YENG/jgqaeYddNNfUq+1FY0s/vdqs7bE+am4vUPzK+AlhyJiByyPC2NHxYUhDoMEYkwH8/Kwud0hjqMkLg4LY136uqoCgRCHUpnAuYLN96I8yiJ9AaXl0995H9ZFTeR2LWtzFq6gPxT3B/abs7nPjcU4YpIhBgei0kHSHMwyJb6+pC8tg0GWfWd7xCTns6Jn/pUH/a3bF5ZwsGineRMH7njEgYsvllxcQP2XCIikW58TIyqAUWkV05KTGRKbGz3G0Ypn9PJRzMzQx1Gp8CSJZgnnoAj3subfT7+5yvfZ9XI6QDUV7ey+okCKopV7Sgix6fkSy9sqqujNURLjgpee42Sd95h7he/iLsPH8x7t1ZTXdq+1tQ4YPKiDMwAVarEOJ1MGsYHCyIiR7NiGC4dEJG+SXa5uCw9PdRhhNz0uDgWJSaGOgy8DgfXZmXhOP106JqAiYnhv3/6E/UfP4tpizM7B1a0NgdZ9+w+CrfXhDBqEQl3Sr70woYQLjnKX7yYs3/5S8ZfeGGv922sa2XH+vLO22OmpxCXNHANvWbExeHUkiMRkcOM8fuZrqpAEemBTwzj5UZHujw9nTT3h5fwDKUrMjLIONj8dsmS9gTMyJHwxBNMOu88AHJOiGfuslw8/vZ/NxuEzW+UsG1tGTYYDq2DRSTcKPnSQ4FgkE0hWnLU1tKCMYaRS5Zgejl20FrLu6+X0BZo/xCITXQzZnrygMY3WycXIiJHtSI1FaWmReR4Tk1KUgVxFz6nk89kZ+MK0YW9hQkJH66+WbIEdu+GJUvI8/kY6/cDkJThY8H5ecQlH7qoufvdKja8VESgNTiEUYtIJFDypYe2NDTQHBz6N9GG0lIeXrqUXc8/36f9C7bVUFHUsQbVwNRTDpVIDgQtORIRObY8n4858fGhDkNEwlSGx8MlWm70IaP8fi4Nwd9Lvtfbo74zS5KSOr/3x7mZf14e6fmHjodLCxp484lCGmpaByNMEYlQSr70UKiWHK29/36aKitJGT++1/s21LayfW1Z5+3RU5NISvcNZHhaciQi0o3laWmaBiciH+IwhmuzsvD2sqp5uDgtOZmThrD/S4LLxc25ubh78O8xMz6ehC4jpV1uBzNPz2LU1KTO++qqWlj1nwLK9jUMRrgiEoH0bt8DQWt5JwTJl/KtW9n2978z5aMfJXHkyF7t277c6MCh5UZJHk6YkTLgMeqKrojI8WV4PJwcBg0kRSS8LEtJYUzH8hU5uo9mZg7J5Divw8Etubkk97DXjNMYFh/xvm4chglz05h6ckZnlXmgJcj65/ez+91KbIiGdohI+FDypQe2NTRQ39Y2pK9prWXVd76DNzGRWTfe2Ov9975XTWVxEwDGwLSTM3C6BvafO9bpZJJGqYqIdOv81FQ8urotIh1G+nxckJoa6jDCntMYbszJYZRvYCu3u3Ibw005OYzs5WssTko6avV37rgE5p6Tizemo4GyhW1ry3n3tRLaAuoDIzKc6UiwB0Kx5Khs82b2r17N7FtuwdvLK6b11S1sX3doutHoackkDvByI4BZcXEqpRcR6YFEl4ulyQPb7FxEIpPX4eBT2dk6huohn9PJ5/Pyep0c6QmPw8HNublM7EP/wkSXi5nHGDqRlO5j4QX5JKZ7O+/b/0Eta57eR1N9oM/xikhkU/KlG9Za3g5B8iV96lQu+tvfmHz55b3aL9hm2fjqAYJt7aWNcYO03Ai05EhEpDfOTk4mXqNkRYa9yzMyyPR4ut9QOsU4ndyalzegFdfxTidfzMvr1+CI04+TVPfGuJh3Th654xI676spa2bVfwqoPNDY59cUkcil5Es3djY1UR0Y2gx1S20tAOnTpuHo4drTg97fUE5NeTMAxgHTFg/sdKODElwuxmvJkYhIj/mcTs7TMgORYW12fPyQNpGNJj6nk8/l5XHGAFQRjvT5uGPkyH733DnB7yff6z3m4w6nYcpJ6Uycn8bBQqeWxjbWPrOPgm3V/XptEYk8Sr50Y0NHImSoNFZU8PDSpWz+y196vW95UQO7NlV13h4/O5WE1GN/IPSHlhyJiPTe4qQkMnTFW2RYSnW7+VgPxhjLsTmM4bKMDD6bm0tyl2lDPeUyhvNSU/nKiBGk9vIC57Ecr/oFwBjDyMlJzDk7B7e3/dTLBmHLylK2rColGFQjXpHhQsmXbgx1v5e1P/4xLfX15Myf36v9Wpra2PTfA523U3P8jJySNMDRHTJXS45ERHrNaQwXp6WFOgwRGWIOY/h0djYxWno4IKbGxXH36NGsSEvr0XJOpzEsSEjgf0eNYnla2lEb5fbV3Ph44noQQ0p2DAsvyCc+5VACvmBrNeue3UdL09AO9hCR0Oh9yngYKWhqoqy1dcher2zzZrY+9hjTrr6a5BNO6PF+1lo2v1FCc0P7G7fb62DaKZmYQapMSXa5OEGjEUVE+mRmfDzj/H52NGrNv8hwcVFamsZKDzCvw8G5qamclZzMu/X1vFtfT0FzM1WBAEEg1uEgx+tlQkwMs+LiiO9DpUxPuB0OTklM5OmKim639ce7mXduHptfL6F4d/sF3sriJlb9u4ATT88iaRAGZIhI+FDy5TjeGsKqF2stb9x3H77kZGbdfHOv9i3cVkPJ3vrO21NPzsQbM3j/tHMTEgYtsSMiMhxclpHBt/bsQcXmItFvWmwsZ2ra2aBxORzMiI9nRgirsk9NSuLZykqCtvt3dZfbwfTTMonf5GHH+vaETVNDgDVPFTJpQTp543WcLRKttOzoOIay30vljh2Ubd7MvC9+EW9CQvc7dKgpa2LrmrLO2/kTE8kY0feu7T0xT0uORET6ZYTPx0I13RSJeqluN9dmZ+tkOsolu93MOsbY6aMxxjBmegqzlmbj8hzeB2bzGyW0BYKDFaqIhJCSL8dwoKWFopaWIXu9lPHjufyZZxh/8cU93qe1uY23Xy4+NFY62cOEuYM7SSPT4yHfp5JIEZH+uigtDZ9DH8Mi0cplDNdlZxOrPi/DQl+mMKXnx7Jw+eF9YPbtqOXNJ/fRUDt0rQ9EZGjoqO8Y3hrCqpeqnTux1hKXnY2jhx/Q1lrefb2Exrr2MdhOt2HGkiycrsH9J1XVi4jIwEhwuThXo6dFotblGRmMUp+XYWOM38+oPlygjIl3M/+8PHJOOHSMXVvRzKrHCygtrD/OniISaZR8OYahmnJUU1DA3y+8kHd++9te7bf73aoP9XmJTRz88aXzerEkSkREju+MpCQyNXpaJOosSkxkcVJSqMOQIba0j719nC4HU0/JYNLCdEzH2VmgJchbzxfxwdsV2B70khGR8Bfy5IsxZpkxZpsx5n1jzFePs90lxhhrjJkz2DFVtLayp6lpsF8GgNXf/S7G5WLcBRf0eJ/KA43sWF/eeXvE5ESyRvV8nWlfjfL5yNBJgojIgHE5HFyekRHqMERkAI30+bhK/6+Hpdnx8ST3caqSMYYRExOZd04e3phDlfDvb6hgw4tFtDZrHLVIpAtp8sUY4wR+AZwDTAauNMZMPsp28cDngTeHIq6hqnopXLmS3S+8wMzrryc2M7NH+zTVB3j75WIOJsAT071MmJM2iFEeskBVLyIiA25KbCwzetGoUUTCV4LLxY05ObjVz2lYchjDkn5OtkrK8LFweT7JWYeWrJUWNLDqP4XUVDT3N0QRCaFQfzLMA9631u601rYAfwVWHGW7e4HvAkNSjjIU/V7aWlpY+c1vEp+fz7RrrunZPoEgG14qoqWxPfPt9jo48bQsHM7B76DvMIY56vciIjIoLsvIwKOTNZGI5jKGG3JySHa7Qx2KhNApiYl4+/l+7vW7mHN2DqOmJnXe11jbyptPFFKwrVrLkEQiVKiP9HKBgi63Czvu62SMmQXkW2ufPN4TGWOuM8asM8asKy0t7XNANYEAHzQ29nn/nqrevZvmmhpO+p//weX1dru9tZbNK0upKWvPeBsDJ56WhT9uaD7gJ8fEEN/HMkoRETm+VLebc1NSQh2GiPTDRzMzOUENdoe9GKeTRQNQLe5wGCbMTePEJVk4Xe0XWoNtli0rS9n03wMEWjWOWiTShDr5clzGGAfwI+C27ra11v7aWjvHWjsnPT29z6/5dl0dQ5FLThk/niuee44Rp57ao+13v1tF0QeHKnImzEsjNSdmsML7kPlaciQiMqjOSkkhW321RCLSWSkpLEpMDHUYEiaWJiczUHXpWaPiWHBBPnFJhz4finbWsfo/BdRWahmSSCQJdfJlH5Df5XZex30HxQNTgVeMMbuBBcDjg9l0dyiWHO16/nmCra24Y3qWPCktrGd7lwa7ueMTGDFp6D7gvQ6H+hGIiAwypzF8NDNzwA7YRWRozIiL4+K0oem/J5EhzeNh5gAu149L8rDggjxyxx26GFpf3crq/xSyb0fNgL2OiAyuUCdf1gLjjDGjjTEe4Arg8YMPWmurrbVp1tpR1tpRwGpgubV23WAE09DWxrZBXnK056WXeP6zn2XbP/7Ro+3rKpvZ+OoBDpbjJGX4mLwgHWOG7vB8VlycehGIiAyBcTExnKyr5yIRY5TPx6eys4f0uEwiw5n9bLx7JKfLwdSTM5h6SsZhy5Defb2ETa9pGZJIJAjpGbW1NgDcAjwLvAc8aq3dbIy5xxizfKjjeaeujuAgNrAKNDay8r77SB47lvEXXdTt9s0NAdY/X0Sgpf3N1BfjYsbpQ9NgtytNORIRGToXp6eTqB5bImEvze3m5txcXaCSoxrj9zNuEHoA5Y5NYMEF+cR2WYa0//1aVj9RSF1Vy4C/nogMnJB/Wlhrn7LWjrfWnmCtva/jvrustY8fZdvTBqvqBeCtQR4xveFXv6J23z5OuusunN2s6w+0BnnrhSKa6gMAOF2GmUuz8fqH9oA82eViQg+XR4mISP/FOJ1cmZER6jBE5DjinE4+l5dHghKlchxnDVIj9bgkDwvOzyPnhENLm+qrWlj9nwL2va9lSCLhKuTJl3DR1NbGlvr6QXv+qp07eee3v2XcihXkzJt33G2DQcvGV4qpKe8y2WhJFgmp3U9FGmgLEhJUSisiMsRmxsczewD7BYjIwPE6HNySm0umGmRLN6bFxg5aI3WX28G0xZlMPTmjsyq+LWB597USTUMSCVNKvnTYVF9PYDCXHDU1kXHiicz/0peOu521lq1vllJa2NB536SF6aTnxQ5abMezUL0HRERC4sqMDOKczlCHISJdOI3h+pwcRmuktPSAMYazB6n65aDccQksuCCP2ER35337P6hl5b8LqC5tGtTXFpHeUfKlw2AvOUqbPJnlf/oTMd10w9/5TiUFWw+VC46enkz+hNAkQMb4/bqqIyISIvEuF1dlZoY6DBHpYIBPZmUxJTY0F8QkMs1LSCDF7e5+w36IT/ay4IL8w5YhNda28uaThezcWIkdxAvMItJzSr4ArcEgmwdpyVFDWRmrvvMdWnqQ3NmzpYr3N1R03s4aE8e4WYObLT+ehWq0KyISUrPj45mj5UciIWeAj2dlMUfHRtJLTmM4a4AnHx3NwWVI0xZn4nK3n+JZCzvWl7Pu2f00NQQGPQYROT4lX4B36+tpDg7OusiV993H5j//mYaSkuNut//9Gra+WdZ5OzXHz7STM0PWb8VtjA74RUTCwFWZmSSpqadISF2ekcFJWootfXRyYiLxQ7SMNOeEeBauyCcx/VCvyIqiRlb+ay8lBYPX31JEuqfkC7BhkJYc7X7pJXY+/TSzbr6ZpDFjjrldyZ463n39UHImMd3LjNOzh3ykdFcz4uKIUa8BEZGQi3U6+URWFmp9LhIal6ans2QIKhckerkdDs4Ywt+hmHg3887NY8z0Q6/Z2hxkwwtFvLe6lLaAmvGKhMKwT74EgkHeGYTkS0tdHW/cfTcp48dz4ic/ecztyvc38M6rBzi4FDMu2cPsM3M6ywVDRVd3RETCx+TYWE7XyZ/IkLs0PZ2lg9wwVYaHJUlJQ3ph0+EwjJudypxlOXhjDr3u3veqWf1EIbWVzUMWi4i0G/bJly0NDTQNwpKjdfffT0NpKYu/+U2cx2haW17UwFsvFBFsa8+8+OPdzDkrB7c3tBUnqW43E2NiQhqDiIgc7uK0NPK83u43FJEBcXlGhhIvMmB8TienJyUN+eumZsewaMUIMkYcahRdV9nCqscL2LWpEhtUM16RoTLsky9v1dYOyvNOvfpqTrn7bjKmTz/q4+VFDbz1/KHEizfGyZyzc/DGhH5d/8KEhJD1mhERkaNzORx8Jjsbj2PYf3SLDCoDfCwzU9VmMuDOSE7GF4L3cI/PyYzTs5i8ML2zrYENwvZ15ax9Zh+Nta1DHpPIcDSsj+DarOWdAZ5y1NbSgrWWhPx8Jl566VG3OVriZe6yXGLiB3cMXU8YYJGWHImIhKUsr5crMzJCHYZI1HIYwyezszklBBUKEv1inM6QJfWMMeRPTGTh8nwSUg9VUVYeaOKNf+9l344ajaQWGWTDOvmytaGBhra2AX3ON775TZ696SaCx3jeYyVeYhOPvjRpqE2KjSXVHfokkIiIHN2ixEQlyUUGgdsYbsrJYZ7GScsgOjNE1S8HxSV5mH9+HifMSOZgoXtbq+Xd10t4+6ViWpoG9txIRA4Z1smX9QO85KjgtdfY+uijJI0ejeMoDbVKC+vDOvECcIoO6EVEwt5VGRnq/yIygGKdTr6Yn8+0uLhQhyJRLsbpHNLJR0fjcBjGzkxl3nl5xCQcuuhasreeN/65l5K9GkktMhiGbfIlaC1vD+CUo+bqal792tdIHjeOOZ///IceL9pZy4YXwjvxEu90cqIOOkREwp7b4eD6nBz86v8i0m+pbjdfzs/nBL8/1KHIMLE0OXlIJx8dS1K6j4XL88mfeOjia0tTGxteLOLd1w/Q2qIqGJGBNGyP2rY1NFA/gEuO3vjmN2msqGDJd76D64irkQVbq9nYZZy0L87F3HPCK/EC7aXsTjXaFRGJCBkeD5/Kzkbv2iJ9N8rn46sjRpClSjIZQjFOJ2eGSUNnl9vB5IXpzD4rG6//UEJo345aVv6zgNJCVcGIDJRhm3wZyCVHjRUV7F+9mlk33EDalCmd91tr2bmxgi2rSjvvi03yMP/cPGITwivxYoCTteRIRCSiTIuLY3laWqjDEIlIc+LjuT0/nwRX6CdNyvBzRnIy8WFQ/XJQWm4siy4aQdboQ1XwTQ0B3nq+iE2vHaC1WVUwIv01LD9tgtayYQCXHPlTUvjI44/jiY/vvM8GLdvWlbFnc3XnfQlpXmafmYPHFz5vtAdNiIkhwxNeCSEREeneuamp7G9uZu0A9zETiVYGuCAtjXNTUjCq+JUQ8TocLEtJ4W+lpd1vPEQ8XicnnpZF5sg6tqwqobU5CMD+92sp39fA5EUZZIyIDXGUIpFrWFa+bGtooG4AlhwFW1vZ/Je/EAwE8CUn4+i4ctIWCPL2y8WHJV5Ssv3MXZYblokXgMUaqSgiErE+kZXFaJ8v1GGIhD2fw8GNubmcl5qqxIuE3GlJSSSHYeVV1ug4Tr545GFVMM2N7b1gNr6qiUgifTUsky8DteRo7U9/yhv33MP+1as772tuCLDm6X2HdQnPGBnLrKXZuNzh+ded4HIxQ412RUQiltvh4KbcXFLd7u43Fhmmcrxe7hw5UsMFJGy4HI6wXTrq8bVXwcw4PQtPl14wRTvreONfezmwe+BWEYgMF+GZDRhEA7XkqPCNN3jnN79h4mWXkXfyyQDUVbWw+slCasqaO7cbNSWJGadl4XSF71/1yWq0KyIS8RJcLj6bmxsWEzREws2ChATuGDGCTC2xljCzMCGBnDBu+Jw5Mo6TLhpB9gmH2iu0NLbx9svFvP1yEc0NgRBGJxJZwjcjMEgGYslRXVERL33pSySPHcuiO+4AoLSwnjefLKSpruMNyMCkBelMmJeGcYRvYsNhDIvVaFdEJCpke73cnJODWwl1EaC9r8Y1WVlcm52NR6PZJQwZY7gkTKtfDvJ4nUxfnMnMpdl4Yw4l+A/sruf1f+xl79Zq7MGxriJyTMPuU2hdP5ccWWt5+ctfpq25mTN/+lOcPh87N1by1vNFBFram1I5XYZZZ2QzYlL4JzWmx8aSrDJ1EZGoMTYmhutycnAoASPD3Eifj6+NHMlCXWSSMDc1Lo6JMTGhDqNbGfmxnHThCHLHHaqCCbQGeW9VKWue3EdtZfNx9haRYZV8aRuAJUfGGBZ85Suc8aMfEZc/indeOcCO9eWdj3tjnMw7N4/0/MjoBH6aGu2KiESd6XFxXJOVhdIvMhw5jOHc1FS+omVGEkEuTU+PiPdst9fJ1JMzmbMsh5iEQxdwq0qbWPXvAravL6ctEAxhhCLha1glX7Y2NFDfjyVHNQUFAKRPnUrarEW8+WThYc2mkjN9LFyeT0Jq+K7b7CrL42FSbGQkiUREpHfmJyTw0czMiDiYFxko2R4PX8nPZ0VamvrZSUTJ8/k4KYKqtFKzY1i0Ip8xJyZjOs4orYVdGyt5418FlO9vCG2AImFoWCVf+rPkqHj9eh4991y2/PWvHNhTx6rHC6irbOl8PH9iInPOzsXrD79xcceyRFUvIiJR7ZSkJK7IyAh1GCKDzmEM56Sk8D8jRzLK7w91OCJ9cmFaGr4I6k3kdDkYNyuVRStGkJTp67y/sbaVdc/uZ+OrxWrIK9JF5GQK+ikQDPJ2H5ccVe/ezbM330x8bi6BtLm8/VJx52PGAZMXZpA3PmGgQh0SPodDa6BFRIaB05KTMcbw8IEDqB2iRKMxfj8fzcggz+frfmORMBbvcnF+aiqPlZaGOpReiUvyMO+cXAq317B9XXlnH8yinXWUFNQzdmYqIyYl4gjjISQiQ2HYJF82NzTQ0IclR02VlTxz/fVgIfOyb1BUcOjQ1Rfr4sQlWSSlR96H/cmJiXgjKLMuIiJ9d2pSEi5j+GNxsRIwEjVinU4uSkvj5MREjJYYSZQ4PTmZ16urKW5p6X7jMGKMIX9CIhn5sWxdW0bxzvaL3m2tlm1ryti3vYZJC9NJyVJlmgxfw+bse21NTa/3sdby/Oc/T+2+/aRe+DWazaExcBkjYlm4Ij8iEy8GLTkSERluTkpM5DM5Obh0kioRzmEMpyUlce/o0ZySlKTEi0QVpzFcGcHLRb0xLk48NYs5Z+cQm3ioIW9dVQtrn97HO68W06SlSDJMDYvKl5ZgkI319b3er7UlSMy0s0jJPBV31iSgfZnRhLlpjJgUuVdZToyLI03d/0VEhp3Z8fHEOBw8sH8/TUFNo5DIMyU2lo+kp5PjjYzhBiJ9MTE2ljnx8f3qVxlqqTkxLFoxgj1bqvjg7QraAu11l8U76yjdW88JM1IYOSVJS5FkWBkWyZeNdXU09+IgM9jWxs7X3qHwQDKBtAXEdhS8+ONdnHhaFolpkVft0tXS5ORQhyAiIiEyKTaW2/Pz+fm+fVQFdPVRIsNIn4+L0tI0pVGGjcsyMni3vj6iE+UOp2H0tGSyx8SzbW0Zxbs6liIFLNvXlbNvRw0T56eRlqv/1zI8DItlR2t7kTVubQ7wnxu+zEs3X01d4d7O+3PGxrNweX7EJ15G+nyMi4kJdRgiIhJC+T4fd4wYQb6qByTM5Xi9XJ+Twx0jRijxIsNKosvFRWlp3W8YAXyx7Rew55ydQ2zSoer7+upW1j9XxPrn9lNXFVk9bkT6IuqTLw1tbbzbwyVHpQU1/P3qz3PgtSdJnP8R3Cm5eHxOZpyexbRTMnF7nIMc7eA7U1UvIiICJLndfHnECGbHx4c6FJEPyfF6+Ux2NneNHMms+PiIXeot0h+nJiUxJopGp7cvRcpnwtxUnK5D/6fL9jWw8l972bKqlJam3g9IEYkUUb/saENdHQF7/NkOLU1tvLdyPxt/cheN21eRtPhqEhdeRsaIWCYvSsfrj46/plS3WwfZIiLSyeNwcF1ODs9WVPCvsjKC3Xxeigy2MX4/y1JSmB4bq4SLDHvGGK7OzOSbe/Z0ez4TKRwOw6ip7UuRdmyoYN/29qEo1kLB1mqKdtYyZnoyIycn4XDqPUCiS3RkFY5jzXGmHFlrKdpZx7Y1ZZS/+TSN21eRfMZ1pCy6kInz0sgZG11XWpYmJ+OIop9HREQGxtkpKYz2+XiwqIhq9YGRIeYwhhNjYzkzJYUTougqv8hAyPZ6OS81lX+XlYU6lAHljXEx9aQMRkxKZNuaMiqKGgEItATZvq6cgm01TJiTSsZIJWIlekR18qU6EGBbQ8NRH6uvbuG9N8soK6jFOJzETV+KOzmLUYsXMXF+Gt6Y6PqriXU6OTkxMdRhiIhImBofE8PXR47k98XFPV6uK9IfsU4nJyUmclpSEqlud/c7iAxTy1JSeLuujj1NTaEOZcAlpHiZc3YOpQUNbFtbRkNNKwCNta28/XIxSRk+xs9JJTlTiVmJfNGVYTjC2poajizQC7QG+eDtCvZsqaJ+22oqX/k9mZfdTVx2LrOuPZuMEdHZzO30pCQ8jqhv8SMiIv0Q73Lx2bw8Xqms5O9lZbRE8JQNCV9j/X5OSUxkdnw8bh2biHTLYQzXZmVx3549tEbJ8qOujDFkjIglLTeGgq3VvP92BYGW9s+fqpIm1jy1j/T8GMbNSiU+RY3iJXJFZ/Jl0yZ4+WXeHDOm8y5rLUUf1LJtXTnNtY1UvvwQtW89gSfzBHJOiGPashG43NF5AOB1OFiiRrsiItJDpyUnMzk2lj8UF7OjsTHU4UgUSHK5mJ+QwEmJiWR6PN3vICKHyfZ6uTAtjb+VloY6lEHjcBpGTkkie2w8H7xdQcHWamzHNYDSggZKCxrIOSGesbNS8MepWk4iT3QmX1pasOefj+///T9YsICqkia2rS2jqqSJpr2bKH/2FwQqCklbfDFL7r6D5OzobkK7ODGRWGfkT2oSEZGhk+HxcFt+Pq9VV/OP0lIaVQUjveR3OJgZH8+8+HgmxsSob4NIP52RnMy79fW8d4y2CtHC43UyaX46Iycn8f6GCoo+qO18bP8HtRTtqmXERLVTkMhjbBSWrs0xxq4Dmn0+vnD9t3jaN77zsbInf0Rz4WZm3fo1Trz0zKg/EHAbw31jxpDois48m4iIDL6aQIC/l5by5lGW84p05Xc4mB4Xx+z4eKbExODSsiKRAVUdCHDP7t3UtQ2fkcy1Fc1sX19OWeHhSac93z1/vbV2TojCEum1kCdfjDHLgPsBJ/CgtfY7Rzx+K/BpIACUAp+01u453nMeTL4AvON085HRs6hbeBm+vAnkjnJywswMfAnR2dvlSEuSkrgiMzPUYYiISBTY1djI30pL+UBLkaSLJJeL6XFxzIiLY4Lfr4SLyCB7t66On+/bN+yS4RXFjWxfV0Z1aTOg5ItEnpAmX4wxTmA7cCZQCKwFrrTWbumyzRLgTWttgzHmRuA0a+3lx3veE42xnwUeBl6ifW3VgiUXM+q7dxOTMHzWB7qM4ZujR5OsCQIiIjKANtTW8nh5Ofubm0MdioSAwxjG+HxMjY1lamws+T5fqEMSGXb+UVrKsxUVoQ5jyFlrKdlbz4715Wy582wlXySihDr5shD4hrX27I7bdwBYa799jO1nAj+31p50vOf1GmNbgNG0l8x8Ekj2+fj5Aw+wfcGCgfwRwtqpSUlcpaoXEREZBNZa1tXW8lRFhZIww0C2x8PEmBgmxcYywe/Hp15yIiEVtJYfFRQM26bowaDlwcmTlHyRiBLqRiC5QEGX24XA/ONs/yng6aM9YIy5DrgOYCzwd2Aa0NnRpamJa+68kztfeqmfIUcGlzGck5IS6jBERCRKGWOYm5DAnPh4NtXX81xFxbA9CYg2Bsj1ehnn9zMuJobxfj/x6h0nElYcxnBdTg737dlDVSAQ6nCGnMMR3X07JTpFzCepMeZjwBzg1KM9bq39NfBraO/5Mv2Ix5t9Pn7/rW8NbpBhZHFSkpYbiYjIoDPGMD0ujulxcRQ0NfFyVRVra2tp0XSkiBHrdDLa52O0z8cJfj+jfT5VtohEgASXixtycvhBQQGBKByiIhJtQp182Qfkd7md13HfYYwxS4GvAadaa3td29w8zJYceRwOVb2IiMiQy/f5uDori0vT01lbW8uqmhp2qhomrMQ6nYzwehnh8zHC62WUz0eaxxPqsESkj0b7/Xw8M5PfFReHOhQR6Uaoky9rgXHGmNG0J12uAK7qukFHn5dfAcustSW9fYHhlngBOD0piQSVB4uISIj4nU4WJyWxOCmJ0pYW1tbWsr62lkL1hhkyLmPI8HjI9XjI9XrJ6/hSVaxI9FmQmMiB1laeKi8PdSgichwhPUO31gaMMbcAz9I+avoha+1mY8w9wDpr7ePA94E44G/GGIC91trlPXn+gN/Pz3/5y2GVeIlxOjlbVS8iIhIm0j0ezk1N5dzUVMpaWthYX8+79fVsb2igVWXy/eZ3OMj0eMj0eMjyeMju+DPT48Fh1BNBZLhYnppKWWsra2pqQh2KiBxDyMsjrLVPAU8dcd9dXb5f2qcnjomh9d//Zs/IkTCM1p2fk5JCjNZpi4hIGErzeDjd4+H05GRag0E+aGxkW2MjOxoa2N3UpGTMMSS4XKS53aS73Z1/Zng8ZLjdaoQrIkB7/61PZGZSEwiwtaEh1OGIyFFE5ye2xwNPPIF/yRJOKy3l2YqKUEc0JFLdbk5PSgp1GCIiIt1yOxxMjI1lYmwsAG3WUtjczJ6mJvY2NVHQ3Mz+lpaob9zrdThIcrlIPvjldpPicpHidpPqcpHqduN2OEIdpohEAJfDwU25ufyooIDdTU2hDkdEjhCdyZdp02DJEgDOTE7mlaoqmqP84A3gwrQ0XDpAExGRCOQ0hpE+HyN9vs77rLWUt7ZS3NLCgdZWSltaKGttpTwQoLK1lcYw/Wz3ORzEOZ3EOZ3EO53Eu1zEO50kOJ0kulwkuFwkOp0kuVyaKiQiA8rrcPC5vDx+VFCgPlsiYSY6ky9dxLtcnJaUFPXVL6N8PubGx4c6DBERkQFjjCHN4yHN42HqUR5vDgapCQSoaWujNhCgPhikvq2NhrY2moJBmoJBmq2lNRik1VoCHV9B2hM7XRc5GcBhDE5jcNLesNZlDG6HA48xeDr+9DkceB0OfA4H/o6vGKeTmI4/Y51OnOq1IiIhFOt08oW8PH5UWMh+JWBEwkbUJ18Azk5J4dWqKprC9ApZfxng8owMjA72RERkGPE6HKR7PKSHOhARkTAT73Jxa14ePyksVAWMSJgYFmtUYp1OzkxODnUYg2Z+QgJj/P5QhyEiIiIiImEi3uXitvx8nSeIhIlhkXwBWJqcTHwUrqv2ORxcnK5rfiIiIiIicrgYp5Mv5uUxtaO5uYiEzrBJvvicTs5LTQ11GANueVoaiRozKSIiIiIiR+FxOLg5N5fFmooqElLDJvkCsDgpiQyPJ9RhDJh8r5clehMVEREREZHjcBjDRzMzuTwjA4f6RIqExLBKvjiN4SNRskTHAB/LzNSbp4iIiIiI9Mjpycl8MS8vKtsxiIS7YZV8ATgxLo5JMTGhDqPfzkhOZpSaZ4mIiIiISC+Mj4nh66NGMSEKzolEIsmwS75A+1hmZwRXjKS73axISwt1GCIiIiIiEoESXS6+mJfHxenpuCL4vEgkkgzL5Eu218vSCB09bYBPZGXhcQzLfzoRERERERkAxhjOTknhayNHMsrnC3U4IlFv2J7Bn5+aSqrbHeoweu3MlBTGqURQREREREQGQI7Xy1dHjOCKjAz8usArMmiG7f8uj8PBRzMzQx1Gr+R7vayIwnHZIiIiIiISOsYYliQnc+/o0SxOStJQD5FBMGyTLwBTYmNZlJgY6jB6xOtw8OnsbFzKRouIiIiIyCCId7n4aGYm3xg1irnx8SgFIzJwhv2Z/GXp6SS7XKEOo1tXZWSQ5fWGOgwREREREYlymR4Pn87J4e7RozklMRG3KmFE+m3YJ1/8TiefzM4O66zu4qQkFkRIhY6IiIiIiESHTI+Hj2Vl8Z0xY7g4PZ0MjyfUIYlErPAv+RgC42NiOCc1lafKy0Mdyoec4PdzeXp6qMMQEREREZFhKs7l4uyUFM5OSWFnYyNramrYUFdHVSAQ6tBEIoaSLx0uSE3lg8ZGtjU0hDqUTqluNzfk5KjPi4iIiIiIhIUxfj9j/H4uz8hgT1MT79bXs7WhgV1NTQSsDXV4ImFLyZcODmP4THY239q7l4rW1lCHQ4zTyS25uSREQD8aEREREREZXowxjPL7GeX3cz7QGgyyt7mZXY2NFDQ3s6+5meKWFlqVkBEBlHw5TLzLxc05OXyvoIDmYDBkcbiN4aacHHLUYFdERERERCKA2+HgBL+fE/z+zvustVQFApS3tlIZCFAdCFDb1kZDMEhjWxvN1tIaDNLWsS2A0xicxuA2Bq/DgdfhwO9wEOt0Eud0Eu90kuB08usQ/ZwifaXkyxHyfD6uz8nhF/v20RaCLK3LGG7MzWVcTMyQv7aIiIiIiMhAMcaQ7HaT7HaHOhSRkFMzkaOYEhvLJ7OycAzxSDW3MdyYk8OU2NghfV0RERERERERGTyqfDmGOQkJBIHfFRcTHIIKGL/Dwc2qeBERERERERGJOkq+HMe8hAR8Dge/KSqiZRB7wKS53dySm0u2eryIiIiIiIiIRB0tO+rG9Lg4vpSfT8ogrVOcGhvLnSNHKvEiIiIiIiIiEqWUfOmBET4f/zNyJDPj4gbsOb0OB1dmZHBLbi6xTueAPa+IiIiIiIiIhBctO+qhWKeTG3JzWV9by99KSqgMBPr0PAaYEx/PJenp6votIiIiIiIiMgwo+dJLs+PjmR4by+vV1bxUVUVJS0uP9nMbw+z4eM5MTibP5xvkKEVEREREREQkXCj50gduh4MlycksSU5mZ2Mjm+rr2dnYyIGWFmrb2gjSPr0o1e1mhNfLxJgYpsXG4tPyIhEREREREZFhR8mXfhrj9zPG7w91GCIiIiIiIiISptRwV0RERERERERkECn5IiIiIiIiIiIyiJR8EREREREREREZREq+iIiIiIiIiIgMIiVfREREREREREQGkZIvIiIiIiIiIiKDSMkXEREREREREZFBpOSLiIiIiIiIiMggCnnyxRizzBizzRjzvjHmq0d53GuMeaTj8TeNMaNCEKaIiIiIiIiISJ+ENPlijHECvwDOASYDVxpjJh+x2aeASmvtWODHwHeHNkoRERERERERkb4LdeXLPOB9a+1Oa20L8FdgxRHbrAD+r+P7x4AzjDFmCGMUEREREREREemzUCdfcoGCLrcLO+476jbW2gBQDaQe+UTGmOuMMeuMMetKS0sHKVwRERERERERkd4JdfJlwFhrf22tnWOtnZOenh7qcEREREREREREgNAnX/YB+V1u53Xcd9RtjDEuIBEoH5LoRERERERERET6KdTJl7XAOGPMaGOMB7gCePyIbR4HPtHx/UeAl6y1dghjFBERERERERHpM1coX9xaGzDG3AI8CziBh6y1m40x9wDrrLWPA78F/miMeR+ooD1BIyIiIiIiIiISEUw0FpEYY2qBbaGOQ6JKGlAW6iAkquh3SgaafqdkIOn3SQaafqdkoE2w1saHOgiRngpp5csg2matnRPqICR6GGPW6XdKBpJ+p2Sg6XdKBpJ+n2Sg6XdKBpoxZl2oYxDpjVD3fBERERERERERiWpKvoiIiIiIiIiIDKJoTb78OtQBSNTR75QMNP1OyUDT75QMJP0+yUDT75QMNP1OSUSJyoa7IiIiIiIiIiLhIlorX0REREREREREwoKSLyIiIiIiIiIigyhqky/GmO8bY7YaYzYaY/5pjEkKdUwSmYwxy4wx24wx7xtjvhrqeCRyGWPyjTEvG2O2GGM2G2M+H+qYJDoYY5zGmA3GmCdCHYtEPmNMkjHmsY7jqPeMMQtDHZNENmPMFzs+9941xjxsjPGFOiaJLMaYh4wxJcaYd7vcl2KMed4Ys6Pjz+RQxijSnahNvgDPA1OttdOB7cAdIY5HIpAxxgn8AjgHmAxcaYyZHNqoJIIFgNustZOBBcDN+n2SAfJ54L1QByFR437gGWvtROBE9Lsl/WCMyQU+B8yx1k4FnMAVoY1KItDvgWVH3PdV4EVr7TjgxY7bImErapMv1trnrLWBjpurgbxQxiMRax7wvrV2p7W2BfgrsCLEMUmEstYWWWvf6vi+lvYTmtzQRiWRzhiTB5wHPBjqWCTyGWMSgcXAbwGstS3W2qqQBiXRwAX4jTEuIAbYH+J4JMJYa/8LVBxx9wrg/zq+/z/gwqGMSaS3ojb5coRPAk+HOgiJSLlAQZfbhehkWQaAMWYUMBN4M8ShSOT7CfBlIBjiOCQ6jAZKgd91LGV70BgTG+qgJHJZa/cBPwD2AkVAtbX2udBGJVEi01pb1PF9MZAZymBEuhPRyRdjzAsda0eP/FrRZZuv0V7q/+fQRSoicogxJg74O/AFa21NqOORyGWMOR8osdauD3UsEjVcwCzgl9bamUA9KuWXfujow7GC9sReDhBrjPlYaKOSaGOttYANdRwix+MKdQD9Ya1derzHjTHXAOcDZ3T8hxTprX1AfpfbeR33ifSJMcZNe+Llz9baf4Q6Hol4JwHLjTHnAj4gwRjzJ2utTmykrwqBQmvtwaq8x1DyRfpnKbDLWlsKYIz5B7AI+FNIllF7vAAAWLZJREFUo5JocMAYk22tLTLGZAMloQ5I5HgiuvLleIwxy2gvw15urW0IdTwSsdYC44wxo40xHtobxD0e4pgkQhljDO19FN6z1v4o1PFI5LPW3mGtzbPWjqL9/eklJV6kP6y1xUCBMWZCx11nAFtCGJJEvr3AAmNMTMfn4BmoibMMjMeBT3R8/wng3yGMRaRbEV350o2fA17g+fb3eVZba28IbUgSaay1AWPMLcCztHfnf8hauznEYUnkOgn4OLDJGPN2x313WmufCl1IIiIf8lngzx0XHXYC14Y4Holg1to3jTGPAW/R3gpgA/Dr0EYlkcYY8zBwGpBmjCkE/hf4DvCoMeZTwB7gstBFKNI9o9U4IiIiIiIiIiKDJ2qXHYmIiIiIiIiIhAMlX0REREREREREBpGSLyIiIiIiIiIig0jJFxERERERERGRQaTki4iIiIiIiIjIIFLyRURERERERERkECn5IiIiIiIiIiIyiJR8EREREREREREZREq+iIiIiIiIiIgMIiVfREREIowx5l/GGGuM+dxRHru347HfhiI2EREREfkwY60NdQwiIiLSC8aYFGADkAkstNZu6Lj/DOA5YCsw11rbELooRUREROQgJV9EREQikDFmEfAqsAuYBcQCbwOJtCdeNocuOhERERHpSsuOREREIpC1diXwdWAc8Cvgj0AW8DklXkRERETCiypfREREIpQxxgDPAGd13PWwtfaqEIYkIiIiIkehyhcREZEIZduvoPyjy10/CVEoIiIiInIcqnwRERGJUMaYccBbQCvtvV42A/OstU0hDUxEREREDqPKFxERkQhkjPECj9DeaPdy4NvANFT9IiIiIhJ2lHwRERGJTD8AZgLfs9Y+D/wv8AZwvTHm0pBGJiIiIiKH0bIjERGRCGOMuYj2Xi9vAidbawMd9+fTPm7aBcy01u4MWZAiIiIi0knJFxERkQhijBlBe4LFAcyw1u4+4vEVwL+AtbQnZlqGOEQREREROYKSLyIiIiIiIiIig0g9X0REREREREREBpGSLyIiIiIiIiIig0jJFxERERERERGRQaTki4iIiIiIiIjIIFLyRURERERERERkECn5IiIiIiIiIiIyiJR8EREREREREREZREq+iIiIiIiIiIgMIiVfREREREREREQGkZIvIiIiIiIiIiKDSMkXEREREREREZFB5Ap1AIMhLS3Njho1KtRhiIiIiIiIyCBYv359mbU2vZttMlwu14PAVFR4EA2CwLuBQODTs2fPLgl1ML0VlcmXUaNGsW7dulCHISIiIiIiIoPAGLOnu21cLteDWVlZk9LT0ysdDocdirhk8ASDQVNaWjq5uLj4QWB5qOPpLWX/REREREREJBpNTU9Pr1HiJTo4HA6bnp5eTXslU8RR8kVERERERESikUOJl+jS8e8ZkXmMiAxaRERERERERCRSKPkiIiIiIiIiMsC2bdvmGTdu3JSu99166605d911VybAT3/609Tdu3e7Dz52+eWXj1y/fr0PIDc3d1pRUZELYObMmRMPPt8DDzyQ0psYnnjiifj4+PgZEydOnDxx4sTJixYtGt/fn6ure+65J6O2trYzr3DqqaeOLSsrcw7ka0QLJV9EREREREREhtif/vSntL1793YmXx555JE9s2fPbjpyuw0bNmwF2LFjh/eRRx7pVfIFYM6cOXVbt27dsnXr1i0rV67c3r+oD/erX/0qs66urjOv8Oqrr76flpbWNpCvES2UfBEREREREREZQr/73e+S33333Zirr756zMSJEyfX1dWZefPmTfjvf/8bc+S2MTExMwG+9rWv5a5bty5u4sSJk+++++6MOXPmTFi5cqX/4HazZ8+esGrVKv+R+x/pyIqcu+66K/PWW2/NAZg3b96EG2+8MXfatGmTRo0aNfWZZ56JAwgEAlx33XV548aNmzJ+/PjJ9913X8Y3v/nNjJKSEvepp546fv78+ePh8Iqdb3zjG5njxo2bMm7cuCn33HNPxsHXHjNmzJQrrrhi5NixY6ecdNJJ4+rq6kz//jYjQ1SOmhYRERERERE56N+f/Hd+ybslH0ps9EfG1IyGFQ+tKOjLvtdee23lL3/5y4wf/OAHBYsXL27oyT733Xffvh/+8IeZL7/88vsAKSkpbQ8++GDaokWLCjZu3Ohtbm52LFy4sPHI/Q4mbABWrFhR8clPfrLieK8TCATMpk2b3nvkkUcS77nnnpxly5Zt/+EPf5i+d+9ez5YtWza73W4OHDjgzMzMbPvlL3+Z+eqrr27Pzs4OdH2O1157LeYvf/lL6vr169+z1jJ79uxJZ5xxRm1aWlrb3r17fX/60592Llq0aM+555475g9/+EPyTTfddNyYooEqX0REREREREQGmDFHL+g41v29dc0111S+8MILic3NzeaBBx5Iu+qqq8qOtl3XZUff/e53i7t73ksvvbQSYNGiRfWFhYUegJdeeinh+uuvL3O721dJZWZmHndp0SuvvBJ37rnnViUkJAQTExOD5513XuXLL78cD5Cbm9u8aNGiRoCZM2c27N6929urHzxCqfJFREREREREolpfK1T6IzMzM1BdXX1Y89mKigrn6NGjmwfi+ePj44OnnHJKzV/+8pekxx9/PGXDhg1berKfy+WywWCw83ZTU9NhRRk+n892bEdbW9uALwnyeDyd47+dTqdtbGwcFkUhw+KHFBERERERERlKiYmJwYyMjNbHH388HuDAgQPOV155JfH000+vA4iLi2s7MjnTzfO11dX9//buOjzKK33j+PdEgSQES3B3d3enuGuL1X/bbbfu3u5WtrrtVqFAobg7FCha3IMUtyRAgLjPnN8foSylFAIkmUy4P9c1F/POvPO+T9pJZuaec54T+4f9H3nkkYjnn3++ZO3ateOCgoLS1ei2RIkSqRcvXvQKDw/3TEhIMEuXLg282WPat28f/c033xRKSUnh958FwM/PzxEVFfWnXKFt27axixYtyhcTE+MRHR3tsWjRovxt27aNSdcPmkMpfBERERERERHJBOPHjz/27rvvFq1SpUq11q1bV37++edDq1evngQwfPjwiL///e+lf2+4e7NjNWrUKMHT09NWrly52ptvvhkM0LJly3g/Pz/HqFGjrjvl6Hp8fX3t008/HdawYcOqLVu2rFShQoU/rbB0rSeffPJ8iRIlkqtUqVK9cuXK1caMGVMAYMSIERFdunS50nD3dy1atIgfOnTohXr16lWtX79+1fvuu+988+bN/9SP5m5irLU338vNNGjQwG7dutXVZYiIiIiIiEgmMMZss9Y2uNE+u3btOl67du10hxLu6Pjx495t2rSpfOTIkb2enukeROPWdu3aVah27dplXF3HrdLIFxERERE3duHCBXr36sKFCxdcXYqIiGShL774omCTJk2qvvbaa2fuluDFnbk0fDHGlDTGrDLG7DPGhBhjnrjOPm2MMVHGmJ2XL6+5olYRERGR7GjC+HHMm7+UHyeMd3UpIiKShR577LEL4eHhu0ePHn3J1bXIzbl65Esq8LS1thrQBPibMabadfZba62tc/nyVtaWKCIiIpI9WWv55utPePtx+ObrT8iJ08lFRERyApeGL9baMGvt9svXY4D9QHFX1iQiIiLiLtauXYuHjeLFhwBnJOvWrXN1SSIibi08PNyzU4eWFcPDwzWPRzKUq0e+XGGMKQPUBTZd5+6mxphdxpjFxpjqf/H4h4wxW40xW8+fP5+ZpYqIiIhkC99+/SkP9Y/DwwMe6hfHN1994uqSRETc2jdff1Xw55Xr8n77zdcFXV2L5CzZInwxxvgDM4F/WGujr7l7O1DaWlsb+A8w53rHsNZ+a61tYK1tEBQUlKn1ioiIiGS1QQN7YYz5w2Xp0oXc1zNtqtHwXpalSxf+aZ9BA3u5uHIREffgdDqZMP7rIm8/DhPGf13E6XS6uiTJQbxcXYAxxpu04GWStXbWtfdfHcZYaxcZY/5rjClkrc3RS4aJiIhIzuV0OElNSCUlIYWU+LSLM8WJI8WBM8WJM/XP14c1vZ/tG7fQtO5Fvno9Cb88AMlXjlkwP5xfn7YdFw+PvOHLpp0FGNp4NAfmHMDTx/O6Fw9vDzx9PPHO7Y2Pvw/eebwxHsY1/2FERFxo6dKl/t4esZ4vPgQT5kd7Llu2zL9Lly6xd3JMY0z9Bx544Ox33313GuC1114rHBsb6/nxxx+H3uqxPv/884I9e/aMLlOmTMq19/Xr16/Mxo0bAwICAhxJSUmmb9++Fz/66KOwWz3HggULAnx9fZ0dO3aMu979M2bMyPvmm28Wj42N9fD19bXly5dP/PTTT09XrFgx+Xr7y/+4NHwxxhhgDLDfWvvxX+xTBDhrrbXGmEakjdbRWooiIiKSpay1JEUnER8RT+KlRBIjE0mMSiQpKulP//5+PSXuf+HK1UGLI8lxWzUMZBRLz82lzpbfmPNNCtUr/nmfvb9Bn0e8yXexAgOSerHzmZ3sZOctncfbLy2Iufbim9eX3AVzk7tAbvIUzEPugpf/LZA77XqhtOtpb/FERNzLt19/XPiRgQkeHh7wyIBEj2+++rjwnYYvPj4+dtGiRfnDwsLCixYtmnonx5o4cWKhOnXqJFwvfAF45513To8aNepSfHy8qVSpUo0HH3zwQpUqVW4pFFm5cmWAv7+/43rhy5YtW3I9/fTTpWbPnn24Xr16iQCTJk0KPHz4sI/Cl5tz9ciX5sB9wB5jzM7Lt70ElAKw1n4N9AceNcakAgnAYKtW/iIiIpIBrLXER8QTcyaG6DPRxJyJIfZsLPER8cSfT7vEnY9Lux4RjyP5xqGJT4APuQJz4Rvom/ZvXl/8i/jjldsL7zzeVy5/2M6dtu3p44mnd9pIFA8vjyvXPb098fDyuHL9aa+nGT91HB3uf4mwNUl/qqHD/b489/d3GTF4JNZanKnOtFE1yY6/vKQmpZKamEpybPIfLimxKVeuJ15KJPJ4JAkXE0i4mIB1XP/tmKePJ/5F/QkoFvC/S/G0fwNLBpK/fH7yFs+r0TUi4lLdu7Yvv3DxynxX31Ywv7f9/oX/TeV899tfAo0x9a/ep9s97SIXLFpxJL3n8fT0tMOHDz//z3/+s/B//vOfM1ffFxoa6jVq1KjSZ86c8QH4+OOPT3bq1Cmuffv25fv06RP52GOPXfjwww8LrV27NqBPnz6Re/fuzTN8+PByuXLlcm7dunW/v7//df8Qx8fHewAEBAQ4AdauXZvnqaeeKhkfH++RP3/+1EmTJh0vXbp0yjvvvBP8ww8/BHl6etpKlSolfvTRR6cnTJgQ5OHhYadNm1bw008/PXl1+PTuu+8Wfeqpp8J+D14Ahg0bFvX79UaNGlX+97//fapVq1bxYWFhXg0aNKh65syZPampqfztb38rsX79+oDk5GTz4IMPnnv22WcjTpw44d2vX79ysbGxng6Hw/znP/850aFDh9hBgwaV2b17t58xxg4bNizi9ddfP5fe/97ZmUvDF2vtOuCGr7zW2i+AL7KmIhEREclJHMkOIo9HcunoJS4euUjk8UhiTqcFLdGno4kJjbnuKBTfvL7kCcqDX5AfgaUCKVq/KH5Bflduy5U/1x9Cllz5cuET4IOHZ9a002vesQVFJvsCfw5figT70vKeVhSslHm9In8fBZRwIYH4C/EkXEgLZOIj4okJiyHmTAwxoTGc33eeoz8fJSnqj3V6+niSr2w+8pfLT/7y+clfLj+FKhciuEYweUvm1cgZEcl0b7z1/pmDB3vmaVbrovd/X00yaVM5U6788SmYHyI2pG3HxcOjb/k6N+4tkPrGW++f+atj/pVnn332XM2aNau/8cYb4Vff/vDDD5d86qmnznbu3Dn20KFDPp07d6549OjRkHHjxp1o3rx5lQoVKiR9+eWXRTZt2rS/cOHCjq+++ir493Djeud55ZVXSrz//vtFT5486Tt69OhzxYsXT01KSjKPP/54qYULFx4uVqxY6nfffZf/mWeeKT59+vTjn3/+eZETJ07syZ07t42IiPAsVKiQY/jw4ef9/f0db7311tlrj//bb7/lev7558Ovd+4b+fTTTwsFBgY69u7duz8hIcE0bNiwSo8ePaInT56cv3379lHvv/9+eGpqKjExMR6//vprnrCwMO9Dhw6FAEREROSYVadcPfJFRERE5I44HU4ij0Vyft95zu87z8XDF7l09BKXjlwi6lQUXPW9oFcuLwKKB5C3RF5KNi2ZNiLj8nbe4nkJKB6AX7AfXr7Z+y3S1q1bqV8tbdT5uNmGN7/KzeuPJjCyj6V+tRS2bt1Kw4YNM+38xpi00CkwF/nL5b/p/slxycSExhB1IoqLR/73/+fS0UucWn+KpOj/hTM+AT4EVw8mqHoQwTWCCa4ZTLEGxcgVmCvTfh4Rufs0aNAgcduOAyGjRw4uU3/AqsCZnyZ6/NVUzv5P5nLWrNMucuv2ySfy5s17y114CxQo4BwwYMCF9957Lzh37txXHr9+/fq8hw4dyv37dmxsrGdUVJRHyZIlU1966aXQ7t27V54wYcLhwoULp2uu6u/TjqKiojxatmxZafny5X758uVzHDp0KHe7du0qQVpT4aCgoBSAypUrJ/Tp06dsz549I4cNGxZ5Kz9TeHi4Z5s2bSonJiZ6DB8+/Pz1wprf/fzzz3kPHDiQZ968efkBYmJiPPft25erSZMmcQ8//HCZlJQUj/79+19q1qxZQpUqVZJOnTrlO2LEiJI9evSI6tOnz7UL8rit7P3OQkREROQyay3Rp6MJ2x7Gub3niNgXwfl954k4EEFq4v+m0fsV9iN/ufyUblWafOXyUaB8gSsjLPyL+OeIURXbtqylapkERr6Uiy37C/PJ55/y0gtP8MuWc1Qvn8C2LWvh0UddXeYVPn4+FKxYkIIVC1KuQ7k/3GetJeFCAuf3n+d8yHnO7T3H+ZDzHJhzgB1jdlzZr2ClghRvVJxiDYtRrGExitYtilcuvZUVkduXN29e54xZi47++8MPCrUf/Wqp8LXJf3qBaD/axz77/Junnnn2uTta8OXFF188W69evWqDBw++chxrLdu3b9+fJ0+eP00f2rNnT+7AwMDUM2fOeN/quQIDA53NmzePWb16tX/Pnj2jK1SokLBz584D1+63atWqQ4sXLw6YO3du4L///e+iBw8eDLnRcStVqpS4efPmPE2bNk0oUqSI48CBA/t+byAM4OXlZR2OtJwoPj7+yn9La6356KOPTvbr1+9PQcqaNWsOzpw5M3D06NFlH3vssbOPPfbYhb179+6bPXt23q+//jpo6tSpBaZPn378Vv8bZEd6xRIREZFsx1pL5PFIwraHEbYt7Mq/8RH/G2kdWCqQoGpBlG1flqBqQQRVC6JQ1UJ3xQiJbds2Mf2YJ/369mLz1jH4+fnRsWNH/vboaN7+eibly21ydYnpZowhT6E8lG5ZmtItS1+53VpL3Lk4zu46y5ktZwjdHMrRFUfZPXE3kDZ1qUSTEpRuU5oyrctQomkJvHPf8mcUERHqN2gYX7iQtxOS/zTFpXCQt23YqPF1p/ncisKFCzt69Ohx6aeffio0ZMiQCwAtWrSI/te//hX89ttvnwXYsGFD7mbNmiWsWrUqz4oVKwK3bdu2r3Xr1pV79OgRXaVKlWR/f39HVFTUTafhpKSksG3bNv//+7//O1urVq3Eixcvev38889+HTp0iEtKSjJ79uzxrVu3buKRI0d8evToEdOpU6fYkiVLFoiKivIMCAhwREdHX/ccL730Unj//v3Lt2zZMu73vi+/95cBKFmyZNLmzZv92rZtGz9p0qQrwyI7duwY9dVXXwV17949xtfX1+7evdu3TJkyKeHh4V7lypVLfvrppyOSkpLM9u3b84SFhUX5+vo6R44cGVm9evXE++67r9z1anFHCl9ERETE5RzJDsJ2hHFy3UlOrT/FqfWniDuXttCCh5cHQdWDqNSzEkXrFaVovaIE1wjGN8DXxVW7TqVKVfnHk68wctToK7f5+fkxbsJU2vwwlkULZ7qwuoxhjMG/sD/+nfwp36n8ldujz0QTuiWUk+tPcuKXE6x9Zy1r3lqDp48nxRsVp3zn8lTsVpEidYrkiFFOIpL5Nm3a5NegusNA2lTO17/0db75tySPkX0sDao72Lhxo1/r1q3vOIB5+eWXw8ePHx/0+/a333576oEHHihVqVKlag6HwzRu3Dimbt26px555JEyY8aMOV6mTJmUf/7zn6dGjBhR5tdff/1t+PDhEX//+99LP/vss9dtuPt7z5eUlBTTokWL6OHDh0d6eHgwZcqUI48//nipmJgYT4fDYR599NGzNWvWTBo6dGjZmJgYT2uteeCBB84VKlTI0a9fv8j+/fuXX7x4cb5rG+42atQo4YMPPjg1fPjwsrGxsZ4FChRILV68eNK7774bCvDCCy+cHTRoULlx48YFdezYMfL3xz355JMRx48f961Zs2ZVa60pUKBAyqJFi44sXbo04PPPPy/i5eVl8+TJ45g0adKx48ePe99///1lnE6nAXjrrbdO3+l/9+zC5MSFgxo0aGC3bt3q6jJERETkLzhSHJzZdIYjy49wYvUJzmw6c2XqUP5y+SnZvCQlmpagWINiFK5ZWNNL5C8lRiVyav0pjv9ynGMrjxG2LQwA/6L+VOxakYrdKlK+Y3l8/H1cXKmIZCRjzDZrbYMb7bNr167jtWvXvul0oUEDupdtWHZhgT2HfJ2/7imQ+urr7596643nSzarddG7RoUks+1E94tTps0/lnHVy53YtWtXodq1a5dxdR23Su9kREREJNNZa7nw2wWOLj/K0eVHObbqGMkxyRgPQ5G6Raj/cH1KtShFyeYlCSga4OpyxY3kCsyVFrJ0TeuUGXs2lsOLD3No4SH2Td/HjjE78MrtRaVulag+qDoVu1bEO4+mJ4nI/+zds9N/8WIPOnduf6Wpbq9evaJHjxxc5u2vluYvWXKHn6trFPen8EVEREQyhdPh5NT6UxyYe4CDcw5y6eglAPKVzUfNoTUp17EcZduVJXf+3Dc5kkj6+Rf2p87IOtQZWQdHioOT606yb8Y+9s/Yz74Z+/D286Zyj8rUGFqDivdUxMMra5YHF5E750hxcGr9KQ4tOpShxy1TtkLCw48+E/r4E/+48Pttvzfj/fyzTwsuXTLn5su6idyEph2JiIhIhklNTOXw0sMcnHOQ3xb8RnxEPJ4+npRtX5ZKPSpRvlN5CpQv4Ooy5S7kdDg5sfoEIdNC2D9zP/ER8fgX9af2iNrUHV2XghULurpEEbmOmNAYDi0+xOFFhzmy/AjJMcl4eHvwWspr6Zl2dLRmzZqXPDw8ct6H3ruU0+k0e/bsyV+7dm23a8Sr8EVERETuyO8fandP2s3+mftJikrCN9CXSt0qUbl3ZSp0qXBXN8eV7MeR4uDQwkPsGLODQ4sOYZ2W0q1K0+DRBlTtVxVP75suJiIimejS0Uvsm7mP/TP3c2bTGQDylshLha4VqNi1ImXblSVX3lzpCV/mFSlSpFpQUFCUAhj353Q6zfnz5wPDw8P31a5du6er67lVCl9ERETktoTvCmfX+F3snbKX2LBYfAJ8qNq3KjWG1KBsu7L6ACtuISY0hl0TdrH9++1cOnKJgOIBNHqsEfUfqk/uApoSJ5JVLh6+SMj0EPbP2E/Y9rTG2UXrF6Vqv6pU7lGZoOpBf1jBLD0Nd7dt2xbs5eX1PVAD0BxD9+cE9qampj5Qv379c64u5lYpfBFxc6lJqUQei+TikYvEhseScDGBhAsJJMUkYR0W67RYa/Hx88E3ry++gb74BfkRWDqQfKXzEVA8QB+QRCTdkmOT2TtlL9u+3UbollA8fTyp2LUiNYbWoFL3SnjnViNTcU/WaTm06BAbP93IsRXH8MrtRe3htWn+XHPyl1O7B5HMkBiZyN6pe9k9YTenNpwCoESTElTtX5WqfauSv+xf/+6lJ3wRyU4Uvoi4kaToJE5vOk3ollBCt4QStiOMqJNRcM2vsaePJ755fTGeBuOR9g1BSlwKSTFJf9rXeBqCqgZRuHZhCtcuTPFGxSnRuISWdRWRPwjbHsbWb7ay96e9JMcmE1wjmHoP1qPWvbU0OkBynLN7zrLps03s/nE3ToeTWvfWouVLLSlYSX1hRO6U0+HkyNIj7Bq/iwNzD+BIchBUPYjaI2pTY3ANAksGpus4Cl/E3dxy+GKM8bbWpmTIyY0pCUwACpP2kfBba+1n1+xjgM+ArkA8MNJau/1Gx1X4IjmFdVrObDnDkaVHOLLsCKc3nsY60n5nC1QsQLH6xShYuSAFKhQgf/n8BBQLIE/BPHj7ef9hWObVx0uOTSb2bCxRJ6KIPBHJpaOXOLf7HOG7wok+FQ2Ap68nJZqUoEybMlTqXomi9Yte93gikrM5HU5+m/8bGz/ZyIk1J/DK7UWNwTWo92A9SjQpob8LkuPFhMaw/sP1bPt6G45kBzUG16DVq60oVKWQq0sTcTtx5+LYPmY7277eRtTJKPIUykONoTWoPbw2Revd+ntNhS/ibm4nfDkH/AB8Z609fEcnN6YoUNRau90YEwBsA3pba/ddtU9X4O+khS+Ngc+stY1vdFyFL+LOrLWEbQ9j75S97Ju2L21ki4FiDYpRvlN5yrQpQ7EGxciVL1eGnzv+Qjynfz3N8V+Oc/yX44TvCMc6LXlL5KVyr8pU7VuVMm3KXBlNIyI5U3JsMjt+2MGmzzZx6cglAksH0viJxtQdVTdT/vaIZHex4bFs+GgDW/+7ldSkVOo9UI/Wr7cmoGiAq0sTydastZzacIqt/91KyPQQnClOyrYvS8P/a0il7pXw9Ln9qe8KX8Td3E74EgEUIG2kykrga2COtdZxx8UYMxf4wlq7/KrbvgF+sdZOvrx9EGhjrQ37q+MofBF3lBSdxO6Ju9n61VbO7T2Hh7cH5TuVp/qg6lTsWpE8BfNkeU3xF+I5tPAQB+Yc4PCSw6QmpBJYKpDaI2pTe0RtLRcrksMkXEpg02eb2PTZJhIjEynRtARNn2pKld5V8PBSn0KRuHNxrHlnDVu/2oqnjydNn2lKs2eaaTUvkWs4HU4OzD7A+g/WE7olFN9AX+qMrEODRxpk2MgxhS/ibm4nfPEB+gMPAa1IC2HOAWNJGw1z/LYKMaYMsAaoYa2Nvur2BcB71tp1l7dXAM9ba7de8/iHLtdEqVKl6p84ceJ2yhDJcpeOXWLDhxvY/eNukmOTKVqvKPUfrk+1/tWyVR+FlPgUDs4/yM4fdnJk2RGwULZ9WZr8owkVu1bUaBgRNxYfEc+vn/zK5v9sJjkmmSq9q9D8+eaUaFLC1aWJZEsXD19kxUsr2Dd9H37BfnT4oAO1h9fWVDy566UkpLBr/C42/HsDl45cokDFAjR9qim17quFj59Php5L4Yu4mztquGuMqQQ8DAwHCpK29NMy4BtgvrXWmc7j+AOrgXettbOuuS9d4cvVNPJF3EHEgQjW/WsduyftxsPTg5pDa9Lg0QYUa1gs2795iz4dza4Ju9jy3y3EnImhQMUCV6YkeOfRSici7iL+QjzrP1jPli+3kBKfQrX+1Wj1SisK1yrs6tJE3MLpTadZ+o+lnN54mlItStH1y676/ZG7UnJcMlu+3MKvH/1K3Lk4ijcqTvPnm1O5V2U8PDNn5KTCF3E3GbLa0VWjYR4EWpM2GiYM+J60JrqhN3isN7AAWGqt/fg692vakeQoUSejWPnKSnZP3I13bm/qP1yfpk83JW/xvK4u7ZY5Uhzsm7GPjZ9sJHRLKH7BfjR/vjkNHmmgEEYkG0uJT2HjZxtZ/956kmOTqTG4Bi1fbklQtSBXlybidqzTsnPcTn5+/mcSLiXQ6O+NaPtmW3zzaiqS5HwpCSls/Xor699bT9y5OMp3Lk+LF1tQulXpTP8yUeGLuJsMW2raGBMIjACeA4pddVcK8BVpo1WSrnmMAcYDF621//iL43YDHuN/DXc/t9Y2ulEtCl8kO0qMSmTde+vY+MlGABo/0ZhmzzTDL8jPxZXdOWstJ9edZPWbqzm24hh+hdNCmIaPNtSS1SLZiDPVyc5xO/nl9V+ICY2hUo9KtP9ne4JrBLu6NBG3l3AxgZWvrGTr11vJWyIvPb7rQYXOFVxdlkimSE1KZfv321n3z3XEhMZQtn1Z2r7VlpLNSmZZDQpfxN3ccfhijGlC2tSjgUAuIJq0QGUsUA94CqhO2giYR695bAtgLbCHtClLAC8BpQCstV9fDmi+ALqQttT0qBtNOQKFL5K9WGvZ89Melj65lPjz8dS6txZt32lLvtL5XF1apjix9gSr31jNsZXHCCwdSIf3O1B9YPVsP5VKJKc7vOQwS59aSsT+CEo0LUGH9ztQumVpV5clkuOc3nSaeaPncX7feeqMrkPnjzprlTDJMay17J+1n5+f+5lLRy9RqmUp2r7dljKty2R5LQpfxN3cVvhyeVno+0gLXWoABtgB/Bf4yVqbcNW+nsASoI61NkvGMyt8kezi4uGLLHx0IUd/PkrxxsXp+mVXitUvdvMH5gDHVh5j2dPLCN8ZTokmJej8SWc17xRxgUtHL7H0yaUcnHeQAhUL0OH9DlTpXUWBqEgmSk1MZfVbq1n/wXr8i/jT47seVLynoqvLErkjZ7acYdlTyzi57iTBNYLp+O+OlO9U3mWvJwpfxN3czmpHY0gb5ZIHSAKmAf+11m6+wWNeBt6y1t7+Qu63QOGLuJrT4WTjJxtZ9eoqPH08af+v9tR/uH6mNRzLrpwOJ7sm7GLlSyuJDY+l9vDadPx3xxwx1Uoku0uJT2Htv9ay4cMNeHh50OrVVjT5RxO8fDUVUCSrhG4NZe6ouZzbe45Gf29Exw86ajquuJ3oM9GseGEFuyfuxi/Yj7bvtKXu6Louf1+r8EXcze2EL07gCPA18IO19mI6HtMc6GCtffO2qrxFCl/ElaJORjF7+GxOrD5Bld5V6PplVwKKBbi6LJdKjk2+8iHQN8CXjh92pM6oOvrmXSSTHJh7gCWPLyHqZBQ1h9akwwcd3LKpt0hOkJqUyooXV7Dxk40E1wym/5T+am4tbsGZ6mTzF5tZ9eoqHCkOmj7VlBYvtMg2zaQVvoi7uZ3wpZO1dlkm1ZMhFL6Iq+z5aQ8L/28h1mG55z/3UHtEbQUMVzm/7zwLHl7AyXUnKdWyFN2/6U5QVb0BFckoseGxLP77YvbN2EdwzWC6ftlVfV1EsolDiw8xZ8QckmOS6fxJZ+o/XF/vESTbOrP5DAseXkD4znAqdKlA1y+7kr9cfleX9QcKX8Td3E74MhzYaa3dfYN9agD1rLUT7rC+26LwRbJaSkIKix5bxM6xOynZrCR9fuyT7V6gsgvrtOz4YQfLn11OSlwKbd9pS9Onmrp86KqIO7PWsmPsDpY/s5yUhBRav96aZs80w9M7S2b7ikg6xYbHMmfEHI4sO0KNwTXo8X0PfPx8XF2WyBWJUYmseHEFW7/eSkDRALp81oWq/apmy6BQ4Yu4m9uddvSGtfatG+yTpT1erqXwRbLSpaOXmNZ/GuE7wmn5ckvavNEGDy8FCTcTdy6OBY8s4MDsA5RsVpJe43pRsGJBV5cl4nYuHr7I/Ifmc3zVcUq3Lk2Pb3tQsJJ+l0SyK+u0rHt/HateWUVQtSAGzhqo1z/JFo4sO8K8++cRExpDo8cb0fbNttlmitH1KHwRd5NZnxA9gTtbw1rEDRxadIhv639L5LFIhiwYQrt32il4SSe/YD8GzhxIn4l9OL/vPF/X/prNX2zGOvWnQyQ9rLVs/nIzX9X6irDtYXT/tjsjVo5Q8CKSzRkPQ8sXWzJsyTBiwmL4rsF3HJx/0NVlyV0sKSaJ+Q/PZ2LnifgE+HD/r/fT5ZMu2Tp4EXFHmTXyZSLQOauWlr6WRr5IZrPW8uvHv7L82eUUqV2EgTMHaprRHYg+E838B+ZzeMlhyncqT+/xvfEv4u/qsjKc0+HEOiwY8PD0wHhkvyG84h6iz0Qzb/Q8jiw7QvnO5ek5pqca6oq4ocgTkUzrN42wbWG0eq0VbV5vo9cGyVJHVxxl3v3ziD4VTdNnmtL2zbZusyKXRr6Iu0lX+GKMGXvV5khg5+XLtTyBUkBLYKG1ttcdV3gbFL5IZnKkOFj0t0Vs/2471QZUo/e43njn8XZ1WW7PWsu2b7ax9Mml+Ob1pc+PfSjfqbyry7otqYmpnFx3kjObzxC+M5yIAxHEhscSHxF/ZUygh5cHfoX9CCgWQHD1YArXKUyJJiUo1qCY+t/IDe2dspeF/7cQR5KDjv/uSINHGmTLufgikj6piaksfHQhO8ftpPrA6vQa1wvv3HpfIZkrNSmVFS+tYOPHGylYqSC9xvWiZNOSri7rlih8EXeT3vDFedWmBW70Ls8Cm4B7rbVH76y826PwRTJLYmQi0/pP49iKY7R4qQXt3m6nb6gy2Lm955gxeAbnQ87T7LlmtHunnVs0DU2OS2b/rP2ETAnh2KpjpCakApC/XH6CqgcRUCwAv8J+ePqk/SwpcSnEhscSfTqas7vPEnc2DoDcBXJTvlN5agypQYV7KrjFzy5ZI+FSAgsfXUjI1BCKNy5Onx/7qE+ESA5hrWXDhxv4+YWfKd6oOIPnDsa/cM4bASrZw4XfLjBzyEzCtofR8G8N6fhhR7cM/BS+iLtJb/jy+zqVBjgKfAp8dp1dHcAla21cRhV4OxS+SGaIPh3NxM4TuXDoAj2+7UGdkXVcXVKOlRKfwpInl7D92+0Ub1ScfpP7ZdtpXRcPX2TDvzewZ9IekmOTyVcmH5V6VKJClwqUbF6SXIG50nWcmLAYTqw+weElhzm08BDxEfHkCcpD7RG1afx4YwJLBmbyTyLZ2akNp5g5ZCYxoTG0fqM1LZ5vof5SIjnQ/tn7mTVsFn5BfgxZMITCNQu7uiTJQay17Jqwi0V/W4SXrxe9fuhF5Z6VXV3WbVP4Iu7mdnq+vA6sstauyZyS7pzCF8loFw5d4McOP5JwKYHBcwdTtm1ZV5d0VwiZHsL8B+eDhd4TelOlVxVXl3TF+f3nWf3GavbN2IeHtwc1h9akzqg6lGpR6o6ngDhSHBxecphd43dxYM4BjDHUHFqTFi+1oFDlQhn0E4g7sE7L+g/Ws/KVlQSWCqT/lP4Ub1Tc1WWJSCYK3RbK5B6TSY5NZtCsQZTrUM7VJUkOkBSTxMJHFrLnpz2Ubl2avhP7kreEe/cKU/gi7uaWwxd3oPBFMlL4znAmdp6IdVruXXovResVdXVJd5XI45FM65/WjLD5881dvqJUfEQ8v7zxC1u/3op3Hm8a/q0hTf7RJNOGh0cej2TjpxvZ/t12UpNSqf9QfVq/3lrD0e8CsWdjmTN8DkeWHaHagGr0+K5HukdSiYh7iz4dzaSuk4g4EEGfH/tQY1ANV5ckbiziQART+07lwsELtH6jNS1fapkj+sspfBF3c9PwxRhT6vLVM9Zax1XbN2WtPXmTY48FugPnrLV/elUxxrQB5gLHLt8060arLP1O4csfWWtJuJDApWOXiDweSdzZOJKik0iKTsKR7MDD2wNPH098/HzwK+yHfxF/8pbIS8FKBfHydY9u55nlxNoTTO4+Gd9AX+5bdh+FqmjUgSukJqay5B9L2PbNNsq0KUO/Kf2yPHyw1rJj7A6WPb2M5NhkGjzSgNavt8YvyC9Lzh93Lo7Vb61m2zfb8MrlRes3WtPkiSaaepJDHV1xlNn3ziYxMpEun3Wh3oP11FRX5C6TGJnI5J6TObnuJPd8fg+NHmvk6pLEDe2ftZ85I+fg5etF/6n9Kdsu54zeVvgi7iY94YuTtCa6Va21v121fTPWWnvDT+7GmFZALDDhBuHLM9ba7uk43xV3e/iSGJXI8V+Oc3rjacK2hRG2PYyECwl/2s/DywNPX0+cKU4cKY4//V81noYC5QtQuFZhSrUsRamWpShcq3COSMrT49jKY/zU/ScCSwVy37L7CCylnhuutnP8ThY+spBc+XMxYPoASjVPdxZ8R6JORjH/wfkcWXaE0q1L0+2/3QiqFpQl577WhUMXWPbUMn5b8BtF6hahx3c9KFa/mEtqkYzndDhZ/dZq1ry9hkKVC9F/Wn/1fBC5i6UkpDBzyEwOzj1Iq1db0ebNNgpiJV2cqU5WvLyCDR9soHij4gyYMSDH9Y9T+CLuJj3hyzjSPpa/YK09e9X2TVlrR920AGPKAAsUvtyZC4cuEDI1hMNLDnN642msw+Lh7UFwjWCK1i9KcI1g8pfNT74y+fAv4o9vXl88fT3/8AKeEp9C7NlYYsNjiTweyfl95zkfcp6wbWFEnYwCIFe+XFTsVpEqvatQoUsFfPx9XPUjZ6pjq47xU7efyF8uPyNWjsAvOGtGN8jNhe8KZ1q/aUSdiKLjhx1p/ETjTH0jGjI9hHn3z8M6LR0/uLysr4tXuLLWsn/mfhY/vpi4s3E0e64Zbd9se2UlJXFPCZcSmDVsFocXH6b2iNp0/bIrPn4582+siKSfM9XJ/Ifns3PsTuo/XJ+uX3a9a74Ik9sTHxHPjMEzOLbiGPUfrk+Xz7rkyNHsCl/E3bi850s6wpeZwGkglLQgJuQvjvMQ8BBAqVKl6p84cSKTKs4+4iPi2Tl+J3t/2kvY9jAwUKxBMcp3Kk+5juUo0aREhv2hjToZxYm1Jzj28zEOzj9IwoUEvHJ5UbVvVereX5cybcq4/ANpRjn+y3EmdZ2k4CUbS4xMZM7IORyce5BqA6rRc0xPfAN8M/QcqUmpLHt6GVu+3EKJJiXo+1Nf8pfNXisuJUYlsuyZZez4fgdF6xel76S+asjrps7uOcvUPlOJOhlFl8+6pIV8+nZbRC6z1rLipRWsf289te6rRa+xvTTtVK7r/P7zTO4+megz0XT7qht1R9V1dUmZRuGLuJvsHr7kBZzW2lhjTFfgM2ttxZsdM6ePfDmz5QxbvtzC3il7cSQ5KNawGDUG16D6wOpZ0rXcmerk5PqThEwLYc+kPSRFJZG/XH4aPtaQeg/Uy/APwVnp+Orj/NT1J/KVyceIVQpesjNrLRs+3MCKF1dQoGIBBs0alGFTgaJORTG1z1TCtoXR5KkmdPhXh2w9qmT/7P3Mf2A+qYmpdPmsC3Xvr6sP7m5k75S9zLt/Hr6BvgycMZCSzUq6uiQRyabWvLOGVa+uovqg6vT5sQ+e3tn3tUmy3pFlR5g+cDpevl4MmjOIkk1z9uuJwhdxN9k6fLnOvseBBtbaiBvtlxPDF2stx1cdZ/Vbqzmx+gQ+/j7UGl6Lhv/XkODqwS6rKyUhhf2z9rPt622cXHeSXPly0fBvDWn8eGO3Cy5Orj/JxE4TCSwdyIhVI7SajJs4/stxZgyaQXJcMj2/70mNwXe2IsSZzWeY0msKKfEp2W556xuJCY1hzog5HP35KHVG1aHrl13xzu3t6rLkBpypTpY/v5yNH2+kZPOSDJg+gICiAa4uS0SyufUfrufn536mSp8q9J/SP1t/OSBZZ/OXm1nyxBKCqgUxZP4Q8pXO5+qSMp3CF3E36en5MvY2j22ttffftIAbj3wpApy11lpjTCNgBlDa3qTonBa+HFt5jF9e/4WT604SUCyAZs82o+7ouvjmzV4jTE5vPM2GDzewf/Z+vPN40/TppjR7pplbjIQJ3xXOuNbj8Av2Y9SaUfgXUfDiTmJCY5g+cDqn1p+i0eON6PRhp9t6MxoyPYQ5w+fgX8SfIQuGuDTYvB1XmrW+tYYidYswcObAbDdVStLEnY9jxqAZHF91nIaPNaTzR531AUpE0m3jZxtZ+o+lVOpeiQHTB+CVK+f185D0caY6WfLkErZ8sYVK3SvR96e+bvHeOyMofBF3k97Vjm6Htdbe8J2kMWYy0AYoBJwFXge8Lz/4a2PMY8CjQCqQADxlrd1wsxPnlPDlwm8XWPbMMn6b/xsBxQNo8WIL6t1fL9u/wEYciGDVa6vYN30feYLy0OrVVjR4pEG2HRp78fBFxrYYi6e3J6PWjborvinIiRwpDpY/t5xNn26iRNMSDJg24Jam4W349waWP7ucks1KMmjOoCxbQjoz/LbgN2bfNxsM9J3Ul4r33HS2pmShM1vOMK3fNOLPx9Pt627UGVHH1SWJiBva+vVWFj66kPKdyzN4zuBs//5QMl5yXDIzBs7g0KJDNH26KR3e73BXNWNW+CLuJj3hS+nbPbi11iVdb909fEmMSmT1m6vZ/J/NeOX2ouXLLWnyRBO3e1E9s+UMPz//M8dXHSe4ZjDdvuqWZUsDp1dMaAxjm48lKSaJUWtHEVTVNcsHS8YJmZa2OpFXbi/6T+lP2XZlb7i/tZZfXv+FNW+vofrA6vQe39vtfteu59LRS0ztO5Wzu8/S8YOONH26qfrAZAM7xu5g4f8txL+wP4NmD6JovaKuLklE3Nj2MduZ/8B8KnaryKBZgzSC7i4Sdz6Oyd0nE7o1lK7/7UqDh+++DELhi7gbl/d8yQzuHL4cnHeQhY8uJCYshrr316Xd2+3cegqMtZaDcw+y+PHFRJ+Kps7oOnR8vyN5CuVxdWkkXEzgh1Y/EHUiihGrRlCsQTFXlyQZ5Pz+80zrN40LBy/Q7t12NH+u+XVX47LWsuzpZWz8ZCN1769L92+656hvjFLiU5gzYg77Zuyjzqg6dPuqW45catIdpCalsuSJJWz7Zhtl25el/5T+2eLvoIi4v23fbmPBwwvSesBM7Z9tRxpLxrl07BITO08k+lQ0/ab0c5v+dBlN4Yu4G4Uv2UTs2ViWPL6EkGkhBNcIpueYnhRvVNzVZWWY5LhkVr+1mo0fbyR3gdz0+K4HlXtWdlk9KfEpTGg/gbDtYQxbPOymoyPE/STHJjPvgXmETA2hcs/K9B7fm1z5cl253+lwsuCRBez4fgeNHm9El0+65Jjl0q9mnZZf3vyFNW+toVSLUgycNdCtp1S5o5jQGKb1m8bpjadp9lwz2r/bXkvEikiG2vT5JpY8sYTqg6rTd1LfHPVFgvxR2I4wJt0zCUeygyHzh2S7UeVZSeGLuJv0TDv6/Tf6jLXWcdX2TVlrT95JcbfL3cKXg/MPMm/0PJKik2j1aiuaP9c8xw4bPbv7LLOHz+bsrrPUGVmHzp92Jldgrps/MAM5HU6mD5jOgTkHGDhjIFX7Vs3S80vWsday+YvNLHtqGYGlAxk4YyBF6hTBkeJgzog57J28l5Yvt6Tt221z/JScvVP3Mnfk3LRmwvOHEFzDvZoJu6sTa08wfcB0kmOT6fVDL6oPqO7qkkQkh/p9FaTaw2vT64deOfILhbvd0Z+PMrXvVHLly8W9S++966fLK3wRd5PehrsWqGqt/e2q7Zux1lqXjG93l/AlJSGF5c8uZ8uXWyhSpwh9J/UlqFrO/yPqSHaw+q3VrPvXOgKKB9Dvp36UapF1qf3Sp5ay8ZONdP60M02eaJJl5xXXObXhFNMHTCfhYgJt32nLyTUnOTjvIO3/1Z4WL7RwdXlZ5syWtGW0k2OS6Te5H5W6VwLSmhWfDzlPxIEIok5GEX06mqToJBxJDgB8A33JlT8X+Urno1CVQgRVC3K7peSz2tXBX76y+Rg0e5DbrZ4lIu5nzTtrWPXqKuo+UJce3/RQAJOD7J+1nxmDZ1CoSiGGLR5G3uLpX1Qgp1L4Iu4mPeHLONLClhestWev2r4pa+2oOy3wdrhD+HIu5BwzB8/k3N5zNHmqCe3/2f6u68VwetNpZt87m0vHLqX15Xj2+n05MtKm/2xiyeNLaPxEY7p82iVTzyXZS9y5OOaMmMPhJYcBuOc/99DosUYurirrRZ+JZkqvKYRtD6Nq36pEn4omfFf4laAFwDevL7ny5UobgWcgKSqJhEsJOFP+t/hdwcoFKd26NBW7VqRC5wo5oklxRkmJT2HBIwvY/eNuKnWvRJ8f+/xhypuISGZa+cpK1r67lsZPNKbzJ51z/MjOu0HItBBmDp1J8UbFGbZomF5TLlP4Iu5GPV9cIGRaCHNHzcXH34fe43tToUsFV5fkMknRScx7YB77pu+jYteK9B7fO9OaUB6Ye4CpfaZSuWdlBs4cqPnQdyFrLbsn7iZ3gdxU6lbJ1eW4TEp8CkufWsq+GfsIrhFMsYbFKFa/GME1gwksFYhvgO+fHmOtJeZMDBEHIgjbEcaJ1Sc4ufYkSdFJ+Ob1pUrvKtR/pD4lmpS4q9/oX73KVOvXW9P61db65llEspS1lqVPLmXTZ5to+3ZbWr3SytUlyR3Y89MeZt83m5LNSjJ00dDrvkbfrRS+iLtR+JKFnKlOVry8gg0fbKBks5IMmDGAgKIBri7L5ay1bP16K0v/sRS/YD8GzhpI8YYZ22z4zJYzjGs9juAawYxYNQIfP58MPb7I3ciR4uDYymOETA1h/8z9JEUnUbR+UZr8owk1Bte465rKHl5ymJlDZ4KFvpP6UrFrRVeXJCJ3Keu0zBk5h90/7qbrf7vS8NGGri5JbsOuH3cxd+RcSrcqzZD5Q/Dx1/vXqyl8EXdzy+GLMcYBvGGtffsG+7wMvKmeL/8TfyGemYNncvTnozR4tAFdPu2SY5vq3q6w7WFM7TuVuLNx9BzTk5pDa2bIcSNPRPJ9o+/xzuPN/Rvvx7+w+y7dLZJdJcUksXvibrZ8sYXz+85TsFJBWr/emuqDquf4UWbWaVn7z7Wsem0VhWsWZuCsgRQoX8DVZYnIXc6R4mBav2n8tuA3+k7qS80hGfO+SrLGjrE7mPfAPMq2K8uQeUPwzuPt6pKyHYUv4m5u5x2xuXxJz34CXDx8kTFNxnBizQl6fN+Dbv/tpuDlOorWK8qDWx6keKPizBo2i59f/Bmnw3nzB95AclwyU3pNITUplaGLhip4EckkvgG+NHy0IY/ufZRBswfhlcuLWcNm8U2dbzi28piry8s0iVGJTO0zlVWvrqLmkJrc/+v9Cl5EJFvw9Pak/9T+lG5ZmjnD53Bo8SFXlyTptO3bbcy7fx7lO5ZnyHwFLyI5RWZ9HZkfSMykY7uVUxtO8X2T70mMTGTEqhHUu7+eq0vK1vyC/Lhv+X3Ue6ge699bz9TeU0mKTrqtY1lrmTtyLmd3n6Xf5H53/XJ8IlnBGEOV3lV4eMfD9J/an+S4ZCa0n8C0/tOIPB7p6vIy1NndZ/mu4XccWnSILp91oc/EPnqDLCLZindubwbPG0xwzWCm9ZvGqQ2nXF2S3MSW/25hwcMLqNi1IoPnDsY7t15XRHKKdE07MsZc3anrF2Dc5cu1PIFSwHtAmLXWJUlDdpl2tG/GPmbdO4vAkoEMWzyMAhX0bWh6WWvZ+tVWFj++mODqwQxdNPSWl9Rb/fZqfnntFzp+2JFmzzTLpEpF5EZSE1PZ8NEG1v1zHdZpaf16a5o+3RRPb/cd/WetZdu321jyxBJy589N/2lp3yyLiGRXcefiGNtiLPHn4xm5eiSFaxV2dUlyHZs+38SSJ5ZQuWdl+k/rf9ethHqrNO1I3E16wxcn6VxemrTpRk5guLX2pzuo7bZlh/Dl109+ZdlTyyjZrCSD5w7OtBV8crojy44wrd80cuXLxbDFwwiuEZyux+2fvZ9pfadR675a9B7f+65efUUkO4g+Hc2SJ5awf9Z+itQtQs8xPSlat6iry7pliVGJLHhoASHTQijfqTx9fuyDX7Cfq8sSEbmpyBORjG0+FuuwjF4/mvzl8ru6JLnKrx//yrKnl1GlTxX6T+mvFgXpoPBF3E16w5c3SAtfDPAaaaNfVl9nVwdwAVhlrT2QYVXeIleGL9ZafnnjF9a8tYaq/arS58c+Gi54h8J3hjOp6yRS4lMYPGcwZdqUueH+Z/ecZUzTMQRXD2bk6pF45dK3BiLZxf5Z+1n0t0XEnY+j2bPNaP1aa7f5Gxm6NZQZg2YQeSKSdu+2o/mzzbWMtIi4lfP7zvNDyx/IlT8Xo9ePVi+8bGLd++tY8cIKqg2oRt9Jfd16dGhWUvgi7uZ2Vjs6Dnxsrf38jk9uzFigO3DOWlvjOvcb4DOgKxAPjLTWbr/ZcV0VvlhrWfrUUjZ9uok6o+vQ49seOX6Vj6wSeSKSSfdM4tKRS/Qa1+svO/bHR8TzXcPvSE1K5aGtDxFQTEt5i2Q3CZcSWPbMMnaO3UmBigXoOaZntp6240x1su69dax+czUBxQLoN7kfJZuVdHVZIiK35dSvp5jQfgKFqhRi5C8j8c3r6+qSAEiJTyE5LhlnqhNjDLny57orpt2seXcNq15ZRY3BNejzYx88vPTZIb0Uvoi7ueXwJUNPntZLJhaY8BfhS1fg76SFL42Bz6y1jW92XFeEL06HkwUPL2DHmB00fqIxnT/urG9EM1jCpQSm9p7KiTUnrtvHxZHiYGKniZz69RSj1oyieKPiLqpURNLj6M9Hmf/QfCKPRdLg/xrQ4b0O+AZkjw8Bv4s4EMHs4bMJ3RJKjSE16PpFV3IXyO3qskRE7sihxYeY0nMKpVqWYtiiYVk6SjglPoUTa08QujWU8B3hROyPIPpMNElRf15gwTuPN4GlAwmqGkRQjSBKtShFyWYl8fHzybJ6M4u1ltVvrWb1G6updW8tev3QS8HLLVL4Iu4mvdOOjt5kFycQCewCxllr16a7AGPKAAv+Inz5BvjFWjv58vZBoI21NuxGx8zq8MWR4mD2vbMJmRZCq9da0eaNNuoxkklSk1KZM3wOIdNCaPJUEzp92OlKyLXwbwvZ+t+t9PmxD7XureXiSkUkPZLjkln5yko2fbaJvCXy0v2b7lS8p6Kry8KZ6mTTfzax8qWVePt50+2rblQfUN3VZYmIZJjdE3cz+77ZVO1Xlf5T+2fqaO34iHj2TtnLwXkHObHmBI4kBwAFKhQguEYwASUCCCgWgG+ALx7eHlinJfFSIvER8Vw6eomI/RFcPHwR67R4eHlQulVpqg2oRtW+Vd2y75a1llWvrmLtu2upM7IOPb7XaPnbofBF3M2tNNxNLwu8Z619OV0F3Dh8WXD5WOsub68AnrfW/ilZMcY8BDwEUKpUqfonTpy4hZJvnzPVycyhM9k3fZ9W1cki1mlZ8o8lbP7PZmoOrUmvH3qx44cdLHxkIc2ebUbHDzq6ukQRuUWnfj3FvPvnEbE/glr31aLzJ53JU9A1jcpPbzrNwkcXEr4jnErdK9Hjux74F1FfBBHJeX5fIKL+w/Xp9lW3DP3y0FrLkWVH2Pb1Nn5b+BvOFCeFqhSiwj0VqNClAsUbFydXYK50Hy8pJolT609x/JfjHJhzgAsHL2A8DVV6V6HRY40o3bq0W3z5aa1lxYsrWP/+euo+UJce3/TQaPnbpPBF3E16w5ebTcb3AAoBzYBngaJAV2vt0nQcuwwZEL5cLatGvjhTncy+bzZ7p+yl08edaPpk00w/p6Sx1rLuvXWsfGklnj6eOJIdVLinAkPmD9E3ByJuKjUplbXvrmXdv9aRu0Bu7vniHqr1r5Zlb6bjI+JZ+cpKtn27jYCiAXT+tHOWnl9ExBV+fuFn1r+/nlavtaLtm23v+HjOVCd7p+xlw4cbOLv7LH7BftS8tyZ1RtTJsCWurbWc23OO3RN3s2PMDhIuJlC4VmFav96aKr2rZNsww1rLsmeWsfHjjTR4tAFdv+iabWt1BwpfxN1keM8XY0wJIIS0FY96p2P/MrjhtCOnw8mc4XPY89MeOnzQgebPNs/U88n17Ry3k7mj5lKwUkEe2PzALX2DIiLZU/iucObdP4+wbWFU6V2FTh93In/ZzFsSNTk2mV8/+ZUNH24gJS6FRo83ou2bbbNNE0oRkcxkrWXeA/PYOXYn9/znHho91ui2j3NgzgFWvLiCCwcvEFQtiGbPNqPm0JqZumxySkIKe6fsZf3767lw8AJF6hSh3T/bZYsprFez9vLI7c830+jvjejyWReF+3dI4Yu4m0xpuGuMmQB0sNYWS8e+Zfjr8KUb8Bj/a7j7ubX2pq8ImR2+OB1O5o6ay+4fd9Pun+1o+WLLTDuX3Ny5kHP4F/F32RQFEcl4zlQnGz7awOo3V2Mdlsb/aEzLl1pmaMCaGJnItm+38evHvxJ3No4qvavQ7t12BFULyrBziIi4A2eqk2n9pnFw/kH6Te5HjUF/elt+Q6FbQ1nyxBJObThFoSqFaPfPdlTplbUjUJwOJ3sn72X1m6u5ePgilXpUosunXchfLvPC+/SyTsuixxax9autNHmyCZ0+6qTgJQMofBF3k1nhy9vAc9baG35taIyZDLQhbcrSWeB1wBvAWvv15aWmvwC6kLbU9KibTTmCzA1frNMy78G0bwfavt2WVq+0ypTziIgIRJ+OZuUrK9k1YRd5Cuah+QvNafBwA3z8b3+li7O7z7Jj7A52jNlBcmwyZduXpe3bbSnZVMtHi8jdKyUhhYmdJnJ602mGLhxK+Y7lb/qYpJgkVr26is3/2YxfsB9t3mpD3VF1XbpqjyPZwcbPNrL6zdU4U520fLklLV5ogad35o2+uRHrtCx4ZAHbv9tOs+ea0eG9DgpeMojCF3E3mRW+fAaMsNbmy/CDp0NmhS9Xz9Ns9Wor2r515/NiRUTk5sK2h7H8ueUcW3GM3AVy0/iJxjR6rFG6ln12OpyEbQvjyLIjhEwL4dyec3h4eVBjcA2aPt2UInWKZMFPICKS/SVGJvJDqx+4dPQSI38ZSbEGfz2I/dCiQyx4eAHRZ6Jp8GgD2v+zfbaa/h19JpplTy0jZFoIxRoUo/f43lk+stHpcDL/wfns/GEnLV9uSdu32yp4yUAKX8TdZFb4sg+IsdY2zvCDp0NmhS9r/7mWlS+vpOFjDbnn83v0x1NEJIud3niadf9ax8F5B/H09aRq36oUa1iM3AVy4+HlgYenB8lxycSdiyP6VDTn9p7j7O6zJEUlAVCiSQlq3luTGoNqkKeQpiqKiFwrJjSGsc3HkhybzOj1oylYqeAf7k9NTGXZs8vY8sUWgmsE0/3b7tl65GDI9BAWPrqQ5NhkOrzfgcaPN86S9/BXtylo/XprWr/eWp8dMpjCF3E3GRq+GGPyAx8Co4CXrbXvZdjBb0FmhC9bv9nKwkcWUnNYTfpM6KPO5CIiLnRu7zm2fbuN3RN3k3gp8br7+Ab6ElwjmOCawZRpXYay7cviF+SXxZWKiLifC4cuMLb5WLzzeHP/hvsJKBYAwPl955kxeAbn9pyjyZNNaP+v9nj5erm42puLPRvL/Afn89v836jatyo9x/bM1FE6zlQns4fPZu/kvWpTkIkUvoi7Se9S0ytvsosHUBCoRFrPlhCgsbU2/o4rvA0ZHb6ETAthxuAZVOxakUGzB7lszqiIiPyRtZbEyEQSLiZgHRanw4l3Hm/8gvzwzuPt6vJERNxW6LZQxrcZT74y+Ri5ZiQh00JY+o+l+AT40Ht872y3mtDNWGvZ+MlGlj+3nHxl8jFwxsBMmXbqSHEwa9gs9k3fR/v32tPi+RYZfg5Jo/BF3E16wxdnOo+XBEwBnrbWXryTwu5ERoYvh5ceZnKPyZRoXIJ7l96rN/MiIiIiclc4uuIoP3X9CUeyA4ByHcvRZ0If/Iv4u7iy23dy/UlmDJpBwoUEeo/vTfWB1TPs2I5kBzOHzGT/rP10/HdHmj3dLMOOLX+m8EXcTXrDl9Y32cUJRAEHrbVJGVHYncio8CV0ayjjWo+jQMUCjPxlJLnyZZ8mYiIiIiIimW3fjH0s/vtimj7dlKZPNc0RU+/jzsUxrd80Tq47SZu32tDqlVZ33I8lNTGVaf2ncWjhITp/2pkmTzTJoGrlryh8EXeTKQ13XS0jwpfIE5GMaTIGT19PHtj4gFsn/CIiIiIi8j+pSakseGgBuybsoubQmvQc0xOvXLfXvyYlPoUpvadwdPlRun3djQYPKw/ICgpfxN1k/w5ZLpAYlcjk7pNJSUhh+IrhCl5ERERERHIQL18veo3rRcEqBVn50koiT0QyZP4QcufPfUvHSYpJYnKPyZxce5JeP/Sizsg6mVOwiLg9D1cXkN04UhzMGDiDiAMRDJwxkKBqQa4uSUREREREMpgxhpYvtqT/tP6EbgllXKtxxITGpPvxiVGJTOw8kZPrTtJnYh8FLyJyQwpfrmKtZfHfF3Nk2RG6fdWNch3KubokERERERHJRNUHVGfooqFEHo9kTLMxXPjtwk0fk3AxgR87/Ejo1lAGTBtAzSE1s6BSEXFnCl+u8utHv7Ltm200f6E59R6o5+pyREREREQkC5RrX44Rv4wgJT6FsS3GErot9C/3jT4dzQ8tf+Ds7rMMmjWIqn2rZmGlIuKuFL5ctn/WfpY/t5xqA6rR/t32ri5HRERERESyULH6xRi9bjTeebwZ32Y8x1Yd+9M+EQciGNNsDFGnohi2ZBiVuldyQaUi4o4UvgBnNp9h1r2zKNG4BL3H984RS+iJiIiIiMitKVipIKPXjyawVCCT7pnEgbkHrtx3etNpxrYYiyPZwcjVIynbtqwLKxURd+Py8MUY08UYc9AYc9gY88J17h9pjDlvjNl5+fJARp4/8ngkk3tMxr+wP4PnDsY7t3dGHl5ERERERNxI3uJ5GblmJEVqF2Fav2nsHL+Tw0sOM6HdBHIF5mL0+tEUrVvU1WWKiJtx6VLTxhhP4EugI3Aa2GKMmWet3XfNrlOttY9l9PkToxL5qdtPpCalMuKXEfgF+2X0KURERERExM3kKZiH4SuGM6X3FOaOnIvxMBSuVZhhi4fhX8Tf1eWJiBtyafgCNAIOW2uPAhhjpgC9gGvDlwznSHEwfcB0Lvx2gXuX3ktQVS0pLSIiIiIiaXz8fRi6cCgLH1lIalIq3b/pjm+Ar6vLEhE35erwpThw6qrt00Dj6+zXzxjTCvgNeNJae+raHYwxDwEPAZQqVeqGJ7XWsvD/FnJ0+VF6julJ2XaarykiIiIiIn/k5etFrx96uboMEckBXN7zJR3mA2WstbWA5cD46+1krf3WWtvAWtsgKOjGo1g2fLiBHd/voMVLLag7um7GVywiIiIiIiIicpmrw5czQMmrtktcvu0Ka+0Fa23S5c3vgfp3csJ9M/bx8/M/U31Qddq93e5ODiUiIiIiIiIiclOuDl+2ABWNMWWNMT7AYGDe1TsYY65uJd4T2H+7Jzu96TSz75tNiaYl6D1OS0qLiIiIiIiISOZzac8Xa22qMeYxYCngCYy11oYYY94Ctlpr5wGPG2N6AqnARWDk7Zwr8ngkU3pOIaBYAIPnDsYrl6vb3YiIiIiIiIjI3cBYa11dQ4Zr0KCB3bp165XtxMhExjYfS0xoDPf/ej+FqhRyYXUiIiIiIiJyJ4wx26y1DVxdh0h6uXraUaZzpDiY1n8aF367wMBZAxW8iIiIiIiIiEiWytHhi7WWhY8u5NiKY/T4rgdl22pJaRERERERERHJWjk6fFn//np2jNlBy1daUmdkHVeXIyIiIiIiIiJ3oRwbvoRMD2HFiyuoMaQGbd9q6+pyREREREREROQulSPDl+S4ZOYMn0PJ5iXpNbYXxmhJaRERERERERFxjRwZvlz87SJ5S+Rl8BwtKS0iIiIiIiIirpUjwxdPX0+GLhpKnkJ5XF2KiIiIiIiIiNzlcmT4ElQtiIIVC7q6DBERERERERGRnBm+iIiIiIiIiIhkFwpfREREREREREQykcIXEREREREREZFMpPBFRERERERERCQTuTx8McZ0McYcNMYcNsa8cJ37fY0xUy/fv8kYU8YFZYqIiIiIiIiI3BaXhi/GGE/gS+AeoBowxBhT7Zrd7gcuWWsrAJ8A72dtlSIiIiIiIiIit8/VI18aAYettUettcnAFKDXNfv0AsZfvj4DaG+MMVlYo4iIiIiIiIjIbfNy8fmLA6eu2j4NNP6rfay1qcaYKKAgEHH1TsaYh4CHLm8mGWP2ZkrFcrcqxDXPOZE7pOeUZDQ9pyQj6fkkGU3PKclolV1dgMitcHX4kmGstd8C3wIYY7Zaaxu4uCTJQfSckoym55RkND2nJCPp+SQZTc8pyWjGmK2urkHkVrh62tEZoORV2yUu33bdfYwxXkAgcCFLqhMRERERERERuUOuDl+2ABWNMWWNMT7AYGDeNfvMA0Zcvt4fWGmttVlYo4iIiIiIiIjIbXPptKPLPVweA5YCnsBYa22IMeYtYKu1dh4wBvjRGHMYuEhaQHMz32Za0XK30nNKMpqeU5LR9JySjKTnk2Q0Packo+k5JW7FaBCJiIiIiIiIiEjmcfW0IxERERERERGRHE3hi4iIiIiIiIhIJsqx4Ysx5kNjzAFjzG5jzGxjTD5X1yTuyRjTxRhz0Bhz2BjzgqvrEfdljClpjFlljNlnjAkxxjzh6pokZzDGeBpjdhhjFri6FnF/xph8xpgZl99H7TfGNHV1TeLejDFPXn7d22uMmWyMyeXqmsS9GGPGGmPOGWP2XnVbAWPMcmPMocv/5ndljSI3k2PDF2A5UMNaWwv4DXjRxfWIGzLGeAJfAvcA1YAhxphqrq1K3Fgq8LS1thrQBPibnk+SQZ4A9ru6CMkxPgOWWGurALXRc0vugDGmOPA40MBaW4O0RTbSs4CGyNXGAV2uue0FYIW1tiKw4vK2SLaVY8MXa+0ya23q5c2NQAlX1iNuqxFw2Fp71FqbDEwBerm4JnFT1towa+32y9djSPtAU9y1VYm7M8aUALoB37u6FnF/xphAoBVpq01irU221ka6tCjJCbyA3MYYLyAPEOriesTNWGvXkLby7dV6AeMvXx8P9M7KmkRuVY4NX64xGljs6iLELRUHTl21fRp9WJYMYIwpA9QFNrm4FHF/nwLPAU4X1yE5Q1ngPPDD5als3xtj/FxdlLgva+0Z4N/ASSAMiLLWLnNtVZJDFLbWhl2+Hg4UdmUxIjfj1uGLMebny3NHr730umqfl0kb6j/JdZWKiPyPMcYfmAn8w1ob7ep6xH0ZY7oD56y121xdi+QYXkA94CtrbV0gDg3llztwuQ9HL9KCvWKAnzHmXtdWJTmNtdYC1tV1iNyIl6sLuBPW2g43ut8YMxLoDrS//AspcqvOACWv2i5x+TaR22KM8SYteJlkrZ3l6nrE7TUHehpjugK5gLzGmInWWn2wkdt1Gjhtrf19VN4MFL7InekAHLPWngcwxswCmgETXVqV5ARnjTFFrbVhxpiiwDlXFyRyI2498uVGjDFdSBuG3dNaG+/qesRtbQEqGmPKGmN8SGsQN8/FNYmbMsYY0voo7LfWfuzqesT9WWtftNaWsNaWIe3v00oFL3InrLXhwCljTOXLN7UH9rmwJHF/J4Emxpg8l18H26MmzpIx5gEjLl8fAcx1YS0iN+XWI19u4gvAF1ie9neejdbaR1xbkrgba22qMeYxYClp3fnHWmtDXFyWuK/mwH3AHmPMzsu3vWStXeS6kkRE/uTvwKTLXzocBUa5uB5xY9baTcaYGcB20loB7AC+dW1V4m6MMZOBNkAhY8xp4HXgPWCaMeZ+4AQw0HUVityc0WwcEREREREREZHMk2OnHYmIiIiIiIiIZAcKX0REREREREREMpHCFxERERERERGRTKTwRUREREREREQkEyl8ERERERERERHJRApfREREREREREQykcIXEREREREREZFMpPBFRERERERERCQTKXwREREREREREclECl9ERETcjDFmjjHGGmMev859b1++b4wrahMRERGRPzPWWlfXICIiIrfAGFMA2AEUBppaa3dcvr09sAw4ADS01sa7rkoRERER+Z3CFxERETdkjGkGrAaOAfUAP2AnEEha8BLiuupERERE5GqadiQiIuKGrLUbgFeBisA3wI9AEeBxBS8iIiIi2YtGvoiIiLgpY4wBlgCdLt802Vo71IUliYiIiMh1aOSLiIiIm7Jp36DMuuqmT11UioiIiIjcgEa+iIiIuCljTEVgO5BCWq+XEKCRtTbRpYWJiIiIyB9o5IuIiIgbMsb4AlNJa7Q7CPgXUBONfhERERHJdhS+iIiIuKd/A3WBD6y1y4HXgfXAw8aYAS6tTERERET+QNOORERE3Iwxpg9pvV42AS2stamXby9J2nLTXkBda+1RlxUpIiIiIlcofBEREXEjxphSpAUsHkAda+3xa+7vBcwBtpAWzCRncYkiIiIicg2FLyIiIiIiIiIimUg9X0REREREREREMpHCFxERERERERGRTKTwRUREREREREQkEyl8ERERERERERHJRApfREREREREREQykcIXEREREREREZFMpPBFRERERERERCQTKXwREREREREREclECl9ERERERERERDLR/wMKh6daSRkUKwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### After seven steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| 9 | 1.022 | 5.732 |\n", "=====================================\n" ] }, { "data": { "image/png": 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IiIiIiMiPGL4QEREREREREfkRwxciIiIiIiIiIj9i+EJERERERERE5EcMX4iIiIiIiIiI/IjhCxERERERERGRHzF8ISIiIiIiIiLyI4YvRERERERERER+xPCFiIiIiIiIiMiPGL4QEREREREREfkRwxciIiIiIiIiIj9i+EJERERERERE5EcMX4iIiIiIiIiI/IjhCxERERERERGRHzF8ISIiIiIiIiLyI4YvRERERERERER+xPCFiIiIiIiIiMiPGL4QEREREREREfkRwxciIiIiIiIiIj9i+EJERERERERE5EcMX4iIiIiIiIiI/IjhCxERERERERGRHzF8ISIiIiIiIiLyI4YvRERERERERER+xPCFiIiIiIiIiMiPGL4QEREREREREfkRwxciIiIiIiIiIj9i+EJERERERERE5EcMX4iIiIiIiIiI/IjhCxERERERERGRHzF8ISIiIiIiIiLyI4YvRERERERERER+xPCFiIiIiIiIiMiPGL4QEREREREREfkRwxciIiIiIiIiIj9i+EJERERERERE5EcMX4iIiIiIiIiI/IjhCxERERERERGRHzF8ISIiIiIiIiLyI4YvRERERERERER+xPCFiIiIiIiIiMiPGL4QEREREREREfkRwxciIiIiIiIiIj9i+EJERERERERE5EcMX4iIiIiIiIiI/IjhCxERERERERGRHzF8ISIiIiIiIiLyI4YvRERERERERER+xPCFiIiIiIiIiMiPGL4QEREREREREfkRwxciIiIiIiIiIj9SBXoA/pCYmCizsrICPQwiIiIiIiLyg+3bt2ullEkdbDNApVK9BWA0WHhA/uUBkOdyuW6ZOHFidWsb9MnwJSsrC9u2bQv0MIiIiIiIiMgPhBBFHW2jUqneSklJGZmUlFSvUChkT4yL+iePxyNqampyKysr3wJweWvbMP0jIiIiIiKivmh0UlKSgcEL+ZtCoZBJSUl6eKusWt+mB8dDRERERERE1FMUDF6op/hea21mLAxfiIiIiIiIiIj8qE/2fCEiIiIiIiIKpMrKSuXZZ589AgC0Wq1aoVDI+Ph4FwDs2rVrv0aj6baqHK1Wq3zrrbfiH3rooZru2id1L1a+EBEREREREXWzlJQUd0FBwb6CgoJ9v/71r2tuv/32qoav2wtenE5nl49VW1urfPvttwec0oDJrxi+EBEREREREfWA559/PnH06NEjR4wYkXvBBRcMNRqNCgCYO3du1g033JAxduzYnDvuuCM9Pz8/dNy4cTnZ2dm5d999d2p4ePj4hn38/e9/Tx49evTI7Ozs3HvvvTcVAO677770kpKS0JycnNzbbrstPVDfH7WN046IiIiIiIioT8t66NuJ/tp34dOXbO/stvPnz6+/7777tABw9913py5YsCDxb3/7WzUAVFRUhOzYsaNApVLhnHPOGXbnnXdW33bbbXXPPvtsUsPjFy9eHH348GHNnj179kspcf755w9bsWJF5PPPP1966aWXhhUUFOzr/u+QugMrX4iIiIiIiIh6wPbt28MmTpw4Ijs7O/fLL79MyM/P1zTcN2fOnHqVylsfsXPnzsjf/va3dQBwyy231DZss3Llyui1a9dG5+bm5o4aNSr3yJEjmoKCAs0JB6Kgw8oXIiIiIiIioh7w+9//fvCiRYsOT5s2zbpgwYKENWvWRDXcFxkZ6eno8VJK/OlPf6p44IEHtM1vP3DgQIg/xkvdh+ELERERERER9WldmRrkTxaLRZGRkeG02+3i008/jR84cGCr3XVPO+0007vvvht366231i9cuDC+4faLLrrI8M9//jP197//fV1MTIzn2LFj6pCQEBkTE+M2m82c2RLE+MMhIiIiIiIi6gEPPfRQ+eTJk0dOmjQpZ/jw4ba2tnvppZdKXnrppeTs7Ozcw4cPayIjI90AMGfOHMO8efPqTj/99Jzs7Ozcq666aqhOp1OmpKS4J06caBo+fPgoNtwNTkLKbltaPGhMmjRJbtu2LdDDICIiIiIiIj8QQmyXUk5qb5vdu3cXjhs3TtveNsHKaDQqIiIiPAqFAm+88UbcZ599Fv/DDz8cCfS4qH27d+9OHDduXFZr93HaEREREREREVEQ2bBhQ/g999yTIaVEdHS0+9133y0M9Jjo1DB8ISIiIiIiIgoiF154oenAgQNcNroPYc8XIiIiIiIiIiI/YuULUT9jdrthcLlg93jgAaAUAmEKBaKVSmiUykAPr88qMJuxw2TCEasVdS4XpJSIUamQpdFgfGQkxkZGQiFEoIdJRERERER+wPCFqA/TOZ3Yb7HgiNWKYrsdlQ4H7B5Pm9uHK5VICQlBRmgohoaFYUR4OGJUfJs4FfvMZnxZU4NSu/2E+6wOByodDmw2GJCgVuOKxERMiY4OwCiJiIiICADwzTdRuO22LLz+eiEuu8wY6OFQ38GzKqI+Ru9yYbPBgG1GI4ptba5e1yqL242jViuOWq34WaeDADBIo8GEyEhMjo5Gglrtn0H3QXaPBx9XVWGzwdCp7WudTiysqMAWgwE3paQgiqEXERERUc/65psoXHPNMNhsClxzzTB8/vlhBjDUXdjzhaiPKLRa8UZ5OR46ehSLa2q6HLy0RgIottmwRKvF344exX9LS7HHZEJfXKK+O9U6nXi6uLjTwUtzeWYzniouRnkrlTJERERE5CfNgxcAjQHMN99Encpujxw5oj7vvPOGZmZmjh40aNDom2++eZDNZhMLFixI+PWvf53RLWM/BR988EHs9u3bNQ1f/+lPf0pdsmTJKX3P1DqGL0S9XInNhgWlpfi/4mJsNxrh8VMwIuGdQvO/sjI8VliILQYDQ5hWVNjteOYUw5M6pxPPlZSg0GrtxpERERERUauOD14anGIA4/F4cOWVVw67/PLLdUVFRXnHjh3LM5vNinvuuSetW8Z9HKfT2eXHLFmyJHbPnj1hDV+/+OKL5VdeeSWrffyA4QtRL2VyufB+ZSWeLCpCvtnco8eucDjwdkUFHi8qQp7J1KPHDmbVDgf+U1oKvct1yvuyuN34b1kZSruhgomIiIiI2tBW8NLgFAKYb775Jio0NNRzzz331AKASqXCa6+9VvLZZ58lWiwWRVlZmXry5MkjMjMzR993330DAcBgMCjOPvvsYSNGjMgdPnz4qDfffDMOANatWxd++umnjxg1atTI6dOnDy8qKlIDwOTJk0f89re/HTR69OiRDz300MDU1NQxbrcbDftKSUkZa7fbxfPPP584evTokSNGjMi94IILhhqNRsXq1asjvv/++9hHHnkkPScnJzc/Pz907ty5We+8804cAHz99ddRI0eOzM3Ozs6dN29eltVqFQCQlpY25t57703Nzc0dmZ2dnbtz504NAHz77beROTk5uTk5ObkjR47Mra+vZ97QDJ8Mol7oF4MBjxYWYoNej0DWnpTb7XiprAwvl5ZC63AEcCSBZ3S58N/SUhi6IXhpYHG78VJZGXQncRWDiIiIiDrQUfDS4CQDmL1794aNGzfO0vy2+Ph4z8CBAx0ul0vs2bMnYunSpYfz8/Pzly5dGr927drwxYsXR6ekpDgPHDiw79ChQ/lz5swx2O12cffdd2d8/fXXR/Lz8/f/5je/0d5///2N1TMOh0Pk5eXtf/755ytGjhxpWb58eRQAfPbZZzEzZ87Uh4aGyvnz59fn5eXtP3DgwL4RI0ZYFyxYkDhr1izz+eefr3viiSdKCwoK9o0aNaqxdNtisYjbbrtt8GeffXbk4MGD+1wuF5577rmkhvsTExNd+/bt2//b3/625umnn04GgOeffz5lwYIFRQUFBfs2b95cEBkZ2fZKH/0QwxeiXsTiduON8nIsrKiA2ZdoB4O9ZjP+WViI1XV1/XIqksvjwSvl5dD6ISTRuVx4pbwcrnZWqSIiIiKik3DbbVkdBi8NbDYFbrstqzsPP336dENKSoo7MjJSXnLJJfU///xz5IQJE6zr1q2LvuOOO9JWrlwZmZCQ4N6zZ0/ooUOHws4999zsnJyc3Oeee25geXl540oY119/fV3Dv+fNm1f/ySefxAHA559/Hn/dddfVA8D27dvDJk6cOCI7Ozv3yy+/TMjPz9ecOKImu3fv1qSnp9vHjh1rB4Cbbrqpdv369Y3h0w033FAPAJMnT7aUlJSEAsDUqVNN999//6AnnnhigFarVaq5WEcLDF+Ieolimw1PFBVhuzE4p2A6pcSimho8V1LS76pgPq+pwVE/9mcpstnwWU2N3/ZPRERE1C+9/nohNJrOXeHSaDx4/fXCrux+9OjR1t27d4c3v62urk5RUVERolKppBCixfZCCIwdO9a+Y8eOfWPGjLH+/e9/T7v//vsHSinFsGHDrAUFBfsKCgr2HTx4cN+GDRsONTwuKiqq8Xu4/vrrdWvWrImpqqpS5uXlhV922WUGAPj9738/+OWXXy4+ePDgvgcffLDcbrefUhag0WgkAKhUKulyuQQAPPXUU5VvvfVWkdVqVcyYMSOnYToSeTF8IeoFthgMeLa4GLW9YPrJEasV/yoqwtaTWOmnN9puNGKNTuf346zV6bAjSIM3IiIiol7pssuM+Pzzwx0GMBqN52SWnb788suNNptN8fLLLycAgMvlwp133jlo3rx52vDwcM/69eujq6qqlCaTSSxfvjx25syZpsLCQnVUVJTnzjvvrPvzn/9cuWvXrvCxY8fa6urqVN9//30EANjtdrFt27ZWg42YmBjP2LFjzbfddlvGeeedp1epVAAAi8WiyMjIcNrtdvHpp5/GN2wfGRnpNhgMJ+QC48aNs5WVlYXk5eWFAsD777+fMGPGjHa///z8/NDJkydbn3zyycqxY8ea8/LyGL40w/CFKMgt02rxdkUFnL1oOo/N48FbFRX4qKqqT0+XqXc68WFVVY8d78Oqqm7tKUNERETU73UUwJxk8AIACoUCS5YsObx48eK4zMzM0YMHDx4dGhrqWbBgQRkAjB071nz55ZcPHTVq1KjLLrus/qyzzrJs37497LTTThuZk5OT++STT6Y++uijFRqNRn766adHHnroofQRI0bkjho1KnfNmjWRbR33mmuuqf/666/jm09Heuihh8onT548ctKkSTnDhw9vXNFh/vz5dQsWLEgZOXJkbn5+fmjD7eHh4fK1114rnDdv3tDs7OxchUKB+++/v91S7GeffXbA8OHDR2VnZ+eq1Wp59dVX67v6nPVloi/2Z5g0aZLctm1boIdBdEqklPioqgrr9L37PWtIWBhuT01FjC9170sWlJb2+EpT4yMjcXuaX1YnJCIiIuo1hBDbpZST2ttm9+7dhePGjdN2aoetNd89heCF+qfdu3cnjhs3Lqu1+1j5QhSEPFLirYqKXh+8AMBRqxVPFRWhpI8tmbxRr+/x4AUAdppM2M3lvYmIiIi61/EVMAxeqJsxfCEKMh4p8WZFBbb1of4eOpcLz5WUYG8fCQ1MLhcWBbAB7qfV1XD04elcRERERAHREMAMHOhg8ELdLaDhixBioRCiWgiR18F2pwshXEKIq3tqbESBIKXEwoqKPtlY1e5bjnlDH6jmWazVBnSp7zqnEyvq6jrekIiIiIi65rLLjCgv38vghbpboJswvAvgZQDvt7WBEEIJ4BkAq3poTEQB83F1Nbb2weClgUdKvF9ZCZPbjQvi4zt+QBAqtFqxsQsBkscjUV9lRW25FaY6OyxGJ1xOD4QQUIcqER6tRkxiKBLTwxEZG4Ljlxxsy+q6OsyIiUG8Wn2y3woREREREfWQgIYvUsq1QoisDjb7I4AvAZzu/xERBc4yrRZre2DJ4mCwuKYGVrcbVyYlBXooXfZ5TQ0606bcanKieL8eZYcMcNpbnyJkM7tgrLOjqtCEg9tqEREbgoyRMUgbFgWlqv3CRKeUWKLV4rcDB57Ed0FERERERD0p0JUv7RJCpAG4CsA56CB8EUL8HsDvASAjI8P/gyPqRpv1enxTWxvoYfSoFXV1cEqJeQMGBHoonbbDaMQRq7XdbZx2N47srkfxPh26upicWefA/k01OLKrDtkTE5A6LKrdSpgtBgNmx8UhXaPp2oGIiIiIiKhHBXvD3RcBPCil7LCzpJTyDSnlJCnlpKReeDWd+q8jVis+qKoK9DAC4vv6enxRXR3oYXSKR0p8pW1/pcLqIhPWLy5GUX7L4EUTrsKgnBiMnZmMaZcPwlnzMnHW1ZmYcmk6cqclITkrEkpVU8jisLqRt74aW5aXwWJwtnk8CeDrfhbaEREREfUmSqVyYk5OTu7w4cNHXXTRRUOMRuNJn4PPnTs365133okDgGuvvTZz+/btbV6BW7ZsWdTq1asjGr5+9tlnk15++eWEkz02nbqgrnwBMAnAp74rv4kALhZCuKSUSwI6KqJuUu904tWyMri6WiLRh3xfXw+FEJgb5KHper0e1Q5Hq/e5XR4c2KpFSYGhxe2xAzQYPCYOSYPCW61gCYtSIzZJg0E5MXA5PSg7aMCxvHrYLd5mvrpqGzYuLcaoMwZg4JCoVo+9x2TCMasVg8PCTvE7JCLqPQwuF2qcTuhdLlg9HnikhEoIhCuViFWpkKxWQ6NUBnqYREQIDQ31FBQU7AOAyy+/fPDzzz+f9M9//rPxyqvT6YT6JHr4ffbZZ0Xt3f/jjz9GRUZGumfNmmUGgL/85S+BW6qTAAR5+CKlHNzwbyHEuwCWMXihvsLl8eC18nIYA7hqTrBYVVeHECFwWWJioIfSKqfHg2/bqDBx2NzY+X0FdDW2xttCw5XImZyI5KzITjfQVakVyBwVi7TsaBzdU4/CvHpID+B2SuxZUwWTzoFh4+Nb3d83tbW4Oz395L45IqJeoNbpxB6TCfstFhy1Wjv1tzNRrcbQsDDkhodjTGQkIhjGEFGATZ8+3bRnz56wZcuWRf3jH/9IjYmJcR89elRz+PDhvD/84Q/pGzZsiHI4HOLWW2+tfuCBB7Qejwc33XRTxtq1a6NTU1MdarW6cUbI5MmTR/z73/8uOeussyyLFi2KfvTRR9PcbreIj493vfvuu4Xvv/9+kkKhkJ9//nnCiy++WLxq1aroyMhI9+OPP161cePGsDvuuCPTarUqMjMz7R9//HFhUlKSe/LkySMmTpxoWr9+fbTRaFS+9tprhRdeeKEpkM9ZXxLQ8EUI8QmAswEkCiFKAfwDgBoApJSvBXBoRH73WU0NCm22jjfsJ5bV1kKjUGBWEK6CtE6vh87lOuF2s96B7avLYTU23ZecFYHcMwYgJPTkPuSr1ApkT0xAckYEdq+pbNz30d31sJldGHXmACgULQOYfLMZhVYrslj9QkR9iNPjwRajEev1ehztoN9Wa7ROJ7ROJ34xGKAQArnh4ZgeE4NxkZFQdDIYJ6K+ZfLkySOOv23OnDl1Dz30UI3RaFScd955w4+//1e/+pX27rvvrq2oqFBdccUVQ5vft2XLlgOdPbbT6cR3330XPXv2bAMA7Nu3L3znzp35OTk5jn//+9+JMTEx7ry8vP1Wq1WcfvrpOZdddpnhl19+CT98+HDo4cOH80pLS9VjxowZddNNN7W4IlheXq666667sn7++eeCnJwcR1VVlTI5Odn961//uqYhbAGAVatWRTc85qabbhr8wgsvFF9yySWmP/3pT6kPPvhg6sKFC0sAwOVyib179+7/7LPPYh5//PHUCy+88GBnv0dqX6BXO7q+C9ve5MehEPWorQZDv1nZqCsW1dQgXKnEmTExgR5KI6fHg+/q6k643ax3YMuKMjisTVdfR0xORGZuTKerXdoTk6TBtMsHYc/PVdCWWQAA5YeN8LglxpyVfEIAs7yuDnempZ3ycYmIAs3mduNHnQ4/1NfD1E3VoR4pkWc2I89sRrxajdlxcZgREwOVItjbHxJRb2e32xU5OTm5ADBlyhTjPffco/3+++8jx44da87JyXEAwPfffx9dUFAQvnTp0jgAMBqNyn379mnWrFkTdc0119SpVCpkZWU5p02bZjx+/z///HPE5MmTjQ37Sk5ObveNs7a2Vmk0GpWXXHKJCQBuvfXW2nnz5g1puH/evHn1AHDGGWeYH3jggZDueh4oyKcdEfVFWocDH/bTBrud8WFVFSKVSoyLjAz0UAAAG1qpejHrHdjaLHhRqgTGnpWMAZndO2Z1iBLjzx+IfRtrUHbI20+m8pgJQgBjZiRDNAtg9phMKLfbkRoa2q1jIAo2NrcbBrcbFrcbLikhhECIr9dHjFLJk+lezCMl1un1WKrVdlvo0po6pxOfVlfju7o6XJmYiCnR0d0SmhNR8GuvUiUqKsrT3v0DBw50daXSpUHzni/NhYeHN04hklKK559/vnju3LktGgguW7asx69IajQaCQAqlQput5tvjt2I4QtRD/JIibcrK2HzdLiAV7/lkRJvlpfj3kGDMDTA02jcUuK7+voWt9nMLmxdWQZ7s+BlwqxUxKf4Z6wKhcCoM5OgVAkU79cDACqOmqAKUWLk1MTGEwYJb++cmwYO9Ms4iAKhxuHAIasVx2w2lNrtqHQ4YGnnpFwAiFWpkBoaikyNBsPCwjA8LAwhDGSCXonNhverqlDcg9Nx610uvFNZibV6PX6VnMzwmogCZtasWfpXX3016dJLLzWGhobKPXv2hGZlZTlnzpxpfPPNN5Puuuuu2rKyMvXmzZujrr/++hYl2Weffbb5z3/+c2ZBQUFI82lHUVFRboPBcMI8+ISEBHd0dLR75cqVkRdeeKHp7bffTpg2bRr7uvQAhi9EPWh5be1JzVvvb5xS4n9lZXgwIwPJIYGrdtxiMKDO2bTUs8vhwfbV5Y2rEfk7eGkghEDOlERIKRtXVCop0CMiWo3MUbFN4zUacWViImJPomM+UbA4arViu9GIXSYTtM62l1pvjYT3hLre5UK+2QwAUAuBkRERmBQVhfGRkQxigoyUEivq6rCsthbuAK38d8RqxZNFRbg0IQEXxrfe2JyIyJ/uvfdebWFhYeiYMWNGSilFfHy8c/ny5UduvPFG3Q8//BA9bNiw0ampqfbx48efEJKkpqa6FixYUHjVVVcN83g8SEhIcG7cuPHQ3LlzdVdfffXQFStWxL744ovFzR/zzjvvHLvjjjsy7777bkVGRob9k08+Keyxb7YfE7IPLnE7adIkuW3btkAPg6iFIpsNTxcXw9MHf+f8JVGtxkMZGYhS9XxOLKXE40VFKLfbAQAej8SO7ytQ6+u/IgQwcXYqElLDe3RMe9ZUofJY09/d8ecNxICMiMavL4yPx1VBvmw30fFMLhc2GAztLuneHcIUCkyLicF5sbFIDGCwS15GlwtvVVSgwGIJ9FAaDQ8Lwy0DBzLEJuoFhBDbpZST2ttm9+7dhePGjdP21JiIdu/enThu3Lis1u7j5R+iHuDyePBuZSWDly7SOp34X1kZnAGYppVnNjcGLwBwcJu2MXgBgFFnDujR4AXwVsCMnj4AsQM0jbftXVsFi6GpOmCtXg8Hp7VRL6F1OPBRVRUeOnoUi2tq/Bq8AIDV48GP9fX4e2Eh3qmogNbPx6O2FdtseLKoKKiCFwA4ZLXiiaIiHAyycRERUe/H8IWoByyvq2txIk+dd8xmw8LKSvR0ld6qZr1eKo+ZUJSvb/x6yLg4pA2Pbu1hfqdUKTD+vIEIi/RWA7mcHuz6qQJulzdwsbjd2GwwtLcLooCrdzrxfmUl/l5YiLU6HZw9/PvtkRKbDQb8o7AQX1RXw+bH5q50ot0mE54rKUH9cc3Mg4XR7caLpaVYx1UJiYioGzF8IfKzMrsdK1tZqpg6b4fRiK+1PVcxWmKzNV71NOkcyFvftDpV0qAIDBsf32NjaU2IRolx56RA+N7BjXUO7P+l6fn58bgmwUTBwuHxYKlWi78fO4YNen3AqwFdUuL7+nr8o7AQO40nrN5JfrBBr8dr5eVBX6HnlhIfVlVhSU1NoIdCRER9BMMXIj+Svg9vgWoi2JesqKvDZr2+4w27wfe+8MLt8mD3T5Vwu7w/v7AoNcbMGBAUzRhjEjUYOaWpt0vZQQMqC729YCocDhT4mo0SBYs9JhP+WViIb2tre7zSpSM6lwuvlZfj7YoKWFkF4zc/1Nfj/V42BXdFXR0+CED1JRER9T0MX4j8aJ1ez9WNutEHVVU44ufn0+ByYZvvCvih7bUw6bw9IRRKgdPOTYE69IQV+06K3WBA9d69KFm3DjV5eY23l2/ZAkNxMTydWOUlfUQ0Bg6JbPx638Zq2C3eMv6fWS5PQcLsduOt8nL8r6wMtV1cvainbTEY8K+iIhTyfbvbfV9Xh8+rqwM9jJOyXq/Hwl4WGhERUfDhUtNEfmJ0ufBVD06V6Q9cUuK18nI8nJGBOD+tRLFWp4NLStSWW1C0r6nSJmdyIqLjQ09p31JKrLrrLtTs2QNLs1L2YZddhnOfew4AsPx3v4PH6YRCrUZibi5SJk3CsEsuQWJu7gn7E0Jg5NQk1FfZYDO74LR7kL+xGuPPG4jdZjN0TidX7KCAyjeb8V5lJfRB2tujNbVOJ54rKcH1AwZgemxsoIfTJ6zV6fBFL5++s8VggJQSvxs4MCiqH4mIqPdh+ELkJ19ptbCwfL3bGVwu/K+sDH/JyECIonuL9zxSYp1eD6fdjb3rmvV5SQ9H+oiuNdiVUqJm714c+fZb2HQ6nPPMMxBCICQyEulnnom44cMRk5UFTVwcIlNSGh938VtvwVhaivqjR1G1cyfy3n8fodHRSMzNhcfphMNkgiYurnF7dagSo6cPwLbvygEANSUWlB0yIj07Guv1elyamHiKzwpR13mkxFdaLVbX1aE31gq4pMQHVVUodzgwLymJJ9unYJvBgI+rqjresBfYajQiRKHAjcnJfE0Q9VI37NuX2Z37+zg3t6ijbf71r38NeP/995OklPj1r39d8+ijj1YDwJ///OfUDz/8MDE+Pt4FAI899ljZtddeq1+1alXEXXfdlRkSEiI/+eSTo2PGjLFrtVrlFVdcMWTt2rWHlMruqcJuzcKFC+OeeOKJ1KSkJOdzzz1XunDhwoR333235Pjt0tLSxmzbtm3/wIEDe/TqyrXXXpv5l7/8pWrixIm2trb54IMPYnNzc23tbdMdFixYkLBt27aI999/v7izj2H4QuQHhVYrNvZQf5L+qMRux3uVlbg1NbVb97vDaITO5cL+zTWwW7zBmTpUgVFndr7Pi8tmw+Fvv0X+Bx+gtqAACrUaGWefDY/bDYVSiXOeeabdx6dOmQJMmdL4tcNkgvQ1pjy6ciXWPPIIRt1wA8bfcQdCo72BUEJqODJGxqB4v/c1d2CrFknp4Viv0uPihAQoeJJAPUjvcuH18nK/TxHsCT/U16PO6cTvBg6EupvD3v7goMWCdyore2UA15YNej0ilErMTUrqeGMi6ve2bt2qef/995N27NixX6PReGbOnJk9Z84c/ejRo+0AcPvtt1c9/vjjLRLqf//73ykrVqw4dPjw4dAFCxYkvfnmm6UPP/zwwL/+9a+V/gxeAOCdd95JfPXVV4suuOACEwCcddZZFr8esIs+++yzDsOuJUuWxLpcLn1Xwhen0wl1D1SL85MEUTeTUuKzmpo+9WEzGG0zGrG8trZb97lGr0dNqRkVR02Nt406cwBCwzufU+/7+GOs/dvfIKXEjMcfx40bNmD2Sy9BcZJ/LEMiIxtDlsTRozH04oux59138ens2dj/+eeNTSCzJyUgPMr7R8Pl8KBgqxb1Lhfy2HiXetBRqxVPFhX1ieClwU6TCQvKyrgcdRdVORx4tbwcrj7YJ2VVXR1+4KpyRNQJe/fuDRs/frwpKirKo1arceaZZxo//fTT2PYeo1arpdlsVpjNZoVarZb5+fmhZWVlIZdeemmby/KtWbMmfPz48TkjRozIHTNmzMj6+nqFxWIRV199dVZ2dnbuyJEjc7/55psowFuxMXv27KEzZswYnpmZOfr2229PB4D7779/4Pbt2yNvu+22rNtuuy192bJlUeecc84wAKisrFSeeeaZw4cNGzbq2muvzWzehPyVV16JHzNmzMicnJzcG264IdPlm2ocHh4+/o9//GPaiBEjcseNG5dTUlKiAoCSkhLVrFmzho4YMSJ3xIgRuatXr45obz/NTZ48ecTatWvD29r/6tWrI77//vvYRx55JD0nJyc3Pz8/ND8/P3TGjBnDR40aNXLixIkjdu7cqQGAuXPnZt1www0ZY8eOzbnjjjvS09LSxmi12sYP7JmZmaNLSkpUH3/8cczYsWNzRo4cmXvGGWdkN3wfJ4PhC1E322I0ssluD1mq1WKPydTxhp1QYbdjn96EfZua+hIMHBKJ5MzIdh4FOM1m7HrjDRT9+CMAIHvOHFz6/vuYu2QJRl5zTWNw0h1iBw/G2f/3f5j71VeIHz4c6x59FGsfeQQAoFQpkHtG05XYyqMmaMssWMcKLOohWwwGPF9S0qv6u3TWQYsFL5aWciWkTrK43Xi5rKxPT739orqay5MTUYdOO+0065YtW6IqKyuVRqNRsXr16piSkpKQhvvffvvtAdnZ2bnz5s3LqqmpUQLA3/72t4obb7xx8DPPPJNy3333VT/44INpTz/9dFlbx7DZbGL+/PlDX3zxxeIDBw7sW7NmzYHIyEjPM888M0AIgYMHD+77+OOPj/7+97/PslgsAgD27dsXvmTJkqP79+/PX7p0adzhw4fV//73vytGjx5tef/994++/vrrpc2P8dBDD6VOmzbNdPjw4fyrrrpKV1FREQIAO3bs0CxatCh+27ZtBQUFBfsUCoV87bXXEgDAarUqpk2bZjpw4MC+adOmmV566aUkALj99tszZsyYYTxw4MC+/Pz8fRMmTLC1t5+2tLb/WbNmmc8//3zdE088UVpQULBv1KhR9ltuuSXzlVdeKc7Pz9//3HPPld5xxx0ZDfuoqKgI2bFjR8Fbb71VOnv2bN1HH30UCwA//vhjRFpammPQoEGuWbNmmXbt2lWwf//+fVdffXXd448/ntLmoDrA8IWoGzk9HnzVy5sK9iYSwNsVFai02095X2v1ehzZWQebyXviqA5VIGdK22XlUkocWroUn114Ibb85z8o27QJAKCJjUXq5Ml+7QeQkJODS997D2f+/e8YetFFTbenhrdc/WhTNXbrjdAF+Qoz1Pstr63F2xUVfbLKocExmw3/LS1lBUwHpJR4q6IC1Q5HoIfiVxLAwspKlNj82lKAiHq5CRMm2O65557K8847L/ucc84ZPmrUKEvD1KF77723uqioaO/+/fv3paSkOO+8885BAHDGGWdYd+/eXfDLL78cPHjwYGhycrJTSolLLrlkyBVXXDH4+MqLPXv2aAYMGOCcOXOmBQDi4+M9arUaGzdujLzxxhtrAWD8+PG21NRUx969ezUAMH36dENCQoI7PDxcDhs2zHbkyJF2V5XYvHlz1G9/+9taALjuuuv00dHRbgBYuXJlVF5eXvi4ceNG5uTk5K5fvz766NGjoYC3gue6667TA8DEiRPNRUVFIQCwcePGqAceeKAGAFQqFRISEtzt7actbe2/Ob1er9i5c2fkvHnzhubk5OTeeeedmdXV1Y3zi+bMmVOvUnmfzhtuuKFu0aJF8QDw0Ucfxc+dO7cOAI4dOxYyY8aM4dnZ2bkLFixIKSgoCGtvXO1hzxeibvRDfT3q++BV32Bm83jwSnk5/pqRgbCTnNrj9Hiw4mg1CvfpGm8bcXoiQjSt70+7bx82/OtfqNq5E0ljxuD8//4XKRMmnNSxT5ZQKDBq/vzGr3e89ho0MTEYceU81JRa4HJ4YDW6cGRPHTYlJ+GihHYvHhCdFCklPq6uxtp+srT5MZsNL5eV4Z70dPaAacPS2lrk95Ppjg7f35+HMzIQpeJHaiJq3b333qu99957tQBw1113paWnpzsAYNCgQY0nDXfddVfNpZdeOrz54zweD5544omBixcvPnrrrbdmvPDCC6WHDh0KefbZZ5NfeumlNithOiMkJKTxaolSqZROp/OkrhpKKcW8efNq//e//50wHpVKJRW+v5UqlQoul6vNY7S3n7Z0Zv9utxtRUVGugoKCfa3tIzIy0tPw7/POO8/8u9/9LrS8vFy1cuXK2CeffLIcAO66666Me+65p3L+/Pn6ZcuWRT3++OMn3XSSnxyIuonZ7cbKurpAD6NfqnI48FZFBeRJXnXfojdgx7pKNDTqiR8YhtRhUW1uX1tQAENxMWY++SSu/OyzHg9ejic9HlTv3o31jz2GvW++guET4xvvO7ZXh9Vl3dsbhwgA3FLizYqKfhO8NDhkteL18nJ4+nCVz8nKM5mwopt7cQW7OqcTb1RU8PVARG0qKytTAcChQ4dCvv3229hbbrmlDgCKiooaKzA+/fTT2BEjRrToW/C///0v4YILLtAnJye7rVarQqFQSKVSCYvF0uIcfuzYsbbq6mr1mjVrwgGgvr5e4XQ6ceaZZ5o+/PDDeADYs2dPaEVFRcjYsWNPqlxv6tSpxnfffTcBAD7//PNog8GgBIALL7zQsGzZsriG77Gqqkp58ODBEypQmjvzzDONzz33XBIAuFwu1NbWKk9mP22JjIx0GwwGBeCtAkpPT3csXLgwDvAGWps2bWq1ckWhUOCiiy7S3XnnnYOGDRtmTUlJcQOA0WhUZmRkOAGg4Tk4WYzpibrJ8tpaWD2ejjckv8gzm7FEq8VVJ7ECxRubC2Go9U5dUigFcs84cWnZsk2bYNVqMeyyy5B95ZUYPHs2QiLb7wfTU4RCgdkvv4x1jz6KHa+8glFGIyJzfwWTzgmPW2Lj5gocGpaO4eHhgR4q9RFOjwevlZf324bOe81mfFhVhV+nnPS07z5H53T2uZWNOuugxYIlWi3mcAUkoqDXmaWhu9vll18+VKfTqVQqlXzxxReLExMT3QBwzz33pO/bty8MANLT0x3vvPNO49iMRqPiww8/TFi7du0hALjvvvuqLr744uFqtVp+/PHHR5vvX6PRyI8++ujI3XffnWGz2RQajcazdu3ag3/5y1+qf/3rX2dmZ2fnKpVKvP7664VhYWEn9Tb99NNPl8+dO3fIsGHDRk2aNMk0cOBABwBMnDjR9sgjj5Sdd9552R6PB2q1Wi5YsKA4Ozu7zbmnr776avFNN92UmZ2dnahQKPDyyy8XnX/++eau7qct8+fPr7vjjjuyXnvtteRFixYd+eSTT47eeuutmc8888xAl8slrrrqqrpp06a12qBz/vz5dTNnzhy5YMGCwobb/va3v5Vff/31Q2NiYlzTp083FhcXtzsdqj3iZK8UB7NJkybJbdu2BXoY1I/UO5145NixPt3voLe4deBATOpCk9sDOhMufWEdnHZvcDZ0fDyGndZUOeIwmbD52WdR8PnnSMzNxVWLFkEE6XQDKSU2P/009r73HrKv+RXsg69rvO9314zA3ycMC+DoqK9wejz4X1kZ9luCavXJgLgyMZFT+uB973mhtBQH+vFrQgC4My0NY4MklCfqD4QQ26WUk9rbZvfu3YXjxo3T9tSYiHbv3p04bty4rNbuC84zCKJe5pvaWgYvQeK9qqouNUD813f7G4MXTaQKg0fHNt5XtXMnvrzyShxYtAjjbrkFl3/8cdAGLwAghMDUhx7CmN/8BinjRiI5q+kk4MsfC2F1sVEonRqnr8cFgxevr7VarngDYFV9fb8OXgDvrNV3KytRzwbnRETUhuA9iyDqJaodDmwyGAI9DPJpaIBo7ETj4/2VBmzYVd349YjTE6FUed8WDSUlWHrjjYCUuPyjjzDl/vuh0mj8Nu7uIoTAtL/+FTlz5yJ7UgKk0zstRKe146XNRzt4NFHb3FLi9fJy7OunU41aIwG8U1mJsm5Yca23KrXZsFTLi8qAt/fbwsrKk+4/RkREfRvDF6JTtKy2lo32gkyd04nXy8vhbufnIqXEg0v2omGT+JQwJGdGwGX1TgGNHjQIZz/1FOYuWYLk8eN7YtjdTpe/HWWv/ha24r0AgA/WHIOd1S90EqSUeLuiAnsZvJzA7vHg1bIyWPrhEtQujwfvVFay8rOZgxYLVtXXB3oYRH1eeedDb4/H4zmplXyIusr3WmuzCSjDF6JTUOVwYAurXoLSIasVH1dVtXn/qn1V2FOo834hgJwpiSj++Wd8fN55qN69GwAw/PLLERLV9qpHwS4hNxeRyQNQs+T/4NRVwmh04q2NxwI9LOqFPqqqwnZOr2lTTUOz2X4WQqyoq0NpP676actSrRalXZj+SkRdc9BiwbPFxZ3dPK+mpiaGAQz5m8fjETU1NTEA8trahqsdEZ2Cb2tr++XKDr3Fer0eqaGhOC8urunGn36CvOkmLL/wHiBuBABgUHYUDn22ENsWLEDiyJEIjY0NzIC7WWh0NC549RUsvvoa1Hz1JAbe+Dxe/fkIfjMlC5GhfPunzlmq1WKdXh/oYQS9PSYTVtfXY3Z8fMcb9wGlNhtW1NUFehhBySUl3qmsxMOZmVAKnu8RdaedRiPeqqjodMWdy+W6pbKy8q3KysrRYOEB+ZcHQJ7L5bqlrQ346ZvoJFU7HNjKK8FBb1FNDZLVaoyOjAR++gm49FIIiwX/t/BhVF/9D/ySOQIlH72Ioh++x7DLLsNZ//pXr+jt0lmxgwfjnGefxeo/3IH6n96GmHUHFq4/hrvPGx7ooVEvsE6nw7e1tYEeRq+xRKtFdlgYssLCAj0Uv5JS4oOqqnandvZ3pXY7ltfW4rLExEAPhajP2KDX48Oqqi5N9584cWI1gMv9NyqizmP6R3SSVtTVsddLL+CREm9WVKDmu++ASy8FfCtyhLvseHvRY8ja9QmKf/oRUx98EOc8+2yfCl4aDD7vHAy+8gZAoYKUEq+vPQLD8lVAVpY3kCJqRb7ZjI+rqzvekBq5fe83tj7e/+UnnQ6FnFbToRV1dZx+RNRNfqivx/uVlfzsTb0awxeik1DndGIze730GhkbNyLmyisbgxcAMMEbwHz78ze459FHMfbmmyH6cHn4uU8+gkFz7oQQAmMP7oRmzhVAUZE3kGIAQ8cpt9vxRnk5P+SeBK3Tic9qagI9DL/ROZ34mqsbdYrbVyHU33oBEXW3lbW1+JwXA6gPYPhCdBJWseql18jevBl33X47QnxXHyWA5wFkAygBEGa34+mnn0b25s0BHKX/KZUKDJ+YgGHbvkH0Z49AbfddjbVYGMBQC0aXCy+XlcHmabNZP3Vgo16PXX10WuoXNTV8bXRBoc2GH3W6QA+DqNdaXluLrxj4Uh/B8IWoi4wuF9az+WSv0BC8hPqCFyuAXwO4H8AZABra8IbabLjr9tv7fAAzoyIPF/30Ft6QHrzf/A4GMOTjlhKvl5ej1ukM9FB6vQ+rqmByuQI9jG5VYDZjWx8NlfxpqVYLHX+niLpseW0tK+2oT2H4QtRFP+p0cLLqpVe46eGHG4OXYgDTAXwE4AkAXwCIbLZtqM2Gmx5+uMfH2FMagqh7PW5MB/AnAOXNN2AAQwA+ra7GIas10MPoE4xuNz7pQ2XyHin79HQqf7J5PHzuiLrou7o6Bi/U5zB8IeoCu8eDNSwf7jXefeop2H0NdB8DcAjA1wD+BuD47i52jQbvPvVUzw7Qj8KVSoyOiMAF8fG4/cAB/OmOOxBqs0EBYCEAG4A7jn8QA5h+bYNej7V8f+tW24xG7DaZAj2MbrFGp0O53R7oYfRaO4xG7DebAz0Mol7hp/p6LGZgSX0QwxeiLtig18Pcx1ex6EsOTJmCf7/wAuwaDV4EsBXAZa1sZ9do8PJrr+Hg1Kk9O8BuFqNSYXZ8PB7MyMB/hg7FH9PTMScpCePvvhvKZtUMwwE8DmApgO+P34nFAtx8c88NmoJCkc2Gj6uqAj2MPunjqqpev/qRxe3GN1xy/JR9Wl3N5bmJOrBRr8dnfahqkKg5hi9EneSREj/U1wd6GNRJbocD6x59FC+89BLu+t0/oVSFYkQr27nCwnp98DI8LAy3p6bi6SFDMDcpCUPCwlqu3PTOO0B4eIvH/AneCpizj99ZeLh3e+o3zG43Xi8vh4snhX6hc7l6fbPIZbW1vPDQDSodDvzIzxFEbdplNHpXCAv0QIj8hOELUSftMpmgZcO8XsFSXY1lv/kNCr74AsmTzsCq8JH43dX/gEUV2nLD8HCovv0W2ZdcEpiBnqJRERH4S0YG7s/IwPioKCjaWir7nHOAZctaBDBqADcDUAFoaAnqDgvzbnfOOX4eOQULKSXeqahgg10/W6PT4Vgv7aVT7XDgZ05H6zbLamth7GONmIm6wyGLBW9VVHA1UerTGL4QddL3vFrVK1Tv2YPFV1+N2oICnP/iiwifPB9CocSmzLF47YH/NgUQ4eGNQcNliYmYm5QU2IF3wbCwMDwwaBDuTk/H0LCwzj2olQAGAH4GMATAfnUIXnz1VbyTk8MPPv3Iqvp67GUfCr+TAD6qquqVv1tLtFpOlelGNo8HSzmFi6iFcrsdr5SXc0EL6vMYvhB1QqHViiO99KplfyKlxIbHH4cyJARXfPopEiadjZoS74mlAHDJ3Td4A4jMzBMqPGbHx+OmlBQo26oeCQLJISG4My0ND2RkYNhxIUqntBLADAdQD+CClOHYN2EyNhsMeL28nCdb/cBRqxVLevl0mN6kxG7vdQ2NC61WbOfS0t1uvV7P5sVEPjqnEwtKS2Hh1EbqBxi+EHXCD73sA3N/43E64bLZIITA+S++iKu++AIJI0bgyM66xm3OHZWMESlR3gCisLDVqTXTYmJwd1oawpXKHhx9xyKVSlw/YAD+mZWFcZGRHT+gPccFMAnqUGSNPh8lJfnY+/VaAN4pdu9UVEAygOmzrG43y7sD4OvaWph60ZSTxQzn/MIjJb7kSi5EsHs8eLmsDPW96H2R6FQwfCHqgN7l4pW/IGarr8fyW27Bz3/9K6SUiEpPhyYuDroaG2pKLY3bPTS7tXa7J8qJiMDDGRlICw3teGM/UwuBC+Lj8cTgwTg7Lq7tni5d1RDAZGZi44vvQj/rdigj47H39f/C7fIAALYajb2+SSi17cOqKvZ5CQCL291rqo32m804YLF0vCGdlDw+v9TPSSnxZnk5SlgFRv1IQMMXIcRCIUS1ECKvjfvnCyH2CCH2CiE2CiHG9fQYidbqdJyCEaS0+/dj8dy5qNq5ExkzZ7ZY4ad51cvkkQkYnhzV6f0mhYTgrxkZmBET063j7SwBYGp0NB4fPBhzkpIQ5o9KHF8F0Jm/n4ek+GjETJ8PW+l+5C35qXGT7+rqsM1g6P5jU0Bt1uuxjYFywKzX61FiswV6GB3qLSFRb7a4poYVhtRvLaqpYc8x6ncCXfnyLoAL27n/GICZUsoxAP4F4I2eGBRRA7eUWKvXB3oY1Iojy5fj6+uvh3S7cdlHHyH7yisb79NVW6Et811RFMBfZ+V0ef9qhQK/SknBH9LSEKtSddOo2ycAjI+MxKNZWbh54EDEq9V+P2aoSonbzhqCyDHnI/m6p6DHUEhP08nA+1VVqHI4/D4O6hlahwOfVFcHehj9mgTwRZBPOdltMqGwFwREvV2hzYadJlOgh0HU4zbo9VzIgvqlgIYvUsq1AOrauX+jlLLhN3MzgPQeGRiRzw6jEQbOQw06DqMR6x9/HIm5ubhq0SIMGDOmxf2Hm1W9jBgei/GpsSd9rLGRkXgsKwuz4+Oh8lMzXoUQOD0qCn/PysLtaWlI7eEpT9dPzkBYWAg0mWNhNbpQcbQpcLR7PHibvUH6BCkl3q2shM3jCfRQ+r0DFgt2B+lJt5QSS1n10mOWaLV8f6V+5YjVio+rqgI9DKKACHTlS1f8DsCKtu4UQvxeCLFNCLGtJsivKFHv8TMb7QYVh8kE6fEgJCoKl73/Pi59912EH7dEdH2VFbXlvpWpBHDL2UNO+bgapRJzk5Lw+ODBOCs2FupuCmGiVSpcFB+PJwcPxi2pqQHrMxOlUeOayYMAAMZdK7Dq11fB2Wx1ryKbDcu5NGqvt6q+Hoe4alvQ+LKmJihPuneaTChlD4YeU+VwYDOnd1I/oXM68Vp5OVxB+N5H1BN6RfgihDgH3vDlwba2kVK+IaWcJKWclHTcyRjRySiz23GYJypBo+7gQSyeMwe73vDOPozPzoYyJOSE7ZpXvaQPjcIlmQO6bQwJajXmJyfj6SFDMC8pCZkaDboaw0SrVDgjJgZ/TEvDM0OG4MqkpB6ZXtSRP541DEqlgDo+HY66Cmx/44MW9y+vq+PSqL1Yud3OaoYgU+VwYF2QTWuVUmIZg9Yet6y2lr3lqM9zeTx4vaKCFeXUr/VMI4NTIIQYC+AtABdJKfmJgHrMGla9BI2jK1fi54cfRkhEBFKnTGlzu7pKK+oqvIGZEMBFZ6T7ZdnoSJUK58fH4/z4eBhcLhy0WFBst6PK4YDe5Wqc1hGqUCBapUKiWo20kBAMCQvDwJCQFo2Bg0VSVCjOGDMA69xjoMkch30fLMTEW38FtW9JareU+LCqCg8MGhSU46e2eXzTjXilMfgsq63F1OhohCqC41rYLpMJZQxZe1yt04kNej3Oio0N9FCI/Obzmhoc5UVN6ueCOnwRQmQAWAzgRinlwUCPh/oPu8eDX1gGHHAetxtbX3wRu998E8njx2PWf/+L8AFtV7Ic3tmUz6YOi8IF6Yl+H2O0SoVJ0dGY5Pcj+d+fzx6GdburEDN9Pqo++gt2vPUBptx9W+P9R6xWbDYYMC1Aq0DRyVlZV4ciNk8NSgaXC9/X1+OShIRADwUA8C2rXgJmRV0dzoiOhipIgjii7vSLwcCLmkQI/FLTnwDYBGCEEKJUCPE7IcTtQojbfZs8CiABwCtCiF1CiG0BGyz1K1sMBjalDAJ1BQXYs3Ahcq+/Hpe+9167wUtthQX1ld4TTCGAnNMSMC4ysqeG2ieMT4nFkCHR0KTnQjN4AvZ98C7cx6109JVWCzt/N3qNcrudJ9RBblVdHcxud6CHgb0mE0pY9RIwdU4nNvKiD/VBFXY7PmKDXSIAAa58kVJe38H9twC4pYeGQ9Qo2Obh9zfWujqExccjcdQoXP3114gbNqzd7aWULXq9pA6Pxpmp8VDzCmKXXXdGBp46kof4c28FBOB0KqBs1lpH73JhZV0drkj0f1URnRqPlHiP042Cns3jwYraWlzdTrjcE5bXtbn4JPWQFXV1ODMmBkpO7aQ+wuHx4PXycl60IfLhmQnRcUpsNpboB9DBr77CJ+efj+KffwaADoMXAKirsEJX5at6UQBDx8bh9Kgofw6zz7omOxVxyRqoEwdBnTAIxQUnBpHf19dDz4Z5Qe+H+noU8r2sV/hZp4PO6QzY8Q9aLOzFEATqnE6ufER9yifV1ag4roKWqD9j+EJ0HFa9BIbLasWav/0NP//1r0gaPRqJo0Z16nHHV72kDY9GYqwGuRER/hpqnxarVmPahGQAgMdpx9Z//QV73mu58pHD4+FUliCndTiwlD+jXsMpJVYEsPIkkMemllbU1gblEuREXbXVYMBGfqYmaoHhC1EzTo8HW3jVqcfpjh7FkmuvxYHFizH+jjtwyTvvILyTS8bXllugq26qehkyNg4TIiNZtn0KrhmThrAoNRTqULhMOux6480Ter+s1+tRG8Ar9dS+D6uq4GCZd6+yXq9HfQB+p0psNuwzm3v8uNS6GqcT24zGQA+D6JRoHQ58yD4vRCdg+ELUzHajEVaesPS4iq1bYa6uxkVvvIHT77kHik4uD3181Ut6dgzCItWYHB3tr6H2C6fHRGPwqFgAQMy0a2Crrcahpd+02MYtJZazsiIo/WIwYL/FEuhhUBe5pAxI35XvWPUSdFbW1UGy+oV6KY+UeLuykgtXELWC4QtRM+tZHtljXHY7qvfsAQDkXHMNrl2xAoNmzOjSPrSlFuhrvKtzNFS9xKpUGB4W1u3j7U8ilEqcPy4ZqhAFNIMnICR5KLa/9jo8x63IsslgYPVLkDG73fiiujrQw6CTtFGvR10P/k5pHQ5sN5l67HjUOWV2O/ayGol6qeW1tewhRdQGhi9EPtUOBw7xj0WPqDt0CEuuuQbf3nQTbPX1EEJAExfXpX1IKXF4V9MV20EjYqCJUGFSVBQEpxydsjMT4jBoRDSEEIiecjXMpcUoXL26xTZuKbGKV82Dypc1NTAGwbLFdHJcUmJlD/5OfV9fz/4iQYoVSdQbFVqt+JavXaI2MXwh8mFTMP+TUiLvww/x1dVXw6rV4rwXXuhy6NKgpsQCg9Zb9aJQCgwe690PVznqHuMiIjB0VByEAggfcQZiZ96E8MFjTthug14PI1c+CgpHrFa+j/UBG/T6Hln5yOx2YyN7nAWtw1YrjvCCEPUiTo8HCysrGegStYPhCxG8oQCXd/Qvj9OJ726/HRufeAKpU6di7tdfI2PmzJPal5QSR1pUvURDE65CklqNLE456hYapRJTBsRi4OAoCIUSMVOvRlXFib14nFLiR52u5wdILXikxEdVVeBH3t7PJSVW1df7/ThrdTrY2ZMhqLGykHqTL2tqUMVlpYnaxfCFCMB+iwX1vHrvVwq1GtFZWTjjkUdw4WuvITwx8aT3VV1shqG2WdXLGF/VCxvtdqvTo6KQ6Wu8CwCFP63DhqeeOWG7NTyJC7gf6+tRZrcHehjUTdbqdH6tKHNLiZ8Zmga93SYTT2apVzhosfA9hagTGL4Qwds4lLqfw2TC2kcfRc3evQCAM/76V4z+1a9OqSfL8SscZeTEIDRcBYBTjrrb6IgIpAwIR/xAbzWRveIQ8t9/B3UHDrTYzux2YxOnuwSMzunEN1x5qk9xSokf/Fj9stVggI4XHIKehLcvD1Ews3s8eK+ykpWXRJ3A8IX6PZvbjZ1GY6CH0eeUrFuHLy67DAcWLULVrl3dtt+qIjNM9d4rgUqVQNaYWABAWmgoUkNDu+04BKgUCkyIjESWr/ol8rSLINSh2L3wnRO2/UGn49KoAbKopoZLevZBP+l0sPqpefIPvELda2zS62FmE20KYl/V1EDLlQ+JOoXhC/V7200mOHnS2G0cRiPW/v3vWHHrrVCHh+OKTz7B6Btv7JZ9S89xVS8jYxAaxqoXf5ocHY3E9HBExKihDItC5JjzcfjbZbAct5xxtcOBPC6N2uMOWizYyvC4T7J5PH4p4z9ksaDYZuv2/ZJ/OKXEGoZlFKQOc7oRUZcwfKF+j9MlulfBF1/gwJdfYtytt2LO4sUYMG5ct+27stAEs65Z1cvoppWSGL74R3ZYGOLV6sbeL1GTroB0u5H30UcnbPsTP4D1KI+U+PS4EIz6lh91Oji7uaqJDbJ7n591Orh5kYiCjMvjwfts9E7UJQxfqF+rdTpxmEs5njJTZSUqd+wAAIy+8UZctWgRptx3H1TdOA3Ic1zVS+aoWIRovKvvZGk0SAwJ6bZjURMhBE6Pjkbq0CioQxVQx6UiasKlkGFJJ2y7z2xGNZtD9pg1Oh2b7PZxBperW3uS1Tmd2GUyddv+qGfoXS5sY4UbBZlv6+rYEJqoixi+UL/2i8HAxP4UeFwu7H3vPXxx8cX4+aGH4HG7oVCrkZib2+3HqjxqhMXgnVOsUisa+5AA3qkx5D9ToqKgVCkwKCcGABB//m3AoLNP2E4CLD/uISaXC0vZZLdfWF1f3239lH7W6eBhBUWv9CMb71IQKbfb8R2XQifqMoYv1K9t5ipHJ61q1y58NW8eNv3f/yFl4kRc/PbbUCiVfjmWxyNxeFfTB8/MUbFQh3qPJQBMjIz0y3HJK12jQWpoKDJyYiB8fzXqyw3Y/fFiyOOmRGwyGLp9mgSd6OvaWljYhLNfqHY4sLMbqlWcHg/Wc5ptr1Vos+EoK3UpCEgp8WFVFafCEZ0Ehi/UbxXZbCyXPEnVe/fi6+uug7W2Fue/+CIufOMNRA8a5LfjVRwxwmr0Vb2EKJA5KqbxvuzwcMSq1X47NnlNjY5GaLgKA4d4e+tYDm/BL48/jKKffmqxncXtZgNYPyu12bCOFUb9yqpuuMK8xWjkqjm9HKtfKBis0+txhEEg0Ulh+EL91i+seukSp8WC8i1bAABJo0dj+j//iWuWL8eQCy+EEMJvx/V4JI7sajrxGDw6FuqQpgobNtrtGZOjoiCAxsa74dnToIwegF1vLzxh23W8uu5Xn9fUcLpkP3PMZsNhi+WU9sEpgb3fDpMJBpcr0MOgfszocuErrTbQwyDqtRi+UL/kkZLN6zrJ43bj4Ndf4/OLLsLK22+HXa+HEAK5112HkB6Y7lN20ACryfthUx2qQEZubON9SiEwgeFLj4hTqzEiPBzR8aGIHxgGoVAiasKlqN6xHdr9+1tse9RqZSNYP9lpNOLAKZ6EU++0+hSqHo5arVxeug9wS4m1DNEogBbV1HDKK9EpYPhC/dIBiwV6Xj1ql5QSx1avxpdXXomfH3wQ4QMG4OK33kJoTEzHD+4mbpenZdXLmDio1E1vW6MiIhDhpz4zdKKpvsbGDc2OI8fNhlCHYu/7H5ywLafFdD+Xx4Mva2oCPQwKkN0m00mvJsaql75jnV7PpskUEIcsFvZKJDpFDF+oX9rCqpcO6Y8dw+o//hEelwvnvfACrvzsM6RMmNCjYyjap4fd6r3CEhqmRMbIlsEPpxz1rAlRUQhVKJCYHo6IGDWUmkhEjDoHNfsOndB49xejkY13u9mPOh1qnM5AD4MCRAL44SSqX4wuF7bzb16foXO5uFw49TiPlPi0ujrQwyDq9Ri+UL/j8niwkx9ETyClRNmmTdj1xhsAgNghQ3Dpu+9i3jffYOhFF0Eoevbtwml349jephONoafFQ6lqGkOIQoFxXOWoR4UqFBgfGQkhBDJ907/iz/s9kuc/C++6U00sbjdPELqRyeXCci4t3e9tMhi6XPK/0WCAi5USfQormainrdHpUMrpxESnjOEL9Tt5ZjOsvCLfSHo8KPz+eyy55hp8e/PNyP/oIzh8J82pU6dCoVIFZFxH99TD5fD+nMKj1UjLjm5x/9iICIT2cCBEwDTf1KPUYVFQhyogVCGwmd0o21cJz3FVGVzWtvt8U1vL9y2C3ePpUkNryR4hfdIBi4WrNVKPMbpcWMrwn6hb8MyF+h0ug9ukJi8Piy6/HKvuugs2nQ4zHnsM161e3SONdNtjM7tQvL/pBGP4hHgoFC0rKyZHRx//MOoBI8LDEa9WQ6lSYNAI7zQwR00hVt5wEY59/32LbQ9YLKjlNJlTVuVwYC2DLPL5qb6+0z0/8s1maPk72CetYahGPeRrrZZNdom6CcMX6lfsHg/2mM2BHkZAWevqUH/kCAAgIjkZqrAwnPvvf+PaFSsw8tproQwJCfAIgSO76uBxe08uohNCkZzVMgwKVyoxKjw8EEPr94QQjY13B42MgVAA6oRBUITHYvfC91psKwFsYmhwyr6sqWGDTWpU73JhRycvIjC067s2GQzsq0V+V2KzsYqVqBsxfKF+ZY/JBEc//bCi3b8fPz/8MD4++2ys/8c/AADhSUm46osvMOzSSwM2veh4Zr0DZYeauukPn5gAIVpWvUyMjISKU44C5ozoaAgAmnAVBg6Oalx2Wrt3F2ry8lpsu8lggGRwcNIOWizYzd45dJwfO1H1UO90Ym8/v9jQl1ncbjZSJr/7rLoa/AtO1H149kL9Sn+cclS8Zg2W/upXWHzVVTi6YgVGzJ2L6f/8Z6CH1aZD22vRcK4ePzAMCalhJ2zDKUeBlRQSguG+yqPMhmWnx86CUGuw+933W2yrdTpx2Grt6SH2CVJKLOLS0tSKI1Yrimy2drfZwCWJ+zxWNpE/7TAacYh/v4m6FcMX6jdsbjfy+8FVQCklavLy4PR9r/rCQliqqzH1wQcxf80aTP/HPxA3bFiAR9m6ukorqoqafkatVb3EqlQYHnZiIEM960xfABadEIq4lDAoQiMQOeY8HPtuJewGQ4ttNx33NXXOVqOxwxNs6r9+bGfZaY+UnCrQDxyxWlHOFWjID1weD75k+E/U7Ri+UL+xy2Q65eU2pUfCZnbBbHDAbHDA5QyeKUwWrRZ5H36IxXPm4Kurr8aRlSsBALnXX49rV67E2JtvRmgQV4xIKXFgi7bx65QhkYhN0pyw3elRUScEMtTzJkZFQeOb+pXlq36JnjIXab99Ecqwlj16thuN/Xa638lyeTxYotV2vCH1W9uMRhhdrlbvyzObUd/GfdS3MGQjf/hJp2OzbiI/CI4mD0Q9YPtJ9E2QHgltuQXaUgvqKqwwGxyQx51DqkMViEnSIC45DClZkQiPVnfTiDvHZbVi+a23onL7dkBKJObmYvo//oHBs2YBQFA00O2M8sNGGGq9V/AUSoHsiQmtbjcliAOk/kStUGBydDTW6nRIGhSO8Gg1LBgAACg7ZEBmbmzjtjaPB7tMJk4X64KfdTquFEXtckmJtXo9Lkk48b2yK8tRU++22WDAnMRE9kGjbmN2u7G8ri7QwyDqkxi+UL9gdbuxrwtTjlxOD4r361FSoIfN3P7VQ6fdA22pN6A5tL0WMUmhyMyNRXJW5AnLI3cHQ3Exjq5aBZfFgkl33w1VWBjCk5Iw4c47MWT2bMSPGNHtx/Q3l9ODQztqG7/OGhWLsMgTQ6yBISEYpDmxGoYCY0ZMDNbqdBBCIDM3Fvs318BjM2HjP/4N181XYOjFFzVuu9lgYPjSSRZ+8KVOWqvT4aL4eCiaVQPWO53I6wdTbMnL7HZjp8mE0/n+St3k29paLi1N5CcMX6hf2N3JKUdSSpQfNuLQ9lrYra3/4QnRKKFUKyClhMPqblwSuYG+xo49a6oQtr0WwycmIGVw5ClPk9EdO4ajK1bg2KpVqC0oAAAMPP10SCkhhMD5L7xwSvsPtMK8etgt3uc7JEyJwWPjWt2OJ+/BJUOjQYZGg2KbDanDonBoRy2cMhzW0gPY8ebCFuHLfosFBpcL0UGyqlYwW1lXBzM/+FIn6HzLTk/avh24+WbgnXewYcwYNtrtZ9br9QxfqFtoHQ6s6cRqakR0cvgpmLrM6fHgsNWKQpsN1U4nDC4XXFIiRKFAtFKJ5JAQDNZoMCQsDMog6c3RmSlHNosL+euroS2ztLhdHapA6tAoJA2KQEySBip1U2mvlBIWgxO6ahuqikzQllkapyVZTS7sWVOFon065E4bgOiE0E6PV0qJ2v37ETdsGJQhITj41VfY9cYbSB4/HlMffBCDZ81CVHp6p/cXzKwmJ47t1TV+nT0xocVz3NzkqKgeGhV11lkxMfjQZoNKrcCgEdE4tleHqAmXof6HN1C9Zw8GjB0LwNsAdIvBgPPj4wM84uBW73S220iV6HiHly/HpN/9DrBYIC+9FJVvvAFMmhToYVEPOmCxQOtwILGXTDOm4LVEqz3l/ohE1DaGL9QpUkrss1iwXq/HXpMJzk68MWsUCpwWGYkZMTEY5luWNhA6M+WovsqKnT9UwGlvaugSGq7E0NPikTYsGgpl6yGSEAIRMSGIiAlB2vBo2K0ulBToUbxf37gvfY0dm78pwZBx8RgyLq7NqUjS40H1nj04tmoVjq1aBWNpKS56800MmjEDo2+8EaPmz0dEcvJJPgvB68BWbWP1UFR8KFKHtR6wDA0L4wfLIDQ5OhqLampg83iQMTIWhXk6RI45H7p1H2DnW+/iggX/adx2M8OXDi2tre3U+ysRAGRv3oyrbr8d8K2KJSwW3HjLLdC/9hoOTp3apX1J3+uODc17Hwlgo8GAyxMTAz0U6sWKbTZsMxoDPQyiPo3hC3Vop9GIpbW1XV7O0ObxYLPBgM0GA7I0GlyemIhRERF+GmXb9pjN7ab4ZYcMyN9Y3aKRbmZuDIZNaLsCoy2hYSoMG5+AzFGxOLq7HkX7dJAeQErgyK461JSYMe6cFIRHtexnYiwtxdL582GuqoJCrUbatGkYf/vtSBozBgAQnpTUpXH0FtoyM6oKm4KxkVMS2/zgz0a7wSm0WeNdTYQKKYMjUXEUiBxzPop/WAFLdTXCB3gb8ZbY7aiw2zEwtPNVYP1Jud2OTWyUSp2UvXkz7rr9doQetxx5qM2Gu267Hf967EVsHX4a7BYXnHY3nHYPnA4PXA7vvz0eCY9bQnokPB7Z+DdQKACFQkAoBIQAlCoFVCEKqEMUUIUooQ5RQK1RQBOuQmi4yvv/CO//27pQQf63Ua/HZQkJDM/opC2uqQGjfyL/YvhCbapyOPBhVRUOWiwdb9yBQpsNC0pLMToiAtcPGNCjFQzb20nxC/N1LZY3DtEoMfbsZCQMPLVKHXWIEiNOT0R6djTy1ldDV+39cGyotWPjV8eQElWMup1rETFgACbedRciU1ORNm0a0s44Axlnnx3US0J3F7fLg/2bmp771KFRiEsJa3VbpRCYxClHQWumr/EuAGSOikXFUROiJl4GoQ6FwwE0/236xWDAlX00TDxV/OBLnTV4zUb84e47EWr3/m1xAagAUA8gHUC83YZb/3Y3fpoyBweTsgAhIISACAlHyIDBUIbHQHrcgFCccLIuPYDbIwHfq9Fp9wCd7N+riVQhIlqN8OgQRMSoERGjRlRcKELD+XHT3+pdLuy3WJAbgItc1PsVmM3Y3w2f94moffxrSK36qb4eX9bUdHv5e57ZjMeKinB1UhJmxsZ2675bY/d42pxydGxvPQ5ua1phJzIuBBPOH9jqKjsnKyImBJMvSkNhvg57vvwBpryfYD38C47aTFCGhiHnmqsBAEKhwNlPP91tx+0NjuXpYDF6l9JVhSiQfXrrS0sDwOiICEQolT01NOqidI0GQ8PCcMRqRUyiBnEpGtQjFXEzb0J1pQKxzdoTbTEacUVi2xVO/dUhiwV7uUINHUdKCZvZBUOtHfoaC7QHCjGioAAvfPU8jrnsuBlAKbzBS0Px5vsAbgRQ5HZg48ZPT9hn0pxHED58KmyFu1C9+AmoopOgik6CMioJ6vhURIw6B6rokwtIbSYXbCYXasutLW4PCVMiOj4U0QmhiEoIRUxiaLf+rSWvDXo9wxc6KV9ptR1vRESnjOELtWD3ePBuZSV2+HHOp8PjwcdVVSiwWPCb5GRo/HhSvaeN/jTFBfoWwUtssgYTz0+FKqRr04za47LbUf7LLxg0YwYGj4nDoXe2oubwLwgbNhnh2WdCk3UaonIS4XHLfleqbTE4cWxPU1PR4RMTEBrW9tsRpxwFv3NiY3HE6j3hysqNRX1lJaSUKFj2A0LNqcicOQMAUOt04rDViuEB7AMVjBbzgy/BG7aYdA7UV9lQW2ZAxeYtMB7Ng72sAPbyAkiHFReGhiPcZUcigCgAs+GtdkkDkAjgdN++JgHIB1ATm4BHHlsApQqA04r4YUMRkZwIQ6ELR8J/BUtlBcxVlTCV74Eu73ucffcViB8xBIeXfYP8999DQu4YxOWMRnR2LsIGDILLCThsbtgtLtgsLu//zS7vCoFtXK9xWN3QlllaNLTXRKgQl6xBXHIY4pI1iIgNYSh7inabTLC43QjnxQrqgl1GIwqPm75IRP7B8IUa1TudeLmsDKVd7O1ysnYYjaiw23FXWprfpiHtaGWVo+oiE/Zvrmn8Oi4lDBPOH9jl/i6tcdntKF2/HkdXrkTRjz/CaTZjzldfIXHkSJz194cgH/sn8jfWNV4VrDhihM3kxGnnDkSIpn98WJJSYt+m6sYmu9GJoRiU3Xa4EqZQYCyv5AW9CVFRiKmpgd7lQtKgCIRHqWE2OFD7/UJs3ByCjLOmN55YbTEaGb40s9NoxFGrteMNqU+ympzQlllQU2JG1d79cBiN0AwaDelyoOzTxyFdTqiTMhEx6hyEpgzDfoUKlu/+hySXHavb2W84gKEaDVa8+Dxyp0488f4xOUgZk9PiNofJBJVGA4VKgbCYKGhiY3Bs5TIc/PIzAEBIdDSuX70aoTFxsBsMCIlMgFB4/3Z63BIWoxMWvQNmgxNmvRNmnQPGejvcrhNTGZvZhYqjJlQc9f6dVocqkJAajsQ073+cqtR1Timx1Wjskcpi6huklPi6trbjDYmoWwT0L5sQYiGASwFUSylHt3K/APBfABcDsAC4SUq5o2dH2T9UORx4oaQE9S5Xjx63wuHA08XF+GN6OjI1mm7dt9PjQf5xZfy6Ght2r6lqvDoXnRjabcFL1a5dWP6738FpNiM0JgZDLroIQy64APHDhgEANHFxAIAJs1Kxf3MNSg8YAAD1VTb88m0pJl2Q2i/KsEsPGppK0gWQOy0Joo0VoABgYlQU1Iruq0gi/1AKgbNiYvBNbS2EQiAjNwYFv2gRNely1K18CRVbtiB1yhQA3j5M1yYlQcWfKzxSYgmrXvoVj1uirtIKbZkZNSVm1O/Pg7lgHSwHNsJtrIF6wBCk3rwAQhWC5BuegSYpDbFp8YhOCG3879Wrx+KuO05sttucXaPBy11c9SgkMrLx35nnnovMc8+Fx+2G7uhRVO/ZA93hwwiNiQEArHv0UZRt3ozUKVOQNm0aMs4+G5EpKYiMbXkxRXokzAYnjHV2GGrtMGjt0GttJwQyTrsHlcdMqDzmDWOi4kOQkBqOARkRiB2gYVVMJ23U6xm+UKdtNRq7vKAGEZ28QF9WeBfAy/BOUW7NRQCG+/6bAuBV3/+pG5Xb7fhPSQmMbndAjm90u/GfkhLclZbWrVfD881m2D1NSxjZrS7s+rGiseIiLEp9SsGL7tgxHPr6a0SlpyPn6quRMGIEhl16KbLOPx9pU6dCoW49SFEoBHKnJSE8St049clicPoCmLQTPrj2JVaTEwe2Np1oZo2KRUxi+6HbVE456jVmxsZiRV0dXFIibXg0Du+sQ0Tu2dCteQ/b33i3MXwxu93It1gwrtmJXn+1Qa9HpcMR6GGQn7ldHmhLLagqMqGmxAKX0/u3SfvtizDnfQ8oVQgbPBHh029AdM4kJGZG+KbjpCMqPhSK4wLqg9Om4uXXXmt1tSPg5IKXtiiUSsQPH4744cNb3D704ouh0mhQtnkzjn33HQBgyMUX4/z//KfFdkIhEBkbgsjYEAwc4m2c7vFIGGvtqK+2ob7SCl21DQ5by88gxjoHjHUOFObpEBKmRHJmBJIzIxGXEnbC80FNCm02VNrtSOGqctQBj5T4hlUvRD0qoOGLlHKtECKrnU2uAPC+lFIC2CyEiBVCDJRSVvTMCPu+KocDL5SWBix4aWDzeLCgrAx/TEtDdjcFMM2nHHk8Ert/roLd4v0+1aEKTJw9sN0+I61xOxw4unIl9n3yCap27oRQKDDyuusAAKqwMMx47LFO7UcIgcFj4hAWpcaeNZWQHsBucWPL8lJMnJWKmKTurQIKBlJK7NtYA7fTG36FR6sxbHx8u49JUKsxLKz1FZAo+ESpVJgcHY2Nej1UagUGjYjGsb0eRI67ABUbv4ShtBTR6d7uu1sMhn4fvjg9HizjB98+y+3yoLrYjMpCE7SlFrgsZpj3r4Fpz2okXfkwVNGJiBx9LsIGj0P69JlIHjYACWnhiIhRd6rK4+BUbwBzzx13QNVs2porLAwvv/pqtwQv7Rk8ezYGz54NKSV0R46g6KefGlfqczsc+PKqqzDw9NMx9MILkXL66VA060OiUAjEJGkQk6RB1qhYSClhrHdAW2pBbZkF9dXWxqWvAW/PmJICA0oKDFCHKjAgI6JxhTxWxJxok8GAq7iqHHVgs8GAaob/RD0q0JUvHUkDUNLs61LfbSeEL0KI3wP4PQBkZGT0yOB6O53TiRdLS2Ho4alGbXF4PHi5rAx/Sk/HkFM84XZL2WLlkEPba1Ff2fThdOzMZEREd73C5Mf778exVasQk5mJKQ88gGGXXoqI5OSTHmdKViTUIanY+UMF3C4Jp92DrSvLMP78gae83HWwKTtkbNFscfT0AVCq2q86mhodzQ/Wvcx5sbHYqNcDADJGxqIwT4eo8ZfAUrAOVfuONYYvu00m2NxuvzbcDnY/1NdDFyTvv9Q9pJSoq7Ci/IgRVUUmuJ0S9srDMG5fBsuBdZBOO9RJWVB59MjIHYqk2RcgLjmsw/fCthycOhVVixcjbe5cwGIBwsNh//prHMnIALp5tcK2CCEQN2wY4nxTbAHAbjAgbuhQHPr6a+z/9FOEJSZi8OzZGP2rXyF2yJBW9xEdH4ro+FAMGRsHl9ODugorakrMqC42t6iKcdo9KDtkRNkhIzQRKgwcGoXUoVF9umq0q34xGHAlV5WjdrilxLcM/4l6XLCHL50mpXwDwBsAMGnSpJ75xNGL2dxuLCgrQ53TGeihtGD3ePBSWRkeGDQIqadQMnvAYoHFV82jLbOgME/XeN/Q8fFITOtcA9fq3bux6623cOYjjyAiORljb74ZI6+9FmnTpjU2GTxVCanhmHRhGnasLofT7oHbJbFjdQXGzkxGcmbfqAww6x0o+KWpyXFGbgzikjsO2DjlqPdJ12gwMjwc+y0WaCJUSBkciYqjQOrv34Q1NKpxO6eU2GkyYZqvf0R/Y3G78V19fccbUq9g0jlQftiAiqMm2MxNgZrbXI/K9/8MoQ5FzPjzMPSyORh2ziREJ4R2y4lxSkgI0i68EFi2DLj5ZuCddxBxzjkYX16ObX5ctbAj4YmJmLVgAZwWC0rWrsWRFStwYPFiDLv0UgDeabt2nQ4DTjut1edBpfZWtwzIiEDuNIn6ahuqCk2oLjLDZml6fm1mF47tqcexPfWITgxF+vBoDBwa1S193HqzepcLBRYLRrJZPbVho14PbZCdAxD1B8EevpQBGNTs63TfbXQKpJR4s6ICZUHaYMvidmNBaSkeyshAbBt9Uzqy0zflyGF3I299VePtiWnhGDourt3HSilRun49dr35Jiq2bEFoTAzqjxxBRHIyksePP6nxdCQ2SYPJF6dj23dlsFvc8Lgldv9UiVHTByBtWO8OIDxuiT1rqhqbK0bEqDF8QkKHjxsaFoYBfloFi/xrdnw89lu8VU6Zo2JRcdQEIQQqDtcjOcmE5FzvFfJfDIZ+G76sqKtrDIipd/K4JaqKTCg5YGisrPTYzTDtXgVnbQkSLrobUQMHYNz9z2D4BWcgPr3j972uOqPh9+ecc4DCwsbbZ8bGBjR8aaAOD8eQCy/EkAsvhNNshspX1Zr/0UfI//BDRGdmYvjll2P45ZcjetCgVvchFALxKWGITwlDzpRE6GtsKD9iQuUxI5z2prlJBq0d+7Q1OLBVi9ShUUjPiUF0fP/te7LZYGD4Qq1yS4kVdXWBHgZRvxTs4ctSAHcJIT6Ft9Gunv1eTt1irRZ5x60CFGzqXS68XFaGBzIyENrFChMpJXb5wpf9m2oa+7yEaJQYPWNAu1cb3Q4Hlt5wA2ry8hA+YACmPvggcubNa7EChL9ExoZgysXp2PZdOSxGJ6QE8tZVw2X3IHNUrN+P7y+HttfCUOsN+oQCGDszpVNXJaex6qXXyo2IQHpoKErtdsQkahCXEob6SiuqFz+FVR9U4lc/fgehUOCA1QqDy4VoVbD/Kepe9U4nfmLVS69lMTpRekCPskPGxukwbosexm1LYdixDNJuRsyI0zBpVhLi06IhRKZfxqEQos33yezwcAwMCUFFEPVzUDcLAk7/05+QOHIkDi1diu0vvYTtL72EzHPPxQWvvNLuPoQQiB0QhtgBYciZnAhtqRnlR4yoLjE39ohxuyRKDhhQcsCA2CQN0nOiMXBwFBTK/jUFZ6fJhBs8ni5/hqK+b6Nej1pWvRAFRKCXmv4EwNkAEoUQpQD+AUANAFLK1wAsh3eZ6cPwLjV9c2BG2nfsMBqxqpek3SV2OxZWVOD21NQulWcftdlgcLlQcdTYuGQlAIw6I6nNBru6o0cRO2QIlCEhSDvjDIy8/noMv+wyKHu48iIsSo3JF6dh26pymOq9H5oLtmjhdLgx9LT4Xjd/u7rEjMJ8XePX2ZMSEZ3Q8ZVItRCYFBXV4XYUvC6Mj8dbFd6sfMjYOGyvtCIidya03/wbR39Yg6GzzoFHSmw1GnFeXPvVaH3N0tpaOHuoHwd1j4ZeLoX5OmhLLS3usxbuQs3iJyCdNqROPw+T774DA8aO9vuYRkdEtBtcnhUbi8+qq/0+jpMREhmJEXPnYsTcuTCWleHwN9+g4TdCSomNTz6JQWedhfQzz2zRqLc5hVJgQGYkBmRGwmF3o+KIESUFepj1TSeVuhobdDU2HNxWi8yRMUgfEYMQTf/oM2X3eLDTaMTUflpdSK1j1QtRYAV6taPrO7hfAvhDDw2nz6t2OPBeZWWgh9Elu0wmLKutxWWJiV16jMPmxv7NTT1G0oZHYUAr/VPqjxzBL88+i+K1azFn8WIkjhyJyX/+c7eM/WSFhqsw+aI07Pi+Arpq7xKiR3bVw2n3IGdK72mgZ9Y7sHdNyylfmbmd+xB4WmQkwvpxI9a+YGJUFL7WalHjdCIhNQzRCaGQI86E8qeF2PHGOxg66xwA3qlH/Sl8KbfbscnXkJiCn8ctUXHUiMJ8XWMgDgAugxZuiw4xQ3KQMft0RFkvxPhbf3fCcsz+dGYH1YHToqPxlVYLh8fT7naBFpWWhvG33974tbmiAke+/Rb5H36IiJQUjJgzByPmzEGUr1l3a0JClcjMjUXGyBjUV9lQckCPqkJTYzWMw+rGoR11OLqnHqnDopE5Kuakmu73Nr8wfKHjbDYYWPVCFECsRewnXB4P3qqogC3IP4S15tvaWuxttmx0R3aZTDiwVds4F1wToULO5JZLLjpMJmx+5hksuuIKVO7Ygcl//jNis7K6c9inRB2qxMTZqUhIa1rxqHi/HnnrquHxBP8Vc5fDg50/VMDlbPoZjDkrudPBUX/tA9KXKITABfHepcSFEBg8Ng5CqUbU+EtQv3cLagoOAgCKbDZUBdHUCH/7SqtF8P8Gk8PuxtHddVj7RSHy1lc3Bi9uix51P7yJ8jdvhW3zm5gxLxMjz8zEec8+3aPBS5RSiTEdTIcNUypxei+sIIxMTcX8NWtw/n//i/jhw7Hj1VfxyaxZKN+8ucPHCuHtDzNuZgpmXpOF4RPjERreFOS7XRIlBXqs/7IYO3+ogEFr8+e3EnAFFgv0XFGNfDxSYgVXOCIKqP410b4fW1pbiyJb7/yQIQEsrKzEI5mZSOigAW+53Y79hTqUH25qNJg7LQmqkKac0eN0YvGcOTCUlGDE3LmYfO+9CEvo/kaIp0qlVmDCeQOxZ20Vqgq94VP5ESOcDg/GnZ180kuT+pv0SOxZW9VY+q1QCow/N6XTpd5xKhVyw/vWMtv91bToaHxbW4t6lwvJmRGIiFHDfdqF0G38FLs+XIJZT/wFgLf65fIuVLf1VoctFuzpQpBMPc9ucaEwX4eSAn1jk3DA20jXuG0JjNuWwOOwY/iVV2LiH/4AhSIwlYhToqOh7ESYPTM2Fht6YaWVMiQEQy64AEMuuACm8nIcXLoUyRMmAPA26zUUF2PE1Ve3G3iFhqkwZGw8skbFofKYt3rJWNcU9FYXe5exTkoPx5DT4hGbpPH799XTPFJiq8GA831BOPVvWwwG1LDqhSigGL70A4csll7T56UtFrcbb5SX4y8ZGe1+4NyqM2DfpqbpRslZkUga5G3yZ6uvR2hsLBRqNSbceSdihwzBgLFj/T72U6FQCoybmYx9IQqUHjQAAGpKzNi+ugITzhvYIlQKBlJK7N9cg5qSpobOo84cgOjEzn+onRod3WumVlH7VAoFLkpIwMdVVd7qlzFxyNM7kXrzAihTM+F2eaBUKfpN+PKlVhvoIVAbbGYXju2tR+lBAzzulrVJoWFKKPW7UbL+Ewy+4AKcfs89iB0yJEAj9Tqzk9WBmRoNsjQaFPbSiy+AtxJmQrNpSYaSEuR//DH2vvceBowbh5x58zD04ouhbiO0VygFUod5l6BurW9PTakFNaUWJKSGYehp8YhLDvP799STfjEaGb4QpJRY3svPBYj6guA6c6NuZ/d48G5lZZ8ocy+02bCkg5OX99Yeg8XgTfVVIQqMnJLoDQQ+/xyfnH8+jq5cCQDIvvLKoA9eGgiFQO4ZScgaHdt4W32lFVtWlMJqCq4rGEf31KPkgKHx66zRsUgd2rWy9zM45ahPOTM6GnG+pqADh0ZBE6GCOmEQnHYPSvZ7V/zROp04arUGcph+t9No7PPfY29kMTqRv6EaaxcVoni/vjF4kR43nId/QJxzG86al4Uz/3A95ixejFn//W/Ag5csjQapoZ1fQnlmbKz/BhMA0x56CPPXrMHUBx+Ew2TC2kcewc9//WuHjxNCICE1HBNnpeKMKwYhJavltK3aciu2LC/D1pVl0NX03rDqeMU2Gyrs9kAPgwJsh8nUr6b4EgUrhi993Fc1NdD2oRLD1XV12N/GMtn51Qbs2tUUzmRPTIDbXI8Vt9yCdY8+iqTRo5E02v8rUPiDEAIjTk/E8IlN06OMdQ5sXlYaNB8Si/J1OLyj6arKwCGRyJ7Utelcw8PCMKCHV5gi/1IpFLjEN61PoRCNIaJp7/f46bar4bB4A4nNBkNbu+j1PFLiK1a9BBWb2YX8DdVY/2URSg8aGhuzAoCiLh+6Rfej/MsXoNu7AQqlgEKtRmJubuAG3ExXA+rTo6IQ3scamIfFx2PszTdj3rJluPyjj3DaLbcAAIxlZfjmxhtxeNkyuNs50YyKD8W4c1Jw5lUZGDgkEmhWbFlXYcUvy0qx88cKmHR942R1i9HY8UbUpy1nrxeioMDwpQ87YrXiZ50u0MPoVhLAO5WVMLvdTTf+9BOQlYUv/v1B41XL6MRQQLsXX155JSq2b8f0f/wDl7zzDqIHDQrMwLvJkLFxGHXmADTMynFY3di6ogwVRwP7waowrx4FW5pOLuMHhmH09M432G3Q2VJ66l3OjIlpDNXSs6MRolFCFZsCZ10Ftr31KQBgm9EIVy9sCN4Z6/V6XnEMEg6bGwVbtFjXELo0KwvVoAa2n5/GsTcfhHRacf6LL2LWggWBG2wr1EJ0uYmuWqHAtA5WRuqthBBImTgRSWPGAABMFRUwVVbix/vvx0dnn41fnn8ehtLSNh8fGRuCsTNTMP2qDKQOi0LzP1nVRWZsWFKMvPVVQVdl2lVb+nC4TR3bazKhlNVPREGB4Usf5ZYSH1ZV9YnpRsfTu1z4sMq3hPFPPwGXXgoUFeEvL9yHaUV7AAA5kxPhNJmgiY/HVV98gdzrr4dQ9I2Xe3p2NCZdkAp1qPf78bgl9qypwv5fak7oVeBvUkoc3lWHA1ubrqjEDtBg/LkDoVB2LXjRKBSY2AtX5qCOKYTA5b7qF6VKgczcGISmj0LIwGwc+PR9uJwumN1u5FssHeyp97F7PPiGVxwDzuXw4PDOWqz9ohBF+boW75VxKWGYdEEqhgx3oy5/F6Y88ACuWb4cQy68MOj6T50WGXlSVSx9bepRWwZOmoTrvvsOF735JlImTMCet9/G5xddBHsH4UNETAjGzEjGmVdltJyOJIGyQ0asX1yMA1u0cNrdbe8kiGmdThzhtMd+awV7vRAFjb5xNkonWF1Xh/I+nHLvMBqxf9kyb/DiO2ELd9nx1Bf/RO7+rxCXHIYhF16IuYsX9+jynz0lfmA4plyajoiYptWfivfp8cu3pY09b/zN45bIW1eNIzub/qjHJmswcXbqSTUCnhwdjZA+EpDRiSZFRWGQr0/FoJwYqEOViJ4yF866Cuz66BsAwKZeuCpLR1bV1cHApV4DxuOWKMyrx9pFhTiyq77FCkZRMQJR9augOvY1ElLDMWj6dMz/6SeM+93voAzS6Y8nWx2YHBKCnH6yipxQKDBoxgzMfvllXP/jjzjnmWcQ6qv8+fGBB7D9f/+DueECznEiYkIw7pwUTL0sHQmpTY13PW6Jwnwd1n1ZhOICPTye3ndpi9Uv/dMhi4XBG1EQ4ZlOH1TndOLbPp5yZ2/ejKHz5jUGLwCwHcBZbgc2Ln0bg374AQCg6GBp6t4sIjoEUy5Jx4CMiMbbDLV2bPy6GMX7dZDSfx8OrSYntq4oQ/mRpulOCalhmDgrFSr1yb2tTOeUoz5NCIGrk5IAAOpQJTJzYxE+fCpUcQOx74N34PFI7DWbYXH3zivLrdG7XFhVXx/oYfRLUkpUHjNh/eIiHNhaC6e9aUpbRGwIUsIPouiV25D3xgLUFhQ0vl+GBHH1XbxafUoBSn+pfmkuMiUFQy++GADgstthq6vD9pdewsfnnovV99yDiq1bW/1bGZOowaQL0jDpglTEJDY1N3baPdi/qQabvi6Btqx3VeptNxrh8ePnAgpOrHohCi4MX/qgL2pq4OijvRMAb/By1+23I6TZ0pkfA5gO7wv6RwAP3HcfsjdvDtAIe446VInTzk1BzuRECN9vs9slsX+zFluWl8FY373VT1JKVBw1YuPXJS0a/aYNj8aEUwhe0kNDkanp/HLU1DvlRERgTIQ3LMwcFQO1Ro342X9A3Kw/oOKIES4psbUPNYb8Wqvt0+/FwUpXY8OW5WXY/XMlrKamqqOwSBWGZLtg+u4p/PKPP0Ol0eDihQsxa8GCoJte1Jqp0dGnNM7TIiMR41t5rD9ShYbi4rffxrXffYcxv/41yjdvxjc33oiDixe3+ZiEVG+V6bizU6CJbHruTDoHtq8qx47vy2HW945+Tka3G/v74NROaluJzYb8NhapIKLAYPjSxxywWLCjD528HK8heAltFrw8DmA+gMkAtgKYACDUZsNdt9/eLwIYIQQyR8ViysUtpyHpqm3Y+HVJtzULbPiwuWdNFVwOj+/YQPakBIw6MwkKxcmfFMxg1Uu/MW/AACiFgDpEiaxRsQjLOg0hyUNxZHc9PB7ZZ6Yeldps2NhHvpfewmpyYs+aSvyyrBS66qa/EepQBXKmJGL6nEwkJqtQtXMnpv7lL5j71VdIP+OMAI648wS8y7afCoUQrDAEEJOZiakPPoj5P/+MGY8/jqxZswAAR5Yvx+bnnoPxuAa9QgikDI7E9KsyMHxiPJSqpr91NSUWbPiqGAe3aeFyBn/QyqlH/ct3rHohCjoMX/oQj5T4vLo60MPwq5sefrhF8AIATgC/AbAawIBmt4fabLjp4Yd7cHSBFZOkwbTLB2HI2LimFRt8zQLXfVmEPWsqoau2dmk6kpQSeq0Nu3+uxIavilFb3jRvWBOpwuSL0zB4TNwpXY0NUSgwpY+uxEEnSg4JwTm+6Q8ZuTFQhSjgMmpR8snTOPDDThyz2VDZB/pVLaqp6ZMNz4ORy+nBoe21WL+4GBVHTY23CwWQOSoWmQlHUfHN61AoBeKGDcMNP/2Esb/9ba+aljo8PByJ3dCHZkZMDBS9oMqnJ6jCwjDymmsa+8HUHjiAve++i09nz8Z3f/gDyjZtavH3UqlSYMjYeMyYm4m04U3T06QEju3VYcNXxaguMp1wnGCyy2SCk9V4/YLW4cB2U3C/Hon6I4YvfchGvb7PLyX37lNPwa7RwAwg33fb4wDeAXD8x1K7RoN3n3qqR8cXaEqVAsMnJmDa5YOQkNbUG0B6gIqjJvzybRnWLSpCwS81qCo0wWpyQjZrHCilhN3qgrbMgkPba7FhSQk2f1OKymPN/oALIGNkDM64YhBiB4ThVE2KikLYSazeQb3XZQkJiFapGqtfhCoUlkObseuN1+HxSGzs5Vdn95pMLO/vAQ19XTYsLsbRPfUtVjAakBmBsZMVKFz4CH645y4Ur10Lh+9ERN0LG8+e0U0BdZxajbERER1v2A9NvvdeXP/99xh3yy2o3L4d3958M368774TtgsNV2H09GRMuywdsclN02VtZhd2/liJHd+Xw2oMzqWpbR4P9nIaSr+wur6ePX6IgpDwZ1POQJk0aZLctm1boIfRo+weDx45dqxfrKox6Icf8O1dd+GYlDgCoLWPkXaNBi+/9hoOTp3a08MLKrUVFhzeWQddla3tjQSg9q1O5HbJdperTkwLx/CJCYhOCG1zm656MCMDQ8JOPcSh3uUXgwELKyrgcniw5otC1KxaCMMvX+KsVz7D1NkT8H9DhvTKK/QeKfFYYSEqHb2jD0RvZdI5sH9zDeoqWq7iEZ0QimHjolD8zYfY9cYbECoVJv7hDxh9441Bu4JRRzQKBZ4dOhSh3bQa3D6zGf89bmoNteSy23Hk22+hiYtD5jnnwG4wYOerryJ3/nxEp6c3bielRPlhIw5s1bZo6qxQCgwdF4es0XFQKIPrfWxCVBRuS00N9DDIj0wuFx46ehTOPniOd7w3cnK2SyknBXocRJ3Vfzuv9TGr+8lypjadDv995RXUCQU+FAIRnhO/ZwYvTRIGhiNhYDgMWhuKC/SoKjSfOC9dosWHxuMpVQIDMiORmRuDmMTubYqbHhrK4KWfmhIdjY16PQpgQdboWNjrr4RxxzfY9frryJ75MvLNZoyJjAz0MLvsZ52OwYsfuZweHNlVh6J8HZqfV4RolMielIDUYVGw1dcj74MPkHX++Zj64IOISE4O3IC7wcSoqG4LXgBgZHg4BoSEoJqv0zapQkMxYs6cxq+rduzA3g8+wN733sPg2bMx9uabMWDcOAghkDY8GkkZETi0vRalB7xVex63xKEddSg/YsSoMwcgLjl4/s7tNZlgc7uhYcVpn/WzTtcvghei3ojTjvoAYz9ZztRaV4dlv/kN6g4dQuLcR7D0msdhUbWswHCHhTF4aUV0ogajpyfjnOsHY+LsgcgaHYu4lDCoQ098C1CFKBCdEIpBOTEYd04Kzr5uMMaeldztwQvQP5c+pSbzk5OhFgKZubHQxMcj6rSLYdjzEwp+zsOGXtis1ux245va2kAPo09qWGlt/eIiFOY1C1580yDHTVag9Os3ACkRFh+Ped9+i/P+859eH7wAwJnd3CRXCIGz2Hi3SzLOPhvXf/89xv72tyjdsAFLrr0WS3/1K7is3sqrkFAlRp0xAFMuSUdUfFOFlVnvxJblZdi/uSZoGvI6pcQu9gLps5weD37S6QI9DCJqAytf+oAVdXWw94MGajteeQX6wkIMv+0J2MJzsQnAM3c/h8deewiwWIDwcCi++QbOoUMBWzvTbPoxhVIgMS0CiWlNk7U8Hgnn/7N333FS1df/x1+faTs7s713eu9FmoJiL2CPPUYTY4wak6jp0XRTfymmGVM05ZtoYmzB3hsCUpTepC6wsLts7zvz+f2xCwsIbGFnp+z7+XjwkJm9985Bhpl7zz2fc5oCGGNwOAwuT9/kZL0OB9MSEzvfUGJWlsfD/IwMHi8tZfD4VBrLL8XaIMUfNrOsopqa7GwSo2g07lNlZdQHAuEOI+bUVTWz9t2PLjFKyfYyfFISWx7/O088+CDG6WTY/PmkjRiBLyMjTNH2rmyPhyEhqA6clZzMU2VlujveDQk5OUy/+24m3XILGx5/nPL163G1/90Uv/MOOZMnk5IVz4z5hexcX8WmZeUEWtv+/+5YV8W+nXWMmZVFRn74ew69V1PDDCXgYtLC6mpq9T0kErGi56xWjqqipYU3+kmGe/rdd5M/93w2bOxoPHjJ56+DeWPhxhvhoYcwc+dyXWMjP9ixQ43GusjhMMTF9/1HwfSkJJU9C2elprKspobAyGS2r83EecanscCW1RUszKvmnLS0cIfYJcWNjbwVhdU6kSwYsGxdXcGWDw5vpuuJdzJiajotO5fx/PX3UbNzJ4PPO48ZX/kKCTk5YYy49/VWo90j+Z1OTmpf+ifd40lIYNz11x98XF9aynOf+Qwev5/RV1/NmGuvZcDoTLKK/KxdWErZrrbm2421rSx7cTd5QxMZOS0Dd1z4vv/W1ddTFwjg13dwTLHW8nI/qIQXiWZadhTlnikvpzWGkwzNNTW8ec89NFZW4vJ6qWzKPfizUUNSmFiUCnPnwrZtbf8FCrxeztByloh3mv6OBHAYww05OcS5nQyd3JZoadyxkg/+8jAv7Snv1mj0cHpk3z4lfHtRxd4G3n16J5uX7+9IvJi28eSnXFpEzoB43v3hD3G4XJz/l79w5i9+EXOJF4cxzAhR8gX0Gdxb4jMymP/Xv5J70kms+MMf+NcZZ/D2d7+Lbahk8lm5jJudddgS392ba3j7iR3sDeNY6oC1LK+pCdvrS2h8UFurXk4iEU7JlyhW1tzMO1E+kvV4WhsaeP6WW9jwxBOUr1tHzf4m9m7vGJF489zBx9x3fkYGqVG0XKG/GRYfT15c701MkuiWFxfHRRkZ5A1OJCHFQ/2Gdyh/5SHeeHYFG6JgZPPi6mo2NTR0vqF0qqU5wNp397Hk2V3UVnZcRCSlxzHt7Cxa1i7ABJpxuN2c98c/cvlTT1Ewa1YYIw6d0T4fKW53yI4/wOtloLf3e3n1N8YYcqZM4ezf/IYrn3uOYRddxMYnniDQ3Nz2s4E+Tr6kiJyBHQ3EmxsCvP9qCave3EtLU3iWiCxV8iXmvKSqF5GIp+RLFHt2//6YvdMaaG7mxdtvZ++KFZz+05+SP3MmH37Q8aWSXeRn3uBjN1KMczi4KiurL0KVHpibmhruECTCnJWaysgEP8OnppM04wqMw8G6vz7Ak9v3hTu042oMBHistDTcYUQ9ay0l22p55/Ed7FzfcVPB6TKMnJZBftIWXrjhchb9+Mdse/llAJIHDIja8dFd0duNdo9G1S+9K3ngQOZ873tc9+abJObnA/DCrbfy1te/REFuJRNPzyEuvmOpz+4Pa1j45E7Kd/d9knlDfX2/mJLZX2xraGCzbgKIRDwlX6JUWXMz78Zo1YsNBnn9q1+l+J13mP297zHkvPOoqWhi77aOEt1zZubj7mT05sTERMZH4ajaWJficjFJfy9yBGMMN+bkMGBAIplD80mcciF1a17nn/96naoIvkB4sqxMFzAnqKG2hRWvlPDBayU0NXRUAWQW+Jgw3cmG33+T52/5DMbp5Py//IWh8+eHMdq+keB0Mt7v73zDEzQ1MVF9P0LA095MPhgIkD5iBDvffJP/XnwxK354N8OHVpI7pKPZfGN9K0tf2M26RaUEWvtueIIFlqn6JWao6kUkOij5EqWej+Gql4bycvatXMm0u+5i5GWXAbDl/Y4vlcxCP2cNyuzSsa7KysLTSZJG+tapKSk4jAl3GBKBUt1uPpGTw/CpGSTNuBxHnI/NjzzAQ6t2hDu0o9re2Mjr/aTheShYa9m5vop3ntxB6c6OJaWeeCcTTsth0pm5vPeT71P8zjtMu+uumF5idKTpSUm4+uC7y+1wcIqm3oSMw+lk2l13cc2rrzL1jjvYu2IFC667mviqJUyYm3NYL5gd66pY+NROKkv7blqjlh7Fhv0tLSzX+HCRqKCmGFGooqUlZqteAHyZmVz2xBO426sjaiubKTmk6mXoxFTGdfGOYLrbzflpaTxZVhaSWKV7XMYwWyf6chwTExO5ZHgO20dXUj/n49jWFh566UNuHT8QjzNyEqlBa/l7SQmxmQIPvfqaFta8s+8j46MLhifha1pLos+HMQmcfM89OD0eEnJzj3Gk2NQXS44OmJOczIv79+u9HEJxyclMvvVWxl5/PWv/9S8GzJ2LJyGB1pINbN/cQm1L22j0+uoWFj9TzODxqQyZmIbDEdobFR82NFDR0kJqCHsLSei9WlERszdkRWJN5JzJSpe9WFERkxOOtr/6Km/eey/BlhY8iYmY9uqID9/ff3CbzEIf4wpSutWE8Oy0NHJjuC9ANJmWlESiGiFLJy7PzOSMk/NIPmk+SdMuoWp/Mz97e1O4wzrMyxUV7GxqCncYUcday451lSx8csdhiRd/spsxkw27HvkeL916Cyv/8hegra9Lf0u8DPB6ye/DhuQZHg/jtBS0T3gSEpj46U/jaf//vfQXP2HtfZ+kdcnvCNaUtG1kYcsHFSx5tpj6mpaQxqOlR9GvMRDgbY2MF4kaSr5EmdrW1pj8kC1dtYpX7rqLsjVrCLR0nGzUVjZTsrWj6mXIxLRur4N3GsPV2cduzit9RyPApStcDgd3Dh/IiAlp2GCA2tWv8Ps/P05VQ2gvRLpqX3MzT6uartvqq1t47/ldrFtURqD1kPHRI3zE73mGFz5xGcVvv820O+9k2l13hTfYMArHMqC5+mwOi3N+/3vG3XADJQtfofgPt1D39oME6tvO8apKm3j3qZ3s2RLa5Mh7Sr5EtYXV1TQE+65XkIicGCVfoswrlZU0x9iHbH1pKS/efjve1FTOfeAB3D7fwZ9t+eCQqpcCH8kZXib04A7dCJ+P6UlJvRKv9MxIn48CjTWVLkp3u/n+2aPx+pxUvfsfShb8hm8tWBnusLDW8reSElpisPowVKy1bF9bycKndlBR0tHPwp/iYfoFBVS9838s+/X9FM2ZwxXPPMPEm2+O6SlGx+M2hpMSEzvfsJeN8vnI7qf/z8MpPi2NGV/+Mle9+CKjrvgY5YueIbFlNQfaorW2BFn5xl5WvbWX1pbQnPtta2ykvCUyEtvSPdZaXlWjXZGoouRLFGkKBmOuuWOguZmX7riDpupqzvnd7/BldjTSra9pOazqZfDENFJcLgp7eAF/eWYm8Wq+GzZnary0dNOUlCSuO2soaaffRGvFbv7+wO/YtDe8d2lfraxkk8Z5dlldVTNLntvF+sUd1S7GQF5eE6PHtZKS6WX8jTdy3h//yFn3309CXl6YIw6vyYmJxIdh+pAxRtUvYeTPzuaUb32Ljy1YwMmfu45pFxTQvPl16ta+jrVBdm+u4d2ndlJVFppmvGq8G51W1tVRqsSZSFTRlWgUebuqivpAoPMNo8j+jRvZv3Ejp/3wh6SPHHnYz7atruTAzeW03Pi2k/QTWJee5HJxUUbGiYQrPZTj8TC2D8amSuz5xsxhDJt9KvFDTqLi7X9x+0OvEwyGp+pkT1MTT5SWhuW1o40NWratqWyb3rK344LRlwCJ+5/nva9ex7v3fb/tuYwMCmfPDleoESWck4dmJiXh1Q2KsEoZNAiH00lKphezeyFl//sZJX+/i8bitdTXtLB4QTFbV1Vge7nyTn1fotMrqnoRiTr6lo0SQWtj8kM2c+xYrn75ZQafe+5hzzc1tLJrU8dEp8Hj26omujrl6FhOS0lhgJa+9LmzUlMPNlAW6Q6Hw8HvLp9E2hk3YVubWfiv3/CfZTv7PI7WYJA/79mj5UZdUFfVzJJnd7FhSRnBQEe1S7Jdz64/3sqqB39DwSmnMOd73wtzpJEl0+1mWHx82F7f63QyQ8tzI8YFf/4Tp/3oRziaq9j7f1+m7Jlf0Fpbwcal5Sx7aQ/Njb13M257YyOlzc29djwJveLGRjbU14c7DBHpJiVfosSympqYWpO7e9Ei1vzf/2GtxXuU5Sjb11QePGlPyogjLTcej8PBqEP6wfSEMYZrsrJQGqDvJLlcOqGXEzI+L5lPzT+Z1FM/QfzQafzg2XWU1fbtpKEnyso03agTNmjZuqqirdqltKPaJTHNQ07cKlb+5G6Mw8H5f/oTZ//61yTm54cx2shzcnJy2JPUp6em6vsxQhiHg+EXX8zVLz3PmE98ivp1b9Bcuh2A8l31bT2U9vbeEkgtPYour8ZYGwKR/kIzX6PEyzFU9VK3dy8v33kn3tRURlx2Ga4jKlFamgPsXH9I1cu4tqqJkT4f7l4oiR4YH8+clBTe0BdXnzg9JQWXStnlBH317JG8sPoaSiobqW5o5QfPrOMXWRVw443w0EMwd27IXntlbW1MfQaHQl1VM6vf2ndY0sUGmsnNbWTcuZMItmThaKlh1FVX9dtmusfjMIaZEZCkzvZ4GO33s6auLtyhSDu3z8fJX/sS42+8nj3FTrauqqRm+QKasofwXkOAYVPSGTg25YQTd8tqajgvPb2XopZQqm1tZUl1decbikjEUfIlCnzY0MC2xtA0WetrwZYWXrnzTlobGznr/vs/kngB2Lm++mBXf3+ym6wBbUuNujti+nguzshgRW0t1a2tvXZM+Sivw8GpauIovSDe4+RHl4zjE39eRNXCR3nzpWoCa1/B2dgAZ5wBP/sZ3Hlnr79uWXMzD5WU9PpxY4UNWravq2LTsvKD1YoAtmQ55S89SIWxjD3rOVxeL2Ovvz6MkUa2sX4/KW53uMMA2hLmSr5EnsScbBJzICnVwbN/eJLWyhISJp5HoPFGKvY2MHZ2Np64njdr3tnUxL7mZrKUHI14b1VVaQmsSJTS7egoEEt3XJf88peULFvGnO98h9QhQz7y80BrkO1rKg8+HjSuo1fIifZ7OZTP6eTyQyYrSWjMSUnBF4bJHRKbThuRxfyJBfi3Lmf98gXsaGwvubcW7roLfv7zXn29pmCQ3+/eHXONzntLXXUzS54/vLdLa+Ueal+8jx1/vRd3fBxzvv99Vbp0QTgb7R5pjN+vsdMRLGdIGpc//RQZcy6j9v3n2f3n29jx+hu8+/Thy/16QkuPIl/Q2pibfCrSnyj5EuHKW1p4v7a28w2jQOWWLaz8y18YddVVDJ0//6jb7Npcc7CJnNfnIndwIgBFXm+v3xWcnpTEyBPsISPH5jaGszReWnrZ95JLeX3fFhzAZ4HD7v31YgLGWsuf9+yhWH1ePsJay/a1lSx88vBJRq7Gnex56DaqN7zP9C99icueeIL8mTPDGGl0SHK5evXmwonS2OnIl5SVzMW//z4T7/09Dk88+x7/AbW797Dk2WK2r63s8TQkTT2KfMtraqhU1bZI1NKyowj3emUlwRgpLUwZPJh5Dz1E1qRJR/15MGjZtqqjymfg2BQczraql95ccnSoa7Oz+c62bbTGyP/jSHJycjJJLn3ESC967TVSr7iU1NZm7gPuAB4Gbjx0m7vuavvvCS5B+ndpKR/ESOK7N9XXtLD6rb1UtCddrLUEqvcy4tRRDBo7iJTAzYz82MfwZ2eHOdLoMSspCUeETYOblZzMU2VlNASD4Q5FjsHhNEy75jQKThrP8n+/gSspExuED55aROXeiYw5JQuXu3v3WIubmtjb3KzKpwimRrsi0U2VLxGsJRjk7aqqcIdxwgLNzez74AMA8mbMwBUXd9TtSrbW0lDbls13xznIH97RfHB8QkJIYsvyeDgvLS0kx+7PnMZwtv6/Sm967TWYNw/aR2veCpwK3AV8JEVyghUwz5SX82oMLffsDdZadqyrZOGTOw4mXppLt1H+33vY9/cvkFdocbqdTLn9diVeusHQlqiONHEOR0TGJR+VNyyN0++YR1J6HA3b3qfkr19g9W+/zzuPbaCuqvvjo7X0KHLtaGzkw4bem3AlIn1PyZcItqi6OiZ6Dbz3y1/y1DXXULV9+zG3sbZtROkBRaNTDt6xSXK5KDpGwqY3nJuWRo7u8vSqGUlJpEdI80iJETfeeDDxAuAE/ga8BBw1NXv33W0Jm256rrycp8vKehhkbGqoaWHp87tZt6iMQKslUF/F/hd/x56H7qC1bCvT7vwiXi1T6ZHhPl/ENjg9PTU14ipy5Oh8iW6mX1DA0DNPJmnmldSteZUPf3kLr/3uBfZt714Fn5Ivkes1Vb2IRL1uJV+MMcONMbcaYx4xxiw0xmw0xnxgjHnJGPNTY8z5xpiPjq85/jHPNcZsMMZsNsZ89Sg/LzLGvGaMWWGMWWmMOb87x49msdBQq3jhQlb+5S+M/NjHSB4w4JjblRbXU1vRdofG6TIUjeq44zbe7z/hEYrH43I4uC47G51i9g6HMZyvqhfpbQ89BEd8DhQBU9p/v+XI7a1tS9h0kbWWx0tLeVKJl4OstexcX8U7T+5gf0nb3dZAfRW7/3QLtStfYOx113LlCy8w5tprcWiJYY/MjuDqknS3m4khqjqV3udwGsbOzmX2N+4i97ofA7D7b1/h9R/cz6bl5dhg15ZX725qYo96XUWc2tZW3tN4aZGo16WzJWPMVbRVeZ984KmjbHYGcCdQaYx5GPi1tXZbJ8d1Ar8FzgKKgfeMMU9ba9cestk3gX9ba39vjBkNPAsM7Erc0WxzfX3UN3psrKjg9a98hZTBg5n5la8cd9utKzuqXgpGJB82LjFUS44ONczn4+Tk5JhY5hVuM5OSyIjQO7kSxebObRsnfaCnyyEeAm4GXgNOOfCkz9eWsOmCpmCQh0tKWK47vgc11Law5p19lO9uS7q0lO3EnVnI0OkDyHXfzMDT55I6dGiYo4xufqeTSRGe3DgzNVX/LqJM/tAkEm85m2VFg9n91O9xJqSx5YMKqsuaGHdq18ZRL6upYV4IK46l+zReWiQ2HDf5YoyZC/wcmABUAn8F3gHeA0qA/UA8kA6MBGYAZwNfBG41xtwP/MBae6xU7TRgs7V2S/vrPQJcBByafLHAgeYfycDubv0Jo1S0V71Ya3nznntorKzk3D/8AVd8/DG3rShpoHJfWw8B44CBY1IO/sxlTJ9NJLosM5OVdXVUq4t8jzmN4YL09HCHIbHqQBPdIxIwlwL3AVcAy4Fsnw+zYEFbwqYTWxoaeKikhH3N3e+NEIustRRvqGbD0jICLZaW8p3sf/VPNG5dwTl//TcDpmbA1E+HO8yYMDMpCZcjsld/D4mPZ5DXy9bGExthLH0rKT2Okz82kpVZXzuYQN324jPsXZLEKZ+9mKT04ydWltbUMC8joy9ClS4IWssbUX5dICJtOqt8eYW2c9krgaettUcrxahp/7UNeB74tjFmGHALcDttvRC/d4zj5wM7D3lcDEw/YptvAy8aYz4H+IEzj3YgY8zNtN38pKioqJM/VmSraW1lRbRP2bCW7EmTyJ02jYzRo4+76ZZDer3kDUnC6+94W47w+Yjro5NTn9PJ1VlZ/GF3v8jvhcQpycnq9SKhdZQETDLwX9qy/x/DMO3T3+frs07meGnAsuZmntm/n3erqtC9xDZ1Vc2seWcfFXsbCdRXUfXOv6h5/zmccV6m3XUXBROHhzvEmHJKBC85OtSZqan8cc+ecIch3eTxOplyVh6bV+znww/KqV3xLOW71vHch6s4+Wt3UTA89Zj77mluZk9TE7mqfokIH9TWUqEbgyIxobPky2XW2ie6e1Br7SbgLmPMTznxJUJXAw9ba/+fMWYm8HdjzFhr7WHzD621DwIPAkydOjWqz6XfqaqK+tHHxuFgwqc+1el21fubKCvuaKI5aFzKYT8P1YjpY5mcmMjEhATej/bkVxi41etF+spREjDjgV87XNwUbOWDd97ggydmcOnsIsb5/eR6PMQ5HNQFAuxqbmZVbS3r6+uVdGkXDFq2r6lk84r9BAOWYEsTu/98G8HGagbPu4STv3In8apo61VD4+Oj5sJ2cmIi6WVllLe0hDsU6SbjMAybkk5SRhwfOO6j7Pk/UPXuY7xy61om3PV9xp8zCofj6B3vltbUMD9K3qOxTuOlRWLHcZMvPUm8HLF/CW3Lk45lF1B4yOOC9ucO9Sng3Pbjvdve0DcD2HcisUUqay1vRXHfkWBLC89/9rOMve46ik47rdPtD+31kj3Qjz/58F4hfdHv5UjXZGezsaEhJiZN9aW5qamkqOpF+sqBBMzdd7c11/X5cH39NyQ9vQB31iA2v7+fF1I8fDAosntqhFv1/ibWvL2PqtJ6GrYuJ37wVJyeOIZ/4g7GnDeN9OHq6xIKc6JoOpTDGM5ITeXf+2LytKtfyB6QwKyLh/B+0hfZVziW8ud/w7JvforGhr8w+YLhR+0Ds7Smhvm9sPSoIRBgY0MD2xobKW1upj4YxAAJTic5Hg+D4+MZGh+PU5O1jmp3UxMbD5n0JyLRLSTjCYwxLmttV+rj3gOGGWMG0ZZ0uQq45ohtdtDWzPdhY8wowAuU9ma8kWRtfT1lUXx3acWDD1L89tuMuuKKTretr26hZFtHhcmgcYeXwObHxZEWhov5ZJeLj2Vm8teS4+UN5VA+p5PzVPUife3OO2HSpLapRg89xLVzTuXJzBGs2NKW1P3g5a34LhlGUka3hvD1C4HWIFs+qGDLyv00fLiMitcfoqVsO4Nu+TnTP34GSelKuoSK3+lkcoQ32j3SKcnJLCgv102JKJaQ4mHG/EJWJV+AO2swjVuXU1XlZtH/ipl8Zi4JKYff/CppbmZXUxP5Pah+sdaypq6ON6qqWFNXR6CTam6f08lJiYmckZpKthr2H0bjpUViS3dHTf+xs1HS7YmUt7tyvPYEze3AC8A62qYarTHGfNcYc2H7ZncBnzbGfAD8C7jB2ihfk3Mcb0bxh2zZunUs//3vGTpvHoPOPrvT7beuruBA3X96XjzJR1wg9fWSo0PNSk5mTBhfP9qcl5aGz9n5BAWRXjd3LmzbBnPn4nI6ePi6k0hJ9tDw4Xvs/O0neefh16mvjt6EdiiU76nn3ad3su65d9n7yDfY99i3sYFmxt35A07/3LmdNuOUEzMjKQl3hDfaPVKcw8GpUdKjRo7N5XYw8fQcRp05kaSTLgagcv0qFtxxDyVbKj+y/dIeTLpaU1fHD7Zv59e7drGytrbTxAtAfSDAG5WVfGvrVh7es0eDD9o1BgIs1nhpkZjS3W//TwFLjDEjj/ZDY8xltDXoPamrB7TWPmutHW6tHWKt/UH7c/daa59u//1aa+3J1toJ1tqJ1toXuxlz1KhqbWVlXV24w+iRQHMzr3/1q3hTU5n1zW92un1TfSu7N3d8qQ8a/9HGb+FYcnSoj2dnEx9lJ8jhkO52c3oUldBLbEv2ufn9x6cQXzgMh9fPrr9/g7cffoOmep3MNzW0svKNEpY+v5va8nr2PfF9mku3k3/JbVz+vwXMvPkynE595oXanChNYsxNTcWlpSFRzxjD0ElpTJibg9NlaNz+AdVLnuKFW25m/dtbOPT+5rJuJF+qW1t5YNcu7i8uZmfT0eZzdM4C71ZXc+/WrbwbxUvwe8vC6mqagsHONxSRqNHds6wfAKOBpcaYGw88aYzxGGN+B/wbCACX9F6I/cc7VVUEo7SoZ8sLL7B/wwbmfOc7eLtwIb59bSXBQNufNTkjjrScw0dRJzqdDPKGd6lAqtvNFVlZYY0hGlySkRHx41Klf5lZkManr51OzrU/xMT52PGXr/HO396mpal/LpmwQcuOdVW88sCbrH7gp9hgAONyk3vltzn9T09y/n23k5ShSr++MNznIydKm5gmu1zMSEoKdxjSS3IGJjDtggKyz76W9Au+SNOudSy8+5Ms/vdSAq1tF/x7m5sp7sKY8Q9qa/n2tm29NqmzIRjk4ZIS/rJnDy39NPlgreX1KK6GF5Gj69YVk7X2HuAc2kZL/8kY83djzFRgCW2jpRcCEw9UrUjXWWt5J4qz/EPnzePCf/6TAaef3um2Lc0Bdq7vKKMcND4Vc8TdtDF+/0eeC4dZyclMiLK1+X1pcHw8UxMTwx2GyEd8bsJAZl4ygZxrfohxedjyhy/z7r8/oLmfJWCqyhp546F3efMbX6b4D7dRt+ZVWkq3kTMogTNuP5PBk3Mj4rO2v4jWqpcDzk5LQ++W2JGUFsfM+YUUnnEBOVf/kGBzA6t/eCtv/XUxDbVtyzWX1tTAa6/BwIFt/z2EtZYnSkv53a5d1IWgH9Di6mp+unNnv1yGtL6+nr3NzeEOQ0R6Wbcb7lprXzHGTAT+Rltz3GuAIPB94NtHjoCWrtkQpY12W5uaqCspIXnAAHImT+7SPjvXV9Pa0vY28Se7ySr66B3XSEp4fDw7my0NDdSo0eBhDHBlZqYu3CQiJblcXD+hkPqGVlYEf0jdmtepb0lk6fO7mHpOPh5vbPcoaqpvZd3bO1j92/uo3/AOxu0hacZlZJ9xJeNOH0JGvi/cIfY7iU4nkyLou60nsj0eJiYk9FqFg4Sfx+tk6jn5rE/x4PD9jJpl/6ORNBYtKGbi3BzKl74IN98M9fUwbx4sWABz59IcDPKnPXv4IMTvhe2Njfxkxw6+WFhIej+aqKhGuyKxqafTjmpomzh04KqrCnhDiZeeeztKq16W/eY3rPnHP7jy+efxZ2d3un2gNcj2tZUHHw8a99GqF6cxjPZFzoVBosvFx3Ny+N2uI6eg92+zkpMZGB/f+YYiYXJWWhpvjKoiGJzA2tQ8APZv/JAX33uRM792A15/SAb+hVWgNciGtzexe6eL1pYAgdr9JM24nJTpFzN05iAGjU3B6dIywXA4OTk5JpZonpuWpuRLjHE4DaNnZZGQFsf6tFyshfp9e9ly1++4ZuWL0Nzew6U9AdP41FP8avhwtjQ09El8pS0t/L+dO7mrnyRgyltaWBWlPSBF5Pi6fRZgjJlAW1Pdq4EXaVtu5AFeMMb8wBgT/WcWfawuEIjKE5myNWtY+ec/M3TevC4lXgB2b66huaGtgsTrc5E7+KNLVobHx+ONsMk5ExISmB3l5eK9yed0cklGRrjDEDmuOIeDeenpFI5IZuwpbf2bqpb8l92P/YynPvNlKvZ0f5JHpAoGArz/yLP884IrWPj5a2ipq8MYB9nX/phh136W2deOY+jENCVewsQAc2KkMfnA+HhGRtANEuk9RSOTmXpuPu44B8mvP8yypf/jS81NHHZntb4ex4UX4jpiCVKolbe08It+sgTpzcrKqO0BKSLH191R07cD7wKDga9ba8+11j4ITAFWAl8F3jLGFPZ6pDFsSXU1rVH2IRtsaeGNb36T+PR0pn/pS13bJ2jbxku3GzA2BYfzo0tWxkVoWfYVWVlkezzhDiMiXJKRQaIr9qoGJPbMTk4my+Mhf1gS4+Zkk3He50iafjlVS5/l6WuvY+vi9eEO8YQ01dSw6P4/8bc5Z7Hk23fSvH8vyadcCw4n/mQ3U8/JY8pZefiT9NkVTmP8/pi6Y39eWlq4Q5AQScuJ55O5e1iycSF3A78FrgMOXRjvaWjg9ltuYfiiRX0aW2lLC7/etSumJwC1BoNRWw0vIp3r7i2w+4F9wKnW2h8feNJauwmYAfwOmAm831sB9gfR2Gh35V//Svm6dZx8zz3EdXH6wd5ttTTUtN2xcMc5KBh+9P0m+CNz6obH4eDTubn9ftTm4Ph4VQFJ1HAYw4Xp6QDkDUlk6rmFZJ71STIu/hrN5cW8fNOVLH30TYLB6EuAV+xt4N1/LWXl736G8SaTceFXyP/MH0k/+WLGzM5n1sVFZORH5udpf3NajFS9HDDS72dgmCcSSmgMX7SIO794G/7WZn4K/Aj4F3AxUH/IdnGNjWFJwOxobOTPe/YcNhI7liytqaFWPQZFYlZ3ky9PAZOste8e+QNrbbO19nPAZb0SWT+xs7GRnU1N4Q6j2xorKhh09tkMOvvsLm1vrWXrqo6ql6JRybjcH3375Xo8ZERwdUmh18vlmZnhDiNsnMbw8exsNdmVqDI1MZHC9vG+6Xk+pl+QT/qUU8n75G9JGH82ZTVZLH1+F9V7K8MbaCda6upY/9hj/Pfyq3jiprtZ8uwumtyF5H7yt+Rc91MSx85h4Ph0Zl82gKJRKTgc+ncaCTLcbsZG6E2FE3F+e1JTYssNX/86cYeMl/4K8CCwCzjybDWusZEbvv71PoyuzQe1tTxdXt7nr9sXNF5aJLZ1a92AtfaSLmzzhDFmac9D6l8WVld3vlEEmvGlLxHsRma+bFc9NfvbRuY5XYaiUSlH3W58hC45OtTc1FQ2NjSwvCZ2+kV01XlpaeS1X8SKRAtjDBdlZPCb9qbZCalt41VXvunBlfQZAMp37Oc/915J7sxTmP21z5OYlxfOkA+zd8UK1j/2GB8++xytDfW40vJJnDz94M/jsgaQPyyJwRNSiU+InaUtsWJOSkpMJqzH+/0UxMVRHIU3kOTYHr7vPm6/5ZbDEjCfBm4A3EAjUA1kAU1eLw/fd184wuS58nIGeb1Rcd7YVdsbG9l6yP93EYk9Iem8Z63dGYrjxprWYJAlUZZ82fbyy5QsXw6AoxtNcbeu7Kh6yR+edMwxr+Oi5O7gJ7KzyYrgCp1QyI+L0zp/iVrjEhIYfMh0Lo/XyZSzchk6Oe3g3D7fyFMofmUBj5x1Ni/d+RUqt2wJS6zB1lZ2L15MMBCgpTnA+/98mo3/e4a4obPIvvbH5N30AElT5gOQOziBky8tYszJWUq8RCC3MZwSo8s0jTH6TohBG2fM4DcPPEDTEcvKDny6fAo4Gdjo9PDNr/yMDdOnH3mIPmGBh0tKqGhp6XTbaKGqF5HYd9zkizEm/0RfwBiTe6LHiFWr6uqial1nfVkZb3zjG7z38593a61txd4GKva2ZfKNgYFjUo66nd/pZEiUjC72Op18JjcXTwyMDe0KpzHcmJMTE2NSpf+6+IgJXcYYhkxIY/r5+SRmJZN2xqfJv/mPJEw4l20vPse/zz+f4hXrAELeX6B2zx7W/+c/vHTHHfxt5kwWfOITvPvQS7zx6DYCg+ZTcPs/yDj/C3gLxuBwGvKHJXHKpUWMPzVHzXQj2NTERPwRNr2vN01JTCS3n92I6A8OJGBaj3JOdjttzR8ne/38a6+PNe/sIxgIT/+VukAgZvq/1AUCvBdlN2RFpPs6W3a02RjzAPBTa+3urh7UtNXXXgh8G3gC+G6PI4xh70bZh+zC++6jpb6e2d/9brdKqLeuqjz4+9whice8OzvW78cRRaXZBV4v12dn86c9e8IdSsjNT0+nUM0VJcqN8PkY4fOxob7+sOdTsuKZdVERH76/n62rIe2sW0iedSX1mxaxeoWLktLdlD/7K5orSiiaM4fsSZPIGDUKVw+Txc01NVR8+CHelBSSBw6kdPVqnrj8cgA8qZnED5tJUuFkqoMFOFotzvi25uROt6FwRDIDxqTg9WnaWDSYm5oa7hBCyhjD+enp/LkffA/2N64zzsCxYAHMnw+HfGZO9nqZe8HN/G/Bn2n851ex9j7qa1qYODf3mFXNobSpoYEX9u/n3CjvQfROVRUtMZBEEpHj6+zs7SfA3cDtxpiXgX8Db7dPNzqMMSYBmAacA1wL5AJLgMd7NeIYUdPayuq6unCH0WU73niDLc8+y9Q77iBl8OAu71db0UTpzo4/56Bxxz4RHR8lS44OdVJSEjuamnhx//5whxIyw+LjOVel5RIjLsrI4Cc7dnzkeYfTMGxKOvnDkti0vJySrZA48TwAynfVU9WQSv3WD9iz+KcAGKeTIRdcwOk/+QkAa//1L2wwiNvvx+FyEWxpIbGggNyTTiIYCPDG179O7Z49VG3dSn1pKQBjrr+BIdfcTmlZCpnn3owrbwLujKKPJLcTUj0UjUwmd3AiLo+qz6LF4Ph4BvSDpPVJiYksKC9nb3NzuEORXpLl8fDp3FwcBQWwYAHMm9eWgPH5ePovfyFz3ATGjBrHmp99kdLHv4/rxvtZvKCYyWfl4k/u+0qo/5WXMy4hgfwo7UlnreUNLTkS6ReOm3yx1n7LGPMn4B7gGuBsAGNMNbAXqAC8QDptyRYHbavn3wfuttY+ErLIo9ySmhoCUZLhbm1s5J3vfY+UwYOZcNNN3dr30KqXrCI/CSlH/1J2GsOYKEy+AFyakcHupqaoSqZ1ld/p5FO5uTHZLFL6pyHx8Yzx+1lzjH+vviQ3E07LYeCYRrauqmDv9rbtkmdcTvKMy2mt3U/znk207N1IgzONjUvLSEyLY8kvfklzddVhxxo6fz6ZE6fQ2mLZ+8EqnF4/yaNPIj2tgGB8LpWJQ/jgtZK2151w4WH7ujwOsgf4KRieTHJmnP4NRqG5MTZe+liMMcxT9UvM8Doc3JqXh+/Acrm5c9sSMDfeCA89RN7kyThKSphx7Sn4kn7H9tVlGOOgvqaFRQuKmXRGLmk5fbuEvNVa/lpSwleLiqKqgvqA1XV1lMVQ7xoROTbT1XWSxpgk2hIwZ9LWayv7kB83A6uA14H/WmsX9W6Y3TN16lS7dGlkD1z6wfbt7IiSjubBlhZW//3vZIwZQ143Gqs11Lbw1mPbOfAWm35BASlZR78LONLn44uFhb0Rblg0BgL8ZOdOdsXQ1AcD3Jafz7gYmiQgArC1oYEfHaX65Wjqq1vYsa6SPVtqaW48do+uYEsjtrmBYHMDBIMYlwuHJx5HfNebrTrdhsxCP7mDEsnI9+FwRt9FhLRJcrn40eDBOKPwQrAnrLV8Z9s29qj6JaoZ4Ja8PCYmJh5zm/pAgC99+CGt7Sd3e7fVsvLNvVQuehLvoEnEZRUx9pRs8oYc+xihcmlmJudEYaXur4uLY/IGXl94cOTIZdbaqeGOQ6Srjlv5Yoy5A1hkrV1ira0GHmj/hTHGTVvFS4O1tuo4h5Ej7GlqiprEC4DD7Wb8Jz/Z7f22ra48mHhJzfEeM/EC0TFi+ni8Tiefy8/nRzt2UNnaGu5wesV56elKvEhMGhQfz1i/v0snu74kNyOnZzL8pAz276ln77Y6ynfX01B7+L9zh9sLbi9Of9d7fBgHJKXHkZ7nIyPfR3KmF4ejf1ysx7pTk5P7TeIFOqpf/qjql6h2blracRMvAD6nkzF+Px/U1gKQPTCBCYFa/nf/Y1Qt/g85V/+IVW9CQ00Lgyek9mnV3oLycqYkJJARRU2gS5ubj1mJKcfWUleHO0or5qV/62zx+C+Bcw88MMYEjDH3AFhrW6y1JUq8dF+0NNq11vLaV77Cluef7/a+zY0Bijd2/DmP1+sForPfy5FS3W4+l59PfAxMBBrr93NhlDevEzmeC4+YfNQZh8OQke9nzMlZzPnYQGZfNoDxp2YzaHwqmYU+EtM8eOKdB8dWH9zPafDEO0lI8ZBZ6GfAmGRGz8xkxvwCzrxuCDPmFTJscjqp2fFKvMQIlzHM6SdLjg41JTGRgijtuSEwyufjoi5+Lp50RIIma0gOFzz8MMbA3ke+TkvFHjav2M/qt/t2ElJzMMi/9u3rs9frDW9UVhIdTQgiQ3NtLUvvv59/nHoq5Rs2hDsckW7rrOFuI3DoN6nhI6eW0h3WWpZESfJly/PPs+mpp8gcN67b+25fU3nwCzcxzUNGvu+Y2+Z6PGRG0V2K4ynwerktP59fFRdHbdf6XI+Hm9TnRWLcAK+XcX4/q3p4x9GX5MaX5Cb3KD+z1mKDbb/X0qH+Z2piIkmu/jeNyhjDhRkZ/G7XrnCHIt2U6nJ1q7/bhIQE4hwOmoLBg8/ljB3B/L8+zP+uv569j3ydnGt+zO7N0FjXysS5Objj+mYS0uq6Oj6orWVCFFTutgSDvBMl1wTh1trUxNp//pMVf/gDTZWVDDrnHNy+Y19biESqzm7RbwXOMcYc2t8lOq8oI8TGhgYqomBZSnNtLe/edx/po0cz+uqru7VvS1OAHes6CqIGjz9+2Wm0Lzk60jCfj8/m5+OKwuRFotPJ7fn5xDv7flykSF+b383ql64yxuBwGiVe+qnTY3y89PFMSEhgcA9HsEt4OIzh5rw8EruRMPQ4HEdNbmSNGcn8vz6ECTTRtGsdAPv3NLD42V001PZdQ9l/79tHyyGJoUi1pKaG+sCxe4lJm2AgwOOXXMKiH/+YjNGjueQ//+GsX/2KpCjuFSn9V2fJlz8Ak4HdxpgDnw7fbl9+dLxfkZ9dCJPFUZLhXvbrX1NfVsbsb30LRzcvxHesq6K1pe1Lz5/sJnvA8ZMr0XB3orvG+P3cnJcXVQmYOIeDzxUURNVaaZETcaD6RaS3DO0n46WP5+IQJTUlNC7LyOhRwmzaMXrDZI0dwzWvvsSE6y4BwNogdZXNLFpQTFVZ3/Q7LGtp4aWKij55rRPxWhTEGE6lq1djrcXhdDLuhhu44KGHuOAvf+lRRb5IpDhu8sVaez9tE47+SdskI4AdwJud/HorNOFGt9ZgkOU1NeEOo1PVO3aw+h//YNQVV5A1YUK39m1tCbJ9beXBx4PHp2KO08cgwelkcIyeqE5ISOCWKEnAuI3htvz8fn/RIP3PPPU2kl50Zj+uejlghM/HGCU1o8KEhATO7OF0oNF+PwnHuDnnTU5myIQ0chK2UvK3OwnUVdLcEOC953axb3vtiYTcZc/v309VBFeaf9jQwM4YmpDZm6q2b+fF22/nicsvZ+cbbwAw6ooryJ85M8yRiZy4TmsMrbWPAI8AGGOCwEPW2u+GOrBYtLKujoYoKINMLCzkzF/8gtxp07q97871VbQ0tf0Z4xNc5Aw+ftf8cX5/TPcWGZeQwB0FBfxu1y4aI/Tv3mUMn83PZ4TWzko/NLAbk49EjifD7WZiDFZy9sQlGRmsravTOvUIlu52c0NOTo/3dxrDlMRE3qisPOY2mUVJBCqK2ffvb5J11X0Qn8SKV0sYOS2DAWNSevzaXdEUDPJUWRnXn8CfMZRU9fJRTdXVrPj971n9j3/gdLs56QtfIG/GjHCHJdKrujuW5Tt0VMBIN0XDkqNgSwvGGAadfTbebk5rCLQG2ba68uDjQeNTO53eEWv9Xo5mhM/H3YWFJEdgA8Y4h4Pb8/N1l1L6NVW/SG84PbVvx+pGskKvl2lJSeEOQ47BaQw35+biO8H+btM7+TvOmz6dc37/O1ord1P62L0EG9uqXtYvKWPdolJsMLTpuYVVVeyKwOqS6tZWltf2TQVQtLDW8r+Pf5yVDz/MsAsv5Mrnn2fSLbfgUkW2xJhuJV+std+x1r4ZqmBiWX0gEPF3Vptranj0vPPY+OSTPdq/eGM1zY1trYG8Phf5Q4//pewypt9c9Bd6vXytqIjCCBrD6Xc6+UJBAaP6yd+ByLEMio/vN59FEhrxDgcnK9lwmIsyMqJi2W1/dGlGBgN7oTHykPh4Mtzu425TMGsWZ//mN7Ts20b5k98h2NzW92XHuipWvFpysEdgKFjg8dLSkB2/p96srCQQpRMxe1vZmjUHb/xOv/tuLv3vfzn1Bz/Al5UV7tBEQqK7lS/SQ8tramiN8A/a5b/7HTW7dpE6ZEi39w0GLNtWVR58PHBcSqeTPkb4fMQ5+s9bMNXt5stFRZ3eKeoLOR4PXy0q0lQKkXYXqPpFTsDslBS8mhJ3mHS3u19PfopU40+gz8vRdOWcpmjOHM785S8pmj6enKEpB58v3VnHe8/toqk+dL1ZVtfVsam+PmTH766AtbxZVdX5hjGusaKCN++9l8cvv5y1jz4KQOHs2WSMHh3myERCq/9c+YbZkghvtFu5ZQur/v53Rlx2WY+6iO/aXE1j+5enJ95JwfDOv4xjccpRZzwOB5/MzeW67Gw8YUo8TUpI4GtFRWRpqpHIQUPi4xmpvkfSA05jOL2by3T7i/PT0o7ZlFX6XqrLdUJ9Xo6mqzeUBp55JnO++x0mnp5Pbn4rtrUZgOryJhYtKKa2InTLg54oKwvZsbtrRU1NRDcCDjUbDLL+P//h0fPOY8N//8u4T3yC4RdfHO6wRPqMki99oLKlhY0RlHU/krWWd3/4Q1xeL9O++MVu7x8MWrau7GgcNnBMCk5X52+t8f24zH92Sgr3DBjA0D6sPPE4HFydlcUt+fm6QytyFOr9Ij0xNTGR1E6WXvRX8U4n8/XvKiI4jOHTeXn4e/n7P9vjYWA3+nIEGhtZ85PbaXjj5xBsAaCxrpXFz+6ifHdozpU/bGhgVYT0WHn1OA2K+4M377mHN++5h9ShQ7ns8ceZ+dWv4umHN2Ol/1LypQ8sramJ6I7/+zduZOfbbzPlttuI78FJ0p4tNTTUtmXx3XEOCkcmd7pPkdfb709Wszwe7i4s5OPZ2SSGOBky2u/nWwMGcJpKwEWOaZjPx3BVv0g3na3P1eOak5JCXgT1O+uvLkpPZ0iIbvjM6MZyald8PBNuuonSpW/Tsug3OBxtPV9am4Mse3E3uzaFZjjFU2Vl2DAv/9/R2MiHDQ1hjSEcWhsbaWm/CT3y8ss57Uc/Yv7f/07aiBFhjkyk7yn50gfei/AlR+kjRnDp448z5tpru72vPaLqZcDoFFxuVb10lTGGU1JS+P6gQcxLTye+l5ci5cXFcVt+Pp8vKCBDy4xEOqXqF+mOMX4/BZrGcVwOY7giMzPcYfRrY/x+zunFPi9HmpaUhLMbzZVHX3UVM776VXa/9QrBZQ/gaf8nZC2sfnsfm1fs7/VEyc6mJt4Pc/XLa/2w6qVk+XL+e/HFLP7pTwHInjSJ4RdfrMlw0m8p+RJipc3NbGtsDHcYx9Swfz8AGaNG4ezBxfmerbXUVbWVjbrcDopGdV71AjBRJYaH8TqdzM/I4EeDB3NFVha5J5AoMcBIn49b8/O5d8CAfjHOW6S3jPD5+nQ5oEQ3Vb10zSi/n0n6LgqLFJeLG3NyQnqx63c6GdfNm2rjb7iBk77wBba/+Cz+0hdISO047/nw/f2sfmsfwUDvJmAWlJeHrfqlprWVJdWhqeqJRC319Sy87z6evvZagi0tDDr77HCHJBIRXOEOINZFctVL3d69/Pv885l25509qnoJBi0fvr//4OMBY5Jxx3W+fCbV5aJQdwqPyut0ckZqKmekprKzsZEPamtZX1/P9qYmmoPHHsfoczoZ7PUy2u9nckJCv1/SJXIi5qWn88vi4nCHIRFugNfLSFVxdtnHsrJYXVdHS4RPfowlDmO4KTeXRFfoT/dnJiV1u7Jk0i234E1LY/A55+CMT+T91/ZQvrttWc7uD2torG9l4tycLp1bdkVxe/XLpMTEXjled7xVVRXxU097S+mqVbx8553U7NzJ6GuuYfpdd+HWZ6UIoORLyEVy8mXJz39OoLmZwtmze7T/ng9rqK9ur3rxOBgwOqVL+/XHKUc9Uej1Uuj1Mo+2psjlLS3sb22lLhAgYC0uY0hwOkl3u5VsEelFo/x+BsfHs6Ufrs2Xrjs3hMs4YlG628156ek8HUGTZ2Ld/PR0hvVRH6txCQkkOJ3UBgLd2m/UFVcA0NrURELNIuKGnsLuzW3nzvv3NLD42V1MOSuX+ITeOc95pry8z5MvQWt5ox8tOYpLScHt8zHvb38jb9q0cIcjElG07CiEdjc1sbspdKPzTsTeFSvY9NRTjL/xRpKKirq9fzBo+fCDjqqXgWNSunxnQsmX7jPGkOHxMNznY1JiIlOTkpiYmMhQn0+JF5EQUO8XOZ5sj0fLaHrgnNRUstR/rE+M8fs5rw8ThE5jujx2+mg2PPYYb37zGzSteJRhkzvirqtsZtGCYqrKemcJ/86mJlb2ce+XZTU1VMb4eOnid97hrW9/G2stSYWFXPbkk0q8iByFki8htDRCq15sMMjCH/wAX1YWkz7zmR4dY/fmGhpq2r5IulP14nU4GKFpIiIS4cb4/d0anyr9yzlpaWoY2QMuh4NrsrLCHUbMS3W5+GSI+7wczcwTSL6MvvpqRlx2Gct/9zuqFz/GuDnZmParlOaGAO89t4t9O+t6Jc5nyst75ThdFcvjpZuqq3njm9/k2U99it2LF9NY0TaEQ5+PIken5EsIReqSo/0bN1Lx4YdMv/vuHq3BDAYsWw6pehk0NgWXp2tvpbF+f7c64ouIhIuqX+RoUl2ubo3WlcON8vtPqEJCjs9hDJ/OyyOhD/q8HKnQ66Wwh2PFjcPB7O9+l6Hz5rHk5z+n/O3HmXpO/sHzy0CrZcUre9ixruqE49zW2Mi6ut5J5HRma0NDzC5h3fH66zw2fz4bH3+cCTfdxGVPPEG8lmOKHJeSLyGys7GRfc3N4Q7jqNJHjuSql15i6Pz5Pdp/1+ZqGmrbql7ccQ6Kulj1AppyJCLRY1xCAgNU/SJHODstTTcRTtDHMjPxO3uniaoc7rKMDIaEcWLbycldm3p5NA6nk9N+9CMGnnUWKx54AJ+3iekXFBCf0J5IsrBuUSkblpSd8NSi5/fv73yjXvBKeyVIrGmpr+eNe+7Bk5TERY8+yvS778al70uRTin5EiKRWvVSuWUL1lp8GRk9Kglsq3rp+CIZNC4Vl7trbyOnMYxVt3MRiSKqfpFDJTqdzD6Bi0tpk+hycUVmZrjDiDmTExM5M8yVB9OTknCfQHLS4XJxxv/7f1z0yCN4U1JISPEwfV4ByRkdFTXb1lTywWslBFqPPQWyM+vr69ka4oqUipYWlvVxf5lQK377bYKtrbh9Pi7485+59L//JWvcuHCHJRI1lHwJkWURmHyp27uXxy+7jGW/+U2Pj1G8qZrGuraqF4/XSeHIrp+EDo+PJ153ukQkioxPSKBId/Ok3VlpabgdOnXqDTOSk3VDphfleDx8Ijs73GHgczpPeJqQ0+MhecAArLUs/fWvKX7tRU46L5+soo73y97tdSx9fjfNjd2brnSoUFe/vFZZSTBGxks37N/Py3feybM33cT6xx4DIG34cJxqoC3SLTqDCIFtDQ2UtbSEO4yPeO+XvyTY2srwSy7p0f6B1uDhvV7GpXS56gW05EhEopOqXwTA73RyWkpKuMOIKddlZxOvZNYJ8zoc3JKXhzdCbnCd0kvVYcGWFnYvXsyrX/oSO994jYlzcyga3XHsytJGFi0opq6qZ8v8P6itZW+IWgQ0BYO8VXXi/WnCzVrLh889x3/mzWPbSy8x9Y47GHnZZeEOSyRqhf0bzxhzrjFmgzFmszHmq8fY5gpjzFpjzBpjzD/7OsbuisQSw7K1a9n45JOMvf56kgoKenSMneuraKpvu8Pgie9e1QtoxLSIRKcJCQk9biIpsePM1FTilCjoValuN1do+tEJMcANOTnkRtBn1PD4+F4ZKe70eDj3gQfIHDuWl7/wBYrfeZtR0zMZOS3j4DYNNS0sfqaYir3dX0JkgRdCVP2ysKqK+kDPq3IixeKf/YxXvvhFEvPyuPS//2XyrbficLvDHZZI1ArrWYQxxgn8FjgPGA1cbYwZfcQ2w4CvASdba8cAX+jrOLsr0kZMW2tZ9OMfE5ec3OPR0i3NAbas7Oj1Mnh8Kk5X198+A7xeUvVhLSJRan5GRucbSczyOZ2crqqXkJiVnKybMyfgvPT0E17m09uMMb1W/eJJSOC8P/6R1GHDePH229m9aBEDxqQw8fQcHM623jItTUGWvrCbPVu6f/69uLqa6tbWXon1AGttVDfatdYSaK8IGnz22Uy76y4ueuQR0oYPD3NkItEv3LdwpgGbrbVbrLXNwCPARUds82ngt9baCgBr7b4+jrFbtjY0sD/ClhzV79tH1bZtTP3c54jr4XjHbasraWlqa2wWn+CicET3vlS15EhEotkETT7q185KTY2YJR2x6OPZ2STq/2+3jU9I4MIIXRY5KykJVy9NBYtLSuKCP/+ZlEGDqC8tBSB7QAInnZePx9v2vgkGLCvf2MuWlRXdmoTUai2v9nKi5P3aWkoj7Fqgq+r27uWFz36Wd3/4QwCyJkxg4qc/jSMMo8tFYlG4ky/5wM5DHhe3P3eo4cBwY8w7xphFxphzj3YgY8zNxpilxpilpe0fzOEQaVUvAP7sbK58/nlGXXFFj/Zvqm9l+5rKg4+HTk4/eLehq5R8EZFop94v/ZNfVS8hl+hycUNOTrjDiCq5Hg+fysnp0eTKvpDocjGpF8/9vKmpXPLYYwydPx+AxooKUjK9TJ9XgD+5o7J607Jy1r5bSjDY9QTMG1VVNAV7PjnpSC9GYdWLtZb1//0v/5k3j12LFpE8cGC4QxKJSeFOvnSFCxgGnAZcDfzRGJNy5EbW2gettVOttVMzwzS+0FrL8gjr91K2bh2B5mZc8fE9XqP54QcVBFrbvsQSUj3kDu7el2mWx0NeBK1FFhHpifEJCQxU9Uu/o6qXvjE2IYEzUlPDHUZU8Dud3J6fH/Hvy1N7OWl5oPpi9+LF/POMM9jywgv4Et1Mu6CA1JyOz+biDdWseHkPrS1dS6jUBwIs7KXmuJvr69kS4hHWva22pITnPv1p3vzGN0gfMYLLn3qKcZ/4RLjDEolJ4U6+7AIKD3lc0P7coYqBp621LdbarcBG2pIxEWdbY2NELTlqqq7mmRtv5M177unxMeprWije0PGFNHxKerfvsqjqRURixYXq/dKvJDqdnK6EQJ+5NCNDy/s64TKGz+blkREFI36H+XwhufmWMXo06SNG8MoXv8jGp57CE+dk6tn5h90cLNtVz5Jni2ms71o/l5crurdc6Viiseol2NJC+fr1nHzPPcz7299IHjAg3CGJxKxwJ1/eA4YZYwYZYzzAVcDTR2zzJG1VLxhjMmhbhrSlD2PssmURtuRoxR/+QFNVFeNuuKHHx9i8vJwD30Wp2V4yCnzdPoaSLyISK8b4/QyOjw93GNJHzk1L04SjPuRyOLg5NxdfhFd0hNPHs7MZ5uv+uVi4zA3Bkj1PYiLn/+lP5E6bxutf/SprH3kEh9Mwbk42gyd0JEtr9jez+H/F1Oxv6vSYZS0trDjB6vU9TU2sjLAK+GOp2r6dpfffj7WWpMJCrn75ZcZcey1Gn3ciIRXWf2HW2lbgduAFYB3wb2vtGmPMd40xF7Zv9gJQboxZC7wGfMlaWx6eiI8vkpYcVRcXs/pvf2P4xReTMWpUz45R3sSeLR1/pmE9qHpJcrkYrLtYIhJDLlLvl34hxeXq9WUT0rkMj4cbcnKIzE4m4TU/PZ0ZvTRFqK9MT0oiPgQX9G6/n3MfeIDCOXN4+9vfZveSJRhjGDY5nTEnZ3HgdLWxvpXFzxZTtqu+02O+fIJVKy9WVHDitTOhFQwEWPmXv/DYRRex6m9/o6a4GACXztVF+kTY05vW2mettcOttUOstT9of+5ea+3T7b+31to7rbWjrbXjrLWPhDfio9vW0EB5BC05WvL//h8Ol4uTvvCFHh9j07KOHFdmoZ/U7O7f7Z3g90dsMzgRkZ4Y6fczPIruPEvPXJCejlt3gcNiQkIC5ynJeZiTk5OZF4XLHuMcDmaFKGHk8no5+9e/Zs73vkfuSScdfL5geBKTz8rD6W47/wy0WJa/tJvijdXHPd6HDQ1s62G/loqWFhZXH//44bZ/40aeuuoqFv3kJxTMmsUVzzxDUmFh5zuKSK/RWUUvWRZBVS+tjY3UFBcz/pOfxJ+d3aNjlO2qP+wuwfApaT06zqTExB7tJyISyS6Owosg6bosj4dToqzCINZcmJ7OeC1bBtqafV/Xw/O5SDA3JSVklUxOj4eRH/sYxhiqtm/n9a99jdaGBjLyfUw/v4A4X9sSNmthzTv72LS8/Li9XXpa/fJSRQWBXugZEyrBlhaev+UWanbt4oyf/5yzf/vbHl8jiEjPKfnSS5ZHUL8Xl9fLxY8+yqTPfKZH+9ugZcOSsoOP84clkZDa/YZp8Q4HI9QbQURi0JD4eMb6/eEOQ0LkovR0HKraDCtjDJ/Kyen30xKHxcdzc25uVL8fMz2ePkmk7X3/fTY++SQLbriBhv37SUyLY8a8QhLTOpoTb/mgglVv7iUYOHqiZFltLRXdrGSvaW3lrV6altTbSlevJtjSgsPt5sxf/IIrnnmGIeefr6p0kTBR8qUXbG9spCxClhyVrlpFY0UFxuHA2cNO+MWbqqmtbAbA6TIMm9yzqpdxCQm4VLItIjHq4owM9aWIQQO8XqaoajMieNtHKie1jxjubwZ4vdyenx8Ty9/O7IOpYcMvuoiz7r+f8vXreeLyyylfvx6v38W08wvIyO9YKrpnSy1LX9xNS1PgI8cIWsvrlZXdet1XKipoDnZtrHVfaays5M177+WJj32M1f/3fwBkTZiAV9PbRMIq+j/NI0CkVL20NjXx8he+wEuf+1zPj9ESZPPy/QcfDxqXSpyvZyc9k1QuLCIxrFAX6THp0owM3RWOIOluN7fn5/e7qVP5cXF8vqAAb4xMfhru81HUB01dB511FvP/8Q9sIMBTV1/N3hUrcLkdTDozl4LhSQe3qyhpYPEzxdTXfPTm6VtVVV1OptQHArzWzWRNKFlr2fjEE/z7/PPZ8N//Mu4Tn2Dk5ZeHOywRade/vslCJFKmHK3++9+p2bWLybfd1uNjbF1ZQXNj250Ar8/FwLEpPTqO2xjGqCRfRGLcRRkZUb0cQA43xu9npL67Is4Ar5fP5OXh7Cf/1vLi4vhiQQH+GEm8HHB2H1VdZI0bxyWPPcawCy8kvX3ip8NhGD0rk2FTOho511W1sHhBMVWljYftXxcIsKiLzXNfraigMYKqXt7+znd4/WtfI7moiEv/+19mfvWreHQzVCRiKPlygoobG9nX3BzuMGjYv58VDzxA0amnkj9zZs+OUdvCtjWVBx8Pm5qO09Wzt8gYv7/f3aUSkf4ny+Ph5KSkzjeUiGeAyzMzwx2GHMMYv59P9oMR1AVxcdxZUEBiDC61mpKYSLrb3Sev5cvMZPZ3voPL66W5tpbXv/51GkpLGTw+lfGnZmPaT1GbGwMseW4X+7YffiP11S403m0IBHglAqpeGisraWrvOTPikkuY8/3vc+E//0n6yJFhjkxEjqSr4xMUKVUvy37zG1obGpj+5S/3+Bgbl5UfbECWlBFH7uCeZ8q15EhE+ot56el4lGyOeqckJ/f75q6RbmpSEtfHcAJmoNfLnYWFMZl4AXAYw1lh6DlStno1Hz77LI9dfDE733qL3MGJnHROPu64ts/tYMCy4tUStq+tPLjPnuZm1tXVHfe4r1RUUB/4aN+YvhJobmbVX//Ko+ecw3u/+hXQ1tdl5OWXY/SdJBKR9C/zBEVCvxdrLU1VVYy68kpShwzp0TEq9zVSsqUjkTTypJ6veXcao/GQItJvpLjdnJGSEu4w5AR4HQ4u1PjwqDArOTkmEzAjfb6YXGp0pFOSk0ns4z9j3owZXPrYY/gyMnju05/m3R/+kMRkmH5BAfGJHYmu9YvLWL+4FBtsuxH5ynGqX+oDgR6PpT5R1lq2vfIKj82fz7s//CEZY8Yw+sorwxKLiHRPbKbW+0hJUxN7ImDJkTGGM/7f/yPYw+y7DVrWLSo9+Dh7gJ/UnJ6PiB7p8+GL8ZMHEZFDnZOWxptVVdSF8S6o9Ny5aWn9dqJONJqVnIzLGB4qKSFojz4yOJqclJjIDTk5/WJCpNvh4Ky0NB4vLe18416UOnQoF//73yz6yU9Y9de/0lRTw2n33cf0CwpY8coeqkqbANi+toqG2lbGn5rN6ro69jU3k3WU6aEv7t9PQ5h6vSz79a9Z/rvfkTJ4MOf+4Q8UzpmjJuEiUSL2P+VDKBKWHJWuXk3F5s0AOHqY8CjeVE11eVP7MQzDTzqxu3+TVfUiIv1MvNPJBenpnW8oESfD7Q7LUgg5MdOSkrg1Ly/ql/ydl5bGp3Jz+0Xi5YDTUlLCUuHj8no55d57mffXvzL51lsBaKkqY9x0H1kDOhpt79tRx3vP7aKxobVj7PRrr8HAgfDaa9S0tvJqH/Z6sdaye9Gig+f7wy66iDnf/z6XP/UURaeeqsSLSBTpP5/0IRDuJUfBQIA3v/lNXrj11h5XvTQ3Bti0rPzg40HjUvAl9rwZmsMYJij5IiL90GkpKWT2UTNJ6T2XZ2b2qwvfWDIuIYG7CgqismrJbQyfzM3l4szMfnfxHOdwhDXhmTd9OkkFBQAs/MEP+M/55+LY9jyFIzoSMFVlTSxeUMzz20tpfvllmDcPtm+HefN476mnaOqDqpdgIMCW55/nqauuYsENN/DBn/8MQPKAAYy8/HIc+r4RiTo62+ih0uZmdjY1hTWGTU8+Sfn69Uz9/Od7XPWyeUU5LU1tXyDxCS4GjTuxL8Nh8fEx2yhOROR4nMZwqablRJVRPh+TEhPDHYacgIHx8XytqIjCKGqWnOF285WiIqb340lpp6emkhABS9Sn3nEH2ZMmsfgnP2bltz9BYu0ibLAFgIbaVpp//T/M/Auhvr5th/p6Tr7uOoYvWhTSuDY++SSPnnsuL3/hCzRWVHDyPfdwyre+FdLXFJHQU/Klh1aEeclRS3097/3yl2RNmMCQ88/v0TGqyxrZub764OMR0zJ6PFr6AC05EpH+bHJiIkPje94zS/qO0xiuzMoKdxjSC9LakxkzoiCZMSUxkW8OGECh1xvuUMIqzuHgnLS0cIdB2rBhnPfgg5z3xz/iTkhg9W+/j7/0JZwuw8ztK3nwX9/G3dhw2D5xjY3cfsstvZqAsdaye8mSg5XslR9+iC89nbPuv58rnnuOMddei6ufv2dEYoFKFHoo3EuOPvjzn6kvLeXMX/2qR+Wq1lrWLSo7+Dgj30dWkf84e3TO0HbhISLSn12RlcUPt28n+tuAxrYzUlPJjaJqCTk+t8PBjbm5jPT5eGTfPhrD1Az1WOIdDq7MymJmcnK4Q4kYc1NSeKWigsrW1nCHQuHs2RSccgrFb79NxujRDF22lpE/updbA63cCJwCHFqncyAB85sHHmDjjBk9es1gIEDJsmVse+kltr70EnUlJZz7hz9QdOqpTL3jDi0rEolBqnzpgYqWFrY1NoY7DIZeeCE5kyf3aN/dm2uoLG37MxgHjJze89HSB+OJj4/KddciIr1pgNfbr5cTRINUl4t5apAck2YmJ3PvwIGM9PnCHcpBExIS+PbAgUq8HMHtcDA/gv4dGmMonD2bCZs28ZUvf459gVYeB04DsoEbgEcP2b67FTCB5maaqqoAqC4u5u+zZrHg+utZ9+9/kzFmDHN/+lPypk8HUOJFJEbpSrkH3q+tDfsdzamf+xy2h+MVmxsDbHivo+pl4JgU/MkfHaPXXVNU9SIiAsAlGRmsqK3tk6aM0n1XZmURpya7MSvd7eaLhYW8W1XF42VlVIepsiLL4+FjmZmM15LsY5qVnMwrlZXsDnMfxUPd8PWvtyVWgBuBZ4Gn238tBa5s3+4LQG1jI1mf+xxrvvAF3AkJJBUWHrwxuvLhh6ndvZu6vXup/PBDKrduZdQVV3DKt75FQm4ug889l/yZMymcPRu3/8Sqz0UkOij50gPhHDG9f+NG6ktLKTj55B5Xqmx4r+xgk12v38XgCSe+5tYAk3RyISICQIrbzXlpaTxZVtb5xtKnxickqMluPzEzOZlJCQm8UFHBKxUVfZYMTXG5OD89nVOSk3H2s0lG3eUwho9lZvKr4uJwh3LQw/fdx+233EJcYyN+4GPtv1qBkkO22w4sBPbV1MD3vgdA4Zw5nPfggwCs/tvfaKqqwpeZSfKgQQw44wzy25coOZxOZn/nO333hxKRiKDkSzfVtLay6UDH8z5mrWXhffdRvn4917zySo+y5OW769m9uaNfzagZmbjcJ373b3B8PCkqkRQROeis1FQWVlezr7k53KFIuziHg6vUZLdf8TqdXJSRwRkpKbxaWckblZXUtjc17W15cXGckZLCjKQkjS/vhtF+P+MTElgZ5mEWB2ycMYPfPPDAwQTMAS6g4JDt/s8Vxw/v+xW7z5lJS20tzbW1h00fveLZZ9UkV0QOo2+GbgrnkqMdr73G7kWLmHLbbT1KvARag6x9t/Tg4+yB/hNusnuAlhyJiBzO5XBwhUZPR5SLMjJI142CfinB5eLCjAx+PHgwN+XmMsbv75WqFL/TyezkZL5cVMS3Bg7klJQUJV564IrMTNwRVCV0IAHTfIzpdfWuOD51+bf4e3kBOzfW401LI3nAABILOtIzSryIyJFU+dJN4RoxHWxpYdFPfkLyoEGMvuqqHh1jy8oK6qtbAHB5HIya3jsXBQaYoiVHIiIfMS4hgQkJCXwQIXd0+7OBXi+np6SEOwwJM5fDwUlJSZyUlER9IMD6+no21NeztbGR3U1NtHTSTy/J5aIwLo7BXi+j/H4Geb04IihpEK0yPR7OTUvjf+Xl4Q7loE0zZlD6+OPkX3YZHFL13uT18tmrv8O7WWMA2Li0nLqqZkbPzMLh1HtBRI5NyZduOPAlHQ5rH32Uqm3bOOd3v+tRB/Taiia2rqw4+Hj4lHTifL3z168lRyIix3ZlVhZr6+o6vaiT0HEZwydyck54qp/EFp/TyeTERCa3V+9aa6lsbaWytZX6YJCWYBBjDHHGkOB0kuZ243M6Ozmq9NS5aWksralhT4Qs1TwtJYX8c8+FBQtg3ry2BIzPx7MPPYQZPoaUV0uo3Ne2LGnXphrqq1uYeHouHq/eIyJydKqL7IZVdXUEwnTy7ElIYPD551M0d26397XWsmZhKQdCT8nyUjCi98agTtWSIxGRY0p3u7kggsap9kcXpKeTFxcX7jAkwhljSHW7GRQfzxi/n4mJiUxISGCk30+B16vES4i5HA6uz8khElKkWR4Plx5YNjp3blsCZsAAWLCAkRdcQFy8i5POzSdvSMc5cMXeRhYt2EltZWQkj0Qk8ij50g0ramo63yhEhl98MWf+/Oc9umu3fW3Vwcy8ccCYWZm9dvfPAJO15EhE5LjOTksj1+MJdxj90gCvl3PTTnyqn4iE3uD4eM4K879XhzHcmJOD59DePXPnwrZtMHcuo/x+cj0eHE7D2NlZDJ/akVxvqGll8YJiSovr+j5wEYl4Sr50UXMwyOq6vv8grd65k3WPPkqwtbVH+9dVNbNpWcf62cHjU0lI7b27f0O15EhEpFNOY/h4hNzR7U/c7RdR6skhEj0uSk+nMIyVavPS0xl8jEa7B5yemgq0VUsNGpfKxNNzcLraPmdaW4Isf3kP29dWYrXcVEQOoeRLF60J03r9xT/7Ge/+6Ec07t/f7X1t0LL67X0EA21xJ6Z5GDy+d+8maMmRiEjXDImPZ44avvapizMyyNVyI5Go4nI4+HReHnFhmBo1yufj/C5U3sxISsJ/yDK07AEJTDu/AK+/vZ+ihfWLy1jzTunB83ARESVfuigcU45Kli1j6wsvMOGmm/BlZXV7/+1rKzuWGxkYOzu7V7uwO4zRiGkRkW64NCODVJd63feFkT4fZ7TfnRaR6JLt8XB9dnafvma6281NubldWprvcTg4JTn5sOeS0uOYMa+A5MyOhO+uTdW899wumup7VsEuIrFFyZcuaA0GWdnHyRcbDPLuj36EPzub8Tfe2O39ayub2bS8o1pm8MQ0ktJ69+7fiPh4EnURISLSZV6nk+v6+IKiP/I7ndyo6UYiUW1qUlKf9WuKczi4NS+PhG6c185NSfnIksY430cb8VaWNvLu/3ZSWdrYa/GKSHRS8qUL1tfX0xAM9ulrfvjMM5SuWsVJX/wibp+vW/u2LTfae8hyozgGj+/9u39aciQi0n1jExKYmdR7E+fkoz6ena1+ZCIx4OKMjJCfbzqN4TN5eRR4vd3aL9XtPurQCafLwdjZWYyYlsGBRl9N9QHee24XuzZX90bIIhKllHzpgnAsOfJlZjJ03jyGXXhht/fdsrKCqtImoG260bjZWTgcvXv3z2kMk5V8ERHpkSuysrT8KEROS0lhkr6fRGKCaW+aPdrvD8nxHcbwyZwcxvTw+GceY2mjMYaBY1KYclYeLk/b5VYwYFn91j7WLyklGFQfGJH+SMmXTgSt5YMwJF/yZszg9J/9DNPNZmOV+xr58P2O5UZDJqaR2MvLjQDG+P34Dmk0JiIiXedzOvmEph/1usK4OD6WmRnuMESkF7nalwT1NEFyLE5juCk3l6knUIk4KD6eIceZjJSR72PG/AL8KZ6Dz21fU8Xyl3bT3BTo8euKSHRS8qUTmxsaqAn03YdjfVkZS37xC5prarq9b2tzkJVvlnBgKFNKlpdB40LTbPAk3VUUETkho/x+TtP0o14T73Dwmbw8XGGYkCIioeV2OLgtP58ZvbRk0+d0ckd+fq8MjjhW9csB/iQPM+YVkFXUkTwq393Aov/tpKai6YRfX0Sih85QOtHXS46W3n8/H/z5z9SXlXV733WLS2moaeum7nI7GD8nu9eXG0Fbh/cJR1njKiIi3XNZZiZ5GoV8wgxwY24umR5Pp9uKSHRyGsONublckZWF6wSaaRd5vXytqIiRvVRJMzEhgfROeky53A4mnp7DkIkdiZqGmlYWLyhm7/a+r7AXkfBQ8uU4rLWs6EEFSk+Vb9jAhsceY8w115AyaFC39t2zpYbdmztiHT0rk/jE0DQbHO/3E6c7iyIiJ8ztcPDp3FzcmspzQs5NS9NNAZF+4ozUVL4xYMBxl/scjcfh4KKMDL5aVERWLyZqHcZ0aay9MYahk9KZODcHp6vtMz/Qann/1RI2ryjHWvWBEYl1uoI+ju2NjVS0tvbJa1lrefe++/AkJjL51lu7tW9DbQtr3y09+DhvSCK5g0O3LGiapnSIiPSavLg4rsjKCncYUWus389FGRnhDkNE+lBeXBxfLiritvx8Rvp8x+2fleh0ck5aGj8YNIjz09NxhiDZfUpycpd7IWYPTGD6BQXEJ3Q0Xf/w/QpWvLyHFvWBEYlpGrVwHH255Gjriy+ye/FiTr73Xrzd6AEQDFg+eL2E1ua2UdjxCS5GzQhds0Gf08mYbo6+FhGR45uTksKG+nqW9mG1ZSzI8Xi4KTcXo8ohkX5pfEIC4xMSqG5tZWN9PSXNzdQFgziBNLebgV4vA71eHCH+jIhzOJidnMwL+/d3vjGQmBbHjPmFfPB6Cfv3NABQWlzPu//bycTTc0kKwbAMEQk/JV+Ooy+TL6lDhzL66qsZdcUV3dpvw9KyjrHSBsafmn1wpF0oTElIUDNDEZEQ+Hh2Njubmtjb3BzuUKKC3+nktvx84jV5T6TfS3K5TmhqUW84PSWFlysqCHRx+ZDH62TK2XlsWlbOttWVQEcfmDEnZ5E3RMMtRGKNrqKPYXcfnwCnDhnCKd/6Fg5X1/NhJdtq2bG26uDj4VPTScnq3vrX7pquJUciIiHhdTr5bF6eemp1gcsYPpuX16t9G0RETkSK2820bk5PcjgMI07KYMIhfWCCAcuqN/ey9t1SggH1gRGJJTrDO4blfVT6XVtSwqtf+hJ1e/d2a7+6qmZWv92xT1aRnwFjUno5usOlud0M7WZzMxER6brcuDhuzMk5bv+C/s4AN+TkMExLYEUkwpydltajz++cgQnMmF+IP7ljWMbO9VW899wuGuv6pv+kiIRe2JMvxphzjTEbjDGbjTFfPc52lxljrDFmal/E1VdLjhb/9KdsffFFgi0tXd4n0Brk/ddKCLS0ZcPjE1yMPSUr5GvepyUmal29iEiITUpMZF56erjDiFiXZ2ZykqowRSQC5cXFMaaHI6wTUjzMmF9I9sCO/StLG3n36Z3sL2norRBFJIzCmnwxxjiB3wLnAaOBq40xo4+yXSLweWBxX8RV2txMcVNTyF+nZNkyPnzmGSZ86lMkFhR0aR9rLesWlVJb0bYkyjhgwtwc3HGhX/OuJUciIn3jgvR0pnazfL0/ODctjTPT0sIdhojIMZ17Ap9RLreDCaflMHxqOgdKaJobAyx9fhfbVldoHLVIlAt35cs0YLO1dou1thl4BLjoKNt9D/gx0NgXQfVF1UswEGDhD36APyeHCTfd1OX9dqyrYtemjiVRo6ZnkpzhDUWIhymMiyMvTp3XRUT6gjGGG3JyGKKlngedmpLCJZmhm+YnItIbhvl8DD6Bz25jDIPGpTL1nDw83rabq9bChvfKWfn6Xlpbgr0Vqoj0sXAnX/KBnYc8Lm5/7iBjzGSg0Fr7zPEOZIy52Riz1BiztLS09ISC6ovky8Ynn6Rs7Vqm33037i6uWy/fXc+GJWUHH+cNSaRgRN9Uo8xQ1YuISJ9yOxzclp9PjprKMis5mauzssIdhohIl5xI9csB6bk+Zl5YSHJmx83Pkm21vPv0Tqr3h75CX0R6X7iTL8dljHEAPwfu6mxba+2D1tqp1tqpmSdwZ6yypYWtDaFfVzlg7lym3X03Qy64oEvb19e08MHrJRyoNkzKiGP0rMw+6cHiMIZpSr6IiPQ5v9PJ5wsKSO3GJLxYMys5meuzs9VzTESixni/v1cqxr1+F9POK6BwZMd5eH11C4sXFLNzQ5WWIYlEmXAnX3YBhYc8Lmh/7oBEYCzwujFmGzADeDqUTXdX1NYS6o8xay3xaWlMvOmmLp1MtrYEWfHKHlqa2soMPfFOJp2ei9PVN399o3w+kvrxib+ISDilud18sbCQRGfoe3tFmtlKvIhIFDLG9Er1C4DDaRg9M4txc7IPG0e9dmEpq97UMiSRaBLu5Mt7wDBjzCBjjAe4Cnj6wA+ttVXW2gxr7UBr7UBgEXChtXZpqAJaHuIlR2Vr1vDUVVdRtX17l7a31rLqrb2HNdiddHoOXn/fJUNmqupFRCSssj0e7iwsJKEfJWDOTkvjupwcJV5EJCqdlJhIhtvd+YZdlDckkRnzC0lI6ViKumdLLYv+t5OaCi1DEokGYU2+WGtbgduBF4B1wL+ttWuMMd81xlzY1/HUtLayOYRLjmwwyNvf/S41xcV4U1O7tM/GpeXs21538PGYWVmkZPVdA0avw8HEhIQ+ez0RETm6vLg47uoHFTAGuCwzk8vUXFdEopijF6tfDmgbR11A/rCOG6N1VS0s+l8xuzZV9+priUjvC3flC9baZ621w621Q6y1P2h/7l5r7dNH2fa0UFa9vF9bSzCEayc3/Pe/7PvgA6Z/+cvEdaGaZMf6Kratrjz4uGh08mEftn1hamIibkfY3yYiIkJbAuZLRUUx2wPGbQw35eZytsZJi0gMmJmU1Ouf106Xg7GnZDF2dtZhy5BWv72PVW9pGZJIJNNV9SFCOeWosaKCxT/7GblTpzLsws6LevbtrGPdoo6pTZmFfkaelBGy+I5lVnJyn7+miIgcW7bHw1eKisiNsSlISS4XdxYWMlVLXUUkRrgcDs4JUTI5f2gSM+YX4j9kGdLuzTUsWlBMrZYhiUQkJV/a1QcCrK+vD9nxVz78MM21tZx8772drl+vKmtk5eslcMhko/GnZmMcfbvuPcvjYUh83y1xEhGRrkl1u/lyUREjfb5wh9IrBnm9fKOoiMH6zhGRGHNKcjLJIapWTEjxMGNeAXlDEg8+V1fZzLv/K2bnek1DEok0Sr60W1lbSyCEH1BTbruN8//0J9KGDz/udg01LSx/eQ+B1rZY4hNcTD4zF5e77/+q1GhXRCRy+drHUJ+WkhLuUE7I6amp3F1YSEovNqYUEYkUboej13u/HMrldjBuTjZjT8nC4TxkGtK7pbz/agnNjYGQvbaIdI+SL+1CNeUo2NpKc20tTo+H/Jkzj7ttU30r772wm+aGtg9Jl8fB5LPyiIvv+7X9BiVfREQincMYrs7O5oacHDxR1p8rwenk1vx8rszKwhVlsYuIdMfs5GRSQtyrK39YEjPnF5CQ2rEMad+OOhY+tYP9e0JX3S8iXaezHaAxEGBtXV3nG/bAqr/+lf/Mm0d9Wdlxt2tpCrD0xd001LQA4HAaJp2Re9g4ub402u8nVXchRUSiwszkZL5eVERBXFy4Q+mSSQkJfGvgQCZomp6I9AOhrn45ICE1jhnzCiga1dGzsak+wHvP72bTsnKCQS1DEgknJV+AVXV1tIRgyVH1zp0s/fWvyRg9mvj09GNu19oSZPlLe6itaAbAGJhwajZpOeFb+z5LVS8iIlElNy6OrxUVcV5aGo5OeouFS4rLxWfy8rglP5+kGJ3YJCJyNLOTk/tkUp3T5WDUjEwmnZGLO67jUm/LygqWPFtMffuNXhHpe0q+EJolR9Za3vrWt3A4ncdtshsMWN5/dQ+VpY0HnxtzShZZA8J3N9DvdDJRdyNFRKKOy+Hg4sxMvlFUFFEN093GcF5aGt8dNIjJiYmd7yAiEmNcDgcXHOdmbG/LKvIz66Ii0nI7vguqSpt496md7NlS02dxiEiHfp98aQ4GWR2CJUebnnySXQsXMv3uu0nIyTnqNsGg5YM3Sijf3XDwuZHTM8gfGt6qkxlJSVp/LyISxQq8Xr5cVMRNublkhHEJqdMYZicn871Bg7g4M5M4fbeISD92cnIyWZ6+ayng9buYenYew6akc+A+cGtLkJVv7GXVm3tpaVYzXpG+1O9rflfX1dEcDPb6cXe88QbZkycz6sorj/rzYNDywesl7NvekfgZMjGNAaNTej2W7jo5ObnzjUREJOKdlJTE5MREFlVX88L+/extbu6T1/U6HJycnMyZqamkqX+YiAjQ1iR9fno6f96zp89e0zgMg8enkpYbz8o3SmioaQVg94c17C9pYNzsLNJyfX0Wj0h/1u+TL8tqQlN2d8YvfkFzdTXmKHf5jpZ4GTgmhSETU0MSS3cM8nrJj5KGjSIi0jmnMZycnMyspCTW1NXxZlUVq+vqCISg19ng+HhmJSVxUmIiXqez148vIhLtTkpM5IX9+yluaurT103J9DLrwiLWLSpl94dt1z+Nda289/xuBoxJYdjkNJwuVSeKhFK/Tr60BIOs6uUlRyXLl5OQm0tCbi5xR6kgOVriZcCYFIaflH7MvjB9aXZKSrhDEBGREDDGMDYhgbEJCdQFArxfW8uq2lo2NDRQH+hZ6Xmcw8Gw+HjG+P1MSEggXVUuIiLHZYzh0sxM7i8u7vPXdnkcjJuTTWaRn7UL99HS1Fb9v31NJeW76hk3J5ukdN2EFQmVfp18WV1XR1MvLjlqrKjgpTvuIGXgQOb/4x8f+Xkw0Nbj5cjEy4gISbx4HQ6mqhGiiEjM8zudnJyczMnJyVhr2dPczI7GRvY0N1PW0kJVayv1weDBSYBuY/A5HCS7XKS73eR6PBTGxZEXFxexk5VERCLVGL+fkT4f6+vrw/L6OQMTSM3ysvrtfZTtaouhtrKZRQt2MnRiGgPHpeJw6LNdpLf16+RLby85evu736WpqopZ3/zmR34WaA3y/qslBz/gILISLwDTkpLUDFFEpJ8xxpDXnkgREZG+cVlmJvdt307vLwDtmjifi8ln5VK8oZoN75URaLXYIGxavp/SnfWMnZOFP6nvmgOL9Af99kq7t5ccffjss2x57jmm3HYb6SNHHv5aTQGWvrA7ohMvAHPUaFdEREREJOSKvF6mJ4V3wqkxhsKRycy8sJDkzI4EfGVpI+8+tZMd66qwIegPJtJf9dvky5q6Ohp7aclR/b59vP2d75A1YQITbrrpsJ81NbTy3vO7qNzXePC5IRPTIi7xMtDrpdDrDXcYIiIiIiL9wsUZGbgj4HrAn+xh2vkFDJ2UdnAkdaDVsm5RKe89v5v66pbwBigSI/pt8mVZbW2vHcsVH8+gs8/mtB/+EIerYyVXQ00LS57ZRc3+jtGeI6dltH+whf+D9lCnqtGuiIiIiEifSXW7OSctLdxhAOBwGIZMTGP6vAL8KR3LjSpKGlj41A62r61UFYzICeqXyZeWYJCVvZR8sdbiSUxkzve+R8rgwQefryprZNEzxdTXtGWKjYGxs7MYMCalV163N/mcTk5So10RERERkT51Tloaqa7IacOZnOFl5vwCBo1PPawKZv3iMpY8t4u6qubjH0BEjqlfJl96a8nR/g0bePKKK6jatu2w5/ftqOO953bR3NA2utPhNEycm0P+0PCu6zyWmUlJuNVoV0RERESkT3kcDi7LzAx3GIdxuhwMn5LO9HkFJBxSBVO5t5GFT+1k2+oKbFBVMCLd1S+vuJf2wpSjlvp6Xr7zTmpLSvAcUjWyfW0lK17ZQ6C17QPJ5XEw5ew8sgYknPBrhoJBS45ERERERMLlpKQkhvt84Q7jI5IzvMy8sJAhEzuqYIIBy4b3yln8bDG1laqCEemOfpd8aQkGWdkLU47e/eEPqdyyhbk//jHx6enYoGXd4lLWLy47uE18oosZ8wpIy4k/4dcLlZE+H9kejZETEREREQmXq7OycERYT0hoq+AfOimdGfMLSUzruGaoKm1i4VM72LxiP8GAqmBEuqLfJV9W1dXRdIJLjj589lnW/+c/TPz0pymYNYvmpgDLXtrNjrVVB7dJzoxjxrxC/MmRndiYm5oa7hBERERERPq1vLg4zozg8/Kk9DhmzC9sGxzSfgVpg/Dh+/tZ+NQO9pc0hDdAkSjQ75IvJ7rkyFrL2kceIXviRKZ+7nPUVDSx6H/FlO/u+MDJHuDnpHPz8XidJxpuSKW73Yz3+8MdhoiIiIhIvzcvPZ00tzvcYRzTgYlIM+cXkpwZd/D5uqoW3ntuF6vf3ktzUyCMEYpEtshprd0HmnphypExhvP++EdaamvZt6uJ1W/tPdjfBWDw+FSGTo68UdJHc1pKSlTEKSIiIiIS6+IcDq7OyuK3u3aFO5TjSkyLY/r5BexYX8Wm5eUEWtquhXZtqqF0Zz0jpmWQOzhB1xkiR+hXlS8ra2tp6eF8ehsM8v6DD9JcU4PT7aF4G3zwWsnBxIvTZZgwN4dhU9Kj4oPG43BwSnJyuMMQEREREZF24xMSmHrIMI9IZRyGAaNTOOWSAWQVdVTSNzcGWPXmXpa9uJv66pYwRigSefpV5ct7J7DkaPnvf8+yX/8aV2Iq9SkzqShpPPiz+EQXk87IJTE17jhHiCwzkpLwOSN7WZSIiIiISH9zVVYW6+rrqQtE/hIer7/tOmjf9lrWLSqjsb4VgPLdDbzz5A4Gj09l4NgUnK5+dc9f5Kj6zb+C+kCANT2ccrR5wQKW/frXFJ51AXuDkw9LvKTnxbd1/46ixIsBTtd4aRERERGRiJPocnFVVla4w+iWrAEJnHxpEUWjOirrgwHL5hX7eefJnZTuPPFpsyLRrt8kX96vraW1B0uO9ixdyutf+xrJIydixt9Ea3P7MQwMmZTGlLPy8MRFVwXJaL+f3LjoSRaJiIiIiPQn05KSmJSQEO4wusXldjBqRiYz5hWQmNZxrdFQ08Lyl/ew/OXd1NdoKZL0X/0m+bKkurrb+9hgkLe+/R3cKTkknv0VjKut+3hcvJOTzslj6MQ0jCPy+7scKZLH2ImIiIiICFybnU1iFLYJSM70MnN+AaNmZOLydFxulu6s550ndrB5RTmB1mAYIxQJj37R86W6tZUNDd2bPW+tpXhjDUnnfRNfcwvO+LbGV+n5PsbNziIuPjr/1+XHxTFa46VFRERERCJaosvF9Tk5ET/96GiMw1A0KpmcQQlsXFrOrk1tN8KDAcuH71ewe3MNI6dnklnoi4phJSK9oV9UviyrqSHYjSVHlTtLWHDnj1mzcC/Gl447JQdjYNiUdKaclRu1iRdQ1YuIiIiISLQYn5DAnCju1ejxOhl7ShbT5xWQlH7IUqTaVla8sodlL+2htqIpjBGK9J1+kXxZ0sUpR9Zatr+/kyev/QQlL/+L1v1tWWZ/iocZ8woYPD41qjOzKS4X06JgdJ2IiIiIiLS5IjOTvCjv15iS6WXGvAJGz8zEHddxCVq+q553ntrJ2oX7aG6M/OlOIici5pMvZc3NbOnCkqOG2haWPLGGVz/3aZrLd5N56T240wsZMCaFmfMLSMrw9kG0oXV6aiouR8z/lYuIiIiIxAy3w8HNubl4ovw83jgMhSOTOeXSARSMSGobwQpgYeeGat56bDtbV1UQDHR/SIpINIje9TNd1FnViw1adqyvYu0ra9jzf98kUFdB1uXfInXMVMbNziIt19dHkYZWvMPBqcnJnW8oIiIiIiIRJTcujmuzsniopCTcoZwwj9fJmFlZFI1MZsN7ZZTvbrtR3toSZOPScnZuqGL41AyyB/ijetWByJFiPvmy+DhTjmoqmljzzj6qSptoLt+LbW0i+6ofMPT0kxg2JR23J/q6ix/LqSkpeKOwW7qIiIiIiMCM5GQ+bGzkzcrKcIfSKxLT4phydh6lxfVsfK+Muqq2MdQNNa188FoJqdleRkzLIDkGViCIQIwnX7Y3NlLS3PyR51uaA3y4Yj871lXRtG87nswBeAeMZ9iXHmbcaYWkZseHIdrQcRvDGWq0KyIiIiIS1a7MzKS4qalLbRWigTGGrEI/Gfk+dq6v4sP399PS1DaGumJvI4v+V0z2wASGTU7Dn+wJc7QiJya6Fw4ey6pV8NprH6l6aRsfXc3b/93BtlVl7H/1L+z5y+00bl/BkIlpnHL5sJhLvACcnJxMkium82wiIiIiIjHP5XDw2bw8UmPs3N7hMAwYncIplw1gwOhkDl1ttHdbLe88sYO1C/fRVN8aviBFTlBsJl+am7Hz5rH/xRcPPlVZ2siiBcWseWcfdbu2UfL3u6le8jjpMy/gtNvOZ+ikNBzO2FtT6DSGc9LSwh2GiIiIiIj0giSXi9vy84mL8ga8R+OJczJyeiYnX1JE9gD/weftgaa8/93OpmXltDRrMpJEH2Nt7HWTnmqMXQo0eb38v1/8lv85hrBnSy0A1UueoOLNv+GMi2fyXfcw8Zp5Md3I6eTkZK7PyQl3GCIiIiIi0otW1tby+927Ccbg9dwBlaWNbFpazv6Sw5dZueMcbP7u+custVPDFJpIt8VeuvQQcY2NfOFzt1L0ylvYQFsDJ4c3nqxpp/GxBf9j0rXzYzrx4jCG81X1IiIiIiISc8YnJHB1Vla4wwiplEwvU8/NY8rZuSSmdfR8OdAXRiSahH2xoDHmXOBXgBP4k7X2R0f8/E7gJqAVKAU+aa3d3pVj7wb+1trEon/fQ+aUC3F88ouccunN/aZZ04ykJDI8/ePPKiIiIiLS38xJSaG6tZX/lZeHO5SQMcaQke8nPc9HydZaNi0vp6FGvV8k+oQ1+WKMcQK/Bc4CioH3jDFPW2vXHrLZCmCqtbbeGPNZ4CfAlcc77h7gZGAREATmAF9f+Ryr/ZeyMTk3BH+SyOMwhgtU9SIiIiIiEtPmZWTQEAzyckVFuEMJKWMMuYMTyR6QwM4NVXTpbrxIBAn3sqNpwGZr7RZrbTPwCHDRoRtYa1+z1ta3P1wEFHR20GqgBfgmsAl4AzinpYUbvv713ow9os1S1YuIiIiISL/wsawsTktJCXcYfcLhbJuMJBJtwr3sKB/YecjjYmD6cbb/FPDc0X5gjLkZuBlgMrDkiJ83eb08fN99PY80iriM4YL09HCHISIiIiIifeTq7GwM8FplZbhDEZGjCHflS5cZY64DpgI/PdrPrbUPWmunWmunHtlCt8nr5TcPPMDGGTNCHmckmJOSQprbHe4wRERERESkD12Vnc25aj0gEpHCnXzZBRQe8rig/bnDGGPOBL4BXGitberOC/S3xEucw6EJRyIiIiIi/dQlmZl8LDOT2J3pKhKdwp18eQ8YZowZZIzxAFcBTx+6gTFmEvAH2hIv+7pz8Jb4+H6VeAE4KzWVRFe4V5OJiIiIiEi4nJmWxk25ubiNUjAikSKsV+nW2lZjzO3AC7SNmv6LtXaNMea7wFJr7dO0LTNKAP5j2j48dlhrL+z04D4f2/79bzYOHRq6P0CESXQ6OVtVLyIiIiIi/d7UpCQy3G5+v3s3la0azSwSbsZaG+4Yet3UuDi79Pnnsaedxne3b2d3U7dWKkWta7OzmdNPupyLiIiIiEjnqltbeXD3bjY1NIQ7lF714MiRy6y1U8Mdh0hXhXvZUWiMGwdz52KM6Tf9T3I9Hk5JTg53GCIiIiIiEkGSXC7uLCzk3LQ09YERCaPYTL4cYmpiIrkeT7jDCLmPZWXh0JpOERERERE5gsMYLsnM5IuFhZqKKhImMZ98McZwQXp6uMMIqXF+P2P8/nCHISIiIiIiEWyEz8e3Bgzg1JQUVcGI9LGYT75AW/VLflxcuMMICZcxXJGVFe4wREREREQkCnidTq7JzubLRUUUeb3hDkek3+gXyRdjDBdlZIQ7jJA4KzWVrH6wrEpERERERHrP4Ph4vl5UxCdyckh1hXUIrki/0C+SLwATEhIYEh8f7jB6VbrbzfkxvqRKRERERERCwxjDrORkvjdoEFdmZZGiJIxIyPSb5AvAZZmZ4Q6hV12dlYXH0a/+CkVEREREpJe5HQ5OT03lB4MG8YmcHApjtGWDSDj1q9TmkPh4JicmsrymJtyhnLCpiYmMS0gIdxgiIiIiIhIjXA4Hs5KTmZWczNaGBt6pqmJZbS31gUC4QxOJev0q+QJwWUYGK2trabU23KH0mN/p5Co12RURERERkRAZFB/PoPh4rgoGWVdfz4raWlbX1VHV2hru0ESiUr9LvmR4PJydlsaz5eXhDqXHrszKIlHrMUVEREREJMRcDgfjEhIOVt3vbmpiQ309HzY0sK2xkdKWlj6LxeNwkOl2k+V299lrivSWfnkFf15aGouqq9nfhx8UvWVSQgLTk5LCHYaIiIiIiPRDeXFx5MXFMTc1FYDGQIBdzc3sbW5mX3Mz+1tbqWhtpaa1lbpgkPpA4LirDhzG4HU4iHc48DudJDidJDqdJLtcJDudpLndpLlcpLndJB1yA/qzIf+TivSufpl88TgcXJWVxe927Qp3KN2S5HJxbXZ2uMMQEREREREBwOt0MiQ+/riTZYPW0mItAWuxgAGcxuAyBqcxfRarSDj121E5ExISmBRFDWsN8InsbC03EhERERGRqOIwhjiHA5/Tid/pxOd0EudwKPEi/Uq/Tb4AXJOdjc/pDHcYXXJGaipjoyhZJCIiIiIiIiJt+nXyJcnlioqpQYPj47k0MzPcYYiIiIiIiIhID/Tr5AvA9KQkpiQmhjuMY0p0Ork5N1cleSIiIiIiIiJRqt8nXwCuy84mPQLHlTmN4TN5eaRGYGwiIiIiIiIi0jVKvgA+p5ObIrC65JqsLIb5fOEOQ0REREREREROgJIv7QbHx3NlBPV/OS8tjVNSUsIdhoiIiIiIiIicICVfDnFqSgpzIiDhcXJyMherwa6IiIiIiIhITFDy5QhXZ2Ux1u8P2+tPTUzkuuzssL2+iIiIiIiIiPQuJV+O4Ghvcjs0Pr7PX/ukxEQ+lZuLI8J6z4iIiIiIiIhIzyn5chQeh4PP5eczpA8TMKelpCjxIiIiIiIiIhKDlHw5Bq/TyecLCkK+BMkAl2dmcnV2NkaJFxEREREREZGYo+TLccQ5HNyWn8/cEDXhTWxP8JyVlhaS44uIiIiIiIhI+LnCHUCkcxjDVdnZDI2P5//27aM+EOiV405ISOC67GySXPorEBEREREREYlluvLvoqlJSQzzHe3uIAAAYrhJREFU+fjPvn28V1PT4+NkeTxclpHBxMTEXoxORERERERERCKVki/dkOxycVNeHmc1NvL8/v28X1tL0Nou7TvA6+X0lBSmJSWpqa6IiIiIiIhIP6LkSw8M8Hr5TF4eNa2tvF9by4b6eoqbmqhobaXZWlzGkOx0khsXx9D4eMb7/eTGxYU7bBEREREREREJAyVfTkCiy8XslBRmh6ghr4iIiIiIiIhEP007EhEREREREREJISVfRERERERERERCSMkXEREREREREZEQUvJFRERERERERCSElHwREREREREREQkhJV9EREREREREREJIyRcRERERERERkRBS8kVEREREREREJITCnnwxxpxrjNlgjNlsjPnqUX4eZ4x5tP3ni40xA8MQpoiIiIiIiIhIj4Q1+WKMcQK/Bc4DRgNXG2NGH7HZp4AKa+1Q4BfAj/s2ShERERERERGRngt35cs0YLO1dou1thl4BLjoiG0uAv7a/vvHgDOMMaYPYxQRERERERER6bFwJ1/ygZ2HPC5uf+6o21hrW4EqIP3IAxljbjbGLDXGLC0tLQ1RuCIiIiIiIiIi3RPu5EuvsdY+aK2daq2dmpmZGe5wRERERERERESA8CdfdgGFhzwuaH/uqNsYY1xAMlDeJ9GJiIiIiIiIiJygcCdf3gOGGWMGGWM8wFXA00ds8zTwifbfXw68aq21fRijiIiIiIiIiEiPucL54tbaVmPM7cALgBP4i7V2jTHmu8BSa+3TwJ+BvxtjNgP7aUvQiIiIiIiIiIhEBROLRSTGmBpgQ7jjkJiSAZSFOwiJKXpPSW/Te0p6k95P0tv0npLeNsJamxjuIES6KqyVLyG0wVo7NdxBSOwwxizVe0p6k95T0tv0npLepPeT9Da9p6S3GWOWhjsGke4Id88XEREREREREZGYpuSLiIiIiIiIiEgIxWry5cFwByAxR+8p6W16T0lv03tKepPeT9Lb9J6S3qb3lESVmGy4KyIiIiIiIiISKWK18kVEREREREREJCIo+SIiIiIiIiIiEkIxm3wxxvzUGLPeGLPSGPOEMSYl3DFJdDLGnGuM2WCM2WyM+Wq445HoZYwpNMa8ZoxZa4xZY4z5fLhjkthgjHEaY1YYYxaEOxaJfsaYFGPMY+3nUeuMMTPDHZNEN2PMF9u/91YbY/5ljPGGOyaJLsaYvxhj9hljVh/yXJox5iVjzKb2/6aGM0aRzsRs8gV4CRhrrR0PbAS+FuZ4JAoZY5zAb4HzgNHA1caY0eGNSqJYK3CXtXY0MAO4Te8n6SWfB9aFOwiJGb8CnrfWjgQmoPeWnABjTD5wBzDVWjsWcAJXhTcqiUIPA+ce8dxXgVestcOAV9ofi0SsmE2+WGtftNa2tj9cBBSEMx6JWtOAzdbaLdbaZuAR4KIwxyRRylq7x1q7vP33NbRd0OSHNyqJdsaYAuAC4E/hjkWinzEmGZgD/BnAWttsra0Ma1ASC1xAvDHGBfiA3WGOR6KMtfZNYP8RT18E/LX9938FLu7LmES6K2aTL0f4JPBcuIOQqJQP7DzkcTG6WJZeYIwZCEwCFoc5FIl+vwS+DATDHIfEhkFAKfBQ+1K2Pxlj/OEOSqKXtXYX8DNgB7AHqLLWvhjeqCRGZFtr97T/vgTIDmcwIp2J6uSLMebl9rWjR/666JBtvkFbqf//hS9SEZEOxpgE4L/AF6y11eGOR6KXMWYesM9auyzcsUjMcAGTgd9baycBdaiUX05Aex+Oi2hL7OUBfmPMdeGNSmKNtdYCNtxxiByPK9wBnAhr7ZnH+7kx5gZgHnBG+z9Ike7aBRQe8rig/TmRHjHGuGlLvPyftfbxcMcjUe9k4EJjzPmAF0gyxvzDWqsLG+mpYqDYWnugKu8xlHyRE3MmsNVaWwpgjHkcmAX8I6xRSSzYa4zJtdbuMcbkAvvCHZDI8UR15cvxGGPOpa0M+0JrbX2445Go9R4wzBgzyBjjoa1B3NNhjkmilDHG0NZHYZ219ufhjkein7X2a9baAmvtQNo+n15V4kVOhLW2BNhpjBnR/tQZwNowhiTRbwcwwxjja/8ePAM1cZbe8TTwifbffwJ4KoyxiHQqqitfOvEbIA54qe1znkXW2lvCG5JEG2ttqzHmduAF2rrz/8VauybMYUn0Ohn4OLDKGPN++3Nft9Y+G76QREQ+4nPA/7XfdNgC3BjmeCSKWWsXG2MeA5bT1gpgBfBgeKOSaGOM+RdwGpBhjCkGvgX8CPi3MeZTwHbgivBFKNI5o9U4IiIiIiIiIiKhE7PLjkREREREREREIoGSLyIiIiIiIiIiIaTki4iIiIiIiIhICCn5IiIiIiIiIiISQkq+iIiIiIiIiIiEkJIvIiIiIiIiIiIhpOSLiIiIiIiIiEgIKfkiIiIiIiIiIhJCSr6IiIiIiIiIiISQki8iIiJRxhjzpDHGGmPuOMrPvtf+sz+HIzYRERER+ShjrQ13DCIiItINxpg0YAWQDcy01q5of/4M4EVgPXCStbY+fFGKiIiIyAFKvoiIiEQhY8ws4A1gKzAZ8APvA8m0JV7WhC86ERERETmUlh2JiIhEIWvtQuAeYBjwB+DvQA5whxIvIiIiIpFFlS8iIiJRyhhjgOeBs9uf+pe19powhiQiIiIiR6HKFxERkShl2+6gPH7IU78MUygiIiIichyqfBEREYlSxphhwHKghbZeL2uAadbaxrAGJiIiIiKHUeWLiIhIFDLGxAGP0tZo90rgh8A4VP0iIiIiEnGUfBEREYlOPwMmAT+x1r4EfAt4B/iMMeZjYY1MRERERA6jZUciIiJRxhhzCW29XhYDp1hrW9ufL6Rt3LQLmGSt3RK2IEVERETkICVfREREoogxpoi2BIsDmGit3XbEzy8CngTeoy0x09zHIYqIiIjIEZR8EREREREREREJIfV8EREREREREREJISVfRERERERERERCSMkXEREREREREZEQUvJFRERERERERCSElHwREREREREREQkhJV9EREREREREREJIyRcRERERERERkRBS8kVEREREREREJISUfBERERERERERCSElX0REREREREREQkjJFxERERERERGREHKFO4BQyMjIsAMHDgx3GCIiIiIiIhICy5YtK7PWZnayTZbL5foTMBYVHsSCILC6tbX1pilTpuwLdzDdFZPJl4EDB7J06dJwhyEiIiIiIiIhYIzZ3tk2LpfrTzk5OaMyMzMrHA6H7Yu4JHSCwaApLS0dXVJS8ifgwnDH013K/omIiIiIiEgsGpuZmVmtxEtscDgcNjMzs4q2Sqaoo+SLiIiIiIiIxCKHEi+xpf3vMyrzGFEZtIiIiIiIiIhItAhr8sUYU2iMec0Ys9YYs8YY8/mjbHOaMabKGPN++697wxGriIiIiIiISFdt2LDBM2zYsDGHPnfnnXfm3XvvvdkA999/f/q2bdvcB3525ZVXDli2bJkXID8/f9yePXtcAJMmTRp54HgPPPBAWndiWLBgQWJiYuLEkSNHjh45cuToWbNmDT/RP9ehvvvd72bV1NQczCuceuqpQ8vKypy9+RqxItyVL63AXdba0cAM4DZjzOijbPeWtXZi+6/v9m2IIiIiIiIiIr3rH//4R8aOHTsOJl8effTR7VOmTGk8crsVK1asB9i0aVPco48+2q3kC8DUqVNr169fv3b9+vVrFy5cuPHEoj7cH/7wh+za2tqDeYU33nhjc0ZGRqA3XyNWhDX5Yq3dY61d3v77GmAdkB/OmERERERERERC6aGHHkpdvXq17/rrrx88cuTI0bW1tWbatGkj3nzzTd+R2/p8vkkA3/jGN/KXLl2aMHLkyNHf+c53sqZOnTpi4cKF8Qe2mzJlyoh33303/sj9j3RkRc69996bfeedd+YBTJs2bcRnP/vZ/HHjxo0aOHDg2Oeffz4BoLW1lZtvvrlg2LBhY4YPHz76B/+/vfuOi+pK/zj+OfQmKCKoKFYUFWxYscfeOyp2Y2J212x2UzZtN8WUTbJp66abGI29N+y994YdGwIWEER6nTm/P9D8jDEKClwGnvfrxSvcmTv3PpCRmfnec57zwQee77//vmdsbKxthw4d6rRs2bIO/HbEzjvvvOPl6+vbwNfXt8GUKVM87567Zs2aDYYPH16tdu3aDdq0aeObkpKinuy3aRmKzVLTSqnqQBNg/wPubq2UOg5cA17WWp96wOOfBZ4F8PHxKcRKhRBCCCGEEEJYkhUTVlSNPRn7u2DjSXj6e6b1n94/6nEeO378+IRvv/3W89NPP41q3759Wl4e88EHH1z97LPPvLZu3XoBwN3d3fTjjz96BAUFRYWFhdlnZmZatW7dOv3+x90NbAD69+9/a8KECbcedp6cnBx14sSJMwsWLHCbMmVK5R49eoR/9tlnFSIjI+1Onz59ytbWlpiYGGsvLy/Tt99+67V9+/bwSpUq5dx7jJ07dzrNnTu3/OHDh89orQkMDKzXuXPnZA8PD1NkZKTD7NmzLwUFBV3p1atXzV9++aXcn//854fWVBIYPe0IAKWUC7AE+JvWOum+u48A1bTWjYD/AcsfdAyt9Q9a62Za62YVKlQo1HqFEEIIIYQQQoiHUerBAzr+6Pb8GjduXMKmTZvcMjMz1XfffecREhIS96D97p129PHHH9941HGHDh2aABAUFJQaHR1tB7BlyxbXSZMmxdna5s6S8vLyeujUom3btrn06tXrtqurq9nNzc3cu3fvhK1bt5YB8Pb2zgwKCkoHaNKkSVpERIR9vn5wC2X4yBellC25wcscrfXS+++/N4zRWq9RSn2jlPLQWj/wiSWEEEIIIYQQQtzrcUeoPAkvL6+cxMTE3zSfvXXrlnWNGjUyC+L4ZcqUMbdr1y5p7ty5ZVeuXOl+9OjR03l5nI2NjTabzb9uZ2Rk/GZQhoODg76zHyaTqcCnBNnZ2f26/Le1tbVOT08vFoNCCpvRqx0p4CfgjNb68z/Yp+Kd/VBKtSC35viiq1IIIYQQQgghhMgfNzc3s6enZ/bKlSvLAMTExFhv27bN7amnnkoBcHFxMd0fzjzieKaUlJTf7P/cc8/Fvfrqq1UbNWqUWqFChTw1uq1SpUrOrVu3bG7cuGGdnp6u1q9f7/aox3Tu3Dnp+++/98jOzubuzwLg7OxsSkxM/F2u0KlTp5Q1a9aUTU5OtkpKSrJas2ZNuU6dOiXn6QctoYxOmNoAo4Gn7llKupdS6jml1HN39hkCnLzT82UqMFxrrf/ogEIIIYQQQgghRHEwc+bMyx988EElPz+/+h06dKj76quvXmvQoEEmwJgxY+Kef/75ancb7j7qWC1atEi3trbWdevWrf/uu+96ArRr1y7N2dnZNH78+DzPDLG3t9cvvfTS9ebNm9dr165dndq1a/9uhaX7/f3vf79ZpUqVLD8/vwZ169at/9NPP7kDjB07Nq5Hjx6/Nty9q23btmkhISHxTZs2rRcYGFhv9OjRN9u0afO7fjSliSqJOUazZs30oUOHjC5DCCGEEEIIIUQhUEod1lo3e9g+x48fj2jUqFGJblcRERFh27Fjx7oXL148aW2d50E0Fu348eMejRo1qm50Hfll9MgXIYQQQgghhBBC5NNXX31VvlWrVvXeeuutq6UleLFkhjfcFUIIIYQQQgghRP5Mnjw5fvLkydIP1ULIyBchhBBCCCGEEBYjPj4epfA1ug4h8kPCFyGEEEIIIYQQFuOXmTPQGtfCOPaNGzesu3Vp53vjxg2ZxyMKlIQvQgghhBBCCCEsgtaa77/7gsqehXP877/7tvymLbtcf/j+u/KFcwZRWkn4IoQQQgghhBDCIuzcuRMrnUilCgV/bLPZzC8zv6v43l/hl5nfVTSbzQV/ElFqSfgihBBCCCGEEMIi/PDdlzw7JLVQjr1+/XoXW6sU69efBWuVZL1hwwaXJz2mUirwmWeeqXJ3+6233vJ68cUXKz/OsaZOnVo+IiLC9kH3DR48uLq3t3eAn59f/Ro1ajR46aWXKj3OOUJDQ8ts3LjR+Y/uX7x4sWtAQEC9GjVqNPDz86vfu3fvmufPn7d7nHOVNhK+CCGEEEIIIYQodoYF90cp9Zuv9etXM7qfLpTz/fDd517PBadbWVnBc0MzrL7/9nOvJz2mnZ2dXrNmTbnr168/8UrDs2fP9oiMjHxg+ALw/vvvR589e/b0qVOnTi9YsMDj7Nmz+Q5FtmzZUmbnzp0PDJ0OHjzo8NJLL/nMnDnz8uXLl0+dPXv2dEhISPyFCxckfMkDCV+EEEIIIYQQQhQ7b739IfXq+jB2oAMph0GfgZu7syhf7smP3adX51pKqcB7v3bu3O52N9gZ01+zc+c2t/v36dOrc638nMfa2lqPGTPm5ocffvi7IOfatWs23bt3r+Xv71/P39+/3oYNG5wBOnfuXOurr74qD/Cf//zHo1+/fjV+/vnncidPnnQaM2ZMTT8/v/opKSnqj86ZlpZmBVCmTBkzwM6dO52aN29et0GDBvXatm3re+XKFVuA999/37NWrVoN6tSpU79Pnz41z507Z/fLL79U+O6777z8/Pzqr1u37jchzAcffFDpxRdfvN60adOMu7eNHDkysWfPnikALVq0qLtjxw4ngOvXr9t4e3sHAOTk5DBp0qQq/v7+9erUqVP/P//5jwfAlStXbJs1a1bXz8+vvq+vb4N169a55OTkMHjw4Oq+vr4N6tSpU//dd98tpO4+Re+J0zchhBBCCCGEEKKgNWjQgIOHT/Ps2NEEDl7LkqkZNCigBabfmfLx1XPn+jkFNbxl+82/MpWzE0D2r4FG+XIQtyd3OzUN/jTF3rzvpHvOO1M+vprfc73yyiuxAQEBDd55550b994+adKkqi+++GJM9+7dU86fP2/XvXt330uXLp2aMWPGlTZt2vjVrl078+uvv664f//+M15eXqZvv/3W89NPP41q37592oPO889//rPKxx9/XCkyMtJ+woQJsd7e3jmZmZnqr3/9q8/q1asvVK5cOWfatGnlXn75Ze9FixZFTJ06teKVK1dOODo66ri4OGsPDw/TmDFjbrq4uJimTJkSc//xw8PDHV599dUbDzr3w3z55Zcebm5uppMnT55JT09XzZs39+vbt2/SvHnzynXu3Dnx448/vpGTk0NycrLV3r17na5fv257/vz5UwBxcXElZtUpCV+EEEIIYRht1piyTJhzzJiyTWiTxsbBBhtHG6ysZYCuEEKUVvHn4zmz9AxnlpyhzsFGJJFFp9Hrid2XUyDHb9asWcbho2dPTRg3vHrg0K1uS77MsHpQsHMyHIb83cEc0Pip24eOzLvi6uqa7y687u7u5qFDh8Z/9NFHno6Ojr8+fvfu3a7nz593vLudkpJinZiYaFW1atWcN95441qfPn3q/vLLLxe8vLxMeTnP+++/Hz1+/PiExMREq3bt2tXZuHGjc9myZU3nz593fOqpp+pAblPhChUqZAPUrVs3feDAgTX69et3e+TIkbfz8zPduHHDumPHjnUzMjKsxowZc/NBYc1dmzZtcj179qzTypUrywEkJydbnz592qFVq1apkyZNqp6dnW01ZMiQhKCgoHQ/P7/MqKgo+7Fjx1bt27dv4sCBA5PyU1dxJuGLEEIIIQqFKctE3Lk4bl24xe3Lt0m4lMDtiNukxqaSHp9OWnwamYmZf/h4a3tr7FzscKnogktFF8pUKoNrVVfK1y2Ph58HHnU9cCjrUIQ/kRBCiMKUGJlI2JwwTs47SeyJWAAqN69M5486E1QriH+8sxMouM/irq6u5sVL11z69D+feHSe8C+fGzuzfjeVp/MEO/3Kq+9GvfzKP+Ke5Fyvv/56TNOmTesPHz781+NorTly5MgZJyen3zWxOXHihKObm1vO1atX/7DHyx9xc3Mzt2nTJnn79u0u/fr1S6pdu3b6sWPHzt6/39atW8+vXbu2zIoVK9w+/fTTSufOnTv1sOPWqVMn48CBA06tW7dOr1ixouns2bOn33rrLa+UlBRrABsbG20y5eZEaWlpv/4utdbqs88+ixw8ePDv/uft2LHj3JIlS9wmTJhQY/LkyTGTJ0+OP3ny5Olly5a5fvfddxUWLFjgvmjRooj8/g6KIwlfhCgBtNZkJmaSGJVIUnQSGbczyErJIjs1G3OOGWs7a6ztrLFxsMGpghMuXrkfZFwquciVZSFEgTCbzMSExRC5M5IbR29w49gNYk/FYs7+/wuE9q72lK1RFhcvF9xru+NY3hFHd0dsHGywtrXGysYKZa0wZZrITssmOy2bzKRMUm6kkHI9hchdkSRFJ2HO+f9julZxxbulN94tvH/9r61jvt+nCiGEMEhmUianl5wmbFYYEdsiQEPVNlXp/mV36g2sh5uPGwDffPMNgfWzAZixTHH8rC6wdaADmzVP8/KwNUPW76a4eFWw1c1btHzgNJ/88PLyMvXt2zdh7ty5HiNGjIgHaNu2bdK///1vz/feey8GYM+ePY5BQUHpW7duddq8ebPb4cOHT3fo0KFu3759k/z8/LJcXFxMiYmJj5yGk52dzeHDh13+/Oc/xzRs2DDj1q1bNps2bXLu0qVLamZmpjpx4oR9kyZNMi5evGjXt2/f5G7duqVUrVrVPTEx0bpMmTKmpKSkB57jjTfeuDFkyJBa7dq1S73b9+VufxmAqlWrZh44cMC5U6dOaXPmzPm1M0/Xrl0Tv/322wp9+vRJtre312FhYfbVq1fPvnHjhk3NmjWzXnrppbjMzEx15MgRp+vXryfa29ubx40bd7tBgwYZo0ePrvmkv/viQsIXISzM3Q840XujiQmLIeZ4DLGnYslKzsr3sWwcbChfJ/cKsmdDT6q0qoJ3C2/sy9gXQuVCiJJEa83NUzc5v/Y8V7ZdIXJXJJlJuaNYnD2dqdikIq27t8arkRfl65SnXI1yOJRzQKk/7A+YJ+YcMwmXE4g7G0fcmThuHLvB1f1XObPkDJD7d61a+2rU6l6LWt1rUaF+hSc+pyj+zDlmkq4mkR6fTsbtDDISM8hJzwEFykphZW2FvZs9TuWdcCzviEtFF2zs5W2wEEbRWhO9L5pD3x7i9OLT5KTn4F7bnY7vdqThqIaUq/H7jrqHD+6kXvV0xr3hwMEzXuSYrlwuqHr279/v3KyBSUFusPP21/bmd/+SaTVuoKZZAxP79u1z7tChwxMHMG+++eaNmTNnVri7/cMPP0RNnDjRp06dOvVNJpNq2bJlcpMmTaKee+656j/99FNE9erVsz/88MOosWPHVt+7d2/4mDFj4p5//vlqr7zyivnQoUNnXFxcfjNi5m7Pl+zsbNW2bdukMWPG3LaysmL+/PkX//rXv/okJydbm0wm9ac//SkmICAgMyQkpEZycrK11lpNnDgx1sPDwzR48ODbQ4YMqbV27dqyX375ZWSPHj1S7h6/RYsW6Z988knUmDFjaqSkpFi7u7vneHt7Z37wwQfXAF577bWYYcOG1ZwxY0aFrl273r77uL///e9xERER9gEBAfW01srd3T17zZo1F9evX19m6tSpFW1sbLSTk5Npzpw5lyMiImyffvrp6mazWQFMmTIl+kl/78WF0rpwlukyUrNmzfShQ4eMLkOIApMYlcjZ5We5vOkyV3ZcIeN2boNxh3IOeDX0wjPAk7LVy+JaxRXXKq44lXfC1tkWO2c7rGysMGWbMGWZyEnPITU2lZSY3KvIty7c+vUDTMKlBCD3TapngCe1utXCt7cvVYOqYm1bYvpcCSGegCnbRMS2CMJXhRO+KpzbEbcB8PDzwKe9D9XaV6Na+2q4VXUr8tpSb6YSvS+ay5svc3HDReLO5I7qLl+nPPWD6+M/zB9P/xKzYEKpZc4xE3cujutHrnP9yHViT8SScCmBpKjfjoh6JAVuVd1wr+2Oex13KgdWpnKzylRoUEFe84QoRFkpWYTNCePQt4eIOR6DXRk7AkYG0HhsY7xbej80LG/csCaXLkcyeNAQvvrmJ1xcXA5rrZs97HzHjx+PaNSo0SOnCw0b2qdG8xqr3U+ctzfvPeGe86+3P46a8s6rVYMa3rL1r52pDl/pc2v+wlUFFvaIJ3P8+HGPRo0aVTe6jvwyNHxRSlUFfgG8AA38oLX+7337KOC/QC8gDRintT7ysONK+CJKguRryYTNDuPMkjNcPZDbVL1crXJU71SdGp1q4NPWB9eqrgV2RTfjdgbR+6OJ2hNF5M5IIndGYs4xY+9qj29vXxqOakjNrjXlTakQpYzWmqsHrhI2O4xTC06RdjMNGwcbanapSZ2+dfDt7Yurt6vRZf5OYmQi59ee5/Si00RsjUCbNRUaVKDpxKY0GtMIR3fHRx9EGE5rTdzZOC5tvMTlzZeJ2Bbx6wgrG0cbvAK8KFerHGVrlKVs9bI4ezrj4OaAQ1kHbBxtQOcew5xjJuN2xq+9hpKikrh14RYJF3NHUd29qGHjYEPVoKrU7FaTWl1rUbFxRZSVjJwS4kklXE5g3xf7ODbjGFnJWXg18qLZn5rRcGRD7Fzs8nSM4CG96dV7MOPGTwBAKVVg4UsDvyoBUdHX7bp373Hrp59zm+omJSVZTRg3vPqGDevLVa1aKfPUmeiTeSpUFDoJXx7n5EpVAipprY8opcoAh4EBWuvT9+zTC3ie3PClJfBfrXXLhx1XwhdhqcwmMxfWXuDItCOErw5HmzSVm1Wm3uB6+A30w6OuR5HVkpmUyaXNlwgPDefc8nOk30rHycOJBsMb0GxSM7mCLEQJlxqbypGfjnD0p6MkXEzAxsGGOn3rEBASQK1utbB1spy+KikxKZxZeobjM49zdf9VrO2taTC0Ac3/0pwqraoYXZ64j9aa2BOxnFp0itOLThN/Lh7IvQBRo3PuxYfKgZUpX7d8gfQt01qTcDGBqwevcvXAVS5vvvxro0+Xii7UG1IP/2H+VA2qKkGMEPl07fA19vxnD6cXnUZZKxoE///f3ie9gFiQ4Uvvnh1rd+8xIOGvL/wt/v77pv73y/Lr1y0vt3rttgtPUq8oOBK+FACl1ArgK631xntu+x7YprWed2f7HNBRa339j44j4YuwNDkZORybcYw9n+4h4WICzl7ONB7XmCZPN6G8b3mjy8OUZeLCugucmHOCsyvOYso0Ub1jdVo834K6/epiZSNNe4UoCbTWRO2J4tA3hzi16BTmbDPVO1Wn4eiG1BtUDwc3y19Z6MbxGxz+4TAnZp8gMykTn3Y+tH2tLbV71pbeMAbLuJ1B2JwwjvxwhJiwGJSVonrH6tQbUg/fnr6UrV62yGpJvp7MpY2XOLfiHOfXnCcnIwfXKq40GteIwGcCf20AKoT4Pa01lzdfZte/d3F5y2XsytgROCmQVi+0wrVKwY2UzGP4cikgICDBysqq+HzoFU/EbDarEydOlGvUqJHFNeItNuGLUqo6sAPw11on3XN7KPCR1nrXne3NwKta60P3Pf5Z4FkAHx+fwCtXrhRV6UI8tuy0bA58dYC9n+0lNTaVys0rE/RKEH4D/Irt9J60+DSO/nSUg98cJPFKImWrl6XNa21oPK6xNC8UwkKZTWbOLD3D7o92c/3Idezd7Gk8rjHNnmuGh1/RjbgrSlkpWRydfpQ9n+4hKSoJzwBP2v+rPfWH1JcQpojdPHOTvZ/t5cTcE+Sk51CpaSWaTGxC/cH1cfZ0Nro8MpMzCV8Vzok5Jzi/9jxKKXx7+9L8L82p1a2WPF+EuEfEtgi2vrWVyJ2RlKlchpZ/a0ngs4GFEt7nMXxZWbFixfoVKlRIlADG8pnNZnXz5k23GzdunG7UqFE/o+vJr2IRviilXIDtwAda66X33Zen8OVeMvJFFHfmHDPHZh5j29vbSL6aTM2uNWn7eluqd6xuMW/izCYz4avC2fXvXVw9cBXXKq4E/SOIwGcCsXGQEEYIS2DKMnF81nH2fLKH+PB43H3daf1SaxqOaoidc97m4Fs6U7aJk/NOsuujXcSdiaNSYCW6fNSFml0s7oKaxbl26Bq7/r2LM8vOYONgQ8DIAJpNakblZpWNLu0P3b5ymyPTjnDkxyOkxqRSsUlF2r7elnqD6hXIFCghLFXk7ki2vbWNy1su41LJhXZvtKPpM00L9cJcXsKXw4cPe9rY2PwI+APyj9TymYGTOTk5EwMDA2ONLia/DA9flFK2QCiwXmv9+QPul2lHokS5tPkS6/66jpunb1KlVRW6fNyFau2rGV3WY9Nac2njJXa8t4PIXZG4VXOj84ed8R/uL3PjhSimzDlmjv9ynG3vbCMpKkk+QJIbKIfNDmPbW9tIjEykZpeadPu8G14BXkaXVuLEnopl82ubCQ8Nx97NnhaTW9DyhZY4VzB+lEtembJMhM0JY/dHu4kPj6d8nfJ0nNKRBkMbyGufKFXizsax8ZWNhIeG4+zpTNvX2xI4KRBbx8LvC5aX8EWI4sTohrsKmAnc0lr/7Q/26Q1M5v8b7k7VWrd42HElfBHFUcqNFNa/uJ6T805SrlY5uv6nK34D/CxmpMujaK25vOUyG1/ZyI2jN6jcrDJdP+1K9Q7VjS5NCHGH1pqzy86y5c0txJ2Nw7uFNx3f7Uit7jJ14q6czBwOfXuIHe/tICMxg5Z/bUnHdzpi72pvdGkWL+lqElvf2srxGcexK2NHm3+0ocXkFhb9u707ZW/HezuIPRFL5WaV6fJJF2p0qmF0aUIUqrS4NLa9u41D3x7CztmOtq+3pcXzLYp01KSEL8LS5Dt8UUrZaq2zC+TkSrUFdgInyB1CBPAG4AOgtf7uTkDzFdCD3KWmxz9syhFI+CKKF601h384zKZXN5GTnkPb19vS9rW2JXZqjjZrwuaEseWNLSRFJ+E/3J9un3ejTKUyRpcmRKkWuSuSDS9t4OqBq3jU86Dzh52p27+uhC5/IC0+jS1vbuHwD4dx8XKh22fd8B/hL7+vx2DKNrHvy31sf2c75hwzzf/SnHZvtsOpvJPRpRWYuyOntv5zK0nRSdTpU4ceU3tQrkY5o0sTokCZskzs/99+dry3g6zkLAInBdLxnY6G9GeS8EVYmscJX2KBn4FpWutiudyWhC+iuEi+nszKp1dyYe0FqneqTp/v+lC+jvGrFxWF7PRsdn+ym13/3oWNvQ2d/92ZwEmBpXZKgxBGSb6WzMZ/bOTEnBO4VnGl03udaDi6ofxbzKOrB6+y5s9ruHboGnX61qHP930kTM6HqD1RhD4XSuyJWOr2r0v3L7qX6EAiOz2b/VNzP5hqk6b9W+0JeikIa7vi2URfiPy4suMKq/+0mpunb1K7Z226/qcrng08DatHwhdhaR4nfIkD3AENbAG+A5ZrrU0FX97jkfBFFAenl5wm9NlQstOy6fqfrjT/c/NSOQ88/nw8a/68hkubLuHdwpt+P/XD09+4F2ohSgtTVu5ogx3v7cCUZSLolSDavt621DTSLUhmk5n9U/ez5Y0t2Dja0PN/PQkICZBRMA+RlZrFplc3cfDrg7hWdaXn/3ri19/P6LKKTGJUIuv/tp4zS8/gUc+DvtP64tPGx+iyhHgsaXFpbPzHRo79fAy3am70+qoXdfrUMbosCV+ExXmc8MUOGELuss7tyQ1hYoHp5I6GiSjgGvNNwhdhpJyMHNb9bR2Hvz9M5WaVGThrYIldqjWvtNacnH+SdS+sIzMxk07vdaL1S63lyrsQhSRydySrJq4i7mwcdfrWofsX3XGv5W50WRYv7lwcK8avIHpvNPUG1aPvj31xLOdodFnFTvT+aJaNXsatC7do+UJLnnrvKexcSmfoF746nLWT13L7ym2CXgmi05ROhbr6ixAFSWvNsZ+PsfGVjWQmZdL65dZ0+FcHbJ0Kv5luXkj4IizNEzXcVUrVASYBY4Dy5PZt2QB8D6zSWpsf8vBCI+GLMMrtiNssGrqIa4euEfSPIJ56/ymsbWWo8V2pN1NZ/dxqziw9Q9WgqgyYOQD32vKBUIiCkpmcyeY3NnPw64O4VXWj97e98e3la3RZJYrZZGbvZ3vZ8uYWyniXYcj8IVRpVcXosooFc46Z7e9tZ+cHO3H1dmXAzAFU71jd6LIMl5mcyYaXNnBk2hE8AzwZOGsgFRtVNLosIR4qKTqJlRNXcnH9RXza+tD7u96GTjF6EAlfhKUpkNWO7hkN8wzQgdzRMNeBH4EftNbXnvgk+SDhizDChXUXWDpyKeYcMwNmDsBvQOkZXp0fWmtOzD3B2slrMWWZ6P5ld5pObCrD94V4QhfWXSB0UiiJUYm0eL4FnT/oXGpHGxSFqweusnjYYpKik3jqw6cIeimoVE4tvSv5ejJLhi/hyo4rNBrTiB5Te+Dg5mB0WcVK+OpwVj69kvRb6XT7tBstnm8hr32i2NFac/yX46x7YR3mbDNdPulC8z8Vz6nzEr4IS1NgS00rpdyAscA/gMr33JUNfAu8qrXOLJCTPYKEL6Ioaa3ZP3U/G17cgKe/J8FLgmU0Rx4kRSexYvwKLm26hP9wf/p838eilxsVwihZKVms+9s6jv50FA8/D/r91I+qQVWNLqtUyLidwcqJKzmz5Ax1+tRh4OyBpTJwiNgeweJhi8lKzqLP931oOKqh0SUVW2lxaawYv4Lw0HDqD6lP3x/7lsrnjCieUm6ksOrZVYSvCsennQ/9f+5frKesSvgiLM0Thy9KqVbkTj0KBhyAJGAmuT1gmgIvAg3IHQHzpyc6WR5J+CKKijnHzLq/rePg1wfxG+DHwNkDpZllPmizZtfHu9j6r62UrV6WIQuGUDmw8qMfKIQAcntrLB25lIRLCbR5tQ0d3+5YYpexL6601hz46gDr/76e8r7lGb5ieKlZ1U5rzZ5P97D59c2413YneHGwNFTPA23W7Pks9/dWrkY5hi4aSsXGMg1JGOv82vMsH7ucrOQsnvrwKVq90KpYjna5l4QvwtI8VviilCoDjCY3dPEHFHAU+AaYq7VOv2dfa2Ad0FhrXaEgin4UCV9EUchMymTx8MVcWHuB1i+3puvHXYv9i1RxFbkrkiUjlpASkyJDsYXIA3OOmZ3/3sn2d7fj6u3KwFkDqda+mtFllWoR2yJYOGQh5hwzQ+YPoXaP2kaXVKhyMnNY9cwqwmaFUX9offr91A/7MjJ6MT8id0WyeNhi0m+lM2DmABoENzC6JFEKmbJMbHp9E/s+34dngCdD5g+hQv0i+cj2xCR8EZbmcVY7+oncUS5OQCawEPhGa33gIY95E5iitS6SzqMSvojClhqbyuwes4kJi6H3N70JfDbQ6JIsXlp8GivG5Q7FDggJoO+0vsWmm/7j0FqTGJlI9L5obp2/RcKlBNLj08nJyMFsMuNQ1gFHd0fK1SqHZwNPKgVWokylMkaXLSzA7Su3WRqylKg9UQSEBNDr6144lJVpC8XB7YjbzO8/n9iTsXT7rBut/tbK6JIKRVpcGgsGLiByVyQdp3Sk/T/bS2D+mFJjU1kwaAFRu6Po8HYHOrzVQS7kiCJz68ItloxYwrVD12j252Z0+7Qbto6W895LwhdhaR4nfDEDF4HvgJ+11rfy8Jg2QBet9buPVWU+SfgiClNiZCKzus4iMSqR4CXB+PaUlUQKijZrdn20iy3/3ELFRhUJXhpMuRrljC4rz8w5ZiK2R3B68WnOh54nKTrp1/tcKrng7OmMraMtykqRcTuD1JuppN1M+3Ufj3oe1OpWC/8R/ni38JYPM+J3wleHs2z0MrRJ0/vb3gSEBBhdkrhPVmoWy0Yv4+yys7T6eyu6fdqtRH2YvnnmJvP6zCP5WjL9Z/THf5i/0SVZvJzMHEInhXJ85nHqD63PgBkDLPrig7AMp5ecZsX4FVhZW9Fvej/qDaxndEn5JuGLsDSPE75001pvKKR6CoSEL6KwxJ2LY1bXWWQmZRISGoJPWx+jSyqRzq85z5KQJVhZWzFkwRBqdqlpdEkPlXozlcM/HObQN4dIvpaMrZMttXvWpnrH6lQNqopHPY8/vJKUnpDOzdM3idoTxeXNl7my/Qo5GTmUq1WOwEmBBD4bKM0YBeYcM1v+tYXdH+2mYpOKDF00tFg3QSztzCYz619cz4GpB2gQ3IABMweUiF48UXuimNt7Ltb21gxfMZwqLWWJ7YKitWbvZ3vZ+I+NVA6sTMjqEJw9nY0uS5RAZpOZLW9uYffHu/Fu6c2QBUMoW62s0WU9FglfhKV5nPBlDHBMax32kH38gaZa61+esL7HIuGLKAw3jt9gVtdZKKUYtX6UNMcrZLcu3GL+gPnEnYmj80edCXo5qNiNBEmLS2PXR7s48NUBTJkmanWvReCzgdTuUfuxr1pmJmVyZukZjs88TsS2COzK2BE4KZC2r7bFycOpgH8CYQmSryezZMQSrmy/QtNnm9Lzvz1LxAf5kk5rzd7P97Lx5Y1Ua1+NYcuH4VjO0eiyHtuFdRdYMGgBrt6ujN44mrLVyxpdUol0btU5Fg9bjKu3K6PWj6JcTcsZ/SmKv7T4NJaMWMKljZdyX0+m9sTG3nJfTyR8EZbmcacdvaO1nvKQfYq0x8v9JHwRBS0mLIaZT83E1smWMZvGlJqVLIyWlZLFivErOL34NA1HN6TvtL7F4k2CKcvE3s/3svPDnWSnZtNoTCPavNoGDz+PAj3P9aPX2fvpXk7OP4mdix1tXmtDqxdayXD0UuTeJXx7f9ebRqMbGV2SyKeT80+yfOxyPPw8GL1xtEWOZjg5/yTLRi/D09+TketG4uLlYnRJJVrU3ijm9ZmHla0Vo9bJxR5RMK4fvc7CQQtJvpZMr6970XRiU6NLemISvghLU1jhy1vAW1prQz4lSfgiClLsyVhmdpqJtb0147aPk6H+RUxrzY73d7DtrW34tPUheGkwzhWM+/AStTeK0GdDiT0ZS91+dXnqw6fwbFC4S6vePH2TTa9tInxVOGVrlKXP932o1bVWoZ5TGEtrzaFvD7HuhXWUq1WO4CXBhf48E4Xn0qZLzO8/H9eqrozZPAZXb1ejS8qzg98eZM1f1lCtXTWGrxwu0yCLyM0zN5ndfTYZtzMYvmI4NTrVMLokYcHOLD3D0lFLcXR3JHhJcImZMijhi7A0hRW+zAa6F9XS0veT8OXBslKzSLiYQEpMCum30km/lY42aVCgrBQOZR1w9nTG2dOZcjXLYedsZ3TJhrt55iYzO85EWSvGbR9HeV8Z8WKUkwtOsmLcClwquRASGlLkyyCaskxs+ecW9ny6B1dvV3p93Yu6/eoWaQ2Xt15m9XOriQ+Pp+HohnT/ojtO5WUqUkljyjKx5vk1HPnhCL69fRk8dzD2rrKEr6WL3BXJnF5zcPJwYszmMRbRTPzAVwdY+/xa6vStw5AFQyxqFZSSICk6idk9ZnPrwi2GLRsmDf5Fvmmt2fOfPWx6dRNVWlVh2PJhJWrkmoQvwtLkKXxRSk2/Z3MccOzO1/2sAR+gHbBaa90/D8ftA8RqrX/XLl8p1RFYAVy+c9PSh4U+d0n4AhmJGUTvjSZqTxTR+6K5eeomydeS83UMNx83KtSvgHdLb3za+VClVZVSFcjEh8czo8MMAMZuG4tH3YKdUiLyL3p/NPP7zycnPYehi4ZSq1vRjP5IuJTA4uGLuXbwGoGTAun6n67YlzHmw3BORg47PtjB7o924+zlzKDZg6jesbohtYiClxqbysIhC4ncGUnb19vS6b1OWFlbGV2WKCBXD15ldvfZuVNYN48p1q8rd4MXvwF+DFkwBGs7Q2aSl3pp8WnM7jab2JOxDF00tMhDf2G5TNkmVv95NUd/PEqD4Ab0n9G/xAWoEr4IS5PX8MV8z6YGHtb1UgP7gVFa60uPOG57IAX45SHhy8ta6z6PLPIepTV8uXXxFudWnCN8VThXdl5BmzTKSuEZ4EnFxhVx93WnvG95ylQug6O7Iw7lHLC2tUZrjTZp0hPSSbuZRsqNFOLD44k7E0fsyVhiTsSABisbK6p3qo7fQD/8+vtRpnIZo3/kQpMUncT0NtPJTs9m3PZxVKhnyCAu8QCJkYnM6zuP2FOx9PxfT5r/qXmhnu/cqnMsG7UMFPT7qR/1B9cv1PPl1fWj11kyfAnx5+Np90Y7OrzdAWtb+XBkyW4cu8H8/vNJjU2l3/R+BIyQZaRLopiwmNzm7VZ3RlQWwx5iErwULxm3M5jdfTbXj1xn8PzBxeZ1SBRfGbczWDhkIZc3X6bdm+3oNKVTiVry/i4JX4SlyWv4Uu3ut8Al4Evgvw/Y1QQkaK1T81yAUtWBUAlfHk9mcianF53m2M/HiNwVCYCnvyd1+tahRucaeLfwfuIr9BmJGUTtiSJiawTnVpwjPjweFNTqWosmE5tQt1/dYtEEtaCk30rn5/Y/kxiZyLht46jUtJLRJYn7ZCZnsjRkKeGh4bR4vgXdP++OlU3Bjg7QWrPn09yhupWaVCJ4SXCxW90jKyWLtS+s5dj0Y/i08yF4cbBFNvMUcHrJaZaPWY6juyPDlg+jcmBlo0sShejm6ZvM6DgDaztrxu8YX6xWtJHgpXjKSMxgbq+5RO+PZtCcQfgP+93bZiGAO9PVus8m/nw8faf1pfHYxkaXVGgkfBGW5nF6vrwNbNVa7yiQAh4dviwBooFr5AYxp/7gOM8CzwL4+PgEXrlypSDKK7YSIxPZ9+U+jkw7QlZKFuXrlqfx+MY0CG5QqPPItdbEnY3j1IJTHPv5GImRiTh5ONH8L81p8XwLi+8/kZ2Wzayus7h26Boj142UBnfFmNlkZuMrG9n3xT5q96zNkPlDCqwvhinLROikUI7NOEb9ofUZMGNAsV5hKGxOGKsmrsKpghPDlskHd0uitWbvZ3vZ+MpGqrSuwrClw3CpWHLm44s/FhMWw8xOM7ErY8e47eMoW62s0SVx5McjrHpmlQQvxVRmcibz+swjclckg+cPpsHQBkaXJIqZuLNxzOo2q9Q0apbwRViafIcvBV7Aw8MXV8CstU5RSvUC/qu1fmS3sZI88iXuXBw73tvByfknUUrRYFgDmv+lOVVaVUGpoh1OaDaZubTpEoe+OcS5leewdbKl6bNNafOPNpSpZHlTkkzZJhYMXMD5NecZumioDOu1EIe+P8Sav6yhQr0KjAgd8cQfYLJSs1g4aCEXN1ykw9sd6PBWB4sYqnv9yHXmD5hP2s00+v3Uj4AQmbJS3JlzzKz961oOfXuIBsENGDBzADYOJWcUoXi060euM/OpmTiVd2LcjnGGroJ0evFpFg9bTK1utRi+YrgEL8VUVmoWs7vP5ur+qwxbPow6vesYXZIoJq4euMqcXnOwsrZi5LqRVGpS8kduS/giLM0jwxellM+db69qrU33bD+S1jrykQU8JHx5wL4RQDOtddzD9iuJ4UvS1SS2v7udo9OPYuNgQ+CkQFr9rRVuVd2MLg3IHUK9++PdnJh7Ams7a1q/3Jqgl4MMa0qaX1prVj69kmM/H6P3d71pNkn+jluSixsvsmjoImwcbBi+YvhjL6GYnpDO3N5zubr/Kn2n9aXJhCYFXGnhurdZa4e3O9Dh7Q5FHsqKvMlKyWLxsMWcX3OeNq+2ofOHnS0i5BMFL3p/NLO6zqJMpTKM2zHOkJVILm68yNzec/Fu4c3oDaOL9Ug/kTsFaVaXWcSciCFkdQg1O9c0uiRhsIsbLrJg0AKcPZ0ZvWE07rXdjS6pSEj4IixNXsIXM7lNdOtprcPv2X4UrbV+5CW8R4x8qQjEaK21UqoFsBioph9RdEkKX7LTs9n10S72fLIHs8lMsz81o/2b7YttX4dbF2+x5Y0tnFp4CmcvZ5764CmajG9S7D9U7Pz3Tra8sYX2b7Wn07udjC5HPIabZ24yt/dcUq6nMGDmABoE5284dsqNFGZ1m0X8uXgGzxtMvUH1CqnSwmXKMrHq2VUcn3mcxuMb0+f7PtKIt5hJvpbM3D5ziQmLodfXvSTsFUTuimR299mUr1uecdvGFenS4lF7o5jVZRbuvu6M2zYOh7IORXZu8fjS4tOY2XEmCZcSGLVhFD5t8nxtVJQwJxecZNnoZVSoX4GRa0da5OjzxyXhi7A0eQlfZpAbtrymtY65Z/uRtNbjH3HseUBHwAOIAd4GbO889jul1GTgT0AOkA68qLXe86jzlpTw5cL6C6z5yxoSLibgP9yfpz54qlg15XuY6P3RbHx5I5G7IvFp50Of7/pQoX7xXDHo1KJTLA5eTEBIAANnD5SRAhYs9WYqCwctJHJXJJ3e60S7N9vl6f9nSkwKMzrMICk6ieHLh1Ozi2VfRdRas+2dbeyYsoNa3WsxdNFQixmFVtLFnIhhbq+5ZNzOYMjCIfj2fORMWlFKnF97nvn95lOtfTVC1oQUSSP7mBMxzOgwA6fyTozfNd6QUTfi8aXEpDCj/QxSbqQwdutYWSCgFDo24xgrJqzAp60PI1aOKHXhqYQvwtIY3vOlMFh6+JIWn8bayWs5Of8k7r7u9P62t0UOKdVac2zGMTa+vJHM5EzavtaW9v9sX6zmkV89cJUZHWZQqWklxmweI/0WSoCczBxWTVxF2OwwGo5uSN9pfR/6ISYtPo2ZnWaScDGBUetH4dO25Fw9PPLTEUInheIV4EXI6pASvTy8Jbi48SILBy/Evow9IatDqNi4otEliWImbHYYy0Yvo/6Q+gyePxgr64Jdxe1eSdFJ/NjqR9AwYfeEYream8ibxKhEfm73M9lp2Ty95+lSM91EwOEfDhM6KZSaXWsyfPnwUjldUMIXYWkkfClmLqy7wIrxK0iLT6Pdm+1o+2pbiw8EUm+msuGlDYTNCqNSYCUGzR6Eh5+H0WVx+8ptfmz5I7ZOtkzcPxHnCsVzKpfIP601Oz/YydZ/bcWnrQ/Dlg3DyeP3K3GVhnnz59eeZ9HQRTiVd2Lk2pHFdgRaSXd0+lFCJ4VSoX4FQlaH4FrFuMaqonjb+/leNry0gcDnAun9Te9CGY2ZmZTJz+1+JuFyAhN2TcCroVeBn0MUnbhzcUxvMx2Hsg5M2D1BRjCVAneXhPft5UvwkmCL/6zwuCR8EZam8C6piHzJTstm9V9WM6fnHBzLO/LMgWfo+HbHEvHH1LmCMwN/GUjw0mBuR9zm+6bfc/CbgxgZ/N1drjEnI4eQ0BAJXkoYpRTt/9meIQuGcO3QNX5s+SNxZ3/bpzsrNYu5vedy49gNgpcEl8jgBcC3py/jd4wnJzOH6W2mc2XnFaNLKlW01mz55xZWPr2SGp1rMH7neAlexEO1frE1Qf8I4vB3h9n+7vYCP74p28TCIQu5efomwUuCJXgpATzqehCyOoSU6ynM7T2XrJQso0sShWjv53tZ+/xa6vavS/DS0hu8CGGJ8tLzZfpjHltrrZ9+zMc+EUsb+RIfHs/CwQuJPRlLqxdb0fmDziX2D2ny9WRWjF/BxfUXqTeoHv1/7l+kjQUBtFmzcPBCzq06x8i1I6nVtVaRnl8Urej90czvN5+czByCFwdTs0tNcjJymNtnLhFbIxg8fzANhuavOa8lSricwJyec7gdcZuBswaWip/ZaDmZOax8eiUn5pygycQm9P6mtzQ/Fnly7wp8/X7qV2Arr2mtWTlxJcemH6Pf9H40GW9ZK7qJhwtfHc78/vOp2bkmI1aNKFbTvEXBuLtARP2h9Rk0Z1Cpf02RkS/C0uR1taPHobXWhvxFsKTw5cyyM6wYtwIrGysGzR1E7e61jS6p0Gmt2fv5Xja9ugn3Wu4ELw3Gs4FnkZ1/xwc72PrPrXT/ojut/taqyM4rjHP7ym3m9ZnHzTM36f5Fdy6uv8j51ecZMHMAjcY0Mrq8IpMWn8b8fvOJ2htF989/+/zPSsnixvEbXD9ynRvHbpB2M42c9BzMJjP2rvY4lHWgXM1ylK9bnsqBlSlXq5w0p36I9FvpLBi4gCs7rvDUh0/R9rW28vsS+WLKNjGvzzwub7nMyLUjC6QR+I73d7D1X1tp/6/2dJoiK/uVREenH2Xl0ytpOKohA2YOKParTYq8uxu8BIQEMGDmAKxsZAKDhC/C0uQlfKn2uAfXWhsyvt0SwhezyczmNzaz55M9VG5emaGLhlK2WlmjyypSEdsjWDxsMVnJWfT7qR/+w3+32niBO7/mPHP7zM1d2WiWrGxUmmQmZbJ4+GIurL0AQO9ve9PsudL3ep2dns3SkUs5u+wsASEBaK25fuQ68eHxv65j51TBCVdvV2wcbVBWiqzkLNLi00i+mvzrccp4l6Fm55rUH1qfWt1qyRXWeyRcTmBur7kkXEqg/4z+BIwIMLokYaEykzKZ3nY6iVcSmbB7Ap7+j3+h4m4z34aj73wol9e/EuvuRaa2r7el84edjS5HFIC9X+xlw4sbCBh5J3gpxGbclkTCF2FppOGuAbJSslgyYgnhoeEETgqkx397FMmSksVR8rVkFg1dRNSeKNr/qz0d3+1YaG8I48/HM635NMrVKMeE3RNKZVf40s5sMnPw64M4VXAq1R+IzSYzG17awP6p+3Gr6kbFJhWp1LTSr18ulVwe+O8wOy2b+PB4ovZGcWX7FS5uuEhGQgYOZR1oPL4xLSa3oFzNcgb8RMXH1YNXmddnHqZsE8OXD6da+8e+fiEEkLuazY8tf8Ta1pqn9z1NmUr5X7Usak8UMzvNpGqbqoxaN0rC0hJOa03oc6Ec+eGITC8rAQ5+c5A1f1mTuwravMEy4uUeEr4ISyPhSxFLuprEvL7ziDkeQ8//9aT5n5sbXZLhTFkmQv8UyrHpx/Af7k//n/sXeM+bzORMfmr1EykxKTx76FlZUlMIcnuSPEnwa8oycWnTJcJmhXF68WnMJjP1Btaj47sdn+gKvaU6t/Ici4cvxsXLhZFrRxaLVd1EyXD9yHV+bv8zHn4ejNs+Djtnuzw/NjEqkWnNp2Ffxp6J+yfi6O5YiJWK4sKUbWJu79zeZqM2jKJGpxpGlyQew91pZHX71WXo4qGlvsfL/SR8EZYmL9OOfO58e1Vrbbpn+5G01pFPUtzjKq7hy41jN5jbZy6ZiZkMWTgE356+RpdUbGit2f3Jbja/tpkqraswfMXwAluBSGvNoqGLOLvsLKM2jCqxq9oIYaSkq0kc/OYgB786SGZyJg1HNaTTlE6lJug88NUB1r2wjkqBlRixaoQs9SoKXHhobjPVOn3qELw0OE/TDrLTspnedjq3Ltxi4v6JVKgnS82XJhm3M5jeZjrJ15J5et/TeNSVQNiShM3JnSpYu3tthi0fVmpHyT+MhC/C0uS14a4G6mmtw+/ZfhSttTbkr0RxDF8itkUwr+88HMo5EBIaIks7/oHTi0+zbPQyXCq5MHrDaNxruz/xMXf/Zzeb/rGJrp92JeiloAKoUgjxR9Li09j9yW4OTD0AQLs32xH0SlCJfdOozZoNr2xg3+f7qNuvLoPmDsrXqAQh8uPAVwdY+/xaWr7Qkh5f9njovlprlgxfwqlFpwgJDcG3l1zwKY0SLifwY8sfsXe1Z+K+iTh5OBldksiDU4tOsWT4Eqp1qEbI6hBsHWWq/INI+CIsTV7Clxnkhi2vaa1j7tl+JK31+Cct8HEUt/Dl3KpzLBq6CPda7ozaMApXb1ejSyrWrh64ypxec7CysWLU+lFUbFTxsY8VuSuSGR1nUG9gPYYsHCINBoUoIknRSax/cT2nF52mfJ3y9P6ud4kb9p6VmsXyMcs5s/QMLZ5vQfcvuksTRFHo1v19Hfu/3E/P//WkxeQWf7jf3ZWNunzShTavtCnCCkVxE7U3t+ePd3NvRm8aXWLD8JIiPDScBQMXUKVVFUauGymB/kNI+CIsjfR8KWRhs8NYPm45lZpWYuTakTiVlysOeRF3No5ZXWeRmZzJiFUjqNYu/00rU2+m8n2T77FxsOHZw8/i4OZQCJUKIR7mwvoLrJ28llsXbtHi+RZ0+ahLiWh2nRiZyPz+84kJi6Hrp11p9bdWEu6KImE2mVk4aCHhoeEMXzmcOr3r/G6fM8vOsHDQQlnZSPzq5IKTLBm+hICRstpjcXZl5xVmd5uNp78nYzaPwd7V3uiSijUJX4SlkUt0hejA1wdYNnoZ1dpXY8zmMRK85IOHnwcTdk/ApaILs7vNJjw0PF+P12bNstHLSItLY+iioRK8CGGQ2t1r89zx52j5QksO/O8A3zf5nuj90UaX9USi9kYxrcU0Ei4lMCJ0BK3/3lo+yIgiY2VtxaC5g6jYuCKLhy3mxrEbv7k/JiyGZaOX4d3Sm74/9JXnpgDAf5g/nd7vxIk5J9j54U6jyxEPcOP4Deb1nUfZ6mUZuXakBC9ClED5Dl+UUial1L8esc+bSqmcxy/L8h346gBrJ6+lbr+6jFwzEvsy8gc0v9x83Bi/czye/p7MHzCfE/NO5Pmxuz7axcX1F+nxZQ8qNalUiFUKIR7F1smWHl/2YMzmMeRk5DA9aDpb39qKKdtkdGn5dvyX48zsOBM7Fzue3ve0NE4XhrBztmPEqhE4lnNkbu+5JF1NAnJHfM7rNw8HNweGLRtW4CsHCsvW7o12BIwMYOs/t3J2+VmjyxH3SLiUwJwec7AvY8+o9aOkN48QJdTjjHxRd77ysl+pdPDbg6x9fi11+9dl6KKh8ubnCThXcGbMljH4tPVh2ahlhM0Oe+Rjruy4wtZ/bcV/uD+BkwKLoEohRF7UeKoGz4U9R8PRDdnx3g5+bvsz8efjjS4rT0zZJta/tJ7lY5fj09aHZw48IyvHCEOVqVyGkNUhZCZlMq/PPNIT0lk0ZBGpMakMXzGcMpXKGF2iKGaUUvSd1pfKzSuzdNRSYsJijC5JACk3UpjVdRambBOjNozCzcfN6JKEEIWksKYdlQMyHrWTUmq6UipWKXXyD+5XSqmpSqkLSqkwpVTTAq+0gB3+4TBr/ryGOn3rMHThUKztrI0uyeLZl7EnZHUI1TtWZ9mYZRybcewP902NTWXx8MW413anzw99ZLi1EMWMg5sDA2YMYOiiocSfj+f7xt9zeNphinP/saSrSczsNJN9n++j+eTmjFw3Ekd3R6PLEgKvhl4MXTSUmBMxfFX3K67suEK/n/pRuVllo0sTxZStoy3Dlw/Hwc2Bef3mkRqbanRJpVrG7Qxm95hNSkwKI9eMlFBfiBIuTw13lVLt79ncBsy483U/a8AH+Ai4rrV+aFhy57gpwC9aa/8H3N8LeB7oBbQE/qu1bvmoeo1quHvkxyOsemYVvr19CV4SLN3kC1h2WjbzB8zn0qZL9P2hL00n/vbpZTaZmdNzDpE7I5m4f6Is5y1EMZd0NYnlY5dzefNl6vavS99pfXGu4Gx0Wb9xafMlloxYQnZaNv1+7If/8N+9VAlhuEPfHWL1n1YT9EoQXT/panQ5wgJcPXiVGe1nULl5ZcZsGmPIxcKUmBSuHbxG7KlYEq8kkhSdRHZqNjmZOVhZW+FQ1gHH8o6413bHw8+DSoGVKFutbJHXWViy07OZ3X020fuiCVkdQq2utYwuyeJIw11hafIavpjJ4/LS5E43MgNjtNZz83Ds6kDoH4Qv3wPbtNbz7myfAzpqra8/7JhGhC8n559kScgSanevLfOsC1F2ejYLBy3kwroL9P6uN80m/f/f2+3vbWfbW9voO+33wYwQonjSZs2+/+5j82ubcSjnQP+f+xeLPiqmbBM73tvBjvd3UKFeBYYuHipXJEWxdjviNm7V3GTEp8izE3NPsHTkUppMbFIkzZlzMnOI2BrBuVXnuLD2Arcv3/71PodyDrhVdcOujB029jaYc8xkJGaQGptKyvWUX/dz83Gjeqfq1Btcj1rdalnshU5zjpmFgxdybtU5Bs8bjP8wCfYfh4QvwtLk9S/WFHLDFwW8Re7ol+0P2M8ExANbtdYF0cnLG4i6Zzv6zm2/C1+UUs8CzwL4+PgUwKnz7sK6C7mrGrWrRvDSYAleCpGtoy3Dlg1j4ZCFrH5uNeZsMy0mt+Dy1stsf2c7ASMDaPJ0E6PLFELkkbJStP57a2p2rsnSkUuZ22suzSc3p+snXbF1NGZJ6rizcSwbvYxrh67RaGwjen3VCzsXO0NqESKvylYva3QJwsIEhAQQezKWXf/ehVeAFy3/+sjB5Y/l5umbHJ52mLBfwki/lY6tky01u9SkxeQWeLfwxquh10NX9slMziT+XDxRe6OI3BHJuZXnOD7zOPZu9vgP96fF8y3wbOBZKLUXBq01q55ZxbmV5+j1dS8JXoQoRfI08uU3D1AqAvhcaz21QAp4+MiXUOAjrfWuO9ubgVe11g8d1lKUI1+i9kYxq8ssytcpz9htY2VJ4yKSk5nD4mGLObfiHK1fbk3YrDAcyznyzMFn5EOSEBYqJyOHzW9sZt8X+/Co58GgOYOKdLUys8nMwa8Psum1Tdg62dLn+z7UH1y/yM4vhBBFTZs1CwYuIDw0nJHrRhbo1JcrO6+w84OdXFx/EStbK/wG+NFobCNqPFXjicJ1U7aJS5sucWr+KU4tPEVORg41Otegw1sdqNa+WoHVX1g2vLKBvZ/upcM7Hej4dkejy7FoMvJFWJp8hy8FXoAFTzuKPRXLz+1+xtHdkQm7J+Di5VLo5xT/z5RtYtmoZZxaeAqAP534E57+lnPlQwjxYBc3XmTFuBWk3kyl03udCHo5CCvrwuoPn+vaoWuEPhfK9cPX8e3lS98f+8pqMUKIUiEzOZPpQdNJik5i4v6JlK9T/omOF70/mk3/2MSVHVdwquBEq7+3ounEpoXS0ystLo0jPx5h/9T9pFxPoVb3WnT+sDOVmhZdcJ8fuz/ZzaZXN9F8cnN6Tu0p0wSfkIQvwtLktefLpUfsYgZuA8eBGVrrnXku4OHhS29gMv/fcHeq1rrFo45ZFOHL7Su3md5mOtqkmbB7AuVqlivU84kHM5vM7PxgJ94tvKndo7bR5QghCkhafBqhk0I5s+QM1TpUY+AvAwtl+c3ka8lse3cbR6YdwaWiC92/6E6D4AbyhlgIUaokXE5gWvNpOHk4MXHfRBzK5n8kd9LVJDa/tpmw2WG4VHShzWttCHwmEFunwp9Cmp2WzcFvDrLro12k30qn2XPNeOqDp3AsV3xWpjs6/Sgrn16J/3B/Bs0ZhLKS15knJeGLsDT5abibV5rcqUJv5uG484COgAcQA7wN2AJorb9Tue9+vwJ6AGnA+EdNOYLCD1/SE9KZHjSd5OvJjN8xXlbVEUKIQqC15vjM46x9fi3KWtH5w84EPhuIlc2Tj4JJi0tjz6d72D91P+ZsM83+3IxOUzrJ1FEhRKkVsT2CWV1mUbNLTUaEjsjziEOzycz+qfvZ+s+tmE1mWr/Ymravt8W+zB/3cSksGYkZbHtnGwemHsDJw4keU3sUi54qZ5efZeHghdTsWpMRK0cYsrpUSSThi7A0eQ1fHjWB0orcACUIeAWoBPTSWq9/4gofQ2GGL6YsE7O7zyZydySjN46meofqhXIeIYQQuRIuJbDy6ZVEbIvAw8+DLp90oU6fOvkenaK1JuZ4DAe+OkDY7DBMWSYCQgLo+G5H3Gu5F07xQghhQQ59f4jVz62m1Yut6P5Z90fuH3cujpUTVhK1Jwrf3r70/F9PytUwfjT4jWM3CJ0UytUDVwkICaDX170eazRPQYjYHsHs7rOp2LgiYzaPwc5ZehMWFAlfhKUp8J4vSqkqwClyVzwaUKAHz6PCCl+01qwYt4Ljvxxn4KyBNBzVsMDPIYQQ4ve01oSvCmfjKxuJD4+ncvPKtH2tLX4D/B46dDsnM4drh65xaeMlTi08RdyZOGwcbWg0phEtX2gpy0cLIcR91kxew8GvD9L/5/40Htf4gftorTnw1QE2/WMTNo429Jzak4CRAcVqyqY5x8yuj3ax7Z1tlKlchkGzBxV5Q97rR68zs+NMyniXYfzO8TiVdyrS85d0Er4IS1MoDXeVUr8AXbTWlQv84HlQWOHL9inb2fb2Njq+25EOb3Uo8OMLIYR4OFO2iWM/H2P3J7tJuJiAe213vFt641DWAbsydmizJjstm9Qbqdy6cIu4s3HkZOSAgmrtq9FgWAP8h/nj6F58+gAIIURxYso2MafHHCJ3RTJ261iqBlX9zf2ZSZmsnLiS04tO49vbl77TineD8qsHr7J05FISLiXQ7dNutHyhZZGERLcu3GJ6m+lY21vz9J6nca3iWujnLG0kfBGWprDCl/eAf2iti36yJ4UTvoTNDmPZ6GU0GtOI/jP6F6tkXwghShuzycyZJWc48uMRbl24RWZiJplJmShrha2TLU4eTpT3LU95v/JUa1cNn7Y+OHnIFUchhMiL9FvpTGsxjazkLJ7e9/SvU4luHL/BoiGLSLicQOd/dybo5SCLeE+cmZTJ8rHLObv8LAEhAfT5oU+hTv9Jvp7M9DbTyUzKZMKuCXj4eRTauUozCV+EpSms8OW/wFitddkCP3geFHT4cmXHFX7p8gs+bXwYtX6UNMkSQgghhBAlWtzZOH5q/RMulVyYsHsCZ5aeYe3ktTi6OzJkwRB82voYXWK+aLNm18e72PLmFio2rkhIaAhlKhf8iJ30hHRmdJhBwqUExm4di3dz7wI/h8gl4YuwNIUVvpwGkrXWLQv84HlQkOFLwuUEpjWbhrOnMxP2TChWS9YJIYQQQghRWCK2RTCr2yzM2bkLn9bsUpNBcwbh7OlscGWP7/za8ywOXoxDOQdGrh2JZwPPAjt2dlo2s7rN4trBa4SsDqFml5oFdmzxexK+CEvz5Ot13kMpVU4p9SNQF1hWkMc2QnZaNgsGLkCbNSNWjZDgRQghhBBClBrVO1an//T+2Dja0OGdDoxcN9KigxcA356+jNsxDnOOmeltpnN5y+UCOa4p28TiYYuJ2hPFwNkDJXgRQvxOXpea3vKIXayA8kAdwJbc1Y5aaq3TnrjCx1AQI1+01iwbvYwTc08QEhqCby/fAqpOCCGEEEIIy6HN+qEry1mixMhE5vSaQ3x4PIPnDab+4PqPfSxt1qwYn7siau9ve9PsORmMURRk5IuwNDZ53K9jHvfLBGYCLxkVvBSU/VP3c2LOCTq910mCFyGEEEIIUWqVtOAFwM3HjQm7JjC391wWBy+m/4z+NBrdKN/H0Vqz4eUNHP/lOB2ndJTgRQjxh/IavnR6xP1mIBE4p7XOfLKSjBexPYINL22gbv+6tHujndHlCCGEEEIIIQqYQ1kHRq0fxfz+81k+djnZadk0m5S/8GTbO9vY98U+Wjzfgvb/bF9IlQohSoI8hS9a6+2FXUhxkRiVyKKhi3Cv7c7AXwaWyKRfCCGEEEIIAXYudoSsDmHhkIWsfm412anZtH6xdZ4eu+ujXeyYsoPGExrT48seFrHsthDCOAXacNfS5WTksHDwQnLScxi2bBj2rvZGlySEEEIIIYQoRDYONgxbOoz6Q+uz4aUN7P1i7yMfs++/+9j8+mb8R/jT94e+csFWCPFIeZ12VOJprVkzeQ3XDl4jeGkwFepVMLokIYQQQgghRBGwtrNm8NzBoGHDixuwtrOmxV9aPHDfwz8cZv3f1uM30I8BMwdgZS3Xs4UQjybhyx2HfzjM0Z+O0vaNttQbWM/ocoQQQgghhBBFyMrGikFzB2HKNrF28lqsba0JfDbwN/scn3Wc0OdCqd2zNoPnDcba1tqgaoUQlkZiWiBqbxRrn19L7R616TTlUb2FhRBCCCGEECWRta01QxYMwbe3L6GTQjn689Ff7zs24xjLxy6nRqcaBC8JxsZermMLIfLO8PBFKdVDKXVOKXVBKfXaA+4fp5S6qZQ6dudrYkGeP/l6MgsHL8StqhuD5g6SYYNCCCGEEEKUYjb2NgQvDqZWt1qsfHolYbPDOPLjEVZMWEHNLjUZsWoEto62RpcphLAwhsa1Silr4GugKxANHFRKrdRan75v1wVa68kFfX5TlolFQxeRmZjJqHWjcCznWNCnEEIIIYQQQlgYGwcbhi0fxrw+81g2ehkAtXvWZtjSYdg4yIgXIUT+Gf2XowVwQWt9CUApNR/oD9wfvhSK9S+uJ2p3FIPnDcaroVdRnFIIIYQQQghhAWwdbRm+cjjLRi/D3tWePt/3kalGQojHZvRfD28g6p7taKDlA/YbrJRqD4QDf9daR92/g1LqWeBZAB8fn0ee+NjMYxz8+iCtXmyF/3D/x6ldCCGEEEIIUYLZOdsxbOkwo8sQQpQAltDgZBVQXWvdENgIzHzQTlrrH7TWzbTWzSpUePgy0dcOXyN0Uig1nqpB14+7FnzFQgghhBBCCCGEEHcYHb5cBares13lzm2/0lrHa60z72z+CPx2vbd8Sr2ZyoKBC3DxcmHw/MFY2Rj9KxBCCCGEEEIIIURJZnTycBDwVUrVUErZAcOBlffuoJSqdM9mP+DM457MnGNmyfAlpMamErw0GOcKzo97KCGEEEIIIYQQQog8MbTni9Y6Ryk1GVgPWAPTtdanlFJTgENa65XAX5VS/YAc4BYw7nHPt+m1TVzecpn+P/encmDlAvgJhBBCCCGEEEIIIR5Oaa2NrqHANWvWTB86dOg3t52cf5IlI5bQ7M/N6P11b4MqE0IIIYQQQgjxpJRSh7XWzYyuQ4i8MnraUZGICYthxYQVVG1TlR5f9DC6HCGEEEIIIYQQQpQiJT58Sb+VzoKBC3Ao68DQRUOxtrM2uiQhhBBCCCGEEEKUIiU6fDGbzCwduZTEqESClwRTplIZo0sSQgghhBBCCCFEKWNow93Ctu3tbVxYd4He3/amauuqj36AEEIIIYQQQgghRAErsSNfziw7w84PdtJ4QmMCJwUaXY4QQgghhBBCCCFKqRIZvuRk5LB8zHIqN69M7697o5QyuiQhhBBCCCGEEEKUUiUyfIk/H4+tky3BS4KxcSjRM6uEEEIIIYQQQghRzJXI8MWcbWbooqG4VXUzuhQhhBBCCCGEEEKUciUyfKnYuCLV2lczugwhhBBCCCGEEEKIkhm+KCvp8SKEEEIIIYQQQojioUSGL0IIIYQQQgghhBDFhYQvQgghhBBCCCGEEIVIwhchhBBCCCGEEEKIQiThixBCCCGEEEIIIUQhMjx8UUr1UEqdU0pdUEq99oD77ZVSC+7cv18pVd2AMoUQQgghhBBCCCEei6Hhi1LKGvga6AnUB0Yoperft9vTQILWujbwBfBx0VYphBBCCCGEEEII8fiMHvnSArigtb6ktc4C5gP979unPzDzzveLgc5KKVlLWgghhBBCCCGEEBbBxuDzewNR92xHAy3/aB+tdY5SKhEoD8Tdu5NS6lng2TubmUqpk4VSsSitPLjvOSfEE5LnlCho8pwSBUmeT6KgyXNKFLS6RhcgRH4YHb4UGK31D8APAEqpQ1rrZgaXJEoQeU6JgibPKVHQ5DklCpI8n0RBk+eUKGhKqUNG1yBEfhg97egqUPWe7Sp3bnvgPkopG8ANiC+S6oQQQgghhBBCCCGekNHhy0HAVylVQyllBwwHVt63z0pg7J3vhwBbtNa6CGsUQgghhBBCCCGEeGyGTju608NlMrAesAama61PKaWmAIe01iuBn4BZSqkLwC1yA5pH+aHQihallTynREGT55QoaPKcEgVJnk+ioMlzShQ0eU4Ji6JkEIkQQgghhBBCCCFE4TF62pEQQgghhBBCCCFEiSbhixBCCCGEEEIIIUQhKrHhi1LqP0qps0qpMKXUMqVUWaNrEpZJKdVDKXVOKXVBKfWa0fUIy6WUqqqU2qqUOq2UOqWUesHomkTJoJSyVkodVUqFGl2LsHxKqbJKqcV33kedUUq1NromYdmUUn+/87p3Uik1TynlYHRNwrIopaYrpWKVUifvuc1dKbVRKXX+zn/LGVmjEI9SYsMXYCPgr7VuCIQDrxtcj7BASilr4GugJ1AfGKGUqm9sVcKC5QAvaa3rA62Av8jzSRSQF4AzRhchSoz/Auu01n5AI+S5JZ6AUsob+CvQTGvtT+4iG3lZQEOIe80Aetx322vAZq21L7D5zrYQxVaJDV+01hu01jl3NvcBVYysR1isFsAFrfUlrXUWMB/ob3BNwkJpra9rrY/c+T6Z3A803sZWJSydUqoK0Bv40ehahOVTSrkB7cldbRKtdZbW+rahRYmSwAZwVErZAE7ANYPrERZGa72D3JVv79UfmHnn+5nAgKKsSYj8KrHhy30mAGuNLkJYJG8g6p7taOTDsigASqnqQBNgv8GlCMv3JfAPwGxwHaJkqAHcBH6+M5XtR6WUs9FFCcultb4KfApEAteBRK31BmOrEiWEl9b6+p3vbwBeRhYjxKNYdPiilNp0Z+7o/V/979nnTXKH+s8xrlIhhPh/SikXYAnwN611ktH1CMullOoDxGqtDxtdiygxbICmwLda6yZAKjKUXzyBO304+pMb7FUGnJVSo4ytSpQ0WmsNaKPrEOJhbIwu4Elorbs87H6l1DigD9D5zj9IIfLrKlD1nu0qd24T4rEopWzJDV7maK2XGl2PsHhtgH5KqV6AA+CqlJqttZYPNuJxRQPRWuu7o/IWI+GLeDJdgMta65sASqmlQBAw29CqREkQo5SqpLW+rpSqBMQaXZAQD2PRI18eRinVg9xh2P201mlG1yMs1kHAVylVQyllR26DuJUG1yQslFJKkdtH4YzW+nOj6xGWT2v9uta6ita6Orl/n7ZI8CKehNb6BhCllKp756bOwGkDSxKWLxJopZRyuvM62Blp4iwKxkpg7J3vxwIrDKxFiEey6JEvj/AVYA9szP07zz6t9XPGliQsjdY6Ryk1GVhPbnf+6VrrUwaXJSxXG2A0cEIpdezObW9ordcYV5IQQvzO88CcOxcdLgHjDa5HWDCt9X6l1GLgCLmtAI4CPxhblbA0Sql5QEfAQykVDbwNfAQsVEo9DVwBgo2rUIhHUzIbRwghhBBCCCGEEKLwlNhpR0IIIYQQQgghhBDFgYQvQgghhBBCCCGEEIVIwhchhBBCCCGEEEKIQiThixBCCCGEEEIIIUQhkvBFCCGEEEIIIYQQohBJ+CKEEEIIIYQQQghRiCR8EUIIIYQQQgghhChEEr4IIYQQQgghhBBCFCIJX4QQQgghhBBCCCEKkYQvQgghhIVRSi1XSmml1F8fcN97d+77yYjahBBCCCHE7ymttdE1CCGEECIflFLuwFHAC2ittT565/bOwAbgLNBca51mXJVCCCGEEOIuCV+EEEIIC6SUCgK2A5eBpoAzcAxwIzd4OWVcdUIIIYQQ4l4y7UgIIYSwQFrrPcC/AF/ge2AWUBH4qwQvQgghhBDFi4x8EUIIISyUUkoB64Bud26ap7UOMbAkIYQQQgjxADLyRQghhLBQOvcKytJ7bvrSoFKEEEIIIcRDyMgXIYQQwkIppXyBI0A2ub1eTgEttNYZhhYmhBBCCCF+Q0a+CCGEEBZIKWUPLCC30e4w4N9AADL6RQghhBCi2JHwRQghhLBMnwJNgE+01huBt4HdwCSl1FBDKxNCCCGEEL8h046EEEIIC6OUGkhur5f9QFutdc6d26uSu9y0DdBEa33JsCKFEEIIIcSvJHwRQgghLIhSyofcgMUKaKy1jrjv/v7AcuAgucFMVhGXKIQQQggh7iPhixBCCCGEEEIIIUQhkp4vQgghhBBCCCGEEIVIwhchhBBCCCGEEEKIQiThixBCCCGEEEIIIUQhkvBFCCGEEEIIIYQQohBJ+CKEEEIIIYQQQghRiCR8EUIIIYQQQgghhChEEr4IIYQQQgghhBBCFCIJX4QQQgghhBBCCCEKkYQvQgghhBBCCCGEEIXo/wCIhcET+HF/XQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stopping\n", "\n", "After just a few points the algorithm was able to get pretty close to the true maximum. It is important to notice that the trade off between exploration (exploring the parameter space) and exploitation (probing points near the current known maximum) is fundamental to a succesful bayesian optimization procedure. The utility function being used here (Upper Confidence Bound - UCB) has a free parameter $\\kappa$ that allows the user to make the algorithm more or less conservative. Additionally, a the larger the initial set of random points explored, the less likely the algorithm is to get stuck in local minima due to being too conservative." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }