{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The Theta Model\n", "\n", "The Theta model of Assimakopoulos & Nikolopoulos (2000) is a simple method for forecasting the involves fitting two $\\theta$-lines, forecasting the lines using a Simple Exponential Smoother, and then combining the forecasts from the two lines to produce the final forecast. The model is implemented in steps:\n", "\n", "\n", "1. Test for seasonality\n", "2. Deseasonalize if seasonality detected\n", "3. Estimate $\\alpha$ by fitting a SES model to the data and $b_0$ by OLS.\n", "4. Forecast the series\n", "5. Reseasonalize if the data was deseasonalized.\n", "\n", "The seasonality test examines the ACF at the seasonal lag $m$. If this lag is significantly different from zero then the data is deseasonalize using `statsmodels.tsa.seasonal_decompose` use either a multiplicative method (default) or additive. \n", "\n", "The parameters of the model are $b_0$ and $\\alpha$ where $b_0$ is estimated from the OLS regression\n", "\n", "$$\n", "X_t = a_0 + b_0 (t-1) + \\epsilon_t\n", "$$\n", "\n", "and $\\alpha$ is the SES smoothing parameter in\n", "\n", "$$\n", "\\tilde{X}_t = (1-\\alpha) X_t + \\alpha \\tilde{X}_{t-1}\n", "$$\n", "\n", "The forecasts are then \n", "\n", "$$\n", " \\hat{X}_{T+h|T} = \\frac{\\theta-1}{\\theta} \\hat{b}_0\n", " \\left[h - 1 + \\frac{1}{\\hat{\\alpha}}\n", " - \\frac{(1-\\hat{\\alpha})^T}{\\hat{\\alpha}} \\right]\n", " + \\tilde{X}_{T+h|T}\n", "$$\n", "\n", "Ultimately $\\theta$ only plays a role in determining how much the trend is damped. If $\\theta$ is very large, then the forecast of the model is identical to that from an Integrated Moving Average with a drift,\n", "\n", "$$\n", "X_t = X_{t-1} + b_0 + (\\alpha-1)\\epsilon_{t-1} + \\epsilon_t.\n", "$$\n", "\n", "Finally, the forecasts are reseasonalized if needed.\n", "\n", "This module is based on:\n", "\n", "* Assimakopoulos, V., & Nikolopoulos, K. (2000). The theta model: a decomposition\n", " approach to forecasting. International journal of forecasting, 16(4), 521-530.\n", "* Hyndman, R. J., & Billah, B. (2003). Unmasking the Theta method.\n", " International Journal of Forecasting, 19(2), 287-290.\n", "* Fioruci, J. A., Pellegrini, T. R., Louzada, F., & Petropoulos, F.\n", " (2015). The optimized theta method. arXiv preprint arXiv:1503.03529." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports\n", "\n", "We start with the standard set of imports and some tweaks to the default matplotlib style." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:34.371381Z", "iopub.status.busy": "2022-11-02T17:10:34.370895Z", "iopub.status.idle": "2022-11-02T17:10:35.574525Z", "shell.execute_reply": "2022-11-02T17:10:35.573846Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pandas_datareader as pdr\n", "import seaborn as sns\n", "\n", "plt.rc(\"figure\", figsize=(16, 8))\n", "plt.rc(\"font\", size=15)\n", "plt.rc(\"lines\", linewidth=3)\n", "sns.set_style(\"darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load some Data\n", "\n", "We will first look at housing starts using US data. This series is clearly seasonal but does not have a clear trend during the same. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:35.580201Z", "iopub.status.busy": "2022-11-02T17:10:35.578965Z", "iopub.status.idle": "2022-11-02T17:10:36.478436Z", "shell.execute_reply": "2022-11-02T17:10:36.477775Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABSoAAAKzCAYAAAAZYjO7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd4CcdZ0/8Pf0me01yW56IQmBFJJIaEpT8FBEODG2oOghyoly/gS9OyzoKZ6IDUU4PQVEzn6g4AmhhBaCEEJ678mWbC/Ty/P7Y3dm5/k+36fM7rSdeb/+gXnmeWaezT478zyf51NsiqIoICIiIiIiIiIiIioge6F3gIiIiIiIiIiIiIiBSiIiIiIiIiIiIio4BiqJiIiIiIiIiIio4BioJCIiIiIiIiIiooJjoJKIiIiIiIiIiIgKjoFKIiIiIiIiIiIiKjgGKomIiIiIiIiIiKjgGKgkIiIiIiIiIiKigmOgkoiIiIiIiIiIiAqOgUoiIiIiIiIiIiIqOGehd2Cy6OkZgqIUei8ol2w2oLGxmr9ryikeZ5QPPM4oH3icUT7wOKN84HFG+cDjjPKhmI+z5L6ZYaDSIkVB0f2SKTf4u6Z84HFG+cDjjPKBxxnlA48zygceZ5QPPM4oHybzccbSbyIiIiIiIiIiIio4BiqJiIiIiIiIiIio4BioJCIiIiIiIiIiooJjoJKIiIiIiIiIiIgKjoFKIiIiIiIiIiIiKjgGKomIiIiIiIiIiKjgGKgkIiIiIiIiIiKigmOgkoiIiIiIiIiIiAqOgUoiIiIiIiIiIiIqOAYqiYiIiIiIiIiIqOAYqCQiIiIiIiIiIqKCY6CSiIiIiIiIiIiICo6BSiIiIiIiIiIiIio4BiqJiIiIiIiIiIio4BioJCIiIiIiIiIiooJjoJKIiIiIiIiIiIgKjoFKIiIiIiIiIiIiKjgGKomIiIiIiIiIiKjgGKgkIiIiIiIiIiKigmOgkoiIiIiIiIiIiAqOgUoiIiIiIiIiIiIqOAYqiYiIiIiIiIiIqOAYqCQiIiIiIioSoWgcrx7tw7G+YKF3hYiIKO+chd4BIiIiIiIiAiKxBK5/5E0c6PbDabfh21cuwYULGgu9W0RERHmTcaAyGAzi5ZdfxrPPPovNmzejra0NDocDs2bNwmWXXYbrr78elZWVqfUTiQTeeOMNPPvss9i0aRMOHz6MaDSKadOm4bzzzsMNN9yAmTNnat7n1VdfxXXXXae7H8uXL8fvfvc76XMdHR344Q9/iBdffBEDAwNobW3Fu971Ltx4443weDyZ/shEREREREQ59+rRPhzo9gMAYgkFv9tykoFKIiIqKxkHKh9//HHcfvvtAID58+fjkksuwfDwMLZs2YJ77rkHTzzxBB5++GE0No58oR4/fhwf/vCHAQDNzc0455xz4HA4sG3bNvz2t7/F448/jv/6r//C6tWrpe83a9YsrFq1SrNcFtwEgKNHj2Lt2rXo6+vDwoULsXr1auzYsQM/+clP8Morr+DBBx+E2+3O9McmIiIiIiLKqW5/RPW4cyhcoD0hIiIqjIwDlU6nE2vXrsVHP/pRzJ8/P7X81KlTuPHGG7Fr1y5861vfwt133w0AsNlsOP/883HDDTfgnHPOgc1mAwBEIhF89atfxZ/+9CfceuuteOqpp+ByuTTvt2rVKnz729+2vH9f+tKX0NfXh3Xr1qUCqrFYDLfccgvWr1+P+++/HzfffHOmPzaVkeFwDEd6g5hV50O1l90RiIiIiCg/IrGE6rE/Ei/QnhARERVGxsN0rr76anz9619XBSkBYMqUKfjKV74CAHjqqacQiYzcDZw1axZ+8Ytf4Nxzz00FKQHA7Xbjq1/9Kqqrq9HW1oYtW7ZM5OcAAGzbtg1vvPEGGhsbcdttt6WWO51OfO1rX4PL5cKvfvUrxGKxCb8XlaaT/UF88MHN+Nivt+ADD76O42xiTkRERER5EomLgUpetxARUXnJ6tTvxYsXAxjJluzv7zdd3+v1Ys6cOQBGMjInasOGDQCAiy++WFPe3dTUhFWrVmFgYACbN2+e8HtRabpvw0G0D46U2JwajuCBvx8r8B4RERERUbkQA5XBaALxhFKgvSEiIsq/rAYqjx8/DgBwuVyoq6szXT+RSKCtrQ3ASCBR5siRI7j77rvx5S9/Gd/73vfw/PPPI5FISNfds2cPAGDJkiXS55PL9+7da7pvVJ5+temo6vGfd3QWaE+IiIiIqNxE4tqgZDDK8m8iIiofWW3A99BDDwEALrjgAksDax5//HH09PSgoaEBK1eulK6zZcsWTVn4woULcc8996SyMZPa29sBANOmTZO+VnJ5MjhKRERERERULMQelcBI//QqD/umExFRecjaN97zzz+PP/zhD3C5XLjllltM129vb8e3vvUtAMBnP/tZTWCzuroan/jEJ3D55Zdj9uzZAIDdu3fjBz/4Ad588018/OMfx2OPPYbq6urUNoFAAADg8/mk71lRUQEA8Pv9Gf98ae01qUTp/Y75u6dsSh5PPK4ol3icUT7wOKN8KLfjLBrXBioD0XjZ/PyFUm7HGRUGjzPKh2I+zqzuU1YClQcPHsStt94KRVFw6623pnpV6gkEAvjMZz6Dvr4+vP3tb8cHP/hBzTpLlizRlHCfe+65OPvss3Hdddfh9ddfxyOPPIIbb7wxGz+CqcbGavOVqCQ1NfF3T9nHzxTKBx5nlA88zigfyuU4s7scmmVOn4fno3lSLscZFRaPM8qHyXycTThQ2dnZiRtuuAEDAwO4/vrr8dGPftRw/Wg0is997nPYsWMHVq1ahbvvvjuj93M4HLjhhhvw+uuv46WXXlIFKpMZk8GgfFJzMuOysrIyo/cEgJ6eISjsY13S9KL73d1D+d0RKmk228iXBj9TKJd4nFE+8DijfCi342xwOKxZ1nZqELMrWfqdS+V2nFFh8DijfCjm4yy5b2Ym9I3X39+Pj3/84zh58iSuueYafPGLXzRcP5FI4Etf+hJeeOEFnH766bjvvvvg9Xozft9kKbg4KbylpQW7du1CR0eHdLvk8tbW1ozfU1FQdL9kyg/+3ikX+JlC+cDjjPKBxxnlQ7kcZ+GY9occDsfL4mcvBuVynFFh8TijfJjMx9m4p377/X7ccMMNOHDgAC677DL8x3/8B2wmBeff+MY38Pjjj2POnDn47//+b9TU1IzrvQcHBwGMZVAmJUvOd+3aJd0uuXzRokXjel8iIiIiIqJcich6VEY49ZuIiMrHuAKVkUgEN910E7Zt24YLLrgAd999NxwObT+VdN///vfxyCOPoLW1Fb/85S/R2Ng4rh0GgCeffBIAND0sL7roIgDAc889h0gkonquu7sbmzdvRm1tre6EcSIiIiIiokKRBSqHI7EC7AkREVFhZByojMfj+PznP49NmzZh9erV+PGPf6yZ2C164IEHcN9996G5uRm//OUvLZVeP/DAA2hvb1ctUxQFv/nNb/Dggw/CZrNphvAsW7YMK1euRE9PD+66667U8lgshjvuuAPRaBTr1q2Dy+XK4CcmIiIiIiLKvUhMG6j0M6OSiIjKSMY9Kh9++GGsX78eAFBfX4877rhDut5tt92GhoYG7N69G9/+9rcBADNmzMB9990nXf9973sfVq9enXr80EMP4Tvf+Q6WLFmCGTNmIBwOY9++fThx4gTsdjtuv/12nHnmmZrXufPOO7F27Vo89NBD2LRpExYsWIDt27fj+PHjOOuss/I2JZyIiIiIiCgTUUlGpT/MQCUREZWPjAOVyf6QAFIBS5nPfOYzaGhowODgIJTRDp5btmzBli1bpOufffbZqkDl9ddfj5dffhn79+/HwYMHEY1GMWXKFLznPe/BunXrsGzZMunrzJkzB48++ih+9KMf4cUXX8T69evR2tqKm266CZ/61KdMsz+JiIiIiIgKISzNqGTpNxERlY+MA5U333wzbr75Zsvrr1mzBnv37s30bbBu3TqsW7cu4+2Akenfd95557i2JSIiIiIiKoRoXDuilaXfRERUTsY99ZuIiIiIiIiyJywr/WZGJRERlREGKomIiIiIiIqArEdlgBmVRERURjIu/SYiIiIiIioH8YSCP7zZhteP9+PcuQ24euk02Gy2nL0fp34TEVG5Y6CSiIiIiIhI4pl9XfjucwcBABsO9KC50o23zm/M2ftFpFO/WfpNRETlg6XfREREREREEv/+xB7V41++eiyn78eMSiIiKncMVBIREREREVmwvX0oZ68dSyiQDP3GcCQORZE8QUREVIIYqCQiIiIiIrKgsdKds9eWDdIBRvpkhiWZlkRERKWIgUqiUfEE71QTERER0QjZtO0pVbkLVBoFI1n+TURE5YKBSqJRenexiYiIiKj8tA2ENMuaCpBRCciDpkRERKWIgUqiUTFmVBIRERHRqJOSQKXDbsvZ+xlnVHLyNxERlQcGKolGMaOSiIiIiJJODgQ1y6KyaTdZYvTaLP0mIqJywUAl0SjZyWHu7pkTERERUTGTlX7n8sZ2xCCjcjjMQCUREZUHBiqJRslKv+05LO8hIiIiouIlK/2O5rBVUMQgCMrSbyIiKhcMVBKNkt0hZ5ySiIiIqDzJMipjucyoNAxUMqOSiIjKAwOVRKNy2XOIiIiIiCYPRVF0Sr9zd75oOEwnzIxKIiIqDwxUEo2KJbQnhwlOAiciIiIqO72BKEKSwKFR1uNEGfW/DESZUUlEROWBgUqiUbI75HFl5I46EREREZUPWTYlIO9pni3GGZUMVBIRUXlgoJJolN6JJ5MqiYiIiMqLbJAOkNup30Zl5RymQ0RE5YKBSqJReieeCWZUEhEREZUVvYzKnPao5DAdIiIiBiqJkvROPONMqSQiIiIqKycHgtLlE8moHAxFsaN9EAGdoGPUoPR7mIFKIiIqE85C7wBRsYhKhukAQJwZlURERERlJds9Ko/0BPDJ325FXzCK1lov/vsDy9FU5VGtYzSoh1O/iYioXDBQSTQqxoxKIiIiIkL2e1T+dstJ9AWjAEaCoH/ddQofWDkdX39yLzYc6MHSlmrMb6rU3Z6l30REVC4YqCQapTtMJ3c904mIiIioyMTiCXQOhaXPReIKFEWBzWbL6DX3d/lVj4/1B/HM/i48uacLAPD68QG8fnxAd3u9cnEiIqJSwx6VRKP07pDHWPpNREREVDY6hsIwKqgZT7XNsT51z8sefwTfeHKf5e059ZuIiMoFA5VEo/SG6SRY+k1ERERUNnr8EcPnoxmeGw6FYqmy7/T3yGSCeDCaYDsiIiIqCwxUEo3Sy6jkMB0iIiKi8tEvBBVFmfapPNavnSDebRIMlWH5NxERlQMGKolG6d0d591rIiIiovLRFzALVGZ2bni8Txuo7B1HoJLl30REVA4YqCQaxanfRERERJT1jMq+gGZZhrFOAMAwMyqJiKgMMFBJNCqmM96bcUoiIiKi8iH2kxTFMjw5FAfpjJc/zIxKIiIqfQxUEo3SK+NhRiURERFR+TDLqIxknFGZnUBlIMqMSiIiKn0MVBKN0h2mw0AlERERUdkwL/22fm6oKEoWMyoZqCQiotLHQCXRKN1hOpz6TURERFQ2zIbpxDLIqOwLRuHPUm9JDtMhIqJywEAl0SgO0yEiIiKigSxmVB7rzU42JYCsBTyJiIiKGQOVRKP0h+kwUElERERULsyG6UR1zhllslX2DbD0m4iIygMDlUSj9O6OZzrZkYiIiIgmp1A0jmDUOBCZUUZl//gDlbVep+rxMEu/iYioDDBQSTRKb5gOMyqJiIiIyoNskI4YMMwoUDmBjMr6CpfqMUu/iYioHDBQSTRK76STPSqJiIiIyoMYqHTYgDqfOmCod3Nb5lhfYNz7Ui+8b4CBSiIiKgMMVBKN0ivxzuCmORERERFNYmJ/ylqfC26n+pLJao/KhKLgRH9o3PtSX+FWPebUbyIiKgcMVBKNiuncHWdGJREREVF5EDMq6ytccDmEQKXFu9inhsIIx6xnX4o0pd8cpkNERGWAgUqiUVGdgGSCgUoiIiKistAXUAcq63wuuOw21TK9m9ui/V1+1eNKtwM+l/XLL7HknD0qiYioHDBQSTRKr99QnMN0iIiIiHJOURTLQcBc0WRU+lxwOdSBSqsZlXs6h1WPF06pQlOlW2dtLbFHJUu/iYioHDBQSTSKw3SIiIiICuMvOzpw4T0v4533bcIz+7oKth9ioLLO54JTLP22eG64q3NI9fj0qVVozCRQyanfRERUhhioJBqlP0yHgUoiIiKiXAlF4/juswcRjCYwEIrhm0/tRyhamKCcrPTbrelRaS3rU8yoPH1qdUYZlQ2aYTpxKDwvJSKiEsdAJdEovZNOi4MdiYiIiGgc2gZDCKQFJofCMWw80leQfZEP0xF7VJoHC7uGw+j2R1TLFmeYUVknZFTGE8qEhvMQERFNBgxUEo3Szahk6TcRERFRzgwGtb0XXzjYk9P3jMUTeGTzCXx/w0Ec7wumlktLv4VhOhELGZW7hWzKSrcDs+p9mZV+Cz0qAZZ/ExFR6XMWegeIigWH6RARERHl30BIG6h86WAPYvEEXM7c5FX86IXD+J83TgIA/rKjE3+9cQ28Lod86rem9Ft+bhiOJfDK4V601nqxR+hPuWhKFew2m+VApdNuQ7VHe6nmj8TRWGnpJYiIiCYlBiqJRnGYDhEREVH+DYaimmUDoRjeODGANXPqc/KeySAlMFJq/tddnbhqaQsGhaCptPRb0hcoGk9g3a/ewOHeAGwAxLPHxVOrAMByj0qP0w630w6n3aaq+uHkbyIiKnUs/SYaxdJvIiIiovwTg4NJGw7ktvw73ZHeIAZDUU2Asd7ngsuuzaiMxRM40R9MDf15/kAPDvcGAGiDlACwZGo1AFjOqExmcVa6Harl/jBLv4mIqLQxUEk0iqXfRERERPkny6gEgOcPdCORg/Mw2eRsp92GvqB2P2p9LjiFjMq+YBT/9JutuPq/X8M1v3gNR3oD2NkxpNk2XTKjsrnKWqDSPfqelUL5NzMqiYio1DFQSTSKGZVERERE+SfrUQkAp4Yj2GUSABwP2eRsp8OmGaRT5XHA5bDDLfSofG5/dyow2TUcwc82HsW+U+rhOekq3Q7MrPcBABoq3FjaUp16bmq1R7qN26mTUclhOkREVOIYqCQapZdRyTglERERUe7olX4DwEsHe7P+fsGoNtjnstvRLwzSSU7dFntUip7a24W9BoHKhc2VsNvGXuO77z0DH1o1HR9cOR0/+8By6TbJ4GgVA5VERFRmOEyHCCNZk3oBSWZUEhEREeXOgKTkOunkQCjr7ycL9jkd2tLvulSg0jy3Qy8rFACWTKtRPW6ocONfLpo/9t7CwBxgLFCpKf0Os/SbiIhKGzMqiaBf9g2wRyURERFRLhllVA7noCdjQBKotNu0pd/JQKXTbpxRaWbVzFrD58XyboCl30REVL4YqCSCftk3wIxKIiIiolzSG6YD5GbKtaz0OxJPoC8w/ozKdPU+F1prRnpP/sPpU3DBvAbD9cWsSWAsUFnBQCUREZUZln4TAYjF9YORuZg2SUREREQjjMqmc5FRKQv2ReMJTUZlfYW1HpWiy0+fgs9fNA+BaByVbvPLLWlGZXLqt5tTv4mIqLwwo5IIQDTBjEoiIiKifIvFE4ZZgrnIqJSVfkdiim7pt8ue2SXToimVsNlsloKUgF6gUqf0Owf/HkRERMWEgUoiAFGDjEqDqnAiIiIimoAhk+EwOelRKSn9jsYTCEXVJ33JIKHLmVlG5eIp1RmtLwto6g7Tkew7ERFRKWGgkggcpkNERERUCANBk0BlOA4ly+disozKcDyBiHB3OtknMpOMSrfDhjkNvoz2J6NhOpz6TUREJY6BSiIYD9NJsPSbiIiIKCcGDAbpACMteMKx7Ja3yIbpROMJhIT3SWY1ZtKjcn5TJZwZDt+p9OiXfldxmA4REZUZDtMhgvEwHWZUEhEREeXGoDBIx+O0awKTQ6EYMiu+VusLRPDI5pMIxxL40Krp0mBfJKYgIryvxzkSJMwk8LhoSlXG+yct/U5lVIrDdBioJCKi0sZAJRE4TIeIiIioEMRAZUuNB0d6g6plQ6EoasYZqVQUBf/+xB68dqwfAPDioR6cM7tes15UUvrtGe1N6bJbf/PxBCorDKZ+i8+x9JuIiEpdxoHKYDCIl19+Gc8++yw2b96MtrY2OBwOzJo1C5dddhmuv/56VFZWSrf905/+hEceeQQHDx6Ey+XC8uXL8elPfxorV67Ufb/Nmzfjvvvuw9atWxGNRjF//nx85CMfwXvf+17dbTo6OvDDH/4QL774IgYGBtDa2op3vetduPHGG+HxeDL9kakMGA/TYaCSiIiIKBfE0u+mKg/aBkKIpJ2bDYdjqPFqg3lW7DvlTwUpAeBEfwi7vcOa9cLxhCajMtWjMoOMyuXTazLeR8Op30JZeCiWQCyhwJlB8JSIiGgyybhH5eOPP45//ud/xh//+Ec4HA5ccsklWLVqFU6cOIF77rkH73vf+9DT06PZ7pvf/Cb+9V//Ffv378e5556LpUuXYuPGjfjIRz6Cp59+WvpeTz75JNatW4cXX3wRixYtwlvf+lYcPXoUX/ziF/Gf//mf0m2OHj2K9773vfjTn/6E+vp6XHrppYjH4/jJT36Cj33sY4hEIpn+yFQGYgYZlQmWfhMRERHlhJhRWet1asqdh0LjzyJ8fFenZln7YEizLBpPaErOPRn2qLx2RStOa848o7Iqg9JvAAjkYBI6ERFRscg4o9LpdGLt2rX46Ec/ivnz56eWnzp1CjfeeCN27dqFb33rW7j77rtTz23cuBEPPfQQ6urq8Nvf/hZz5swBAGzZsgXr1q3Dv/7rv+Lss89GTc3YHcj+/n7827/9G+LxOO655x5cdtllAIDu7m586EMfwi9+8QtcdNFFWLNmjWr/vvSlL6Gvrw/r1q3D7bffDgCIxWK45ZZbsH79etx///24+eabM/2xqcQZZVQaTQQnIiIiovETA5U1XicqPQ70BccyLUcClZlXRUXjCfxt9ynN8t6AdoBPJKboT/02yaj8n4+uQmOFC/UV7oz3ETAepiPLtgxE4qjxusb1XkRERMUu44zKq6++Gl//+tdVQUoAmDJlCr7yla8AAJ566ilV5uIvf/lLAMCnP/3pVJASAM466yx84AMfwODgIP7whz+oXu/3v/89hoeHcemll6aClADQ1NSEW2+9VfW6Sdu2bcMbb7yBxsZG3HbbbanlTqcTX/va1+ByufCrX/0KsRjvQpKaUaCScUoiIiKi3BgIqoOGNV6XJsNwyGQyuJ6XD/WiP2ht22A0rjnnszr1eyJBSkCn9Hs0SCrrXznMgTpERFTCMg5UGlm8eDEAIBKJoL+/HwAQCoWwadMmAMA73/lOzTbJZc8995xq+fPPPw8AuPzyyzXbXHjhhfB4PNi4cSPC4XBq+YYNGwAAF198Mdxu9clCU1MTVq1ahYGBAWzevHkcPx2VMqPSb/aoJCIiIsoNaem3kGE4bDBAJhiN656rPSEp+9YzJHkPTzKj0m58yeR1ja9/ZlKFrPR7NDhqt9k0gUwO1CEiolKW1UDl8ePHAQAulwt1dXUAgMOHDyMSiaChoQHTpk3TbLNkyRIAwN69e1XL9+zZAwA444wzNNu43W6cdtppCIfDOHz4sGab5GtafS8iDtMhIiIiyj9xmE6N16nJqByW9KhsGwjh1sd24uIfb8QV92/CtrZB1fN9gQhePNRreT9kwdCx0m/jjMpkQHO8ZBmVzrTgqCZQyYxKIiIqYVkNVD700EMAgAsuuCCV0djW1gYA0iAlAFRUVKCmpgYDAwMYHh6ZwDc8PIyhoSHD7ZLLk68PAO3t7RlvQwSYZFRymA4RERFRTmgzKl2ajMr0bMeEouCXrx7D+x94HRsO9CCeUNAbiOLrf9sLJe2cbf3e7oxuNsuCf8nSb6dBj0qv0w67bWITuGWByvRzU3GgDgOVRERUyjIepqPn+eefxx/+8Ae4XC7ccsstqeWBQAAA4PV6dbf1+XwYHByE3+9HVVUV/H5/6jm97Xw+HwCo1k2+V/I5UUVFhWYbqyZ4/kFFzmhgTiKh8PdPWZM8lnhMUS7xOKN84HFG2aAJVPqcqPJop34nj7OfbzyKn71yTPM6R/uC2NY+iBXTawEAB3syP98X+Vx22GxjZdgyXpdjwn8D1V7tJVks7fxT7FMZiMT4d5dl/DyjfOBxRvlQzMeZ1X3KSqDy4MGDuPXWW6EoCm699dZUr8pS0thYXehdoBzy+Hp0n3O4HGhq4u+fsoufKZQPPM4oH3ic0XjFE4qmN+Tsljo0n1IHGYdC0dRxtuGgfjn3Mwd78fblM0Zee4JXaHYbMHVKDWw2G3wGPSErPc4JnyfWS26Yu7zu1OvWV3kADKU9OfH3JDl+nlE+8DijfJjMx9mEA5WdnZ244YYbMDAwgOuvvx4f/ehHVc8nsxhDoZDuawSDQQBAZWWl6r/J7aqqqky3SX+v5HOiZMZl+jZW9fQMgRXApatvQH7MAEAwFEV395Du80SZsNlGvjT4mUK5xOOM8oHHGU1Uf0A7kTsRCsMWU7fkGQ7HUsdZ73BYs03Sn99swz+fOwtelwN9Q/rrWeF22NHTM9KWKhrXbxHkcdhycp5oj8VSr+sSYq6n+gI8N80yfp5RPvA4o3wo5uMsuW9mJhSo7O/vx8c//nGcPHkS11xzDb74xS9q1mltbQUAdHR0SF8jEAhgcHAQtbW1qYBkVVUVqqurMTQ0hI6ODixYsECzXfL1kq8PAC0tLdi1a5fue8m2sUpRUHS/ZMoew2E6/N1TDvAzhfKBxxnlA48zGq/+oDZQWeV2okrsURmKpY6zYYP+jP5IHM/t78E7T5+CQHRifRw9TnvquHYYZGd6XY6sHP9vndeQGv7jddpx6cLm1OuKPSyHwzH+zeUIP88oH3icUT5M5uNs3MN0/H4/brjhBhw4cACXXXYZ/uM//gM2yZf43Llz4Xa70dvbi87OTs3zu3btAgAsWrRItTxZPr5z507NNtFoFPv374fH48HcuXM12yRf0+p7ERkO0+HUbyIiIqKsE/tTepx2eF0OzfCY5NTvWEJBWMi2nFrtUT1+YufI9UZwggNn3GmTvG02m+7kb+8EJ34nffHtp+Edi5rxlll1+ME1Z8LnGgtOcuo3ERGVk3F9s0YiEdx0003Ytm0bLrjgAtx9991wOLTT6oCRYTjnnHMOAOD//u//NM//7W9/AwBcfPHFquUXXnghAODJJ5/UbLNhwwaEw2Gcd9558HjGTk4uuugiAMBzzz2HSCSi2qa7uxubN29GbW0tVq5cafEnpXJhlFGZmKy3IYiIiIiKmHbi90iAUsyoHB7tERmIaHtFrj1LXSn16tE+dA6FJ5xR6RYmfbvs8sum9IDiREyt9uBb7z4d9167DKtm1qmeqxSGC/nDDFQSEVHpyjhQGY/H8fnPfx6bNm3C6tWr8eMf/xhut9twm+uvvx4A8NOf/hRHjhxJLd+yZQt++9vfoqamBu973/tU21x77bWoqqrCM888g6eeeiq1vKenB3fddZfqdZOWLVuGlStXqtYBgFgshjvuuAPRaBTr1q2Dy+XK9MemEmdY+s2MSiIiIqKsGwipS79rfSPn6GJG5eDoerJMwnedMVWVcagAePlQT1YzKgHoZlT6XNnJqDRSpcmo1B/uQ0RENNll3KPy4Ycfxvr16wEA9fX1uOOOO6Tr3XbbbWhoaAAAnHfeebjuuuvw0EMP4b3vfS/OO+88RKNRbNy4EYqi4M4770RNTY1q+7q6OnzrW9/CLbfcgs9+9rM4++yzUVdXh1deeQWDg4O4/vrrsWbNGs373nnnnVi7di0eeughbNq0CQsWLMD27dtx/PhxnHXWWbjxxhsz/ZGpDJRr6XfnUBivHunDkpZqLGjKfMgUERER0XiJGZU1oxmV8p6MiiaT0AagzufCqpl1eOFgT2p5TyCK4ER7VAoZlU6HPCDpyVJGpZEKln4TEVEZyThQOTg4mPr/ZMBS5jOf+UwqUAkA//7v/47TTz8dDz/8MDZu3AiXy4Vzzz0XN910k24p9uWXX46HH34YP/3pT7F161ZEo1HMnz8fH/nIR3D11VdLt5kzZw4effRR/OhHP8KLL76I9evXo7W1FTfddBM+9alPmWZ/UnkyHqZTmoHKkwNBfOCBzQjFEnDabfjJtUuxckZdoXeLiIiIysSAMEynxjuSUVkllDorChCIxjWZhBVuB+w2G6q96vUDkfjES7/FjEq7TkZllnpUGhEzTJlRSUREpSzjQOXNN9+Mm2++eVxvds011+Caa67JaJtVq1bh5z//eUbbtLS04M4778xoGypvRhmVBk9Naj9+4TBCow3pYwkFT+zsZKCSiIiI8sZqRiUw0pdRnPidXK9SyGrsD0YNb0JbYb30O/cZleK/R4AZlUREVMJyfwuQaBIox4zKp/d1qx7/eUdngfaEiIiIypGmR2UyUOnR5lIMh2Pwh9WBzWSmYaUwfKfbrx6qObJuZgFFcZq3S6f025uHHpXizzfMYTpERFTCGKgkAhCNl1ePyo7BkGaZTkUTERERUdYpioLt7UOqZY2VIy2anHabJlDoj8Q1mYTJAJ5YGt09rA1UTqvxZLR/mqnfOoHK/GRUiqXtIz07iYiIShEDlUQYKX3WU4qByr8f7dcsm17rzf+OEBERUVk63BtA24D6xunqmXWp/xf7VPojMc0QmVTpt5At2TUc1rzf1OoMA5UWS7+9BSj9jitIte8hIiIqNQxUEsG49DtRgnesNx3t0yzjBEkiIiLKl5cP9aoeT6ly47TmytRj7eRv7TCdZKahOBV7QOh96XHaUe9zZbR/4tRvvWE6YuZnLohBWwCaMngiIqJSwUAlEYyH6RhlW05G8YSCv0sClYMhlhERERFRfrwkBCrPn9cAm20sGCj2qRw2zKg0ng9a4XKkJopbJWZUOgta+q19D3GwEBERUalgoJIIZhmVedyRPNh7aliTaQCMBGRZRkRERES5NhSKYevJAdWyC+Y1qh5XyTIqhSEyyUzKKo9xsNDndqDaaxzMFGl7VBZu6rfLYYdH0rOTiIioFDFQSQQgVkbDdDYd0WZTJg1KAphERERE2fTKkV6k3yN2O2x4y6w61TpiRqU/HNOWfo+uYzbRu8LlSE0Ut8rjVAcmXfbCTf0GZKXwI/8WiqKwIoaIiEoKA5VEAKJlNExH1p8yaYiBSiIiIsqxlw+ry75XzazTZCaKGZX+SFxT7pxcp8Kk9NuXhdJvvanf+RimA2gDlf5IHH/d1Ym3/ehlXHTPRjy151Re9oOIiCjXGKgkgnHpd7yE7lKHYwlsaxvUfX4wHM3j3hAREVG5iScUbDysvmkqln0Dkh6V4RgCFqd+iyrcdtTkrPQ7P5dT4kCd/kAE3332IEKxBALROO5+7mDJ9VUnIqLyxEAlEYyH6ZRSRuVAMGr484gZld3DYezuHCqpfwMiIiIqnANdfvQH1TdGL5jXoFlPllGpN/XbLFA5klGZaem3+jUL2aMS0P6Mh3oCGEqb/N0biKLXH8nLvhAREeVSZt/YRCXKeJhO6QTpIga9OAF1j8qNh3tx2593IRxLYMX0Gvz0/cvhtMtP0omIiIis6BgKqx5PqXKjtdarWU+WUSkO06kcHaLjcdrhsNt0b6xWuDMv/db0qNQr/Xbmq0el+t+jbSCkWWc4EsMUePKyP0RERLnCjEoiGA/TSSgomSblZlO90+/MP/DqMYRH13/z5CD+btDbkoiIiMiKASGbsrHSLV1P1pNRnHSdDN7ZbDbDrMrxZFSKPSr1btbmLaNSmGzePhjWrDMc5iRwIiKa/BioJILxMB0AMEi4nFTCJoHKZEaloijY1+VXPXe0L5iz/SIiIqLyIJZ91/rkmY5iT8YhydTvirTgpFGgssLlQLUnw9JvTY9K+WWTJ08ZlVVCRmX7oCSjMsyhiERENPkxUEkE49JvoHT6VEbMMipHA5V9wagma6FrSHvnnoiIiCgTYqCyTidQKQYee/wRiKdjlapApX4g0ud2wGG3ocpjPftRO/Vbm1Hpddphs+WnLY6YUSmepwEMVBIRUWlgoJIIQNSkd2Op9KkMx4xLggZHT3CPS7InTw0zUElEREQTYzVQKWZUysqa07MMjTIqk89l0qdSO/Vbe9mUr7JvwDgQmzQsCV4SERFNNgxUEgGImZV+l0hGpVnpdzKj8pgkUNnNSZJEREQ0QdpApTwAZzbJG1CXfleY9KgEgNoM+lSKJd0uSY9Knyt/l1JW/j38zKgkIqISwEAllaRYQjENPqrWN8moLJdAZbJH5fF+baCya5iBSiIiIpqYgZA6mGa19FvkdthU5dlGGYcVo4HKTPpUaku/tZdNnjxmVIoZpjIs/SYiolLAQCWVnI2He/HOn76CC37wIn712nHT9eMJxXRYTrxkSr/Npn6PZDlIS7+HwiUz/ZyIiIgKY7yl3yIxMCn2cEzny0rptyyjMp+l3+bvxanfRERUChiopJLzgw2HMBCKIa4AP3npCPoDUcP1rWReJsoso1JW+h2KJaSN24mIiIisGhCnfusEDyvcDhiNqREDk2ZTvwGgVqfMXEYs/XZKe1TmsfTbwiCg4QgzKomIaPJjoJJKSiyh4HBvIPU4nlCkZczpzAbpJF+3FESEn1UsgRoKx6Ao+v9mHKhDRERE4xVLKKmbokl6GZV2mw2NlW7d16pwWQ9UjmVUZrdHpddZZMN0mFFJREQlgIFKKinDIe2d5GDU+KTNUkZlacQpNRmVTcIFQDSu4ORACMGoPHjbNcQ+lURERJSZZOuYoVAU4imV3jAdAGit9eo+VyncbLXSo7K+Qj/wKbI29bu4humwRyUREZUCBiqppAxKTtBCJuXOZoN0gNIdptNUpT1h39UxpLt9l58ZlURERGSNoii465kDOO8HL+FDD23GtjbtOUatTkYlALTUeHSfEwN3hhmVowHFC+c3wpmWGXnWjFrdbcSMSrekR6WXw3SIiIiyznr9A9EkMBTS9qMMmWRURi0EIUt1mI6spGqnUaCSk7+JiIjIoo1H+vC7N9sAAPu7/Ljr2QOq5yvdDmmmYtJ0o4xKMVBpEMirGF23tdaLBz98Fp7e14VFU6oQiyvYcmJAuo24X/IelUU2TIe9xImIqAQwUEklRZpRqVPGnGQ2YAYo3YzKCpcDlW6HakjOznb9QOWpIWZUEhERkTU/fuGw6nGncB6h158yqaVGP1ApZhhWWBimAwALp1Rh4ZQqAMBz+7ul6zvtNjiEnpSyqd9eZ/6K01wOOzxOu+F5q58ZlUREVAJY+k0lZWgcPSrDQiDTabdBPBctlUBlRDi5dTvtmsbyRhmV3X5mVBIREZE5RVFwoNtvuI5ZoNKwR6UQmKzSCVS6HTZpNuTIc/LlYtk3ALjshc2oBMyzKodHhyISERFNZgxUUkkZktxJNgtUhmLq570uO+zCXfREiZz0iT+rx2nXTP42Gi50iqXfREREZMHx/pDpOhMLVFobpmMUTJRlSQLyAKY0ozKPw3QA8z6VccW8NzsREVGxY6CSSsqgJKPS7IRNLA33Oh1w2NQno6WSUSmWC3kkGZVGuoZZ+k1ERETmNh3pM12n1mDiNwBMrfZAHkrUlnpXeuQBSaOScL2MSrcko1KWlZnPYToAJ38TEVF5YKCSSsp4Sr9lGZViX6J4acQpEREmnHscdlR7jbMZ0vX4IyUTtCUiIqLcefWoeaDSLKPS5bBjSrV88rcYtKvQCRoaZVTKApKAXum3NmTqy3NGpbVAJQfqEBHR5MZAJZUU2TAds2E50oxKMVBZIsE5aUalQRmReE6eUIDeAMu/iYiISF8snsDrx/pN1zMLVAJAa61OoNIjln5nL6NSFqiUrau3fa7olbenY0YlERFNdgxUUknJVkal3VaaPSrFYToepx3VBqXfcxsrNEFb9qkkIiIiI9vaBxEwOf8CgForgUqdyd9iYNI5OhVblK0elU7JunpDenKlSqe8Pd1whIFKIiKa3BiopJIiG6YjZkyKgpqMSm3pt9GAmclE7Ncpm/qdbmlLDZoq3apl3exTSURERAZetdCfErCaUSkPVMqmfMuyKvVKwgH90m/ZcpcseCkpB88laxmVLP0mIqLJjYFKKinjyqiMihmVDog3zUslo1Is/fZKpn6nu2BeI6ZUqQOVzKgkIiIiI5uO9ltar85kmA6gH6iUBe1kgUrfeEq/LU79Fm9s55rewKB0LP0mIqLJjoFKKimyHpWmU78lwbtS7VEpln4bZVS6HTacPbsOzVXq3lCc/E1ERER6FEXBga5hS+tayahs0Sv9lgTtZMFLw4zKDKZ+i22BAMApWZZL7FFJRETlwPzbjmgSkWVUihmT2ueFQKVLNkxn4vtWDGTDdPSyAVbOrIPP5UCzkFHZxYxKIiIi0hGOJRCJW7vBO5HSb2lGpSR4ma0elbKA55zGCt3XzgVrU78ZqCQiosmNGZVUMhKKIj05M+tRKQ7T8UmG6cRLtPTb43ToTv2+YG4DADCjkoiIqMx1DIbw5okBzXmETH8wavl1a7zmgcop1fKp3z6X9jLGajl4kl6PSo9TG8B0O+340Krpqcf/cPoUTNXZt1ypMmjXk8QelURENNkxo5JKxnA4Blk40Xzqt1j6rc2o/PvRPrx8qAcLmqtw7YrWvDdPz5awkBrqcdh1ezedPy8ZqFRnVO7v8qN9MKRbikVERESlY+PhXtz2510IxxJYNKUK//3BFdLp2kmDQnWLDcBpzZXY1+VXLa/2OC2dT+mtY5OUXVdk2KPSbrPBabdphibqBTBvuXAe3ja/EbG4grNn1xnsdW5Yyqjk1G8iIprkmFFJJUM28RswD1SGNcN07HAIJ79/3NqOP+/oxPeeO4jfvnFyYjtaILGEoum16XHapRmVVR4HZtT5AADTatTZAr2BKD726y3Y0T6Yu50lIiKionDXswdSmZR7Tw3j70eNJ3qLgcoarzN1TpHOyiCdTMmnfhtf7sjKvPV6V9psNqyaWYc1c+qlgdJcszZMhxmVREQ0uTFQSSVD1p8SyHyYjkeSUZnuB88fSv1/x2Bo0vQCCse0J64elx1VkmE6y1prUv9/xrQaTX+o3kAUN/1+G471BbO/o0RERFQ0TvSHVI//tK3dcP3BkLr0u8brlPaZtNKfMsmoz2Q6Wem3UUYlIO9TaZQxWkgcpkNEROWgOL+FicZBvIOfFI4lkDDoMSkO2/G67DCrRFIUBV/+6x5c+bO/493/9So2HenNeH/zTZz4DYxkDDjtNjRWqsu715411oPJ47Tj3muXYm6DumF8MJrAM/u6crOzREREVHCygYSNFW7JmmMGNBmVLmm7mNoMApVzmyotrVclyTg0mvoNyIOSxRqolP18IgYqiYhosivOb2GicdAr/Qa0Q2TSaXpUuuymPZN2dQzhb7tPAQD8kTh+9sqxDPa0MGT/BskT8Q+c1ZpatnpWHc6dU69ab3qtD//9wRVY2lKtWn6inxmVREREpapjUDtAr77COMAoK/2ePsGMytvfdbrq8T8ub5GuJwtKmmVjujIo/S40SxmVEZZ+ExHR5MZhOlQy9DIqgZE+lXonquJUcK/ToZn6LXrtWL/q8dHegLWdzLNYQsGrR/pQ7XWiVlLi7R0NVH5szSysnFmHwVAU58xpkPZdqvY6cdGCJmxvH0ota5NcwJhRFAUKYPpvTERERIV1cjCkWWZWdTIQtFb6nUnW4rnzG/GR1TPw2PYOLGiuxMfOnildT9bDUTZgJ520R2WRZlRaGabjZ0YlERFNcgxUUsnQ61EJaIORqudikmE6Jmfh29rUg2QGQzHEE4rpdvmkKAo++8ftqaDq5YubVc/bbVDtb3pfSj0twoVG24D2AsbIfS8fwQOvHkNzlQfffPfplt6TiIiICqNd8j1v1vtbvHFc53OhRRjMB4xUpFhls9lwy0Xz8LkL5xmuJ+1RaZpROXl6VLocdnicdsNKoeFwDIqiFGTYDxERUTYU57cw0TgYlX4bTf6WZlRmGKhUTN6/EA73BlSZn0/uUfeT9DjtGZ/EtgoXGp1DYcQS+v0/053oD+K/Nx1DXAE6hsK454VD5hsRERGRytHeAL7w6E589o/bsbtzyHyDCZDdkDQKkgHAgGSYjldakp39yxDp1G+TLERZULJYS78B7c8oVszEFfNgMhERUTEr3m9hogwZBQqNTtjEIKbXZYfTJIAnNooHtKVOhdY1HDF8fjwn4WLpVjyhoHvYWvn3hgM9qsdvnhxE3GKQk4iIiEZ8+a978PzBHrxypA//79GdOf0ubZeUfmeaUVnjHelFedGCRtXy9y6V95mcCGmgchw9Kos1oxIAqjzqwKRsUBEH6hAR0WRWvN/CRBky6lEpm1qZek4cpuN0wD6OvwxZ8DIb+oNRvHKkF/2BzAKhZiVV4zkJr/O5Un0tk05aLP92SbJUT1kMchIREdFIAGp353DqcddwJKeD7WS9qMMG7XQA+TAdALjx/DmY0+CDw27Dh1ZNx+lTq7K3o6PESeIO2zh7VE6ijEqxLQ8ADIc5UIeIiCYv9qikkjGeHpWxeEKTieBz2eEYR1+fXGRUHurx42O/3oJgNIHGSjf++4PLMb3WZ2nbQMQ4cCorwzJjs9nQWuvFoZ6x4UGybAsZn+RC4UR/UJoJQERERFqyTDmj9jYTJSv9Fnt7iwaF0u/a0YzKBU2V+P31b8nezklMr/XitOZK7O/yAwDOn9cozZhMJ+tRWazDdABtoLKhwqXpW8mMSiIimsyK91uYKEOD4+hRKStf8roc4xqKI/Zkyoa7njmA4GiQtccfwd92n7K8bcAko3K82QJi+bfVgTqyYPHx/syG8RAREZUzWZuboEmG43gFInH0S27CmveolGdU5oPNZsO971uGT5wzCzddMAfffNdi021kFSaTqfS7xuvULBs2uVlNRERUzIr3W5goQ0MGgULdQKVkuddpPvVbZiCY3ZPC7uEwXj8+oFr26pE+y9vnovQb0PZCkpWFyYQlGRgn+nJXrkZERFRqZIHKQI4yKtt0Kib0qlRGnotrApliOXau1VW48Knz5+D6NbMsVY/IMi6LufR79cw61eO3zKpDlZBlydJvIiKazFj6TSVjyOCkTK/xu25G5ThKv8VSp4l6fGenZlmlx/qfbK4CldnNqGSgkoiIyKqhkPa73agP90S063y/y248Jsn6heczo3I8ZEHJYs6ovGZ5C/qCUexoH8TFpzVh9cw6bUYlS7+JiGgSK+4zByKLFEUxzKjUO4kXg2c2G+B22GAfV+l39k4KE4qCx3Z0SJdbZVr6Pd5AZY1H9fhEfxDfeHIvXjrUi1Uz6/Dvl52GSrf2o0XW08rqIB4iIiIChsLac51c9ajUuxFpVPotC1RWZ3CTtRAmW49Kl8OOT50/R7WsyiNmVDJQSUREk1fxfgsTZSAQjSNuEMPTK1MSg2c+lwM2m22cpd/Zy6h84/gATkj6N2ZSyuM3G6aTpYzKruEI/ryjE72BKNbv7cKftrZLt5NmVPYFoWQQfCUiIipnsuqR8faofOlQD664fxMu/+kreGZfl+Z53dJvg0Cl2K+72uMc1zlVPsmCksWcUSkjBoOHTW5WExERFbPJ9S1MpMNo4jdg1KNSfbLtG+1lJLm5bqo/ixmVj26XB/syuUOeq2E6ZlO6n97XLV0uy6gMxRLo8UfGtR9ERETlZlhyrhEcR1AqoSi4c/1+dA1H0BuI4s71+xGNq8+J2nV6UGeSUVnsZd+A/HyomHtUyoitgfzMqCQioklscn0LE+mQlRql0+9RqT65TzZdL2RGpT8Sw3P75cG+TAKVuepRWeN1otKt35x+d8eQdLleVqssc5SIiIi05FO/Mw9U9gejODU8dqNwIBRD55A6MKlX+m3UE1Ps153vQTrjMdl6VMpUCS13stmOiIiIKN8m17cwkQ7ZiXs6yxmVowE4+ziG6WQrUHm0N4iITh27WfAxk3XHexJus9k05d/pTmuulC7XCxZzoA4R0eQxFIphe9ugadY+5YY8UJl56bfs9yeeN7TrlH6HYwndti0DwcmXUSntUTnJMiqbq9yqx506vzsiIqLJoPjPHogsMCv9zqRHJQA4CzhMx+jizx+JI55QLGV8Bkx6VE6kUXxLjRf7u/zy99UNCsuXn2CgkohoUjjRH8SNv92KU8MRNFW68cCHV6CpqbrQu1VWZJUVstYqZmQ3cNPPP4bDMd1qFQVANK7A7dSei4jnQrWTIFApOx+SBS+LmXgDuU2nbJ+IiGgymFy3C4l0DJpkVIon8dF4AvGEotujcjwZleFYwrAcyiqzTEirWSxm6413mA6gPSFOpxc01suoZOk3EdHk8Jednaly4W5/BA+9dqLAe1R+ZBmV48lulWdUjr22Xtl3kl5wVCz9rvFOvtJvj9MO2zjOAwupVegffmoorOk5SkRENFkwUEklwTyjcuyE+t6XDuP8H7yEK+7fhFeO9KnWS5Z+j3dCZTayKs16TQ2bZEommZd+6/eZNNNS49F9bjAUQ0JSEqYXxH12fzdufWwnbn9iN7MriYiK2C82HVM9/t2WtgLtSfmSZTmOp0elrPohPXh50iRQqTdQpxSG6Uy2sm8AaKlVn5cpgKbnKBER0WQx+b6JiSTEO/iiZP+mo70B/PLV41AA9AaieOFgj2q9iWRUAtnpU2lWsm1loI6iKOZTvyeSUWkw+VsB4A/LJ3zLxBIKNhzowZN7uvDlv+7R7XtFRETFh5/Z+SUt/R5Hj0rZpPDhtGU7dQbjmb2nNqNyEgQqndqMysmmxutClUd9A9os2ExERFSsJt83MRGAvkAEW08OpO7oiydj9cKUyWS2wd5Tw4avm8yoHO856oBJwNSKgMkFx7AkCCgKRhMwu3ScyIl4i0HpNyD/d7BSFr+jfYiTKomIitS0am02/UlmwudVtqZ+y6ou0m9wbj05YLi9Xkal+B1eNymmftsMH08WLcJN5HYGKomIaJJioJImnb2dw7j2l6/jn36zFe9/4HUMhqI43BNQrbN4apXqcTKbr8Okubh3whmVEw+ymWVU+i2Ufpu9BjCxQOWchgo0Vbp1n5eVpuld1IiO9/Gil4ioGFW4tS1DdrUNFmBPylNCUaQVC3pD7IzIgpv+0SBoOJYwzagM6/SoFCtLJkNG5SLhnPH0aZNzQNR04Say3tR2IiKiYsdAJU06/7u9PXXHvm0ghAdePY6jQnDrdDFQOXpC3mHSrydZ+j3+HpXZKP2eeEblsIXG+p4J9GDyOO24/fKFmNtYofm3BuQ9Q/VKv0XHmZ1DRFSUZGXHu9oZqMwXfzgurZYYzyA/WXuYZMBzT+cQovGxd7JBe16k952u7VFZ/BmV02t9+MLF8zG12oPlrTX45wvmFnqXxkXMqGTpNxERTVYZ3+bcsWMHNm7ciG3btmHbtm3o7OwEAOzdu1e6/qJFi0xfc82aNXjooYdSj1999VVcd911uusvX74cv/vd76TPdXR04Ic//CFefPFFDAwMoLW1Fe9617tw4403wuPRHwBCk8cft7arHv/qde3U0cVT1XfDk72UOkzuLvvcI8E7q4FKj9OuyhTMSkZldOI9Kq1MAJ1oD6bz5zbg/LkNAIBrf/kajvSOBRjFgG1CUSxnVHKgDhFRcZLdKNvdPgisaCnA3pQfWdk3MNaHOxOyLMxktuaWE+qy7wXNlRgIRlMT3wF5oDIcS2iWT4aMSgBYu3I61q6cXujdmBCxLU+7SRURERFRscr47OHee+/FM888Y3n9q6++Wve5DRs2oK+vD6tXr5Y+P2vWLKxatUqzfObMmdL1jx49irVr16Kvrw8LFy7E6tWrsWPHDvzkJz/BK6+8ggcffBBut365KpWGKo9DU/4SjMahKIr1jEoLpd/Ta704s6UaT+7pSi3LTkalydTvLAUqJzJMRzSSMTEWYBQvpqwGKQHgGEu/iYiKTiyhSINbzKjMH/1Apfr30jEYwt92n0JrrRdvX9QsbWcjO09I9q3cKpTzr5hei1eP9qmWhSXHwpDkHKh2kgQqS4E46LCNGZVERDRJZXz2sGLFCixatAhLly7F0qVLcckllyASieiu/+1vf1u6fHBwEE888QQA4D3veY90nVWrVuluL/OlL30JfX19WLduHW6//XYAQCwWwy233IL169fj/vvvx80332z59ag4VXucuifrwEj/xGTAMUkBEIkr6DQJVKZ6VOpkVF6zrAWXnNaEjqEQLl3YjJ+9clT1fHamfpsEKi0EIa30sczmVEsxY0Is/ZKVpX3/6jPQNRzBif4gHnptLCv2RD9PrImIio3eTbLjvUEMhWKo8jAglWt6v4PkzVibzYZAJI51D29B/+j5yMmBEK5fM0u6jcgfiSGhKNh6UgxU1uBNYbiOLKNSNgyvehKUfpeK1lp15Vi3P4JwLDEpp5gTEVF5y/ib65Of/CQ+97nP4ZJLLkFzc/O43/hvf/sbIpEIVqxYgTlz5oz7dZK2bduGN954A42NjbjttttSy51OJ772ta/B5XLhV7/6FWIxThSe7GbUGU+cHglUag/tHn9EOuQlXXLqt17pt9dlx5o59bhqaQuqPE7NNMtsTKw2a4pvJaNSNs1T5M1noFJyQbNyRh2uXtaCVTPrVMtZ+k1EVHyMvnv2dw3ncU/Kl945TEIZuRkLAC8d6kkFKQHg3peOSLeR9qiMxHGoJ6C5Gbx8eq3mnEFWKSHuX5XHAec4e35T5sQelYB5yyMiIqJiVLBbbH/+858B6GdTZmrDhg0AgIsvvlhT3t3U1IRVq1ZhYGAAmzdvzsr7UeEosk7yaeY0VKQyI9Md6Q1I1lYbK/02fj5JLGnKRUZlvRAMLcbS72qPGKhU/zuEJP2zknf4Z9b5VMsHQrGs/DsSEVH2GFUy7Ovy53FPypfR7yCZIblNMoVdVmUh7VEZiWOrkDnZUuPB1GoPPML5jzSjUjPxm9mU+VTlcWrOS9sYqCQiokmoIIHKtrY2vP7663C5XLjiiit01zty5AjuvvtufPnLX8b3vvc9PP/880gk5L3u9uzZAwBYsmSJ9Pnkcr2hPzR5ROLG/Q7nNFRIswUzClTqZABoApW5yKgUgoxTqtWlPFayJa2s43Fqg7njVStcjGgzKtX743bYUv/GLTUeTWCYWZVERMVlyOD7be8pZlTmg9GNymSLlanV2sGRh7q15z9BaUZlDG9qyr5rAWirMGQ9KsXvfvanzD8xq7KdfSqJiGgSKsgZxF/+8hcoioK3vvWtqK+v111vy5Yt2LJli2rZwoULcc8992jKxdvbRyZBT5s2TfpayeVtbW0T2HMqBlHTQKUPTocdTrsNscRY+qWVQKXXbTxMRywpF0ues5EJKPaNaq5yY++pscfWMiqLrUel+neWnvHqdNjRWuvF8bTelMf7QzijpSZr+0dERBNj9N2z7xQzKvPBKFiczJBMP+9JOtDtx9JW9Xeq7IamPxLHds0gnZHtxEClvEelmFHJQGW+tdZ6sSftxsHJAU7+JiKiyacgZxDJsu+rrrpK+nx1dTU+8YlP4PLLL8fs2bMBALt378YPfvADvPnmm/j4xz+Oxx57DNXV1altAoGRIJTP55O+ZkVFBQDA7x/fybSFIdCUJ8k+TDJOuw0z6n2w2UayH9PLpKwEKitcDths+hmVFW6H6lgQe1QOhkYa0ettb4V48SBmRwyH46bHo1mfS2DkoiNbx3WNTxuoTH9tMaNSfO+ZdT4hUBks2b+55M9Vqj8fFQceZ5RtRoPcDvX4EU8k4HRwaEcuDRvchAxFE7DZ5ENyDvX4NZ8FsvWGI3HNOciiqVWw2bQ3NyOxhOY1xdL0Gq8rK59B/DyzrrVWyKgcDPHfzSIeZ5QPPM4oH4r5OLO6T3kPVO7cuRMHDhxATU0NLrnkEuk6S5Ys0ZRwn3vuuTj77LNx3XXX4fXXX8cjjzyCG2+8MR+7DABobKw2X4nyIm7QpHJuUyWmTRm5+1/hUQcqj/aZl7/43A40NlajrnZA+vyUhio0NY0dC1GX+k9IAeCu9KK+0o3xUBRFc/Ewd2o1gPbU42AsodqHpO+v34cHXzmCOY2VcFu4WGydVoMKd3Y+AmZOUZdq+6Nx1T66O9RlgZVel+r501pqsPFIX+pxVzAm/RlLCT9TKB94nFG2KM4u3eeicQXDNgcWNFXlcY/KTwT6Z/fuCg+amqqhOLRtXY72hzXfqSHJTd+4JBtz/vR6NDVUoLZaHQCzuRza1xQ2n1ZfkdXvcn6emTuttRbAidTjU4FoyZ9PZRuPM8oHHmeUD5P5OMt7oDKZTfnOd75TM/TGjMPhwA033IDXX38dL730kipQmcyYDAblve2SGZeVlZXj2W309AyZDnGh/AgZZAvOrPWiu3sIAOARgnW9/ojpa/tcDvT0DCHgl5fKREOR1OsDQFyWuXCyD7MbKkzfSyYUjUO8TqgUYo4DQfU+AMDujiH88Jn9AIA3A/2W3muoP4BAlqZxKhF1uVefX72Pp3rVmcwuG1TPNwsZmQc6BjU/Y6mw2Ua+NPiZQrnE44yyraPHuCJl3/Fe1Nnzf7DFEwpCsTh8LgfsxZg6kEXdBv0GO7uH0F3rRs+g9jx4d/sguroGYUv79xkOWWtVo4Qi6O6OA0JlRN9QSPM93dGnfm+vTcnKdzk/z6yrFeLUx3v8JXs+lW08zigfeJxRPhTzcZbcNzN5DVTG43E88cQTAMY/7TtZCn7q1CnV8paWFuzatQsdHR3S7ZLLW1tbx/W+imI+bZryI2pQ+j2nwZf6PckG6pjxuhxQEnHdix2v0646DjxOBzxOO8JpvZr6gzHMGuexIusZ1VwlDNMJxxFPKKp93HJSO+XTiNNug91my9oxLU79DsUSCEcTqcniQaFHpcfpUL33jFp1y4ZjfcGS/3vjZwrlA48zyhajidMAcGookvdj7dRQGP/yvzuwr8uP1bPqcNd7lqDKU7p9EYcMgov+SByKIh+S0x+MotsfRdNotUdCUTTfyzJuhy113iOWfoejCc3vu18y9TubxwQ/z8xNE4bp9AaiCEbiqt7gZIzHGeUDjzPKh8l8nOW1mdArr7yCrq4uTJ8+HatXrx7XawwOjgRkkhmUSYsXLwYA7Nq1S7pdcvmiRYvG9b5UHBRFQUTSwD1pTuPYcTGekzJfapiO/PkKt/Y1xamWExmoI078BoApQqBSkax3oi+zKdnZHKQDyBvmD6Zd1IpZsF5hKNGMOvWJ9UAohkGL2R5ERJR7poHK4fwP7fj9m23Y1zWS6fn6sX6s36tfnl4KhsL6FSXJoXWyG54AcLDLr1nXTJ3PlcrC9DrV5z/SYTrC+Y/Yx5tyT+xRCQBtg5z8TUREk0teA5XJsu8rr7xSVX6SiSeffBIAND0sL7roIgDAc889h0hEXeLb3d2NzZs3o7a2FitXrhzX+1JxiCcUGN0UmJNWci1O6LbCNxrc1BuG43NKApXCibg49TITYgDSbgMaK7Un+uL01eP9BQ5USjJY0qeThoULGjHbtbXWqwkOn+jniTURUbEwmjgNAF3D5u1Vsu1At7oc/XCP+dC8ycwoWJzsby0bkgOo/60CBkN50qWf32gyKmPyzE319qWb3VqsfC6H5gZ6If42iYiIJiJvgcpgMIj169cD0J/2nfTAAw+gvb1dtUxRFPzmN7/Bgw8+CJvNhg9+8IOq55ctW4aVK1eip6cHd911V2p5LBbDHXfcgWg0inXr1sHl4t3dySwqafSe5HHaVYFK8e6/FcksTN3Sb0nwUwxUDppczBkRA5UVbgcqJQNvxOmrJw36VslkO1DpdNhRIWSwpmdEajMq1eu6HHZNudLxDLNEiYgod8QbZNpgSP4zKsXAmFnW52Qn/g7SJQOUssoMADiYHqjMIKMySTxvCEUT+N9t7bjjb3vx/IFuKIqCAeH8hxmVhdEoDHTssdCjnYiIqJhkfKtzw4YNuPfee1OPo9GRk8T3v//9qWU33XRTKsMx6emnn0YgEMDSpUsxb948w/d46KGH8J3vfAdLlizBjBkzEA6HsW/fPpw4cQJ2ux233347zjzzTM12d955J9auXYuHHnoImzZtwoIFC7B9+3YcP34cZ511Vl6nhFNuGJV9f3zNrFRGJCAPKhpxO2ypTErdjEpJObnYn9FvUJplJiAE9CpcDjjsNlS4HKrn/GkXK7GEUvBAJTBS/p2+j+kBW7FETNY/dGadT/VzZJolSkREuSOWHc9rqsSWEwOpx6cKkLXVF1AHKo0CeZNdLKHolnUDaYFKCxmVsj6WMumBRvGcamvbILa2jbRjenxnJ354zZmaqeG1XgYqC6Gx0o1DadnFDFQSEdFkk3Ggsre3F1u3btUsT1/W29ureT5Z9m1liM7111+Pl19+Gfv378fBgwcRjUYxZcoUvOc978G6deuwbNky6XZz5szBo48+ih/96Ed48cUXsX79erS2tuKmm27Cpz71qYynjFPxica1gcpffmgF6nwuzKhTD2TJtEdl+voOnYxKWaCyUuhbOWyxpEpGllEJAFUedaAyPaOyYzCkuTgw43JkP1BZ7XWiY2gso0YVqBSyN2S/m+l1XuDo2OP01yIiosISsxXnNVaoApXMqMwtv8nPlhyOo5dReagngHhCgcNugz9q7d+pXpVRaXxO9Zcd2mGWzKgsDG1GZRT9wSh+/MJhnBwMYe2KVlx0WlOB9o6IiMhcxoHKa665Btdcc03Gb/Szn/3M8rrr1q3DunXrMn4PYGT695133jmuban4RSQTv+c3VUoDiLJlRtKz/GQZlQ67DS7JlB1xwuiEMiqFC4zkz1DpcQJp2SrpFywnxpF5mGlg0wqxDFA1TEfoZSXLqGyoEHp9TmAoERERTVx/MIqOwRAWNFVqshXnNVaqHvf4I4glFDh1KhKyLRJLaDIMzfpoTmZmQVizHpXhWAInB0KYVe9DMJJ56bfsezud2C/U5bCNq1c4TVxjhRCoDERw70uH8dhoMPn1Y/14/JNrMLXaI9uciIio4NjlmiaViCSj0qVzUWR0Um0DNEN50rP87JJNfS67dAiUmFHpn0hGpXCBkXztKqFP5bAqUJn50BlZZupE1QglXoPB9B6VYkalpNenVxxKVLoXnERExW5n+yA+96cdGAjFMK+xQhMUnN9UoXqcUIBefwRT8hT86JPczCrl0m8rgcqEoqQyK2UOdPsxq96nWx4uMhqmIzom9JVOnxhO+dVUpe1R+dqxftWyP2/vwA3nzc7jXhEREVnHQCVNKmKAzYbM+kkmzWms0EwHTQ+eyUq/9V5PU/qdYUblz185ikc2n0RLjQfzmtQZKsn3rPLov8d4ejnKMlMnqlrMqAwZZVRamJ7OjEoiooL5zZa21A2jQ5Jp2jPqfHDabYilZegf7g3gj1vb0DUcwdqzpmPR1Kqs7lNCGXkvu82G/oAkUGmx9+JkZJYtGowmdLMpk5JD6qxO/a5Lm9ptFqgUCzXYn7JwGivV//anJK10egLsW0lERMWLgUqaVMQAm9spz3IEjIfpvG1+ozZQmRY8kwU/9QKVmtLvDDIqD3b7cf/GkcaMQ10x7OtSl04le1SKk7/T+2CaZVQ67DZNqXcuMioNS7+tZFT61Nszo5KIqHD+tvuU4fO1Xieaq9xoHxwLgvz747tTn91P7+vC/33qHM3313gd7gng1sd24mhfEFedOQ1vX6TtsTccjiGhKLCXYCafWbZoMBo3HZJzcmA0UDmOqd+Z9v2u8/ESo1DE0m8x2xVQ9x8lIiIqNmweQ5NKVJgeLesZmSRr4u5x2vGlty/Ayhm1mudUGZWSQKVeKflEMip3dw4ZPp8+TEfvPcx6VIr7B8hL6CdKnH4+GEor/dZM/dbuk6Z0PBSFomQ/85OIiCbGabfB47SjuUpd5p1+gykYTWDTkb6svefPXjmKo6MBl8d2dODpvd2adRKK/jCZyc6s9DsUjZsGIE+O3tgcz9Rvs4xKkVglQfkjDtORnUll2sediIgonxiopKIUSyjY2zmMbr+6NEUMsLkNplefN6cBzWl9et46rwG//dgq/OPyVs3gFgDwpL2WLBujQhLwAyaWUdknKV1TvafLKX2PZGZFQlFwcsA4o1IWqIzmoPS7RrgoGVJN/RZKv6U9KtU/YzRu3GuLiIgKo9rjhM1mwxShF57o1HD2ykt3tA+qHr9ypFe6Xqn2qRwyuQkajCYsZFSOnC+I/Ub1ZDJMx2hbyi8xUCkTzsENayIiomxhXQYVnVg8gRt/tw3b2gZR4XLgrquW4OzZ9QC0ATaXQaCyrsKFhz58Fl450oe5jRU4s6Um9Vx9hfYkLj0IKs2otNij0h+JIxiN4zvPHMBrx/pxzux6fOGS+dLtzQKVlboZlSMXYl3DEYRjxiebsgBrxGSb8ajx6JduixmVHklGpeyiZiAU1Q0QExHR+CmKgvtePoLHd3bitOYq3H75QjRZCHAAYz2Jm00G52Qa3NITjSfQKfTZ0wuCDoVjmJaVdy0uYkal22FTtcMJROPwR42DtB2DIcQSimkvy6RaVaAys+9i8eYj5U+t16npHysyO3ckIiIqJGZUUtHZdLQP29pGMicC0Tgefv1E6jltRqVxH6qmKg+uPHOaKkgJyHvzpGfvyYbp6F1waTMq4/jLjk48vrMTnUNhPLajQ7fXl2xqaTqf3tTv0WwIs7JvYCwrM10uCqprhIsSo4xKnySjstLt0ASIMxmo8/jODrzj3ldw1c9exebj/Za3IyIqR5uPD+AXrx7HqeEIXj7ciwdePZZ6zqyPcfJ7zyyjMltl2G0DIc2wFj1mJdKT1bDQt1ksuw9F4whGxJuC6u/auAJ0DoUsTf2ucDlU23sM+n7LsPS7cGw2m2lWJQOVRERUzBiopKJzXBgOk94EXLx4MsqoNOKWBB3TMwxkGZV6Zeay0uq/H1X35drRMdKLMqEo6A9EUz9Hv0kgbqxHpbz020qgstLjwAdWTlct+9d3nGa6XabEQGV6j0nxhFiWXWqz2TQZGANBaxecw+EY/vPpA+gPRtE2GMZ/PnMgk10nIio74g2d5A1CwLx8uno0y18MlokyaYVi5IRJi5N0mfSJnkwGhd+JGCQORuOaAGRLjUdzjnKyP2QpgCwOw8m0RyVLvwvLPFBZmn8nRERUGhiopKIzKATvegNj5V2Z9KjMVPqJu+xlXRYzKgGgbVB9UTUQjCIcS+DmP2zHO376CtY+8DqO9gYs9KiUl377Ry9YxKCuTKXbgQ+unI7Z9T4AwNKWGrxjYbPpdpkSh+HElZGMWEVRtD0qdf4txWDnQMhaRuVLh3pV5eWHewKIsf8SEZGu48KNrp60ntBm/RCtZlRa7YVo5qSFm3JJpdqjUvy5plSLGZWJ1LlBUoXbidZar2rZyYGQpWE6Ykak3WYzrWIx2p7yq1HSiz1diD3AiYioiLGBDBWdAaG8KRhNIBiNw+dyZNSjMlOqjEpJ6bdH571kPRRPCgHE/mAUG/Z34+/H+gGMBBh/vfkE+gLGgwZ0Myp1Sr+bq9zoEvp2VbgcaK314pHrVmEwFEVdhRtOScboRIlBRgDYeLgPFy1ohDi7R6/fZ63XBWDsZxKPBT2DkoBmMJpAdRaPDyKiUpJerQAAPYEoEooCu81mGuxLBSpNelRmK1B5wsJNuaQhi98bk434c4nZrAq07WQq3A5Uud3Y3+VPLTs5YK30W5YR6XU5EIlb+/etY4/KgmoyuYnA0m8iIipmvIqnoiPrS5jMqhRLv93O8Qfc1syuUz3+5HmzU/8vLf3WyQK022ya0irxImAgGMPBHr9q2f4uv2mPylRGpdCj0h+OYTgcw+7RkvKkt8yq077G6L65nXY0VXlyEqQERjI3XUK2xb89vhvfXL9fs65eRqWYgWG1R6WsjM3KhRgRUTlSFEWTURlPKKl2JGZ9HqtHA5Vmw3ey1aPSSpuTpFLtUSn+XLIgcXpWLDByDjG91qdaZr30WxuozKT8mxmVhdUoGRqZjoFKIiIqZgxUUtEZlGRD9PpHLp4iWcyovOmCuamLrbkNFbhs8Vg5tF2SUWlUZi7rU5muPxjVlHkf7wuqBvjIJIOMlULpd1wB/uk3b6JtUD0Fdc3odPR0+ToZtdlsuGBeo2b5Ezs7Ncu8Ok35NT0qLWbGyCaYWp1qSkRUbvqDUWkvx+7RjHzzHpUjn9VelwN1BiWmhehRWaqBSk3ptyRjrlc4z/C57JheJ5Z+B8edUZlJoJI9KguLPSqJiGgyY10GFR1ZX8Lkybcmo3ICgcol06rxh4+vRttACAuaKlMTtgG9YTr6mYiVHicwrF/GPRjSBiqtBOGSGZXVkj6YB7sDqsez6314x6JmfPX/9mb8PtnylcsXAgCe299tuJ7XqVP6Pc6MStnPyEAlEZGcWPad1O2PYCHMy6fT25FMq/GiX6ffcjYyKhOKgraMhumUZqBSDMDKsll7hXYyFW4Hpgs9KtsGQtKbsSJp6bfOd7fIYddWmlB+ceo3ERFNZsyopKJjVPodiYlTvydWxtxQ4caZLTWanomyHpV6pd+AtjRbFFeAYxmUriUlMyprfS7Ma6zQXa+hwoX/fM8SaYZpJs3vJ6rK48R/Xnk6Pn3+HN117Db935t2cri1C06x3A3IXskhEVGpEcu+k7pHP0tNS7+9Y9+ZRiW+2ehR2T0cySioUuxTv7uGw2gftB54BYBYPKGpwKjxujRtVLSl305NoHIgFDNtOwNop34D1jMqa71O2CwEQyl3zNoyhBioJCKiIsZAJRUdWXZcKlCZw2E66WQZlUYn6GJptsxxnQwWI+mDer571Rk4s6Vas86UKjf+a+1yzG+qBAC88/QpquevXdGa8ftOhM1mU5XRi7xOh+4FjCaj0uLUb7HcDWBGJRGRHr3vo2Sgy2rpNwDDoXB6gcpQNI7vPXcQ73/gddzzwiEoiiJdDwBODGT23VnMpd9/2taOK3/2d7znZ3/HDzYcsrydLPha7XFohvn1+MVhOna01HgxnpBhnaTHoV7bFs22LPsuOGZUEhHRZMZAJRWVWDwhvbDp0y39zs0de9m8GaMy8yoLJU6xhP6FmB5fWqbnzHoffvHBFfjxPy7F6pm18DjtWD2rDvevXY7ZDWPZljecOxuLplTB67TjgyunY1lrTcbvO1HTarzSYC9gfKEjTgm1Wvoty6g06/9JRFSujvXJM/rGelQa3+hJD1SeNkV7Ay1JL7P9/3afwv+8cRKHewJ46LUT+OPWdt3XOKGzr3qKtfQ7Gk/gnhcOIT56LvA/b5yQfnfJDEp+piqPU1MNIgZpfS4H3E676XR22anUhDIqGagsuAaD3rHAyM0CIiKiYsUelVRU9Pop9qSG6Yil37mJtcsmYxsO05H0kJwor9OuCfbZbDasmVOPNXPqkVAUaZ+pWfU+PLxuZdb3JxNOuw2tNR4c79deYOpN/AZkGZXWLjjFvlwAEGTpNxGR1ERLv9N7VH7w7Fl4Yrs80Kg3TOf5Az2qx//5zAH84/IWabZ9qWRU7ukcVgWAEwpwpDdgmvkGaH8mt8MGr8sBn0mGYzLjcnqtF51DYd31GivdOCX02ZYP07HWd5IZlYXndTlQ5XHo3nRgRiURERUzZlRSUdHrSdgXHDmBzuYwHSN2SaDS5TQYppODpvFiSZfISjP8QppZ75Mu97j0f65ar/riZigUS2Wf6AlE4tLsSStTTYmIyo2iKLql313DFntUpgUqz5vfiE+eNxtzGnw4fWqVar1oXNH0lgaAvx/r0yzb1jYofa8TkhteRswGARXKlhMDmmVW+2kOCz9TMlDsM/g+TX9e7FMpaqrSZlzKh+lY71FJhWfUp5I9KomIqJgxUElFRa/UtzeVUZmfHpV2mw2z0gJtbocNF8xt1F2/KgcZlWaBymI3s04eqDS60BGH6Sgwv2CWZVMCIz0qD/X48dk/bsenf78NO9vlF8FEROWkJxDVvZHT4x/JujPtUZn2WW232/DJ82bj99e/Bd977xmadWXl3/MaKzXLHt3eIX2vExkOohsOxwx7XhbKlpPaQKXV9ibi92C1xUBl8ibq9Dr9QKXbYdN89wIjw3pEVku/mVFZHIyydcOxRFH+nRAREQEMVFKR0Sv1TQaj8tWjEgBuuXAeqjwOuBw2fPZt81QXZqJcZFSaXYAUuxl6gUqjjErJxY3ZhZxej69gNI4vP7EHrxzpw+vH+nHrn3eZZmcSEZU6o8Fu3f4IFEUxvEE0s86re8Opwq39nvRHta81KBmUtn5vlzRAenIgs4zKuFJ82WLxhII3JYFKK9O3AUmg0ptpRqX8+zi5jthnu8brlLbAMfr+TscelcWhUTIQKZ1485+IiKhYsDaDiorelOeBUAyxeEJTQua2eHd/PN46vxHP/PN5SCjynpXpcpFRmYvgZz7plX4bZVR6nHZ4nXbVRaZZn8oeycRvAGgfDGNflz/1uGs4gj2dQzijJf/DhYiIioVRoDISHwlSiuXTb1/YjNeO9cHjtOOLl54m7SUJAD6XHTaMZMMnyTIqB4Laz/VwLIEn95zCPy5vTS0bDEU1LWHstpH+jkaGQrGC3OxLKAr+d1s7dncM4x2LmrFmTj0A4EC3X1rm3W8xUCkGcMdKv631qJxhkFFZ4dZOD9fLiLSeUcnLi2JgPvk7nvqddg2H8fDrJ+C02/HRs2dIM2qJiIjyhWcSVFSMsuf6glFE81T6nWS32aQTwEVWpn5narJnVOqWfpv8XLU+F0JpTf/NMip7dTIqZZmW4vFDRFRujpmUUnf7I/ALwcUPrGzFnVeebvraNpsNFW6Hanu/EKCLxhO6pef/u60D1ywbG6oj9qe024D5TZXYn3YTSmYoHDOddJ0Lf9zaju88cwAA8NiODjxy3Uqc1lwl7U8JTCCjcjRQafZ9mjyPOK25CpXC7yVpJFCpvhwQ+0UnyQKVNV6nJpistz3ll3mgcuSmsKIo+MwftuNQTwAAsKtjED99//Kc7x8REZEeln5TUdEbpgOM9KkUp37nsvQ7E5WScreJv+bkDlS21Hgg+/WYNeMXm/AbHROAful3t2S5s0iOFyKiQjHKqASAU0NhTUArk6oB8bvLLwQljW4+7T01jL/uOpV6fEzY12nVHtPBMIB5j81ceXZ/t+rxU3u6AMgH6QDWe1SK34PJQGWFxR6VHqcdly1ulq5TISn91suIlH1/n9as7TfKHpXFYUGT9neTLjQ6iPBYXzAVpASAzccHEOJAQiIiKiAGKqmo6JV+A0BvMJL3jEqrqjzZDyoaTceeDFwOO6bVaC8ovSalamJvK6NjAgB6dUq/u4bDmmUxZlQSUZk7bpJReaRX+3x1RoFK9bp+IWjYLyn7Tvf9DQfRN9qXenfnkOq5eU2VmGohU9JsCFuunBACq/u7/FAURT+jUuf7SzTe0u/0yox3nzFNd52zZ9erlp07t0G6rsepPS85rblKs4w9KovDOXPqceH8kUGQU6q02ZXJjMpTwvmSgrEgJhERUSEUR5SHaJSsb1VSrz8qGaZTHIdwLjIqo0U2DGA8ZH0qvZILnXRiRqVp6bfO1G9ZP7BwfPL/mxIRjZeiKJqMSrGc90hvACKjYXIisd+h2KPS7ObTQCiGHzx/CACwq0MdqFwytVoaqBSzOAsRqAzHEugcUgd89nUN42hvULfE22qPSvHnqbE4TCf9d7G0pRqzJN/JFW4HVkyvwVcuX4gL5jXgU+fPxtVL5UFN2Y3G06dWqfp4uxw2NJmUHFN+OOw23HXVEqz/9Ln40yfO1vyth2Mjf5tdw9rzqFCMGZVERFQ4xRHlIRolmwSa1BuIaEq/XUVSyjvRjEqHpBGmrJfUZCPrU5l5RuX4Sr9lwiUQ/CUiGq9gNKGZiL14ijoj7nCPOlDpsNtMW3ak05R+i4FKITg3o86LSxc2qZb9ddcpbDrSiz2dw6rlS6bJA5ViAE52oyrX2gZCEHP2u4YjmnLwdJYDlSH1z1M9es7RalAG77TbVFUnNpsN7z5jqmY9u80Gm82GK8+chu9ffSY+cc5sOHVuAsuOg5l1PrxvxdgApGtXtGqC1VQ4NpsNdRWu1LDCdMnPAlmgkudLRERUSBymQ0XFKCjVGyjijMoJTv2u87k0AbdC9djKJtmk0fFkVPojMXidDmlAV2/qt4w4NZ6IqJzIAmMLmiuxtW0w9VjMqKxyO3SnfMuYZVT2SwavfOHi+Xj1aJ8qwPidZw5ogqqnT6tC+6A6a7HK49Bk8BXi+/OETkn9799s093GH4kjEkvAbRII1iv9nteo34NQ1uf6iiVTce9LR1TLOoa0bVL0xCTj1usrXPh/F8/HO0d7YJ7RUmP59Si/tBmVyUCl9hhgoJKIiAqpOKI8RKOMynxHMiqLs0el12mXDo6xqqFC289pXlPFBPaoOMjKzDLNqHx6Xzcuumcj1j7wuuZCUFGUjDIqxYxcIqJyIgYqnXab5nNa7PubSdk3kHlGZZ3PhaYqDz59/hzV8uPCxO9p1R40VLhx+tQqzE/7fnzXkqmaYT872ofwuy0nsb9LnZGZbbF4AqdGA316vT9lg93SmZXCA5Kp36O/k1n1Pkju3wGQl4VPrfagpUadkXrenHrNenqCkgErDRUjQeIzWmoYpCxyYqDSKKOS50tERFRIxRHlIRplmFEp6VFZLKXfNpttQlmVdT4Xbjh3lmrZh1bOmOhuFdwMSel3XJKRka7WK2/Cf7QviPs3HlUtC0TjGd31Z4YAEZUzMVBZ53OZ9hPMZJAOIBmmE1F/r4u9qGtHJ0y/8/Qphjf8lkyrBjBSqvzzD6zAFy6ej29csRifv3i+Zh9fONiDu549iA899IbuIJuJ2tk+iLff+wre9V+v4st/3YMTQmDVKisDdTSBytGf1+20S79nAcCnU379jSsWp4KbPpcdb18knwYuIztWzAb6UPEQhyGN9ahkRiURERUXln5T0QiZBJ1kPSqLpfQbGMkiGTTpp6in3ufCdW+ZiXhCwcHuAN59xlTMaZz8GZWtkqnfsjv36WoMsnc2Hu6FoiipMsRev/Wyb6DwJ96vHevD9zccgsvpwL9cOBcrptcWdH+IqLxIA5WSacDpxGxFM5kO00nenKrxunDWjFq8flweWEwGKpP7tHbl9LHHBt8bv9vShrNmZP+z9pvr96eyRf+2+5S0NYloRp0XQ6GY6qasWZ/KSCyh+e5K/53Ma6zAsT5tNmeFzqCd5dNr8T8fXYU3Tw5i1YxazG6wfq5x3twG1PlcqX1+x6LmjNoCUGFpSr+jyanfsmE6DFQSEVHhMFBJRcMsyDfSo1Io/c6gwX+ujVw4WO/1lK6+wgWvy4FPXzA3uztVYLK+W4unVknWHCOWfqcbDMVwpDeIuaNB3EzKvoHC9qiMxhP46v/tTQVqv/LXPXj0n86GnRd5RJQn2kClE02V2uE06TLPqDQu/Rb3IZlRCQBvnd+oG6g83eC7w2gfn97XhTtxuu7z43GkJ4D9XX7VMrNqAQA4e1Y93jjRn1GgUjbBvFoIVG440KNZx2igzbzGSsP+lnpcDjt+9oHlePj1E6j1OnH9mlnmG1HREFvvhGMJJBRF2p6g0Dd2iYiovBVPlIfKnlmfpr5ARHPi5C6S0m9A3rjeqnpJj8pS8clzZ6f+v9brxEULmgzW1g7TEW050Z/6/95AZoHKcAF7Lu1sH1Jlk7YPhjMOtBIRTUQ+Sr8rhNLvgFnpd1q7j7fNb9R93dOnVus+V2Xy/RvL8mf/M/u7xrXd2bPrUCfcjJtooHKuTsBRL6NyouY0VOD2yxbi5rfNyzjblgpLNkynLxCVBtk5fJCIiAqJZxhUNMSLF1FckqxQLMN0AOvlcc1Vbk35c71BFuFk94lzZ2F6nRdtAyFcsWSqYZYHYJxRCQBvnBjANctbAQDdGZZ+F/LEu31I27+MGQtElE+yQGWF24EKlwMByaAUAKj0ZBbwqhLW7/JH8N1nD2B/lx/vPmOqtvQ77TN/Rp0P8xorcKhHPXl8Vr3PcKiP2cCfE/2hrLZTeWZfd8bb2ACsmlmHv+0+pVpuFqgUJ357nHZVtcJcnZ9Lr0cllS+xR2UoFpf2pwTG+lcSEREVAgOVVDQGhYuXadUedAwZl1IXW49KK2bU+TAcjiEYHQtS1VUYZ7RMZnabDVcsmWp5/WqPE5Vuh6ZcMGnLiYFUn8qMMyoLGBjsGmIPKCIqrH7hhmAyu29KtRtHeuVTqzPOqBQy+U70h/DbLW0ARm40iep86td/2/xGTaDSqOwbML9ReLg3kLVA5bG+oKbs24rFU6tQ53NpMirNhunoDdJJml3vgw2AeC83VxmVNHnJMir1+obzRioRERVS8UR5qOz1Cz0qm6rchoNVgOIq/baaUVnvc+HMlprUYxuAxVOML8LKicNuUw1JmF2vnmh6ajiCtsGR7MSMe1QWsPT7xIA2CBDSyWAiIsoFWUYlANV3kijz0u/MAmTppd+AvPw7fZCOjNk+HukNGD6fiWf3ja/s+y2z6gFoW72IwWPRUMg4UOl1OTC9Tju4LtPfA5U+eaBSL6OSgUoiIiocZlRS0RgQLqBqvE7U+1yGQ3aKqfRbllFZ43Vq9r++woVPnDMLX/2/vej2R3D9mplordVeZJSzT58/B+fNqUc4lsDKmXW44r5N6Es7PracGMD0Wl/GgcpCnngf79eWfgcZqCSiPNILVL5lVh0e39kp3casrFpUmWFgU2z3cUZLNZoq3aoBHyumG0/tNgtUihmaE2Gl7Fv23X/27DoAkPSo1H6PdQ6F8eUndmPvKb+mt7LspujchgqcEL5jmFFJIq8QqAwxo5KIiIpU8UR5qOyJJ/W1Xm2JlEg2VbpQKt3aiwcxGxAYyahcOKUK//PRVVh/07n40KoZ+di9SWf59FqcPbseTrsNZ81QX6RuOTGAhKJgR/tQRq9ZyB6VJ/pkGZW8ECCi/BFvCCa/Y1fNrNPdJtOBKZUZBsjEAWp2mw23XboAyYKJK5ZMMc2orPO5YFRfcSRLgcoT/UHsOTVsut4lpzXBlVbxUel2YHnrSNaqNlCpvRn7y1ePYcvJQQSicc2gk2qv9t9XNlCHPSpJpOlRGY0zUElEREWpeKI8VPZkGZVmF0jFlFEpDhAARgYAiEp5wneuyAKV+04Nq7IsAW22gKhQpd/hWAKdkn6rzKgkonxJKIpuoHJqtUf6fQVkXvqdyfAdj9MOrySwefFpTXjqpnPx++tX445/WGz6OtVeJ96aVjIutoU50htAQpFM5MvQ68f6VY/1shaXtdbgk+fOhtNug9thwxcumZ/6OTU9KiXDdP64tV13H2S/j3mS/psVruI5P6LiIJ4jhWMJnGLpNxERFSGWflPRGBAzKn0uw2mYdhvgtBdPj0pZRuWseu3Fg1mWKGmJgcrj/SH8ZYe6THFmnRe1PpdhlmWhhtecHAhqBh0AzKgkovwZDscQFz6IatMG2ayeWYdjksxv2U04I5n0RjT6PqzxulDjtf59eee7T8ff9pyCoihYOaMO1/zitdRzoVgCHYPhCbdZOTmgLq8+e3Yd9nQOawb/zazz4cozp+GqpdPgcTpU/ybaHpXR1IA4AFBMAqqyG7jzmrTnGo4iOj+i4iDrUdmt00KHgUoiIiok3m6loiFO/a71ugwzOYopmxKwnlHZUMITvnNlQVOl5t/3j1vbVI/PmdMgzcxJV6jS7+N92v6UADMqiSh/ZCXG6YHC1bPqpNtlmlHpy6D0Wyz7ngi30473nDkNVy1twYw6r6Zv9OEsDNRpH1R/lrfUeKWDbGaMfvfXV7g1gVsxOBtPKBgOj30XDJgM15ENGZzToA1UGvX3pvIkC1SeklR7jDzH8xMiIiqc4or0UFkTT85rvU7DJv7uIgtUSntUNmgDlXUs/c6Yw27D+XMbVMvEzKA1s+tNhwcUqvT7RL82SwkoXIYnEZWeWDyBFw72YFeHPKtcrFDwCmXXq2bKB9Zk2qPSbrNJh8vJiIN0ssVms2nKobPRp7JjUB3UmVbjwXLJoJ9Gg+/5esnPnP67OTkg/75IkgWOfS4HplV7VMvOmVNv+DpUfrxCO4ChcExTzZQUjk28VQIREdF4FVekh8ragJhR6XOiShL8S3I5iqusSZZR2VrrxWnNY03uGypcmKPTB4yMrT1ruu5zDrsNq2bWwmfSk6tQpUzHdQKVzKgkomxQFAU3/m4b/t+jO/HRX2/Bb944qVlHb+J3kl62fyal3JluU5tBaXemxCzDXGVUXr10mup85K3zGlJl3DJel0OT2aYOVMoz8JP0Asf/ctG81OteurAJC5q0A3aovInDdPRuogLMqCQiosJij0oqGoGI+qSo0u1ElUFGZbGVfk+v9cHtsCEymurXUuNBhcuBr1+xGN9/7iCi8QQ+fcFcOItsvyeLpa01OGNaNXZKsoWWtVSjyuM0LTksWKBS0vcNYKCSiLJjW9sgtrUNph7f88IhvGNRMxorx4KPZoFKAFjYXIl9XX7VMrtB0E1PpduBLgvrpffIzLa5Qkbl4QlmVMbi2n5+LTUeTKvx4htXLMZDr51AU6UbX7hkvulr1ftcqr6WfRkEKvVK8S9Z2Ixl02sxHIphdoPPMFhK5UkMkAcN+mSzRyURERUSIyZUNKJCWa7baTfsjSVO9Sy0aq8T//zWuXDYR8rebrloPmw2GxY0VeIn1y7Df31ghWYoDGVm7cpW6fI1oyVuZlk8hepRqVv6zWE6RJQFB4UgXCSu4JHNJ1TL9CZ+p/vo2TNVj+dLhrRYUWFQDZEuV6XfgDZQeaQ3YDqoxkjncBgJYfNpNSP9KS9d2IwHP3wW7n7vGWipMR/YI/7bqzIq+8cXqASApko35jRWMEhJUmKg0ggDlUREVEgMVFJRiCUUTc9Bj8NuOG202DIqAeBDq2bghZvPx1OfPheXnNZU6N0pOW9f2IymSm154jlzRvpXmmVUWulR+eTuU7jq53/HR371BnZ36k8QtyoSS2gmwiaFWFpFRFlwUnIz5A9vtqsCYGJGpSyb8dKFzThjWnXq8QcMWm4YsVr6bTT1e6LE0u/BUAw9OhOOrRD7U/pc9nEPAxJ7VfcHrPeoNKo0ITKSSaCyUD29iYho8lMUBUd6A3j1SJ/u0DYzPNuhoiBmUwKAy2kzyagsvkAlMJIJSrnhctjxj8tbcP/Go6lltV4nFk+pAmAeqDTLEOgNRPCNp/al1vv20wfw4IfPGte+7u8axm+3tMEfjmmycJKMyq6IiKw6LsnCC0Tj+O0bJ3Hj+XMAWCv9dtht+PkHluPVY/1ornRj4ehna6aqLPeozN1paEuNFx6nXfW5/7/bO3DDubPH9Xpif8ppNd5xZy4aZlSOs/SbyIzX5BwpHYf9ERFRpjoGQ7h/41FsPNyL3tGbsJVuB35y7TLVjXArGFGhoiALII1kVE6eHpWUH+9b0aqabvrBVdPhsI9cLE40UPn4jk7VOrs6hsZVKhiKxnHLn3bgse0deHpft+567FFJ+RSKxjEoDC2jyenZfV245U878MPnDyEQieu2l/jtljYMh0em+vYH1dN99bIZnQ47zp/bMO4gJZDBMJ0cZlQ67Da8dV6DatmvXz+hKYG3ql3IqGyp8eisaU6c/N02GIKiKIjFE+g0yTyoYaCSxoml30RElCuKouDWx3bh8Z2dqSAlAPgjcTy2vT3j1+PZDhUFaUalw44qj362gtvJHkzlqM7nwv1rl+OZfV1oqfHiorQS+wq38Ul4LKEgnlBSgU3RnlPDmmWhWMI0ACrafHwAp4bNSwxDDFRSnrx8uBf//vhu+CNxfGT1DHzuwnmF3iUap8M9AXzxL7sBjPxe7Tb9PrhD4Rj+uusU3n9Wqyajsr4id0HCSos9KutyXMb8iXNm45l93UjebvJH4vj15hO46YK5Gb9Wh2Ti93iJQeJn9nXjM3/Yjo+ePVM3Az/JqCUOkREvA5VERJQjB7sD0mtpAOi2cF0sYkoaFQXZCZHZMB1mVJav1lov1r1lJt6+qBnOtKBjhYWAoiwoniSbzu0PxyRrGjvQ7TdfCRymQ/lz30tH4I+MBMYffv2EbmCLit/Lh3tVjx/d3mHYRuKFgyNZ3VZKv7NFllEpG4CXy4xKAFjQXIl3LGpWLfvNGyfRF8j8hFnMqEzP7M+UbEjR34/145//sF21zOO0qzI3V8+shZPnPjROmWVU8kYqERFZ9/djfbrPRcVhJBbwbIeKguzgdTns8DjtutO9i7VHJRWOlf5LelkCiqLguCR4MxzJ/GTdaqCSpd+UL+Idzj/v6CjQnhS3eELB9547iCvu34T/9+hO1ZCTYnGsTz3hezBkfDNl8/EBDIdjlqZ+Z0ulJFB5RkuNZlmtN7eBSgC44bzZSE+iD0YTeGTzyYxfJ5sZlefPbdAEUGXmNlTg+1efiSuWTME/Lm/BN999+rjfkyijYTrMqCQiogz8/Wi/7nPjGdDGSA8VBfHgddiQypTT61OpF8Ck8mUlo1Lvg7JtMJTKOEsnW2bmYJEGKpOl71ReZH1WA+M4rsvBxsO9+J83TqJrOIIXDvbgkTdOFHqXNGSZ3+mmVnvgSvt+jCUUvHSoVxPQzGU2oyxz/d1LpmqW5aOMeU5DBf5BeO9Xj+rf9U+nKAqGwzHEEwo6hN6R0ybQo9LpsOOb71qMb195OqZUuXXXm17nxfymStzxD4vxpbefhoYK/XWJzHid1v/eInEFiXH06CYiovITiyfwxol+3eeNKhr1sEclFQXxzm365Owqj1PVkDWJpd8k8lkY4KCXUbmnU95TI9PS71g8gSO96oyn7151Bqq9DvjDcXz+0Z2p5fmcqnnPC4fx0GvHMaXKjTuvXIJlrdrsJipNMUlwmoFKuW1tg6rH24XHxeCYSaByYXMlYokKvHJkLBj3xM5OiEdBLjMqZd/ZVyyZgt9sOYn9XSM3ct5z5tRxT83O1KWnNeGJnZ2pxz1+/dLvaDyBv+zsxCuHe/HmyUH0B6NoqHBpKj8mklEJADabDZcubEaF24HP/nGHdJ3ptRN7D6J0LocNNkDzWaAnEktkNCmciIjK0472IcM2RJFxlH4zUFmE4gkFv3z1GF4+3ItVM+vwqfNml3xPIjHLLb2sW69PJUu/SWRl6I1eoHK3XqAyw4DOsf6g5oJ2xfQa1Ppc2NUxpFqer2E6x/qCeOi14wCAU8MR3PvSYdz3/uV5eW8qPNkxz7YDct1CAKtrHM2/syEUjePPOzphswHvWjI11fMxGI2bDuqaWe/DzDqfKlC5SZJBmMtBNm+d14g/blVPeHQ67Pivtcvx5x0dqHQ78K4zpuXs/UUNwuCgvmAUiqJIA6Vf/PMuvHhI3QdUDLw67TY0GWRCZuLsWfVornJLjzUGKimbbDYbPE679Cap3QbNIKcQA5VERGSBUX9KgKXfJeO5/d24f+NR7GgfwoN/P47H07IASpUmUOk0D1S6WPpNggqX+Uea3gflbiGImOSPZJZReaBLXfbdXOVOlViKgdRIPD+l2GI/ws3HB3L+nlQ8ZBelRnc9y5mYaScGLvPlC4/txF3PHsB3njmAf3t8d2q5Wdk3AEyv9eGt8xsN16nyOHJ6A/Ts2XWY2zA2MObf33Ha6Ps68aFVM3DV0hbVILRcqxdKpqNxRXoTqm0gpAlSykyt9sCepWxQh92GKyRl8cDI75Iom/T6VE6VDIdin0oiIrJC7E85s059o3U8pd8MVBahf027KAGAH794uEB7kj+RmDpYk17WrdfDyp1BU3AqD1ZKv2Un3oqiaIaNJGVaIiv2p5zfVDm2f5JAaj4y22QxffaeKh+y6a2BDAPw5UIMTPoj8bxnn/YHong17YTv5cO92N818vlkVvYNADPrvZha7cHiKVW66+Sy7BsY+Q5/4MNn4dtXno4HPrQC713WktP3M1Nfof15+wJR/O+2drzr/k348EObsbdzGHs65TesRC0T6E8pI+vfCYz0qCTKJr1A5Yw6bVBcrwKFiIgoaTgcw452dauk8+Y2qB6P58YXIz2TwIDJRM9SIGa5eRzqHpUyTjsPX1Kz0ihell3WNhjSnZybaen3gW51f8oFaYFK2f7lo/xbVhI/nGHvTZq8QpLsyfEMiSoHst6F3Xku/+4Pafs7btjfAwA43m8hUDkacHibQVZlrgOVAFDhduDShc3Sad/55nM5NDeK9ncN4z+f3o9TwxHs6/Ljzqf3696wEk2bYH9K0ZzGCjgkGabTJFluRBOhV8o9vdYL8QhkoJKIiMxsOTGA9K5nLocNZ8+uV60jtkWzgpEeKgpiOnB6Wbd+j0qWfpOaw27TzRZIkt3R2d2hf3E6HJ5YRqUqUCnJqMzHQB1ZoHIgyEBlqdl3ahh/2tqmGeYku9gshxtgmYolFPRJhsB0+cOStXNHFkR+8dBIoPKoSUalw25LBdEKHagsNmL595N7ulQn1js7hrDxsLrH0tmz6qSvle2MSgD47Nvmqh7PqveVfH9yyj+9c6QpVR5NpZIsG5+IiCjd68f7VY+XtdagRojfsEdlCZD1q6svgwsKs6nfMiz9JpkKk8bvsg9KvUE6QGY9KgOROE4OhFTL0gOVHqddk7GQj7JSuyRTZ1CStUWT19aTA7ju11tw59MH8JFfvaEKmMsClf2jw0RoTK8/Ip2Gm++MSllZ/u7OYXQMhkx7VLbUeFK9HxdOqcTqmbXS9coxUCkO1JGV0e8VMiqvXtaCZa3ajNBsZ1Qm3yv9++LaFa1Zfw8ir865c1OVWxPEzMeNVCIimtzEYYBnTKuBS/g+YY/KEtA1rM3cyNZkyWJmNPVbL1DpYqYBSZj1qZQFbfae0u9LlkmJ7KEedTal3QbMbhjr+2Sz2TTZjfkYaiL7cuhnRl1J+e6zB1M3usKxBH628WjqOVlWTDiWQDCaQOdQGNvbBsd1AlFqegLygGS+B+r4dbK4nz/QY9qjMr3PnM1mw/evPhOfPHe2pjLhogXGw3ZKkXjTV8w8llk8tQofWDldszwXGZU+lwP3XrsUX79iEe57/zKsPYuBSso+o4xK8bnxZMAQEVF5EZNuqjwOTeVrJK5knCAhjwBRzsUTCl471oeGCjcWpjW8bxsMadattDAgZLKLCH0L0gOV1V6dYTos/SYJ2cCadLLSb6OLf38GvRzFid8z63yaflBelx2BtA/0fGRUyn5mZlSWFrG33tP7ulP/L+tRCQB/292J7204hHAsgdOnVuHnH1hR1pnqepmT4p3iXAvofCY8tqMD/UHjv9uZwkAMr8uBG86bjQ+umo4/7+jAns5hnDOn3nQqeClqEEq/Y5IKlnRVHgem13oxrcaL1lov2kaz5SvdDiyeUp2TfayvcOMfTpcP1iHKBo9OL+9mSUZlOA83UomIaHIT5y14XQ5pQlksoaja+5lhoLIAFEXBTb/fhjdODAAAbrlwHj68egYApE6E042n+ehkY1T6rdejkhmVJGNW+i1mVEZiI1llejLJqDzYIwzSaa7UrDOSUTkWbNALImWT7DOEPSrLh95AhDufPpD6/92dw3jlSC8uXNCUr90qOnqZk/nOqNTri7tfuBHisI30pEy/0TdDZ0p0lceJD62akb2dnITqJJO/jSyaUgWbzQanDbj7vWfgG0/uw1Aoik9fMBfVXp4+0+Qk65UN6AQqWfpNREQmxDYhPqddlXSWFIknMorfZHymtWPHDmzcuBHbtm3Dtm3b0NnZCQDYu3evdP177rkHP/7xj3Vf74YbbsAXvvAF6XObN2/Gfffdh61btyIajWL+/Pn4yEc+gve+9726r9fR0YEf/vCHePHFFzEwMIDW1la8613vwo033giPpzimJ25rG0wFKQHgnhcO4S2z6rBwShXaB7QBk3IovdCWfo9F26vcesN0GKgkLdngmHTisdY2GIJRYk0gg0Dl/i51Vtv8Jm2gUrxIyMfUb9lnCDMqy4fVi80/bG0v6UBlKBrHcCSOhgoX7DbtHV3dQKWkJUsuyXpUyrTWejGl2oPNx8fOJxZPrTLYoryJPSrNLEqrdlnQVIkHP3xWtneJKO9kpd9Ouw11PpfmvJqBSiIiMiNWB/pc2tJvAIjGFCCDjoYZByrvvfdePPPMM5luhpUrV2L27Nma5WeccYZ0/SeffBL/8i//gkQigbe85S2or6/HK6+8gi9+8YvYu3cvvvjFL2q2OXr0KNauXYu+vj4sXLgQq1evxo4dO/CTn/wEr7zyCh588EG43YXv9yhmRcQV4Jvr9+MXH1whLf0uh95hhsN0dDIXMkkdpvJhFqgUT7xP9Bv3fLM6TCcUjWN726Bq2cJmbdBA26OyUIFKZlSWi5DFya2l3GbkQJcft/zvDnQOhXHO7Hp8+z2no1K4CdZTJBmVVrO4Z9VX4OPnzMKtj+1EbyCKd54+BWdNlw/PIaA+w0Dl6VNzU95NVEiyQGVzlRs2m00zaCdcBtcfREQ0MeK8Bb3S70yT7zIOVK5YsQKLFi3C0qVLsXTpUlxyySWIRMxP4q+99lpcc801lt6jv78f//Zv/4Z4PI577rkHl112GQCgu7sbH/rQh/CLX/wCF110EdasWaPa7ktf+hL6+vqwbt063H777QCAWCyGW265BevXr8f999+Pm2++OcOfOPtkDdx3dQzh92+2SUu/xf6NpUg8cNMPbr3Sb2ZUkozZMB3xWDvRr/2bS2c1aPDGiQHV36rDBqySTNwVLwSCechYkJV+m/W6o8kt/T6O1awYvex1Pfu7hvH4zk7MbajAe5ZOk2YpFotfvX481eJh09E+/GDDIfz7ZQtV6+gFKvPeo9JyoNKHZa01eOyfzkYolijLSd6ZaPBldqN68RRmp1LpkfWobK7ySJ9jRiUREZkRqwN9Lru0532mgcqMIz2f/OQn8bnPfQ6XXHIJmpubM93ckt///vcYHh7GpZdemgpSAkBTUxNuvfVWAMAvf/lL1Tbbtm3DG2+8gcbGRtx2222p5U6nE1/72tfgcrnwq1/9CrFY4bOI9CZN3vvSYWwVMrKAMsmoFH5Gj2rqtzzwJI69JwKAVpNprGYZlbPr1cMorAYqXz3ap3p8ZkuNdGK9mFFZuNLvwn8WUu440z5Dxd4xeqxmXgIjWYYf+/UWPLL5JL65fj8efu1ExvuYT+Kgq0e3d+ClQz2qZXqZk/5IPC+Zz2PvZ+1vc+boZ5XX5WCQ0oJMMip9Lnvq35eolMgyKqdUuaXPhTP4TiAiovIkniPrZVRmOnelKCM9zz//PADg8ssv1zx34YUXwuPxYOPGjQiHx/pGbdiwAQBw8cUXa8q7m5qasGrVKgwMDGDz5s2523GLDvfIA5XBaAJxSbM82cTeUiNmjaYf3BUuB+ySRB1O/SaZK8+chqnVI8HK6bVevE2YbisGKo8LgcpFQhZNOJawdLNg0xF1oHLNnHrpeuIU8HwEKmX7P8BAZclQFO33hjPtQ9NqVkwmwevnD3SrPrf/tueU5W0LYZ8QqASA/3hqvyqzWG/qt9lz2SbeHLl+zUwsa63RrDeLgbSMZNKjcmFzFRyyEw+iSU6s6gCAplRGJXtUEhGRdYqiaAbD+lx2OO02Tfwm5xmV47Vp0yZ885vfxFe+8hXce++92LFjh+66e/bsASDvX+l2u3HaaachHA7j8OHDmm2WLFkifc3kcr2hP/nij8RwKsMLnnKY+h3V9KgcO7JtNpu0/Jul3yQzo86H33x0FR5etxKPXLdKMwVXDPyLpd9ioBIwz6rsHArjkHAD4pzZ8kClTximI/b1yIVITPsZwmE6pUOWMelMu5FjNRieSaDyeF9IeByUBkyLQUJRpEGnHn8EP3j+EICRE62egEGgMo99KsXPmzqfC995z5JU1hMw0hLlzBb2UMxEJlmnHEpEpcooo1Is1WOgkoiIjIRjCYhn/8nqQTGrMtMq4Yx7VI7XY489pnr8wx/+EJdffjnuvPNOVFaOTcYdHh7G0NAQAGDatGnS15o2bRp27NiBtrY2LF68GADQ3t5uug0AtLW1TewHmaCjvcaDO2TKc+q3+sCu8jg1GWCZjLen8lLlcaYCjuJJefqxFksomr6wiyQXqP5IzPAiVyz7rvY4cfo0eRChEMN0pBmVQWZUlgp/WPu7dNrHjnvrGZXWg9cnB9TfZaFYAl3DEUypNm69UAiDoZi0WgEAntx9Cl+6dAFCsYThTcGuPE7+FntUVrodaKx0478+sBw/ev4whsIxfOKcWZphQGTM6bCj1qs9l5C5+LSmPOwRUf4Z96hkoJKIiKwTsymBsepBt8Ou+h7J+TCdTM2aNQtf/OIX8ba3vQ2tra0YHBzEa6+9hrvuugtPPvkk4vE4fvKTn6TW9/vHyrO8Xq/sJeHz+TTrBgIB1XOiiooKzTaZyNaMgKN96qyrqdUeDIViCBgEK2IJBQqUoh5UMFGaQKXTrvo3l/X6czttWfu9AGO/4xL+Zy5LshPv5O/41FAIMSGAsWhKJWyA6u5QMBrXPS4URdEEKs+eXac7lV4s/U7fn1yRBSqHwjHdTDOaXGTfH8nSb5vN+uTWwVDM8rF4UjL47Xh/EFNNesQWQp9BpmQsoWDPqWHUeI1Ph3oCkaz/nbYPhNA+GMLS1hrVjTexR2Wl2wmbbSRb/DtXyatGCmWyfW/WV7ikgcrLFzdjbmMFdrQP4eLTmrB6Vl3+d450TbbjrJh5Xdqb/CNTv7Vl4ZG085OtJwewfm8X5jVW4t1nTJUOSpjseJxRPvA4o3zI13Em629f4R6J44ht+qJxBTab9X3KeaDyqquuUj2uqKjAlVdeiTVr1uDKK6/E008/jTfffBMrVqzI9a5MSGNjdkqsOoMnVY/PmF4Ll8OGJ3d2Gm5XU1epCXCUEsWmPuFpqPWhqWns37xG0ltqSlM1mpqyX56Vrd81FYeGWvXNC8VuTx1be/rUWVLVHicWzGxAldeJobSLWafPozoeAWDLsT58/ndbcaw3oMnWevuZLZr1kxqF/YnbbLrrZotil19QuCq9aKjMbBIuFZ+2kPYkwT4aqGxsrAZ0fv+iwXAMDQ1VqW31KIo2ExkAeqNKzo9lq/Z3DuFEfxBvXdCE2IBxNuTBgTDOrJTfGE3yxzHun20gEMX9LxxErz+CT1wwF6dNrcazezrxqV+9gUg8gSUtNXj0n89PXfiHhFYNLc1VRfPvqmeyfG9OqfXhiKSyZf60Gtz2zsUF2CPKxGQ5zopZU712aOeiWQ1oaqpEfY1wvuQYOV/afmIAn/799lTrnP/Z0oY73nMG3rYwN0NVC43HGeUDjzPKh1wfZ32SXLsZ0+rgsNvgdTuBwFi1lq9Sez1tpGB1Q1OmTME111yDX/ziF3jxxRdTgcr0MvBQKISqKm0gKhgMatZNZkwmnxMlMy7Tt8lET88QstF+a9eJAdXj6VVuzG70mQYqO04NSrMKS4VfKDmMhCLo7h5KPbZL/vH9g0F027LXE81mG/ljztbvmopDVDi2hoNjx9aOo+qpv9PrvOjpGUaFy6EKVJ48NYS5VWPBckVR8P9++6buYKwzGn2q4zedElVn8wz4w7rrZov495V0+GQfEg0VOX1vyr22U9rjJzhaPtzTM4QBv7WyZUUBjrT1ocZr3Muv1x+R9m3ddbwP3fPlvVnz6Ymdnfjq/430oz6zpRofWDndcP1N+7vg03TYUTvWNYzu7iGEYwn896ajONwTwFVnTsMFwrAumX/9y26s39sFAPjbjg48/smz8aP1+1KVBLvaB/G/fz+CS0cv+oeEv9eY8H1YTCbb92a1JJsMAKoctqL9N6bJd5wVs2hQm2HujETR3T2EWET92TPoj6CraxBffXS7qr/34W4/rvvF33Htilbcdul82EokNYzHGeUDjzPKh3wdZ+1d6nMnt8OGvt5hAIBYXNjd50d391Bq38wUNPI1Z84cAEBXV1dqWVVVFaqrqzE0NISOjg4sWLBAs11HRwcAoLW1NbWspaUFu3btSj1nZZtMKAqy8ks+IgQ2Zjf4cP6cBtPtwrEESjnxSRxw4nbYVf/esp46LrstJ3942fpdU3EQ+51GYonU71ccCDKj1gdFGekJl84fjqmOiQPdAc3wnKRZ9T601Hh1jyGx7CoYTeT8eNNrXtwfjGEWj/VJbzisDRomP1MVJbM+YwPBGKo9xoHK4/3abEoAONobKPhnZyyh4LvPHkw93tE+hKf3dhlsAWxrG8TSFu1U7XRd/ggUBfjlpmP4xabjAIDn9vfgTx9/C2amTd8+3BPAPS8cggLgU+fNwawGH57dN/b+/cEoXj8+gP3CFPIDXX5cclozEoqi7VHpchb839XMZPnerNfpNdxc6Z4U+1/uJstxVszE6qwqjwNelwOKoj3XjsQSeOFgL94QkiySfv9mG95z5lQsnlpamWE8zigfeJxRPuT6OBPPWX2j3ycANG3QIjElo30paIORgYGRLz6xr2RyQM7OnTs120SjUezfvx8ejwdz587VbLNr1y7peyWXL1q0aOI7Pk6xeALH+9UZn3MaKtBU5cHpJhMmxUBeqTEbpiOb8M1hOmSF0RTLE8LfY3JCuDikYlj4EN6wv1v3/T6yeobh/niFCwGrE5knQq95MSd/lwaxpyGg7kuZUaDSwqARcZBOkvj9VgivH+vDkDBc6OXDvarHyUFbSb2BKLa3q8shxd623aPDdMTX2pTWn1ZRFNz62E68eKgXLx3qxW1/3oktJwYgzuh57Wi/JiM1GfwNRuOa3M4Kd+m2fcm3hgr5Hd/mIhwCRZQLS1tqVL0oL5g3lhUufu75I3Hc88Ihw9cTb7oQEVH5EIfppN8M0yQLZThMp2CRHkVR8PTTTwMAlixRN4e/8MILAQBPPvmkZrsNGzYgHA7jvPPOg8czdmJ50UUXAQCee+45RCLqsobu7m5s3rwZtbW1WLlyZTZ/jIycGNAO7pgzWnZ59mzjcjmjaaSlQMz4Eg9sj6RcqxQbeVP2ic3hVYFKIeAys27kpokso3JP5xB2dQxBURRsOKAuGW+ucuPWSxbg/rXLcPWyFsP9Ead+h/JwE0Lv84OTv0uDeDcTAOIJBbHRz1XZRD49VoLXJ3QyKk/0a7/j8u2pPdrsSfH4X9Zagzohs078m17QpG4T0+0fOa/oCwilkWn/Xr2BKI72jX2mtA2Gcf/Go5r9eW6/dh+Pj24n+12Kn0c0fvWSftcAMKWqhEtWiNJUuB247/3L8PaFTVh7Viu+cPH81HNioHJ7+6C0p2u6U8PWWosQEVHpCQoJN+nX3WJSmV6Fn56cRnp6e3vx61//GsPDw6rlfr8fX/3qV7F161Y0NzfjsssuUz1/7bXXoqqqCs888wyeeuqp1PKenh7cddddAIDrr79etc2yZcuwcuVK1ToAEIvFcMcddyAajWLdunVwuYxL2nLpaK+6VLShwoXa0Yult84zLv/ONAI92YgZPy7hZEkMNgHMqCRrxIB28m8poSiagMuM+tGMSo86MPCjFw5j3cNb8NFfb8FNf9iOvafUn2nfuGIx3n9WK1bOqDPdH5+m9Dv3GZV6GXUDzKgsCbJ+kcDYsR6WTOTTM2gQvE5m9ssmfgMjZdcdg/Ln8iESS+C5A/rZzkmNlS6c2WJcqrhYqHIYDscRisbRFxQDlWP/XmImJwDs6tD2PWwb1F7YJ7NR/ZIyfgYqs6dBEqh02PQzLYlK0RktNbjzyiX4wiULUtchgPxcO93iKVW4auk01bJTQ9qel0REVB7E61ifKqNSKP3OMPEu4x6VGzZswL333pt6HI2OnLS///3vTy276aabcNFFFyEQCODrX/86vvvd72Lp0qVobm5GX18fdu7cif7+ftTU1OCHP/yhpvS7rq4O3/rWt3DLLbfgs5/9LM4++2zU1dXhlVdeweDgIK6//nqsWbNGs2933nkn1q5di4ceegibNm3CggULsH37dhw/fhxnnXUWbrzxxkx/3KwSB2/MThtisbS1BktbajTlZ0mZRqAnGzHjRTywZaXfTpPJtESA9thJBu26hyOaAN6MWnlGZbrXj/WrHtd6nVg+vdby/mgyKjPIdhsvvc+PQQtlvlT8ApLSb2Ds2Jpo6Xc0nsC//mU3XjrUgzNaaqRZf0nH+oKYUefTfT6XNh3tk/brFDVUuLGstQYvHerVXWfxFG07lqN9Qc2/Zfq/17AkUGnVYCiG/mAUfuGEz+O0w8mbcllTLwlINla64eD5BJH0XDvdP791Dna0q2++MKOSiKh8iZWB6Qk5mozKDKsIMw5U9vb2YuvWrZrl6ct6e0dO/uvq6nDDDTdg69atOHLkCLZs2QKHw4EZM2bgmmuuwcc+9jFMnTpV+j6XX345Hn74Yfz0pz/F1q1bEY1GMX/+fHzkIx/B1VdfLd1mzpw5ePTRR/GjH/0IL774ItavX4/W1lbcdNNN+NSnPgW3u7B3zI/0qcsn5qYFKu02G35wzRl4bHsHHHYbfvT8IVVfq0wj0JONWY9KsRyFyCrx2Ekea2LZt8dpR9No+Z/Yo9LI2+Y3ZhQ01w7TKVyPyoEgMypLgV5GZTgWhwuZBSplpd+/eeMknj84Uhq9rU1+My3pWF8Q5801XCVnntpzytJ6DRWuVJsHPTPrfahwORBI+/vc3zWsWW/IJKMyE8f7gprPgwoXsymzSTZMp7mK/SmJAHmbpXQrptfi1LA6g7JziIFKIqJyJc5ayGaPyowDlddccw2uueYaS+tWVVXhC1/4QqZvkbJq1Sr8/Oc/z2iblpYW3HnnneN+z1w61K1uOD27QX2hVON1Yd1bZgIAfrHpmCpTo9QzKjWBSiG4NCctqEuUCTFQmZ5Rma6lxgO7bSTgmEmp5UWnNWW0P+LEzdhoL8FcZk3p9ahkRmVp0A1URhNwIbM+qLJj4v92WwsAAmO9FvMtFI3jhYM95itiJKNyflMl7DZAr6Vmc5UHTVVuHEv7eWRDI9IDu0MT/Hs63h/UBCbFNhQ0MbIelc3sT0kEwDgpoKHCBa/LgalCYP8UA5VERGXLqPS7qHtU0phQNI59wkWO2Kw/nV5fvVKUUBRJ6bf653/HombV8IMrlkzJy77R5Cf+LUXjChKKovlgTc+irPRYu4fjc9mxxmQQlnYbbeAhmMPyb0VRUr0FRexRWRr0SrHDsQQURZlQRuXhnkBGU12PFShQufFwr+W/o4ZKFyrcDt3v4Jl1Xsys86KpUh3A2ndKm1GZrdJvYOTfTgw6M6Myu6q9Tk2Z9xRmVBIBADxO/c+bqdUjfydTqtV/LwOhmCajhoiIyoN47p1eOeh25rlHJY3Pzo4hxNNSNxw24MyWGt31xQh0JFa6pd+ybC8xUOl22vHzDyzH/7xxEnU+Fz529sx87R5NcrKeS5FYwvCD1WpG5flzGzNuSyAO0wGAUCyO6hx9HMcTCvQ+PZhRWRr8Oj0qw7E4whl+dYg9KtfvtZ5NCQDH+scfqDzU48ftT+xB20AIH149AzecO9vytpuPD1het3G0T+GqmXWaG4hLW6rx9SsWw2azaTLtZAFbden3xC7Wj/cFNUNdrN40IWvsNhvqfa7UFHeAGZVESR6Dyo6xQKX276VrOIKZ9YXpTUxERIXDjMoSsOWE+iJq4ZQqVBgEQ8RhMqVc+i3L9hKz4ICR4UNfevtp+NT5czTls0R6ZIHESDyhyQBI/2C1Eqis9TrxqfOtB1KSvJKMhVxmVBrdvWKPytJglFGZSdk3oA5eK4qCp/Z0Ga4vZvy1D4R0M3jN3PviEezv8sMfieO/Nh6VZjDqMeudmVThcqS+P657ywxMGQ1S1flcuP2y0/DzD65IDQNqFDIqZYOGBkNRKMrI39iEe1T2BzVBZ078zj4xI6y11lugPSEqLkY3XqfVjPydVLqdms8l9qkkIipP4nVG+nVu3ntU0vhsPam+iFphMiVYk1FZyoFKyc8mBmqJxkt24i0L4Hid6RmV+h+N/3nl6ZhR58PMep+0jNuMy2GDw25TZVjncqCO0WeHLPBCk8+wQY9KWUbl5y+ej7/tPoWZdV4sa63BXc8eTD2XXvq9v8uPoyal3G+ZVZcatAMACkYGVc1r1G9toud5ocfk/RuP4u73niFdN55Q0D4YQmutF6FoQjPoptrjlAYOGyrHWog0VXnw2D+djSO9Qcxp8Gn6xFoZshKJj5TWe12OnJR+M1CZfe85cyp2dYxMLm6ocOGCeY0F3iOi4mAUqJyaFuCfUu3B4Z5A6jEnfxMRlSdt4k/61G+Wfhe9WELRZHusmK5f9g1oI9ClnFEp+9lkGZVE4yEr/Q7HEprgoNdiRuX8pkrMnsBwJ5vNhgqXQxVEyWV/J6PPDn8knvNBPpR7+hmVcYShvenzj8ta8MGV0wEArx7tUz2XnlH51F7jbEoAWDilEjs6htCTVkp7rHd8gUqRbMo2APQFIrjxt9twuDeAmXVefPqCuUg/93HYbbhkYRMe296h2VYsrXY67FjQLN9XsUelnoFQDF6Xw3CYzuIpVdhjkiHqj8Rxsj+kWmZUeUHj84/LWzGj1odj/UFcurCJ/8ZEowwzKtMClVOr1IFKZlQSEZUno9JvTTwrw4orXp3mwcEuPwLCL3GZSUalmFGYaQR6MpENepAFl4jGQxb0jsQTmuNOlVGpM2nXYQOmZ6FM0CdcGIdyWvpt/NqDE8wCo8IzKv0Ox9TP2aC+w1nrVd+vHAjFoIwOm/qbMO17arU2w3BatRdzGtS9yQ73BjTrjUf7oPzi99HtHan3ON4fwr89vlv1/KIpVZjXKL+Z0CCZ+qzHau/CZIBSr/Tb5bDhy5cvtNTPds+pIdVjo+xuGr81c+px7YpWTeCaqJwZl36nBSqF74J9p4Zxy5924Ir7N+GHzx9CQindaxYiIhpjOExnghXCjAblwZsn1f0pZdNERRNtPjqZyIbpOO0s/abssNts2tRz04xKeXCgpdablexDMVCZy9LvqMkgroEgA5WTmaIohsN0xCC412WHzTb291DjVQfu4gkFgWgc33nmgCZL5vbLTtO8x9zGCk325MFu61PC099XJiZZ/sy+bsPXWtZak+qnJhL7Thqxuu7AaLm8GKi85cJ5+P7VZ+CJT67BwilVmCvJxBa/6k4wo5KICsSomkld+q3+bHx6XzdePtyLruEIHn79BP4uZOoTEVFpEqsCvaphOuLMlcxuYjFQmQdioHK5STYloD1ZGO9wgskgLARhPU71hTTRRIl3dMKxhCaA47Mw9XtmXXamWoq9LYOxwvSoBNQ9CWnyCccS0InxjfSojImfr+pjr8arDco/svkkHt/ZqVq2tKUaa2bXY+1ZrallpzVX4oyWasxvUgfgDnZnnlGpF6w/KsnO1AvMJi1vrUFLjby/ZL0v+xmVyXJ5sfR7arUHF8xrRP1o1t5cSZbn8lbjNjDsUUlE+WK32aQ94p12m+rGzRST/r1PmgxhIyKi0qC9nk4r/RbjWRymU1wURcGbwiCdsywEKrUZlaVbRiH2KxCj70QT5XHaVUMqpD0qneY9KmfVZydQKWZJ5XLqt1k2dj8zKic1vUE6wGhAXuhRKZb2VbodcNig6vH4XxuPata54x8Ww2az4XMXzsMZLdXoC0Tx7jOmwm6zYb6QUXmkN5Bx71O9QOX+Lj/mN6lf325yI2tZa41uZlBDBhmVlW4nfC676d+nXul3tUd9iiUGKhsr3Th9WjW2COcI6n1goJKI8sfjdCASV3+WTan2qD53p0jagKQ7xZ6VRERlQdujMn2YzsQqhJlRmWMnB0LoThsyAADLTQbpALIeleWTUcn+lJRtYnAmEpdM/U67A+R02KW9mrKVUVkhlJbncpiOWX9bZlRObnr9KYHRYTpCtq54XNtsNk35t+jf3nEaZo4G6V0OO/7h9Kn40KoZqe3mCRmVsYSCY/3G08JFesFA2UCdLoMJsy01Hkyp9qDW61SdLCU1ZtCjErA2+TtZ+i1O/a4SslXFm5TLW2sw2+TmB3tUElE+yc59xJ6UZoFKWaY+ERGVHuNhOhObucKIUI7tbFc3xq/3uSxlZYkR6FIOVIrRdQYqKds0zXxjCUlPDW2mmWhmljIqi2qYjsGkYip+RmXQ4ai2xYFXchFqdFH53qXTcNniKYb7UON1YYpQJp1p+XdQJ+C6r0vd79IfiRlmOC4bLaW22WxokfSpzHR4ipXJ34OhGMKxhOYErEbIqFw+vQYfWjUdLocN85sq8Onz55h+prBHJRHlkywbfZoQmJxqcgOnL8gboERE5UCT+OPMXkYlb3nlWL/wZT23scJS/0XNOPcSLv0WL+6MmnkTjYd4TIXjsh6V6oCAbIhHtkq/NT0qLWZUHukNYE/nMFbNrLWU6QWYfymY9fuj4maUURmKxeER7keKPSqB5EAdeQbkh1fNsLQf85oqcWp4rHrgYLcf71jUbGlbAAjo/A0cEAKV3cMR6XpJy1rHshZbarw41KMOmGZS+g1YC1QOhWPSid9i6bfNZsO/XDQf/3LR/NQyMetSxNJvIsonWUblNKHnb5XHYdgWozfAQCURUamLJxRNL3yvKqNyYjNXGBHKMfHiy2p2hGZKcQlnVIoHLTMqKdvELLJwNIFQTOxRqV5HlmmoN0k4U+LnQI8/AkUxvhnx+rF+rH3gdXz5r3vwoYfesNwDyizNfjicu7Jzyj2/Uem3bJiOpBy61icPlk2r9mB2g7Xg/LxGcaBOZpO/9YL13f4I+gIR1WMj6a1VZAN1GjIs/W6yMFBnIBjDsOTzospj/n3fWOFCrUGwkqXfRJRPsqx7sfTbZrMZDtTpNfmcJiKiyU+8lgbUyTjsUVnkxItIq9kR2ozKEg5UiqXfzKikLJNNHRMzAcQsRxmnPTuDnsTS77/s7MQ1v3gNrx7t093mexsOpqY79wejeHqftama4rAqETMqJzfD0u+YeUAe0C/9XjOn3lIFAADNwBsxk9GMUVZxevm3UUblmtl1WNg8th9i6bfHac84Q9Fa6XdUk1Hpc9ktDROy2WxY0Fyp+3ylhWAnEVG2SDMqq7U3aY36VA6EYtKqFCIiKh2y1mXp/eHdTvaoLGpi3y3LGZViYCVWul/42oxKTv2m7BID/2ELPSpzaaokM/NEfwi3PbZLWsobisaxXyiB/dvuU5beyywb2ygjj4qf6TAdSz0q5VmG58yut7wfYqDyeF8woyFRRj9H+rEvZlSumF6D7151Br5+xSJ896ozVIHVllr131ljhcty4DXJSouFwZC29Fss+zayoEk/UFlh4QYKEVG2yD4hp0qy08UsS1F/gFmVRESlTJZkYFT6zYzKIuM3mIRkRAzWlVNGpZgmTDRRYoZAKCaZ+i307luRVkIqezwRVy5vlWZqBaJx7O4c0izfcnJAs6zRYq890x6VLP2e1Ix+f+GYpPTbYkal3Qa8ZVad5f0QS78VAEd7rU/+NhqQkz75u0vIqJxW48WFCxrxD6dPVZ0cAcC5c+pVGZQXLmiyvD9JljIqwzHtxO8MApVikDcde1QSUT71ByVtbyRBSXGAmoh9KomISpsso9JjMEwn01aGjAjlmJhROd7S73LqUSm7kCaaCPGYGpL0kxMzKq97y0zV489fPB/ZMr3Oh//56ErcdMEczWdCj6S306Yj2pJwWUPimKSpsWmPSpZ+T2rizbB0I71Yxc9X7XeQrEfikmnVqPVZ7+foczkwXchgPNhjvU+lUem3OqNS3ZvVKJBY5XHivz+4Au9f0YrPvm0ubn7bXMv7k3p9Cz0qZaXf2cio9DitlY8TEWWLOAQU0LnxYpKd3suMSiKikiaeu3uddtjTvhvExLtMS7/ZpT3HxHI2qxmVE20+OpmIE82ZUUnZJgb+B0LaE3ExG+ut8xvxg6vPxJaTA3jrvAacPrU6q/tUX+HG9Wtm4dWjfdh8fCxjUjYsRNa7sk+4mHj+QA+++n97EI4lcNMFc7BuNNDKjMrSZlb67bKpP19lLQ5kpd9rMij7TprfVImTA6HU40wG6uhN/QaAwz0BxOIJOB12zd+HWcbj/KZK3HrpAsv7IbKSUTkcjmNAyEKqNpnmnW5eU4V0ObMpiSjfxHMLPWeZVJkwo5KIqLSJgUoxziXGdOIJBQlFgcNiGyZGhHJs/MN0JhaBnkzC4jAd9qikLBOH6cgmevskAZzz5zXgM2+di+XTa3O2b2IgRBwW0jUcxsFu7WAS8SLgB88fhD8SRyyh4N6XjqQyMzXDqoS/Lw7Tmdz8YeNhOlZKv2WfuefOyTxQqZ38bX2gjlh9kC6WUHC0b6SMXPz7aLaQ8TgRlW6H9LNB1DYYUj3OpPS70u1Eq6QHnNWe1kRE+bZ6Zh1m1mn7bSf1MVBJRFTSxKot8XxZTBQC5BWBehiozDEx0lzhtnbxUl4ZlWIghYclZZcYnBGznwBtj8p8aapUByi6hIwxvUng/YEIEsrIDYxwLIET/WOBklhCwXP7uwFob3LUCeW8HKYzuRllIloNVM5t1JYenzEt8wxi7eTv7JR+A2PZmWJGpdVereNls9ksZVWmZ5ICmZV+A/I+lZUWzxeIiLLl4+fMUj2+dKG8t6/TYceDH16J2y87DT/6xzNx2aJm1fMs/SYiKm3i0EyPJqNSmwghVtIaYUQoxwJCtpL1YTrl26NSzH4jmihNoFIo/XY7bHDYC5PJK/bAEwMxsv6UABBXxjJDxUEewNhFQlT4+2qoUL+fPxJPBTxp8jEephOXBCq130FzGnw4f25D6vHnL54/rt6IM+t9qsddwxEoFo8ts0DlgW4/gtG4JrBuJYg4UU0WJn+39asHB1V7MrvxsaBZG6hkRiUR5duVZ0xN3QCq9TrxqfPm6K5b7XXiqqUtOHdOAxqEz2KWfhMRlTaz0m9ZTCeTmBZv1/9/9u48TI66zh/4u/o+575zTTK5D0ISSCAi9wIeKCCCB0HRRQTvXe/jp+4h66q7q66CrqKyiOKBx3oQQAGRAHKEhCTkvjP32TPT0z191O+PSXe6vvWt7uqe6XPer+fxka7u6q7JVNdUfepz5Fmupd92m5hRWbmBBH1pKgOVNLN0PSqFHkxif8pC0pd+nxkWEldVPHts2HDdweAkatx23SAP4MzkTvH7VePR9yMMTsayKlWl0pEuIzYciev+yLskJw2KouBr16zCS6dGUO2yS4NmZtQL+1Y0riIQipoaypOu1yYwVUYuln0D5obdTJcsGGq1KIjFz/xd7gxoh/xk+33qkGS1skclERXa3Bo3fnrzBuzvG8OSRi9qPeaOsXXC8Z8ZlURElW0ikn3pdzZVwowI5Zm+9DvHHpVZ1POXG7E0lRmVNNPEOzxij0pZ8KZQxB57qRmVB/vGpRM4ExI9oGRTzHtGpwIn4k2OWknQSJaRSaXtpZMj+MVLnWkH1pgt/QamAm8b5tXkHKQEIL2gNZtVMyFs5/Imn+bxwf5xXbaxx24tSHm0rA+mOOFclHXpt+TfnZnORFQMNR47Ni6oNR2kBPSBSvaoJCKqbNkO0wGym7vCFJo8isbiul+GJ8ep37Oq9JvDdGiGiUED8RBZzIxKscfeWDiGUCQGl92aHCBiJBEEkmVUnjhdiqrLqJQEKtmnsrxsfaUXn/3D3oyvC0djsAmHU6NA5Uxw2izwOa0YSylHHxifxMJ6+VTrVOIwnTVtVdjbO5Z83DkSwvEh7XCeQmRTAvqMyiqXDfUeO46n+X5WZTH1GwDahbJ5AOgSsjSJiEqV2FaGpd9ERJVNHKYjznuQ9ajMJqbF1LU8kg05MJ9ROXtLv2XRd6Lp8GUIGpRSRiVwJquySxjQIRo6XVoly4g8NTyBuKrqUuydNovuhgkDleXlZy91mnpdOBrXNbrOd1Bef7FqrvxP/Hu5ssUH8fzmb0IbhEL0pwSAJqFHZb3HgSpX+nL2bEu/ZT1BM5XDExGVClnpt9kexUREVH701xjac1mLosAmzIBg6XeJkF1k5Fz6PYsyKvOZ8UOzU1WGoIHZIVf54HXYdD09Er34OgPpA5XpMionYyr6xib1rRWsU1lvqVj6XT5UVcXOzoCp14Yj5ku/Z4qYITxgMqtGPNmpdtl1w3meOaYdLFWoQOX5C2s1NzMuWVIPf4abH5mel7l8qXZq7s3nzsv6PYiIikEsE4/EVN4EJSKqYJlKvwHJgOgs2hkyIpRHsj/QZgMiYlZhNtHnciP+bMyopJmWqV+ceAeo0HQDdRIZlRkDlVOvk/WoBICTwxOS75ei6+vHi4nykeg9akYoGpOUZeQ5UClm1YybzKic1PdzXtyg7dso9pYtVOl3lcuOH759Hd6yfg4+ekkHbt3cnrG0O9selQBw6+b5yR6y7XVu/N2yhpy2l4io0MSMSmCq9QcREVWmTMN0AH35dzZVwuxRmUdilNlls8BqMdd/UYw+x9WpCapi+mwlEDO+nAxU0gzzudLfIChmRiUANPicODF8JijZlyz91gal5lS7cCqlHDw5TCcsDzSeGJrQ94C1WeAVMirHmVFZNg4NBDO/6DRV1Qeh851RmWvpt+yu7KIGL7C/33CdQmVUAkBHgxf/eElH8nH1DJd+A8Ciei8efPe5ODUcwoI6d1F75xIRZcNlt8Jjt2raeAwFI1hQV8SNIiKivDHTXkockswelSVCvEA0W/YNAHZxAgIqL6vy1MgETg5P6HtUSn52ounIlN1U7HYDuozKsaneTmLp96oWv+ZxovTbqHT75EhImrHsdbBHZbk6nGbKtxlio+uZVucV+5RlLv2OxlXdDSu3XZ9RKSpURqVMpozKXAKVifWWNfsYpCSisqM//jOjkoioUoV0GZX6c9fpVAkzozKPZKVsZokZlcBUTX+xM79myj3PHMddTx2VPseMSpppPqcNCvTTvhOK/b3Sl36HMTQR0fUXXNXqx8P7+pKPE8N0ZD0qAZy+ESD2qNSXfrNHZfk4kkVGpYwzz20OxIxKM6V/4h1ZYKp8JFOgstHrTPt8PqULVHrs1oqsfiAiSqfW7cDJlOoQTv4mIipf0VgcP93eif6xSbx5XSvmVGt7x8uqh0X6uSvmS78ZEcoj8ZcnTtpNR9ansVIyKsPROH74t+OGz7NHJc00i6Loyp1TFTt7SZz83T82qZv4bbUoWNro0yxLN0wHOF36LcmoFIfpMKOyfBxOE6i8sKM+4/qFLv02E6g0Gjw3p8aVtqdmIUu/RekCleL3i4hoNhD7VA4xUElEVLb+4/HD+PoTh/HjF07ilh+/pEssMDNMZzoZlYwI5dF0Sr+lGZVZRKBL2WBwUtd8NZXYy4BoJqQr/5Y1/y0kcVJy//gkugLa/pQtfqcuMDM+GUM4GjfMiDwlKf12WC2SYTrMqCwHqqrqMio/d+VSvPu8+fjAqxfii69ZlvE98l36XS+U/g1NRKCq6f92BaUZlVZYFGWqT6WBYpZ+iwHZVLlM/CYiKndi6fcAS7+JiMrWz1/qTP730EQED73Sq3leHNgpu56eztRvnk3n0cS0ApX6srFEZpSqqvjLoQF0B8K4fFmjLshR6jLtoLIgLdF0+Z02dEE+MTnfwZtMZFO/xYnfrVVO1Eqmag4FJw2nfo9PxhAXpkSzR2X56h4N64J65y2oRZN/qgRaVVVYlKnha0bynVEp/j2KxFSMhqOoSjN8RrxDa7MoyTuw57XXYk/3qG6dJY3enPtAzoSOBi+a/U7pFPZcJn4TEZW7WuEGDjMqiYgqx+7uUVxzVmvysa70WzZMZxql3zybzqPxaZR+Wy2KrqdeIjPqf587iW8+eQQAcO9zJ/DguzcWfRhINsTou0gWpCWarnRZTq4iZ1Q2+rS99gKhKI4OajPnWqtcqHLZYLUoiKVEogaDEcPSbwC67GWHTYHXyR6V5ehwv3af8DmtmrYBiqLAYbUYHmNtFgXWPPdOlGUaDo5H0gYqxeBr6k29WzbOw3g4ihdPjiB6er+fV+PGBy9cOENbnBurRcHtr2rHFx7ap3uumAFUIqJiqfdwmA4RUbZ++uIp/HZXNzoavPjoJR2odhufMxeKOCcB0Ce2cJhOGZvOMB1FUeCwWTQ7SSICnQhSAkDv2CS2HRnEJUsaprm1hSMbnJCKpd+UD+mynIrdo1LWa+/lTm0WWWu1C4qioM5jR9/YmZP/oWAkq0Cjw2qBjxmVZenwgHbi96J6LxRFG3h02owDlYW4oeW0TWXspu5TA8FJtNd7DNeZmDQ+0XHZrfjopYtnfkNnwFUrmvDjF07iQJ/298JBOkQ0G4kZlRymQ0SU3p7uUXztsUMAgAN942jwOvChixYVeavkSSxibEufUSkp/RauPcTZCekwImTS4YEgnjjYn1VAQF/6nV1c2C5kFkaicWmQb2dnIKv3LTYx+i7iMB3Kh7SByiIHx31Oqy6IdETIqGyrcgEAaoW7bF2BUFZp9A6rRZdROR5moLIcHBL6Uy6SBP/S3egpVEBeLP/OdLGqb8ZdHn8DrBYFH7pQfzKZbtAOEVGlEofpMKOSiCi9/05JQAOA+54/WaQt0ZLFvFKXRWPxZKVTglvSSo3DdArg73/yEj76mz14x4+36y6qjOiG6WR58aVrPhqL4+RwSPe6RH+ycpHp36+cytipfKQr/ZalqheSoigZJxi3Vk99z8XS2uNDE1l9lkPao5Kl3+XgcL+QUSkZNJOux2+hjq26i9UMk7/F0u9ifx+zsam9FuctqNUsW9bkL9LWEBEVj3iTaiwcw1HhBhsREZ2xv3es2JsgNSapthuaOJN4IBuMLM2onEaPSkaETEoEjI8PTeBvx4ZMrROMaC/+s8+oFCPQKo4N6f/gl9svcSKaPlDJjErKh3R944rdoxKQl3+nSmZUCkEg2TEhHbtN0QUqx5hRWfLikonf2WZUFi5Qqd2XM01+nc7guVLwmSuWYH6tGwCwqsWP16xoKvIWEREV3rwaty5Y+ci+viJtDRFR6SvVOQGy7eoZDUNVp4JissQz9qgsAWZ7rogXX9lmiegj0HEcG9RnT8manZayTKXfTgYqKQ+q0gQqZanqhZY6FEVktSho8M1cRqUYtA1GYojF1bwPWqHcdQVCut6THZJAZbrjZ6FaHOhKv8fT/80s54xKAGipcuGBd56DwfFJNPgcsCj8HhHR7GO1KLh8aQMe2N6ZXPbwvl78/fnzdf2UiYgIyCLBsKBkgcpwNI6RUBQ1bru0H7586rdQIZxF3IoRoRyYjQSLpd9iFlMmsgi0LHsqlCFDsdRkKv0We3MSzYRSnvoN6IM7qZr9zuSADrGsVtYOIh27pPQbyPy9pOI6JEz8rnLZpPtM2h6VRSr9zpRRKfZeLrdAJTA1QKfJ72SQkohmtb9b1qh5fHRwAgeFtiVERGQskbVYTEaZnj2jYQDAIeG4blH0SXaAZOYKS7/zy2xtvXjhn205m6xHZSVkVGbaXk79pnxIW/pdAhmV6Uq/26rO9KEVS7+z5bAq0n+LUi09oCliD5uOeo80QyV96Xdh9vO6LIfpBIUse08ZBiqJiAhY01aFFqF3/sN7Wf5NRCSSDUkGSiO2Y9QWrGc0jGhcxV1PHdUs72jwSq9LxLZTnPqdZ7lmVGZ78SVmVE4a9KjMVEpdatJlbtksCjNSKC/STv0ugYzKRI87mdbT/SkBfem3aG6NK+3zdqtFmrEma5pMpWOfEKhc2uSTvi5d6XehelTWZzlMR9cmpcx6VBIR0RSLouiyKh/e11cSGUJERKUkkZ0oElsiFcNomozK/9vVreubf9M5c6Wv59TvAjNbWx+c5oAAh00bsOsZDUuj2+VW+p0usJpuYi3RdKQv/S5+YOSCRfVY1SKfFtxafSb4mCmjcm61ccATmPqOWS2K7sbJODMqS5qYUbnMIFCZLqMyXXuBmSQG0weDk2kvUsWbV+4SuHFARES5uWK5NlDZORLCnp7SnGxLRFQshoHKEkgeMaq0OzYYxHe2HdMsW9bkw1UGgyT1FcIs/c4rM//AsbiqazKabaBSjEAf7JP3eCmF9OBspMuoZNk35Uu6jMpS6InnsFnwzTetwepWfbCyLSWjMlOwqcZjR1WaoGyiV4jPKQQqS+CPIskFQhF0BrQnM0aBynRZk61VTsPnZlKdVxtMn4ypafevch+mQ0REZyxr8mGeUN3x5KGBIm0NEVHpCE7G8HJnAKOhqGGgctyg7LqQjCrtHtjeiQGhUuqDFy40rIjV96hkRmVemfkHlgXjptuj8mCf/G5kJZV+y5qwEs0Eo0ClgtLZ7/wuG/77+jU4e05VcpnDquD8hbXJx40+R9pgVJXThlq3POvSblWS/UO8Du2/BwOVpWt/r/Ymld2qYJFk4jeQvvS7rTp9W4CZUi9pT9Cfpvxb18+ZgUoiorKlKArOa6/TLOsbk1+QExHNFv1jYdzww+fxrp+8hDfd8xyePzEsfd14pPhVbmYr7c5vr8XGBbWGz4vxrGwClcZpN2TITBNQWcputhdfYvBEzKhJKLeMynTby4xKyhe3farkORZXheVWafPfYvE6bPjmm9bgge2dODUygWvWtGpKaS2KggW1buw3yLD2uWyo9dhxbEg/eCv1j4VXyKjkMJ3SJfan7Kj3wmYQkEx3DC1UoNJlt8LrsGqC34PBSbTXyYOrE8LNNvaoJCIqb2JlB2+GEtFs9+DOrmQW5dBEBH/Y0yt9XSmUfhv1qBS9a9P8tM/bdcN0zJd+M1CZAzORYFkT1OmWfhsptx6V6TIq7RYGKik/FEWB32nD8IR2AnEpDNIRuexWvGPjPMPn2+s8hoFKv9OGGsOMypRApYOl3+VCDFQalX0D6fv8pg5lyrc6j10bqBzXT/4eC0cRjan6YTrMqCQiKms+oYqlFEoZiYiKaXf3qKnXlUKg0mjqdyqf04rVbVVpXyMm3jGjMs/MRILFHcxuVUwHHhPMDpYpt4zKdKXqZqP3RLnwO62SQGX5BUWMMtOAqZ/RaOBO6h8L/UUEv3ulyuzEbwBw2uTZwU6bBXUZBjHNpDqPAyeGQ8nHg0Ft6ffDe3vxT1v3YzIah/gXlaXfRETlTbwZOjbJcwwimnnbT47gu9uOwuOw4SMXL8LcmvRDRYvpgEGSicioP2Qhmam02zC3BjZL+qpE/TAdBirzKpcelblceInNR41UUo9K8WKWaCb5XXYAIc0yVxm2G1hQZ/xH2J+2RyUzKstNKBLDscGgZtmyJq/h641Kv9uqXAVtcSAOfeodO3NsV1UV//XEYcObbG5H+X0niYjoDN05BjMqiWiGTUbj+Mdf704mOo1PRnH3DWuLvFVyw8EI+sbMxTkKmVE5PhnFwb5xdDR4NUksZgKVGxfUZHyNmKgXYel3fk2ayGAUL/qzLfsGzPdrLLfSb3Eaeqq4+X2XKGt+p/57WI4ZlQvSZFT6nDbUSIaZAEKPSmGYDntUlqZD/eNI/ZuuAFjSmH3pd2t1YSZ+J7QIE8a7A2duEPSMhtOerDGjkoiovOmqNphRSUQz7NDAuKYac/vJEaiqWlKzBxIO9MuHIssEC3S8PDUygXfctx0joSiafA58761no7XKBVVVzQUq5xsP0UnQZVRmUQnMtIUcRExE08RIeC6BSrOl4uVX+l1egVWqHLLJ3+4S7FGZyYLaNBmVrvRTvxOYUVkexLLv+bXutH9PjCbCtxWwPyWg74fZlTIM7mB/+tKXcrx5QEREZ+hKv5lRSUQzLCxUlcbV0oqLqKqavEljtuwbKNw12Q+fPYGR0NT29Y5N4rcvdwOYSirLlPjY5HOkrfBLECuEWfqdZ7kM0/HYs/+nFpuPGim/0u/y2l6qHH6X/nvospVfUMRlt6K1yqkJ/iSkK/1OzdJmtkN52NerPbFJN0gHMM6oLNTE7wR9oPJMRuXBDCdrzKgkIipvXuEcIxiJIRZXYc3Qz4yIyCxZUHJ8MlYSN7y7AyF86MFdODwQxOaFtdJkGSOFCFTGVRW/Ph2YTPjlji7c9qp2U9mU5y6oNZW5Kl6XsPQ7zyajuWRUZp+1ZT6jMlayac4y6UrVL13SUMAtodmmUjIqAWBBrUcaqJwq/WaPSiNxVcU9zxzHk4cHsX5uNe64oD3rQWeFlM3EbyBNj8qCByq1pd/9Y5OYjMbhsFkyZlTmUoFARESlwyc5jk9EYrqbpEREuZK1k0s3C6OQfvLiKRwemOoxv+3IUFbrFqJHpXh9kcrMcOON82tMfY7dlvswndK9OithpjIqhewkjyOXjEpzv56YCkTLpLljNK4aRtKdNgvetmFOgbeIZhPZCbKzBO665cIo3d6XLqMytfTbOTt7VD52oB/f2XYMe7pHcd/zJ/Eb4W5iKYnFVV1QL1Og0qj0W8xwzDfx81RM9aYEgEP9QckaZ5TCnXAiIsqd7HxrtpxnEFFhyIJehRxEk86j+/pyXrcQP8NfDw/qliWSHcy06jAbqBQrhM3E0RJ4WysHZiLBwUntazw5ZG1lk+UTjsZLOisoQdaf8t6b1uHkcAhLG71ph4QQTVeVpPTbXYZTvwGgXfJd8TqssFkU1HDqt6HP/H6v5vE9zx7H9We3FWlr0js5PKEra1mSZuI3kKb0u8CBSr/LBp/TqjnZ6QqE0FrlxNFB40Clw6rAxtJAIqKy5pbccBqbJecZRFQYYUmVZqlkVPaanPAtI7bjOjk8gaODQaybW60bhpqrpySByv6xMGLxzIN0Fjd40eAzN6RTjE/Fs0iwY6AyB+Z6VM5ERqX5i7VQmZRTyAKVbVUurGj2F2FraLaRlX6Xa/aWUaASmLoj5nVYdcHH1CCWrkflLGl0HxP+OKabPl1sYjZlnceOOoOJ7gmy0m+P3Ypqd+H/PrRWuTTNw7sCIRwbcqQ9QZFd3BIRUXmxWhTdecg4MyqJaAbJJkiLc0KKZV6NCyeGQ5lfKJF63HzhxDA+9OAuhKNxNPoc+Ok7NqDKJU9IMWtgfBK7u0d1y2Mq0D8+qQtUzq91o95jx/ZTAditCm6/oN30Z8kSKMxmVZZ+ZKsETZpoAjoTU7+Neo3JyHo0lCLZIJ1yDRRR+ZEF88u2R6Wk9Dv1j3Otx64LVKab+h2MxBCKlEYD6nwRg5QAkMX9oIITJwQuaUyfTQkATskJQWu1syg9jPWByjDc9vT9KRPTB4mIqLyJgUpmVBLRTJLFP0ql9Hs0TQKIWHEkSv0ZfvFSV7K6qm9sEj9/qRPvPm/BtLZt2xF9NmVCz2hYF6isdtnx7RvWYn/vGBq8DjT5zWVTAvLEO1mAWaY8r9CLzFyPSnHqd/YX/0al3LKssHIJVIqDdCxKdpmjRNMhzagsw6nfANDg1WfWpf7Rk/WpTL2r1VrlgvjNyzTkpNydHJ7QLZtTI+/1WQwTkRh+tbMLP3nxFEYmIjgk/D4WN6TvTwkATkngvdBl3wniQJ3uQKji9zEiIpoiligyo5KIZpJs6ncpBCpVVcVoKGL4/GtWNKddP/VneHS/ttfl3U8dm97GAXgqY6BS+2/oc061FlvZ4s8qSAnI41lRk5O/mVGZA1M9KiMzkFFpEMCbW+PC4YGg5ssZLpE050zEjEqXzVo208qp/PklPSpdZZpRmel7I+tTmZql7XFY0V7nwZGUfoGv9IxhdWvVzG1kiREDfwDgKqEepV/44z78+UA/AODP+/uSw2cSFjdm7uErK7Eo9CAdo8/tDIQRYMYkEdGs4HPOzl7YRFQYssy8UuhRGYzEkC4Wt35uNTpHQoYBQ7FH5UyKxuJ45qjxFPKe0TDGhM+fTntBWYWwmepkgBmVOTGaWp1qJkq/jTIq59a4dRfX5ZJRKR48yjVIROWpknpUyqQGJ2W9DMVjyvJmbYbeK5J+JZVEls1XKsfOvT2jySAlALx0KoCugDZQucRMRqXkhKDBl76vZb7IMioPDWgH6axs0fYnvmxpQ963i4iI8k/MqOTUbyKaSaWUUXl0IIinjgwiEotnvCm/uNGL/3fVUrx1/Ry8YXUzvvrGlZrnJ2MqorE4VFUec5rOsfTo4ETam0Y9o2GMhsRAZe7XyrJ41mScpd95Mxk13nESZqL022h669wal+5itFQutjMJiRmVFRQkotInL/0u38PgF1+zTPP49led6VlS45GVfmuzMFcIQaK9vWMzuHWl52C/ftp0Kdx5BYBf7OhK+7xVAdrrc8uorJe0CSiE1mptRmVXIIzOEW1j8Y9e0oFlTVMBWK/Diresm1Ow7SMiovzxMqOSiPJIVuVqdF4fCEXw1T8fxKd/9wr2zHBixqP7+vCWHz2PDz+4C1vuexFDQeOy7wW1bsyrcaPO48A/XNKBz125TDpUeHwyhlGDgOT+vtyv13rHwmmfn8qo1P4byq6fzbJZFFiEIsBovobp7Nq1C9u2bcPOnTuxc+dO9PT0AAD27dune208HseLL76IP//5z3jmmWdw5MgRRCIRtLS0YPPmzbj11lsxb9483XrPPvssbr75ZsNtWLt2LX72s59Jn+vu7sbXv/51PPnkkxgZGUFbWxte97rX4bbbboPTmV1NvREVU0MZbGl6K85E6bfdqPS72q0L8JVL6bc49btcB5lQeXLYLHDaLJo7cOU8ZfiKZY041D+Ovx4exDnzavC6VS3J52Q9KsW7WiuatBl6h/vHK3qgjqz0W7x5UgyjoSi2vtKb9jXz6zzSbEmR7O+GrJ9pIbT605ecWxVgaZMPP3r7OuztHUNrlTPjVHMiIioP4tA+BiqJaCbJErWMjjNffvQgHt431e9x25FB/PG9583INeBYOIovPLQvWep9qD+IrXv15/TnzKuGCuADFy6CVYjcyeJEwUgMYYNrlL09Y1g/tyan7e0fm0z7fO9oGLVCsst0Sr+BqevP1Gtvs6XfWX/qt7/9bfzpT38y9doTJ07g7W9/OwCgsbER5513HqxWK3bu3IkHHngAv/vd7/Dd734X55xzjnT9+fPnY8OGDbrlsuAmABw7dgw33ngjhoaGsHTpUpxzzjnYtWsXvvWtb+Hpp5/Gj370IzgcM3MRNBlTkW4Gx4xkVBpclM4p54zKqBiorMyACJWuZr8Tx4fODFUpVrbZTLBZLfjAhYvwgQsX6Z4T/8gA+my7pU0+KJi6+QIAMXVq0vSatsrrUxmKxHBiSD9MpxQyKn+/pyfjMXxJQ+aJ3wBQ5bKj3uvAwPjUiYjXYcW6udXT3sZcVLttcNstut7ECfNq3cm/Zata9HeTiYiofIkXt2PhKA71j+OxA/1Y3uzDBYvqi7RlRFQJZKXfRuf1qf0gxydjeOnUCM5vr5v2Nvz0xVO67djdpc3YnFvjwl03rDV8D1mgcjwcw4jBQJ5906iAM5NRKVbgiW08suUQApURk3GrrD/17LPPxrJly7BmzRqsWbMGl156KSYn5ZFZRVHwqle9CrfeeivOO++85PCHyclJfP7zn8eDDz6Ij33sY3j44Ydht+svqjds2IB/+7d/M71tn/zkJzE0NIQtW7bgs5/9LAAgGo3iwx/+MB555BF85zvfwQc+8IFsf2SpyVgcHsiDbKFITBfNr5ZkN2WSvkel9rPLJVCpH6bDjEoqrBvObsNXHzsEAFjT6seK5sx9/8qRbJiOmG3ncVjRXu/BkQHtQJ1KDFQeGQxCdv8uGp/qA2MzON7mm6qqeDBD2Tcw1c/GDKtFwUcv6cC/PLwfAPCxSzuKdkNIURS0VLk0+1eqxSaDr0REVH7EjMoDfePYct+LyV7///za5bhqRVMxNo2IKoBsmE5wUpZlGdXFZvoyZBaaEQhF8OMXTuqWnxTaHGUqnbYoCjx2q6Yid3wymkw6EO3tyT1Q2S+85+pWP3alBFYHxid1PSn9ruldR4jXn1GTPSqzDlS+5z3vMf3a+fPn45577tEtdzgc+PznP49HHnkEnZ2d2L59OzZu3Jjtpmjs3LkTL774Iurr6/Hxj388udxms+ELX/gCHn/8cfzv//4vbr/9dths0x92HklTWy9OagWmsriyJes1pgBo9DngFEqmZXcUSpF+mA4zKqmwblw/B6tb/RgIRnB+e23FTp2XZVTKbn6saPYJgcrKHKhzsE9f9p0QisbhK3CgsjsQwt1PHcXTR4cwmKaXTUI2Qb3LlzXi8mUNqKv3Y2hwDBlaKudVW5pA5aYFtQXeGiIiKhQxC0fMAvrDnh4GKokoZ2YzKmVByUwl0Gb8+PmTGAvrP08MMFa5MseePA5toDIYiWHA4Prg6GAQE5FYTokIvUKcalWLNlCpYmrgTirfNDMqxevPkp/67XK50N7eDgDo7U3fm8uMxx9/HABwySWX6Mq7GxoasGHDBoyMjOCFF16Y9mcB8uatCWKg0u+05dSjUky7BYAmvxMWRdFP/S6B8kUzxMxPMTOUqBBWtVbhwo56w6zlSiDrUSm787hcaOA8nbt0pUw28Tuh0OXfcVXFHT/fid/v6dUFKcUMlIQlJjMqExRF0fXAKYaWKvlNulq3nReoREQVLNOk2FNC1hERUTbCknhMcFI/gEYWlOzLUAKdyfBEBD99sdPUa/3OzJW1YqwoOBnDoEFGZfx0q65ciBmVHQ3ejBWu0+9RmVtGZdGu0uPxODo7p365DQ0N0tccPXoUX/va1/C5z30O//Ef/4EnnngCcYMfbO/evQCAlStXSp9PLJcN/clFJGocCRYDlblkUwLy7Kcm39R7iQG+csmo5DAdosKQlX6PS/54rxRK348MjJfNjY9syAbpJBR6oM6xwQmcGJZfoL3v1Quly3P9O1JsbVXygTo3rGtjRj0RUQXL1NesZzQMtZgp/0RU1mTDZoKROI4OBvGx3+zGR361C/t6xtA3rg9KigG7bD1zdEg3PNmImYxK3fCxcAyDQeNtzDWxRMwubfI50ZThGiPTTadM7JbcMiqnXwOdo9/97ncYGBhAXV0d1q9fL33N9u3bsX37ds2ypUuX4pvf/GYyGzOhq2uqx1dLSwtkEssTwdFsiYkp2WRU5nqBKSv9bvZPZYuKpd+lMLnWDHE7OUyHKD9kQSDZJLylTT5YlKm7c8DUQJ39feM4q8L6VB7ql5cfA4XPqBwL6wPGDV4HrlnTgjetbcVThwc1Tb/XtFaVbYsCWUaly2bB9We3FWFriIioULwZLm7D0TgGghE0lPFQQyIqnnBUf/4enIziU//3SrKS6nD/OK45q1X3OqMelaFIDF9/4jBeOhXARYvr8Z7NC2CRnIN3ZpER7s8lUBmJYWDcuDXUvt7sW3VF46ou+Nngc+gGzYoy9djMRJdRmSaOlqoogcquri586UtfAgB88IMf1JVq+/1+vPvd78aVV16JBQsWAABeeeUV/Nd//RdeeuklvOtd78JvfvMb+P1nShaDwamLULfbLf1Mj8cDABgfzy1NVhy0EInHYXTdKE5TavI7DF+bjsMmL/1WFMBtE3tUxnL6jEKbiIo9Ki0ls92J7SiV7aHKVMz9bGG9R/e5HocV7XUeHE7pI7i3ZxRr51ROoHJkIpL2zmkox+Pn8EQE+3vHsKzJl9XANPE4WOex44/v3ZQMRt5+wQI8c2wIsdPR4zeuac56+0rleDanRp9RefXqFmkPVSo/pbKfUWXjflaezFzc9oyG0OgrjUAl9zMqBO5nM0eWONYVCCMaP5Ox1xkI48lDA7rX9Y+Hpb+DX+7swi9OD7k82D+OZU0+XLpUX/2baXp2qiqXLePv2yNkoAcno+kzKnvH0r6nbD8bCk4iLiQzNvkcaMmQVOc3sf3piFXCZguBCx6oDAaDeP/734+hoSFcfvnleOtb36p7zcqVK3Ul3Oeffz42btyIm2++Gc8//zzuv/9+3HbbbYXabDiFoKHH50ZDg1/62sGQ9iJ0UXOV4WvTiYt7EoBFLVPvVeMXLv5s1pw+o9BURbuj1ld7Sm676+tLa3uoMhViP3vvRR24+4mpCed+pw03vbpD2mfk7AW1mkDlwaFQyX0vp6P71Eja550eV9Y/7/GBIN7yo2fQPzYJv8uG/3v/BWg3OfDG1qO9YeZ329HYeCYwfEGDH99/hw2/39mF9QtqccM583LuN1ns49k6jwsOqyV5MmlRgA9esQwNdZ6ibhfNrGLvZzQ7cD8rL3NNFCuMxpWSO9/gfkaFwP1s+mQFpVFJ/GRfrz5RrX88gro6HyzC+fX3nzmuefzvfz6IGzbr2zINS4boGGmt92U8ztUJwULVasXQhL4CK+FwfxBOnwt+V/ob/6n72akJ7TbbrQoWz6vDwuZ+YHePdH1FAea31uj+nbLhFbbRYTK5o6CBykgkgg996EPYtWsXNmzYgK997WtZrW+1WnHrrbfi+eefx1//+ldNoDKRMTkxIU9bTWRcer3ZDSRIsAth5P7BMfT75f/IJweFi1Ar0N+f2yTd1ionugJnIvbnzfGjv38UqpCRMzIWzvkzCmlE6BERj0RKZrsVZerLPDAwWtQpuVTZCrmfvXNDG/xWoDsQxjVntSA0OoGQ5Ou2pFabif63wwMl872cCftPDqV9vntgFP212bXo+MGTR5LNuUdDUfzX1r347JVLTa3bM6DtK+O0KLp/79X1bqy+ZBEAYGgw+z40pXQ8e8fGufje08ehAvjgRYvgjscqav+azUppP6PKxf2sPE0GM2cc7T81jP45pRGw4X5GhcD9LDvDwQi+s+0Y+sfDeNuGuVg3tzr5XEjSe19GlnkZi6s4cGIQ9ULridGQ9j37xyal56wnB41bSoks0WjG816rsDP0jUygP03WZjSu4vcvnMDlyxqlz8v2swPC9VC9x4HBwTH4JVW8CR67FYM5XIdoCDNmhk2WzRcsUBmPx/HJT34Sf/nLX7BixQrcfffdcLnkTfbTSZSCi5PCW1tbsWfPHnR3d0vXSyxva8utL5ZY+j0ZVQ0PLmKPyia/M+cD0e0XtOOft+5HNKbinZvmodnvgqoCTsnU73I42Im94Fw2a8ltt6qi5LaJKk8h9jOrouCGdXM0nykjlnmfGgmhdzSMRl95DnARdQfSXyxNTMaz/l3c+7cTmse/frkbn/67JaZ6SQaFXqFue/6Og6VwPHvP5na8dmUzXDYLGny5/z2k0lUK+xlVPu5n5UXsuSbTORIqud8p9zMqBO5n5nzlzwexdW8fAGDbkSH84bZNqDqdoRea5jDhvtFJ1Hkyt56YjMZ15cu9o+ZLv31OW8bftXi87A6EdNmhC+s8OJISIH3i4AAuWyoPVCak7me9Ql/OxtPn5E1prvf8JrY9E1upT/3+53/+Z/zud79De3s7vv/976OqKrf+Z4FAAMCZDMqE5cuXAwD27NkjXS+xfNmyZTl9rsMmTiuS/wOPT0YxJqQCN4tl2ll4zYpmbH3v+fjDe8/DHRecSTvWBSrLZuq3djtdnPpNVHSL6r26P5A7TgWKtDUzL9PJRC5TzmUD644NGjeiTqULVJq4mCt3c2vcaKiQwDcREWXmtluR6dZdphuJRDR7RWLxZJASmBrA9dfDZ4ZNphtubIZsGrhManusxHYMTRgPuhGZmfrtEa4FTkiG27xxjXZo9FNHBqWl7nFVxW9e7sbXHz2gSaATMzQT/YHTDX6WtQzLljgg2uzvrSBRov/8z//E/fffj7a2NvzgBz9AfX19zu+1detWAND1sLz44osBAI899hgmJ7XR4v7+frzwwguorq42nDCeiTitKGLwDyxmUwJTTUqnw++y6SbiiRN9y2Xqt5hRyanfRMVntShYI0z53tFZOYFK2XE51USWN3picRU2Sa+Wp49NlVSoGW49isdBD4+DRERUYSyKorv4FnUGzE/OJaLZZW+PvuT45PBUAC8WVxGRZQ1kQZz8LSYSJOzr1W5Hn6Qku7UqfVZiJuIwnRPD2mNjlcuGy4ShPoFQFDskffjvfuoo/nnrfvzno/tx070vInz6OkefUWkmUDn9axSbRRhKbfL3lvdA5Q9/+EPcfffdaGxsxA9+8ANTpdc//OEP0dXVpVmmqip++tOf4kc/+hEURdEN4TnrrLOwfv16DAwM4Ctf+UpyeTQaxRe/+EVEIhFs2bIFdntuk0bNRoLFC+Iat10XVJwJLsnU73IgZn7m49+GiLJ3tlD+LfvDV64yTebLlFEZV1X85MVT+Nwf9uIvhwbQOxaW3sHcdngQ//boAVz4jafwrvtfMpw0HpzUHgdnQ0YlERHNPpmycboDoYw394ioNKmqiniW39+jA0E8dqAfgVDmjMSdkqSJROXqdLMpASR7zScYTdnerwtUal/ntlswr0bb7z+VmYxKb4aYSJ3HjpYqF5Y2auet/EUy0fzRfWeyUIcmInj+xDAA/c+baPHlc9pwXnut9HNrTA6+SUdM+IuaDFRmncv5+OOP49vf/nbycSQytZPdcMMNyWV33HEHLr74Yrzyyiv4t3/7NwDA3Llzcffdd0vf8/rrr8c555yTfHzvvffi3//937Fy5UrMnTsX4XAY+/fvx8mTJ2GxWPDZz34Wq1ev1r3PnXfeiRtvvBH33nsvnnnmGSxevBgvv/wyTpw4gXXr1k1rSriuR6XBP3CPUMKQLkI9HWKgsnxKv8UelSz9JioFa9uqNY/3944hOBnLmA1RDsTSbwVA6hE8U6DyFy914j8em5qe/tArvfjghfrpfwDwzLEh4NjUf7/cFcCXHt6P/7hW/7eKGZVERDQbZOpTORGJY2QiihrP9C+GiahwxsJRfPL/9uDZY8NYP7caX37DyoxBraePDuIffrUb0biKJp8D99+8AdVp1pFVd3WdzsIOz0DsQyz9HjBIMBAzKsXriiafE3VeeQWtAnPl094MmYuJXpoXdtRjf9+Zwc1/OTSAD1+0SNMjf1iYFj5wOkAp/ryNKVW//3b1Cnx32zH8YU8vhlPK2q9c3pRx2zMRE/6MKpNFWQcqBwcHsWPHDt3y1GWDg1O9AwKBQPIu2fbt27F9+3bpe27cuFETqLzlllvw1FNP4cCBAzh06BAikQiamprwhje8AVu2bMFZZ50lfZ/29nb8+te/xje+8Q08+eSTeOSRR9DW1oY77rgD733ve+Fw5F6CbRfK/CIGXw4xc2e6Zd9GnDbtzjwTX9ZCYOk3UWla1eqH1aIgdjpTMKYCu7oC2LhAfoetXKiqqit1WFDnxtGUfpITGVpn3Pf8Sc3jb/zliKnPfvLwIPb1jmFZk0+zPMjjIBERzQJeR+ZLza7REAOVRGXm97t78OyxYQDAiydH8NuXu3Hzxnlp1/nVzu5kRVLv2CT+fKAf157VKn2tqqrSjMpEX9sZCVTqMirlWZ77e8cRV1VYTgcDdfEevxN1Bscwn9OWXC+dTIkhienkFy6ux/eeOZ5cfnI4hKODE1hYPzW/RVVVjAvT0BOBR/HnTW0t6HXY8JGLO/CBVy/EtqNDONQ/juXNPpzfXpdx2zMRh+nkLVB53XXX4brrrjP12k2bNmHfvn3ZfgS2bNmCLVu2ZL0eMDX9+84778xp3XTESU9mS7/zllFp10/9LnWxuKrLROUwHaLS4LZbsazJhz3do8llOzrLP1A5MhHVncwsqPVoApWhDK0zuqbR7P+Hzx7HnVdreypPCD1wzExGJSIiKjdm+pt1jYSwotlfgK0hopny1dOVRgnffPJIxkClmImYrof8qZGQNMMxkVE5OQOBSrOl38FIDCeHQ5hfO1XeLSZANPkcqDXIDPWbKPsGMldXJQKhy5t8aPQ5NEHHJw8NJAOVwUgMYneqoYkIQpEYAiFtAFM27dtmteDCjnpc2JH7TBmRGEeLSNpnyTBKZJLuH9io9LtQgUpdj8rSz6iUBQOYSURUOtYKA3V2VsDkb/GYbFGAOTUuzbKJSBzf3XYUr//us/jAL1+WNsnO1Z/29+OIMC1wXMyoZKCSiIgqkKmMSk7+JpoVRsPaQJkYOEsly6YEgJFQFBOR2AyVfguBynHjvpmp5d+60m+/M1maLaoyOTU707EykVGpKApevUgbRHy568y/VaKHZ6rhiYi0b35Dnip/RQ6xR2W8hKZ+VwLxH9h0RmWaCVDTIZZ+h6Lxkm9GLZtM7rbxAp2oVIgDdV7uCiRLwctVjxB0rPc6dL1i/nZsCP/z9HH0jIbxzNEhfD+lpCI6zWbdKoB//PUuvP8XO/HNvxzGRCSmy6j0MLOciIgqUKa+a8CZDCkiqmxjQqByZMI4MGgUqASmjhkzMUh4cHxSMxzTKKMSEAKVulZ/TtQalH6bzajMdKysTwmErmnTZqCnbptY9g1MBSplA4AKVdElznopmanflUKcViSrrVdVtWil30DpZ1WK/SkBln4TlZKz5mgH6oxPxnCwf9zg1eVBdkwWM7nFnjS/3NGV/O+hNCdRRtbN1f47nhgO4dljw7j3uZP42p8PsUclERHNCj5mVBKVtUAoIr2Gz4UYqEyXUbkjTVVXVyCM8AxM/VYxFaxMMOpRCZjJqJQHKs1M/AZMlH57z7y/2Pu+KxBOBn2NMirFarFGn1MzgCefdLNeGKicWfoelfp/4LFwTDeUIV+BSqdkWnapByplGZWyn4OIiqPB68BcoSw63YlCOZBN5hNbZ8gkMtRlpRKiD120KHkse9emefj3q1fCbXAT5tljQ/qMSpZ+ExFRBWJGJVH5+uqfD+Kybz2N13/3WTxzdDC5PJcqznA0roufjITkgcGxcBSH0iRKdAdCMxb36NMEKo3P+ff3jkFVVUTjqq53ZpPPgVqD0m+/6dJvc8N0AGBhnUeXRLe/byqQKgaDAXnpd2OByr4B/dTvKAOVM0sfCdZ/OcTMHQXyJqUzwSUpmQ6VeqBSSNF22SwFi+QTkTlin8odp0aKtCUzQyzPkGVUyiTuSMoaeafy2K14+4Y5+MNtm/Cn952P2y9YiBqPHXdcsFD6+sDp3jqpmFFJRESVyExpIQOVRKXn6GAQD2zvBDB17vrfTx5NPjc+mX2GpdifEpjqNynzclcA6UJZXYHwjAzTAYD+lOuEdBmVg8EIBsYnMTg+CTHO1uQ3Lv02m1Fps1p0rQZTpfbAtFkt6Kj3ap7f1zsV2JUFKoeCEfSOGk/8zrdcp34zUGmSQ8jAkX05xEBlndehy8ScKeWYUcmLc6LSJ5Z/70jTI6YciMflJr/TMNsxVeLCKVOgcm6NC4qioMplR5XrzEnKW9bPwffeshbXntWieX0wEsMYMyqJiGgWEHtCA0C1cOE+Fo5hNE0JKBEV3l8ODmge7+sdSwaYZAG9dEE2ABiTfMeNelTu7RmTLk+YTkZlk5BJmNq7MdM5/8H+cV0ChN2qoMZth9tulV5fmM2oBNIP1BFLy8Xy70RpuiyIPD4Z090QylcynQynfueZvvRbFqgUd4D8RartVgVCkidCM9Q/Il/E0m/2pyQqPeJAnZ7RMLrLONtBLP1u9jvhNHGTJNEzayDNBEAAmFfrNnxu7Zxq3Hr+At1ycUARb9oQEVEl8kluxK1s8UMMaTCrkqi0iFlwwJlz4yFJiXRMTV8SLsuoHJ+MSYdWHhuaSLttXYFwTpWkCvQBvkTpdzga1wX5fELrioP9QfQKQ2kavQ5YTleIysq/zWZUAsatMqpdNl0saqlBoFKWUQkAB/q0wd9CTfwG9EHsCKd+zyz9MB39F1HccfPVnxKYGk0vln+XW0alixfnRCWnvc6j+6Narn0qVVXVHZebfA5TGZWJG0+ZelTOrTEOVALm7qRmaqBNRERUjmQZQm3VLk2/NUDbJ46ICq9/fBK/2tmFl04at3w6OTwVQJRlVMbiqnSGR8KYZBo1AAQkgbXjg0HN4/XCkMruQCin0u86rwMtVdpe/InSb1l/yo3zazWPD/aPSwfpJN9fUv7td8lLwmVWtfily9cIbbkAYFmTtvT72GAQIUnVVsKJYe3NoJY8xqlEYpCVPSpnmJmMSjEQl02qby7E8m+xB2SpETMqmUVEVHosioKzxD6VZVr+PTIR1d3AMduj8kxGZfqLp/kZApVOm0V3o0vE0m8iIqpEYkYSMDXEQbxGGjfIAiKi/BuZiOBtP3oBX3rkAG59YAceeqVX2o7hTKBSfm4sDotMZdTeITAhCVQKGZWbFmgDhn1jkzn1yWz0OnRDZBKl34PC+b7dqmCtUGV2WBaoTCmhrnXrg5JVWcSD/vGSDly+tBFzql1oq3KirdqFixfX41OXL9G9dkmjT5OZHlenAqlmj6XNQsA2n2wmZr1I18vHxlQicVqR7B9YjOyLfS1nmstuAVK+x7Kp2qVENkyHiErP2rYq/PXwmel+5TpQR+xPaVGABp8TEyaOld0mA5Vza9P/oVcUBX6nLW2DbmaXExFRJZJlVNa67bobdMEcgg5ENDN+u6sbQyn9Ir/wx724/uw23esSWXlG57TjkShqIM8gNCpJFid/D09EdEN2NrXX4q6njiYfqwBOZCgPl2n0OXRDZJI96YWfqdZtx5JGbdbi4YEg5lRrExS0GZX6cmp/FqXftR4H7rx6hanXehxWzK91a8rk9/WOGWZUivJZ+SsyE0eTYaTIJJtFzKjUp6yKWZaygTczSXz/0i/9ZkYlUTlYKwzUOdg/bniCUcp6hIbXDV4HbBbFVOl392jixCV9oHJehoxKIH12vdNm0d1pJCIiqgSynmtuh1UfqCzxPvtEleyxA/2axzF1atK3KJlRaXATP90Nh9Gw/DkxKClmU9osCpY1+XRtko4NacvDZcRA48WLG9Be59F9XigS0/1M9V4HOhq064ejcWwXkjdSMzRrJKXf2fSozJZsoI6ZjEq7VZGWqeeLbpgOS79nlq4JqCyjUvhHF6PHM03sUVn6pd9ij0rufkSlaGWLX1OuHFeBXV3lV/4tm/gNmMtgNJNRuaDWrbszK5PuJIU3bIiIqFLJpn7XexzwCoHKXMo4iWhmyIZMyobfJAKVQwbTutMHKg1Kv4WMymNCf8q5NS7YLApaqrQZgEcHM2dUnjOvBt+6fg3etLYVn7tyKa5e3YzFjV5dyfShgaAuS7TO4zj9P21AT7wuaM7UozKPrQD1gUpziSXNfmdyAFAhiIOZopz6PbMcNu0/sKyBa6FLv8s9o5LljkSlyWmzYHmTtqHzr1/uLvljjEg28Rsw13aif3wSwxMR3XHrk5cvxvImH9a0VuGLr10OxcQf+nRlHx7esCEiogrltluxovnMxXSD14H1c6t1gUqWfhMVj+y8WJZReWokhFhcNSz9TpcZbVj6PZE+o3J+7VQGZKvQU3HYIFiaqtptw8YFtfjk5UvwhtUtUBQFbvtUyXSq/b1jur6biaCjmFUpSh1KUysJVMpu1swUMVB5qH9cl6EqU8iyb0BS+m1y6jd7VJpk0/0DZy79zntGpXCBW249Kt3sUUlUstbOqcLLKVmUf9rfj+ND23Hn61dggVA2Uap6x+QNr502CxRM9bhJZ0/3qG7Za1Y0401r9X170kl3N9XNQTpERFTB/um1y/H1Jw4jHI3j9le1w2a1wCP0rmSgkqh4ZIHK7kBItywSU9E7Fk5b+v3TF0/hD3t6sLTRh49csijZp9YoUClmVOoDlVNBRTGj0owqg4nbSxp9mt6O+3vHdAG+utMVU4sbvHju+LD0fapdNixNCRaKPSqrXDZY89jeSQxUhqNxHOgbz7heISd+A9ANFWXp9wwzU/otZhvlfZhOmZV+i9O+mFFJVLouXlyvW3agbxy3/Wxn2VxQiOUZiT4yiqKYaj2xu0sbqPTY9X21zEgXqBR77hAREVWS9joP/vPa1fj2m8/CmrapKbri39LxyfLrg01UKWSl371j8mDkyeEJw9LvZ48N4WuPHcIrPWP4za5ufOepY8nnjEq/xQCh2HtywelApZhRaUa1QUXT0iZtluT+vnHDjMrFaTIqr1zepOm/uLatSnPOf357rWy1GVPjscMn6QOcSSEnfgOAXZj1EmWgcmaJ/8BmSr+d1vzW/pdi6fcPnj2Oq+5+Bu/+yUvJPhYAoKqqrvlsaw53RoioMNbOqcbnrliqO84MjE/i+RPDxdmoLA2JE/xSSjLM9IbcLWRUNvgy96OUSVf6zR6VREQ027BHJVHpyCYgdGQgKC0LB4BH9vVpHv/kxVPJfoSjIYNhOqdLv+Oqiriq6qZ5z69LBCqzjxtUu+UZlUuFTMQDfWPoHxMDlVPn/B0NxlVkr1/drHnsslvxnRvPwutWNWPLOXPxycuXZL3N2aqXTBrPpNCl33Zbbj0qWfptkn6suonS73xnVJZY6ffhgXF8+69HAUwFM+5+6ij+5XUrAExNDe4TDgAbF+T3LgMRTc8b1rRgZasfH/rly5o7q2JZRqkS7/jWpvwxn8roTt/fRhwgVJ/jhLy0GZUs/SYiollGrCYol0oNokqUTbLTzk7j4ZpjksneO06NYMO8GsPS7+7RED784C48e2wI7XUe3XDiRI9KsazajBqD0u9lwjTwiUhcUwo+9XlT6y5q8ErbRXU0eLBcCHgCU2XlX7hqWdbbmqt6r0O37ZkUvPTbkltMjBmVJonTisSgpGxZvntUOoXS72JnVP7khVOax1v3nrmrsu3IkOa5tmpXMpWbiErX4gYvNgk3FY4LZRmlSFX1zb5Tp/GZGagjlqPUm5jwLcOp30RERGd4nQxUEpWKbGIIL6cJVMo8dqAfgHHp966uUTx1ZBDRuIqD/dr+il6HNZkkUGOQHZlOtVt+/l3v1U/zFiV6VLrtVumQnNetbDY1UDPfcrk2KXhGZY5VxgxUmmTXZVSaKP3Oe49KIaOyyD0q0x3kth0Z1Dze3F5bEl9uIspsnnBTQSzLKEWj4ShiQmlBrTu70m9RroFKZlQSERGdoRumk2ZaMBHlVzaBys5AOPOLUjxxcACqqhoGKtOZX+tOxgtqcqhqMhqmoygKljbqsyFTpVZRyc7jX7OiKevtyYfyCFQyozKvxOzIyZgKVdVeBItf8lx/KWaJpd/FzqiUBWbjqoqxcBQ7hLsv5y+sK9RmEdE0idnP5VD6LfanBLR3Y90mhumIcg5UMqOSiIgoyWtnj0qiUhHOY7JT92gYu7pGc4pTzE+5/qhJcy4tY7cqac/1xYE6qayKtr/la1dqe1G+amEdGnylMWsj27ZUfqcNvjQJFPnAjMo8E0u/AX0jULGnQr4zKsXS72L3qJRN8R4Px/Dc8WFNZpPdquCceTUF3DIimo5Ef5iE3rFJTJR49oMYqPQ6rJpjlOx4lQkzKomIiKZPN/U7h2wrIpoZoTwnO/3f7u6c1luQcv1hs1rSnk+Lql32tNWb6TIqV7b4YUlZ97q1rclrAK/Dig9etND0duRbttcmhc6mBHJP3uMwHZNk/SYnY3HNP7xY+p3vHpWlVvotC8yOhCK6su+z51Tz4pyojMytcemWnRia0E3NA4Bjg0Hs7h7F2XOq0VatX69QBnWDdLR3HF22AgYq09wFFgcKEBERVTrxOiAUjSMWV2G1sC0UUaHlPVC5qyen9RbUaSu6atw20yXkRv0pE2TXMACgALhtc7vwuXb8+t3nYmdnAEsbfTmVoedLXZbXJi05TE+fLgYq80z2DxyJqkDKvlHoqd9iYLDYpd+yrN5AKIqnj2oH6Wxm2TdRWXHZrWj2O9EzeqYvzXFJoHJP9yje88AOhKNxeB1W/OBt67Cw3iO+XUEMBSc1j2uFJty5lH435DBxEEifUenmTRsiIpplvJK/fRORWMFLEoko/zEEsQrVrPm1YqDSgRPDIVPrVhv0pzR674RbNs3DpvZa3XKX3YqNC/TLiy3ba5NiZFRaFUgnp2fC0m+TZEkvqYHJWFzVfQmdee9RWVql32LpOwDs7h7VBDcAYPPC0vuSE1F64h/0E8P6PpV/2NOTPNkZn4zh4b29Bdk2GbH0u1b4Q55b6Xdud1B9ThuMckSYUUlERLONrLKKfSqJiqPYyU4yc2tcWCyUZ9ekyZKsEqqXxMciq0XBmtYqzbJ1c6pwq5BNWeqyvTYpRqBSUZScEvgYqDTJqPQ7QTYFvPAZlcX9Ay+WvgPA/t4xzeMqlw0L64qTYUVEuRMDlcckA3V6x7RZjIOSgTaFog9UmsuoXDe3WrpcAVCTY0alRVEMs0Q4TIeIiGYbceo3AAQZqCQqikwxhFyHoWTr0iUNuHpVM65Y1oivvHEVbEIrCPFcPlWNUDlV7c4cwLvp3LlIfMScahf+5XUrdJ9Z6mo8DsNkCJlilH4DyOnflfn1JklLv1MyCGV3Ihx5/lKLdyNHw8X9Ax+WBGvFYEa915G2sS0RlSYxUHl8UB+oFPvGBIs4cEcMkoql30Y9Kv/flUvx308ewZ/292uW13sd0zp58Tut0r46HgfvFxIR0exisyhw2iya66fgJAfqEBVDpozK685qxXPHh3F4IJjX7dgwrwY3rGszfF4MRqZaVO/B8ZS4w7waeWl3qkuXNOD+mzfg5PAENsyrKcvWEzaLglqP3XRySIu/OPMDpmJp2V0X8grJJKtF0fVgTM2oFPtTAvnPqKwT7iqMTEQ007ULTZZReWxQe0ATgwVEVB7EP/iy0u+xkBCoLGJ2xPCE0KNSHKZjkFHZ7HfiztevwKf/bokma/3yZY3T2h6/Qa8cln4TEdFsJPapHGNGJVHBxeKqJvlKptplx22bF+R9WxbWpw8upgtUvvnsNjT5piqf5tW48LqVTaY+s6PBi4sWN5RlkDIhm2GfxSj9BnJL4Cvf30gR2K0WxKLycm95RmV+A5VizzUVwPBEJOfJtNMlC9aK0X0xuEpE5UHMqByeiGBkIqIprSjljMo64XgpK7n22K3J7Plrz2rFufNr8Mc9vaj3OfDG1S3T2h6/Ux6Q5DAdIiKajTwOq+ZvNUu/iQpPdv0u8rlsuHhJA1qrnOgKhDO+PlftGdrDpQtUdjR48cA7z0FXIIR5Ne6cetGXq3qPAwcwrlte53VgcPxM4oYCJIO5hWbLIS7GjMosiBmS2h6V+jsR+c6olH1Zxb5shWSmEW+6AwwRla451S5dVrmYVTkmBConinjRoetRKZZ+SzIqxcbbc2vcuHXzAlx3Vius0+xZw4xKIiKiM8S/fwxUEhVeyERSQZXTBoui4B8v6TD9vtlm7nkdVjRkSLZK16PSabPA57RhSaNvVgUpAeOBOgsbvJrHjT5HTgHDmWDP4TqKgcosiH0qI9EzwUmx7NluVWDJcy9Gm0VBtXBhPRicNHh1/slKv0ViVhMRlQeb1YK2am1fk9ReMKqqlkxGZSyuYngi0zAd/UlMpgmB01HFYTpERERJYuk3p34TFZ6ZRCP/6fPjCzvqcdWKMyXVb1rbarjOonqP7jueTnudJ+Mci3QJT+KQ4dnEqJr271Y2w5Xy73Lx4oZCbZJOLgl8LP3Oglhbn5pRKQ6SyXfZd0Kdx4GRlL5wxcyoNJM6XsPSb6KyNb/WgxPDoeTj1EBlMBKD2CK3WBmVgVAEYo672HZCdrfVzITAXBn1vhGHohEREc0GXuHvIofpEBVeyEyg8vR3VVEUfOGqZbhmTQtsFgWrW6vwyx1d0nWq3XbMr3XjlZ4x3XN1kuEv7fXpy74B40ClRcltqnSlMApUttW48f23nY2fbe9Es9+JLefMLfCWncGp33mmy6hMHaYTLU6gstZjx5HBM48HJ0q79Js9KonK1/xaN546cubx3p4xxFUVFkXBaEh/gTFRpIxK2eQ78eTGJbmzJ2aozyRZtqbNouj+rhAREc0GutLvIva1JpqtssmoBKYGDG+YV5N87LJZpMHOapcNC+o80kDlnGqXPlBZm3lKt1Gg0mmzZMzGrGT1BhWrfpcNy+rd+OwVSwu8RXq5XO/wCikLYvBxMqUvpS6jskDpx2IpdWrD1EIzlVHJHpVEZWuecBLx1JFBvPsnL+Fg3zjGwvoLjGJddIiZ5VUum64ni7z0u7AZlcymJCKi2Ur8GzguOY8govwyE6g0al8EGJ/LVrvsWGAQfBRbSQHAQhMZlV6HFXbJ9OhCJYiVKqOMyny2tMpWLlO/Z/dvNUviFyNdRmWh+iSIGYpFLf1mj0qiirayxa9btqtrFH//05dwsF8/bS4SUzXHyUIRe/WKg3QAeaDSqDx7JshOFtifkoiIZitdoJIZlUQFF46aGKaTJuBl1Iey6nRGpYwsccnotakURZGuO5v7UwLGgUqjQZ7FwKnfeSZG6yOaqd/FK/1OVcxhOmbuyMgCBkRUHlY2+/Dms9t0y8cnY3jolV7pOoWc4tkzGsbzx4fRN6Y9DspaTsimfudyt88svyyjkoFKIiKapcQAR+r5QjSu4pWeURyS3AQlopkTiqS/frdZlLSBQKOb7tVu44zK9XOrIZ5xz5VkWcowUKlnNPU7nwkY2cpl6nfpbH0ZsNvSlH6LPSqLlVFZxB6Vqf8eMhYFqHJzlyMqV4qi4OOXLcZFHfX4p6370JsSEDwyIL+YmIjE8jqkJuGpw4P4yK926YboAECNJJPbbdOfWOXzuO2XZVSy9JuIiGYpj0M+TEdVVXzxoX3JG6AfvmgR3l7EIRBEuVBVFc+fGEY0rmLTglpYSrSHYqZEoyqXLW3/x3QZlfMNApUL6jx4w+oW/GZXNwDg/a9eaDrjTh6onN3n07JkCGDq2iM8VhpDyjj1O8/EbBtN6bcuo7IwB6NasUdlCZd+17jtJXuQJiLzNrXX4tUd9ZpJf12BsPS1hehTqaoq/uPxQ9IgJWA+ozKfd2Rl/X08km0gIiKaDYwyKrcdHdJUafzobyfwtg1zZvWwDCo///H4Yfz0xVMAgCuXN+JfXreiyFsklylQaRQESxBvOCRUu+1w2a3w2K26awG/04bPXLEEbzq7FU6bBYvqvaa3lxmVekbHRq/DBvnVWeHlMvV7dv9Ws6QfpnPmi63LqCxQ6be+R2URS78z9KITy9SJqHyJbRyMgoQTBSj93t87juNDE4bPy1pOyE5q8tkz0scelURERElioHL89PnCfz1+SLN8aCLCieBUVsLReDJICQBb9/ahOxAq4hYZy9SjUlYRlMqw9Pv0enWSsmT/6SzNFc3+rIKUgPycvlCVrOXGkkNwMF849TvPbBbj0m8xm7BQXxgxo3IiEsdEEf6YR+MqYvH0pd/sT0lUOcRjj5FCXFw8vE/eHzNBdpNEURQsaTxzcmS3KrhkScOMb1uCtEclS7+JiGiW0g3TmYzh2GAQRwf1Nx6LOSyUKFtjYX257aGBYBG2JLPQNDMqjUq/q08PcpEN0nVNI07CjEq5AhXz5iyXJD7+VrPgsAml31Hj0u9iTf0GijNQx8xkX7OBDSIqfbJjj0xwMr9Tv1VVxSP7+tK+xujY8w8Xd6DJ54DHbsVHLu6QnvzMFKfNovu7wIxKIiKarcRAZXAyhp9t75S+loFKKieypKFwiWYFm+lRmY7sprtFAbzOqeWy64XptHGokbyfs0CVrKWs1Pt02nOIpLJHZRbElNVJTY9KbTZhoUq/vQ4rHFZF8/lDwQjmVMub1+YLJ34TzS5mWzkEI/lt4ryra9SwP2aCUVD1nPk1+P1t5+Vjs6T8ThvC0TM3kphRSUREs5XXrr0MHQ1H8X+7u6WvLeawUKJsyQKVM1Fh9Of9fXjs4ADWtFbh+rNbs5r90DsaxvefOQ5FAf7+/AVo8E7dxJ9uj0rZYMgq15m5FG/fMBePHxxIPreqxW96m2WYUSnnsltKukWGWJlsBn+rWRCDj5ESKP1WFKUkBupkGqQDsEclUSWRlXLI5LtH5cMZsikB+UlNMYh9fjzMqCQiollKdrNuIiK/nihmD36ibAUl577TzQrecWoEn/i/V/DQK734yp8P4ne7ekyvOzIRwS33b8eDO7vwyx1d+NhvdiefCxl85xIy9aj0Ss5lU7Mw186pSrZWctoseNd5801vt4zZvvOzzUcvXax5fPXq5iJtiZxYmWwGMyqzIKasTqad+l24L0ydx46e0TMZRcX4Yy7+/DIMVBJVDvMZlfkr/Y7FVTxqIlBptkw938S70syoJCKi2SpRGmpGMZIwiHIly6gcnmZW8N3bjmke//PD+/GGNS2m1v3iQ/vQO3YmPrCraxSBUARVLnvmYToZp37rv8eJ/pTAVFLVl69egWNDE6h22abdCk6WfGAr9QaNBXBRRz3OnV+D544Po8XvxE3nzC32JmnYc8ioZKAyC/qMyuJP/Qb0AYNi/DE3VfrNHpVEFaPKZYNVAWLpZ2jlNaNyZ2cA/ePaGzNehzU5OTShylUagcrlTT7s7AwkHy9uzG7SIRERUaXIpqpgukEeokKS3aSf7vX59pMjGV/TNxZG72gYy5r9sJ2e+PzIvj48eXhQv42TsdOBypnvUVnt1q6jKAra6zyZNt8UWY/KTFmhs4HDZsG3rl+DgfFJ+F12uOyllWWaSzC5tH6CEicGH9NN/XbmkN6aq5Io/TaTUVki5ZdENH0WRUGNiZsP+eyXsq93TPN4Ub0HX756pWbZnGoXrJbSuNO65dy5WNPqh9NmwbVnteDc+bXF3iQiIqKicNospifVMqOSyonsJv10g+2ZBsY8fXQQ137/Obzz/pdw609fQjQWR//4JL786AHp6xPBvUyByrZqV9rnZTccqjMEN6ejRvLesgzW2UhRFDT4nCVZCp9LEh8zKrMgln5H0pV+F3AHqRfuLBSl9Js9KolmnTqPHQPj6Y83+Tx56BwJaR4vafRi44IaXNRRjycODcCiALdsmpe3z89WS5UL97xtXbE3g4iIqOgURYHHYcNoOPPQvWEGKqmMyG7STzfY7rSlH5byg2dPJIOOu7pGse3oEHZ1BTASkn+/Jk6XfIuBytWtfhzoG0c4GsfZc6qwfm5N2u2SZVTms5LJJgl4yXqCUmnh1O88E4OPqcG5YvaoLIWMSk79Jpp9zHyn83nyIAYq26pdUBQFX3njSuzpGUO1y4a5Ne68fT4RERHlzuOwmgpUDnKYDpURaUblNPdhWZZcNK7CZlGgqir2C1VGxwaD2N01aryNEXmg8rKljbjz9SswEIxgeZMvY1WS10Tpd74xo7L0yQLMGdfJw3ZULHuaHpX60u/CDtNJNd2pYrnIVPpttSgZp4YRUXkxkyU93UDlKz2j+NaTR6CqwAcvXIRlzb7kc50BIVBZNVWeoigKVrX4p/W5RERElF9GQ+WafA7N8A/2qKRykq+MStHIRAT13qnvitifvWc0rBm2K0qUfoeEYToumwUtVS60VKUv+U5wFzijUoY930ufgz0q80v8B07tURmOaidKiEHNfNIP0ym90u8atx0WpTT6xBHRzDAzIGs6PSqjsTg++ds9ePbYMP52fBjv+8XOZPmXqqrSjEoiIiIqDz6DQOW582s0jweDEahqhul9RCVCluEXisanlfknays3dDqAf2RgXPdc5kClPKMy22SrQveoBIA7LmjXPN5yTum0eSK5XKZ+M1CZBTH4OJmmR2VBMyrd2mDB8EQE8QL/MQ9nyKgUsz6JqPyZ+V5P56Rs+6kRdAbOnGSNhKK4e9tRAEAgFNXdPWagkoiIqHwYZVSeIwQqo3FV9zefqFQZVRNNp+pRlhQ0kghUDk7ontvfN45QmkSixHPia7KNYXgd+qBkdZ4zKm86Zy7ed0E7rlrRhP9+0xrMq2Wbp1LHHpV5JvadjMTiCEVicNmtuoNHYXtUag8GcXXqwGUm22mmmMmoJKLKku8elX85NKhb9uCOLly7phVxaG/GWBSgxe/M+bOIiIiosDySIAcAnDOvRrdsMBiBz8lLVyp9RjfphyYimFOT2011WYVSIvB5dCCoe06sOhIZ9ah02uQ3D4xIS7/z3KPSbrXgnZvm5/UzaGblUm3MjMosiP/ARwcn8OpvPIWP/GqXrhF0Iad+y/rEFXqgjlj6LmJGJVHlMXMzJNeMSlVV8ZdDA/rlAL7y54M4Naw9AWv2O3Nq1ExERETFIcuobPA60FLlgku4lhriQB0qE8YZlbnvw7L3TFf6ncnE6R6VYqBS/N5lYrMoOKutKvm4xm1HRz17RpIWMyrzzGGT/wP/9bA+68dZwAtmu9WCKpcNgdCZYGmhB+pkGqbDjEqiymPmBkSuGZWHBoKGd4N3dAYQiWtvjrDsm4iIqLx4Jf3tFjdMBTnqPHZN+xfZtU0sruKPr/RgcDyCq1c3F7SajMiIYUZljtfnqqpK3zPRt11W+p3JmR6V2vfNpX3dF65ahv964jAmIjHctnlBQRO2qDzkklHJQGUWsinnthsENfOl1m3XBCofO9CPlS1+w94vMy1T6XcdTxyIKo6Zqd+5ZlQ+KcmmTLWne1TzuM3kdEIiIiIqDbLrlI7Tgcoaj0MbqJRM/v7GXw7j/hdOAQB+ubMLv3zXubBZOLyTiisYkV8XZwpU9o2F8fOXOuF32nD92W1wnw7kh6NxxCXFi0MTEQwHIxiWfDcyMcyotGcfUJpX68bXrlmV9Xo0e7D0O89aqsz3PytkRiWgz2z62UudeOP3/oYXTgwX5PMzDdNp8DJQSVRpzNyAmIypiGY4PsiIZd+yqYKpmFFJRERUXuSBSg8A/bWNLMiTCFICUz35nj06NMNbSJS9CaPS7zQBxWhcxd//5CX84NkT+MZfjuBLjxw4835pMjSPDOr7U5oRjsYQi6uIxLQR0Gx7VBKZkUvpNwOVWZhT7cbrVjWbem2hU55Xt1bplg1PRPDPW/dDLcAE8HQZlU6bBRd01OV9G4iosNx2i6kSEVkD8HT6xyexq0ubMfmPl3akXYeBSiIiovJiVfQXr4sbT2dUCm2jxCCPLHizv29sBreOKDdG573pApW7uwKaDOKHXulN7uNG7zc8MZlTf0pg6vsjZlMCuZV+E2VitzCjMu++cNUy/OQdG7DlnLlpX1fIqd8A8K7z5uOijnrd8lMjIYxPY+quWWKg8po1LfjX1y3Hu8+bj/u2rGfpN1EFUhQlL30q/ypkU3odVrxmRVPaYOQcBiqJiIjKSu9YWLdsYZ1RRqV2EElPQL+uO0P1BVEh5DJM59iQvs/k7tM37Scm5QlBwxNR0/0p2+vcmsehSFzXnxJgoJLygxmVBbK4wZvsn2Kk0F9yn9OGr16zCt97y1rdc4UYrCOWfjttFlyxvAnvfVU72k+fcBBR5TE3+Tu70u9njw1rHm9eWAe71YJ1c6sN12FGJRERUXl5tZBkoQBwnQ426jIqheuZnlF9oDKSQ6sZopmkqqpxRmWaa/IRSbblzs4AgPQZmkcHzJV+i9fjzKikQmKPygLyu9LPISrWtKuz2qp0B5h0aeYzRcyo5EGOaHYwlVGZZen3nh5t2ffG+TUAgPVz5IFKh1VBPfvgEhERlZUNc6uxqP5MAOWzVy5N/rdYjSVez8gClamDRYmKIRJTEZNNvkH6QKVsf97ROQLAuOfl8EQEh02Wfi8QA5XROEKSQKWL1/CUB44cMio59TtHVc4MgcoCl34nKIqCGrddc7DLR0ZlNBbHVx87hEf39WFli193oCvWz09EhVXrNjH5O4vS7+FgBJ0jIc2ylS1+ADDMqGytcsEi6XNFREREpctmteCHb1+Hvx0bQrPfieXN/uRzNRmG6fRIysZHwwxUUnGluzk/NBExnB0hC1S+3DmKuKpi3OA9Y3EVvWPG5eQJNouCNmEocFiSUWm1KLDxGp7yIJf9ioHKHGXMqCzil7xWCFQOT2Q+gGXrr4cH8csdXQCApyUT9oqVUUpEhWWm9DubjEoxm9Jps2DR6VYbc2tcaPA60D+uPaax7JuIiKg8ue1WXLS4Qbdc16PydJBHOX1jkhmVVIqMJnQDQDgaN2yHJAs4joajODIQzOqGv0yz3wm3Q9u/dSISR0jYVmZTUr7k0qMy60Dlrl27sG3boJt31wAAYONJREFUNuzcuRM7d+5ET08PAGDfvn1p13vwwQdx//3349ChQ7Db7Vi7di1uv/12rF+/3nCdF154AXfffTd27NiBSCSCjo4O3HTTTbjmmmsM1+nu7sbXv/51PPnkkxgZGUFbWxte97rX4bbbboPT6TRcL1tVGQKVufwyZkqmO5AzQQwmiFj6TTQ7yEq/LQqQWvWSzTCdV4Rjy9JGH2yWqeOpoihYN7caj+zr07yGgUoiIqLKIlZsxOIqRsNRVLmmlssClaMMVFKRZTrnHQpOYr5kuWx/Bqb6VEYNSslFspv5wOlApU0bqAxF9RmVvH6nfMkliS/rNb797W/ja1/7Gh555JFkkDKTf/3Xf8WnPvUpHDhwAOeffz7WrFmDbdu24aabbsKjjz4qXWfr1q3YsmULnnzySSxbtgyvfvWrcezYMXziE5/Al7/8Zek6x44dwzXXXIMHH3wQtbW1uOyyyxCLxfCtb30L73znOzE5OXOZhf40pd9OmyV5t68YxD/swxMz/0d7OEPfS5Z+E80OtZJAZYPQLzKrjMruMc3jlS0+zWNZ+TcnfhMREVUWcZgOALzcNYpjg1PDQ6QZlSz9piJLl1EJyGdHRGJxDEoCjACwozNgOqPyrLYqaYyi2e+E267PqGSgkgolkXSS1TrZrnD22Wdj2bJlWLNmDdasWYNLL700bQBw27ZtuPfee1FTU4MHHngA7e3tAIDt27djy5Yt+NSnPoWNGzeiqqoquc7w8DA+/elPIxaL4Zvf/CauuOIKAEB/fz/e9ra34Z577sHFF1+MTZs2aT7rk5/8JIaGhrBlyxZ89rOfBQBEo1F8+MMfxiOPPILvfOc7+MAHPpDtjyzlslvhsCqYjOnvcBQ7SCcGDvJR+j2SIfjJ0m+i2UGWUdnsd2pKWLIpWREzKhP9KRNkgcp0N46IiIio/LjsVngdVoynnEN8+MFdAICbz52HXmlGZf4HiFJlGg1Fsb9vDB31Xl11YjYyZ1Tq99HesTCMciZf7gygxW+uKnR1qx/HhoK6Xq3Nfidcdu21eUjSo5KBSsoXRVFgsyims4OBHDIq3/Oe9+BDH/oQLr30UjQ2NmZ8/Q9+8AMAwO23354MUgLAunXr8Ja3vAWBQAC/+MUvNOv8/Oc/x9jYGC677LJkkBIAGhoa8LGPfUzzvgk7d+7Eiy++iPr6enz84x9PLrfZbPjCF74Au92O//3f/0U0OnN32vwu+UGs2EE68Q5kPqZ+Z8qodDKjkmhWaPBpT56cNotuArfZjMq+sTD6hB49K5u1gcpF9R5dcHStwTRwIiIiKl+yrEoAuPe5E5oAZgJ7VFIuTo1M4Lp7nsN7f7YTN/7oeRwfmsj5vTJlVA5KApVGZd8AcHxoAqeEIZNGVrb40SwJarZUOeESMirlgUrta4hmUrbJfHmNJoVCITzzzDMAgKuuukr3fGLZY489pln+xBNPAACuvPJK3ToXXXQRnE4ntm3bhnD4zJf68ccfBwBccsklcDi0F8kNDQ3YsGEDRkZG8MILL+T+AwmMJn/nMn59JukClXnoUTmS4Y5lsYO1RFQYHfUedDR4ko8vX9oAj9iw22RG5Z5ubTal12HF/Dq3ZplFUfD+Vy+E9XQJwWtWNGFhvQdERERUWWRVG+mMhqOIG0xVJjLyP08fTybhDAYj+P0ec+3tZDLdnJddl6cLVALA347pB9eKLAqwolkeqGz2O3WDcmIqMCZkXnKYDuVTtjNc8lovd+TIEUxOTqKurg4tLS2651euXAlAP4hn7969AIBVq1bp1nE4HFiyZAl27dqFI0eOYPny5Zp1Eu8p+6xnnnkG+/bt05WM58po8nfRS791PSrzkVHJ0m8imkrl/+6Na/Grnd3wOKy4dk0LvvrYIc1rMp20vXhyGIf6g9h+ckSzfEWzDxZJv9+rV7fg3Pk1GJ+MYRGDlERERBXJKKPSSFydKr31sSUMZeH3u7WByXueOY7bX9We03tlujk/FNS3ZOsJpA9UyrIwRQvrPfA4rIaBSrFHJaCPEbD0m/LJlmWMLK9H8c7OTgCQBikBwOPxoKqqCiMjIxgbG4PP58PY2BhGR0fTrtfS0oJdu3ahs7MzGajs6urKuE7qNs0Eo8nfxQ7SiT0qZzqjUlVVjLD0m4hOq3LZ8Y6N85KPPbqG3cYnbX/Y04PP/3Gf9LkVQtl3qpYqDtAhIiKqZG05DMsLhKIMVNK0WHMY/JEQjMTTPi9ryZYpo9KMVad7uhsFKmUYqKRCyrbqOK9H8WBwaiqby2X8R8btdiMQCGB8fBw+nw/j4+PJ54zWc7unSgFTX5v4rMRzIo/Ho1snG7Ih3kYZlVNTv3P6mBkhBipD0TjC0ZiuN0WuxidjGRuhOu3F/TfIRWJ7y227qbzMhv3M69Qea4KTMcOf91c7uwzfZ1Wrv6L/nfJpNuxnVHzcz6gQuJ/NXm9Y04Lf7e6R9qM0MhqO5rSvcD+bnWTTttuqnDnvB5l6VCaCg6nv3zs2/cG3iXPmVuFGvtdhRZXLJr12HxF6urrsVu7/FaIUj2f2UsqorCT19frMnuYaecmh12VHQ4NxJlC+2T36AK/idqKhRh7EzdbEYDDja5rqfUX9N5gO2e+aaKZV8n7WIBwbo1AMjwc9aU7OXrWiBQ11LO2ejkrez6h0cD+jQuB+Nvs0NPix9SPV2HUqgOYqJ6799raM61ic07sO4342u+wf7tcta6xy5b4PZRhIMx6dChim7mcDQmbjmjnVePmUth1SJq9a3oKGBj8urfGi+aF9yXLy15/VhsbGqqlNE6YuB2Pa7M8qr7Nsr99JrpSOZy5HdklzeQ1UJrIYQyHjSVUTE1NTtbxer+b/E+v5fL6M66R+VuI5USLjMnWdbAwMjELszWxX5andiqqiv39U+lwhqKoKq0VBLOVAdPjkEJwzNPH8cFfmn21iLIT+/vJKH1eUqS+z7HdNNFNmw36mRrTHmpHxsPSYGFdV9Abkfx+a/U64YtGiHkvL2WzYz6j4uJ9RIXA/m91cAM5p8UJVVVS7bLosMNGJ3gD6a+SlrulwP5udXjysD1SOhSI5n38OjGhjEfVeBwZSsjYHR6fOe1P3s1PClPHF9e6sApVOmwUNNiS3+ftvWYufbe9ErceOG9fNSS532iyIpmQn94nTxGMxnndXiFI8nmUbGcproLKtrQ0A0N3dLX0+GAwiEAiguro6GZD0+Xzw+/0YHR1Fd3c3Fi9erFsv8X6J9weA1tZW7Nmzx/CzZOtkQ1Wh+yUb9T9xWC1F3iEU1Ljt2oNiMDJj22RmOI/dqpTMlyJbst810Uyr5P3MLdxNDkZi0p91YDyCmGS5x27FP1y8CED5HkdKRSXvZ1Q6uJ9RIXA/m+0UrGj245kME5ADE9Fp7Sfcz2aXQ/36tnATk/LzVjOCQpuC1iqn5po8EWhP7GehSEx3bb282Q9AHtOQmV/rhtVyJv7Q7HfhAxcuSj6fWO62WzVtFGQ9KrnvV5ZSOp7Zs+z9mteUt4ULF8LhcGBwcBA9PT265/fs2QMAWLZsmWZ5YkDO7t27detEIhEcOHAATqcTCxcu1K2TeE+znzUdhsN0SmCQTD4nf5t5Lw7TIZq93EJqv9EExP4xbfNwqwI8cvv5+P1tm3Dp0sa8bR8RERGVn5Ut+ko70Wh4ZirIaHY41K9vaZZpIE46Yo/KFr+2JdtoKKqpepT1p1zRnHk/TzXH5NApl117fa7rUclhOpRH2U79zuve6HK5cN555wEA/vjHP+qef+ihhwAAl1xyiWb5RRddBADYunWrbp3HH38c4XAYmzdvhtN5Jq3/4osvBgA89thjmJzUfuH7+/vxwgsvoLq6GuvXr8/9BxL4nXbpcqet+F1La9zaIOpMTv7OVHIBFH/yOREVjzj12+iEr084Oav3OlDjsXNaJxEREemsaM7cb83MdQoRMNUuzSijMldiRmVLlbYNgQogkJL00zOqLb/2Oa2YW53dXAkz3wtgKqMyVTiqPT93ZuivSTQd2U79zns06ZZbbgEA3HXXXTh69Ghy+fbt2/HAAw+gqqoK119/vWadN7/5zfD5fPjTn/6Ehx9+OLl8YGAAX/nKVzTvm3DWWWdh/fr1mtcAQDQaxRe/+EVEIhFs2bIFdrs8uJgLw4zKEgjS1bgdmsdDBc6oLIWsUiIqDl1GpcEExD4ho7LBl31PKSIiIpodVrZkDsiMMlBJEvt6xvCFh/bh2389kgwm9oyGpRPlJyIxxHOsl9VnVOrPbYc1gUrtuXCz3wmf0wpbmjLZRt+Z63ynzYI3rGkxtW2uDIFIZwnEMKhy5X3q9+OPP45vf/vbyceRyNQX7YYbbkguu+OOO5IZjps3b8bNN9+Me++9F9dccw02b96MSCSCbdu2QVVV3HnnnaiqqtJ8Rk1NDb70pS/hwx/+MD74wQ9i48aNqKmpwdNPP41AIIBbbrkFmzZt0m3bnXfeiRtvvBH33nsvnnnmGSxevBgvv/wyTpw4gXXr1uG2227L9sdNy1/Kpd8eofR7JjMqzQQqeaAjmrW8kju20biqO+kSMyobvdobLEREREQJTZKgjyjAQCUJxiejuPWBlzBxusJnKBjBZ65YikMD+rJvYCrrMRyN6zIQzQgKgcpajx1Om0WTvTgUnITfMxVHkAUqFUVBnccuLQsHgC++Zhm+u+0YhiciuPX8BWgwef4sln6LGKikfEoXfJe+PtsPGBwcxI4dO3TLU5cNDg5qnvvMZz6DFStW4L777sO2bdtgt9tx/vnn44477jAsxb7yyitx33334a677sKOHTsQiUTQ0dGBm266Cddee610nfb2dvz617/GN77xDTz55JN45JFH0NbWhjvuuAPvfe974XDM7EVwVZphOsWWzx6VmQKVdqsCi1L88nciKg4xoxKYKqMRb+70jQuBSh8DlURERJS70fDMXfNQZdj6Sm8ySAkAv365G5+5YikOS8q+E4KTsdwClUKGpttuRbXLpgk6jgQjgEGgsul0dVGtx2EYqFzVUoX/ecvZWW9bpp+HgUrKp2xjZFkHKq+77jpcd9112a6W03obNmzA9773vazWaW1txZ133pnVOrkq6dJvIaNyRku/M9ypLIVALREVj9ijEpi6w+x32dAVCCEwEcXSJq+u9LuRpd9ERESUxnvOX4DvPn3M8HlmVJLo5HBItywWl/enTDBqW5SJGKj0OKyodmuzI4eCkwCm+lB2B/QZlYC+OjJVpsxIw/UyxCgYqKR8smfZo5ITC6bBabPAblUQiam65cVWzIzKUvj5iah43JITqInJGP6wpwf/9NA+xFTg4sX1utLvBmZUEhERURrXn92KX+zoxGAwApfNgjetbcOPXziZfJ5Tv0kkuzYdnohIJ34niAFHs8QAZyKjUvPZp1uyRWJx7OwMaJ5rOz3Bu84gUOm2W3KuXMyUUenKIYOUyKxsp34zUDkNiqLA77RhUOj/WAoZheJdmBmd+p0hUFkKPz8RFY/NaoHDqmAy5SZOMBLDD/92AolFjx8c0K3XxEAlERERpVHrceCX7zoX20+OoKPBi65ASBuoZEYlCWRDPPrGwjgyaByozCWjMhqLa859gakqoyqXODti6kb9c8eHdcN8zp1fAwCodcvPiXMpR09gj0oqpmxjRNwbp0lW/l0Spd9CRuVoOIpoLG7wavNUVc2YnVkKPz8RFZd4IjURieGIQdPyBE79JiIiokx8Thte3VGPtmoX/MLMgEAomvPEZqpM4oAbANjVNaoZcGNmnUxS+2AmuB1WVLuFjMrT19KPH+zXLF/T6k+2QTLKqPRI+sCblSljMlNpONF0ZFv6zb1xmvxO/UHEWQIZhWKgEpiZ8u9QVH+nSMS7MUQknkiNhTOf8HHqNxEREWVDTBpRAYybOOeg2WNc0g5gd/do2nVyKf2WBTdlGZVDwQhicRVPCNVFFy9uSP63OG8iYToZlbLWTKlY+k35ZLMwo7KgZBmVdlvxJ15XSwKVMzFQx0ywk6XfRCQGKgeC8smFCU6bxXBAGREREZGMX3LuEODkb0oxJgk6vtIz84HKCck6brtF0qNyEi93BXTt4y5eciZQaZhROZ3Sb1v6ddmCifLJwYzKwpL9cSyFjEqbRdEfFGcgUJmpPyXA0m8i0p9IDYylD1Q2eB1QcmwOTkRERLOTx26FeP3LPpWUakySUZmpHVEuPSrFjEqHVYHNakG1rkdlBI8f0GZTLqr3YH6tO/m41mPQo3Iapd/pMiodVkVakUk0U2S9YtNhRGmaqpyl2aMS0Jd/z8RAHTPBzlII1BJRcYmlKZkyKht5F5eIiIiypCgK/EIgKMBAJaWQlX7HM7QxzSmjUjLxG4CuR+VQcBKPHdD2p0zNpgTylFGZZt0mv5MJA5RX7FFZYLKMylIpfRYnf89MRmXmP/ylEqglouIRS7/7M2RUNnKQDhEREeVAbB0zKglM0ewlK/3OJKeMSuFzEufCYo/Kk0MTODUS0iy7ZHG95nGtQXbjdDIq0wYqeR5OecaMygKT9VQrlWEyxcqoLJVALREVDzMqiYiIqBDE6zFmVFIqWUZlJkHJBO9MzGZUilr8Tixr8mmWuexWafakN0/DdJr9DFRSfjGjssD8ktLvbKPF+VIn9LY4MTwx7fccCZko/S6BYUJEVFzZZlQ2cOI3ERER5UC8HmOgklKZyahsr3NrHssG42RiNqNStLzZJy27FqsjgWlmVKYZptPEQCXlmT3Lqd8csTpNskBlqZQ+L23yah4/e2wYcVWFJcv+E6qq4tH9/Xju+BCeOjyY8fWl8vMTUfFkm1HJkhMiIiLKBTMqyYiqqqYyKtvrPDg6eCapJxiJYSwcxY7OABbUujG3xp1m7TPrpEpmVEoqMFPNr/VIl9d57LoS8en0qEyXUcnzcMq3bLN2GaicJvFiHCidYTLnt9dpHg9PRPBK9yhWtVZl9T5/OTSIT//uFdOvZ+k3EYkZlZFY+q7lDSz9JiIiohyIiSOj4em3u6LKEIrGkeEUFMBUoBI4M4m7ZzSMt/7oBXSPhuG0WfD161Zjw7yatO8hln4ngop2qwUeu1UXyExYUCsPgsomf+cro5Kl35RvG+bX4Ow5VTjYHzT1ekaUpknWj9KWZf19vrRVu3Rp7NuODmX9Po/u7zN8Tvbzl0qPTiIqnmzv+HKYDhEREeVCN0yHGZV02piJbEqvw6rrlb6zM4Du0TAAIByN4+cvdWZ8n+Cktq9lalAxXZ/KeYaBSn3ptydNVmQmrrQ9KpkwQPllsyi4+4a1+O6NZ5l6PSNK0yQ7gJRKj0pAn1X59JHMpduinadGDJ+bW+PSLWNGJRFle8eXw3SIiIgoF36hByBLvylhLJy512ST3ymtkkx1ajiU9nnAOKMSSN+ncr5BoLJO1qNyGqXf6aZ+M6OSCsFqUbBUGBxlhBGlaZpf68bSxjO9IFc0+0pqKMTmhbWax7u7R01N7k41mSZffp6kXwd7VBJRthmV0znxIiIiotmrisN0yICZjMpmn1PXskg0KOm13jcWxksnRxA6HaAcEa6xvY7UQKU8o9LrsEoDkoC89DvTdqZjdK7tsCqocacf+ENUaOxROU2KouA/r12Ne549DgXAu89fUOxN0lg3twZOmwXh6FQqelwF/nZsCFcsbzK1fjgaR/+48RAMWaCSpd9ElE3g0TuNky4iIiKa3cQKt0wD/KiyvXhyGH/Y3YuORq9htmKqZhMZlYPBCFRVTU7nfvHkMD74y10IR+NYWOfBj25ah96xsGad1Ena1QYZlfNr3dKJ3wBQJwkeTufGvsOqwKJMxQPE7TTaBqJiYaByBjT5nfjk5UuKvRlSTpsF58yrwVMpJd/bjgxKA5UTkRhsFkVTut4dSJ/mPldy8GfpNxF5HOaPAzefOy+PW0JERESVTGwfMzA+iVhchdXC4Mtsc3J4Au99YCcSsbiVLf6M6zT5HRkrgaJxFYFQFNWng4f3PHM8mQh0ZDCIP+/vR+9omkClQY/KdIFUaY/KadzcVxQFLpt+qA8nflMpYqByFti8sFYTqHz66BDiqgpLyp2TLz96AL/Y0YUGrwNffsNKnNU2NRm8M02gsq3ahVXN+oO/vUSGCRFR8WQ64Xv9qmY0+Z2YV+PC61Y2F2iriIiIqNKIA/ni6lSpLgf1zT5PHBxAasLgnu7RjOs0+52meqsPBiOodtsRjat49tiw5rnfvNyF3jFtJm9zSgC92qD0W1admOCXrJNucrcZLrtFF6hkf0oqRUx9mwU2L9QO1BkMRnB44MxY+Fd6RvGLHV0AgP7xSdz11NHkc10j2kCl32nDRR312LywFl++eoX07lC6npZENDt4HOnvgy1t8uH2V7Xj9ataWG5CREREOav12HXZk2LQiGaHrgzVgDJNfqep3uoDp9uhHe4f1z0XCEcRFWqqUzMqjYbpzK9Lk1EpKf2ebos12UCdJgYqqQQxo3IWmFvjRovfie6UdPTdXQEsbpgaArS3Z0zz+n0pjzsD2hT2c+fX4MtvWJl8HJzUT1ILRTJPVyOiyua2pz+R8nJ4DhEREc0Ai6KgwetAT8q1Tv9YGEDmsl+qLF3CtasZ5jMqpwKVL3cFdM+JU8GtClCXMgzHuPTbY/h5LVUurGrxY/fprNAljV60Vbsybmc6svNzln5TKWJG5SyxurVK83hX15k0eLGfxmg4mpyQ1ilkVLZWaQ+OsoNdol8HEc1emXromDkhJCIiIjKjSehTyYzK2SmnjEqfyYzK4NRU75c79YHKkHD92+BzarJ8DTMq05R+A8BX37gSN5zdhjef3YavX7c64zZmIhvGw9JvKkXMqJwlVrf68ej+vuTj1EBlz6j+zlNXIIQljT7dwV68iyMr2Vze7Jvu5hJRmcs0lXA6zcCJiIiIUk31ozxzfdM3ln1mHZW/7iwzKr0OK3xOG+Jq5tZlg+OJjMrMfS/FLEVZj8pat13ahzJVg8+Jj122OOPnmWWXDL1t9jskryQqLmZUzhKrW7WlD4cHxpNl27JAZedI+PT/i4FK/R2Xd206M7F3fq0b57fX6V5DRLOL3WpJO1jLzJ1rIiIiIjPEyd99zKicdcbCUYyergo0K9Gf0aIoGdsWDQYnMRyM4PjQRMb3FYN/1ZKMypaqwmcyjkv+fZhRSaWIGZWzxLImH6wWBbHTTX7j6tQQnQ3zaqSByu5ACKFIDIOnU9wTZH0x3vuqdixr8mEgGMFVy5t0zayJaHby2K0YiclPGJlRSURERDNFnPDNjMrZJ9tsSkAbpPM4bJiIGAe4B4MRaX9KGXFAjaxHZbVkWE6+BUL68/KaImwHUSbMqJwlXHYrljZ6Ncte7gxAVVWD0u8wOiU9PsQelcBU+felSxvx5rPbMqavE9Hska7828tAJREREc0QZlRSLv0pm1MC3J4MGZUD45PmA5VC4NwvyagsRoBQFqiUtXIjKjYGKmcRcaDO7u5RBEJRXfNfYOpA3zWiDWDWuu0Z+84RESWky5rksYSIiIhmCgOVlOvE74RM56YD45PSQToyYkalTVJxuKjeeOJ3vgQjsYJ/JlEuGKicRcQ+lS93jUqzKYGpQKWYUSkr+yYiMpIuUMmMSiIiIpopYun3aDiKEIMys0q3iYzKs9q0iTsb5lcn/ztTW6L+8Uns7s48SAfQT6EHgAsWnZnj4LAqeMPqFlPvNZPeuEb7mQuLECwlMoN1urPIqhZtoHJgfBI7De4KdQXCukE6srJvIiIjRnemLQrgtPE+GREREc0MMaMSmMqqnFfrLsLWUDGYyai8bfMCbN3bi709Y7hqRRPWzTkTqMyUURlXgYmIvhJRRjag5uOXLYaiHMRIOIab1s9Bvbfw07bfsn4OHnqlF+FoHBYF+MQMThQnmkkMVM4i82vdqHLZNL0p/nSgX/ra4YkIDg+Ma5Yxo5KIsmE02dttt7IfDhEREc0Yr8MGr8OK8ckzWZS9Y2EGKmeR7tHMGZVNfic+d+Uy6XMzNejRogANkiBka5UL/3ntajQ0+NHfPwpVnZGPy8riBi9+9PZ1eP74MM6aU4UVzf7MKxEVAVNaZhFFUXRZlc8fHzZ8/YsnRjSP26r1d4aIiIy4DU74WPZNREREM419Kmc3MxmVPqdxnla2/dPnGwTB670O2KylG2bpaPDixvVzGKSkkla63yDKizXCQJ10xCE7LP0momyky6gkIiIimkkNQp/KvrHsh6tQeQpH4xgYzxyY9qW5WW503mrkkiUN0uXixG8iyh4DlbPMmrbc75yw9JuIsmEUkJyp0hoiIiKiBHGACTMqZw+jAbGprBYlbY90o0ogI+ctqIXbrn8/ceI3EWWPgcpZZnVrFXLtDNfCgy4RZcGoxJul30RERDTTxMnfDFTOHl0mJn77HOl7pGebUbm82SetOJRN/Cai7DBQOcv4nDYsbvRmvd6SRi9cLNckoiwY3Zlm6TcRERHNtEavmFHJ0u/ZottMoDJNf0ogu4zK+bVu+Jw2aaBSNvGbiLLDQOUsdFab+T6VCVctb8rDlhBRJfNIymEAln4TERHRzGv0s0flbDXdQTqA8XmrzPImHwCgtUoflGSPSqLpY6ByFso2UKkAuGJ5Y342hogqlvHU7/QnikRERETZ0vWoHJ+EqqpF2hoqJDMZlZlaD2VT8bOiZWrug7T0mxmVRNPGQOUslG2gcv28arRw4jcRZYlTv4mIiKhQGoTS70hMxchEtEhbQ4UkZlTKhtxkzKiUBDKNhu+saJ7KqGyRZVT62aOSaLoYqJyF5lS7UO/VH0AX1nukr3/NCpZ9E1H2jAKSHKZDREREM63B69ANDe1l+fesIGZUrjqd8ZjK58w+o3KRwfXxstOl323V+mSeRi8zKommi4HKWUhRFGlWZYfBgfjSJSz7JqLsGfWiZI9KIiIimmk2qwV14kCdcU7+rnRxVUWPMOF9dav+WteXofWQ7Px0cYN+CG2dx57Mzlze5NO0HDhvQS0cBlmYRGQev0Wz1FpJoLLJ70SN265d5nPA72I/OSLKnlFAMpupikRERERmiX0q93SPFmlLqFACoShicW0v0hWSjMpMN8plGZXtdfpEntSp3jarBd+8fg1eu7IJ169txRdfu8zsZhNRGgxUzlKyjEqP3YqrVzVrln3uyqWF2iQiqjBGPSq97FFJREREeSBe4zyyt48DdSrcYFCfNbu0UZ8JGc+wH8jOW6vd+oSdOUK596J6L774muX4xOVLUOdhf0qimcBA5Sy1/HQD4FSt1S7cvHEeXruyCYvqPfjQRYtwXntdEbaOiCqBUY9KZlQSERFRPvzdMm3LqiODQRzqDxZpa6gQhoIRzWO/04YWyeTtiUg87fvIMi5dNivWtGqzM286Z24OW0lE2WCgcpayWy24IuUPucOq4MJF9ahx2/HF1yzHA+88hwdhIpoWoxIbDtMhIiKifFjTVqUpzQWAR/b1FmlrqBAGhD6kdR47bFZ9mMNuFUctaclusC9r9uG2ze3JQTzXrGnBKkn/SyKaWWw+OIv946Ud8Dis6BubxNs2zEGNx555JSIik+xWC2wWBVGhbxCH6RAREVE+WBQFf7esEfc9fzK57OF9fXjvq9qhKOkDVVSeBoWMyrrT17QXLKrDXw8PJpdfs6Y17ftYLQretmEO7n/hFADgoo56tNd50F7nwR9vOw/BSIyl3UQFwkDlLFbnceAzV7AHJRHlj8dhRSAU1SwzKgknIiIimq4rlmsDlSeHQ3ilZwwrJQNWqPwNCT0qE5Pf33fBQpwaCaE7EMLbN8zFwnr9YBzRhy9ahM0L6xCKxHHBojMt0Fx2K1w8fyUqGAYqiYgob9x2faCSpd9ERESUL8ubfJhb48LJ4VBy2cN7+xiorFADuozKqUDl4kYvfvbOc7J6L0VRsGlB7YxtGxHlhj0qiYgob2Rl3iz9JiIionxRFEXTix8AHjvQV6StoXwbFHpU1rKdGVHZY6CSiIjyxiMpk2HpNxEREeXTpUu1gcrOQFhXIkyVYWhCm1FZz0AlUdljoJKIiPLGLWRPuu0WWNjMnoiIiPJocYMXTpv2Undf71iRtobyScyo5MAbovLHQCUREeWNmFHJbEoiIiLKN6tFwZJGr2bZvt7xIm0N5YuqqroelSz9Jip/DFQSEVHeuO3aPzMcpENERESFsKzJp3nMjMrKE4zEEI7GNcvqvcyoJCp3DFQSEVHeiINzPA5bkbaEiIiIZpOlDFRWvCEhmxJg6TdRJWCgkoiI8kYs9fbY+WeHiIiI8k/MqDwxNIHgZKxIW0P5MCD0p3TaLLpqHiIqP/wWExFR3oil3syoJCIiokJY3OCFNWV+nwrgQB+zKivJYFA/8Vvh0EaissdAJRER5c3KFr/m8SrhMREREVE+OG0WtNd7NMtY/l1ZhoLCxG/2pySqCAxUEhFR3pzXXoebzpmL1ionLl3SgBvWtRV7k4iIiGiW4ECdyqab+O3mxG+iSsAaPCIiyhubRcGHLlqED120qNibQkRERLPMsiYf/rCnN/l4X+94EbeGZtrgODMqiSoRMyqJiIiIiIio4ogZlYf6xxGJxYu0NTTThib0PSqJqPwxUElEREREREQVZ2mjNlAZjas4PBAs0tbQTBMzKms9zKgkqgQMVBIREREREVHF8btsaKt2aZaxT2XlEHtU1jGjkqgiMFBJREREREREFWlpo1fz+PjQRJG2hGbakBCorGePSqKKUJBhOs8++yxuvvnmjK/7wAc+gPe///0AgG9+85v47//+b8PX3nrrrfjoRz8qfe6FF17A3XffjR07diASiaCjowM33XQTrrnmmpy2n4iIiIiIiMqPGLwaDUWLtCU0kyajcYyGtb/LWmZUElWEggQqGxoacO2110qfi8Vi+O1vfwsAOOecc3TPr1+/HgsWLNAtX7VqlfT9tm7dio985COIx+M499xzUVtbi6effhqf+MQnsG/fPnziE5+Yxk9CRERERERE5aLKpb3kDTBQWREGg5O6ZXXsUUlUEQoSqOzo6MC//du/SZ974okn8Nvf/hatra3YtGmT7vk3v/nNuO6660x9zvDwMD796U8jFovhm9/8Jq644goAQH9/P972trfhnnvuwcUXXyz9HCIiIiIiIqosfqf2knc0HDF4JZUTceK31aLogtJEVJ6K3qMykU159dVXQ1GUab3Xz3/+c4yNjeGyyy5LBimBqYzOj33sYwCAH/zgB9P6DCIiIiIiIioPzKisDN2BEB4/0J/MpBwc1wYqa912WKYZTyCi0lDUWw7BYBB//vOfAQBvfOMbp/1+TzzxBADgyiuv1D130UUXwel0Ytu2bQiHw3A6ndP+PCIiIiIiIipdfpe2b6HY15BKz2Q0jolIDNXuqd/dzs4AbntgB6JxFU0+B77/1rMxIJR+c+I3UeUoaqDy4YcfRjAYxMqVK7F48WLpa5555hm88sorCIfDaGlpwYUXXojVq1dLX7t3714A8v6VDocDS5Yswa5du3DkyBEsX7585n4QIiIiIiIiKjlVYuk3MypL2q6uAD76mz0YGJ/Ea1c24QtXLcP9L5xENK4CAHrHJvGdbcfQXufRrFfHid9EFaOogcr/+7//A5A+m/I3v/mN5vHXv/51XHnllbjzzjvh9XqTy8fGxjA6OgoAaGlpkb5XS0sLdu3ahc7OTgYqiYiIiIiIKpzYo3IsHIWqqtNuO0b58Z2njmFgfCpb8g97enH1qhb8aX+/5jW/292D+bVuzbJ6ZlQSVYyiBSp7e3vx9NNPw2q14nWve53u+fnz5+MTn/gELrzwQrS1tSEQCOC5557DV77yFWzduhWxWAzf+ta3kq8fHx9P/rfL5ZJ+ptvt1r3WLP4dq3yJ3zF/15RP3M+oELifUSFwP6NC4H5G01Xl1l7yxlQgGInBlxLA5H5WOl7pGdU8fu7EkPR1x4cmNI/PXVBb8r8/7mdUCKW8n5ndpqIFKn//+98jFovh1a9+NRobG3XPi1mWHo8HV199NTZt2oSrr74ajz76KF566SWcffbZBdne+np/QT6Hio+/ayoE7mdUCNzPqBC4n1EhcD+jXDl8+iQWm8eJhlqPbjn3s+IaDk5iRCjN//OBgYzrLW324aYLFsFmLfqsYFO4n1EhlPN+VrRAZWLad7ZDdJqamnDdddfhnnvuwZNPPpkMVKaWgYdCIfh8Pt26ExMTuteaNTAwClXNejUqI4oy9WXm75ryifsZFQL3MyoE7mdUCNzPaLriqgqLAsRT9p9jXSNwxWLJx9zPSsOuroBu2dGBYMb1/uGiRRgeyr5qstC4n1EhlPJ+lti2TIoSqDx06BD27NkDj8eDyy+/POv129vbAQB9fX3JZT6fD36/H6Ojo+ju7pYO5+nu7gYAtLW1Zf2ZqoqS+yVTfvB3TYXA/YwKgfsZFQL3MyoE7meUKwUK/E6bJlMvMBGV7k/cz4rrxFAo63UuX9qADfNqyur3xv2MCqGc97Oi5EYnBuRcccUVyb6R2RgZGQEA3bqJATm7d+/WrROJRHDgwAE4nU4sXLgw688kIiIiIiKi8uN3afNzAmFO/i5FJ4YnMr8ohdNmwYcuWpSnrSGiYil4oFJVVfzud78DkH3Zd2L9Rx99FACwcuVKzXMXXXQRAGDr1q269R5//HGEw2Fs3rwZTqcz688lIiIiIiKi8qOb/B1ioLIUnRjKHKjcOL8GVS4batx2/Mtrl6OlSj5Il4jKV8EDlc8//zxOnTqF5uZmnHfeedLXDA4O4sc//jHGxsY0y8fHx/H5z38eO3bsQGNjI6644grN829+85vh8/nwpz/9CQ8//HBy+cDAAL7yla8AAG655ZYZ/omIiIiIiIioVImBSmZUlqaTJjIqP3DhQmy9/Xw8fPt5uHhJQwG2iogKreA9KhNDdF7/+tfDYpHHSYPBIP7pn/4JX/3qV7FmzRo0NjZiaGgIu3fvxvDwMKqqqvD1r39dV/pdU1ODL33pS/jwhz+MD37wg9i4cSNqamrw9NNPIxAI4JZbbsGmTZvy/jMSERERERFRaagSSr9HQ5EibQkBwIM7u/DYgX6sn1uNd26cB0VRAAAnhtP3qFQAtNd5YLMoBdhKIiqWggYqJycnk2XZb3jDGwxfV1NTg1tvvRU7duzA0aNHsX37dlitVsydOxfXXXcd3vnOd6K5uVm67pVXXon77rsPd911F3bs2IFIJIKOjg7cdNNNuPbaa/PycxEREREREVFp0vWoZOl30Tx1eBB3PnIAAPDM0SE4rBa8/Zy5GA1FMTyRPoA8p8YFl91aiM0koiIqaKDS4XDgb3/7W8bX+Xw+fPSjH835czZs2IDvfe97Oa9PRERERERElcHvtGsej7L0u2j+b3e35vH/Pn8SN6xrMzVIZ1G9N1+bRUQlpOCl30RERERERESFIpZ+M6OysFRVhaIoiMZVPHtsSPPcwPgkHt3fB6uSuZx7Ub0nX5tIRCWEgUoiIiIiIiKqWGLpNzMqC2M4GMH/++NevHRqBJcsacDVq1owFo7pXvfTFzvx6kV1Gd9vUQMDlUSzAQOVREREREREVLHEqd+jzKgsiJ/v6MTTR6cyKP+wpxfPHhuWvm5P9yjGTASPWfpNNDvIx24TERERERERVYAqMVDJjMqCeP74sObxwPik4WuPD2l7VC5p1AYlLcrUxG8iqnwMVBIREREREVHFkk39VlW1SFsze+zqCuS87utXNSO1a+XKFj+cNoYviGYDftOJiIiIiIioYonDdKJxFaFovEhbM3s0+JyGz3kdVrjSBB43t9fhAxcuhMduxdwaF/7xko58bCIRlSD2qCQiIiIiIqKKJfaoBKayKt12axG2ZvYYDkYMn9u4oBYrmn349l+PSp9vq3Zhy7nzsOXceXnaOiIqVcyoJCIiIiIioorlkwQqOVAnv8LROIIR/YTvhPPba/HOjfPwxtUtuufaqpxwsMybaNbit5+IiIiIiIgqltWiwOvQZk8GwsbZfqXi2GAQ33/mGP56eKDYm5K1oaDx4BxgKlCpKAo++XdLcPHies1zK1uq8rlpRFTiGKgkIiIiIiKiiib2qRwNGWf7lYKe0TDe/r8v4u6njuEjv9qNP+zpKfYmZWV4wjgQ/MY1LWipcgEAbBYF//K6FXjtyiYAwLwaF27dPL8g20hEpYk9KomIiIiIiKii+Z02dCGcfDxa4hmVP3j2OMIpA39+9LcTeO3K5iJuUXbEQGW1y4YvvX4FVBU4d0GN5jmnzYIvvmY5PnvFUlgtCiyKAiKavRioJCIiIiIiooomZlQGSrxH5YM7ujSPDw8Ei7QluRkSApX1Xgc2LqhNu47dyoJPImLpNxEREREREVU4v8uueVzqw3TUYm/ANA0JE79rPXaDVxIRaTFQSURERERERBWtSpj8PRou3UClqsrDlEbLS5FY+l3rZqCSiMxhoJKIiIiIiIgqmr+MSr97x+QTs4OR0h4AlErMqKxhoJKITGKgkoiIiIiIiCqav4wyKo8a9KNMN0m71OgyKln6TUQmMVBJREREREREFU3MqCzlHpVHBo0ClaW7zSJ9RqWjSFtCROWGgUoiIiIiIiKqaGKPykAJZ1QeMcqoDJZPRqU49ZsZlURkFgOVREREREREVNEqI6OyfAKVIxymQ0Q5YqCSiIiIiIiIKlqVGKgs4YzKcu9RGY2rGBECwRymQ0Rm2TK/hIiIiIiIiKh8icN0wtE4wtE4nLbSyt0ZDkZ0ZdPJ50o4UHlyeAKf+8NeHB0M4tIlDbrna1j6TUQmldZRmYiIiIiIiGiGiRmVgL48uRQYlX0D+r6PpeQ7245hV9coxsIx/HZXj+75Gsm/PxGRDAOVREREREREVNGqXHZYFO0ycTJ1KUgXqCzFwGrCy50Bw+eqXDbYrAw9EJE5PFoQERERERFRRbNaFF2fxIHgZJG2xphRf0qgdEu/Y3EV3aNhw+fZn5KIssFAJREREREREVW8eq9D83iwBAOVR8owUNk3FkYsrho+z4nfRJQNBiqJiIiIiIio4okBs8Hx0gv8pe1RWYKl6gBwaiSU9vlaDtIhoiywoy0RERERERFVvDoho7LUSr/7xyfRk6aEOhCKIhZXYRWbbebg2WND+MVLnWirduE9mxfA68g9NNAVSB+oZOk3EWWDgUoiIiIiIiKqeHVCZl+pZSi+cHw47fMqgNFQFDXTzFDsHwvjQw/uSpZrR2IqPn7Z4pzfrzNDRiUDlUSUDZZ+ExERERERUcWr95R2j8rnTgxrHp+3oFb3mqEZ6FP53IlhTU/JZ44OZrV+NK7ilzs68T9PH0PvaBidAeMsUICl30SUHWZUEhERERERUcWr8wo9Kksso/J5IaPy/IW1eLkrgPHJWHLZTAzUGRB6c46Eolmt/68P78fvdvcAAP6wpyfjsBxmVBJRNphRSURERERERBWvTsioHBgvnYzKrkBIN5TmnHk1uiDfTAQqB4Wfe/R070szXjo5kgxSAsDJ4RBe7hpNuw4zKokoG8yoJCIiIiIiooonln4PT0QQi6uwWac/nCYX+3vHcM+zx2G3WjCvxqV5rtplw+JGL2rcdk0Ac0YClULJuwpgNBzNmPmoqiq+8ZfDWX9epoxLIqJUDFQSERERERFRxRNLv+MqMBKKoF6YBl4Ik9E4/vHXu9FtMOX7nPk1sChKXjIqxdJvABiZiGQMVP75QH/G7EkZln4TUTZY+k1EREREREQVT5bZNygJ2hXCzs6AYZASADbMqwEA1Li1uUUzEqiUDBEKZOhTGYnF8a0nj+T0ebWewgeCiah8MVBJREREREREFc9mtaDapQ38yYJ2hfCCMOFbdG4yUKkvV58u2RChkVD69/3T/n6cGA6lfY0Rp41hByIyj0cMIiIiIiIimhXqhDJvsV9jobxwcsTwuTqPHQvq3AD0GZVDBpPKw9E4VDXzQJy4qmLYIKMyGovjiYP90iDqS6eMtzfV+e21aKtyJh+/YXWzqfWIiBLYo5KIiIiIiIhmhXqPHUcGzjwuRul3KBLDrq6A4fPnzq+BokwN+DHTo/Jn20/hW08ehcNmwfVrW/GOjfPgslul7z0yEUFMEs8cnojggw/uwnPHhwEA7z5vPt77qvbk84f6xzP8VFMW1HnwmSuW4sEdnah22/Hms9tMrUdElMCMSiIiIiIiIpoVxH6JsjLobLzSM4p7njmO7WkyJEW7ukYRkUULAVgU4K0b5iYfi4HKESFQORyM4Bt/OYJgJIbhiQi+98xxvOVHL+DZo0PS9x8w+Hl3dgaSQUoA+P4zxxGLT22jqqo4KAQq182tlr5Pa5UTzX4nbr9gId62YS7sVoYciCg7zKgkIiIiIiKiWaHOow38Taf0e+srvfh/f9yL0/E83HFBO27ZND/jei+eHNY8XtHsw/+7ahlePDGM9fNqsLjBm3yu1iNmVGqH3uztHUU4GtcsOzUSwgcffBnfuWEtzhYCigPj8p9325FB3bITwxNor/OgZzSMsXBM89w1a1qkwdk51S7p+xMRmcVAJREREREREc0K9TPUo3LbkUF8/qF9ySAlAHz7r0cRjan4+/PnJ0u3Ew71j+PnL3WiwevAEwcHNM9tOB2cTA1QJlQLGZXBSAzhaDw5oObo4IR0++Iq8NDeXl2g0ujnnYjEdcsO9o2jvc6DQwNBzXKvw4qLFzcA2Kdbp7WKgUoimh4GKomIiIiIiGhW0GVU5tCjcldXAJ/47Z5kaXSq7z59DL/c2YXWKicuXdKAG9bNQTQex9//9CVdVmLChnnyMmpAX/oNTPWTbPZPDaw5OhjUPZ9wZED/XDY/74H+cVy+rBGH+rRl3x0NXngcVrhsFoSEbM42ZlQS0TQxUElERERERESzQp2uR+WZDMPHDvTjwR1dWFDnwXtftQBeh/5yORZX8cWH9ukCdKkGxicxMD6JXV2jiKvAglq3YZDSogBnzzEOVFa5bLAo0GRupgYqj6UJVMqCmNlkkCYClGJ/ykTmZ53Xgc6RkOY5n5MhBiKaHna2JSIiIiIiolmhTlf6HYGqqjjaP46P/WYPnj46hJ++eArfe/q4dP0jA0FdufXKFr/h523d25s263FZky9tcM+iKKh2abMqh1KCjceG5KXfwNTPJk4JNxqmI3OgXx6o7DgdqHznxnma5atbjf8diIjMYqCSiIiIiIiIZoV6ofQ7GlcRCEXx5MF+zfKnj+qHywDA/r4xzeNGnwPfe8ta/PNrl6NBCIICwPGhibSByg3zajJuc9Pp7MmEY6cDpWPhKPrG0mdIHhXKv42G6ch0joQwMhHRbX9HgwcA8JoVTclSbwXADevaTL83EZER5mUTERERERHRrFDr0QcTB4MR9I+GNcuMAoAHhH6Ny5p8sFstuGpFEy5d0oCXTo3gfb94Ofl8OBrHs8eGpe+lYCrYl0lHgwf7es8ESA8NTG2DmE1pUaambp8YPlOOfWQwqBmoM5hFoBIAHj/Yj0hM24szUfrtsltx/83r8dThQcyrdWNFMzMqiWj6GKgkIiIiIiKiWcFps8DntGp6Rg6MT6J/TBuoDISiCEVicNmtmuUHhIzKpY1nJnU7bBacO78G1S4bRkLR5PJ+ITh4waI6NHgduHxpI5Y2+TJuszgN/GDfVIaj2J9yTrULy5p8mkClmA05mEXpNwA89Eqv5nGjz6GZRO512HDF8szBViIisxioJCIiIiIiolmjzuPAWPhMNuJgUB+oBIDesUnMr3VrlokZlUsatYFGRVHQXufBjs6A4ed/5OIO3fums0gIVB4eGIeqqrpA5YI6D9rrPMJrz7wmrqqa/pZmPH9iRPO4Q9gWIqKZxh6VRERERERENGuIfSoHgxH0S0q9+4Tg5cD4pC4jcUmjPnC3sN6jW5ZgsyjJvo5miRmV45MxdAXCuqE+C2o9us9O7VEZmIhCqOLOmrgtREQzjYFKIiIiIiIimjX0k7/lGZU9Qt9KsezbZbNgbo0+MzJdoHJujQs2i5LN5qLJ54BfmAx+sH9cV9bdXufWfXb3aBjByaky94EssyllEoN0iIjyhYFKIiIiIiIimjVq3UJG5bh+mA6gH6gjln13NHhhlQQdxfLrVAtqsw/0KYqCxUKAcH/vGE4MazMq2+s8mF/rgbhJiYBmNhO/jTCjkojyjYFKIiIiIiIimjUafNqMyuNDExifjOle1ysEL/fr+lPKg3bpMioX1JnvTZlK7A3518ODumncC+rccNosutLyRKAy20E6oiqXDYvqGagkovxioJKIiIiIiIhmjRa/NpC3r3dM+rresfSl3+IgnYRmvxNuu/xSO5eMSkAfqNzdPap5XO2yoeZ0puhCIaPzyEAiUJl7RqXLZsE/vXY5HDaGEIgov3iUISIiIiIiolmjpcqpeSzLpgS0pd+T0bhueM1Sg4xKy+nJ3zK5ZlRmKrleUOeBokzVfIsZnTs7A9jdFcAxYfvNavQ58D9vWYtXLazLaX0iomwwUElERERERESzRrPfmflF0GZUHhkMIhbXllovNghUAsZ9Kmcqo1L/ee6U/9Z+xosnR/DO+1/Cgzu7TH3We85fgNWtfgDAufNr8IO3rcPyZn+WW0xElBtb5pcQERERERERVYYmnxMKADXD6wbGJxGNq7BZFF3Zd1u1Cz6n8eW0rE9ltcuGGo9d8urM/C4bmv1O3STyhNTgZLoemanqvQ7pgJ0ljV7cunkBwtE4nCz1JqIC41GHiIiIiIiIZg2HzYJ6ryPj6+IqMHg6kCdO/DYq+04Q+0QCwPwcsykTjMq/rRYFly1tTD5ur/NAP4tcb6FBGXrj6WFDDFISUTHwyENERERERESzitin0kii/DsxkCYhU8/IdklWY679KRM6GuSBzo9d2qGZ9O1z2nDF8kbpa1MtNJjgbSaIS0SULyz9JiIiIiIiolmlxe/Erq7RjK/rPT1Q59RISLN8foag49waN2wWBdGUvpYLaqcbqNQHFt+0thVvWtumW/6Fq5Zh04JajIajWNnsx0BwEl965AACoSiAqWzJCzvq8POXOnXrMlBJRMXEQCURERERERHNKi1VrswvAtA7GkYsrqIroA1UtmVY32ZRsLjBi729Z3pbLmnyZb+hKTYvrIPHbkUwMjWlfMO8anz0kg7551stuHp1i2bZqhY/fvi3ExgMRvDW9XPQIAlI1rrtsFtZeElExcNAJREREREREc0qLSYnf/eNhdE3FkYkph29M6cmc3bkOzfNw2d+vxexuIrVrX6ct6A2p21NqHHbcfeNZ+EXL3Wi2e/EzefOgy2LoGJLlQufvHxJ8nEgFNG9psHHbEoiKi4GKomIiIiIiGhWMd+jclJX9u20WVBvYnr3ZUsbsazJh96xMM5qrYLVYmbETXormv343JXLpv0+wFQvS4syNTQogWXfRFRsBQtUbtmyBX/7298Mn/+f//kfXHjhhbrlDz74IO6//34cOnQIdrsda9euxe23347169cbvtcLL7yAu+++Gzt27EAkEkFHRwduuukmXHPNNTPxoxAREREREVEZa/GbL/0WA5Vzql1QFHNBx7k1bsw1kX1ZDBZFgd9pw8jpvpUA0MhAJREVWcEzKq+88kp4PPppZc3Nzbpl//qv/4p7770XLpcLr3rVqxAOh7Ft2zY89dRT+MY3voHLL79ct87WrVvxkY98BPF4HOeeey5qa2vx9NNP4xOf+AT27duHT3ziE3n5uYiIiIiIiKg8NJvMqOwbkwcqK0W1264JVLL0m4iKreCByo9//OOYO3duxtdt27YN9957L2pqavDAAw+gvb0dALB9+3Zs2bIFn/rUp7Bx40ZUVVUl1xkeHsanP/1pxGIxfPOb38QVV1wBAOjv78fb3vY23HPPPbj44ouxadOmvPxsREREREREVPqqXTa4bBaEovG0r+sdm8Sp4QnNMjP9KctFnceO40Nnfr5Gn7kALhFRvpTsOK8f/OAHAIDbb789GaQEgHXr1uEtb3kLAoEAfvGLX2jW+fnPf46xsTFcdtllySAlADQ0NOBjH/uY5n2JiIiIiIhodlIURdqnUmwjGY7GsbdnTLOskjIqL1nSkPxvm0XBRR31RdwaIqISDVSGQiE888wzAICrrrpK93xi2WOPPaZZ/sQTTwCYKi8XXXTRRXA6ndi2bRvC4fBMbzIRERERERGVEVmfygV1+jZlx4aEjMoKClS+df0cfO7KpXj7hrn40dvXocnkNHQionwpeOn3L37xCwwPD8NisaC9vR2XX3452traNK85cuQIJicnUVdXh5aWFt17rFy5EgCwb98+zfK9e/cCAFatWqVbx+FwYMmSJdi1axeOHDmC5cuXz9SPRERERERERGVG1qey2efEyEQEg8GI4XpzaionUKkoCt6wWn/NTURULAUPVN51112ax//+7/+O22+/He973/uSyzo7OwFAGqQEAI/Hg6qqKoyMjGBsbAw+nw9jY2MYHR1Nu15LSwt27dqFzs5OBiqJiIiIiIhmsRZJ9mCd146WsCttoLKtqnIClUREpaZggcpzzjkH119/PdavX4/GxkZ0dXVh69atuOuuu/CNb3wDPp8P73jHOwAAwWAQAOByGf8BcLvdCAQCGB8fh8/nw/j4ePI5o/Xc7qmmx6mvNUtRMr+Gylvid8zfNeUT9zMqBO5nVAjcz6gQuJ9RPrVKMirrPQ7Uex3Y0z0qXafB64DbYc33plEF4vGMCqGU9zOz21SwQOWHPvQhzeOFCxfive99L1avXo13v/vd+O///m/ceOONaYOTxVRf7y/2JlCB8HdNhcD9jAqB+xkVAvczKgTuZ5QPy+ZN6pbNa/Jh3fxa/O9zJ6XrtDd40dDA/ZFyx+MZFUI572cFL/0WXXDBBVi9ejV27dqFHTt2YNOmTfB4phoYh0Ihw/UmJqYaGnu9Xs3/J9bz+XwZ18nGwMAoVDXr1aiMKMrUl5m/a8on7mdUCNzPqBC4n1EhcD+jfHKrMd0yp6pivseGarcNIxNR3fNNXjv6++XZlkTp8HhGhVDK+1li2zIpeqASANrb27Fr1y709fUBQHK4Tnd3t/T1wWAQgUAA1dXVyYCkz+eD3+/H6Ogouru7sXjxYt16ifcTh/eYoaoouV8y5Qd/11QI3M+oELifUSFwP6NC4H5G+dDodUIBkLpr1XnssCgKLlhUj9/v7tGtM6faxX2RpoXHMyqEct7PLMXeAAAYGRkBcKaH5MKFC+FwODA4OIieHv0fhz179gAAli1bplmeGJCze/du3TqRSAQHDhyA0+nEwoULZ3T7iYiIiIiIqLw4bBYsbTpTiWdVgMWNU48v7KiXrjOn2l2QbSMimq2KHqgcHBzECy+8AABYtWoVgKlhOOeddx4A4I9//KNunYceeggAcMkll2iWX3TRRQCArVu36tZ5/PHHEQ6HsXnzZjid+qbJRERERERENLv84yUdaPE74XFY8ZFLOtDgdQAAzltQC5tFP/lhTnVpzlQgIqoUBQlUvvjii3j00UcRi2l7gJw8eRLve9/7EAwGcemll6KlpSX53C233AIAuOuuu3D06NHk8u3bt+OBBx5AVVUVrr/+es37vfnNb4bP58Of/vQnPPzww8nlAwMD+MpXvqJ5XyIiIiIiIprd1s2txu9u24Q9/3QV3rJ+TnK5x2HFwnqP7vVzahioJCLKp4L0qDx69Cg+9alPobGxEStXroTf70dnZyd2796NcDiMJUuW4F/+5V8062zevBk333wz7r33XlxzzTXYvHkzIpEItm3bBlVVceedd6KqqkqzTk1NDb70pS/hwx/+MD74wQ9i48aNqKmpwdNPP41AIIBbbrkFmzZtKsSPTERERERERGXsksUNONA3rllWfzrjkoiI8qMggcq1a9firW99K3bu3ImXX34ZgUAAbrcbK1aswFVXXYW3vvWtcLn0d6Y+85nPYMWKFbjvvvuwbds22O12nH/++bjjjjuwfv166WddeeWVuO+++3DXXXdhx44diEQi6OjowE033YRrr7023z8qERERERERVYA3nd2KH79wEuOTU5WBF3bUw6Loy8GJiGjmKKparnOACqu/v/RGu9PMUhSgocHP3zXlFfczKgTuZ1QI3M+oELifUSGk289eODGM/33uJGo9drz/1QuZUUk54/GMCqGU97PEtmVSkIxKIiIiIiIionKzYV4NNsyrKfZmEBHNGkWf+k1ERERERERERETEQCUREREREREREREVHQOVREREREREREREVHQMVBIREREREREREVHRMVBJRERERERERERERcdAJRERERERERERERUdA5VERERERERERERUdAxUEhERERERERERUdExUElERERERERERERFx0AlERERERERERERFR0DlURERERERERERFR0DFQSERERERERERFR0TFQSUREREREREREREXHQCUREREREREREREVHQOVREREREREREREVHQMVBIREREREREREVHRMVBJRERERERERERERcdAJRERERERERERERUdA5VERERERERERERUdAxUEhERERERERERUdExUElERERERERERERFx0AlERERERERERERFR0DlURERERERERERFR0DFQSERERERERERFR0dmKvQHlQlGKvQWUb4nfMX/XlE/cz6gQuJ9RIXA/o0LgfkaFwP2MCoH7GRVCKe9nZrdJUVVVze+mEBEREREREREREaXH0m8iIiIiIiIiIiIqOgYqiYiIiIiIiIiIqOgYqCQiIiIiIiIiIqKiY6CSiIiIiIiIiIiIio6BSiIiIiIiIiIiIio6BiqJiIiIiIiIiIio6BioJCIiIiIiIiIioqJjoJKIiIiIiIiIiIiKjoFKIiIiIiIiIiIiKjpbsTeAKBu7du3Ctm3bsHPnTuzcuRM9PT0AgH379hmuMzw8jO985zt49NFH0dXVBb/fj3PPPRe33347VqxYIV0nHo/jZz/7GX71q1/hwIEDmJycRF1dHc4991z8/d//veF6qZ577jls2bIFqqri+uuvx7/+67/m9kNTwZX6fvbEE0/ghz/8IV5++WVEIhHMnz8fb3jDG/DOd74Tdrt9+v8AVBCF2s8A4Le//S3uv//+5HsvWrQIN954I9785jdDUZSM2zo0NITXvva1GBwcxPz58/HII49k+dNSsZT6fnbo0CF8+9vfxrPPPovh4WE0NTXh4osvxvvf/37U1f3/9u49KMrr/AP4F7mKgKCRqBCjIC8qlIyWmwRqiBa8JKjEZDI2VlGpkahVGxFRRpPUxCbGGEqqmKa2xkQz8QK1FbkZEhWpDaAgIhKBlMCACCr3i3B+fzi7P9ddiHLZfXf9fmYch3P2nPcceOZw9uHd8w7rw8xJW1paWnDu3DmcPn0a2dnZqKyshLGxMcaMGYOgoCCEhYVhyJAhGtseO3YMX375Ja5fvw5TU1M888wzWLlyJaZMmdLt9bKzs7F3715cunQJHR0dcHZ2xmuvvYZ58+Y91Hi5P9NP+hBn3J/pP23FWXNzM1JSUpCfn4+8vDwUFhaio6MDq1atwurVqx96vFzP9JM+xJmu1zMjIYQY8KsQ9ZOIiAikp6erlXf3huvGjRtYuHAhysvLMWLECHh4eODmzZvIy8uDiYkJ9u7dC39/f5U2QgisXr0aqampsLCwgKenJ6ysrFBcXKxcED755BNMmzat23G2t7cjJCQEZWVl/MWhh+QcZ/v27cOHH36IQYMG4ZlnnsGwYcNw8eJF1NbWws/PD/v27eNmWE9oI84AYOvWrTh8+DBMTU0xefJkDB48GLm5uaivr8f8+fOxY8eOnx1rVFQUEhISIIRgolLPyDnOzp8/j5UrV6KlpQVOTk4YP348rl27hrKyMowcORJfffUVRo4c2fdvAg2or7/+Glu2bAEAODs7w8XFBY2NjcjNzUVTUxOcnJxw8OBBDB8+XKXd9u3bceDAAVhYWODZZ59FW1sbsrKyIIRAbGwsZsyYoXat5ORkrFu3Dl1dXfDy8oKdnR3Onz+P+vp6LF26FBs3buxxrNyf6S+5xxn3Z4ZBW3FWWFioMen9KIlKrmf6S+5xJov1TBDpkfj4eLF7926Rnp4ubty4Idzd3YUkSd2+fsWKFUKSJLF8+XLR1NSkLE9NTRUTJkwQPj4+oqGhQaVNWlqakCRJBAYGiqqqKpW6ffv2Ket68tFHHwlXV1exefNmIUmSiI6O7sVsSVfkGmeXLl0Srq6uws3NTXz33XfK8oaGBrFo0SIhSZLYu3dvX6ZOWqSNODt16pSQJEl4eXmJ/Px8ZXl1dbV44YUXhCRJ4sSJEz2OMzMzU0iSJGJiYoQkSWLGjBm9nDHpglzjrLm5Wfj5+QlJksTHH3+sLO/q6hI7duwQkiSJpUuX9nX6pAXHjh0TMTEx4ocfflApr66uFvPmzROSJIn169er1J07d05IkiS8vb1FaWmpsjwnJ0e4ubkJT09PcefOHZU2t27dElOmTBGSJInk5GRleU1Njfj1r38tJEkSWVlZPY6V+zP9Jec44/7McGgrzn788UcRHR0tDh06JC5fvizi4uKEJEkiNjb2ocfK9Ux/yTnO5LKeMVFJeq2nN1yVlZVCkiQxadIk8dNPP6nVr1+/XkiSJP7+97+rlCveIMXHx6u16erqEr/85S+FJEni5s2bGq977do14ebmJjZv3iyOHj3KXxwGQC5xFh0dLSRJElu2bFFrU1JSIlxdXYWPj4+4e/fuo06RZGAg4mzx4sVCkiSxZ88etTZnz54VkiSJuXPndjumlpYWMWPGDDF79mxRWlrKRKUBkEucJSQkCEmSRHBwsOjs7FSpa29vF4GBgUKSJFFYWPiIMyQ5ycnJEZIkCXd3d9HW1qYsX758uZAkSezfv1+tzTvvvCMkSRKfffaZSrnij3grV65Ua5OSkiIkSRIrVqzodizcnxkuXccZ92ePh/6MswfFx8c/UqKS65nh0nWcyWU948N0yGAVFBQAABwdHeHg4KBW7+vrCwBqH4kzMzPrtk8jIyMYGRnB2NgY1tbWavVCCMTExMDa2hpvvvlmX4ZPekKbcaa4lre3t1qbcePGwd7eHrdu3UJOTs6jT4Rkrbdx1lPMeHl5YdCgQSgsLERlZaXG68bFxaG8vBxvvfUWTEx4rLWh02acKdoo6u9namqqPGspLS2tt9MhGZgwYQKAex9RvH37NgCgtbUVWVlZAICZM2eqtVGUffPNNyrl3377LQAgODhYrc20adNgbm6OzMxMtLW1qdVzf2bYdB1n3J89HvozzvqC65lh03WcyWU9Y6KSDFZLSwsAwMbGRmO9ra0tAPVzup599lkAwOHDh5UPHVD49NNPUV9fj5CQEI2Jpi+//BK5ubnYuHGjsn8ybNqMs4e91tWrVx9tEiR7vY0zRbuhQ4eqtTEzM4OlpSUAzTFz9epV7N+/H6GhofD09Oz12El/aDPOenst0i/l5eUA7iWfFT/T0tJS5cPjNJ1BOmnSJADqP3tF/Li5uam1MTMzg4uLC9ra2lBaWqpWz/2ZYdN1nHF/9njozzjrC65nhk3XcSaX9YyJSjJYiqeFdnen0E8//QTg3tNNm5qalOXe3t5YtmwZKioqEBQUhGXLluH3v/89Zs+ejY8//hihoaHYtm2bWn/V1dXYtWsXfHx8HvrJk6T/tBlndnZ23V5LCKEs724spL96G2eKmKmoqFBrc/v2bTQ2Nmrst6urC1u2bIG1tTU2bNjQ9wmQXtBmnD3stTT1SfrjwIEDAAB/f3/lH94UP/PuHpRkaWkJGxsb3LlzRxk7jY2NaGho6LGdovzBmOL+zPDpOs64P3s89Fec9QXXM8On6ziTy3rGRCUZLA8PD5iZmeHmzZv47rvvVOqEEDh27Jjy6/vfcAFAZGQkoqOjcffuXZw9exanTp3C9evXMXr0aPj5+cHCwkLtem+//Tba2to0JjHJcGkzzry8vAAACQkJauNITk5Wbq4fvA7pv97GmSJmjh8/rtbn0aNHNbYBgM8//xz5+fmIjIxUbljI8GkzzhR36WZkZKCurk6lTXV1NTIzM9XakH759ttvceTIEZiammLt2rXK8ubmZgDQuJdSGDx4MID///nfHwfdtXuwjQL3Z4ZNDnHG/Znh68846wuuZ4ZNDnEml/WMiUoyWNbW1li4cCEAICoqCqmpqWhoaEBJSQnWrVuHkpIS5WvvPx+rvb0da9euxZ/+9CesWLEC6enpyM7Oxj/+8Q+Ym5vjzTffxF//+leVa6WkpCAtLQ2/+93v4OTkpJ0JkixoM84WLlyIIUOG4OLFi4iMjERZWRnq6+tx8uRJbN26VXmGoJGRkRZmTtrU2zhbunQpTExMcPLkSbz//vuorKxEXV0dDh8+jNjYWI0xU1lZid27d8Pb2xuhoaFamiHJgTbjzN/fH25ubmhubkZ4eDjy8vLQ1NSE3NxcLF++HJ2dnWrXIf1x/fp1bNiwAUIIbNiwQXnmlrZxf2bY5BJn3J8ZNrnEGdczwyaXOJPLesbdHxm0P/zhDwgODkZtbS1WrVoFT09PzJo1C2lpaYiOjla+7v4zGOLj45GUlITf/OY3WLNmDRwdHWFlZQVfX1/Ex8fD0tIScXFxyjtAGhsb8c4772Ds2LF4/fXXtT5H0j1txBkAjBo1CnFxcbCxsUFiYiKCg4Ph5eWFdevW4amnnsJLL70EQPM5caT/ehNn7u7uePfdd2Fubo7PPvsMgYGBmDp1KrZu3QpfX18899xzAFRj5u2330ZHRwf/Wv+Y0lacGRkZ4c9//jNcXFxw+fJlvPzyy5gyZQpeffVV1NXVYdWqVWptSD9UV1cjPDwcd+7cQVhYGBYvXqxSrziztLW1tds+FGdkDRkyROX/nto92Ib7M8MmlzgDuD8zZAMRZ73B9cywySXOAPmsZ3yEJxk0MzMzxMbG4vvvv8eZM2dQV1eHkSNHYs6cOcq/Ajz99NMqDyxJTEwEoPlpf6NHj4aHhweysrJQUFCAgIAAFBQU4MaNG3BwcMCyZctUXl9TUwPg3m3cixYtwhNPPIGPPvpooKZLOqKNOFPw8/NDWloa/v3vf6O4uBjGxsaYPHkygoKCsGnTJgDA+PHjB3K6pCO9iTMAmDt3Lnx9fZGUlITS0lKYm5tj6tSpeO6555R3z90fM9988w1sbGzUEpWKJ5xWV1dj0aJFAIBdu3ZhxIgRAzVl0gFtxRkAODg4ICEhAampqcjNzUVraytcXFzw4osvIjU1VWMbkrfbt29j6dKlqKioQGhoKDZu3Kj2mtGjRwMAqqqqNPbR3NyM+vp6DB06FFZWVgAAKysrWFtbo6GhAVVVVRrjQtGfon/uzwyXnOJMgfszwzNQcdYbXM8Ml5ziTEEO6xkTlfRY8PT0VHtqreLcBW9vb5VyxQJgbW2tsS9FeX19vUp5RUVFt4f+19TUoKamBg4ODo88dtIf2ogz4N5fsBRv/O938eJFDBo0SHm2CBmmR4kzhSeffBJLlixRKWttbcXVq1cxZMgQtaeb1tfX48KFCxr7amtrU9YpkpdkeLQRZwBgYmKCWbNmYdasWSrlOTk5PV6L5KepqQnh4eH44YcfEBQUhD/+8Y8aPxo2btw4mJmZoa6uDtXV1XjyySdV6q9cuQIAcHV1VSmfMGEC/vvf/6KgoEDtDVJHRweKi4thbm6OcePGqdRxf2ZY5BpnAPdnhmSg46y3uJ4ZFrnGGaD79Ywf/abHkhACX3zxBQDglVdeUalT3B10+fJltXadnZ3KhUDxS8DHxwdFRUUa/7333nsAgAULFqCoqAinT58esDmR/PRnnP2cjIwMlJeXIyAgAKNGjerLsEnP9BRnPTl69Ciam5sxd+5clcO5u1vP0tPTAQBjxoxRljk6OvbvZEi2+jvOelJTU4Pk5GTY2toiKCioV+Ml7Wpvb0dERATy8vLg7++PDz/8EMbGxhpfa2FhAV9fXwBAUlKSWv2pU6cAAIGBgSrl06ZNA3DvMP8HZWRkoK2tDX5+fjA3NwfA/ZkhkmOc/Rzuz/SPNuLsUXE9MzxyjLOfo831jIlKMmiVlZWora1VKWttbUVMTAzy8vIQGhoKDw8Plfrp06cDAGJjY1FaWqos7+zsxK5du1BRUQEHBwe4u7sP/ARIL2gzzi5fvgwhhEpZTk4ONm3aBHNzc0RFRfXn1EhGehNnAJCfn69WlpaWhg8++AB2dnZYvXr1gI2Z9I824+zatWtqd+VWVVUhIiICTU1NiIqKeujkJulOZ2cn1q9fj6ysLHh6eiIuLk7taIAHhYWFAQD27NmDsrIyZXlubi6++uor2NjYYMGCBSptXn75ZVhZWSE9PR0pKSnK8traWnzwwQcq/ZLhkXuccX9mGLQVZ/R4k3ucyWE940e/Sa9kZGTgL3/5i/Lrjo4OAKp3d0RERCgP7s/KykJMTAzc3d0xatQotLa2Ijc3F7dv34a/v7/Gh0W88cYbOHv2LEpLSxESEoLJkyfD1tYWV65cQXl5OSwsLLB9+3blE6/I8Mg5ztasWYPOzk64uLhg6NChKCsrQ0FBAczNzREbG8unAOoRbcQZcO8v7GPGjIGzszMGDx6M4uJiFBcXw9bWFp9++imGDRs2YHMk3ZNznP3tb39DamoqJk2aBHt7e9TW1iI7O1t5l8H8+fP77xtBA+bgwYPKM0Xt7Ozw1ltvaXxdZGSkMg78/Pzw29/+FgcOHMC8efPg5+eHjo4OZGZmQgiB9957T+WBTQBga2uLd999F2vXrsWaNWvg7e0NW1tbnD9/HvX19QgLC4OPj8/ATpZ0Ru5xxv2ZYdBWnAH33gsozpe8ceMGAODrr7/GmTNnANz79NUnn3zS73Mk3ZN7nMlhPWOmhfRKXV0dLl26pFZ+f9n9T0l2c3NDcHAwLl68iMLCQpiZmUGSJISGhuKll17SeAaEnZ0djhw5gv379yM1NRX5+fno6OjAiBEjMH/+fISHh8PZ2XlgJkiyIOc4e/XVV5GWlob8/Hw0NTXB3t4er7zyCsLDw/HUU0/103eAtEEbcQYAS5YswYULF5CdnY3W1laMHj0aYWFhCA8Px/Dhw/t/YiQrco6zGTNmoKamBkVFRcjNzYWNjQ0CAgKwePFiJpz0yP1nKSveeGmyatUqlYT15s2bMXHiRBw8eBCZmZkwNTXF1KlTERERgSlTpmjsIzg4GAcPHsSePXtw6dIldHR0wNnZGa+99hoT2wZO7nHG/Zlh0GacFRYWqp03WV1djerqagAPf/wT6R+5x5kc1jMj8eA9nURERERERERERERaxjMqiYiIiIiIiIiISOeYqCQiIiIiIiIiIiKdY6KSiIiIiIiIiIiIdI6JSiIiIiIiIiIiItI5JiqJiIiIiIiIiIhI55ioJCIiIiIiIiIiIp1jopKIiIiIiIiIiIh0jolKIiIiIiIiIiIi0jkTXQ+AiIiIiAybq6urytcmJiawsrKCvb093NzcEBgYiOnTp8PE5Oe3ptu2bcOhQ4dgZGSE9PR0ODg4KOsWLVqECxcuPNLY0tPT4ejoiOeffx4VFRU9vtbb2xuff/75I/VPRERERA+PiUoiIiIi0or58+cDALq6utDQ0ICysjIkJCTg+PHjePrpp7Fz5054eHh02769vR1JSUkAACEETpw4gddff11ZHxAQoJK4BIAff/wROTk5eOKJJxAQEKDWp6WlpcrXwcHBamUKTk5ODzdRIiIiIuoVIyGE0PUgiIiIiMhwKe6oLCoqUqv73//+h127diEpKQmDBw/GoUOHMHHiRI39pKWl4Y033sCIESNQU1MDJycnZeKyO8eOHcOmTZt+9m5IxR2VijssiYiIiEj7eEYlEREREenMmDFjsHv3bixYsAAtLS2Ijo7u9rWJiYkAgDVr1mDMmDEoKSlBfn6+toZKRERERAOMiUoiIiIi0rmoqChYWlriypUr+P7779Xq6+vrkZGRATMzM8yaNQsvvvgigP9PXhIRERGR/mOikoiIiIh0ztraWnmG5H/+8x+1+qSkJLS3tyMwMBDW1tYICQkBAJw8eRJ3797V6liJiIiIaGAwUUlEREREsqA4m7KkpEStTnHnpCJBOXbsWHh4eKC2thbnzp3T3iCJiIiIaMDwqd9EREREJAt2dnYAgDt37qiUl5eXIycnB7a2tvjVr36lLA8JCUFeXh4SExMxbdq0fhnD9OnTu63btGkTlixZ0i/XISIiIiJ1TFQSERERkSwIIQAARkZGKuUnTpyAEAIzZ86EmZmZsnzOnDnYsWMH0tPT0djYCCsrqz6PITg4GJaWlhrrxo8f3+f+iYiIiKh7TFQSERERkSzcunULADB06FCV8gc/9q0wbNgw+Pv7IyMjAykpKQgNDe3zGCIjI+Ho6NjnfoiIiIjo0TFRSURERESyUFhYCED1zsW8vDyUlZUBAHbu3KnWprq6GsC9ZGZ/JCqJiIiISHeYqCQiIiIinWtoaMDZs2cBAD4+Pspyxd2UAJCTk9Nt+wsXLqCqqgojR44cuEESERER0YDiU7+JiIiISOd27NiB5uZm/OIXv8DkyZMBAHfv3sXJkycBAP/6179QVFSk8V9oaCi6urrwz3/+U5dTICIiIqI+YqKSiIiIiHSmvLwca9euxZEjR2BpaYnt27cr686cOYO6ujpIkgQXF5du+5gzZw6Aew/dISIiIiL9xY9+ExEREZFWREVFAQC6urrQ2NiIsrIylJSUQAiBsWPHYufOnXB1dVW+XvGx7xdeeKHHfqdOnYrhw4fj2rVrKCwsxMSJE3s9xvfff7/bp35bWFhg27Ztve6biIiIiHrGRCURERERacXx48cBACYmJrCysoK9vT3mzZuH6dOn4/nnn4exsbHytY2NjTh9+jQAYPbs2T32a2xsjJkzZ+KLL75AYmJinxKVycnJ3dZZW1szUUlEREQ0gIyEEELXgyAiIiIiIiIiIqLHG8+oJCIiIiIiIiIiIp1jopKIiIiIiIiIiIh0jolKIiIiIiIiIiIi0jkmKomIiIiIiIiIiEjnmKgkIiIiIiIiIiIinWOikoiIiIiIiIiIiHSOiUoiIiIiIiIiIiLSOSYqiYiIiIiIiIiISOeYqCQiIiIiIiIiIiKdY6KSiIiIiIiIiIiIdI6JSiIiIiIiIiIiItI5JiqJiIiIiIiIiIhI55ioJCIiIiIiIiIiIp37P0Wt57GgGPUTAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reader = pdr.fred.FredReader([\"HOUST\"], start=\"1980-01-01\", end=\"2020-04-01\")\n", "data = reader.read()\n", "housing = data.HOUST\n", "housing.index.freq = housing.index.inferred_freq\n", "ax = housing.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We fit specify the model without any options and fit it. The summary shows that the data was deseasonalized using the multiplicative method. The drift is modest and negative, and the smoothing parameter is fairly low. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:36.482520Z", "iopub.status.busy": "2022-11-02T17:10:36.482273Z", "iopub.status.idle": "2022-11-02T17:10:36.576256Z", "shell.execute_reply": "2022-11-02T17:10:36.575606Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ThetaModel Results \n", "==============================================================================\n", "Dep. Variable: HOUST No. Observations: 484\n", "Method: OLS/SES Deseasonalized: True\n", "Date: Wed, 02 Nov 2022 Deseas. Method: Multiplicative\n", "Time: 17:10:36 Period: 12\n", "Sample: 01-01-1980 \n", " - 04-01-2020 \n", " Parameter Estimates \n", "=========================\n", " Parameters \n", "-------------------------\n", "b0 -0.9182227350685341\n", "alpha 0.6150174992660694\n", "-------------------------\n" ] } ], "source": [ "from statsmodels.tsa.forecasting.theta import ThetaModel\n", "\n", "tm = ThetaModel(housing)\n", "res = tm.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model is first and foremost a forecasting method. Forecasts are produced using the `forecast` method from fitted model. Below we produce a hedgehog plot by forecasting 2-years ahead every 2 years. \n", "\n", "**Note**: the default $\\theta$ is 2." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:36.581506Z", "iopub.status.busy": "2022-11-02T17:10:36.580113Z", "iopub.status.idle": "2022-11-02T17:10:37.277549Z", "shell.execute_reply": "2022-11-02T17:10:37.276885Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "forecasts = {\"housing\": housing}\n", "for year in range(1995, 2020, 2):\n", " sub = housing[: str(year)]\n", " res = ThetaModel(sub).fit()\n", " fcast = res.forecast(24)\n", " forecasts[str(year)] = fcast\n", "forecasts = pd.DataFrame(forecasts)\n", "ax = forecasts[\"1995\":].plot(legend=False)\n", "children = ax.get_children()\n", "children[0].set_linewidth(4)\n", "children[0].set_alpha(0.3)\n", "children[0].set_color(\"#000000\")\n", "ax.set_title(\"Housing Starts\")\n", "plt.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could alternatively fit the log of the data. Here it makes more sense to force the deseasonalizing to use the additive method, if needed. We also fit the model parameters using MLE. This method fits the IMA\n", "\n", "$$ X_t = X_{t-1} + \\gamma\\epsilon_{t-1} + \\epsilon_t $$\n", "\n", "where $\\hat{\\alpha}$ = $\\min(\\hat{\\gamma}+1, 0.9998)$ using `statsmodels.tsa.SARIMAX`. The parameters are similar although the drift is closer to zero." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:37.281804Z", "iopub.status.busy": "2022-11-02T17:10:37.281095Z", "iopub.status.idle": "2022-11-02T17:10:37.478627Z", "shell.execute_reply": "2022-11-02T17:10:37.477838Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ThetaModel Results \n", "==============================================================================\n", "Dep. Variable: HOUST No. Observations: 484\n", "Method: MLE Deseasonalized: True\n", "Date: Wed, 02 Nov 2022 Deseas. Method: Additive\n", "Time: 17:10:37 Period: 12\n", "Sample: 01-01-1980 \n", " - 04-01-2020 \n", " Parameter Estimates \n", "===========================\n", " Parameters \n", "---------------------------\n", "b0 -0.000424561126389559\n", "alpha 0.6686378512512897\n", "---------------------------\n" ] } ], "source": [ "tm = ThetaModel(np.log(housing), method=\"additive\")\n", "res = tm.fit(use_mle=True)\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The forecast only depends on the forecast trend component,\n", "$$\n", "\\hat{b}_0\n", " \\left[h - 1 + \\frac{1}{\\hat{\\alpha}}\n", " - \\frac{(1-\\hat{\\alpha})^T}{\\hat{\\alpha}} \\right],\n", "$$\n", "\n", "the forecast from the SES (which does not change with the horizon), and the seasonal. These three components are available using the `forecast_components`. This allows forecasts to be constructed using multiple choices of $\\theta$ using the weight expression above. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:37.482503Z", "iopub.status.busy": "2022-11-02T17:10:37.482177Z", "iopub.status.idle": "2022-11-02T17:10:37.499427Z", "shell.execute_reply": "2022-11-02T17:10:37.498739Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
trendsesseasonal
2020-05-01-0.0006356.967369-0.000954
2020-06-01-0.0010606.967369-0.006908
2020-07-01-0.0014846.9673690.002655
2020-08-01-0.0019096.967369-0.003895
2020-09-01-0.0023336.967369-0.004274
2020-10-01-0.0027586.967369-0.004011
2020-11-01-0.0031826.9673690.008384
2020-12-01-0.0036076.967369-0.000926
2021-01-01-0.0040316.9673690.005346
2021-02-01-0.0044566.9673690.010119
2021-03-01-0.0048816.967369-0.004256
2021-04-01-0.0053056.967369-0.001280
\n", "
" ], "text/plain": [ " trend ses seasonal\n", "2020-05-01 -0.000635 6.967369 -0.000954\n", "2020-06-01 -0.001060 6.967369 -0.006908\n", "2020-07-01 -0.001484 6.967369 0.002655\n", "2020-08-01 -0.001909 6.967369 -0.003895\n", "2020-09-01 -0.002333 6.967369 -0.004274\n", "2020-10-01 -0.002758 6.967369 -0.004011\n", "2020-11-01 -0.003182 6.967369 0.008384\n", "2020-12-01 -0.003607 6.967369 -0.000926\n", "2021-01-01 -0.004031 6.967369 0.005346\n", "2021-02-01 -0.004456 6.967369 0.010119\n", "2021-03-01 -0.004881 6.967369 -0.004256\n", "2021-04-01 -0.005305 6.967369 -0.001280" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.forecast_components(12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Personal Consumption Expenditure\n", "\n", "We next look at personal consumption expenditure. This series has a clear seasonal component and a drift. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:37.502780Z", "iopub.status.busy": "2022-11-02T17:10:37.502463Z", "iopub.status.idle": "2022-11-02T17:10:38.495383Z", "shell.execute_reply": "2022-11-02T17:10:38.494504Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reader = pdr.fred.FredReader([\"NA000349Q\"], start=\"1980-01-01\", end=\"2020-04-01\")\n", "pce = reader.read()\n", "pce.columns = [\"PCE\"]\n", "pce.index.freq = \"QS-OCT\"\n", "_ = pce.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since this series is always positive, we model the $\\ln$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:38.499814Z", "iopub.status.busy": "2022-11-02T17:10:38.499542Z", "iopub.status.idle": "2022-11-02T17:10:38.525658Z", "shell.execute_reply": "2022-11-02T17:10:38.525080Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ThetaModel Results \n", "==============================================================================\n", "Dep. Variable: PCE No. Observations: 162\n", "Method: OLS/SES Deseasonalized: True\n", "Date: Wed, 02 Nov 2022 Deseas. Method: Multiplicative\n", "Time: 17:10:38 Period: 4\n", "Sample: 01-01-1980 \n", " - 04-01-2020 \n", " Parameter Estimates \n", "==========================\n", " Parameters \n", "--------------------------\n", "b0 0.013017709693005357\n", "alpha 0.9998843148384222\n", "--------------------------\n" ] } ], "source": [ "mod = ThetaModel(np.log(pce))\n", "res = mod.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we explore differenced in the forecast as $\\theta$ changes. When $\\theta$ is close to 1, the drift is nearly absent. As $\\theta$ increases, the drift becomes more obvious." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:38.530385Z", "iopub.status.busy": "2022-11-02T17:10:38.529250Z", "iopub.status.idle": "2022-11-02T17:10:39.111216Z", "shell.execute_reply": "2022-11-02T17:10:39.110571Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABioAAAMKCAYAAAAbMhyzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hUZfo38O/09N7LhJZQU2ihGIrICggooriCZUHFjmXldS27uvpb0V3ZVRfUlRUbKhZQEKT3KiGUhFCS0NJ7b9PP+0c2E04mgUwyyWSS7+e69lrOfcpzZ3KC5NzneW6JIAgCiIiIiIiIiIiIiIiI7EBq7wSIiIiIiIiIiIiIiKj3YqGCiIiIiIiIiIiIiIjshoUKIiIiIiIiIiIiIiKyGxYqiIiIiIiIiIiIiIjIblioICIiIiIiIiIiIiIiu2GhgoiIiIiIiIiIiIiI7IaFCiIiIiIiIiIiIiIishsWKoiIiIiIiIiIiIiIyG5YqCAiIiIiIiIiIiIiIrthoYKIiIiIiKgdkpKS8Oijj2Ls2LEYPHgwBg4ciCeffLJN5/70008YOHAgpkyZ0slZEhERERF1f3J7J0BEREREZC8rVqzAypUr23RsWlpaJ2fT+xw7dgyJiYkIDQ3F3Llz7Z2OVU6fPo0//OEPMBgMkEgk8PLygkwmg6enp71Tu6GffvoJL7/8skVcoVDA09MTAwcOxIwZMzBnzhwoFIrrXuvEiRPYunUrjh8/jsLCQlRXV8PFxQXBwcGIi4vD9OnTMW7cOEgkEtF5U6ZMQW5ubpvyvfPOO/HOO++0/QskIiIiIofDQgUREREREQA/Pz97p9DrJCYmYuXKlYiPj3e4QsWXX34Jg8GAESNG4OOPP4aXl5e9U2oXb29vyGQyAEBdXR1KSkpQUlKCw4cP47vvvsNnn33WYvGluLgYL730Eg4dOmSOSaVSuLu7o66uDmlpaUhLS8P333+PIUOG4P3330dERITFdVQqFdzd3a+bo5ubWwe/SiIiIiLq7lioICIiIiICcPjwYXunQA4kPT0dADBz5kyHLVIAwLp16xAWFmbezs7Oxvvvv4/NmzcjNTUVf/nLX/Dvf/9bdE52djbuu+8+FBYWQqFQ4O6778bcuXMxdOhQyGQyCIKAnJwc7N27F19++SXOnTuHjIyMFgsVt912G2dLEBERERELFURERERERNaqr68HALi4uNg5E9sKDw/H8uXLUVBQgKSkJOzYsQPFxcXw9/cHAOh0OixZsgSFhYVwdXXFf/7zH8THx4uuIZFIEB4ejgcffBALFizAxx9/DKmU7RGJiIiIqHUsVBARERERtYNWq8XatWuxbds2XLp0CRqNBn5+fhg9ejQWLVqEwYMHt3he49r8b7/9NqZNm4ZPP/0Uu3btQk5ODurq6rB7927RG+4nTpzA2rVrceLECZSUlECpVKJv37649dZbcd9998HV1bXVHMvLy/HNN99g//79yMzMRH19Pfz9/dGnTx9MnToVs2fPFi27U1xcjG3btuHIkSO4evUqioqKoNfrERgYiPj4eCxcuBCRkZGtjnfw4EF8//33SElJQVlZGZRKJby9vREREYGbbroJd911F7y8vJCTk4NbbrnFfF5iYiIGDhwoutbbb78tWg5qy5Yt+Omnn3Du3DlUVlbC2dkZPj4+6NevHyZMmIC7774bKpWq9W9YK86dO4cvvvgCx48fR0lJCZycnNC/f39Mnz4dCxYsgFKpFB3fPM+XX35Z1O+h+fevPRp7p8THx2PNmjU4evQoPv/8c6SkpKC2thZhYWGYOXMmFi9e3K6v+UYkEgluv/12JCUlQRAEpKam4uabbwbQMAPj/PnzAIDXXnvNokjRnFwux5IlS2AymWyeJxERERH1HCxUEBERERFZqbCwEI888oh5+R+FQgEnJyfk5eVh48aN2LRpE1555RU88MADrV6joqICc+fOxdWrV6FQKODs7CzabzKZsGzZMqxZs8Ycc3FxQX19Pc6cOYMzZ87gp59+wurVqxEaGmpx/UOHDuGPf/wjKisrATQ8MHZzc0NRURFyc3Nx+PBhBAQEYOrUqeZz/vnPf+Lnn38WHa/RaJCVlYWsrCz88ssvWL58OaZNm2Yx3sqVK7FixQrztrOzs3kJoJycHBw+fBjDhg3DmDFjIJPJ4Ofnh7q6OtTV1ZmbOF/LycnJ/OeXX34ZP/30k+hzMBgMyMzMRGZmJvbu3YtJkyZZXSD44osv8M4770AQBACAu7s76uvrcerUKZw6dQo//fQTPv30UwQEBJjPaexlUlZWBpPJBDc3N1Gujf0ebOXTTz/F8uXLzfnp9XpcvnwZK1asQGJiIj7//HObjwkAQUFB5j/X1NSY//zNN98AAPr06YM77rijzdfjjAoiIiIiuh4WKoiIiIiIrGA0GrFkyRKkp6fD3d0dr732GqZPnw6lUons7Gy89dZb2Lt3L9566y2o1WpMmjSpxeusWLECrq6u+PDDDzFp0iQoFAoUFBSYH9j/+9//xpo1a+Dr64unnnrK3AtBr9fj5MmTeOedd3Du3DksWbIE69atEz0IPnfuHJ588klotVpERkbi//2//4fx48dDoVDAaDTi/Pnz+PXXXy1mY6jVarz44ouYMGEC+vXrB7lcDpPJhEuXLuGTTz7Bpk2b8NJLLyEuLg6BgYHm83Jzc/Hhhx8CABYtWoRFixaZ91dXVyMtLU00XnBwMA4fPmyeOTB8+HBRQeZaSUlJ+OmnnyCVSvHHP/4R8+bNM/eEKC8vx9mzZ7F582YoFAqrvo979+7F22+/DQC45ZZb8PLLLyM8PBw6nQ5btmzBm2++ibS0NDzzzDP45ptvzMWAxl4mjTNjXn311U5rBH7hwgUkJSXh0UcfxcKFC+Hj44Oamhp89tln+PDDD3Hs2DH8/PPPuPvuu20+dk5OjvnPjfdkcXExLl68CKDh65dIJDYfl4iIiIh6JxYqiIiIiIgA3HTTTa3u++KLL8xLHm3fvh3JyckAgPfffx8JCQnm48LDw7Fy5UosWLAAycnJWL58eauFCq1Wi2+++QZDhgwxxxrfYs/JycGqVavg5OSEzz77DIMGDTIfo1AoMGbMGKxZswYzZ87E2bNnsWfPHtHMiL/97W/QarXo06cP1q5dK1reSSaTYdiwYRg2bJhFTk8++aRFTCqVIjIyEsuXL0d1dTX27duH9evXi45NTk6GyWRCnz598NJLL4nOd3d3x6hRozBq1KgWP4cbOXXqFABg/PjxWLx4sWift7c3EhISRN+Dtnr33XcBAKNGjcKKFSvMhQilUok5c+bAw8MDTzzxBE6dOoWdO3di+vTp7cq/I6qqqvD0009jyZIl5pibmxueeeYZZGRkYMeOHfj1119tXqgwGAz44YcfADR8/6OjowHAXKQAILpvO2LLli04ePDgdY9ZsWIFRowYYZPxiIiIiKh74vxbIiIiIiIAJSUlrf7PYDCYj9uyZQsAYPjw4S0+IJfL5XjqqacAAOnp6UhLS2txvAkTJrT6sPfnn3+G0WjEhAkTREWKa7m5uZmLE9c+6L169SpOnDgBAHj++edFRYqOaiy6NF6/kYeHBwCgtrYWdXV1Nhvv2muXlZXBaDTa5JoXLlzApUuXAABPPPFEi0snTZkyBTExMQCAX3/91SbjWkupVOKhhx5qcV9jj4/W7q/2qK2txenTp/Hoo4/iwoULAIA5c+bA29sbQMMMlkbNl+pqL61We92fvZKSEuj1epuMRURERETdF2dUEBERERGh7Q98U1NTAQDjxo1r9ZixY8dCJpPBaDQiNTXVogEzgOu+IX7y5EkADcsMXW+mR2NRIC8vzxxrnIEgk8kwceLE63wlLbtw4QK+++47nDhxArm5uairqzP3cGhUWFgo2o6JiYG3tzeKi4txzz334N5778W4cePQr1+/Di8PNG7cOKhUKpw7dw733Xcf7rrrLowdOxbh4eHtvmbj91Aul1+3GfT48eORkpJiPr6rRUZGttosvbFvRmMPkva6tql5c+PHj8df/vKXDl3/Ru6880688847nToGEREREXV/LFQQEREREVmhtLQUAEQ9GppTqVTw9vZGSUmJ+fjmfHx8Wj2/qKgIAMzNpm9Eo9GY/1xcXAygYVkkFxeXG557ra+//hpvvfUWTCYTAEAikcDd3R1KpdI8Tk1NjUVOHh4e+Ne//oUXXngBGRkZ+L//+z8ATcs+zZgxA7fddpvVfSSAhr4Zf/vb3/D666+bm1wDDZ/fmDFjMGvWLNxyyy1WFUTKysoANHxGjV9bSxqX4mrte9jZWitSAE1Nu6+d7dMe3t7e5mvJ5XJ4enpi4MCBmDZtmsXn2jizAuh4gYSIiIiI6FosVBARERER2UFLyw01alziaPHixVi6dKlV123vDIZLly5h2bJlMJlMmD59Oh5++GEMGjRI9CD/xx9/xJ///OcWzx8/fjx2796NHTt24LfffsOpU6dw9epV7N27F3v37sV///tfrF69+roFntbcfvvtmDhxIrZt24Zjx47h1KlTyM/Px9atW7F161aMGjUKn3zyCdzc3Nr1tfdm69atQ1hYWJuO7d+/v/nP586dw+zZszsrLSIiIiLqZdijgoiIiIjICr6+vgCAgoKCVo/RarWoqKgQHW8Nf39/AOIlnaw9t7y83Kp+Edu2bYPRaET//v3x3nvvISYmxmK2QUlJyXWv4eLigjlz5uCdd97B9u3bceDAASxduhQqlUo006I9vLy8cO+99+K9997Dvn37sHPnTjz66KOQSCRISkrCihUr2nytxtks5eXl0Ol0rR7X+D1uz/ewJwoICMCAAQMAAHv27LFYEoyIiIiIqL1YqCAiIiIissKwYcMAAL/99lurxxw7dsy8JE90dLTVYzT2rzhy5Ai0Wq1V5w4fPhxAw6yMAwcOtPm8xofygwYNglTa8q8JR44csSqXwMBALF68GIsWLQLQ0HPjWo2zP9rzwFutVuOFF17ArFmzrM6t8XtoMBiQmJjY6nFHjx4F0L7vYU+1YMECAA1N2zdu3Njm8xqXEyMiIiIiagkLFUREREREVrjtttsANDStPnTokMV+g8GAjz76CAAQFRWFqKgoq8e46667IJfLUV5ejn//+9/XPVan06G2tta8HRERgdGjRwMA3nvvPdTU1LRpzMZlk9LT01ssHOzfv7/Vh/rXm5UAAE5OTgBgUQBpHLOqqqrVc9t6bWuWvBo0aJB5ZsDHH39sXmrrWvv370dycjIAYObMmW2+dk83b9488z395ptv4vjx49c93mg0YuXKldi3b18XZEdEREREjoqFCiIiIiIiK0ybNg2xsbEAgOeeew6bNm2CXq8HAGRnZ2PJkiXmhs/W9pdopFar8cQTTwAAPv30U7z44otIT0837zcYDDh//jxWrlyJW2+9FefPnxed/+qrr0KlUuHq1auYP38+Dhw4YM7RaDQiJSUFr732mmgWwsSJEwEAGRkZeOONN8xLV9XV1eG7777Ds88+Cy8vrxbzXbVqFR555BFs2LBBtCSWTqfDli1bsHr1agDA5MmTRec1PvC+ePEiTp482eK133zzTTz77LPYvn27qKl1bW0t1q5diw0bNrR47Rtp/N4kJSXhmWeeQXZ2NgBAr9fjl19+wR//+EcADTNUpk6datW1ezKlUokPP/wQ/v7+qK2txaJFi/DGG28gJSVFVPDJycnBN998gxkzZmDFihWcUUFERERE18Vm2kREREREVpDJZFixYgUefvhhZGRkYOnSpXj55Zfh7OxsnhkglUrx8ssvY9KkSe0e56mnnoLRaMTHH3+MjRs3YuPGjXBycoKTkxOqq6tFD4WbzyYYPHgwPvroIzz33HNIT0/H4sWLoVAo4OrqitraWnPRorE4AQDjxo3DzJkz8euvv2Lt2rVYu3YtPDw8UFtbC6PRiKFDh2Lu3Lkt9pkQBAEHDx7EwYMHAcCcZ2VlpXl2Rv/+/fHSSy+JzouPj0ffvn1x5coVzJ8/H56enuZZFi+++CKmT58Og8GAbdu2Ydu2bQAa+mDI5XLRLIyRI0fi8ccft+rzvfnmm/Hyyy/jnXfewa5du7Br1y54eHigvr7e/PlERUXhgw8+uG7j895IrVZj/fr1+NOf/oSjR4/i22+/xbfffgupVGq+Zxo/QwCIjY3FwIEDW7zWli1bzPdNa4KCgrB+/Xqbfg1ERERE1L2wUEFEREREZKXAwECsX78ea9euxdatW3Hp0iXU19cjODgY8fHxWLRoEQYPHtyhMSQSCZ599lnMmDEDa9euxbFjx5Cfn4+amhp4eHigT58+GDFiBH73u9+Z+1JcKyEhATt27MCXX36JAwcOICsrC/X19QgICEDfvn1x6623YuzYsaJzli9fjtjYWKxfvx5XrlyB0WhEVFQUbrvtNixcuBCbN29uMdd77rkHgYGBOHbsGNLT01FUVISamhp4enpiwIABuPXWW3HvvfdCpVKJzpPL5fjyyy+xYsUKHD16FIWFhaisrAQAcyPwJ598EkOHDsWxY8dw6dIllJSUoK6uDr6+vhg0aBBmzpyJOXPmtKuYsHDhQowePRpffPEFjh8/jpKSEjg5OWHo0KGYMWMGFixYYNFQnBoEBgbiiy++QFJSErZs2YKkpCQUFhaipqYGzs7O6N+/P+Li4jBz5kzEx8e3eh2tVnvDPizN7xsiIiIi6nkkQns61xEREREREREREREREdkAe1QQEREREREREREREZHdsFBBRERERERERERERER2w0IFERERERERERERERHZDQsVRERERERERERERERkNyxUEBERERERERERERGR3bBQQUREREREREREREREdsNCBRERERERERERERER2Q0LFUREREREREREREREZDdyeyfg6EpLqyEI9s6i55BIAF9fd36u1K3xPiVHwPuUHAHvU3IEvE/JEfA+JUfA+5QcBe9VcgSOcp825tkWLFR0kCCgW98MjoqfKzkC3qfkCHifkiPgfUqOgPcpOQLep+QIeJ+So+C9So6gJ92nXPqJiIiIiIiIiIiIiIjshoUKIiIiIiIiIiIiIiKyGxYqiIiIiIiIiIiIiIjIblioICIiIiIiIiIiIiIiu2GhgoiIiIiIiIiIiIiI7IaFCiIiIiIiIiIiIiIishu5vRPojYxGI0wmo73T6JYkEkCj0UCv10EQ7J0NdTaJRAqZTAaJRGLvVIiIiIiIiIiIiMhOWKjoQjqdFjU1FdDpNPZOpVsrK5PCZDLZOw3qIlKpHE5OLnBz84RUykleREREREREREREvQ0LFV3EYNCjvLwIMpkcnp6+kMsVAPgWeUtkMgmMRk6n6PkEGI0maLX1qK+vgV6vhbd3AIsVREREREREREREvQwLFV2kuroCUqkUPj6BfBB7A3K5FAYDZ1T0BgoF4OTkDBcXV5SVFaGmphIeHt72TouIiIiIiIiIiIi6EJ+YdwFBEKDTaeDs7MoiBVELFAoVnJxcodHUQWBzEiIiIiIiIiIiol6FT827gNFogCCYoFCo7J0KUbelUjnDZDLAaGSjeSIiIiIiIiIiot6EhYou0PiGOGdTELVOJmv4+RAELvtFRERERERERETUm/DJeZdi82yi1vHng4iIiIiIiIiIqDdioYKIiIiIiIiIiIiIiOyGhQoiIiIiIiIiIiIiIrIbub0ToN4rIWEUgoKCsW7dpk4bY8uWTVi27A1RTCaTwcfHFzExcViw4EEMHDioxXMNBgO2bNmE/fv34uLFdFRVVUKpVCI0NAzDh4/C7Nlz0KdP3+uO1ZJ///s/GDFiVMe+MCIiIiIiIiIiIqIegoUK6hVCQ8MQExMHAKivr8OFC+exe/cO7N+/B3/729+RkDBJdHxm5lW89NIfkZ2dBYVCgcGDhyIubgQ0mnpkZKTj+++/wY8/rsXLL7+GGTNmtTpWS3x9/Wz95RERERERERERERE5LBYqqFeIiYnDq6/+1bxtMBjwz3++g02bNuDdd9/GmDHjoVAoAABFRYV46qlHUFFRgdtum42nnnoWnp5eouudOHEcH374PvLycm84FhERERERERERERG1jj0qqFeSy+V45pkX4OzsgtLSEpw7d9a87913l5mLFK+88rpFkQIARo4cjf/853PcdNOELsyaiIiIiIiIiIiIqOdhoYK6lZMnkzB27Ai89dZfUVVVieXL38Ydd0zDzTePwwMP3IPNmzfabCxnZ2eEh6sBAEVFBQCAK1cu4+jRw1CpVHj66eeve75SqcSgQUNslg8RERERERERERFRb8Sln7oBo0lAlUZv7zTaxMNJAZlU0unj1NRU47HHFqG+vh4xMcNRWVmB5ORTeOed/4MgCJg9e45NxqmrqwPQUHQAgKNHDwMAxowZDw8PD5uMQUREREREREREREStY6HCznalFePdPRdRVucYhQofFwX+35QBmDrQv1PHOXhwP2655Va8+upfzUWEAwf24ZVXluKLLz61SaHiypXLyM9v6DHRv38kAODixXQAQFTUwA5fn4iIiIiIiIiIiIhujIUKO3trZzpqtEZ7p9FmZXV6vLUzvdMLFa6urvjjH180FykAYOLEyejXrz8uX76E/Pw8BAeHtOva9fX1OHv2DP71r7/DaDRi1Kh4hIWFAwAqKysBAF5e3u3OfevWzdi6dXOL+9zc3LBt2752X5uIiIiIiIiIiIiop2GhgrqlgQMHt9jEOjxcjcuXL6G0tMSqQkVrxYNBg4bgL395syOpWggNDUNMTFyL+1QqJ5uORUREREREREREROToWKiws1d/F+WQSz91Nn//gBbjLi6uAACdTmfV9a4tHsjlcnh7+yA2djhGjx4DqbSpp7ynpycAoKKivB1ZN4iJicOrr/613ecTERERERERERER9SYsVNjZ1IH+uDnSj820m7m2eGALbS0eDBgQhR07tiI9Pc2m4xMREREREREREVH3ZTSYoK3Vw8VTZe9UeiUWKroBmVQCbxfljQ+kTjdu3E346KMPcOzYEVRVVcHDw8PeKREREREREREREVEnKs2uwYEv06HXGhE21Bvj7ukPSRe8rE1NbPvaOpGD69u3H8aNuwlarRYrV7533WP1ej0uXDjXRZkRERERERERERFRZ0jaeBV6rREAkHO2HLnn278sPLUPCxVEzfy///cKvLy8sGXLJixb9gYqKyssjjl9+iQef/whHD58sOsTJCIiIiIiIiIiIpuoKKhDZWG9KJaZXGqnbHovLv1E1ExAQCA+/PBT/OlPf8SWLZuwc+c2DBkyDP7+AdBo6nHxYgYKCvIhk8lw992/tzg/JeU03nrrr61e/3e/m474+LGd+BUQERERERERERFRW2SlWBYl8tMroas3QOnMx+ddhZ80UQsiIvpgzZrvsWXLJuzfvxcXL6bj7NkzUCpVCAsLw803T8Xs2XOgVkdYnJubm4Pc3JxWrx0ZGcVCBRERERERERERkZ0JJgFZKWUWcZNRQM65cvQb6W+HrHoniSAIgr2TcGQlJdW40Seo1+tQWpoPX99gKBRsmn0jcrkUBoPJ3mlQF3OknxOJBPDzc2/Tzz+RvfA+JUfA+5QcAe9TcgS8T8kR8D4lR8F7tXcpvlqNvasvtLgvoJ87Ji8a1MUZtY2j3KeNebYFe1QQERERERERERERUa+T2cKyT42KrlSjvkrXhdn0bixUEBEREREREREREVGvYjSYkJNqueyTmQBkXW8/2RQLFURERERERERERETUqxRerIKu3iiKBfQVL1PUUqNt6hwsVBARERERERERERFRr5KZLC5C+KndMGhisChWnluH6hJNV6bVa7FQQURERERERERERES9hl5rRF5ahSimjvVFQF8POLnJRfHr9bEg22GhgoiIiIiIiIiIiIh6jdzz5TDqTeZtiVSC8KHekMokCB/mIzo2K6UUgiB0dYq9DgsVRERERERERERERNRrZDVb9ilogAdUrgoAgDrGV7SvplSL8ry6Lsutt2KhgoiIiIiIiIiIiIh6BU2NHoWXq0SxiNim4oRPmCtcvVWi/Wyq3flYqCAiIiIiIiIiIiKiXiE7tQxC06pPkCulCBnkZd6WSCRQxzRb/ulMGUwmLv/UmVioICIiIiIiIiIiIqJeofnsiJBBXpArZaJYRLPlnzTVehRfre703HozFiqIiIiIiIiIiIiIqMerKdOgNLtWFLt22adGHgHO8Ap2EcWa97Ug22KhgoiIiIiIiIiIiIh6vMzkMtG2ykWOwP4eLR7bfPmnnHPlMOpNLR5LHcdCBRERERERERERERH1aIIgWCz7FB7tA6ms5Ufk6mhfQNK0rdcYkZ9R2Zkp9mpyeydA1JKEhFEICgrGunWb7J2KXRiNRuzbtwfnz5/F+fNnkZZ2HhqNBjNmzMKrr/7V6utlZl7FwYP7cOzYUVy+fBE1NTXw9PTCsGEx+P3vFyA2dritvwQiIiIiIiIiIqJuoyK/DtUlGlGs+ayJa7l4KuEf4S7qTZGVUoqwId6dlmNvxkIF2UV+fh7mzbsdcXEjsHLlKrvl0V0LInV1dXj99Zdtdr3nnnsSxcVFcHZ2wdChw+Dh4YmrVy/jwIG9OHhwH5YseR733LPAZuMRERERERERERF1J5nNZlO4einhG+523XPUMT6iQkVeWgX0GiMUTrLrnEXtwUIFUTckl8sxbdptGDRoCAYPHoKsrEwsW/ZGu6+nVvfBY489hZtvngqVSmWOb9iwHsuXv40PP/wAo0ePRd++/WyRPhERERERERERUbdhMgnIThH3p1DH+EIikbRyRoOwoT449WsWTEah4ToGAbnny9FnuF+n5dpbsVBB1A05OzvjL39507xdUJDfoet98MFHLcbnzLkLBw7sRWLib9i7dxf69n20Q+MQERERERERERF1N8VXq1FfrRfF1LG+NzxP5SJHUKQn8i5UmGOZyaUsVHQCFiqoy61e/Qk+//y/AIDTp08iIWGUed+MGbPw+utND+iNRiPWrl2DzZt/QWFhPry9fTB16jQ88sjjUCqVFtfWaDT48ce12LNnJ3JysgEAffv2x5133o0ZM2aZj9uyZZN5hkJBQb4oh2uXo8rISMPOnduQlHQcRUUFqK2thZ9fAMaMGYeFCx+Gn5+/DT8Z+xgwIBKJib+hpKTY3qkQERERERERERHZXPMm2l5BLvAMcG7TueoYH1GhouhyFeqr9XB2V9gyxV6PhQrqcpGRAzF58hTs27cHPj6+GDNmnHlfTEyc6Ng33vgzjh49jOHDR0KtjkBKyil8++1XKCkpxmuv/Z/o2PLyMjz33FO4dCkDvr6+iIsbAUEQkJqagrfe+isuXDiH559/EQAQGhqOGTNmYevWzXB2dsbkybeYr6NW9zH/+euvv8C+fXvQv38koqMbcrt4MR0bNqzDwYP7sHr1GocvVuTl5QIAfH1ZCSYiIiIiIiIiop7FqDch52y5KKaObb2JdnMhA70gV0ph0JkAAIIAZKeWIWpcoE3z7Ikq8uvg5+fepmNZqOgOTEZItBX2zqJNBJUXIO1Ys5iJEycjMjIK+/btgVodgVdf/WuLxxUU5MPJyQnfffeT+SF6Xl4uHnrofuzYsRUPP/wYQkPDzMcvW/YGLl3KwLx58/HEE0vMMy7Kykrx4ovPY/36HzBuXALGjh2P2Ng4xMbGYevWzfD09Go1hzvuuAvPPrsUPj5NU8FMJhO+/HI1Vq/+BKtWfYRXXnlddM7TTz+K06dPWvWZvPLK67jtttlWnWMLubk5OHLkEADgppsmdvn4REREREREREREnSk/vaEBtpkEUEffeNmnRnKlDKGDvZGZ3DQrIyullIWKG8g5W4bjG69iwHtt+5xYqLAz5cXNcD/wZ0jrS+ydSpuYnP1QPfFv0A2YdeODbeDZZ5eK3vQPCQnFtGkzsH79D0hOPmUuVGRkpOHo0cMYPHgIlix5HlKp1HyOj48vXnzxFTz00P3YsGEdxo4d3+bxR4wYZRGTSqVYtGgxfvnlZxw+fMBi/5gx4xEcHGLNl4nQ0HCrjrcFg8GAt976K3Q6HW655XcYNGhwl+dARERERERERETUmbKaNdH27+MOF0/LJeWvRx3jIypUlOXUoqZMAzcfJ5vk2NOYjAJOb80GhLafw0KFnbnvfRFSXZW902gzaX0J3Pe+iNIuKFTI5fIWCwXh4WoAQGlpU3EnMfE3AMCECZNFRYpGUVGD4OzsgvPnz1qdR2VlBQ4dOoDLly+hpqYaJlPDNC+DwYDKykpUVVXCw8PTfPwDDyy0egx7eP/95UhJOY2QkFC88MJL9k6HiIiIiIiIiIjIpnQaA/LSK0QxdUzbZ1M0CuzvAZWrHNpagzmWlVKGIZOte1m5t8g9V466Sh0UTm1fmYeFCuq2fHx8IZNZ3swuLq4AAJ1OZ47l5+cDAFat+girVn3U6jV1Oq1VOezcuQ3/+Mcy1NfXtXpMXV2dqFDhCL78cjU2bFgHHx9f/OtfKx0ufyIiIiIiIiIiohvJPVcOk6HptX6pTILwod5WX0cqkyJ8mA8uHisyxzKTSzF4UjAkEolNcu1J0o8WWH0OCxV2Vn3zPxxy6aeu0NLMiNYIQsMsh5iYOFHfio4oKMjHsmVvAACeeeYFjB+fAH9/f6hUDVO6Hn/8IaSmpkAQxHOY1qz5AllZV60aa9asOYiNjbNF2je0YcM6/Pe/H8PNzQ3//Oe/ERbW9ctOERERERERERERdbbMZPGyT0GRnlA6t++RuDpGXKioLtGgIr8O3iGuHcqxpynJqkFpdq3V57FQYWe6AbNQ2m9Gr2qm3Rn8/QMANCz9NH/+/Ta55tGjh6HX6zF//gO45575Fvvz8nJbPO/YsSNWN9MePnxklxQqdu3ajn/96x9wcnLCP/7xPiIjB3b6mERERERERERERF2tvkqHoiviJfcjYq1f9qmRb7gbXL2UqK1oWuUlK6WMhYpm0o9YP5sCaEehIjU1FUeOHEFKSgpSUlJQWFgIAEhLS2vx+BUrVmDlypWtXm/x4sVYunRpm8e/fPkyDhw4YB4/OzsbALB7926EhbX8Jv1PP/2El19+udVr3nbbbXjvvffanIPNSWUQnNv/Q+KIFAoFAMBoNNrkeqNHj8Wnn/4HBw7stapQIZfLW82hurrhL7LGIsi1Tp8+ibKyUos4AKxcuarN43elo0cP4W9/ex0ymQzLli1HTEycvVMiIiIiIiIiIiLqFFmpZaJmznKVFMEDvdp9PYlEgvAYX1w4kN80xplSxNwaBomUyz8BQG25Frnnytt1rtWFio8++gi7d++2eqARI0YgIiLCIj506FCrrrN27Vp89dVXVo8PAIMGDcLgwYMt4jExMe26HrWfp6cX5HI58vJyYDQaW+xFYY2hQ4dh9OgxOH78GP75z7/j8cefgqurm+iYjIx0lJaWYOzY8eaYn58/iouLUF1dDXd3d9HxjU27d+zYitmz58DZ2RkAUFxchOXL3+5Qvp3l2WefQHFxEf785zcwZMgwczwl5TT+/Oc/QRAEvPnmO4iPH2vHLImIiIiIiIiIiDpXVrL4JeOwId6QK9q+1HxLImJ8RIWK+io9ijOrEdDXo0PX7SkyfivEtavky5Vt/7ytLlTExcVh4MCBiI6ORnR0NKZMmSJqatyaefPmYe7cudYOZyEqKgqLFy9GdHQ0hg0bhocffhhXrlxp07lTp07FkiVLOpwDdZxCocCYMeNw+PBBLFw4H1FRg6BQKBAdHYs77pjTrmu+9tr/4YUXluDnn3/Ezp3bEBkZBT8/f9TW1uDixQwUFRVi3rz5okJFQsJErFv3PR566H5ER8dAqVRCrY7AggUPIiFhEvr27YcLF87h3nvnIDo6FjqdDidPJiEyMgrR0TE4cybFRp+IpeXL30F6+gUAQFVVJYCGWRGPPrrQfMyqVV+IzsnNzUFBQT40Go0o/uKLz0Or1SI4OBQHD+7DwYP7LMaLiYnD7NlzbJU+ERERERERERGRXVQV16M8r04UU8d0fEUbz0AXeAY6o7Kw3hzLSiljoQKAXmvElRPiPszWLLVldaHi0UcftfYUm5o3b55dxyfbeemlv2DlyveRlHQMu3Zth9FohNFobHehwtvbBx9//Bk2bfoZu3fvQEZGGlJTU+Dt7YOQkFDcffe9mDr1VtE5jz32NARBwMGD+7F79w4YjUbExY3AggUPQqFQ4MMPP8WqVR/h2LEjOHLkEPz8/HHXXb/HokWLsXTpMzb4FFp39eplnDuXKopVVFSgoqLC6mvV1FQDAPLzc5Gf33JvDQAsVBARERERERERkcPLShE30XZyk9usmKCO8cWZnTnm7ZyzZRg+Uw2ZvGOzNRzdlZPF0GuvWWJfAvSPt1xSvzVspk124+3tg7/85c0W9x06lNTqebfdNhu33Ta7xX0qlQp3330v7r773jbl4OzsjOeffxHPP/9ii/s9PDywdOlLLe7r7F4U7bn+unWbWoxf7/MkIiIiIiIiIiLqKQRBQFaKeNmn8GhfSGW26SOhjvERFSp09UYUZFQidLC3Ta7viEwmARlHi0Sx0EFecPNWtfkaXVao+O2333D+/HlotVoEBQVh4sSJGDZs2I1PtKGzZ8/i73//O2pra+Hn54exY8ciPj6+S3MgIiIiIiIiIiIios5RlluLmjKtKBYR42Oz67t6qeAX4YaSzBpzLCulrFcXKvLOl6O2XPyZR40PsuoaXVao2Lhxo2j7gw8+wLRp0/D222/D1dW1S3LYu3cv9u7da97+8MMPER8fj/feew9+fn7tuqakDYW4thxDRA0kku7/M9OYX3fPk3o33qfkCHifkiPgfUqOgPcpOQLep+QoeK86vuazKdx8VfAJc7Xp9zQixldUqMhLq4BBZ4RCJbPdINfR3e7T9COFom3vUBf493GzKr9OL1So1Wr86U9/wsSJExESEoKqqiocP34c7777LrZvb+hL8OGHH3ZqDv7+/liyZAluueUWhIeHQ6PRICUlBe+++y4SExPx2GOP4YcffoBMZv2N5OvrfsNjNBoNysqkkMkkkPfytcraip9T72MySSCVSuHt7QonJyd7p9Mmbfn5J7I33qfkCHifkiPgfUqOgPcpOQLep+QoeK86JpPRhJzUclFs8Nhg+Pvbttm16yQVTv2aBZNJAAAY9SZU5WgwcIx1swg6qjvcp4VXq1CSVSOKjZrWx+rPvNMLFXfccYdo28XFBbNnz8aYMWMwe/Zs7Nq1C6dPn0ZcXFyn5TBhwgRMmDDBvO3m5oYpU6ZgzJgxmDt3LlJTU7F161bMmjXL6muXllZDEK5/jF6vg8lkgtEowGAwWT1GbyOXS/k59UJGowCTyYTy8looFHp7p3NdEknDfwja8vNPZC+8T8kR8D4lR8D7lBwB71NyBLxPyVHwXnVsBRmVqK8WP1fyj3RHSUm1zccKHOCB/PRK8/bZw7nw7d81Kwd1p/s0cctl0bazhwJeEc4oKak259kWdmumHRAQgLlz5+Kzzz7DwYMHO7VQ0RpXV1c8+OCDePPNN3Ho0KF2FSoEATe8Gex9sxA5krb8THUXjpQr9V68T8kR8D4lR8D7lBwB71NyBLxPyVHwXnVMV5PFyz55h7rAzdepU76X6hhfUaGi4GIl6mv0cHJV2H6wVtj7Pq2r1CI7tUwUGzAmEBKp1Oq87Lq+Tp8+fQAAxcXFdsshIiLC7jkQERERERERERERUfsZ9CbknhMv+xQR49tp44UM8oJM0fR4XTDB4qF9T5fxWxGEaxbGkSmk6D/av13XsmuhorKyoeLk7OxstxyqqqrsngMRERERERERERERtV/+hQoYdE1PzSUSIDzap9PGU6hkCB3kJYplpfSeQoVea8TlJPHL/31H+EHp3L5FnOxWqBAEAbt27QIADBkyxF5pYPv27XbPgYiIiIiIiIiIiIjaLzNFvOxTQD8POLsrO3VMdax4xkZpVg1qyrWdOmZ3cfVUCfQaY1NAAkSOC2z39Tq1UFFWVoZvvvkGNTXirt+1tbV4/fXXkZycDH9/f9x6662i/SkpKZg+fTr+8Ic/2CSPTz75BGVl4mqWXq/HypUrsW3bNjg5OeGuu+6yyVhERERERERERERE1HW0dQYUZFSKYupOXPapUWB/DyidZaJYdrOCSU9kMgnIOFooioVEecHd16nd17R6Hsa+ffvw0Ucfmbf1+oYu6vfcc4859uSTT2Ly5Mmoq6vDm2++ieXLlyM6Ohr+/v4oLy/H2bNnUVFRAQ8PD3zwwQcWyy7V19fjypUr0Ol0FuOfPXsWb7zxhnk7Ly8PAPD0009DqWyokM2bNw/z5s0zH/Ovf/0LK1euxLBhwxAcHIyamhqcP38eRUVFUKlUePfddxEY2P5qDxERERERERERERHZR87ZMpiMTd2bpXIJQod4dfq4MrkUYcN8cPl40xJIWSllGDwppNPHtqf8tArUlIlnjkTd1LHn61YXKsrKypCcnGwRvzbWOHvBy8sLixcvRnJyMq5evYpTp05BJpMhLCwMc+fOxcKFC60uENTU1LQ4/vnz581/njBhgmjfU089hdOnT+PKlSs4d+4cBEFAUFAQfv/732PhwoXo16+fVTkQERERERERERERUffQvDdEyEAvKJ3a1yvBWhExvqJCRWVRPSoK6uAV5NIl49tD+hHxbAqvIBf493Hv0DWt/m7NnTsXc+fObdOxbm5uWLp0qdVJjRkzBmlpaVbva80zzzxjdQ5ERERERERERERE1L3VVWpRfLVaFOuKZZ8a+and4OKpRF1l0+pAWSmlPbZQUZ5Xa/F5R90UCIlE0qHr2q2ZNhERERERERERERFRRzSfTaFwkiE4yrPLxpdIJQiP9rHISTAJrZzh2JrPpnByVyB8mE8rR7cdCxVERERERERERERE5JCymjWvDhvqDZm8ax97RzSbwVFXqUNJdk2X5tAV6qp0yDojLgwNiA+wyefdNQt1EVkpIWEUgoKCsW7dJnunYhcFBfk4dGg/jhw5jIsX01FZWQE3NzcMHDgEc+fejYSESfZOkYiIiIiIiIiIyK4qC+tRUVAvijUvGnQFzyBnePg7oapYY45lpZTCP6JjfRu6m4vHikQzRWQKKfqP9rfJtTmjguwiPz8PCQmj8PTTj9o1j4SEUbj77tl2zaElb7zxZ7z//nKcPn0CanUEJk+egpCQUCQmHsVLL72AFSv+Ze8UiYiIiIiIiIiI7Kr5bApnD0WHmzq3h0QiseiLkZ1aDpPR1OW5dBaDzojLx4tEsYg4X6hcFTa5PmdUEHVDAQEBeP75/4cZM2bBxcXVHD9y5BBefvkFfP/9txgzZjzi48faMUsiIiIiIiIiIiL7EATBolChjvaFRNqxps7tpY71ReruXPO2rs6AwktVCI7ysks+tnb1dCl09UZRLGpcoM2uzxkVRN3QG2+8jbvu+r2oSAEA48cnYObM2wEAu3Ztt0dqREREREREREREdleaVYPaCp0opo7peFPn9nLzVsE3XPwsLzO5tJWjHYtgEpDRrIl2cJQnPPydbTYGZ1RQl1u9+hN8/vl/AQCnT59EQsIo874ZM2bh9dffNG8bjUasXbsGmzf/gsLCfHh7+2Dq1Gl45JHHoVQqLa6t0Wjw449rsWfPTuTkZAMA+vbtjzvvvBszZswyH7dlyyYsW/YGgIZ+ENfmEBc3AitXrgIAZGSkYefObUhKOo6iogLU1tbCzy8AY8aMw8KFD8PPzzZrsFljwIAoAEBJSXGXj01ERERERERERNQdZKaImzp7+DvBK9jFTtk0UMf4ojS71ryde74CBp0RcqXMjll1XH5GJapLNaJY1HjbzaYAWKjoFoyCEdW6Knun0SbuSg/IJB37wYqMHIjJk6dg37498PHxxZgx48z7YmLiRMe+8cafcfToYQwfPhJqdQRSUk7h22+/QklJMV577f9Ex5aXl+G5557CpUsZ8PX1RVzcCAiCgNTUFLz11l9x4cI5PP/8iwCA0NBwzJgxC1u3boazszMmT77FfB21uo/5z19//QX27duD/v0jER3dkNvFi+nYsGEdDh7ch9Wr13R5sSIvr2EKmY9P1zcGIiIiIiIiIiIisjeT0YScVHGhQh3jC4nEPss+NQof5oPTW7Mg/K81hVFvQt6FCov+FY4m/UiBaNsz0BkB/TxsOgYLFXa2L38PVpz9J8p15fZOpU28ld5YMvQFTA6e0u5rTJw4GZGRUdi3bw/U6gi8+upfWzyuoCAfTk5O+O67n+Dr6weg4SH9Qw/djx07tuLhhx9DaGiY+fhly97ApUsZmDdvPp54Yol5xkVZWSlefPF5rF//A8aNS8DYseMRGxuH2Ng4bN26GZ6eXq3mcMcdd+HZZ5eKigImkwlffrkaq1d/glWrPsIrr7wuOufppx/F6dMnrfpMXnnlddx2242beldXV2Pbtl8BABMmTLJqDCIiIiIiIiIiop6g4GIVtHUGUcyeyz41cnJTILCfBwouNr2UnplS6tCFior8OhRdrhbFosYH2rwoxEKFnf3zzDuoNdTYO402K9eV459n3ulQocIazz671FykAICQkFBMmzYD69f/gOTkU+ZCRUZGGo4ePYzBg4dgyZLnIZU2tV/x8fHFiy++goceuh8bNqzD2LHj2zz+iBGjLGJSqRSLFi3GL7/8jMOHD1jsHzNmPIKDQ6z5MhEaGt6m45YvX4aKinIMHRqNiRNvtmoMIiIiIiIiIiKinqB5E23fcFe4+TjZKRsxdYyvqFBRkNFQVFG5OOaj+PSj4tkUKlc51NG2L7w45qdDvYJcLm+xUBAergYAlJaWmGOJib8BACZMmCwqUjSKihoEZ2cXnD9/1uo8KisrcOjQAVy+fAk1NdUwmRrmbhkMBlRWVqKqqhIeHp7m4x94YKHVY7TF119/gd27d8LDwxOvvfZ/dp/KRkRERERERERE1NX0WiNyz1eIYt1pxkLoYG/I5FdhNAgAGhpR55wtQ//RAXbOzHr11XpkNesFMmBMAGQKy+evHcVChZ29EP2SQy791BV8fHwhk1n2w3BxcQUA6HQ6cyw/Px8AsGrVR1i16qNWr6nTaa3KYefObfjHP5ahvr6u1WPq6upEhYrOsH37FnzyyYdwdnbGP/7xvmjJKyIiIiIiIiIiot4i70IFjHqTeVsibegN0V0onGQIGeSF7NSm572ZyaUOWai4lFgEk1Ewb0vlkk77OliosLPJwVMwIWhSr2qm3VYtzYxojfC/DjUxMXE2e4hfUJCPZcveAAA888wLGD8+Af7+/lCpGqaRPf74Q0hNTYEgCKLz1qz5AllZV60aa9asOYiNjWtx3+HDB7Fs2RuQy+V46613MWxYtNVfCxERERERERERUU/QfNmnwP6ecHJT2CmblqljfEWFipLMGtRWaOHqpbJjVtYx6E24lFgkikXE+nbaZ81CRTcgk8jgpfK2dxoOzd+/oZI3YcJkzJ9/v02uefToYej1esyf/wDuuWe+xf68vNwWzzt27IjVzbSHDx/ZYqHi1KkT+MtfXgIAvP763xAfP9aq6xIRERERUfukFdZgw5l8BHk44Z7hIXBWdM0LW0RERNQ6Ta0eBRcrRbGIbtBEu7mgSE8onGTQa4zmWPaZMgyaEGzHrKyTmVxq0bA8alxQp43HQgXZhULRUHkzGo03OLJtRo8ei08//Q8OHNhrVaFCLpe3mkN1dcMsl8YiyLVOnz6JsrJSizgArFy5qs3jX09a2gW89NIfodfr8PLLr2Hy5Ftscl0iIiIiIrq+wmotnlqXgkpNwy/nxTVaLJ0ywM5ZERERUU5qOYSmVZ8gU0gRMrj7vQAuk0sRNtQbV0409djNSil1mEKFIAjIOCJuoh04wAOegc6dNqbtu14QtYGnpxfkcjny8nJsUqwYOnQYRo8egzNnkvHPf/4dtbU1FsdkZKTjt9+OiGJ+fv4oKytFdXW1xfGNTbt37NiK+vp6c7y4uAjLl7/d4ZyvJyvrKl54YQlqa2vx7LMv4LbbZnfqeERERERE1OTbEznmIgUA/JJaAIPRdJ0ziIiIqCtkNlv2KWSQFxSq7jnrMaJZg++KgnpUFta3cnT3UnCxClXFGlFs4PjOm00BcEYF2YlCocCYMeNw+PBBLFw4H1FRg6BQKBAdHYs77pjTrmu+9tr/4YUXluDnn3/Ezp3bEBkZBT8/f9TW1uDixQwUFRVi3rz5GDt2vPmchISJWLfuezz00P2Ijo6BUqmEWh2BBQseRELCJPTt2w8XLpzDvffOQXR0LHQ6HU6eTEJkZBSio2Nw5kyKjT4RsddffwUVFeXw8vJGWtoFvPXWXy2OUav74IEHFnbK+EREREREvVW1xoANKeI3COv1JqTmVyMuzNNOWREREVFNuRalWeKXkyNifVs52v78+rjD2V2B+mq9OZZ1phTRgbbpr9uZ0pvNpvDwd0LgAI9OHZOFCrKbl176C1aufB9JScewa9d2GI1GGI3GdhcqvL198PHHn2HTpp+xe/cOZGSkITU1Bd7ePggJCcXdd9+LqVNvFZ3z2GNPQxAEHDy4H7t374DRaERc3AgsWPAgFAoFPvzwU6xa9RGOHTuCI0cOwc/PH3fd9XssWrQYS5c+Y4NPoWWNMzwqKsqxdevmFo+JixvBQgURERERkY2tT85Dnd5y1ndiVjkLFURERHbUvIm20kWOoE5+eN4RUqkE4TE+SD9caI5lpZRh2C2hkEgkdszs+ioL61B4sUoUixof1Ok5SwRBEDp1hB6upKQaN/oE9XodSkvz4esbDIVC2TWJOTC5XAqDgdOqextH+jmRSAA/P/c2/fwT2QvvU3IEvE/JEfA+7V10BhNu/zQRpbU6i32xIR74dH5c1yfVBrxPyRHwPiVHwXu1exIEAdtXpIqWI+o/2h8jb+9jv6TaoDyvFjs/PieKTVk8GH5qtw5dtzPv0+Mbroh6a6hc5Ji5NBZyhfVdJBrzbAv2qCAiIiIiIiICsO1CUYtFCgBIza9CjdbQ4j4iIiLqXJUF9RY9E9TdeNmnRl7BLnD3cxLFms8M6U40NXpkJovz6x8f0K4ihbVYqCAiIiIiIqJezyQI+Dopp9X9RgE4lVPZhRkRERFRo+ZNtF08lfAL79ishK4gkUigjvERxbJTy2Ayds/pOpcSi2AyNOUmlUnQPz6gS8ZmoYKIiIiIiIh6vSNXynCltE4U83ASt3VMzKrowoyIiIgIAASTYDELQR3jA4m0+/Z5uJY6RjzzQ1trQNHlqlaOth+j3oSLiUWimDrGF87uii4Zn4UKIiIiIiIi6vXWHBfPpujn64L5I0JFseNZ5V2ZEhEREQEozqxGfZVeFItwgGWfGrn7OsEn1FUUaz5DpDvITCmFtla8zGXU+MAuG5+FCiIiIiIiIurVzhZU42SzZZ3uHxWGMRHeotilkjqUtNLDgoiIiDpHVkqZaNsz0BmegS52yqZ91LHi5Z9yz5XDoDfZKRtLgiAg42ihKBbQzwNeQV33ObNQQURERERERL3a18ezRdv+bkpMHxyAwUHucFXKRPs4q4KIiKjrGA0m5JwVFyqaL6XkCMKH+UByzUpVBp0J+Rcq7JZPc0WXq1BZWC+KdeVsCoCFCiIiIiIiIurFcirqsSejRBS7d3goFDIp5FIJRoV7ifYlZlZ0XXJERES9XEFGJXT1RlGseXNqR+DsrkRAPw9RrDst/5R2WDybwt3PCcGRnl2aAwsVRERERERE1Gt9eyIXJqFp21Upw9zYYPN2fISX6PjEzHIIggAiIiLqfJnJ4of5fhFucPVS2SmbjmleYGkowhhaObrrVBXVoyBDvARm5LjALm9WzkIFERERERER9UoVdXr8klogis2JDoabSm7eHq0W96koqtEhs1y8NAIRERHZnl5jRH5ahSjmSE20mwsd4g2pvOnhv8koIOes/ZeUTG/Wm0LpLEOfuK7/nFmoICIiIiIiol7px+Q8aA1NjSxlUgnuHREiOqaPjzP83ZSiGJd/IiIi6ny558thNDTNYpRIJQgb6njLPjVSOskRHOUlimXZefknba0emafFS2D2Hx0AebMeXV2BhQoiIiIiIiLqdTR6I348lSeKTRvkjyAPJ1FMIpEgXu0lirGhNhERUedr3sMhONITKhd5K0c7hohmyz8VXa1GXZXOTtkAl44Xi4pBUpkEA8YE2CUXFiqIiIiIiIio1/n1XCHK6/Wi2P2jwlo8Nj5CvPxTUnYFDCb2qSAiIuos9dV6FF2qEsUcsYl2c8FRXlCorpmtIADZZ8rskovRYMLFY0WiWPgwHzh7KFs5o3OxUEFERERERES9itEk4JukHFFsbIQ3Iv3dWjx+dLMZFTVaIy4UVndWekRERL1edmophGveCZArpQgZ5GW3fGxFppAidKj4BQh7Lf+UfaYMmhrxSxtR4wPtkgsAOPZcGeqxEhJGISgoGOvWbbJ3KnZRUJCPH3/8DhcunENeXi4qKysgk8kQFhaOyZNvwT33LICzs7O90yQiIiIickj7L5Uiu0Ijit0/uuXZFADg76ZCX18XXCmtM8cSMyswLNij03IkIiLqzbJSxLMMQgd726VvQmeIiPHB1ZNNfSHK8+pQVVwPD/+ue9YnCALSjxSIYv593eEd4tplOTTHGRVkF/n5eUhIGIWnn37UrnkkJIzC3XfPtmsOLbl06SK+//4b5ORkISwsHBMmTEZ0dBzy8/Pw3/9+jEcf/QOqqqpufCEiIiIiIhIRBAFfH88WxaL8XS36UDTHPhVERERdo7pUg7KcWlFMHetrp2xsz7+vB5zcxPMHmhdmOlvxlWpUFNSLYlHj7DebAuCMCqJuaeDAwfjqq+/Rr19/Uby2tgavvPIiTpxIxFdffYann37OPgkSERERETmo5NwqnMkXL9v0wOhwSCSS654XH+GN769pvp2cVwWN3ggnRc94u5OIiKi7yEoWL4WkcpUjsF/PmcUolUoQHu2LjKOF5lhWSimGTgm54b9HbCX9SKFo281HhZCBXl0ydms4o4KoG/Lz87MoUgCAq6sbHnqoYRbKyZPHuzotIiIiIiKHt6ZZb4ogdxWmRvnd8LwRYZ6QXfPsQG8UcDq30tbpERER9WqCIFjMLgiP9oFU1jUP8LtK88bgNWValOfWtnK0bVWXaJCXViGKRY4PhERq38+YMyqoy61e/Qk+//y/AIDTp08iIWGUed+MGbPw+utvmreNRiPWrl2DzZt/QWFhPry9fTB16jQ88sjjUCotO9BrNBr8+ONa7NmzEzk5DdO5+/btjzvvvBszZswyH7dlyyYsW/YGgIZ+ENfmEBc3AitXrgIAZGSkYefObUhKOo6iogLU1tbCzy8AY8aMw8KFD8PPz9+Gn0zbyOXy//2/osvHJiIiIiJyZFdL63DgkvgtzfkjQyGX3fgdPjeVHEODPZCS17QEa2JmBcb28bnOWURERGSN8rw6VJeK+0hFxPScZZ8a+YS6ws1HhZoyrTmWmVIGnzC3Th87/ah4NoXCSYY+cTd+aaOzsVBBXS4yciAmT56Cffv2wMfHF2PGjDPvi4mJEx37xht/xtGjhzF8+Eio1RFISTmFb7/9CiUlxXjttf8THVteXobnnnsKly5lwNfXF3FxIyAIAlJTU/DWW3/FhQvn8PzzLwIAQkPDMWPGLGzduhnOzs6YPPkW83XU6j7mP3/99RfYt28P+vePRHR0Q24XL6Zjw4Z1OHhwH1avXtOlxQqNRoOvvloNABg/PqHLxiUiIiIi6gm+OSGeTeGukmNOdHCbz49Xe4kLFVkVtkqNiIiI0LAE0rVcvVXwCbNfg+fOIpFIoI7xxbl9TctKZp8pRez0cEg7cWaDts6Aq6dKRLH+o/2hUNl/KUsWKroBwWiE4CCNkSUeHpDIOnbjTpw4GZGRUdi3bw/U6gi8+upfWzyuoCAfTk5O+O67n+Dr21DVy8vLxUMP3Y8dO7bi4YcfQ2homPn4ZcvewKVLGZg3bz6eeGKJecZFWVkpXnzxeaxf/wPGjUvA2LHjERsbh9jYOGzduhmenl6t5nDHHXfh2WeXwsenqXJrMpnw5ZersXr1J1i16iO88srronOefvpRnD590qrP5JVXXsdtt1k29a6qqsKKFf8CAFRUlOPcuVRUVlZiwoTJmD//fqvGICIiIiLqzUprddhyTvwG4V2xwXBRtv33m/gIb3z6W5Z5O62oBhV1eni5cLYzERFRR5lMArLOiJd9Usf4dFnfhq6mjvERFSo0NQYUX6lCYH/PThvzclIxjHqTeVsilWDAGPs20W7EQoWdaffuQs17yyGUd21n9/aSePvA7fmlUN08tUvGe/bZpeYiBQCEhIRi2rQZWL/+ByQnnzIXKjIy0nD06GEMHjwES5Y8D6m0aeq2j48vXnzxFTz00P3YsGEdxo4d3+bxR4wYZRGTSqVYtGgxfvnlZxw+fMBi/5gx4xEcHGLNl4nQ0PAW4xpNPbZu3SyKTZnyOzz//ItQqZysGoOIiIiIqDf74VQudEbBvK2QSfD74db9u31YsDuc5FJoDE2/4B/PrsDvBnb9krBEREQ9TfGVKmiq9aJYRGzPW/apkYe/M7xDXFCeV2eOZaaUdVqhwmgw4eJv4pc2wod6w8XTcnl9e2Chws5q/rEMQk2NvdNoM6G8DDX/WNYlhQq5XN5ioSA8XA0AKC1tmqaUmPgbAGDChMmiIkWjqKhBcHZ2wfnzZ63Oo7KyAocOHcDly5dQU1MNk6nhlxKDwYDKykpUVVXCw6PpL5AHHlho9RitCQgIxKFDSRAEAUVFhTh+/Bj++9+P8Ic/3It33/0AAwcOstlYREREREQ9VZ3OiHXJ+aLYbYMD4eemsuo6CpkUI8I9ceRKuTmWmFnOQgUREZENZDZrou0d4gIPf2c7ZdM11DG+okJF7tlyGGdFQKa4cf8sa+WcLUd9s0JQ1E1BNh+nvViooG7Lx8cXshaWmXJxaViXTqfTmWP5+Q2/dKxa9RFWrfqo1WvqdNpW97Vk585t+Mc/lqG+vq7VY+rq6kSFis4gkUgQGBiEWbPuQP/+A/D44w9h2bI38MUX3/bY6W9ERERERLbyS2oBqjQGUey+UWGtHH198WpvcaGCfSqIiIg6zKg3IfdsuSim7oFNtJsLj/ZB8vZs4H+TPvVaI/LTKxA21Mem4wiCgPQjBaKYX4QbfEK7T/8PFirszO3FVxxy6aeu0NLMiNYIQsMsh5iYOFHfio4oKMjHsmVvAACeeeYFjB+fAH9/f/OSS48//hBSU1MgCILovDVrvkBW1lWrxpo1aw5iY+PadOzgwUMRHh6BS5cykJeXa7Ovl4iIiIioJzKYBKxt1kR7Qj8f9PV1adf14iO8RNt5lRrkVNQjzKtnv/FJRETUmfLTK6DXGpsCkoaH+D2di4cSAX3cUXSl2hzLTCmzeaGiJLNGNHMDAKLGd5/ZFAALFXanunkqlBNv7lXNtDuDv38AANi0yfTRo4eh1+sxf/4DuOee+Rb78/JyWzzv2LEjVjfTHj58ZJsLFQDg5eUFAKioqGChgoiIiIjoOvakFyOvSjyz+oHRLfeIa4v+fq7wcVGgrK5p6YTErAoWKoiIiDogM7lUtB3Qxx0uHt2jd0JnU8f4igoV+ekV0NUboHS23aP75rMpXL1VCBnkZbPr2wILFd2ARCaDxNvb3ml0KYVCAQAwGo03OLJtRo8ei08//Q8OHNhrVaFCLpe3mkN1dUPxqLEIcq3Tp0+irKzUIg4AK1euavP47VFbW4P09DRIJBKEhFjX/I+IiIiIqDcRBAFrjotnUwwLdkdcqEe7rymVSDBa7YXtF4rNseOZFZgbE9zuaxIREfVmunoD8tMrRTF1D26i3VzYUG+c3JwJk7Fh1RaTQUDu+XL0HWGbHlg1ZRrkXqgQxSLHBUAq7V7Lydu+KwdRG3h6ekEulyMvL8cmxYqhQ4dh9OgxOHMmGf/8599RW2vZoDwjIx2//XZEFPPz80dZWSmqq6stjm9s2r1jx1bU19eb48XFRVi+/O0O53w9mzZtQG5ujkW8uLgIb7zxZ9TV1WLcuAR4e/f8KXBERERERO2VlF2BC0Xi3w0eGBXW4T5v8Wrxi2bHs8pharYkLBEREbVNzrly80N6AJDKJAgb0nte6lY6yxEUKe5/m5ViuzYB6UcLzT0wAEChktmsCGJLnFFBdqFQKDBmzDgcPnwQCxfOR1TUICgUCkRHx+KOO+a065qvvfZ/eOGFJfj55x+xc+c2REZGwc/PH7W1Nbh4MQNFRYWYN28+xo4dbz4nIWEi1q37Hg89dD+io2OgVCqhVkdgwYIHkZAwCX379sOFC+dw771zEB0dC51Oh5MnkxAZGYXo6BicOZNio09EbPv2Lfj73/+GPn36ISIiAnK5HEVFhUhLuwCdToe+ffvhxRdf7ZSxiYiIiIh6iuazKcK9nDBpgF+Hr9u8T0WlxoCMoloMDHTr8LWJiIh6m6xmyz4FR3nadNkjRxAR44u8a2Y9FF2uQn21Ds7uHVv+SldvwNWTJaJY31F+UKi639L+nFFBdvPSS3/BtGm3oaqqErt2bcfmzRut7u1wLW9vH3z88Wd47rml6Nu3LzIy0rBv325cvJiBkJBQPPnksxbLQj322NO46657YDQasHv3DmzevBFHjhwC0FBM+fDDTzFnzt1QKlU4cuQQrl69grvu+j3ee+8jyGSd9xfmggUPYubM2wEAJ0+ewL59e5CVlYkhQ4bhueeWYvXqr+Hn1/FfsIiIiIiIeqqLxbU4erVcFFswMgwyGyxzEOThBLW3uCdFYlZ5K0cTERFRa+qqdCi6Kl7pJKIXLfvUKHigJ+TKpkf1ggBkp3Z8VsXlE8Uw6EzmbYkUiBwb2OHrdgaJIHB+akeUlFTjRp+gXq9DaWk+fH2DoVD0jiYwHSGXS2EwmG58IPUojvRzIpEAfn7ubfr5J7IX3qfkCHifkiPgfeq4/rr1An49V2Te9nJWYNPieDgpbPMG4Tu7MrA+Od+8PTbCGyvujrbJta3F+5QcAe9TchS8V7tW2uECJG/LNm8rVDLc/qc4yBS97/36Y+svI/N00+wSnzBXTH1sSIvHtuU+NRkFbHkvBXWVOnMsfJg3xv1+gE3zvp7GPNui933HiYiIiIiIqEcrrNZi2zXNrgFgXlywzYoUABAfIV47+1RuJbR84YqIiMgqmc2WfQod6t0rixRAw/JP1yrLqUV1qabd18s5VyYqUgBA1Pigdl+vs/XO7zoRERERERH1WN+dzIXR1PR6oUouxby4EJuOMTLME9cuIqU1mHAmr8qmYxAREfVkVUX1qMivE8WaP6zvTQL6eUDlKl5qPiultJWjr08QBKQfKRTFfMNd4RvefftpsVBBREREREREPUaN1oCfU/JFsVlDA+HtYtvlRT2dFRjUrHk2+1QQERG1XWazh/BO7gr4923bMkE9kVQmQfgwH1EsK6UM7encUJpdg7KcWlGsO8+mAFioICIiIiIioh7k55R81OqM5m0JgPtGhnXKWM2Xf0rMrOiUcYiIiHoaQRCQlSJuFq2O9oFUKmnljN5B3WxGSXWJxmLWSVukHxbPpnDxUiJ0sHcrR3cPLFQQERERERFRj6A3mvDdyVxR7OZIP4R7O3fKePFqL9H2+cJqVGn0nTIWERFRT1KWU4vacq0o1vwhfW/kG+4KVy/xLNDmM09upKZci9zz4lmekWMDIZV17yIQCxVERERERETUI+y4UIyiGnHTyAdGd85sCgCIDfWESt70a7VJAE5kV3baeERERD1F8yba7r5O8A5xsVM2gGAwoG7t16hZ/jb0587aLQ+JRGJRsMlOKYPJ1Pblny7+VohrV4uSK6XoO9LPVil2GhYqiIiIiIiIyOEJgoCvk3JEseGhHhgW7NFpY6rkUsSGiK9/PKui08YjIiLqCUxGAdmpzZZ9ivWBRGK/N/5r/7MSdR/9G5qNP6PqhSUwFhXe+KROoo4VFyrqq/UouVrdpnP1GiMunygWxfqO9IfSSd7KGd0HCxVERERERETk8I5eLcfFEnHTyPtHh3f6uJZ9KthQm4iI6HoKL1dBW2sQxey57JOpuhqan9ebt4WaGmi3/Wq3fDwDnOEVJF62sq3LP10+WQyD1mTelkiAyHGBNs2vs7BQQURERERERA5vTbPZFH18nJHQz6fTx42P8BJtZ5bXo6BK0+njEhEROaqsZss++YS5wt3XyU7ZANpd2wGduF+Gdt8eO2XToHnhJudsOYwGUytHNzAZBWQcFc8ECR3sDTdvlc3z6wwsVBAREREREZFDu1BYjaRmSy7dPyoM0i5YQiLK3w2ezZZT4PJPRERELTPojBaNnu3dRFuz+ReLmDEjHcbcnBaO7hrh0eKXLfQaIwoyrt8HK/d8OeoqxL26osY7xmwKgIUKIiIiIiIicnBrjosfJPi6KjFjcNf8Yi6TSjBK7SWKJbJQQURE1KK8CxUw6MRLE4UP6/wZkK0xZKTDmH6hxX32nFXh6qWCX4SbKJZ1g+Wf0pvNpvAJdYWv2q2Vo7sfFiqIiIiIiIjIYeVVarA7Xdw08vfDQ6CUd92vu/HNCxWZ5RAEocvGJyIichRZKeIm2gH9PeDsrrBTNoBm88ZW9+n27+3CTCw1n2mSd6ECeq2xxWNLs2tQmlUjikWND7Rrg3JrsVBBREREREREDuvbEzkwXlMTcFZIcVdscJfmMFotbqhdVqfHpdK6Ls2BiIiou9PWGZDfbPmiCDsu+yRoNdDu2NbqfsP5szAWFnRhRmLhw3wgkTYVGowGAbnnyls8Nv2IeDaFs4cCYUO9Wzy2u2KhgoiIiIiIiBxSZb0eG8+IHyDMiQ6Gh1PXvpkZ5uWEYA9xo8rEzJYfJBAREfVW2allEExNbxfI5BKEDrbfw3TtgX0QaqpFMYmzi2jbnrMqVC5yBEV6iGItLf9UW6FFzjnxTJXIcYGQyhzr0b9jZUs9SkLCKCQkjML06ZNRXV3d4jFr1nyBhIRRWL36ky7Orslbb/0VCQmjcPJkkt1ysKWe9vUQERERUe+1PjkfGkPTOtcyCTB/ZGiX5yGRSBDfbFYFG2oTERGJNX/IHjLICwonmZ2yAbTNmmgrRo6GctLN4mP2269PBWA546TwchU0NXpR7OJvRRCa/jkEuVKKfiP9uyI9m2KhguyupqYG33//jb3TICIiIiIiB6I1mPD9qVxRbOpAfwR7ONkln/gIL9H2iewKGIymlg8mIiLqZWortCjJFPdQaN6DoSsZ83Khb/YSr9Os26GaPEUUM5xJgamkpCtTEwkZ5AWZoukRvmBqmJnSSK814vIJca+uPsP9oHSWd1mOtsJCBdmVRCKBUqnCjz+uRVVVlb3T6RUee+xpfPPNOgwZMszeqRARERERtduWc4UoqxO/UfjAqHA7ZQOMatZQu15vQmp+yzPHiYiIepvmTbSVzjIERXraKRtA86t4NoXE3QPKCZOhGD0GEhfXph2CAO3BfV2a27XkShlCB3uJYtfOTLlysgR6zTUNtiUNyz45IhYqyK6kUiluv/1O1NbWYu3aNfZOp1fw8/NDREQfODnZ500zIiIiIqKOMgkCvknKEcVGq70wMNDNThkBPi5KRPq7imKJWexTQUREBFgu+xQ21AcyuX0eTQtGI7RbfxXFVLdOh0SlgkSphPKmBNE+3T77Lv/UfOZJaXYtaso0MJkEiybaIQO94O7rmM/8HG8OCPU499+/EJs2/Yz163/AvffeB19fnzadp9Fo8N13X2P37h3Izc2FQiHHgAFRuPPOuzF16jSr89i8eSPWrfseWVmZcHNzw5gx4/D440+3enxy8ins3r0DycmnUFhYCJ1Oh6CgIEyYMBn3378Q7u7uouNPnkzCM888jhkzZuHJJ5/Bf/6zEkePHkZdXS0iIwfiySefQXR0LABgw4Z1+PnndcjOzoaXlxdmzrwdixYthlQq/gs8IWEUgoKCsXbtT/jqq8+wffsWlJQUw9fXH9OmzcADDyyCSiVu6vfWW3/F1q2b8e9//wcjRowyx+++ezYKCvJx6FASNm3agHXrvkN2djbc3NyQkDARTzzxjMXXBAD5+Xn45JMPkZR0DBqNBhERfTF//v0YOjQa8+bdjri4EVi5cpXV3w8iIiIiotYcvFSKzPJ6UeyB0WF2yqZJvNobGcW15u3jWRV4dLwdEyIiIuoGKgrqUFko/u+2OqZtz/86gz7xN5iKi0Qxp1m3m/+snDQF2p3bm44/fRKm8nJIve3T+DtogAeULnLo6gzmWFZKGUx1QG25VnTswJuCujo9m2GhohswmQTo6g03PrAbUDrLIZVKbHpNPz8/zJlzF77//lt8++0aLFny7A3PqaurxZIljyMt7Ty8vLwxfnwCNJp6nDyZhOTkU0hNPYPnnlva5hw+/ngFvvnmS8jlcowYMQqurm747bcjOHkyCQMGRLZ4zocffoCLFzPQv/8AjBo1GjqdDmlpF/DNN1/iyJGD+OSTL+Di4mJxXnV1FR57bBFMJhOGDx+B/Px8nDmTjOeffwqrVn2JX375GZs2/YwRI0YhMDAYp0+fxOef/xcGgwGPPfaUxfUEQcCrr76IEycSMXJkPCIjo3DixHF88cWnOHMmBf/61wrIZG1vTPTRRx/gxx+/w/DhIxEaGo4zZ5Lxyy8/IzPzKlauXAWJpOn7n5OTjccffwgVFeUICwvHyJHxKC0twRtv/Bl3331vm8ckIiIiIrLGmuPi2RSR/q4YG2GfhwfXio/wwjcnmnI7k1+NWp0Brkr+6k1ERL1X89kUzh4K+EdYvgzbVZov+yQfOAjyAVHmbeWYcYCTE6DRNARMJugO7YfT7DldmGUTqUyK8GHeuJTY1IsiM7kUJVfFPT+8Q1zgF2G/2aUdxX8t2Vl2ahlObs6EttYxChUqVzlGzIpA+DDbVj3vu+8P2LjxJ/z00w+4//4H4e5+/TXqPvnkQ6SlnceIEaPwzjv/hMv/1o7LzLyKp59+FOvWfYfRo8fgppsm3HDs1NQz+Pbbr+Dm5oZ///s/iIoaBACoq6vDyy+/gMOHD7Z43qJFixEdHQs3t6a/AHQ6Hd5//1388svP+P77b7Bo0WKL8w4dOoBp02bg5Zdfh1ze8CO4evUn+Pzz/+K1115GTU01vvrqe4SGNrwRduXKZTz00H348ce1eOCBRRbFj8LCAgiCIDqnvLwczz77OE6cSMT69d/jnnsW3PBzaLR9+xZ8+eVaqNV9AAAVFRV4/PFFSE4+hZMnkzBy5Gjzse+++zYqKsoxZ85deP75F80FkWPHjuJPf3q+zWMSEREREbVVSl4VkvPE/e3uHxUmeqHGXoaHeUIulcBgEgAARpOAUzmVSOhnv2ahRERE9iSYBIv+FOoYX0hs/CJ0W5nKSqE7dEAUU828XbQtcXKCcux40ZJP2n177FaoABo+s2sLFVXFGlQVa0THRI0L7Bb/Hmov9qiws6SNVx2mSAEA2loDkjZetfl1fXx8MWfO3aivr8eaNV9c99j6+nps3rwRUqkUL7zwkrlIAQAREX3whz88BAD48ce1bRp7w4Z1EAQB8+bNNxcpAMDFxQXPPff/Wv0BHzfuJlGRAgCUSiWeffYFyGQyHDy4v8XzXF1d8eyz/89cpACA3//+PkgkEly9ehmPPPKYueAAAH379sO4cQnQaDS4cOFci9dcuPAR0Tne3t548smGmSnr1/9wg09A7JFHnjAXKQDAy8sLd9xxFwDg9OmT5nhOTjZOnEiEm5s7nnzyWdGsjTFjxmHKlN9ZNS4RERERUVusOZ4t2g5wU+LWgf52ykbMWSFDTIiHKJaYWWGfZIiIiLqBkqwa1FXqRLGIGPsV8DXbtwLGa5pPq1RQtbCEvGrSFNG2/sRxmKqrLI7rKn7hbnDxVLa639ldgTAbv1je1ViooG7jvvv+AGdnZ/z0048oKytt9bi0tPPQarWIihqEiIg+FvunTZsJADhzJhkmk+mG4yYnnwYA3HLLrRb7+vbt1+rSTwBQXFyEDRvW4YMP/olly97AW2/9FcuXvwOFQoGcnOwWzxk0aAg8PMS/vLi5uZljo0ePtTgnJCQUAFBaWtLiNadOtcx97NjxcHf3QG5uDkpKWj6vJS2NHx6uthj/zJlkAA1FiZaWuGKhgoiIiIhsLbOsDvsvin9XmD8yDHJZ9/nVNj7CS7TNhtpERNSbNV/2ySPAGZ5BznbJRRAEaJst+6SaPAXSFnqyKsbfBCivKQwYjdC1supKV5BIJdft6zFgTIDdmpPbimNn3wOMuqMPVK6OswKXylWOUXf06ZRre3t7484750Gj0eDrr79o9biSkoZpTkFBwS3ud3d3h5ubG7RaLarbUOksLb3+9YKCQlqMf/fd15g373YsX/4OfvxxLbZs2YStWzdj69bN0Gg0qKurbfE8P7+W3/Zydm542O/vH9DCvoa/wPV6vcU+d3cP0awSce4NDXQaP7O2CAiwHL+xEHHt+I3Fj8DAwBavExjouM17iIiIiKh7WnsyF8I1265KGeZEd69/d8arxb0yLpXUoaRW18rRREREPZemVo/s1ObLPvnYbXkiQ+oZGDOvimJOM+9o8VipiyuU8eKXea9dCsoe1K3MRJEppOg32vJ5nqNxnCfkPVT4MB+EDvHu1c20r7VgwYPYsGEdNmz4CQsW/KEDV+rcv/BSU89g5cr34ebmhmefXYrhw0fCx8cXyv9VWu+4Y3qrsx+k0uvXB2+0v7PZe3wiIiIiopaU1emw+WyhKHZXbDDcVN3r19rBQe5wVcpQq2taVuJ4VjlmDG75BR8iIqKeRhAEZCWX4tTWbOjqjaJ9dl32afNG0bY0LBzyuOGtHq+cNEXUz0J3/BhMtTWQutqnYbVnoDM8ApxRVVQvivcZ7guVS/f691B7OP5X0ANIpRI4uSrsnUa34OXlhXnzfo8vv/wcX3/9OXx9LWcfNM5IKCzMb/EaNTU1qKmphkqlgru7R4vHXMvX1w/5+XkoKMhHnz59Lfa3NM6BA3sBAIsXP4kZM2aJ9mm1musuXWVr1dVVqKurbXFWRWFhwy9yrc3i6Ag/Pz/RGM0VFbUcJyIiIiJqjx9P5UFraFraVS6V4N4RoXbMqGVyqQQjw71w4FLT7wSJmRUsVBBRr2bQGWE0CD3iYSpdX22FFid+yURBRqXFPv8+7nD1VtkhK8BUVwvt3l2imNPM2687u0N50wRALgcM/3vBXKeD/ujhFntadAWJRIKIGB+c2ZUrikeO7Rn/xuCr09TtLFjwAFxcXPHLLz+jpKTIYv/AgYOhUqmQlnYB2dlZFvu3b98CAIiOjm3T7ICYmDgAwJ49Oy32ZWZeRUZGukW8uroaQMvLJO3ZswuCIFjEO1NLuScm/oaqqkqEhISaiwq2NGxYjHmc+vp6i/0t5URERERE1B4avRE/ns4TxaYPDoC/m30edtxIvNpLtJ2YWd7lvyMQEXUX2all2PjOafzyzimk7s698QnkkEwmAelHC7B9RWqLRQqls6zTlpNvC93uncC1z69kMjhNn3ndc6Tu7lCMHC2Kafft7Yz02ixiuB8UTjLztjrGBx7+9un5YWssVFC34+nphbvv/j10Oh02N5uSBTT0a5g583aYTCb8619/Fz0kz8rKxFdfrQYA3H33vW0ab86cuwAAP/ywVlSUqK+vx3vv/aPFXygam0tv3rwRBkPTsl1XrlzGf/6zok3j2tJnn/0X+flNv7hVVFTgww8/AADMnTuvU8YMD1dj5Mh4VFdX4eOP/y1qXH78+G/YvXtHp4xLRERERL3PL6mFqNSIl8u9f1SYnbK5sfgIcZ+KohodMsstX+4hIurpjHoTkjZehVFvgiAA5/blobKQfx/2NJWFddjz3/M4vSUbBp3JYn/YUG9MWxINdz8nO2TXQLNZ3ERbOXY8pG14sVc1eYpoW3fsCIQWXtjtKi4eSkx4IBLqGB+MmKbG6Dl97JaLrXG+FXVL9957P9av/x61tS03pH788adx9mwqjh8/hnvuuQNxcSOg0dTjxIkk6HRa3H33vUhImNimsaKjYzF//gNYu3YNFi9+ECNGjIabmxtOnz4JhUKBm26agMOHD4rOmTlzNr7//mscPnwQ8+ffhcGDh6CqqhKnT5/EhAmTcf78WRQUtLw0la0FBgahf/9IPPDAPRg5cjTkcjlOnEhCTU01RowY1eaCTXssXfoSnnjiYfz0049ITDyGQYMGo6SkGCkpp3HnnXdj/fofoFBwWTMiIiIiaj+jScC3J3JEsZv6+qC/n+XSp91FHx9n+LspUVzT1EQ7MbMCfXxc7JgVEVHXy0urgF4j7lGQlVKK6N9132IztZ3RYML5/fk4fyAfgsnyRV9ndwVGzI5A6GDvFs7uOoYrl2A4lyqKqWa13ES7OWXCJGD5O4Dxf/exRgPdsaMWBYyu5Kd2h3+EO/z83FFSUo2eMmmTMyqoW/Lw8MA99yxodb+LiytWrlyFhx9+DJ6eXjh8+ACSk09j0KDBeP31v+G555ZaNd5TTz2LP/3pz4iI6IvTp0/g1KkTGD06Hp988jk8PDwtjvf09MJ///sVfve76TAY9Dh06ABKSorxyCOP469/fcvqr7cjJBIJ/va3v2PevPm4fPkSjhw5BDc3Nzz44EN49933IZd3Xj0yPFyNVau+wNSp01BdXYmDB/ehrq4Wr776V9xyy60A0OLnR0RERETUVnszSpBbqRHFHhjdvR9wSSQSi+WfjmeV2ycZIiI7ykqx7OGZlVLK5fB6gOLMauz48CzO7ctrsUjRf7Q/pj0zzO5FCsByNoXExxfKsePbdK7UywuKuBGimG7/HpvlRk0kAv9m6JC2VK30eh1KS/Ph6xsMhULZNYk5MLlcCoPBcpoYWUpIGIWgoGCsW7fJ3qlYWLPmC3zyyUo8/vjTuP/+hTc83pF+TiQS9LiqNfU8vE/JEfA+JUfA+9S+BEHAwm9P41xBtTk2ONANX943/LrNL7uDLecK8frWNPO2m0qGXU+Oh0xq+7x5n5Ij4H3a++jqDfjl76dhMlp+w6csHgQ/tbsdsrox3qvXp9cYkbIzB5cSLfvKAoC7rxNGzekD/z7d4/sr6HQomzsLQmWFOeZ834NwffzpNl+j/ud1qP3XP8zbEmcX+GzaDonKfr2yHOU+bcyzLTijgojaTavV4sqVyxbxkyeTsGbN55DJZJg6dZodMiMiIiKinuBkTqWoSAE09Kbo7kUKABjdbEZFjdaIC4XVLR9MRNQDZZ8tb7FIAQCZyWVdnA3ZQt6FCmxbcabFIoVEKsHgScG49amh3aZIAQC6wwdERQoAcLpttlXXUE2c3PDE/X+E+jrokhJtkB1diz0qiKjdamqq8cAD90CtjkBYmBpKpRI5Odm4eLGhKflTTz2HoKBgO2dJRERERI7q6yRxb4oQDxWmRPnbKRvr+Lup0NfXBVdK68yxxKwKDA32sGNWRERdp6VlnxrlpJZh+G3hkMr4DrUj0NTocerXTGSntryMoU+oK0bN6QOvoO7Xi6n5sk/y2OGQqSOsuobU1w/ymFgYkk+bY7p9e6C6aYItUqT/YaGCiNrNzc0N8+c/gOPHjyE1NQW1tTVwd3fH2LHjcdddv8e4cTfZO0UiIiIiclCXS2tx6LL4jdsFI8Mg74SlkzpLvNpLXKjILMeiMWo7ZkRE1DXqKnUovtr6LDJtnQGFl6oQHOXVdUmR1QRBwNVTpUjelgVdvdFiv0whxbCpoYgcGwhpN/zvs7GwAPrjx0Qxp1m3t+taqklTxIWKQwcg6PWQKBQdSZGuwUIFkQM7dCjJruOrVE546qln7ZoDEREREfVMXx8Xz6bwdJLj9uggO2XTPvER3vj+VJ55OzmvChq9EU4KmR2zIiLqfFlnSoFrVn1SOMng5qNCeV5T8TYzuZSFim6spkyDpI2ZKLpc1eL+wAEeGHl7H7h5269Pw41ot2zGtQ0cJK6uUE2+pV3XUk68GbX//pd5W6iphv5kEpRjxnU4T2rA+VVERERERETUrRTXaLH1vHj967viQuDsYA/4R4R5QnbNC6Z6o4DTuZX2S4iIqItkJYuXfQob4o0+w/1EsdzzFTDoLN/SJ/syGQWkHS7A9pVnWyxSKJ1liL+rLyY+GNWtixSCyQTNlk2imGrqrZA4ObXrerLAQMiHDBPFtPv2tDs/ssRCBREREREREXUr353Mg8HU9AakUibBPXEhdsyofdxUcgwJEvekSMyssE8yRERdpLKwHhUF9aKYOtYX4cN8ILnmSaRRb0Lu+YquTY6uqzy/DrtXnUPytmwY9SaL/epoH0x/Jhp94vwgkXS/pZ6upT9xHKaCfFFMNeuODl1TOelm0bbu4H4IBkOHrklNWKggIiIiIiKibqNWZ8BPKXmi2MyhgfB1Vdopo46Jj/ASbSdmVdglDyKirpLZrIm2s7sC/n3c4eSmQGB/T9G+6zXcpq5j0JuQsiMbu/5zVrQ8VyMXTyUS7o/E2Hv6w8nNMXoyNG+iLes/APKBgzt0TdXkKaJtobIC+uRTHbomNWGhoksJNz6EqJcSBP58EBERERGwIaUANdqmpUAkAO4bGWa/hDqoeaEiragGFXV6+yRDRNTJBJNgUXwIj/YxN1pWx/iI9hVcrIK2ln8n2lPRlSrs+DAVFw4WQGg+iUICDBgTgGlLhiFkoJc90msXU2UFdAf3iWJOs+7o8CwQWUgoZJEDRTHd/r0duiY1YaGiC0ilDR+z0ch194haYzQ2/MNEKnWsdYeJiIiIyHYMRhPWnswVxSYN8EWEj4udMuq46GAPOMnFv3ofz66wTzJERJ2sNLsGdRU6USwi1tf859DB3pApmv5OFEwCss+Wd1l+1ERXb0DSxqvY91kaakq1Fvs9/J0w5ZFBGDErAgqVYz2r0e7YBuivKYAplVDdOt0m124+q0K7fy8Ek+UyWWQ9Fiq6gEwmh1yuRF1dDd8aJ2qByWRCbW01lEonyGSO9R8/IiIiIrKdnenFKKwWPyy5f5TjzqYAAIVMihHh4qVOjmfxoRwR9UzNl31y93OCV3BTsVmhklm8md+88TZ1vpxz5di2IhWXk4ot9kllEgy5OQS/e3Io/NTudsiuYwRBsFj2STlhMqQenq2cYR1l8+WfykphSE2xybV7O7m9E+gtXF09UFlZgvLyYri4uEImk6NhEjM1ZzJJYDSyoNPzCTCZTNDptNBoamEymeDhEWDvpIiIiIjITgRBwJrjOaJYTIgHYkNt82DBnuLV3jhypak4wYbaRNQTmYwmZKeKC7ERsb4Wy+1ExPoiO7XMvF2SVYPaci1cvVVdkmdvVl+lw8lfs5B7ruWCuW+4K0bd0Reegc5dnJntGC6ch/HyRVHMadbtNru+XB0BWd9+MF65bI5p9+2BIibOZmP0VixUdBFnZ1cAQG1tFSoqSuycTfcmlUph4pSpXkMikUKlcoKbmxfkcsdoyEREREREtpeYWYGM4lpR7AEHn03RqHmfitxKDXIq6hHm5bgPgoiImiu4WAVdnUEUa96TAgACB3hA6SyDrr5pifSslFIMnhTS6Tn2VoIg4PKJEqRsz4ZeY7k0vVwpRfTvwtA/PsDcT8RRaTdvFG1Lg4OhGDHKpmMoJ09B/TWFCt3+vRCWPN/hHhi9HQsVXcjZ2RXOzq4wGg18EN8KiQTw9nZFeXktuEpWzyeRSCCTyfkXORERERFhTVK2aFvt7YyJA3xbOdqx9PdzhY+LAmXXNNE+nlXBQgUR9SiZzZZw8g13hZuPk8VxMrkUYcN8cPl407JDmSllGDQxmM8HOkF1qQZJG6+i+Ep1i/uDIj0x8vYIuHo5/owWob4e2l07RDGn226HRGrb7geqSVNQ//mn5m1TUSEM589BMWSoTcfpbViosAOZTA4uw98yiQRwcnKCQqFnoYKIiIiIqJdIK6rBsWbLId03KgzSHvLASiqRYLTaC9svND2US8yswJ0xwXbMiojIdvRaI/IuVIhi6tjWi80RMb6iQkVVUT0qC+vhFeTS6jlkHZPRhLTDhTi7Nxcmg+VDNpWLHMNnqhEe7dNjCkTafbsh1F0zO1MigWrGLJuPI+vXH7JwNYzZWeaYbv8eFio6iM20iYiIiIiIyK6+ThL3pvBxUWDmkEA7ZdM54tXeou3jWeUw8e0sIuohcs+Xw6hvWj1EIgXCh1ou+9TIT+0GF0+lKNZ8Rga1X1luLXb95zzO7MxpsUgREeuL6c8MgzrGsoeII9P8Km6irYgfC1mg7f89IZFIoJwkbqqt3bcHAv+73iEsVBAREREREZHdFFRpsPNCkSh2z/AQqOQ969fV0c36VFRqDMgoqm35YCIiB5OVUibaDuzvCSe31vtQSqQSi/4V2WfKIJj4oLcjDDojkrdlY/cn51BRUGex38VLiYkPRmHM3f2gcu1ZfUINWZkwJJ8WxZxm3dFp46kmiwsVprxcGC9mdNp4vUHP+pcfEREREREROZS1J3NhvOa5lJNcirtie15D1WAPJ4R7iddqT8wqt1M2RES2o6nRo/BSpSgWcZ1lnxqpY8TH1FXqUJJVY9PcepPCS5XYvvIs0g4XWC6nLgEixwVi2tPDEBTpaZf8Opu22WwKiZc3lDdN6LTxZFEDIQ0WL+Go3be708brDVioICIiIiIiIruo1hiwIaVAFLt9WBC8nHvWW56N4iPEyz8lNuvLQUTkiLJTyyA0rfoEmUKKkEFeNzzPK8gFngHOolhmCpd/spa2zoDEn69g/xfpqC3XWuz3DHDGLYsHY/htaihUPbNprmAwQLPtV1FMNW0GJIrO+/eERCKBqtnyT7r9ezttvN6AhQoiIiIiIiKyi/XJeajTG83bUgmwYFSoHTPqXPFqL9H2qdxKaA2mlg8mInIQzXtLhA72avMD8ebLP+WklsHIvxfbRBAEZJ8pw7Z/n8HVkyUW+6UyCYbdEoqpTwyBb7ibHTLsOrqjhyGUiZcfc5p5e6ePq2y2/JMx8yoMVy53+rg9FQsVRERERERE1OV0BhO+O5Unik2J9Eeop3MrZzi+keFeuLZlqdZgwpm8KrvlQ0TUUdWlGpTliPvttGXZp0bqZsfq6o0oyKhs5WhqpNcYcfjbizj6wyVoaw0W+/0i3HDrU0MxZHIIZD2s51NLNJs3irblw6Ih79uv08eVDx4KqX+AKKbbt6fTx3UUgsmEuh++bfPxPf9OJSIiIiIiom5n2/kilNbqRLEHRofZKZuu4emswKBA8Vut7FNBRI4sq9lSTSoXOQL7e7T5fFcvFfwixH8vNm/MTZYSf76CvAsVFnG5SooRsyNw80OD4OHfcwv/1zKWFEP/2xFRrCtmUwCARCqFctLNoph2PwsVjepWfYT61f9t8/FyawdITU3FkSNHkJKSgpSUFBQWFgIA0tLSWjx+xYoVWLlyZavXW7x4MZYuXdrm8S9fvowDBw6Yx8/OzgYA7N69G2Fh1/9H7Z49e/DZZ5/h3LlzAIChQ4fi4YcfxuTJk9s8PhEREREREXWMSRDwdVKOKDYy3BNDgtztlFHXiY/wxvnCpmaxx7Mq7JcMEVEHCIJgUVQIG+YDqcy696LVMb4oyWz6ezEvrQJ6rbHH9lPoqIqCOuSesyxyhwzywohZEXDxVNohK/vRbv0VMF2zXJizM5RTpnbZ+KpJN0Oz7nvztvHSRRizsyALV3dZDt2RsaQY9T9+B6kVfUKsLlR89NFH2L3b+g7mI0aMQEREhEV86NChVl1n7dq1+Oqrr6we/4svvsDbb78NuVyOcePGQalU4vDhw3jsscfwl7/8Bffff7/V1yQiIiIiIiLrHb5chitldaLYA6PC7ZRN14pXe+HLxGzz9rmCalRrDHB3svrXcyIiuyrPq0N1iUYUi4j1aeXo1oUP9capX7MgmAQAgFFvQu75cvSJ87NJnj1N+tFC0bZCJcOoOX0QNtQbEomklbN6JsFkgubXX0Qx1ZSpkLq4dlkO8uhYSLx9IJQ3Fe20+/fC5f4/dFkO3VH9N18BOh3QmYWKuLg4DBw4ENHR0YiOjsaUKVOg0+lueN68efMwd+5ca4ezEBUVhcWLFyM6OhrDhg3Dww8/jCtXrlz3nMuXL+Mf//gHlEolvvrqKwwfPhwAcOXKFdx77714++23MWHChBYLKUREREREZHv1eiOc5NJe9ws1NVjTbDZFP18XjO/rbadsulZsqCdUcqm5ibZJAE5kV2ByJB/IEZFjab7sk6u3ql1Nm1WuCgQN8EB+elNviqzkUhYqWqCp0SOrWfPyyPGBCB9mfYGoJ9Ann4IpV/xvCqdZd3RpDhKZDKqJk6HZ+JM5ptu/p1cXKkwlJdD8ssHq86zuUfHoo4/i2WefxZQpU+Dv72/1gB01b948LF26FNOmTUNoaGibzvnqq69gNBpx7733mosUANC3b1888cQTMBgM7ZqlQURERERE1tEbTfjTL+cw6d+Hce+XJ1BYrbV3StTFzuZX4VSOuFHq/aPCek3RSiWXIjZEvH57Ipd/IiIHYzIJyDojXvZJHePT7r/LmzfgLrxcBU2Nvt359VQXjxXBZBTM21KZBAPiA65zRs+m3SyeTSGL6Av50Oguz0M5eYpo23DhPIz5eV2eR3dR9+1XgM76f+P3imba+/fvBwBMmzbNYl9jbO/evV2aExERERFRb7T2RC72ZJRAAHC5tA7v77ts75SoizWfTeHvpsT0wb3rIUt8hHj2SGImG2oTkWMpvlIFTbW4kBAR49vK0TcWMsgLcmXTY0rBBGSnsqn2tQx6Ey4lFoliEbG+cHJr+9I6PYmpuhrafeLG1apZt3foxYf0yjTsy9+NOkOtVecp4kZA4ukpiun2985nzaaSEmg2/tyuc7tsEczffvsN58+fh1arRVBQECZOnIhhw4Z1+rhVVVXIy2uoYA0ZMsRif3BwMLy9vZGbm4uamhq4uVk/RY2IiIiIiG6sXm+0aKB84FIJarQGuKm4Pn9vkFFcg70ZJaLYvcNDobCy8aqji4/wAg42bWeW16OgSoMgDye75UREZI3MZHERwSvYBR4Bzu2+nlwpQ8ggL1Fz7qyUUkSODWz3NXuarORSaOsMoljU+N77+Wh3bRe/tS+Xw2najHZfb3vOFvw95W8AALVrBP6T8DmcZG3777JELocyYSK0v25qym//Hjjfe1+783FUdWvXiL8vMlmbz+2y3wY2btwo2v7ggw8wbdo0vP3223B17bwGJ41FCk9PT7i4uLR4TFBQEMrLy5Gbm4uBAwdadf1eMju5yzR+nvxcqTvjfUqOgPcpOQLep73P+uQ8lNeL377UGQUcvFyK24Z0z1+0eZ92XE5FPfakl2BPRglS86tF+1yVMtwVF9zrPt+BAW7wcJKjStP0wCkpuwKzhwW163q8T8kR8D7tOQx6E3LOiQsVEbG+Hf7eRsT6igoVpdm1qC3TwM23a4u43fFeFQQB6UcLRLHA/h7wCmr5WWdv0HzZJ2XCRMh82terQ2fU4ZMLK83bWbWZ2JO3AzPVt7f5GqrJU0SFCkPqGZhKiiDz75xZo93xPjWVloh6dQCA6tbpbT6/0wsVarUaf/rTnzBx4kSEhISgqqoKx48fx7vvvovt27fDaDTiww8/7LTx6+rqAABOTq3/pebs3FDxra21bloPAPj6urcvMboufq7kCHifkiPgfUqOgPdp71CvM+KbE7kt7tt3uRwPThzQxRlZh/epdS4V12BbagG2nMnH2byqVo9bMEaNPqG9o4l2czcN8MPW1KaHTskFNVg0uWP3Ge9TcgS8Tx3fxRNFMGhNTQEJEDdJDTdvVYeu6+3tiuM/XxX1pii+WIM+A7u+Ry7Qve7VrLOlqCrSiGKjb+sLP7/uk2NX0pw/j+L0C6JY4ILfw62dn8fWK1tRoasQxRLLj+API9o+I8I0bQpq3nSHqbrppQzFid/gc3/nzqroTvdp4acfAVrxLJeQJx5t8/mdXqi44w5xp3UXFxfMnj0bY8aMwezZs7Fr1y6cPn0acXFxnZ1KpygtrYYg3Pg4ahuJpOEHjJ8rdWe8T8kR8D4lR8D7tHf5JikHJTW6FvftTy/GpewyeDp3vzWWeZ+2jSAIuFRSh93pxdiTUYJLJXU3PMddJcedQwJQUlJ9w2N7otggN2xNbdo+mF6M4uKqdq2tzfuUHAHv054j9ZB4GceAPu7QGHXQlLT833lrhA31xsVjTX0Yzh/NR5943w71HbBWd7xXj2+9Itr2CHCCS4Ci1/43tPrrtaJtaUAA6gfGQNPOz+Ob1LUWsaN5vyGroAAu8ravBKQYnwDt9q3m7bLNW2Ca3vZZGdbobvepqawUZWvFn6PT9NtQ7eSBtnavsdtCsAEBAZg7dy4+++wzHDx4sNMKFY3LPWk0mlaPqa+vB4B2LUElCOgWN0NPw8+VHAHvU3IEvE/JEfA+7fk0eiO+Op7T6n6jScCe9BLMiQnuwqysw/vUkiAISCuqwZ6MEuxOL0FWeX2bznNXyTFxgC8eHB0GfzdVr/1c49XimSSldXpcLKnDAL/2L43M+5QcAe9Tx6arNyA/vVIUU8f62ux7qo7xERUqqks0KM+rg3dI5y0b35rucq9WFtah4KJ4dmLkuCAAkm6RX1cTtBpot28TxVQzZgNSWbs+j8yaq0guO2UR15t0OFZ0DJODp7T5WspJU0SFCn3KaRhLSyH1aX+j+RvpLvdp3bffiGdTyGRwfmCRVbnZtWNdnz59AADFxcWdNkZISAgAoLKyEnV1dS32qSgoaJhuGxoa2ml5EBERERH1VhvOFKC0VvyWZV8fF1wpa3rrfkdacbcuVFADQRBwtqAau//XcyKvsvUXwq7l5azA5AG+mBLlh1HhXr2ueXZLwrycEOyhQn5V0y/1iZnlHSpUEBF1tuyz5TAZm548SmUShA2x3RJ+vuFucPVSorai6d8NmSmldilUdBfpRwtF2yoXOSJiO+/Bd3enPbAPQo145oTTbbPafb1NWT+3uu9w4QHrChXxYwBnZ+B/L8XDZIL24H443zG33fk5AlN5Geo3rBPFVNNugyzEumftdv3XYWVlQwW2sUdEZ/Dw8DAXK86dO2exPz8/H+Xl5QgNDYWbm1un5UFERERE1BtpDSZ8dTxbFBsT4YXHbooQxU5kV6CktuNLRpDtGU0CTuVU4p97L2HWqmNY9O1pfJ2Uc8Miha+rEvPiQvDxvBhsfXwsXr01CuP6+LBI8T8SicRiVsXxrAr7JENE1EZZyaWi7eCBXlA62+49aIlEAnWM+CF8dkoZTKZu8Mq4HWhq9Mhs9pn3jw+AXNF7/1vavIm2YuRoqx+IN9IYNdies7XV/b8VHYHepG91f3MSlROU424SxXT797YrN0dS/903wLWrGclkcHlwkdXXsduMCkEQsGvXLgDAkCFDOnWsSZMmYe3atdi+fTtGjRol2rd9+3YAwM0339ypORARERER9UYbz+SjuFlvisXjIjAwwA3OCinq9Q3NOE0CsCe9GPcM5yzn7sBgEnAyuwJ7Mkqw72KpxYyY1gS6qzAl0g+3RPkhOsQD0i5cU9wRxUd4YeM1DbVPZlfCYDRBzmIOEXVDdZVaFF8Vv8keEeNj83HUsb44fyDfvF1frUfJ1WoE9POw+Vjd3cXEIpgM4hksA8YE2DEj+zLm5kB/MkkUc5rV/h4Qe/N2odZQ0+r+WkMNTpeexGj/MW2+pmryFOj27DJv608mwVRZAamnV7vz7M5M5eWo/+lHUUx16wzIQsOsvlan/uunrKwM33zzDWpqxN/w2tpavP7660hOToa/vz9uvfVW0f6UlBRMnz4df/jDH2ySx4MPPgiZTIbvvvsOp0+fNsevXr2Kjz/+GHK5HA8++KBNxiIiIiIiogY6gwlfJopnU4xSeyE21BNOChkm9he/MbkzrfOWhKUb0xtNOHKlDH/bno7pHx/FU+vOYH1y/g2LFKGeTnhwdBi+WBCHTYvj8ceb+yM21JNFijYYpfYSbdfpjThb0DsboxJR95d1pky0rXCSITjKy+bjeAY4wytIvPpKZkppK0f3XEa9CZcSi0QxdawvnNwUdsrI/jRbNom2Je4eUE6Y3O7rbcraINoe7TcGQ7yGimKHCw9YdU3lmPGAUtUUMBqhO3SwvSl2e/Xf22Y2BdCOGRX79u3DRx99ZN7W6xumv9xzzz3m2JNPPonJkyejrq4Ob775JpYvX47o6Gj4+/ujvLwcZ8+eRUVFBTw8PPDBBx9YLP1UX1+PK1euQKez/Afx2bNn8cYbb5i38/LyAABPP/00lEolAGDevHmYN2+e+Zh+/frhxRdfxNtvv4377rsP48ePh0KhwOHDh6HRaPDnP/8ZERHiqedERERERNQxv6QWoMhiNoXa/OdbBwVg+4Wm4sTp3CoUVGkQ5OHUZTn2dlqDCb9dLcfejGIcuFSGaq2hTef18XHGlEg/TInyR5S/KyQsSrSLj4sSkf6uyCiuNccSMysQG+ppx6yIiFrWfNmnsCHekHXSEkTqWF9UFOSYt3POlmPErAjI5L1nxllmSim0teL/LkeNC7RTNvYnGI3Qbv1VFFPdOh0SlaqVM64vvTINFyrFbQJuj7gTWTWZOFdx1hw7XHgQzwx9AVJJ2+49iYsLlGPHQXdgnzmm3b8HTjNntyvP7sxUUWE5m+J30yALC2/X9awuVJSVlSE5Odkifm2srKyhwurl5YXFixcjOTkZV69exalTpyCTyRAWFoa5c+di4cKFCAy07gespqamxfHPnz9v/vOECRMs9i9cuBBqtRqrV69GUlLDFKFhw4bhkUce4bJPREREREQ2pjea8EWz2RQjwz0xIszLvD02whvuKrno4fiu9BLcP8r6qeLUdvV6I45eKcPu9BIculyGOr2xTedF+rvi5v8t69TPt/c2NbW1eLW3uFCRVY7F4/kiHRF1L5WF9agoqBfF1J3Y0Fkd7YOUHTnA/1Y90muMyE+vtGnj7u5MEASkHxE30Q7s7wGvIBc7ZWR/+sTfYCoWzzDpyLJPzZto+zn5Y6z/eIS7RuC/aR+b46XaEqRVnsfgZjMtrkc5aYqoUKE/fgymmhpIe1h/5Prvv21qHA4AUilcHnyo3dezulAxd+5czJ3btk7lbm5uWLp0qdVJjRkzBmlpaVbvu5EpU6ZgypS2d2onIiIiIqL22XS2EIXVWlHskbHih69KuRQ3R/ril9SmX8R3XChioaIT1GgNOHy5DHsySnD4Shm0BlObzhsc6GaeOaH2dr7xCWS1+AgvfHOi6a3hM/nVqNUZ4Kq0W0tJIiILzZdecnZXwL+Pe6eN5+Kpgn+Eu6gnRlZyaa8pVBReqkJVkbgwFDW+986mAADN5o2ibfmgwZAPiGrXtWr0Ndidt1MUmxl+O2RSOdRuEYhw64PMmqvmfQcL9ltXqBifAMjlgOF/L+MYDNAdOQSnW6e3K9/uyFRZAc36H0Qx1e+mQRaubuWMG+O/fIiIiIiIyKb0RhO+OJYlig0P9cDIcMvlbG4dGCAqVJwvrEF2eT3C+VC8w6o0ehy8VIbd6cU4llkOnVG48UkAooM9MCXKDzdH+iLUk9+HzjY8zBNyqQQGU8P3x2gScCqnEgn9Ou9NZSIiawgmAVnNChXhMT6QSjt32T91jI+oUJGXXgGdxgClU89/nJl+uEC07eHvhKABvXdZQFNZKXSHxX0eVDPbP5tid952aIxNhSCpRIbbwpuud1PgRFGh4nDhATw66Mk2X1/q5gbF6DHQHz1sjun27e5RhYr677+FUF/XFOjgbAqAhQoiIiIiIrKxLecKkV/VbDbFuIgW+xiMVHvB21mB8nq9ObYzrRgPjW3/21i9WXmdDvsvlmJ3RgmOZ1XAaLpxcUICIC7ME7dE+mFypB8C3du31jO1j7NChugQD5zKqTTHEjMrWKggom6jJLsGdRXinlMRMZ3/d1TYUB+c+jULpv8V2k0GAbnnytF3hH+nj21PlYX1KLhYJYpFjguEpJMLQ92ZZvtWwHjNUpUqFVRTp7XrWoIg4JdM8bJP4wMS4O/UdF8lBE7Et5e+Mm9n12Yhq+Yq1G592jyOatIUcaHi2G8Q6uogcXH85btMVZXQrG/Wm+KWWyFTd2zpShYqiIiIiIjIZgxGEz47Ju5NERPigdFqrxaPl0slmBLlh/XJ+ebYjrQiFiqslJRVgdXHsnAyuwJtqE1AJgFGhnthSpQfJg3wg5+rsvOTpFbFq73EhYqscjtmQ0Qk1ryJtoe/E7yCO/9hq8rl/7P33+FtXdm9+P096AB7701iUSGpQvXeLVvdHvfepiUzk2Qm7Sa/Oze5yX2TO8lNJpnuOva4j23JalYXJapSoiSKKqREib0XsKHjnPcPWgT2ASARHSDX53n8PD4LG+dskSAJnL3XWjKkFsSg7abWNpfqvgm/UFF3hs2mUGhkyJmdGKTZBJ8gCDDu/YqJKVet8bjfw7X+q7g7fIeJbcnezhwXxkxDoioJPYbusVhFxwk8k5877usolq8Afia1LbCYjDCdOw3l6nUezTuU6D/9CILO1l8LHAf1i95lUwDA+NqVE0IIIYQQQsg47LvRhbYBAxN7fXG202yKezZMY2841PfoUN8z4mI0EWvo1eEHn1/Fhab7L1LIJByW5MXh/9tQiK+/uxi/fLwUj81Kp0WKELAgh625Xt+jQ8+IycVoQggJHKuFR3NNHxPLLk247991XxJnbnTdGYR+aOL+fjQMm9EoWhjKX5AMmXzy3sK1XK2GtbGBiak2b/P4fF+JmminadJRljifiUk4CZYmL2diFZ0n3LqOJDoG8rnzmJjx+FG3zhGK+MEBGD77hIkp122ALCfX63NP3lc5IYQQQgghxKcsvIB3RL0pStKisDDn/o0vZ2fEICmSvVl+qLbbxWgi9unltrH+BmIKKYeVUxPwDw8X4eD3FuPnj5Zga0kqYjXyAM+S3M+M1ChEKKRMrJKyKgghIaCzfhAmvZWJZZfGB+z6adNiIVPYbl8KAtB8te8+zwhv9ee7wFtsf9MlUg5TFyQHcUbBZxBlU0gysyCbNcejcw2YtCjvOMbEtmRth4RzvEW+LHUlc3xz4Dq6De69P1WuWsMcm86cgmA0uBgdHvSffuyYTeFlb4p7aKGCEEIIIYQQ4hMHbnShRct++HrVRW8KexKOw/oiNqviUG03BGF8zZ8nM4PZiv03OpmYSibB2sJE/POmaTj4/cX4t+0z8ciMFERNguaj4Uom4VCWFcvEKhu1QZkLIYTYE+/uT8iKQGS8KmDXl8klyJjBbnhoFDX2niisZh63z3cxsezSBKijJu/mAl43AuOxw0xMtWmrxxk9X7fsg5m3ZeTIJXJszNzkdOys+DmIlEUxsdNuZlUolq8EJHa33/V6mM6ddescoYQfGoThjx8zMcWa9ZDl5vnk/LRQQQghhBBCCPGahRfwtiibYkZqFJbk3j+b4p4NooWKpn49aruGfTa/iepIXQ+GjbadrhyAj14sw79smYEN05IRoaDFiXCxQNTH5XyTlhbrCCFBZTZamf4QAJA9y/9NtMVyRNfsb9VhqCe8d6U701jdC+OIhYkVLkkJ0mxCg+nIIUCvtwWkUqg2Ol9YeBBe4LGnaScTW5G6GrFK5+9VZRIZFiUvYWJul3+Ki4esdDYTM5Ufcz44DOg/+xjCCJtNofFBb4p7aKGCEEIIIYQQ4rVDtV1o6tczsQf1prA3IzUK6THsDs2DN6n804N8Wd3OHC/MjUNmrDpIsyHeEPep6BwyOvxMEUJIILXe6IfVzI8dcxIgqzhwZZ/uSc6LhjKCXXifaFkVgiCg7jSbIZk8JRqxqf5vWh7KDHvYsk+KxUshSfSssfil3oto1bUwMXETbbFlKSuY48u9VRgyD7p1XYfyT6dPQjCFX58VfmgIhs9E2RSr10KWN8Vn16CFCkIIIYQQQohXrLyAt86w2RTTUyKxNG/8NzM4jnPIqqDyT/d3p3cEV9rYD8s7SlKDNBvirdx4tUOvlvNN2uBMhhBCADSJyj6l5sdAFRH4MkQSKYfsEvY9RdOV3gn1HqGzfhCDXezidNHSyZ1NYblbD8v1Giam3LTV4/PtFjXRzo3MQ0ncrPs+Z37SQsgltr/NVsGKc11n3LquYsUq5lgYHob5YqVb5wgFhj9+DGHYLtuZ46B58VWfXoMWKgghhBBCCCFeOVzbjUbRzu9XFz24N4WYuE9Fx5ARV9uHvJ7fRLXragdzHK+RY/nUwJfkIL7BcZxj+adGaqhNCAkOw7AZnXfYxfDs0uD9jRFfe7jPiP7WERejw484myIqUYXU/JggzSY0iLMpuPgEKBYtcTH6/noM3ajoPMnEtmTveOB7VbVMg3mJC5hYRWe5W9eWJiVDVlzKxIzlR906R7Dxw8PQfyrKpli1BrIpU316HVqoIIQQQgghhHiMFwS8dZbNpihMisCKqe6XhihIikBuPFu26ODNLhejJzejhcfea+xNjc0zUyCX0ke8cCYu/3ShWQsrP3F2DBNCwkdzTR8EW9UnSOUSpE+LDdp84jMjEBmvZGKN1X1Bmo1vDXTp0XFrgIkVLkkBJ/GsYfREIJhMMB7Yx8RUD28GJ/Os99b+5j3gBVtPL5VUhfUZG8f1XHH5p/Pd52C0Gt26vnLlaubYdLIcgsXiYnToMfzxEwjD7OYhX2dTALRQQQghhBBCCPHCkboe3O3TMbHXFrufTQHcK/+UzMQO1/XQjVonjt/qwYCB/YC7rSQtSLMhvjJflFExbLTiZidlFRFCAq9RVPYpY3os5EppkGYz+h5BnFXRfLUX/AR4j3DrDLvxQKGROTQQn2xMp05AGGAXb1Sbtnh0LitvwZ7mXUxsTdp6RMojx/X8xclLIbG7hW6w6lHVc8GtOShECxXC4CDMl6vcOkewjGZTfMTEFCvXQDY13+fXooUKQgghhBBCiEd4QcCbZxqZWEFSBFbme/7hWlz+qXfEhEstAy5GT147r7JNtOdlxSA7jppoh7ukSCXy4tnGqdSnghASaEO9BvS1sGWVQuHGeXYpm61pGLag6457jY1DjWHEjIbLPUxs6vwkyBTBWxQKBeKyT7JZcyDNyvboXOe6z6LbwGbobs3ZMe7nxyrjUBzPlm5yu/xTWjpk06YzMdPx8Cj/ZPj8EwhD7M+Z5iXfZ1MAtFBBCCGEEEII8dDxWz240yvKpliUDYkH2RT35CZoUJgUwcQO1lL5J3vN/XpcaGYXb7ZTNsWEsSAnljmmPhWEkEBrqmazKZQaGVKmRgdpNjbRSWrEpbOLuU1hXv6p/nwXeIstK0Qi5ZC/MPk+z5j4rJ0dMFeeY2KqzZ430f5K1ES7KGYaCmOmuXWOpaLyT6e7KmC1KyU1HoqVa5hj44njEKzunSPQ+JFh6D8RZ1Oshiy/wC/Xo4UKQgghhBBCiNt4QcCbot4UUxM1WFWQ6PW5N0xjP6AfreuBxcq7GD357BQ10Y5RyXzydSehYX4226fiStsgDObQvpFBCJk4BEFA0xX25n9WSTwkIdIDSVz+qeV6Hyzm8HyPYDXzuH2O3YyRXRoPdZQiSDMKDcZ9uwHBtnjDRURAuWqtR+dq17WhsvssE9uSPf5sinvEfSoGTFrU9Fe7dQ5xnwqhvw+Wq1fcnksgGT7/LGDZFAAtVBBCCCGEEEI8UH67F7e62bIQry7K8Sqb4p51RexN9wGDBeeo/A0AwGzlsecau1CxaWYKlDL6aDdRlGXFQGr3Y2S2CrjcSuXPCCGB0d+mw1CvgYmJFweCKbskHrD7HWkx8miv1QZtPt5outoL4wjbb6pwcWqQZhMaBJ6HYd8eJqZc9xA4lcqj8+1t/goCbIseEbJIrE5b5/Z50jTpmBrFZhGc6jjh1jmkWdmQivo6GEO4/BOvG4H+kw+YmGL5SsjyC/12TXo3SwghhBBCCHGL4KQ3RV6CBmsLfbOrPyNGjeK0KCZ2qLbbJ+cOdyfre9GnMzMxKvs0sUQqZZiRypZYqaSFOkJIgIjLPkXEKZGQFeFidOCpoxVIzmPfI4jnHA4EQUDdabaJdvKUKMSmaVw8Y3IwX6wE38H24VJ6WPbJzJuxv3k3E9uQsRFqmWc9vZalslkVpzpPQhDca+auFJV/Mp04DoEPzYwgwxd/hDAozqZ4za/XpIUKQgghhBBCiFtO1PehTpxNsdC73hRi4qbax2/1wGgJzQ9ygfSlqOzTrPRo5CVM7psaE5FjnwptUOZBCJlceF5A01W27FN2aTw4H/599wVxhkd73QBMeouL0aGp684gBjr1TKxwyeTOpgAcm2hLp+ZDVjTdxej7q+goR7+J7fO0OXu7p1NzKP/Urm/DnaHbbp1DsYpdqOC7u2C5cc3jOfmLoNNB//EfmJhi2QrICov8el1aqCCEEEIIIYSMm7Nsitx4NdaJFha8ta4wyb6yA0ZMVpy5G94NM73VNmDAuQb2A/eOUsqmmIjECxW1XcPQijJpCCHE17rvDsIwxP6uyfFB2Sd+aAi6d97E8C/+E9bWFq/PlzkjDhK7Gnm8VUDLtf77PCP01J5isymiElVIK4gJ0mxCAz+ghenkcSam2rzN44Wy3U07meOSuFnIi5ri2eQATInKR6qafd9V0ele+SdZ3hRIc3KZmCkEyz/pv/wMwgBbdtLf2RQALVQQQgghhBBC3HDqbh9udg0zsVcWZUMq8e1uy+QoJeZksh/YD07y8k+7ajpgX2AgUin1WbktElpK0qKhsus7IgC40KwN2nwIIZNDo6iJdmyaBtHJnpXJsTf0Tz+F7u3fwfDJhxj4yY8gGA0PftJ9KNQypBXFMrHGMCr/NNilR8ct9iZwweIUcD5+LxVujAe/Bsx2C2UKBZQbNnp0rqbhBlzuq2JiWz1oom2P4ziHrIoKN/tUAI5ZFcbyo26XkPInQaeD/iNRb4qlyyErmub3a9NCBSGEEEIIIWRcBEHAG2eamFh2nBrri5L9cr0N09gsjZP1vdCbrX65Vqiz8AJ217Blnx6engKVXBqkGRF/kkslmJvFLtSdbwqv3cKEkPBiMfNouc4uVOTM8j6bwnL7FsynK8aO+ZZmmM6e8fq8OaXxzHF3wxB0AyavzxsIdWfYbAqFWorc2aHTsDwYBEGAYc8uJqZYvgqSaM+yTHY3seeKUcRieeoqT6c3ZqmoT0X90C2069rcOoe4TwXf3g5r3U2v5+Yr+p2fQxjQMjHNy/7PpgBooYIQQgghhBAyTqcb+nG9Y4iJvbIwGzI/7QBcU5AIu8oOMFh4nKwPnx2TvnT6bh+6h9kbMNtLqJb1RLYgO445pj4VhBB/aq/VwmK06wXFAVkl8a6fME6GvV85xEzHj3h93rTCWMhVdov1AtB0NfTfIxhGzGi83MPEpi5IhkwxuTceWG5ch/VOPRNTedhE22A14EDLPib2cOYmKKQKj+d3T3FcKWIUsUzsVOdJt84hzS+AJD2DiRmPH/N2aj4h6PXQf8T2ppAvXupxnxB30UIFIYQQQggh5IGc9abIjFXhoen+yaYAgDiNAvNFN2sP3pyc5Z++rG5njmemRqEwOTJIsyGBIO5T0TpgQItW73wwIYR4qfEKe5M/OS8KmmjvbuwKJhOMB/c7xE2nKiAYjV6dWyqXIHMG+x6hqTr0e1nVn++G1WIr8yORcshf6L/3UuHCKFrQkqSlQz53nkfnOt5+BMMWdmPNpqxtHs/NnpSTYknyMiZW0Vnu1jk4joNSXP7p+JGQKP+k3/k5BC2bwal5+fWAXZ8WKgghhBBCCCEPdK6xHzXt7Ie+l/2YTXHPelH5p9MNfRg2Wvx6zVDTOWTEaVEjccqmmPimJkYgTi1nYpVN2uBMhhAyoZn0FoeeCdk+aKJtOlkOYXDQIS7odTBdOO/1+cVz1LbrMNgVugu6VguP+vNs2aesknioo7zf6R/OBL0exsMHmZjqkS3gJJ7dthY30Z6XuAAZEZmeTs/BUlGfipq+amiN7pVnVIjLP7U0O2SUBJpgMDhmUyxaCvn0GQGbAy1UEEIIIYQQQu7LWW+K9BgVHvFjNsU9q/MTmcUQs1XA8ds993nGxLO7pgO83SY7jVyKDdNo9+VEJ+E4zM+OZWJU/okQ4g/N1/rBW9ld/uJsBU+Iew7Y80X5p6S8KKii2AXdUG6q3VTdB8Mwu9micAltPDAePwJBN2ILcByUD2/26Fy3BmpxQ3uNiXnbRFusLHE+VFJbk3kePM50nXLrHLLpMyBJTmFixvKjPpmfpww7P4fQz26MCVRvintooYIQQgghhBByX5VNWlS3sTsiX1mYBZnU/x8nolQyLMlja2RPpvJPVl7AV6Im2humJUEzyWtZTxbi8k+VTf3gQ6A0BCFkYmkSlX1KK4qFQi3z6pzWtlaY75M1Yao4AcFs9uoaEgmHbFEfjabqvpAooSMmCALqTrN/z5PzohCXpgnSjEKHeEFLvnAxpCkpLkbfnzibIkGZiMXJSz2dmlNKqRILkhYysYrOE26dg+M4KFauZmKm48FbqBAMBug+ep+JyRcuhnzGzIDOgxYqCCGEEEIIIS45602RFq3EIzM8+wDpiQ1FbPmn84390Oq8u7kRLs419qN9kK3jvaM0LUizIYG2IIfd0TxgsOBW14iL0YQQ4j7dgBHdDWxpx5xSHzTR3reHOebU7A15YXgY5qoLXl9HXP5ppN+I3ubQ+z3ZdWcIA51sWarCpZRNYWlqhKX6ChNTbfKsifaIeQSH29gSUpuytkIq8W7RzZllKSuZ4ws956G36Nw6h3LVWubYevcOLE2NLkb7l2HXFxD6gptNAdBCBSGEEEIIIeQ+LjYP4FIrm03x0sJsyAOQTXHP8qkJUMps17MKwNFbkyOrYudVdvdlYVIEpqdQE+3JIi1ahaxYFRM73+ReHWxCCLkfcQNquUqKtMJYr84pWK0w7t/NxJQPb4JsZjETMx7zvvxTXLoGUQns78mmECz/JM6miEpQIa0gJkizCR3iJtpcbBwUS5d7dK7DbQdgsNoWgyScFJuyPFv0eJCFyYsh5WzZrWbehMruc26dQ1ZcAklCIhMLRlaFYDRA96Eom2LBIshnlgR8LrRQQQghhBBCCHHpzbPszq6UKCW2zAxcNgUAaBRSLJ/C7pg8WDvxFyp6R0w4Uc/ebNlemgaO828DcxJaxFkV56mhNiHEhxpFZZ8yZ8ZBKvfudqG58hz4ri4mptq01aGBsKmiHIKF7dngLo7jkD2LzQBprukDb+W9Oq8vDXbp0V7HNisvWJICTjK5/54LFgsMX+9lYqqNj4CTy1084z7nEgTsbvqSiS1OXooktX96ekXJozE7fi4Tc7v8k0QCxYpVTMwYhIUKw1c7IfSxvweCkU0B0EIFIYQQQgghxIWqFi0uNrMfrF9akBXQbIp71k9jyz9VNQ+ge9joYvTEsOdaJ6x2XbSVMgkeDkADcxJaFogaal9qGYDJEjo34Agh4WugU+dQjihHVErJE4Y97C55aeE0yAqLoBTV5BcGBmC+XOX19cTln4wjFnTeGXIxOvDqznYyxwq1FLmzvf86hzvT6QqHckNKD8s+XdPW4M5QPRPbmr3d06mNy7LUFczx2a7TsPDuLbwpVrGLd9ZbtbC2tXo9t/ESjAboP3iPicnnL4S8uDRgc7BHCxWEEEIIIYQQp94408QcJ0cqsLU4OPWUl+TGIcKugbQA4EhdT1DmEgi8IGDn1XYmtr4oCZFK39dZJqGtLCsW9ntujRYeV9sHXY4nhJDxahSVfVJHyZGYG+XVOfn+PpgqypmYavPozWdpegZkRdOYx3xR6iYqQYX4zAgmJm4QHizGETMaL7HvV6bOT4bM7j3NZGUQlX2SFZdAlpvn0bnE2RRpmnSUJS7weG7jsSSFXagYtgzhSt8lt84hL50NLiaWiQUyq8Kwexf4Xvb1qXkpONkUAC1UEEIIIYQQQpy43DKAC6ISMy8uyIZCFpyPECq5FCvzReWfbk7c8k8Xm7Vo0RqY2PYSaro5GcWo5Zgm6ktyvpH6VBBCvCPwgkMvh6zSeEi8LEdkOLAfsFptAYUSynUP2Q5F5Z+MJ49DsB/vIXFWReuNflhM3p/XW/WV3bBabNmREimH/IWUHWnt6Yb57Gkm5mkT7QHTAI63szf3t2Rth4Tz73vWJFUSpsXMYGJul3+SyRzKP5nKj3k7tXERjEbHbIp5CyAvnRWQ6ztDCxWEEEIIIYQQB+LeFEmRCmwL8o3yDUXsB/ur7YNoGzC4GB3edlazTTfzEjQoTY8O0mxIsFGfCkKIr/U0D0OnNTExb8s+CYIA455dTEy5ag0kUbYsDYfyT319sFy94tV1ASCrOB72LZwsJh5tN7Ven9cbVguP2+fYXh1ZxfFQRyuCNKPQYdy/F+BtZQw5tQbKNes9OtfBln0w87bXsoyTYWPmJq/nOB7LRFkVpzpPgBfcK88o/pmwXK+BtbPTxWjfMezZBb6H3fQTrN4U99BCBSGEEEIIIYRR3TaIc41aJvbC/Cwog5RNcc+CnFjEqNjSR4cnYFNtrc6MY7fZNPwd1ER7UhP3qbjeMYQhg3cNaAkhk5u4NFJ0kgqxaRqvzmmpuQprYwMTU23exhxLs3MgnZrPxHxR6kYdJUfyVHZBv7E6uOWfmq/2wTBsZmKFS1KCNJvQIfC8Q9knxZp14DTuv/54gcfupp1MbEXqasQq45w/wceWivpU9Bi6UTdw061zyOfOAxfJllwznfBvVoVgMjlmU8ydB3npbL9e90FooYIQQgghhBDCePMMm02REKEIibJDcqkEqwsSmdjBCbhQsfd6J8xWW5kIhZTDI9REe1IrTY+GQmpbqOKF0fJghBDiCauFR3MN258iuzTB6wVxw142m0KSmQXZ7DkO45Si8k+mE8ch8O7tQndGnBHScWsQRl1wFnUFQUDdaTY7MikvCnHpES6eMXmYr1wC39rCxO71MXHX5d4qtOiamdiWnO2eTs1tOZG5yIrIZmJul3+Sy6FYxi54GMv926fCsPcr8N1stk+wsykAWqgghBBCCCGE2LnWPogzDWz9+xfmZ0IlD42mjxumJTHHtV3DaOzTBWk2vic4aaK9uiARMWp5kGZEQoFKLsWsjBgmRuWfCCGe6rw9CJOe7d+QPcu7sk+8bgTGo4eZmGrTVqeLH4pV7EIF390Fy/Uar64PABnT4yCV2a4n8ILDgkygdN0dgrZDz8SKlgR/00coMO5hsymkOXmQzSzx6FxfiZpo50TmoTRutqdT88hSJ+Wf3CX+mbBUX3Focu0rgskE/R/eZWLyuWWQz57rl+u5gxYqCCGEEEIIIWPeONPEHMdr5Hi0NC1Is3E0NzMW8Rr2pv2hCZRVcaV1EA197I2NHSH09SfBIy7/RA21CSGeEpdESsiORGSc0qtzmo4cAvR2f7+kUqg2Ou8TIMubAmlOHvt8HzQQlqukSCuKZWLihuGBUneKzaaITFAirTDGxejJgx8acij1pdrsfEHrQXoNPQ6LAluytwe8VOby1JXMceNwA5qGG12Mdk4xbwE4jV22jSDAeOK4D2bnyLD3K/BdomyKl173y7XcRQsVhBBCCCGEEACjde9P3WV3Hj4/PytksikAQCrhsK6Qzao4eLMbgiC4eEZ4EWdTZMepMTeTbmwQx4bajf16dAxOzGbyhBD/MRutDk2ms0vjvT6vQbRLXrF4KSSJiS5GA4pVbANh4/GjPvlbniPKDOlpHMaI1uj1ed0x2K1He90AEytcnApOQr2mjIcPACa774dMBuVDj3h0rn0tu2EVbJlBSokSGzI2ejtFtxXFTEeCkn2tu5tVwSmVUCxZysRMPujdIjaaTfF7JiabPRfyOcHPpgBooYIQQgghhBDyDXFviji1HI/NCr3d/OLyT3f7dKjvCf/yT4MGMw7XsWn+20tSqYk2AQAUJUciWtRMvpLKPxFC3NR6ox9Ws60fBCcBsoq9W6iw3Kl3KN2k3HT/ngNKcfmnjnZYam94NQ8ASC2IgVzFbrBoqg5s+adbZzqZY4Vaitw53pXWmigcFrSWroAkzv3G11bBir1N7LnWpK9HpDzKxTP8R8JJsCRlORPzqPyTqHeL+col8FqtN1NzYNi/B3wX+/oMhd4U99BCBSGEEEIIIQQ3O4dw8g77Qf65eZlQh1A2xT0l6dFIiWJLVBys7XIxOnx8faMLRovt5pFMwmHTzJQgzoiEEqmEw7ysWCZGCxWEEHc1XWFLIaXmx0AV4V0fJMMetok2F58AxaIl932OdGoBJBmZTMx03PvyT1KZxGHhJZDln4w6Cxous9ebMj8ZMkXovZ8KNEtdLax1N5mYass2j851vussugzsDfet2Ts8npu3lon6VFzXXkOPwb3SpIpFSwCVyhawWmGqKPfF9AAAgtkM/fvvMjHZrNmQzynz2TW8RQsVhBBCCCGEELx1lu1NEaOS4Vuz04M0m/uTcBzWF02s8k+jTbTZetYr8xMQr1EEaUYkFC3IiWWOzzdpw/p1TwgJLMOwGZ31g0wsu9S7nf6CyQTjwf1MTPXwZnAymYtnjOI4ziGrwljum/JP4lJWA516aDsCk3lZX9klyljhkL8wOSDXDnWGvWwGhCQ5BfJ5Czw6125RE+3C6Gkoip3u8dy8NTthLiJkkUzsdGeFW+fgVCooFrILfOJ+Ht4w7t8DvpN9r6l5+fWQytylhQpCCCGEEEImubquYRy/ze7+e3ZeJjQhvPtPXP6pdcCA653DQZqN9653DOFW9wgT21ESemW3SHAtyGbLY/SOmHCnN/zLnhFCAqPpah/s1wFkCgkypsd6dU5TRTmEAbYfg2rTlnE9VyEu/9TSDGv9La/mAwBJOVFQR7NZIoHIqrBaeNw+y2Z4ZpfEQxNNmw4EowHGg18zMeXDm8FJ3X+v2aFrx7nuM0xsS852b6bnNblEjkXJ7CKDJ+WfxIt35ouV4IcGXYweP8Fshk6cTVE6C/K587w+ty/RQgUhhBBCCCGT3JtOsimemBOa2RT3TEuORFasiokdvBm+5Z++rGZ3uKXHqDBftHuekMxYFdKi2bJn56n8EyFknMQ369OnxXpdkkjcc0A2ey6kWdnjeq6saDokqeyivNEH5Z84CeeQKdJU3QeB928GWvPVPhiGzUyscAmVcAQA44njEIaHmJjqkc0enWtv8y4IsH0vI2QRWJO23qv5+cJSUfmnS70XMWx2bxONfMlSQGG3sGWxwHTqpNdzM369F3xHOxMLVDZFh67jwYO+QQsVhBBCCCGETGK3u0dw7BbbwPmZskxEKO5fsiHYOCflnw7XdoMPwzI4IyaLQ4+NbcWpkIRQKj4JDRzHOWRVnG/sD9JsCCHhZKjXgL4WNnMvZ5Z3ZZ+sHe0wXzjPxFQPaKJtj+M4KFauZmImH5W6ES9U6AZM6Gn2X+alIAioO832TEjKjUJceoTfrhlOjKIFLfm8BZCmZ7h9HjNvxr7mPUxsfcbDUMvUXs3PFxYkLYRcYltksAgWnOs+7dY5JJoIKOYvZGKmcu8W7wSLBbr332FisuJSyMvme3Xe8ajsPovvnX5l3ONpoYIQQgghhJBJ7K2zjcxxlDL0synuWT+NrfncNWxCdav36fGBduBmN/R29aylHLClmHZgEufEfSqqmgdgsfLOBxNCyDfE2RRKjQwpU6O9Oqdh327Y15LiIiMdStc8iHi8tfEuLHfveDUvAIhNVSM6ic28FDcS96Xuu0MOfTAom2KUtbUF5qoLTMydBS17pzpPot/Ux8S2ZHvWkNvXNLIIlCWwpZQqOtwv/yQuiWY6fxa8bsTF6Aczfr0XfLs4m+I1v2dTmKxG/NvVf4GZNz948DdooYIQQgghhJBJqr5nBEfq2GyKp8syEKkM7WyKe/ITIzAlQcPEDtZ2B2k2nttZzX54XDYlAUmRShejyWQ3LzuWOdaZrajpGHI+mBBCMLrbv+kKe3M3qyQeEqnntwUFqxXGvbuZmHLdQ+BUKhfPcE42oxiSRDZD0tsd5MBotoY4q6K5pg9Wi38WdmtPs+VtIuOVSC+K9cu1wo1hH/s64aKioVi+0qNzfdX0BXNcEjcLeVFTPZ6bry1NZcs/ne8+C5PV6NY5FEuXA/a9O0wmmE+f8mg+gsUC3XvibIoSyEVZG/6wq+lLdBvcK8tKCxWEEEIIIYRMUm+fbYJ9oaRIpRRPzXE/DT+YxE21j9R1w+LnGtS+VNs5jBuiJuDbS1ODNBsSDuI1ChQksaVEzjdqgzMZQkhY6G/TYajXwMTEN/HdZb5wHnwXW+pItdn9ne2cROJQ/sl4/IhXc7snW1TayqS3orPe95mXQz0GtNeyDcULlqSAk0zuEo4Cz8N04bxDHxPlho3glO5vyGgabsDl3iomtjV7h1dz9LUlycvAwfZ911t1qOq96NY5JFHRkM9bwMSM5Z6VRDMe2A++vY2JaV7yfzbFiHkEH9z+vdvPo4UKQgghhBBCJqG7vTocEmUfPDUnA1Gq8MimuGd9EVv+qU9nxsVmbXAm44Evr7LZFMmRCizOjQ/SbEi4mC/KqqA+FYSQ+2kUlTyKiFMiIcu73gmGvezNZ2lBIWRF0zw6l0P5p/rbsDY3eTy3eyKd/Dv9Uf6p7gybTaFQS5E3J9Hn1wkXfH8fdB/8Hv3PfAuDf/6nEPrYr7knC1oAsKdpF3Mco4jF8tRVnk7TL+KU8SiOK2ViFZ3lbp9HKe7dcvY0BIPBxWjnnPammFEM+YJFbs/HXZ/d/QiD5oEHDxShhQpCCCGEEEImobfONjLZFBEKKZ4uC69sCgDIjlNjekokEzt0MzzKP+nNVnx9g02J31qcCukk34FJHmxBDttQ+2r7EIaNliDNhhASynheQPNVtuxTdmm8Vzuq+f5+mE6yN189vfkMALKSWeDi2EV6ow/KPwGOWRWtN7UwG60+OTcAGHUWNFxib8RPmZcEmULq4hkTk8DzMF2sxOBP/wf6Ht0M3W9+Cb61xWGcbPoMyPIL3D6/0WrEgdZ9TGxj5iYopAoXzwiepSnLmeMznRWwCu695hTLVgISu9v2BgNM5864dQ7jwa8dvgeB6E2hNfbjs7sfe/RcWqgghBBCCCFkkmnoc8ymeHJuBqJV8iDNyDvri9jyT0dv9cAcBs2FD9d2Y8Rk++DKAdhWQmWfyIPNyYiBzG5By8oLOH/Xf01iCSHhq/vuIAzDbDPbnFnelX0yHtwPWOwWRxUKKNc/5HJ8w9Bd/OTcD/Hdildwtuu0w+OcVArlilVMzOSj8k9ZM+PB2d39tJp5tN3wXRbancouWM229xychEP+osnTRJvv74fuw/fR/+zjGPyzP4Hp6GH2tWGHi45GxA/+wqPrHG8/giEz249pc1ZoNNEWW5rC9qnoN/Xjen+NW+eQxMVBPnsuEzO5Uf5ptDfF20xMNn0m5AsXuzUPT3xQ/x70VltjeftSWA9CCxWEEEIIIYRMMu+ca4J9GweNXIqn54ZfNsU960QLFUNGC86FQSmcL6vZUhGL8+KQGu1eE1IyOWkUUpSkRzOxU7dpoYIQ4qhR1EQ7Ll2D6CS1x+cTBAGGPWwJHuXK1ZBERTsdbxWs+GnV36Kq9wLqBm/iny//FFqj499ohaj8k6X2Jqyi2vqeUEXKkTI1hok1Vve5GO0eq4XHrXNsZmRWcRw00aG3y9+XBEGAqeoCBv/X36Pvsc3Q/fq/wbc0uxwvnTIVEX/2E8R9/CXkJaUux93P7qYvmeN5iQuQEZHp0bn8LSMiE1NEDb4rOk+4fR7xz4TpVAUEk2lczzUePhCUbIoOfbtDw/PVaevG/XxaqCCEEEIIIWQSaerXO5QbemJOOmLV4ZlNAQBp0SqUim7aHgzx8k/1PSO42s429Nxekhak2ZBwtEDUp+LU7Z7gTIQQErIsZh4t18Vln7zLprBcr4G14S4TU96n7FNl9zk0j9j6TYxYRnC6q8JhnHz2XHAx7IKCr8o/iTNIOusHHLJMPNFc0wfDEHuewiUTNzOS12qh+/gDaJ99HIM/+j5MRw4CZhdfR4USyo2bEPPrNxH77odQP/YEJFFRHl339mAdrmuvMbEtIdZEW2xZykrm+FTnCQiC4GK0c8rlqwC7hQVBNwJz5bkHPk+wWKD7vSibYtp0yBctcev6nnjv1tsw87bXhIyT4dmpL477+bRQQQghhBBCyCQizqZQyyV4tiw0d6S5Y4Moq6L8di8MZt/VoPa1nVfZbIqECAWWT6Em2mT8xH0qbnYMoWdkfDstCSGTQ3utFhajXSlEDsgq8e5vjWE3m00hSc9wKFFj7yvRTngAqOhwbC7MyWSjdfnt+Kr8U/q0WEjltlugAg80X/Muq0IQBNSd7mRiSblRiM/wrkl5qBEEAeZLVRj6h79H36OboPvlz+/b6FyaNwURP/ox4nfuRdTf/RTy4lKvd/HvFjXRTlAmYnHyUq/O6W/iPhVtulbcHbrj1jkkiYmQiTJQjMcfXP7JeOSQQ4aL5iX/Z1M0DN3FwZb9TGxL9nakaMZfCo0WKgghhBBCCJkkWrR67L/Ofqh+fHY6YjXhm01xz9qiJNj3oNaZrTh91zelHXzNaOGxT/R92DIzBTIpfTwj4zcjNQoRomatF5q0wZkMISQkNV5hS8Il50V5VZaI143AePQQE1Nt2gpO4vzvV4e+Heec9KS42HsBOsuIQ1wpLv90rQbWrk6Hce6SK6XImBbLxJqueFcur7thCNp2HRMrXDJxelPwA1roP/kQ2uefxMAPvwvj4ftlTyigfOhhxPzyDcT+/iOov/Wky1Jg7tJZRnC49QAT25S1FTKJzCfn95f86EKkqNnsmlMelH9SrlrLHJtOnYTgogcIAAhWK/S/f4uJyYqmQb5kmdvXdtc7dW+Ah21hVCVV49n8l9w6B70TJoQQQgghZJJ451wTrHbZFCqZBM/NC/9sCgBIjFBgblYsEztYG5rln47e6saggf2QSU20ibtkEg5lotd8OPRmIYQEhlFnQcetASbmbdkn09HDgF5vC0gkUD68yeX4fc27IcCx3I2ZN+F8t2MJG3nZfHCRkew1Txz3eL72skXln3qbRzDcZ/D4fHWn2AWUyHgl0opiPT5fKBAEAeYrlzD0j/8TfY9uxsgv/hPWxgaX46U5eYj44V8g/su9iPr7f4C8dJbPd+0fbj3INGaWQIJNWVt9eg1/4DjOoan2yU7HTKIHUaxYzRwLQ4MwV11wOd545JBDxov65df9nk1xQ3sdJzuPM7Fv5T2JeKV7GVy0UEEIIYQQQsgk0Dqgx97rbG+Kb81OR5xm4jR8FJd/qrjThxGT611nwbJT1ER7fnYsMmM9b2xKJi9xn4rzjVq3a2ATQiamluv94O12J0hkHDJnxt3nGQ9m2PsVcyxftATSpGSnYy28Bfuad7s8l7Pd5ZxcDsUy9ubueErdjEdqfjQUGnYXfpOHTbWHegxoq9MysYLFKZBI/Hsz2F/4wQHoP/0I2uefwsCffgfGQ18Drpo2KxRQrt+ImF/8FrHvfwz1409BEh3jfKyXBEHA7qadTGxxylIkqZ2/5kLNMtFCxe3BOnTo2906hzQlBbLpM5mYq58JZ9kU0sJpUAQgm+Kt2t8wx9HyaDyR94zb56GFCkIIIYQQQiaBd881w2rXnEI5gbIp7lldkAip3U0Co4XHyfrQKv/U2KdDVQu7w3VHKTXRJp4R96noHDKiqV/vYjQhZDIRlzZKL4yFQuV5uRzL3Tuw1FxlYqpNrne2n+o8gT6j6/JKZ7tOM01371GsFJV/qr4MvrfHzdk6kkglyBIt1DRV93q0uFt3phP2iSJylRS5cxK9nWJACYIAc/UVDP3TT9G3YzNG/vs/YG2863K8NDsHEX/6Z4j/Yg+i/uc/Qj5rTgB26V9D/dAtJhbqTbTtlcSVIlrOLuKc7jzp9nkUopJoppPlTss/mY4dhrWpkYlpXnrV79+niz2VqOplszyenvoCIuWRLp7hGi1UEEIIIYQQMsG1Dxqw5xpbouCxWWlIiJg42RQAEKuWY2FOLBM7eLPL+eAgETfRjlXLsXKqd6U4yOSVG69GoujnuJL6VBAy6ekGjOhuGGJi4tJH7hJnU3Dx8ffdqS1uop0Tmcccj1iGcbn3osPzFPMXglNrbAFBgNFP5Z8Guw3Qdri3uGvUWdBwiV04mTIvCXKl1MUzQgs/NAj9Hz+B9sWnMfAnr8N4YD9gMjofLJdDuW4DYv7rN4j9w6dQP/kMJDGxAZur+DWUpk7HvMQFAbu+t6QSmUPT74oOT/pUsAsVgrYf5urLbMxqhe5dUTZFQaFDhpKvCYKAN2t/zcQSVUnYnvOYR+ejhQpCCCGEEEImuN+fb4ZFlE3x/ATLprhnQxFbDuBMQz8GDS6aPwaY2cpjr2jBaNOMFChk9LGMeIbjOMwXlX8SZ+wQQiYfcUkjuUqKtALPy/MIZjOMX+9jYqqNm8DJnGdoNA034pJoEeLZqS9gRixbwqbCye5yTqmEYim7AGIqP+bJtB0kZkVCE8Mu7rrbVPvOhW5YzbaGwZyEQ8Gi0G6iLQgCzDXVGPrnf0Df9k0Y+fm/w3r3jsvx0qxsaP7kR4j/Yi+ifvpPkM+Z6/dd+WKDpkEcaz/CxDZnb4OEC6/3TMtS2YWC6r7LGDC593damp4BaUERExP/TJiOHXHoJ6J56TW/f99OdhxH7cBNJvZC/itQSpUenS+8vruEEEIIIYQQt3QMGrBLtIt/e0kqEiM9+wAR6lbmJ0AhtX0os/ACjt9y7yaEv5Tf7kW/nl002U5NtImXyrLYm48Xm6lPBSGTXaPo5nvmzDhI5Z7fAjRVnIAwoGVi9yv7tLd5F3McLY/BitRVDs2FT3eeBC/wEBOXfzJfrgLf3+/mrB1xEg7ZpWxz36arvRD48f3OtFp43D7LbjjIKo5zWPwIFfzQEPSffwrtS89i4Huvwfj1XtfZEzIZFGvWI/rnv0LsB59B89SzkMTGBnS+9g607oOZt/XJkHEybMx03bg9VM1LXAiVVDV2zIPHma4Kt8+jXMU21TaVH4PAj/7sCDwPnbg3RX4BFMtXejDj8bPyFrxd9zsmlhmRjYe9+D7RQgUhhBBCCCET2HuVLUw2hULK4cUFWUGckX9FKmVYksfehDhYGxrln3ZeZRsozsmMQW6CxsVoQsanLCuWOe7TmdHYR30qCJmsBjp1GOhkfwfklPq27JNs1mxIs3OcjjVajfi6ZS8T25i5CQqpEstS2BunvcYe3NRedziHYtESQGW7uQurFaaKcg9nz8oRlX/SD5rR3TjkYjSrpaYP+iF2w0HhktDacCAIAszXrmLo//wj+nY8gpH//DdY79x2OV6SmQXN936A+C/2Ivof/hmKufMCnj0h5qyJ9vLUVYhTxjt/QghTSpWYl7iQiTlrJP8g4sU7vrdnrGeM8dgRWBvY/iKByKY42Po1mkbYnhivFL4OqcTzXji0UEEIIYQQQsgE1TVkdLg5vr0kDUkTNJving3T2PJPlU1a9OlMLkYHRotWj3ONWiZG2RTEFzJiVEiOZHfzVrVogzMZQkjQibMp1NFyJOVGeXw+a2cHzOfPMjHV5m0ux5e3H8WQmb3xvyV7OwAgKzIbOZG5zGMVnY4LEJxKBcXCJUzM6KPyTzEpGsSkqJmYuFSWM4IgjDbRtpOYE4n4jAifzMtb/PAw9F/+EdqXn8XAd1+Fcf8ewHi/7Il1iP7PXyLug8+geeZ5SOLinI8Ngku9F9Ey0sTEtoZRE20xcfmnC93nYbAa3DqHLCcX0rwpTMxYfnQ0m0Lcm2JKvt+zKUxWI35/i71uQXQRVqSudvGM8aGFCkIIIYQQQiao9yqbYbbasinkUg4vTOBsinuWTYmH2q7EBS8AR+p67vMM//uqhi2/FaWUYU1BYpBmQyYSjuMcsiouNlOfCkImI4EX0HSVvemeXZIATuL5zmrjvj2AXTk5LiICylVrXY7/qukL5rgscT4yImx9sZaJyj9VdJxwWq5O3EDYfOE8+KFBt+buSrYow6S5pg9Wi2MJKnvdDUPob9MxsaIgZ1MIggDz9WsY+pf/PZo98f/+L6z198meSM+A5rt/gvgv9iD6H/4PFGXzwUlC79awOJsiJzIXpfGzgzIXX1iUtBQSztZs3cgbUdl9zu3ziLMqjMePYejAAYd+I5qXXvX793VX05foMrALd68VfcfrHiKh92okhBBCCCGEeK1n2Igvq9lsiq3FqUiJmtjZFACglkuxfAp7E+JQbXeQZjPaJ2N3Dfth7pEZyVDJpS6eQYh7HPpUtAxQnwpCJqGe5mHotGwGYfYsz8s+CTwPw77dTEy5bgM4+7JMdm4P1uG69hoT25r9KHMsLv/UomtG43CDw7nkS5YCCrtsMasVplOOzbc9Ie5TYTZY0XHr/gu8dafZv+MRcUqkTYv1yXw8YWlswMB3XsbAd16Gce9uwOBih75UCsWqNYj+j18g7qPPoXn2RUjiQreEUp+x1yHLZkv29qCXo/JGtCIas0QLLZ6UfxIv3vGdHej43//ExKRTpkKx0rushgfRWUbwYf17TGx2/FyHEleeoIUKQgghhBBCJqD3KltgssumkEk4vDQJsinu2TAtiTm+3DKAziEXJRD87NSdXvSMsDeOtpekBWUuZGKaK8qo6B0xoamf+lQQMtk0ico+RSepEJuqdjH6wcwXK8F3sJselPcp+7S7cSdznKBMxOLkpUysMGYaklRsiUZnN20lmggoFixiYqbjR8cz7QeKiFUiMSeSiYlLZtkb6jWgrVbLxAqXpEDiRaaKNwSex9A//D0sNxz7e9wjSUuH5tvfR/znuxH9v/8FinkLQjJ7Qmx/8x5YBevYsVKixIaMh4M4I98QL9Cd6aqAhbe4dQ7plKmQZLLv5a19bAZVILIpPrv7MQZMWib2WtF3fbKYFPqvUEIIIYQQQohbekZM+EKUTbGlOAWp0c53QE5Ei3PjEam0ZSwIAI7UBSer4stqtuxTSVoU8pNCo6Y1mRiyYlVIiWazpS62UPknQiYTq4VHc42o7FNpglc3Dw17djHH0qn5kBVNdzpWZxnB4baDTGxT1lbIRI11OY7DUnH5Jyd9KgDHUjem82fBjwyPa+4PIi7/1F6rhdlgdTr21pnO0TcS35CrpMidE7zyjaaT5bDeqnN8QCqFYuVqRP/7fyHu4y+gef4lSBLCp8ykVbA6lH1ak74ekXLPe6yEiqUpy5njIfMQqvsuu3UOjuOgFP1M2JPmTXH4mfE1rbEfn975iIktSV6GGXHFPjk/LVQQQgghhBAywfyhsgVGu1rLUgmHlxZkB3FGgaeQSbAqn/1wfvBm4BcqOgYNONPA3jiibAriaxzHYWEee9OtqlkbnMkQQoKi8/YgTHr2Rrs3ZZ94rRamk+wCgmrzNpcLH4dbD0JvtfVwkECCTVlbnY4V96moHbiJLn2nwzjF0uWAzG6hw2yG+cyp8f4T7iurOJ7p3WG1CGi90e8wzqiz4G4V2+dqyrwkyJXBKd842jz5TSbGxcZB8/p3Ef/H3Yj+p3+FYsGisMieEKvsPuvQ9+BeI/Zwl6xOQVHMNCbmUfmn1a4XIjQv+j+b4sP695ifcw4cXi36js/OH36vWkIIIYQQQohLfToT/niljYltnpmC9JjJk01xj7j807WOIbRoA1sOZ3dNJ3i7XZgRCinWi+ZFiC8sEvVlqaI+FYRMKuLSRQnZkYiM87wvlfHgfsBstgUUCig3bHQ6VhAEfNX0JRNbnLIUSepkp+NL42cjSrRL/lSnY/8JSVQU5PMWsPPyUfknpUaG1IJoJuas/NOdC92wmm2bPzgJULDI+b8rEEwVJ2C9fYuJRf7ox9C88AokieGTPeHMV6JsioLoIhTFOM/gCUfiTKJTnSfd/jstLZwGSZrjhhdpTh4Uq/ybTdGp78Cupi+Y2LqMh5AXNdVn16CFCkIIIYQQQiYQh2wKDpOqN4W9+VmxiFXLmVggm2pbeQG7atiyTxunJ0NNTbSJHyyawjZH7R42oVnrorkqIWRCMRutDj0Uckq9aKItCDDs/YqJKVesgiQ6xun469oa3Bm6zcS2Zu9weX6ZRIZFot4Vrso/iRsIm86ehqD3zaYD8deo684g9EO2xRneyuP2OXaHf9bMeGhiPF8A8oYgCA7ZFNKcXChWrw3KfHypQ9+Oc12nmVi4N9EWEy9UdBk6cWuw1q1zuCr/pHnpVXBS/76/fO/W2zDztp8PGSfDSwWv+fQatFBBCCGEEELIBNGvM+Gzy2w2xSMzUpAZ63kjzXAmk0qwtpDdXRjIhYqzDf0ODby3l6QG7PpkcslLjEBChIKJXaTyT4RMCq03+kW7/jlkFcd5fD7L9Wuw3qlnYspNzss4AXDIpkjTpKMscYGL0aPEzYWv9F3GoGnQYZxi2QrA/gas0QjT2dMO4zyRPi0WMoXt1qggAM01tqyK5pp+6AfNzHMKl6T45NqeMFWccOhNEYgb1IGwt+krCHaNQCJkEVibvj6IM/K93Mg8ZGrYzUMnO5wv0N2Pct0G5liam+f3xarG4QYcaNnHxDZnb0eaJt2n16GFCkIIIYQQQiaIDy62wiDKpnhl0eTqTSG2vogts3SrewR3e3UuRvvWzqtsQ/NpyZGYlhL+DSFJaOI4DmVZ7G7nKmqoTcik0CQqWZSaHw1lhNzF6AcTZ1NI0tIhnzvP6dgB0wCOt7PlmLZkbYeEu/8tx/lJC6GU2DITeMGKs12O/SckMbGQzyljYr4q/yRTSJExnV3Qaaoe7SslCAJqT7FZkYk5kYjPjPTJtd0lCAJ07zjLplgXlPn4koW3YF/zbia2LmMj1DJNkGbkHxzHYWmquPyT+30qZEXTofnun4KLjIKyoADR//Qvfl+seqfud+Bh+4yhkqrxXP5LPr8OLVQQQgghhBAyAWj1Znx2ic2m2Dg9edJmU9wzOyMGiaJd5odqu/x+3Z5hI07WszeOdpRSNgXxL4eFimYt9akgZIIzDJvRWc9mImR7U/ZJp4Pp8EEmptq0xWWT3oMt+2DmTWPHMk6GjZmbHngdlVSFeUls1kWFi5u24tr7pjMVEIy+KW0nbjje1zKCoR4D2m9r0d/GbmwoXBK8v+OmUydhvcWWCVK/+MqEyKY41XkC/aY+JrYla3twJuNn4kbyDcN30TLS7PZ5NM++gIT9hzFl91eQ5eb5anpO3dRex4mO40zssdwnEK+Md/4EL9BCBSGEEEIIIWHKwgu40jqA355qwPc/q4bObB17TMIBryzKCeLsQoNUwmGdKKvi4M1uv9+83X2tE1a7S6hkEmyYFrzmm2RyKMuMZY67hk1ooT4VhExoTVf7YP8nTaaQIGN6rMfnMx47AkFvd4NeIoHy4c1Ox/ICj92iBsgrUlcjVjm+slPi8k+V3WdhsDr+zlIuXwnYL5To9TCdPzeuazxIypRoKCNkTKypuheXD7M3jyPilEifFuuTa7pLEATo3n6DiUmzc6BcMzFKI4lfQ8VxpZgS7bsGzaFkeuxMxCnYG/yuFugeJFD9O96q/S1zHC2PxpNTnvXLtWihghBCCCGEkDDSotXjj5fb8Je7rmHdL0/jtY+v4M2zTbjVPcKMe2haMrLjJnc2xT0bRAsVjf161Im+Xr7ECwJ2XmXLRWyYloRIpczFMwjxjZx4NeI1bLmXqhZtcCZDCAmIpmo2e2+074Lnu+zFZZ/kCxZDmuy8L8Pl3iq06Ngb+ltzXDfRFluUvBQSzjZXI2/ExZ7zDuMk8QmQlc5mYiYflX+SSDlkFbM3jm9XduNudQ8TK1icAokkOI2dTacrnGRTTIzeFM3DTajqvcDE7teIPdxJOAmWpixnYp6UfwqUqp4LuNhbycSemvo8IuX+KYFGCxWEEEIIIYSEsGGjBcdu9eBfDt/C9jfPY8dblfjXI7dx/HYvRkxWp8+RcMArCyd3bwp7xWlRSItWMrGDN/3XVLuySYu2AXZH6PaSNL9dj5B7RvtUxDKxi83Up4KQiWqo14C+FnbhPWeW52WfLA13Ybl6hYmpNt+vifYXzHFuZB5K4maN+3oxihiUxrPjKzqc37RViss/nT4JwWRyOtZd4lJZhiEz7Po6Q66SIm9uok+u5S6n2RRZ2VCunRjZFHuadzLH0fIYrEhdFZS5BMqyVDaT6Hp/DfqMvS5GB48gCHij9tdMLEGZiB053/LbNWmhghBCCCGEkBBi4QVUtw3ijdONePWjy1j3y9P4q6+u4/Mr7WgdeHAJF41cir9em4/chInVgNAbHMdhfRFbdulQbZffyj/trGazKfITI1CcRk20SWDMzWT7VFykPhWETFjibAplhAwpU2NcjH4w4162oTEXFw/FkmVOx/YYulHReZKJbcne4XY5GnHN/jNdFbDyFodxihWrmGNheBjmi5UO4zyRkBWBiDily8enlCVBrgxO9oL5dAWsdTeZmPqFidGbwmg14kDLPia2MXMTFFLX34uJYHb8XGjsGoULEHBa9LMUCk52lqN24AYTe7HgFSj9+P2hhQpCCCGEEEKCrHVAjy+utOGvvrqO9b86jVc/uozfnWlEddsg0+fAlYKkCDw/LxO/+FYJDn5/MR6dle7/SYcZcfmn9kEjatqHfH6dfp0Jx2+z5SK2l6QGrI4wIeKMiq5h07gWOQkh4UUQBDRdYRsQZxXHQyL17O+NYDbD8PVeJqZ66BFwcrnT8ftb9oAXbJmdKqkK6zM2un3dpaKFikHzIKr7rziMkyYlQ1ZcysSMPir/xHEcskudNwbmJED+ouD0mBIEAbp332RikswsKNdtCMp8fK284ygGzWwj+M3Z24I0m8BRSBVYmLSEiYkX/YLNylvwTt3vmFimJgsbM533q/EVKpJKCCGEEEJIgA0bLbjYrMXZhn6ca+xHs5vNbuM1cizMicOi3DgsyIlDYoTCTzOdOAqTI5Adp0ZTv34sdqi2GyXp0T69zp5rnbDwttUlpUyCh2dQE20SOLnf9Kno05nHYlXNA8iMpZ41hEwUgiDg9vkuDPWy7x+8KftkOl0BQdvPxJQuyj5ZBSv2NrG9LNakrfeobn2KOhUF0UW4NWjrwVDRUY45CWUOY5Wr1sBSU22bc0U5BMvfgpN5f3szpzQBN8rbHeKZM+MRERucHf7mM6dgucnuaNe8+IpP/r2h4KvGL5njssT5yIzICtJsAmtZygocaz88dnyp9wJGzCOIkEcEcVY2B1u/RuNwAxN7ufB1yCT+fe1NjFc2IYQQQgghIczKC7jROTS2MHF1nJkS9yikHGZnxGBRbhwW5sQhPykCEtqh7xaO47ChKAlvnm0aix2q7caPVk6B1EfNMQVBwC5RE+01BYmIVjnfjUqIP3Ach7mZMThcZ8vsudiixdaS1CDOihDiK0O9Blzc1YCuu2xWYEScEvGZnt/kNOzZxRzLSmZBlpPrdOy5rjPoMnQyMXeaaIstS13BLFSc6jyJP53x5w7ZiIqVqzHyi/8cOxYGB2G+dBGK+Qs9vvY90clqxKZqoO3QMfHCJc4bifub62yKh4IyH1+rH7yF69oaJrZlAjfRFluQtBhyiRxmfnRTgZk343z3GaxOXxfkmQEmqxG/v/UWE8uPLsTKtDUunuE7tFBBCCGEEEKIH7QPGsYWJiqbtBg0ONZbvp+piZqxrIk5GTFQycO/FnGwrZ/GLlT0jJhwuXXAoVSOpy61DqDRLmMDAHaUUhNtEnhzs2KZhYqq5gEIgkAlyCYos8EKTgLIFPR3YiLjrQJqT3Xg+rFWWC2Oux3yFyZ7/DNu7eyE+fxZJqba7LoEz1dN7E74ophpKIyZ5tG1AWBZykq8U2drGN1l6MStwVqHc0pT0yCbPgOWG9fHYqbjR32yUAEAObMToP3atlCRmB2JhEz3s0R8wXz2NPPvBADNCy9PmGyK3U07meMEZSKWJDvvhzIRRcgjMCdhHs53nxmLVXSWh8RCxVdNOx0WIl8r+i4knP87SEyMVzchhBBCCCFBNmKy4GLzAM419ONsYz9TYmg84tRyLMiJHcuaSIqc2I0Eg2FKQgQKkiJwq3tkLHaotttnCxXiJtq58WrMzvBtaSlCxqMsi22m2zFkRNugARkxVP5poqk91YGrh1rASTjM25brVekfErr620ZQubMB2nad08fzyhJRuNjznf/G/XsAnh875jQRUK5e63Rsu64Nld3sosbW7Ec9vjYA5EbmIUOTiVZdy1isovOE08UPxco1zA1844njiPiLv/JJc+mpC5LRfLUPfa0jUKhlKNuW4/U5PSEIAnTviLIpMjKhXO9+D5BQpLOM4FDrASa2KWur38sKhZplKcuZhYpz3WdgspqgkAavpKvOMoIP6n/PxErjZ2N+om8WAx9kcr0CCCGEEEII8RErL+Bm1/DYwkR12yCs/PjrOcmlHGZlxGBRThwW5cShIJnKOQXC+qIkZqHiSF0PfrJ6KmRS73aJDejNOFLXzcS2laTRDnYSFHnxGsSp5ejX2/pUXGweoIWKCWa434jqA80QBABWARe/akD6tFjIlZRZMVFYTFZcO9aGutMdEHjHxzUxCpRty0VaQYzjg+Mk8DwM+9h+E8p1G8Cpnf++2NO0CwJs73ciZJFYleZ8UWO8OI7DstSV+OTOB2Oxio5yvFL4bYexylVroPvNL2zz1/bDXH0ZijmOPS3cJZNLsPY70zHUY0BOQQK0A7rRn68AM587A8uNa0xM88LE6U1xpO0Q9FbbopsEEjyStSWIMwqOJSnL8R81Pxv7edJZdLjcV4UFSYuCNqfP7n6MAZOWib1W9L2AvZ+dGK9wQgghhBBCAqBj0IBzjf0426BFZVM/Btws55SXoMGinDgszI3D3MwYqKmcU8CtL0rCryoaxo61ejMqm7VYnBvv1Xn33+iCya7xiEzCYRM10SZBwnEc5mbF4Ih9+aeWAWwtpj4VE0nTlV7mJqrFxKPtRj9yZicGb1LEZzrvDOLirgYM9xkdH+SAgkUpKF6b4fXClLnqAvh2tom0cpPzJtpm3oz9LbuZ2EOZD0Mt834RdGnKCmahomH4LlpGmh2aK0szMiEtKIT1Vt1YzHT8qE8WKoDR358xyWrIgvQezWU2xYaJkU0hCIJDE+1FyUuQrA5OL5BgilcmYEZcMa71Xx2LVXSUB22hQmvsx2d3P2Jii5OXoTiuJGBzoIUKQgghhBBC7uN2zwh2VrfjXGM/GvrcK+cUo5Jh4TcLEwtz4pASReWcgi0zVo0ZqVG43mFrQnroZrdXCxWCIGDnVfYmz+qCRMRpgpe6T8jczFh2oaJZG7zJEJ8TBAFN1b0O8cbqPlqoCHMmvQVXvm7G3aoep4/HJKsxb3suErJ80zvBsIfNppBOyYds+gynYys6yqEV7bbenLXdJ/OYETsTcYp49Jv6bNfrPIGnpjzrMFa5ag109gsV5ccg/OjH4CT+r6Hvb+bzZ2G5zjaZ1jw/cXpT3By4jvqhW0xsMjXRFluWspJZqDjVeRJ/VvyXAekHIfZh/XvQWWyZLhw4vFr4nYDOIfx/ggkhhBBCCPGT2s5hPP9+FT651DauRQqZhENZVgy+vywX7z03Bwe/vxj/vHk6than0iJFCNlQlMQcH7vdA5PFSU2NcbraPoT6HrZu+PYS2rlOgmuuqE9F+6ARbQOGIM2G+Jq2XYfBbsfvZ2f9AAzDZifPIKFOEAQ01/Th6/+66nSRQiLlMHNNBtZ9b4bPFin4AS1MJ44xMdXmrS7LvIibaJfGz0ZuVJ5P5iLhJFiaspyJneo84XSsYuUa5pjv7YGl5qrTseFkNJviDSYmSUuH8qGHgzQj3xNnU6Sq0zA/KTD9D0KR+DXfb+rDDe01F6P9p0vfiV2in++16RswJXpqQOdBCxWEEEIIIYS48NvTDbA8oO9EbrwaT85Jx3/smIkjf7IEv3liFl5emI3pKVHUcyJErRMtVAwbrTjT0O/x+XZWs9kUGTEqzMuO9fh8hPjClAQNYtVyJlbVog3OZIjPNTrJpgAAgQeaa/qcPkZCl27QhFMf3saZT+phGHYsK5mQHYn135+JmavTIZX57lae8dABwGy3sCWXuywx1DjcgCt9l5jYVh/vhF+WupI5vt5fgz6j42tdlpMLad4UJmYsP+rTuQSDufIcLNdE2RQvTpzeFIOmQRxrP8zENmdvC0r2QKjIjMhCbiS72FfhYoHOn9679TbMvGnsWMbJ8FLhawGfx+R9JRBCCCGETECCIKBzyAghGJ3/JpjGPh1O3nG82ROjkmFdYRL+fkMBdr++AJ+9PB8/WZOPZVMSoFFQz4lwkBKlxJyMaCZ2qLbLo3MNGy04VMs20d5ekkqLVCToJByHuZlsVsXF5oEgzYb4Es8LaK52vRjReMX5IgYJPQIvoL6yCwf+qwZtN7UOj8sUEszdnIM1r05DTLL3fSCYawsCDLt3MTHF8lWQxMQ6Hb9btNs6VhGLZSkrnY711Oz4udDINLY5QsCpzpNOx4qzKkzHj4b1+1/X2RSPBGlGvnewdT9MopvhGzM3B3FGoUG8QFfRUR7Q13LTcAO+btnLxDZlb0O6JiNgc7iHFioIIYQQQiaIfp0JT7x7AZt/dw7PvV+FQQOVfvDGR1WtzHGUUoZ3npmNA99bjP/flunYVpKG1GhVkGZHvLV+Gtvouvx2L/Rmq9vnOXCzCwa7slFSCYfN1LCYhAjxQkVVCy1UTATdDUPQD7n+G9/XMoKhXirzFeoGu/U4/k4tLn7VCLPR8e9PWlEMNv6wGPkLk8FJfL/4bbl5A9Y7t5mYarPzJtoGqwEHWvYzsYczt0Ah9W0vJoVUgYVJS5iYq/JPylWi8k9dnbDcuO7T+QSS+cJ5h/JVmhcmTm8KQRAcFruWp65EvNLzHmETxbKUFcxxq64FDcN3A3b9t+veAA/be1mVVIXn818K2PXt0UIFIYQQQsgE8cuKhrE+CnXdI/hVRUNwJxTGtHoz9lzrZGI7StNQnBYNqR9uFpDAW1uYCPtvpcHCo8JJBs2DfFndwRwvnxKPxAhqok1CQ1lWLHPcNmBA+yDdwA53TaKMiZhkNZQR7M1MZ422SWjgrTyul7fh4K+uobthyOFxZYQMi56YgmXPFkAT47/+Vsa9bDaFJDUN8rL5TsceazuMEcvw2DEHDpuynS9qeGu5aHd5Vc8FDJuHHcZJp0yFNCubiZnCtPyTIAjQvS3OpkiDcuOmIM3I9670XULzSBMT25r9aJBmE1oKoouQrEphYq4W6HytVnsDJzrYPjWP5T6BeGVCQK4vRgsVhBBCCCETwIjJgoM32dI1e651ok9ncvEMcj9fXGmHUbRL/ok56UGcEfG1eI0C80V9JMQ/Qw9yo3MItV3szZPtpWneTo0Qn5mSqEGMir2BXUXln8Ka1cyj5RrbUydnTgKyitldyU1X+sK6DM5E1dcyjEO/vo6aw63gLY7fn9w5idj4wxJklyS4bGjtC4JeD+Ohg0xM9cgWcBLntwnFTbTnJy30W1mY+YmLIJfY+utYBAvOd59xGMdxnEP5J2OYln8yX6yEpaaaiWmenzjZFIDjayg7Igel8bODM5kQw3HcuBvJ+9qbdb9hjqPkUXhyyrMBubYztFBBCCGEEDIBHLjZDb2ZZ2JGC49PLrUFaUbhy2Th8ell9uu2oSgJKVH+29VIgmO9qKn26bt9GDY6NjF1ZacomyI1SolFOXE+mRshviDhOMxxKP+kDc5kiE+012nZMkEckF2SgOxSdvfrUK8B/W26AM+OuGIxWXF5fxOO/O4GBjr1Do9HxCqw4sVCLHg0D0qN/29OG48fgaAbsQU4DspHtjgdWzdwE7UDN5jYFh830bYXIY/A3IR5TMxVc2GH8k9trbDevuW3ufmD02yK1ImVTdFn7MPJjuNMbEv2dr8uxnmC0/chev9riPt4HVTXPw7otZeKyj/VDtxEl77TxWjfqOq5gIs9lUzs6SnPI1Ie5dfr3g8tVBBCCCGETAA7q9udxv94uQ06k/t19yezAze70DvCZqI8Uxb4ZnLE/1blJ0JmV//JZBVwon585VJ0JisOiDIwtpakUmkwEnLE5Z+ooXZ4EzfKTsqNgiZGgYSsCETEKe87lgRHx+0BHPjFNdSd7oR4sz/HAYVLUvDQD4qRmh/j/AR+YNjDln2SL1gEaUqK07HinfBJqmQsSlrst7kBjjdtz3WdgcnqmCUsLSyCJI3NeDUeP+LXufma+WIlLFevMDHN8y+Dk8tdPCP8fN28B1bB9nlEKVFiQ+bDQZyRc1FH/gzKO19D1nsTkcf/CtKewPU8mRU/G1GiBQJXjeR9QRAEvFnLZlMkKBOxPfdbfrvmeNBCBSGEEEJImLvZOYQbnY61ewFg0GDBzqvOFzGII0EQ8OFFtol2WVYMpqUEb2cR8Z8YtRyLctkMiIM3u8f13EO1XRixWwSUcMBWaqJNQpC4oXbrgAEd1KciLJn0FrTXsQtNOd9kUnAch+xStvxT89U+8Hz4lcGZKIw6C85/cQcnfl+HkX6jw+MxKWqs/fZ0zH44GzKFNGDzsjQ1wlLN3hhXbd7mdOyweRhH2w4xsc1Z2yCV+DfrY0nKcnCwLfzrrTpU9V5wGMdxHJSi8k+mMCr/JAgCdO+IsilSUqF8OPyzKQRBQNNwIz6/+wm+aPyMeWx1+jpEyaODNDPnpD3XoWy09TjhBB6qW18F7voSGRYnL2NiFZ3lfrteRecJ3BxgF2JeKHgFKqnKb9ccD1qoIIQQQggJczuvdtz38Q8vtsJi5e87how636TF7Z4RJvZsWWaQZkMCYcM0tvzT2cZ+aPXmBz5P/HO3JC+eyoORkJSfFIFocZ+KFsqqCEfN1/rBW203YCVSDpkzbYutObPY8k+GYTO67gwGbH5klCAIaLrai6//6yoaLjlmtUhkHIrXZWD992YgPjMy4PMzirIpuNg4KJYudzr2cOsBGKy2hU0JJ8XDWZv9Oj8AiFfGY2ZcCRNzVbNfISr/ZG1qhLXhjt/m5kvmqgsOi0bq518K22wKnWUEpzpP4D9qfoZnj38LL514Gr+88XP0GdmfA3+WDvOU5vJvHWKKxsBm5ywTZRJd6buMQZPvf4dbBSvermP/vRmaTDyc6f+f7QehhQpCCCGEkDCmN1vx9Q22/Ix4h3jnkBEHa8e3S3yy+/BiC3OcHafG0inxLkaTiWDF1AQoZbaPRVZewLFbPfd9zu3uEdS0DzGx7SXURJuEJgnHOWRVUEPt8NQkKuWUVhQLhdq2CBWdpEZcuoZ9TjWVfwok3YARFR/cwtlP78A44tjzKCk3Chu+PxMzVqZDIg38LTnBYoHh631MTLXxEac3xgVBwFdNXzCxZSnLkahKchjrD+Kbtqc7TzLlg+6RzZgJSTJbtsp0/KjDuFAzmk3xJhOTJKdA5aJXSCgSBAH1g7fwUf37+Iuzf4pthzbi/7v4N9jd9CU69M4zuvOjCzEtZnqAZ3p/kuE2KG/tcojLem9AMhS4fn/zkhZCKbFteuEFK852n/L5dQ61fo3G4QYm9nLh65D5OVNqPGihghBCCCEkjB2q7WbKz3AA/m59AUrT2XTq9yqbwyYNPlju9I7g9N1+JvZMWQYkIdboj/hWhEKGZaLFqAct7InLqSVFKmhBi4Q0cUPti9RQO+zoBozobmAXSHNKHX/viJtqt1zvh8VMWZX+JvACbp/rwtf/XYP2WseFQLlSirKtOVj1chGik9RBmOEo0+kKCP19TEy5aavTsTX91WgYvsvEArkTXtynot/Uj+v9NQ7jOI6DYuVqJmYMg4UK86WLsFy5xMTCIZti0DSIY22H8a9X/gmPH92K1ytexBu1v8blviqnC0n2ouRR+OHMH4dcE2119dvgeMeFRQBQNAbutaSSqjAvaQETq+hwnknkKZPVhHfr2AWy/OgCrEpb69PreCr4SyWEEEIIIcRj4ibaS/LikRqtwgvzM/GTXba6o/U9Opxu6MfSPLqZ6oq4N0WMSoZNM5w3liQTy4aiJByps2VRVDVr0TNiQmKEwmGswWzFvutsFtOWmSlMU25CQo24oXaL1oDOISOVKwsjTdXszWW5Soq0wliHcdkl8bhyoBn4Zm+Cxcij/aYWWSX0999fBrv0uLCrAT1NzvuFpU+LxdwtOdBEO/5NCTRxE21ZcSlkuXlOx4qbaGdoMjEnocxvcxPLiMjElKipuDNUPxar6DyBkvhZDmOVq9bA8NnHY8fWO/WwNDVClp0TkLl6IlyyKayCFXUDN3G++ywqu8/ipvYGeIx/8TNBmYgFSYswP2kR5icuRIQ8wo+zdR9nGoLq2gcuH1c0HoGh+LmAzWdZykqmiXZl91kYrAaf9Y7Y3fQlugydTOzVwu9CwoVGLgMtVBBCCCGEhKnbPSO46lB+ZrSZ7/KpCciNV6OhTz/22Hvnm2mhwoU+nQn7r7Nv2h+bnQ6VPHDNLUnwLMmLh0Yuhc48uhOQF4Cjdd14Yk6Gw9ijt3owZGR33W0toSbaJLQVfNOnYtBge+1WtWjx8HRajA0XjaKyT5kz4yCVO95YUkcrkJwXzfSmaKzupYUKP7BaeNw82YEb5W1M75B7VJEyzNmUg8yZcSGxg9za3QXzuTNMTLXZeTaF1tiPEx3HmNiW7O0Bv5m5LGWlaKGiHN+d9qcOX09ZcSm4+AQIfbafE9Pxo5C98HLA5uoO06WLsFyuYmLq514Epwj+YhYA9Bl7Udl9Due7z+Jiz3kMmsffJ0HGyVASPwvzkxZhQeIi5EVNCYnXvyuq6x9BYhpy+biipQKwGABZYJpML0peCgknBf9NdoqRN+Jiz3mHDCNP6Cwj+KD+90ysJG4WFiQt8vrcvhIayyWEEEIIIcRt4myKhAjFWAkbCcfh+XlZzONVLQOoaaemms788XIbTHY3GeRSDo/PTg/ijEggqeRSrMhny6UcvOm8/JP4525RThwyYoJXxoOQ8ZBwHGZniMo/UZ+KsDHQqcNAp56J5YhKPDGPzWIXJTpuDcCoc17WhHimt3kYh359HdeOtjpdpMgrS8TGH5Ygqzg+ZG7SGvfvAXjbTnhOrYFy9TqnY79u2Qszbx47lksUeChzk9/nKLY0hW3y3a5rw90hx0bZnEQCpbj8U/kxh3GhQu+QTZEMlYsSXIFg4S240nsJb9z8Nb5d8SK+dWQL/rX6n3Cs/fC4FinS1OnYlv0o/qns/2LX+q/x7wv/G09NeRZToqeGzOvfKasZ6ivs98KUsQQCbHPmLHrIW8+In+k3MYoYlIqyhnxV/umPdz+B1qRlYq8XfS+kvkeUUUEIIYQQEoaclZ/ZWpwCmV1jxo3Tk/Gb0w3oHjaNxd6rbMH/3TojYPMMBwazFX+8zN58fmhastOyP2Ti2lCUxDSmv9I2iI5BA9JibDvoGnp1uNTKfmDfXkrZFCQ8lGXF4ES9bbfxpRZaqAgX4mwKdbQcSblRLsdnzIjDxd2N4C2jN9B5q4CWa32YOj/Zr/OcDMxGK2qOtOLW2c6x8lr2IuOVKNuWi5Qp0Y4PBpHA8zDs3c3EFGvXg9NoHMbyAo/dzTuZ2Kq0NYhRxDiM9bf86EKkqFPRqe8Yi1V0lmNK9FSHsYpVa2D48o9jx9a6m7C2tUKa7pgdGUzmS1UwX7rIxNTPvRTwbIoOfftY1sSl3gvQWXTjfq5SosTshLmjWRNJi5ChyQypm93jpazfC+kw2yx7ZNFfI/LUP0LeYfseKRuPwJyzWvx0v1mWsgKXe20ZN2e6TsHKWyD1otn1gEmLT+9+yMQWJS9FcXypx+f0B7f/hTU1NTh9+jSqq6tRXV2Nzs7RFPna2lqn4//7v/8bv/jFL1ye7/XXX8dPfvITt+ZgtVrx/vvv4/PPP0djYyM0Gg0WLlyIH/7wh5g61fGX1RdffIG//du/dXm+Rx55BP/xH//h1hwIIYQQQoLJafmZYvaGqUImwdNzM/BfJ2yNEI/f6kFjnw458Y4fTCerr290oV9vZmLPlmUGaTYkWBblxiFKKWN+rg7VduOFBbbMpC9FTbTj1HKsmOp6VzMhoaQsM5Y5burXo2vIiGTqUxHSBF5w6E+RXZIA7pu+ONbOThh2fQ5OoYRq+2OQxMZCoZIhvTAWLdf7x57TVE0LFd5qvzWAi7saoBswOTzGSYDCJamYuTodMkXolY00X7oIvo3txeWq7NPFnkq069ibt4Fsom2P4zgsTVmBLxo+HYtVdJ7ACwWvOIyVl84GFxMLYUA7FjMePwrNM88HYqrjpnv3DeZYkhSYbAqj1Yjqvks4330Old1n0TTS6NbzcyLzsCBpIeYnLkJp/CwopGH+t0MQoL78WyZkTp0HS2oZTDlrmYUKReMxQBCAAC3GLElZjl9c/8+x40HzAK72V2N2wlyPz/lh/XvMYhQHDq8WfsebafqF2wsVv/rVr3DkyBG3LzR37lzk5Dg2sZk5c6Zb5+F5Hj/60Y9w6NAhREdHY9WqVejv78eBAwdQXl6O9957D6WlzleDpk2bhunTpzvEXY0nhBBCCAlV4vIzC3NikRnrWH5mR2ka3jrbhBHTaJ1TAcAfLrTg7zYUBmKaIY8XBIcm2gtzYpGfFFqN/oj/yaUSrClIxK4a265N+4UKk4XH3mtsH5PNM1Mgl1I1XRIe8pMiEKmUYthoHYtVtQxg43S6eR3KepqGHW6MZ88aXSAVzGYM/tWfw3rnNgDAfPUKYv79v8bG2C9UdDcMYURrRERsmN9cDALjiBmX9zc7ZLbcE5umwfztuYhLD933Dsa9XzHH0rwpkM0odjpW3ER7StRUzIx1PjYQlqesZBYqbg/WoUPXjlRNGjOOk8mgWLEKxt07x2Km8mMhtVBhvlwFc5U4m8I/vSkEQUDzSBMqu8+isuccLvdWwcQ7LrK5EiGLwNyE+ZiftBDzkxYiRT2xMkjlrach777KxHRzRm/cG3PWIuLc/x2LSwcbIdXWwxqXH5C5parTUBBdhFuDtqSAis4THi9UdOk7sbPxCya2Nn09pkYH5t/jDrcXKmbPno2ioiKUlJSgpKQEa9asgcn04Bf6448/jkcffdSjSdr7/PPPcejQIeTm5uKDDz5AYmIiAODAgQP44Q9/iJ/85CfYt28fZDLHf9q6devwgx/8wOs5EEIIIYQEk9PyMyVpTsdGKmV4bFY63qtsHovtvd6J7yzNpdJGAM409ONuH5vq/gxlU0xa66clMQsVNzqH0dyvR2JiFI7f7sGAgc1i2kZNtEkYkUo4zMmIwck7tt35VS1aWqgIcY3V7M3x6CQVYlNHNyaYTp0cW6QAAPP5s7DcvQNZ3hSkFcZArpLCbLAtTDVV92H6CufvF4gjQRjNZrm8r8lpjw+pjMPMNRkoXJIKiTR0y97wQ4MO/RpUm7Y6LdXTre/Cma5TTGxL9o6glvUpjitBtDwGg2ZbubpTnSfwWN6TDmOVq9YwCxWW6zWwdnZAmhIaf6914t4UiUk+zabQWUZwqffiWNZEh779wU+yUxBdNJo1kbQIM2KLIfOi1FCoE2dTWGJyYcrdAACwJs6ANSIV0hHbe0JFwxHoA7RQAYyWf2IWKjrK8SfTf+TRz+J7t96G2W6RSspJ8VLh6z6Zp6+5/Yr79re/7Y95jNs777wDAPjLv/zLsUUKAHjooYewZs0aHD16FEeOHMFDDz0UrCkSQgghhPjVzqsdzHGcWo6V+a7Lzzw9Nx0fVbXA/E2zR7NVwMdVrfjT5Xl+nWc4+PBCC3Ocl6DB4ty4IM2GBFtZVizi1HKmFNjB2m7MKUjGzuoO0dgYKqFGwk5ZViyzUEENtUOb1cKjpUZU9mlWwtiNKsOeXQ7PMZUfgyxvCqQyCTJnxuHuxZ6xx5qqe2mhYpxGtEZc/KoRHbec/4wk5UVh3rZcRCWonD4eSowHvwbsNxjLZFA+9IjTsXubvwIv2Ba3VFI11qUH9/6aVCLDkpRl+Lpl71iswsVChXzuPHBR0RCGbBt6TOXHoH7i6YDM9X7MVy7BXHWBiamfexGc0vMsJ0EQcGfoNs53n0Vl9znU9FfDIjguqrkSLY8Zy5iYl7gQ8cp4j+cSTqS9tVA2HmVi+tnfBiTflG3jOJhy1kB93dbTQdF4BPo5gSuVtCx1Bd65ZSsT1mXoxO3BOhTEFLl1nqbhBuZnBwA2Z21Duia0erfcE1Z5ys3Nzaivr4dKpcLKlSsdHr+3OHHs2DGHxwghhBBCJgKThceea+wN0weVn0mMVOKRGSlM7PMrbRg2jv+DzERU1zWM801aJvZsWUZYNgMkviGTcFhbmMjEDt7sQmPviMNrxVUWEyGhbG4W2wy3qV+PnmFjkGZDHqTj1gBMeisTyykd3Zhg7eyE+fxZh+cYj9tKdefMYjcxDHTqoe0Yf8Pcyarj9gAO/HeN00UKuUqKedtzserlorBYpBAEwWFBS7F8JSSxsQ5jrbwFe5vZElHr0x9ChDz4Ja2Wpqxgjq/2XYHW2O8wjpPJoFjGjjWWH3UYFwxOsyk2b/P4fLXaG3ih/Em8XvEi3qj9NS73VT1wkUICCWbGleDlgtfxqyVv4vN1e/B3s/8XNmQ8PGkWKQBAfeV3zDGvioOh6HEmZspZyxzL28+DM7IZ7f6UGznFYTHhVOdJt8/zdt0b4MGPHaukKjyX/5K30/ObgOXwnD17Fjdu3IDRaERqaipWrFiB4mL3atzda9hdUFAAuVzu8Pi9fheuGntfu3YN//qv/4qRkREkJiZi0aJFWLBggZv/EkIIIYSQ4PG0/Mxz8zLx1dUOCN8cDxut+LK6Hc/Pz7rv8yayD6vY3hTxGjk2Tk9xMZpMFhumJeOPV2ylEup7dPjfe64zY2JUMqwuSBQ/lZCQV5gUiQiFdKxvETDap2LDNCr/FIrEPRESsyMRETe6+9q4b/doc1cRa/1tWJsaIc3OQVJOFNTRcugHbVliTdW9iE2lbDBXTHoLznxSD4uJd3gsc0Yc5mzOhjoqfEpnWutuwnr7FhNzdXP8TNcp9Bp7mNiWnO3+mppb5iUugEqqhsGqBwDw4HGm6xQeztrsMFa5ag2M+/eMHVuuVsPa0w1pYlLA5itmrr4M88VKJqZ+9gWPsynMvBn/+/L/RJuu9YFjE5SJmJ+0EAuSFqMscR6i5NEeXXOikIx0QlXL9mHRF78AyNlef6bMZRAkCnDflEzieAvkzSdgynd8zfnDvUbyn939aCxW0VmOlwpfG/c56gZu4kQHu5n/0dwnkKAK3fewAcuo2LVrF9577z188skn+PnPf47HHnsMP/zhDzEyMjLuc7S1tQEAUlOdfxi/F783TuzYsWN4++238cknn+CXv/wlnn/+eTz//PPo6elxOp4QQgghJNSIyz6Nt/xMbrzGoTzUR1WtMFsdP4hPBj3DRhy40cXEvjU7HUpZWCUcEz+YlRGN5Ej2JtRh0WvlkRkp9FohYUkq4TAnk82qoPJPoclssKK9VsvExppo8zwM+3a7fO69fgSchEN2Kfu3v6m6DwLvuMBBRt252M309QAAVZQcS57Ox5Kn88NqkQIADHvYDAlJSirk85xv2BU30Z4ROxP50YV+m5s7lFIlFiQtZGIVnSecjpXPWwAuwi4LRBBgOnHcj7N7MIdsioREqLZs9/h8+5p3u1ykkHEyzE6Yi28XfR9vLHsPn67Zhb8q/TusSlsz6RcpAEB19d2xxQcAEKRK6EtechyoiIA5YzETEpeL8rflKWw1oTtD9WgdaXEx2tGbtb9hjqPkUXhqyrM+mZu/+D2jIjs7G3/913+NFStWID09HYODg6isrMTPfvYzHDhwAFarFb/85S/HdS6dbjRFUaVynl6nVo+ufokXP5KSkvCDH/wAa9euRVZWFgwGA6qrq/Gzn/0M58+fx3e+8x18+umnkEqlbv/7qDKAb937etLXlYQyep2ScECv04mpRatHpaj8zI7StHF/n19ckIXjt227M7uHTfj6Rhe2BqkhcDBfp59eboPF7kaNQsrh8dnj/1qSiUvKcVhflIQPLrrepbijNJVeKySkuPP7tCwrBhX2fSpatPR6DkGtN/phtdj+TnESDtkl8eA4wFxVCb7DdZNc0/GjiHjhJQCj5Z9qK2ybHHQDJvQ0DSM5L8pvc3cl1N+f8lYBt8+yC9PJU6Kw9Ol8KNTh11RYMBhgPPQ1E1Nt2gKJk3KhrSMtuNBznoltydkRUt+rZSkrcKLj+NjxhZ7zMFh1UMvYDTucUgHF0uWjvTm+YSo/Cs1jbGmf+/Hla9VcfQXmC+zXVv3ci5CoPMum0Fv0eP/2O0wsThGH5amrsCB5EeYkzIVGFvxyXSHJrIO65j0mZCx6DIhIgrNvtSl3DRTN5WPHisaj4MADXGA2q8yIn4k4RRz6TbYyZ6e7TuCJKc8AuP/r9FLPRYef6aenPocoRfB+94+H33/TbtvGppRpNBps2bIFCxcuxJYtW3D48GFcvnwZs2fP9tscli9fjuXLl48dR0ZGYs2aNVi4cCEeffRR1NTUYP/+/di82f30nYSEwH+DJwP6upJwQK9TEg7odTqxvHWBvXEaq5HjW4tyoZKPb7PF6sQoLDjThPN3bTeoPrzUhpdW5kMiCd4n0UC/TnUmC74UZaY8VpaJgmzXDcnJ5PLEolyXCxVlOXFYMC04i3uEPMh4fp+uLUnHz8vvjh039unBK+VIjgr9evuTyanrt5njnOIEZGTHAQBaDrKNUSUREeDtNmxa6m4iWq+FIisLCQmRuJDegL422+OddYOYMT/dj7O/v1B9f3rrQid0AyYmtvxbhUgV9XYJFwO7jkKw38jLcUh/7inIEx2//u817GeOoxXR+FbxNqhkofN74ZGoDfi/1f9nrA+DmTfhprEa61PXO4xVbHkErXYLFebLlxArMUMW714fBl+8Vpv+wC4qSJMSkfnyc5C42IT9IG9e/QR9RrYs3L+v/nfMT53v8RwnjXMfAUY2i1C1+s+hcvIzAQCYsxU4+dOxQ4m+B4mm20BGmT9nyViTswaf3/p87Phc72l8fwHb1Fv8OhUEAe+ee4OJJamT8FrZy1DL2BJXoSZoS8LJycl49NFH8fbbb+PkyZPjWqjQaEZXSQ0Gg9PH9frRWnUREeNbOYyIiMALL7yAf/zHf0RFRYVHCxW9vUPOykISD3Hc6A8YfV1JKKPXKQkH9DqdeCxWHp+eb2JiD09PxvCADsNunOeZ2WnMQsXtrmHsrGzEiqmBv0kfrNfpHy+3QaszM7FHZ6agp2cocJMgIS1dJUFGjAqtA46fO7ZMT6LXCgk57vw+TVZIHPpUHL7SSn0qQoh+yITWWrZRcNr0aPT0DIHXajF0+AjzmPrVb0P33jsQtNqxWMeXe6B55jkAQMbMWGah4vaFTsxYmwZpgEvYhfL7U0EQcGF/AxNLyIqALFoStr/ztR99whzL5y/AgCIKEP17TFYTPq/7goltyHgYw1ozhsG+XwouCWYlzMHFHluvh/23DmBOxCKHkcKM2YBaDXxznxA8j/ade6Heun1cV/LVa9V8tRojp08zMdXTL6Bv2AwMu/+1HTIP4q3qt5nY/KSFyJNNC9vXacDwVsSd+m/Yb+8y5q7HEJfm8DNhk4TY2KmQaevHIrrLu6FTBq4k2rzYxfgctoWKS12XcKu1EXHKeJev04qOclT3VDPneW7qSxjRWjCCwL9O7s1zPIKau5abmwsA6O7uHtf49PTRFf+Ojg6nj9+L3xs3Hjk5OW7NQUwQnPavIl6irysJB/Q6JeGAXqcTR3l9H3pFN9e3l6S6/f1dkhePqYka1PfoxmK/P9eM5VOCl00QyNcpLwj4ULRTfmlePHLjNfSzQuyMln9693wzE41USrG2MIleKyRkjef3qZTjMDsjBqfsFq0vNg9gfREtVISKxuo+5vsoU0iQVhgLQQAMB/YDZrv3AwoFbs5LQ/zNEkQcPDkWNh4/CvXTowsV2aUJuHrI9rfPpLeivW4AGdPj/P5vcSYU35/2NA6jr5UtI164xP33WaHC2tQI8+VLTEy1eZvTf095+zEMmtld5puztvv23y4IkHVchMQ4AFP2SkDi2e3IZSkrmIWKM52nYbZaIBOfT6GCYvFSmI4eHgsZjx1xuy+Et6/VkbfZXe1cfAJUWz3/2n54+w8YtrA3ml8t/G7Yvk4DSVG/H9JBdtOXfs53Hvi1M+WsZRYq5I1HISz4sT+m6NSc+DKopRroraOf3QQIONVZgU1ZW8fG2L9OrYIVb9b+jjlHuiYDD2duCYvXSVA7wA0MjP4ivNdb4kGKiooAALdu3YLZ7LjyeO3aNWbceAwODro1B0IIIYSQYNhZzdaiLk2PxpQE9+vPchyH5+dlMbErbYO40jo5mqmerO9DU7+eiT1TlhGk2ZBQtmFakkNs47TkcZdaIySUlYlK2VRRQ+2Q0nSFLeuSMSMOMoUUgiDAsGcX81hdSQJ+fON/4D/iTjFxy/UaWDtHN3NGxCqRmBPJPN4ousZkV3u6kznWxCqCtpDjC+Jm61xMDBRLVzgdu7tpJ3M8J6EM2ZE5Pp2P5vy/Ie6L7YjZ+yKi973q8d3/JSnsv2HYMoQrfZecjlWuXM0cm6sugB8M3O8687WrMFeeY2KaZ54Hp/Ss5FOPoRtfNnzGxFalrUVhzPjvgU5aggDNJbaxtDl5FsxpC108wcaUu5Y5lnddATfS5WK07ymkSixMZpt6n+pw3kgeAA63HkDj8F0m9nLh646LeSEqaAsVgiDg8OHRlc0ZM2aM6zlZWVmYOnUqDAYDysvLHR4/cOAAAGD16tUOj7ly7znjnQMhhBBCSKC1DRhwtoEtAbGj1PMa+Q9NS0JKFNvA773KFo/PF04+vMj+OwuSIjA/OzY4kyEhLT8xAkXJtht7Eg54dFZaEGdEiO/MzYplju/26dA7YnI+mATUYLce/W06JpYzazTr0XL9Gqx37zCPfVQ4eoP9Wg6HYdH9T1P5sbH/zy5lMyfba7UwG6wgwHCfAa032PdZBYtTIJGGUCdpNwgWCwz72T4myoceAadQOIy9O1SPq/1XmNiW7B0+nY9ksBmai/9tm0vjEcg6qzw6V5IqCdNi2Pt3FR2O9wcBQLFoKaCwe79rtcJUcdLpWH/QvfMmc8zFx0O17VGPz/f+7Xdh5I1jxxJOipcLXvf4fJOJrL0S8q7LTEw/+7vj6vJsTpsPXs4u9CqajrkY7R9LU5Yzxxd7K6GzjDiMM1lNePcW+7qbGlWA1Wnr/Do/X/LrQkVfXx8++OADDA+zlZNHRkbw05/+FFeuXEFSUhI2bNjAPF5dXY2NGzfixRdfdDjnyy+/DAD42c9+ht5e2w6AgwcP4ujRo8jJycHatexq129/+1v09fUxMbPZjF/84hf4+uuvoVKp8Nhjj3n1byWEEEII8Zevajpgv+8sUinFukLH3d7jJZNKHLIITtT34m6vzsUzJoYbnUOoamF30j1blgluHB9SyOTDcRz+18YiTEuJRHKUEn+1Nh8FSZEPfiIhYaAoORIRCjY7SPz7kQRHUzV770IVKUNyXjQAOGRTDCRqcD1n9G+YVcqhspD9e2Y8fnTs/7OK48FJbI9bLQJarrM35yerW2c6Yf9GS6aUYMpcz99nBZvpzCkIfWzGjGrzVqdjvxJlU8Qp4h1uinpLfeVNcALPxBSNR12MfrBloqyKis4T4EXnBwBOo4FiEbsT3Xj8iMM4fzBfq4H53Bkmpnn6eXAeNtBuHWnBvuavmNjDmZuQFZnt8RwnE83l3zLH1qhMGKc+PL4nSxUwZ7OvOWVjYF5H9yxMWgIZZ8uIMPNmnO8+5zBuT/NOdOrZdgmvFn0HEi6oBZXc4nbex/Hjx/GrX/1q7PheCaYnnnhiLPb9738fq1atgk6nwz/+4z/i3/7t31BSUoKkpCT09/fj2rVr0Gq1iI6Oxs9//nOHskt6vR53796FyeS4o+Oxxx5DeXk5Dh06hIcffhiLFi1Cf38/KisroVKp8LOf/QwyGfvP+n//7//hF7/4BYqLi5GWlobh4WHcuHEDXV1dUCqV+NnPfoaUlBR3vxSEEEIIIX5n4QXsrmHfcD48PcXr8jPbSlLx5pkmDBktY7H3K5vxPzdO3PTxDy6w2RSJEQqn5X0IuSc/KQJ/eH4uEhIi0ds7HBa1fQkZD5mEw6yMaJy+a7tRXdWsxfoi+p0YTIIgOJRkyipJgETKQdDpYDpyiHnswEwTBLvF9rNFHFZX235RWa5egbW7C9KkZCg1MqQVxKCtVjv2eFN1L/LmJvrnHxMmTHoL7lb1MLEpZUmQq8K3zJ9xL3tDWzazGLK8qQ7j9BYdDrXuZ2KPZG2BXCL32Vw4gxbq6x85xBUNR6Bb+JcenXNZ6gq8WWcr49Nr7EHtwE1Mj3WslKJYuQamE8fHjs2V58APD0MS6d+NB7p3RdkUcfFQbfd8g/Q7dW/AKtgyoBQSBV7If8Xj800m0v56KO4eZGL6Wa+51SfFmLMWyvp9Y8fyphOA1QRIHbOU/CFSHok5CWWo7LEtTpzqPIHV6WvGjnWWEfzh9rvM80riZmFhErtYF+rcXlLp6+vDlStXxv4Tvnm3bh+7l70QGxuL119/HcXFxWhoaMDBgwdRVVWFpKQkvPLKK9izZw/Kysrcm7BEgp///Of4m7/5GyQnJ+P48eOoq6vDhg0b8Pnnn2PWrFkOz/mTP/kTzJ8/Hx0dHThy5AjOnj0LtVqNJ598Ejt37nTI6CCEEEIICRWn7/aha5jdvLG9xPOyT/dEKGR4fDZbxmb/jS50DRldPCO8dQwacLiOvRHxxJx0yKXhs8OIBA9l3ZCJqCwzljm+SBkVQdfXMoKRfvbvcE5pPADAeOwwBL0t81HgOBwpYVdPr+Zy0LGVHZmbtNmz4pnHuu4MQj80uUt+3bnYDYvJthuf40bLPoUra083TGfYfiWqTc6zKY60HYLOYntNceCwKdv5WE+prv0BnMUxY1feUwPJSIeTZzxYdmQusiPYHhouyz8tWQbI7RZeLBaYTld4dN3xMl+/BvPZ00xM/Yzn2RS3B+twtJ1dpNyR+ziS1Mkez3EyUV95A5xdyhSvjIFh+lNuncOUzbYYkJiHIW+vdDHaP5aKMonOdp2Gmbf1b/787qfQmrTMmNeKvht272Hdzqh49NFH8eij46upFhkZiZ/85CduT2rhwoWora11+bhUKsXLL788VgbqQX74wx+6PQdCCCGEkFAgbqI9IzUKhcm+2QX2xJwM/OFCC0zW0TfvFl7AR1Wt+NHKKT45fyj57HIbrLztQ4pKJsGjpdRvgBAyec0VNdS+26tDn86EeE1gdogSR+JsisgEJeIyIgA4ln26VqBEf5SFiVlkHC7kc1hxzfb3zlR+DOrHRitgpBfFQqaQjN2YFwSg6WofipZ4vwEiHPFWfrTsk53MmXGIiFW6eEboM+7fC/B2ZZDUaijWrncYJwgCvmr6koktTF6CVLUP3xtZjVBXv+PyYUXjURhmPOPRqZemrEDTnffHjk91nsDr077nME4SGQn5/IUw2y1OmI4fgWrDRo+uOx4OvSni4qH2ojfFW7Vs2aIIWQSemvKcx+ebTDhdD1Q32QbkhpnPQVC491lKiEiGOXkW5F22fi6KhiMwZy71yTzHY2nKcvzntZ+NHY9YhnG5twppyeswYNLi07sfMuMXJS1BSbzjZv5QR1vICCGEEEJCVOeQEafusrWqd/ggm+KehAgFthSz5/uyuh1DBouLZ4SnEZMFX4gWfDbPTEGM2nelDQghJNxMS46ERlRG8BJlVQQNb+XRfJX9m59TmgCO42C5ABr7LwAA+95JREFUeweWmqvMY/tLnGdCnJ3G7p41X7kE/pt+BTKFFBkz4pjHm0SLI5NJy7V+6AfNTKwwjBdtBJ6HQVT2SblmHSSaCIextQM3cHuwjoltzd7u0/ko63ZBqut0+biiwfM6/8tSVzLHTSONaBpucD6PlWuYY9O5sxB0/unLNppNwWa0qJ9+Dpyo5P14Xem7hHPdbK+LJ6c8ixhFjItnEHvqmt+Ds9qy1ASJHPrS8W16FzPlsK8jRYD7VCSoEjEjdiYTq+g4AQD48Pb7GLFrrs2Bw6tF3w3o/HyFFioIIYQQQkLU7poO2CUBQCOXYsM036Z5P1uWCbvemhgxWfH5lTafXiPYdtd0Ythoq+vLAXi6LDN4EyKEkBAgk0pQmhHNxC4200JFsHTWD8KoYzcKZM9KAACHm88jUQpUTbX98ZbY3dq5ksdBb58Uw/MwnrSVxcn55pz39LfpMNit93b6YUcQBNSeZksPJWRHIiHLv70L/Ml85RL4VrYfl2rzNqdjxdkUKepUzE9a5LvJCIJDA2NBxt6sVzSfBKyelRwtipmGBCXbX6Wi84TTsYplywGp3aKsyQiTaDHBVxx6U8TGQe1hbwpBEPBm7W+YWJwiHo/lPuHiGYRh0UN99fdMyFi4A3yEZ4uRppy1zLFMWw/JQIOns/PIshR2ge5U50m0D7fjy8bPmfia9PWYGp0fyKn5DC1UEEIIIYSEICsv4CtRE+2HpidBo/Btc8esODXWFLAf9D6+1AajhXfxjPBi/aaclb0VUxOQHefZzjZCCJlIyjLZXblVLdrgTIQ4lH2Kz4xAVIIKgskE49f7mMcOz7TAKrUtVDyX/9LY/5vlHLOIAQCm40fH/j85LxrKCLYKeFM1m8kxGfQ0DqO/ld1VX7QkfHtTAIBxD7ugJc3Jg2xmicO4IfMgjrUdZmKbs7ZByvnuPaa8uRyyPrak+9CKf4YA22uTs+ggbzsnfuq4SDgJlolq9t/bXe4wNjoG8rL5TMxo9zPhK+Yb12E+47tsirNdp3Gtn82kei7/JahlGo/nOJmobn4OiYH93aab/W2Pz2dJLgWvTmJiSi+ygjwh7lPRa+zBj8t/DDNvy7CTclK8VPBaQOflS7RQQQghhBASgs419qN9kN1ltr3EPz0Vnp+fxRz3jpiw77rrVP1wUn67B20DBib2zLyMIM2GEEJCS1lWLHNc36NDv25yN1cOBrPRitYbWiZ2L/PBdOoEhAH2saOltpu9aqkGT0x5mikJ4lD+6dJF8NrRc0ikHLJL2KbaTdW9EAS2MfdEVyfKpoiIUyJ9epyL0aGPHxpyuPmu2rzVaSPdgy37YeRt7zGlnBQPZ2326Xw0l9hsCktcAYzTvgVLymwm7k35J/FN25sD19Ft6HY61qH809nTEAwGp2M95ZBNERML9Y5veXQuq2DFm7W/ZmKp6jRsznaeIUNEBB5qUUaPKXsVrAnTPD8nJ4Eph22qrWj0/YLX/WRFZiMnMpeJXe1hF7M2ZW1FRkT4Zo7TQgUhhBBCSAjaeZX9AF2YFIHpKf4pRzAjNQrzsmOZ2B8utDDNp8PVBxfZbIrpKZGYk0F1fQkhBBj9naiWs7cFqE9F4LXd1MJqtmUychIgq3h0McEg2iVflyNHe4Lt5vO6jIegkUUwJUEuT+Fgsk+asFphqrCVf8oWlX8a7jOir2UEk8VQrwGtN7VMrGBxMiQSx5v64cJ4+ABgstvgIpNB+dAjDuMEQcDupp1MbHnqKsQrExzGekrafQ2KlpNMTD/729/c6GXL53hT5392wlxEyNj3xqddlX9avhKQ2P2u0+thOn/G6VhPWGpvMA27Ae+yKY62HcLd4TtM7KXC1yCXUH+18VDcPQTZwF0mppvtfc8Go6hPhbz1DGAK7O9OcSaRPaVEiefzPevBESpooYIQQgghJMT0jJhwop4tAbGjNM3prjhfeWE+u/OmqV+P8vrwbrB5tW0Q1W2DTOzZsky/fh0JISScyKQSzEoXl3+ihYpAE5d9SpkaA1WkHNaOdpgr2dI4B0qszPHW7B0A2ObCRoVj+Sf73fbxGRGIjFeyc6gO77/57rh1thOw24shV0qRNzfJ9RPCgGH3LuZYsXQFJHGOGSLVfZfRNNLIxLb4uIm2uDcFr06CoXD0dWrKFdX5H2iAVMvekB8vmUSGxclLmJjL8k9xcZDPnsPETD4s/6R7x3fZFGbejHfr2PPlRU7B2vQNHs9vshG/Bi0JM2DOXOr1ec1ZKyBIbKvAHG+CoqXiPs/wPXEmkb1Hc59AgirR5ePhgBYqCCGEEEJCzJ6aDiabQSWTYON03zbRFluUE4eCpAgm9t755rAuBfHhRbahZHKkAmsLw/vNOyGE+NrcLHahghpqB5Zh2IzOevZrnlM6mk1h3L8HsPs7bFRJcc6urNPMuJKxhqmZEVnIicwbe8yh/NPFSvBDo4v3HMc5ZFU0X+0Dbw3fv/njZdJb0FDVw8SmzEuCXOnbHmCBZKm9Cestth+EaourJtpfMMdZEdmYHT/XZ3ORDLVBeZvNAtKXvgzIVKNzTSyGVcP2AvGm/JO4ufDlvioMmQedjlWsYhdJTKcqIJi8L3Vnqb0J0yk2g0T99LPgNJ71ktjb9BXa9W1M7NWi7/q0h8hEJuu4CHn7eSamm/MdwAcblQRlNMxpC5iYN1lBniiKmY5ElePCaqQsCk9NfTagc/EHWqgghBBCCAkhvCBgl6iJ9rqiJEQqZS6e4Rscx+EFUa+Kax1DuNQanjes2gYMOHqLvRHx1NwMyKT09pcQQuzNFTXUvt0zAq3OHKTZTD7NNX0QbFWfIJVLkD49DoLVCsPe3czY49N5mOS2m23infD2JUGqpnIw2791sFiYm6k5ooUK44gFnXec3+CdSO5c6IbFxJbZyl/k380g/mbYyy4MSJJTIJ+3wGFcn7EPJzvKmdiW7B0+zTRVV78FjreMHQsyNfTFz9sGcJyTOv+e3+idn7QIColi7NgqWHG267TTscrlq5ib1YJuxCFjyROOvSlioN7xuEfn0lv0eP/2O0xsRmwxFid7nw0wWWgu/445tkakwpi/1WfndyxfdpRZUPY3juOcZlU8NfVZRMmjAzYPf6FPaoQQQgghIeRCkxYtWra5345S/zTRFltXlIS0aLYUxHvnW1yMDm2fXGqFfYsNjVzqt2bkhBASzmakRkElE/WpCNNF6nDUJCq5lDEtFnKlFOYL58F3shsXjs62fZ+i5dFYlcrWS19uV/7JoORwOY+9AW1f6iYqQYX4DDaTsunKxC7/xFv50bJPdjJnxCMiVuniGaFPMBpgPPQ1E1M+sgWc1HH3/dfNe2ARbIsICokCGzIe9tlcOOMgVNc+YGKG6U9AULElqMTln+Rt58CZhj26plqmRlkiuyhzykWfCkliImQlpUzMWH7Mo+veY6mrhamCvZ76qec8zqb4ouFT9Jv6mNjr075HZUvHSTLQAMWd/UxMP+s1QOq73h7i1690pAPSnus+O/94rExlF/vilQl4NPeJgM7BX2ihghBCCCEkhIibaE9J0KAkLSog15ZJODxbxvaqOHW3D7e7w6vB5rDRgl2ir+PWklREqfyblUIIIeFILpVgVga7C/NiszY4k5lkhvsM6G1m/8beK8kk3iXflCrF3VTbzcqHMjdBIWVvsBdEFyFZZSurIy7/ZDp/FvyI7YZw9qx45vHWG/2wmNgeGBNJc00/9INstlDh0hQXo8OD8fgxCMN2N/k5DqpHNjuMswpW7Glm+1isTluHaIXvdmCrrn8Eidk2FwEcdLNedxhnzlwOwa4pNMebIW92vrgwHuLmwue7z8JoNTodqxSXfzpZDsHseQaZ7p03mGMuOhqqRz3rTTFgGsDHd/7AxBYkLcas+DkunkHENFfeBGeXosbLI2GY8YxPr2GNnQprdA4TUwa4/NOs+DnYlDWaJaKWqfH3s/8XVFJVQOfgL7RQQQghhBASIvp1Jhy/zZYr8ncTbbGtJamIEd3Qf/9Cc8Cu7ws7r3ZgxO5Gi4QDnpqbHsQZEUJIaJubGcscU0PtwGi8wu6cVmpkSM2PBt/fD9NJtkTPoVK2tIizBsijJUGWjx1fzOdgkdq9hzCbYTpta/yaVZzAlG23mHi03dS6/w8JA4IgoO40u4khMTsSCZmRQZqRbxhFC1ryeQsgTXN8z1PZfQ4d+nYmtjVnh+8mYjVDXc2WQDJNfRh8TK7DUEERCXP6IibmTfmnxclLIbG7vWmwGnCxp9LpWMUKdie6MDwEc9UFj67rKptCoolw8Yz7+/jOHzBiYRcuXy38tkfnmow4Qz9UNz5hYoaZz0JQ+rgcEsfBmMNmswW6TwXHcfhxyd/g87W7ceqpU5iTWBbQ6/sTLVQQQgghhISIvde7YLZrZKmQcnjYz020xdRyKZ6Yw37APXCzGx2DBhfPCC0WXsDHVa1MbHVBIjJi1EGaESGEhL4yUUPt290jGNBTnwp/EgTBoexTZnE8JFIJjAf2ARZbiR6zjEPFDNuKQlnCfGRGsH2l7llmV/5Jp+JQncs+bl/+SR0lR/JU9iZe4wQt/9TTOIz+Nh0TK1wSvtkU1rZWjPzmlzBfusjEVZuc1+Lf3bSTOc6PLsS0mBk+m4/y9m5Ih9mFEN3s77gcLy6fo2g8BqZZixtilXEoiZ/FxCo6y52OlaakQDajmIl5Wv7JoTdFdDRUj3nWm6Lb0I0vGz5jYqvT1qEgpsij801G6po/gLPox44FiQz60lf9ci3x61fWUQVO3+ditP/EqxIg92FZq1BACxWEEEIIISFAEATsrGY/4K0pTEKMOvBvPp+YnQGlXb1yKy/gw4ut93lG6Dha143OITbd/xlROStCCCGsGalRzO99AcAlyqrwq/42HYZ62E0AObPiIQiCQ9mns0XAiNquifZ9dsKXxs1CtF1DVYfyT2fPQNDZbtjnlLJNtTtuD8I4MvEWqWpPsdkUEXFKpE+PczE6NAkWC4zlxzDwFz9A/1OPQv/B75nHuehoKJavdHhep74D50QNprdmb/ddxq4gQH35t0zInDYfllTXu7xNoh3pUl0XZN01Hk9B3Fz4dGcFrHZNve0pVrHXNp04DsHifKwrltt1DllP6ief8Tib4v1bb8PEm8aOpZwUr1A2xfhZjVBXv82EjPlbwEf5J6PanL4Igsy2CYqDAEWTd/1OyChaqCCEEEIICQGXWgfQ2K9nYjtKU4Myl1iNHNuK2WvvvNoe8rtrBUHAHy6wzb9L0qJRmu7jlG9CCJlg5FKJw+/Ki7RQ4VfizIWIOCUSsiJhuXYV1oa7zGNHZtluKCcoE7EkeZnL80olMiy2e7yygINVYndD2mSE6ZztpnXGjDhI5XaLVLyA5pp+t/89oWyo14C2Wi0TK1icAokkPBoUW9vbMPLGr9H/ra0Y+vu/hrnyHCAIDuNUj2wBp1A4xPc2fwUetmwFjUyDtekbfDY/ecspyHuuMbH7ZVMAgDV2CiwxeUzMm/I54j4Vg+YB1PRfdTpWuVJU/mlAC/OVS25dT/fuW8wxFxUN1WOeNTNuHm7CvpY9TOyRzC3IiKCNNuOlqv0SEn03E9M/4DXoFZkKpszlTEjReNTFYOIOWqgghBBCCAkBO6vZnX45cWrMyYhxMdr/npmXAfuy1nozjz9eaQvafMbjSusgbnQOM7Fn52UEaTaEEBJexOWfqqihtt/wvIDmq2yZkOzSeHAcB8MetuFxR5wE17Ntf5A3ZW2FTGLrJSVvPYPYLx5FzM4nx3akL0u13bQdUXOoYfu+wmhX/kmulCK9KJZ5vLF6YpV/unWmczRN6BtylRR5cxODN6FxECwWGE8cx8BPfoT+J3dA/9474Ht7XI6XL1oC9QuvOMQtvAX7mnczsfXpG6GWaXw2V83l37DXjMmDKXf9A5/nUP6p4bDHc0jVpCE/upCJnXRV/ik9A9LCaexc3Cj/ZLl9y2G8+smnIYnwrN/Ju7feAC/YeqspJAo8X/CyR+ealATeIaPHlLEUlqRiF0/wDVOuqE9F03HARRYPGT9aqCCEEEIICbIBvRlH6thdQNsD3ERbLCNGjXVFSUzsk6o2GMxWF88Ivg8ustkU6dFKrMwP7RsRhBASKspEDbVvUZ8Kv+m6MwjDMPu1zZmVAF43AuNR9mbt0VLgXsdrCSTYlGXrQcDp+xC971XI289D0XoKUQe/Dwg85iUuhEqqGhvnUP7pzCkIBlvZqZxZbPmn3qZhDPezZRTDlVFnwd0q9gb/lHlJkCulQZrR/Vk7OzDy5m/R//g2DP3dX8F87ozT7AkA4CKjoPrWk4h97yPE/Ow/IYmKchhzqvME+ozswtOWbN810Zb23hy9QWtHP/vbgOTBX19TDrtQIe+6Ak7X7WL0g4mzKk51noDg4munFJV/MpYfg2Ad33tc59kUT7oxU5u6gVoca2czSR7NfQKJqiQXzyBiisZjkPXfYmL6OX7MpviGuHyZxDgAecdFF6PJeNFCBSGEEEJIkO2/0QWTXRNtmYTDphmBbaLtzPPz2Ead/Xoz9lzrDNJs7q+5X4/y2+wH8afKMiELk7IOhBASbM76VFxupfJP/iBuoh2XrkF0khqmI4cAva0MpFUClJfY/o4tTlmKJLXt/YG65j1ITINjxzLtHci6rkApVWJ+4qKx+PlCDrz9n0O9HqbzZ8YOU/KjoVCzN5abJkhT7TsXumE128oecRKgYFHw32PZEywWGE+dxMBf/Tn6n9gO/e/fAt/j+oa9rLgEkf/jfyL+y72I/NGPIcub6nKsuIl2cVwppkS7Hu8uzeXfMce8Kh6Gom+N67nm9IXg5WxPB0Wj53X+l6Ww/Tk69R24PVjndKxD+ae+Xlhqqh94jdFsCrbEj/qJpyGJ9Cyb4q1aNhslQhaJp6c+59G5JitxNoUlrhCm7NUuRvsOH5kOSwLbkN6b8mVkFC1UEEIIIYQEkSAI2HmVbaK9Kj8RcRrHGsOBVpQSiUU5bKPJP1xogZV3vjstmD6uarWv6oAIhRRbi1OCNh9CCAk3CpkEJaI+FVXUp8LnLGYeLdfZHhDZ3zS0Nuxhm2hfmsKhP8q2wrDVfie8xQD11Xcczq9oGL1RtjTVVj99SMPhRjZ7+8dkV/5JKpMgqzieebyputflbvRwYbXwuH2W3WCRNTMemhhlkGbEsnZ1YuTt36H/ye0Y+psfw3zmFMDzTsdyERFQPfo4Yt/9ELG/fguqhzeDU6mcjr2nebgJVb0XmNiW7O2+mj4kIx1Q1n3JxPQlLwJytYtniEgVMGexdf6VXtzozYuagjQN2zz5VOdJ55fOzoF0Sj4TM46j/JPu96Jsim+yWjxxubcKlT3nmNjTU55DlJx6q42XrKsaila2UbxuznfGstD8zehQvowWKrxFCxWEEEIIIUFU0z6E+h4dEwtWE21nnp/PNvJrHTDg6C3XNZKDYUBvxlc1bI+PHaVpiFDIXDyDEEKIM2WZbJ+Ki820UOFr7Te1sBjtbkZzQHZJPCx36mG5XsOMPTLbdrMtTZOOssQFY8eq2s8h0TtmPdxr6Lo4eSmknC1L4kwRO850qgKCyTR2nC0q/zTYbYC2nX1/Em5aavqgH2JLbBUuDe57LMFqhel0BQb/5sfof3wb9O+8Cb6ry+V42YxiRP7N/4f4L/ch8s//ErKp+S7Hiu1p3skcR8tjsDLVdzvN1dXvgONtX19BqoS++EW3zuFQ/qn5BGD1rOQcx3EOWRUVLvpUAI7ln0zlRyG4WCgCAEv9bWaBD/A8m0IQBLxZ+2smFq9MwI7cx90+12QmzqawapJhLNwesOuLX7+yvlpIhloDdv2JiBYqCCGEEEKC6MtqNpsiI0aFedmxwZmME/OzYzE9hf0A9n5lc0jtsvyyuh0Gi+2DpZQDnpyTfp9nEEIIcWauqKF2XdcwBg3Up8KXxI2qk/OioY5WODTR7o/kcGmqbaFiS9Z2SLhvbuEIPNSikjv3yLurIRnpRJQ8GrPj547FzxdxEOw2GQu6EZgrbbu5E7MioYllsznDuam2IAioO8NmUyTmRCI+I8LFM/zL2t0F3Ttvov+J7Rj867+A6dRJ19kTmgiotj+G2Hf+gNjfvg3Vpi3g1OPMUviG0WrEgZZ9TGxj5iYopL7JJuFMw1Bd+wMTM0x7HILGvd5gDnX+TUOQt5/3eF7iPhV3hurROtLidKxiFbtow3d1wXLjustz+zKb4nTXSVzXXmNiz+e/BLXMve/zZCYZaoXy9h4mpi99BfDRa3w8LClzwKvY7HMq/+QdWqgghBBCCAmSYaMFh2rZGsTbSlIhCWITbTGO4/D8fLZXxY3OYVxo1gZnQiJmK49PL7cxsXVFSUiNvn85BEIIIY5mpkY76VMx6PoJxC1GnQUdt9gslZxZ8RBMJhgPsDeVj5cA/Dd9luQSOTZmbhp7TNFwBDJtvcvr3Kvzv9Tupq02kkNdFtuHwmi3O5yTcGMlqO5pru4DH4LlHseju2EI/W1sRkjRksBmUwhWK0xnT2Pwb3+C/se3Qff278B3ue71JZs+A5F//XejvSd+/NeQ5Rd6fO3y9qMYNLM/u5uzt3l8PjHVjY8hMdpeywI46Ge97vZ5+IgUmJNKmNi9rCBPzIgrRpyCvXF8qvOE07HS3CmQ5uQyMXHGxD2WO/UwHWNvQKufeMppA/MHsQpWvFXLZgKkadLxSNZWt881mamvvAVOsDVAF2QaGGY+G9hJSKQwZa9iQlT+yTu0UEEIIYQQEiRf3+hiMwEkHLYUh07Zp3vWFCQiI4a98f/eeee70wLtUG03uodNTOyZskwXowkhhNyPUiZBSRp74+1iiCxMTwQt1/rAW203/iUyDhkz4mCqKIcwyN5UPlZqu12zInU1YpW2m6/qy2wDXrF7O3qXprK7y08XsosOpooTEMy2jJmcUrZPhX7IjJ6GofteK1TVnWYXBCLilEibFhuQa/M9PdD9/i30P/UoBv/yz2CqOAFYrU7HcmoNVNt2IPat9xH7u3eh2rwNnEbj9Ry+amJ7R5QlzkdmRJaL0W7iLVBfeZMJmfI2wBrnWZNucVaFNzvSpZwUi1OWMTFXfSo4joNCVP7JWH7EadawYzZFJFTfesqjOR5pPYiG4btM7JWCb0MukXt0vsmIMw5Adf0DJqaf8RQEUXZDIIjLPylaTwEWfcDnMVHQQgUhhBBCSJDsvMr2VVg+JR6JEcFvoi0mlXB4bh578/9sYz9qu4aDNKNRgiDggwvsgsmczBjMSHV/dxshhJBRczNjmeMq6lPhM41X2FJK6UWxUKhkDk20a7I5dMTblX2ya4As67wERRvbgNeUyd6YHa3zb0KSKgnTYmaMxc8VsRmbwvAQzFW2ZssxKRrEpLClZ8Kx/NNQjwFttVomVrgkBRKJ/zJWBZ6H6dwZDP7dX6HvW1uge/O34DvaXY6XFU1D5F/+D8Tt3IvIn/wtZIVFLse6q37wFq5r2X4nW+wbsXtJWb8P0iH2/Zdu9nc8Pp9Dnf/+25AMNHp8PnGfipr+avQZ+5yOVa5kFyr49nZY62qZmOWuYzaF6nHPsilMVhPeufUGE5sSlY/V6evcPtdkprr2ISTmkbFjgZNAP+u1oMzFlL0SAme7vc5ZDFC0nL7PM8j90EIFIYQQQkgQ3OgccrjRv6M0LUizebDNM1MQp2Z3er1f2Ryk2Yy62DyAuu4RJvZsWUaQZkMIIRODQ5+K7mEMGSxBms3EMaI1oqeR/bufU5oAa3sbzBfYmvzHZtluqOdG5qEkbtbYsbg3hTUiFUNr/h8Tk5hHIP9mMcO+Zn9fNIf6TPZvuVF0AzZH1FS75Vo/rGbXDYZDUd2ZztG6Zd+Qq6TIneNe74Tx4nt7oHvvHfQ/tQODP/kRTCeOu8yegFoN5ZbtiH3z94h98z2otm6HROP7nhlfNe1kjhOUiViSvMz5YHcJAtSX2Iwec8ocWNLme3xKS8ps8Gr2dedNVsXchHlQS21ZKQIEnHaRVSHNL4Akg92MYxSVf9K9+zZgl2XBRURA/bhn2RR7mnehU89uVHqt6Du2/jPkwawmqKvZDBfjlEfAR2cHZTqCKg6W1HlMzJvyZZMd/SQQQgghhASBuIl2apQSC3MCn648Xiq5FE/OZRtUH67tRutA8FKbP7jI7ubLilVh2ZQEF6MJIYSMR3FaNBRS241yXgAut1JWhbeaqtkd3fL/P3v3Hd7GeaUN/x50gL33okaqklTv3XEvsmU7rrLc0zbZ7Ca72RRnN9nE37vJvrt5s4mziePYcuTea1zULasXUp1q7L0XdMx8f1AC+ACExAIQAHn/ritXPAczg0cSRJHPmXOOQY30gjhYP/pA2ATt1QN7+1U+3Jp7B6RLs6tUXVXQn/9QuI+l6FHIMZlwpBYL8csbvcu82j/tLhA30e27tkNxehJRuUWJQL/CA4fVhfryjsH9IsOAzexExZEWITZxXgq0erWfK4ZOkWXYD+xD149/gLb1t8D8p2cg1/uvnlBPKUDUP/4zEt/+EDH/9ENoCqcFbC3ezM5efF77iRC7KedWaFSagNxfW7cX2uYy8T1LngRGMl9NUsGeKw621o8gUaFT67AwdbEQ8zenQpIk6L3bP233tH9yXrwA+7bPhdcNd90LVUzskNdldvbir+f+IsRmJRRjYcqSId9rPNOfew/qXjHZYyl5IkSr6WMbqH3ZAC3E6OqYqCAiIiIaZWa7C5+cEodo3zorHeogtiQIhDuLM2HUer59dCnASwdrQ7KWilYzvrggbvrcOzc77H8PiYjCnV6jwswMcRPuENs/jYiiKD5tn3JmJkIlKbB9JLZ92jVDgkPb92+ZQW3ANVnXuV8zHv0TJMVT3SBro93DY336/F8a6JobnY/cqDx33Kf9U1cXHEcPu49NcXqk5IktbSrLBm6bE44uHGgSKkAklYQpi9ICcm+5rRXmzS+g/b470fUPfwf7jq3+qycMBuhvuhVxf3we8X9+EcZ166GKig7IOq7k89pPYXF5hoiroMJNARzS7FPRE5sL+8QbRnxfW77Y+khbuxdwmP2cfXX9K4kA4HDrQfQ6egc8V+fd/qmmGq4LfcPqB6ymuHt41RRvXnwNHfYOIfZY4dfciUgaBEWB6Yg4iNyesRDO9DkhWtClNeSL7cvU3TVQt5WHaDWRjYkKIiIiolH22ZkmmB2eH2xVEnBrGA7R9hZn1GLdLLE91bvHG9Bhdvi5InhePiwmSGINGtw8IzAbEURE491cr/ZPh2s6QrOQMaKzwYKuJrECMa84CY6D+yE3NQnxrcWebZq1mdciWtu3uS1Z22E89YpwrnX6fVD0fUklnz7/nReh7rgAAFiW7unZ3xwvoSpLL5xr92p1k+vV/qn+TAfslvBv/+Vyyji7T/z9zJmZAFPc8Od/KbIM+8H96HrqX/qqJ/7wO8i1NX7PV0+ajKh/+Cckvv0RYn7wY2inTR+1jWhFUfC+V9unxWlLkWJMDcj91e3noK/4TIiZix8HVCOvVnHkrIDSr+pDctmgq/li2PdbkLIYGslzP4fswIGWvQOeq5k6Dao08ftw2/atsJ0/D9tW8ddruPOeYVVTdNo78NrFl4TYopQlmJVY7OcKGoi2Zhc0raeEmGX28OejBIorcSpc0WLl+Ujal41nTFQQERERjbK3y8Ry5SUTEpEWo/dzdni5b26WULVgc8p47ejoVlV0mB348GSjELujKANGbeDaOhARjWfeA7XPNPWgxxb+G9XhynsgtSlOh+TcaFjff1eIX0gHKtL7D9H2DEA2Hv8rJKcn2aFIaliKH3UfO1OLIBtThPtd7pO+1Ovp8l1TxAcMbDu3Q+lXGZAzIwGq/u2/XApqTrZf+RcZBqqPt8HaLf7aCpYM70EQub0d5pdeRPv9d6Hru9/qG6bs9PN3QK+H/sZbEPeH5xD/l80w3n4nVNHBr57wdrLjOM53nxVigRyi7V1NIevjYJ321YDcW9HHwuE15+JyVdBwRGujMSdZnBuwq2HHgOdKkgTdSrH1lG37VrT8/hmxmsI0/GqKl86/iF6np6JDgoRHC782rHuNZ97VFM74ibDnh8EgcknySRYzUTE8TFQQERERjaLyph6caOgWYuE8RNtbeqwB100VN0JeO1IHi8NP64MgeKO0Djanp62DRiXh7tmZV7iCiIiGYmZGDLRecypKa7tCuKLIpcgKqrwSFblFiVA622H/Qtw43dKvmmJq3HQUxBX2HbhsMJY9J5xrm3wL5JgsT0BS+fZJv7TRWxg3FckGz7/de73bP7W3wVlW6rnOqEFGgVhVU+XVuircKIqC8t3iQwwp+TFIzBr6sGrrh++j7c5bYH7mt5Brqv2ep544CVF//72+6ol/+Qm0M2aGtI2PdzVFhjET85IXBOTekrkZhjNvCjHLzA2A1uTniqHz2eit2jqiPv/eCbp9zV/C7rIPeK5+lfjerosX0PWhOA/GcNdXoYoV/14MRpOlEe9Uir93azK/gkmxk4d8r/FM3XISumrxa6al5AkgTAaRe7d/0tYfhGTtCM1iIlh4/GkSERERjRPvHBOrKVKidVgyITFEqxmeB+flCMedVife8/p1BYvNKeP1o3VC7LqpKUiJjoyKFCKiSGDQqgeYU9ERmsVEuObKbli6xKf8c4uSYP3kY2G+gV0D7J7ev5pinfu/DWfehsoizrYaqN2JPV9MVGjr9kKy90AlqYRN28ZECfUZBuFc23bx6d/cIrH9U1NFN8xdA2/yhoPmi93oaBBnGhQsGXpLSFdzE3r+7/8B7H5+rTo99NffhLhnnkX88y/BuP5uqGJiBj53FHXZu7CtXvwzvDn3NqgCtIlrPPY8JJfNfayodLDO2hiQe1/mnahQ99RD7dXmZyiWpi2H1G8yvNlpxtG2wwOeq5kxE6rklAFfAy5XU9w7rHVsOvccHLLn86SW1Ng45bFh3Ws8M5X+STiWjUmwFq4P0Wp82bOWQlF7fh6RFBd01QMPcSf/mKggIiIiGiVWhwsfnxKf9rtlZjo0ETYAenJKFJZ6JVc2H6qBUx7+U2+D9cnpJrR5zcS4b2520N+XiGi8mZMtPjl8qIYDtYfDe4h2XJoRcWlG2D4Q2z7tmSrBbOj7fiBaE4PVmZfamSgyjEe9hsdmLYUzZZbPe/X1+de6jyXZAW3NLgC+w4W3TxE34u07tkGRPdWKmYXx0Or7tVRU4FMZEk7OfCk+MBGdqEdGYfyQ72PZvGnAJIU6fwKivvOPSHznQ8T86KfQziwKqyHIn9R8KGyGayQNbsi+OTA3d1hgPPaCELIW3g45KrCzwVwJk+GKzRVi+hG0f0rUJ2Fa/Awhtrth4I1jSaWCbsUqv/cyrL9rWNUUVT0V+Fu1WJlxc85tyIri965Doeqph778HSFmmbUR0BhDsp4BaY2wZy0RQmz/NHRMVBARERGNki3lLeixeZ6elADcFgFDtAfy4HzxB6z6Lhs+P9Ps5+zAUBQFLx0SB1jOz41HQero94EmIhrrvAdqn2ns5pyKIXI5ZdScEGc75BYlwXmsDK7KCiHef4j2tdk3wKDuq3jQVW6Dpl2cO+BveKyii4EjQ2z1c7n9U3HibMRoPU/+75sqbrLLrS1wHj/mPlZrVciakSCcU1XaNuD7hlpXswX1Z8RE2pQlaVAN8UEQV0szrO+/I8S0s+ci7nd/RPymV2C886vDGqQcbAMN0V6Rvhrx+oSBLxgiw+nXoLJ1CDFL8RMBubdAkmD3bl82wo3e/oPkAWB30y7Iijzgud7tn9zLMppg/Op9w3r/58r/BBme99Or9Hhg8sZh3Ws8Mx77CyTZ86CSotb3tR4LM97tn3SV2wB59NrjjgVMVBARERGNkrfL6oXjhfkJyIwz+Dk7vM3JjsPMDLHVwaYD1VBG0Ev4avZVtuN8i9jW4X5WUxARBcWsjFhhToVLAUrrOKdiKOrLO+GwiptUuUWJsH74nhCrSwBO9euqeGu/tk/e1RTOhALYc8XBv/0NuFGmKNCoNFiUutTznkkSmtPEp5G92z/lebV/6mgwo7PJgnBzdo9YraozqjFhdvKQ7+NTTaHRIPqHT0FbVBJW1RPejrQeQo1ZnKVxS966wNxcdsHkNUTblrcGrqTCwNzfi82r/ZOm8TAk6/AHuXtXErXZWnGy48SA52qKiiEl+LZjNay/G6q4+CG/95mOU9jZsE2IrZ/wVSQZhv7ZHM8kew8Mx/8qxKxT74ZiTPJzReh4ty9TWdugaToamsVEKCYqiIiIiEbBhdZenw2e22dFZjUFAEiShAfni7Mqzjb3Yl/l8H+YvJrNh2qF4/xEIxZPCMzTgkREJDJo1ZiRLiakD3NOxZB4D6BOyY+BUeuAbetnQnxbsQq4tBFekjQHudH5AABNUxl0tV8K55pnP+k+dyA+ff7NjdC0HAcALEsTny7fMVD7p34PHKRMiIEhRiucE25DtW1mJyqOimuaOC8FGp3azxUDc7U0w/re20LMcOMtUKdnjHiNwfZelbjuvOgJKEooCci9dRc/gbqrUohZSgau6AkER9ZiKP3a+UiK3JdsG6bsqBzkR08QYrsb/bR/UquhXyH+HRlJNcWz5X8QjmO0Mbhn4v3Dutd4Zjj1ClR2z89QCiRYSh4P4Yr8k2Nz4EwoEGK6yq0hWk1kYqKCiIiIaBS86zVsOtGkxYpJ4fck0FCsnJSE3ATxacwXDtT4OXtkzrX0Ym+FmAS5b242VGH8hCMRUaSbkxMvHB/mnIpBs1udqCvvEGK5RYmwb/kMsFrdMZcEbJ/l+bfs1tzb3f/tXU3hMqXCVrDuiu/rip8IV2yeELvc/mle8gLoVDp3fM9U8Vq5qRHOUyfdxyqVhNxZ4hPmVWWtQa2eHKrzB5rgcnha60gqCZMXDX12guWlF8VqCrUaxgc3BmCFwdVqbfHZeL8ld13AKkBMXp9BR8osOLz68AeUxgB79jIhFOj2T1807PD7GTbcth5Qe5Jcxgc2QBUfP+T3PNxyEIdaDgixeyY+gGht6AevRxTZCeNRcYi2fcK1cMVPDNGCrs6e79W+bARzVsYjJiqIiIiIgszmlPHhCbEtwc0z0qFRR/a3YmqVhAfmia2XDlZ14GRDd8Df62Wv2RTxRi1umJYa8PchIiKPuV4DtU81dKPXzjkVg1Fzoh2y07MZqlJLyJ6RCOsHYtunw5MldEb3bSon6BKx9FKrGlVXDfTnPhDOtRQ9Aqj1V35jSYLNp/1T30aZUWPE/JSF7nh1MtCWahLOtXu3fyoWH6ro7bCjtarnymsYJS6njHN7m4RYzswEmGJ1fq4YmNzSAuu7XtUUN90aEdUUH9W8D5fiaS9mUBtwbdYNAbm3pv4gtA2HhJil5MoVPYHgXRWkq9oOyMP/uuPd/qnWXIOKnosDnquZUoDY//gv6G+8GWk//jFMGx4e8vspioJnz4jVFEn6ZNyef9eQ7zXe6c9/CHWPWFFtnv21EK1mcLw/v9qW41D1Nvg5m7xF9k/HRERERBFg+9kWdFrFH7DWRXDbp/5unJ6GRJPYFuLFA9V+zh6e1l47Pj4lbkTcWZwBg3ZobR2IiGhoijJjoVF5zamo5ZyKwagqE9sRpU+Jg7q+As5TYn/8LcWe398bc26GVtX3b6qx7M+Q+m1AKxoTrDMG1zbGe6NM03gUkrkFgFf7J0nCrikO4Vzb9q3C0+bxGSbEJIvztCrLwqP9U/WxNlh7xPUXLBn691fmlzYBdpsnoFbD+MBDI11e0DWY6/FhlZj4WpPxFURrowNyf9NRcbPdFZ0F26SbAnLvK/EeqK2ydULTcHjY95sSW4hUg1hl80XjDr/n6xYsQuwPn0LiA/cPqzLli8adON15UohtmPIIDOrInEsXMooC4xHxM+hImwNn+rwQLWhwHOnzIOtihRjbPw0eExVEREREQfb2MXGI9rzceOR4tUyKVHqNCvfOyRJiW8+2oLo9cMM2Xz9aB4fLs2miU0u4syQzYPcnIqKBDTingu2frsrcZUfTRbG6MK84yWeIdls0cHRS30aoBAk35d7W99+2ThhOviSca5l+DxTD4OYyObIWQdF4KiUkKNBV9fX5X5S6FCrJk+jfXSAL18r1dXCVn/FcK0k+VRXVx9shu8TrRpuiKCj/UnxKOSU/BolZUUO6z0DVFPobb4E6I/y+z7C5bDjQvBe/O/kbbNxxL+7bvh5NVrFi99a82/1cPTTqjgvQXfhEiFmKHwPUWj9XBI4ckwln0jQhph9B+ydJkrA0bbkQ292wa9j3uxKX4sJz5WK7rCxTNm7Ivjko7zeWaev2QNt8TIhdbUZPWFBrYc8V242x/dPgMVFBREREFERV7RYcqhY3dSJ5iPZA1hdnIqrf0EpZATYfCsysCqvDhTeO1gmxG6alISlqaG0diIhoeObmiO2fOFD76qrKWoF+LfA1ehUy8o2wffKRcN72IgnypYqVhSmLkW7sazVkOLEZKkev+zxFUvVtEg+WWg97jrgxe3mjLE4Xh6LEYne8Ig3oShbbP9m2i0//5haJcyrsZicazoW2sqbpYjc6GsSHIgqWDH02xUDVFKYwmU2hKAqqeirx5sVX8YMD/4DbPrsO/3zgH/Bmxauo6q30Ob8wbioK4qYOcKehM5Y+C6nfh1jWxcI6/d6A3HswfNo/BXhORXnXaTRaAt+O57Pav6Gyp0KIPVzwODQqTcDfa6wzHv2jcOyKzYN9wvUhWs3Q+Hx+q3cBLpufs6k/JiqIiIiIguhdr2qKOIMGqyYnh2g1wRFj0OD2IrGP8/vHG9Daa/dzxeB9dKrJp23WvXOz/JxNRESBNic7Xjg+2dANs9018MkEAKgqbROOs2ckwrV3F5QucXN/W5FnS8b9JLzLDmPZn4XzbJNughybO6Q12L3nVFTvAFx9bZK82z/tLhD/PG3btwjtn6ITDUjKESsVqkpD2/6pfLe4yRydqEdmYfyQ7jFgNcUNN4e0msLs7MXuxp34r+O/wv3b78TGnffid6d+g/3Ne2GXr/x91QOThz5PYSCSpRWGU68KMeuM+6HoAtNSajC856xoWk9D1V3r5+yrK0ooRqxWbMezuzGwVRV2lx3Plz8rxCbHTsGqjLV+riB/1G1noa/4XIiZSx4HVJHR9tWetxoKPJUfktMMbd2+EK4ocjBRQURERBQkDpeM94+LJfk3zUiDTjP2vgW7d06W0Mfc7lLw2pHh/0AJALKi4KWDYmXGovwETEoeWlsHIiIavqKsWKi95lSU1bH9kz+dTRZ0NJiFWF6Rb9un43kSGhP6fl/TjOmYn7IIAKA/+x7UveL3DpaSJ4e8Dp8+//ZuaBsOAPAdLrxzivhAgFxTDdeF80Ist0hs/1R7ugMOW2gSVl3NFtSXi5/BgiXpkFRDawljfvnFkFdTKIqC811n8fL5F/EPe7+F2z67Hj859AO8X/U2Giz1V70+ThePazKvxa8W/ManvdFwGY9vgtTv6W9Fpekb5D6KnGlzIOvjhdhIqirUKg0Wpy4TYleaUzEc71e97dOK69GCr0Eljb3v+4PNWCpWU8j6OFin3h2i1QydYkyCM61EiLH90+DwbwsRERFRkOw834p2izjk8fZZGX7OjmypMXrcMC1ViL1+tH5ET91+ebENlV6zLh6Ymz3s+xER0dAZB5hT4d3SkDy8Kw0MMVok6bvgOLhfiPcfon1zzm1QS2pAUXwGGNszF/pseA2GHJUOR/JMIXZ5oyzVmIaCWE+LoPMZQG/ilds/5cxMRP/9VpdDRt2p9iGvKxDK94ibwTqjGvmzk/ycPTC5tQXWd94SYvobboY6M/hVm132Lmyr+xz/p/TfcffW2/D4Fw/hT2eewdG2w3ApV/6+SQUVZiTMwsNTHsczS/6MN9d+gB+W/CvmJs8PzOKcFhiPPS+EbFPWQY4e5e9fVWrYc1cJoZFu9C5LFxN0ZW2l6LQH5muZ2dmLv55/QYgVJZZgwaUEJA2e1NsEw+k3hZhl5kOA1uTnivAU6PZl4wUTFURERERB8naZ+CTc7KxY5CdF1jfZQ/Hg/BzhuNvmxDvHrv40oD+bD4kVGZOSTViQFz/s+xER0fDMyRbnVDBRMTBFUfrmU/STOysRtr99IMR6DMD+wr5EhVpS44acWwAA2uqd0LSeFs61lHxt2Ovxaf9U6Uk+CJu2koQ9hWI1gn27uKlmiNYibZL4OagsE1tcjQZbrwOVR1qE2MT5qdDohtYSxvzS6FVTuBQXTnWcwAtn/4xvffk47vj8Rvz86FP4pPYjtNparnp9kj4ZN2TfjKdm/zve/spH+O3i/8WDUx5GYfy0gD+tbzjzJlQW8TNsLnkioO8xWD6f39rdgNPi5+yrm5u8AHqV3n0sKy7sbdo97Pv19/rFV9Bp7xBijxV+HVK4D34OQ8bjL0Dq1+ZMUelgmbUxdAsaJu/Pr6azAuqOCyFaTeRgooKIiIgoCGo7LdhX2SHE1hWNzWqKyyYkmbBikvhE4+aDNXC65CHf60xTDw5WdQix++Zm8wc+IqIQ8B6ofbKxGxYH51R4a63qQW+HOEcgd2YCbB+JiYpdMyQ4NH3/ni1PX4VEfd+watPR/xXOc8ZP8tnsGgrv9k+a9rNQdVUB8JpTAWDbZKtw7Kq4COdFcVMtr1j8N77xfCesPWLlaLCdP9AMl9MzP0OlljBlYeoVrvAlt7bA+q5XNcX1NwW0mqLN1opPaz7Gvx/5KdZ/fjO++eXjeOHsn3Gy4wRkXPn7Io2kweykuXhi6jfx7LIX8dqad/H9oh9iVcYaxHjNWQgoRfYZYGzPWQlX8vTgvecV2HNXQemXiJGcVuhqvhz2/Qxqg7vF2mWBaP/UYWvH6xdfFmKLU5dhZsKsEd973HGYYTwmVqZYC++AEjW0v+PhwJk8Ey5TmhBj+6er49h5IiIioiB475g45DFGr8GaKWNriPZANszPxs7znifxmnrs+OR0M26akXaFq3y9dEicTZFo0uL6qZH3QwoR0VhQlBkHtUqCS+7bIHbJCspqu7AwPyHEKwsvlV7VFDHJBkRVl6G7uUmIby3uN0Q7t2+ItrrlJHTVO4XzLCVPACN4Yt6ZWgLZkAiV1VP5oKvYAmvRw8iLzke2KQc15moAwLkswBJvgrHDM1/DvmMbNBMmuo8zp8ZDrVXB5ejbaFdkoPp4G6YsGtq/8cPlcso4t09s+5QzMxHGWN2Q7mN++a+AzauaYsPIBlE7ZSdOdBzDgeZ92N+8F+e6yod0fYYxEwtSFmF+yiLMTpoDo2b0K3B1FZ9D4/XEt3n20OejBIpiSIAzfS609QfcMV3l1hEl75alrRCSEweb98PqssKgNgz7ni+d3wSz0/P3RoKERwtC9/sWyQynX4PK1iHELCGq6BkxSYI9bzWMp15xh3SVW2ApeTyEiwp/rKggIiIiCjCnrOA9ryHaN05PhUE7tLYEkag4Kw7FmeLTfpsOVENRFD9X+GrqtuGT081C7O7ZmWNyCDkRUSQw6dSYnhYtxA7VdIRmMWFKdsmoPi7ObMgrToLtw3eF2Ll0oDKtr5oiNyoPxYmzAfhWU8jGZFgL149sUSo17HmrhZD+Up90SZKE9k+KJOHQNK1wrs2r/ZNWr0bWtHghVuk1kyOYqsraYO0RB38XLBlakkRua4X1HbH/vf76G4dVTdFgqccHVe/gqUP/gnWfX4/v7v0mXjq/aVBJCr1Kj4Upi/Gt6d/FppWv4q+rXsd3Zn4PS9KWhSRJAQDGI14VPUnT4MgOzIDu4bIN1Od/CN9TeluUuhQqyfP9uE224UDzvmHfr9HSgHerxOqca7Kuw8TYScO+57glu2A6+ichZMtbC1diQYgWNHLeSTVt3T5I9p4QrSYysKKCiIiIKMB2X2hFS6/Y+mHdGB2iPZAH5+eg9N0T7uMLrWbsvtiGZRMHN+jy9aN17qd2AUCvUWF9UWbA10lERIM3Jycex+q73ceHOadC0HCuC3azuImenauCffcuIbatXzXFLbnrIEkSVD110J8VExqWWRsBzfCf8r7MnrcWhjOejXlt7R7AYQa0JixLW4lXLmx2v/bZxB4s2+O51nX+HFzVVVDn5LpjecVJqOo3m6KtphfdrVbEJI18rVeiKArKvxSrVVMnxCAhM2pI97EMWE3xyKCutbtsKG07igPNe3GgZR8qeyqG9N550fl9VRPJi1CUWAydWn/1i0aJpuEwdPXihr159pNAiFtu2vPWAHv/P/exursG6rZyuJIKh3W/WF0sihNLcKT1kDu2u3EnlqevvMJV/m06+xwcsqf9mUbSYOOUx4Z1r/FOd/FvUHdVCjFLCCt6AsGRvRyKSgvp0mdEkh3QVu+EfdKNIV5Z+GKigoiIiCjA3vFq+zQrIwaTU4b2g3QkWz4pERMSTbjY5imD33SgZlCJCovDhbe8hpDfPCMN8SatnyuIiGg0zM2Jwwv7q93HJxr65lQYx0G14GB4VxYk5URBs/cz2F2eWR42DfDF9L6NX71Kj2uzbwAAGMuegyR7khyKxgDLzA0BWZc9dyUUSQ1J6VuH5LJBV7Mb9glfwdT46UjSJ7sHOp/OBmyxJui7PP9+23Zsg+mBh9zHaZNioTdpYOuXlKkqa8WM1YGb7zCQpgvd6GwUBykXLEkf0j3ktlZY3n5DiF2pmkJRFNT0VuNAy17sb96H0tbDsMm2Ac8diEljwpyk+ViQshDzUhYi3Ri+D614z6ZwRaXDNvnWEK2m3zqSpsEVnQF1j+d7Q13lFliGmagA+uaz9E9U7Gn6Ak7ZCY1qaFuklT0V+KTmIyF2c+46ZJj4cM1wmLwqehwpRXBkLg7RagJD0UXDkbkIuhpPwlpXuYWJiitg/TwRERFRADV0WfHlxTYhNp6qKQBAJUl4YH62EDtS04ljdV1Xvfb9443osopPpN4zJ7ibH0REdHVFmbFQ93u42ikrKBvE1/XxwGFzoe50hxDLLUqC7QOxSmLPNAkWQ99v4urMaxCjjYVk74bhxGbhPOvUr0IxJgZkbYo+Do6MeUJMV/E5AEAlqbAkzdPaR1FJKJ1uFM61e7V/UqlVyJklrq2qtG1ILR6Hw7uaIjpJj4yCOD9nD8zy8uZBVVO02drwPyf/Gw9svwsP7bwH/3Pyv7G/ec+gkhSTYwtw36QN+K9Fv8M71/wNP5v7NG7OXRfWSQpVVxX0F8QNd0vRo4B6aLM/gkKSYB+o/dMILE0T21l1O7pR1nZ0yPd57swfhcHoBrURD0zeOKK1jVea+oPQNh4WYn0zekJb0RMI3u2fdJXb+gb8jBeKAt2Ztwd9OhMVRERERAH0/vFG9OtahCidGl+ZmhK6BYXI9VNTkRIt/oC76UC1n7P7uGQFrxwWh2gvm5iI/MTQ9GomIiKPKJ0G09JjhNjhGrZ/AoDak+3uAdNA3/zrDHUdXNVVwnlbhbZPfUO0DSdfhsruaamlQIK5OLCtY3w2equ2uvv8L0tbIbz28QRxzobzzGm46mqFWG6RWCHZ3WpFe50ZwdLVZEF9ufhZK1iSDkk1+E1Mub0NlrdfF2L663yrKVyKCz888D28VfEa6i11V71vrDYOazK+gh8U/QRvrH0ff1z2PB4r/BqKE2cP+Qn9UDGWPgup38aprI2CdcZ9IVyRyPvzq60/CMnaMez7pRrTUBg3VYh90bjTz9kDO91xErsatwux9fl3I1EfmATjeGM6+gfh2BWdBdukm0K0msCy560RjtXmJmiaj4doNaPPdOD/InbnDwd9PhMVRERERAHikhW8e1x84u/6aanjsi2GTqPCvV6VEDvOtaKizf9Gxq7zrajusAqxB+Zl+zmbiIhG25xs8Qn2w9UdoVlImKksE9s+pU+Og/Lpe0KsLrGvtRIATIktxNS4aYDLAWPps8J59onXQ46fEND1eW/0qnvqoW49BQAoSZqDKI1nUPqpXAmOGLGqwrZjm3CclBOFqARxvkIwh2qX72kUjnVGNfJLBjf36jLLSwPNpnjY57zPaz9Beddpv/dRQYXp8TOxccpj+N2SZ/HmNR/gx7P/Dddm34BE/dDWFA4kazuMJ18RYtbp90HRD61aJZjs2Uuh9JvnISku6KqHlljwtixNnEmxu3HnkKqCnj0jbqzHamPx1Yn3j2hN45W64wJ0Fz4RYpbixwD12Gj76oqfCGec+DV9pFVBkULdegamQ78d0jVMVBAREREFyN6KdjR2i20B1s0aWv/kseT2ogxE6z1JGgXAXw/W+D3/pUPia4Wp0T6bYkREFDpzcuKF4+P13bA6XAOfPE5Yuh1oOi+2wMopjILNq2XSlmKVu43JrXm3Q5Ik6M9/AHWP+NS+efbXAr5GV2IBXDE5Qkxf0bc+rUqLRalL3HFZJeHkdLFyxr59q3AsSRJyi8Qnx6uPtUGWA9/+ydrrQOXRFiE2aX4qNLrBPwQit7fB8o7XbIprb4A6S3wYwu6y4y/lf/K5PkmfjOuzb8JTs3+Ot675CP+z5I/YMOURTIufDrUU2Q+jGE5shuT0PESiSOq+tk/hRGuCI0ucVTDy9k9iJVGztQnlnf4TVP0dajmAw60Hhdi9kzYgWhvt5wq6EmPps5Dg+doh62JhnX5vCFcUeD7tnyrGQaJCURC984fC/KXBYKKCiIiIKEDeOSYOgZ6WFo2paTF+zh77ovUarC8WBwp+dLIRLT2+PZ5PNHTjSK240XPf3CxIY6A3LRHRWFE8wJyKY/Xje05F9fFW9H8QW6NTIalmP2D1VAg6VcDOWX2/cVGaKKzJ+AqgKDB6D49Nnwdn+tzAL1KSYM8X24/03+j1bv/0kXf7p5PH4WoUqxryisXqAWuPA00XAv9ZOL+/GS6n5zdYpZYweWHqkO5hefmvwp+Hv2qKD6rfQZNV/HX+uOTf8Nqad/FPRT/Cqoy1iNXFDu0XEM5cNhjLnhNCtsk3Q44Nv2pWW/41wrGuchsgDz9Jmhedj+yoXCH2ReOOq16nKAqePfOMEEs2pGBd3vphr2U8kyytMJx6VYhZZ9wPRTe2kj7eVW2aplJI5hY/Z48N+vK3oKvbN+TrmKggIiIiCoCWHht2nRfbHoznaorL7pmdCW2/XS2HS8HLh317Pr/kVWmRGq3DVwrH32wPIqJwFq3XoNArAX+oenzPqagqbROOs6YlwPXxO0Ls0GQJnVF9/xZ+JesGGDVGaGu/hLZF7FNunv1k0Nbps1HWeBiStS8hsSBlEbQqz1ypslwZziivodo7xfZPsSlGJGSKM6SqygLb/snlkHFun5g4yJmVCGPs4Ic8982mGKCaIlusMDE7e/HXc88LsaLEEqzOuGbMPjShL38HanOTELOUBO8zOBLen1+VtQ2apqPDvp8kSVjmNVT7i8ZdV71uV8N2nPGqvNgw+RHo1Xo/V9CVGI9vguTyPMCkqDSwFPkOuI90jsyFkLVR7mMJCnRV265wRWSTbJ2I3v3zYV3LRAURERFRALx/ohGufk9UGrUqXDt1aE/8jUXJ0XrcND1NiL1ZWocem6cMuKHLii3lzcI5d8/OglbNb1WJiMLNXM6pcOtutaKttleIZaVY4Dx9SohtLfZsdN+Suw4AYDwi9rh3xuXDnn9tcBYKwJ61GIrG4D6WFLnvqXQARo0J85IXuF9zqSWUz4gXrvduZQX4DtWuOdkOZ7+h4iNVdawVtl6xbUjBkqE9BGJ5ZfOgqineuPgqOuwdQuyxwq+P2SQFFAUmr4oee9YSOFOLQrSgK5Njc+BMKBBiusqtfs4eHO85FZU9F1HdU+X3fJfsxJ/Lxd+z7Khc3JA9NoY+jzqnBcZjzwsh25R1kKMzQrOeYFLr4MgRE2Njuf1T1L7/gMoyvIoR/vRHRERENEKyouCdY+IQ7WsLUxGt14RoReHlgXnZ6P9jfq/dhbfLPG2yXj1c55Pkub2I1ShEROForveciobxO6fCe4C0PkqD2MMfC7HWGODoxL5/BWclFGNCzESoW09D7/U0raXkCUAVxHkHGiPs2cuE0JXaP33s3f7pWBlcLeJDBbmzEtH/H3inTUb96Y6ALFdRFJTvFqspUifGICHD5OcKX3J7OyxvvS7E9F+53qeaosPWjtcuviTElqQuw8yEWUNcdeTQVW2Dpr1ciIVrNcVlPu3LRrjROzV+OpL0yUJsd6P/Id2f1v4N1b1iIuORgsehVvH7/eEwnHkTKov4NdRc8kSIVhN83lVBuuodgMsRotUEj6apDIbjLwoxW+4aP2f7YqKCiIiIaIQOVHagrtMqxNZxo90tL9GEVVPEHwRfPlwLu1NGt9WBt8rE2R63zkxHrEE7mkskIqJBKs6Kharf5rTDpeB4fXfoFhQiiqKgyitRkTM9Do7P/ibEts+SoFz6Dbs193YAgPGoOLBZNiTAWnhXEFfbx2ejrGo7cGnQ6eLUpVD12yI6lOuAy+SpwICiwL5zu3C9MVaH1AnizIbKALV/ajzfhc4mixAbejXFALMpHvJtK/PS+U0w9xsoLUHCo4XhvWk/Ut7zUZwJBbDnrQ7RagbH+/OrbTkOVW+Dn7OvTiWpsMSn/dPAcyrsLhueP/usEJsSW4gV6eH9exa2FBnGo38UQvaclXAlTw/RgoLPnidu1qvs3dA2HAjRaoJEdiF6x79AUjyVdYrGgN7FPxz0LZioICIiIhoh7yHaU1KiMCN9/A7RHsiG+eJgxuYeOz4+1YTXDtag1+55ElcCcM+crFFeHRERDVa0XoPCVHHQ6eGajtAsJoTaanvR02YTYhnOC1C6xYHSW4v7tl3idPFYnr4Kqt5GGMrfEs6xzHwI0IozIYLBZ6PM1glNw2EAQLw+AbMSi92vOTUSLs4QHzKwb/dttZNXnCgcN5zthM3s9DlvqMq/FKspYpINyJgS5+dsX3J7u+9siq9c51NN0WhpwLtV4p/HV7Kux4SYSUNcceTQNB+Drna3ELOUPAFI4b1F6EifB9lrmPnI2z+JiYqTHSfQavVtWfNu5VtotorzPB4r/BpUYf57Fq50FVug6bggxMZyNQUAyFFpcKSIVVpjrf2T4eTL0DaVCjHz3O9Ajh38z3b8G0VEREQ0Am1mO7af8x2iPWZ7Gg/TzIxYzPHqa/7igWr8ZfdFIbZychKy44O/WUNERMPn3f5pPA7U9q6miE7Uw7hD3PAuy5fQHN/3/cAN2TdBp9bBWPYXSLKn3Yei1sMya2PQ1wsAckwWnElThZi+X/unpV7tn/42QfxzdZQegdzuNTx8egJUGs/3PLJLQc0J8Zyh6my0oOGs+N4FS9IgqQb/vZXl1c2ApV9FhkoF0wbfaooXzv4Zjn5/HhpJg41THhv6oiOIdzWFbEyBtfD2EK1mCNRa2HPFuRIj3egtSZqLKI2YeN3tNVS719GLzec3idclzhHmutDQGI96zehJmgpHzgo/Z48d3snikSbawolkaUXU3qeFmDN+Esyzh5aAYqKCiIiIaAQ+PNEIp+wZsKDXqHD9NA7RHsiG+eJTjBVtFtS0i20dHpgnVl4QEVH48U48H6/vgs0ZuCHK4U52Kag6Jm7G50zQwnn4oBC7PERbgoSbc9cB9l4YToi9u62Fd0IxiZULweTT/ukKcyr25JohG/SegCzDvktsjaMzaJBZGC/EqspGlqgo3yO289GZNMgrTvJzti+5o8N3NsW110OdkyvEKnsq8GmNOFPkltx1SDeNwWG+l6i6a6E/974QsxQ9Aqj1fq4IL759/ncBLpufs69Oq9JiUeoSIeY9p+L1iy+jyyEmzh4r/BofShomTeMR6Or2CTFzydeAcfD76f351bSfharL/wD3SBL15S+hsol/T3pW/GLIX1uYqCAiIiIaJmWAIdrXFCRzvoIfSyYkYFKy/yGYM9JjUJQZ6/d1IiIKDyVZccKcCrtLwfH6Lv8XjDFNF7pg6xXbG6XW7RGOewzAgYK+36T5KQuRacqC8dQrPhs5llFud2Lz3ihrPQ1Vdy0AIN2UgcmxBe7XHFoJ1TPTxOsHaP+UWyQmEZorutHbMbzNY2uPw2dI+aT5KdDoBj9o3PLK4KopnjvzR8jwJNgMaiPun7xxyGuOJMbSP0NSPC03FY0RlpkPhHBFQ2PPWw2l3wR3yWmG1mvTe6i8K4mOtB5Cj6MHANBua8NrF1/2OX96wswRved45j2bwhWVBtuUW0O0mtHlTCuBbBS/Xo6F9k+a+gMwnn5ViFmn3AZHzrIh34uJCiIiIqJhOlzTiSqvioB1s8buU3gjJUmST1VFf/fNzeLTaUREESDGMMCcinHU/sl7Iz0h0wTtZ28KsZ0zJTgutUS6JXcdIDthLBWH8dryr4UrYXRnITjT50DWixUxV6qq+Gxij3DsOHwQcmeHEMsoiIPWICYShltVcf5AE2Snp1JVpZYweeHgK1X7qileE2L6r1znU01xquMkdjVuF2J3TbgHiXpx5sZYItk6YTi5WYhZpt0DxZAQohUNnWJMgjOtRIiNdKN3QcpCaFU697FTcWJv05cAgM3nNsHq8nyvL0HCIwVje5ZCMKm6qqA//6EQsxQ9Cqh1fq4YYyQV7LniAPb+7fcikuxEzI5/EUPaaPQu/cmwbsdEBREREdEwvV0mDtGekGhCcRYrAq7k2sIUpMX4lgCnx+ixpiAlBCsiIqLhmO3V/unQOBmo7bS7UHuqXYhlxXZCbmkWYpeHaKcYUrEoZQn05z+GurtaOMcy+8ngLnYgKg3suauEUP+N3mVp4gyAHTmdUPT9NhFdLti/EFvjqDUqZM8QN7urysRkzmC4HDLO7RMHFucWJcIYM/hNzMFUUyiKgj+d+b0Qi9XG4a4J9w55zZHEcOIlqBy97mNFUsFSHHnzOK7Uvmw4TJoozE2aJ8S+aNyJ2p5avFf1thC/NusGTIiZOKL3G8+Mpc9CUjxVTLI2CtYZ94dwRaPP+/Orrd0DOMwhWs3IGcv+Ak3raSFmXvg9yFHpw7ofExVEREREw9BhcWDb2RYhtq6IQ7SvRqNW4b65WT7xe+ZkQTOEIZlERBRa3gO1j9d3j4s5FXWnO+C0e36dkgSknBDnHJzLAKpS+/5NuynnVqgltc/wWEdqCRwZoRnGa8+/RjjW1e4GnH2b+xNiJiLT5Pl32qaTUD8zUzh/oPZP3jMkOhst6GgY2uZbZVmrT0utgsWD3+ySOzpg9Z5Ncc11UOfmCbFDLQdwtPWwELt/0gZEa8UqoTHFZYex7M9CyDbxRshxeX4uCF/2fK/2ZZ0VUHdcGNE9l6WLCbp9TXvwm0O/EQata1VaPDTl0RG9z3gmWdthPPmKELNOvw+KV4XXWGfPXQFF8lSgSS4bdDW7Q7ii4VP11MO0/9dCzJk0HZZZG4d/zxGuiYiIiGhc+uhkI+wuT2sCrVrCjdPSrnAFXbZuVgYSjJ45HnEGDW6bNbynboiIKDRmZ8Whf3rZ5pRxomHsz6nwbvuUmmOE9OXnQmzLpWoKlaTGjTm3QFu/D9qmUuEc8+zQDY+1566CInm2gySnFbqavlY3kiT5VFVsm2wVjh0H90PuFv+sU/JiYIwVZ3QNpapCURSUf9koxFInxiI+w/9sK2+WV1+CYumXHFGpYHxIrKaQFRnPnhGTRimGVNyWd8eg3ycS6c+9B3WvOFdttOejBIozeSZcJvF7bl3F537OHpzFqUuh6rdFanVZ8HHF+Bq0HmyGE5shOT1/PxVJ3df2aZxR9HFwZMwXYiOtCgqVqN0/F6q0AKB75S8BlWbY92SigoiIiGiIBhqivWZKMuJNHKI9GCadGv/39hkozorF7Nx4/HrdDETrh/8NLRERjb4YgwYFXnMqDo3xORW2Xgcazokb9BmO84DLM5zYqgW+nN6XgFiauhzJhhQYj/yvcI0rNhf2idcHf8F+KIYEONPnCjFdpadKwntOxSdZzVC0/b7HcTph371LOEdSST5DtavK2qDICgaj8XwXuprEuV+FSwf/AIjc2QHrm16zKa65DhqvaoqdDdtR3iW2KXloyqPQqX3bUo4ZigKT12fQnrEQzvQ5IVrQCEkS7Hlin/+RzqlI0CdiRsIsv68b1EbcP+mhEb3HuOaywVj2nBCyTb4Zcmx2iBYUWgO2L1MG97UyXGird8Jw7j0hZpl2D5wZ8/xcMThMVBARERENUVldFy62iu0MOER7aGZmxOLP95bg7W8s9elzTkREkWFujvj1+3DN2E5UVB9vFzbe1VoV4r8QW5nsmSrBou9LVNyadzvU7eegr/hMOMdc/NiInjgNBNsVNsqmJ8xEgs4zVNqql9AyM0c4375jm88987wSFeZOO1qqenzOG0j5bvEBkJhkA9InD/77g8FUU7hkJ54r/6MQy4nKxXVZNwz6fSKRtmYXNK2nhFhI5qMEkHf7J239Pkj27hHd0ztB19/dE+5FwhgetB5s+vJ3oTaL82csJZH9GRwJ78+vuqceaq+/o2HNZUP0jh8JIVkfj97FPxzxrfnoGhEREdEQve1VTZETb/DZrCEiIhrr5mTH46VDte7jY3VdsDtl6DRj85nISq9WRulpClSfnRdiW0v6fu1ZpmzMTpoL4/YfCK/L+jhYp341uAsdBHveGmDv/+c+VnfXQN1WDldSIVSSCkvTluOD6nfdr+8qcOKOI/2u378Xcm8PVFGeqpq4dCNiU41CZURlaStS8mOuuJbORrNPpUrBkjRIg5xdJXd2wPqGVzXF2mt9qin+VvsRanqrhNijBU9CHeKkUbB5V1M44yf6zCmJNI7s5VBUWkiXZkhIshPa6p2wT7pp2Pdclr4Sz5z+rU98PAxad1MUwGWD5LRAclggOc2QHGZITgtw6f/7Yta+/3daIDnMwKX/91x3+TwL4DRD3Su2dbNnLYYztShEv8jQcyVMgSsmB+ruandMV7kVluTpIVzV4JmO/C80nReFWO/if4FiHHkyb2x/NSYiIiIKsG6rE5+faRZi62ZlcIg2ERGNO7OzYyEBuFxj0DenontMVsr1tNvQ6lUdkNa4XziuSQLOXJpDfUvuOqgtrTCceVM4xzJzA6CLCupaB8OVNA2u6Ayoe+rdMV3lFliSCgEAS9NWCImK9zJrcYdGAzgvDbu22+HYsxv6a65znyNJEvKKEnHsc0/yquZEG2bflAv1FZJX5XvETUydSYO8kuRB/1osr7181WoKm8uGF86Kw6QL46ZiefqqQb9PJFK3nISueocQs5Q8AUiRnUxUdNFwZC6CrsbTgkxXsXVEiYoMUyYmxUzB+e6zQvz+SRsQpQ3939kB2XuhaS+/lCSwepIGl5IEnmSCZYBkw+WEQr9kg9MCSZGDvmxLydeC/h5hTZJgz18D47EX3CF95RZY5n4rhIsaHFVXFUwHfyPEHGmzYZ0emGQeExVEREREQ/DxqSbYnJ5v4NUqCTfN4BBtIiIaf2INWkxJiUJ5s2eY5uGajjGZqKjyGqKtM6gQu118in9bsQqQJGhVOlyXfROMR/4IyWVzv66odLDO2jgay706SYI9by2MJ/7qDukqt8Ay5xsAgNlJc2HSmGC+NPzWbJDQPiMPCaWeChLb9q1CogIAcouThESF3eJCw9lOZE1LGHAZ1h6Hz4DyyQtSodEObiN94GqKr0CTly/E3ql8Ey1W8UGTxwu/MeYfNDEdFVtdycYkWAvXh2g1gWXPXyskKvSVW9GjyCNKwixNWy4kKsJ50LruwieI/fQbwteYSOBMmOIzY2Q8suetFRIVmoZDkKztUAwDf60MF9G7nhL/XZNU6Fn5dMCSn5GdQiUiIiIaRX1DtOuF2KrJSUiK0oVoRURERKE1NydeOB6LA7UVRUGVV9unjOhOqKyep/idKmDHzL5N71UZaxAn6YRNKACwFt4OOSp8Hm7wHuiqrT8IydoBANCpdViYskR4fe9UcVPfvudLKGZxZldUvB7JeeKQde9ERH/n9jdBdnrmfqjUEiYtSB30r8Hy2stQzJ5EGSQJxoceFc7pcXTjpfPin8XcpPmYkzyyoa/hTtVTB/3Zd4SYZeZDgMYYmgUFmD1vjXCssjRD03xsRPdcl7ceCbq+jWK1pMbfz/xeWA5al8zNiNny3YhLUigaE7pX/yriK3oCwZ61GIrG4D6WFBm6qu2hW9Ag6C5+Cn3F50LMMvMhOFNmBuw9WFFBRERENEgnG3twtt9TowCwblZ6iFZDREQUenOy4/DyYc8T9GV1XXC4ZGjVY2cjqqPejK5mqxBLPf2JcHxwioSuqEtDtHNvh+H0a1DZOoRzLMVPBHWdQ2XPXgpFrXdvdkqKC7rqnbBNuRUAsDx9JbbVezal3sqsxg1qNeByXbqBDfZ9X0K/Wpx3kFuUhJZKT5us+jMdcFhd0BnVwnlOh4zz+8UBu7nFSTDGaAe1frmr07ea4pprfaopXr3wErod4qDlRwvH/iBfY9lfIMlO97Gi1sMy66EQriiwXPET4YybIPTK11VsgTO1eNj3jNcn4LkVL+Fgyz7MzS1Cgiv98oz5sBL95b9DZe+6+okBoKi0UDRGKFojFI0R0Jgu/bdJiCtaE3Dp/xXNpde1hkv/b4KiMfVtaGtNo7LusKcxwp69TNj411Vsga3g9hAu6gocZkTvekoIycYUmBd+P6Bvw0QFERER0SC9XSZWU2TG6rEgL7zLc4mIiIJpdnacz5yKkw3dKM4aO+2fvIdom6IkRG/fLsS2FvclKSbGTMb02GkwHRV7sNvy1sB1af5D2NCa4MhaLDzFq6vc4k5UzE9eBK1KC8elgcWdBhe6p+cj5phX+yevREXOzEQc+bAKitz3qXA5FdScbMfEueLciarSVth6nUKsYPHgK04GrKbYIM6maLO14s2KV4XYivRVmBofGUNrh0uy98BwYrMQs069G4oxKUQrCg57/lpoSp91H+sqt8C84B9GdM84XRyuyboWyQkxaGnpvvoFo0xbu8dn9o2sjYKijxOSBLicJOifPLj0/3AnGPy83u81qAeXOKShs+etFRMVVdsB2QWo1P4vCpGog/8P6u4aIdaz9CdQ9LEBfR8mKoiIiIgGodfuxKenxaf+bpuVAdUY721MRER0JXFGLSanRAkVh4eqO8dMokKWFVSVtQmxDFcFJHges26JAUoneKop9BWfQt1VKVxjKQnPJ/hteWu9EhXb3BtlUdoozEmah33Ne9yvH5yuw+p+3XXse3ZDsVkh6T0tTPQmDTKmxKHuTIc7VlXWKiQqFEVB+ZcNwlrSJsUiPn1wT1vLXZ2wvi4mIPRrvwJN/gQh9tdzL8Dq8lTDqKDCIwXhVdkSDIZTrwhP3CuQYCl5PIQrCg573lqY+iUqtE2lkMzNUEwpIVxVELkciN7xIyEk62LQdt8OKFGDb5lG4cGnfZmtA5rGw3BmzA/Rigambj8H49H/FWL2rMVBqf4YO7WYREREREH0yelmWBz9hmhLwC0zw6fPNBERUajM8Rqefai6IzQLCYLmi92wdjuEWPJB8WnmbUUSFJUEo9qEa7KuhclrQ8eRMguOLHHeQ7iw54tzKlTWNmiajrqPl6WvFF5/I7MKUPXbSrJYYN+31+e+ucWJwnHThS5Yuu3u44ZzXT7ttAqWDKWa4pWrzqaoM9fig6p3hNj12TchNzp/0O8TkWQnjEf/JITsE66FK35iiBYUPI7MhZC1UUJMV7ktRKsJPmPps9C0lwux3oX/xCRFhJJjsuBMmirE9BVbQrQaPxQF0Tt+BEn2/DuoqDToWfFLIAgP7DFRQURERDQI73i1fVo2MQkp0eE3XI+IiGi0eQ/UvjynYizwbvsUG+VEVIun9ZEMYHtR39bKNVnXIbb5FLQNh4RrLCVPBmVDJxDk2Fw4EwqEmK7fRtni1GWQ4Fl7s8EG83Rxw9u+favPfTML46HRebacFAWoOuapTPGupohNMSB98uCqcPpmU7wirnmNbzXF8+XPwql4WktpVTpsmCK2hhqL9Oc/hLqnVoiZZ3/Nz9kRTq2DI2e5ENJXhtlGb4CouusQdeD/CjFH8kxYZ24I0YooEOx5YrJYF2afX/3Zd6Gr3S3ELCVPwJU4JSjvx0QFERER0VWcaezBqcYeIbauiEO0iYiIAGC2V5sn66U5FZHO5ZBRe6JdiKW3HBaOj+VLaI6/3PZpHUxH/yDeIzoLtkk3BXehI2TPF9uP9N8oS9QnYmZCkfB66QyxPZN99y4odrsQ0+jUyJouzvGqLO1L+nQ0mtF4ThwEPGVJOiTV4JI5ltdegdIrVlOYHhITEOe7zmFL3adCbF3eeqQax3g1rKLAeET8DDrS5sCZPi9ECwo+741ebfVOwOXwc3bkiv7ip5CcFvexAgk9K38ZlvMMaPBsXp9fTespqLrrQrQakWTrQtTunwkxV3Qmeuf9fdDek4kKIiIioitoN9vx/P4qIZYarcPi/EQ/VxAREY0v8SYtJieL7VcO13SGaDWBU3emAw6bS4glH31XON5a0re5Pj1+JgpkNXQXPhFetxQ/FvbDaH02eltOQNXjqSRdlrZCeP3NrBqhQkQx98JxYJ/PffOKxcHN7bVmdDSaUb67UYjrTRqfc/2Ru7sGrqaYIFZ5/Ln8f6H0myMSpYnCfZPG/pPn2ro90DYfE2Lm2eFb0RMIPn3+7d3Q1u8P0WqCQ1e5FfoLHwsx6/T74EyfE6IVUaA40+dA1ovJfl2lb5VaKJj2/yfUZnFGY8/ynwHawc0SGg4mKoiIiAap1+7EmaYeyIpy9ZMporWb7XirrB7feL0M1/9hLz4vbxFev21WOtSDfOqPiIhoPJibI260HK6O/ERFlVfbpyR9Fwy2DvdxlxE4MOVSNUXe7TCWPisM2ZZ1sbBOv3dU1joSjvR5kHWxQqz/RtnSdDFRUaXvgm3aJCFmG6D9U+qEWBiiNULs6OdV7sqKyyYtSIVGO7jtqcFUUxxvK8PeJrFVyd0T7kOcbmwMeL8S4xFxPoorNg/2CdeHaDWjQ45KgyNFrPoJl43egHBaEL3zJ0JINiSid/EPQrQgCiiVBvbcVUIoHNo/qZtPwHjsL0LMlrcG9gnXBfV9maggIiIahGN1Xbjumb144MXDeOSlo7A6XFe/iCLK5eTEN18vww1/2IunPzuLA1UdkL3yUhKAW2ey7RMREVF/3gO1j9Z2whnBcyrsFifqy8VkS+p5cUjvrpkSnBoJsdpYrI4rgeHUq8Lr1hn3Q9FFB32tI6bWwp4rDs3uv9GbacrCxJjJwusnZop/3vYvdkJxiO12VGoJOTPFCtQTu+oguxThnMkLBzcIWO7ugvX1l8V1rr5GqKZQFAV/OvOMcE68Lh53TvjqoN4jkqnbyn3mM5hLHh8XrYG8qyrCYaM3UEyHfw91V6UQ61nyIyiGBD9XUKTxmVNR8wXgtIZoNQAUGTE7fwhJ8fwbrqj16Fn+86BXZzFRQUREdBWKouAXn5XD5uz7h/pEQzfeKK2/ylUUCTrMDrztlZzYX9UB1xWKZu4syUR6rGH0FklERBQBZmcPMKfCa75TJKk+0S5uqEsKkit2CedsLe7bUrku+ybEnXoFksvmfk1RaWApipzBzT4bZdW7gH6/Hu/2T2/niMOalZ5uOA4f9Llv7lVaOuUVJ8EQPbjWWJbXB6im2Cj+Hu9r3oNj7aVC7IHJD8OoCV6rknBhPPpH4VjWx8M69e4QrWZ02fO9+vy3n4Oqs9LP2ZFD3XEBpsO/F2KOjPmwTb0rRCuiYLDnrYYiebboJacF2to9IVuP4dSr0DYcEmLmuX8HOS4v6O/NRAUREdFV7L7YhvMtZiH2ZmkdW0BFqMvJiW+9UYbr/7AHvxxEcsKgUeGaghT8+rYZ+P6aSf5PJCIiGqcSTDpMShY3gw9Xd4RmMQFQ5dWeKMVVA22/QbblmUB1St+TpbdkXg/jseeF821T1kGOzgj6OgPFnrcaCjxPykpOM7S1e93Hy9PFioszuhY4p4pVFgO1f0rMikJ0ot7v+xYsGdxwa7m7G9bXvWZTrF4LzQTP92WyIuPZM+Ig6XRjBm7OuW1Q7xHJpN4mGM68JcQssx4Kai/5cOJMLYZsTBZiEV9VoSiI3vUTMQEqqdG94heAxO3csUQxJMCZJs4b8a6OGi2StR1Re34pxJxx+TDP/tqovD8/2URERFex6UCNT6ymw4q9Fe0hWA0NR4fFgXe8khP7KgeXnPj/bpmGz76xGE/fMg0rJydBGsPDCImIiEZiTna8cHwoQgdqmzttaK7oFmIpp8Uh2ZerKeYmzcfkmn1QWcTEhrnkieAuMsAUYxKcaSVCrP9G78SYyUg3iomX8iJxY9i+azsUp1OISZLkt6oibXIs4tIGt5Fuef1lKD39KnQkCaaHHhXO2Vb3OS50nxNiGwseg06tG9R7RDLjsechyXb3saLSwTJrY+gWNNokFex5q4VQqDZ6A0V34SPoqnYIMUvRI3AlTw/RiiiYfKraKrcCIXgwMmrP01BZxX2OnhW/ADSj01GAiQoiIqIrOFbXhSN+fsh+42jdKK+GhuJycuLv3jiG65/Zg18MMzmxtiAFBu3Y7+1LREQ0Ut4DtUsjdE5F1bE24VijciGp5Zj72KoFvpx2qZoi9zafljv2nJURuZnovVGmr9ji3iiTJMmn/dP7eU3CsdLZCcfRwz73zfOTqChcMriZX36rKSZ6qikcsgPPnRX/HCZET8TazGsH9R4RzWGG8fgLQsg6dT0UU0qIFhQaNq/Pr7Z2L+Aw+zk7vEn2HkTv+qkQc0WlwbzgH0K0Igo2m1f7MnVXFdTt5/ycHRyahkMwnnxJiFkn3QyH1wyjoK5h1N6JiIgoAm06UO33tS8utKGu04rMOM4rCBcdFgd2nGvB52dacKCq/YpJicv0GhWWT0zE2oIULJ2YCCOTEkRERMPiPafC4pBxuqkHMzNiQ7Si4elttwvHqe3HoZY9lQJfTpNg1UtI0idjlcUGTccF4Xzz7CdHZZ2BZs9fi6j9v3Yfq7sqoe64AFdCX0JgWfpKvFHhGRh+SFMFecokqM6e99xj+1bo5i0Q7huTZEBiVhTaaj3zJWJTDEibPLjPhfWNV8RqCsCnmuKj6vdQbxYfInqk8EmopbH/fZ3h1KtQ2cQHqyzFkVXREwiOnBVQVBpIl/6uSi4bdDVfwD4h8pJVpgP/BXVvgxDrXfqvUHQxIVoRBZsraRpc0RlQ93hmYeoqt8CSOGV0FiA7Eb3jh0JI0ZjQu+yp0Xn/S1hRQURE5EdFqxk7zrX6fV0B8FYZh2qHWofFgXeP1ePv3jyG6/+wF//+6VnsrbxykkKvUWFtQTKevvly5cR0XFOYwiQFERHRCCSadJiQJLbyOVQdee2fMgo8CRe1Gsg5867w+pZLbZ9uzLkFMUefFV5zJk2DI3t58BcZBM7kmXCZxJkR/ds/zUiYhXhdvPD6xRKxKsK2czsUl8vn3lMWi/edvjpzUO005e5uWF57WVyTVzWFxWnBprN/Ee8fPxNLUpdd9f4RT3bBVPonIWTLvwau0drcDCOKPhaOjPlCTFcRee2f1K2nYSwVv67Ys5fDNvnmEK2IRoUkwZ67RgiN5pwVw/FN0LacEGK9C/4RcnTmqK0BYEUFERGRX389WIP+e90xeg1WTE7Chyca3bF3jzXg8cV50GuY+x9NnRYHdpxrxWflzThQ1QGXfPXSCb1GhWWXKieWsXKCiIgoKOZmx+Fiq6fdyuGaDjy0ICeEKxq6zMJ4rHq4EC1VPYjb8RL0Zs/3fjVJwNksQAUVbjVMhK5+n3CtefaTQKTOs5Ik2PNWw3jK02ZJV7EFlkvzNtSSGktSl+Ojmvfdr3+c345v9buF0t4G57FSaEvEwbC5RYlwOVxorzYjMS8KubMGbgflzfrGq77VFBsfE47frngd7XaxXdfjU78+LuaK6S58DHVXlRCzlERmRU8g2PPWQle7x32sq7rU5z9SPguKgugdP4KkeJJ9ikqHnpW/iJxfAw2bPX8tjCc3u4+19Qcg2bqg6INblajqbUTUvl8JMWdiISxFjwT1fQfCRAUREdEAmnts+OhUoxC7syQDN0xLExIVHRYHtpQ348bpad63oAC7nJz4vLwZ+4eQnFg6IRHXFKZg6YREmHRMThAREQXT3Jx4vFHqqTg9WtMFp6xAo4qsTbbUibFITpHQ9nOvaooSFSBJWJy2FPknXxdec0Wlwzb51tFcZsDZ89cKiQpt/T5ho2xZ+gohUbFLcxbfmjQROO9pf2XbvtUnUSFJEibNT0XyDTFoaeke1IzYAaspVq0Rqim67F14+cJfhXMWpCxGceLsq79BuFIUwGmF5LRAcpj7/t9pdh/DaYHksEByWnxmUzhSi+HIXBSihYeePW8t8OW/u4/VPfVQt56KmJkx+jNv+iY/53wdrviJIVoRjSZ79jIoaj0klw0AIMlOaKt3wh7kapqo3T+Hyt4txLpXPg2otUF934EwUUFERDSAVw7XwtGvd5BOLeGrs7OQFKXDvJw4HOzXxuCNo3VMVARJl9WB7eda8fmZoSUnlkxIxDUFyVg2MYnJCSIiolHkPafC7HDhTGM3ZkTYnAoAsH3+CWC3uY+dKmDnzL6Ey61JS6Df93fC+ZaiRwG1blTXGGiO7OVQVDpIct+cDu+NsjlJ82BUm2Bx9VXNKFBQPTsHOf0SFfYd26B8+x8gqUZWcdxXTSFunnlXU7xy4UX0OsWKi8cKg1xRILsgOS2XEgZmr4RCXxIB/RILwmtCssHsPt+djHBcui8GkckZgKUkgit6AsCVMBmu2FyhykRfsQXmCEhUSNYORH/5cyHmis2Fee63/FxBY47WBEfWIuiqdrhD+sotQU1UaGt2w3D2HSFmnXoXnJkLBr4gyJioICIi8tJjc+LNUnH2xM0z0pEU1feD510lmUKi4lh9N043dmNqGoebBcLl5MSW8mbsq2RygoiIKJIkRekwIdGEi2392z91RmSiwvq+WE1xoEBCt0lChjETKyoPQFJk92uyNhrWGfeP9hIDTtFF922UVe90x/SVW90bZTq1HgtSFmFHw1b3659N6kH/BiFySzOcJ45DO6to2OuQe3oGrqaYNNl93GxtxlsVYlXLmoyvYHJswbDfFwBUXTUwHfzvviHpAyUjXLar3yQEXDHZsE26MdTLCC1Jgj1vDYzHnneHdJVbYJ73d/6vCRNR+/4DKos4H7Fn+c8AjTFEK6JQsOWtFRIVusptgCIDUhBaTbvsiN75IyEk6+PQs/hHfi4IPiYqiIiIvLxZWo9eu6cvqEoCHpiX7T5eMTkZKdE6NPfY3bE3jtbjx9cxUTFcXdZ+bZ0qO+AcZHJicX4CvlKYgqUTExGl47c1RERE4WBOTpyQqDhU3YkH50fWnArnmdNwnT0jxLYW9z2pfkvmtYjaLvbztk6/L+h9xEeLPW+NkKjQVW4VNsqWpa8QEhVbNCfxaH4+lIoKd8y2fcuIEhWDqaZ48exzsMue78fVkhoPFzw+7PcEADgsiHvvHmg6K0Z2nxDonf9dQMXvh215a4VEhabhECRLGxRjYugWdRWaplIYjr8oxGwTroM9/5oQrYhCxZ63Ftj1lPtYZWmBpqkUzrTAt7MzHv0jNO3nhFjvoh9AMSUH/L0Gi1/BiIiI+rE7Zbx8uFaIrZmSjJwEz5MsGpWE24sy8McvK92xv51uwrdXTkCsYfT7OEYqRVGw83wb3i6rx77K9kElJ3Rq6VLlRAqWTWJygoiIKBzNyY4TqlOP1nZG3JwK64fvCcfNsUBZvgSNpMHtnZ19rX8uUSQ1LMWPjvYSg8aWtxbRX/yr+7hvo6wMzrQSAMDClCXQSBo4FScAwCE70DBvItL6JSrs27dC+dbfD2ugtdzTA8urLwkx3UqxmqK6pwof1XwgnHNjzq3IisrGSJgO/TYskxSKWg9FY4CiNUHRGKFoTMCl/5Z1MbDnXwPb1DtDvcyw4MhaDEVjdP8dlaBAV7UNtsL1IV6ZH7IL0Tt+KLT7UjQG9Cz7txAuikJFjsuDM34SNB3n3TFdxZaAJypUXTWIOvgbIeZILYZ1+n0BfZ+h4k/3RERE/Xx0shGtvXYhNtATgLfPSsef91a52xLZnDI+ONGI++aO7Iej8eTjU0346cdnrnoekxNERESRZU5OvHDca3ehvKkH09Mjo/pUsVph++xvQmx7kQRFJWFF2gpkHhU30W2Tb4EckzWaSwwqOX4CnPET+1ofXaKr3OJOVERrozEneR72N+91v759shVf7X+PpkY4T52EdvqMIb+/9c2BqinERNBfzv4JsuKpgNar9Hhw8sYhv1d/6vbzMB35w7Cu7UseGD2JBK2pL7HQL6HgSTIYoWgvJRt8rvG8pmiMl641sFJiKDQG2LOXQV/xmTukq9watokKw8nN0DaVCrHeeX8POZY/V45X9ry1YqKicivMC78X0PeI/uKnYsIdEnpW/hJQhbaFMr/SERERXeKSFbx4sEaIzcuNH/CH6uRoPVZPTsbn5c3u2BtH63DPnCyoxvEAu8FyumQ880WF39cvJyfWFqRg2cREROv5LQsREVGkSI7SIT/RiIo2zybIoeqOiElU2LZvhdLjGdAsA9hW1Nf26E7EQ2VpFs63zA7y8OYQ6Nso65+o2Arzgn90Hy9NWyEkKj7WHMO9OTmQq6s999ixdciJCrm3B5ZXvWZTrFwNzeQp7uPyzjPYXr9FOOeO/LuRbEgZ0nsJFAXRO3/sHiIOAIpKg57lP4NsSPSTUDBdSjbog9M/nobNnrdWTFRUbQdkZ9glfCRzC6L2/h8h5kyYDEvJEyFaEYUDe/5amEr/6D7WNpdB1dsIOSotIPfXVWyB/uInQsw6cwOcqcUBuf9I8CspERHRJTvPt6Kq3SLEHprv/0mWu2ZnCMfVHVbsr2wPytrGmr+dbkJDtziIUKeWsHJSEn5+41R88vXF+NVtM3D9tFQmKYiIiCLQnOx44fhwTWdoFjIMztMnheOyCRJa4iTkR0/AotNiuyF71lI4U2aN5vJGhT1vrXCsbSqF1NvkPl6athwSPA/nmF0WtMyfKlxj274VinL11p79Wd98DUp3lxDzrqb48xmx6iFaE4N7Jo1skLn+3PvQ1ewSYpbix2CduQH2yTfDnr8WjqzFcKaVwJVYADk2B4oxCdAamaQIQ/a8NcKxytYJbcOhEK3Gv+g9v4DKJn5t7FnxC0CtC9GKKBw4MuZD1kYLMV3ltsDc3GlB9K6fCCHZmITehd8PzP1HiF9NiYiI0DcvYdOBaiFWkBKFhXkJfq+ZnRWHSckmIfb60Xo/Z9NlsqLghf3i7/XMjBh88vXF+PU6JieIiIjGgrk5ccLxkZpOd8vMcKfOFtt+frigb0P+9ujp0HoNHh2L1RQA4Mhc4LtRVuXZKEvUJ2F6wkzh9d2FLuFYrquF62z5oN9T7u2B5RXv2RSroZlc4D4+0noIB1r2CefcO+kBxGiHP8hcsncj6gtxHoArOgO987477HtSaMkxmXAmTRNiusotfs4ODW3dXhhOvy7ErFPWwZG9NEQrorCh1sGRu0IIBerzazr0P1B3VQmxniU/gWKID8j9R4qJCiIiIvQ95Xe8XuyFu2F+zhUHAEqShDuLM4XYFxdaUd9lDcoax4rt51qFVhAA8OiiXCYniIiIxpA52WKiotfuQnlzj5+zw4vh9jtx5o4FODRJwu9uUqF0ogoGtQG3VR0WznMmFMCeuzpEqwwytQ6OnOVCSO+1UbY0TdxI+0BbBlWmOKvDtn3wm2tXq6ZQFAXPelVTJOmTcXv+XYN+j4GY9v8n1OZGIdaz7F8BXdSI7kuh5V0VpKsIo0SFy4HoHT8SQrIuBr1Lf+LnAhpvbN5VbdW7AJfdz9mDo+64ANPhZ4SYPWNhWM1vYaKCiIgIwIsHxNkUmbF6rC28ep/bG6anIkrnGTglK8Bbpayq8EdRFDy/T3yCY0pKFJZOSAzRioiIiCgYkqP1yE0wCrFD1ZHR/kmWFPymuBr/5241dlyaTXFNwlwk1YpP8ptnPwmM4dlkPu2fqnYKG2XL01YKr7c7OtC1SKyysG3bMqj2T32zKbyqKVasEqopdjfuxKmOE8I5D05+GAa14ar390fdchLGsueEmD13FewTbxz2PSk82PLFz6+m7QxU3bUhWo3IWPZnaNrOCLHehd8P2AwCinzeSXCVowfauv3Dv6GiIHrnT8Q5PJIaPSt/EVb/jjFRQURE49655l7svtgmxO6flw2N6ur/YEfpNLhxuvgN5bvHGmB3ygFd41ixr7IdpxrFpyk3Lrhy5QoRERFFJu/2T4erO0KzkCHa2/wlWqziwOy721uEY5cpFbaCdaO4qtFn8+7z7+iBtv6A+zgrKhsToicK5+ydKn5PJ9dUw3Xh/FXfy/rm61C6vKspHnP/t0tx4c/l/yu8nmnKwo05t1z13n4pMmJ2/BCS4vm+XVHr0b3852G1cUfD40ybA1kfL8TCof2TqqcOUfv/rxBzJM+AdeaGEK2IwpESlQqH13DrkXx+dec/hK56hxCzFD8GV9JUP1eEBhMVREQ07nnPpog3anHrzPRBX39niThUu93iwJazzX7OHt+e95pNkRNvwNqCq1euEBERUeSZ6zVQ+0htZMypONIqtniaGj0JJee3CjFL0SOAWj+ayxp1SlQqHClFQkxX8blwvDRdbP/0vuEEVGni99G27eLvnTfZ3AvLq5vF91m+EpopnmqKz2r/hsqeCuGcRwqegEY1/NahhlOvQdtwUIiZ53wTcvyEYd+TwohKDXvuKiEUDu2for/4N0hOsxDrWflLYASfZRqbvIfCDzdRIdl7EP3FT4WYKyodvfP/YdhrCxYmKoiIaFyr77Li09NNQuzu2ZkwaNV+rvA1MSnK54nB14+w/ZO30tpOn5YPG+bnQD2IyhUiIiKKPHO8vj/qsblwNgLmVCTqxJaU97lMkBTPoGhFY4J1xv2jvayQsHu1z/HeKFvm1f6p3lIPy+LZ4j12XDlRcbVqCrvLjufLnxVenxw7BasyxLUNhWRtR9SeXwgxV2wezHO+Mex7Uvjx+fzW7gacFj9nB5+2chv05z8UYpbp98GZPjdEK6Jw5t1+T9NxAaqOi0O+j+nAf0HdGxlzeIacqDh+/Dj++Mc/4lvf+hZWrFiBwsJCFBYW+j3/t7/9rfucgf7361//esiLdrlceP7553HLLbegqKgIixYtwne+8x2cP3/lcsKtW7figQcewJw5czBnzhw8+OCD2L59+5Dfn4iIxo6XDtXC1e/BPoNGhbtKMv1f4If3Ncfqu3CmMfx/EB9N3tUUKdE6n7ZZRERENHakDDCn4nBN+M+puHPCV3FL7u2YGDMZj058CLeVbxNet0y/B4ohIUSrG11X2yibEluANKNYQXFouk44dl28AGfFwJtrsrkXllf+KsR0y1dCU+DZZ3q/6m00WcVNtscKvw6VNPxnb6P2PA2VtV2Ida/4d0Az/HkXFH7suaug9PucSE4rdDVfhmYxTitidv5YCMmGBPQu/pfQrIfCnjO1CLJR7D6gH2JVhbr1FIylYqLXnrsS9kk3jXh9wTDkuqLf//732LJl6KUmc+bMQV5enk98xowZQ7qPLMv4zne+g88++wyxsbFYtWoV2tvb8cknn2DHjh3YtGkTioqKfK57/vnn8fTTT0Oj0WDx4sXQ6XTYvXs3nnzySfzkJz/BAw88MORfExERRbYOiwPvlImVD7fNSke8UTvke62clISUaB2aezzDqV4vrcOPry24wlXjx9nmHnxxQZwD8sC8bOg0LO4kIiIay2Znx6Gq3fME86HqTtw3NzuEK7o6nVqP7878PgDAePh3UPVr06JIKliKH/N36ZhzeaNMZfG0NdVXboElvu/3QJIkLE1bgbcqXnO//mHUGSxLToHc4rnGvmMrtBMe9bn/1aopzM5e/PX8C8LrxYmzMT954bB/TZqGQzCeFAd32ybdCEfeaj9XUKRSDAlwps8VZqvoKrf6VFqMBtORZ6DuqhRivYt/NG6SnjQMkgr2vNUwnPZ8fdVVbh38v0GKgpgdPxIrAtV6dC//97CdwzPkREVJSQkKCwsxa9YszJo1C2vWrIHdbr/qdXfddRfuuOOOYS2yvzfffBOfffYZ8vPzsXnzZiQnJwMAPvnkE3z729/G9773PXz00UfQaDy/tAsXLuA//uM/oNPpsGnTJsye3VeGePHiRdxzzz14+umnsXz58gETKURENHa9cbQO1n5Dr9UShv2Ds0atwu2zMvDHPZ5vPv92qgnfXjEBsYahJz7Gmhe8qiniDBqsm5Xh52wiIiIaK+bmxOHdYw3u4yM1fXMqIqL1o8sOY+lzQsg26SbIsbkhWlAIDGKjbJlXouJszzk4ll4H9bueFje27VsRtVFMVAw4m2LZCqGa4vWLr6DT3iGc81jh1yANd5NNdiJ6xw+FkKIxoWfpvw7vfhT2bHlrvRIVWwBldDdqVZ0VMB36HyHmSJ8L67S7R20NFJlseWuEr7/a2r2AvXdQbZv0Z96Atn6/EDPP/npYz+EZ8mOMTzzxBL7zne9gzZo1SEkZ/eGXf/nLXwAA3//+991JCgC47rrrsGbNGlRWVvpUfGzatAkulwv33HOPO0kBABMmTMDXv/51OJ1ObNq0aXR+AUREFBasDhdePVInxL4yNRWZccMv915XlC780G1zyvjgROMVrhgfqtst+OyMOFz8njlZMOkGPweEiIiIItMcr4Ha3TYnzrX0hmYxQ6Q/+y7UZvF7OUvJkyFaTejYvAa6ujfKLpmVUIRYrTiPpHSGuInmOncWzuoqIWZ96w0onWIrMNPDj7v/u8PWjtcuvCy8viR1GWYkzBr6L+ISw/FN0LacEGK9C/4BcszQW79SZPCunlB310DdVj56C1AUxOz8MSSXzROSVOhe+TQwgvZlND44clZA6TdoXZLt0NXsuup1krUd0V/+uxBzxebBPPebAV9jIEXU34jq6mqcP38eBoMBK1eu9Hn9uuuuAwBs2yb2j9yxY4fw+mCuISKise39E43osDiE2Ib5I2tDkBKtx+rJSULszdJ6yIri54rxYdOBasj9fgtMWjXuns0fBomIiMaDtBg9suPFB0EOVXeEZjFDoSgwHfmDELJnLoQzrSQ06wmhq22UqVUaLElbJlzzUew5SIniUHL7ds++i2I2+86m8Kqm2Hx+EywuT9stCRIeLRx+okjV24iofb8SYs7EQliKfFtS0djhSpwKV7T4s4f3UPhg0l34GLqq7ULMUvQIXMnTR20NFLkUfSwcGQuE2GA+v1F7/wMqS6sQ61nxc0Bj9HNFeBi1RMXevXvxi1/8Ak899RR+//vf4/jx40O+x5kzZwAAU6ZMgVbr20bj8ryLy+cBQFdXF+rq+p6YnT7d94tARkYGEhISUFtbi54eDj0lIhoPnLKCvx6sEWKL8xMwJSV6xPe+02uodlW7BQcqO0Z830jV1G3DhyfFJxHXF2ewHRYREdE4MterquJwdfgP1NZW74Cm7YwQs5R8LUSrCa3BbJQtTVshHB/vPA4sWSzEbDu2uv/b8vbrvtUU/WZTNFjq8V7VW8LrX8m6HhNiJg39F3BJ1O6fQ2XvFmI9K38JqPl96ZgmST5D4UctUWHvRfQX/yqEXKY0mBf84+i8P40Jvp/frcAVHobUNB6F4YSYCLZNvB52r+q4cDRqiYp3330XmzZtwquvvorf/OY3WL9+Pb797W+jt3fwJZ+XEw7p6ekDvn45fvm8/v8dFxcHk8l0xetqa2sHvRYiIopcW8ubUddpFWIPLcgJyL3nZMdhYpL4783rR+v8nD32bT5UA4fL802UTi3hvrlZIVwRERERjbY5OWJboCO1nWFfcWo68r/CsTN+UkgG8IaLq22UzUteAIPa86SuDBmnisQhwc7Tp2Cvqe2rpnh5gGqKwqnu401nn4ND9lQ/ayQNNk4Z/hBzbc1uGM6+I8SsU++CI3P4Q7kpcnj/3dXWH4Rk7Qj6+0Yd/G+oe8SfBXuXPQVFFxP096axw6d9WW8jNF4t7NxkF6J3/BASPF+fFY0RPcv+LZhLDJghD9MeqtzcXPzzP/8zVqxYgczMTHR1deHAgQP41a9+hU8++QQulwu/+93vBnUvs7mv5M9gGLh/uNHY949i/+TH1a7xd91ghemQ9Ih1+feTv68Uzvg5jWyKomDTAbGaYkZ6DObmxAXkz1SSJNxVkon/s+WcO7brQisau61Ijx3+/Iuhr0P8/1DosDjwVmm9ELtlZjpSYvQhWhGFm3D4nBJdDT+nFAnC/XM61ytR0WV14nxLLwpSR17NGgzq5hM+PcAts5+ApIqo7tkB5ZiwFvjy5+5jdW8jNK0n4EqZCQAwaPRYkLIQOxu2u8/5OLES0+LihMqJ7k8/haW7d4Bqikfdn9+K7ov4tOZj4fVb825HRlTG8BbvsvsM0Jb1cehd8qOw/TtDgeXIXgpFrXfPiZAUF3Q1O2GfcuuA5wfia6q69QyMpX8SYvbsZbBPuZWfOxoSOWESXLF5UHdVumO6yi2wpvV9/e3/eTKc/Cu0zWXC9eYF34USm4VQfeyG8nkPeqLitttuE45NJhNuueUWLFy4ELfccgs+//xzHD16FCUlJcFeSlAkJTELGgz8faVIwM9pZNp1thlnmsRWf99aOwUpKbEBe48HV0zC/+y6iF67CwAgK8DHZ1vx/eumXuXKwAvl53TTZ+WwOmX3sVol4TvXTkVy0sAVjjR+8espRQJ+TikShOvnNDk5BrmJJlS1eeYNnG6zYsn0YW48B9vRT8TjqBTELNmIGO3oPXQSdpJKgIR8oL3CHUpo+gKY5mnvdMOU64RExaH2QzBdcy1633zHHet8/304GxqEW0evXo2MZZ7WUv9+7DnI8HwPadQY8e0F30SScZif713/CXScF0Kqa55CUu6E4d2PIlAMMGEFcO4zdyS2fiew+P4rXjXsr6mKArz/FCA7PTGVFrp1/43k5MD93EnjyNTrgf2eSr+o2u2ISvoxgH6f054mYO9/iNclFyJqzXcRpdGN1kpHJOiJCn9SU1Nxxx134LnnnsOuXbsGlai43LrJarUO+LrFYgEAREVFDfoaf9cNVmtr95XagtEQSVLfXzD+vlI44+c0sv32s3LhODfBiDlpUWhp6fZzxfDcOD0Vrx/1VBO8tLcK9xdnQKcZnSfxQv057bU78fzui0Ls2qkpMCmugP9eU+QK9eeUaDD4OaVIEAmf05LMGCFRsetMI26dmhzCFfln6ulF/8cqemc+BEunA4DD3yXjQlTOahjb/+I+dpz8CJ0zPHM7ZhhnQy2p4VL6Htaxy3acmJqI/H73sJ065XNfzf0b3d8fnmw/gS1V4vyAuybcC6VXh5beoX8PqeqqQcKO/xCeJHakFqMz706A35OOK4bMlYjul6iQyz9FW1MHoFL7nDvSr6n6M28ipnK3EDPP+TrMSOfnjoZFm7YccfAkKpSag2ivqUBidr77cxr92b/AYBOr1TqX/RyODhsA2yiv2OPy36fBCFmiAgDy8/MBAM3NzYM6PzOzb0Bpg1f2/bLL8cvn9f/vzs5OmM3mAedUXL4uK2voPbMV5YrzS2iY+PtKkYCf08hzqrEb+6s6hNgD87KhkqSA/1muL84UEhXtFge2lLfg+mmpgX2jqwjV5/TNo/XosjqF2EPzc/h3hgbEr6cUCfg5pUgQzp/TOdnxeO94o/v4bHNv2K7VUvI4dNW7oGk9CVveWphnfx0I07WOJlveWhjLPIkKTeMRwNwKxZgEAIjWxKIkaQ4OtRxwn/Npci2ejImF0t014D21S5ZBUzjt0mdXwZ9OPyO8HquNw1359w77sxK166eQnJ4HVxVI6Fn5SyiSmn+m44wtby2i8WP3scraBnXjUTjT5/q9ZjhfUyVbJ6K++LkQc8Vko3fO3/EzR8Nmz1wERWOE5Ox72F6CAm3FNiD7YSgKoKndC8OZN4RrrAV3wJ61JKI+dyFtsNh5qSfh5RkRV1NYWAgAOHv2LBwO3ycZTpw4IZwHALGxse5kxcmTJ32uqa+vR3t7O7KyshAdHZ79MYmIKDA27RdnUySatLhxelpQ3mtSchTmZIv9mMfLUG2bU8bmQ7VCbOWkJExKHnrlIhEREY0NiyckIErneXI5LYxnVslR6Wj/6idofvwMum5+AVCH71pHkyNzERSN5+FPCQp0lduEc5alrRSO97TthWbpMr/3ND3sGZB9sGU/jrYdFl6/f9IGRGmH9z2k7uJn0F8U23hZZ26AM7V4WPejyCbH5sCZUCDEdJVbA/4+Ufv+AypLixDrWf5zQDu4vU+iAWkMsGcvF0Luz6/LgegdPxJek3Ux6FnyY0SakCUqFEXB559/DgCYPn36oK7JycnBpEmTYLVasWPHDp/XP/mk7x+g1atXC/GVK1cKrw/mGiIiGltqOizYelas4Lt3Thb0QWzFdFdJpnBcVtflMx9jLPrwRANae+1CbOPCnBCthoiIiMJBokmHn904FdPSorFkQgJ+fG3B1S8KJUkCdHzIQqAxwJ7jvVEmtmlakia+3uvsRfWc7AFvp12yDNqpfftBsiLjz2f+V3g9xZCK2/LuGN5aHRZE73pKCMnGZPQu/P7w7kdjgj1/jXCsq9ji58zh0TSVwXBskxCz5V8L+4SvBPR9aHzy/vxqq3YALieMpX+Gpu2M8Frvwn+CEjW63RwCIaiJira2NmzevBk9PeKmTG9vL37605+itLQUKSkpuPbaa4XXy8rKcP311+Ohhx7yuefDDz8MAPjVr36F1tZWd/zTTz/F1q1bkZeXh7Vr1wrXbNiwAWq1Gq+88gqOHj3qjldUVOCZZ56BRqPBhg0bRvrLJSKiMPbXgzWQ+5U8RunUWF+c6f+CAFg1OQnJUeLQqjfGeFWFU1bwwgGxcmV+bjxmZnBoHBER0Xi3YlISNj0wB7+5Yxay4/l0cSSy53lt9FbtAFyejhcphhRMi58hnLMlrRmSyTfp07+aYmfDdpR3nRZe3zjlMeiGWc1iOvRbqLurhVjP0h9DMcQP6340NtjzxP1CbctxqHrq/Zw9RLIL0Tv+BVK/PjuKxoCe5f8WmPvTuOf99Vdl6wROvA3Tgf8rxB3JM2GdGZn73EOeUbF9+3b8/ve/dx9fbsF09913u2Pf+MY3sGrVKpjNZvzsZz/Dr3/9a8yaNQspKSlob2/HiRMn0NHRgdjYWPzmN7/xaf1ksVhw8eJF2O3i05gAsH79euzYsQOfffYZbrjhBixatAjt7e04cOAADAYDfvWrX0GjEX9ZEydOxD/90z/h6aefxv33348lS5ZAq9Vi9+7dsFqt+PGPf4y8vLyh/lYQEVGEaDPb8cGJRiF2e1EGYgzBHdWkUatwe1E6/rSnyh3726kmfHvFxKC/d6h8dqYJdZ1WIbZxAaspiIiIiMYCn40yexe0DQfhyFrsji1LW4FTHSfcx7vav8TDS5fB/pmny4V28VJ3NYVTduI5r2qK3Kg8XJt1/bDWqG4/D9MRcdaFPXMhbAXrh3U/Gjsc6fMg62Khsntmpugqt8I64/4R39tw8mVom0qFWO+8v4ccy5+FKDDk6Ew4k6ZD09pvtMG734Tk8gzKvjyHZ6Ah8ZFgyBUVbW1tKC0tdf9PuTRVpn+sra0NABAfH4/HH38cM2fOREVFBT799FMcPnwYKSkpeOSRR/DBBx9g7lz/Q2sGXLBKhd/85jf4wQ9+gNTUVGzfvh3l5eW49tpr8eabb6K4eOBegxs3bsQzzzyDkpISHDx4EHv27MHMmTPxhz/8AQ8++OBQfxuIiCiCvHq4Fjan7D7WqCTcOydrVN779qIMqCXPsdUp44OTjf4viGCyouD5feKTazPSYzA/Nz40CyIiIiKigJKjM+BIFismvNs/ec+paLO1ou6OFcClh1Sl+HhEfevv3a//reZD1JjF7yEfKXwSatUwHuxRFETv/DEk2VPloag06Fnxi752XjS+qbWw54qfz0DMqZDMLYja+7QQc8ZPgqXkiRHfm6g/W75YFYR+SQoAsE6/D870OaO4osAa8lf9O+64A3fcMbgegdHR0fje97435EUtXLgQZ86c8fu6Wq3Gww8/7G4DNVhr1qzBmjVrrn4iERGNGWa7C68fFct5b5yeitRRGuCYEq3HqinJ2FLuGaj2xtE6fHV2JlRj7IelXefbcKHVLMQeXpgDaYz9OomIiIjGM3veWmhbPBUTuoqt6O03tDUnOhd50fmo7Klwx3ZoyvHEG+/CWH0elqwJkOITAQA2lw0vnP2zcP/CuGlY7pXsGCz9ufehq9klxCzFj8GVNHVY96Oxx563FoZz77uPddW7+jZ7h9lmDACi9/yyrw1PPz0rfgGodX6uIBoee95aRB367YCvyYZE9C7+wSivKLBCNkybiIhoNLxzrB7dNqcQe2De6Jbfeg/Vrmq34EBVx6iuIdgURcFf9lUJsYlJJiyflBSiFRERERFRMNi9nujVtJdD1SVWRCxLWyEcf9GwA1JsHGJWrYIqIdEdf7vyDbTaWoRzHy/8+rAedJHs3Yj6QpwH4IrOQO+87w75XjR22fNWQ4Hn8yU5zdDW7h32/TR1+2E4/ZoQs065DY6cZcO+J5E/zrTZkA0JA77Ws+RHUPy8FimYqCAiojHL4ZKx+aA42HnlpCRMSDKN6jrmZMf5vOdYG6p9sLoDJxq6hdhDC3LGXNUIERER0XjnTC2BbEgUYldr/1RrrkFFzwUh1uPoxsvnNwmxuUnzMSd53rDWZdr/n1CbxRarPcv+DdD5DvKm8UsxJsGZViLEvD+/g+ZyIGbHvwghWRuN3qVPDXN1RFehUsOeu8on7EifB9vUu0Z/PQHGRAUREY1Zn55uRlOPXYhtCMFgZ0mScGexWFWx83wrGrqsfq6IPN6zKTJj9bh2amqIVkNEREREQTPARpmuQtzoLYibihSD+L3gFw07heNXL7yEbof4oMujhU8Oa0nq5hMwlj0nxGy5q2GfeMOw7kdjmz1PrArSV2wBLs3gHQrjsb9A0ya2rjcv/B7kqLQRrY/oSrw/v4qkRvfKXwJS5G/zR/6vgIiIaACyomDTAXHzvCQrFkWZsSFZz43TU2HSqt3HsgK8XVZ/hSsix4n6Luz3amW1YUEONCpWUxARERGNRd7tn3S1XwIOi/tYkiQs9Wr/tKtfoqLN1oo3K14VXl+RvhpT46cPfTGKjJidP4SkyJ6QWo+eFT/nAG0akPfnV91VCXXHBT9nD0zVUw/T/v8UYs6k6bDM2jjS5RFdkW3i9XAmTHYfmxd8F67kYXztDENMVBAR0Zi0+4LvYOcN80e/muKyaL0GN0wXnyp751gDHC7ZzxWR4/n9YkIoKUqHm2ekh2g1RERERBRs9pyVUCTPQziSywZd7W7hHO85FWe7zqCup6/96YvnnofV5akuVklqPFLwxLDWYjj1GrQNh4SYec43IcflD+t+NPY5k2fCZRKrHoba/ilq98+gcvQKse5VTwMqzYjXR3RFGgM61r+H7jX/CTz4Dizz/z7UKwoYJiqIiGhMetGrmmJCkglLJyb6OXt03Ok1VLvN7MDW8hY/Z0eG8y292H6uVYjdPzcLeg2/xSAiIiIaqxRDPBzp4iwJ7/ZPxYkliNHGCLFt1dtQZ67FB1XvCPHrs29EbnTekNchWdsRtecXQswVmwfznG8M+V40jkgS7HmrhZD35/dKtFU7YDj3vhCzTL8XzvS5AVke0dUo+ljYpn8VmLT66idHEO4iEBHRmFNW14UjtV1CbMP87JAPdp6cHIXZ2XFC7PUIH6rt3V4rRq/BHcUZIVoNEREREY0Wn/ZPlWKff7VKg8Wpy4RztlRtwV/O/AkuxeWOaVU6PDT50WGtIWrP01BZ24VY94p/BzSGYd2Pxg/vz6+2fh8ke7efs/txWhG980dCSNbHo3fRv/i5gIgGi4kKIiIac7yrKVKjdbguTAY73+VVVVFa14Xypp4QrWZkajst+ORUkxD76uxMROlY7kxEREQ01nkPdFX31EHdekqIebd/OtR4CFvqPhNi6/LWI8U49O/VNQ2HYDz5khCzTboJjryx9YQxBYcjezkUldZ9LMlOaKt3XuGKPqYjf4Cms0KI9S75IRRjaKv3icYCJiqIiGhMqWg1Y4dXK6L75mZDqw6Pf/JWTU5CUpROiL1RGplVFS8eqIHL89AcDBoVvjonK3QLIiIiIqJR40osgCsmW4jpKrcKx/NSFkKv0ruPZUWGAs83kFGaKNw3acPQ31x2InrHD4WQojGhZ9lPh34vGpcUXTQcmYuEmK5iq5+z+6g6K2E69Fsh5kibA+u0ewK+PqLxKDx2bYiIiALkxYPV/X706WtFtK4ofAY7a9Uq3D5LXM/HJ5vQY3OGaEXD09Jrx/vHG4TYHcUZiDdq/VxBRERERGOKJPlUVei9BhIb1AbMS1no9xZ3T7wPcbo4v6/7Yzz2ArQtJ4RY74J/hByd6ecKIl/e7Z/0lVsBRR74ZEVB9K6fQHLZPCFJhe6VTwMSt1eJAoF/k4iIaMxo7rHho5NiK6K7SjLCrhXR7UUZUPcbl2F1yvjgRGPoFjQMLx+qgb1fOYVGJeH+udlXuIKIiIiIxhp73hrhWNNwCJLXzIjlaSsHvDZBl4A787865PdU9TbCtP/XQsyZWAhL0SNDvheNb96fX5WlGZrmYwOeq7v4SV8iox/LrIfhSpkRtPURjTdMVBAR0Zjx8qFaOGXP5rlOLeHu2eHXiig1Ro+Vk5OF2BtH66Aoip8rwkuX1YE3jtYLsZtnpCE1Ru/nCiIiIiIai+zZS6D0G1wtKTJ0VduFcxalLoVKUvtc+8Dkh2HUmIb8nlG7fw6V19DjnpW/BNSs7KWhccVPhDNughDTVWzxPdFhRvSup8RrTakwL/jHYC6PaNxhooKIiMaEbqsTb5WJm+e3zEz3mQcRLryHale2W3CgqiM0ixmi147UwexwuY9VErBhfk4IV0REREREIaExwp61VAh5b/TG6mJRkjhbiKUbM3Bz7m1DfjttzW4Yzr4jxKxT74Ij0397KaIrsedfIxzrKn0TFVEHfwN1jzhXsHfpU1D0sUFdG9F4w0QFERGNCW+V1aPXLm6eh3Mrork5cZiQKD5B9vrR8B+qbXG48MrhWiF2TUEKchKMIVoREREREYWSd59/XdV2QHYJsdvz7xSOn5z6TWhVQ6yAcNl9BmjL+jj0LP7R0O5D1I/3nBVtUykkc7P7WN1WDuPR/xWvyVoK25ShJ9qI6MqYqCAioohnc8p42WvzfM2U5LDePJckCXeWZAixnedb0dht83NFeHi7rB6dVnHw98aFrKYgIiIiGq+8N3pVtg5oGg8LsaVpK/DU7J9j/ZT1+Lc5v8TKDHE2wGAYj/4Rmo7zQqx30Q+gmJL9XEF0dY7MBZC10UJMV7mt7z8UBdE7fwRJ9vz8o6i06Fn5C0CSQESBxUQFERFFvI9ONqK11y7ENiwI/83zG6enwaj1/FMsK/BpXxVO7E4Zmw/WCLFlExMxJSXazxVERERENNbJMVlwJhYKMf0Aff5XZ67Fvy75V6zIWDXk91B1VSPq4H8LMUdqMazT7xvyvYgEah0cOcuF0OX2Zfryt6Gr3SO8Zil5Eq6EyaO2PKLxhIkKIiKKaC5ZwV+9Ns/n58ZjWlpMiFY0eNF6DW6cnibE3imrh8Mlh2hFV/bxqUY09YgJoY0RkBAiIiIiouDyaf80QJ//kYj+4l8hOa3uYwVS3wBtle+QbqKh8mn/VL0T6G1F1O6fC3FXTDZ6531nNJdGNK4wUUFERBFtx/lWVLVbhNiG+eE7m8LbncXiUO02swPbzraEaDX+uWQFL+yvFmJzsuNQnBUXohURERERUbjw3ujVtJ6Cqjsw89d0Fz+D/uInQsw6cwOcqcUBuT+RLU9sRaaydwMv3QVVv1kVANCz/GeANnzbCxNFOiYqiIgoYimKgk1em+eFqdFYmJcQohUN3eSUKMzOihVib4ThUO0t5c2o7rAKsYc5m4KIiIiIADjS50LWiw+w6Cq3BuDGFkTvekoIycZk9C78/sjvTXSJEpUKR0qRGKw9JBza8r8C+4RrR3FVROMPExVERBSxDtd04kRDtxDbMD8bUoQNNruzRKyqOFLbhXPNvSFajS9FUfC8V0JoaoQlhIiIiIgoiFQa2HNXCSFd5ecjvq3p0G+h7ha/D+1Z+mMohvgR35uoP3ue/wHvilqPnuX/NoqrIRqfmKggIqKItemA+ENLZpwBawpSQrSa4Vs9JRmJJq0Qez2Mqiq+vNiOs16Jk4cX5kRcQoiIiIiIgse7/ZOu5gvAafFz9tWp28/DdOQZ8T0yF8JWsH7Y9yTyx3vOSn/med+BHJs7iqshGp+YqCAiooh0trkHX15sF2L3z82GRhV5m+datQq3F2UIsY9PNaLH5gzRijwURcFz+6qEWH6iEaumJIdoRUREREQUjux5q6FInm0myWmFrnbP8G6mKIje+SNIssMTUmnQs+KXAB+WoSBwphZDNvr+jOOMnwjz7CdDsCKi8YeJCiIiikgvHqgRjuONWtw6My1Eqxm524syoO73M5fFIePDE42hW9AlR2o7UVbXJcQ2zM+Bij8gEhEREVE/iiEBzrQ5QkxXuWVY99Kfe7+vIqMfS/HjcCUVDnt9RFckqWDPW+0T7lnxC0CtD8GCiMYfJiqIiCji1HdZ8enpJiF29+xMGLTqEK1o5NJi9FgxWXyC543SOiiKEqIV9Xl+n9heKz1GjxumpYZoNUREREQUznzaP1VsBYb4/axk70bUF+I8AFd0Bnrn/f1Il0d0RdaCO4Rj25Tb4MhZHqLVEI0/TFQQEVHE2XywBq5+P+8YNCrc5TWQOhLdVSK2f6pos+BgdUdoFgPgdGM39lSI7bUenJ8NjZrfPhARERGRL5tXn391dzXU7WeHdA/T/v+E2ixWFvcs+zdAFzXi9RFdiSNnOXqWPgVn8nSg5AF0r/lVqJdENK5wp4GIiCJKh8WBd481CLHbZqUj3qj1c0XkmJcTj/xEoxB7/Wh9iFYDPL9frKZINGlx68z0EK2GiIiIiMKdK2kaXNHiwze6isG3f1I3n4Cx7DkhZstdDfvEGwKyPqKrsZQ8gY57PgXW/Q7QmkK9HKJxhYkKIiKKKK8frYPVKbuP1RJw/7zsEK4ocCRJwp3FYmXIznMtaOy2jfpaKlrN2FreIsTumZMV0e21iIiIiCjIJAn23DVCaNBzKhQZMTt/CEnxfK+vqPXoWfFzDtAmIhoHmKggIqKIYXW48NqROiF27dRUZMQaQrSiwLtpRhqMWs8/zy4FeLts9KsqNh2oRv9uwlE69Zhor0VEREREwWX3av+krT8AydZ51esMp16FtuGQEDPP/RbkuPxALo+IiMIUExVERBQx3jveiA6LQ4g9OH9sVFNcFq3X4IZpaULsnWMNcLhkP1cEXkOXFR+d8h1WHq3XjNoaiIiIiCgy2bOXQVHr3ceS4oKuaucVr5Gs7Yja80sh5ozLh3n214OyRiIiCj9MVBARUURwygo2HxRnJiyZkIApKdEhWlHw3Ok1VLu1145tZ1v8nB14fz1YA5fsqafQa1S4Z07WqL0/EREREUUwrQmOrEVC6Grtn6L2PA2VtV2I9az4BaAZO5XTRER0ZUxUEBFRRNhyphl1XeKshg3zc0K0muCakhKNkqxYIfZG6ei0f2oz2/GO17DydbPSkWjSjcr7ExEREVHks+VdIxzrqrYBysAVwpqGQzCefEm8ftJNcOSuDNr6iIgo/DBRQUREYU9RFGw6IFZTzEiPwZzsuBCtKPi850EcqenEuebeoL/vK4drYes/rFwl4YExMqyciIiIiEaH95wKlaUVmsajvifKTkTv+KEQUjQm9Cz7aRBXR0RE4YiJCiIiCnv7KttR7rVJv2FBDiRJCtGKgm/1lGQkmrRC7I3SOj9nB0aPzekzrPzGaalIH0PDyomIiIgo+OTYXDgTpggxXYVv+yfjsRegbTkhxHoX/CPk6Eyfc4mIaGxjooKIiMLepgM1wnFughErJyWFaDWjQ6tWYV2ROKvio5ON6LE5g/aerx+tQ6/d5T6W0JcQIiIiIiIaKnveGuHYe06FqrcRpn2/EmLOxEJYih4J+tqIiCj8MFFBRERh7VRjNw5UdQixB+ZlQ60au9UUl90+Kx39f5kWh4yPTjYG5b2sDhdePlQrxNYUJCM/0RSU9yMiIiKisc27/ZOm+TjQ5Zm7FrX7Z1A5eoRzulc+DajFqmIiIhofmKggIqKwtmm/OJsiKUqHG6enhWg1oys91oAVXpUjbxyth6IoAX+v9443oN3iEGIbWU1BRERERMPkSJ8PWRcrBs9+CgDQ1uyG4ey7wkvWqXfDmblgtJZHRERhhokKIiIKW9XtFmw92yLE7p2TBb1m/PzzdafXUO2LbWYcqu4M6Hs4XTJe9GqvtTg/AVPTYgL6PkREREQ0jqi1sOesEGNnPwVcdp8B2rI+Dj2LxRgREY0v42enh4iIIs7mQzWQ+xUPROnUuMNrbsNYtyA3HnkJRiEW6KHafzvdhIZumxDbuJDVFEREREQ0Mt7tn3B+G0wHfwtNx3kh3LvoB1BMyaO4MiIiCjdMVBARUVhq7bXj/eMNQuyOogzEGDQhWlFoSJLkU1Wx/WwLmrwSC8PlkhU8v09sr1WcGYvZWXEBuT8RERERjV/23NVQ0G/omqMXpgP/JZzjSC2Gdfp9o7wyIiIKN0xUEBFRWHrtSC3sLk85hUYl4d65WSFcUejcND0Nhn7trlwK8HZZ/RWuGLwd51pQ2W4RYg8vzIUkjf1h5UREREQUXIopGc7UYv+vQ0LPyqcBlXoUV0VEROGIiQoiIgo7vXYnXj8qbsTfOD0VKdH6EK0otGIMGtwwPVWIvX2sAU6XPKL7KoqCv3hVU0xJicKSCQkjui8RERER0WU+7Z/6sc7aAGdq0SiuhoiIwhUTFUREFHbeKWtAt83pPpYAPDhvfM9MuLNYbP/U2mvHtnOtI7rnvsp2nG7qEWIbF+SwmoKIiIiIAsaeN3CiQjYmo3fhP43yaoiIKFwxUUFERGHF4ZLx0qEaIbZychLyk0whWlF4KEiNRnFmrBB74+jIhmp7V1PkxBuwtiBlRPckIiIiIurPmTITLlOqT7xn6U+g6DkXjYiI+jBRQUREYeWT001o6rELsQfnj+9qisu8h2ofrunEuZbeYd2rtLYTh2s6hdhDC3KgVrGagoiIiIgCSFL5tH+yZy6CreCOEC2IiIjCERMVREQUNmRFwaYDYjXF7KxYFHlVEoxXa6YkI9GkFWJvDrOq4vn9YjVFarQON05PG/baiIiIiIj8Mc/9DmRD3xw0V3QGulf/CmC7USIi6oeJCiIiChu7L7ThYqtZiLGawkOnUWHdrHQh9tHJJvT0m+cxGOVNPfjiQpsQu39eNrRqfltARERERIEnx2ajbcNe4JFP0HHvFsjxE0K9JCIiCjPckSAiorCx6YD4lP/EJBOWTkwM0WrC0+1FGejfncnscOGjk01DuscLXtUUcQYNbi/KCMTyiIiIiIgGposCchdB0bNamoiIfDFRQUREYaG0thNHa7uE2Ib5OVCxJFyQHmvAiklJQuyN0jooijKo66vbLfi8vFmI3TMnC0atOmBrJCIiIiIiIiIaCiYqiIgoLLzoNZsiNVqHa6emhGg14e3OYnGo9sVWs89gbH82HaiG3C+nYdKqcffsTP8XEBEREREREREFGRMVREQUchdbzdhxvlWIcWaCf/Pz4pGbYBRibwxiqHZTtw0fnGgUYneWZCDWoPVzBRERERERERFR8HEHiIhCziUr+PhUIzYfrEFLjy3Uy6EQeNFrNkWsQYN1szgzwR+VJOHOErEKYtu5VjRf5e/P5kM1cPYrp9CpJdw7NzsoayQiIiIiIiIiGiwmKogo5H699Rye+ugM/nvHBXzttTKY7a5QL4lGUVO3DR+fEodB31mcAZOOMxOu5ObpaTBoPP+Mu2QF75Q1+D2/w+LAW6X1QuyWmelIjtIFbY1ERERERERERIPBRAURhdSpxm680W/ztLLdgo9PNV7hChprXj5cKzzlr9eo8NU5WSFcUWSIMWhw/bRUIfZWWT2cLnnA8189XAur0/OaWgIenM9qCiIiIiIiIiIKPSYqiChkFEXBb3de9Im/WVoPRVEGuILGkoutZvzrx6fx8iFxiPbNM9KQaOJT/oPh3f6ppdeO7edafc7rtTvx6hFxhsV101KRFWf0OZeIiIiIiIiIaLRpQr0AIhq/9la240BVh0/8bHMvyuq6UJwVN/qLoqA70dCN5/dVYce5Vnino1QS8MA8PuU/WIWp0SjKjEVZXZc79kZpHa4pTBHOe6u0Ht02pxDbMD9nVNZIRERERERERHQ1TFQQUUjIfqopLnujtJ6JijFEURQcqu7E8/ursK+yw+95N0xLRXY8n/IfijtLMoRExaHqTpxv6cXklCgAgM0pY/OhWuGaVZOTMCk5alTXSURERERERETkD1s/EVFI/O1UE8429/p9fUt5M9rN9lFcEQWDrCjYca4Vj758FF9/vcxvkkKvUeG+uVn452umjO4Cx4C1U1KQYNQKsTf7zX15/3gDWnvFv0sbF7CagoiIiIiIiIjCBysqiGjU2ZwynvmiQojlJhjR0GWF3dXXDMjhUvDe8UY8xA3ViOSUFXx2pgnP76vGhVaz3/Ni9BrcNTsT98zORALnUgyLTqPCuqJ0/GVftTv20clGfGtFPuJdMl48IM4AWZAbjxkZsaO9TCIiIiIiIiIiv5ioIKJR99qRWjR024TYd1dNxGdnmvHRySZ37K2yejwwLxtqlTTaS6RhsjllfHCiAZsO1KCu0+r3vESTFvfPzcYdxRmI1vOfopG6oygDL+yvhnxp6Eev3YWPTzYhvdGMWq8/h40LmfwjIiIiIiIiovDC3SEiGlVdVgee318txOZkx2HphETEGrRCoqKu04q9Fe1YOjFxtJdJQ9Rrd+Kt0npsPlTr02aov8xYPR6cn4ObZ6TBoFWP4grHtvRYA5ZPTMKO863u2GtH6qDRiB0eZ2bEYF5O/CivjoiIiIiIiIjoypioIKJR9fy+anRZnULs2ysmQJIkzMqIQUFKFMr7za54o7SOiYow1mF24JUjtXj9aJ3Pn2t/E5NMeGhBDq6dmgoNK2SC4s6SDCFRMVDLrY0LciFJ/P0nIiIiIiIiovDCRAURjZqGLitePVIrxK4pSHb3y5ckCetLMvH0Z2fdr+++0Ia6Tisy4wyjula6ssZuGzYfrMHbZfWwOmW/581Ij8HDC3OwfFISVNwgD6oFeQnITTCiqt0y4OsTk0xYPolJPyIiIiIiIiIKP0xUENGo+cOXle5h2QCgVkn4xrIJwjnXT03F/9txAb12FwBAAfB2WT2+uVw8j0Kjqt2CTfur8eHJRjhlxe9583Pj8fDCHMzLiecT/KNEJUlYX5yB/9p+YcDXNy7MYbKIiIiIiIiIiMISExVENCrONvfgoxONQuyOogzkJBiFmEmnxk3T0/Da0Tp37L3jDXh8cR50Xv32afScaerBC/ursaW8GVfIT2DV5CRsXJDjrpKh0XXzjDT8/osK2LyqXDLjDPhKYWqIVkVEREREREREdGVMVBDRqPifXRfRf3/bpFXjscW5A557R3GGkKhoMzuw7WwLrpvGjdbRdrSmE8/vr8bui21+z1FLwHXTUrFhfg4mJUeN4urIW6xBi+unpeLdYw1C/KH52ZwNQkRERERERERhi4kKIgq6A1Xt+PJiuxB7cH42Ek26Ac+flByFOdlxOFzT6Y69WVrHRMUoURQFX1a044V9VThS2+X3PJ1awq0z0/Hg/BzOEAkjd5VkComK5CgdbpqRHsIVERERERERERFdGRMVRBRUsqLgtzsvCrGkKB3un5d9xevWF2cIiYojtV0419yLySl8Yj9YXLKCrWdb8Py+KpQ39/o9L0qnxvriTNw7NwvJUQMnmyh0ClOj8e0VE/CnPZWINWrxixunQs+2aUREREREREQUxpioIKKg+vxMM0419gixJxbnwqhVX/G61VOSkWjSos3scMfeLK3DP18zJSjrHM8cLhkfnWzEpgM1qGq3+D0v3qjFvXOycFdJJmIM/OcjnD04Pwf3zs1CemosWlt7oFxhrggRERERERERUahxp4mIgsbhkvH7LyqEWF6CEbfOyrjqtVq1CutmpeO5fdXu2MenmvCtFRMQpeOXrkCwOFx4u6wemw/WoKnH7ve8tBg9HpiXjXWz0mG4SoKJwodWrYIkcS4FEREREREREYU/7vYRUdC8WVqP2k6rEPvm8gmDHup7e1EGnt9fDfnS0+C9dhf+dqoJ64szA73UcaXL6sBrR+rwyuFadFqdfs/LSzBiw4Ic3DAtFVo1WwcREREREREREVFwMFFBREHRY3Piz3urhFhRZixWTU4a9D3SYw1YNjEJO8+3umNvltbjjqIMPik+DC29drx8qAZvHK2H2eHye97U1GhsXJiDVZOToR5kUomIiIiIiIiIiGi4mKggoqB48UA1OiwOIfbtFROGnGBYX5whJCrONveirK4LxVlxAVnneFDTYcFfD9bg/eMNsLv8DyuYnR2HhxfmYFFeAhNBREREREREREQ0apioIKKAa+q2YfOhWiG2anLSsJILi/ITkBVnEFpIvVFaz0TFIFxo7cXz+6rx6ekmXCE/gWUTE7FxQQ5/T4mIiIiIiIiIKCSYqCCigPvjnkrYnLL7WC0B31w2YVj3UkkS1hdn4P/tvOiObSlvxj+smogEk27Eax2rdl9owz+9d8JvBYVKAq4pSMFDC3JQkBo9yqsjIiIiIiIiIiLy4HRUIgqoC629eP94gxC7dVY68pNMw77nLTPSoVN7WhE5XAreO9447PuNdWa7C//2tzMDJim0agnrZqXjjYfn4xc3T2OSgoiIiIiIiIiIQo4VFUQUUL/bVQG53/64QaPCE4vzRnTPeJMW1xSm4KOTTe7YW2X1eGBeNoc9D+DlwzVo95oPYtSqcHtRBu6fm43UGH2IVkZEREREREREROSLFRVEFDBHazqFwdcAcN+8bCRHj3xjfH1xpnBc12nF3or2Ed93rOm0OPDigRohNi83Hu89vhDfXTWJSQoiIiIiIiIiIgo7TFQQUUAoioL/t/OCEEswavHgvOyA3H9WRgwKUqKE2BuldQG591iy6UA1eu0uIfbdlRMRb9SGaEVERERERERERERXxkQFEQXEtnOtOFbfLcQeW5yLaH1gOsxJkoT1JWJVxe4LbajrtAbk/mNBc48Nrx4RkzfXTU3hHAoiIiIiIiIiIgprTFQQ0Yg5XTJ+t+uiEMuON+D2ooyAvs/1U1MRpVO7jxUAb5fVB/Q9Itlze6tgc8ruY7UEPLEkP3QLIiIiIiIiIiIiGgQmKohoxN451oCqdosQ+8ayCdCqA/slxqRT46bpaULs3WMNsPfbnB+vajosePtYgxC7dVY6chOMIVoRERERERERERHR4DBRQUQjYra78Kc9lUJsenoMrilIDsr73VEsVmm0WxzYdrYlKO8VSf60pxIuWXEf69QSHl2UF8IVERERERERERERDQ4TFUQ0IpsP1qDN7BBi314xAZIkBeX9JiVHYU52nBB7c5wP1T7X0ouPTzYJsTtLMpEWow/RioiIiIiIiIiIiAaPiQoiGrbWXjtePFgtxJZOSMTcnPigvu96r6qKI7VdONfcG9T3DGf/u7sCSr9jk1aNhxfkhmw9REREREREREREQ8FEBREN27N7KmFxeOZDqCTgWysmBP19V09JRqJJK8TGa1XFifoubD/XKsTun5eFeK/fHyIiIiIiIiIionDFRAURDUtlm9lnePNN09MwOTkq6O+tVauwbla6EPvoZBN67c6gv3e4+d0XFcJxnEGD++Zmh2YxREREREREREREw8BEBRENy++/qBCGN+s1Kjy5NH/U3v/2ogz8/+3dd3yV9fn/8ffJnmSHBEjYAcIeCQ4UwQFiVQSrflUQqLSK2tb6s9XWPmxV7K/t1++vjrqqleGsAxyAispQQDYJJGwJZJBF9l737w+/CdwZkHnuc5LX8y/PdZ/7vq9zchHwXOfzuVzOGYNRVl2rzw9mt3xCN7TjZL52niowxRZMjpafp5s1CQEAAAAAAADtQKMCQJvtzyjSN0dzTbFbx/e16/DmiF5emjIoxBT7MOG0DMNo4YzuxTAMvbQlxRQL9/PQzY3mdwAAAAAAAACOjkYFgDYxDEPPb/7BFAvwctOC+Ci759J4qPbRnFIlZhTZPQ8rbD5+RgdOF5tiP7u4v7zcXS3KCAAAAAAAAGgfGhUA2uTbH/K0N93cDFg4OVr+XvbfbuiiAUHqG+Blin2QcNruedhbbV3T1RT9Ar10w8je1iQEAAAAAAAAdACNCgCtVlNn6IVvT5hifXp56qfj+liSj4vN1mRVxddHcpRfVmVJPvbyxaFsHc8tM8V+cckAubnyKx0AAAAAAADOh0+1ALTamqRMnThj/oD8nikD5OFm3a+S60dGyMP17FTt6lpDnxzIsiyfrlZdW6dXt540xYaE+uqa4WEWZQQAAAAAAAB0DI0KAK1SUV2rVxp9QD4s3E8zhodblNGPAn3cddUw84f0HyVkqLauew7V/uRAptILK0yxe6cMkIvN1sIZAAAAAAAAgGOjUQGgVd7Zk66cEvOWSg9cNtAhPiC/eax566mMokp9n5JvUTZdp6K6Vq9tO2WKjY7spcsGBVuUEQAAAAAAANBxNCoAXFBBWbWW70g1xSb3D9TkAUEWZWQ2KtJfMWG+ptgHCRkWZdN13t+XodxSc7PovssGyOYAzSIAAAAAAACgvWhUALig17efUmlVrSn2wGWDLMqmKZvNprmNBnpv+SFPGY22SHJmJZU1zTaLJkYFWpMQAAAAAAAA0EloVAA4r7SCcn2wz7w6YeaIcA3r7WdRRs2bOTxcvh6uDY8NSasST1uXUCd7c1eaCitqTLElUwZalA0AAAAAAADQeWhUADivl7ekqOacwdTurjbde+kA6xJqgY+Hq66L7W2Kfbw/U1U1dRZl1Hnyyqr09u40U2za0FDFRvhblBEAAAAAAADQeWhUAGjRwaxifXEoxxT76bg+6hPgZVFG5zd3XKTpcX55tTYczbUom86zbHuqyqvPNlxcbNI9l/a3MCMAAAAAAACg89CoANAswzD03OYTppifp6sWTo62KKMLGxTiqwn9AkwxZx+qnVlU0eQ1XBvbW4NCfFs4AwAAAAAAAHAuNCoANGtbSr52nSowxRbERyvQ292ahFpp7ljzqop96UU6llNqUTYd99r3p1Rde3brLTcXm35+MaspAAAAAAAA0H24tfWEAwcOaOvWrUpMTFRiYqKysrIkSYcPH271NRYsWKBt27ZJkjZt2qSIiIg25ZCZmakXX3xRmzdvVm5urgIDAzVlyhTdd999ioqKavL87du3a/78+S1eb+zYsfrPf/7TphyA7qy2ztAL35pXU4T7eejW8X0syqj1pg0NVbCPu/LKqhtiHyZk6HdXDbUwq/Y5mVemzw5kmmJzxkQ67NZbAAAAAAAAQHu0uVHx4osv6uuvv273DT/66CNt27ZNNptNhmFc+IRGjhw5ovnz5ys/P199+/bVtGnTdOrUKa1atUrr16/XW2+9peHDhzd7bnR0tCZOnNgk3lxzA+jJPj+YraONViH84tIB8nJ3tSij1nN3ddHs0RH69/bUhtja5Gzdf/lA+Xq0+VeepV7ZelLnLKaQp5uLFl7kuFtvAQAAAAAAAO3R5k/txo0bp2HDhmn06NEaPXq0pk+frqqqqladm5eXp7/+9a+aMmWKTpw4ofT09Dbd2zAMPfTQQ8rPz9fcuXP1xBNPyM3tx5ewcuVKPfXUU3rooYf0ySefyNW16QeqEydO1P/9v/+3TfcEeprKmjq9vCXFFBsc6qPrYntbk1A73DQmUst2pKrufz/kL6uu1ecHszV3rOOvCKl3OLtE6w+bB5nfNqGvQn09LMoIAAAAAAAA6BptnlHx85//XL/61a80ffp0hYWFtencpUuXqry8XI8//nhbbytJ2r17t44cOaLAwED94Q9/aGhSSNK8efM0fvx4HTt2TBs2bGjX9QFI/9mbrsziSlPsgcsGydXFZlFGbRfRy0tTBoWYYh/sO92uVVxWeem7FNNjP09XzY/rZ00yAAAAAAAAQBey2zDtzZs367PPPtM999yj6Oj2bV2SlJQkSRo5cqR8fX2bHJ88ebIkdWhrKqAnK6qo1rIdqabYxKgAXTIwyKKM2u/mceah2sdyS5WYUWRRNm2zL61QW07kmWLz46LUy8uxB5kDAAAAAAAA7WGXDdvLysr0pz/9SYMGDdLdd9/d7uuUl5dLknr16tXs8aCgHz9MbWmwd0pKip555hkVFBQoKChIEydO1GWXXSYXF7v1awCHtmx7qooqakyxBy4fJJvNeVZT1JvcP0j9Ar2UVlDREHt/X4bG9g2wMKsLMwxDL35nHmQe7OOuW8f3tSgjAAAAAAAAoGvZpVHx3HPPKT09XStXrpSHR/v3Vw8ODpYkZWRkNHs8LS1NklqcfbF3717t3bvXFIuJidHzzz+vAQMGtDsvoDvILKrQe3vNf3auignTyAh/izLqGBebTXPGROq5zWc/9P/maK7yy6oU5OO4cx62peRrb7p55ceiydHy8XD8QeYAAAAAAABAe3R5oyIpKUkrVqzQTTfdpPj4+A5da9KkSZKk/fv369ixYxoyZEjDsfLycq1bt06SVFpaajrP399fP/vZzzRjxgz1799fknTw4EH94x//0L59+7Ro0SJ9/PHH8vdv+weyTvhFc4dW/37yvtrfy1tSVFV7doaDq4tN9102wKl/FjeMijC9rupaQ58cyNKCyVEdum5X1WmdYejFRrMpInt5as7YSKf+OcAa/D6FM6BO4QyoUzgD6hTOgDqFs6BW4QycpU7bkl+XNipqa2v12GOPyd/fX7/97W87fL1Bgwbp6quv1vr163XvvffqiSee0OjRo5WWlqalS5eqoKBAkpps5RQbG6vY2FhT7OKLL1Z8fLzmz5+vXbt26e2339YvfvGLNucUEuKc3zZ3dLyv9pWcUaS1B7NNsTsnR2v80HCLMuocoZJ+MqaPPjpnpcjqA5l68NoRnTIcvLPrdE3iaR3OLjHFfnPNMPWJcOztquDY+H0KZ0CdwhlQp3AG1CmcAXUKZ0Gtwhl0pzrt0kbF8uXLlZycrKVLlzZs29RR9Q2JnTt3asGCBQ1xX19fPfzww/rLX/7S4gyLxlxdXbV48WLt2rVL3333XbsaFWfOFMswLvw8tI7N9uMfMN5X+3rqkwOm99vXw1V3jItUbm6xdUl1kutHhJkaFWn55fp01ylNGdT+30ldUac1dYb+9vlBU2xAsLcuiw7oFj8H2B+/T+EMqFM4A+oUzoA6hTOgTuEsqFU4A2ep0/o8W6NLGxUbNmyQzWbT6tWr9fHHH5uO5eTkSJJ+9atfycPDQ4sXL9bll19+wWsGBARo5cqV2rx5s7Zv366SkhJFRUXphhtu0PHjxyVJQ4cObXWO9VtBZWdnX+CZzTMMOXQxOCveV/vZeSpfW1PyTbF5cf0U5OPRLX4GIyP8FRPmqyM5Z7eE+2Bfhi4d2PHmaWfW6ZqkLJ3MKzfF7rl0gFxttm7xc4B1+H0KZ0CdwhlQp3AG1CmcAXUKZ0Gtwhl0pzrt8hkVhmFo586dLR7ft2+fJOmmm25q9TVtNpumTp2qqVOnmuLvv/++JLVpFkZR0Y9Da318fFp9DtBd1BmGnj9n2LQkhfp66PaJ/SzKqPPZbDbdPK6Pnl5/tCG25Yc8ZRRWqE+Al4WZnVVVU6d/bT1pio3o7afpQ0MtyggAAAAAAACwny5tVKxcubLFY9OnT1d6ero2bdqkiIiIDt+rvLxcH374odzd3dvU9Pjiiy8kqckMC6An+Opwjg5mmWciLL6kv7zdXS3KqGvMHBGuZzf9oNKqWkmSIWlV4mndd9lAaxP7Xx8lnlZmcaUpdu+UAbI5+kQkAAAAAAAAoBO4XPgp9peYmKiZM2fqrrvuanLsxIkTKikxf7BaUFCgBx98UBkZGbrnnnuaND6WLVum06dPm2KGYejdd9/V8uXLZbPZ9F//9V+d/0IAB1ZVU6d/fpdiig0I9tYNozreOHQ03u6uui62tyn28f5MVdXUWZTRWWVVtfr396dMsQn9AnRR/yCLMgIAAAAAAADsq80rKjZu3KgXX3yx4XF1dbUk6ZZbbmmILVmyRFdccUW7kyovL9eJEydUVVXV5Nhnn32mf/3rXxo9erR69+6t4uJi7dq1S2VlZZozZ46WLFnS5JwVK1bob3/7m2JjY9WvXz9VVlbqyJEjSktLk4uLix577DGNGjWq3fkCzujDxNPKKKwwxe6bMlBuLt3zW/xzx0XqP/syGh7nl1drw9FczRgRbmFW0rt70pVfXm2KLWE1BQAAAAAAAHqQNjcq8vLylJCQ0CR+biwvL69jWZ3HRRddpIMHDyopKUkJCQny9fXVhAkTdNttt+nqq69u9pyFCxdqy5YtOnr0qI4fP67q6mqFh4frhhtu0Lx58zRmzJguyxdwRCWVNXp9m3kmwtg+vTR1SIhFGXW9QSG+mtAvQHvSChtiHyRkWNqoKCyv1spdqabYlEHBGts3wKKMAAAAAAAAAPtrc6Nizpw5mjNnTodv/M0337R4bPLkyTp8+HCzx+Li4hQXF9eme82bN0/z5s1r0zlAd7ZiZ6oKK2pMsQcuH9jtv8V/87g+pkbFvvQiHcsp1ZAwX0vyWbEzTSWVtabYvZcOsCQXAAAAAAAAwCoOOaMCQNfJLq7U27vTTbErhoT0iG/xXzEkRME+7qbYBwkZLTy7a+WWVOq9veafwzXDwhQT7mdJPgAAAAAAAIBVaFQAPcyr206q8pwh0q426b7LBlqYkf24u7po9mjzsPB1ydkqrapp4Yyu8+/tqU1+Dr9gNQUAAAAAAAB6IBoV3Vx6Ybme+uKI/vz5YZ3MK7M6HVjshzOl+vRApil24+hIDQj2sSgj+7tpTKTOnRdeVl2rzw9m2zWH9MJyrUo8bYpdPypC0UHeds0DAAAAAAAAcAQ0Krqx6to6/fLDA/r4QKY+S8rSQ6uTVFNbd+ET0W29sPmE6oyzj73cXLT44mjrErJARC8vTRlkHhr+wb7TMgyjhTM637+2nlTNOT8ID1eb7r64v93uDwAAAAAAADgSGhXd2LqD2TqVX97w+GR+ubal5FuYEay0N61Q3/6QZ4rdMamfQv08LcrIOjePizQ9PpZbqsSMIrvc+3huqdYmm1dw3Dyuj3r797yfAwAAAAAAACDRqOi2ausMrdiR2iTe+ANS9AyGYej5zT+YYkHe7poX18+ijKw1uX+Q+gV6mWLv77PPUO2Xt6To3LUbPu6uWhAfZZd7AwAAAAAAAI6IRkU3telYrk6es5qi3ubjuSqusP/gYFhrw9Fc7T9dbIrdfXF/+Xq4WZSRtVxsNs0ZY15V8c3RXOWVVXXpfZMyi7Xx2BlT7PaJfRXk49Gl9wUAAAAAAAAcGY2KbsgwDC1rZjWFJFXVGvrqSI6dM4KVamrr9M/vUkyxqEAvzRkTYU1CDuL6URHycD07Vbu61tAn+zPPc0bHvfjtCdPjAC833TGpZ65qAQAAAAAAAOrRqOiGdpwq0MGskhaPr03OsmM2sNrq/ZmmWSWStGTKQLm59uw//oHe7rpqWJgptirxtGrrumao9s5T+dpxqsAUuys+Sn6ePXNVCwAAAAAAAFCvZ39S2U0tb7Sa4txvjUvSvvQipRU03RYK3U9pVY3+te2kKTYywl9XxoRalJFjuXlsH9PjjKJKfd8FA+cNw9BLjVa1hPl56Kfj+jR/AgAAAAAAANCD0KjoZpIyi7Wz0be2f3n5IAV4mb+1ve4gQ7V7grd2pSmvrNoUe+DygbLZbC2c0bOMivRXTJivKfZBQucP1d58PK/pjJCLouXl7trp9wIAAAAAAACcDY2KbmbZ9lOmxyG+Hpo9JlLXDA83xdcmZ8kwumaLG1gvv6xKL29J0Yqdaab4lEHBmhgVaE1SDshms+nmRqsatvyQp4zCik67R51h6KUt5tkU/QK9dMOonj0jBAAAAAAAAKhHo6IbOXGmTBuPnTHF7pjYV55uLpoVa25UpBVUKDGjyJ7pwQ5OF1Xov785puv/tUOvf39KlTV1DcdcbNL9lw20MDvHNHNEuHw9zq5sMCR9lHi6067/xaFsHc8tM8V+ccmAHj8jBAAAAAAAAKjHJ2XdyIqd5tkU/p5uumlMpKQf5xJEB3mbjq9NZvun7uJ4bqn+tO6Qbnp9p97bm2FqUNS7YVSEBof6NnN2z+bt7qqfjOxtin2yP1NVzbyHbVVTW6dXtphnhAwJ9dU1w8NaOAMAAAAAAADoeWhUdBOZRRVN5k78dFyk/Dx/nE1hs9l0Xaz5w9j1h3Oa/UAbziMxo0gPrU7Sbct3a01ytmrrmt/Oa1ZsuB6ePsTO2TmPOWMjTY/zy6v1zdHcDl/3kwOZSm+0jdQ9lw6QCzNCAAAAAAAAgAZuF34KnMFbu9NNH1J7urno1gl9Tc+5NjZcL21JaXhcXFmjLT+c0fQYvt3tTAzD0LaUfC3fkao9aYUtPs/VxaaZI8I1P66fBoWwkuJ8BoX4akK/ANP7+WFChmaOCD/PWedXUV2r1743z4wZHemvywcHt/uaAAAAAAAAQHdEo6IbKCir1upGe+rfOCpCwT4eplhkLy9NjArQ7tSzH8auSc6mUeEkausMfX0kR8t3pOpITmmLz/N0c9Hs0RG6c1I/RfTysmOGzu3mcX1MjYp96UU6llOqIWHta/K8vy9DOSVVptiSKQNlYzUFAAAAAAAAYEKjoht4b2+6Ks7ZwsnVJt0Z16/Z584a0dvUqNhyIk/5ZVUKatTUgOOorKnTmqRMrdyVprSCihaf18vLTbeM66Nbx/dVoI+7HTPsHq4YEqJgH3fllVU3xD5IyNAjVw1t87VKKmu0fId5Zkx8dKAmRQd2NE0AAAAAAACg22FGhZMrrarRf/ZlmGIzRoQrsoVv0k+PCZWn29kfe22doS8P5XRpjmifksoardiRqhtf26G/fHWsxSZFmJ+Hfj11kD5ZHK9fXDqAJkU7ubu6aPYY86yKdcnZKq2qafO13tqVpsIK83lLLhvYofwAAAAAAACA7ooVFU5udWKmihp9IDo/LqrF5/t5uumKISH64pzmxJrkrCbzLGCdvLIqvbsnXe/vy1BJZW2Lz4sO8tZdcVGaOSJcHm70HDvDTaMjtGz7KdWPeymrrtW65GzdPK5Pq6+RX1alt3enm2JXDAnRyAj/zkwVAAAAAAAA6DZoVDixqpo6vbU7zRS7fHCIBoeef0/9WbG9TY2Kg1klOnGmTANDfLokT7ROemG53tyZpk+TslR5zlZejY3o7acF8VGaOiRUri7MO+hMEb28NGVQiDYfP9MQ+zDhtOaOjWz1bIllO1JVVn22wWSTdO+UAZ2cKQAAAAAAANB90KhwYmuTs5oM610Q3/Jqinrx/YMU4uuhM6Vnz12bnKX72JrGEsdySrV8Z6rWH8pWrdHy8+KiA3VXfJTiowMZyNyFbh4XaWpUHMstVWJGkcb2DbjguZlFFfqg0VZss2LDNSikfQO5AQAAAAAAgJ6ARoWTqq0ztHKXeTXFxKgAje7T64LnurnYNGN4mGl7mrXJWbp3ygC58AG43SSkF2rZjlR990Nei8+xSZo2NFTz46PYOshOJvcPUr9AL9NMkPf3ZbSqUfH696dUdU63yc3FpsWX9O+SPAEAAAAAAIDugkaFk9pwNFen8stNsbtasZqi3nWxvU2NiuySKu1OLVBcdFCn5YimDMPQ1hP5WrbjlPalF7X4PDcXm2bFhmvepCgNYEsuu3Kx2TRnTKSe23yiIfbN0VzllVUp2MejxfNO5pXp0wOZpthNYyLVN8C7y3IFAAAAAAAAugMaFU7IMAwt35Fqig0L99NF/VvfZIgJ99PQMF8dzSltiK1JzqZR0UVq6gx9dThHy3ek6lhuaYvP83Z30U1jIvVfE/oqopeXHTPEua4fFaGXt6Q0rI6orjX0yf5MLZgc3eI5r249adq6y9PNRYsmt755CAAAAAAAAPRULlYngLbbfjJfh7JLTLG74qPaPLdgVmxv0+MNR3JVfs4QYHRcRXWtPtiXobn/3qk/rj3UYpMiwMtNP7+kvz5ZPFkPXjGYJoXFAr3ddfWwMFNsVeJp1dY1P0TkSHaJvjycY4rdOr6vQv08uyxHAAAAAAAAoLtgRYUTWtZoNUV0kLemDw1t83VmDg/T85t/UP1nr2XVtdp4LFfXjuh9/hNxQSWVNfpgX4be2ZOuvLLqFp8X7uehO+OiNHt0hLzdXe2YIS5k7tg+WpOc3fA4o6hS21LyNGVQSJPnvrQlxfTYz9NV8+P6dXWKAAAAAAAAQLdAo8LJ7M8o0u7UQlNs3qR+cnVp+xDsUD9PTe4fpG0p+Q2xtUnZNCo6ILe0Su/sTteHCRkqrWp5dcqAYG/Nj4vSzBHhcndlYZMjGhXpr5gwXx05Z3u0DxNON2lUJKQXNhmIPm9SlAK83e2SJwAAAAAAAODsaFQ4mcazKcL8PJps4dQWs2J7mxoVO07lK7u4UuH+bFnTFmkF5XpzV5o+PZDZMNegOSMj/LUgPkqXDwmRSxu36oJ92Ww23Tyuj55ef7QhtuWHPGUUVqhv4I9bcxmGoX9+l2I6L9jHXbdN6GvPVAEAAAAAAACnRqPCifxwplSbjp8xxW6f2E8ebu3/Rv4VQ0Lk4+6qsv+dTVFnSF8cyta8OIYAt8aR7BKt2Jmq9Ydz1ML4AknSRf2DdFd8lCZGBbR5lgisM3NEuJ7d9EPD6hhD0keJp/XA5QMlSd+n5GtvmnmF08LJ0fLxYBsvAAAAAAAAoLXYc8aJrGi0mqKXl5tuGhPRoWt6ubvqyhjzfIs1yVkyjPN86g7tSyvUrz7arztW7tEXh5pvUtgkXRUTqpV3jtfzN4/WpOhAmhROxtvdVT8ZaV6x9Mn+TFXV1DW7miLC31NzxkTaMUMAAAAAAADA+bGiwkmcLqrQ54dyTLGfjusjX4+O/wivG9lbnyZlNTw+nlumIzmlGhbu1+Frd0f//v5Uk+HJ53Jzsem6kb01Py5K0UHe9ksMXWLO2Ei9tzej4XF+ebW+OZqr4JwyHcoqMT138SX9O7TCCQAAAAAAAOiJaFQ4ibd2pan2nK/te7q56LbxnbMP/vh+AYrw91RmcWVDbG1yFo2KZmQWVehf2042e8zH3VVzxkbqvyb0ZcZHNzIoxFcTowJMQ+z/szdDpdXmYekDgr07NC8GAAAAAAAA6Kn46q8TyC+r0ur9mabY7NERCvRx75Tru9hsujY23BT7/GC2as43dKGHWrkzrcn7Eujtrnsu7a9Pfx6vX00dRJOiG5o7to/pcWJGkY7nlJpi91w6QG4ubO0FAAAAAAAAtBWNCifw7t4MVdbUNTx2dbHpzkn9OvUes0aYvwmeV1at7Sn5nXoPZ5dbWqXV+0+bYjNHhOvTxfH62UX91curcxpHcDxXDAlR8Hkag8PD/TRtaGiLxwEAAAAAAAC0jEaFgyuprNH75+yPL0nXjghXRC+vTr3PgBAfjYzwN8XWJGe18Oye6c2daaqqPbuaws3FpvumDJCXu6uFWcEe3F1dNPs8Q7LvnTJALgxKBwAAAAAAANqFRoWDW5V4WsWVNQ2PbZLmx0V1yb0a76+/+fgZlZxz756soKxaHyaYG0Y/Gdm70xtGcFw3jY5Qczs7je8XoIsHBNk/IQAAAAAAAKCboFHhwCpr6vTW7nRTbOqQEA0M8emS+10zLMy0x35lTZ2+PpLTJfdyNu/sSVPFudtv2aS74rumYQTHFNHLS5cNCmkSX3LpANlYTQEAAAAAAAC0G40KB7YmOUtnSqtMsQVd+OF4oI+7pgwKbpRDdpfdz1kUV9TovUbbb80cEa5+gd4WZQSr3Dahr+nxZYOCNa5fgEXZAAAAAAAAAN0DjQoHVVtnaOXOVFNsUnSgRkb26tL7Xtto+6e9aYVKLyzv0ns6uvf2pqu0qrbhsU3Sgvho6xKCZSZFB+rh6YM1KMRHs0ZH6M+zhlmdEgAAAAAAAOD03KxOAM37+kiO0goqTLGuXE1Rb8rAYPXyclNRxdnZFOuSs3X3xf27/N6OqLSqRu/uMW+/ddWwMA3oou234PhuGd9Xt07oq9BQf+XmFsswLnwOAAAAAAAAgJaxosIBGYahZTvMqylG9PZTfHRgl9/bw81FVw8LM8XWHcyW0UM/jf1w32kVVpgHii+czGwKAAAAAAAAAOgsNCoc0LaUfB3NKTXFFsRH2W1g73WNtn86lV+uA6eL7XJvR1JRXau3dqeZYlMHh2homJ9FGQEAAAAAAABA90OjwgE1Xk0RHeStqUNC7Xb/UZH+ig4yD4pek5xlt/s7itX7M5VXVm2KLbqI2RQAAAAAAAAA0JloVDiYhPRC7U0rNMXuiouSq4t9VlNIks1m07Ujwk2x9YdzVFVTZ7ccrFZVU9dkmPnFA4IUG+FvUUYAAAAAAAAA0D3RqHAwyxutpgj389C1seEtPLvrNL5nUUWNvjuRZ/c8rPJZUqayS6pMsZ+xmgIAAAAAAAAAOh2NCgdyLLdU3/5gbgbcMamf3F3t/2PqG+Ct8f0CTLF1PWT7p5rauiYNo4lRARrbN6CFMwAAAAAAAAAA7UWjwoGsaPTheICXm2aPjrQoG+m6RqsqvvshTwWNZjZ0R58fylZGUaUpxmoKAAAAAAAAAOgaNCocRHphub48lG2K3TK+j3w8XC3KSLoyJkyebmdLpKbO0JeHcyzLxx5q6wy9sd3cMBod2UuTogKtSQgAAAAAAAAAujkaFQ7irV3pqjXOPvZ2d9Et4/tal5AkP083TR0cYoqt7ebbP319JEen8stNsZ9dFC2bzX7DzAEAAAAAAACgJ6FR4QDOlFbpkwOZpthNYyIV6O1uUUZnzYrtbXqclFmslLwyi7LpWnWGoX9vP2WKDQ/30yUDgyzKCAAAAAAAAAC6PxoVDuDdPemqrKlreOzmYtPtE/tZmNFZkwcEKdjH3DDprkO1Nx07o+O55ibMIlZTAAAAAAAAAECXolFhsZLKGr2/L8MUmxUbrt7+nhZlZObmYtPMEeah2muTs1VnGC2c4ZwMw9C/vzevphgU4qOpQ0JaOAMAAAAAAAAA0BloVFjsw4TTKq2qbXhskzQvLsq6hJrRePunzOJK7U0rtCibrrE1JV+HsktMsUWTo+XCagoAAAAAAAAA6FI0KixUWVOnt3enmWLThoZqQLCPRRk1LybMV0NCfU2xNUndZ/snwzD0+jbzaoroIG9dNSzMoowAAAAAAAAAoOegUWGhz5IylVdWbYrdFe9YqykkyWazaVasefunr4/kqqK6toUznMuu1ALtP11kii2Ij5KrC6spAAAAAAAAAKCr0aiwSE2doRU7zasp4qMDFRvhb1FG5zdzRLjO/dy+rLpWG4+dsS6hTtR4NkVkL09d22guBwAAAAAAAACga9CosMjXh3OUUVhhii2Y7HirKeqF+XkqPjrIFFub7PzbPyWkF2pXqnnexl3xUXJz5Y8GAAAAAAAAANgDn8ZawDAMLd+ZaorFRvhrUlSgNQm10qyR5lUG20/mK7ek0qJsOsfrjVZThPl56PqRERZlAwAAAAAAAAA9D40KC2w9ka+jOaWm2IL4KNlsjj0T4YohofJxd214XGdInx/KsTCjjknOLNa2lHxTbF5clDzc+GMBAAAAAAAAAPbCJ7IWWLbD/C3+AcHemjokxKJsWs/b3VXTY0JNMWfe/umN7eafQ7CPu24azWoKAAAAAAAAALAnGhV2ti+tUPvSi0yx+XFRcnHw1RT1ZsWat386mlOqI9klFmXTfkdzSpoMA79jYj95nbNiBAAAAAAAAADQ9WhU2Fnj2RS9/T01c0R4C892PBOjAtXb39MUW5ucbVE27ffGdvPPoZeXm+aOi7QoGwAAAAAAAADouWhU2NHRnBJ990OeKXbHpH5yd3WeH4OLzaZrGzVWPj+UrZo6w6KM2i4lr0xfHTbP1rhtQl/5erhZlBEAAAAAAAAA9FzO8wl5N7B8h/lb/AFebprthDMRZsX2Nj0+U1qlHSfzW3i241m2/ZTObav4erjq1vF9LMsHAAAAAAAAAHoyGhV2klZQrvXNfIvf2wlnIgwM8VFshL8p5ixDtdMKyvX5QfNWVbeM76NeXu4WZQQAAAAAAAAAPRuNCjt5c1eazt0dycfdVT8d57zf4p/VaPunjcfOqKSyxqJsWm/FzlTVnvNz8HJz0X9N6GtdQgAAAAAAAADQw9GosIPc0ip9eiDTFLtpTKQCvJ33W/zXDA+Tq4ut4XFlTZ2+OZprYUYXllVcqU8PmFd+zBkbqSAfD4syAgAAAAAAAADQqLCDd3anq+qcr/G7udh0+0Tn/hZ/kI+HLh0YbIo5+vZPK3emmoZ+e7jaNG9SPwszAgAAAAAAAADQqOhiJZU1+jAhwxS7bmRvhft7WpRR57ku1rz90+7UQp0uqrAom/PLLa3S6v3mVS03jo5UqJ/z/xwAAAAAAAAAwJnRqOhi7+/LUGlVbcNjm6T5cVHWJdSJpgwKkb+nmym2Ljm7hWdb6+1daaqsqWt47Opi0/w4VlMAAAAAAAAAgNVoVHShiupavbsn3RS7MiZU0UHeFmXUuTzcXHTN8DBTbE1ylgzDaOEMaxSUVeuDRqtafhLbWxG9vCzKCAAAAAAAAABQj0ZFF/o0KUt5ZdWm2F3x3WM1Rb1rR5i3fzqVX67kzGKLsmneO3vTVV59djWFi01aMLl7/RwAAAAAAAAAwFnRqOgiNXWG3tyZaopd1D9Iw3v7W5RR1xjTp5f6BZpXJqxxoO2fiitq9F6jVS0zhoerX2D3WNUCAAAAAAAAAM6ORkUXWX84WxlFlaZYd/wWv81m06zY3qbYl4eyVV1b18IZ9vWffelNZoQsnBxtXUIAAAAAAAAAABMaFV2gzjC0fId5NcXoSH9N6BdgUUZdq/H2T4UVNdryQ55F2ZxVVlWrd3Y3nREyMMTHoowAAAAAAAAAAI3RqOgC3/2Qp+O5ZabYXfFRstlsFmXUtfoFemt8316m2JrkLIuyOevDhAwVVtSYYqymAAAAAAAAAADHQqOikxmGoWXbzaspBob46LLBIRZlZB/XNtr+6bsf8lRYXt3Cs7teRXWt3tyVZopdNihYMeF+FmUEAAAAAAAAAGgOjYpOtje9UPtPF5lid8VFyaWbrqaod1VMmDxcz77GmjpD6w/nWJbPx/szlVdmbpT87CJWUwAAAAAAAACAo6FR0ckaz6aI7OWpGcPDLMrGfvy93HT54FBTbK1F2z9V1dRpxU7zz+Gi/kEaGdmrhTMAAAAAAAAAAFahUdGJDmeXaOuJfFPszkn95ObaM97m60aah2rvP12sk3llLTy766xJzlJ2SZUptojVFAAAAAAAAADgkHrGJ+h20ng1RZC3u24YFWFRNvZ3Uf8gBfu4m2JrD2bbNYea2jota/RzGN8vQOP7Bdg1DwAAAAAAAABA69Co6CSp+eX6+oh5JsNtE/rKy93Voozsz83VRdcMN6+qWJecpTrDsFsOXxzKUUZhhSnGbAoAAAAAAAAAcFw0KjrJyl2pqjvn83gfd1fdPC7SuoQscl2suVFxuqhS+9IL7XLv2jpDb2w/ZYqNivRXfHSgXe4PAAAAAAAAAGg7GhWdILekUp8lmQdHzx0bqV5e7i2c0X0NC/fToBAfU2xtkn22f/r6SI5O5pebYosmR8tms9nl/gAAAAAAAACAtqNR0Qne3p2u6tqzyyncXW26fWJfCzOyjs1m03WxvU2xr47kqKK6tkvvW2cY+nej1RQxYb6aMii4S+8LAAAAAAAAAOgYGhUdVFRRrQ8TTptiPxnZW6F+nhZlZL2ZI8J17hqG0qpabT5+pkvv+e3xMzqeW2aK/ewiVlMAAAAAAAAAgKOjUdFBH+/PUtk5qwVcbNL8uCgLM7JeuL+n4vsHmmJrkrOaf3InMAxDr39vXk0xMNhHVwwN7bJ7AgAAAAAAAAA6B42KDvpgX4bp8VUxYeoX6G1RNo5jVqPtn7an5Cu3tKpL7rUtJV8Hs0pMsYUXRcmF1RQAAAAAAAAA4PBoVHRQYUWN6fH8+J69mqLeFUNC5e1+trxqDenLQ50/VLu51RRRgV66elh4p98LAAAAAAAAAND5aFR0oksGBmlYuJ/VaTgEHw9XTW+09dKapM7f/mlPWqESM4pMsQXx0XJzYTUFAAAAAAAAADgDGhWd6C5WU5g03v7pSE6pjuaUtPDs9nmt0WqKCH9PXRvLagoAAAAAAAAAcBY0KjrJmD69NL5vgNVpOJSJUYEK9/MwxdYmd972Twnphdp1qsAUmx8fJXdXyhoAAAAAAAAAnAWf6HaSBfFRsjG82cTVxaaZI8yrKj4/mK3aOqNTrv/G9lTT41BfD90wKqJTrg0AAAAAAAAAsA8aFZ1gcKiPLh0UbHUaDmlWo22YckurtPNUfoevezCrWFtO5Jli8+L6ydONkgYAAAAAAAAAZ8Knup3g3ksHyIXVFM0aHOqrEb3NA8bXdML2T/9uNJsi0NtdN42J7PB1AQAAAAAAAAD2RaOig/50bYymDgm1Og2H1nio9oajuSqtqmn39Y7llmrjsTOm2B0T+8rb3bXd1wQAAAAAAAAAWINGRQddQZPigq4ZHiZXl7MrTipr6vTNkdx2X++NRqsp/D3ddPO4Pu2+HgAAAAAAAADAOjQq0OWCfTx0yYAgU2ztwfZt/5SSV6b1h3NMsdsm9JGfp1u78wMAAAAAAAAAWIdGBeyi8fZPu08VKLOoos3XWb4jVcY5j33cXXXr+L4dzA4AAAAAAAAAYBUaFbCLywaHyM/z7AwJQ9K6Nq6qSC8s17rkLFPsp+P7KMDbvTNSBAAAAAAAAABYoM375Rw4cEBbt25VYmKiEhMTlZX14wfHhw8fbvU1FixYoG3btkmSNm3apIiIiDblkJmZqRdffFGbN29Wbm6uAgMDNWXKFN13332Kiopq8bzdu3fr5ZdfVkJCgqqrqzV48GDdeeedmj17dpvuj7bzdHPR1cPCtCoxsyG2NjlLC+KjZLPZznPmWSt2pKn2nOUUnm4uun0iqykAAAAAAAAAwJm1uVHx4osv6uuvv273DT/66CNt27ZNNptNhmFc+IRGjhw5ovnz5ys/P199+/bVtGnTdOrUKa1atUrr16/XW2+9peHDhzc574svvtCDDz6ouro6xcXFKSgoSNu2bdPvfvc7HT58WL/73e/a/ZrQOtfF9jY1KlLyypWcVaKREf4XPDeruFKfJmWaYnPGRCrYx6PT8wQAAAAAAAAA2E+bGxXjxo3TsGHDNHr0aI0ePVrTp09XVVVVq87Ny8vTX//6V02ZMkUnTpxQenp6m+5tGIYeeugh5efna+7cuXriiSfk5vbjS1i5cqWeeuopPfTQQ/rkk0/k6np2m6GCggL9/ve/V21trZ5//nldc801kqTc3Fzdfvvt+ve//60rrrhCkydPblM+aJsxfXqpb4CX0gvPzqZYl5zVqkbFm7vSVH3Ocgp3V5vmxfXrkjwBAAAAAAAAAPbT5hkVP//5z/WrX/1K06dPV1hYWJvOXbp0qcrLy/X444+39baSfty66ciRIwoMDNQf/vCHhiaFJM2bN0/jx4/XsWPHtGHDBtN577//vkpKSnTllVc2NCkkKTQ0VA8//LAk6Y033mhXTmg9m82mWbHhptgXh3JUXVt33vPOlFZpVeJpU+yGUREK8/Ps9BwBAAAAAAAAAPZlt2Hamzdv1meffaZ77rlH0dHR7bpGUlKSJGnkyJHy9fVtcrx+RUTjrak2bdokSZoxY0aTc6ZOnSpPT09t3bpVlZWV7coLrTcrtrfpcUF5tbaeyD/vOW/vTlNlzdlmhquLTfPjWp5FAgAAAAAAAABwHnZpVJSVlelPf/qTBg0apLvvvrvd1ykvL5ck9erVq9njQUFBkpoO9j506JCkHxscjXl4eGjo0KGqrKzUiRMn2p0bWqdfoLfG9jH//NYmZ7X4/ILyan2wz7yaYtaIcPUJ8OqS/AAAAAAAAAAA9mWXRsVzzz2n9PR0/fnPf5aHR/uHHwcHB0uSMjIymj2elpYmSabZFyUlJSouLpYkRURENHtefbyl66JzzRppXlXx7Q9nVFhe3exz392TrrLq2obHLjZpweT2rcgBAAAAAAAAADieNg/TbqukpCStWLFCN910k+Lj4zt0rUmTJkmS9u/fr2PHjmnIkCENx8rLy7Vu3TpJUmlpaUP83P/28mr+W/je3t5NnttaNlubT+nxrh4Wqme+Oaaq/x2OXV1r6KsjObp5XJ+G99Nmk0oqa/TeXvPA9WuGh6l/sLe9UwZMzq1TwFFRp3AG1CmcAXUKZ0CdwhlQp3AW1CqcgbPUaVvy69JGRW1trR577DH5+/vrt7/9bYevN2jQIF199dVav3697r33Xj3xxBMaPXq00tLStHTpUhUUFEiSXFzsNnpDISH+drtXdxEq6erYCK3Zf3ZLp/VHz+ieq4Y1PA4J8de7G46ppLLWdO5vZo5QaCjvORwDf/7hDKhTOAPqFM6AOoUzoE7hDKhTOAtqFc6gO9VplzYqli9fruTkZC1durRh26aOqm9I7Ny5UwsWLGiI+/r66uGHH9Zf/vIX0wyLc4duV1RUyM/Pr8k162dfNDeg+0LOnCmWYbT5tB7vyiHBpkbF7pP52ns0W9HB3goJ8Vfq6QK9uvm46ZzpQ0MV7Crl5hbbO13AxGb78S8C/vzDkVGncAbUKZwBdQpnQJ3CGVCncBbUKpyBs9RpfZ6t0aWNig0bNshms2n16tX6+OOPTcdycnIkSb/61a/k4eGhxYsX6/LLL7/gNQMCArRy5Upt3rxZ27dvV0lJiaKionTDDTfo+PEfP9geOnRow/P9/Pzk7++v4uJiZWZmmraLqpeZmSlJ6tOnT5tfo2HIoYvBUV3cP0iB3u4qOGc2xZqkLN0zZYAk6cN9p1VYXmM6Z9HkaN5rOBT+/MMZUKdwBtQpnAF1CmdAncIZUKdwFtQqnEF3qtMun1FhGIZ27tzZ4vF9+/ZJkm666aZWX9Nms2nq1KmaOnWqKf7+++9LUpNZGMOHD9fOnTuVlJTUpFFRXV2to0ePytPTUwMHDmx1DugYN1cXzRgepvf2nh1gvjY5Sz+/tL8qqmu1clea6flTBgVrWO+mq2EAAAAAAAAAAM6tSxsVK1eubPHY9OnTlZ6erk2bNikiIqLD9yovL9eHH34od3f3Jk2PqVOnaufOnfriiy904403mo5t3LhRlZWVmjZtmjw9PTucB1rvupG9TY2KjKJKJaQX6fSxPJ0prTI9d9HkaHunBwAAAAAAAACwA/tNnW6DxMREzZw5U3fddVeTYydOnFBJSYkpVlBQoAcffFAZGRm65557mjQ+fvrTn8rPz09ff/21vvzyy4b4mTNn9Pe//12StHDhwi54JTif4eF+GhjiY4p9vD9TL280z6aIjw7U6D69BAAAAAAAAADoftq8omLjxo168cUXGx5XV/84Y+CWW25piC1ZskRXXHFFu5MqLy/XiRMnVFVV1eTYZ599pn/9618aPXq0evfureLiYu3atUtlZWWaM2eOlixZ0uScwMBAPf300/r1r3+tX/7yl4qPj1dgYKC2bdumoqIiLVy4UJMnT253vmgfm82mWSPC9c/vUhpinyVlNXneootYTQEAAAAAAAAA3VWbGxV5eXlKSEhoEj83lpeX17GszuOiiy7SwYMHlZSUpISEBPn6+mrChAm67bbbdPXVV7d43owZM/Tmm2/qpZdeUkJCgqqrqzV48GDdeeedbZqPgc41c0S4XvwuRS3NfBnXt5cm9Auwa04AAAAAAAAAAPuxGUZ3mQtujdzc4m4zWd0qS95P1M5TBc0ee37uKF00INi+CQEXYLNJoaH+/PmHQ6NO4QyoUzgD6hTOgDqFM6BO4SyoVTgDZ6nT+jxbwyFnVKBnuS62d7Px2Ah/Te4fZOdsAAAAAAAAAAD2RKMClps2NFRebk1LcdHkaNlsNgsyAgAAAAAAAADYC40KWM7Hw1XTY0JNsaFhvrp8MFs+AQAAAAAAAEB3R6MCDuGu+KiGVRXurjY9NG0wqykAAAAAAAAAoAdwszoBQJIGhfjq7fkTteNUvi6PjVS4h82hB8EAAAAAAAAAADoHjQo4jKggb0UHezdMrAcAAAAAAAAAdH9s/QQAAAAAAAAAACxDowIAAAAAAAAAAFiGRgUAAAAAAAAAALAMjQoAAAAAAAAAAGAZGhUAAAAAAAAAAMAyNCoAAAAAAAAAAIBlaFQAAAAAAAAAAADL0KgAAAAAAAAAAACWoVEBAAAAAAAAAAAsQ6MCAAAAAAAAAABYhkYFAAAAAAAAAACwDI0KAAAAAAAAAABgGRoVAAAAAAAAAADAMjQqAAAAAAAAAACAZWhUAAAAAAAAAAAAy9CoAAAAAAAAAAAAlqFRAQAAAAAAAAAALEOjAgAAAAAAAAAAWIZGBQAAAAAAAAAAsAyNCgAAAAAAAAAAYBkaFQAAAAAAAAAAwDI0KgAAAAAAAAAAgGVoVAAAAAAAAAAAAMvQqAAAAAAAAAAAAJahUQEAAAAAAAAAACxDowIAAAAAAAAAAFiGRgUAAAAAAAAAALCMm9UJODubzeoMupf695P3FY6MOoUzoE7hDKhTOAPqFM6AOoUzoE7hLKhVOANnqdO25GczDMPoulQAAAAAAAAAAABaxtZPAAAAAAAAAADAMjQqAAAAAAAAAACAZWhUAAAAAAAAAAAAy9CoAAAAAAAAAAAAlqFRAQAAAAAAAAAALEOjAgAAAAAAAAAAWIZGBQAAAAAAAAAAsAyNCgAAAAAAAAAAYBkaFQAAAAAAAAAAwDJuVicA51JeXq4tW7bom2++0e7du5WRkSFXV1dFR0frmmuu0cKFC+Xr69vsuR999JHefvttHT9+XO7u7ho7dqzuvfdeTZgwoclzy8rK9OWXX2r//v1KTEzUwYMHVV1drfvvv18PPPBAi/kNGzbsvPknJibK09OzbS8aTsfR67TeoUOH9Prrr2v79u3Ky8tTr169NHjwYM2ePVtz587t8PsAx+bIdfr888/rhRdeuOBrePPNNxUXF9e2Fw6n4sh1Wm/t2rV69913dfDgQZWVlSkgIEBjx47VggULNHny5E55H+DYnKFON23apGXLlmn//v2qrq5WdHS0brjhBi1YsEDu7u6d8j7AsdmrTo8fP66vv/5a3377rY4cOaKSkhIFBgZq/PjxWrBggSZNmtRijpmZmXr22Wf17bffqrCwUH369NF1112nX/ziF/w/VA/h6HW6ceNG7d27VwkJCTpw4ICKi4sVHx+vlStXdur7AMfnyLWam5urDRs2aOPGjdq/f7/y8vLk5eWl4cOHa+7cuZo9e7ZsNlunvydwPI5cp4WFhXrttde0f/9+nTx5Unl5eZKkfv36aerUqbr77rsVHBzcuW9IK9gMwzDsflc4rffff1+PPfaYJGnw4MEaOnSoSkpKtHfvXpWWlmrQoEF68803FRISYjpv6dKlWrFihby8vHTppZeqsrJS33//vQzD0HPPPaerrrrK9PyDBw9q9uzZTe7fmkaFj4+PZsyY0ezxJ598kv8Z7AEcvU7rc/zTn/4kwzA0duxYRUZGKjc3V4cOHVJsbKyWLVvWofcAjs+R6/Srr77SV1991eyxrKwsbd26Vd7e3tqyZUuL/7BC9+DIdSpJTz/9tJYvXy43NzdNnDhRwcHBOnXqlJKSkiRJTzzxhG699dYOvgtwdI5ep6+++qqeeeYZubi4aOzYsQoODta+fft05swZXXLJJXr11Vf592kPYK86vfzyy5WVlSUfHx+NGzdOAQEBOn78uI4cOSKbzaZHHnlECxYsaJLfyZMndeuttyo/P18xMTEaPHiwDhw4oNTUVE2YMEHLly+Xh4dHl70/cAyOXqeTJk1ScXGxKUajomdy5Fr9P//n/+jTTz+Vm5ubRo0apT59+igrK0t79+5VXV2dZsyYof/3//6fXF1du/Q9gvUcuU6PHDmi66+/XoGBgRoyZIjCw8NVWlqqAwcO6MyZMwoPD9fbb7+tqKioLn2PmjCANvjoo4+MP/7xj8axY8dM8aysLGP27NlGTEyM8Zvf/MZ0bMuWLUZMTIwRHx9vnDhxoiG+Z88eY+TIkcakSZOMwsJC0zknT540fv/73xvvvPOOceDAAeOFF14wYmJijOeee+68+cXExBjTpk3r2IuE03P0Ot26dasxbNgw4+qrr26SY2VlpZGUlNSOVw1n4+h12pK//e1vRkxMjPHQQw+163w4F0eu04MHDxoxMTHGpEmTjKNHj5qOffbZZ8awYcOMcePGGSUlJe189XAWjlynCQkJxrBhw4yRI0camzdvbogXFxcb8+bNM2JiYoyXX365A68ezsJedXrXXXcZq1atMioqKkzxd955x4iJiTFGjBjR5HemYRjGbbfdZsTExBhPPvlkQ6y6utq47777OvTvBjgXR6/TRx991HjttdeM77//3vjuu++MmJgY48477+zgq4YzcuRaffLJJ42XXnrJOHPmjCmekJBgTJgwwYiJiTHefffd9r50OBFHrtOioiJj//79Rm1trSleUVFhPPzww0ZMTIzxwAMPtPeltxuNCnSaPXv2GDExMcaoUaOMysrKhvjdd99txMTEGG+88UaTc5588kkjJibGeP3118977VdeeYVGBTqFI9TprFmzjOHDhxuHDh1q12tA9+cIddqcuro6Y+rUqUZMTIzpAzf0TFbX6cqVK42YmBjjj3/8Y7PHr7/+eiMmJsZISEho3QtCt2R1nf7+9783YmJijMcee6zJsR9++MEYNmyYMXnyZKOmpqb1LwrdTlfW6bkWLVpkxMTEGM8//7wpnpCQYMTExBgXX3yx6f6GYRg5OTnGyJEjjbi4OKO6urptLwzditV12tjevXtpVKBZjlar53r55ZepWxiG4dh1evr0aSMmJsaIi4tr9TmdhWHa6DTDhw+XJFVVVamgoECSVFFRoe+//16SNHPmzCbn1Mc2bNhgnyTR41ldp7t379axY8cUHx9/wZkq6LmsrtOWbN++XadPn1ZYWJguueSSLrsPnIPVddraLUgCAwM7fC84L6vrtH4bsvj4+CbHBg4cqPDwcOXn52vPnj0dvhecl73qtP7fntnZ2ab4xo0bJUnTpk1r8rs1NDRUEydOVGFhoXbv3t3qe6H7sbpOgdZy5Fqtz436hiPXqZvbjyOtrdialGHa6DSpqamSfizk+g8FTpw4oaqqKgUHBysiIqLJObGxsZKkw4cPd1oeZWVleumll3T69Gl5eXkpNjZWV199NfuoQ5L1dVr/l8748eNVUVGhNWvWKCkpSS4uLho1apRmzpwpLy+vDt8Hzs3qOm3JJ598Ikm67rrr2FMVltfp5MmT5ebmpnXr1mn+/PkaMmRIw7E1a9boyJEjio+PV3R0dIfvBedldZ2Wl5dLknr16tXs8cDAQGVlZenQoUOKi4vr8P3gnOxVp2lpaZJ+bD6c69ChQ6ZrNnev77//XocPH9bkyZNbfT90L1bXKdBajlyr9bmFhYW1+hx0T45ap9XV1Xr++eclSVOnTm31fToLjQp0mhUrVkiSpkyZ0vBNnIyMDElq9g+YJPn4+KhXr14qLCxUSUmJ/Pz8OpxHfn6+/vGPf5hif/nLX/TXv/5VV1xxRYevD+dmdZ0eP35ckmQYhmbPnq0TJ06Yjj/77LN6+eWXWW3Rw1ldp82prKzUl19+KUm68cYbO/XacE5W12n//v316KOPaunSpbrxxhs1ceJEhYSE6OTJk0pOTta0adP09NNPt/v66B6srtOgoCClpKQ03PNchmE0xJs7jp7DHnV66tSphm9gTp8+3XTs9OnT571XfZw67dmsrlOgtRy1Vqurq/X2229Lkq688spWnYPuy5Hq9Pe//73q6upUWFiopKQkZWVlacKECXr44Yfb/Lo6iq2f0Ck2bdqkDz74QO7u7vr1r3/dEC8rK5Ok835D3NvbW5JUWlra4Txmz56t1157TZs3b9bevXu1evVq3XjjjSooKND999+vxMTEDt8DzssR6rSwsFCS9Nprr6m8vFyvvvqqdu/erU8//VSXXnqpMjIydO+99zZ8AxM9jyPUaXO+/vprFRcXa+jQoS1+4xI9h6PU6Z133qlnnnlG7u7u2r59u9auXaukpCSFhobq0ksvZdunHs4R6rR+lcTq1aubHPviiy9UXFzcKfeB87JHndbU1OiRRx5RVVWVZs2apVGjRpmO19+r/nqN+fj4tOo+6L4coU6B1nDkWn322Wd1/Phx9evXT7fddlurzkH35Gh1unr1aq1atUrffPONsrKyFB8fr7///e8KCgpqw6vqHDQq0GHHjx/Xww8/LMMw9PDDDzfss2aFv/71r7rsssvUu3dv+fj4aMSIEfrb3/6me+65R9XV1Xr22Wctyw3WcpQ6NQxD0o9/aTz//POaOnWq/Pz8FBMTo5dfflkRERFKT0/Xp59+akl+sJaj1Glz6rd9uuGGGyzOBFZzlDo1DENLly7Vgw8+qBtvvFFffPGF9u7dq/fff1/9+/fXk08+qSeeeMKS3GA9R6nT22+/Xb6+vtq3b59++9vfKiUlRUVFRVq7dq0ef/zxhj2AbTabJfnBWvaq06eeekq7d+9WVFSUHn/88S65B7ov6hTOwpFrdc2aNXrttdfk6empZ555psXGMLo/R6zT5ORkHT58WN9++62effZZZWVl6frrr9e3337bJbmdD40KdEhWVpYWL16swsJCLVy4UHfddZfpeP23byoqKlq8Rv03x7tyhsTdd98tV1dXbd++XVVVVV12HzgmR6rT+nsNGTJEY8aMMR3z8PDQT37yE0nSjh07OnQfOB9HqtPG8vPz9d1338nFxYVGRQ/nSHW6atUqrVixQldeeaX+/Oc/a8CAAfLx8dGYMWP0yiuvKDw8XO+8846OHj3aofvA+ThSnUZGRuqFF15Qr1699PHHH2vGjBmKi4vTgw8+qKioKM2dO1eSFBAQ0KH7wPnYq05feuklvfPOOwoNDdXrr7/e7Eqz+nu1tKK3/huezPzreRypToHzceRa3bZtmx555BG5uLjof/7nfzRu3LgLvyB0S45cp5IUHh6umTNn6o033pDNZtOjjz7a8G8Ae6FRgXYrKCjQokWLlJ6erjlz5uh3v/tdk+f06dNHkpSZmdnsNcrKylRUVKSAgIBO30/9XP7+/goODlZ1dbUKCgq67D5wPI5Wp/X36tu3b7PH6+N5eXkdug+ci6PVaWNr165VdXW14uLiWtwvE92fo9Xpxx9/LEmaMWNGk2N+fn667LLLZBiGdu/e3aH7wLk4Wp1K0iWXXKKvvvpKjz/+uG6//XbNmzdP//M//6N33nmn4X/+zh0Gj+7PXnX6zjvv6B//+If8/f312muvqX///s0+LzIy8rz3qo/X54SewdHqFGiJI9dqYmKilixZourqaj355JO66qqr2vDK0J04cp021rdvX02aNEk5OTlKSEho8/kdwTBttEtpaakWL16sY8eO6ZprrtFTTz3V7JL1gQMHysPDQ3l5ecrKylLv3r1Nx5OTkyWpywcH19XVNezfVt+hRPfniHVav7d/UVFRs8frZ1hQpz2HI9ZpY/VbkTFEu+dyxDqt/we8v79/s8fr4y39vkX344h1Wi8gIEC33357k/i+ffvk4uLSMMsC3Z+96nTNmjV64okn5O3trVdeeUUjRoxoMafhw4fr66+/brhmY/b6fzY4DkesU6A5jlyrx44d0+LFi1VWVqZHH320YRUleh5HrtOW1M+nyM/Pb/c12oMVFWizqqoqLVmyRImJiZoyZYqeeeYZubq6NvtcLy8vXXTRRZKkdevWNTn++eefS5KmTZvWdQlL+vbbb1VWVqbo6OguXbkBx+GodXr55ZfLzc1Nhw8fbnZ1z86dOyWJf6T3EI5ap+dKTU3V3r175eXl1ew319H9OWqdhoWFSZIOHDjQ7PH6eEsr2NC9OGqdns/GjRuVmpqqyy67rOEb7eje7FWnmzZt0u9+9zu5urrqhRde0MSJE8+b1xVXXCFJ2rBhQ5NtcnNzc7V7924FBARowoQJF3yNcH6OWqdAY45cq2lpaVq0aJEKCgr0wAMPaMGCBW14ZehOHLlOW1JbW9uwKj0qKqrd12kPGhVok9raWv3mN7/R999/r0mTJumFF16Qh4fHec9ZuHChpB/3SEtJSWmI7927V++995569eqlm2++ucO5rVmzRomJiU3iO3bs0GOPPSZJuuOOOzp8Hzg+R67T4OBgzZkzR2VlZXrqqadM/zO4atUqbdmyRZ6enpozZ06H7wXH5sh1eq767XWuvPJKGr09kCPXaf3S+TfeeKPJ3/9vvvmmdu3aJV9fX1166aUdvhccmyPXqfRj08wwDFNsz549evTRR+Xp6alHHnmkU+4Dx2avOt29e7d++ctfyjAM/eMf/9CUKVMumNuYMWM0YcIEnTlzRn//+98b4jU1Nfrzn/+s6upqzZs3T+7u7m14xXBGjlynwLkcuVbPnDmjn/3sZ8rKytKiRYt0//33t/0Foltw5Dpds2aNDh8+3CReUFCgP/7xj0pNTVVMTIxGjRrVilfaeWxG4381A+exfPlyPf3005Kkq6++usUPrX77298qODi44fHSpUu1YsUKeXt765JLLlF1dbW2bt0qwzD03HPPNbtP33333aecnBxJUnZ2tk6fPq3evXs37I8eFhamf/7znw3Pf+SRR7Rq1SoNGDBAQ4cOlZubm1JSUnTw4EFJ0nXXXaf//u//losL/bnuzpHrVJKKi4t1++2368iRI+rTp49GjRqljIwMHThwQK6urnr66ac1e/bszngr4MAcvU7rzZgxQykpKXr11Vc1derUDr1mOB9HrtPKykotXLhQu3fvlouLi8aNG6fw8HAdO3ZMx44d4/dpD+LIdSpJ06dPV21trYYOHaqAgAClpKQoKSlJnp6eevbZZxu+zY7uzV51GhcXp6KiIvXr16/FLcUmTpyon/70p6ZYSkqKbr31VhUUFCgmJkZDhgzR/v37lZqaqvHjx2vFihUX/HAFzs/R6/Sf//ynNm3aJOnHvdqPHj0qX19f05yfF154QeHh4W1/8XAqjlyr9913n7766it5e3tr5syZzZ4TFBTU7IwCdC+OXKf1n6FGRUUpJiZG3t7eysrKUlJSksrKytS7d2+98cYbGjx4cEffhjZhRgXa5Nx9ntevX9/i8+6//37TH7I//OEPGjFihN58801t3bpV7u7uuvjii7VkyZIWlxAfPHhQ6enpplhWVpaysrIkNd3K4dprr1VNTY2SkpK0fft2lZWVKSAgQJdffrnmzp3b4l8Q6H4cuU6lH/dNf++99/TKK69o3bp12rBhg3x9fTVt2jQtXryYZc89hKPXqfTj8LeUlBSFhITwrfQeypHr1NPTU8uWLdNbb72ltWvX6vDhw0pMTFRQUJBmzJihRYsWady4cW19yXBCjlynknTbbbfpq6++0v79+1VaWqrw8HDdcsstWrx4sd2X08M69qrT+vukpaUpLS2txfs0/gB4wIABWr16tZ577jl9++23Wr9+vfr06aMlS5bonnvuoUnRQzh6naampjYZ7FpaWmqKNd6+DN2TI9dq/Tnl5eVatWpVs8/v27cvjYoewJHr9Oabb5a3t7f27NmjPXv2qLi4WD4+PoqJidG0adN0xx13tDgLsCuxogIAAAAAAAAAAFiGPXAAAAAAAAAAAIBlaFQAAAAAAAAAAADL0KgAAAAAAAAAAACWoVEBAAAAAAAAAAAsQ6MCAAAAAAAAAABYhkYFAAAAAAAAAACwDI0KAAAAAAAAAABgGRoVAAAAAAAAAADAMjQqAAAAAAAAAACAZWhUAAAAAAAAAAAAy9CoAAAAAAAAAAAAlqFRAQAAAAAAAAAALEOjAgAAAAAAAAAAWOb/A4/YTCCsg/DzAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "forecasts = pd.DataFrame(\n", " {\n", " \"ln PCE\": np.log(pce.PCE),\n", " \"theta=1.2\": res.forecast(12, theta=1.2),\n", " \"theta=2\": res.forecast(12),\n", " \"theta=3\": res.forecast(12, theta=3),\n", " \"No damping\": res.forecast(12, theta=np.inf),\n", " }\n", ")\n", "_ = forecasts.tail(36).plot()\n", "plt.title(\"Forecasts of ln PCE\")\n", "plt.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, `plot_predict` can be used to visualize the predictions and prediction intervals which are constructed assuming the IMA is true." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:39.118295Z", "iopub.status.busy": "2022-11-02T17:10:39.116904Z", "iopub.status.idle": "2022-11-02T17:10:39.775834Z", "shell.execute_reply": "2022-11-02T17:10:39.775177Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = res.plot_predict(24, theta=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We conclude be producing a hedgehog plot using 2-year non-overlapping samples." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:10:39.780724Z", "iopub.status.busy": "2022-11-02T17:10:39.779636Z", "iopub.status.idle": "2022-11-02T17:10:40.495294Z", "shell.execute_reply": "2022-11-02T17:10:40.494563Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ln_pce = np.log(pce.PCE)\n", "forecasts = {\"ln PCE\": ln_pce}\n", "for year in range(1995, 2020, 3):\n", " sub = ln_pce[: str(year)]\n", " res = ThetaModel(sub).fit()\n", " fcast = res.forecast(12)\n", " forecasts[str(year)] = fcast\n", "forecasts = pd.DataFrame(forecasts)\n", "ax = forecasts[\"1995\":].plot(legend=False)\n", "children = ax.get_children()\n", "children[0].set_linewidth(4)\n", "children[0].set_alpha(0.3)\n", "children[0].set_color(\"#000000\")\n", "ax.set_title(\"ln PCE\")\n", "plt.tight_layout(pad=1.0)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }